From b8827913e13e30874703aab966584dc46ccd9d47 Mon Sep 17 00:00:00 2001 From: Richard Wong Date: Mon, 28 Aug 2023 18:24:41 +0900 Subject: [PATCH] First Commit: simple anomaly detection --- data/battery_1.csv | 273962 ++++++++++++++++++++ notebooks/eda.ipynb | 2829 + notebooks/read_influxdb_data.ipynb | 66 + notebooks/simple_anomaly_detection.ipynb | 1239 + 4 files changed, 278096 insertions(+) create mode 100644 data/battery_1.csv create mode 100644 notebooks/eda.ipynb create mode 100644 notebooks/read_influxdb_data.ipynb create mode 100644 notebooks/simple_anomaly_detection.ipynb diff --git a/data/battery_1.csv b/data/battery_1.csv new file mode 100644 index 0000000..1140f4a --- /dev/null +++ b/data/battery_1.csv @@ -0,0 +1,273962 @@ +BATT_PACK_1_FAULT,PACK1_CRIDATA_AVG_CELL_TEMP,PACK1_CRIDATA_AVG_CELL_VOL,PACK1_CRIDATA_BATT_VOL,PACK1_CRIDATA_BUS_VOL,PACK1_CRIDATA_CURR,PACK1_CRIDATA_DISCHARGE_CURR_LIMIT,PACK1_CRIDATA_SOC +,,,,,,, +,,,,,,, +,,,,,,, +,,,,,,, +,,,,,,, +,,,,,,, +,,,,,,, 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"cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "df = pl.read_csv('output.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['',\n", + " 'time',\n", + " 'AVG_PACK_SOC',\n", + " 'AvgSOC',\n", + " 'AvgSOH',\n", + " 'BATT_PACK_1_DISCONN',\n", + " 'BATT_PACK_1_FAULT',\n", + " 'BATT_PACK_1_WARN',\n", + " 'BATT_PACK_2_DISCONN',\n", + " 'BATT_PACK_2_FAULT',\n", + " 'BATT_PACK_2_WARN',\n", + " 'BATT_PACK_3_DISCONN',\n", + " 'BATT_PACK_3_FAULT',\n", + " 'BATT_PACK_3_WARN',\n", + " 'BATT_PACK_4_DISCONN',\n", + " 'BATT_PACK_4_FAULT',\n", + " 'BATT_PACK_4_WARN',\n", + " 'BATT_PACK_5_DISCONN',\n", + " 'BATT_PACK_5_FAULT',\n", + " 'BATT_PACK_5_WARN',\n", + " 'BATT_PACK_6_DISCONN',\n", + " 'BATT_PACK_6_FAULT',\n", + " 'BATT_PACK_6_WARN',\n", + " 'BATT_PACK_7_DISCONN',\n", + " 'BATT_PACK_7_FAULT',\n", + " 'BATT_PACK_7_WARN',\n", + " 'BATT_ROOM_TEMP',\n", + " 'Current',\n", + " 'MAX_CELL_TEMP',\n", + " 'MAX_CELL_VOL',\n", + " 'MAX_PACK_SOC',\n", + " 'MAX_UNCONN_PACK_VOL',\n", + " 'MIN_CELL_TEMP',\n", + " 'MIN_CELL_VOL',\n", + " 'MIN_PACK_SOC',\n", + " 'MIN_UNCONN_PACK_VOL',\n", + " 'NUMBER_OF_PACKS_CONN',\n", + " 'NUMBER_OF_PACKS_FAULTED',\n", + " 'PACK1_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK1_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK1_CRIDATA_BATT_VOL',\n", + " 'PACK1_CRIDATA_BUS_VOL',\n", + " 'PACK1_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK1_CRIDATA_CURR',\n", + " 'PACK1_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK1_CRIDATA_SOC',\n", + " 'PACK1_CRIDATA_SOH',\n", + " 'PACK2_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK2_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK2_CRIDATA_BATT_VOL',\n", + " 'PACK2_CRIDATA_BUS_VOL',\n", + " 'PACK2_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK2_CRIDATA_CURR',\n", + " 'PACK2_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK2_CRIDATA_SOC',\n", + " 'PACK2_CRIDATA_SOH',\n", + " 'PACK3_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK3_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK3_CRIDATA_BATT_VOL',\n", + " 'PACK3_CRIDATA_BUS_VOL',\n", + " 'PACK3_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK3_CRIDATA_CURR',\n", + " 'PACK3_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK3_CRIDATA_SOC',\n", + " 'PACK3_CRIDATA_SOH',\n", + " 'PACK4_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK4_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK4_CRIDATA_BATT_VOL',\n", + " 'PACK4_CRIDATA_BUS_VOL',\n", + " 'PACK4_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK4_CRIDATA_CURR',\n", + " 'PACK4_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK4_CRIDATA_SOC',\n", + " 'PACK4_CRIDATA_SOH',\n", + " 'PACK5_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK5_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK5_CRIDATA_BATT_VOL',\n", + " 'PACK5_CRIDATA_BUS_VOL',\n", + " 'PACK5_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK5_CRIDATA_CURR',\n", + " 'PACK5_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK5_CRIDATA_SOC',\n", + " 'PACK5_CRIDATA_SOH',\n", + " 'PACK6_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK6_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK6_CRIDATA_BATT_VOL',\n", + " 'PACK6_CRIDATA_BUS_VOL',\n", + " 'PACK6_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK6_CRIDATA_CURR',\n", + " 'PACK6_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK6_CRIDATA_SOC',\n", + " 'PACK6_CRIDATA_SOH',\n", + " 'PACK7_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK7_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK7_CRIDATA_BATT_VOL',\n", + " 'PACK7_CRIDATA_BUS_VOL',\n", + " 'PACK7_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK7_CRIDATA_CURR',\n", + " 'PACK7_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK7_CRIDATA_SOC',\n", + " 'PACK7_CRIDATA_SOH',\n", + " 'PACK_1_STATUS',\n", + " 'PACK_2_STATUS',\n", + " 'PACK_3_STATUS',\n", + " 'PACK_4_STATUS',\n", + " 'PACK_5_STATUS',\n", + " 'PACK_6_STATUS',\n", + " 'PACK_7_STATUS',\n", + " 'RunningState',\n", + " 'Voltage',\n", + " 'valuestreamname']" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "s = df['PACK1_CRIDATA_BATT_VOL']\n", + "s1 = s.cast(pl.Float32)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(range(len(s1)), s1, marker='o', s=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 's1' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[24], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m plt\u001b[39m.\u001b[39mscatter(s1\u001b[39m.\u001b[39mfill_null(strategy\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mbackward\u001b[39m\u001b[39m'\u001b[39m))\n", + "\u001b[0;31mNameError\u001b[0m: name 's1' is not defined" + ] + } + ], + "source": [ + "plt.scatter(s1.fill_null(strategy='backward'))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "size = len(s1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "start_index = 0\n", + "# end_index = math.floor(size/2)\n", + "end_index = 60000" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(s1.fill_null(strategy='forward')[100:end_index])" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "plt.plot(s1.fill_null(strategy='zero')[57700:57720])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Analysis: The voltage drops from 800 to 0 in a very short span of time. I doubt that it is due to the battery discharge, since it quickly resumes to its normal voltage" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What is the time?" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2022-10-19T05:19:00Z\n", + "2022-10-19T05:20:00Z\n", + "2022-10-19T05:21:00Z\n" + ] + } + ], + "source": [ + "print(df['time'][57700])\n", + "print(df['time'][57701])\n", + "print(df['time'][57702])" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "40" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns.index('PACK1_CRIDATA_BATT_VOL')" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['',\n", + " 'time',\n", + " 'AVG_PACK_SOC',\n", + " 'AvgSOC',\n", + " 'AvgSOH',\n", + " 'BATT_PACK_1_DISCONN',\n", + " 'BATT_PACK_1_FAULT',\n", + " 'BATT_PACK_1_WARN',\n", + " 'BATT_PACK_2_DISCONN',\n", + " 'BATT_PACK_2_FAULT',\n", + " 'BATT_PACK_2_WARN',\n", + " 'BATT_PACK_3_DISCONN',\n", + " 'BATT_PACK_3_FAULT',\n", + " 'BATT_PACK_3_WARN',\n", + " 'BATT_PACK_4_DISCONN',\n", + " 'BATT_PACK_4_FAULT',\n", + " 'BATT_PACK_4_WARN',\n", + " 'BATT_PACK_5_DISCONN',\n", + " 'BATT_PACK_5_FAULT',\n", + " 'BATT_PACK_5_WARN',\n", + " 'BATT_PACK_6_DISCONN',\n", + " 'BATT_PACK_6_FAULT',\n", + " 'BATT_PACK_6_WARN',\n", + " 'BATT_PACK_7_DISCONN',\n", + " 'BATT_PACK_7_FAULT',\n", + " 'BATT_PACK_7_WARN',\n", + " 'BATT_ROOM_TEMP',\n", + " 'Current',\n", + " 'MAX_CELL_TEMP',\n", + " 'MAX_CELL_VOL',\n", + " 'MAX_PACK_SOC',\n", + " 'MAX_UNCONN_PACK_VOL',\n", + " 'MIN_CELL_TEMP',\n", + " 'MIN_CELL_VOL',\n", + " 'MIN_PACK_SOC',\n", + " 'MIN_UNCONN_PACK_VOL',\n", + " 'NUMBER_OF_PACKS_CONN',\n", + " 'NUMBER_OF_PACKS_FAULTED',\n", + " 'PACK1_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK1_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK1_CRIDATA_BATT_VOL',\n", + " 'PACK1_CRIDATA_BUS_VOL',\n", + " 'PACK1_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK1_CRIDATA_CURR',\n", + " 'PACK1_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK1_CRIDATA_SOC',\n", + " 'PACK1_CRIDATA_SOH',\n", + " 'PACK2_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK2_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK2_CRIDATA_BATT_VOL',\n", + " 'PACK2_CRIDATA_BUS_VOL',\n", + " 'PACK2_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK2_CRIDATA_CURR',\n", + " 'PACK2_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK2_CRIDATA_SOC',\n", + " 'PACK2_CRIDATA_SOH',\n", + " 'PACK3_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK3_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK3_CRIDATA_BATT_VOL',\n", + " 'PACK3_CRIDATA_BUS_VOL',\n", + " 'PACK3_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK3_CRIDATA_CURR',\n", + " 'PACK3_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK3_CRIDATA_SOC',\n", + " 'PACK3_CRIDATA_SOH',\n", + " 'PACK4_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK4_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK4_CRIDATA_BATT_VOL',\n", + " 'PACK4_CRIDATA_BUS_VOL',\n", + " 'PACK4_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK4_CRIDATA_CURR',\n", + " 'PACK4_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK4_CRIDATA_SOC',\n", + " 'PACK4_CRIDATA_SOH',\n", + " 'PACK5_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK5_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK5_CRIDATA_BATT_VOL',\n", + " 'PACK5_CRIDATA_BUS_VOL',\n", + " 'PACK5_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK5_CRIDATA_CURR',\n", + " 'PACK5_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK5_CRIDATA_SOC',\n", + " 'PACK5_CRIDATA_SOH',\n", + " 'PACK6_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK6_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK6_CRIDATA_BATT_VOL',\n", + " 'PACK6_CRIDATA_BUS_VOL',\n", + " 'PACK6_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK6_CRIDATA_CURR',\n", + " 'PACK6_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK6_CRIDATA_SOC',\n", + " 'PACK6_CRIDATA_SOH',\n", + " 'PACK7_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK7_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK7_CRIDATA_BATT_VOL',\n", + " 'PACK7_CRIDATA_BUS_VOL',\n", + " 'PACK7_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK7_CRIDATA_CURR',\n", + " 'PACK7_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK7_CRIDATA_SOC',\n", + " 'PACK7_CRIDATA_SOH',\n", + " 'PACK_1_STATUS',\n", + " 'PACK_2_STATUS',\n", + " 'PACK_3_STATUS',\n", + " 'PACK_4_STATUS',\n", + " 'PACK_5_STATUS',\n", + " 'PACK_6_STATUS',\n", + " 'PACK_7_STATUS',\n", + " 'RunningState',\n", + " 'Voltage',\n", + " 'valuestreamname']" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['PACK1_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK1_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK1_CRIDATA_BATT_VOL',\n", + " 'PACK1_CRIDATA_BUS_VOL',\n", + " 'PACK1_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK1_CRIDATA_CURR',\n", + " 'PACK1_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK1_CRIDATA_SOC',\n", + " 'PACK1_CRIDATA_SOH']" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns[38:47]" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[57712:57715, 38:47].melt" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[57712:57715, 5:8].melt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Turns out it was just a missing data row" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (3, 2)
BATT_PACK_1_DISCONNcounts
stru32
"False"150260
"True"51769
null71932
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PACK_1_STATUScounts
stru32
null66165
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"100.0"1
"0.0"207738
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BATT_PACK_1_DISCONNcounts
stru32
"False"150260
null71932
"True"51769
" + ], + "text/plain": [ + "shape: (3, 2)\n", + "┌─────────────────────┬────────┐\n", + "│ BATT_PACK_1_DISCONN ┆ counts │\n", + "│ --- ┆ --- │\n", + "│ str ┆ u32 │\n", + "╞═════════════════════╪════════╡\n", + "│ False ┆ 150260 │\n", + "│ null ┆ 71932 │\n", + "│ True ┆ 51769 │\n", + "└─────────────────────┴────────┘" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['BATT_PACK_1_DISCONN'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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BATT_PACK_1_FAULTcounts
stru32
"False"137042
null136820
"True"99
" + ], + "text/plain": [ + "shape: (3, 2)\n", + "┌───────────────────┬────────┐\n", + "│ BATT_PACK_1_FAULT ┆ counts │\n", + "│ --- ┆ --- │\n", + "│ str ┆ u32 │\n", + "╞═══════════════════╪════════╡\n", + "│ False ┆ 137042 │\n", + "│ null ┆ 136820 │\n", + "│ True ┆ 99 │\n", + "└───────────────────┴────────┘" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['BATT_PACK_1_FAULT'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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BATT_PACK_1_WARNcounts
stru32
"True"148
null131051
"False"142762
" + ], + "text/plain": [ + "shape: (3, 2)\n", + "┌──────────────────┬────────┐\n", + "│ BATT_PACK_1_WARN ┆ counts │\n", + "│ --- ┆ --- │\n", + "│ str ┆ u32 │\n", + "╞══════════════════╪════════╡\n", + "│ True ┆ 148 │\n", + "│ null ┆ 131051 │\n", + "│ False ┆ 142762 │\n", + "└──────────────────┴────────┘" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['BATT_PACK_1_WARN'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "def convert_values(values):\n", + " numerical_values = []\n", + " for value in values:\n", + " if value == 'False':\n", + " numerical_values.append(0)\n", + " elif value == 'True':\n", + " numerical_values.append(1)\n", + " else:\n", + " numerical_values.append(-1)\n", + " return numerical_values\n", + "\n", + "\n", + "numerical_values1 = convert_values(df['BATT_PACK_1_DISCONN'])\n", + "numerical_values2 = convert_values(df['BATT_PACK_1_WARN'])\n", + "numerical_values3 = convert_values(df['BATT_PACK_1_FAULT'])\n", + "numerical_values4 = df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32).fill_null(strategy='backward')\n", + "\n", + "fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(10,10))\n", + "axs[0,0].scatter(range(len(numerical_values1)), numerical_values1)\n", + "axs[0,0].set_title(\"disconnected\")\n", + "axs[0,1].scatter(range(len(numerical_values2)), numerical_values2)\n", + "axs[0,1].set_title(\"warning\")\n", + "axs[1,0].scatter(range(len(numerical_values3)), numerical_values3)\n", + "axs[1,0].set_title(\"fault\")\n", + "axs[1,1].scatter(range(len(numerical_values4)), numerical_values4)\n", + "axs[1,1].set_title(\"voltage\")\n", + "\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(800.0, 1000.0)" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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T33l6/fXX4ff7MWjQICQkJOAXv/gF7rrrLsTGxgIAZs2ahZtvvhmjRo3CrbfeivXr12P//v149913FT/X7/cjJiZG8nuLFi1CfX198F91dbXux0VERERERM5m+uBp2LBh2LJlC86dO4fq6mqUlZWhra0NOTk5ktsPHDgQQ4YMwYEDBwAAmZmZaG1thc/nC9mutrYWGRkZkp+RkJCAPn36hPwjIiIiIiLSwrJ1npKSkjBw4ED4fD5s2LABt99+u+R2n3/+OaqrqzFw4EAAwJVXXom4uDhs3LgxuM3Jkyfx6aefYvz48absOxERERERuU9Ps3/hhg0b4Pf7MXLkSBw8eBALFizAyJEjcd999+HcuXN44oknMGPGDAwcOBCfffYZfvKTnyAtLQ133HEHACAlJQX3338/5s+fj/79+6Nfv3549NFHMXr0aEyZMsXswyEiIiIiIpcwffBUX1+PRYsW4dixY+jXrx9mzJiBxYsXIy4uDhcvXsSuXbvw//7f/8PZs2cxcOBATJ48GatWrUJycnLwM1588UX07NkTM2fORHNzM2688Ub89re/Db43RUREREREpDdT13myC67zREREREREgI3XeSIiIiIiIhIVB09EREREREQqcPBERERERESkAgdPREREREREKnDwREREREREpAIHT0RERERERCpw8ERERERERKQCB09EREREREQqcPBERERERESkAgdPREREREREKnDwREREREREpAIHT0RERERERCpw8ERERERERKQCB09EREREREQqcPBERERERESkAgdPREREREREKnDwREREREREpAIHT0RERERERCpw8ERERERERKQCB09EREREREQqcPBERERERESkAgdPREREREREKnDwREREREREpAIHT0RERERERCpw8ERERERERKQCB09EREREREQqcPBERERERESkAgdPREREREREKnDwREREREREpAIHT0RERERERCpw8ERERERERKQCB09EREREREQq9LR6B4iIiIhInUqvD0dONyEnLQkFnlSrd4fIdTh4IiIiIhLA0vVVeG3L4eDXD00cipLiPAv3iMh9GLZHREREZHOVXl/IwAkAXttyGJVen0V7ROROnHkiIkdQE8rCcBcisqtI/dOR002SP3fkdBP7M4qI1z/9cPBERMJTE8rCcBcisis1/VNOWpLkz8qVEwXw+qcvhu0RkdDUhLIw3IWI7Ept/1TgScVDE4eGlP3nxKGcRSBFvP7pjzNPRKTI7lP9akJZGO5iDbu3HSI70NI/lRTnoSg/k+cVqcbrn/44eCIiWSJM9asJZWG4i/lEaDtEdqC1fyrwpPKml1Tj9U9/DNsjIkmiTPWrCWVhuIu5RGk7REROx+uf/jjzRESSRJrqLynOQ05aEnZWn8WY7L6YNc7TrW1IHyK1HTWMCj9kWGM4N9aJ1vPFjXVE0eH1T18cPBGRJJGm+juHiK0sq8aR002K2fbktiF9iNR2IjEq/JBhjeHcWidazhe31hFFh9c/fTFsj8gAlV4f1lQcEzpMSZSpfmbbI6MY1W7YHsO5uU7U9rVuriO1nHDt1Rvbjf4480SkMyc9GRQhsxOz7dmPU+r7w321suXRHIdT6kdPrJNQfoky1pEyJ1179cR2oz/OPBHpSKQnPGqf0BV4UjG9cLBtO1lm27Mf1rcy1k84N9eJ2uuGm+soEpGuvWZju9EfB09EOlJ6wmMnS9dX4Y5Xt+KRd3bijle3Yun6KtltV5V78ZM1/8Kqcq+Je6ges+3Zj1Pqe9LIdE3lajmlfvTk1jqp9Prw+0+qJb/X9brh1jpSQ5RrrxXYbvTHsD0iHbW1d2gqt4LcE7qi/MywznTailLsqK4HcOkl07fKvFg3d4Jp+6pWd8ILpcJiSD8ihHxGUuBJxdjslOA5AABjs1MMORa2R+Cfhz8P+Xpbl6+dpmuYWVdqZgbYbi7h7Io2bDfR4cwTkY7iYqVPKblyK6h9Qreq3Bty0wgAO6rrbT0DJRdeyJAOa9g95DOSSq9P8hxgwgj9idbfREuqDXTGhBGkF7Yb/dnnjo7IAUR4+qV2H3dWn5XcTq7czhjSYQ3RM18Z1W7YHsM5qb9RQ+5vfd3Qfnh2xmgslEh0wHYjj3Ujj3WjPw6eiHQUCPPpzKgwn+4q8KRiQHJ8SNmA5PiwfRyT3Vfy5+XK7UyEQa3TaHmvzq6Majdsj+Gc1N+oIfe33nb4DBau3iV5vrDdyGPdyGPd6I+DJyIdGRXmo6dV5V7UNbaGlNU1toaFx8wa5wkbCBZkpwi5MjlfmDWXU8JEjGo3bI/hnNTfqCH1oK0zEc8Xsif2N/pjwggiHYmwnoJSeEzXG5V1cydgVbkXO6vPYkx2X6FvZEqK8xDbIwYVR30oHJKKBUW5Vu+SY4lwHqhlVOILJyTU0Fuk/mb4T95FWwcQ1wM48MzNFu2lPqQetHXV9Xxx0nmlN9aNMvY3+uLgiUhHIkyPj8nui5Vl4alx5cJjRmQkIy62h62OoTs6Zw7cdvgM/nHwtC0zBzrBRwfqJMtFbUMFnlRDbjaM+lyRzRrnkXxIc3nJu8H/b+u49PVnS8UdQKl536Tr+SLC9cUqrJvI2N/oh2F7RDoSYXpcS3iME95bAdyXyctKlV4f1laeCCufXpBlq/OAxDH8J+9qKhdBd27qRbi+WIV1Q2bizBORzgLT4x/uqwUQ/YKaRlg3dwKWbdirGMKmZT0oO1A6Hi2hihQduSfqE4YPMHlP9FPp9RkS7mLU5zpNm8wyeXLlIgjc7CulK5cKOSspzkNOWpIjQqn1xtA0Zexv9MPBE5EBNuyuCV4UX958EA9NHIoSidSzVum8OOO2w2fQ3uEP2z+RYsjHLd4YTIKx7fAZvPNJNcofuyn4fa2hitR9Tguf6bqQqV7nslGf60SxMUC7zKqeIofvdX7Q9vLmg2HflzpnOreblWXVOHK6ie2mE4amSWN/oy+G7RHpzO6ZxtTunyg3wcs27JXMHrhsw97g1yMykiV/Vq6cuk8qfGbSiDQhb2iMOpft3kdYSWptMLmBU8CXf/Y3g/fKHtzabkRfL85qbm03RuLgiUhny98/IFlulwXp1C6Yp3Y9KKtVHJW+AHQu5yKB5iopzsPw9C8G2R/uP41pK0ot3KPu4SK55uruO5YNLe0G75kxAscrNesEhLeHQCh4V3LlTuCU926txP5Gf6YPnhobGzFv3jwMGTIEiYmJGD9+PMrLywEAbW1tWLhwIUaPHo2kpCRkZWXhW9/6Fk6cCH35eNKkSYiJiQn5N3v2bLMPhShMpdeH9/faO9OY2hkltetBWS2rb2LE8rZ26Zcj5MopOqvKvThQG3phFjFBh1Gzr2yP4eSejovWZtSSOt6uurazmvoLktvJlYuOMyb6ECWKRCSmD56++93vYuPGjXj99dexa9cuTJ06FVOmTMHx48dx/vx5VFRU4PHHH0dFRQXWrFmD/fv347bbbgv7nAceeAAnT54M/vvVr35l9qEQhZF7knND7gDbzNhILc44NjslbP+UkizYyfVXpEUsj4uV7urkyik6orSdSIzK4MX2GE6u7xStzagV6am/VDvLTOklua1cuei6M2OybMNe3Pk/20LCtt2uwJOKOwqyQsqYiTA6pvbUzc3NWL16NZ577jl89atfxRVXXIEnnngCOTk5+OUvf4mUlBRs3LgRM2fOxMiRI3Httddi+fLl2L59O7ze0KdPvXv3RmZmZvBfSor8St1EZpF7kpOSGGfynsiTWpxxR3V92NM8uWQKdkuyoOapGp+8mev42WbJcru1HTX+efjzkK+3dfm6O9gew8kdu4htRo1If2up17zkMrfaMaOrHrTO0I5bvBErPjiEbYfPYMUHhzBu8UYjd08YS9dXhS0foUc/5mamDp4uXryI9vZ29OoV+pQkMTERpaXS8fD19fWIiYlB3759Q8rffPNNpKWlIT8/H48++igaGxtlf29LSwsaGhpC/hEZYf8p6Xa4tvKEbUIN3i6TDoPpWr6qPDw7nVK5VZ7+y56I5W/886jkNnLl1H2VXh+27D8t+T27tZ1IjFofTK6fkCt3A7ljX7R6V8SfnVE4SO/dMZzUrGZnUuFpJav/JbmtXLno1LzPGqAmcZAbyYWHihhGbSemDp6Sk5Nx3XXX4emnn8aJEyfQ3t6ON954Ax9//DFOnjwZtv2FCxdQUlKCu+66C3369AmW33333Xjrrbfw4Ycf4vHHH8fq1asxffp02d+7ZMkSpKSkBP9lZ2cbcnxESiEmdnk503e+VVX5gVrpmxm5cquo2U+nhJGJQKmd263tRGJUu2F7DCd37GreAhO13kqK8zAlT37WqOu5dPSM9LklVy46tdcqQNtAy02U+mNRzxs7MD3A+vXXX4ff78egQYOQkJCAX/ziF7jrrrsQGxsbsl1bWxtmz56Njo4OvPrqqyHfe+CBBzBlyhSMGjUKs2fPxh/+8Ads2rQJFRUVkr9z0aJFqK+vD/6rrhbr6SeJQynExC4hOTfmZagqH54uncZbrtwqWSkyCSM6lYsSgugESu3cbm0nktSkeE3lVn+uyOSOPUbFz4p6Hk9bUYpNVfKZ8rqeS0P6SZ9bcuWiU3utAoDCIdLv78iVu4VSf+zm/iZapg+ehg0bhi1btuDcuXOorq5GWVkZ2trakJOTE9ymra0NM2fOxJEjR7Bx48aQWScphYWFiIuLw4ED0imiExIS0KdPn5B/REb426c1kuWe1ETbvJypds2jx2/5kuR2cuVW+dqozIjlbnvR2koFnlRkp0rXq53e/VPjdGOLpnK13v5YJnRWptwN3t15QrI8whJPAMQ8j6VCQjuTeqH/OxNyJLeVKxed98x51eVvyZw7cuVuUeBJRW7mZZLfi7YfczPLUvskJSVh4MCB8Pl82LBhA26//XYAXwycDhw4gE2bNqF///4RP2v37t1oa2vDwIEDjd5tIkW7T0hfDC9ctM86JGozGDlpbQiGdJir5aJ0sJXc+WFXWsKGtDjb3Kap3A1qz3W/TkU8j+VCpgZcFo9nZ4zGwuI81T/j1PArLf2277z0uSNX7iaefr0ly6Ptx9zM9MHThg0b8Le//S04qzR58mSMHDkS9913Hy5evIhvfOMb+OSTT/Dmm2+ivb0dNTU1qKmpQWvrpT/yoUOH8NRTT+GTTz7BZ599hr/+9a/4j//4DxQUFOD66683+3CIQuRnSWd9TOgZK1luBbWZvuS2++WH0gs6WkVNBiqGdJhL7jyQK7crLWFDWgxKlQ41lSt3g9xM6RlxNTcpIp7HcqGGdedasXD1LsnFYN0Wfqyl307tLT2rLVfuJnIPs6Ltx9zM9MFTfX095s6di9zcXHzrW9/ChAkT8N577yEuLg7Hjh3Dn/70Jxw7dgxjx47FwIEDg/+2bt0KAIiPj8fmzZtRVFSEkSNH4gc/+AGmTp2KTZs2hb03RWS2epknx9W+Zttk21ObsUku+9WB2iZbZenZVHVKUzkZr8MvHWwlF2LpNi/PLtBU7gZyD2vUJIyQe7JuZ7PGecLW2+uMi8HK/12lyn/97XGS28qVu4VS9tMXNu43eW+cI8bvl7nKOVhDQwNSUlJQX1/P959UWLZhLyqO+lA4JBULinIlt/nqc+/jZH0zBqYk4uXZBThyugk5aUnBmO1Kry+sTM78d3bg48OfIzMlEUP698aJs81hv3tVuRc7q89iTHZfLP7LHjS0tKNPQiz+9eTXojrWLz2+Hufb1FyutXth5hhMLxws+b3LS97t9ufG4Iv3Agb2ScC5lou46vJ+KD1Qh7YOIK4HcOCZm4Pbj3jsr2htDz/t42NjsH/x1/Hln/0NDS3KYYZ3XZ2NZ6Z/Ofh1pJ9JT45HbaO+IQIJsTFokTgOLa4b2g9vfe+64Ndd/w694mJwoe2L35GeHI/8rBT85r6rUfjUe/Cdb0Nq7zhU/NdUXPPMJpxubEFacgI+/smUkM+Z/84O7Kw+i0N1TcG/VVws0NalymJjgFnjsrGy7IukNj1w6QayB4A4HY45kskjB+A3913d7Z+v9Ppwx6tbNf1MDC61P6OPLSA2BlD6VXE9Li1Ya1RfQObrFReD9ORemDdlBH7+lz2ob26TbAOBBBVKLVHq3NWic/vr3H/bUaD/IX19tvRm2e8NW/RusH3ExQIDUxKRdlkCDtQ24kJrOxAT2v5iYy7NPq6ZEx59FeneomtfaOXfW6lOzKBlbMDBEwdPisYt3hiydsKA5HiUP3ZTyDZKJ2dgHYvO6ww8NHEoSiTiuQEg7/H1aJa5Yenbuyf+65Z8/PLDgzhQK//eTXdPwGgGMGpJ7ZsZv7fz777umU042RD+oujAPgmS5VKenTEas8Z5AJi3/0aYO3lYcFCu93EE6lupTdtVbAxwaEn3zqM1FcfwyDs7dd4jIiJnMeJ+oPNninhttnIAxcFTBBw8RSbiSSclcCJ2PZ5AeU7Ju6Y+9esB4LDgnRvwxaBDzSyVnQWOQ9S/g5G6OwPFuiQiUqfzYKHzjFN3FXouzUCJ3A9bNYDSMjawLNse2ZfIJ11Xl5e8K3k8gXKznxyINf8gL5DtSOSBEwBs2Se/xorbdScznpP6DiIio3XuM/WIWhZtIXJRcfBEIXjzYx6R6/r42Ward0EXn59rxVCB/w5GiolRszzpF0Ruz0REVtGz74zrwdt6M/S0egeISDwXonlb2kZ69IhxzGyg3pIT1F0eOGgiIrKHfknxAIBZVw3Gqk+OWbw3zsUhKpGJesc545QTbb0eOdcOjbwIt1upWTuGAyciIvsI9Nuzr/ZYuyMO54w7OdLFNc9ssnoXHO++CTlW74IuvjYqkzfODnd1Tj/F7/PvT0SkD73600C/XeBJRYHCOmJ25eknxkLhHDxR0OlGdWmqqfsCiRZEt7P6rNW7oIvVFcet3gXbcsrfmIjILTr3273iYq3bkW46WS/G+9QcPFFQWnKC1bvgeIVDlBcIFoWakC4S20cH6qzeBSIi0qDztVnE+42BKZx5IsGcUrlAKnXfnhMNAMQPeSo7csbqXSCDVfsuYFW51+rdICJyNKPWNVrxwSFDPtdIf//xDVbvgiocPBGZaIdDQqEY0uUO/DsTEYnjpY37rd4FV+DgichEmSm9rN4FXTBszx34dyYiEse5lotW74IrcPBEAMQPIxNF1UlnrP7NRAvuMGucdLpb9hdERPrRK3SvscUZazDaHQdPREREREQWum6o8vIQZB8cPBERkW4csg40EZGpRMyO51a8zJHrQ3D+c+JQU3/fV59739TfR6Q3pRCTtg4Td4SIyCE8/XpbvQukEgdP5HoLi/NM/X2iLAJHpKTrAKpPQqxhKXeJiJyO2U3F0dPqHSBruX3WyQptfJ+THIKDJSIifYzJ7ouVZdVW7wapwJkncrXAzd/gvuakEL/r6mxTfg9RtNKT47v1c3zpmYhInc73BHLZTbVI7hUb/P/u9uFWEen+iIMnIgDXDO1vyu/hujkkivyslG79HF96JiJSp+s9QbQJd4anJwf/v7t9uFVEuj/i4MnFpr/6D6t3wVKdQ46enzkWiQanCSvITsF/rfvU0N9BpIfYGOA3913drZ+dkpeh896IKzbG6j0gIrsqyE4Jm2068Ex0odBr5lwf/P/f3He1MH2QVF3YGd95crEDtcoLtvZJiEVDSzt6AEhLjkd+Vgo+2FcX/P5nS29G0YtbcPRME3ogBpf16on8rBTUN7fhQG0jhqcnY/fxerS0+5EQG4P8QSk4UNuIGD/QKz42+FRk94l65GelYM/JBpxubEFacgK+NLAPdp+oR21jKwAgITYG3/3qUFQc9aFwSCo27TmFo2eaMKRfEqZ8KSNYvqAoF8s27MWvPzqMtnY/rki/DBt+NBFA6PtdUu9qVD1djPnv7MDmqlPoGdsD/ZPi0d7hx5mmVrR1dKB3fE8MTUvC8bPNuNDWjl5xsRjUNxEtFzuQ0LMHesXFYmBKL+ytaUT1mfPo6PAjvmcPJMbHonj0QCwoyo34jtncycMwbMBlOFR3Dr6m1uBnB/57sv4CLrS1B5/uVxz1BX/vmOy+WLh6V/CzesQAHX7FX6doSP/eOPr5eU0/c93QfsH9CexrxVEfWtv96BED9L/sUjv62qhM7Kw+i9KDp+E73xpsExfb/egZGxOs28IhqZiSl4G3y7zwnW/F6XOtaGhuCz6h2ll9FjX1F3CuNfxFssv798b4Yf2xt6Yx+DNX5/TDzuqzGJPdF7PGeST/Hp2PYVV5Ndr/XYd9EmLhjwHO/3sRwnY/EAOgd3wsmiR+f++4HuiAH+3tfsTGxiC+Rw+k9+mF2B4xaGvvQHNbOzz9eqN3fE9caGtHy8UO7DlRj7Z2P5LiY5Hep1fIcZ5pakX9hTb07BGD/KwU5GYmB9vFmOy+8J45j4qjPpxpakV7hx+xPWLQLylesn02NLehseUi/H4/UnvH48ohqdh+1IfaxgvI7JOIZ6aP1vR37+zI6SbZ780oHBTSnsdk90XZkTPYWX0Wre0diI/tEdxvuePo7n+lzplAG+0VF4tTDRew92QjOgBk9EnAhCvS8NGBumAf1NldV2cjNSk+5BwN1Gt2v964dUwWctKSUOBJxfx3duDv++twWUJPXJ6WhAtt7ThxthlHz4QnjsnLvAxt7f7g3/3jw58jMyURj92ch/2nGrF6+zE0tVzEqEEpuNjhx4mzzWHHGTi2rn1GVt9EXH9FGg7VnUP5kTOIiQEGp/YO/h0C7Uzp56T6pGj/G2i7Gz6twcG68LZz3dB+2Hb4TMR2N3fyMNTUXwhpS4E23tDchgsX5TvDuB4AYoCBKYm4dUwWKo76cPh0E863Xgz2TTExMUhO6Inahgto7egIns9d2+2+mkacOd8WcX/V6NUzBn0S44LXyk+OnkHjhfC+5rqh/ZDVN1GyflOT4iWvKV37xd9t/QwX2trRt3d88HwJ1GegHvOzUvClrD5YW3EMMTExuNjhx/nWi8Fro1wb3H7UB9/5VuRnpaBfUjx2Vp9Fn8S4kD6sa7tra/fjk6O+sGO9YkASsvv1RlPLRcTEINh/BvY3cK4VDkkNa9uBumhr70DFv/fpxrwMjMhIxjPv7sGJ+guI7RGD+NgeIdeLzm018FktFztQfeZ8yHnU+frs6dc7WKcXO/y40NYecu0LXIOkfLb0Zgz/ybvBzKUjMy7DqEEpwetAW0cH4nr0CPaTbR0dGJ6eHDJwCji05GYUv/R3VNWE3+9NyR2AlN7xwf05croJB2obEdejB5rb2tHh9yMhtgf8MUBzSzukTqHYf99nBK7vgWv3vppGnG+7iPZ2Py52XPp+WnICkhN6IrZHDD4/14Lzre3I6NMLD00aJtTACQBi/H5/FLdXYmpoaEBKSgrq6+vRp08fq3fHMtNf/QcqvGdlv8+XwbvnR6sqsbbyRFj5QxOH4jelR9DSLn/K6VnnRS9uwb5T57r983cUZEkehxIr2syqcm/IoDHg2RmjQzrkpeur8NqWw8GvH5o4FCU6ZFqs9Ppwx6tbw8rXzhmPAo84IWx61Y9cffRN7IkdPyuKah/NZsTfVu4zo/1c0amp668+9z68EoNOT79E/P3HN2j+bKnfoYeu51J3zZ08DAuKcoNfO6WvUUPuOqp0rNNWlGJHdX3w67HZKVg3d4Jh+ygKPdqNG9qelrEBw/ZcTGngNHfyMPN2xEHkOnwAeG3LYdMGTgCiGjgB0Dxw6m3R6qizxnkwNjs0trtrCECl1xd2M/PalsOo9IY/2XQjPeunwJOKiSPSwsrPNl/EqnJvt/fRKeRm5m7IHeCYm5DuKPCk4qEua+7958ShIXUyd/IVkj8rV6702XK/Qw8lxXlYO2c8Xpg5BmvnjJf93ZF0DYFVU0dOUOn1yV5/NlWdkixfVe4NGTgBwI7qevY50KfduKXtqcWwPQeSCkXSemNeITFdTsqUOnw3OG/h6qjr5k7AqnKvbDiE3A3rkdNNUXf+Rn62WfQ+hkF9EyXLd1afFSo8w4i/bU5akmT5wzcM79bnOUlJcR6K8jNx5HRTMOyxM7l1cNS0q86f3dbegbjYHpK/Qy8FntTgZxd4UoO/OxA+V9vYgk1VtYqfIdXOItWREyiF/srdm0TTNtxAj3bjhranFgdPDiP3Ts3lJe9qGkAxY5Z2Sh2+G/TrHWfp7581ziN7kZS7YZUr18LIzzaL3scgt16JSNmUAGP+toEnuJ1n+tz8BLerzoOOrqJtV0qfbbSuv7vS64s4eJJrZ1YehxmUzi+5exOn9DlG0qPdOL3tqcWwPQeJlIyg8/cjbds5zprUiXRD9Z/dDN3ojmjD0T5bejPuKMjS9DMV/zU1qt9pJIYcmEtNKKWbdQ3rWqjDu3du4KR2pRRKCACTRqS5tn+SC/0FAE+/3pLlTmobZH+ceSLSidQT5T69YpE3sA+mFw7GrHEe/FKHl4jV0GMW7CvDBwgVhljp9SmGE5QU5yEnLSlipiOtGLYn7We35uMna/6FmoYWjM3u2+3U51Yy8m8b+PnA7xClrRgt0nkcKURXJCXFeaj0+vDxkfCHXVkyoa9A5Dpygu6E/q6bOwHLNuwNyb5LX3DKeWMHHDw5RKSZpM7bRQrfE2RZAFsqKc7DqYYLwUFHw4V2fHzk0sXRzLA+PULGPjpQF3kjm1CTKa7zNivLqnHkdJMu2fYYtheu69/jg311GLd4I8ofu6lbn2cVI/+2RmV/FJnaOlEK0RXJ0vVVkgMnQD7czC3t5k87pR/cKYXhda6bbYfPoL3D78i66Y6bXvgQB2ov3YOsLKvGW2VeZiKMAsP2HEDrYreRBlpHmKK825SSRuiRutYsIiW/UJMpzshse04ICXz6L3s0lSuRqmsAqGtsxbINezV/npX2n5JeC0+uXC1mfwzntjqRO08A+XAzt9TRsg17ca4lfD0rJW6pm+649/8+Dg6cApiJMDocPDlApMVuyTx2SRoR7X7Y5TjUUAqtClj+/gFNP6uV6O+wyPUh3elbupMpy66UMnhFQ02bdRu31YnSccktaOGWOlLqJ+TOPbfUjVaVXh+27D8t+b1o+zE34+DJAaRWHCdr2CVUa8Hvd0b183Y5DjUihVZVen14f690CKKex1ngScX0wsFCzTgFDE9P1lSupDuZsuxKLkQo2gxeTgj11Jvb6qStXX5pB7lZAbfUkVI/0XJRut7cUjdaKQ0emYmw+zh4ohB6L9TqNgWeVNyQO0Dzz+ld7wpr8Ub0wswxmo/DynYTKWyOi5JGtmbO9ZrKlchlEUtPjhfuBW6jMngVeFLDPndsdoqr26MTwl+1iItVvv2SmhVwSx0tKMpFrzjpt68TekrXm1vqRiu5weOI9CRHvDdoFQ6eiHRmh8Uu46I4swNPRFMSrV23KRqdx45yFw+Rj88IiV0aTdevtSgpzgtLdT+9cHC3P89K1w7tH/L1NV2+7o5Krw87qutDynZU1/P9jC6ieAZke5FmRNTOCji1jp68bZRkuVK9iB4+bQS5h1m9E5gvLhocPAlObZY9Naxe5NQpCjypKOjyVFmJEdkN2+QjQiKu3xQX28NRCSMKPKmSx7y28gRvVv9t/js70Nyl0TS3dWD+Ozu69XlS7UfEl7eNegmd72eE4wv/X3B7wohoiBw+bRSpgToTRkSHgycK8p1vs3oXHGHp+ipUdnmqrMTsJ4dfGa4cjpeTliTUTZyaG1G5YxbpOI2kd2IEpwwOjDoOvp8RziltRi2l45Kb3XRTHRmVrMWNWJf64+CJglI58xQ1pfSzcsxeV0vpBi3w3oVIN3Fy61F1PgberCrTOzGCmr+JCIxqN3w/I5zbzlGl45KbTXJTHR0/2yxZziQH2hmV+MbNOHgSWKSQvc+W3qzpRf6K/5oa7S65XneeAJq9rpZcDDTwxXsXStt0ZWWyCLnwwukFWSE3orxZVfbNa4doKlciUshnJEat8wTw/YyueI6GkrqWuKWOlNJrj8jQngHU7YxKfONmfGNMQHq+50T6EuUJYFF+Jj7aX4fdJ8NvAo+cbkKBJxUlxXlI6NkDL28+aMEeqiM3WJ0gEaZXUpyHnLQk7Kw+izHZfXnh6EQpHEjrjdmH+2oVf49IN3pK4S5sP/pz0zka6UGb3LWkKD8TvqZW+M634sa8DEfWkVLdiNaH2MW6uROwbMNeVBz1oXBIqnCZT+2GgyfBcOBkbwWeVEwckSb71MwOlq6vUgwt7HzR9p45b8YudZvcDcZHB+rCsrt1Pu6VZdU4croJJS5/2h9gVjiQKA8XAsZk98XKsmrJ8mh1PQ8fmjjU9e3RTeeo0rmQnhwvOUDo2mbe21PryDpSqhvR+hC76Nx2th0+g/YOv+PajZkYticQLQOnjD4Jwf/n2k3myhvYx+pdUKQ0cOocAiJC+JXaTHrMUmWeix3OSZ4sFyIUbegQ22M41skXahtbwzKhyb1P68Q6UgqL3VR1ysQ9cQaeW/rj4Mmh6ptbQ77mAMoc3UkYYRdTv5Qe8t6FKBmc1GTSc1OWqu7Qs358Ta2y3xOtvo1qN2yP4dxWJ5GOq2vIaKRQNidRygJXcVT5hn9VuRc/WfMvpuHuxG3nlhk4eBKE1nC9If04tW0FkTujG/MyQr6Wy5hmN2pCzpyS/c0oeobtKYW0iVbfRoUzsj2Gc1MmOUD7IrluCmVT6kMKh8i/7zRtRSkWrt6FlWXVWLh6F6atKDVg78TjtnPLDBw82cCXf/Y3XF7yLr78s79Jfr877zlt+NFETdtzZkofWjsjo+p9RuEg2XKpLHpdM++oDdmzQ7uJlIFKbUY+N9Mzq9yscR4MT3fGRdmIbHtsj9LckklOra6hoXIZUJ1YR0p9yJQuD/kCVpV7saPL+opcCPYSnlv64+DJYpeXvIuGlnYAQENLe9QJIUZmXGaLG1q3KvCk4oZc5UVozaCUJaykOC/sPaGuizKKNoOmlPZZ7li4KPQX9F5E8T8nXSFZLlq7MmJxSbZHef88/HnI19u6fO0kkc4Fqe9L9d3OecMwVHa/3pLlcvXGhWCVcWkEfXHwZCG5mabO5Wpf6Ht2xmh8tvRmzTNOpL+Hbxhu9S7IXniy+/WWfPLd9eVREafzCzypmF44OOxpmtyxfLCvji/M/pveiyg6JUwkNSleU7kabI/S3DZz0Nbeofj9Q3XnwsrU9N1OUOn14f290qGtUvUCcCFYNeSukaQdB08WCsw4KZWreVLLxc7spcCTirTLIt9cGTlDeOuY8Ax0gXI1L4/aZQZNi0qvD2sqjoXdSCgdi2gzIUbRexHFDbtrwspEDBMZNuAyTeVqsD1Kc9vMQVys8u2XVOIVt7z4r3Q8cglpuBBsZHLXSNKOgycL9Y6LXP2Rnk55+iVi7dwJeu0S6WDp+iqcPiefccwMcu2mrb1D8Xud2WEGTa2l66twx6tb8cg7O3HHq1uxdH1VyPfljkW0mRAj7asJfY9nb0333uuRyzgpYopho2bQ2B7DuW3mQGvCCKWfcVq7UToepfZwbZfw867h6G4W6RpJ2nDwZKHzbfIDo8C7TwtX71L8jL//+AZVv0suRJD0ZZdU5SfONsuWyz3x7FoeaZbALu/WqVnDgi/MKpv/zg40d+mPmts6MP+dHZo/S+6p8YHaJuFCsIxqN2yP4dw2cxAp6YjUWmJsN/JrrHEtI3msG/31tHoHqPt6xcWo3lYuRJD0JUL4hNOeXiqFsnS+qSjKz0RCz0sDxEkj0111wxGJniFTSu1oZ/VZ4W6Gi/IzsWVfLWoaWjA2u69uL1qXFOehKD8TR043ISctie0Rl2YOOr/35OSZg0jnVtf+K6CkOA85aUnYWX0WY7L7Cnc+qRFpTSupelF7HXAj1o3+OPMkMC1rOakJEaTo2WUAMmlkumy52qeXokzrqxkMBkIWXt58EC9vPij5To6b6RkyVeBJRXZqL90+z0qBdlNVcw6+8234YF8d8h5fr8tnV3p9HDh14ran45GSjsj1a0vXV4WsZSRKP61Fd9a0ctpDQT2xbvTHO2oLRQp7ipS2XEtmPaUQQbuEXzlBgSc1LJWsHUVKW2qX8EM11Kzz5Kabsu64OqefpnIllV4fqn0XwspHpCcJ9ZRc7hzobjhjZ3z/IJxbkiEE7DvZoPln2JfJvzvJkEZ5rBv9MWyPSGcemTThZop2ml60GxalUBaGLESmFLandcAjV98Pyaz9ZFdK50A0GeDkboCL8jNd3R7d9nS8piH8AUNnUv2TW/oypXOv4qj8QJGhsPLcEO5pJg6eiHS0dH2VLWZsIt2IdN3PhyYORUmn2SfRblg6H8/KsmocOd0UPB633ZR1x5jsvlhZVi1ZrpVcvf7yw4OYXjhY8+dZpbsZvyKRuzH8xeYD+M19V3f7c0UXeDreuV9y8tPxiSPT8ekJ+aQRUu3PLX2Z0vEUDlFuDwWeVMe2mWgoXSNJO4btWYwhc86hJdTN6L+70jR9d7PTdbZ2znh9dzgKkY6HIQv2IFq2PblzIDGuB56fObbbn8tFcuVFCid2kj0nlMP2pLLxuaUvUwp/n5KXYfLeiI/hnvrjzBORTuwW6iYXwqA29KOkOA++plas+uRYxG2tpOZ4GM6hzIywve5+npUC7eZHb1ei9lwrcjOTsWbO9VF9ZmCR3Pf31oV9z07nlVXcMnOw+0S94vflzhW39GVfGT4AaytPhJXzHNHOLeGeZuLME5FO7Bg6UeBJxfTCwSEdpNrQj6XrqyQHTkqfYQW3hLIYSc9se0aFu1nlyT/vxmdnmnG+tR0V3rOYtqI06s/kIrmUn5Wi+H2lc0WqX3eajw6EP1wAeI50B6+R+uPgyQa6E8KV0SdB9bZKWfsmjxyg+XeTtEihbnahJvRDtGx7XUM8uh5P1+xm9/7fx2bvpq15z5zXVK5E7jwQccHTVeXekHWHAGBHdX3U4YduCb/qjmUb9uLO/9mGZRv2Wr0rhpJbyDxAbjFY4FL/vKbimGPDriq9PslZJyDy4sIUjv2N/jh4EtTpxhZdPidS6ABpU1Kchx/eKFZWMQDwd/k6UgiinUIUl66vCrvQdj4eqYHglv2ncdMLHxq/c4KQy2CllNlKyT8Pfx7ydXZqL6ydO6Fbn2UlPRcPjqTrOehG4xZvxIoPDmHb4TNY8cEhjFu80epdMszRM93rY92Q5t6oTJf0BfY30TF98NTY2Ih58+ZhyJAhSExMxPjx41FeXh78vt/vxxNPPIGsrCwkJiZi0qRJ2L17d8hntLS04OGHH0ZaWhqSkpJw22234dgx6fAip0pLVj/zpCRS6ABpJ7dArV2oeXk00nR+W7v8umFmkpsh63w8chdi0RIYGEkug1WkzFZSpGZrqn0XhKxruYVMIy1wGglf4A63bMNe1DW2hpTVNbY6dgaqvV359vVQ3bmwMre0G6ljD4j23HMjt7QbM5k+ePrud7+LjRs34vXXX8euXbswdepUTJkyBcePHwcAPPfcc3jhhRfwyiuvoLy8HJmZmbjpppvQ2PjFVO28efOwdu1avP322ygtLcW5c+dwyy23oL293ezDsczHP5mietsXZo6RLI8BXJ0a1ygFnlRc3l9+rSe5v4dZ1CxGGXipXU5crD0mrZWeUAa+pzQQ5FPMSxYU5SIxLvRvmhjXAwuKcjV/llyd/vYfn3Vjz6w1bMBlmsrVctuCsGroPftpd7GxMYrf9zW1hpW5pd1IHXtApHNvVbkXP1nzLyEf1hhl+fsHJMud1m7MZOodUHNzM1avXo3nnnsOX/3qV3HFFVfgiSeeQE5ODn75y1/C7/fjpZdewmOPPYbp06dj1KhR+N3vfofz589j5cqVAID6+nr8+te/xvPPP48pU6agoKAAb7zxBnbt2oVNmzaZeTjCkLt5XGOjdNNOsnR9FT77XP5dEatf0lT78qjcS+1Kn2E2pf0IfK/Ak4qJI9IktxExgYERKr0+NLeFziY2t3V068mkXJ1W1TQK96TTqBet+TJ8OD1nP0WQntxL8ftS55FbXvxX6peVjnXailIsXL0LK8uqsXD1Ll2Su4iu0uuTzOwJOK/dmMnUwdPFixfR3t6OXr1CO43ExESUlpbiyJEjqKmpwdSpU4PfS0hIwMSJE7F161YAwPbt29HW1hayTVZWFkaNGhXcpquWlhY0NDSE/LMbrvfkDCIkWlD78qjSWht2IZecoOvx/O4712B4euiFQsQEBkZ5u0z6Ka1cuZJZ4zyyCW0+3Fer+fOcRu5l+OkFWa5+gVtu/R6nrutzVmF2Ra5vcsuL/7PGeZCeLB2et6nqlGS5UcldRCc3u3RD7gDHtRszmbrOU3JyMq677jo8/fTTyMvLQ0ZGBt566y18/PHHGD58OGpqagAAGRmhnWVGRgaOHj0KAKipqUF8fDxSU1PDtgn8fFdLlizBk08+acARiYE5/s2jZhrcDvVeUpyHnLQk7Kw+izHZfWUHEZ5+0uGHdjiGgMC6J2+XeeE734ob8zIkj+e5b4zBivcPoKbhAiaOTO9WSJpT+c5L38jJlUcye1w2Xt58MJpdsgWlcJfutn+5PmLCcHdnPnXbdaqxRf41A6XkKkX5mfA1tSr2dU4wbMBlqG08E1YuF8ap51p1TiI3u6QUWUKRmf7iwuuvvw6/349BgwYhISEBv/jFL3DXXXchNjY2uE1MTGgssN/vDyvrSmmbRYsWob6+Pvivuro6+gMRiFum+u1ALhynMzvU+9L1VSHhDVIZm5aur5K9AbbDMXS2YXcNVn1yDO/tqZU8nkCGqk176/DpiUas+OCQI7NUddeNMk/35cojkUuaYvdkKp0phbtEkzBF7txR03c4mduuU+kKy43IhZsF+jGlvs4pLrRJDy7lwjj1XKvOSeSiMzbslp5sIHVMHzwNGzYMW7Zswblz51BdXY2ysjK0tbUhJycHmZmZABA2g1RbWxucjcrMzERrayt8Pp/sNl0lJCSgT58+If/syKjQPbdM9VtNaW0KO1GTeUcp/NBu4UWRjkdNRj63KzsS/oRXqdwNlGaRI63Ro0QuHHZt5QlXt0e59Xucuq5PQk/52y+pcDM39WOVXh8qq6WXUZGLhpg1zoOx2aHZgxmafUlRfmZYmRPbjZksS5mVlJSEgQMHwufzYcOGDbj99tuDA6iNG79Y26G1tRVbtmzB+PGXkhtceeWViIuLC9nm5MmT+PTTT4PbULiS4jysnTMeL8wcg7VzxmNhcZ7Vu+Q4ajPXWJ3hRk3GJqV9tFt4UaTjUZORz+30Xs/ICVnBjJzx+IrMOSRS/ejNzDW17OBkvfIAvOtxu6kf6+46T+vmTsDcycNw3dB+mDt5mJBryxnBCf2x3Zj6zhMAbNiwAX6/HyNHjsTBgwexYMECjBw5Evfddx9iYmIwb948PPPMMxg+fDiGDx+OZ555Br1798Zdd90FAEhJScH999+P+fPno3///ujXrx8effRRjB49GlOmqE/f7UYFnlRbzRg4jdqbLavDUNSEx6jJYmcXkY5HpGOxypjsvjhYF34h7W7Iy1N/2S1ZLlJ9B2aIpGaTow0/dFuImhpjsvtiZVl4SL1Tw64GpiTCe0Z+ANX1uN3Ujykdj1J7WLq+Kjg7t+3wGbR3+FHCB8Xsbwxg+sxTfX095s6di9zcXHzrW9/ChAkT8N577yEuLg4A8OMf/xjz5s3DnDlzcNVVV+H48eN47733kJycHPyMF198EdOmTcPMmTNx/fXXo3fv3vjzn/8c8t6UqNSE7jEznz2pyU5X4Olr+QA2mjBOu4XsAZGPR21GPjd7fuZYyXWenp85VvNnLduwF2fPX5T8nmghWN+67nJDPpeh1OHcFnY17vJ+mrZ3Uz9W4ElFQZe2EOA9I70MCBeClcf+Rn+mzzzNnDkTM2fOlP1+TEwMnnjiCTzxxBOy2/Tq1QvLly/H8uXLDdhDou77yvABiu895WUmy37PTIEMdUdONyEnLSmsExUtI1hRfmbwHYJJI9PDjkdtRj43q3q6GNNf/QcO1DZieHoy1sy5vlufo7SoqWiZr4zMAKc246WbrJs7Acs27EXFUR8Kh6Q6OiPmx4c/V/y+1LkS6McCKf+l+jqn6BUn/TBcrn9xW7ZGrSJd80kb0wdPRE4WaRr8eBQvmptJKSPY9MLBJu+Nss6hGgDQcrFD8sIQyMgHAO/tqcWR000M6ehk2orS4DopFd6zmLaiFOu68c5A4ZBUbDssnWhCtBAsI8NdOrfblWXVbI9wV9hVZkoijp29IPt9uXPFLeH3cv2IXLY9hqZF5pa2YwbLEkaQPKWwPIbs2ZtcaEXAlv2nbRFGEEh5+8g7O3HHq1tVp7u1W0YwtaEaDOlQpucCk3KLmo5ITxJudkVuQU65crXYHsO5rU5qG+UHTpHCFSu9PqypOObYugHks+rJlUul3mZoGhmFgyebkhokceDkDFZnuFFzkyJKZie5ffnF5tDFTZUWOyV9M53J1WlzW/fXRrKKXIiQUmiiGmyP4dyWEey4Tz4Kwa/wc9198CUaLX2SXBr3mgb5ASpRNDh4srHPlt4c8o/sT2l9pIBoFtjUg5qbFFEyO8ntywf76kLWeZJb7NROx2KllovSbVKuXIlcnVb7mrs1k2UluRAhuXI12B6luS3sqkeM/PfkZn3dNDtXevC06nK5a5rdIiXIOTh4ItKRmqekcbHWnnZqblJEyexU4EnFDbnKa+bI/U1uyB1gq2OxktyCnUoLecop8KQib6B0YhTR1uxZUJSLvomhrwanJ8dHlciA7VGa2zKCDc9QTh4kda64aXbOd75VdbnSANuJddMdbgj1NBMHT0Q6+uiA9BPlzqx+kqr2JqWkOC8s9bpSOIlVHr5huGR5pHWe5H7OjeReTu9ugodvj79c18+zytL1VTjbHJp2PdpzQK49piTGRfnJ4vtnlwx02yJkpBPZvTLnSEBqUnxYmZtm54anSw8upcqVlglxYt1o5ZZQTzNx8ESkk0qvTzFNOQB4UhNt8SS1pDgPz84YjbuuzsazM0ZjoURGK6njsWOISHfWeXLyE207cMKaPXIhuHWNrVi2Ya/uv8/tIUZ6Ji0Rwary8AWBOxs24DKT9sSe5B4myJW/OKsgbADFft5doZ5mYqpyIp2oCQ+4cLHdhD2JTE2aZJHXzeg6OyC1Pgp9Qenl7O4OeH52az5+suZfqGlowdjsvvjNfVdHsYfmUzqfo0kYESkZi93PLaMY0Qbt7ECt8oLRUjMmIvfJWu0+Ua+pHACuHdofx33NiIkBphcOdmS70cpNbcZMnHki0oma8ICEntIL/5lJ7ZMoUUJE1B7Pht01eHnzQby8+SBDF7rQO2wvECZSVXMOvvNt+GBfHcYt3tj9HbSAUjuPJmGEKMlYzKZ3G7Q7ubA04NJ7dVI3tqL0yXrIz0rRVD5tRSkWrt6Fss98+PiIDwtX72IfD3e1GTNx8ESkE6W464BqX7Pl0+VqXzoWJdxNzfEwdME8Zoe7GUXpfJZbyyraz3UzJ4R6avH4LV+S/V5tY6tkuKIofbIe6pvbVJdLhXwC7OMBd7UZMzFsj0hHXxk+IOJ7T1ZPl2t5ElVSnIectCTsrD6LMdl9bXkjo+Z4GLqgTM+QKaPC3awgdz5H226M+lzRrZs7AavKvbbub/QSKcxb7twLhCAfOd2EnLQkx7YXubBGqXKlLJ5uP6cA97QZM3HwRKQjEbLtaVmJXc27UVZTczxyfxer/xZ2MSa7L1aWhb/A3p2QKaPC3axgVMgLQ2nkzRrncfSgKSDS31rp3CvwpDr+Bnh4ejIqvGcly7uS678AnlMBbmgzZmLYHpFO1GTbmzQizdIOTC6kamp+pqpt7RYGoeZ45P4u0wuyeDH5N++Z85rKuyM1sWdU6yM5yf5T0k/V5crJeeTW0gsYEWEdKKfTkm1PKuQTYHgaGYeDJyKdqMm2l9U30YQ9kadlkUURFmRUs49y20wYLr24rhvJhdN1J8xOrr4fvzVf82dZzahzQClM0u3ctJhnSXEefnjjFZLfU2pjbqgjrdn21s2dgLmTh2FUVh9MyUvH2jnjJZfgcDM3tBuzMGyPSCdqwgOOn202YU/kye3jRwfqML1wsKpt7RQGoeZ4RDgOqxUOScW2w2cky7XS0sbszqi2o2eYpJN0DhMGgIcmDrVdmLDeJo1Mx8ubD4aVy7Uxt9RRflYKaveFh1vLZdvrXC+fnmjAFemXcdapE7e0G7Nw5olIJ5HCMABgy/7TtnzqI7VApwhZeuQyl3U+HqnjYMheKLnscd3JKqfmbyIKo8LrZo3zYHh66M2xkzPLqSFCmLARtLQxt9ZRJKwXZawf/XHwRKQjNU+krQx7i7RAZyRdF5+1g6/IhN91Pp6S4ryQG/o1lSe4BkgneoenbZcJ97NTyKcav936mWR5tOF1S9dX4UBtaF3Y8dwykwhhwkbQEsLppjrSErYnd/y/2HxA130S1fL3pevBie3GLBw8Eeloc9WpiNtYGS6mZYFOUZ5WqQmtkkoaYcdjscqfd0onOpErV7Kq3AvvGenw1EN15zR/nlUqvT5UnZSeFUhNio/qc6WSnOyorpdc28ct3Bpe23KxQ3W5m+qo/rzMOk8S5XLH/8G+Otf38ZVeH97fy2yzeuPgiUhHqb2Vb6qyUnpZGi4mF1ooFY4nylNOqTCxrscjyrFYpVomq55cuRKlWRlfU6vmz7OKUtsYNuAyQz7XzQkjRAgTNkJCT+nbMKlyNX2dU3TIzMVKlRd4UnFDbuQIBDeSO/4bcgc4st2YhYMnIh3Nvlr5nYWMPgkm7Ym8riFsgHTIkChPOZeurwqbVep6PKIci1XkEhV0J4GB0s+IlBBByyytXp8rUv2YwQ2hjFrOPTV9nVMMTJHOTCtX/vANwyXL3d7Hyx1/dx6M0Rc4eCLS0aYIYXuV1fWWhxGoDWET4UmwXAgUQ/K0uTqnn6ZyJbPGeZCd2ivaXbJcgScVE0ekSX4vmoQRcrO/TBghRpiw3qTWKJJqC27r6+ZOlk7hLlcuwvXKCnL92IHaJleHCUeLgyciHalZF8fqMAItIWw5aUmY+qV0zLpqsC3XzVCbAINhe8r0XndILomHaGFpg2TWZYv2OEqK87B2zniMG9IXg/r2wozCQVg7d0JUnyk6N5+j6+ZOwIzCQbhiQJJsW4g22Y9outMnFeVnYtZVgzH1S+l4dsZo212vrGJUP+ZmHDwR6UjNujhWhxGoDWGbtqIUC1fvwnt7arHqk2P48R92mrF7mqgNrWLYnjI9w/aM+DyrGHkcT/55N8qPnsXxsxewuuI4pq0ojfozRebmc3TailKsrjiOg3VNsm3BqDBSu9J67i1dX4U7Xt2KVZ8cw3t7arFw9S5mVP03p/THdsLBE5GOFhTlYkBy9zNxmUFNeMOqci92VIemhD1Q24R7/+9jU/ZRLbUJMBjSYS61oUhuJXV+uT3bnlvPUbVtQUuyH7dxW0ijVuyP9dfT6h0gcpryx27CVT/fiNPnpDOLHTndZPnFrqQ4DzlpSdhZfRZjsvuGdaJy0/mBRX6t3v/OSorzUJSfibfLvPCdb8WNeRmSF4VIx+xmSiEy3a2n669IQ23DBcTExGBawSAsKMqNYg+tYUS9GPm5onPjOaqlLajt65xAS71ECmm00/XKKuvmTsD8d3YEz63nZ461epeExsETkc6Wrq+SHTgB9gixWLq+KvikbmVZNY6cbkJJp/jwMdl9sbKsWvJn7Xgx2rC7Bqs+OQYAeG9PbdjxAJGP2c3k/t7dDesYt3gj6hq/OAdWfHAI7R1+4er7+Fnp9aqiDXfRu76dwo3nqNa2oKavcwIt9eK2kMbumLaiNDjDebCuCYfqzmGdy9+zjAbD9oh0JBc+EDBpRJrlA49os1rZ7WKk5njcmsnLCss27A0ZOAWIVt+VXh+27D9tyGczjCacW8/RERnJqsvdVEda6kXO9IIsy6+3dsAwYf1x8ESko0hZj7Jkst6YSU1WK7mQibzMZNtdjNQcj5szeamhZ7Y9pYyTH+6r1fx5VjF6Mduf3ZofkhmM2fbceY5qOW431ZEe9TJBJuun2+idTZU4eCLSVaRZmd9/Ih0KZ6aPDtRJlnfed7mQkXQbLPLblZosXW7O5KWGntmY1GScFIGRi9l2zQzmxJtfrdx6jmo5bjfVkR71Inetcxujwo/djIMnIhO1dQDz39lh2e+XWiAXCA9vmDXOg+Hp4RekQMIIO1GTpUtqoUBmqTLGgqJcXJYQK/k9O8y8qqW0SG403BR6pYVbs+1p4aY6kluIWssC1WsrT7j+vJILPx6RnuTqMOFocfBEpCM1T5CtnCqX2z/f+bawsux+vTV9hpX+efjzkK+3dfl62orSsAuI3/C9EofeYR1P3T5KsjwuVqxLjhGLS8qdPz94q7Lbn+kUkc5jJ5ILZVUb4urUfkxLn+S2BYS1kDv+QanS13dSR6wrGZHNtbV3RNxGblBiBrnwhg/21YUlWHh/b+TwPjuI9DKs1PcBPu3vrOWidLuVK49E7jxQc37YSWqS9JptcuVqyJ0/1b5mV7/A7daX2mvqL6gud9OspZZzj9n25Km95pM2HDwR6UjNk/Vbx2SZsCfSCjypuCFX+iVaNQkWbsgdYLsQkUhPKJVmCdz+VDIgoad0u5Urj0TuPBBt5mnYgMs0latR4ElF3kDpjGFufoHbrS+1Z6b0Ul3upoQRWs49uQWEx2an2O56ZTa113zSRqwrGZHNqXnKZfWTsIdvGC5ZribBgtzPWinSE0qll2Kt/lvYhZ4JIwB1SUlEYNQL+t8ef7lkuZtf4Na7DYpi0sh01eVOOa/U0HruFeVnhpXtqK7n7ArUXfNJGw6eiFxGbYIFUV5M7tkjRrFcak0dwL7HY4WyI2c0lSuRS0oCaHvZ28mkErK4fZ0nt659pbavVZvsxym0XoPcNCunlUjXc1H0tHoHiJxETUd95HST5Z1WUX4mfE2t8J1vxY15GZI3KCXFechJS8LmqlNI7R2PqRJP9kSxbu4ErCr3Bo9l9tUey/8GdqJnyFSk9ZFEuhlWuiGLpv0sXV+FA7VffPaI9CTXr/MEXDpPl23Yi4qjPhQOScWColyrd8kUJcV5iO0Ro3jcblzLqKQ4D3WNLdhZfRZjsvtiYXGe7LZuSuPeHbE9YjAqqw8yU3ph7uQreP2LEgdPRDoSIWxv6fqqkJeOA+vMlHS5MHXdbtUnx/DQxKFh21lt0sh0vLz5oGR5Z7PGeYS6cTfTmOy+OFgXfnPWnZAppaQQooVgGREmJfXS//7aJtz0wofY+Mikbn+uE3Tuc7YdPoP2Dr/t+hsjTFtRGkyWse3wGfzj4Gms6zKYVlrLaHrhYMP30QrjFm9EXWMrAOBgXRP+fqAO5Y/dJLltYHal87nF2ZVLOtfjpycasPPYWdl6JHUYtkfkIlI3bkB4xia125EzPD9zLBLjQi8HiXE98PzMsZo/Sy4phKdfolCDV6Xww01Vp7r9uXIzCAdqmxyfWU6JmzLJdaY2y2CBJxV3FIQnG3LqWkbLNuwN3vAH1DW2YtmGvbI/U1Kch7VzxuOFmWOwds54xZkqt+hOPVJkHDwR6Uht2J5V1K6HIdK6GYx110fV08Xw9EtEXOylgU7V08Xd+hy5J+Qvzy6IZvdMp9R+Ko52/2ZVadbK6ZnllLj1PNYSMvsVmRA9J9aR3DmmdO7d95syPPj6J/jzzhOccfq37tQjRcbBk4tUen1YU3HMkU+p7MLuYXtq18MQad0MxrrrI+/x9fCeaUZbO+A904y8x9d363Pk0gY/+efd0e6iqZTaT+GQ7t+YFXhSMXFEmuT3RAtr1JNbz2MtWQbdVEdy55hc+bBF7+KDfXWobWzFB/vqMGzRu0bunjC01iOpw8GTSyxdX4U7Xt2KR97ZiTte3Yql66us3iVHipRNzOoYbLkbW6lse1IhIuRM89/Zgea20HeVmts6MP+dHd36PKmbOdEWPJU7V9KT46NOZDBvygjJ8hEZ0us/kXNpyTLopqxpU/IyVJff95sytPtDy9r9l8rdztOvt6ZyUoeDJxdwayy5FeRCMNKT4zF38jBbxGAH4sJnXTUYU7+UjmdnjJbcL1FCRLSE+6wq9+Ina/4l1E28GfReoNQpC54GzpXL+yWid3wsCj19UabDi9ZuDVFT4uY6WTd3Ago9fZHc61IbU8q8WFKch2dnjMZdV2fL9t1OoKU97D5RL7GlfLmbOKUvthsOnlzAzRcls8mFYNQ2tmLFB4cwbUWpuTskY8PuGqz65Bje21OLhat3Sc5EihIionY/p60oxcLVu7CyrBoLV++yzd/CDvReoPRPO6UTLYgYlva91z/BZ2eacb61HRXesxi3eGPUn+mmxU7VEqW/MULe4+tR4T2LxguX2phSyOzS9VUh/ZhTo0i0tIf8rPB1/JTK3cSti08bjYMnF3DzRclss8Z50Le3/AoAdghdctpMpFyoZOdytRmt3Oqb1w7RVK5k2Ya9ONfSLvk90cLSjMhUxUWEqTMtIbNO67uVyGW0lCr/2ijpNQjlyt3ErYtPG42DJxdwU5y01Sq9Ppw9f1FxG6uny9XORIoyY6kmLIGhC8r0/FsrZXGyW9uJZMu+Wk3lakRaRNitROlv9Kalb1r+/gHJbZ1YR1qyxG2WGWgtfnePrvskqmuH9g/5+pouX5N2HDy5BNc/MIeai5jV0+VqZyLlFjtVWgTVCmrCEhi6oOwfB09rKleilMXpUN05zZ9npcw+vTSVq6E045+aFN/tzxWdWyMk+iTGqSqv9Prw/l73hHv2iotVXZ7aW/q8abjQ7vroAjfNVpqJgycXKfCkYnrhYM44GSjSRcwO0+VSmfSkZiLlFjuVK7eKmrAEhi4oO3G2WVO5kgVFuegVFyP5PV9Tq2S5Xc29YbimcjUKPKm4IVc6GcuwAZd1+3NF59YIidxM6VDWruVyD+ZuyB3gyDoamCL9gEKqfPbV8v24m2dzAffO6BrNXndBRIJTSvE9d/IwxSxKZlm6virknYs7CrIkZyJFehK8bu6EkAxUUvXM0AV5eq8F8uRtoyTLRZvp27C7JqxsQHJ81DerD8sMvux4bpnpn4c/D/l6W5evnUjtrLhc20iRmbkSnZZoAa6dJk+u3cglrSF1OHgi0plcim87PFWWmsJfW3lCcgpfTSIGOxmRkYyrLu8nmZSAoQvKtKypooYTZvqk2gxwKWGE20OBjODWpC5qzxW5B3Ny/bfotPYhv/vONRienqR6e7dwW7sxCwdPRDqz84yNlil8kZIsRFoEmqELyoyon3VzJ2BG4SBcMSAJMwoH2WLWVQsjEzuwPYYTqb/Rm9pzRZS19/Sybu4ETB45AOnJ8Zg8ckDEPmTjI5Mwd/IwXDe0n20iPezAbe3GDBw8EelMKtTHLrH7WqbwRUmyoGZWyc4DWjswon6mrSjF6orjOFjXhNUVx4VbV0vp2KM9B0RJxmImUfobI6g9V9zWj41bvBEf7KtDbWMrPthXF3GNtaXrq7Dig0PYdvgMVnxwyLFrYGnFdeX0x8ETkY7kQn2m5ttjvQktU/iihF6peYrv1pfR1dI7RNMJIVhK71FES88EHU4hSn+jNy3nipv6Ma1rrDE0W5rcunLTC7Ic2W7MIr+aJxFppnQjb5eO6ivDB0h2plL7uG7uBCzbsBcVR30oHJKKBUW5Zu2mamqfxhblZ8LX1Arf+VbcmJfh+JsyLZRCprpTT3p/nlUG9U2ULBftOEQhQn+jN63nSklxHnLSkrCz+izGZPd1bDvUss4TIMa11wpy9TJBJpSP1OHgiUhHIoRVaNnHpeurgk/zth0+g/YOP0pstkZYgScViXE90Nz2RchTYlyPkAtm5+MAgPf21OLI6SbbHYtVxmT3xcqyasny7pALExEtBEvvegnwnjkvWT5pZHpUnys6EfobvWltY53raGVZtWP7scIhqdh2+IxkuRQRrr1WUArVn1442OS9cQ6G7RHpyElhFaKEQSzbsDdk4AQAzW0dwfAOuVBKOx6LVcqOhN+kKJUrWVXuRbXvguT3pDIhuo1cGI3bidLfWMlNdaQ1A6iTrr16YrY9Y3DwRKSzkuK8kDWHpNZQspLaTF+iZASLFN6htL92Oxar6JnpTOlnPtxXq/nzrGREBji2R2lybUO0NqOVljYmSp+sh+4ca0lxHtbOGY8XZo7B2jnjbXfttQqz7emPgycinS1dX4WFq3dhZVk1Fq7eZbuMP2rDG0QJg4i0wKvS/trtWKyiZ6Yz0ULzlBiRAY7tkTrT0sbclDWtu9efAk8qphcOdv2MU2eiXMtFwsETkY5ECKtQm0pdlDCISOEdUscB2PNYrJKZ0ktTuZJZ4zzITpX+uSyZBAx2NWucR/eFN+XCaNxO7n0vp78HJhfK2rWcWdMiW1XuxU/W/EuorJ5mEOVaLhImjCDSkd0z/kSbSt2v9w7pQE2dlxTnoSg/MxgCNGlkui3+HnahNbNVJD+6aSQeeWdnWHlcrFjP65aur8KB2tD2pcc5oCXjpVsUeFIxNjslJG332OwUx9eH2muG3Ha+822G7JfVtF5Lp60oDbadlWXVeKvMi3VcJDcocA08croJOWlJjj+vjGbqlezixYv46U9/ipycHCQmJmLo0KF46qmn0NHxxcveMTExkv+WLVsW3GbSpElh3589e7aZh0Ikye7T41riyEWYRQPU13mBJxWTRqZjSH97/C3sJFLoo1ZOWARW7kGDHutV/ePgaU3lblDp9Umud2S3/kZvh+rOqSqX6+c+2FfnyDrSci11wrpyRqv0+jhw0pGpg6dnn30Wr732Gl555RVUVVXhueeew7Jly7B8+fLgNidPngz593//93+IiYnBjBkzQj7rgQceCNnuV7/6lZmHQiTJ7tPjWi5IorycHHhi3ZnUE+ul66twx6tb8cg7O3HHq1tt9y6alRYU5WJAcnxIWXpyfLfX2ZGbYRJp5kmpnUeTMAIAth36XLLczYvkitLf6M3X1KqqvMCTihty3fPiv5ZrqRGJXZyk67XvR6sqrd4l4Zl6Jdu2bRtuv/123Hzzzbj88svxjW98A1OnTsUnn3wS3CYzMzPk3x//+EdMnjwZQ4eGnkS9e/cO2S4lJaXrryOyBTuFusm9/yP1HpTdZ9EC1DyxFmUWzUrnLlwM+bqxy9daOOHFdqV9jSZhRKXXhxP10qncuzvT5wSi9Dd605Iw4uEbhktu69Q6Wl1xLOTrP3T5OkCuDuX6ITeRuvatrTzBAVSUTB08TZgwAZs3b8b+/fsBADt37kRpaSm+/vWvS25/6tQpvPvuu7j//vvDvvfmm28iLS0N+fn5ePTRR9HY2Cj7e1taWtDQ0BDyj8gIItykF0m83yS1j3afRQtQ88TarU+11Zr/zg7JtbLmv7ND82cprWO0/5R8P203SokdolmvSq7NJfeK7fZMnxOI0t/oTW3CCMBddbRsw17UNYbOvtU1tgbX7+tMLklNte+C60P35PobrvMUHVMTRixcuBD19fXIzc1FbGws2tvbsXjxYtx5552S2//ud79DcnIypk+fHlJ+9913IycnB5mZmfj000+xaNEi7Ny5Exs3bpT8nCVLluDJJ5/U/XiIurJ7wgggun200yxagJon1m59qq2WnmEvkcLdoslUZzYjEjvItbn/951ruvV5TlJSnIectCTsrD6LMdl9hWor3aW1P3ZLHWlNYvOV4QOwsqw6rFy0PkdvStc4O92XiMbUmadVq1bhjTfewMqVK1FRUYHf/e53+O///m/87ne/k9z+//7v/3D33XejV6/QJwoPPPAApkyZglGjRmH27Nn4wx/+gE2bNqGiokLycxYtWoT6+vrgv+rq8BOMSA8i3KSr3UcRZtEAdU9jpcIS3ZDJSy091zMyKtzNCkacz3Khs0/+eXe3P9Mp7L5GnhG0tjG31JHWJDZGrMnmBEoz6Ha6LxGNqYOnBQsWoKSkBLNnz8bo0aNxzz334Ec/+hGWLFkStu1HH32Effv24bvf/W7Ezy0sLERcXBwOHDgg+f2EhAT06dMn5B+REUQIq1CbYCGQ1rsruXIrKa0sr5Q1zW4DQatcndNPU7kSucFBtOsjOYnUTYvbs4OJ8rBGb3KhrFLlbqqjSOv3dTVrnCfsusY+55IXZxWEDaDsdl8iGlMHT+fPn0ePHqG/MjY2NiRVecCvf/1rXHnllRgzZkzEz929ezfa2towcOBA3faVqLtKivPw7IzRuOvqbDw7Y3TIjbwdODUl8KaqU/j9J9XYVHUqpFwpjIzvPF2id7aqwGA2L/MypPaOw+SRA7BWwDVXjHqAwOxg4dz6XqKWtuCmOurOsd55tQdfGpiMoWm9MXfyMCH7HKO8OKvA1vclojH1nadbb70VixcvhsfjQX5+PiorK/HCCy/gO9/5Tsh2DQ0N+P3vf4/nn38+7DMOHTqEN998E1//+teRlpaGPXv2YP78+SgoKMD1119v1qEQyVq6vir4dHBlWTWOnG5CiY06quXvS8/Qdo1/njQyHS9vPhi23aSR6YbtW3eNW7wx+HLxtsNn8M4n1Sh/7CYAyqEJDFu4ZEx2X8n3BaIJebnvN2U423wpY98H++owbvHG4N/E7Y7LpCR3c4iRCCHPRtBy7jkhi6VaWttD50VyAWDFB4fQ3uG31bXXSna/LxGNqTNPy5cvxze+8Q3MmTMHeXl5ePTRR/Hggw/i6aefDtnu7bffht/vl0wkER8fj82bN6OoqAgjR47ED37wA0ydOhWbNm1CbGysWYdCJMnuYRWVXh/e3yt9Ae66KKMIIYhA5KxMcmFkdjwWq2jJ+KXGHStKgwOnALlMWXaW1TdRU7kalV4ftuwPXwx3RHoSQ4xIllwWy+kFWa7vx6QWyQXsde21kt3vS0Rk6sxTcnIyXnrpJbz00kuK233ve9/D9773PcnvZWdnY8uWLQbsHVH0lMJ87HCBUwp5kFqsUYTMTmqyMpUU56EoPxNvl3nhO9+KG/MybHksVtEzS2Sl14dKiRsZQP5vZVdGLPYrV9cPTbqi25/pBCJkKjWCUthe5z5Krn4mDJdeOFd0WtqDUrir09uPGm49t4wkznLvRBQ1rZnQRMjspDYr04bdNVj1yTG8t6fWtsdiFT1DppQG6KItAmtEmJTcz7p9QU83h+2pKXdbu9HSHpTCXZ3eftRwU7inWTh4ItKR3PtAdnlPqMCTiokj0lRtK8pU/4KiXAxIjg8pS0+OD1lwVJRjscob/zyqqVyJ3AU5NbGnUIvAGrXYr1zqYC5a6U5qQ2bZbuRJZdoDGJoNMNzTKBw8EelIbRpwKw2SeV+ja+iDSKnKux5T13dSlJJkkL7Z3+TeMRsi2FPOSIv9RuMrMqFWbm6Pbsok15mW465vbtP0GSLT2h7WzZ0Q9mDQjou6m02uvnznpdsSqcPBE5GOREgDrjZMZPdx6fdW5MqtIvWycOc1c5SSZDBs4RK9F5h0wjpGRi7269YQNSVt7eFLliiVO4Xa43ZbP9Y1gVGkcqlELIwukG8bH+yrc33dRIODJyIdifD0VO1igj16xEj+vFy5VSLNmsjV/Q25A2w1I2il52eORWJc6OUgMa4Hnp85tluf54R1jIxc7FeEGWqzGZGcQwRqj9tt/ZhUAiOlchGuvVYo8KTihlzOdOvN2b0SkclEeaJ87dD+IV9f0+VrALhRZiV3uXKrRJo1kav7lMQ4g/ZITJf16qn4tRZ6z2RZpaQ4L+w9E6lzRSsRZqjNJkrfqTe1x+22fkxrH8KkCPIevmG4ZDnrpvs4eCLSkQhrI6lNnqD32j9W4YvWkUVaK0srp7QdqZet9QgF4lNy0gv7MSZFiESE+xLRcPBEpLOS4jw8O2M07ro6G8/OGI2FNlvFW+2Nmyg3eGpCxPiCvjI1a2VpIUrbicSo43DrLIsSp7QZraLtjyN9T1RaQn/dtgZWdxTlZ+KHN16BH954BdbOGW+7+xLRmLpILpEbLF1fFZzZWVlWjSOnm1Bio44q2jARu93gjcnui5Vl1ZLlAaIci1UKh6Ri2+EzkuXd4ZQQGqPaTYEnFYlxPdDc9kVSgMS4Hq5+EuzWczTa/jjS90Slpl8PcGvbUavzPQkAtFzscHVfowfOPBHpiOsJ2RPDFpRNkXmPTa5ciVHrI1lBbn+jPY5lG/aGDJwAoLmto9thkiSuaNuYU0PTtIT+yiV32bC7Rvf9Eg3vSYzBwRORjkQIPXFj2B5wKWxh1lWDMfVL6bYMp7SSnn9rI9dHMptRWQO3yKyVJlfuBqL0N3pT28bcFpqmtT0U5WeGlXGQ4N7zymgcPBHpSITwASeG7UUqX7q+Cne8uhWrPjmG9/bUYuHqXVi6vsqcHRSAnn9rI9dHMtvxs82S5dEeR2afXprK3UCU/kZvarPKydWDXIis6LS2Bw4SpLmt3ZiFgyciHYkQHqY2TMSokCW9zRrnwYDk+JCy9OT44Fo8UmELAJ9Kdrap6pSmciVGro9kJqlFN/WS0jteU7kbiNB3GiHazJTMtneJWwffkRR4UjE8PbwO2G6iw8ETkc5KivOwds54vDBzjC2z2qgNE1lTcUxyO7lyq1R6fWFptmsbW4MXBrdlqeoOvbPtBc6BcUP6YlDfXphROAhr506IZhdNZ2T44QmZGS25crcoKc7D3MnDcN3Qfpg7eZjt+k4jqJ0x+VAhpNOJ/ZjWmSS3Dr4jqfT6cKCWs3J64+CJyAAFnlRMLxxsy45bbZiI3y/983LlVol0kXVblqrukMuq191sewDw5J93o/zoWRw/ewGrK45j2orSbn+WFYwMPzSivp1g2opSrPjgELYdPoMVHxwSrs10hx4zJk7sx/SoF5tdqiyhNEByYrsxCwdPRAao9PqwpuKYLafF1YaJzLhysOR2cuVWaWvvUCyXCyPjU8kv7DnRoKk8klXlXuyorg8p21Fdj1Xl3m59nhXkFlcGol/sd0FRrmSo6YKi3Kg+V2ROaDNGmjQyXbLcqdn2tGJWOWly18dJI9LYbqLAwRORzgLJCR55ZyfueHWr7RITqA2HmDXOg7HZKSFldnxvJS5WuhvrXB4II+MigdJ2n6jXVB7Jb7d+JlkuWrY9IxdXnlEY+hBieqG9HkqYbbPM+3Vy5U6htj+Wegg0vSALL8wqMGzfrKQ1bI8JI6TJXR9vGzvI5D1xFi6SS6QjuadfRfmZtnnKE2mmprN1cydg2Ya9qDjqQ+GQVFs+Gf/HQemX+v9x8HTIDWmBJ9U2fwO7GZzaG7Vd3hsLlGtV6fWh6qR0UpHUJLESImg5V7QQoZ8wW6pMsgy5cqfQ0sZKivNQlJ+JI6ebkJOW5Oi28qsth2TLpR40MGGENNaLMTjzRKQjEZ5+qZmpCVi6virkHQS7zaIBfPleD9+8doimciVKbX3YgMs0f56VtJwrWojQT5ht9tXSM9py5U6htY0VeFKRk5aEI6ebHB2SdqJepl+XKS/wpGLiiLSQMoZmy89Yur1eosXBE5GORHjKo3YfRYkh58v30TNrnSc7nQdqGHU+i9BPmK3AkxoWJjw2O8XxN3la24Ldw8L1kpWSqKl82orSkKUFhqcnMTT730qK80Le31xTecKx7cYsHDwR6UiEdKlq91EuNa5SylwrePpJh5bJlZOxlBItiEaUtc6coNLrk0wYYbeHNXrT0sZEeaClhwcnDlNdLpVs5EBtE5ON/Ful14e1lSdCypzabszCwRORzkqK8/DsjNG46+psPDtjtC2ffomwj2qpXbcKuHSR/cmaf/Gi2oXeYWRGJlowk5a2pQXD9sK5tU60tDE31ZGWGTmjzlOncFO7MQsHT0Q6W7q+CgtX78LKsmosXL3LltPjavZRLjWuXLlV1K5bNW1Facgxu2ENGbX0DiNzSljacZn35qJd58kp9aMnt9aJ2v4LAD46UCe5rRPrSEsUh1wdyp2/buOmdmMWDp6IdCRCWIUI+6g3riGjTO9wUyeEu1V6fSHvUHQW7TpPRFpJhV4Bzn75P7DExAszxyguLzFrnAfD08MHAlv2n3b0dU0NN7YbM3DwRKQjEabH1e6jCMcCqAvZYFhHZGpvVNRwQn0rtfNo3/sT5dwyk1vrRO25IlcPE2RCZJ2iwJOK6YWDI97o/+ekKyTLnd5+InFruzEaB09EOhIh9ETtPopwLIC6sBe5sIVow6+cRu2NSiRGhbuZych2Lsq5ZSa31onasD231o9arB9prBdjcPBEpCMnZdsTJfRq1jhPWIrjguwUzBp3aX2YVeVeVPsuhP1cdmqv4DakH6eEuyllDbTbe39OUOBJxYDk0AVxByTH26rvNILcOdG1XIRri5VYP9JYL8boafUOEDmNCKvAlxTnISctCTurz2JMdl/JQYRSOIndBh3r5k7Asg17UXHUh8IhqVhQlBv8ntxxyGWEo+gohckcOd1ky/NBzouzCgAg5J0BPW48lELURKofPa0q96KusTWkrK6xFavKvbbrb/SkpS2IcG3RW6XXp/p43Vg/agTqJRBuzIc/0ePgiciFlq6vCiaNWFlWjSOnm1DS5R2XMdl9sbKsOuxn7Rh61fl4th0+g/YOf/B4RDoOJ3DSIrnApQHUt667XNcbMobShBPpYY2etLaFAk+qawYFnft1AHho4tCw61RXbqofLTbsrgnW5cubD6qqS5LHsD0indl9BXi12fbUhpNYLdLxRArroy/Mf2cHpjz/Iea/s6PbnyEVJgIwVKQzhtKE05Kym5yvu1lhK70+rKk45vose525McOu0Th4ItKRCJ2U07LtqdnPdXMnhCwKvHbuBLN2Txh5j6/H6orjOFjXhNUVx5H3+Ppuf1ZJcR76JoYGNvyh4li0u2gJsx6G+A35VHG49SGHKP2s2bpTL3Z/cGkVtjH9cfBEpCO5FMbRpjbWk9owkUN15yS3kyu3Slt7h6ryWeM8eGb6lx1/M9Yd89/Zgea20Ppqbuvo9gzUsg17cbb5YkhZXWMrlm3Y291dtIRRD0NEeMhiBTc+5FDbf7mN1nBGnlPyGCasPw6eiFxGbciQryn05e1I5VaJi5XuxqTKV5V78ZM1/+LiuF3ovS5TxVHpGxa5crsy6oktnwRTgJb+C7g0SHhx4z68uHGfowcGWkNbeU7Jk8oc6vYw4WgxYQSRjiaNTMfLmw9KltuZVMhQalK8RKl8uVXUPlWbtqIUO6rrAVxKkvFWmRfrXPBkW40x2X1xsC78JqO775tcaGuXLC8cItbFWm59sGif2PJJsDQ3nqNa2kLXBApOf/H/n4c/D/l6W5evO+M5JW/p+qqQjKGAcl1SZJx5ItKRCC+Cqw1vGDbgMsmflyu3ipr1qFaVe4M3ZQE7qus5A/Vvz88ci8S40MtBYlwPPD9zrObPqvT6UNmlrgEgNbFnSAp5u6v0+sJuOAI2VZ2K6rNFWUPNTG49R9W2Bal+G3BuaJrW9iDCtdcKcu3GDeeWkTh4ItJZSXEe1s4ZjxdmjsHaOeOx0GZPBdWGN4jyJE9NyJneYWlOVPV0MWYUDsIVA5Iwo3AQqp4u7tbnyLWvx2/Nj2b3TKcU7hNt+CHbYzi31ona4460fprTdKc9FOVnYtZVgzH1S+l4dsZo2117raDUNpx+bhmJgycil1E7KCrwpIZlvxqbnWK7J3lqUhwzDbI6z88ci03zJ3VrxilArn398sPwcFY7U3pIEG34IdtjOLfWidrjVmqPTkwuobU9BDLtrfrkGN7bU4uFq3cx2x6U243Tzy0jcfBEpDOnpEut9PokwybsFiKiZj0qUdascoICTyomjkgLKz9Q2yRUmIjUS9YBU/Iyovpstsdwbk1VrrYtFHhScUPuAMlt5ZJLuIXbQhq1kFt3zw3nlpHcfcYR6UyEdKluXOdJlGNxikF9EyXLRQsT+cpw6ZtVZtszhhtTlWtpCw/fMFxyW7uFUutBS9ie20IatQq8StA5pNEN55aRmG2PSEdKF0K7hLupDdsT5Z0nNfspyrE4xZjsvlhZVi1ZLhKj2g3bo7wRGcmIi+3hmrrQ0hYCswidH9A5NSmClj5Eqa24pR1FUuBJdWQ7sQpnnoh05KSbIlEygqnJssRMTOZySliaKOeAUzgl5FkLrW3M7gmJ9KIljFMuNI19PBmFM09EOhLhyaDa2TGlsAm7xUqXFOehrrEFO6vPYkx2X8kbipLiPBTlZ+LI6SbkpCXZ6m/iNCLMwKph1DnglPrRk1zIc1F+pqPrRKR+1mzr5k7AqnJvsF9Xqo9A//52mRe+8624MS/D9fVHxuHgichgUgvQWknt7JhIoVfjFm9EXWMrAOBgXRP+fqAO5Y/dFLYdQxfMYdTismYz6hxw0gy1Xtw6oNTaxroulOvkRXKBSzNQagdBG3bXYNUnxwAA7+2pxZHTTY6uG7IOw/aIdCRCwgi1IWyihF4t27A3OHAKqGtsxbINe0PKKr0+vLhxH17cuM9Wfw+nUVpcVjSzxnnQNzH0GWN6cjyfaBvArQNKLf2sCNcXvS3bsBd3/s+2sP68KzfWjRa8/umLM09EOhL16anU7JgoxyK3YGnn8q5Pa1/efNDxT2ytEinzlZ3aTiQ/WlWJs80XQ8pqG1tR6fVFdRyinFtkPC1twW3tpnNEwbbDZ/DOJ9WSEQUAsPz9A5LlTq0bLXj90x9nnoh0JLdYoZ0WMVT7hO5Q3TnJn5crt4rcgqWBcq4BYi6nLOapNIP24b7aqD77HwdPayp3A7emb9fSz4pwfdGL2ogC4NK5+v5eZ4QK643XP2Nw8ESkI7nFCu20iKHamxRfU6vkdnLlVllQlIsByfEhZenJ8VhQlAuAa4CYzSmLeRrZNk6cbdZU7gZuDdvT0s+KcH3Ri5qIggC5c/WG3AGun3Xi9c8YzjvjiCwkwg2AloQRUuyYMKLroqxZnb7mGiDmc8Jinkr7OmlkelSfHWm21I0KPKlhqanHZqc4/uZXSz8rwvVFL1rOEbnjT0mM03WfRMTrnzE4eCLSkZPWExIlYcSqci92VNeHlO2orseqci+AS3+TOwqyrNg113LC+khGtptIs6VuVOn1SZ7HDC36gpOuL5FMyctQXS53rq6tPOH69sM1sIzBwRORzkqK8/DsjNG46+psPDtjtO0WMVQbtifKOwhK66QEfGW4dBiZ3Y7FKdT8TURgZLuZUTg45OvpXb52G1H6G71pPVfsfn3Ri9b2wD5eXmBh5VlXDcbUL6U7ut2Yhdn2iHTWObPNyrJq2601oTb0Q5QQkdSk+IjlohyLUxyXeXfHjiGfSox6Qd+tC8Iqces5Gs06T3a8vuhFa3twa/tRi2tg6YszT0Q6EmGtCbWhH6KEXg0bcFnEcjeFu1it0uvDlv3SWePsFvIZiVEv6Mtl64s2i5/I3HqOzhrnCXvXqyA7RXItMRGuL3rR2h7c2n7UcFO7MQtnnoh0JMo6HCXFechJS8LO6rMYk91X8kK9ueqU5M9urjplq0VC1T5xLMrPhK+pFb7zrbgxL8NWx+AkSmEyH+6rtdV5EAmfZpurpDgPsT1iUHHUh8Ihqa55B2zd3AmY/86OYH/8/MyxktuJcn3Ri5rrVDTbu4Xb2o0ZOHgi0pEoN1tqQj9Se8uEw8mUW6XAk4oByfEha4IMSI4PuSh0XSSQYQvGsVtbj0bgaXbntqPH0+xJI9Px8uaDkuVuNm1FaTBpxLbDZ/CPg6exbu4Ei/fKeJ2P+2BdEw7VnZM8blGuL3rRGqLolpBGrT46wDWw9MawPSIdiRA6oHYKf/bV0k/t5MqtsqrcK7mYYiDbHhcJNJdSljoRBweBl61fmDkGa+eM1+VFaxH6CbNFyprpVG497ki0hpoxNE2a3GLfw9OTXN3fRIuDJyKdlRTnYe7kYbhuaD/MnTzMdllt1GYxEuUGL1K2Ki4SaL4XZxWEDaDs2HbUqPT6cOR0E3LS9L3ZsHs/YTanZGjUSstxuykjodZjdVPdaCF3/Adqm1w/sIwGB09EOpu2ohQrPjiEbYfPYMUHhzBtRanVuxRCS+jHPw9/HvL1ti5f20GkRSa5SKA1Sg+GJo34Q8Uxi/ak+5aur8Idr27FI+/sxB2vbsWPVlXq9tl27yfMJtKi3HriIrnStB4rQ9OkKR2/2weW0eDgiUhHTgrBEOVYIi3my0Vyzbdsw17JUMplG/ZatEfaSYUBra08ocsASpRzy0yiLMqtN7cet57kQtOmF2QJOdutJ6Xrn9sHltHg4IlIRyKEnqhNkyzCsQDqwjW4gKK51lYclyyvOCpOmIhc21hbeSLqcBdRzi0zuTXsSkvaejfVkZZjldvWd75N130SVUafXmFlY7NTXD+wjIapg6eLFy/ipz/9KXJycpCYmIihQ4fiqaeeQkfHFwsOfvvb30ZMTEzIv2uvvTbkc1paWvDwww8jLS0NSUlJuO2223DsmHghIeQ8ahZstVpN/QVV5SdltpMrt4qahUyNWuyUwlV6fTgh00Z6xcWavDfdp/RUNtr1mNwaoqbETSFp3eWmfuxQ3TnV5XJt5IN9da5/r0cuYdKO6nrX1000TB08Pfvss3jttdfwyiuvoKqqCs899xyWLVuG5cuXh2z3ta99DSdPngz+++tf/xry/Xnz5mHt2rV4++23UVpainPnzuGWW25Be3u7mYdDFEbNgq1Wy0wJfwolVX6hTfp8kiu3ipqFTI1a7JTCKT0FHyjT9uyowJOKK4f0NeSzZ43zYEBy6AOV9OR4V69LI0qCGr3JZaCUKndTP+ZralVdXuBJxQ25jC6QwoRJxjD1jNu2bRtuv/123Hzzzbj88svxjW98A1OnTsUnn3wSsl1CQgIyMzOD//r16xf8Xn19PX7961/j+eefx5QpU1BQUIA33ngDu3btwqZNm8w8HKIwIjw9VXuxLhwifdMiV24VNXUuwt/FKZTqVLSZlZ/e/CXJ8mhTrld6fWHvhNU2trr+SbAICWr0FlinrrOu69QFuKkf0zo7m5IYJ1nuxLrRggmTjGHq4GnChAnYvHkz9u/fDwDYuXMnSktL8fWvfz1kuw8//BDp6ekYMWIEHnjgAdTWfhEisX37drS1tWHq1KnBsqysLIwaNQpbt26V/L0tLS1oaGgI+UfkVmqf8E7Jy5D8eblyq7zxz6MRy936VNsKUnUNAAXZKa6eWenMTe+uqOXWJBqR1qlzKy2JNJgwQp5cf8zrX3R6mvnLFi5ciPr6euTm5iI2Nhbt7e1YvHgx7rzzzuA2xcXF+I//+A8MGTIER44cweOPP44bbrgB27dvR0JCAmpqahAfH4/U1NA/ekZGBmpqaiR/75IlS/Dkk08aemxEgPJNkZ06qpLiPMT2iEHFUR8Kh6RiQVFu2DaiHIval++L8jPha2qF73wrbszL4I28gUqK81CUn4mfrPkXahpaMDa7L35z39VW75ZmRp0DbppBUEvpPHbyuarluEXpk/Wg5Vjltp0gkyjIbQL9ceBdzUkj0x3XXsxm6uBp1apVeOONN7By5Urk5+djx44dmDdvHrKysnDvvfcCAGbNmhXcftSoUbjqqqswZMgQvPvuu5g+fbrsZ/v9fsTExEh+b9GiRXjkkUeCXzc0NCA7O1unoyL6gig3RdNWlAaf8m47fAb/OHga6+ZOCNlGlGMZk90XB+vCL56dwzuWrq8KeWn2vT21OHK6CSUuX5jUSN97/ZPgE/UP9tVh3OKNKH/sJov3ShujzoFAqFbnGYd0mVAttxiT3Rcry6oly51MS5IhUfpkPWg5VqW1n6YXDtZ1v0QV6FvcPLutJ1PD9hYsWICSkhLMnj0bo0ePxj333IMf/ehHWLJkiezPDBw4EEOGDMGBAwcAAJmZmWhtbYXPFxobXltbi4wM6XCihIQE9OnTJ+QfkRFECA9TGx6z/1Sj5M/LlVvlm9cOUSyXyzb02pbDrn/HxChOWOcJuHQ+j81OCSnTI8WvVKhWrctDtWaN84TVtRtCPXv2kH7oK1Uu9X6UUwfdWq6lcmsZ6bGsgFN0XfB76foqq3dJaKYOns6fP48ePUJ/ZWxsbEiq8q4+//xzVFdXY+DAgQCAK6+8EnFxcdi4cWNwm5MnT+LTTz/F+PHjjdlxIg1KivPw7IzRuOvqbDw7YzQW2mx2Q22Ymyhr0UR6f4TZhswnt56TSOs8AZcG3lIPGrjOkzHWzZ2AuZOH4bqh/TB38jCs7TIb7nZuG3SXFOeFtAelaynX8pMn9QCRDw+jY+rg6dZbb8XixYvx7rvv4rPPPsPatWvxwgsv4I477gAAnDt3Do8++ii2bduGzz77DB9++CFuvfVWpKWlBbdJSUnB/fffj/nz52Pz5s2orKzEN7/5TYwePRpTpkwx83CIJC1dX4WFq3dhZVk1Fq7eZbsnPGqzGImyFk2k8A5mGzKfXDp7u2VqjGT5+wcky6O9IRPl3DLb0vVVWPHBIWw7fAYrPjhku77TCFpSlbtt0D1tRWlIe5i2olR2WzeFNGr1w7crJcs5sOw+UwdPy5cvxze+8Q3MmTMHeXl5ePTRR/Hggw/i6aefBnBpFmrXrl24/fbbMWLECNx7770YMWIEtm3bhuTkLzKsvPjii5g2bRpmzpyJ66+/Hr1798af//xnxMaKswAjOZMIT3jUZjHynjkvuZ1cuVUihRfKhXSQMSq9PlR2ma0JsFumRiWVXh/e31sn+b1oFyV1a4iaEhH6Tqu5adDt1uyLeltV7oX3TLPk9ziw7D5TB0/Jycl46aWXcPToUTQ3N+PQoUP4+c9/jvj4SzG8iYmJ2LBhA2pra9Ha2oqjR4/it7/9bVhyh169emH58uX4/PPPcf78efz5z39mAgiyBRFSEKvdR1FCr9Q8jWVIh3mcEiaptK96LErKELVQIvSdRtBy3LPGeTA8PfSG16mDbq2zbG5tP5HI1VdeZrIj35Uzi/OWpSaykAihA2r3UZRFctU8jRXh7+IUTgmTNPo43BiipsSt56iW4166vgoHakMHA9cM7W/IfllN6yzbRwekZ4md3n4ikauv9D4J5u6Iw3DwRKQjETLUqd1HT7/ektvJldtZgScVE0ekhZTZLQuiU0jVdYCdzoNIjFxckiFq4UToO63ktqyheiySS9KzlQCwZf9pR7Ybs3DwRKQjEV7odVq2PTX7OW1FKbbsPx3y/W2HPzdwr9yttrFFstxubSeSkuK8sPfl/Dp8LkOMwonS3+hNbVtwSjisWlrOEbfVjVb/OekKyXLWTfdx8ESkIxFe6FW7KKOWxRutdLL+gmK51IvHAF8+Nkql14eqk9KzBS0Xo0u0YDapJ9p6POk/VHdOU7kbiNLf6E0u+UjXcqXws2gTmNiR2noBnBMqbJR/HDytqZwi4+CJSEciZNEaNuAyVeVqt7OaXFrsQLnSk2unP9W2gtLTzISeYl1yjJoh8jW1aip3A1H6G73JJR/pWl7gScUNudKJb/RIYGI3ausFMDbE1glOnJXOtidXTpE574wjsti1XV7gtdsLvWpfUNby5M9KkRJbKM362WlG0CmUnvSKVt9GvYQuwgy12ZgwInL5wzcM1/QZItPaHowKsXUCp6y7ZyccPBHpyEkvgm/cXaOp3CoLinIxIDk0tCc9OR4LinIByL8wC8i/lEzdp7Sulkj1beRL6FpehncLqdkDN8wcMFGGPowKsRWd3Lp7qYk9g9dI0o6DJyIdifAiuNp9rGmQfpdIrtxK5Y/dFLJmTtljN4V8ny/MmssJ62oZ+RK6CP2EFUqK80LO44XFeVbvkuG0JMpwU7vReqxuqhst5I7/8VvzTd4TZ+HgiUhHIoSeqN3HiSPTJbeTK7czrgFiLhHOg0iMfAndCfVjhGkrSkPWvpq2otTqXTKclhBON7Ubrcf6yw8PatreLdzUZszEwRORjpwUeiLSOk/jFm8Muekat3hj8Hty4VfTC7KE/LuQOYxcr8pJ/YRepLJiuiEjpghJhqyg5RxZVe4NWzwYACaNSHP1OQWwrzFKT6t3gMhpSorzENsjBhVHfSgckmq7uOIP99XKlnfuUJXCSex0YV+2YS/qGkOzlNU1tmLZhr1YUJQrG7YwQSa0jKKnFEIj0kV7UN9EyXI9zgG79xNmE6W/McK6uRMw/50d2Fl9FmOy++L5mWMlt3PKeaVWSXEeivIzceR0E3LSkmSPUa7tZMmcv26jth5JPQ6eiHQ2bUVp8AnqtsNn8I+Dp7Fu7gSL90q7Mdl9sbKsWrLcTiqOSr8QHChn2IL5nBImaeQ54JR+Qi+i9DdG6NwWDtY14VDdOcm24Ma+rMCTGvFm381tRy019UjqMWyPSEcihJ7IPY3rWu49c15yO7lyq8gtvCragqxOoZSlblPVKZP3JjpGZcUToZ8wm1vD19gWoufWtkPW4eCJSEdaMidZRe3ig5FmdOxCbuHVQDmzMJlLqV7t1nYiMartiNBPWGHd3AmYUTgIVwxIwozCQVjrgpk4ZtvTx7q5E0IyNbqh7WhR6fVhTcUx16du1wsHT0Q6EmHxS7WhH5EWn7WLSPvpxlAXKynVq93aTiRGtR0R+gkrTFtRitUVx3GwrgmrK44z214XTgmHNcLS9VUhSYOWrq+yepdsY+n6Ktzx6lY88s5O3PHqVtaNDjh4ItKRkxa/nJKXoancKpEWySVzKS2Sa7e2YxWGGYVza/ia2msGs4bKc9Li9Hpj3RiDgyciHYkQVqF2H0U4loCuWdE6v78l0nE4RX1zm2S5aHVuZNu5dmj/kK+v6fK127g1lDHa/phZQ9nHK2HdGIODJyIdiRAidqjunKpytdtZLdIT67Z26cQRcuUUnUqvD+/vlQ4vslvbicSo85lPg8O5NZRRbf8kwrXFKqwbeawbY3DwRKQjERak8zW1qipXu53VIj2xVpsgg/Sh9ETTbm0nEqPOZz4NDufWUEa1/ZMI1xarsG7ksW6MwXWeiHRm9wXp1K6JIcraGZFSlfPJm7mU6tVubac7/Dp8BtuktHVzJ2BVuTe4WKzTB06AtrZg92uLlVg38lg3+uPgicgAdl6QTu0LyqKs8xQpVfn+U42S399/qtG2fyOnEi1xilx4XVF+JtuOQWaN87hi0NRddr62WI11Q2Zh3AqRAey8poLakCFR1nmK9K6EW19Et4pS6JloYWlGhdcxbE+enftOI7At6GfZhr2483+2YdmGvVbviq0wVbn+OPNEpLOl66tCnlY/NHEoSorzLNyjUFrWedp2+EzYdnZbqyfSTJoo4YdOoRR6JlpYmlHhdQzbk2b3vtMI3WkLlV4fQ7C6GLd4I+oaL71Tue3wGbzzSTXKH7vJ4r2yHmfPjcGZJyIdiZBFSymMrTNPv96S28mVW4VPbsXA9Wi+wJe4w4nQdxphU9UpTeWcRQi3bMPe4MApoK6xlTNQ4PXRKBw8EelIhI5qs8xFuWu5KOFukZ7cinIcTvHhvlrJ8mybDbrVMPJ8LinOw7MzRuOuq7Px7IzRWOjwGZZIROg7jaAlPNqtA8xIRAkxtwJnuY3BwRORjkToqFJ7x6sqF2XdlQJPaliK47HZKcGn+KIch9OVHjht9S5oZuT5vHR9FRau3oWVZdVYuHqX62cQROg7jSAXBi1V7tYBZiRa6tBtOMttDA6eiHQkQkel9kIjSra9Sq9PcpFctz+NtUpW30TJ8u3es8L9TSINzLuLMwjhROg7jbCgKBcDkkMfXKUnx2NBUW7Ytm4dYEaipQ7dqKQ4D2vnjMcLM8dg7Zzxrp/l1gMTRhDpzO5rKqhdlFGUUAilp7EFnlTFsD2mRNaf0uLDgb+JKJQG5tEcR6Q261YlxXnISUty1TpPAFD+2E247zdl2H2iHvlZKfjNfVdLbhcYYHYeeLthgKlG+WM3Yf47O4Jt5/mZY63eJXIwDp6IDGDn9Saclm0v0vEw2565nJRtz6hBDmcQpHXOtreyrBpHTjc5PtseAExbURocpNfuq8O0FaVYN3eC5LZ2fzhnlaXrq7C64jgA4GBdEwYkJ7ii7ajhxiyWRmPYHhFJmpKXoancKpHCfdQuCkzGEjHbnlGDHLeGqClxayjjqnKv5OzmqnKv5PaVXh/eLvPib5+elM2c6jZubTtqsG6MwZknIpdR+zRd5NAif6f/F/k4RCRX3xOGDzB5T6IXeOep882tHu88AZxB6Mqt56mWsOKuMwjv7anFW2Ve2Vkqt3Br21GDdWMMzjwRuUxbe4eq8kN15yS3kyu3SqQna2qPl/QhSrtRw+hkJAWeVEwvHMybGLg3lDE1SSb7aZdyqX4OUJ6lcgu3th01eP0zBgdPRAao9PqwpuKYLafG1SaM8DW1Sm4nV26VSOl71R4v6UOUdqOG0amh7dxPmM2toYzDBlymqlypzbl9zTq3th01eP0zBsP2iHRm95cz1T6JEiXRQqSnjnwqaS65dvPnnSfwzPQvW7BH3Wf0Ok927ifswB95E+GpbWNKbc5ufbIduKHtqMHrnzE49CTSkQgvZ54426ypXHSbqk5pKqfozBrnQXpyeChSY0s7lm3Ya8Ee2Y8I/YTZ3FonckkfupYXeFKREBsjue2z6919Xrm17ZB1OHgi0pGTVoBXepHZTiLVuSjrVTmJXCiSaHVu1PnspH5CL26tEy39bGu79HyK73ybjnskHre2HTVYN8bg4IlIRyJMkU8ama6qXC4UxG4hIpHqXG5dKrutV+UkcskhRKtzo85nEfoJs7m1TrT0s6m94yS3lSt3C7e2HTVYN8bg4ImIHG1BUS4GdAkjS0+Ox4KiXIv2yNlWlXtR2xieHCI5IVa4OjfqRXS1oVpu4taX/meN82BsdkpIWUF2SliacgC4rJf0a+py5W7h1rZD1nH3GUekMxHWVFC7j1rWH7GSmuMpf+wmzH9nB3ZWn8WY7L54fuZYE/fQXeTaza1jsszdEZ0YsR6TKOeW2UqK8xDbIwYVR30oHJIq3GC7u9bNnaCqfzpZL/1eqly5m5QU5yEnLSlYh24+jzoT4Z5ERBw8EelIhClytfvolGx7wKXMZqsrjgMADtY1YUByAjObGUSu3RwXOCFJgSdV1xsNUc4ts01bURpcV2vb4TP4x8HTrlgAtvNxH6xrwqG6c5LHPTAlEd4z4efRwJREw/fR7jpnr1xZVo0jp5vYx0OMexIRMWyPyGXUhgyNyEiW3E6u3CqRQjaYiclcs8Z5MDw9/MK8Zf9p1vm/lR05o6ncDVaVeyUXJHb6ArBajlturTS5BC1uwT6ezMbBE5GORMhsoza7kwjHElBSnIdCT18k94pFoacvFnZ64ijScTjFf066QrJc1DrXezFbUTJZmsmtdaL2uFeVe9HY0i657e4T9ZLlbsE+Xh7rxhgcPBHpSIQpcrXZnUQ4loBhi95FhfcsGi+0o8J7FsMWvRv8nkjH4RQfHaiTLBexzpeur8Idr27FI+/sxB2vbsXS9VVRf6YomSzN5NY6UXvcSoPI/KwU2e+5Aft4eawbY3DwROQyarM7iZIR7L7flKHr8ift/kvlZL5Krw9rK0+ElU8vyBLuBWWjwoG+ee0QTeVuoCXrnBspDSLllgZwC2bbk8e6MQYHT0Q6EmWK/Nqh/UO+vqbL14A4YTRyISuBclH+Jk4hV68iLuTJRXKtJb0krLOo7WeVBpHMthfODW2nu1g30ePgiUhHbe0dmsqtoPZpestF6X2WK7fK4NTeiuUi/E2cRO4p+Af76oR7gduokJc3/nlUU7kbuDVhhJZwRbkbtnbpV6Fcgwkj5LFujMHBE5GO4mKlTym5ciuofeqd0FN6n+XKrRIpBEqEv4mTyGUEA8SbWTEq5OWY77ymcjcQZaZbb1rCFWNjpT9DrtwtOJMrj3VjDN49EOlIhJcz1c7EiPICd6Q6F+Fv4iRK7cMJda5HyIvcC/5ufvFflP7GCOvmTsCzM0bjrquz8eyM0Vgrs7ZVr57SoyS3r/PEPl4e68YYHDwRuYzamRhR1nkie5Fb50lERoW8/Oa+qxEbE1oWG3Op3K3c3t/MGufBM9O/LPtuU6XXJ5uq/OXZBUbuGgmMCSOMwcETkY5EmCJX+yRKhGMBIu+nKMfhJE5Z58nItnNoyc2YPHIA0pPjMXnkABxacnPUnykynqfKlOrB7XXEtqOspDgvZGaz8zqI1D09rd4BIicRYYq8wJOKsdkpIS9nj81OCXsSJcKxAAzbsyOnrPNkdNv5wY3DceR0k3D1YgS3n6eVXl+wLUjNCijVg1vqSI7b204kS9dXBWfQV5ZV48jpJpRwABUVzjwR6UiEKfJKr08yq1XXUCRR1nkKDAY76zwYFOFv4iROWufJSEYsvisyN5+natpCgScVyQnS7zz98O1Ko3fR1tzcdiJhtj1jcOaJSGclxXkoys9UfIpoJaUQh877urnqlOR2m6tO2WrhSqXBYOB4SorzkJOWhJ3VZzEmu6+t9t9p5NrXhOEDTN6T6Kk9V7SSu6Epys+0XX9hJjeep1rawoWL0u88cZ0nd7YdNYzqw9yOgyciAxR4Um3bMakNcUjtHS+5nVy5VdRcHBi2YB659vXRgTpMLxxs8t5Ex6hwIN7QSHPjeaqlLfTqGYs2iUWd3J5tD3Bn21GDIY3GYNgekcuoDXEoHCJ9EydXbpVIqdcZtmCuAk8q7ijICitfW3lCuDo3KhyINzTh3Hqeyi0q3bVcKdveuMv76b5fInFr21GDIY3G4MwTkQEivfxrNTWhhaIsLhtpP/mU33xfGT5A8r0nEevciHCgwA1N5xs+t9/QuPU8lVtUumu5UuY4py8kHIlb245aDGnUHwdPRDrrHD4AAA9NHGrL8IFIoYWiPB1ntj37cUq2PcC8cCA9Ft8VmVvP0zHZfbGyrFqyvDOlenDDQsJK3Np21GJIo/7s9QiZSHAihQ9Uen1YU3HMlvumJ4YtmMtJ2faMOp9F6ifM4tbzdNY4T1i20ILsFNWzAwmxMXh+5lgD9kwcbm07arCvMQZnnoh0JEr4gJrZMVGO5cN9tbLlcvvp9qf8RpJrN+WfiXexNuocEOXcsppbztN1cydgVblXMaxKrs0smfFlo3dPSG5pO5GwrzGGqTNPFy9exE9/+lPk5OQgMTERQ4cOxVNPPYWOjksvdre1tWHhwoUYPXo0kpKSkJWVhW9961s4cSL0KeakSZMQExMT8m/27NlmHgqRJBHCB9Q+iVL7IrPVdh+vVyznkzdzySXwqPY1Y1W51+S9iU6kZCR2+1yRuf08nTXOg2emf1l2xukfB09rKncTt7cdJSLck4jI1MHTs88+i9deew2vvPIKqqqq8Nxzz2HZsmVYvnw5AOD8+fOoqKjA448/joqKCqxZswb79+/HbbfdFvZZDzzwAE6ePBn896tf/crMQyGSJEL4gNKTqM7UvshstR49YhTL1R4v6UMpoYhoL7YblTRFlGQsZuJ5quzEWem1nOTK3YRtR54I9yQiMjVsb9u2bbj99ttx8803AwAuv/xyvPXWW/jkk08AACkpKdi4cWPIzyxfvhxXX301vF4vPJ4vnsj07t0bmZmZ5u08UTfZLXxA7ZMotS8yW+3GvAy8tyc8dO/GvAwAfPJmNie92G5U22GbDMc6UVY4JBXbDp+RLHc7th1t7HZPIiJTH3NNmDABmzdvxv79+wEAO3fuRGlpKb7+9a/L/kx9fT1iYmLQt2/fkPI333wTaWlpyM/Px6OPPorGxkbZz2hpaUFDQ0PIPyIjiBA+oPZJ1IiMZMmflyu3SqQXrvnkzVxS9Q1oewne6dgmSasFRbkYkBy6QHl6cjwWFOVatEckAhHuSURk6szTwoULUV9fj9zcXMTGxqK9vR2LFy/GnXfeKbn9hQsXUFJSgrvuugt9+vQJlt99993IyclBZmYmPv30UyxatAg7d+4Mm7UKWLJkCZ588klDjomoM1FfzpR6EiXSsaybOwHLNuxFxVEfCoekht1QcJ0LcwXqe/X2Y4iJAaYXDhayzo08B0qK8xDbI0a2zbqNSP2NVcofuwnz39kR7MfcnmUvgG1HHuvGGKYOnlatWoU33ngDK1euRH5+Pnbs2IF58+YhKysL9957b8i2bW1tmD17Njo6OvDqq6+GfO+BBx4I/v+oUaMwfPhwXHXVVaioqEBhYWHY7120aBEeeeSR4NcNDQ3Izs7W+eiIxAgfkHsSVZSfGdKZinAsAZ2zB247fAbtHf6Q7IFc58JcXbM5inqRNvIcmLaiFDuqLyU12Xb4DP5x8DTWzZ0Q9eeKSqT+xipL11dhdcVxAMDBuiYMSE5gPwa2HSWsG2OYGra3YMEClJSUYPbs2Rg9ejTuuece/OhHP8KSJUtCtmtra8PMmTNx5MgRbNy4MWTWSUphYSHi4uJw4MABye8nJCSgT58+If+IjCBCOI7TXq6NFJbAsAVzOam+jTqfV5V7gwOngB3V9cJlI9STCH2nlZx0XumNbYfMZurM0/nz59GjR+h4LTY2NpiqHPhi4HTgwAF88MEH6N+/f8TP3b17N9ra2jBw4EDd95lIq5LiPBTlZ+LI6SbkpCXZrgNXmyZZlOn+SPspynE4hdPq24jzWS7r4M7qs0KGN+qF4bXynHZe6Y1tRxrbjTFMHTzdeuutWLx4MTweD/Lz81FZWYkXXngB3/nOdwBcWgfqG9/4BioqKvCXv/wF7e3tqKmpAQD069cP8fHxOHToEN588018/etfR1paGvbs2YP58+ejoKAA119/vZmHQySrwJNq245JbZpkUab7I+2nKMfhFKzvyETJZGk2htfK43mljG1HGtuNMUwN21u+fDm+8Y1vYM6cOcjLy8Ojjz6KBx98EE8//TQA4NixY/jTn/6EY8eOYezYsRg4cGDw39atWwEA8fHx2Lx5M4qKijBy5Ej84Ac/wNSpU7Fp0ybExsaaeThEQlI787T/lHQGS7lyu2JIB0Vj6foq3PHqVjzyzk7c8epWLF1fFfVnRsoQ6UYMS6PuYtuRx+ufMUydeUpOTsZLL72El156SfL7l19+Ofx+5Qz02dnZ2LJliwF7R6SfSq/PtmF7ameeRAktUhOWwJAO8zgpTERtcpXuWDd3AlaVe9km/81J7cYIrB95rBtldn+VQESmDp6I3KBrprGHJg61VfiA0xbJVXM8DOkwj5PCRIy+KZs1zuP6QVOAk9qNEVg/8lg3kdn5VQIRmRq2R+R0IoQPOG2R3EhE+Js4iZPCRHhTRmR/TupzSAwcPBHpSNQ04FoXybWTSPv54b5aye/LlZP+lIOx7Ys3ZeYRpb+xCutH2eqKYyFf/6HL10R64uCJSEciPKlWOxOjNrGE1Q7VnVMsf293jeT35copOk6b6SspzsPaOePxwswxWDtnPBYy3NMQIvSdVmL9yFu2YS/qGltDyuoaW7Fsw16L9oicjoMnIh2J8KRa7RNMtYklrOZralUsb7hwUfL7cuUUHSc+IS/wpGJ64WBbncdOI0LfaSXWj7yKo9IPZuTKiaLFhBFEBrNbyJLaJ5iiPOmMlNji2qH9sbrieNj3rx0aeQFu0k6UdkP2w6xgylg/0gqHpGLb4TOS5URGsNcjZCLBiRCyxCeYRGRXnOUjrRYU5WJAcnxIWXpyPBYU5Vq0R+R0nHki0pEo602oWfdIlGOJtB6V0vdJf6K0Gy3svG4buYfdl8GwUvljN2HZhr2oOOpD4ZBUDpzIUBw8EelIlJAlNeseiXIskcL2xmT3xcG68Bt6u61X5RSitBu1eMNKdmDkgs1OwQETmYVhe0Q6EiEkToTQQi1mjfNgbHZKSFlBdkpwNu2b1w6R/Dm5cqIAp50rJC4nJmIhEhUHT0Q6KynOw9zJw3Dd0H6YO3mY7VIbq70Ii3SxXjd3Qkidr507Ifg9kY7DCZxU3046FhKb02Z0iUTGsD0inU1bUYod1fUAgG2Hz+AfB09jXaebeas5LdseEBpate3wGbR3+IOhVSIdhxM4qb6ddCwktkBUQ+eZULtFNRC5BWeeiHS0qtwbHDgF7Kiux6pyr0V75HwMrbIXEUJX1XLSsZD4uGAzkT1w5olIR5Eyv9mB2mxoomRNi7SfohyHk5QU5yG2R4wjMl9xbR0iIuqMgyciHUXK/GYHTgvbi7SfohyHk9g9dFWrAk8qB01kOWZ+JLIHhu0R6ShS5jc7cFso0v5TjZrKKTpODF2t9PqwpuIYQ0HJMgxPJrIPzjwR6Wzd3AlYVe5VXIDWbvwSZaKEu0XaTxFCKZ1kc9Up2XIR65tP+8kOROmPidyAM09EBpg1zoNnpn/ZljeLap9gihLuFmk/U5PiJb8vV07RSe0tU98y5XbGp/1kF6L0x0RuwMETkcuoXbtGlPC+SPs5bMBlkj8nV07RmX219AMDuXI74zpPZBei9MdEbsCwPSKXieYJplR4nx0oZUTjE1tzFXhSMTY7JeS9p7HZKULe5LHtkJ3ZtT8mcjrOPBG5jNonmKKFLBV4UjG9cHDYcWySeQdHrpyiU+n1SSaMsGu7UcJkI2QXovXHRE7GwRMRaU4YIZKKo9I3F3LlFB2ntBtAed02IjM56bwiEh0HT0Qu47SEEZEUDpEOF5Mrp+g4pd0A8uuz2WndNnIHJ51XRKLj4InIZT7cV6upnMitRmQkayonMgoTRhDZBxNGEJEkp6wrwrA9czml3QDOOhYSX0lxHnLSkoRaQ5DIiTjzROQyk0amqyp3SpgIw/bM5ZR2AzjrWEh8S9dXYeHqXVhZVo2Fq3dh6foqq3eJyJU4eCIiSU7JNObp11tTOVEAQ6XILphtj8g+OHgichm1WZuckmnMKcchCqdlBSspzsPaOePxwswxWDtnPBYW51m9S+RCTjuviETGwRORy6gNRXJKpjGnHIconBjqJreGGJFZnHheEYmKgycikuSUTGNOOQ4ici+GkBLZBwdPRC6jNvzDKWEiTjkOUbC+icwhtbg5ERmPgycil1Eb/tHW3iG5nVy5XTHcxVxOaTdEdsKEEUT2wcETkcuoDf+Ii5XuHuTK7arAk4qx2SkhZWOzUxjuYhCntBsiO+GMLpF98GpGRJLhH06Zsan0+rCjuj6kbEd1PZ/YGsQp7YbITnheEdkHB09ELuO28I8P99VqKqfo8MV2Iv3xvCKyj55W7wARmUsp/KPzhVjtdkRdlRTnoSg/E0dONyEnLYnthUgHJcV5yElLws7qsxiT3Rezxnms3iUiV+Lgichl1IZ/OCVMZNLIdLy8+aBkORmnwJPKQRORjpaurwpGDawsq8aR000o4aLNRKZj2B4RORrDXYhIdG4LtyayM848EbmMG8P2GEZGRCJzUn9MJDoOnohcxm1hewEMIyMiUTmtPyYSGcP2iEgSw92IiOyB/TGRfXDmichltIR/MNyNiMgemG2PyB44eCJyGa3hHwx3IyKyHrPtEdkDw/aIXIbhH0REYmG2PSL74OCJiOC3egeIiEiWUrg1EZmLgycil+ETTCIisbS1d2gqJyLjcPBE5DJ8gklEJJa4WOnbNblyIjIOzzoil+F6IUREYmG/TWQfHDwRuQwTRhARiYX9NpF9xPj9fte9K97Q0ICUlBTU19ejT58+Vu8OkSVWlXu5XggRkUAqvT6uu0dkAC1jA67zRORCXC+EiEg8XHePyHoM2yNyGWbbIyIiIuoeDp6IXIbZ9oiIiIi6h4MnIpdh1iYiIiKi7uHgiYiIiIiISAUOnohchmF7RERERN3DwRORyzBsj4iIiKh7OHgichkutkhERETUPVzniciFSorzUJSfycUWiYiIiDQwdebp4sWL+OlPf4qcnBwkJiZi6NCheOqpp9DR0RHcxu/344knnkBWVhYSExMxadIk7N69O+RzWlpa8PDDDyMtLQ1JSUm47bbbcOzYMTMPhUh4BZ5UTC8czIETERERkUqmDp6effZZvPbaa3jllVdQVVWF5557DsuWLcPy5cuD2zz33HN44YUX8Morr6C8vByZmZm46aab0NjYGNxm3rx5WLt2Ld5++22Ulpbi3LlzuOWWW9De3m7m4RARERERkYvE+P1+v1m/7JZbbkFGRgZ+/etfB8tmzJiB3r174/XXX4ff70dWVhbmzZuHhQsXArg0y5SRkYFnn30WDz74IOrr6zFgwAC8/vrrmDVrFgDgxIkTyM7Oxl//+lcUFRVF3I+GhgakpKSgvr4effr0MeZgiYiIiIjI9rSMDUx952nChAl47bXXsH//fowYMQI7d+5EaWkpXnrpJQDAkSNHUFNTg6lTpwZ/JiEhARMnTsTWrVvx4IMPYvv27WhrawvZJisrC6NGjcLWrVslB08tLS1oaWkJfl1fXw/gUkUREREREZF7BcYEauaUTB08LVy4EPX19cjNzUVsbCza29uxePFi3HnnnQCAmpoaAEBGRkbIz2VkZODo0aPBbeLj45Gamhq2TeDnu1qyZAmefPLJsPLs7Oyoj4mIiIiIiMTX2NiIlJQUxW1MHTytWrUKb7zxBlauXIn8/Hzs2LED8+bNQ1ZWFu69997gdjExMSE/5/f7w8q6Utpm0aJFeOSRR4Jfd3R04MyZM+jfv3/EzzVDQ0MDsrOzUV1dzTBCiojthbRimyGt2GZIK7YZ0spObcbv96OxsRFZWVkRtzV18LRgwQKUlJRg9uzZAIDRo0fj6NGjWLJkCe69915kZmYCuDS7NHDgwODP1dbWBmejMjMz0draCp/PFzL7VFtbi/Hjx0v+3oSEBCQkJISU9e3bV89D00WfPn0sbzwkDrYX0opthrRimyGt2GZIK7u0mUgzTgGmZts7f/48evQI/ZWxsbHBVOU5OTnIzMzExo0bg99vbW3Fli1bggOjK6+8EnFxcSHbnDx5Ep9++qns4ImIiIiIiChaps483XrrrVi8eDE8Hg/y8/NRWVmJF154Ad/5zncAXArXmzdvHp555hkMHz4cw4cPxzPPPIPevXvjrrvuAnBpVHj//fdj/vz56N+/P/r164dHH30Uo0ePxpQpU8w8HCIiIiIichFTB0/Lly/H448/jjlz5qC2thZZWVl48MEH8V//9V/BbX784x+jubkZc+bMgc/nwzXXXIP33nsPycnJwW1efPFF9OzZEzNnzkRzczNuvPFG/Pa3v0VsbKyZh6ObhIQE/OxnPwsLLSSSwvZCWrHNkFZsM6QV2wxpJWqbMXWdJyIiIiIiIlGZ+s4TERERERGRqDh4IiIiIiIiUoGDJyIiIiIiIhU4eCIiIiIiIlKBgyeLvfrqq8jJyUGvXr1w5ZVX4qOPPrJ6l0hnS5Yswbhx45CcnIz09HRMmzYN+/btC9nG7/fjiSeeQFZWFhITEzFp0iTs3r07ZJuWlhY8/PDDSEtLQ1JSEm677TYcO3YsZBufz4d77rkHKSkpSElJwT333IOzZ8+GbOP1enHrrbciKSkJaWlp+MEPfoDW1lZDjp30sWTJkuBSDgFsM9TV8ePH8c1vfhP9+/dH7969MXbsWGzfvj34fbYZ6uzixYv46U9/ipycHCQmJmLo0KF46qmngmtvAmwzbvf3v/8dt956K7KyshATE4N169aFfN9u7WPXrl2YOHEiEhMTMWjQIDz11FMwJC+enyzz9ttv++Pi4vz/+7//69+zZ4//hz/8oT8pKcl/9OhRq3eNdFRUVOT/zW9+4//000/9O3bs8N98881+j8fjP3fuXHCbpUuX+pOTk/2rV6/279q1yz9r1iz/wIED/Q0NDcFtHnroIf+gQYP8Gzdu9FdUVPgnT57sHzNmjP/ixYvBbb72ta/5R40a5d+6dat/69at/lGjRvlvueWW4PcvXrzoHzVqlH/y5Mn+iooK/8aNG/1ZWVn+73//++ZUBmlWVlbmv/zyy/1f/vKX/T/84Q+D5Wwz1NmZM2f8Q4YM8X/729/2f/zxx/4jR474N23a5D948GBwG7YZ6uznP/+5v3///v6//OUv/iNHjvh///vf+y+77DL/Sy+9FNyGbcbd/vrXv/ofe+wx/+rVq/0A/GvXrg35vp3aR319vT8jI8M/e/Zs/65du/yrV6/2Jycn+//7v/9b93rh4MlCV199tf+hhx4KKcvNzfWXlJRYtEdkhtraWj8A/5YtW/x+v9/f0dHhz8zM9C9dujS4zYULF/wpKSn+1157ze/3+/1nz571x8XF+d9+++3gNsePH/f36NHD/7e//c3v9/v9e/bs8QPw//Of/wxus23bNj8A/969e/1+/6WOsEePHv7jx48Ht3nrrbf8CQkJ/vr6euMOmrqlsbHRP3z4cP/GjRv9EydODA6e2Gaoq4ULF/onTJgg+322Gerq5ptv9n/nO98JKZs+fbr/m9/8pt/vZ5uhUF0HT3ZrH6+++qo/JSXFf+HCheA2S5Ys8WdlZfk7Ojp0rAm/n2F7FmltbcX27dsxderUkPKpU6di69atFu0VmaG+vh4A0K9fPwDAkSNHUFNTE9IWEhISMHHixGBb2L59O9ra2kK2ycrKwqhRo4LbbNu2DSkpKbjmmmuC21x77bVISUkJ2WbUqFHIysoKblNUVISWlpaQ8B6yh7lz5+Lmm2/GlClTQsrZZqirP/3pT7jqqqvwH//xH0hPT0dBQQH+93//N/h9thnqasKECdi8eTP2798PANi5cydKS0vx9a9/HQDbDCmzW/vYtm0bJk6cGLLgblFREU6cOIHPPvtM12PvqeunkWqnT59Ge3s7MjIyQsozMjJQU1Nj0V6R0fx+Px555BFMmDABo0aNAoDg31uqLRw9ejS4TXx8PFJTU8O2Cfx8TU0N0tPTw35nenp6yDZdf09qairi4+PZ7mzm7bffRkVFBcrLy8O+xzZDXR0+fBi//OUv8cgjj+AnP/kJysrK8IMf/AAJCQn41re+xTZDYRYuXIj6+nrk5uYiNjYW7e3tWLx4Me68804A7GdImd3aR01NDS6//PKw3xP4Xk5OTncOUxIHTxaLiYkJ+drv94eVkXN8//vfx7/+9S+UlpaGfa87baHrNlLbd2cbslZ1dTV++MMf4r333kOvXr1kt2OboYCOjg5cddVVeOaZZwAABQUF2L17N375y1/iW9/6VnA7thkKWLVqFd544w2sXLkS+fn52LFjB+bNm4esrCzce++9we3YZkiJndqH1L7I/Ww0GLZnkbS0NMTGxoY9UamtrQ0bXZMzPPzww/jTn/6EDz74AIMHDw6WZ2ZmAoBiW8jMzERrayt8Pp/iNqdOnQr7vXV1dSHbdP09Pp8PbW1tbHc2sn37dtTW1uLKK69Ez5490bNnT2zZsgW/+MUv0LNnz5CnaZ2xzbjXwIED8aUvfSmkLC8vD16vFwD7GQq3YMEClJSUYPbs2Rg9ejTuuece/OhHP8KSJUsAsM2QMru1D6ltamtrAYTPjkWLgyeLxMfH48orr8TGjRtDyjdu3Ijx48dbtFdkBL/fj+9///tYs2YN3n///bCp45ycHGRmZoa0hdbWVmzZsiXYFq688krExcWFbHPy5El8+umnwW2uu+461NfXo6ysLLjNxx9/jPr6+pBtPv30U5w8eTK4zXvvvYeEhARceeWV+h88dcuNN96IXbt2YceOHcF/V111Fe6++27s2LEDQ4cOZZuhENdff33YEgj79+/HkCFDALCfoXDnz59Hjx6ht4GxsbHBVOVsM6TEbu3juuuuw9///veQ9OXvvfcesrKywsL5oqZr+gnSJJCq/Ne//rV/z549/nnz5vmTkpL8n332mdW7Rjr6z//8T39KSor/ww8/9J88eTL47/z588Ftli5d6k9JSfGvWbPGv2vXLv+dd94pme5z8ODB/k2bNvkrKir8N9xwg2S6zy9/+cv+bdu2+bdt2+YfPXq0ZLrPG2+80V9RUeHftGmTf/DgwUwHK4DO2fb8frYZClVWVubv2bOnf/Hixf4DBw7433zzTX/v3r39b7zxRnAbthnq7N577/UPGjQomKp8zZo1/rS0NP+Pf/zj4DZsM+7W2Njor6ys9FdWVvoB+F944QV/ZWVlcEkdO7WPs2fP+jMyMvx33nmnf9euXf41a9b4+/Tpw1TlTrRixQr/kCFD/PHx8f7CwsJg+mpyDgCS/37zm98Et+no6PD/7Gc/82dmZvoTEhL8X/3qV/27du0K+Zzm5mb/97//fX+/fv38iYmJ/ltuucXv9XpDtvn888/9d999tz85OdmfnJzsv/vuu/0+ny9km6NHj/pvvvlmf2Jior9fv37+73//+yGpPcmeug6e2Gaoqz//+c/+UaNG+RMSEvy5ubn+//mf/wn5PtsMddbQ0OD/4Q9/6Pd4PP5evXr5hw4d6n/sscf8LS0twW3YZtztgw8+kLx/uffee/1+v/3ax7/+9S//V77yFX9CQoI/MzPT/8QTT+ieptzv9/tj/H4jlt4lIiIiIiJyFr7zREREREREpAIHT0RERERERCpw8ERERERERKQCB09EREREREQqcPBERERERESkAgdPRERERPT/27v36KrqO+H/n8glIEOO2JSEVEDs0yoaawEVguOt2oAVrW1HsLUZnWVpaUsdvKyxPGqLzPTBzkzvo7W6nFKrD9KnSHVGpGIrXoZgC4K3OpSOWFATKQyc4A1Q9u8Pf57pISF8gxwSyOu11l7Ls8/37Hx39smGtzvsAyQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJCgZ2dPoDPs2LEjXnrppejfv3+UlZV19nQAAIBOkmVZbNmyJWpqauKgg9q/ttQt4+mll16KwYMHd/Y0AACALmLdunVx2GGHtTumW8ZT//79I+Ltb1BFRUUnzwYAAOgsLS0tMXjw4EIjtKdbxtM7v6pXUVEhngAAgKR/zuOGEQAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAgpLG08MPPxznnHNO1NTURFlZWfziF7/Y7WseeuihGDVqVPTp0yeOOOKIuOmmm1qNmTdvXhx99NFRXl4eRx99dMyfP78EswcAAPgfJY2nV199NY477rj4l3/5l6Txa9asiY997GNx8sknx4oVK+J//+//HZdeemnMmzevMKaxsTEmTZoUDQ0N8cQTT0RDQ0NMnDgxHnvssVLtBgAAQJRlWZbtky9UVhbz58+P8847b5djrrrqqrjnnnvi2WefLaybMmVKPPHEE9HY2BgREZMmTYqWlpa47777CmPGjx8fAwYMiDlz5iTNpaWlJXK5XOTz+aioqNizHQIOSCvWboov3b48Nr66LYZV9otfXnZq8muv+NnKeOy5jVGd6xtXnz08RgwZUMKZtm3F2k2xZsOrMayyX+HrX/GzlfHEus1x3OBD4lsTP9yh7c397drCaxc+3RyPPbcxsog45OBe8eobb8abO7Lo26tHlJVFlPfqEeeNeF8MOfTgeGLd5hjQr3f0PKgslvxhQ/z+5S3xxvYd0bPnQfH6trdix5/9yVNVUR43fXZUrNnwavzHHzbEquYt0bT59Wh5Y3u8tSPi4PIeMe6Y6g7PHQBSdKQNulQ8nXLKKTFixIj43ve+V1g3f/78mDhxYrz22mvRq1evGDJkSFx22WVx2WWXFcZ85zvfie9+97vxxz/+MWku4gloy/X3PRs3PfRcq/XPX3/2bl87/Nr74vXtO4rWTTn1iPjqWcP32vx2Z+f5Tzn1iPjJkueL5tW310Hx7N+flbS98254NFauy+/1ee6pjswdAFJ1pA261A0jmpubo6qqqmhdVVVVvPnmm7Fhw4Z2xzQ3N+9yu1u3bo2WlpaiBeDPrVi7qc1wiogY952H2n3tFT9b2SqcIiJueui5WLF2016Z3+60Nf+bHnqu1bxe374jrvjZyt1ub+5v13apcIpInzsAlEqXiqeIt69Q/bl3Loz9+fq2xuy87s/NmjUrcrlcYRk8ePBenDFwIFiz4dVdPvfH/971cxERT6zbvEfb3Zs68nXam29HxnSGrjovALqHLhVP1dXVra4grV+/Pnr27Bnvec972h2z89WoPzd9+vTI5/OFZd26dXt/8sB+bVhlv10+N/TQXT8XEXHc4EP2aLt7U0e+Tnvz7ciYztBV5wVA99Cl4qmuri4WLVpUtO7++++P448/Pnr16tXumLFjx+5yu+Xl5VFRUVG0APy5EUMGxJRTj2jzud3dNOJbEz8cfXu1Pp1+8dQj9tlNI9qa/xdPPaLVvPr2OijpxguTThgSHx6c25tTfNdS5w4ApVLSG0a88sor8Yc//CEiIkaMGBHf/va34/TTT49DDz00hgwZEtOnT48XX3wxbrvttoh4+1bltbW18YUvfCEmT54cjY2NMWXKlJgzZ0586lOfioiIJUuWxCmnnBLf+MY34uMf/3jcfffdcc0118Sjjz4ao0ePTpqXG0YAu+Jue8XcbQ+AA12Xudve4sWL4/TTT2+1/qKLLorZs2fHxRdfHM8//3wsXry48NxDDz0Ul112WTzzzDNRU1MTV111VUyZMqXo9T//+c/jmmuuieeeey7e//73xze+8Y345Cc/mTwv8QQAAER0oXjqqsQTAAAQsR/fqhwAAKCrEk8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQoeTzdeOONMWzYsOjTp0+MGjUqHnnkkV2Ovfjii6OsrKzVcswxxxTGzJ49u80xb7zxRql3BQAA6MZKGk9z586NadOmxdVXXx0rVqyIk08+Oc4666xYu3Ztm+O/973vRVNTU2FZt25dHHrooXH++ecXjauoqCga19TUFH369CnlrgAAAN1cSePp29/+dlxyySXxuc99LoYPHx7f/e53Y/DgwfHDH/6wzfG5XC6qq6sLy7Jly2LTpk3xN3/zN0XjysrKisZVV1eXcjcAAABKF0/btm2L5cuXR319fdH6+vr6WLJkSdI2br311jjzzDNj6NChRetfeeWVGDp0aBx22GExYcKEWLFiRbvb2bp1a7S0tBQtAAAAHVGyeNqwYUO89dZbUVVVVbS+qqoqmpubd/v6pqamuO++++Jzn/tc0fqjjjoqZs+eHffcc0/MmTMn+vTpEyeddFKsXr16l9uaNWtW5HK5wjJ48OA92ykAAKDbKvkNI8rKyooeZ1nWal1bZs+eHYccckicd955RevHjBkTn/3sZ+O4446Lk08+OX72s5/FBz/4wfjBD36wy21Nnz498vl8YVm3bt0e7QsAANB99SzVhisrK6NHjx6trjKtX7++1dWonWVZFv/6r/8aDQ0N0bt373bHHnTQQXHCCSe0e+WpvLw8ysvL0ycPAACwk5Jdeerdu3eMGjUqFi1aVLR+0aJFMXbs2HZf+9BDD8Uf/vCHuOSSS3b7dbIsi5UrV8agQYPe1XwBAADaU7IrTxERl19+eTQ0NMTxxx8fdXV1cfPNN8fatWtjypQpEfH2r9O9+OKLcdtttxW97tZbb43Ro0dHbW1tq21ed911MWbMmPjABz4QLS0t8f3vfz9WrlwZN9xwQyl3BQAA6OZKGk+TJk2KjRs3xsyZM6OpqSlqa2tjwYIFhbvnNTU1tfrMp3w+H/PmzYvvfe97bW5z8+bN8fnPfz6am5sjl8vFiBEj4uGHH44TTzyxlLsCAAB0c2VZlmWdPYl9raWlJXK5XOTz+aioqOjs6QAAAJ2kI21Q8rvtAQAAHAjEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACUoeTzfeeGMMGzYs+vTpE6NGjYpHHnlkl2MXL14cZWVlrZb//M//LBo3b968OProo6O8vDyOPvromD9/fql3AwAA6OZKGk9z586NadOmxdVXXx0rVqyIk08+Oc4666xYu3Ztu69btWpVNDU1FZYPfOADhecaGxtj0qRJ0dDQEE888UQ0NDTExIkT47HHHivlrgAAAN1cWZZlWak2Pnr06Bg5cmT88Ic/LKwbPnx4nHfeeTFr1qxW4xcvXhynn356bNq0KQ455JA2tzlp0qRoaWmJ++67r7Bu/PjxMWDAgJgzZ07SvFpaWiKXy0U+n4+KioqO7RQAAHDA6EgblOzK07Zt22L58uVRX19ftL6+vj6WLFnS7mtHjBgRgwYNijPOOCMefPDBoucaGxtbbXPcuHHtbnPr1q3R0tJStAAAAHREyeJpw4YN8dZbb0VVVVXR+qqqqmhubm7zNYMGDYqbb7455s2bF3fddVcceeSRccYZZ8TDDz9cGNPc3NyhbUZEzJo1K3K5XGEZPHjwu9gzAACgO+pZ6i9QVlZW9DjLslbr3nHkkUfGkUceWXhcV1cX69ati3/+53+OU045ZY+2GRExffr0uPzyywuPW1paBBQAANAhJbvyVFlZGT169Gh1RWj9+vWtrhy1Z8yYMbF69erC4+rq6g5vs7y8PCoqKooWAACAjihZPPXu3TtGjRoVixYtKlq/aNGiGDt2bPJ2VqxYEYMGDSo8rqura7XN+++/v0PbBAAA6KiS/tre5ZdfHg0NDXH88cdHXV1d3HzzzbF27dqYMmVKRLz963Qvvvhi3HbbbRER8d3vfjcOP/zwOOaYY2Lbtm1x++23x7x582LevHmFbf7t3/5tnHLKKfHNb34zPv7xj8fdd98dDzzwQDz66KOl3BUAAKCbK2k8TZo0KTZu3BgzZ86MpqamqK2tjQULFsTQoUMjIqKpqanoM5+2bdsWV155Zbz44ovRt2/fOOaYY+Lee++Nj33sY4UxY8eOjTvvvDOuueaauPbaa+P9739/zJ07N0aPHl3KXQEAALq5kn7OU1flc54AAICILvI5TwAAAAcS8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAlKHk833nhjDBs2LPr06ROjRo2KRx55ZJdj77rrrvjoRz8a733ve6OioiLq6uril7/8ZdGY2bNnR1lZWavljTfeKPWuAAAA3VhJ42nu3Lkxbdq0uPrqq2PFihVx8sknx1lnnRVr165tc/zDDz8cH/3oR2PBggWxfPnyOP300+Occ86JFStWFI2rqKiIpqamoqVPnz6l3BUAAKCbK8uyLCvVxkePHh0jR46MH/7wh4V1w4cPj/POOy9mzZqVtI1jjjkmJk2aFF/72tci4u0rT9OmTYvNmzfv8bxaWloil8tFPp+PioqKPd4OAACwf+tIG5TsytO2bdti+fLlUV9fX7S+vr4+lixZkrSNHTt2xJYtW+LQQw8tWv/KK6/E0KFD47DDDosJEya0ujIFAACwt5UsnjZs2BBvvfVWVFVVFa2vqqqK5ubmpG1861vfildffTUmTpxYWHfUUUfF7Nmz45577ok5c+ZEnz594qSTTorVq1fvcjtbt26NlpaWogUAAKAjepb6C5SVlRU9zrKs1bq2zJkzJ2bMmBF33313DBw4sLB+zJgxMWbMmMLjk046KUaOHBk/+MEP4vvf/36b25o1a1Zcd911e7gHAAAAJbzyVFlZGT169Gh1lWn9+vWtrkbtbO7cuXHJJZfEz372szjzzDPbHXvQQQfFCSec0O6Vp+nTp0c+ny8s69atS98RAACAKGE89e7dO0aNGhWLFi0qWr9o0aIYO3bsLl83Z86cuPjii+P//t//G2efffZuv06WZbFy5coYNGjQLseUl5dHRUVF0QIAANARJf21vcsvvzwaGhri+OOPj7q6urj55ptj7dq1MWXKlIh4+4rQiy++GLfddltEvB1Of/3Xfx3f+973YsyYMYWrVn379o1cLhcREdddd12MGTMmPvCBD0RLS0t8//vfj5UrV8YNN9xQyl0BAAC6uZLG06RJk2Ljxo0xc+bMaGpqitra2liwYEEMHTo0IiKampqKPvPpRz/6Ubz55pvx5S9/Ob785S8X1l900UUxe/bsiIjYvHlzfP7zn4/m5ubI5XIxYsSIePjhh+PEE08s5a4AAADdXEk/56mr8jlPAABARBf5nCcAAIADiXgCAABIIJ4AAAASiCcAAIAE4gkAACCBeAIAAEggngAAABKIJwAAgATiCQAAIIF4AgAASCCeAAAAEognAACABOIJAAAggXgCAABIIJ4AAAASiCcAAIAE4gkAACCBeAIAAEggngAAABKIJwAAgATiCQAAIIF4AgAASCCeAAAAEognAACABOIJAAAggXgCAABIIJ4AAAASiCcAAIAE4gkAACCBeAIAAEggngAAABKIJwAAgATiCQAAIIF4AgAASCCeAAAAEognAACABOIJAAAggXgCAABIIJ4AAAASiCcAAIAE4gkAACCBeAIAAEggngAAABKIJwAAgATiCQAAIIF4AgAASCCeAAAAEognAACABOIJAAAggXgCAABIIJ4AAAASiCcAAIAE4gkAACBByePpxhtvjGHDhkWfPn1i1KhR8cgjj7Q7/qGHHopRo0ZFnz594ogjjoibbrqp1Zh58+bF0UcfHeXl5XH00UfH/PnzSzV9AACAiIjoWcqNz507N6ZNmxY33nhjnHTSSfGjH/0ozjrrrPjd734XQ4YMaTV+zZo18bGPfSwmT54ct99+e/zHf/xHfOlLX4r3vve98alPfSoiIhobG2PSpEnx93//9/GJT3wi5s+fHxMnToxHH300Ro8eXcrdgS7p8K/emzz2+evPLuFM/kdH5gR7Yl+9l+me5v52bVw176nOnsZe825+XpzP2Rf2p3N6WZZlWak2Pnr06Bg5cmT88Ic/LKwbPnx4nHfeeTFr1qxW46+66qq455574tlnny2smzJlSjzxxBPR2NgYERGTJk2KlpaWuO+++wpjxo8fHwMGDIg5c+YkzaulpSVyuVzk8/moqKjY092DTrcnf6iV+gTlD1r2lf3pD1v2H+fd8GisXJfv7GnsdXvy8+J8zr7Umef0jrRByX5tb9u2bbF8+fKor68vWl9fXx9Llixp8zWNjY2txo8bNy6WLVsW27dvb3fMrrYZEbF169ZoaWkpWmB/t6d/qJXyD0N/0LIveb+xt8397doDMpwiOv7z4ueLfW1/ec+VLJ42bNgQb731VlRVVRWtr6qqiubm5jZf09zc3Ob4N998MzZs2NDumF1tMyJi1qxZkcvlCsvgwYP3ZJcAgAPYE+s2d/YUgC6u5DeMKCsrK3qcZVmrdbsbv/P6jm5z+vTpkc/nC8u6deuS5w8AdA/HDT6ks6cAdHEli6fKysro0aNHqytC69evb3Xl6B3V1dVtju/Zs2e85z3vaXfMrrYZEVFeXh4VFRVFC+zv9vR3g0v5O8X+DQr7kvcbe9ukE4bEhwfnOnsaJdHRnxc/X+xr+8t7rmTx1Lt37xg1alQsWrSoaP2iRYti7Nixbb6mrq6u1fj7778/jj/++OjVq1e7Y3a1TTiQdcU/DPeXkx/7N+8zSuUXX/7L+Oanju3saexVXfF/tsGf25/eayW9297cuXOjoaEhbrrppqirq4ubb745brnllnjmmWdi6NChMX369HjxxRfjtttui4i3b1VeW1sbX/jCF2Ly5MnR2NgYU6ZMiTlz5hRuVb5kyZI45ZRT4hvf+EZ8/OMfj7vvvjuuueaaDt2q3N32AACAiI61QUk/52nSpEmxcePGmDlzZjQ1NUVtbW0sWLAghg4dGhERTU1NsXbt2sL4YcOGxYIFC+Kyyy6LG264IWpqauL73/9+IZwiIsaOHRt33nlnXHPNNXHttdfG+9///pg7d67PeAIAAEqqpFeeuipXngAAgIgu8jlPAAAABxLxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAgpLG06ZNm6KhoSFyuVzkcrloaGiIzZs373L89u3b46qrropjjz02+vXrFzU1NfHXf/3X8dJLLxWNO+2006KsrKxoueCCC0q5KwAAQDdX0nj6zGc+EytXroyFCxfGwoULY+XKldHQ0LDL8a+99lo8/vjjce2118bjjz8ed911V/z+97+Pc889t9XYyZMnR1NTU2H50Y9+VMpdAQAAurmepdrws88+GwsXLoylS5fG6NGjIyLilltuibq6uli1alUceeSRrV6Ty+Vi0aJFRet+8IMfxIknnhhr166NIUOGFNYffPDBUV1dXarpAwAAFCnZlafGxsbI5XKFcIqIGDNmTORyuViyZEnydvL5fJSVlcUhhxxStP6OO+6IysrKOOaYY+LKK6+MLVu27HIbW7dujZaWlqIFAACgI0p25am5uTkGDhzYav3AgQOjubk5aRtvvPFGfPWrX43PfOYzUVFRUVh/4YUXxrBhw6K6ujqefvrpmD59ejzxxBOtrlq9Y9asWXHdddft2Y4AAADEHlx5mjFjRqubNey8LFu2LCIiysrKWr0+y7I21+9s+/btccEFF8SOHTvixhtvLHpu8uTJceaZZ0ZtbW1ccMEF8fOf/zweeOCBePzxx9vc1vTp0yOfzxeWdevWdXS3AQCAbq7DV56mTp262zvbHX744fHkk0/Gyy+/3Oq5P/3pT1FVVdXu67dv3x4TJ06MNWvWxK9//euiq05tGTlyZPTq1StWr14dI0eObPV8eXl5lJeXt7sNAACA9nQ4niorK6OysnK34+rq6iKfz8dvfvObOPHEEyMi4rHHHot8Ph9jx47d5eveCafVq1fHgw8+GO95z3t2+7WeeeaZ2L59ewwaNCh9RwAAADqgZDeMGD58eIwfPz4mT54cS5cujaVLl8bkyZNjwoQJRXfaO+qoo2L+/PkREfHmm2/GX/3VX8WyZcvijjvuiLfeeiuam5ujubk5tm3bFhER//Vf/xUzZ86MZcuWxfPPPx8LFiyI888/P0aMGBEnnXRSqXYHAADo5kr6OU933HFHHHvssVFfXx/19fXxoQ99KH76058WjVm1alXk8/mIiHjhhRfinnvuiRdeeCE+/OEPx6BBgwrLO3fo6927d/zqV7+KcePGxZFHHhmXXnpp1NfXxwMPPBA9evQo5e4AAADdWFmWZVlnT2Jfa2lpiVwuF/l8frf/ngoAADhwdaQNSnrlCQAA4EAhngAAABKIJwAAgATiCQAAIIF4AgAASCCeAAAAEognAACABOIJAAAggXgCAABIIJ4AAAASiCcAAIAE4gkAACCBeAIAAEggngAAABKIJwAAgATiCQAAIIF4AgAASCCeAAAAEognAACABOIJAAAggXgCAABIIJ4AAAASiCcAAIAE4gkAACCBeAIAAEggngAAABKIJwAAgATiCQAAIIF4AgAASCCeAAAAEognAACABOIJAAAggXgCAABIIJ4AAAASiCcAAIAE4gkAACCBeAIAAEggngAAABKIJwAAgATiCQAAIIF4AgAASCCeAAAAEognAACABOIJAAAggXgCAABIIJ4AAAASiCcAAIAE4gkAACCBeAIAAEggngAAABKIJwAAgATiCQAAIEFJ42nTpk3R0NAQuVwucrlcNDQ0xObNm9t9zcUXXxxlZWVFy5gxY4rGbN26Nb7yla9EZWVl9OvXL84999x44YUXSrgnAABAd1fSePrMZz4TK1eujIULF8bChQtj5cqV0dDQsNvXjR8/PpqamgrLggULip6fNm1azJ8/P+6888549NFH45VXXokJEybEW2+9VapdAQAAurmepdrws88+GwsXLoylS5fG6NGjIyLilltuibq6uli1alUceeSRu3xteXl5VFdXt/lcPp+PW2+9NX7605/GmWeeGRERt99+ewwePDgeeOCBGDdu3N7fGQAAoNsr2ZWnxsbGyOVyhXCKiBgzZkzkcrlYsmRJu69dvHhxDBw4MD74wQ/G5MmTY/369YXnli9fHtu3b4/6+vrCupqamqitrd3tdgEAAPZUya48NTc3x8CBA1utHzhwYDQ3N+/ydWeddVacf/75MXTo0FizZk1ce+218ZGPfCSWL18e5eXl0dzcHL17944BAwYUva6qqmqX2926dWts3bq18LilpWUP9woAAOiuOnzlacaMGa1u6LDzsmzZsoiIKCsra/X6LMvaXP+OSZMmxdlnnx21tbVxzjnnxH333Re///3v49577213Xu1td9asWYWbVuRyuRg8eHAH9hgAAGAPrjxNnTo1LrjggnbHHH744fHkk0/Gyy+/3Oq5P/3pT1FVVZX89QYNGhRDhw6N1atXR0REdXV1bNu2LTZt2lR09Wn9+vUxduzYNrcxffr0uPzyywuPW1paBBQAANAhHY6nysrKqKys3O24urq6yOfz8Zvf/CZOPPHEiIh47LHHIp/P7zJy2rJx48ZYt25dDBo0KCIiRo0aFb169YpFixbFxIkTIyKiqakpnn766fjHf/zHNrdRXl4e5eXlyV8TAABgZyW7YcTw4cNj/PjxMXny5Fi6dGksXbo0Jk+eHBMmTCi6095RRx0V8+fPj4iIV155Ja688spobGyM559/PhYvXhznnHNOVFZWxic+8YmIiMjlcnHJJZfEFVdcEb/61a9ixYoV8dnPfjaOPfbYwt33AAAA9raS3TAiIuKOO+6ISy+9tHBnvHPPPTf+5V/+pWjMqlWrIp/PR0REjx494qmnnorbbrstNm/eHIMGDYrTTz895s6dG/379y+85jvf+U707NkzJk6cGK+//nqcccYZMXv27OjRo0cpdwcAAOjGyrIsyzp7EvtaS0tL5HK5yOfzUVFR0dnTAQAAOklH2qBkv7YHAABwIBFPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkKGk8bdq0KRoaGiKXy0Uul4uGhobYvHlzu68pKytrc/mnf/qnwpjTTjut1fMXXHBBKXcFAADo5nqWcuOf+cxn4oUXXoiFCxdGRMTnP//5aGhoiH/7t3/b5WuampqKHt93331xySWXxKc+9ami9ZMnT46ZM2cWHvft23cvzhwAAKBYyeLp2WefjYULF8bSpUtj9OjRERFxyy23RF1dXaxatSqOPPLINl9XXV1d9Pjuu++O008/PY444oii9QcffHCrsQAAAKVSsl/ba2xsjFwuVwiniIgxY8ZELpeLJUuWJG3j5ZdfjnvvvTcuueSSVs/dcccdUVlZGcccc0xceeWVsWXLll1uZ+vWrdHS0lK0AAAAdETJrjw1NzfHwIEDW60fOHBgNDc3J23jJz/5SfTv3z8++clPFq2/8MILY9iwYVFdXR1PP/10TJ8+PZ544olYtGhRm9uZNWtWXHfddR3fCQAAgP9fh688zZgxY5c3dXhnWbZsWUS8ffOHnWVZ1ub6tvzrv/5rXHjhhdGnT5+i9ZMnT44zzzwzamtr44ILLoif//zn8cADD8Tjjz/e5namT58e+Xy+sKxbt66Dew0AAHR3Hb7yNHXq1N3e2e7www+PJ598Ml5++eVWz/3pT3+Kqqqq3X6dRx55JFatWhVz587d7diRI0dGr169YvXq1TFy5MhWz5eXl0d5eflutwMAALArHY6nysrKqKys3O24urq6yOfz8Zvf/CZOPPHEiIh47LHHIp/Px9ixY3f7+ltvvTVGjRoVxx133G7HPvPMM7F9+/YYNGjQ7ncAAABgD5TshhHDhw+P8ePHx+TJk2Pp0qWxdOnSmDx5ckyYMKHoTntHHXVUzJ8/v+i1LS0t8f/+3/+Lz33uc622+1//9V8xc+bMWLZsWTz//POxYMGCOP/882PEiBFx0kknlWp3AACAbq6kH5J7xx13xLHHHhv19fVRX18fH/rQh+KnP/1p0ZhVq1ZFPp8vWnfnnXdGlmXx6U9/utU2e/fuHb/61a9i3LhxceSRR8all14a9fX18cADD0SPHj1KuTsAAEA3VpZlWdbZk9jXWlpaIpfLRT6fj4qKis6eDgAA0Ek60gYlvfIEAABwoBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAkKGk8feMb34ixY8fGwQcfHIccckjSa7IsixkzZkRNTU307ds3TjvttHjmmWeKxmzdujW+8pWvRGVlZfTr1y/OPffceOGFF0qwBwAAAG/rWcqNb9u2Lc4///yoq6uLW2+9Nek1//iP/xjf/va3Y/bs2fHBD34w/uEf/iE++tGPxqpVq6J///4RETFt2rT4t3/7t7jzzjvjPe95T1xxxRUxYcKEWL58efTo0aOUu1QSh3/13s6eAgeI568/O1as3RRrNrwawyr7xSduXNLZU4rnrz+71bqRM++PTa9tj2yn9fO/NLYw9xFDBuybCdJlOTfSVbR1HtsTc3+7Np5YtzmOG3xITDphyF7Z5q6U+ufn+evPjit+tjIee25jVOf6xtVnD4+I2K/O4fvyeLxbf/5n+59/b3c+znvrvcqulWVZtvPfX/a62bNnx7Rp02Lz5s3tjsuyLGpqamLatGlx1VVXRcTbV5mqqqrim9/8ZnzhC1+IfD4f733ve+OnP/1pTJo0KSIiXnrppRg8eHAsWLAgxo0bt9v5tLS0RC6Xi3w+HxUVFe96/94NfzmgO/jzk3nqe37KqUfEV88aXqop0cU5N9LVvNu/lJ53w6Oxcl2+8PjDg3Pxiy//5budVpu6ws9PVz+H78vj8W5df9+zcdNDzxUev/O93dVxFlAd15E26FL/5mnNmjXR3Nwc9fX1hXXl5eVx6qmnxpIlb/8f9OXLl8f27duLxtTU1ERtbW1hzM62bt0aLS0tRUtX0BVObrAvvPNeHznz/uTX3PTQc7Fi7aZSTYkuzLmRrujdvC/n/nZt0V/UIyJWrsvH3N+ufbfTaqWr/Px05XP4vjwe79aKtZuKwini7e9te8e5q7wHDlRdKp6am5sjIqKqqqpofVVVVeG55ubm6N27dwwYMGCXY3Y2a9asyOVyhWXw4MElmD2wO5te296h8Ws2vFqimQDsO0+s29yh9QeKrnoO35+OR1f9HnZnHY6nGTNmRFlZWbvLsmXL3tWkysrKih5nWdZq3c7aGzN9+vTI5/OFZd26de9qfsCeGXBwrw6NH1bZr0QzAdh3jht8SIfWHyi66jl8fzoeXfV72J11OJ6mTp0azz77bLtLbW3tHk2muro6IqLVFaT169cXrkZVV1fHtm3bYtOmTbscs7Py8vKoqKgoWroCv5NKd/HOe/3xr9XvZuT/+OKpR+wX/+CYvc+5ka7o3bwvJ50wJD48OFe0bsTgXEluUtBVfn668jl8Xx6Pd2vEkAEx5dQjitZ98dQj2j3OXeU9cKDqkjeMuOyyy+Lv/u7vIuLtO/YNHDiw1Q0jbr/99pg4cWJERDQ1NcVhhx22X94wIsLvprL3uNseBxLnRroKd9trzd329i132yutjrRBSeNp7dq18d///d9xzz33xD/90z/FI488EhER/+t//a/4i7/4i4iIOOqoo2LWrFnxiU98IiIivvnNb8asWbPixz/+cXzgAx+I//N//k8sXry46FblX/ziF+Pf//3fY/bs2XHooYfGlVdeGRs3bky+VXlXiycAAKBzdKQNSvo5T1/72tfiJz/5SeHxiBEjIiLiwQcfjNNOOy0iIlatWhX5/P/c8eTv/u7v4vXXX48vfelLsWnTphg9enTcf//9hXCKiPjOd74TPXv2jIkTJ8brr78eZ5xxRsyePXu//IwnAABg/7BPfm2vq3HlCQAAiNiPP+cJAACgqxJPAAAACcQTAABAAvEEAACQQDwBAAAkEE8AAAAJxBMAAEAC8QQAAJBAPAEAACQQTwAAAAnEEwAAQALxBAAAkEA8AQAAJBBPAAAACcQTAABAAvEEAACQQDwBAAAk6NnZE+gMWZZFRERLS0snzwQAAOhM7zTBO43Qnm4ZT1u2bImIiMGDB3fyTAAAgK5gy5Ytkcvl2h1TlqUk1gFmx44d8dJLL0X//v2jrKyss6cTLS0tMXjw4Fi3bl1UVFR09nTYxxx/vAe6N8cf7wG8BzpXlmWxZcuWqKmpiYMOav9fNXXLK08HHXRQHHbYYZ09jVYqKir8wHRjjj/eA92b44/3AN4DnWd3V5ze4YYRAAAACcQTAABAAvHUBZSXl8fXv/71KC8v7+yp0Akcf7wHujfHH+8BvAf2H93yhhEAAAAd5coTAABAAvEEAACQQDwBAAAkEE8AAAAJxFMnu/HGG2PYsGHRp0+fGDVqVDzyyCOdPSV2Y8aMGVFWVla0VFdXF57PsixmzJgRNTU10bdv3zjttNPimWeeKdrG1q1b4ytf+UpUVlZGv3794txzz40XXnihaMymTZuioaEhcrlc5HK5aGhoiM2bNxeNWbt2bZxzzjnRr1+/qKysjEsvvTS2bdtWsn3vrh5++OE455xzoqamJsrKyuIXv/hF0fNd7Zg/9dRTceqpp0bfvn3jfe97X8ycOTPcG2jP7e74X3zxxa3OCWPGjCka4/jvv2bNmhUnnHBC9O/fPwYOHBjnnXderFq1qmiMc8CBLeU94DzQjWR0mjvvvDPr1atXdsstt2S/+93vsr/927/N+vXrl/3xj3/s7KnRjq9//evZMccckzU1NRWW9evXF56//vrrs/79+2fz5s3LnnrqqWzSpEnZoEGDspaWlsKYKVOmZO973/uyRYsWZY8//nh2+umnZ8cdd1z25ptvFsaMHz8+q62tzZYsWZItWbIkq62tzSZMmFB4/s0338xqa2uz008/PXv88cezRYsWZTU1NdnUqVP3zTeiG1mwYEF29dVXZ/PmzcsiIps/f37R813pmOfz+ayqqiq74IILsqeeeiqbN29e1r9//+yf//mfS/cNOsDt7vhfdNFF2fjx44vOCRs3biwa4/jvv8aNG5f9+Mc/zp5++uls5cqV2dlnn50NGTIke+WVVwpjnAMObCnvAeeB7kM8daITTzwxmzJlStG6o446KvvqV7/aSTMixde//vXsuOOOa/O5HTt2ZNXV1dn1119fWPfGG29kuVwuu+mmm7Isy7LNmzdnvXr1yu68887CmBdffDE76KCDsoULF2ZZlmW/+93vsojIli5dWhjT2NiYRUT2n//5n1mWvf0XuoMOOih78cUXC2PmzJmTlZeXZ/l8fq/tL8V2/stzVzvmN954Y5bL5bI33nijMGbWrFlZTU1NtmPHjr34neiedhVPH//4x3f5Gsf/wLJ+/fosIrKHHnooyzLngO5o5/dAljkPdCd+ba+TbNu2LZYvXx719fVF6+vr62PJkiWdNCtSrV69OmpqamLYsGFxwQUXxHPPPRcREWvWrInm5uai41peXh6nnnpq4bguX748tm/fXjSmpqYmamtrC2MaGxsjl8vF6NGjC2PGjBkTuVyuaExtbW3U1NQUxowbNy62bt0ay5cvL93OU6SrHfPGxsY49dRTiz5ocdy4cfHSSy/F888/v/e/AURExOLFi2PgwIHxwQ9+MCZPnhzr168vPOf4H1jy+XxERBx66KER4RzQHe38HniH80D3IJ46yYYNG+Ktt96KqqqqovVVVVXR3NzcSbMixejRo+O2226LX/7yl3HLLbdEc3NzjB07NjZu3Fg4du0d1+bm5ujdu3cMGDCg3TEDBw5s9bUHDhxYNGbnrzNgwIDo3bu399A+1NWOeVtj3nnsfVEaZ511Vtxxxx3x61//Or71rW/Fb3/72/jIRz4SW7dujQjH/0CSZVlcfvnl8Zd/+ZdRW1sbEc4B3U1b74EI54HupGdnT6C7KysrK3qcZVmrdXQtZ511VuG/jz322Kirq4v3v//98ZOf/KTwj0P35LjuPKat8Xsyhn2jKx3ztuayq9fy7k2aNKnw37W1tXH88cfH0KFD4957741PfvKTu3yd47//mTp1ajz55JPx6KOPtnrOOaB72NV7wHmg+3DlqZNUVlZGjx49Wv0fgPXr17f6vwV0bf369Ytjjz02Vq9eXbjrXnvHtbq6OrZt2xabNm1qd8zLL7/c6mv96U9/Khqz89fZtGlTbN++3XtoH+pqx7ytMe/86oj3xb4xaNCgGDp0aKxevToiHP8DxVe+8pW455574sEHH4zDDjussN45oPvY1XugLc4DBy7x1El69+4do0aNikWLFhWtX7RoUYwdO7aTZsWe2Lp1azz77LMxaNCgGDZsWFRXVxcd123btsVDDz1UOK6jRo2KXr16FY1pamqKp59+ujCmrq4u8vl8/OY3vymMeeyxxyKfzxeNefrpp6Opqakw5v7774/y8vIYNWpUSfeZ/9HVjnldXV08/PDDRbetvf/++6OmpiYOP/zwvf8NoJWNGzfGunXrYtCgQRHh+O/vsiyLqVOnxl133RW//vWvY9iwYUXPOwcc+Hb3HmiL88ABbB/dmII2vHOr8ltvvTX73e9+l02bNi3r169f9vzzz3f21GjHFVdckS1evDh77rnnsqVLl2YTJkzI+vfvXzhu119/fZbL5bK77rore+qpp7JPf/rTbd6y9rDDDsseeOCB7PHHH88+8pGPtHm70g996ENZY2Nj1tjYmB177LFt3q70jDPOyB5//PHsgQceyA477DC3Ki+BLVu2ZCtWrMhWrFiRRUT27W9/O1uxYkXhYwW60jHfvHlzVlVVlX3605/Onnrqqeyuu+7KKioq3KL2XWjv+G/ZsiW74oorsiVLlmRr1qzJHnzwwayuri573/ve5/gfIL74xS9muVwuW7x4cdFtqF977bXCGOeAA9vu3gPOA92LeOpkN9xwQzZ06NCsd+/e2ciRI4tue0nX9M7nd/Tq1SurqanJPvnJT2bPPPNM4fkdO3ZkX//617Pq6uqsvLw8O+WUU7KnnnqqaBuvv/56NnXq1OzQQw/N+vbtm02YMCFbu3Zt0ZiNGzdmF154Yda/f/+sf//+2YUXXpht2rSpaMwf//jH7Oyzz8769u2bHXroodnUqVOLbk3K3vHggw9mEdFqueiii7Is63rH/Mknn8xOPvnkrLy8PKuurs5mzJjh9rTvQnvH/7XXXsvq6+uz9773vVmvXr2yIUOGZBdddFGrY+v477/aOvYRkf34xz8ujHEOOLDt7j3gPNC9lGWZjxsGAADYHf/mCQAAIIF4AgAASCCeAAAAEognAACABOIJAAAggXgCAABIIJ4AAAASiCcAAIAE4gkAACCBeAIAAEggngAAABKIJwAAgAT/H3aRr43CVE/VAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start = 125000\n", + "\n", + "fig, axs = plt.subplots(nrows=2, ncols=1, figsize=(10,16))\n", + "\n", + "numerical_values1 = df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32).fill_null(strategy='mean')[start:start+100000]\n", + "numerical_values2 = convert_values(df['BATT_PACK_1_FAULT'])\n", + "axs[0].scatter(range(len(numerical_values1)), numerical_values1, s=10)\n", + "axs[1].scatter(range(len(numerical_values2)), numerical_values2, s=10)\n", + "axs[0].set_ylim(800,1000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## charge discharge" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(df['PACK1_CRIDATA_CURR'].cast(pl.Float32).fill_null(0))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'voltage')" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start = 115000\n", + "end = start + 10000\n", + "\n", + "fig, axs = plt.subplots(nrows=2, ncols=1, figsize=(10,8))\n", + "\n", + "numerical_values0 = convert_values(df['BATT_PACK_1_FAULT'][start:end])\n", + "numerical_values1 = df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "axs[0].scatter(range(len(numerical_values0)), numerical_values0, s=10)\n", + "axs[0].set_title(\"fault\")\n", + "axs[1].scatter(range(len(numerical_values2)), numerical_values2, s=10)\n", + "axs[1].set_title(\"voltage\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'voltage')" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start = 50000\n", + "end = start + 100000\n", + "plt.figure(figsize=(8, 6))\n", + "numerical_values = df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "plt.scatter(range(len(numerical_values)), numerical_values, s=10)\n", + "plt.title(\"voltage\")" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'voltage')" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start = 189000\n", + "end = start + 1000\n", + "plt.figure(figsize=(8, 6))\n", + "numerical_values = df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "plt.scatter(range(len(numerical_values)), numerical_values, s=10)\n", + "plt.title(\"voltage\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'temperature')" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "end = start + 10000\n", + "\n", + "fig, axs = plt.subplots(nrows=4, ncols=1, figsize=(10,20))\n", + "\n", + "numerical_values0 = convert_values(df['BATT_PACK_1_FAULT'][start:end])\n", + "numerical_values1 = convert_values(df['BATT_PACK_1_DISCONN'][start:end])\n", + "numerical_values2 = df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "numerical_values3 = df['PACK1_CRIDATA_AVG_CELL_TEMP'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "axs[0].scatter(range(len(numerical_values0)), numerical_values0, s=10)\n", + "axs[0].set_title(\"fault\")\n", + "axs[1].scatter(range(len(numerical_values1)), numerical_values1, s=10)\n", + "axs[1].set_title(\"disconnect\")\n", + "axs[2].scatter(range(len(numerical_values2)), numerical_values2, s=10)\n", + "axs[2].set_title(\"voltage\")\n", + "axs[3].scatter(range(len(numerical_values3)), numerical_values3, s=10)\n", + "axs[3].set_title(\"temperature\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'temperature')" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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mTVK/fv2Umprqb3cAAAAAwCu/lr1J0rhx47R3717NmjVLJSUlyszMVH5+vtLT0yVJJSUlHvf8ufbaa1VRUaH//u//1m233aZWrVrp/PPP10MPPeRvVwAAAACgVjYrDNealZeXy+FwyOVyKSEhIdTdAQAAABAivmSDgOz2BgAAAABNHeEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBECEn7mzJmjjIwMxcbGKisrS8uWLauzfmVlpWbOnKn09HTZ7Xadeuqpev755wPRFQAAAADwKsrfBvLy8jR58mTNmTNH55xzjv7xj39oxIgR2rhxozp16uT1mLFjx2rXrl167rnn9Ktf/Uq7d+/WkSNH/O0KAAAAANTKZlmW5U8D/fv3V58+fTR37lx3Wffu3TVmzBjl5ubWqP/uu+/q8ssv1+bNm5WYmNigc5aXl8vhcMjlcikhIaHBfQcAAAAQ3nzJBn4tezt06JBWr16t7Oxsj/Ls7GwtX77c6zGLFy9W37599fDDD6tDhw769a9/rdtvv10HDx6s9TyVlZUqLy/3eAAAAACAL/xa9rZnzx5VVVUpOTnZozw5OVmlpaVej9m8ebM++eQTxcbGatGiRdqzZ49uvPFG/fjjj7Ve95Obm6t7773Xn64CAAAAMFxANjyw2Wwezy3LqlF2THV1tWw2m15++WX169dPF110kR577DHNnz+/1tmf6dOny+VyuR/FxcWB6DYAAAAAg/g185OUlKTIyMgaszy7d++uMRt0TPv27dWhQwc5HA53Wffu3WVZlrZv366uXbvWOMZut8tut/vTVQAAAACG82vmJyYmRllZWSooKPAoLygo0MCBA70ec84552jnzp366aef3GXffPONIiIi1LFjR3+6AwAAAAC18nvZ25QpU/Tss8/q+eef16ZNm3TrrbfK6XQqJydH0tEla+PHj3fXv/LKK9WmTRtNmDBBGzdu1Mcff6w77rhDf/jDHxQXF+dvdwAAAADAK7/v8zNu3Djt3btXs2bNUklJiTIzM5Wfn6/09HRJUklJiZxOp7v+KaecooKCAt18883q27ev2rRpo7Fjx+r+++/3tysAAAAAUCu/7/MTCtznBwAAAIDUiPf5AQAAAIBwQfgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYISAhJ85c+YoIyNDsbGxysrK0rJly+p13KeffqqoqCj16tUrEN0AAAAAgFr5HX7y8vI0efJkzZw5U0VFRRo8eLBGjBghp9NZ53Eul0vjx4/XBRdc4G8XAAAAAOCkbJZlWf400L9/f/Xp00dz5851l3Xv3l1jxoxRbm5urcddfvnl6tq1qyIjI/XGG29o7dq19T5neXm5HA6HXC6XEhIS/Ok+AAAAgDDmSzbwa+bn0KFDWr16tbKzsz3Ks7OztXz58lqPmzdvnr7//nvdfffd9TpPZWWlysvLPR4AAAAA4Au/ws+ePXtUVVWl5ORkj/Lk5GSVlpZ6Pebbb7/VtGnT9PLLLysqKqpe58nNzZXD4XA/0tLS/Ok2AAAAAAMFZMMDm83m8dyyrBplklRVVaUrr7xS9957r37961/Xu/3p06fL5XK5H8XFxX73GQAAAIBZ6jf1UoukpCRFRkbWmOXZvXt3jdkgSaqoqNCqVatUVFSkm266SZJUXV0ty7IUFRWlJUuW6Pzzz69xnN1ul91u96erAAAAAAzn18xPTEyMsrKyVFBQ4FFeUFCggQMH1qifkJCg9evXa+3ate5HTk6OunXrprVr16p///7+dAcAAAAAauXXzI8kTZkyRVdffbX69u2rAQMG6JlnnpHT6VROTo6ko0vWduzYoRdeeEERERHKzMz0OL5du3aKjY2tUQ4AAAAAgeR3+Bk3bpz27t2rWbNmqaSkRJmZmcrPz1d6erokqaSk5KT3/AEAAACAYPP7Pj+hwH1+AAAAAEiNeJ8fAAAAAAgXhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARghI+JkzZ44yMjIUGxurrKwsLVu2rNa6Cxcu1IUXXqi2bdsqISFBAwYM0HvvvReIbgAAAABArfwOP3l5eZo8ebJmzpypoqIiDR48WCNGjJDT6fRa/+OPP9aFF16o/Px8rV69WkOHDtXo0aNVVFTkb1cAAAAAoFY2y7Isfxro37+/+vTpo7lz57rLunfvrjFjxig3N7debZxxxhkaN26c7rrrrnrVLy8vl8PhkMvlUkJCQoP6DQAAACD8+ZIN/Jr5OXTokFavXq3s7GyP8uzsbC1fvrxebVRXV6uiokKJiYm11qmsrFR5ebnHAwAAAAB84Vf42bNnj6qqqpScnOxRnpycrNLS0nq18eijj2r//v0aO3ZsrXVyc3PlcDjcj7S0NH+6DQAAAMBAAdnwwGazeTy3LKtGmTevvvqq7rnnHuXl5aldu3a11ps+fbpcLpf7UVxc7HefAQAAAJglyp+Dk5KSFBkZWWOWZ/fu3TVmg06Ul5en6667Tv/61780bNiwOuva7XbZ7XZ/ugoAAADAcH7N/MTExCgrK0sFBQUe5QUFBRo4cGCtx7366qu69tpr9corr2jkyJH+dAEAAAAA6sWvmR9JmjJliq6++mr17dtXAwYM0DPPPCOn06mcnBxJR5es7dixQy+88IKko8Fn/Pjx+vvf/66zzz7bPWsUFxcnh8Phb3cAAAAAwCu/w8+4ceO0d+9ezZo1SyUlJcrMzFR+fr7S09MlSSUlJR73/PnHP/6hI0eOaOLEiZo4caK7/JprrtH8+fP97Q4AAAAAeOX3fX5Cgfv8AAAAAJAa8T4/AAAAABAuCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARAhJ+5syZo4yMDMXGxiorK0vLli2rs/7SpUuVlZWl2NhYdenSRU8//XQgugEAAAAAtfI7/OTl5Wny5MmaOXOmioqKNHjwYI0YMUJOp9Nr/S1btuiiiy7S4MGDVVRUpBkzZmjSpElasGCBv10BAAAAgFrZLMuy/Gmgf//+6tOnj+bOnesu6969u8aMGaPc3Nwa9adOnarFixdr06ZN7rKcnBytW7dOhYWF9TpneXm5HA6HXC6XEhIS/Ol+QHSd8bYOV4e6FwAAAEDjSk6w6/MZw0LaB1+ygV8zP4cOHdLq1auVnZ3tUZ6dna3ly5d7PaawsLBG/eHDh2vVqlU6fPiwP90Jic7TCD4AAAAw067ySnWe9naou1FvfoWfPXv2qKqqSsnJyR7lycnJKi0t9XpMaWmp1/pHjhzRnj17vB5TWVmp8vJyj0dT0HVG+HyhAQAAgGDp/+D7oe5CvQRkwwObzebx3LKsGmUnq++t/Jjc3Fw5HA73Iy0tzc8eBwYzPgAAAIC0p6Iy1F2oF7/CT1JSkiIjI2vM8uzevbvG7M4xKSkpXutHRUWpTZs2Xo+ZPn26XC6X+1FcXOxPtwMmmo3CAQAAACXF20PdhXrx68/3mJgYZWVlqaCgwKO8oKBAAwcO9HrMgAEDatRfsmSJ+vbtq+joaK/H2O12JSQkeDyagm8fHBnqLgAAAAAhF+pND+rL77mLKVOm6Nlnn9Xzzz+vTZs26dZbb5XT6VROTo6ko7M248ePd9fPycnRtm3bNGXKFG3atEnPP/+8nnvuOd1+++3+diUkts4eyQwQAAAAjJScYNfW2eEzIRDlbwPjxo3T3r17NWvWLJWUlCgzM1P5+flKT0+XJJWUlHjc8ycjI0P5+fm69dZb9dRTTyk1NVVPPPGELrvsMn+7EjLMAAEAAABNn9/3+QmFpnafHwAAAACh0Wj3+QEAAACAcEH4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBGiQt2Bhjh2X9by8vIQ9wQAAABAKB3LBMcyQl3CMvxUVFRIktLS0kLcEwAAAABNQUVFhRwOR511bFZ9IlITU11drZ07dyo+Pl42my3U3VF5ebnS0tJUXFyshISEUHcHTRzjBb5izMBXjBn4ijEDXzWlMWNZlioqKpSamqqIiLqv6gnLmZ+IiAh17Ngx1N2oISEhIeRffIQPxgt8xZiBrxgz8BVjBr5qKmPmZDM+x7DhAQAAAAAjEH4AAAAAGIHwEwB2u11333237HZ7qLuCMMB4ga8YM/AVYwa+YszAV+E6ZsJywwMAAAAA8BUzPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHw46c5c+YoIyNDsbGxysrK0rJly0LdJTSC3NxcnXXWWYqPj1e7du00ZswYff311x51LMvSPffco9TUVMXFxem8887Thg0bPOpUVlbq5ptvVlJSklq2bKmLL75Y27dv96hTVlamq6++Wg6HQw6HQ1dffbX27dsX7LeIIMrNzZXNZtPkyZPdZYwXeLNjxw79/ve/V5s2bdSiRQv16tVLq1evdr/OuMHxjhw5oj//+c/KyMhQXFycunTpolmzZqm6utpdhzFjto8//lijR49WamqqbDab3njjDY/XG3N8OJ1OjR49Wi1btlRSUpImTZqkQ4cOBeNte7LQYK+99poVHR1t/fOf/7Q2btxo3XLLLVbLli2tbdu2hbprCLLhw4db8+bNs7788ktr7dq11siRI61OnTpZP/30k7vO7Nmzrfj4eGvBggXW+vXrrXHjxlnt27e3ysvL3XVycnKsDh06WAUFBdaaNWusoUOHWj179rSOHDnirvOb3/zGyszMtJYvX24tX77cyszMtEaNGtWo7xeBs2LFCqtz587WmWeead1yyy3ucsYLTvTjjz9a6enp1rXXXmt9/vnn1pYtW6z333/f+u6779x1GDc43v3332+1adPGeuutt6wtW7ZY//rXv6xTTjnFevzxx911GDNmy8/Pt2bOnGktWLDAkmQtWrTI4/XGGh9HjhyxMjMzraFDh1pr1qyxCgoKrNTUVOumm24K+mdA+PFDv379rJycHI+y0047zZo2bVqIeoRQ2b17tyXJWrp0qWVZllVdXW2lpKRYs2fPdtf5+eefLYfDYT399NOWZVnWvn37rOjoaOu1115z19mxY4cVERFhvfvuu5ZlWdbGjRstSdZnn33mrlNYWGhJsr766qvGeGsIoIqKCqtr165WQUGBNWTIEHf4YbzAm6lTp1qDBg2q9XXGDU40cuRI6w9/+INH2aWXXmr9/ve/tyyLMQNPJ4afxhwf+fn5VkREhLVjxw53nVdffdWy2+2Wy+UKyvs9hmVvDXTo0CGtXr1a2dnZHuXZ2dlavnx5iHqFUHG5XJKkxMRESdKWLVtUWlrqMT7sdruGDBniHh+rV6/W4cOHPeqkpqYqMzPTXaewsFAOh0P9+/d31zn77LPlcDgYZ2Fo4sSJGjlypIYNG+ZRzniBN4sXL1bfvn31//7f/1O7du3Uu3dv/fOf/3S/zrjBiQYNGqT//Oc/+uabbyRJ69at0yeffKKLLrpIEmMGdWvM8VFYWKjMzEylpqa66wwfPlyVlZUeS3uDISqorTdje/bsUVVVlZKTkz3Kk5OTVVpaGqJeIRQsy9KUKVM0aNAgZWZmSpJ7DHgbH9u2bXPXiYmJUevWrWvUOXZ8aWmp2rVrV+Oc7dq1Y5yFmddee01r1qzRypUra7zGeIE3mzdv1ty5czVlyhTNmDFDK1as0KRJk2S32zV+/HjGDWqYOnWqXC6XTjvtNEVGRqqqqkoPPPCArrjiCkn8rEHdGnN8lJaW1jhP69atFRMTE/QxRPjxk81m83huWVaNMjRvN910k7744gt98sknNV5ryPg4sY63+oyz8FJcXKxbbrlFS5YsUWxsbK31GC84XnV1tfr27asHH3xQktS7d29t2LBBc+fO1fjx4931GDc4Ji8vTy+99JJeeeUVnXHGGVq7dq0mT56s1NRUXXPNNe56jBnUpbHGR6jGEMveGigpKUmRkZE10unu3btrJFk0XzfffLMWL16sDz/8UB07dnSXp6SkSFKd4yMlJUWHDh1SWVlZnXV27dpV47w//PAD4yyMrF69Wrt371ZWVpaioqIUFRWlpUuX6oknnlBUVJT7a8l4wfHat2+v008/3aOse/fucjqdkvg5g5ruuOMOTZs2TZdffrl69Oihq6++Wrfeeqtyc3MlMWZQt8YcHykpKTXOU1ZWpsOHDwd9DBF+GigmJkZZWVkqKCjwKC8oKNDAgQND1Cs0FsuydNNNN2nhwoX64IMPlJGR4fF6RkaGUlJSPMbHoUOHtHTpUvf4yMrKUnR0tEedkpISffnll+46AwYMkMvl0ooVK9x1Pv/8c7lcLsZZGLngggu0fv16rV271v3o27evrrrqKq1du1ZdunRhvKCGc845p8YW+t98843S09Ml8XMGNR04cEAREZ5/2kVGRrq3umbMoC6NOT4GDBigL7/8UiUlJe46S5Yskd1uV1ZWVlDfJ7u9+eHYVtfPPfectXHjRmvy5MlWy5Ytra1bt4a6awiyP/3pT5bD4bA++ugjq6SkxP04cOCAu87s2bMth8NhLVy40Fq/fr11xRVXeN0usmPHjtb7779vrVmzxjr//PO9bhd55plnWoWFhVZhYaHVo0cPthNtBo7f7c2yGC+oacWKFVZUVJT1wAMPWN9++6318ssvWy1atLBeeukldx3GDY53zTXXWB06dHBvdb1w4UIrKSnJuvPOO911GDNmq6iosIqKiqyioiJLkvXYY49ZRUVF7tu0NNb4OLbV9QUXXGCtWbPGev/9962OHTuy1XU4eOqpp6z09HQrJibG6tOnj3urYzRvkrw+5s2b565TXV1t3X333VZKSoplt9utc88911q/fr1HOwcPHrRuuukmKzEx0YqLi7NGjRplOZ1Ojzp79+61rrrqKis+Pt6Kj4+3rrrqKqusrKwR3iWC6cTww3iBN2+++aaVmZlp2e1267TTTrOeeeYZj9cZNzheeXm5dcstt1idOnWyYmNjrS5dulgzZ860Kisr3XUYM2b78MMPvf79cs0111iW1bjjY9u2bdbIkSOtuLg4KzEx0brpppusn3/+OZhv37Isy7JZlmUFd24JAAAAAEKPa34AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwCot3vuuUc2m839vHPnzrr22mtD16EwMGfOHM2fPz/U3QAASIoKdQcAAOFr0aJFSkhICHU3mrQ5c+YoKSmJkAgATQDhBwDQYL179w51FwAAqDeWvQEAvHr77bfVq1cv2e12ZWRk6K9//WuNOicue6uurtb999+vbt26KS4uTq1atdKZZ56pv//97x7HffXVV7riiiuUnJwsu92uTp06afz48aqsrHTX+fLLL/Xb3/5WrVu3VmxsrHr16qX/+Z//8Wjno48+ks1m06uvvqqZM2cqNTVVCQkJGjZsmL7++muPuuedd54yMzO1cuVKDR48WC1atFCXLl00e/ZsVVdXe9QtLy/X7bffroyMDMXExKhDhw6aPHmy9u/f71GvurpaTz75pHr16uV+v2effbYWL17s/nw2bNigpUuXymazyWazqXPnzvX+GgAAAouZHwBADf/5z3/029/+VgMGDNBrr72mqqoqPfzww9q1a1edxz388MO655579Oc//1nnnnuuDh8+rK+++kr79u1z11m3bp0GDRqkpKQkzZo1S127dlVJSYkWL16sQ4cOyW636+uvv9bAgQPVrl07PfHEE2rTpo1eeuklXXvttdq1a5fuvPNOj/POmDFD55xzjp599lmVl5dr6tSpGj16tDZt2qTIyEh3vdLSUl111VW67bbbdPfdd2vRokWaPn26UlNTNX78eEnSgQMHNGTIEG3fvl0zZszQmWeeqQ0bNuiuu+7S+vXr9f7777uve7r22mv10ksv6brrrtOsWbMUExOjNWvWaOvWrZKOLgv83e9+J4fDoTlz5kiS7Ha7v18eAEBDWQAAnKB///5WamqqdfDgQXdZeXm5lZiYaB3/qyM9Pd265ppr3M9HjRpl9erVq862zz//fKtVq1bW7t27a61z+eWXW3a73XI6nR7lI0aMsFq0aGHt27fPsizL+vDDDy1J1kUXXeRR7/XXX7ckWYWFhe6yIUOGWJKszz//3KPu6aefbg0fPtz9PDc314qIiLBWrlzpUe/f//63JcnKz8+3LMuyPv74Y0uSNXPmzDrf7xlnnGENGTKkzjoAgMbBsjcAgIf9+/dr5cqVuvTSSxUbG+suj4+P1+jRo+s8tl+/flq3bp1uvPFGvffeeyovL/d4/cCBA1q6dKnGjh2rtm3b1trOBx98oAsuuEBpaWke5ddee60OHDigwsJCj/KLL77Y4/mZZ54pSdq2bZtHeUpKivr161ej7vH13nrrLWVmZqpXr146cuSI+zF8+HDZbDZ99NFHkqR33nlHkjRx4sRa3wcAoGkh/AAAPJSVlam6ulopKSk1XvNWdrzp06frr3/9qz777DONGDFCbdq00QUXXKBVq1a5266qqlLHjh3rbGfv3r1q3759jfLU1FT368dr06aNx/NjS8sOHjxYZ71jdY+vt2vXLn3xxReKjo72eMTHx8uyLO3Zs0eS9MMPPygyMvKknwkAoOngmh8AgIfWrVvLZrOptLS0xmveyo4XFRWlKVOmaMqUKdq3b5/ef/99zZgxQ8OHD1dxcbESExMVGRmp7du319lOmzZtVFJSUqN8586dkqSkpCQf3pFvkpKSFBcXp+eff77W1yWpbdu2qqqqUmlpqdegBgBoepj5AQB4aNmypfr166eFCxfq559/dpdXVFTozTffrHc7rVq10u9+9ztNnDhRP/74o7Zu3aq4uDgNGTJE//rXv9wzKN5ccMEF+uCDD9xh55gXXnhBLVq00Nlnn+37G6unUaNG6fvvv1ebNm3Ut2/fGo9ju7WNGDFCkjR37tw62ztxZgkAEDrM/AAAarjvvvv0m9/8RhdeeKFuu+02VVVV6aGHHlLLli31448/1nrc6NGjlZmZqb59+6pt27batm2bHn/8caWnp6tr166SpMcee0yDBg1S//79NW3aNP3qV7/Srl27tHjxYv3jH/9QfHy87r77br311lsaOnSo7rrrLiUmJurll1/W22+/rYcfflgOhyNo733y5MlasGCBzj33XN16660688wzVV1dLafTqSVLlui2225T//79NXjwYF199dW6//77tWvXLo0aNUp2u11FRUVq0aKFbr75ZklSjx499NprrykvL09dunRRbGysevToEbT+AwBqR/gBANRw4YUX6o033tCf//xnjRs3TikpKbrxxht18OBB3XvvvbUeN3ToUC1YsMC95XRKSoouvPBC/eUvf1F0dLQkqWfPnlqxYoXuvvtuTZ8+XRUVFUpJSdH555+vmJgYSVK3bt20fPlyzZgxQxMnTtTBgwfVvXt3zZs3z+O+QsHQsmVLLVu2TLNnz9YzzzyjLVu2KC4uTp06ddKwYcM87tMzf/589enTR88995zmz5+vuLg4nX766ZoxY4a7zr333quSkhL98Y9/VEVFhdLT091bYQMAGpfNsiwr1J0AAAAAgGDjmh8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACOE5X1+qqurtXPnTsXHx8tms4W6OwAAAABCxLIsVVRUKDU1VRERdc/thGX42blzp9LS0kLdDQAAAABNRHFxsTp27FhnnbAMP/Hx8ZKOvsGEhIQQ9wYAAABAqJSXlystLc2dEeoSluHn2FK3hIQEwg8AAACAel0Ow4YHAAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIAR/A4/H3/8sUaPHq3U1FTZbDa98cYbJz1m6dKlysrKUmxsrLp06aKnn37a324AAAAAQJ2i/G1g//796tmzpyZMmKDLLrvspPW3bNmiiy66SH/84x/10ksv6dNPP9WNN96otm3b1uv4pqjrjLd1uDrUvWieWkRH6MBxH6490qavH7jIa93+D76vXeWVdbaXnGDX5zOGBbSPQDg58fukRXSENt43IoQ9AgCg8dgsy7IC1pjNpkWLFmnMmDG11pk6daoWL16sTZs2uctycnK0bt06FRYW1us85eXlcjgccrlcSkhI8Lfbfuk87e2Qnt9UW2eP9Hju69fhxOMBE9T1fcL3BAAgXPmSDRr9mp/CwkJlZ2d7lA0fPlyrVq3S4cOHvR5TWVmp8vJyj0dT0HUGwSdUus3Md/+7/4Pv+3x8Q44BwtnJxvzpf3mnkXoCAEDoNHr4KS0tVXJyskdZcnKyjhw5oj179ng9Jjc3Vw6Hw/1IS0trjK6eFEvdQqey6v8mLPdU1L3UzZuGHAOEs5ON+QP8QAMAGCAku73ZbDaP58dW3p1Yfsz06dPlcrncj+Li4qD3sT6i2SsvZOyR/zdWkuLtPh/fkGOAcHayMd+CH2gAAAM0+m+7lJQUlZaWepTt3r1bUVFRatOmjddj7Ha7EhISPB5NwbcPskY+VI7f9KAhGxiw6QFMc7Ixz6YHAAATNHr4GTBggAoKCjzKlixZor59+yo6Orqxu+O3rbNHMgMURCf+b7Q90ub1wuyts0cqOeHksznJCXYu7IaxvH2ftIiO4HsCAGAMv3d7++mnn/Tdd99Jknr37q3HHntMQ4cOVWJiojp16qTp06drx44deuGFFyQd3eo6MzNTN9xwg/74xz+qsLBQOTk5evXVV+u91XVT2u0NAAAAQOj4kg38vs/PqlWrNHToUPfzKVOmSJKuueYazZ8/XyUlJXI6ne7XMzIylJ+fr1tvvVVPPfWUUlNT9cQTT4TtPX4AAAAAhIeA3uensTDzAwAAAEBq4vf5AQAAAIBQIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMEJAws+cOXOUkZGh2NhYZWVladmyZXXWf/nll9WzZ0+1aNFC7du314QJE7R3795AdAUAAAAAvPI7/OTl5Wny5MmaOXOmioqKNHjwYI0YMUJOp9Nr/U8++UTjx4/Xddddpw0bNuhf//qXVq5cqeuvv97frgAAAABArfwOP4899piuu+46XX/99erevbsef/xxpaWlae7cuV7rf/bZZ+rcubMmTZqkjIwMDRo0SDfccINWrVrlb1cAAAAAoFZ+hZ9Dhw5p9erVys7O9ijPzs7W8uXLvR4zcOBAbd++Xfn5+bIsS7t27dK///1vjRw5stbzVFZWqry83OMBAAAAAL7wK/zs2bNHVVVVSk5O9ihPTk5WaWmp12MGDhyol19+WePGjVNMTIxSUlLUqlUrPfnkk7WeJzc3Vw6Hw/1IS0vzp9sAAAAADBSQDQ9sNpvHc8uyapQds3HjRk2aNEl33XWXVq9erXfffVdbtmxRTk5Ore1Pnz5dLpfL/SguLg5EtwEAAAAYJMqfg5OSkhQZGVljlmf37t01ZoOOyc3N1TnnnKM77rhDknTmmWeqZcuWGjx4sO6//361b9++xjF2u112u92frgIAAAAwnF8zPzExMcrKylJBQYFHeUFBgQYOHOj1mAMHDigiwvO0kZGRko7OGAEAAABAMPi97G3KlCl69tln9fzzz2vTpk269dZb5XQ63cvYpk+frvHjx7vrjx49WgsXLtTcuXO1efNmffrpp5o0aZL69eun1NRUf7sDAAAAAF75texNksaNG6e9e/dq1qxZKikpUWZmpvLz85Weni5JKikp8bjnz7XXXquKigr993//t2677Ta1atVK559/vh566CF/uwIAAAAAtbJZYbjWrLy8XA6HQy6XSwkJCaHuDgAAAIAQ8SUbBGS3NwAAAABo6gg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIwQkPAzZ84cZWRkKDY2VllZWVq2bFmd9SsrKzVz5kylp6fLbrfr1FNP1fPPPx+IrgAAAACAV1H+NpCXl6fJkydrzpw5Ouecc/SPf/xDI0aM0MaNG9WpUyevx4wdO1a7du3Sc889p1/96lfavXu3jhw54m9XAAAAAKBWNsuyLH8a6N+/v/r06aO5c+e6y7p3764xY8YoNze3Rv13331Xl19+uTZv3qzExMQGnbO8vFwOh0Mul0sJCQkN7jsAAACA8OZLNvBr2duhQ4e0evVqZWdne5RnZ2dr+fLlXo9ZvHix+vbtq4cfflgdOnTQr3/9a91+++06ePBgreeprKxUeXm5xwMAAAAAfOHXsrc9e/aoqqpKycnJHuXJyckqLS31eszmzZv1ySefKDY2VosWLdKePXt044036scff6z1up/c3Fzde++9/nQVAAAAgOECsuGBzWbzeG5ZVo2yY6qrq2Wz2fTyyy+rX79+uuiii/TYY49p/vz5tc7+TJ8+XS6Xy/0oLi4ORLcBAAAAGMSvmZ+kpCRFRkbWmOXZvXt3jdmgY9q3b68OHTrI4XC4y7p37y7LsrR9+3Z17dq1xjF2u112u92frgIAAAAwnF8zPzExMcrKylJBQYFHeUFBgQYOHOj1mHPOOUc7d+7UTz/95C775ptvFBERoY4dO/rTHQAAAACold/L3qZMmaJnn31Wzz//vDZt2qRbb71VTqdTOTk5ko4uWRs/fry7/pVXXqk2bdpowoQJ2rhxoz7++GPdcccd+sMf/qC4uDh/uwMAAAAAXvl9n59x48Zp7969mjVrlkpKSpSZman8/Hylp6dLkkpKSuR0Ot31TznlFBUUFOjmm29W37591aZNG40dO1b333+/v10BAAAAgFr5fZ+fUOA+PwAAAACkRrzPDwAAAACEC8IPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABghICEnzlz5igjI0OxsbHKysrSsmXL6nXcp59+qqioKPXq1SsQ3QAAAACAWvkdfvLy8jR58mTNnDlTRUVFGjx4sEaMGCGn01nncS6XS+PHj9cFF1zgbxcAAAAA4KRslmVZ/jTQv39/9enTR3PnznWXde/eXWPGjFFubm6tx11++eXq2rWrIiMj9cYbb2jt2rX1Pmd5ebkcDodcLpcSEhL86T4AAACAMOZLNvBr5ufQoUNavXq1srOzPcqzs7O1fPnyWo+bN2+evv/+e919993+nB4AAAAA6i3Kn4P37NmjqqoqJScne5QnJyertLTU6zHffvutpk2bpmXLlikqqn6nr6ysVGVlpft5eXl5wzsNAAAAwEgB2fDAZrN5PLcsq0aZJFVVVenKK6/Uvffeq1//+tf1bj83N1cOh8P9SEtL87vPAAAAAMziV/hJSkpSZGRkjVme3bt315gNkqSKigqtWrVKN910k6KiohQVFaVZs2Zp3bp1ioqK0gcffOD1PNOnT5fL5XI/iouL/ek2AAAAAAP5tewtJiZGWVlZKigo0CWXXOIuLygo0G9/+9sa9RMSErR+/XqPsjlz5uiDDz7Qv//9b2VkZHg9j91ul91u96erAAAAAAznV/iRpClTpujqq69W3759NWDAAD3zzDNyOp3KycmRdHTWZseOHXrhhRcUERGhzMxMj+PbtWun2NjYGuUAAAAAEEh+h59x48Zp7969mjVrlkpKSpSZman8/Hylp6dLkkpKSk56zx8AAAAACDa/7/MTCtznBwAAAIDUiPf5AQAAAIBwQfgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYISAhJ85c+YoIyNDsbGxysrK0rJly2qtu3DhQl144YVq27atEhISNGDAAL333nuB6AYAAAAA1Mrv8JOXl6fJkydr5syZKioq0uDBgzVixAg5nU6v9T/++GNdeOGFys/P1+rVqzV06FCNHj1aRUVF/nYFAAAAAGplsyzL8qeB/v37q0+fPpo7d667rHv37hozZoxyc3Pr1cYZZ5yhcePG6a677qpX/fLycjkcDrlcLiUkJDSo3wAAAADCny/ZwK+Zn0OHDmn16tXKzs72KM/Oztby5cvr1UZ1dbUqKiqUmJjoT1cAAAAAoE5R/hy8Z88eVVVVKTk52aM8OTlZpaWl9Wrj0Ucf1f79+zV27Nha61RWVqqystL9vLy8vGEdBgAAAGCsgGx4YLPZPJ5bllWjzJtXX31V99xzj/Ly8tSuXbta6+Xm5srhcLgfaWlpfvcZAAAAgFn8Cj9JSUmKjIysMcuze/fuGrNBJ8rLy9N1112n119/XcOGDauz7vTp0+VyudyP4uJif7oNAAAAwEB+hZ+YmBhlZWWpoKDAo7ygoEADBw6s9bhXX31V1157rV555RWNHDnypOex2+1KSEjweAAAAACAL/y65keSpkyZoquvvlp9+/bVgAED9Mwzz8jpdConJ0fS0VmbHTt26IUXXpB0NPiMHz9ef//733X22We7Z43i4uLkcDj87Q4AAAAAeOV3+Bk3bpz27t2rWbNmqaSkRJmZmcrPz1d6erokqaSkxOOeP//4xz905MgRTZw4URMnTnSXX3PNNZo/f76/3QEAAAAAr/y+z08ocJ8fAAAAAFIj3ucHAAAAAMIF4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQISfubMmaOMjAzFxsYqKytLy5Ytq7P+0qVLlZWVpdjYWHXp0kVPP/10ILoBAAAAALXyO/zk5eVp8uTJmjlzpoqKijR48GCNGDFCTqfTa/0tW7booosu0uDBg1VUVKQZM2Zo0qRJWrBggb9dAQAAAIBa2SzLsvxpoH///urTp4/mzp3rLuvevbvGjBmj3NzcGvWnTp2qxYsXa9OmTe6ynJwcrVu3ToWFhfU6Z3l5uRwOh1wulxISEvzpPpqo/g++r13lle7nnRLjtP3Hg6qux7FDu7XVvAn9PMomzFuhD7/+IcC9BMJXp8Q4OX88GOpuAADCXHKCXZ/PGBbSPviSDfya+Tl06JBWr16t7Oxsj/Ls7GwtX77c6zGFhYU16g8fPlyrVq3S4cOH/ekOmonO0972CD6S5Kxn8JGkD7/+QadOf9v9/NTpbxN8gBMQfAAAgbCrvFKdp7198opNRJQ/B+/Zs0dVVVVKTk72KE9OTlZpaanXY0pLS73WP3LkiPbs2aP27dvXOKayslKVlf/3x3B5ebk/3UYT1v/B9wPSTpV1dLbn2L8BAAAQPP0ffD/kM0D1EZAND2w2m8dzy7JqlJ2svrfyY3Jzc+VwONyPtLQ0P3uMpmpPReXJK9XThp0ubdjpClh7AAAA8C6Qf8MFk1/hJykpSZGRkTVmeXbv3l1jdueYlJQUr/WjoqLUpk0br8dMnz5dLpfL/SguLvan22jCkuLtAWvrjFSHzkh1BKw9AAAAeBfIv+GCya/wExMTo6ysLBUUFHiUFxQUaODAgV6PGTBgQI36S5YsUd++fRUdHe31GLvdroSEBI8HmqdATZdG2qR5E/pp3oR+iqx9EhIAAAABEA5L3qQALHubMmWKnn32WT3//PPatGmTbr31VjmdTuXk5Eg6Omszfvx4d/2cnBxt27ZNU6ZM0aZNm/T888/rueee0+233+5vV9BMbJ09UskJnv970Ckxrt6DdWi3tvo+d6T7+fe5IzW0W9sA9hAIf50S40LdBQBAM5CcYNfW2SNPXrGJ8GvDA0kaN26c9u7dq1mzZqmkpESZmZnKz89Xenq6JKmkpMTjnj8ZGRnKz8/Xrbfeqqeeekqpqal64okndNlll/nbFTQjgf7fgxO3vgYAAIB5/L7PTyhwnx8AAAAAUiPe5wcAAAAAwgXhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEaICnUHGuLYfVnLy8tD3BMAAAAAoXQsExzLCHUJy/BTUVEhSUpLSwtxTwAAAAA0BRUVFXI4HHXWsVn1iUhNTHV1tXbu3Kn4+HjZbLZQd0fl5eVKS0tTcXGxEhISQt0dNHGMF/iKMQNfMWbgK8YMfNWUxoxlWaqoqFBqaqoiIuq+qicsZ34iIiLUsWPHUHejhoSEhJB/8RE+GC/wFWMGvmLMwFeMGfiqqYyZk834HMOGBwAAAACMQPgBAAAAYATCTwDY7Xbdfffdstvtoe4KwgDjBb5izMBXjBn4ijEDX4XrmAnLDQ8AAAAAwFfM/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBAAAAYATCj5/mzJmjjIwMxcbGKisrS8uWLQt1l9AIcnNzddZZZyk+Pl7t2rXTmDFj9PXXX3vUsSxL99xzj1JTUxUXF6fzzjtPGzZs8KhTWVmpm2++WUlJSWrZsqUuvvhibd++3aNOWVmZrr76ajkcDjkcDl199dXat29fsN8igig3N1c2m02TJ092lzFe4M2OHTv0+9//Xm3atFGLFi3Uq1cvrV692v064wbHO3LkiP785z8rIyNDcXFx6tKli2bNmqXq6mp3HcaM2T7++GONHj1aqampstlseuONNzxeb8zx4XQ6NXr0aLVs2VJJSUmaNGmSDh06FIy37clCg7322mtWdHS09c9//tPauHGjdcstt1gtW7a0tm3bFuquIciGDx9uzZs3z/ryyy+ttWvXWiNHjrQ6depk/fTTT+46s2fPtuLj460FCxZY69evt8aNG2e1b9/eKi8vd9fJycmxOnToYBUUFFhr1qyxhg4davXs2dM6cuSIu85vfvMbKzMz01q+fLm1fPlyKzMz0xo1alSjvl8EzooVK6zOnTtbZ555pnXLLbe4yxkvONGPP/5opaenW9dee631+eefW1u2bLHef/9967vvvnPXYdzgePfff7/Vpk0b66233rK2bNli/etf/7JOOeUU6/HHH3fXYcyYLT8/35o5c6a1YMECS5K1aNEij9cba3wcOXLEyszMtIYOHWqtWbPGKigosFJTU62bbrop6J8B4ccP/fr1s3JycjzKTjvtNGvatGkh6hFCZffu3ZYka+nSpZZlWVZ1dbWVkpJizZ49213n559/thwOh/X0009blmVZ+/bts6Kjo63XXnvNXWfHjh1WRESE9e6771qWZVkbN260JFmfffaZu05hYaElyfrqq68a460hgCoqKqyuXbtaBQUF1pAhQ9zhh/ECb6ZOnWoNGjSo1tcZNzjRyJEjrT/84Q8eZZdeeqn1+9//3rIsxgw8nRh+GnN85OfnWxEREdaOHTvcdV599VXLbrdbLpcrKO/3GJa9NdChQ4e0evVqZWdne5RnZ2dr+fLlIeoVQsXlckmSEhMTJUlbtmxRaWmpx/iw2+0aMmSIe3ysXr1ahw8f9qiTmpqqzMxMd53CwkI5HA7179/fXefss8+Ww+FgnIWhiRMnauTIkRo2bJhHOeMF3ixevFh9+/bV//t//0/t2rVT79699c9//tP9OuMGJxo0aJD+85//6JtvvpEkrVu3Tp988okuuugiSYwZ1K0xx0dhYaEyMzOVmprqrjN8+HBVVlZ6LO0Nhqigtt6M7dmzR1VVVUpOTvYoT05OVmlpaYh6hVCwLEtTpkzRoEGDlJmZKUnuMeBtfGzbts1dJyYmRq1bt65R59jxpaWlateuXY1ztmvXjnEWZl577TWtWbNGK1eurPEa4wXebN68WXPnztWUKVM0Y8YMrVixQpMmTZLdbtf48eMZN6hh6tSpcrlcOu200xQZGamqqio98MADuuKKKyTxswZ1a8zxUVpaWuM8rVu3VkxMTNDHEOHHTzabzeO5ZVk1ytC83XTTTfriiy/0ySef1HitIePjxDre6jPOwktxcbFuueUWLVmyRLGxsbXWY7zgeNXV1erbt68efPBBSVLv3r21YcMGzZ07V+PHj3fXY9zgmLy8PL300kt65ZVXdMYZZ2jt2rWaPHmyUlNTdc0117jrMWZQl8YaH6EaQyx7a6CkpCRFRkbWSKe7d++ukWTRfN18881avHixPvzwQ3Xs2NFdnpKSIkl1jo+UlBQdOnRIZWVlddbZtWtXjfP+8MMPjLMwsnr1au3evVtZWVmKiopSVFSUli5dqieeeEJRUVHuryXjBcdr3769Tj/9dI+y7t27y+l0SuLnDGq64447NG3aNF1++eXq0aOHrr76at16663Kzc2VxJhB3RpzfKSkpNQ4T1lZmQ4fPhz0MUT4aaCYmBhlZWWpoKDAo7ygoEADBw4MUa/QWCzL0k033aSFCxfqgw8+UEZGhsfrGRkZSklJ8Rgfhw4d0tKlS93jIysrS9HR0R51SkpK9OWXX7rrDBgwQC6XSytWrHDX+fzzz+VyuRhnYeSCCy7Q+vXrtXbtWvejb9++uuqqq7R27Vp16dKF8YIazjnnnBpb6H/zzTdKT0+XxM8Z1HTgwAFFRHj+aRcZGene6poxg7o05vgYMGCAvvzyS5WUlLjrLFmyRHa7XVlZWUF9n+z25odjW10/99xz1saNG63JkydbLVu2tLZu3RrqriHI/vSnP1kOh8P66KOPrJKSEvfjwIED7jqzZ8+2HA6HtXDhQmv9+vXWFVdc4XW7yI4dO1rvv/++tWbNGuv888/3ul3kmWeeaRUWFlqFhYVWjx492E60GTh+tzfLYrygphUrVlhRUVHWAw88YH377bfWyy+/bLVo0cJ66aWX3HUYNzjeNddcY3Xo0MG91fXChQutpKQk684773TXYcyYraKiwioqKrKKioosSdZjjz1mFRUVuW/T0ljj49hW1xdccIG1Zs0a6/3337c6duzIVtfh4KmnnrLS09OtmJgYq0+fPu6tjtG8SfL6mDdvnrtOdXW1dffdd1spKSmW3W63zj33XGv9+vUe7Rw8eNC66aabrMTERCsuLs4aNWqU5XQ6Pers3bvXuuqqq6z4+HgrPj7euuqqq6yysrJGeJcIphPDD+MF3rz55ptWZmamZbfbrdNOO8165plnPF5n3OB45eXl1i233GJ16tTJio2Ntbp06WLNnDnTqqysdNdhzJjtww8/9Pr3yzXXXGNZVuOOj23btlkjR4604uLirMTEROumm26yfv7552C+fcuyLMtmWZYV3LklAAAAAAg9rvkBAAAAYATCDwAAAAAjEH4AAAAAGIHwAwAAAMAIhB8AAAAARiD8AAAAADAC4QcAAACAEQg/AAAAAIxA+AEAAABgBMIPAAAAACMQfgAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABiB8AMAAADACIQfAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMQPgBADQ58+fPl81m09atW91lr7zyih5//PGQ9QkAEP4IPwCAsED4AQD4i/ADAAAAwAiEHwCA39544w3ZbDb95z//qfHa3LlzZbPZ9MUXX0iSFi9erAEDBqhFixaKj4/XhRdeqMLCwjrbP++88/T2229r27Ztstls7scx9957r/r376/ExEQlJCSoT58+eu6552RZlkc7lZWVuu2225SSkqIWLVro3HPP1erVq9W5c2dde+21HnVLS0t1ww03qGPHjoqJiVFGRobuvfdeHTlypIGfEgAg1KJC3QEAQPgbNWqU2rVrp3nz5umCCy7weG3+/Pnq06ePzjzzTL3yyiu66qqrlJ2drVdffVWVlZV6+OGHdd555+k///mPBg0a5LX9OXPm6L/+67/0/fffa9GiRTVe37p1q2644QZ16tRJkvTZZ5/p5ptv1o4dO3TXXXe5602YMEF5eXm68847df7552vjxo265JJLVF5e7tFeaWmp+vXrp4iICN1111069dRTVVhYqPvvv19bt27VvHnz/P3IAAChYAEAEABTpkyx4uLirH379rnLNm7caEmynnzySauqqspKTU21evToYVVVVbnrVFRUWO3atbMGDhzoLps3b54lydqyZYu7bOTIkVZ6evpJ+1FVVWUdPnzYmjVrltWmTRururrasizL2rBhgyXJmjp1qkf9V1991ZJkXXPNNe6yG264wTrllFOsbdu2edT961//akmyNmzYUJ+PBADQxLDsDQAQEH/4wx908OBB5eXlucvmzZsnu92uK6+8Ul9//bV27typq6++WhER//fr55RTTtFll12mzz77TAcOHGjQuT/44AMNGzZMDodDkZGRio6O1l133aW9e/dq9+7dkqSlS5dKksaOHetx7O9+9ztFRXkuhHjrrbc0dOhQpaam6siRI+7HiBEjPNoCAIQXwg8AICDOOOMMnXXWWe4lYVVVVXrppZf029/+VomJidq7d68kqX379jWOTU1NVXV1tcrKynw+74oVK5SdnS1J+uc//6lPP/1UK1eu1MyZMyVJBw8elCT3+ZOTkz2Oj4qKUps2bTzKdu3apTfffFPR0dEejzPOOEOStGfPHp/7CQAIPa75AQAEzIQJE3TjjTdq06ZN2rx5s0pKSjRhwgRJcgeMkpKSGsft3LlTERERat26tc/nfO211xQdHa233npLsbGx7vI33njDo96x8+/atUsdOnRwlx85csQdjI5JSkrSmWeeqQceeMDrOVNTU33uJwAg9Ag/AICAueKKKzRlyhTNnz9fmzdvVocOHdyzMt26dVOHDh30yiuv6Pbbb3fv1rZ//34tWLDAvQNcbex2u3sW53g2m01RUVGKjIx0lx08eFAvvviiR71zzz1XkpSXl6c+ffq4y//973/X2MFt1KhRys/P16mnntqgQAYAaJoIPwCAgGnVqpUuueQSzZ8/X/v27dPtt9/uvr4nIiJCDz/8sK666iqNGjVKN9xwgyorK/XII49o3759mj17dp1t9+jRQwsXLtTcuXOVlZWliIgI9e3bVyNHjtRjjz2mK6+8Uv/1X/+lvXv36q9//avsdrvH8WeccYauuOIKPfroo4qMjNT555+vDRs26NFHH5XD4fC4DmnWrFkqKCjQwIEDNWnSJHXr1k0///yztm7dqvz8fD399NPq2LFj4D9AAEBQEX4AAAE1YcIEvfrqq5JU4945V155pVq2bKnc3FyNGzdOkZGROvvss/Xhhx9q4MCBdbZ7yy23aMOGDZoxY4ZcLpcsy5JlWTr//PP1/PPP66GHHtLo0aPVoUMH/fGPf1S7du103XXXebQxb948tW/fXs8995z+9re/qVevXnr99df1m9/8Rq1atXLXa9++vVatWqX77rtPjzzyiLZv3674+HhlZGToN7/5DbNBABCmbJZ1wh3gAAAwyPLly3XOOefo5Zdf1pVXXhnq7gAAgojwAwAwRkFBgQoLC5WVlaW4uDitW7dOs2fPlsPh0BdffOGxYQIAoPlh2RsAwBgJCQlasmSJHn/8cVVUVCgpKUkjRoxQbm4uwQcADMDMDwAAAAAjcJNTAAAAAEYg/AAAAAAwAuEHAAAAgBEIPwAAAACMEJa7vVVXV2vnzp2Kj4+XzWYLdXcAAAAAhIhlWaqoqFBqaqoiIuqe2wnL8LNz506lpaWFuhsAAAAAmoji4mJ17NixzjphGX7i4+MlHX2DCQkJIe4NAAAAgFApLy9XWlqaOyPUJSzDz7GlbgkJCYQfAAAAAPW6HIYNDwAAAAAYgfADAAAAwAiEHwAAAABGIPwAAAAAMALhBwAAAIARCD8AAAAAjED4AQAAAGAEwg8AAAAAIxB+AAAAABghKtQdAJqaImeZtuzZr4yklurdqXWouwMAAIAAIfwAx5n9ziY9vXSz+3nOkC6aNqJ7CHsEAACAQGHZG/CLImeZR/CRpKeXblaRsyxEPQIAAEAgEX6AX2zZs9+ncgAAAIQXwg/wi4yklj6VAwAAILwQfgAAAAAYgfAD/IJlbwAAAM0b4Qf4BcveAAAAmjfCD/CL3p1aq1eaw6OsV5qDe/0AAAA0E4Qf4BdFzjKtLXZ5lK0tdrHVNQAAQDNB+AF+wTU/AAAAzRvhB/gF1/wAAAA0b4QfAAAAAEYg/AC/YNkbAABA80b4AX7BsjcAAIDmjfAD/IKtrgEAAJo3wg/wC7a6BgAAaN4IP8AvuOYHAACgeSP8AL/gmh8AAIDmjfAD/OL9Tbt8KgcAAEB4IfwAv1izzfu1PbWVAwAAILwQfoBf9En3vqvbz4erGrknAAAACAbCD/CLToktvJYXseMbAABAs0D4AX6xrnhfra+x4xsAAED4I/wAv+iZ1qrW19jxDQAAIPwRfoBfjDurk3qlOWqU90pzqHcn79cDAQAAIHwQfoDj3D36jBpla7nmBwAAoFmICnUHgKaktmt7tuzZz+wPQuKR977S0x99rypLSmwRrTV3ZfvVXp9ZS1R24LBaB6Ct2gz/21J9vesn9/PoCOnbB0cG5VwAAPiCmR/gOMu+/cFrOdf8IBTOeqBAT314NPhI0o8HDqvztLcb3F7naW/rxwOHZQWgrbrOcXzwkaTD1QrKuQAA8BXhB/hFkbNMi4p2en3tpc+2NXJvYLpH3vtKP1Qc8vpan1lLfG6vtmMa0lZthv9taZ2vd51BAAIAhBbhB/hFXdtZ17UNNhAMa7bVfp1Z2YHDPrdX2zENaas2236se0v4w9UBOxUAAA3CNT/AL+pa2lbXNti16TYzX5XH1iv9wiZp9mU9NO6sTj63h+btttfXasGaHfWqG2+PrPP1vJVO/XnR+nqFDUtHZz0bck1bkbNMv5u7XCcM81pF899tAIAQ41cR8IvenVp73epakh4d28untjpPe7tG8JGO/qE5dcF6jXnqkwb0EM1V97+8U+/gI0n3/Daz1tfGPPWJpi6oX/A55pI5yzX7nU31P0DS7Hc26ZI59Q8+knTd4C4+nQMAgEDzOfxUVFRo8uTJSk9PV1xcnAYOHKiVK1dKkg4fPqypU6eqR48eatmypVJTUzV+/Hjt3Ol5HUVlZaVuvvlmJSUlqWXLlrr44ou1ffv2wLwjoIGKnGVaW+zy+toj731V73a6zcw/aZ21xS7lrXTWu000X7e9vlYHfVwP9ul3e7yW56101jqGT+bppZvrvaV7kbNMTy/dHNRzAAAQDD4ve7v++uv15Zdf6sUXX1RqaqpeeuklDRs2TBs3btQpp5yiNWvW6C9/+Yt69uypsrIyTZ48WRdffLFWrVrlbmPy5Ml688039dprr6lNmza67bbbNGrUKK1evVqRkXUv5wCCpa5rfuq6/uKYS+d8qjXOffU+37rifSx/M5iv4+V4O/cdrFH2yHtf6akPv/erT962dPd1aVtDzgEAQGPxKfwcPHhQCxYs0P/+7//q3HPPlSTdc889euONNzR37lzdf//9Kigo8DjmySefVL9+/eR0OtWpUye5XC4999xzevHFFzVs2DBJ0ksvvaS0tDS9//77Gj58eIDeGuCbuq756ZNe9x9rDdnGtyHXEaF58Hfb5+9/8NxK+qwHCmrdGc4XJ34PzH5nU4NmeHw5BwAAjcmnZW9HjhxRVVWVYmNjPcrj4uL0ySfer2FwuVyy2Wxq1aqVJGn16tU6fPiwsrP/7+Z6qampyszM1PLly722UVlZqfLyco8H0JhKXT/X+tqlcz5txJ4g3AVivOyuOOReNlnXlti+en/TLve/G7q0zZdzAADQ2HwKP/Hx8RowYIDuu+8+7dy5U1VVVXrppZf0+eefq6SkpEb9n3/+WdOmTdOVV16phIQESVJpaaliYmLUurXn/6QnJyertLTU63lzc3PlcDjcj7S0NF+6DdRLQ7e6/nZ3RYPOx/bZZmroeDnRsfFTnyWZ9XV8W3V9PwTqHAAANDafNzx48cUXZVmWOnToILvdrieeeEJXXnlljWt1Dh8+rMsvv1zV1dWaM2fOSdu1LEs2m83ra9OnT5fL5XI/iouLfe02cFK+bnV92+tr1Xna26r4uapB52PZmxmOjZNjD1/Gy2V9OtT6WuWRap3+l3dUuPnHerU1ceip2jp7pLbOHqmJQ0/1Wuf45Z0PvVv/TT6Ot+jGgfU+BwAAjc3n8HPqqadq6dKl+umnn1RcXKwVK1bo8OHDysjIcNc5fPiwxo4dqy1btqigoMA96yNJKSkpOnTokMrKPP/3b/fu3UpOTvZ6TrvdroSEBI8HEGi9O7VWzhDvW/F+/O0PHs993ZrYGzY7aP78GSft4mP06NhetY7JBWt26EA9d4lrFx+jO4af5n5+x/DTFHnC/zVF2uSu03na29pVXulzn/80pIt7M4Pjz3e82soBAGgMDb7PT8uWLdW+fXuVlZXpvffe029/+1tJ/xd8vv32W73//vtq06aNx3FZWVmKjo722BihpKREX375pQYOHNjQ7gABMfyMFK/lP1Qccm937cvWxJE2aWi3tl5fu+31tQ3qI8JDQ7awlo6OmYlDT9WKmRcefR7hfUa8vo5v65i8lc4au7dVWUfLh/9tqc/nsOnojM/UEd3dZbVtD+/LtvEAAASaz1tdv/fee7IsS926ddN3332nO+64Q926ddOECRN05MgR/e53v9OaNWv01ltvqaqqyn0dT2JiomJiYuRwOHTdddfptttuU5s2bZSYmKjbb79dPXr0cO/+BoRKXdc5LP36B8398HvV98/ZSJv0fe5IDXv0I6+vryvep9P/8s5J//feJmn2ZT2YKQoTeSudmrZgvRqyM/RjY3vq0j4dPcr8uUbmyn5pXmdaarvebF3xPn2z6yevr9Xl7C6JNbavrq3fXPMDAAgln2d+XC6XJk6cqNNOO03jx4/XoEGDtGTJEkVHR2v79u1avHixtm/frl69eql9+/bux/E7uf3tb3/TmDFjNHbsWJ1zzjlq0aKF3nzzTe7xg5BbdsLytuN9ubO83sFHkpLi7ZJqv7bnux/212vZkiVp6oL1GvOU9x0V0XSMeeoTTW1g8JG8X3fmzzUytY292spfWVHcoL5762Nt/eaaHwBAKPk88zN27FiNHTvW62udO3eWZZ38V2dsbKyefPJJPfnkk76eHgiaImeZFhXtDFh7n884OpOZ4og9Sc36WVvsUt5KJzNATVTeSqfWFrsafPzx18sEQu80R61jZcWW+m2SUB8nXk8EAEBT5nP4AZqrQG3tm5xgdwcfKbDLfKYuWK+pC9bXq26nxDh9fOf5ATs3PPWZtUQ/HjjsdzsJsVH6nz/0qzX4+Dp+YiJtum9MZp0huaHbrLdPsKvkuI0QJg49tdbgw7I3AEBTRPgBflHXkrf6SGwRrTV3Zdco75Peut7bEQeS88eD6jztbW2dPbLRz93cdZ72tl/H1xUaTuTL+OnTqZUW3njOSev1TGul737wLex3Sz5F7906pN71a+s3y94AAKHU4N3egOYkEEvevAWfpuDchz8IdRealT6zlvh1fDCXidUn+EhSv4xEn9v2JfgAANBUEX4A+bfkLbFFdJ2zK6Fe5lPiOhjS8zc3ZQ1c6hYdafO67fTJ1Gf89OnUyqcZPl+XvTVk9pBlbwCApohlb4C877J1MvZIm75+4KKT1vNl2dJDv2xpXZ8tsOvrcJX/y7S8qW2JVf8H3/d6g8xIm/TvPw0M6EX9gVTkLNNlc5b7tKNffS26seHv+2TjpyFtt24ZU++63ZJP8antY2rrd+HmHxs0Hpv6+AEAhAdmfgBJvTu1Vq80h0/H1Cf4SEfvaN82/uR/bB6/O9fG+0b41JdQWOPcV+OP2M7T3vYafKSjN9G8ZM5yzX5nU2N0zyez39mkS4IUfPzdxa2uJXINbfvUtvUPNA1d7nbH8NMU6d/9WT005fEDAAgfhB9AR//Xv77bFNsjbT4vA9q3/1Cdrz90WQ8tmjjIo2zr7JFqEd30v0UvnfOppKMzPvXx9NLNKnI2naVPRc4yPb10c8DbtenorMzUEd39aueR977yWn5Znw4Nbvtw1cljXrfkU/zaLCNvpVNVDb3hUR2a2vgBAIQXlr0B8u2an/rO+ByvrhVs7eJjat2WuL4zQAvXbNeU19f53K9A8DYDdDKXzFle5+tDu7XVvAn9/OlWvRQ5y3TpSfrSUFf0SwvIEq3arpHZua/h13JFR9Yeqm2StgRgh8CGbqddH3WNn8YaOwCA8NT0/1sZaAT1vebH3sB1PHVN4JyR6ttyO28acs1SU/bh1z/o1OmBv07peMeWugVhckLS0e2kA6G2raH92TK6rvHSukV0g9s9XqDev68aY+wAAMIX4QfQ0Wt+coZ0OWm9hsz6SNK3D3r/n/RImwLyv9T17X84qbKkCfNWBKXtYC11O+b467f85e2aMX+3y65rvARqy/ZxZ3Xy+Tq6QAnm2AEAhDebZVnB+o/PoCkvL5fD4ZDL5VJCQkKou4NmpMhZpi179isjqaWe+M+3+vDrozc+re/ObifTdcbb7iVwwVieU+Qs01MffKv3v/Lvhq1NRbv4GJ+3hq6PQC4TvKxPBz06tpfyVjq1rnifeqa1CljwOd4j732lNdvK1Ce9dcDuE1TkLNNV//xMBw5X13qTXn/lrXRq6oL1AW/3ZII1dgAATY8v2YDwg7BxfDAJ1na3jXGOcHXuwx/I+WPTuWdQt+RTGrQT2bHrfE72gy9QgRcNF8gt34+XnGDX5zOGBbxdAEBoEH7Q7Mx+Z5PHMqWcIV00zc9dtEJxjnDn68YGkTYFZcev4/myI9mJX+NAtYvgCcY9qo7hawwAzYMv2YBrftDkebs+I9Db3TbGOZqDrbNHqlNiXL3qDu3WVt/njtTW2SMbvFFEfQz/29J61avvdT7REfxR3JQEc8v3+m7PDgBoPpj5CYDjr+MIhJQEu+b+PotlV7+o6/qMBHukvrj3N0E7x2Nje+rSPh39bh+1C+T1N0O7tdXOfQf19a6f3GUTh56qO4afpqz7lmjv/sMnbYPgE14ypr0dkB37WkRHhMXNhQEANTHz04g6Twts8JGk0vJK7mR+nLq25S2vrArIspjaztHctpBuigL5GX/49Q8ewUeSnvrwe3We9na9gk8Y3FMWJwjU1twHDlcHdYkdAKBp4Fe9H7rOCO4vSpZdHXX5PwpPWufMu99thJ4gGJrSNt21bUmOpivQO9Sd/pd3AtoeAKBpIfz4IQibENWwZc/+4J+kiausxxXz5ZVVfp2jts+Zz79xTBvRXYtuHKgEe2RIzs91PuFt6+yRSgzgDBAAoPmKCnUHwll0RPAD0JTX1wXseohwFKmjCf1kH7O/fzSz7C30endqXef1W5fO+VRrnPsCfl62tG4eapsBKnKW6ZI5y31qK5jL32IipfatWujxcb0k6aRb6xc5y/Tg2xu1de8BpbdpqZkju3M9KAD4gQ0P/MQa8aYhEP9rP+apT7S22OV+3ivNoTcmDvK7XQROML7fmPFp/nzZ4jxUvG2tX1u/2YYfADyx4UEj2jp7JBdJh1CCPTIgf7wWOcs8go8krS12cc1VE7N19kj16dQqoO2h+Tu2rLJ7yimh7kqtTrzGs66t2bkeFAAajpmfEArkFr8mWXTjwIAv+2Cr6/DUdebbOtzAy71io2366j6Wu5lqxsIv9MqK4lB3wy8xkTbl3TCAZXAAjMfMT5jgepKG8XX9fn1wzU94au+o3w1XvUlP5Gtrsp5prULdBb8dqrK4LQIA+IjwE0JNaYvfcBPobca9fS3+NKQL/6PaxH185/kNPva9W4cEsCcIN+PO6qReaY5QdyMgWAYHAPXHsrcmoMhZpqc++FYrt/4o18/+bdlskmBcr5G30ql1xfvUM62Vxp3VKeDtIzjOffgDOX88WK+63ZJPIfjALW+lU1MXrA91NwIi0ib9+0+BXxYMAE2dL9mA8IMmpb7b0kZHBP6GlCfurMSOSgCOd9vra7VgzY5aX0+wR3ps196QbbYDgZ9dAEzDNT8IW/VdChjo4ONtZyWWkgA43qNjeymuju09T7xPVaiWNvOzCwBqR/hBk3NsW1pvf2NERwRnuduWPft9Kgdgpk33jdBlfTp4lNW15f6xn2f2SFtjdM+Nn10A4B3L3hCWipxlJ70zuq/teVueEoxttQGgIXy9PimxRbTW3JUdxB4BQNPAsjc0a7Pf2aRL5izXlNfXBWyb196dWtfY+alXmoPgA6DJ8HWHuh8PHFbnaYHdGRMAwh3hB2ElWNfmFDnLtLbY5VG2ttjFunkATcobEwfpoct6+PTLu8+sJUHrDwCEm6hQdwDwRV3X5vgzSxOsdgEg0Mad1cm9FX99Znb8mQG6rE8HPTq2V4OOBYItb6VT/7N8q77bXaFDjXinkA6tYjWmdwfdMfy0xjspAoaZH4SVjKSWPpWHul0ACKZgb6SwYM0Odf/LO0E9B9AQY576RFMXrNfGksYNPpK0Y9/PeurD73XWAwWNe2IEBOEHAIAw9fUDFwX9HAcPV+u219cG/TxAfT3y3lc1lqqHwg8Vh/TIe1+FuhvwEeEHYSVYW1Kz1TWAcLV19sigzwCtK94X1PaB+pr9ziY99eH3oe6G25ptXBscbrjmB2GFZW8AUNPXD1ykCfNW6MOvfwhK+9/9sF+dp72tod3aat6EfkE5B3C8vJVOLVi9XV/ucOnA4epQd6dWhZt/rPc1damOWN0yrKv7mj2EBjM/CCvB2pKara4BhLt5E/op2PdS/fDrH3TqdLbPRnAdu55nxdayJh18fLXT9bOmLlivMU99EuquGI3wg7ASrC2p2eoaQHPwfe5IDe3WNqjnqLKkCfNWBPUcMFfeSmeTuJ4nmNYWu5S30hnqbhiLZW8IK2x1DQB182VZ2sI12zXl9XU+n+PDr39Q52lvyx5pa5RNF9B8BXO55vEeG9tTkho03oNh6oL1mrpgvdfXbJIyklpoRI/2jbqddpGzTB99vVv//HhzvWbc4qIjdEaqQzNHdg+rv5WY+UFY4ZofAAgcf3/GVVZZDb6HEHDq9LcbJfhIR8d6uPxOtyRt3nOgUbfTnv3OJl0yZ7n+/p/v6r3U8ODhaq3aVqZL5izX7Hc2BbmHgUP4AXT0mp+cIV08yv40pEtY/U8GAPjK28++hug2Mz8AvYFJJsxboSqrcc517Pd5beP9xGt+m5LG2E67yFmmp5du9quNp5duDptLBWyWZTXS0Auc8vJyORwOuVwuJSQkhLo7aES1LdF4bGxPXdqno9/t5610al3xPvVMa8VuLACMUeQs05Y9+93/M37VPz9r8IXmkTbpwUt78DMUXg3/21J9veunoLUfIenXKfHq2dGhFEeszuvWrsZ/ZB5b3iXJ/fqxsg07XCpy7lPZgcMKt60WYqMjFG+PUkt7lA4dqZIlSZZks0mVh6tV/vNhHak+OrMUDIH6W6whfMkGhB+ElSLn0enVE13SO1V/G9fbr7Znv7PJ438+coZ00bQR3f1qEwDCWZ9ZS/TjgcMNOrZXmkNvTBwU4B4hnAVqieTEoac26rUwDZG30lnrNT3N1aIbB4ZsxYwv2YBlbwgrvTu11iW9U2uULyra6dd0q7cp33CawgWAYFhzV3aDj2VHKxxv+N+WBqSddvExTT74SNK4szo16eV0wXDLa0Wh7kK9EH4QdgZ39b6Na207ttVHXbu9AYDJts4eqcQW0Q06dl3xvsB2BmFr24/+/T49xR6piUNP1YqZFwaoR8H3xsRBeuiyHoo25K/tEtfBUHehXtjqGmEnGDuzsdsbANTu+BkgX5YuvbKiWK+sKPYos0mafVnwrwkqcpbpwbc36ovtLlU21pX1ARJhkxJio3XV2Z3CYpbjRLe9vlYL1uxo8PEPNcL4aCzjzupU53upbTl/OGrviAt1F+rFkCyK5qR3p9Y1ppJ7pTn8WmcajDYBoDnaOnukX8dbUtDvcn9s296V2/aFXfCRpGpL2nfwcKNudRwo3f/yjl/Bp3eao9kEn/oI1I6LTcHHd54f6i7UC+EHYafIWVbj7s9ri11+X/MT6DYBoLnaOnukIm3+tRGsa4ICsW1vU9IYWx0Hym2vr9XBBu4SGBNp00OX9dAiAzfJmDaiuxbdOFDDTvO+rD9UInR0uWG35FOU6rArOuLozO2JOiXG+f2fIo2JZW8IO3Vdn9PQmZpgtAkAzdn3uUf/2Jmx8IsaS9vq68S73CfERunqAen68Kvd2rZ3v47tRxsRYdPhI9VhOYsTCE99+L2e+vD7Bh2b6ojVLcO6BmQ25bbX1yp/fUmDA4430ZHStw+Ezx/OwdK7U2s9e22/OuvUdruPQLiyX5oevPTMoLTd1DDzg7DDNT8A0HT0TGsVsLbKfz6ipz78XhtLKrT/ULUOHD76+Kmyytjg46+drp8Dsszw2HK2QAYfSerRoVVA22vOgvk3SSC/j5s6wg8AAGgwE7f0DUf+LDP0ZznbySy88ZygtNscBev6INOusyL8IOwEY1tqtroGgIY7tqWvv9cBIbgauvV4MLYs79OpVVhdJ9JUHH99kD/fb/ZIm/pntDbyOiuu+UHYYdkbADQ9dW3pe+bd76q8sqqRe1S7UN6J/ngT5q3Qh1//0Gjn87b1uCR1T4nXg5f2UO9OrVXkLNOMhV9oU+lPAT13c9q+OtTqc30QasfMD8JOsLa6PnEq+U9DujSJX44AEO6+uPc3oe6CW1P62T5vQr8mMVu2qbRCl8xZrjFPfaJL5iwPePAxbVkVmjabZVlhdwVheXm5HA6HXC6XEhISQt0dNLLabggWiP/JK3KWacue/cpIatlkfjkCQHMRyhmghNgo/c8f+jXJn+0T5q3Q0q9/UHCuqgmdmEib7huTSfBB0PmSDVj2hrDDttQAEJ5OnAEa9uhH+u6HwF9b+djYnrq0T8eAtxss8yYEZglTMLdCrsuv2rbU+7ed1+jnBRqC8IOwE6zrc2a/s8njxng5Q7po2ojufrUJAKhdz7RWQQk/pl6vGar3bdI2yQh/Pl/zU1FRocmTJys9PV1xcXEaOHCgVq5c6X7dsizdc889Sk1NVVxcnM477zxt2LDBo43KykrdfPPNSkpKUsuWLXXxxRdr+/bt/r8boIG83RH86aWbVeQsC1GPAKD5e3RsL8VFB/by46Z0TU9jC9ZWyHWJi47Qo2N7Neo5AX/4/BPn+uuvV0FBgV588UWtX79e2dnZGjZsmHbs2CFJevjhh/XYY4/pv//7v7Vy5UqlpKTowgsvVEVFhbuNyZMna9GiRXrttdf0ySef6KefftKoUaNUVdV0doJB08VW1wDQfGy6b4Qu69PBp2OiI21yxEYpwR6peHuk+nRqpcfG9tSiGwdqquEz9se2Qk6wRwb1PFE26bI+HbTpvhFBPQ8QaD5teHDw4EHFx8frf//3fzVy5P/tzd6rVy+NGjVK9913n1JTUzV58mRNnTpV0tFZnuTkZD300EO64YYb5HK51LZtW7344osaN26cJGnnzp1KS0tTfn6+hg8fftJ+sOGB2YKx4UEwN1EAAKCpeOS9r/TUh9/7fNzEoafqjuGnBaFHgP98yQY+zfwcOXJEVVVVio2N9SiPi4vTJ598oi1btqi0tFTZ2dnu1+x2u4YMGaLly4/+Ybl69WodPnzYo05qaqoyMzPddYC6BGNb6mBsnw0AQFNzx/DT1DY+xqdj2sXHEHzQbPi04UF8fLwGDBig++67T927d1dycrJeffVVff755+ratatKS0slScnJyR7HJScna9u2bZKk0tJSxcTEqHXr1jXqHDv+RJWVlaqsrHQ/Ly8v96XbaIamjeiu4WekBGxb6iJnmdYWuzzK1ha7VOQsIwABAJqVlTMv1CPvfaV/LP1eR+rYXzs60qb/OrcLwQfNis+7vb344ov6wx/+oA4dOigyMlJ9+vTRlVdeqTVr1rjr2Gyed+yyLKtG2YnqqpObm6t7773X164C9cb22QAAk9wx/DRCDYzk84YHp556qpYuXaqffvpJxcXFWrFihQ4fPqyMjAylpKRIUo0ZnN27d7tng1JSUnTo0CGVlZXVWudE06dPl8vlcj+Ki4t97TaamdnvbNIlc5ZryuvrdMmc5Zr9zia/2lv27Q9ey03dLhUAAKA5avD+ki1btlT79u1VVlam9957T7/97W/dAaigoMBd79ChQ1q6dKkGDhwoScrKylJ0dLRHnZKSEn355ZfuOiey2+1KSEjweMBcgd6WushZpkVFO2uUX9o7lVkfAACAZsTnZW/vvfeeLMtSt27d9N133+mOO+5Qt27dNGHCBNlsNk2ePFkPPvigunbtqq5du+rBBx9UixYtdOWVV0qSHA6HrrvuOt12221q06aNEhMTdfvtt6tHjx4aNmxYwN8gmp9AL1Grrb1BXdv63BYAAACaLp/Dj8vl0vTp07V9+3YlJibqsssu0wMPPKDo6GhJ0p133qmDBw/qxhtvVFlZmfr3768lS5YoPj7e3cbf/vY3RUVFaezYsTp48KAuuOACzZ8/X5GRwd2THs1DbUvRGrpELdDtAQAAoGny6T4/TQX3+TFboO/Jwz1+AAAAwlfQ7vMDNAV1LXtrCu0BAACgaSL8IOyw7A0AAAANQfhB2OndqbV6pTk8ynqlORq8RK13p9bKGdLFo+xPQ7qw5A0AAKCZ8XnDAyDUipxlWlvs8ihbW+xSkbOswYFl2ojuGn5Girbs2a+MpJYEHwAAgGaImR+EHa7RAQAAQEMw84OwE4xrdGa/s8njxqk5Q7po2ojuDW4PAAAATQ8zPzBekbPMI/hI0tNLN6vIWRaiHgEAACAYCD8IO2x1DQAAgIYg/CDssNU1AAAAGoLwg7ATjK2uA9keAAAAmibCD8JOXVtdN4X2AAAA0DQRfhB2uOYHAAAADUH4Qdjhmh8AAAA0BOEHYad3p9bKGdLFo+xPQ7pwjQ4AAADqxE1OEZamjeiu4WekaMue/cpIaulX8Klr2RuBCgAAoPlg5gdh65tdFVq19Ud9s6vCr3ZY9gYAAGAGZn4QlsY89Yl7h7ZXVhTr1RVOvTFxUIPaOrbV9fE7vrHVNQAAQPPDzA/CTt5Kp9etqfNWOhvUHltdAwAAmIHwg7CzrnifT+Unw1bXAAAAZiD8IOz0TGvlU/nJcM0PAACAGQg/CDvjzuqkXmkOj7LeaQ6NO6tTg9pj62wAAAAzsOEBwtIbEwfpkfe+0pptZeqT3lp3DD/Nr/amjeiuyAhbwNoDAABA00P4QVia/c4mPb10sySpcPOPqqq2NG1E9wa3d/zucYWbf9Sn3+1p8O5xAAAAaJpY9oawU+QscwefY55eurnBu7MFevc4AAAANE2EH4SdQO/OFujd4wAAANA0EX4QdgK9O1ugd48DAABA00T4Qdjp3al1jd3eeqU5Grw7W6B3jwMAAEDTxIYHCDtFzjKv1+gUOcsaHIDemDhIeSudWle8Tz3TWhF8AAAAmiHCD8JOXdf8+HNvnl8nxys6MoKbmwIAADRThB+EndrCybJvf9D/b+/u46Iu8/2Pv0eQEQkmkBCJW7dSE0szuuWIbq5oZFltd1umtZ3NFEttTajcss3AOsdtayt/u6ef7cnVPJ3UbCsNCymPmsqNWppW3kAlookD3oQi1++Pfs5pBInBGYbh+3o+HvN4LNf3muv7+U6Xynuv7/eamy6Jb9WYP906W5LGZfQ8o62zAQAA0P7wzA8CzoDESN04IK5R++LS71q13bW3t84GAABA+0T4QUD6l/PPabK9Ndtde3vrbAAAALRPhB8EJG9ud+3trbMBAADQPhF+EJC8ud21t7fOBgAAQPtE+EFAam67a3+OBQAAgPaL8IOA5M3ndHjmBwAAwBoIPwhIPPMDAAAATxF+AAAAAFgC4QcBidveAAAA4CnCDwISt70BAADAU4QfAAAAAJZA+EFA4rY3AAAAeIrwg4DEbW8AAADwFOEHAWlAYqT6Jzjc2vonODQgMbJVY43L6OnW9kBGz1aNBQAAgPYr2N8FAK1RWl6tsgqnW1tZhVOl5dWtCi05I/oos2+sdu4/rJToMIIPAABAB8TKDwISz+kAAADAU6z8ICB5+zmd/Pe3ak7RDtfP4zJ6KmdEn1aNBQAAgPaJlR9YXml5tVvwkaQ5RTtUWl7tp4oAAADgC4QfBCS2ugYAAICnCD8ISGx1DQAAAE8RfhCQvLk9tTe3zQYAAED7xYYHCFje2p7a29tmAwAAoH1i5QcBbfveWm3YdUDb99a2egye+QEAALAGVn4QsEa9tMq1YjN/XYUWrCvXkgnpHo/DMz8AAADWwMoPAtLC9eVN3qq2cH25nyoCAABAe0f4QUDaWHHQo/bmcNsbAACANRB+EJAuTjjbo/bmcNsbAACANRB+EJBuS0vUOeEhbm0x4SG6LS3R47G8uW02AAAA2i+Pwk99fb0ef/xxpaSkKDQ0VD179tRTTz2lhoYGV59Dhw4pOztb8fHxCg0NVZ8+ffTKK6+4jVNXV6eJEycqOjpaYWFhuv766/XNN99454pgCaXl1dpXe8ytrar2mErLq1s1Xs6IPlo8/irNvvViLR5/laaN6OONMgEAANCOeBR+Zs2apTlz5ugvf/mLtm7dqmeffVbPPfecXnzxRVefyZMna9myZZo3b562bt2qyZMna+LEiXr77bddfSZNmqTFixfrjTfe0KpVq3To0CFdd911OnHihPeuDB2at5/TKS2vPuPvCwIAAED75tFW12vWrNENN9ygrKwsSVJycrIWLFigDRs2uPUZM2aMBg8eLEn63e9+p//zf/6PNmzYoBtuuEFOp1OvvvqqXn/9dQ0dOlSSNG/ePCUkJGjFihXKzMz00qWhI/Pmczr572/VnKIdrp/HZfRUDis/AAAAHY5HKz/p6en68MMPtX37dknSxo0btWrVKl177bVufZYuXapvv/1WxhgVFhZq+/btrlBTXFys48ePa9iwYa73xMXFKTU1VatXr27yvHV1daqpqXF7Ad5QWl7tFnwkaU7RjlbfPgcAAID2y6OVn2nTpsnpdKp3794KCgrSiRMnNHPmTN1xxx2uPi+88IL+9V//VfHx8QoODlanTp30H//xH0pP//HLJysrKxUSEqLISPdbi7p3767Kysomz5uXl6cZM2Z4em3owJq77c2T29a8NQ4AAADaP49WfhYuXKh58+Zp/vz5Kikp0d///nf927/9m/7+97+7+rzwwgtau3atli5dquLiYv37v/+7xo8frxUrVjQ7tjFGNputyWO5ublyOp2uV0VFhSdlowPy1m1vbHMNAABgHR6t/EydOlU5OTm6/fbbJUn9+vXT7t27lZeXpzFjxujo0aN69NFHtXjxYtdzQRdddJHKysr0b//2bxo6dKhiY2N17NgxVVdXu63+VFVV6aqrrmryvHa7XXa7vbXXiA7o5PbUP71lrTXbU3trHAAAALR/HoWfI0eOqFMn98WioKAg11bXx48f1/Hjx5vtM3DgQHXu3FkFBQW69dZbJUl79uzRZ599pmeffbbVFwLryRnRR5l9Y894lzZvjQMAAID2zaPwM3LkSM2cOVOJiYnq27evSktLNXv2bN17772SpIiICGVkZGjq1KkKDQ1VUlKSioqK9J//+Z+aPXu2JMnhcOi3v/2tHn74YXXr1k1RUVH6/e9/r379+rl2fwN85XRbWg9IjCT0AAAAdHA2Y4xpaefa2lpNnz5dixcvVlVVleLi4nTHHXfoD3/4g0JCQiT9uKFBbm6uPvjgAx04cEBJSUn63e9+p8mTJ7ue6fnhhx80depUzZ8/X0ePHtU111yjl19+WQkJCS2qo6amRg6HQ06nUxEREa24bHQEnm5RzZbWAAAAHY8n2cCj8NNeEH5QWl6tG19uvDX64vFXNbmC42l/AAAABAZPsoFHu70B7UVzW1S3pr20vFqLSr7h+30AAAA6MI+e+QHai+MnGjxqb25La26HAwAAsAZWfhCQOgc1PXVP13462/fWugUfSZpTtIMVIAAAgA6I8IOA5OmXk57utreNFQc96g8AAIDARfhBQDr55aQ/1dyXk54uFF2ccLZH/QEAABC4CD/oMJrbtnBAYqT6Jzjc2vonOHRbWqJHIQoAAACBiw0PEJBKy6ubfFYns2/sabe6LqtwurWVVThVWl6tnBF9lNk3tskvPwUAAEDHwcoPApK3t7oGAABAx8fKDwKSpxsesNU1AAAAWPmBpbHVNQAAgHUQfhCQvHV724db93rUHwAAAIGL8IOAdLrb2D75cp9H/T/YUuVRfwAAAAQuwg8C0oDESN04IK5R++LS75q8Ze23r633YOyz2fENAACgAyL8IGD9y/nnNNne1C1r1UeOt3jcLsH8sQAAAOiI+C0PAcuTnd0iu3Zu8biXJLHqAwAA0BERfhCwBiRGqn+Cw62tf4KjyVvWgoJsLR73pcKvz7g2AAAAtD+EHwSs0vJqlVU43drKKpyNnvl5bvkX2ld7zKOxL3pi2RnXBwAAgPaF8IOA1dJtrUt2e/6dPTV1J1pVEwAAANovwg8CVkuf+WnNMzwR9qBW1QQAAID2i/CDDm9on+4ev2fTjOE+qAQAAAD+RPhBwGrpbW+n69eUCHuQduVnnVFdAAAAaJ+C/V0A0Fotve3tdP0Wj7+KLzMFAACwEFZ+ELBautW1J1tiAwAAoOMi/CBgtXSr65b2AwAAQMdG+EHAOtNnfjx5FggAAACBj/CDgHWmz/ycrh0AAAAdE+EHAWtAYqTGZfR0a3sgo2eTz/y0pB8AAAA6Npsxxvi7CE/V1NTI4XDI6XQqIiLC3+XAz0rLq7Vz/2GlRIc1G2ha2g8AAACBw5NswMoPAt72vbXasOuAtu+t9Uo/AAAAdEys/CCgjXppldtObv0THFoyIb3V/QAAABBYWPmBJSxcX97kFtYL15e3qh8AAAA6NsIPAtbGioMtam9pPwAAAHRshB8ErIsTzm5Re0v7AQAAoGMj/CBgXdA9vEXtLe0HAACAjo3wg4C1c//hFrW3tB8AAAA6NsIPAlZKdFiL2lvaDwAAAB0b4Qcd3oDESI3L6OnW9kBGT77oFAAAwGKC/V0A0FrN3c52arDJGdFHmX1jtXP/YaVEhxF8AAAALIiVHwQsbmcDAACAJ1j5QcA6eTvbnKIdrrbT3c6W//5Wt37jMnoqZ0SfNqkTAAAA7QPhBwGtJbezlZZXuwUfSZpTtEOZfWO5/Q0AAMBCuO0NAW/73lpt2HVA2/fWNnmcra4BAAAgsfKDADfqpVUqq3BKkuavq9CCdeVaMiHdrQ/PBgEAAEBi5QcBbOH6clfwOamswqmF68v9VBEAAADaM8IPAtbGioMtaue2NwAAAEiEHwSwixPOblE7t70BAABAIvwggN2WlqhzwkPc2mLCQ3RbWqJb24DESPVPcLi19U9wsNMbAACAxRB+ELBKy6u1r/aYW1tV7TGVllc36tfUs0Gn9gMAAEDHRvhBwGrpszw88wMAAACJ8IMA1tJneXjmBwAAABLhBxYwIDFS4zJ6urU9kNGTZ34AAAAshi85RcBq7na2U4NNzog+yuwbq537DyslOozgAwAAYEGs/CBgcTsbAAAAPMHKDwLWydvZ5hTtcLWd7na2/Pe3uvUbl9FTOSP6tEmdAAAAaB8IPwhoLbmdrbS82i34SNKcoh3K7BvL7W8AAAAWwm1v6PDY6hoAAAASKz8IcC25nY1ngwAAACB5uPJTX1+vxx9/XCkpKQoNDVXPnj311FNPqaGhwa3f1q1bdf3118vhcCg8PFxXXHGFysvLXcfr6uo0ceJERUdHKywsTNdff72++eYb71wRLON0t7OVllf7qSIAAAC0Zx6Fn1mzZmnOnDn6y1/+oq1bt+rZZ5/Vc889pxdffNHV5+uvv1Z6erp69+6tlStXauPGjZo+fbq6dOni6jNp0iQtXrxYb7zxhlatWqVDhw7puuuu04kTJ7x3ZejwWno7G7e9AQAAQPLwtrc1a9bohhtuUFZWliQpOTlZCxYs0IYNG1x9HnvsMV177bV69tlnXW09e/7vF0w6nU69+uqrev311zV06FBJ0rx585SQkKAVK1YoMzPzjC4I1tHS29m47Q0AAACShys/6enp+vDDD7V9+3ZJ0saNG7Vq1Spde+21kqSGhga9++67uuCCC5SZmamYmBhdfvnlWrJkiWuM4uJiHT9+XMOGDXO1xcXFKTU1VatXr27yvHV1daqpqXF7AS11ckvsnzrdltgAAADouDxa+Zk2bZqcTqd69+6toKAgnThxQjNnztQdd9whSaqqqtKhQ4eUn5+vp59+WrNmzdKyZct00003qbCwUBkZGaqsrFRISIgiI91/8ezevbsqKyubPG9eXp5mzJjRyktER9Xc7WynBpuWbIkNAACAjs2j8LNw4ULNmzdP8+fPV9++fVVWVqZJkyYpLi5OY8aMcW18cMMNN2jy5MmSpP79+2v16tWaM2eOMjIyTju2MUY2m63JY7m5uZoyZYrr55qaGiUkJHhSOjogbmcDAACAJzwKP1OnTlVOTo5uv/12SVK/fv20e/du5eXlacyYMYqOjlZwcLAuvPBCt/f16dNHq1atkiTFxsbq2LFjqq6udlv9qaqq0lVXXdXkee12u+x2u0cXho7v5O1sp+74tvzzykYrOy3ZEhsAAAAdm0fP/Bw5ckSdOrm/JSgoyLXiExISorS0NG3bts2tz/bt25WUlCRJGjhwoDp37qyCggLX8T179uizzz47bfgBTiezb2yjtlO3u2ZLbAAAAEgervyMHDlSM2fOVGJiovr27avS0lLNnj1b9957r6vP1KlTddttt2nQoEEaMmSIli1bpnfeeUcrV66UJDkcDv32t7/Vww8/rG7duikqKkq///3v1a9fP9fub0BLteS5H0+eDQIAAEDH5VH4efHFFzV9+nSNHz9eVVVViouL0/33368//OEPrj433nij5syZo7y8PD344IPq1auX3nrrLaWnp7v6/OlPf1JwcLBuvfVWHT16VNdcc41ee+01BQUFee/KYAktee6HZ4MAAAAgSTZjjPF3EZ6qqamRw+GQ0+lURESEv8uBH5WWV+vGlxtvkb54/FVuqzqnPvPzQEZPTeOZHwAAgIDnSTbwaOUHaG9aeksbW10DAADAow0PgPampbe0lZZXE3wAAAAsjpUfBLQBiZHqn+BQWYXT1dY/wdHsLW9scw0AAGBNrPwgoJWWV7sFH0kqq3C6trFmm2sAAACcRPhBQGvumZ+WHAcAAIB1EH4Q0H7umR+2uQYAAMBJhB8AAAAAlkD4QUDjtjcAAAC0FOEHAY3b3gAAANBShB90aAMSIzUuo6db2wMZPfmuHwAAAAvie34Q0Jq7re1kwMkZ0UeZfWP5klMAAACLY+UHAY3b2gAAANBSrPwgoA1IjFT/BIfbF532T3C4re7kv7/V7YtOx2X0VM6IPm1aJwAAAPyPlR8EtNLyarfgI0llFU6Vlle7jv80+EjSnKIdruMAAACwDsIPAhpbXQMAAKClCD8IaGx1DQAAgJYi/KBDY6trAAAAnMSGBwhobHUNAACAliL8IKC19La2AYmRhB4AAACL47Y3BLSTW13/1KlbXQMAAAAS4QcB7ue2ugYAAABOIvwgoLGVNQAAAFqK8IOAxlbWAAAAaCnCDwAAAABLIPwgoHHbGwAAAFqK8IOAxm1vAAAAaCnCDwIaW10DAACgpQg/CGhsdQ0AAICWIvwgoPHMDwAAAFqK8IOAxjM/AAAAaKlgfxcAtIXS8mrt3H9YKdFhPA8EAABgUYQfBLTT3d5248urT/uecRk9lTOij69KAgAAQDvFbW8IaK25vW1O0Q42RAAAALAgwg8s6a7/+NTfJQAAAKCNEX4Q0Fq7q9vhYye8XAkAAADaO8IPAlprd3WL6trZy5UAAACgvSP8IKANSIxU/wSHx+8r+cMwH1QDAACA9ozwg4BWWl6tsgpni/tHde2sXflZPqwIAAAA7RVbXSOgteSZH8IOAAAAJFZ+EOB+7pmfzsxwAAAA/H/8aogO7ctnWPUBAADAjwg/CGjN3fZ23jmt2wkOAAAAHRPhBwGtudveLk44u+0KAQAAQLtH+EFAG5AYqXEZPZs89u+39m/bYgAAANCuEX4Q8E63+rNwfXkbVwIAAID2jPCDgLex4qBH7QAAALAmwg8C3ume7eGZHwAAAPwU4QcB74Lu4R61AwAAwJoIPwh4p9vuurltsAEAAGA9hB8EvNNteNDcNtgAAACwHsIPAt72vbUetQMAAMCaCD8IeOz2BgAAgJYg/CDgRYaFeNQOAAAAayL8IOD94pyzPGoHAACANRF+EPDY8AAAAAAtQfhBwBuQGKlxGT3d2h7I6KkBiZF+qggAAADtEeEHHZLxdwEAAABodzwKP/X19Xr88ceVkpKi0NBQ9ezZU0899ZQaGhqa7H///ffLZrPp+eefd2uvq6vTxIkTFR0drbCwMF1//fX65ptvWn0RsLbS8mrNKdrh1janaIdKy6v9VBEAAADaI4/Cz6xZszRnzhz95S9/0datW/Xss8/queee04svvtio75IlS/Tpp58qLi6u0bFJkyZp8eLFeuONN7Rq1SodOnRI1113nU6cONH6K4Fl7dx/2KN2AAAAWFOwJ53XrFmjG264QVlZWZKk5ORkLViwQBs2bHDr9+233yo7O1vLly939T3J6XTq1Vdf1euvv66hQ4dKkubNm6eEhAStWLFCmZmZZ3I9sCA2PAAAAEBLeLTyk56erg8//FDbt2+XJG3cuFGrVq3Stdde6+rT0NCg0aNHa+rUqerbt2+jMYqLi3X8+HENGzbM1RYXF6fU1FStXr26tdcBC2PDAwAAALSERys/06ZNk9PpVO/evRUUFKQTJ05o5syZuuOOO1x9Zs2apeDgYD344INNjlFZWamQkBBFRrr/Ytq9e3dVVlY2+Z66ujrV1dW5fq6pqfGkbFhAzog+yuwbq537DyslOozgAwAAgEY8Cj8LFy7UvHnzNH/+fPXt21dlZWWaNGmS4uLiNGbMGBUXF+vPf/6zSkpKZLPZPCrEGHPa9+Tl5WnGjBkejQfrGZAYSegBAADAaXl029vUqVOVk5Oj22+/Xf369dPo0aM1efJk5eXlSZI++eQTVVVVKTExUcHBwQoODtbu3bv18MMPKzk5WZIUGxurY8eOqbrafSeuqqoqde/evcnz5ubmyul0ul4VFRWtuFQAAAAAVuZR+Dly5Ig6dXJ/S1BQkGur69GjR2vTpk0qKytzveLi4jR16lQtX75ckjRw4EB17txZBQUFrjH27Nmjzz77TFdddVWT57Xb7YqIiHB7AQAAAIAnPLrtbeTIkZo5c6YSExPVt29flZaWavbs2br33nslSd26dVO3bt3c3tO5c2fFxsaqV69ekiSHw6Hf/va3evjhh9WtWzdFRUXp97//vfr16+fa/Q0AAAAAvM2j8PPiiy9q+vTpGj9+vKqqqhQXF6f7779ff/jDHzw66Z/+9CcFBwfr1ltv1dGjR3XNNdfotddeU1BQkEfjAAAAAEBL2Ywxxt9FeKqmpkYOh0NOp5Nb4AAAAAAL8yQbePTMDwAAAAAEKsIPAAAAAEsg/AAAAACwBMIPAAAAAEsg/AAAAACwBI+2um4vTm5QV1NT4+dKAAAAAPjTyUzQkk2sAzL81NbWSpISEhL8XAkAAACA9qC2tlYOh6PZPgH5PT8NDQ367rvvFB4eLpvN5u9yVFNTo4SEBFVUVPC9Q/hZzBd4ijkDTzFn4CnmDDzVnuaMMUa1tbWKi4tTp07NP9UTkCs/nTp1Unx8vL/LaCQiIsLv//EROJgv8BRzBp5izsBTzBl4qr3MmZ9b8TmJDQ8AAAAAWALhBwAAAIAlEH68wG6364knnpDdbvd3KQgAzBd4ijkDTzFn4CnmDDwVqHMmIDc8AAAAAABPsfIDAAAAwBIIPwAAAAAsgfADAAAAwBIIP2fo5ZdfVkpKirp06aKBAwfqk08+8XdJaAN5eXlKS0tTeHi4YmJiNGrUKG3bts2tjzFGTz75pOLi4hQaGqrBgwfr888/d+tTV1eniRMnKjo6WmFhYbr++uv1zTffuPWprq7W6NGj5XA45HA4NHr0aB08eNDXlwgfysvLk81m06RJk1xtzBc05dtvv9Vdd92lbt26qWvXrurfv7+Ki4tdx5k3+Kn6+no9/vjjSklJUWhoqHr27KmnnnpKDQ0Nrj7MGWv7+OOPNXLkSMXFxclms2nJkiVux9tyfpSXl2vkyJEKCwtTdHS0HnzwQR07dswXl+3OoNXeeOMN07lzZ/O3v/3NbNmyxTz00EMmLCzM7N6929+lwccyMzPN3LlzzWeffWbKyspMVlaWSUxMNIcOHXL1yc/PN+Hh4eatt94ymzdvNrfddpvp0aOHqampcfUZN26cOffcc01BQYEpKSkxQ4YMMRdffLGpr6939Rk+fLhJTU01q1evNqtXrzapqanmuuuua9PrhfesW7fOJCcnm4suusg89NBDrnbmC0514MABk5SUZMaOHWs+/fRTs3PnTrNixQrz1Vdfufowb/BTTz/9tOnWrZv55z//aXbu3GnefPNNc9ZZZ5nnn3/e1Yc5Y23vvfeeeeyxx8xbb71lJJnFixe7HW+r+VFfX29SU1PNkCFDTElJiSkoKDBxcXEmOzvb558B4ecMXHbZZWbcuHFubb179zY5OTl+qgj+UlVVZSSZoqIiY4wxDQ0NJjY21uTn57v6/PDDD8bhcJg5c+YYY4w5ePCg6dy5s3njjTdcfb799lvTqVMns2zZMmOMMVu2bDGSzNq1a1191qxZYySZL774oi0uDV5UW1trzj//fFNQUGAyMjJc4Yf5gqZMmzbNpKenn/Y48wanysrKMvfee69b20033WTuuusuYwxzBu5ODT9tOT/ee+8906lTJ/Ptt9+6+ixYsMDY7XbjdDp9cr0ncdtbKx07dkzFxcUaNmyYW/uwYcO0evVqP1UFf3E6nZKkqKgoSdLOnTtVWVnpNj/sdrsyMjJc86O4uFjHjx936xMXF6fU1FRXnzVr1sjhcOjyyy939bniiivkcDiYZwFowoQJysrK0tChQ93amS9oytKlS3XppZfqlltuUUxMjAYMGKC//e1vruPMG5wqPT1dH374obZv3y5J2rhxo1atWqVrr71WEnMGzWvL+bFmzRqlpqYqLi7O1SczM1N1dXVut/b6QrBPR+/A9u/frxMnTqh79+5u7d27d1dlZaWfqoI/GGM0ZcoUpaenKzU1VZJcc6Cp+bF7925Xn5CQEEVGRjbqc/L9lZWViomJaXTOmJgY5lmAeeONN1RSUqL169c3OsZ8QVN27NihV155RVOmTNGjjz6qdevW6cEHH5Tdbtfdd9/NvEEj06ZNk9PpVO/evRUUFKQTJ05o5syZuuOOOyTxdw2a15bzo7KystF5IiMjFRIS4vM5RPg5Qzabze1nY0yjNnRs2dnZ2rRpk1atWtXoWGvmx6l9murPPAssFRUVeuihh/TBBx+oS5cup+3HfMFPNTQ06NJLL9UzzzwjSRowYIA+//xzvfLKK7r77rtd/Zg3OGnhwoWaN2+e5s+fr759+6qsrEyTJk1SXFycxowZ4+rHnEFz2mp++GsOcdtbK0VHRysoKKhROq2qqmqUZNFxTZw4UUuXLlVhYaHi4+Nd7bGxsZLU7PyIjY3VsWPHVF1d3WyfvXv3Njrvvn37mGcBpLi4WFVVVRo4cKCCg4MVHBysoqIivfDCCwoODnb9t2S+4Kd69OihCy+80K2tT58+Ki8vl8TfM2hs6tSpysnJ0e23365+/fpp9OjRmjx5svLy8iQxZ9C8tpwfsbGxjc5TXV2t48eP+3wOEX5aKSQkRAMHDlRBQYFbe0FBga666io/VYW2YoxRdna2Fi1apI8++kgpKSlux1NSUhQbG+s2P44dO6aioiLX/Bg4cKA6d+7s1mfPnj367LPPXH2uvPJKOZ1OrVu3ztXn008/ldPpZJ4FkGuuuUabN29WWVmZ63XppZfqzjvvVFlZmXr27Ml8QSNXX311oy30t2/frqSkJEn8PYPGjhw5ok6d3H+1CwoKcm11zZxBc9pyflx55ZX67LPPtGfPHlefDz74QHa7XQMHDvTpdbLb2xk4udX1q6++arZs2WImTZpkwsLCzK5du/xdGnzsgQceMA6Hw6xcudLs2bPH9Tpy5IirT35+vnE4HGbRokVm8+bN5o477mhyu8j4+HizYsUKU1JSYn75y182uV3kRRddZNasWWPWrFlj+vXrx3aiHcBPd3szhvmCxtatW2eCg4PNzJkzzZdffmn+8Y9/mK5du5p58+a5+jBv8FNjxowx5557rmur60WLFpno6GjzyCOPuPowZ6yttrbWlJaWmtLSUiPJzJ4925SWlrq+pqWt5sfJra6vueYaU1JSYlasWGHi4+PZ6joQvPTSSyYpKcmEhISYSy65xLXVMTo2SU2+5s6d6+rT0NBgnnjiCRMbG2vsdrsZNGiQ2bx5s9s4R48eNdnZ2SYqKsqEhoaa6667zpSXl7v1+f77782dd95pwsPDTXh4uLnzzjtNdXV1G1wlfOnU8MN8QVPeeecdk5qaaux2u+ndu7f561//6naceYOfqqmpMQ899JBJTEw0Xbp0MT179jSPPfaYqaurc/VhzlhbYWFhk7+/jBkzxhjTtvNj9+7dJisry4SGhpqoqCiTnZ1tfvjhB19evjHGGJsxxvh2bQkAAAAA/I9nfgAAAABYAuEHAAAAgCUQfgAAAABYAuEHAAAAgCUQfgAAAABYAuEHAAAAgCUQfgAAAABYAuEHAAAAgCUQfgAAAABYAuEHAAAAgCUQfgAAAABYAuEHAAAAgCUQfgAAAABYAuEHAAAAgCUQfgAAAABYAuEHAAAAgCUQfgAAAABYAuEHAAAAgCUQfgAAAABYAuEHAAAAgCUQfgAAAABYAuEHAAAAgCUQfgAAAABYAuEHAAAAgCUQfgAAAABYAuEHACxo9erVevLJJ3Xw4EF/l9KubNmyRU8++aR27drl71IAAD5A+AEAC1q9erVmzJhB+DnFli1bNGPGDMIPAHRQhB8AQId15MgRf5cgSTp+/Ljq6+v9XQYAWB7hBwAs5sknn9TUqVMlSSkpKbLZbLLZbFq5cqUkaeHChbryyisVFhams846S5mZmSotLXUbY+zYsTrrrLP0xRdfKDMzU2FhYerRo4fy8/MlSWvXrlV6errCwsJ0wQUX6O9//7vb+1977TXZbDYVFBTonnvuUVRUlMLCwjRy5Ejt2LGjUc0rVqzQNddco4iICHXt2lVXX321Pvzww0bXZbPZVFJSol//+teKjIzUL37xC0nShg0bdPvttys5OVmhoaFKTk7WHXfcod27d7vVdMstt0iShgwZ4vpcXnvtNUlScnKyxo4d26i2wYMHa/Dgwa6fV65cKZvNptdff10PP/ywzj33XNntdn311VctvhYAgG8QfgDAYu677z5NnDhRkrRo0SKtWbNGa9as0SWXXKJnnnlGd9xxhy688EL913/9l15//XXV1tbqX/7lX7Rlyxa3cY4fP66bbrpJWVlZevvttzVixAjl5ubq0Ucf1ZgxY3Tvvfdq8eLF6tWrl8aOHavi4uJGtfz2t79Vp06dNH/+fD3//PNat26dBg8e7HY73rx58zRs2DBFRETo73//u/7rv/5LUVFRyszMbDI03HTTTTrvvPP05ptvas6cOZKkXbt2qVevXnr++ee1fPlyzZo1S3v27FFaWpr2798vScrKytIzzzwjSXrppZdcn0tWVlarPufc3FyVl5drzpw5eueddxQTE+PxtQAAvMwAACznueeeM5LMzp07XW3l5eUmODjYTJw40a1vbW2tiY2NNbfeequrbcyYMUaSeeutt1xtx48fN+ecc46RZEpKSlzt33//vQkKCjJTpkxxtc2dO9dIMjfeeKPbuf7nf/7HSDJPP/20McaYw4cPm6ioKDNy5Ei3fidOnDAXX3yxueyyy1xtTzzxhJFk/vCHP/zs9dfX15tDhw6ZsLAw8+c//9nV/uabbxpJprCwsNF7kpKSzJgxYxq1Z2RkmIyMDNfPhYWFRpIZNGiQWz9PrgUA4Bus/AAAJEnLly9XfX297r77btXX17teXbp0UUZGhuu2uJNsNpuuvfZa18/BwcE677zz1KNHDw0YMMDVHhUVpZiYGLdbzE6688473X6+6qqrlJSUpMLCQkk/bsxw4MABjRkzxq2mhoYGDR8+XOvXr9fhw4fdxrj55psbnefQoUOaNm2azjvvPAUHBys4OFhnnXWWDh8+rK1bt3r8WbXEqXW05loAAN4V7O8CAADtw969eyVJaWlpTR7v1Mn9/y/r2rWrunTp4tYWEhKiqKioRu8NCQnRDz/80Kg9Nja2ybbvv//eraZf//rXp637wIEDCgsLc/3co0ePRn1+85vf6MMPP9T06dOVlpamiIgIV3g7evToacc+E6fW0ZprAQB4F+EHACBJio6OliT993//t5KSktrknJWVlU22nXfeeW41vfjii7riiiuaHKN79+5uP9tsNrefnU6n/vnPf+qJJ55QTk6Oq72urk4HDhxoca1dunRRXV1do/b9+/e76myujtZcCwDAuwg/AGBBdrtdktxWPTIzMxUcHKyvv/66yVvHfOEf//iH27lWr16t3bt367777pMkXX311Tr77LO1ZcsWZWdnt+ocNptNxhjXNZ/0H//xHzpx4oRbW1Ofy0nJycnatGmTW9v27du1bdu2JsPPqbxxLQCAM0P4AQAL6tevnyTpz3/+s8aMGaPOnTurV69eeuqpp/TYY49px44dGj58uCIjI7V3716tW7dOYWFhmjFjhlfr2LBhg+677z7dcsstqqio0GOPPaZzzz1X48ePlySdddZZevHFFzVmzBgdOHBAv/71rxUTE6N9+/Zp48aN2rdvn1555ZVmzxEREaFBgwbpueeeU3R0tJKTk1VUVKRXX31VZ599tlvf1NRUSdJf//pXhYeHq0uXLkpJSVG3bt00evRo3XXXXRo/frxuvvlm7d69W88++6zOOeecFl2rN64FAHBm2PAAACxo8ODBys3N1TvvvKP09HSlpaWpuLhYubm5+u///m9t375dY8aMUWZmph555BHt3r1bgwYN8nodr776qo4dO6bbb79dDz74oC699FKtXLnS7bmhu+66S4WFhTp06JDuv/9+DR06VA899JBKSkp0zTXXtOg88+fP15AhQ/TII4/opptu0oYNG1RQUCCHw+HWLyUlRc8//7w2btyowYMHKy0tTe+8846kH58bevbZZ7V8+XJdd911euWVV/TKK6/oggsuaPH1euNaAACtZzPGGH8XAQCwltdee0333HOP1q9fr0svvdTf5QAALIKVHwAAAACWQPgBAAAAYAnc9gYAAADAElj5AQAAAGAJhB8AAAAAlkD4AQAAAGAJAfklpw0NDfruu+8UHh4um83m73IAAAAA+IkxRrW1tYqLi1OnTs2v7QRk+Pnuu++UkJDg7zIAAAAAtBMVFRWKj49vtk9Ahp/w8HBJP15gRESEn6sBAAAA4C81NTVKSEhwZYTmBGT4OXmrW0REBOEHAAAAQIseh2HDAwAAAACWQPgBAAAAYAmEHwAAAACWQPgBAAAAYAmEHwAAAACWQPgBAAAAYAmEHwAAAACWQPgBAAAAYAleDz95eXlKS0tTeHi4YmJiNGrUKG3btq1Rv61bt+r666+Xw+FQeHi4rrjiCpWXl3u7HAAAAACQ5IPwU1RUpAkTJmjt2rUqKChQfX29hg0bpsOHD7v6fP3110pPT1fv3r21cuVKbdy4UdOnT1eXLl28XQ4AAAAASJJsxhjjyxPs27dPMTExKioq0qBBgyRJt99+uzp37qzXX3+9VWPW1NTI4XDI6XQqIiLCm+UCLVZaXq3x84q1p6bO62PbJOXf3E+3pSV6fWwAAICOxJNs4PNnfpxOpyQpKipKktTQ0KB3331XF1xwgTIzMxUTE6PLL79cS5Ys8XUpgNfkv79VN7682ifBR5KMpGlvbdaol1b5ZHwAAAAr8mn4McZoypQpSk9PV2pqqiSpqqpKhw4dUn5+voYPH64PPvhAN954o2666SYVFRU1OU5dXZ1qamrcXoC/lJZXa07RjjY5V1mFUwvX8ywcAACAN/g0/GRnZ2vTpk1asGCBq62hoUGSdMMNN2jy5Mnq37+/cnJydN1112nOnDlNjpOXlyeHw+F6JSQk+LJsoFk79x/++U5etLHiYJueDwAAoKPyWfiZOHGili5dqsLCQsXHx7vao6OjFRwcrAsvvNCtf58+fU6721tubq6cTqfrVVFR4auygZ+VEh3Wpue7OOHsNj0fAABAR+X18GOMUXZ2thYtWqSPPvpIKSkpbsdDQkKUlpbWaPvr7du3Kykpqckx7Xa7IiIi3F6AvwxIjNS4jJ5tc64EB5seAAAAeEmwtwecMGGC5s+fr7ffflvh4eGqrKyUJDkcDoWGhkqSpk6dqttuu02DBg3SkCFDtGzZMr3zzjtauXKlt8sBfCJnRB9l9o1ltzcAAIAA4vWtrm02W5Ptc+fO1dixY10//9//+3+Vl5enb775Rr169dKMGTN0ww03tOgcbHUNAAAAQPIsG/j8e358gfADAAAAQGpn3/MDAAAAAO0B4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJQT7uwAgkJWWV2vn/sNKiQ7TgMRIf5cDAACAZhB+gFbKf3+r5hTtcP08LqOnckb08WNFAAAAaA63vQGtUFpe7RZ8JGlO0Q6Vllf7qSIAAAD8HMIP0Ao79x/2qB0AAAD+R/gBWiElOsyjdgAAAPgf4QdohQGJkRqX0dOt7YGMnmx6AAAA0I6x4QHQSjkj+iizbyy7vQEAAAQIwg9wBgYkRhJ6AAAAAgS3vQEAAACwBMIPAAAAAEsg/AAAAACwBMIPAAAAAEsg/AAAAACwBMIPAAAAAEsg/AAAAACwBMIPAAAAAEsg/AAAAACwBK+Hn7y8PKWlpSk8PFwxMTEaNWqUtm3b5tZn7Nixstlsbq8rrrjC26UAAAAAgIvXw09RUZEmTJigtWvXqqCgQPX19Ro2bJgOHz7s1m/48OHas2eP6/Xee+95uxQAAAAAcAn29oDLli1z+3nu3LmKiYlRcXGxBg0a5Gq32+2KjY319ukBj13+zArtrak7ozEuSTxbi8Zf7ZV6Lpz+vo4cb/DKWL4QYQ/SphnD/V0GAACAx3z+zI/T6ZQkRUVFubWvXLlSMTExuuCCC/Sv//qvqqqq8nUpQCPJOe+ecfCRpJLyg0rOedcr9bTn4CNJNXUnvHKtAAAAbc1mjDG+GtwYoxtuuEHV1dX65JNPXO0LFy7UWWedpaSkJO3cuVPTp09XfX29iouLZbfbG41TV1enurr//QW1pqZGCQkJcjqdioiI8FX56OC8seJzqjNZAWrvKz6nYgUIAAC0BzU1NXI4HC3KBl6/7e2nsrOztWnTJq1atcqt/bbbbnP979TUVF166aVKSkrSu+++q5tuuqnROHl5eZoxY4YvS4UF7a/1bvCRpC+ralv93kAKPtKPK0AAAACBxGe3vU2cOFFLly5VYWGh4uPjm+3bo0cPJSUl6csvv2zyeG5urpxOp+tVUVHhi5JhMdHhjVcZz9T5MeGtfm/XzoG183yEPcjfJQAAAHjE679tGWOUnZ2tRYsW6aOPPlJKSsrPvuf7779XRUWFevTo0eRxu92uiIgItxdwpj59dKjXxzyTTQ+2/HGEFyvxPW55AwAAgcbr4WfChAmaN2+e5s+fr/DwcFVWVqqyslJHjx6VJB06dEi///3vtWbNGu3atUsrV67UyJEjFR0drRtvvNHb5QDN2pWfpe4RZ74CdEni2dqVn+WVetr7ClCEPcgr1woAANDWvL7hgc1ma7J97ty5Gjt2rI4ePapRo0aptLRUBw8eVI8ePTRkyBD98Y9/VEJCQovO4clDTQAAAAA6Lr9uePBzWSo0NFTLly/39mkBAAAAoFnt+/4aAAAAAPASwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEr4efvLw8paWlKTw8XDExMRo1apS2bdt22v7333+/bDabnn/+eW+XAgAAAAAuXg8/RUVFmjBhgtauXauCggLV19dr2LBhOnz4cKO+S5Ys0aeffqq4uDhvlwEAAAAAboK9PeCyZcvcfp47d65iYmJUXFysQYMGudq//fZbZWdna/ny5crKyvJ2GfCCy59Zob01df4uo80M6XWO5t5zmb/LaLeeW/6FXir82uP38bkCAID2wufP/DidTklSVFSUq62hoUGjR4/W1KlT1bdvX1+XgFZIznnXUsFHkgq37dMvct/1dxntUtrMglYFH4nPFQAAtB8+DT/GGE2ZMkXp6elKTU11tc+aNUvBwcF68MEHWzROXV2dampq3F7wncufWeHvEvzmhJHumbvO32W0K88t/0L7ao+d0Rh8rgAAoD3w+m1vP5Wdna1NmzZp1apVrrbi4mL9+c9/VklJiWw2W4vGycvL04wZM3xVJk6xv9ZaKz6n+vw7p79LaFdKdld7ZRw+VwAA4G8+W/mZOHGili5dqsLCQsXHx7vaP/nkE1VVVSkxMVHBwcEKDg7W7t279fDDDys5ObnJsXJzc+V0Ol2viooKX5UNSdHhdn+X4Fd94xz+LqFduSQp0ivj8LkCAAB/sxljjDcHNMZo4sSJWrx4sVauXKnzzz/f7fj333+vPXv2uLVlZmZq9OjRuueee9SrV6+fPUdNTY0cDoecTqciIiK8WT7+v+Qcaz6jEWSTvs5jA45Tpc0sOKNb3/hcAQCAr3iSDbx+29uECRM0f/58vf322woPD1dlZaUkyeFwKDQ0VN26dVO3bt3c3tO5c2fFxsa2KPigbezKz2K3N7isf+xX7PYGAAACntdXfk73HM/cuXM1duzYJo8lJydr0qRJmjRpUovOwcoPAAAAAMnPKz+tyVK7du3ydhkAAAAA4Mbn3/MDAAAAAO0B4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFiC18NPXl6e0tLSFB4erpiYGI0aNUrbtm1z6/Pkk0+qd+/eCgsLU2RkpIYOHapPP/3U26UAAAAAgIvXw09RUZEmTJigtWvXqqCgQPX19Ro2bJgOHz7s6nPBBRfoL3/5izZv3qxVq1YpOTlZw4YN0759+7xdDgAAAABIkmzGGOPLE+zbt08xMTEqKirSoEGDmuxTU1Mjh8OhFStW6JprrvnZMU/2dzqdioiI8HbJHjv/0Xd1vMHfVfjOkF7naO49l/m7DASYS576QAeOHPd3GcxfAAA6OE+ygc+f+XE6nZKkqKioJo8fO3ZMf/3rX+VwOHTxxRf7uhyvS87p2MFHkgq37dMvct/1dxkIIMk577aL4CMxfwEAwP/yafgxxmjKlClKT09Xamqq27F//vOfOuuss9SlSxf96U9/UkFBgaKjo5scp66uTjU1NW6v9uD8R63zC9UJI90zd52/y0AAuOSpD/xdQiPMXwAAIPk4/GRnZ2vTpk1asGBBo2NDhgxRWVmZVq9ereHDh+vWW29VVVVVk+Pk5eXJ4XC4XgkJCb4su8U6+orPqT7/zunvEhAAqtvJis+pmL8AAMBn4WfixIlaunSpCgsLFR8f3+h4WFiYzjvvPF1xxRV69dVXFRwcrFdffbXJsXJzc+V0Ol2viooKX5Xtkc4W2yi8b5zD3yUgAER27ezvEprE/AUAAF7/9d0Yo+zsbC1atEgfffSRUlJSWvy+urq6Jo/Z7XZFRES4vdqDL5/J8ncJbSbIJh4aR4uU/GGYv0tohPkLAAAkH4SfCRMmaN68eZo/f77Cw8NVWVmpyspKHT16VJJ0+PBhPfroo1q7dq12796tkpIS3Xffffrmm290yy23eLscn9uVn9XhV4CG9DpHX+dZJ+jhzO3Kz1JUO1kBYv4CAICTvL7Vtc1ma7J97ty5Gjt2rH744Qf95je/0aeffqr9+/erW7duSktL0+OPP660tLQWnaO9bXUNAAAAwD88yQbB3j75z2WpLl26aNGiRd4+LQAAAAA0q4PfsAUAAAAAPyL8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAASyD8AAAAALAEwg8AAAAAS/B6+MnLy1NaWprCw8MVExOjUaNGadu2ba7jx48f17Rp09SvXz+FhYUpLi5Od999t7777jtvlwIAAAAALl4PP0VFRZowYYLWrl2rgoIC1dfXa9iwYTp8+LAk6ciRIyopKdH06dNVUlKiRYsWafv27br++uu9XQoAAAAAuNiMMcaXJ9i3b59iYmJUVFSkQYMGNdln/fr1uuyyy7R7924lJib+7Jg1NTVyOBxyOp2KiIjwdskAOoDLn1mhvTV1Le5/SeLZWjT+ah9WBAAAfMGTbODzZ36cTqckKSoqqtk+NptNZ599tq/LAWAByTnvehR8JKmk/KCSc971UUUAAKA98Gn4McZoypQpSk9PV2pqapN9fvjhB+Xk5Og3v/nNaZNaXV2dampq3F4A0JTLn1lxRu+/6eX/8VIlAACgvfFp+MnOztamTZu0YMGCJo8fP35ct99+uxoaGvTyyy+fdpy8vDw5HA7XKyEhwVclAwhw+2s9W/E51ZdVtV6qBAAAtDc+Cz8TJ07U0qVLVVhYqPj4+EbHjx8/rltvvVU7d+5UQUFBs/fn5ebmyul0ul4VFRW+KhtAgIsOt5/R+8+PCfdSJQAAoL3xevgxxig7O1uLFi3SRx99pJSUlEZ9TgafL7/8UitWrFC3bt2aHdNutysiIsLtBQBN+fTRoWf0fjY9AACg4/J6+JkwYYLmzZun+fPnKzw8XJWVlaqsrNTRo0clSfX19fr1r3+tDRs26B//+IdOnDjh6nPs2DFvlwPAgnblZ6l7hGcrQJcknq1d+Vk+qggAALQHXt/q2mazNdk+d+5cjR07Vrt27WpyNUiSCgsLNXjw4J89B1tdAwAAAJA8ywbB3j75z2Wp5OTkn+0DAAAAAN7m8+/5AQAAAID2gPADAAAAwBIIPwAAAAAsgfADAAAAwBIIPwAAAAAsgfADAAAAwBIIPwAAAAAsgfADAAAAwBIIPwAAAAAsgfADAAAAwBIIPwAAAAAsgfADAAAAwBIIPwAAAAAsgfADAAAAwBIIPwAAAAAsgfADAAAAwBIIPwAAAAAsgfADAAAAwBIIPwAAAAAsgfADAAAAwBIIPwAAAAAsgfADAAAAwBIIPwAAAAAsgfADAAAAwBIIPwAAAAAsgfADAAAAwBIIPwAAAAAswevhJy8vT2lpaQoPD1dMTIxGjRqlbdu2ufVZtGiRMjMzFR0dLZvNprKyMm+XAQAAAABuvB5+ioqKNGHCBK1du1YFBQWqr6/XsGHDdPjwYVefw4cP6+qrr1Z+fr63Tw8AAAAATQr29oDLli1z+3nu3LmKiYlRcXGxBg0aJEkaPXq0JGnXrl3ePj0AeGTQsx+p/MBRj94TYQ/SphnDfVQRgI7uueVf6KXCr/1dhs9dkni2Fo2/2qP3XP7MCu2tqfNRRd5hk5R/cz/dlpbotTEvnP6+jhxv+Nl+3SPs+vTRoV47rxX5/Jkfp9MpSYqKivL1qQDAI8k573ocfCSppu6EknPe9UFFADq6tJkFlgg+klRSftCjvyuTc95t98FHkoykaW9t1qiXVnllvOScd1sUfCRpb00d//6cIZ+GH2OMpkyZovT0dKWmprZ6nLq6OtXU1Li9AOBMDHr2ozMe46Inlv18JwD4/55b/oX21R7zdxlt7qaX/+dn+1z+zIo2qMS7yiqcWri+/IzGuHD6+616XyB+Xu2FT8NPdna2Nm3apAULFpzROHl5eXI4HK5XQkKClyoEYFV7nJ6v+Jyqpu6EFyoBYBUlu6v9XYJffFlV+7N99te2/xWfpmysOHhG72/pis+pAvXzag98Fn4mTpyopUuXqrCwUPHx8Wc0Vm5urpxOp+tVUVHhpSoBWFUPR+gZjxFhD/JCJQCs4pKkSH+X4Bfnx4T/bJ/ocHsbVOJ9FyecfUbv79q5db+KB+rn1R54PfwYY5Sdna1Fixbpo48+UkpKyhmPabfbFRER4fYCgDPx8SO/POMx2PQAgCemZvbWOeEh/i6jzbVk04NAfIh/QILjjDc92PLHEa16XyB+Xu2F18PPhAkTNG/ePM2fP1/h4eGqrKxUZWWljh7931tMDhw4oLKyMm3ZskWStG3bNpWVlamystLb5QDAae3Kz1JilOcrQBH2IO3Kz/JBRQA6uvWP/UoThvzC32W0iUsSz/bo78pd+VnqHtH+VzRskmbd3E+LJ6R7Zbxd+VktXgHqHmHn358zZDPGGK8OaLM12T537lyNHTtWkvTaa6/pnnvuadTniSee0JNPPvmz56ipqZHD4ZDT6WQVCAAAALAwT7KB18NPWyD8AAAAAJA8ywY+/54fAAAAAGgPCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALMHr4ScvL09paWkKDw9XTEyMRo0apW3btrn1McboySefVFxcnEJDQzV48GB9/vnn3i4FAAAAAFyCvT1gUVGRJkyYoLS0NNXX1+uxxx7TsGHDtGXLFoWFhUmSnn32Wc2ePVuvvfaaLrjgAj399NP61a9+pW3btik8PNzbJQGAVzy3/Au9VPh1s316dT9LyydntFFFALypJX/GvSnCHqRNM4a32fnayqBnP1L5gaNnNMaQXudo7j2Xeaki77lw+vs6crzBJ2PbJOXf3E+3pSU2OnbP3HUq3LbPq+frHmHXp48ObdS+cH25pr21+YzHaa9sxhjjyxPs27dPMTExKioq0qBBg2SMUVxcnCZNmqRp06ZJkurq6tS9e3fNmjVL999//8+OWVNTI4fDIafTqYiICF+WDwCSpLSZBdpXe6zF/XflZ/mwGgDe5umfcW/qSH9fJOe867WxgmzS13nt57Px5rU1p3+CQ0smpLt+/kXuuzrhw9/Wfzr/Rr20SmUVzjMep615kg18/syP0/njBxgVFSVJ2rlzpyorKzVs2DBXH7vdroyMDK1evbrJMerq6lRTU+P2AoC28tzyLzz+pSjzT0U+qgaAt7Xmz7g3XfTEMr+d25sGPfuRV8c7YX5c8WgPLpz+fpudq6zCqYXryyX9eP2+DD6SdPkzKyT9uOLT2uDz03HaO5+GH2OMpkyZovT0dKWmpkqSKisrJUndu3d369u9e3fXsVPl5eXJ4XC4XgkJCb4sGwDclOyu9vg9uw8c9kElAHyhNX/Gvamm7oRfz+8te5xndqtbUz7/rvW/jHuTr251O52NFQcltc3176+tczvnmY7T3vk0/GRnZ2vTpk1asGBBo2M2m83tZ2NMo7aTcnNz5XQ6Xa+Kigqf1AsATbkkKdLj9yRFhfmgEgC+0Jo/494UYQ/y6/m9pYcj1Otj9o1zeH3M1ujauW03SL444WxJbXP90eF2t3Oe6Tjtnc/+S06cOFFLly5VYWGh4uPjXe2xsbGS1GiVp6qqqtFq0El2u10RERFuLwBoK1Mze+uc8BCP3sOmB0DgaM2fcW/qKJsefPzIL706XpBN7WbTgy1/HNFm5xqQ4HBtejD3nssU1PTagNec3KzgtrRE9U9ofdgKlE0PvB5+jDHKzs7WokWL9NFHHyklJcXteEpKimJjY1VQUOBqO3bsmIqKinTVVVd5uxwA8Ir1j/1KE4b84mf79ep+Vod6eBmwipb+GfemCHtQh/v7Yld+lhKjznwFaEivc9rVZgfSj9fmyxUgm6RZN/fT4p9sdiD9uOnDkF7neP183SPsjebfkgnpmnVzvzMepz3z+m5v48eP1/z58/X222+rV69ernaHw6HQ0B//MMyaNUt5eXmaO3euzj//fD3zzDNauXJli7e6Zrc3AAAAAJJn2cDr3/PzyiuvSJIGDx7s1j537lyNHTtWkvTII4/o6NGjGj9+vKqrq3X55Zfrgw8+4Dt+AAAAAPiMz7/nxxdY+QEAAAAgtbPv+QEAAACA9oDwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALMHr4efjjz/WyJEjFRcXJ5vNpiVLlrgd37t3r8aOHau4uDh17dpVw4cP15dffuntMgAAAADATbC3Bzx8+LAuvvhi3XPPPbr55pvdjhljNGrUKHXu3Flvv/22IiIiNHv2bA0dOlRbtmxRWFiYt8sBgDaR+acibdt7SDZJAxLP1qLxV/u7pDZRWl6tO/+2VkeON5y2jz3Ipm0zr22zmhauL9e0tza32fk6Ipuk/Jv76ba0xFa9/+Sfh0DVJdimBb+7UgMSI/1dCuB198xdp8Jt+362X9fOnbTljyPaoKK2ZTPGGJ8NbrNp8eLFGjVqlCRp+/bt6tWrlz777DP17dtXknTixAnFxMRo1qxZuu+++1o0bk1NjRwOh5xOpyIiInxVPgC0SHLOu02278rPauNK2lb++1s1p2hHi/u3xecx6qVVKqtw+vw8VtE/waElE9I9es/p/jwEonEZPZUzoo+/ywC85he57+qEh7/5B8K/ZZ5kgzZ95qeurk6S1KVLF1dbUFCQQkJCtGrVqmbfV1NT4/YCgPYg809Fpz1208v/04aVtK3S8mqPgo8k9XrsPR9V86OF68sJPl5WVuHUwvXlLe7f3J+HQDSnaIdKy6v9XQbgFffMXedx8JGkC6e/7/1i/KhNw0/v3r2VlJSk3NxcVVdX69ixY8rPz1dlZaX27Nlz2vfl5eXJ4XC4XgkJCW1YNQCc3u4Dh0977Muq2jaspG3t3H/66z6dutb8q+uBjRUHfTq+VXnyuTb35yFQtWauA+3R59+17v8cau625kDUpuGnc+fOeuutt7R9+3ZFRUWpa9euWrlypUaMGKGgoKDTvi83N1dOp9P1qqioaMOqAeD0kqJO/6zi+THhbVhJ20qJ9vwZTXuQzQeV/K+LE8726fhW5cnn2tyfh0DVmrkOtEd94xytel/Xzh1rc+g2v5qBAweqrKxMBw8e1J49e7Rs2TJ9//33SklJOe177Ha7IiIi3F4A0B4sn5xx2mMdedODAYmRGpfR06P3+HrTg9vSEtU/oXX/uKNpAxIcHm160Nyfh0D0QEZPNj1AhzH3nsvUmv8PqqNteuC3KOdwOHTOOefoyy+/1IYNG3TDDTf4qxQAOCO78rPUq/tZkn7cJeuSxLMD4gHRM5Uzoo8Wj7/qZ/9fQXuQrc0+jyUT0jXr5n5tcq6OzCZp1s39tNjDzQ4k9z8PgapLsE2Lx1+laWx2gA7m67wsDel1Tov6du3cqUP+W+b13d4OHTqkr776SpI0YMAAzZ49W0OGDFFUVJQSExP15ptv6pxzzlFiYqI2b96shx56SAMHDtRbb73V4nOw2xsAAAAAybNs4PXv+dmwYYOGDBni+nnKlCmSpDFjxui1117Tnj17NGXKFO3du1c9evTQ3XffrenTp3u7DAAAAABw49Pv+fEVVn4AAAAASO34e34AAAAAwF8IPwAAAAAsgfADAAAAwBIIPwAAAAAsgfADAAAAwBIIPwAAAAAsgfADAAAAwBIIPwAAAAAsgfADAAAAwBKC/V0AACBwlZZXa+W2KknS4F4xGpAY6eeKfqxp5/7DSokOaxf1BBo+PwAdGeEHANAq+e9v1ZyiHa6f//zhVxqX0VM5I/q0m5r8XU+g4fMD0NFx2xsAwGOl5dVuvySfNKdoh0rLq/1QUdM1+bOeQMPnB8AKCD8AAI/t3H+4Vcd86XTn9Vc9gYbPD4AVEH4AAB5LiQ5r1TFfOt15/VVPoOHzA2AFhB8AgMcGJEZqXEbPRu0PZPT020PyTdXkz3oCDZ8fACuwGWOMv4vwVE1NjRwOh5xOpyIiIvxdDgBYFru9dTx8fgACjSfZgPADAAAAIGB5kg247Q0AAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFgC4QcAAACAJRB+AAAAAFiC18PPxx9/rJEjRyouLk42m01LlixxO37o0CFlZ2crPj5eoaGh6tOnj1555RVvlwEAAAAAboK9PeDhw4d18cUX65577tHNN9/c6PjkyZNVWFioefPmKTk5WR988IHGjx+vuLg43XDDDd4uBwDazKBnP1L5gaP+LsMvbJLGD/mFpmb2drWVllfrppdXy/ippgh7kDbNGO6nsweuC6e/ryPHG7wyVq/uZ2n55AyvjAUA3mAzxvjs3yWbzabFixdr1KhRrrbU1FTddtttmj59uqtt4MCBuvbaa/XHP/6xRePW1NTI4XDI6XQqIiLC22UDgMeSc971dwntwjnhIVr/2K+U//5WzSna4e9yJEm78rP8XULA8NU85r8BAF/yJBu0+TM/6enpWrp0qb799lsZY1RYWKjt27crMzPztO+pq6tTTU2N2wsA2otBz37k7xLajX21x/Twf5W1m+AjSRc9sczfJQSEC6e/77OxM/9U5LOxAcATbR5+XnjhBV144YWKj49XSEiIhg8frpdfflnp6emnfU9eXp4cDofrlZCQ0IYVA0Dz9jiteavb6WysOOjvEtzU1J3wdwkBwVu3ujVl94HDPhsbADzhl/Czdu1aLV26VMXFxfr3f/93jR8/XitWrDjte3Jzc+V0Ol2vioqKNqwYAJrXwxHq7xLalYsTzvZ3CW4i7EH+LiEgdO3su18JkqLCfDY2AHiiTZ/5OXr0qBwOhxYvXqysrP+9//e+++7TN998o2XLWnZrAs/8AGhveObnRzHhIVrHMz8Bi2d+AASidvvMz/Hjx3X8+HF16uR+2qCgIDU0+G65HQB8bVd+lhKjrLsCZJM0YcgvtO6xX0mSckb00eLxV8nmx5oi7EH80u2hXflZXl0B6tX9LP4bAGhXvL7V9aFDh/TVV1+5ft65c6fKysoUFRWlxMREZWRkaOrUqQoNDVVSUpKKior0n//5n5o9e7a3SwGANvXxI7/0dwntyoDESO3kF9+As+WPI/xdAgD4jNdve1u5cqWGDBnSqH3MmDF67bXXVFlZqdzcXH3wwQc6cOCAkpKS9Lvf/U6TJ0+Wzday/4+Q294AAAAASJ5lA58+8+MrhB8AAAAAUjt+5gcAAAAA/IXwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALIHwAwAAAMASCD8AAAAALCHY3wW0xsmvJqqpqfFzJQAAAAD86WQmaMnXlwZk+KmtrZUkJSQk+LkSAAAAAO1BbW2tHA5Hs31spiURqZ1paGjQd999p/DwcNlsNn+Xo5qaGiUkJKiiouJnv1UWYL7AU8wZeIo5A08xZ+Cp9jRnjDGqra1VXFycOnVq/qmegFz56dSpk+Lj4/1dRiMRERF+/4+PwMF8gaeYM/AUcwaeYs7AU+1lzvzcis9JbHgAAAAAwBIIPwAAAAAsgfDjBXa7XU888YTsdru/S0EAYL7AU8wZeIo5A08xZ+CpQJ0zAbnhAQAAAAB4ipUfAAAAAJZA+AEAAABgCYQfAAAAAJZA+AEAAABgCYSfM/Tyyy8rJSVFXbp00cCBA/XJJ5/4uyS0gby8PKWlpSk8PFwxMTEaNWqUtm3b5tbHGKMnn3xScXFxCg0N1eDBg/X555+79amrq9PEiRMVHR2tsLAwXX/99frmm2/c+lRXV2v06NFyOBxyOBwaPXq0Dh486OtLhA/l5eXJZrNp0qRJrjbmC5ry7bff6q677lK3bt3UtWtX9e/fX8XFxa7jzBv8VH19vR5//HGlpKQoNDRUPXv21FNPPaWGhgZXH+aMtX388ccaOXKk4uLiZLPZtGTJErfjbTk/ysvLNXLkSIWFhSk6OloPPvigjh075ovLdmfQam+88Ybp3Lmz+dvf/ma2bNliHnroIRMWFmZ2797t79LgY5mZmWbu3Lnms88+M2VlZSYrK8skJiaaQ4cOufrk5+eb8PBw89Zbb5nNmzeb2267zfTo0cPU1NS4+owbN86ce+65pqCgwJSUlJghQ4aYiy++2NTX17v6DB8+3KSmpprVq1eb1atXm9TUVHPddde16fXCe9atW2eSk5PNRRddZB566CFXO/MFpzpw4IBJSkoyY8eONZ9++qnZuXOnWbFihfnqq69cfZg3+Kmnn37adOvWzfzzn/80O3fuNG+++aY566yzzPPPP+/qw5yxtvfee8889thj5q233jKSzOLFi92Ot9X8qK+vN6mpqWbIkCGmpKTEFBQUmLi4OJOdne3zz4DwcwYuu+wyM27cOLe23r17m5ycHD9VBH+pqqoykkxRUZExxpiGhgYTGxtr8vPzXX1++OEH43A4zJw5c4wxxhw8eNB07tzZvPHGG64+3377renUqZNZtmyZMcaYLVu2GElm7dq1rj5r1qwxkswXX3zRFpcGL6qtrTXnn3++KSgoMBkZGa7ww3xBU6ZNm2bS09NPe5x5g1NlZWWZe++9163tpptuMnfddZcxhjkDd6eGn7acH++9957p1KmT+fbbb119FixYYOx2u3E6nT653pO47a2Vjh07puLiYg0bNsytfdiwYVq9erWfqoK/OJ1OSVJUVJQkaefOnaqsrHSbH3a7XRkZGa75UVxcrOPHj7v1iYuLU2pqqqvPmjVr5HA4dPnll7v6XHHFFXI4HMyzADRhwgRlZWVp6NChbu3MFzRl6dKluvTSS3XLLbcoJiZGAwYM0N/+9jfXceYNTpWenq4PP/xQ27dvlyRt3LhRq1at0rXXXiuJOYPmteX8WLNmjVJTUxUXF+fqk5mZqbq6Ordbe30h2Kejd2D79+/XiRMn1L17d7f27t27q7Ky0k9VwR+MMZoyZYrS09OVmpoqSa450NT82L17t6tPSEiIIiMjG/U5+f7KykrFxMQ0OmdMTAzzLMC88cYbKikp0fr16xsdY76gKTt27NArr7yiKVOm6NFHH9W6dev04IMPym636+6772beoJFp06bJ6XSqd+/eCgoK0okTJzRz5kzdcccdkvi7Bs1ry/lRWVnZ6DyRkZEKCQnx+Rwi/Jwhm83m9rMxplEbOrbs7Gxt2rRJq1atanSsNfPj1D5N9WeeBZaKigo99NBD+uCDD9SlS5fT9mO+4KcaGhp06aWX6plnnpEkDRgwQJ9//rleeeUV3X333a5+zBuctHDhQs2bN0/z589X3759VVZWpkmTJikuLk5jxoxx9WPOoDltNT/8NYe47a2VoqOjFRQU1CidVlVVNUqy6LgmTpyopUuXqrCwUPHx8a722NhYSWp2fsTGxurYsWOqrq5uts/evXsbnXffvn3MswBSXFysqqoqDRw4UMHBwQoODlZRUZFeeOEFBQcHu/5bMl/wUz169NCFF17o1tanTx+Vl5dL4u8ZNDZ16lTl5OTo9ttvV79+/TR69GhNnjxZeXl5kpgzaF5bzo/Y2NhG56murtbx48d9PocIP60UEhKigQMHqqCgwK29oKBAV111lZ+qQlsxxig7O1uLFi3SRx99pJSUFLfjKSkpio2NdZsfx44dU1FRkWt+DBw4UJ07d3brs2fPHn322WeuPldeeaWcTqfWrVvn6vPpp5/K6XQyzwLINddco82bN6usrMz1uvTSS3XnnXeqrKxMPXv2ZL6gkauvvrrRFvrbt29XUlKSJP6eQWNHjhxRp07uv9oFBQW5trpmzqA5bTk/rrzySn322Wfas2ePq88HH3wgu92ugQMH+vQ62e3tDJzc6vrVV181W7ZsMZMmTTJhYWFm165d/i4NPvbAAw8Yh8NhVq5cafbs2eN6HTlyxNUnPz/fOBwOs2jRIrN582Zzxx13NLldZHx8vFmxYoUpKSkxv/zlL5vcLvKiiy4ya9asMWvWrDH9+vVjO9EO4Ke7vRnDfEFj69atM8HBwWbmzJnmyy+/NP/4xz9M165dzbx581x9mDf4qTFjxphzzz3XtdX1okWLTHR0tHnkkUdcfZgz1lZbW2tKS0tNaWmpkWRmz55tSktLXV/T0lbz4+RW19dcc40pKSkxK1asMPHx8Wx1HQheeuklk5SUZEJCQswll1zi2uoYHZukJl9z58519WloaDBPPPGEiY2NNXa73QwaNMhs3rzZbZyjR4+a7OxsExUVZUJDQ811111nysvL3fp8//335s477zTh4eEmPDzc3Hnnnaa6uroNrhK+dGr4Yb6gKe+8845JTU01drvd9O7d2/z1r391O868wU/V1NSYhx56yCQmJpouXbqYnj17mscee8zU1dW5+jBnrK2wsLDJ31/GjBljjGnb+bF7926TlZVlQkNDTVRUlMnOzjY//PCDLy/fGGOMzRhjfLu2BAAAAAD+xzM/AAAAACyB8AMAAADAEgg/AAAAACyB8AMAAADAEgg/AAAAACyB8AMAAADAEgg/AAAAACyB8AMAAADAEgg/AAAAACyB8AMAAADAEgg/AAAAACyB8AMAAADAEv4fiE6w70fpqd8AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start = 115000\n", + "end = start + 10000\n", + "\n", + "fig, axs = plt.subplots(nrows=4, ncols=1, figsize=(10,20))\n", + "\n", + "numerical_values0 = convert_values(df['BATT_PACK_1_FAULT'][start:end])\n", + "numerical_values1 = convert_values(df['BATT_PACK_1_DISCONN'][start:end])\n", + "numerical_values2 = df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "numerical_values3 = df['PACK1_CRIDATA_AVG_CELL_TEMP'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "axs[0].scatter(range(len(numerical_values0)), numerical_values0, s=10)\n", + "axs[0].set_title(\"fault\")\n", + "axs[1].scatter(range(len(numerical_values1)), numerical_values1, s=10)\n", + "axs[1].set_title(\"disconnect\")\n", + "axs[2].scatter(range(len(numerical_values2)), numerical_values2, s=10)\n", + "axs[2].set_title(\"voltage\")\n", + "axs[3].scatter(range(len(numerical_values3)), numerical_values3, s=10)\n", + "axs[3].set_title(\"temperature\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## temperature?" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "plt.plot(df['PACK1_CRIDATA_AVG_CELL_TEMP'].cast(pl.Float32).fill_null(strategy='mean'))" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(800.0, 1000.0)" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start = 50000 + 7500\n", + "end = start + 1000\n", + "\n", + "fig, axs = plt.subplots(nrows=3, ncols=1, figsize=(10,16))\n", + "\n", + "numerical_values1 = df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32).fill_null(strategy='mean')[start:end]\n", + "numerical_values2 = convert_values(df['BATT_PACK_1_FAULT'])[start:end]\n", + "numerical_values3 = df['PACK1_CRIDATA_AVG_CELL_TEMP'].cast(pl.Float32).fill_null(strategy='mean')[start:end]\n", + "axs[0].scatter(range(len(numerical_values1)), numerical_values1, s=10)\n", + "axs[1].scatter(range(len(numerical_values2)), numerical_values2, s=10)\n", + "axs[2].scatter(range(len(numerical_values3)), numerical_values3, s=10)\n", + "axs[0].set_ylim(800,1000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SOH and SOC" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "series = df['PACK1_CRIDATA_SOC'].cast(pl.Float32).fill_null(strategy='mean')\n", + "plt.scatter(range(len(series)), series, s=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "series = df['PACK1_CRIDATA_SOH'].cast(pl.Float32).fill_null(strategy='mean')\n", + "plt.scatter(range(len(series)), series, s=10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need to remove outlier data points (e.g. 4000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## find discharge zones" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The idea is to have 2 moving average windows, and then find if the moving window ahead is lower than the moving window before." + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [], + "source": [ + "window_size = 10\n", + "series = df['PACK1_CRIDATA_SOC'].cast(pl.Float32).fill_null(strategy='mean')\n", + "moving_avg = series.rolling_mean(window_size=window_size)" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "shape: (9, 2)\n", + "┌────────────┬───────────┐\n", + "│ statistic ┆ value │\n", + "│ --- ┆ --- │\n", + "│ str ┆ f64 │\n", + "╞════════════╪═══════════╡\n", + "│ count ┆ 273961.0 │\n", + "│ null_count ┆ 9.0 │\n", + "│ mean ┆ 80.893529 │\n", + "│ std ┆ 13.902372 │\n", + "│ min ┆ 0.0 │\n", + "│ 25% ┆ 80.893616 │\n", + "│ 50% ┆ 85.0 │\n", + "│ 75% ┆ 85.0 │\n", + "│ max ┆ 88.0 │\n", + "└────────────┴───────────┘\n", + "shape: (9, 2)\n", + "┌────────────┬───────────┐\n", + "│ statistic ┆ value │\n", + "│ --- ┆ --- │\n", + "│ str ┆ f64 │\n", + "╞════════════╪═══════════╡\n", + "│ count ┆ 273961.0 │\n", + "│ null_count ┆ 0.0 │\n", + "│ mean ┆ 80.893613 │\n", + "│ std ┆ 13.989593 │\n", + "│ min ┆ -0.299927 │\n", + "│ 25% ┆ 80.893616 │\n", + "│ 50% ┆ 85.0 │\n", + "│ 75% ┆ 85.0 │\n", + "│ max ┆ 100.0 │\n", + "└────────────┴───────────┘\n" + ] + } + ], + "source": [ + "print(moving_avg.describe())\n", + "\n", + "print(series.describe())" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(range(len(moving_avg)),moving_avg, s=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "subset = moving_avg[54500:55000]\n", + "plt.scatter(range(len(subset)),subset, s=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that we get artifacts of the moving averages because the data is not clean" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(800.0, 1000.0)" + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start = 54500\n", + "end = start + 5000\n", + "\n", + "fig, axs = plt.subplots(nrows=4, ncols=1, figsize=(10,16))\n", + "numerical_values1 = df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32).fill_null(strategy='mean')[start:end]\n", + "numerical_values2 = convert_values(df['BATT_PACK_1_FAULT'])[start:end]\n", + "numerical_values3 = df['PACK1_CRIDATA_AVG_CELL_TEMP'].cast(pl.Float32).fill_null(strategy='mean')[start:end]\n", + "numerical_values4 = df['PACK1_CRIDATA_SOC'].cast(pl.Float32).fill_null(strategy='mean')[start:end]\n", + "axs[0].scatter(range(len(numerical_values1)), numerical_values1, s=10)\n", + "axs[1].scatter(range(len(numerical_values2)), numerical_values2, s=10)\n", + "axs[2].scatter(range(len(numerical_values3)), numerical_values3, s=10)\n", + "axs[3].scatter(range(len(numerical_values4)), numerical_values4, s=10)\n", + "axs[0].set_ylim(800,1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "series = df['PACK1_CRIDATA_SOC'].cast(pl.Float32).fill_null(strategy='mean')\n", + "plt.scatter(range(len(series)), series)" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# reset df\n", + "series = df['PACK1_CRIDATA_SOC'].cast(pl.Float32).fill_null(-10)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 147, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# start = 50000\n", + "# end = start + 10000\n", + "start = 0\n", + "end = len(df)\n", + "window = series[start:end]\n", + "plt.scatter(range(len(window)), window, s=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 153, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 153, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start = 70400\n", + "end = start + 500\n", + "window = series[start:end]\n", + "plt.scatter(range(len(window)), window, s=10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Good news is that the data makes sense. It discharges in about 40 minutes, then charges back up in the same amount of time" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start = 50000\n", + "end = start + 10000\n", + "window = series[start:end]\n", + "plt.scatter(range(len(window)), window, s=10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## strategy\n", + "\n", + "We are going to identify periods of discharge/charge, then try to interpolate missing data in those intervals\n", + "\n", + "Large periods of missing data usually correspond to idle times" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "window_size = 10\n", + "# moving_avg = (df['PACK1_CRIDATA_SOC'].cast(pl.Float32)\n", + "# .fill_null(-10)\n", + "# .rolling_mean(window_size=window_size)\n", + "# .fill_null(-10))\n", + "moving_avg = df['PACK1_CRIDATA_SOC'].cast(pl.Float32).fill_null(-10)\n", + "\n", + "# moving_std = (df['PACK1_CRIDATA_SOC'].cast(pl.Float32)\n", + "# .fill_null(-10)\n", + "# .rolling_std(window_size=window_size)\n", + "# .fill_null(10))\n", + "\n", + "downward_segments = []\n", + "threshold_long = 10\n", + "threshold_short = 0.1\n", + "# smoothness = 3.0\n", + "segment_start = None\n", + "\n", + "\n", + "for i in range(len(df)):\n", + " if ((moving_avg[i] - moving_avg[i - 1] > threshold_short) and \n", + " (moving_avg[i] - moving_avg[i - 1] < threshold_long)):\n", + " # activate flag upon first contact\n", + " if segment_start is None:\n", + " segment_start = i - window_size + 1\n", + " # at end of downward movement, reset flag\n", + " elif segment_start is not None:\n", + " segment_end = i\n", + " downward_segments.append((segment_start, segment_end))\n", + " segment_start = None\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# reset df\n", + "series = df['PACK1_CRIDATA_SOC'].cast(pl.Float32).fill_null(-10)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 255, + "metadata": {}, + "outputs": [], + "source": [ + "time = range(len(df))\n", + "for start, end in downward_segments:\n", + " plt.fill_betweenx(series, start, end, color='green', alpha=0.3)\n", + "plt.xlim(0, len(df))\n", + "plt.scatter(range(len(series)), series)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start_time = 70000 + 400; end_time = start_time + 500\n", + "sampled_segments = [(segment_start, segment_end) for segment_start, segment_end in downward_segments if ((segment_start > start_time) and (segment_end < end_time))]\n", + "for start, end in sampled_segments:\n", + " plt.fill_betweenx(series[start_time:end_time], start, end, color='green', alpha=0.3)\n", + "# plt.xlim(0, len(df[start:end]))\n", + "plt.scatter(range(start_time,end_time), series[start_time:end_time])" + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 195, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sampled_segments" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# What are faults associated with?" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import polars as pl\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from io import StringIO\n", + "import math\n", + "df = pl.read_csv('output.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 209, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['',\n", + " 'time',\n", + " 'AVG_PACK_SOC',\n", + " 'AvgSOC',\n", + " 'AvgSOH',\n", + " 'BATT_PACK_1_DISCONN',\n", + " 'BATT_PACK_1_FAULT',\n", + " 'BATT_PACK_1_WARN',\n", + " 'BATT_PACK_2_DISCONN',\n", + " 'BATT_PACK_2_FAULT',\n", + " 'BATT_PACK_2_WARN',\n", + " 'BATT_PACK_3_DISCONN',\n", + " 'BATT_PACK_3_FAULT',\n", + " 'BATT_PACK_3_WARN',\n", + " 'BATT_PACK_4_DISCONN',\n", + " 'BATT_PACK_4_FAULT',\n", + " 'BATT_PACK_4_WARN',\n", + " 'BATT_PACK_5_DISCONN',\n", + " 'BATT_PACK_5_FAULT',\n", + " 'BATT_PACK_5_WARN',\n", + " 'BATT_PACK_6_DISCONN',\n", + " 'BATT_PACK_6_FAULT',\n", + " 'BATT_PACK_6_WARN',\n", + " 'BATT_PACK_7_DISCONN',\n", + " 'BATT_PACK_7_FAULT',\n", + " 'BATT_PACK_7_WARN',\n", + " 'BATT_ROOM_TEMP',\n", + " 'Current',\n", + " 'MAX_CELL_TEMP',\n", + " 'MAX_CELL_VOL',\n", + " 'MAX_PACK_SOC',\n", + " 'MAX_UNCONN_PACK_VOL',\n", + " 'MIN_CELL_TEMP',\n", + " 'MIN_CELL_VOL',\n", + " 'MIN_PACK_SOC',\n", + " 'MIN_UNCONN_PACK_VOL',\n", + " 'NUMBER_OF_PACKS_CONN',\n", + " 'NUMBER_OF_PACKS_FAULTED',\n", + " 'PACK1_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK1_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK1_CRIDATA_BATT_VOL',\n", + " 'PACK1_CRIDATA_BUS_VOL',\n", + " 'PACK1_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK1_CRIDATA_CURR',\n", + " 'PACK1_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK1_CRIDATA_SOC',\n", + " 'PACK1_CRIDATA_SOH',\n", + " 'PACK2_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK2_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK2_CRIDATA_BATT_VOL',\n", + " 'PACK2_CRIDATA_BUS_VOL',\n", + " 'PACK2_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK2_CRIDATA_CURR',\n", + " 'PACK2_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK2_CRIDATA_SOC',\n", + " 'PACK2_CRIDATA_SOH',\n", + " 'PACK3_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK3_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK3_CRIDATA_BATT_VOL',\n", + " 'PACK3_CRIDATA_BUS_VOL',\n", + " 'PACK3_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK3_CRIDATA_CURR',\n", + " 'PACK3_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK3_CRIDATA_SOC',\n", + " 'PACK3_CRIDATA_SOH',\n", + " 'PACK4_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK4_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK4_CRIDATA_BATT_VOL',\n", + " 'PACK4_CRIDATA_BUS_VOL',\n", + " 'PACK4_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK4_CRIDATA_CURR',\n", + " 'PACK4_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK4_CRIDATA_SOC',\n", + " 'PACK4_CRIDATA_SOH',\n", + " 'PACK5_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK5_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK5_CRIDATA_BATT_VOL',\n", + " 'PACK5_CRIDATA_BUS_VOL',\n", + " 'PACK5_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK5_CRIDATA_CURR',\n", + " 'PACK5_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK5_CRIDATA_SOC',\n", + " 'PACK5_CRIDATA_SOH',\n", + " 'PACK6_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK6_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK6_CRIDATA_BATT_VOL',\n", + " 'PACK6_CRIDATA_BUS_VOL',\n", + " 'PACK6_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK6_CRIDATA_CURR',\n", + " 'PACK6_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK6_CRIDATA_SOC',\n", + " 'PACK6_CRIDATA_SOH',\n", + " 'PACK7_CRIDATA_AVG_CELL_TEMP',\n", + " 'PACK7_CRIDATA_AVG_CELL_VOL',\n", + " 'PACK7_CRIDATA_BATT_VOL',\n", + " 'PACK7_CRIDATA_BUS_VOL',\n", + " 'PACK7_CRIDATA_CHARGE_CURR_LIMIT',\n", + " 'PACK7_CRIDATA_CURR',\n", + " 'PACK7_CRIDATA_DISCHARGE_CURR_LIMIT',\n", + " 'PACK7_CRIDATA_SOC',\n", + " 'PACK7_CRIDATA_SOH',\n", + " 'PACK_1_STATUS',\n", + " 'PACK_2_STATUS',\n", + " 'PACK_3_STATUS',\n", + " 'PACK_4_STATUS',\n", + " 'PACK_5_STATUS',\n", + " 'PACK_6_STATUS',\n", + " 'PACK_7_STATUS',\n", + " 'RunningState',\n", + " 'Voltage',\n", + " 'valuestreamname']" + ] + }, + "execution_count": 209, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_values(values):\n", + " numerical_values = []\n", + " for value in values:\n", + " if value == 'False':\n", + " numerical_values.append(0)\n", + " elif value == 'True':\n", + " numerical_values.append(1)\n", + " else:\n", + " # numerical_values.append(np.nan)\n", + " numerical_values.append(-1)\n", + " return numerical_values\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fault = convert_values(df['BATT_PACK_1_FAULT'])\n", + "plt.scatter(range(len(fault)), fault)" + ] + }, + { + "cell_type": "code", + "execution_count": 189, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 189, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(df['Voltage'].cast(pl.Float32))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that faults are constrained to between 50000 and 150000" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## overview" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'batt room temp')" + ] + }, + "execution_count": 176, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# start = 115000\n", + "# end = 140000\n", + "start = 0\n", + "end = len(df)\n", + "#\n", + "\n", + "num_rows = 10\n", + "fig, axs = plt.subplots(nrows=num_rows, ncols=1, figsize=(10,3 * num_rows))\n", + "\n", + "numerical_values0 = convert_values(df['BATT_PACK_1_FAULT'][start:end])\n", + "numerical_values1 = df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "numerical_values2 = df['PACK1_CRIDATA_AVG_CELL_VOL'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "numerical_values3 = df['PACK1_CRIDATA_AVG_CELL_TEMP'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "numerical_values4 = df['PACK1_CRIDATA_BUS_VOL'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "numerical_values5 = df['PACK1_CRIDATA_CHARGE_CURR_LIMIT'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "numerical_values6 = df['PACK1_CRIDATA_CURR'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "numerical_values7 = df['PACK1_CRIDATA_DISCHARGE_CURR_LIMIT'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "numerical_values8 = df['PACK1_CRIDATA_SOC'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "numerical_values9 = df['BATT_ROOM_TEMP'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "axs[0].scatter(range(len(numerical_values0)), numerical_values0, s=10)\n", + "axs[0].set_title(\"fault\")\n", + "axs[1].scatter(range(len(numerical_values1)), numerical_values1, s=10)\n", + "axs[1].set_title(\"voltage\")\n", + "axs[1].set_ylim(600,1000)\n", + "\n", + "axs[2].scatter(range(len(numerical_values2)), numerical_values2, s=10)\n", + "axs[2].set_title(\"avg cell vol\")\n", + "\n", + "axs[3].scatter(range(len(numerical_values3)), numerical_values3, s=10)\n", + "axs[3].set_title(\"avg cell temp\")\n", + "axs[3].set_ylim(-20, 100)\n", + "\n", + "axs[4].scatter(range(len(numerical_values4)), numerical_values4, s=10)\n", + "axs[4].set_title(\"bus vol\")\n", + "\n", + "axs[5].scatter(range(len(numerical_values5)), numerical_values5, s=10)\n", + "axs[5].set_title(\"charge curr limit\")\n", + "\n", + "axs[6].scatter(range(len(numerical_values6)), numerical_values6, s=10)\n", + "axs[6].set_title(\"curr\")\n", + "\n", + "axs[7].scatter(range(len(numerical_values7)), numerical_values7, s=10)\n", + "axs[7].set_title(\"discharge curr limit\")\n", + "\n", + "axs[8].scatter(range(len(numerical_values8)), numerical_values8, s=10)\n", + "axs[8].set_title(\"soc\")\n", + "\n", + "axs[9].scatter(range(len(numerical_values9)), numerical_values9, s=10)\n", + "axs[9].set_title(\"batt room temp\")\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'batt room temp')" + ] + }, + "execution_count": 155, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start = 115000\n", + "end = 140000\n", + "# start = 0\n", + "# end = len(df)\n", + "\n", + "num_rows = 7\n", + "fig, axs = plt.subplots(nrows=num_rows, ncols=1, figsize=(10,3 * num_rows))\n", + "\n", + "numerical_values0 = convert_values(df['BATT_PACK_1_FAULT'][start:end])\n", + "numerical_values1 = convert_values(df['BATT_PACK_1_WARN'][start:end])\n", + "numerical_values2 = df['Current'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "numerical_values3 = df['PACK1_CRIDATA_AVG_CELL_TEMP'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "numerical_values6 = df['PACK1_CRIDATA_CURR'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "numerical_values8 = df['PACK1_CRIDATA_SOC'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "numerical_values9 = df['BATT_ROOM_TEMP'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "axs[0].scatter(range(len(numerical_values0)), numerical_values0, s=10)\n", + "axs[0].set_title(\"fault\")\n", + "\n", + "axs[1].scatter(range(len(numerical_values1)), numerical_values1, s=10)\n", + "axs[1].set_title(\"warn\")\n", + "\n", + "axs[2].scatter(range(len(numerical_values2)), numerical_values2, s=10)\n", + "axs[2].set_title(\"current\")\n", + "axs[2].set_ylim(-20, 30)\n", + "\n", + "axs[3].scatter(range(len(numerical_values3)), numerical_values3, s=10)\n", + "axs[3].set_title(\"avg cell temp\")\n", + "axs[3].set_ylim(0, 30)\n", + "\n", + "axs[4].scatter(range(len(numerical_values6)), numerical_values6, s=10)\n", + "axs[4].set_title(\"pack 1 curr\")\n", + "axs[4].set_ylim(-5, 5)\n", + "\n", + "axs[5].scatter(range(len(numerical_values8)), numerical_values8, s=10)\n", + "axs[5].set_title(\"soc\")\n", + "\n", + "axs[6].scatter(range(len(numerical_values9)), numerical_values9, s=10)\n", + "axs[6].set_title(\"batt room temp\")\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (9, 2)
statisticvalue
strf64
"count"1000.0
"null_count"0.0
"mean"0.190974
"std"0.914956
"min"-1.19995
"25%"-0.699951
"50%"0.0
"75%"1.09998
"max"2.09998
" + ], + "text/plain": [ + "shape: (9, 2)\n", + "┌────────────┬───────────┐\n", + "│ statistic ┆ value │\n", + "│ --- ┆ --- │\n", + "│ str ┆ f64 │\n", + "╞════════════╪═══════════╡\n", + "│ count ┆ 1000.0 │\n", + "│ null_count ┆ 0.0 │\n", + "│ mean ┆ 0.190974 │\n", + "│ std ┆ 0.914956 │\n", + "│ min ┆ -1.19995 │\n", + "│ 25% ┆ -0.699951 │\n", + "│ 50% ┆ 0.0 │\n", + "│ 75% ┆ 1.09998 │\n", + "│ max ┆ 2.09998 │\n", + "└────────────┴───────────┘" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "start = 50000 + 70000 + 3000 \n", + "end = start + 1000\n", + "\n", + "df['PACK1_CRIDATA_CURR'].cast(pl.Float32)[start:end].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "shape: (3, 2)
statisticvalue
stri64
"count"273961
"null_count"6346
"sum"158353
" + ], + "text/plain": [ + "shape: (3, 2)\n", + "┌────────────┬────────┐\n", + "│ statistic ┆ value │\n", + "│ --- ┆ --- │\n", + "│ str ┆ i64 │\n", + "╞════════════╪════════╡\n", + "│ count ┆ 273961 │\n", + "│ null_count ┆ 6346 │\n", + "│ sum ┆ 158353 │\n", + "└────────────┴────────┘" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# df.columns.index('PACK1_CRIDATA_BATT_VOL')\n", + "# df.columns.index('PACK1_CRIDATA_CURR')\n", + "df['RunningState'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'warn 2')" + ] + }, + "execution_count": 127, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start = 50000 + 70000 + 3000\n", + "end = start + 1000\n", + "\n", + "num_rows = 4\n", + "fig, axs = plt.subplots(nrows=num_rows, ncols=1, figsize=(10,3 * num_rows))\n", + "\n", + "numerical_values0 = convert_values(df['BATT_PACK_1_FAULT'][start:end])\n", + "numerical_values1 = convert_values(df['BATT_PACK_1_WARN'][start:end])\n", + "\n", + "numerical_values2 = convert_values(df['BATT_PACK_7_FAULT'][start:end])\n", + "numerical_values3 = convert_values(df['BATT_PACK_7_WARN'][start:end])\n", + "\n", + "axs[0].scatter(range(len(numerical_values0)), numerical_values0, s=10)\n", + "axs[0].set_title(\"fault 1\")\n", + "\n", + "axs[1].scatter(range(len(numerical_values1)), numerical_values1, s=10)\n", + "axs[1].set_title(\"warn 1\")\n", + "\n", + "axs[2].scatter(range(len(numerical_values2)), numerical_values2, s=10)\n", + "axs[2].set_title(\"fault 2\")\n", + "\n", + "axs[3].scatter(range(len(numerical_values3)), numerical_values3, s=10)\n", + "axs[3].set_title(\"warn 2\")" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(df['PACK1_CRIDATA_CURR'].cast(pl.Float64).fill_null(0))\n", + "plt.scatter(range(len(numerical_values0)), numerical_values0, color=\"r\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 214, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'voltage')" + ] + }, + "execution_count": 214, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "stepper = 0\n", + "start = 116300 + stepper\n", + "end = start + 100 + stepper\n", + "# start = 0\n", + "# end = len(df)\n", + "#\n", + "\n", + "num_rows = 2\n", + "fig, axs = plt.subplots(nrows=num_rows, ncols=1, figsize=(10,3 * num_rows))\n", + "\n", + "numerical_values0 = convert_values(df['BATT_PACK_1_FAULT'][start:end])\n", + "numerical_values1 = df['PACK1_CRIDATA_SOH'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "axs[0].scatter(range(len(numerical_values0)), numerical_values0, s=10)\n", + "axs[0].set_title(\"fault\")\n", + "axs[1].scatter(range(len(numerical_values1)), numerical_values1, s=10)\n", + "axs[1].set_title(\"voltage\")\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# identify train and test regions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import polars as pl\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from io import StringIO\n", + "import math\n", + "df = pl.read_csv('output.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_values(values):\n", + " numerical_values = []\n", + " for value in values:\n", + " if value == 'False':\n", + " numerical_values.append(0)\n", + " elif value == 'True':\n", + " numerical_values.append(1)\n", + " else:\n", + " # numerical_values.append(np.nan)\n", + " numerical_values.append(-1)\n", + " return numerical_values\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fault = convert_values(df['BATT_PACK_1_FAULT'])\n", + "plt.scatter(range(len(fault)), fault)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "start = 170000\n", + "end = len(df)\n", + "window = fault[start:end]\n", + "plt.scatter(range(len(window)), window)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'batt room temp')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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AAAATghIAAAAAmBCUAAAAAMCEoAQAAAAAJgQlAAAAADAhKAEAAACACUEJAAAAAEwISgAAAABgQlACAAAAABOCEgAAAACYEJQAAAAAwISgBAAAAAAmBCUAAAAAMCEoAQAAAIAJQQkAAAAATAhKAAAAAGBCUAIAAAAAE4ISAAAAAJgQlAAAAADAhKAEAAAAACYEJQAAAAAwISgBAAAAgAlBCQAAAABMCEoAAAAAYNKgQSk/P1+pqalyOBxyOBxKTU1VQUFBpffbvXu3xo0bJ4fDobCwMA0aNEj79++v/wYDAAAA8EsNGpQmTpyorKwsZWZmKjMzU1lZWUpNTfV5n//+978aMmSIevTooc8++0xffvmlHnroIbVu3bqBWg0AAADA39gMwzAa4ol2796tXr16af369Ro4cKAkaf369UpKStLXX3+t7t27e73f9ddfr6CgIL3xxhs1fu7CwkI5HA65XC6Fh4fX+HEAAAAANG9VzQYN1qO0bt06ORwOd0iSpEGDBsnhcGjt2rVe71NeXq4PPvhAF1xwgUaPHq3o6GgNHDhQ7777rs/nKi4uVmFhoccNAAAAAKqqwYJSbm6uoqOjK5RHR0crNzfX633y8vJ0/PhxzZ8/X2PGjNHKlSt1zTXX6Nprr9Xq1astnys9Pd19HZTD4VBcXFydvQ4AAAAALV+tg9LcuXNls9l83jZv3ixJstlsFe5vGIbXculMj5IkXXXVVbr33nt10UUXadasWUpJSdFLL71k2abZs2fL5XK5bzk5ObV9mQAAAAD8SGBtH2DatGm6/vrrfdbp0qWLvvrqKx0+fLjCsiNHjigmJsbr/aKiohQYGKhevXp5lPfs2VNr1qyxfD673S673V6F1gMAAABARbUOSlFRUYqKiqq0XlJSklwulzZu3KhLL71UkrRhwwa5XC4NHjzY632Cg4M1YMAA7dmzx6P8m2++UefOnWvbdAAAAADwqsGuUerZs6fGjBmjyZMna/369Vq/fr0mT56slJQUjxHvevTooeXLl7v/f+CBB7Rs2TK9+uqr+u677/T888/rvffe09SpUxuq6QAAAAD8TIPOo7RkyRL16dNHycnJSk5OVt++fSsM+71nzx65XC73/9dcc41eeuklPf744+rTp4/+/ve/6+2339aQIUMasukAAAAA/EiDzaPUmJhHCQAAAIDUBOdRAgAAAIDmgqAEAAAAACYEJQAAAAAwISgBAAAAgAlBCQAAAABMCEoAAAAAYEJQAgAAAAATghIAAAAAmBCUAAAAAMCEoAQAAAAAJgQlAAAAADAhKAEAAACACUEJAAAAAEwISgAAAABgQlACAAAAABOCEgAAAACYEJQAAAAAwISgBAAAAAAmBCUAAAAAMCEoAQAAAIAJQQkAAAAATAhKAAAAAGBCUAIAAAAAE4ISAAAAAJg0aFDKz89XamqqHA6HHA6HUlNTVVBQ4PM+x48f17Rp09SpUyeFhISoZ8+eWrhwYcM0GAAAAIBfatCgNHHiRGVlZSkzM1OZmZnKyspSamqqz/vce++9yszM1OLFi7V7927de++9uvvuu/XPf/6zgVoNAAAAwN80WFDavXu3MjMz9fe//11JSUlKSkrSq6++qvfff1979uyxvN+6det0yy23aNiwYerSpYvuuOMOXXjhhdq8eXNDNR0AAACAn2mwoLRu3To5HA4NHDjQXTZo0CA5HA6tXbvW8n5DhgzRihUr9MMPP8gwDH366af65ptvNHr06IZoNgAAAAA/FNhQT5Sbm6vo6OgK5dHR0crNzbW837PPPqvJkyerU6dOCgwMVKtWrfT3v/9dQ4YMsbxPcXGxiouL3f8XFhbWrvEAAAAA/Eqte5Tmzp0rm83m83b2NDmbzVbh/oZheC0/69lnn9X69eu1YsUKbdmyRU8++aSmTp2qjz/+2PI+6enp7gEjHA6H4uLiavsyAQAAAPgRm2EYRm0e4OjRozp69KjPOl26dNGbb76pGTNmVBjlrm3btnr66ac1adKkCvcrKiqSw+HQ8uXLNXbsWHf57373Ox04cECZmZlen89bj1JcXJxcLpfCw8Or8eoAAAAAtCSFhYVyOByVZoNan3oXFRWlqKioSuslJSXJ5XJp48aNuvTSSyVJGzZskMvl0uDBg73ep7S0VKWlpWrVyrPjKyAgQOXl5ZbPZbfbZbfbq/EqAAAAAOBnDTaYQ8+ePTVmzBhNnjxZ69ev1/r16zV58mSlpKSoe/fu7no9evTQ8uXLJUnh4eEaOnSoHnjgAX322WfKzs5WRkaG/t//+3+65pprGqrpAAAAAPxMgw3mIElLlizR9OnTlZycLEkaN26cnn/+eY86e/bskcvlcv+/dOlSzZ49WzfeeKN++uknde7cWY899pjuvPPOhmw6AAAAAD9S62uUmoOqnocIAAAAoGWrajZosFPvAAAAAKC5ICgBAAAAgAlBCQAAAABMCEoAAAAAYEJQAgAAAAATghIAAAAAmBCUAAAAAMCEoAQAAAAAJgQlAAAAADAhKAEAAACACUEJAAAAAEwISgAAAABgQlACAAAAABOCEgAAAACYEJQAAAAAwISgBAAAAAAmBCUAAAAAMCEoAQAAAIAJQQkAAAAATAhKAAAAAGBCUAIAAAAAE4ISAAAAAJgQlAAAAADAhKAEAAAAACYEJQAAAAAwadCg9Nhjj2nw4MEKDQ1V27Ztq3QfwzA0d+5cOZ1OhYSEaNiwYdq5c2f9NhQAAACAXwtsyCcrKSnRb3/7WyUlJem1116r0n0ef/xxPfXUU8rIyNAFF1ygRx99VKNGjdKePXsUFhZWzy2ue11mfdDYTUATtXf+2MZuQp3btj9fn+3JkyQN6x6tfvHtGrlFTUNL2Q5MuKSTlm0+UGk9X+v2sk379fravTpVWqbL+3TQA6N7eK23bX++so+eUEJUG9ajFmLZpv36MqdAF8a11YQB8Y3dHNRQTb6blW0DW+LvIZonm2EYRkM/aUZGhtLS0lRQUOCznmEYcjqdSktL08yZMyVJxcXFiomJ0YIFCzRlypQqPV9hYaEcDodcLpfCw8Nr2/waayk7R6g/LenHYf6/duul1d97lN05tKtmXd6zkVrUNPjrdsDbun31C2uUlePyKGsfFqxNc0Z5lJnXJdaj5s/82V8U59C7dw1pxBahJmry3azqNrAl/R6i6alqNmjS1yhlZ2crNzdXycnJ7jK73a6hQ4dq7dq1lvcrLi5WYWGhx62x+evOEaqnpawn2/bnVwhJkvTS6u+1bX9+I7SoaWgpn29NmF/7sk37K4QkSTpyrERPfPS1+39v65K/r0fNnbfPPivHpWWb9jdSi1ATNfluVmcb6M/bSzQdTToo5ebmSpJiYmI8ymNiYtzLvElPT5fD4XDf4uLi6rWdADxlHz1Ro2XwH1/mFFgu27rv5x0tq/WF9aj5svrsfa0TaHr4bsIf1DoozZ07Vzabzedt8+bNtXoOm83m8b9hGBXKzjV79my5XC73LScnp1bPD6B6EqLa1GgZ/MeFcW0tl13c+efrHKzWF9aj5svqs/e1TqDp4bsJf1DroDRt2jTt3r3b5y0xMbFGjx0bGytJFXqP8vLyKvQynctutys8PNzj1tg41xZV0VLWk37x7XTn0K4Vyn8/tKtfX4jfUj7fmjC/9gkD4nVRnKNCveiwYI8BHbytS/6+HjV33j77fnEOBnRoZmry3azONtCft5doOprFYA733nuvHnzwQUlnRs6Ljo5uloM5SJxzC2st8UeBUe+8aynbAUa9Q20w6l3LwKh3aI6qmg0aNCjt379fP/30k1asWKEnnnhCX3zxhSTpF7/4hc477zxJUo8ePZSenq5rrrlGkrRgwQKlp6dr0aJF6tatm+bNm6fPPvusWsODN6WgBAAAAKDxVDUbNOg8Sn/605/0+uuvu//v16+fJOnTTz/VsGHDJEl79uyRy/XzaDgPPvigioqKNHXqVOXn52vgwIFauXJls5xDCQAAAEDz0Cin3jU0epQAAAAASC1kHiUAAAAAaAwNeupdYznbadYUJp4FAAAA0HjOZoLKTqzzi6B07NgxSWLiWQAAAACSzmQEh6PiVBVn+cU1SuXl5Tp48KDCwsJ8TlTbEAoLCxUXF6ecnByul0IFrB+wwroBX1g/YIV1A7746/phGIaOHTsmp9OpVq2sr0Tyix6lVq1aqVOnTo3dDA9NZSJcNE2sH7DCugFfWD9ghXUDvvjj+uGrJ+ksBnMAAAAAABOCEgAAAACYEJQamN1u15///GfZ7fbGbgqaINYPWGHdgC+sH7DCugFfWD9884vBHAAAAACgOuhRAgAAAAATghIAAAAAmBCUAAAAAMCEoAQAAAAAJgSlBvbiiy8qISFBrVu3Vv/+/fXFF180dpNQC+np6RowYIDCwsIUHR2tq6++Wnv27PGoYxiG5s6dK6fTqZCQEA0bNkw7d+70qFNcXKy7775bUVFRatOmjcaNG6cDBw541MnPz1dqaqocDoccDodSU1NVUFDgUWf//v268sor1aZNG0VFRWn69OkqKSmpl9eO6klPT5fNZlNaWpq7jHXDv/3www+66aabFBkZqdDQUF100UXasmWLeznrh386ffq0/vjHPyohIUEhISHq2rWrHnnkEZWXl7vrsG74j88//1xXXnmlnE6nbDab3n33XY/lTW1d2L59u4YOHaqQkBB17NhRjzzyiJr1uHEGGszSpUuNoKAg49VXXzV27dpl3HPPPUabNm2Mffv2NXbTUEOjR482Fi1aZOzYscPIysoyxo4da8THxxvHjx9315k/f74RFhZmvP3228b27duNCRMmGB06dDAKCwvdde68806jY8eOxqpVq4ytW7caw4cPNy688ELj9OnT7jpjxowxEhMTjbVr1xpr1641EhMTjZSUFPfy06dPG4mJicbw4cONrVu3GqtWrTKcTqcxbdq0hnkzYGnjxo1Gly5djL59+xr33HOPu5x1w3/99NNPRufOnY1bb73V2LBhg5GdnW18/PHHxnfffeeuw/rhnx599FEjMjLSeP/9943s7GzjH//4h3HeeecZzzzzjLsO64b/+PDDD405c+YYb7/9tiHJWL58ucfyprQuuFwuIyYmxrj++uuN7du3G2+//bYRFhZm/PWvf62/N6ieEZQa0KWXXmrceeedHmU9evQwZs2a1UgtQl3Ly8szJBmrV682DMMwysvLjdjYWGP+/PnuOqdOnTIcDofx0ksvGYZhGAUFBUZQUJCxdOlSd50ffvjBaNWqlZGZmWkYhmHs2rXLkGSsX7/eXWfdunWGJOPrr782DOPMxrRVq1bGDz/84K7z1ltvGXa73XC5XPX3ouHTsWPHjG7duhmrVq0yhg4d6g5KrBv+bebMmcaQIUMsl7N++K+xY8cat912m0fZtddea9x0002GYbBu+DNzUGpq68KLL75oOBwO49SpU+466enphtPpNMrLy+vwnWg4nHrXQEpKSrRlyxYlJyd7lCcnJ2vt2rWN1CrUNZfLJUmKiIiQJGVnZys3N9fjc7fb7Ro6dKj7c9+yZYtKS0s96jidTiUmJrrrrFu3Tg6HQwMHDnTXGTRokBwOh0edxMREOZ1Od53Ro0eruLjY43QeNKy77rpLY8eO1ciRIz3KWTf824oVK3TJJZfot7/9raKjo9WvXz+9+uqr7uWsH/5ryJAh+uSTT/TNN99Ikr788kutWbNGV1xxhSTWDfysqa0L69at09ChQz0mrx09erQOHjyovXv31v0b0AACG7sB/uLo0aMqKytTTEyMR3lMTIxyc3MbqVWoS4ZhaMaMGRoyZIgSExMlyf3Zevvc9+3b564THBysdu3aVahz9v65ubmKjo6u8JzR0dEedczP065dOwUHB7OONZKlS5dq69at2rRpU4VlrBv+7fvvv9fChQs1Y8YM/eEPf9DGjRs1ffp02e123XzzzawffmzmzJlyuVzq0aOHAgICVFZWpscee0w33HCDJLYd+FlTWxdyc3PVpUuXCs9zdllCQkJNXmajIig1MJvN5vG/YRgVytA8TZs2TV999ZXWrFlTYVlNPndzHW/1a1IHDSMnJ0f33HOPVq5cqdatW1vWY93wT+Xl5brkkks0b948SVK/fv20c+dOLVy4UDfffLO7HuuH/1m2bJkWL16sN998U71791ZWVpbS0tLkdDp1yy23uOuxbuCsprQueGuL1X2bA069ayBRUVEKCAiocAQmLy+vQkJH83P33XdrxYoV+vTTT9WpUyd3eWxsrCT5/NxjY2NVUlKi/Px8n3UOHz5c4XmPHDniUcf8PPn5+SotLWUdawRbtmxRXl6e+vfvr8DAQAUGBmr16tV69tlnFRgY6HGU7VysG/6hQ4cO6tWrl0dZz549tX//fklsO/zZAw88oFmzZun6669Xnz59lJqaqnvvvVfp6emSWDfws6a2Lnirk5eXJ6lir1dzQVBqIMHBwerfv79WrVrlUb5q1SoNHjy4kVqF2jIMQ9OmTdM777yjf//73xW6lRMSEhQbG+vxuZeUlGj16tXuz71///4KCgryqHPo0CHt2LHDXScpKUkul0sbN25019mwYYNcLpdHnR07dujQoUPuOitXrpTdblf//v3r/sXDpxEjRmj79u3Kyspy3y655BLdeOONysrKUteuXVk3/Nhll11WYSqBb775Rp07d5bEtsOfnTx5Uq1aee6eBQQEuIcHZ93AWU1tXUhKStLnn3/uMWT4ypUr5XQ6K5yS12w03LgRODs8+GuvvWbs2rXLSEtLM9q0aWPs3bu3sZuGGvr9739vOBwO47PPPjMOHTrkvp08edJdZ/78+YbD4TDeeecdY/v27cYNN9zgdejOTp06GR9//LGxdetW49e//rXXoTv79u1rrFu3zli3bp3Rp08fr0N3jhgxwti6davx8ccfG506dWIY1ybk3FHvDIN1oy4tWrTIkGRkZ2e7y5YsWWI8/fTTjdYmXzZu3GgEBgYajz32mPHtt98aS5YsMUJDQ43Fixe767B++KdbbrnF6Nixo3t48HfeeceIiooyHnzwQXcd1g3/cezYMWPbtm3Gtm3bDEnGU089ZWzbts09tUxTWhcKCgqMmJgY44YbbjC2b99uvPPOO0Z4eDjDg6PqXnjhBaNz585GcHCwcfHFF7uHkUbzJMnrbdGiRe465eXlxp///GcjNjbWsNvtxq9+9Stj+/btHo9TVFRkTJs2zYiIiDBCQkKMlJQUY//+/R51fvzxR+PGG280wsLCjLCwMOPGG2808vPzPers27fPGDt2rBESEmJEREQY06ZN8ximE43LHJRYN+qOt6A0duxYo3Pnzo3Wpsq89957RmJiomG3240ePXoYr7zyisdy1g//VFhYaNxzzz1GfHy80bp1a6Nr167GnDlzjOLiYncd1g3/8emnn3rdz7jlllsMw2h668JXX31l/PKXvzTsdrsRGxtrzJ07t9kODW4YhmEzjOY8XS4AAFJGRoYmTZqk7Oxs9ykeKSkp2rFjR7MdlhYA0Li4RgkA0ODeffdd2Ww2ffLJJxWWLVy4UDabTV999ZWkM3MOJSUlKTQ0VGFhYRo1apTWrVvn8/GHDRumDz74QPv27ZPNZnPfznr44Yc1cOBARUREKDw8XBdffLFee+01mY8dFhcX67777lNsbKxCQ0P1q1/9Slu2bFGXLl106623etTNzc3VlClT1KlTJwUHByshIUEPP/ywTp8+XcN3CQDQmBgeHADQ4FJSUhQdHa1FixZpxIgRHssyMjJ08cUXq2/fvnrzzTd14403Kjk5WW+99ZaKi4v1+OOPa9iwYfrkk080ZMgQr4//4osv6o477tB///tfLV++vMLyvXv3asqUKYqPj5ckrV+/Xnfffbd++OEH/elPf3LXmzRpkpYtW6YHH3xQv/71r7Vr1y5dc801Kiws9Hi83NxcXXrppWrVqpX+9Kc/6fzzz9e6dev06KOPau/evVq0aFFt3zIAQENr5FP/AAB+asaMGUZISIhRUFDgLtu1a5chyXjuueeMsrIyw+l0Gn369DHKysrcdY4dO2ZER0cbgwcPdpfV5hqlsrIyo7S01HjkkUeMyMhI9/n0O3fuNCQZM2fO9Kj/1ltveVwjYBiGMWXKFOO8885zX2B91l//+ldDkrFz586qvCUAgCaEU+8AAI3itttuU1FRkZYtW+YuW7Rokex2uyZOnKg9e/bo4MGDSk1N9Rgu+bzzztN1112n9evX6+TJkzV67n//+98aOXKkHA6HAgICFBQUpD/96U/68ccf3fN+rF69WpI0fvx4j/v+5je/UWCg5wkZ77//voYPHy6n06nTp0+7b5dffrnHYwEAmg+CEgCgUfTu3VsDBgxwn5ZWVlamxYsX66qrrlJERIR+/PFHSWcmZzVzOp0qLy+vMIliVWzcuFHJycmSpFdffVX/+c9/tGnTJs2ZM0eSVFRUJEnu5zdPlBgYGKjIyEiPssOHD+u9995TUFCQx613796SpKNHj1a7nQCAxsU1SgCARjNp0iRNnTpVu3fv1vfff69Dhw5p0qRJkuQOI+dOcHjWwYMH1apVK7Vr167az7l06VIFBQXp/fffV+vWrd3l7777rke9s89/+PBhdezY0V1++vRpd4g6KyoqSn379tVjjz3m9TmdTme12wkAaFwEJQBAo7nhhhs0Y8YMZWRk6Pvvv1fHjh3dvT3du3dXx44d9eabb+r+++93j1p34sQJvf322+6R8KzY7XZ379C5bDabAgMDFRAQ4C4rKirSG2+84VHvV7/6lSRp2bJluvjii93l//d//1dhJLuUlBR9+OGHOv/882sU3gAATQ9BCQDQaNq2batrrrlGGRkZKigo0P333+++HqlVq1Z6/PHHdeONNyolJUVTpkxRcXGxnnjiCRUUFGj+/Pk+H7tPnz565513tHDhQvXv31+tWrXSJZdcorFjx+qpp57SxIkTdccdd+jHH3/UX//6V9ntdo/79+7dWzfccIOefPJJBQQE6Ne//rV27typJ598Ug6Hw+O6qUceeUSrVq3S4MGDNX36dHXv3l2nTp3S3r179eGHH+qll15Sp06d6v4NBADUG4ISAKBRTZo0SW+99ZYkVZibaOLEiWrTpo3S09M1YcIEBQQEaNCgQfr00081ePBgn497zz33aOfOnfrDH/4gl8slwzBkGIZ+/etf63/+53+0YMECXXnllerYsaMmT56s6Oho3X777R6PsWjRInXo0EGvvfaann76aV100UX63//9X40ZM0Zt27Z11+vQoYM2b96sv/zlL3riiSd04MABhYWFKSEhQWPGjKGXCQCaIZthmGbXAwAAltauXavLLrtMS5Ys0cSJExu7OQCAekJQAgDAwqpVq7Ru3Tr1799fISEh+vLLLzV//nw5HA599dVXHoNBAABaFk69AwDAQnh4uFauXKlnnnlGx44dU1RUlC6//HKlp6cTkgCghaNHCQAAAABMajzh7Oeff64rr7xSTqdTNputwvwThmFo7ty5cjqdCgkJ0bBhw7Rz506POsXFxbr77rsVFRWlNm3aaNy4cTpw4IBHnfz8fKWmpsrhcMjhcCg1NVUFBQU1bTYAAAAAVKrGQenEiRO68MIL9fzzz3td/vjjj+upp57S888/r02bNik2NlajRo3SsWPH3HXS0tK0fPlyLV26VGvWrNHx48eVkpKisrIyd52JEycqKytLmZmZyszMVFZWllJTU2vabAAAAACoVJ2cemez2bR8+XJdffXVks70JjmdTqWlpWnmzJmSzvQexcTEaMGCBZoyZYpcLpfat2+vN954QxMmTJB0Zqb1uLg4ffjhhxo9erR2796tXr16af369Ro4cKAkaf369UpKStLXX3+t7t2717bpAAAAAFBBvQzmkJ2drdzcXPfs6tKZGdKHDh2qtWvXasqUKdqyZYtKS0s96jidTiUmJmrt2rUaPXq01q1bJ4fD4Q5JkjRo0CA5HA6tXbvWMigVFxeruLjY/X95ebl++uknRUZGumd2BwAAAOB/DMPQsWPH5HQ6PSYPN6uXoJSbmytJiomJ8SiPiYnRvn373HWCg4MrTMIXExPjvn9ubq6io6MrPH50dLS7jjfp6el6+OGHa/UaAAAAALRcOTk56tSpk+Xyeh0e3Nx7YxhGpT065jre6lf2OLNnz9aMGTPc/7tcLsXHxysnJ0fh4eFVbT4AAACAFqawsFBxcXEKCwvzWa9eglJsbKykMz1CHTp0cJfn5eW5e5liY2NVUlKi/Px8j16lvLw8DR482F3n8OHDFR7/yJEjFXqrzmW322W32yuUh4eHE5QAAAAAVNqBU+NR73xJSEhQbGysVq1a5S4rKSnR6tWr3SGof//+CgoK8qhz6NAh7dixw10nKSlJLpdLGzdudNfZsGGDXC6Xuw4AAAAA1LUa9ygdP35c3333nfv/7OxsZWVlKSIiQvHx8UpLS9O8efPUrVs3devWTfPmzVNoaKgmTpwoSXI4HLr99tt13333KTIyUhEREbr//vvVp08fjRw5UpLUs2dPjRkzRpMnT9bLL78sSbrjjjuUkpLCiHcAAAAA6k2Ng9LmzZs1fPhw9/9nrwm65ZZblJGRoQcffFBFRUWaOnWq8vPzNXDgQK1cudLjXMCnn35agYGBGj9+vIqKijRixAhlZGQoICDAXWfJkiWaPn26e3S8cePGWc7dBAAAAAB1oU7mUWrqCgsL5XA45HK5uEYJAAAA8GNVzQb1co0SAAAAADRnBCUAAAAAMCEoAQAAAIAJQQkAAAAATAhKAAAAAGBCUAIAAAAAE4ISAAAAAJgQlAAAAADAhKAEAAAAACYEJQAAAAAwISgBAAAAgAlBCQAAAABMCEoAAAAAYEJQAgAAAAATghIAAAAAmBCUAAAAAMCEoAQAAAAAJgQlAAAAADAhKAEAAACACUEJAAAAAEwISgAAAABgQlACAAAAAJPAxm4AAP+wbX++so+eUEJUG/WLb1frevBPrB8AgIZCUIKl+tghYSfnZ/70Xsz/1269tPp79/93Du2qWZf3rHE9+CfWDwCV8affViu8B3WHoASv6mOHhJ2cn/nTe7Fs036P1ypJL63+XqN7x3pswLftz69SPX+zbNN+fZlToAvj2mrCgPjGbk6jYf1AdbCj6F/Obid/KCjS6m+Oustb8m+rFX/av2gIBCVUUB87JOzk/Kyy96LbHz5QabkU1Er6dt7YRmpl3TBvsM/12Z48j8/+sz15VarnT65+YY2yclySpDc35uitjfv17l1DGrlVjYP1A1XFjmLNNNeDMuduJ838bT+Dfa26x2AOqGDpxv3VKq8KXzs5/sbX+9tl1pmQJEml5VKXWR+oy6wPGrB1dcfbBvtcua5TPv+vrLw527Y/X+9sPaBt+/Mt6yzbtL/Cj39WjkvLNtX8e9ic+dP6gZqz2lH09V3DmbAx8+3tenNjjma+vV2/XPBJYzfJ0rnbT2/bSbPsoycaqGWNj32tukePEirIP1lSrXJUj9X7uGzzAcv7dJn1gfbOb169S5VtmH88XtxALWlaqnq0+5Pdh73e/5Pdh5vV0d66EutoXa1y+CerneLsoyc4om7BW9jIyT+lXy74RF/MHNFIrfLOvP3sEhla6X1Ky8rrs0lo4WyGYRiN3Yj6VlhYKIfDIZfLpfDw8MZujno99C+dLG16X9ygVlJQQKsm2TZUrnWQTZ0j2mj+dX2VffSEHn1/l1xFpSo75xtuk2Sc89dKcIBNJWUtftOAOmIV4s+f/YF7/QsKkDo4QhR1nl1b9xd4rR9uD9BXD4/xusxXz2qATWruq+ve+WM9XqOvAyMJsz5wf4+z//96ff+cqcLiMq/1Q4NaaddfLnf/P/rp1dpz+HidtLuumF+/Pxnevb12HnQp79jPB9FaB9l0qvTnldqmM9vlizu308Wd2+mV1f91n31g3p6f+32wB9hU7OPL8Yv2bfTdker1uDTWQbtt+/N1zYtrq32/DuF2lRmGTpcZCgywqbfToUWTLnVfx/bfI8eVf6LEfcrhEx99ra378vVlToGKT5fLHthKF8a11dZ9+SopM9QuNEhb/5RcZ6/r2hf/494m2gNs2vPYFbr2xf/o27xjOnGqTIakVjYp8rxgdWoXqpsGdXb/vge2sikuIrTan6HZudteb9/DyvYZrLbBQQFSqffNUqMf/K1qNiAoNTB//SEA0LLdNfx8PTC6h/v/2mzrzD+g/rrdrOv3wZ/DCOpWfe/ksp76h8YMSwSlczSVoMQXH0BL1j4sWJvmjKr1tq6yo5sAmi5zD2Z18Z33L40VlqqaDbhGqYHwxQfQ0h05VlIn2zqrU8gANH0nS8srbAequjPMvhKaGoISAKDJaY4DmADwzlcAOvs9JyShKSIoAQAAoFEQkPyXrbEbUAXMo9RAODIKAAAAnJHdDPaNCUoAgDqxd/7YOjsoxMElAGi5mss2nqDUgJrLSgEA1XXu9q2227q6fCwAQNPSnLbrDA/eCDgfF0BL4utHr7rbO2+P9c7WA5rxv19Wu10t1YLr+mjm29sbuxl1LqiVxHznTZ+372hNJ4OF/2kqIanJzKN07NgxPfTQQ1q+fLny8vLUr18//e1vf9OAAQMkSYZh6OGHH9Yrr7yi/Px8DRw4UC+88IJ69+7tfozi4mLdf//9euutt1RUVKQRI0boxRdfVKdOnarUhqYWlJq6Hg996DEj+FlR5wVr8x9HVfvxfG1AJ1zSSQt+c2G1H7O5+l3GRn389ZEK5SN7tNffb73Uo+ziR1Yq/2RptWcBPzvbeGlZuYICWikhqo36xberddutnufs4587y/n/rMlWkY89nsjQIG055zX52hFuKetIyrNfaMfBQq/LglpJ387z/PFYtmm/153hBdf10YQB8fXSxqaqrrch5nW3Md33v1n6MqdAF8a11ZPjL6qzx3161R797ZPvfNZZPnVwo7/+ujTz/77Uss0HvC7zto3FGeNfWquNe/MrlIcGt9KuRxpvPqRhF0Tps2+O1uoxencI0wf3/KpWj9GcWH2Wl3Zpp/+9c3AjtKjpajLzKP3ud7/Tjh079MYbb8jpdGrx4sUaOXKkdu3apY4dO+rxxx/XU089pYyMDF1wwQV69NFHNWrUKO3Zs0dhYWGSpLS0NL333ntaunSpIiMjdd999yklJUVbtmxRQEBAfb8Ev7Jtf77XkCRJJ06drtFjfrYnz3JZrKN1jR6zuSq0eA+9lVcnHJ2rX3y7Btn5MT/Puf+//p+9Pu9rs3mOdZMQ1abO29fUlPk4JmV+PyTpk92Hvdb9ZPdhvwtK/eLbaegFUVrtZafp4s7VX9cb6jtSFXUZjs41rHu0z6D0+6Fdm8x7UFd+PF5suSzyPHsDtqR5sdoynSwp17b9+TVeT6rSc2AVps6G+KtfWKOsHFeNnl+Sylv+SVMerPo+/ODksXpTr0GpqKhIb7/9tv75z3/qV786k+jnzp2rd999VwsXLtRf/vIXPfPMM5ozZ46uvfZaSdLrr7+umJgYvfnmm5oyZYpcLpdee+01vfHGGxo5cqQkafHixYqLi9PHH3+s0aNH1+dL8DvZR0806PM524Y06PM1toSoNl6P9rS0oHC8pLIJQz032v3i26l/57basq+gQs2WEqbD7NabW29DpLYLDfZa16q8pbsorq3XoHSwoKgRWtP09YtvpzuHdtVLq793l13bz6kh3do3iZ60+mB1IEpqOduR+uBriObsoyfqdV2pLEy9e9cQLdu0X1/mFOjfX+cpt9A6DHvjKqrZAd7mqlUr75+mVTkqV6+DOZw+fVplZWVq3dpzAxUSEqI1a9YoOztbubm5Sk7++ci53W7X0KFDtXbtmdMstmzZotLSUo86TqdTiYmJ7jpmxcXFKiws9LihakrLrE+XCgqs2eoyrHu05bKt+yqGhpYs75j3jbxVectVcaN9nkWQaClh2tcRPW9LosK8HwG3Km/pdv7g/aiyVTmkWZf31PKpg/XU+AvP/J3QT9de3KlFhiRJCm9tfTCipWxH6oOv960pHMSbMCBe867tqwkD4qp935LTlR20a1msgqG/Bca6VK9BKSwsTElJSfrLX/6igwcPqqysTIsXL9aGDRt06NAh5ebmSpJiYmI87hcTE+Nelpubq+DgYLVr186yjll6erocDof7FhdX/S+XvwoKsF4l7D6W+dIvvp06hHvfuWvoHqzGtsNip86qvKUqLfP88dq2P99rb4HUcnoMjhwvsVzm7VjfB18d8lr328PH6qhFzUt1TlvFz/rFt2vR4aiqfP22+bvmclqir4Ou1vyrJ6WwyPvvjFU5KlfvW4433nhDhmGoY8eOstvtevbZZzVx4kSPa4vM5+cbhuH1nP2q1pk9e7ZcLpf7lpOTU/sX4id8HT2qzbm+nSJCvZb721mzgQHe11mr8paqpMzzk/cVmHNdp+q7OQ0i/4R1r6H5u7Vtf772/njSe91yf/vWnGG1bWoKR7zRNBwrtg7Nvs6W8Hc/nrDeiW5KBzPPnk5aPf61vbQHer9u36oclav3oHT++edr9erVOn78uHJycrRx40aVlpYqISFBsbGxklShZygvL8/dyxQbG6uSkhLl5+db1jGz2+0KDw/3uKH2ik/X/IfmqMWpZVblLVWndt4Do1V5S2U+X9ofdnaLy6x/sM0DBC7duN+ybnM5+lvXrAZtqMlgDmiZfB1DoEfJWmFRqeWyphYwzz2ddEDntlW4h38dhDy/vfffUqtyVK7Bthxt2rRRhw4dlJ+fr48++khXXXWVOyytWrXKXa+kpESrV6/W4MFnhjHs37+/goKCPOocOnRIO3bscNdB3fF19Kg2G8zjFqfHWJW3VFabbP/alEshpuvd+sW3U0RovQ/C2ahO+Rgu3fz5+/oe+utF6VanYLaUUzNReyfpUaoRX30uTfH7dfZ00srOPJKkID87W8PqQJq/HmCrC/W+Z/LRRx/JMAx1795d3333nR544AF1795dkyZNks1mU1pamubNm6du3bqpW7dumjdvnkJDQzVx4kRJksPh0O2336777rtPkZGRioiI0P33368+ffq4R8FD3fH1Y9KqChslK1YbYv/qFLe+aNbXxbTNUfeY87Tn8HEfNTzXpW378/XTSf8Kzee6IOY8j/+tRkeU/Pei9P9896Nl+b3Vn94NfqYp7vA3Fb4CZlPGkNdoCPW+d+ZyuTR79mwdOHBAERERuu666/TYY48pKChIkvTggw+qqKhIU6dOdU84u3LlSvccSpL09NNPKzAwUOPHj3dPOJuRkcEcSvXA149JaXnNj8hZ3bc2j9kc+cvRno/uHepzskHzYA5N6Tz4xvDRvUM9/j/t4xyirfvy/W4eJUnaZ7GOWJXD/4T6GIK/pVzr2NBqNoBCwzhR6TQU/jfYi9VcYr7mGINv9R6Uxo8fr/Hjx1sut9lsmjt3rubOnWtZp3Xr1nruuef03HPP1UMLUVUcvKk9f9qI7Z0/VgmzPvDaa2i+XIfTYjz5OmDh76ESsNJce0YaW2JHh3YeqjiaZo/Y85r0aIlVOcfF3wa/YXTQusfVjfDg67QefzvXtz4csjiqaVXe3EWEBnktNw817w8XWofbvfeAeyv/wUdQ8oeBL7wpszhSY1UOoGqsBkSZdFlCA7ekejpU4XrNNj56GVsifzm9vyG1/L0TVIuvHdbAVjVfXU5ZdJFblaNlOGUxUqK53B96lKxGjfRW7ms0SH+dcNZqHfGHdQdV4+vUO38dBKUqWvJAKf52gNdfTu9vSAQlePC101FcixmuyyyGbbAqb6msfsh9/cA3Z1brjLncH3qUSi1OAfFW7uv98NcJZ8+z+I5YlcP/+Dr1rilfa4OaqcrpZKU+pmVoifzp9P6G0vL3TlAtvnbQajPqXZDN++NalbdUVj/kLfXceqteSHO5P/QKBAd6fy+8ld+U1NnycdqFBtdZm5qT+Ejvc41ZlcP/nLQ4Q8HROrBJX2vT2KxOuW/qI2xWZdQ7f+tR4hqluudfe6molK8dVrvFjh5gxR7kfZ0xl/tDj1KbIO/XKHkrj4+w3vn311PvrK7J9rNrteFDe4vvRvfYMK/lOGPrPu9TEViVNxVVmUcpoo1/HVgiKNW9lr93gmqprx6lcosjP1blLZW/nXpXYjHJqrncH3qUbK28f3+8lb+95YDl4/jrqXdM1ozKDEiIqFY5zsg/WVKt8qaiKj1KfnbmnQqLvH9mVuWoHEEJHnztsNZme9M62PvRdKvylsrfTr2r6t5tS7houDKGRdeHt3JfxyT8bbjbs5i0GpU5v/151SrHGd1ivPe4WZU3FVXpUfK3gGAP9L5PZVWOyhGU4MH3qHc1P3YbYnHakVV5S2V1Dr1VeXMXZLHOmMt3/uBqiOY0qtMWkyt7K7+ki/UR8N4dHXXWpuaEHiVU5r9HjlerHGdY/bbX5je/IVRlyGs/O2nF8tRsfz1luy4QlODBV49SWS2OZLtOllarHC1DsEUQNpe31HmkzmWzGLjEW7mvI+Cn/bRH6ZhFr6tVOfyP1Wmp/nq6alXlWmx/rcqbCoa8rogDSnWPoAQPvnqUSmtxaIZrlPxTVU83O88PJsM7Uez9oIC3cl9HwPNP+NepJGcVl1oMNW9RDv9jdVqqv56u2tJVZchrfxvEgAln6x5BCR589SjVphs+zOJLalXeUp2ymFfIqry5s+r9MJf7OtXMHyeK9BWG2vnZKE5nMZEiKsM6UjNW29imvu2tSgiqxRhUzRLfgbpHUIIHXz1KEbWYvyUm3PsG16q8pfK7a7WqeB6Ar1PNWspEkR0s5iTxVn5hXFvLx2nq1w3Ul65RbapVDv/zo8UBBqtynGG1jW3q296qjHoX5WcBge9A3SMowcPi9fssl11aiyFWOfXujM6R3nfqrMqbu6oO5uCrJ/ObFnJ9QXSY94MC3sov8DHaVFO/bqC+/PfIiWqVw/8UFnk/vdWqHGf0i2+nO4d29Sj7/dCuTX6S3qqMetfGz0bW5TtQ9/zrvCdUytdFrxd3rvlGs7DIYhI0i/KW6mSJxfDgFuXNXanFqXfmcl89mZ/sPqwJA+LrtF2NIdflfQh0b+XZR9n5NztlcS2SVTn8T0JUG23cW3GS1AR6HSs16/KeGt07VtlHTyghqk2TD0lS1XqUWuqIslaYRqHu0aMED74mla3NLN3HLS5ktypvqY5bnFNtVd7cVXXCWV87Mi3lQuxWFr1r3sp9DebQ1K8bqC/tLYa3tSqH/7E6mFebg3z+pF98O117cadmEZKkqvUo+duBFEa9q3sEJXjoHmt9yk9tZum22qBVZUPXkoTavXfiWpU3e1XcaveLb6fOEd6v4WkprIbX91buq2e3qV83UF/yCr2fcmhVDv9jdTCvNgf50HRVpafQz3Yx6FGqBwQleBjg4zqksNZBNX7c1haDFViVt1T+drQn1OLz9VZ+nkVYbClzLFVn6OJ8i/nFYsPtzeZob13LK/Q+FLBVOfyP1cG82hzkQ9N1/aWVn5IdHuJfo4T62z5GQyAowYOv0ccO5J+s8eNaDdTlbwN4+dvRHqujed7Ks3/0fl3OTy1kJyfE4qJib+UnLSZRjfTTocElqY3FVAJW5fA/I3rGVKsczVu/+HaKDfd96q2/zbPmb/sYDYGgBA++Rh87VovraOyB3ncSrcpbqqPHvB/9tipv7k6d9r4+mcu37c/XyRLvdVtKlq5Oj9JPFkO5WpX7A3qlUZkJA+J1UZzDo6xfnKNFDAYD7+IjQn0ubykH2qrK3/YxGgKH4uDhYIH3kbmk2g2zabfYmbEqb6mKLSaWtSpv7gIsugzN5b5GeXOE1PyUz6akxOIghLfy6vTE+YtDBd57tK3K4Z/evWuIlm3ary9zCnRhXFtCUgu3/yff33+rAYVaKn/bx2gIBCV48DVHS22G2Sws8n5Ux6q8pXKEBuugq+KRHUctJvNtyqo6j5Kvi3J9jcTYnLRr4/2zb+fldDp/W0+qopWtlaSK26Az5cDPJgyIJyD5gW3785VbyTWK/jZXY1CA94PPVuWoHL8w8OBr6OHaBCWrbZWfbcMsv3At9YtYF+dLt2khIwLenNSlyuVhFq/ZqtwfXBTftlrlAFq2P7zzVWM3ocmxmpLQx1SFqARvHTw421oP0Vyb+UoiLC5CtypHy3Da4nQzc7mvU+98jcTYnFTn+oljp7yPemdV7g/6dnJUqxxAy7bvR067NbMHet+ttypH5fz38CS8CvJx2CGukosmfUns6NDOQxXnhkns6F87OR0crb2+Dx1a6CSiZRZdR+ZyX4OItKSLUKt6/USxxSAYVuX+YOcPrmqVA2jZ2oYG6aSXU5TP1ULO3K6yuIhQ7c6tOGF5bfbf/B0REx587bDW5ojEaYsRv6zKW6rI87z3ylmVN3eBFtcomctnvr3d8jF89TY1RxMGxGvetX19XkNhNQy4Pw8PbjWfVkuZZwtA9dwz8oLKK/lZUOoWE1atclSOoAQPvka9uzCubY0f95Pdh6tV3lL9eNz70S+r8ubO6kLa6lxgW5XZ11uarhbzmVmVA4C/qcqAHaetTmtooRgevO4RlODBatS71oG2Wo0iVFjkfQ4mq/KW6r9HvPeOWJU3d3Uxf1ZVZl9vafwtUFeF1empLfW0VQC1V+5nZyvvtZi43aoclSMowYPVqHenThvatj+/xo/LvDBn+NscB3UxiEe/+HZ11Zxmo9Bicmercn/gb6etAqhcaJDv3Vh/G+2tOhObo2r8bBVCZXyNevfZnrwaP260xYh5VuUtVUeL99eqvLljtMOaCW/tfZwdq3IA8Ee9nL4HhHK29a9BDFpZXBdsVY7KEZTgwdc1SrXhbVJNX+Utlb9de3JxZ++9QVblOIPek4o4HRGA2ZyxPX0uH9S1ZUwvUVXMwVf3CEqoMl+9TZUJszgSblXeUvnbzt4Do3uofZhnGI4OC9YDo3t4lHWJ8L5uWZXD/3CkFIBZv/h2unNoV8vlVpcTtFS9LaZcsSpH5QhK8DCse7TlMl9zLFXm2os7Vau8pfLHnb1Nc0bpruHnK6lrhO4afr42zhlVoc4Fsd6HLrUqb+m+P1JxHgxf5f5gRM+YapUD8A+zLu+pBdf18brM1z5NS8RULHWPoAQP/eLbaegFUV6X+ZpjqTITBsTrojjPIxr94hy1GkmvOfLXnb0HRvfQW3ckVehJOou5HzwVlXof3MOq3B+wDQFgZcKA+Ao9S78f2tXvBgP69nDFCe19laNy/nXeE6rkori2Wv3N0Qrltb1+6d27hmjZpv36MqdAF8a19csdnAkD4vXWxv3KynG5y9jZq/rEtP5iaPdo7ThY8YdtqJ8dHTVjGwLAyqzLe2p071hlHz2hhKg2fheSJKldqMX14BblqBxBCRWs/a5iSDpbfu+o7rV67AkD4v1+54advYqs5u+yKm/pHhjdQ/+7OUdHjpW4y7xd2+WP2IYAsNIvvp1fBqSzrr80Xss2H/BajpohKKECTvupf+zsoTKb5ozSEx99ra378nVx53aEJACAT2cHt3hp9ffuMn88BbEuEZRQAaf9AE0D4QgAUB2cgli3GMwBFVR1SGcAAAA0Lf3i2+naizsRkupAvQal06dP649//KMSEhIUEhKirl276pFHHlF5+c+jpxmGoblz58rpdCokJETDhg3Tzp07PR6nuLhYd999t6KiotSmTRuNGzdOBw5UPAcTdacqQzoDdcXf5pcCAABNX72eerdgwQK99NJLev3119W7d29t3rxZkyZNksPh0D333CNJevzxx/XUU08pIyNDF1xwgR599FGNGjVKe/bsUVjYmaGB09LS9N5772np0qWKjIzUfffdp5SUFG3ZskUBAQH1+RL8Gj1IaCj+OL8UAABo2uq1R2ndunW66qqrNHbsWHXp0kW/+c1vlJycrM2bN0s605v0zDPPaM6cObr22muVmJio119/XSdPntSbb74pSXK5XHrttdf05JNPauTIkerXr58WL16s7du36+OPP67P5gNoIP46vxQAAGi66jUoDRkyRJ988om++eYbSdKXX36pNWvW6IorrpAkZWdnKzc3V8nJye772O12DR06VGvXrpUkbdmyRaWlpR51nE6nEhMT3XXMiouLVVhY6HED0HQxmSgAAGhq6vXUu5kzZ8rlcqlHjx4KCAhQWVmZHnvsMd1www2SpNzcXElSTIznUeOYmBjt27fPXSc4OFjt2rWrUOfs/c3S09P18MMP1/XLAVCPmF8KAAA0JfUalJYtW6bFixfrzTffVO/evZWVlaW0tDQ5nU7dcsst7no2m+d1CIZhVCgz81Vn9uzZmjFjhvv/wsJCxcXF1eKVAGgIzC8FAACainoNSg888IBmzZql66+/XpLUp08f7du3T+np6brlllsUGxsr6UyvUYcOHdz3y8vLc/cyxcbGqqSkRPn5+R69Snl5eRo8eLDX57Xb7bLb7fX1sgAAAAC0cPV6jdLJkyfVqpXnUwQEBLiHB09ISFBsbKxWrVrlXl5SUqLVq1e7Q1D//v0VFBTkUefQoUPasWOHZVACAAAAgNqo1x6lK6+8Uo899pji4+PVu3dvbdu2TU899ZRuu+02SWdOuUtLS9O8efPUrVs3devWTfPmzVNoaKgmTpwoSXI4HLr99tt13333KTIyUhEREbr//vvVp08fjRw5sj6bDwAAAMBP1WtQeu655/TQQw9p6tSpysvLk9Pp1JQpU/SnP/3JXefBBx9UUVGRpk6dqvz8fA0cOFArV650z6EkSU8//bQCAwM1fvx4FRUVacSIEcrIyGAOJQAAAAD1wmYYhtHYjahvhYWFcjgccrlcCg8Pb+zmAAAAAGgkVc0G9XqNEgAAAAA0RwQlAAAAADAhKAEAAACACUEJAAAAAEwISgAAAABgQlACAAAAABOCEgAAAACYEJQAAAAAwISgBAAAAAAmBCUAAAAAMCEoAQAAAIAJQQkAAAAATAhKAAAAAGBCUAIAAAAAE4ISAAAAAJgQlAAAAADAhKAEAAAAACYEJQAAAAAwISgBAAAAgAlBCQAAAABMCEoAAAAAYEJQAgAAAAATghIAAAAAmBCUAAAAAMCEoAQAAAAAJgQlAAAAADAhKAEAAACACUEJAAAAAEwISgAAAABgQlACAAAAABOCEgAAAACYEJQAAAAAwISgBAAAAAAmBCUAAAAAMCEoAQAAAIAJQQkAAAAATAhKAAAAAGBCUAIAAAAAk3oNSl26dJHNZqtwu+uuuyRJhmFo7ty5cjqdCgkJ0bBhw7Rz506PxyguLtbdd9+tqKgotWnTRuPGjdOBAwfqs9kAAAAA/Fy9BqVNmzbp0KFD7tuqVaskSb/97W8lSY8//rieeuopPf/889q0aZNiY2M1atQoHTt2zP0YaWlpWr58uZYuXao1a9bo+PHjSklJUVlZWX02HQAAAIAfsxmGYTTUk6Wlpen999/Xt99+K0lyOp1KS0vTzJkzJZ3pPYqJidGCBQs0ZcoUuVwutW/fXm+88YYmTJggSTp48KDi4uL04YcfavTo0VV63sLCQjkcDrlcLoWHh9fPiwMAAADQ5FU1GzTYNUolJSVavHixbrvtNtlsNmVnZys3N1fJycnuOna7XUOHDtXatWslSVu2bFFpaalHHafTqcTERHcdb4qLi1VYWOhxAwAAAICqarCg9O6776qgoEC33nqrJCk3N1eSFBMT41EvJibGvSw3N1fBwcFq166dZR1v0tPT5XA43Le4uLg6fCUAAAAAWroGC0qvvfaaLr/8cjmdTo9ym83m8b9hGBXKzCqrM3v2bLlcLvctJyen5g0HAAAA4HcaJCjt27dPH3/8sX73u9+5y2JjYyWpQs9QXl6eu5cpNjZWJSUlys/Pt6zjjd1uV3h4uMcNAAAAAKqqQYLSokWLFB0drbFjx7rLEhISFBsb6x4JTzpzHdPq1as1ePBgSVL//v0VFBTkUefQoUPasWOHuw4AAAAA1LXA+n6C8vJyLVq0SLfccosCA39+OpvNprS0NM2bN0/dunVTt27dNG/ePIWGhmrixImSJIfDodtvv1333XefIiMjFRERofvvv199+vTRyJEj67vpAAAAAPxUvQeljz/+WPv379dtt91WYdmDDz6ooqIiTZ06Vfn5+Ro4cKBWrlypsLAwd52nn35agYGBGj9+vIqKijRixAhlZGQoICCgvpsOAAAAwE816DxKjYV5lAAAAABITXAeJQAAAABoLghKAAAAAGBCUAIAAAAAE4ISAAAAAJgQlAAAAADAhKAEAAAAACYEJQAAAAAwISgBAAAAgAlBCQAAAABMCEoAAAAAYEJQAgAAAAATghIAAAAAmBCUAAAAAMCEoAQAAAAAJgQlAAAAADAhKAEAAACACUEJAAAAAEwISgAAAABgQlACAAAAABOCEgAAAACYEJQAAAAAwISgBAAAAAAmBCUAAAAAMCEoAQAAAIAJQQkAAAAATAhKAAAAAGBCUAIAAAAAE4ISAAAAAJgQlAAAAADAhKAEAAAAACYEJQAAAAAwISgBAAAAgAlBCQAAAABMCEoAAAAAYEJQAgAAAAATghIAAAAAmBCUAAAAAMCEoAQAAAAAJvUelH744QfddNNNioyMVGhoqC666CJt2bLFvdwwDM2dO1dOp1MhISEaNmyYdu7c6fEYxcXFuvvuuxUVFaU2bdpo3LhxOnDgQH03HQAAAICfqteglJ+fr8suu0xBQUH617/+pV27dunJJ59U27Zt3XUef/xxPfXUU3r++ee1adMmxcbGatSoUTp27Ji7TlpampYvX66lS5dqzZo1On78uFJSUlRWVlafzQcAAADgp2yGYRj19eCzZs3Sf/7zH33xxRdelxuGIafTqbS0NM2cOVPSmd6jmJgYLViwQFOmTJHL5VL79u31xhtvaMKECZKkgwcPKi4uTh9++KFGjx5daTsKCwvlcDjkcrkUHh5edy8QAAAAQLNS1WwQWJ+NWLFihUaPHq3f/va3Wr16tTp27KipU6dq8uTJkqTs7Gzl5uYqOTnZfR+73a6hQ4dq7dq1mjJlirZs2aLS0lKPOk6nU4mJiVq7dq3XoFRcXKzi4mL3/y6XS9KZNwUAAACA/zqbCSrrL6rXoPT9999r4cKFmjFjhv7whz9o48aNmj59uux2u26++Wbl5uZKkmJiYjzuFxMTo3379kmScnNzFRwcrHbt2lWoc/b+Zunp6Xr44YcrlMfFxdXFywIAAADQzB07dkwOh8Nyeb0GpfLycl1yySWaN2+eJKlfv37auXOnFi5cqJtvvtldz2azedzPMIwKZWa+6syePVszZszwaMdPP/2kyMjISh+3vhUWFiouLk45OTmcBogKWD9ghXUDvrB+wArrBnzx1/XDMAwdO3ZMTqfTZ716DUodOnRQr169PMp69uypt99+W5IUGxsr6UyvUYcOHdx18vLy3L1MsbGxKikpUX5+vkevUl5engYPHuz1ee12u+x2u0fZuQNINAXh4eF+tUKielg/YIV1A76wfsAK6wZ88cf1w1dP0ln1OurdZZddpj179niUffPNN+rcubMkKSEhQbGxsVq1apV7eUlJiVavXu0OQf3791dQUJBHnUOHDmnHjh2WQQkAAAAAaqNee5TuvfdeDR48WPPmzdP48eO1ceNGvfLKK3rllVcknTnlLi0tTfPmzVO3bt3UrVs3zZs3T6GhoZo4caKkM2nv9ttv13333afIyEhFRETo/vvvV58+fTRy5Mj6bD4AAAAAP1WvQWnAgAFavny5Zs+erUceeUQJCQl65plndOONN7rrPPjggyoqKtLUqVOVn5+vgQMHauXKlQoLC3PXefrppxUYGKjx48erqKhII0aMUEZGhgICAuqz+fXCbrfrz3/+c4VTAwGJ9QPWWDfgC+sHrLBuwBfWD9/qdR4lAAAAAGiO6vUaJQAAAABojghKAAAAAGBCUAIAAAAAE4ISAAAAAJgQlBrYiy++qISEBLVu3Vr9+/fXF1980dhNQi2kp6drwIABCgsLU3R0tK6++uoKc4cZhqG5c+fK6XQqJCREw4YN086dOz3qFBcX6+6771ZUVJTatGmjcePG6cCBAx518vPzlZqaKofDIYfDodTUVBUUFHjU2b9/v6688kq1adNGUVFRmj59ukpKSurltaN60tPT3VMinMW64d9++OEH3XTTTYqMjFRoaKguuugibdmyxb2c9cM/nT59Wn/84x+VkJCgkJAQde3aVY888ojKy8vddVg3/Mfnn3+uK6+8Uk6nUzabTe+++67H8qa2Lmzfvl1Dhw5VSEiIOnbsqEceeUTNetw4Aw1m6dKlRlBQkPHqq68au3btMu655x6jTZs2xr59+xq7aaih0aNHG4sWLTJ27NhhZGVlGWPHjjXi4+ON48ePu+vMnz/fCAsLM95++21j+/btxoQJE4wOHToYhYWF7jp33nmn0bFjR2PVqlXG1q1bjeHDhxsXXnihcfr0aXedMWPGGImJicbatWuNtWvXGomJiUZKSop7+enTp43ExERj+PDhxtatW41Vq1YZTqfTmDZtWsO8GbC0ceNGo0uXLkbfvn2Ne+65x13OuuG/fvrpJ6Nz587GrbfeamzYsMHIzs42Pv74Y+O7775z12H98E+PPvqoERkZabz//vtGdna28Y9//MM477zzjGeeecZdh3XDf3z44YfGnDlzjLffftuQZCxfvtxjeVNaF1wulxETE2Ncf/31xvbt2423337bCAsLM/7617/W3xtUzwhKDejSSy817rzzTo+yHj16GLNmzWqkFqGu5eXlGZKM1atXG4ZhGOXl5UZsbKwxf/58d51Tp04ZDofDeOmllwzDMIyCggIjKCjIWLp0qbvODz/8YLRq1crIzMw0DMMwdu3aZUgy1q9f766zbt06Q5Lx9ddfG4ZxZmPaqlUr44cffnDXeeuttwy73W64XK76e9Hw6dixY0a3bt2MVatWGUOHDnUHJdYN/zZz5kxjyJAhlstZP/zX2LFjjdtuu82j7NprrzVuuukmwzBYN/yZOSg1tXXhxRdfNBwOh3Hq1Cl3nfT0dMPpdBrl5eV1+E40HE69ayAlJSXasmWLkpOTPcqTk5O1du3aRmoV6prL5ZIkRURESJKys7OVm5vr8bnb7XYNHTrU/blv2bJFpaWlHnWcTqcSExPdddatWyeHw6GBAwe66wwaNEgOh8OjTmJiopxOp7vO6NGjVVxc7HE6DxrWXXfdpbFjx2rkyJEe5awb/m3FihW65JJL9Nvf/lbR0dHq16+fXn31Vfdy1g//NWTIEH3yySf65ptvJElffvml1qxZoyuuuEIS6wZ+1tTWhXXr1mno0KEek9eOHj1aBw8e1N69e+v+DWgAgY3dAH9x9OhRlZWVKSYmxqM8JiZGubm5jdQq1CXDMDRjxgwNGTJEiYmJkuT+bL197vv27XPXCQ4OVrt27SrUOXv/3NxcRUdHV3jO6Ohojzrm52nXrp2Cg4NZxxrJ0qVLtXXrVm3atKnCMtYN//b9999r4cKFmjFjhv7whz9o48aNmj59uux2u26++WbWDz82c+ZMuVwu9ejRQwEBASorK9Njjz2mG264QRLbDvysqa0Lubm56tKlS4XnObssISGhJi+zURGUGpjNZvP43zCMCmVonqZNm6avvvpKa9asqbCsJp+7uY63+jWpg4aRk5Oje+65RytXrlTr1q0t67Fu+Kfy8nJdcsklmjdvniSpX79+2rlzpxYuXKibb77ZXY/1w/8sW7ZMixcv1ptvvqnevXsrKytLaWlpcjqduuWWW9z1WDdwVlNaF7y1xeq+zQGn3jWQqKgoBQQEVDgCk5eXVyGho/m5++67tWLFCn366afq1KmTuzw2NlaSfH7usbGxKikpUX5+vs86hw8frvC8R44c8ahjfp78/HyVlpayjjWCLVu2KC8vT/3791dgYKACAwO1evVqPfvsswoMDPQ4ynYu1g3/0KFDB/Xq1cujrGfPntq/f78kth3+7IEHHtCsWbN0/fXXq0+fPkpNTdW9996r9PR0Sawb+FlTWxe81cnLy5NUsderuSAoNZDg4GD1799fq1at8ihftWqVBg8e3EitQm0ZhqFp06bpnXfe0b///e8K3coJCQmKjY31+NxLSkq0evVq9+fev39/BQUFedQ5dOiQduzY4a6TlJQkl8uljRs3uuts2LBBLpfLo86OHTt06NAhd52VK1fKbrerf//+df/i4dOIESO0fft2ZWVluW+XXHKJbrzxRmVlZalr166sG37ssssuqzCVwDfffKPOnTtLYtvhz06ePKlWrTx3zwICAtzDg7Nu4Kymti4kJSXp888/9xgyfOXKlXI6nRVOyWs2Gm7cCJwdHvy1114zdu3aZaSlpRlt2rQx9u7d29hNQw39/ve/NxwOh/HZZ58Zhw4dct9OnjzprjN//nzD4XAY77zzjrF9+3bjhhtu8Dp0Z6dOnYyPP/7Y2Lp1q/HrX//a69Cdffv2NdatW2esW7fO6NOnj9ehO0eMGGFs3brV+Pjjj41OnToxjGsTcu6od4bButFUZWdnG5KMRYsWucsWLVpkSDKys7Pr5Dk2btxoBAYGGo899pjx7bffGkuWLDFCQ0ONxYsXu+vMnz/fCAkJMSQZmZmZrB9+4pZbbjE6duzoHh78nXfeMaKioowHH3zQXYdth/84duyYsW3bNmPbtm2GJOOpp54ytm3b5p5apimtCwUFBUZMTIxxww03GNu3bzfeeecdIzw8nOHBUXUvvPCC0blzZyM4ONi4+OKL3cNIo3mS5PV27g5WeXm58ec//9mIjY017Ha78atf/crYvn27x+MUFRUZ06ZNMyIiIoyQkBAjJSXF2L9/v0edH3/80bjxxhuNsLAwIywszLjxxhuN/Px8jzr79u0zxo4da4SEhBgRERHGtGnTPIbpROMyByXWjaapIYKSYRjGe++9ZyQmJhp2u93o0aOH8corr3gsLy8vN6666ipDkhEcHMz64ScKCwuNe+65x4iPjzdat25tdO3a1ZgzZ45RXFzsrsO2w398+umnXvczbrnlFsMwmt668NVXXxm//OUvDbvdbsTGxhpz585ttkODG4Zh2AyjOU+XCwBA3dq7d68SEhK0aNEi3XrrrZKkjIwMTZo0SdnZ2Q16CkljPS8AgGuUAAA18N1332nSpEnq1q2bQkND1bFjR1155ZXavn27u86RI0cUHByshx56qML9v/76a9lsNj377LPusjVr1igpKUmtW7dWx44d9dBDD+nvf/+7bDZblebg2LBhg6688kpFRkaqdevWOv/885WWluZR59tvv9XEiRMVHR0tu92unj176oUXXqjx+3Cud999VzabTZ988kmFZQsXLpTNZtNXX33lLluxYoWSkpIUGhqqsLAwjRo1SuvWrauTtgAAao+gBACotoMHDyoyMlLz589XZmamXnjhBQUGBmrgwIHuQQrat2+vlJQUvf766+4L0c9atGiRgoODdeONN0qSvvrqK40aNUonT57U66+/rpdeeklbt27VY489VqX2fPTRR/rlL3+p/fv366mnntK//vUv/fGPf/QYyWnXrl0aMGCAduzYoSeffFLvv/++xo4dq+nTp+vhhx+u9XuSkpKi6OhoLVq0qMKyjIwMXXzxxerbt68k6c0339RVV12l8PBwvfXWW3rttdeUn5+vYcOGeZ1iAADQCBr73D8AQPN3+vRpo6SkxOjWrZtx7733ustXrFhhSDJWrlzpUdfpdBrXXXedu+y3v/2t0aZNG+PIkSPusrKyMqNXr15Vujbo/PPPN84//3yjqKjIss7o0aONTp06GS6Xy6N82rRpRuvWrY2ffvrJMIzaXaM0Y8YMIyQkxCgoKHCX7dq1y5BkPPfcc+7X5XQ6jT59+hhlZWXueseOHTOio6ONwYMHV/t5AQB1jx4lAEC1nT59WvPmzVOvXr0UHByswMBABQcH69tvv9Xu3bvd9S6//HLFxsZ69LJ89NFHOnjwoG677TZ32erVq/XrX/9aUVFR7rJWrVpp/Pjxlbblm2++0X//+1/dfvvtlpP7njp1Sp988omuueYahYaG6vTp0+7bFVdcoVOnTmn9+vU1eSs83HbbbSoqKtKyZcvcZYsWLZLdbtfEiRMlSXv27NHBgweVmprqMQz0eeedp+uuu07r16/XyZMna90WAEDtEJQAANU2Y8YMPfTQQ7r66qv13nvvacOGDdq0aZMuvPBCFRUVuesFBgYqNTVVy5cvV0FBgaQzp6F16NBBo0ePdtf78ccfvU5IWJVJCo8cOSJJHpM9m/344486ffq0nnvuOQUFBXncrrjiCknS0aNHq/Tafendu7cGDBjgDoZlZWVavHixrrrqKkVERLjbIp2ZdNbM6XSqvLy8wuSQAICGF9jYDQAAND+LFy/WzTffrHnz5nmUHz16VG3btvUomzRpkp544gktXbpUEyZM0IoVK5SWlqaAgAB3ncjISK8zw5tnefemffv2kqQDBw5Y1mnXrp0CAgKUmpqqu+66y2sd84TRNTVp0iRNnTpVu3fv1vfff69Dhw5p0qRJ7uWRkZGS5DFx41kHDx5Uq1at1K5duzppCwCg5ghKAIBqs9lsstvtHmUffPCBfvjhB/3iF7/wKO/Zs6cGDhyoRYsWqaysTMXFxR7BQZKGDh2qDz/8UEePHnWffldeXq5//OMflbblggsu0Pnnn6//+Z//0YwZMyq0S5JCQ0M1fPhwbdu2TX379lVwcHB1X3KV3XDDDZoxY4YyMjL0/fffq2PHjkpOTnYv7969uzp27Kg333xT999/v2w2myTpxIkTevvtt90j4QEAGhdBCQBQbSkpKcrIyFCPHj3Ut29fbdmyRU888YTl6W+33XabpkyZooMHD2rw4MHq3r27x/I5c+bovffe04gRIzRnzhyFhITopZde0okTJyTJ41oeb1544QVdeeWVGjRokO69917Fx8dr//79+uijj7RkyRJJ0t/+9jcNGTJEv/zlL/X73/9eXbp00bFjx/Tdd9/pvffe07///e86eGektm3b6pprrlFGRoYKCgp0//33e7S/VatWevzxx3XjjTcqJSVFU6ZMUXFxsZ544gkVFBRo/vz5ddIOAEDtcI0SAKDa/va3v+mmm25Senq6rrzySq1YsULvvPOOzj//fK/1r7/+eoWEhOjAgQMVepMk6cILL9SqVasUEhKim2++WXfccYd69+6tqVOnSpIcDofP9owePVqff/65OnTooOnTp2vMmDF65JFHPK5x6tWrl7Zu3arExET98Y9/VHJysm6//Xb93//9n0aMGFGLd6OiSZMmKS8vTyUlJe5Ja881ceJEvfvuu/rxxx81YcIETZo0SeHh4fr00081ZMiQOm0LAKBmbIZhGI3dCAAAvElOTtbevXv1zTffNHZTAAB+hlPvAABNwowZM9SvXz/FxcXpp59+0pIlS7Rq1Sq99tprjd00AIAfIigBAJqEsrIy/elPf1Jubq5sNpt69eqlN954QzfddFNjNw0A4Ic49Q4AAAAATBjMAQAAAABMCEoAAAAAYEJQAgAAAAATvxjMoby8XAcPHlRYWJh7BnQAAAAA/scwDB07dkxOp9PnhOZ+EZQOHjyouLi4xm4GAAAAgCYiJydHnTp1slzuF0EpLCxM0pk3Izw8vJFbAwAAAKCxFBYWKi4uzp0RrPhFUDp7ul14eDhBCQAAAECll+QwmAMAAAAAmBCUAAAAAMCEoAQAAAAAJn5xjRJqZtv+fGUfPaGEqDbqF9+uyT5mc+Vv78WyTfv1ZU6BLoxrqwkD4i3r+dv7guqp6noEAP6K39G6YzMMw2jsRtS3wsJCORwOuVwuBnOoovn/2q2XVn/v/v/OoV016/KeTe4xmytf70WXWR9UqL93/tgGa1tdW7Zpvxb862v9dLLUXXZRnEPv3jWkQl3WkYqe+Ohrbd2Xr4s7t9MDo3s0dnMa1dUvrFFWjsv9v9V6BBCoq++Jj77W6j1HFOtorbuG/6LJ7mB7CwHnbicl+fU2k9/RqqlqNiAoNQJvO8IA0FzZJE0dfn6FnZLqbuvsATbteewKr8ta+nZz7/yxHq/R18GRc+t1jzlPew4fr9Lje7t/U2F+/Wi6GurAnbf14c6hXT1CAJqvxj4A3KBBKT09XX/4wx90zz336JlnnpF0Zsbbhx9+WK+88ory8/M1cOBAvfDCC+rdu7f7fsXFxbr//vv11ltvqaioSCNGjNCLL77oMfFTfn6+pk+frhUrVkiSxo0bp+eee05t27atcvuaUlDihwBAS9U+LFib5oySxLauKSKMoDEM795eiyZdWqW6rJ/+pTHDUoMFpU2bNmn8+PEKDw/X8OHD3UFpwYIFeuyxx5SRkaELLrhAjz76qD7//HPt2bPHPbnT73//e7333nvKyMhQZGSk7rvvPv3000/asmWLAgICJEmXX365Dhw4oFdeeUWSdMcdd6hLly567733qtzGphKU2AAAaOnuGn6+Xvj0v43dDABAM9BYYamq2aBWo94dP35cN954o1599VW1a/fzuayGYeiZZ57RnDlzdO211yoxMVGvv/66Tp48qTfffFOS5HK59Nprr+nJJ5/UyJEj1a9fPy1evFjbt2/Xxx9/LEnavXu3MjMz9fe//11JSUlKSkrSq6++qvfff1979uypTdMbHCEJgD8gJAEAWopaBaW77rpLY8eO1ciRIz3Ks7OzlZubq+TkZHeZ3W7X0KFDtXbtWknSli1bVFpa6lHH6XQqMTHRXWfdunVyOBwaOHCgu86gQYPkcDjcdbwpLi5WYWGhxw0AAAAAqqrGw4MvXbpUW7du1aZNmyosy83NlSTFxMR4lMfExGjfvn3uOsHBwR49UWfrnL1/bm6uoqOjKzx+dHS0u4436enpevjhh6v3ggAAAAA0iAXX9WnsJlSqRj1KOTk5uueee7R48WK1bt3asp7NZvP43zCMCmVm5jre6lf2OLNnz5bL5XLfcnJyfD5nQ2js0T0AoL7tnT+WbR0AoFL94hzNYuj+GgWlLVu2KC8vT/3791dgYKACAwO1evVqPfvsswoMDHT3JJl7ffLy8tzLYmNjVVJSovz8fJ91Dh8+XOH5jxw5UqG36lx2u13h4eEet6aAHQgALdW52ze2dQAAKwuu66PlzWQOvBqdejdixAht377do2zSpEnq0aOHZs6cqa5duyo2NlarVq1Sv379JEklJSVavXq1FixYIEnq37+/goKCtGrVKo0fP16SdOjQIe3YsUOPP/64JCkpKUkul0sbN27UpZeeGVpyw4YNcrlcGjx4cM1ecSNr6jsQv8vYqI+/PmK5vCbt37Y/X9e86P2aMpuk7Cb+ntSlrrM+ULmX8laSvje9D77mVDk74V5pWbmCAlrpv0eOK/9EiS6MaytJ+jKnQMWny2UPbFXhb7s2wTq//Xnu+5r/nvtY3o72nH3u/3x3VAcLitQ6KEAdHK3dj3/IdUqf7rFeh85aPnWw+zV8svuwVu7K81qvg8OudbNHel3WnFQ2oMu5n/FvF/5Hm/YVeK3XNiRQWX8eXZdNqxdnX8+2/fn6bM+Zz3ZY92j3BJHnThr5zeFjlU4O2vfPmSosLqtQHhkapC1/SvZyj4rOPue56/gFMWFeZ7A31z37vTlbz9ukl96eKyGqjSRZ1q3q3End53yo4jKjwlxTZydWNbdPqjhBr9lT4y+0bH9z1O0PH6jU2wZW0oDObfWP31/WsA1q4s6uozP/70vL921kj/b6+61VG9rbrLaDWJ39jXjm42+Ud+yUHCHBOlxYXO3Hsfr9NK/7505SfHa7cPZ30dv3xNc2oLLtg5Wa3u8sq+9AUCvp23n+s69Vl2oUlMLCwpSYmOhR1qZNG0VGRrrL09LSNG/ePHXr1k3dunXTvHnzFBoaqokTJ0qSHA6Hbr/9dt13332KjIxURESE7r//fvXp08c9OETPnj01ZswYTZ48WS+//LKkM8ODp6SkqHv37jV+0WhYvr7sLX62YxN7UCsVedmK2YMqdu762mnqF9/O5/tan93ZZ5/72os7Wdapyg/kua9h6758y3qlpy1+wVuwb/OsJxAtb2ZzhFutq+eW94tvV+k6W2bxsk9VY/3w1Zaq1q3pcqu6VT34ZDUR74QB8Zbv3bt3DfHY+Vu2KUff5h1Tt+gwvTO15YWGch9fjZMlFUO2vzu7js5Zvl2l5d6/R707Omr8+HVxYNj8W1NZ+K/qY3r7Ppq/S5UFFV/bgMq2DzV5zKoICmjl9bMMCqjV2G1+rcaDOVTmwQcfVFFRkaZOneqecHblypXuOZQk6emnn1ZgYKDGjx/vnnA2IyPDPYeSJC1ZskTTp093j443btw4Pf/88/XVbL9XeOp0YzehRSu3+CW3Km+urru4o97e+kOdPFbLeme8G969vcf/hUXW38NgP/3BO2Gxo2tVjjPO3flrDtcD1Bd/2I7UVGhQgNcDeNKZXuCm5Nzwv2xTjuUBFH9ldf1+ZeMDwFqdBaXPPvvM43+bzaa5c+dq7ty5lvdp3bq1nnvuOT333HOWdSIiIrR48eI6aiUqE9663rIzJJVaBCKr8ubqyfEX6cPthyx/fKvDHzbv5lnrfa0NLWtNARpGn1r0jLR0wYHeD760CW7VJE/LPBv+/7GZoGR2usz7b65VOSrnn4cmgUZiddZUMzubqkp2/+XyKtf96kCB5bIW+NZUqpWPdOgPwdEbq9ftr+8HKgr08cW5/lL/7U2rjNWBupBgDpw2N6UWydGqHJUjKMEDp96hMeTkF1ku88cd4XahQZbL/PXnzmof2FeohH85z+59x751oK1J9ow0FUEWXyKr8qaC08m84IhSnSMowUPOTycbuwktmtVOrr/u/J4V4OMH2R8vQg0LsQ5K/vp7Z3V2ags7axW1YLXfbBWgcEZ8ZGi1ypsKoyWeilFLARbfAatyVM7/9kDg05Hj1kNvBgVYLkIVcbDHuwFdIqwX+uGb09rimgFJOq+1dYhqyax2gjmojLMY8KNmrEYw9TWyaVPQii9/BVbvCe9VzRGU4MnHAZrgQJIS6sddw39hueyn4yUN2JKm4WDBKctlAxN8hMqWjO5YVKJNsPffKKtynDFhQLwuivMc7KJfnKPJj5LobBvS2E1ocqymj2hu00o0JQQleGgfZrdcdoqjcrXGvp533xw+Zrms2A8vQj3m41pBf70o3WrMJsZywlkTLL4bVuX42bt3DdGC6/po4qVxWnBdHy2/a0hjN6lSV/Tt0NhNaHKsBrdj0Lua48RdeIiLCNUhi5mv/W93te7Z5P199PdO8U92H7Zc1lKO5pxnD9Dx4ooHG86zVzza7es3jYvSAe8eGN1D/7s5R0eO/dwLHR0WrAdG92jEVjUfviYvbore2XKgsZvQ5HBAqe61lH0Q1BFfF0eGBLG61FaQxRWVVuX+YuWuPMtlvkaAa05uGdylyuVcy1YRFymjKjbNGaW7hp+vpK4Rumv4+do4Z1RjNwn15McT/ndadmWsdtPYfas5epTgwddFr706hDdgS1oqTr6rrg4t5Dz06hzttgfadOp0xXXCHui/qSA4sJXXCYytJsuE/6IHyT8kRLXRnsPHG7sZTUpQQCuVllfcTvrj6LF1hXcOHnzthjl8DFmMqrG63KalXoZTFz1oQ7u3r6vmNLqqHu32p4mJq4p5lACc66N7hzZ2E5ocDsXWPYISPCR2dFguO+SyHomrMnaLHWOr8pbKaj6PljrPx7gLndUq96alHR1+YHQPvXVHks/XFWBx9M+q3B90iWpTrXIALd91F3f0ubxDuPUAVS0RB5Tqnv/+6sIrXyNq/VSL84F/96uu1SpvqW4a1Lla5c3dk+MvqnBtW0hQKz05/iKPslCLE6ityls6qyHA/XZocEk3J3WpVjmAls/bb8y50kZd0ICtaXwcUKp7/rkXAkv94tvJEeK9dyOkFnNRPDC6h9qHBXuU+eNoRP74Puz+y+W67uKO+kX7Nrru4o7a/ZfLK9RhkAtPiyZdWmGQggDbmXJ/1VznegFQv87+xpjPUPHH7QMHlOqezfA1zFkLUVhYKIfDIZfLpfBwBiSozBMffa0XPv1vhfK7hp9f6x36Jz76Wlv35evizu1adDioDO+Dp8vmf6IfvEyy2rFta/1n1ohGaFHTMGnRRu086FJvp8OvQ9K5lm3ary9zCnRhXFu/2wkC4BvbB+nqF9YoK8fl/r9fnKNZzIvV0KqaDQhK8GrAY6sqjM7FMKuoL/UZzgEA8CcExsoRlM5BUKoZej3QkAjnAACgIRCUzkFQApoHwjkAAKhvVc0GLXNMYgDNEuEIAAA0FYx6BwAAAAAmBCUAAAAAMCEoAQAAAIAJQQkAAAAATAhKAAAAAGBCUAIAAAAAE4ISAAAAAJgQlAAAAADAhKAEAAAAACYEJQAAAAAwISgBAAAAgAlBCQAAAABMCEoAAAAAYEJQAgAAAACTGgelhQsXqm/fvgoPD1d4eLiSkpL0r3/9y73cMAzNnTtXTqdTISEhGjZsmHbu3OnxGMXFxbr77rsVFRWlNm3aaNy4cTpw4IBHnfz8fKWmpsrhcMjhcCg1NVUFBQU1bTYAAAAAVKrGQalTp06aP3++Nm/erM2bN+vXv/61rrrqKncYevzxx/XUU0/p+eef16ZNmxQbG6tRo0bp2LFj7sdIS0vT8uXLtXTpUq1Zs0bHjx9XSkqKysrK3HUmTpyorKwsZWZmKjMzU1lZWUpNTa3FSwYAAAAA32yGYRh19WARERF64okndNttt8npdCotLU0zZ86UdKb3KCYmRgsWLNCUKVPkcrnUvn17vfHGG5owYYIk6eDBg4qLi9OHH36o0aNHa/fu3erVq5fWr1+vgQMHSpLWr1+vpKQkff311+revXuV2lVYWCiHwyGXy6Xw8PC6erkAAAAAmpmqZoM6uUaprKxMS5cu1YkTJ5SUlKTs7Gzl5uYqOTnZXcdut2vo0KFau3atJGnLli0qLS31qON0OpWYmOius27dOjkcDndIkqRBgwbJ4XC46wAAAABAXQuszZ23b9+upKQknTp1Suedd56WL1+uXr16uUNMTEyMR/2YmBjt27dPkpSbm6vg4GC1a9euQp3c3Fx3nejo6ArPGx0d7a7jTXFxsYqLi93/FxYW1uwFAgAAAPBLtepR6t69u7KysrR+/Xr9/ve/1y233KJdu3a5l9tsNo/6hmFUKDMz1/FWv7LHSU9Pdw/+4HA4FBcXV9WXBAAAAAC1C0rBwcH6xS9+oUsuuUTp6em68MIL9be//U2xsbGSVKHXJy8vz93LFBsbq5KSEuXn5/usc/jw4QrPe+TIkQq9VeeaPXu2XC6X+5aTk1OblwkAAADAz9TpPEqGYai4uFgJCQmKjY3VqlWr3MtKSkq0evVqDR48WJLUv39/BQUFedQ5dOiQduzY4a6TlJQkl8uljRs3uuts2LBBLpfLXccbu93uHrb87A0AAAAAqqrG1yj94Q9/0OWXX664uDgdO3ZMS5cu1WeffabMzEzZbDalpaVp3rx56tatm7p166Z58+YpNDRUEydOlCQ5HA7dfvvtuu+++xQZGamIiAjdf//96tOnj0aOHClJ6tmzp8aMGaPJkyfr5ZdfliTdcccdSklJqfKIdwAAAABQXTUOSocPH1ZqaqoOHTokh8Ohvn37KjMzU6NGjZIkPfjggyoqKtLUqVOVn5+vgQMHauXKlQoLC3M/xtNPP63AwECNHz9eRUVFGjFihDIyMhQQEOCus2TJEk2fPt09Ot64ceP0/PPP17TZAAAAAFCpOp1HqaliHiUAAAAAUgPPowQAAAAALQlBCQAAAABMCEoAAAAAYEJQAgAAAAATghIAAAAAmBCUAAAAAMCEoAQAAAAAJgQlAAAAADAhKAEAAACACUEJAAAAAEwISgAAAABgQlACAAAAABOCEgAAAACYEJQAAAAAwISgBAAAAAAmBCUAAAAAMCEoAQAAAIAJQQkAAAAATAhKAAAAAGBCUAIAAAAAE4ISAAAAAJgQlAAAAADAhKAEAAAAACYEJQAAAAAwISgBAAAAgAlBCQAAAABMCEoAAAAAYEJQAgAAAAATghIAAAAAmBCUAAAAAMCEoAQAAAAAJgQlAAAAADAhKAEAAACASY2DUnp6ugYMGKCwsDBFR0fr6quv1p49ezzqGIahuXPnyul0KiQkRMOGDdPOnTs96hQXF+vuu+9WVFSU2rRpo3HjxunAgQMedfLz85WamiqHwyGHw6HU1FQVFBTUtOkAAAAA4FONg9Lq1at11113af369Vq1apVOnz6t5ORknThxwl3n8ccf11NPPaXnn39emzZtUmxsrEaNGqVjx46566SlpWn58uVaunSp1qxZo+PHjyslJUVlZWXuOhMnTlRWVpYyMzOVmZmprKwspaam1rTpAAAAAOCTzTAMoy4e6MiRI4qOjtbq1av1q1/9SoZhyOl0Ki0tTTNnzpR0pvcoJiZGCxYs0JQpU+RyudS+fXu98cYbmjBhgiTp4MGDiouL04cffqjRo0dr9+7d6tWrl9avX6+BAwdKktavX6+kpCR9/fXX6t69e6VtKywslMPhkMvlUnh4eF28XAAAAADNUFWzQZ1do+RyuSRJERERkqTs7Gzl5uYqOTnZXcdut2vo0KFau3atJGnLli0qLS31qON0OpWYmOius27dOjkcDndIkqRBgwbJ4XC465gVFxersLDQ4wYAAAAAVVUnQckwDM2YMUNDhgxRYmKiJCk3N1eSFBMT41E3JibGvSw3N1fBwcFq166dzzrR0dEVnjM6Otpdxyw9Pd19PZPD4VBcXFztXiAAAAAAv1InQWnatGn66quv9NZbb1VYZrPZPP43DKNCmZm5jrf6vh5n9uzZcrlc7ltOTk5VXgYAAAAASKqDoHT33XdrxYoV+vTTT9WpUyd3eWxsrCRV6PXJy8tz9zLFxsaqpKRE+fn5PuscPny4wvMeOXKkQm/VWXa7XeHh4R43AAAAAKiqGgclwzA0bdo0vfPOO/r3v/+thIQEj+UJCQmKjY3VqlWr3GUlJSVavXq1Bg8eLEnq37+/goKCPOocOnRIO3bscNdJSkqSy+XSxo0b3XU2bNggl8vlrgMAAAAAdSmwpne866679Oabb+qf//ynwsLC3D1HDodDISEhstlsSktL07x589StWzd169ZN8+bNU2hoqCZOnOiue/vtt+u+++5TZGSkIiIidP/996tPnz4aOXKkJKlnz54aM2aMJk+erJdfflmSdMcddyglJaVKI94BAAAAQHXVOCgtXLhQkjRs2DCP8kWLFunWW2+VJD344IMqKirS1KlTlZ+fr4EDB2rlypUKCwtz13/66acVGBio8ePHq6ioSCNGjFBGRoYCAgLcdZYsWaLp06e7R8cbN26cnn/++Zo2HQAAAAB8qrN5lJoy5lECAAAAIDXCPEoAAAAA0FIQlAAAAADAhKAEAAAAACYEJQAAAAAwISgBAAAAgAlBCQAAAABMCEoAAAAAYEJQAgAAAAATghIAAAAAmBCUAAAAAMCEoAQAAAAAJgQlAAAAADAhKAEAAACACUEJAAAAAEwISgAAAABgQlACAAAAABOCEgAAAACYEJQAAAAAwISgBAAAAAAmBCUAAAAAMCEoAQAAAIAJQQkAAAAATAhKAAAAAGBCUAIAAAAAE4ISAAAAAJgQlAAAAADAhKAEAAAAACYEJQAAAAAwISgBAAAAgAlBCQAAAABMCEoAAAAAYEJQAgAAAACTGgelzz//XFdeeaWcTqdsNpveffddj+WGYWju3LlyOp0KCQnRsGHDtHPnTo86xcXFuvvuuxUVFaU2bdpo3LhxOnDggEed/Px8paamyuFwyOFwKDU1VQUFBTVtNgAAAABUqsZB6cSJE7rwwgv1/PPPe13++OOP66mnntLzzz+vTZs2KTY2VqNGjdKxY8fcddLS0rR8+XItXbpUa9as0fHjx5WSkqKysjJ3nYkTJyorK0uZmZnKzMxUVlaWUlNTa9psAAAAAKiUzTAMo9YPYrNp+fLluvrqqyWd6U1yOp1KS0vTzJkzJZ3pPYqJidGCBQs0ZcoUuVwutW/fXm+88YYmTJggSTp48KDi4uL04YcfavTo0dq9e7d69eql9evXa+DAgZKk9evXKykpSV9//bW6d+9epfYVFhbK4XDI5XIpPDy8ti8XAAAAQDNV1WxQL9coZWdnKzc3V8nJye4yu92uoUOHau3atZKkLVu2qLS01KOO0+lUYmKiu866devkcDjcIUmSBg0aJIfD4a7jTXFxsQoLCz1uAAAAAFBV9RKUcnNzJUkxMTEe5TExMe5lubm5Cg4OVrt27XzWiY6OrvD40dHR7jrepKenu69pcjgciouLq9XrAQAAAOBf6nXUO5vN5vG/YRgVyszMdbzVr+xxZs+eLZfL5b7l5ORUs+VAw7j2xf+oz9xMXfvifxq7KQAAADhHvQSl2NhYSarQ65OXl+fuZYqNjVVJSYny8/N91jl8+HCFxz9y5EiF3qpz2e12hYeHe9yApqbLrA+0dX+Bjp0q09b9Beoy64PGbhIAAAD+f/USlBISEhQbG6tVq1a5y0pKSrR69WoNHjxYktS/f38FBQV51Dl06JB27NjhrpOUlCSXy6WNGze662zYsEEul8tdB2iOrHqQ6FkCAABoGgJresfjx4/ru+++c/+fnZ2trKwsRUREKD4+XmlpaZo3b566deumbt26ad68eQoNDdXEiRMlSQ6HQ7fffrvuu+8+RUZGKiIiQvfff7/69OmjkSNHSpJ69uypMWPGaPLkyXr55ZclSXfccYdSUlKqPOId0BR9m3esWuUAAABoWDUOSps3b9bw4cPd/8+YMUOSdMsttygjI0MPPvigioqKNHXqVOXn52vgwIFauXKlwsLC3Pd5+umnFRgYqPHjx6uoqEgjRoxQRkaGAgIC3HWWLFmi6dOnu0fHGzdunOXcTUBz0S06TFv3F3gtBwAAQOOrk3mUmjrmUUJT5O2apL3zxzZCSwAAAPxHo86jBKBye+eP1cXxbRXWOkAXx7clJAEAADQhNT71DkDtvTP1ssZuAgAAALygRwkAAAAATAhKAAAAAGBCUAIAAAAAE4ISAAAAAJgQlAAAAADAhKAEAAAAACYEJQAAAAAwISgBAAAAgAlBCQAAAABMCEoAAAAAYEJQAgAAAAATghIAAAAAmBCUAAAAAMCEoAQAAAAAJgQlAAAAADAhKAEAAACACUEJAAAAAEwISgAAAABgQlACAAAAABOCEgAAAACYEJQAAAAAwISgBAAAAAAmBCUAAAAAMCEoAQAAAIAJQQkAAAAATAhKAAAAAGBCUAIAAAAAE4ISAAAAAJgQlAAAAADAhKAEAAAAACYEJQAAAAAwaTZB6cUXX1RCQoJat26t/v3764svvmjsJgEAAABooQIbuwFVsWzZMqWlpenFF1/UZZddppdfflmXX365du3apfj4+MZuHuC2bX++so+eUEJUG/WLb1fn9Zubbfvz9dmePEnSsO7RLfI11kRL+Ny37c/X0o37tWzzgUrr7p0/1nLZsk379cnuw2oXGqzrL423fD9awnsGT8s27deXOQW6MK6tJgzgt7y5qsl3s8usD3wut9pmnHs/X9sVoK7YDMMwGrsRlRk4cKAuvvhiLVy40F3Ws2dPXX311UpPT6/0/oWFhXI4HHK5XAoPD6/PpsKPzf/Xbr20+nv3/3cO7apZl/ess/rNjfn1SS3vNdZES/jcvX22lfG2U3P1C2uUlePyKPP2frSE9wyezJ/9RXEOvXvXkEZsEWqiJt/NykLSWeZthrf7EZZQU1XNBk3+1LuSkhJt2bJFycnJHuXJyclau3at1/sUFxersLDQ4wbUp2378yvsOL60+ntt259fJ/WbG2+vT2pZr7EmWsLnbvXZVsa8k7Ns0/4KIUmq+H60hPcMnrx99lk5Li3btL+RWoSaqMl3s6ohyVzX6n7VeTygJpp8UDp69KjKysoUExPjUR4TE6Pc3Fyv90lPT5fD4XDf4uLiGqKp8GPZR0/Ua3lz4+t1tJTXWBMt4XOvq7Z+mVNQpedoCe8ZPFl99r7WCTQ9fDfhD5p8UDrLZrN5/G8YRoWys2bPni2Xy+W+5eTkNEQT4ccSotrUa3lz4+t1tJTXWBMt4XOvq7ZeGNe2Ss/REt4zeLL67H2tE2h6+G7CHzT5oBQVFaWAgIAKvUd5eXkVepnOstvtCg8P97gB9alffDvdObSrR9nvh3a1vLC1uvWbG2+vT2pZr7EmWsLnbvXZVsZ8LcGEAfG6KM5RoZ75/WgJ7xk8efvs+8U5GNChmanJd7M61xSdW9fqflyjhPrWbAZz6N+/v1588UV3Wa9evXTVVVcxmAOaFEa988Sod961hM+dUe9QW4x61zIw6h2ao6pmg2YRlJYtW6bU1FS99NJLSkpK0iuvvKJXX31VO3fuVOfOnSu9P0EJAAAAgFT1bNAs5lGaMGGCfvzxRz3yyCM6dOiQEhMT9eGHH1YpJAEAAABAdTWLHqXaokcJAAAAgNSC5lECAAAAgIbWLE69q63/j707j4uq3v8H/hq2YQlGFmEcBcWiXHBBNHMpNBUytFt209xSs/vVXMlS8dpifhPUyrq53vr11W5mWlctu2aKZZRhSYCGmkuJggvhggNug8Ln94eXk7MywOzn9Xw8eOh8zmfOfM6Zz5xz3ufzOZ9PbaMZJ54lIiIiIpK32pigro51sgiUKisrAYATzxIREREREYBbMYJKZTxVRS1ZPKNUU1ODM2fOIDg42OwktY5SUVGB6OholJSU8HkpMsL6QeawbpAlrB9kDusGWSLX+iGEQGVlJTQaDby8zD+JJIsWJS8vL7Ro0cLZxdDDiXDJEtYPMod1gyxh/SBzWDfIEjnWD0stSbU4mAMREREREZEBBkpEREREREQGGCg5mFKpxCuvvAKlUunsopALYv0gc1g3yBLWDzKHdYMsYf2wTBaDORAREREREdUHW5SIiIiIiIgMMFAiIiIiIiIywECJiIiIiIjIAAMlIiIiIiIiAwyUHGzFihWIjY2Fv78/EhMT8f333zu7SNQImZmZ6NatG4KDgxEZGYlHH30UR44c0csjhMC8efOg0WgQEBCAPn364ODBg3p5dDodpk6dioiICAQFBeGRRx7BqVOn9PKUl5dj9OjRUKlUUKlUGD16NC5duqSXp7i4GIMHD0ZQUBAiIiIwbdo0VFVV2WXbqX4yMzOhUCiQlpYmpbFuyNvp06cxatQohIeHIzAwEJ07d0ZeXp60nPVDnm7evIkXX3wRsbGxCAgIQOvWrTF//nzU1NRIeVg35OO7777D4MGDodFooFAo8Nlnn+ktd7W6UFhYiKSkJAQEBKB58+aYP38+3HrcOEEOs379euHr6yvee+89cejQITF9+nQRFBQkTp486eyiUQOlpKSI1atXiwMHDoh9+/aJ1NRUERMTIy5fvizlWbhwoQgODhYbN24UhYWFYtiwYaJZs2aioqJCyjNx4kTRvHlzkZWVJfLz80Xfvn1Fp06dxM2bN6U8Dz30kIiPjxc5OTkiJydHxMfHi0GDBknLb968KeLj40Xfvn1Ffn6+yMrKEhqNRkyZMsUxO4PM2rt3r2jVqpXo2LGjmD59upTOuiFfFy9eFC1bthRjx44VP/30kygqKhI7d+4Uv/32m5SH9UOeXnvtNREeHi7+85//iKKiIvHpp5+KO+64Q7z99ttSHtYN+fjyyy/F3LlzxcaNGwUAsXnzZr3lrlQXtFqtiIqKEk8++aQoLCwUGzduFMHBweKNN96w3w6yMwZKDnTvvfeKiRMn6qW1adNGpKenO6lEZGtlZWUCgMjOzhZCCFFTUyPUarVYuHChlOf69etCpVKJVatWCSGEuHTpkvD19RXr16+X8pw+fVp4eXmJr776SgghxKFDhwQA8eOPP0p59uzZIwCIw4cPCyFuHUy9vLzE6dOnpTwff/yxUCqVQqvV2m+jyaLKykoRFxcnsrKyRFJSkhQosW7I2+zZs0Xv3r3NLmf9kK/U1FTx9NNP66UNGTJEjBo1SgjBuiFnhoGSq9WFFStWCJVKJa5fvy7lyczMFBqNRtTU1NhwTzgOu945SFVVFfLy8pCcnKyXnpycjJycHCeVimxNq9UCAMLCwgAARUVFKC0t1fvelUolkpKSpO89Ly8PN27c0Muj0WgQHx8v5dmzZw9UKhW6d+8u5bnvvvugUqn08sTHx0Oj0Uh5UlJSoNPp9LrzkGNNnjwZqamp6N+/v14664a8bdmyBV27dsUTTzyByMhIJCQk4L333pOWs37IV+/evfH111/j6NGjAID9+/dj9+7dePjhhwGwbtCfXK0u7NmzB0lJSXqT16akpODMmTM4ceKE7XeAA/g4uwBycf78eVRXVyMqKkovPSoqCqWlpU4qFdmSEAIzZsxA7969ER8fDwDSd2vqez958qSUx8/PD6GhoUZ5at9fWlqKyMhIo8+MjIzUy2P4OaGhofDz82Mdc5L169cjPz8fubm5RstYN+Tt+PHjWLlyJWbMmIG///3v2Lt3L6ZNmwalUomnnnqK9UPGZs+eDa1WizZt2sDb2xvV1dVYsGABhg8fDoDHDvqTq9WF0tJStGrVyuhzapfFxsY2ZDOdioGSgykUCr3XQgijNHJPU6ZMwS+//ILdu3cbLWvI926Yx1T+huQhxygpKcH06dOxY8cO+Pv7m83HuiFPNTU16Nq1KzIyMgAACQkJOHjwIFauXImnnnpKysf6IT8bNmzA2rVrsW7dOrRv3x779u1DWloaNBoNxowZI+Vj3aBarlQXTJXF3HvdAbveOUhERAS8vb2N7sCUlZUZRejkfqZOnYotW7Zg165daNGihZSuVqsBwOL3rlarUVVVhfLycot5/vjjD6PPPXfunF4ew88pLy/HjRs3WMecIC8vD2VlZUhMTISPjw98fHyQnZ2Nd955Bz4+Pnp32W7HuiEPzZo1Q7t27fTS2rZti+LiYgA8dsjZzJkzkZ6ejieffBIdOnTA6NGj8dxzzyEzMxMA6wb9ydXqgqk8ZWVlAIxbvdwFAyUH8fPzQ2JiIrKysvTSs7Ky0LNnTyeVihpLCIEpU6Zg06ZN+Oabb4yalWNjY6FWq/W+96qqKmRnZ0vfe2JiInx9ffXynD17FgcOHJDy9OjRA1qtFnv37pXy/PTTT9BqtXp5Dhw4gLNnz0p5duzYAaVSicTERNtvPFnUr18/FBYWYt++fdJf165dMXLkSOzbtw+tW7dm3ZCxXr16GU0lcPToUbRs2RIAjx1ydvXqVXh56V+eeXt7S8ODs25QLVerCz169MB3332nN2T4jh07oNFojLrkuQ3HjRtBtcODv//+++LQoUMiLS1NBAUFiRMnTji7aNRAzz77rFCpVOLbb78VZ8+elf6uXr0q5Vm4cKFQqVRi06ZNorCwUAwfPtzk0J0tWrQQO3fuFPn5+eLBBx80OXRnx44dxZ49e8SePXtEhw4dTA7d2a9fP5Gfny927twpWrRowWFcXcjto94JwbrhDEVFRQKAWL16tZS2evVqAUAUFRVZfO8PP/wgXnnlFVFeXt7ocuzdu1f4+PiIBQsWiGPHjomPPvpIBAYGirVr10p5WD/kacyYMaJ58+bS8OCbNm0SERERYtasWVIe1g35qKysFAUFBaKgoEAAEEuWLBEFBQXS1DKuVBcuXbokoqKixPDhw0VhYaHYtGmTCAkJ4fDgZL3ly5eLli1bCj8/P9GlSxdpGGlyTwBM/t1+EVZTUyNeeeUVoVarhVKpFA888IAoLCzUW8+1a9fElClTRFhYmAgICBCDBg0SxcXFenkuXLggRo4cKYKDg0VwcLAYOXKk0QXbyZMnRWpqqggICBBhYWFiypQpesN0knMZBkqsG47XmEDp9ddftyqftb744gsRHx8vlEqlaNOmjXj33Xf1lrN+yFNFRYWYPn26iImJEf7+/qJ169Zi7ty5QqfTSXlYN+Rj165dJq8zxowZI4Rwvbrwyy+/iPvvv18olUqhVqvFvHnz3HZocCGEUAjhztPlEhERWe/EiROIjY3F6tWrMXbsWADAmjVrMG7cOBQVFVnsHvLGG29g5syZdeYjIiLPwGeUiIhIz2+//YZx48YhLi4OgYGBaN68OQYPHozCwkIpz7lz5+Dn54eXXnrJ6P2HDx+GQqHAO++8I6Xt3r0bPXr0gL+/P5o3b46XXnoJ/+///T8oFAqr5tf46aefMHjwYISHh8Pf3x933nkn0tLS9PIcO3YMI0aMQGRkJJRKJdq2bYvly5c3eD/cbt68eZg5cyaAW88FKBQKKBQKfPvtt1KeDRs2oEePHggKCsIdd9yBlJQUFBQU6K1n7NixuOOOO3D48GGkpKQgKCgIzZo1w8KFCwEAP/74I3r37o2goCDcfffd+OCDD/Tev2bNGigUCmRlZWHcuHEICwtDUFAQBg8ejOPHj9tkW4mI6BYGSkREpOfMmTMIDw/HwoUL8dVXX2H58uXw8fFB9+7dpQEImjZtikGDBuGDDz6QHjKvtXr1avj5+WHkyJEAgF9++QUDBgzA1atX8cEHH2DVqlXIz8/HggULrCrP9u3bcf/996O4uBhLlizBtm3b8OKLL+qN0nTo0CF069YNBw4cwJtvvon//Oc/SE1NxbRp0/Dqq682ep8888wzmDp1KgBg06ZN2LNnD/bs2YMuXboAADIyMjB8+HC0a9cOn3zyCT788ENUVlbi/vvvx6FDh/TWdePGDQwZMgSpqan4/PPPMXDgQMyZMwd///vfMWbMGDz99NPYvHkz7rnnHowdO9bkxJ7jx4+Hl5cX1q1bh7fffht79+5Fnz59cOnSpUZvKxER/Zez+/4REZFru3nzpqiqqhJxcXHiueeek9K3bNkiAIgdO3bo5dVoNOLxxx+X0p544gkRFBQkzp07J6VVV1eLdu3aWfXMz5133inuvPNOce3aNbN5UlJSRIsWLYRWq9VLnzJlivD39xcXL14UQtjnGaXi4mLh4+Mjpk6dqpdeWVkp1Gq1GDp0qJQ2ZswYAUBs3LhRSrtx44Zo2rSpACDy8/Ol9AsXLghvb28xY8YMo7I+9thjep/1ww8/CADitddes7gNRERkPbYoERGRnps3byIjIwPt2rWDn58ffHx84Ofnh2PHjuHXX3+V8g0cOBBqtRqrV6+W0rZv344zZ87g6aefltKys7Px4IMPIiIiQkrz8vLC0KFD6yzL0aNH8fvvv2P8+PFmJ+69fv06vv76azz22GMIDAzEzZs3pb+HH34Y169fx48//tiQXWGV7du34+bNm3jqqaf0Ptvf3x9JSUl63fOAWxMvPvzww9JrHx8f3HXXXWjWrBkSEhKk9LCwMERGRuLkyZNGn1nbWlerZ8+eaNmyJXbt2mXbjSMikjEfZxeAiIhcy4wZM7B8+XLMnj0bSUlJCA0NhZeXF5555hlcu3ZNyufj44PRo0dj6dKluHTpEpo0aYI1a9agWbNmSElJkfJduHDB5GSD1kxAeO7cOQDQm8jZ0IULF3Dz5k0sXboUS5cuNZnn/PnzdX5WQ9V2AezWrZvJ5YZz4gQGBhoFfX5+fggLCzN6r5+fH65fv26UXjvRpGHahQsXrC43ERFZxkCJiIj0rF27Fk899RQyMjL00s+fP48mTZropY0bNw6vv/461q9fj2HDhmHLli1IS0uDt7e3lCc8PNzkrO+GM7ib0rRpUwDAqVOnzOYJDQ2Ft7c3Ro8ejcmTJ5vMYzgZtC3VtpT9+9//liaMtTdT+660tBR33XWXQz6fiEgOGCgREZEehUIBpVKpl7Z161acPn3a6EK8bdu26N69O1avXo3q6mrodDqMGzdOL09SUhK+/PJLnD9/Xgoqampq8Omnn9ZZlrvvvht33nkn/u///g8zZswwKhdwq4Wmb9++KCgoQMeOHeHn51ffTbZK7Wff3qoGACkpKfDx8cHvv/+Oxx9/3C6fbeijjz7S+6ycnBycPHkSzzzzjEM+n4hIDhgoERGRnkGDBmHNmjVo06YNOnbsiLy8PLz++utmu789/fTTmDBhAs6cOYOePXvinnvu0Vs+d+5cfPHFF+jXrx/mzp2LgIAArFq1CleuXAFg3DXN0PLlyzF48GDcd999eO655xATE4Pi4mJs374dH330EQDgH//4B3r37o37778fzz77LFq1aoXKykr89ttv+OKLL/DNN980er906NBB+qwxY8bA19cX99xzD1q1aoX58+dj7ty5OH78OB566CGEhobijz/+wN69exEUFGSTkfdu9/PPP+OZZ57BE088gZKSEsydOxfNmzfHpEmTbPo5RERyxsEciIhIzz/+8Q+MGjUKmZmZGDx4MLZs2YJNmzbhzjvvNJn/ySefREBAAE6dOmXUmgQAnTp1QlZWFgICAvDUU0/hf/7nf9C+fXvpol6lUlksT0pKCr777js0a9YM06ZNw0MPPYT58+frPePUrl075OfnIz4+Hi+++CKSk5Mxfvx4/Pvf/0a/fv0asTf+1KdPH8yZMwdffPEFevfujW7duklDd8+ZMwf//ve/cfToUYwZMwYpKSmYNWsWTp48iQceeMAmn3+7999/H1VVVXjyyScxbdo0dO3aFd9++63J55yIiKhhFEII4exCEBGR/CQnJ+PEiRM4evSos4viNtasWYNx48YhNzcXXbt2dXZxiIg8GrveERGR3c2YMQMJCQmIjo7GxYsX8dFHHyErKwvvv/++s4tGRERkEgMlIiKyu+rqarz88ssoLS2FQqFAu3bt8OGHH2LUqFHOLhoREZFJ7HpHRERERERkwK6DOXz33XcYPHgwNBoNFAoFPvvsM73lQgjMmzcPGo0GAQEB6NOnDw4ePKiXR6fTYerUqYiIiEBQUBAeeeQRi/NpEBERERERNZZdA6UrV66gU6dOWLZsmcnlixcvxpIlS7Bs2TLk5uZCrVZjwIABqKyslPKkpaVh8+bNWL9+PXbv3o3Lly9j0KBBqK6utmfRiYiIiIhIxhzW9U6hUGDz5s149NFHAdxqTdJoNEhLS8Ps2bMB3Go9ioqKwqJFizBhwgRotVo0bdoUH374IYYNGwYAOHPmDKKjo/Hll18iJSXFEUUnIiIiIiKZcdpgDkVFRSgtLUVycrKUplQqkZSUhJycHEyYMAF5eXm4ceOGXh6NRoP4+Hjk5OSYDZR0Oh10Op30uqamBhcvXkR4eDgUCoX9NoqIiIiIiFyaEAKVlZXQaDQWJz13WqBUWloKAHoTBta+PnnypJTHz88PoaGhRnlq329KZmamzWdBJyIiIiIiz1FSUoIWLVqYXe704cENW3iEEHW2+tSVZ86cOZgxY4b0WqvVIiYmBiUlJQgJCWlcgYmIiIiIyG1VVFQgOjoawcHBFvM5LVBSq9UAbrUaNWvWTEovKyuTWpnUajWqqqpQXl6u16pUVlaGnj17ml23UqmEUqk0Sg8JCWGgREREREREdTbO2HXUO0tiY2OhVquRlZUlpVVVVSE7O1sKghITE+Hr66uX5+zZszhw4IDFQImIiIiIiKgx7NqidPnyZfz222/S66KiIuzbtw9hYWGIiYlBWloaMjIyEBcXh7i4OGRkZCAwMBAjRowAAKhUKowfPx7PP/88wsPDERYWhhdeeAEdOnRA//797Vl0IiIiIiKSMbsGSj///DP69u0rva59bmjMmDFYs2YNZs2ahWvXrmHSpEkoLy9H9+7dsWPHDr3+gm+99RZ8fHwwdOhQXLt2Df369cOaNWvg7e1tz6ITEREREZGMOWweJWeqqKiASqWCVqvlM0pERERERDJmbWzgtGeUiIiIiIiIXBUDJSIiIiIiIgMMlIiIiIiIiAwwUCIiIiIiIjLAQImIiIiIiMgAAyUiIiIiIiIDDJSIiIiIiIgMMFAiIiIiIiIywECJiIiIiIjIAAMlIiIiIiIiAwyUiIiIiIiIDDBQIiIiIiIiMsBAiYiIiIiIyAADJSIiIiIiIgMMlIiIiIiIiAwwUCIiIiIiIjLAQImIiIiIiMgAAyUiIiIiIiIDDJSIiIiIiIgMMFAiIiIiIiIywECJiIiIiIjIgNMDpZs3b+LFF19EbGwsAgIC0Lp1a8yfPx81NTVSHiEE5s2bB41Gg4CAAPTp0wcHDx50YqmJiIiIiMiTOT1QWrRoEVatWoVly5bh119/xeLFi/H6669j6dKlUp7FixdjyZIlWLZsGXJzc6FWqzFgwABUVlY6seREREREROSpnB4o7dmzB3/5y1+QmpqKVq1a4a9//SuSk5Px888/A7jVmvT2229j7ty5GDJkCOLj4/HBBx/g6tWrWLdunZNLT0REREREnsjpgVLv3r3x9ddf4+jRowCA/fv3Y/fu3Xj44YcBAEVFRSgtLUVycrL0HqVSiaSkJOTk5DilzERERERE5Nl8nF2A2bNnQ6vVok2bNvD29kZ1dTUWLFiA4cOHAwBKS0sBAFFRUXrvi4qKwsmTJ02uU6fTQafTSa8rKirsVHoiIiIiIvJETm9R2rBhA9auXYt169YhPz8fH3zwAd544w188MEHevkUCoXeayGEUVqtzMxMqFQq6S86Otpu5SciIiIiIs/j9EBp5syZSE9Px5NPPokOHTpg9OjReO6555CZmQkAUKvVAP5sWapVVlZm1MpUa86cOdBqtdJfSUmJfTeCiIiIiIg8itMDpatXr8LLS78Y3t7e0vDgsbGxUKvVyMrKkpZXVVUhOzsbPXv2NLlOpVKJkJAQvT8iIiIiIiJrOf0ZpcGDB2PBggWIiYlB+/btUVBQgCVLluDpp58GcKvLXVpaGjIyMhAXF4e4uDhkZGQgMDAQI0aMcHLpiYiIiIjIEzk9UFq6dCleeuklTJo0CWVlZdBoNJgwYQJefvllKc+sWbNw7do1TJo0CeXl5ejevTt27NiB4OBgJ5aciIiIiIg8lUIIIZxdCHurqKiASqWCVqtlNzwiIiIiIhmzNjZw+jNKREREREREroaBEhERERERkQEGSkRERERERAYYKBERERERERlgoERERERERGSAgRIREREREZEBBkpEREREREQGGCgREREREREZYKBERERERERkgIESERERERGRAQZKREREREREBhgoERERERERGWCgREREREREZICBEhERERERkQEGSkRERERERAYYKBERERERERlgoERERERERGSAgRIREREREZEBBkpEREREREQGGCgREREREREZYKBERERERERkgIESERERERGRAZcIlE6fPo1Ro0YhPDwcgYGB6Ny5M/Ly8qTlQgjMmzcPGo0GAQEB6NOnDw4ePOjEEhMRERERkSdzeqBUXl6OXr16wdfXF9u2bcOhQ4fw5ptvokmTJlKexYsXY8mSJVi2bBlyc3OhVqsxYMAAVFZWOq/gRERERETksRRCCOHMAqSnp+OHH37A999/b3K5EAIajQZpaWmYPXs2AECn0yEqKgqLFi3ChAkT6vyMiooKqFQqaLVahISE2LT8RERERETkPqyNDZzeorRlyxZ07doVTzzxBCIjI5GQkID33ntPWl5UVITS0lIkJydLaUqlEklJScjJyTG5Tp1Oh4qKCr0/IiIiIiIiazk9UDp+/DhWrlyJuLg4bN++HRMnTsS0adPwr3/9CwBQWloKAIiKitJ7X1RUlLTMUGZmJlQqlfQXHR1t340gIiIiIiKP4vRAqaamBl26dEFGRgYSEhIwYcIE/O1vf8PKlSv18ikUCr3XQgijtFpz5syBVquV/kpKSuxWfiIiIiIi8jxOD5SaNWuGdu3a6aW1bdsWxcXFAAC1Wg0ARq1HZWVlRq1MtZRKJUJCQvT+iIiIiIiIrOX0QKlXr144cuSIXtrRo0fRsmVLAEBsbCzUajWysrKk5VVVVcjOzkbPnj0dWlYiIiIiIpIHH2cX4LnnnkPPnj2RkZGBoUOHYu/evXj33Xfx7rvvArjV5S4tLQ0ZGRmIi4tDXFwcMjIyEBgYiBEjRji59ERERERE5ImcHih169YNmzdvxpw5czB//nzExsbi7bffxsiRI6U8s2bNwrVr1zBp0iSUl5eje/fu2LFjB4KDg51YciIiIiIi8lROn0fJETiPEhERERERAW40jxIREREREZGrYaBERERERERkgIESERERERGRAQZKREREREREBhgoERERERERGWCgREREREREZICBEhERERERkQEGSkRERERERAYYKBERERERERlgoERERERERGSAgRIREREREZEBBkpEREREREQGGCgREREREREZYKBERERERERkgIESERERERGRAQZKREREREREBhgoERERERERGWCgREREREREZICBEhERERERkQEGSkRERERERAYYKBERERERERlwqUApMzMTCoUCaWlpUpoQAvPmzYNGo0FAQAD69OmDgwcPOq+QRERERETk8VwmUMrNzcW7776Ljh076qUvXrwYS5YswbJly5Cbmwu1Wo0BAwagsrLSSSUlIiIiIiJP5xKB0uXLlzFy5Ei89957CA0NldKFEHj77bcxd+5cDBkyBPHx8fjggw9w9epVrFu3zoklJiIiIiIiT+YSgdLkyZORmpqK/v3766UXFRWhtLQUycnJUppSqURSUhJycnIcXUwiIiIiIpIJH2cXYP369cjPz0dubq7RstLSUgBAVFSUXnpUVBROnjxpdp06nQ46nU56XVFRYaPSEhERERGRHDi1RamkpATTp0/H2rVr4e/vbzafQqHQey2EMEq7XWZmJlQqlfQXHR1tszITEREREZHnc2qglJeXh7KyMiQmJsLHxwc+Pj7Izs7GO++8Ax8fH6klqbZlqVZZWZlRK9Pt5syZA61WK/2VlJTYdTuIiIiIiMizOLXrXb9+/VBYWKiXNm7cOLRp0wazZ89G69atoVarkZWVhYSEBABAVVUVsrOzsWjRIrPrVSqVUCqVdi07ERERERF5LqcGSsHBwYiPj9dLCwoKQnh4uJSelpaGjIwMxMXFIS4uDhkZGQgMDMSIESOcUWQiIiIiIpIBpw/mUJdZs2bh2rVrmDRpEsrLy9G9e3fs2LEDwcHBzi4aERERERF5KIUQQji7EPZWUVEBlUoFrVaLkJAQZxeHiIiIiIicxNrYwCXmUSIiIiIiInIlDJSIiIiIiIgMMFAiIiIiIiIywECJiIiIiIjIAAMlIiIiIiIiAwyUiIiIiIiIDDBQIiIiIiIiMsBAiYiIiIiIyAADJSIiIiIiIgMMlIiIiIiIiAz4OLsA5LrGrd6Lg2e0aK9RYfW4e22yzlbpW6X/n1iYapN1uqu4v2/FjRrA1ws4liHvfUFERETkatiiRCbdOWcrdh05h7LKKuw6cg53ztla95vqcHuQZOq1nLRKvxUkAcCNGnnvCyIiIiJXxECJjIxbvRfVQj+tWtxKbyhzgYAcA4S4v5veZnPpJG+t0rdKf0REROQ4DJTIyMEz2nqlU/3UtiRZm07yxVZYIiIi5+EzSmSkrLKqXumNlfJWNrY/l9To9RheRBo+A2XqItPRz0nxQpesZakVVu7P9xFZ8vwn+7Ax/7T02tRzoF3m70D51RsQhm++jTv9zgyPF/dE3WGT86q7MHe8dKfv0Jbquh4i6ymEEJaOEx6hoqICKpUKWq0WISEhzi6Oy7N0Md/QH5snBQj13Qf13XYe0DybvX4Lgb5eOPS/A+2ybiJzbHkDyhaD/bR9aRuuOah53l7H6u4ZO/FHhc7m6/XUc0tdx1QvAMc9dNtNYdBoHWtjA3a9Iz2xdRxwOr7ylYNK4rrqc6HbkIvie+Z+We/3kHuw5w2DqzdqPOqGBLk+Wz57aotups9/ss9hQRJgn99zq/StdgmSatftaazZphor83kCS9spl31ga2xRcjBWVLIG7/x4Hlf67bN+UUM5ux5b06WaLGvI799R+5k9Nhqnrv3h6dtfH2xRckE8oBORK+CxiBrCFerN7WVwhfLIgSP3s717bLDOUH2xRclB+OOk+uKdH/c3bvVe7DpyztnFsCvWU8/D85Xns+Z36+x6YK6Mzi6Xp5Lbsdza2ICBkoPwh031JbeDlivj79cy1lX3xHpN7tCVse89TT3+hpOr8VYAv2d69nGdXe+IiGzAFS8cXA33kfvhd0aAe3RlZJDkeNXCdeuDozm9RSkzMxObNm3C4cOHERAQgJ49e2LRokW45557pDxCCLz66qt49913UV5eju7du2P58uVo3769VZ/hCi1KACudKe5wJ9qZ35s77B9bs9X+tvdDwbZkqqx1lWdiUmusyj5uryLVmxzrqqviuUZfY+qmI4cbt8SVB2AgsrZl0pXOE27TopSdnY3Jkyfjxx9/RFZWFm7evInk5GRcuXJFyrN48WIsWbIEy5YtQ25uLtRqNQYMGIDKykonlrz+XKmCOFtMWIDb7A9blvPEwlSEBfrabH2expYndns/FGxvlurdiYWpSB/YFpsn9XRgicgduGJddqbGHr9//d+BeLxLcxuVpmHc5VxJ8mVty6Q7Hp+c3qJk6Ny5c4iMjER2djYeeOABCCGg0WiQlpaG2bNnAwB0Oh2ioqKwaNEiTJgwoc51ukqLEpGh1ulbYelepZxOkO54ALUFR3zHrjq0L9mOvSYptcTScwy2uqPs7sM/O3u4Znv99m1dbluW8/ayyfW84g6c/Vt1mxYlQ1qtFgAQFhYGACgqKkJpaSmSk5OlPEqlEklJScjJyXFKGYlsRU6zhZMxR50onH1CsqVW6Vvr/JMbe05Sak7fe5pafNjbVJ1rSD2sz3tcsZ6bK1NUiNIh5bXHZ7jyOg3X44p1gm5xl2O1S7UoCSHwl7/8BeXl5fj+++8BADk5OejVqxdOnz4NjUYj5f2f//kfnDx5Etu3bzdaj06ng07350mjoqIC0dHRbFEil+TsO46uwl0Omg3lCd9jbPpW1HXCsOd21qeOeML+toY9fzePd2mON4d2ttv6yXEaW08c9Xt6/pN92Jh/2ur8nv47N/zefL2AYxm222ZXOO866zu0tkXJx4FlqtOUKVPwyy+/YPfu3UbLFAqF3mshhFFarczMTLz66qt2KSORo7VK3yq7k4Gr8/Tvw5yihal1flevbz+MmSltbP7Z9a0j/N3Un6fvLzmr/W5dvSvjm0M7482hnXkD8b/svZ3splg3lwmUpk6dii1btuC7775DixYtpHS1Wg0AKC0tRbNmzaT0srIyREVFmVzXnDlzMGPGDOl1bYsSkSvyAiw+pwSYPoDJ5UTharjfLcs/We7sIkg8+XfDIIk82QkLN2VYV+3D0j6XM6cHSkIITJ06FZs3b8a3336L2NhYveWxsbFQq9XIyspCQkICAKCqqgrZ2dlYtGiRyXUqlUoolUq7l53IFo438OAkhzvmtZwxi7xc9m191XUy7dIy1IGlqT9P+N24eqsAuS53uhhmvXU8a/e5s6bxcAanP6M0adIkrFu3Dp9//rne3EkqlQoBAQEAgEWLFiEzMxOrV69GXFwcMjIy8O233+LIkSMIDg6u8zM46h25g4YeeNzhQFMXS9ten+2T08Hb2Uzt68hgP+ydOwAA0GX+Dly8esOqdVkzC7y9A2FrWp8aWoZAXy8c+t+BDXqvIQZJZAvW1CPWHbLEXZ57M8fa2MDpgZK554xWr16NsWPHAvhzwtl//vOfehPOxsfHW/UZDJTIHTTmoOPsA05j2SpQMrc+d98/rur2/Ty5753Ss0n2CPrtcRfcmuc2Gvpsh6V1NRQHsyBbsvVxl8iduE2g5AgMlMhduGKw5IiTKU/YnqM+LUmkz1aBIn8zRESWueWod0Ry15j+4+1e2maz7j2AdRdmDXneoz7b5226wZlcWLkTgiR3eu7CElu0hDJIIiKyHZebcJaIGubqjRqbXSzWZz32ygsA1R7f3u15nPWVeWKAUPt7seZ3o/RWeOQ+ICJyJna9I3JBjQl4rH1w3NGjxMl5sAo5cXTLjuFAEJ7QstQQ/J0QEVnP2tiALUpELqgxFz1Xb9Q1K5PjLyblevFK9hcRrD8VhBwDBjluMxGRI7BFicjNuHLQYeqCzRUHqCD7smaiSGcM5e7IVlRH/U75GyEiqj+2KBF5KLlcGMllOz2Rqe/OMK2x329UiLLe67BlnaprXY6ov/yNEBHZF1uUiNxQylvZOPLHZWcXw6TGthrw4o/szZrR5axpFbOFdi9ts6q7rCPKQkQkF5xH6TYMlMgTOboLnrUTb3aJaYJNk3pZlff29RLJHedKIiJyDHa9I/JwjrxQqs9n5Rdfsst6iTydtb8H/m6IiByDLUpEbs5VH4qvaxJQXuwRERGRM7BFiUgmbBFw2OOheFcenY+IiIioLj7OLgARNV5DJ3tlqw4RERGRaQyUiGTAHgFRXV3riIiIiNwZu94RUYOxRYqIiIg8FQMlInI4Xx55iIiIyMXxcoWIGqUhrUrHMtgSRURERK6NgRIROdTkvnc6uwhEREREdWKgRESNVp9WpZkpbexYEiIiIiLbYKBERDZhTbDEwR+IiIjIXTBQIiKbiQkLMLuMQRIRERG5EwZKRGQz38160GQ6gyQiIiJyNwyUiMimTixMRUxYAHy9b7UwMUgiIiIid+Q2gdKKFSsQGxsLf39/JCYm4vvvv3d2kYjIjO9mPYhjC1LNtjARERERuTofZxfAGhs2bEBaWhpWrFiBXr164Z///CcGDhyIQ4cOISYmxtnFI5IUFJej6PwVxEYEISEm1Ob53U1BcTm+PVIGAOhzT6RHbmNDeML3XlBcjvV7i7Hh51N15rXUqrghtxhf//oHQgP98OS9MWb3hyfsM9K3IbcY+0suoVN0EwzrxnO5u2rIb7NV+laLy80dM25/H3srkCMohBDC2YWoS/fu3dGlSxesXLlSSmvbti0effRRZGZm1vn+iooKqFQqaLVahISE2LOoJGMLt/2KVdnHpdcTk1ojfWBbm+V3N4bbB3jeNjaEJ3zvpr7bupi6qHl0+W7sK9HqpZnaH56wz0if4XffOVqFzyb3dmKJqCEa8tusK0iqZXjMMPU+BkvUUNbGBi7f9a6qqgp5eXlITk7WS09OTkZOTo7J9+h0OlRUVOj9EdlTQXG50YXjquzjKCgut0l+d2Nq+wDP2saG8ITv3dx3WxfDi5wNucVGQRJgvD88YZ+RPlPf/b4SLTbkFjupRNQQDfltWhskGeY19776rI+oIVw+UDp//jyqq6sRFRWllx4VFYXS0lKT78nMzIRKpZL+oqOjHVFUkrGi81fsmu5uLG2Hp2xjQ3jC926rsu4vuWTVZ3jCPiN95r57S3WCXA9/myQHLh8o1VIoFHqvhRBGabXmzJkDrVYr/ZWUlDiiiCRjsRFBdk13N5a2w1O2sSE84Xu3VVk7RTex6jM8YZ+RPnPfvaU6Qa6Hv02SA5cPlCIiIuDt7W3UelRWVmbUylRLqVQiJCRE74/InhJiQjExqbVe2rNJrc0+2Frf/O7G1PYBnrWNDeEJ37u577Yuhs8SDOsWg87RKqN8hvvDE/YZ6TP13SdEqzigg5tpyG+zPs8U3Z7X3Pv4jBLZm9sM5pCYmIgVK1ZIae3atcNf/vIXDuZALoWj3unjqHemecL3zlHvqLE46p1n4Kh35I6sjQ3cIlDasGEDRo8ejVWrVqFHjx5499138d577+HgwYNo2bJlne9noERERERERID1sYFbzKM0bNgwXLhwAfPnz8fZs2cRHx+PL7/80qogiYiIiIiIqL7cokWpsdiiREREREREgAfNo0RERERERORoDJSIiIiIiIgMMFAiIiIiIiIywECJiIiIiIjIAAMlIiIiIiIiAwyUiIiIiIiIDDBQIiIiIiIiMsBAiYiIiIiIyAADJSIiIiIiIgMMlIiIiIiIiAwwUCIiIiIiIjLAQImIiIiIiMgAAyUiIiIiIiIDDJSIiIiIiIgMMFAiIiIiIiIywECJiIiIiIjIAAMlIiIiIiIiAwyUiIiIiIiIDDBQIiIiIiIiMsBAiYiIiIiIyAADJSIiIiIiIgNOC5ROnDiB8ePHIzY2FgEBAbjzzjvxyiuvoKqqSi9fcXExBg8ejKCgIERERGDatGlGeYiIiIiIiGzJx1kffPjwYdTU1OCf//wn7rrrLhw4cAB/+9vfcOXKFbzxxhsAgOrqaqSmpqJp06bYvXs3Lly4gDFjxkAIgaVLlzqr6ERERERE5OEUQgjh7ELUev3117Fy5UocP34cALBt2zYMGjQIJSUl0Gg0AID169dj7NixKCsrQ0hIiFXrraiogEqlglartfo9RERERETkeayNDVzqGSWtVouwsDDp9Z49exAfHy8FSQCQkpICnU6HvLw8ZxSRiIiIiIhkwGld7wz9/vvvWLp0Kd58800prbS0FFFRUXr5QkND4efnh9LSUrPr0ul00Ol00mutVgvgVvRIRERERETyVRsT1NWxzuaB0rx58/Dqq69azJObm4uuXbtKr8+cOYOHHnoITzzxBJ555hm9vAqFwuj9QgiT6bUyMzNNliE6Orqu4hMRERERkQxUVlZCpVKZXW7zZ5TOnz+P8+fPW8zTqlUr+Pv7A7gVJPXt2xfdu3fHmjVr4OX1Z2/Al19+GZ9//jn2798vpZWXlyMsLAzffPMN+vbta3L9hi1KNTU1uHjxIsLDwy0GWI5QUVGB6OholJSU8HkpMsL6QeawbpAlrB9kDusGWSLX+iGEQGVlJTQajV7sYcjmLUoRERGIiIiwKu/p06fRt29fJCYmYvXq1UYF7dGjBxYsWICzZ8+iWbNmAIAdO3ZAqVQiMTHR7HqVSiWUSqVeWpMmTeq3IXYWEhIiqwpJ9cP6QeawbpAlrB9kDusGWSLH+mGpJamW055ROnPmDPr06YOYmBi88cYbOHfunLRMrVYDAJKTk9GuXTuMHj0ar7/+Oi5evIgXXngBf/vb32T3ZRIRERERkeM4LVDasWMHfvvtN/z2229o0aKF3rLa3oDe3t7YunUrJk2ahF69eiEgIAAjRoyQ5lkiIiIiIiKyB6cFSmPHjsXYsWPrzBcTE4P//Oc/9i+QgyiVSrzyyitGXQOJANYPMo91gyxh/SBzWDfIEtYPy1xqwlkiIiIiIiJX4FITzhIREREREbkCBkpEREREREQGGCgREREREREZYKBERERERERkgIGSg61YsQKxsbHw9/dHYmIivv/+e2cXiRohMzMT3bp1Q3BwMCIjI/Hoo4/iyJEjenmEEJg3bx40Gg0CAgLQp08fHDx4UC+PTqfD1KlTERERgaCgIDzyyCM4deqUXp7y8nKMHj0aKpUKKpUKo0ePxqVLl/TyFBcXY/DgwQgKCkJERASmTZuGqqoqu2w71U9mZiYUCgXS0tKkNNYNeTt9+jRGjRqF8PBwBAYGonPnzsjLy5OWs37I082bN/Hiiy8iNjYWAQEBaN26NebPn4+amhopD+uGfHz33XcYPHgwNBoNFAoFPvvsM73lrlYXCgsLkZSUhICAADRv3hzz58+HW48bJ8hh1q9fL3x9fcV7770nDh06JKZPny6CgoLEyZMnnV00aqCUlBSxevVqceDAAbFv3z6RmpoqYmJixOXLl6U8CxcuFMHBwWLjxo2isLBQDBs2TDRr1kxUVFRIeSZOnCiaN28usrKyRH5+vujbt6/o1KmTuHnzppTnoYceEvHx8SInJ0fk5OSI+Ph4MWjQIGn5zZs3RXx8vOjbt6/Iz88XWVlZQqPRiClTpjhmZ5BZe/fuFa1atRIdO3YU06dPl9JZN+Tr4sWLomXLlmLs2LHip59+EkVFRWLnzp3it99+k/KwfsjTa6+9JsLDw8V//vMfUVRUJD799FNxxx13iLffflvKw7ohH19++aWYO3eu2LhxowAgNm/erLfcleqCVqsVUVFR4sknnxSFhYVi48aNIjg4WLzxxhv220F2xkDJge69914xceJEvbQ2bdqI9PR0J5WIbK2srEwAENnZ2UIIIWpqaoRarRYLFy6U8ly/fl2oVCqxatUqIYQQly5dEr6+vmL9+vVSntOnTwsvLy/x1VdfCSGEOHTokAAgfvzxRynPnj17BABx+PBhIcStg6mXl5c4ffq0lOfjjz8WSqVSaLVa+200WVRZWSni4uJEVlaWSEpKkgIl1g15mz17tujdu7fZ5awf8pWamiqefvppvbQhQ4aIUaNGCSFYN+TMMFBytbqwYsUKoVKpxPXr16U8mZmZQqPRiJqaGhvuCcdh1zsHqaqqQl5eHpKTk/XSk5OTkZOT46RSka1ptVoAQFhYGACgqKgIpaWlet+7UqlEUlKS9L3n5eXhxo0benk0Gg3i4+OlPHv27IFKpUL37t2lPPfddx9UKpVenvj4eGg0GilPSkoKdDqdXncecqzJkycjNTUV/fv310tn3ZC3LVu2oGvXrnjiiScQGRmJhIQEvPfee9Jy1g/56t27N77++mscPXoUALB//37s3r0bDz/8MADWDfqTq9WFPXv2ICkpSW/y2pSUFJw5cwYnTpyw/Q5wAB9nF0Auzp8/j+rqakRFRemlR0VFobS01EmlIlsSQmDGjBno3bs34uPjAUD6bk197ydPnpTy+Pn5ITQ01ChP7ftLS0sRGRlp9JmRkZF6eQw/JzQ0FH5+fqxjTrJ+/Xrk5+cjNzfXaBnrhrwdP34cK1euxIwZM/D3v/8de/fuxbRp06BUKvHUU0+xfsjY7NmzodVq0aZNG3h7e6O6uhoLFizA8OHDAfDYQX9ytbpQWlqKVq1aGX1O7bLY2NiGbKZTMVByMIVCofdaCGGURu5pypQp+OWXX7B7926jZQ353g3zmMrfkDzkGCUlJZg+fTp27NgBf39/s/lYN+SppqYGXbt2RUZGBgAgISEBBw8exMqVK/HUU09J+Vg/5GfDhg1Yu3Yt1q1bh/bt22Pfvn1IS0uDRqPBmDFjpHysG1TLleqCqbKYe687YNc7B4mIiIC3t7fRHZiysjKjCJ3cz9SpU7Flyxbs2rULLVq0kNLVajUAWPze1Wo1qqqqUF5ebjHPH3/8YfS5586d08tj+Dnl5eW4ceMG65gT5OXloaysDImJifDx8YGPjw+ys7PxzjvvwMfHR+8u2+1YN+ShWbNmaNeunV5a27ZtUVxcDIDHDjmbOXMm0tPT8eSTT6JDhw4YPXo0nnvuOWRmZgJg3aA/uVpdMJWnrKwMgHGrl7tgoOQgfn5+SExMRFZWll56VlYWevbs6aRSUWMJITBlyhRs2rQJ33zzjVGzcmxsLNRqtd73XlVVhezsbOl7T0xMhK+vr16es2fP4sCBA1KeHj16QKvVYu/evVKen376CVqtVi/PgQMHcPbsWSnPjh07oFQqkZiYaPuNJ4v69euHwsJC7Nu3T/rr2rUrRo4ciX379qF169asGzLWq1cvo6kEjh49ipYtWwLgsUPOrl69Ci8v/cszb29vaXhw1g2q5Wp1oUePHvjuu+/0hgzfsWMHNBqNUZc8t+G4cSOodnjw999/Xxw6dEikpaWJoKAgceLECWcXjRro2WefFSqVSnz77bfi7Nmz0t/Vq1elPAsXLhQqlUps2rRJFBYWiuHDh5scurNFixZi586dIj8/Xzz44IMmh+7s2LGj2LNnj9izZ4/o0KGDyaE7+/XrJ/Lz88XOnTtFixYtOIyrC7l91DshWDeEEOKVV14RAMS5c+ecXRSb27VrlwAgdu3aZbRs7969wsfHRyxYsEAcO3ZMfPTRRyIwMFCsXbtWysP6IU9jxowRzZs3l4YH37Rpk4iIiBCzZs2S8rBuyEdlZaUoKCgQBQUFAoBYsmSJKCgokKaWcaW6cOnSJREVFSWGDx8uCgsLxaZNm0RISAiHByfrLV++XLRs2VL4+fmJLl26SMNIk3sCYPJv9erVUp6amhrxyiuvCLVaLZRKpXjggQdEYWGh3nquXbsmpkyZIsLCwkRAQIAYNGiQKC4u1stz4cIFMXLkSBEcHCyCg4PFyJEjRXl5uV6ekydPitTUVBEQECDCwsLElClT9IbpJOcyDJRYN+QbKAkhxBdffCHi4+OFUqkUbdq0Ee+++67ectYPeaqoqBDTp08XMTExwt/fX7Ru3VrMnTtX6HQ6KQ/rhnzUHkcM/8aMGSOEcL268Msvv4j7779fKJVKoVarxbx589x2aHAhhFAI4c7T5RIRkTubN28eXn31VZw7dw4RERHOLo5Nffvtt+jbty927dqFPn36OLs4RERUT3xGiYiInK6kpARDhgxBSEgIVCoVRo0ahXPnzunlUSgUmDdvntF7W7VqhbFjx0qvr169ihdeeAGxsbHw9/dHWFgYunbtio8//tjs5+/fvx8KhQLvv/++0bJt27ZBoVBgy5YtUtru3bvRr18/BAcHIzAwED179sTWrVvrv+FEROSyGCgREZHTPfbYY7jrrrvw73//G/PmzcNnn32GlJQU3Lhxo97rmjFjBlauXIlp06bhq6++wocffognnngCFy5cMPueTp06ISEhAatXrzZatmbNGkRGRkoTfmZnZ+PBBx+EVqvF+++/j48//hjBwcEYPHgwNmzYUO/yEhGRa+I8SkRE5HRDhgzB4sWLAQDJycmIiorCyJEj8cknn2DkyJH1WtcPP/yA5ORkPPfcc1Jaampqne8bN24cpk2bhqNHj+Luu+8GcGv4288//xxTpkyBj8+tU2Z6ejpCQ0Px7bff4o477gAADBo0CJ07d8YLL7yAoUOHuu2cIURE9Ce2KBERkdMZBkNDhw6Fj48Pdu3aVe913Xvvvdi2bRvS09Px7bff4tq1a1aXQalUYs2aNVLaxx9/DJ1Oh3HjxgEArly5gp9++gl//etfpSAJuDV88+jRo3Hq1CmjYb+JiMg9MVAiIiKnq504sZaPjw/Cw8Mtdpcz55133sHs2bPx2WefoW/fvggLC8Ojjz6KY8eOWXxfWFgYHnnkEfzrX/9CdXU1gFvd7u699160b98ewK0WJiEEmjVrZvR+jUYDAA0qMxERuR4GSkRE5HSGs7nfvHkTFy5cQHh4uJSmVCqh0+mM3msYmAQFBeHVV1/F4cOHUVpaipUrV+LHH3/E4MGD6yzHuHHjcPr0aWRlZeHQoUPIzc2VWpMAIDQ0FF5eXnqTLtY6c+YMAHjc6H1ERHLFQImIiJzuo48+0nv9ySef4ObNm3rDardq1Qq//PKLXr5vvvkGly9fNrveqKgojB07FsOHD8eRI0dw9epVi+VITk5G8+bNsXr1aqxevRr+/v4YPny4tDwoKAjdu3fHpk2b9Lr01dTUYO3atWjRooX0fBMREbk3DuZAREROt2nTJvj4+GDAgAE4ePAgXnrpJXTq1AlDhw6V8owePRovvfQSXn75ZSQlJeHQoUNYtmwZVCqV3rq6d++OQYMGoWPHjggNDcWvv/6KDz/8ED169EBgYKDFcnh7e+Opp57CkiVLEBISgiFDhhitPzMzEwMGDEDfvn3xwgsvwM/PDytWrMCBAwfw8ccfcyAHIiIPwRYlIiJyuk2bNuHw4cMYMmQIXn75ZQwePBg7duyAn5+flGfmzJmYOXMm1qxZg8GDB2Pjxo345JNP0KRJE711Pfjgg9iyZQvGjRuH5ORkLF68GE899RS++OILq8oybtw46HQ6nDt3Tq/bXa2kpCR88803CAoKwtixY/Hkk09Cq9Viy5YtGDZsWKP2AxERuQ6FEEI4uxBERERERESuhC1KREREREREBhgoERERERERGWCgREREREREZICBEhERERERkQEGSkRERERERAYYKBERERERERmQxYSzNTU1OHPmDIKDgzkRIBERERGRjAkhUFlZCY1GAy8v8+1GsgiUzpw5g+joaGcXg4iIiIiIXERJSQlatGhhdrksAqXg4GAAt3ZGSEiIk0tDRERERETOUlFRgejoaClGMEcWgVJtd7uQkBAGSkREREREVOcjORzMgYiIiIiIyAADJSIiIiIiIgMMlIiIiIiIiAzI4hklapgNucXYX3IJnaKbYFi3GJuss6C4HEXnryA2IggJMaE2Wae7ktu+sLY+2aPeuTO51ZO6sH4QkaHbj5MAZH/M5HnDdhRCCOHsQthbRUUFVCoVtFotB3Ow0qPLd2NfiVZ63Tlahc8m927UOhdu+xWrso9LrycmtUb6wLaNWqe7srQvWqVvldJPLEx1eNls7fXth7HmhyJcqaqR0szVJ3vUO1dk7cU+fzP65FI/qPEYUNff69sPY1vhWQT4eeOpHq1cdr8ZBgGGx8nbyfGYyfOGdayNDRgoOcHtF8JEdfFWANUe/ysld6YAMKnvnZiZ0kYvvb7HOqW3AkcWPGxymacfN08sTLX6Jsnt+Sb3vRPLd/1u1fpNvd9VGG4/uS5H3cAzVR8mJrU2GxSRe3H2jWAGSrdxpUCJJwIi8lRNg/2QO3cAAB7rXBGDEbIVe13ksn7KizODJWtjAw7m4EA8ABCRJztXWYXXtx/msc5F8XshW7FHXWL9lB93+M4ZKDmIO1QGIqLGsqYbGBG5P1te1/AaiVwVAyUiIiIicgoGSeTKGCgREREREZFDLXq8g7OLUCcGSg7i7NE9iIjs7cTCVB7riGSCv3VqjIRolcsOQX87BkoOxIMKEXmq249vPNYReTZb/sZ5vJCfRY93wGY3mQOPw4OTnqGrcrD3RLnZ5Q05oBUUl+OxFTk2Xae7ap2+FTUm0r0AHDfYD+NW78XBM1q016iwety9DimfLdT1fde6/Xt/K+sI/vH1bybzRQT54ueXkm1WPmepqx/+7fvjiZU/IPfkJZP5mqmU2DOnvy2L5hY6zfsK2uvVRukqf2/sn/eQE0pkG69vP4z8k+Xo0jLUaB6qxjKcoPd2j3dpjjeHdrbp5znbnX/fimpTB1gA3Vo2wafP9nJsgdxE6zlbUWPmSvDeVqH4ZGJPh5TD8BhZe0xMeSsbJy9egSrAD39U6Oq9XlldY5j5Lr0UwPFM+ewHa1gbG/g4sEzkBkL8bV8lEmJCbb5Od+Xr6wXdDeMzua+vceOuOwVHt2vI912qvW52ma+35zd8G27hsbLLZvPeuGnmStDDXa0yDpIspbsLWwdHt/tscm9syC3G/pJL6BTdxC26uTSKhdu+7l5P7MnXSwGdmVnNYyOCHFYOcwHN9ueSpP9bCv4J8PPxwnUT1xh+Pp5/HrUX7jkiBzL3g/O0H+LmSTa8A6mw3apc1UaD/VVx7abZvB7fBcAME+d+i+l0y7BuMcgY0tHzgyRY/m3I9XdjjWYqf7PLnrzXterNZ5N7Y9HjHTDi3mh4y+DcUF9Bvt71Sqe6edr1GTVSxXXzF2jUeKZakyylu6uEmFBMTGptk3Vdk8GdYMNWOEsXdbw2IDLN0m+jQ3OVw8rhdhSm91yIv49L9gipDf7J2GWd6Ws4c+lUNwZKpMceXe/oT+YugD3xbmf6wLZW5/3p+AWzy2TwGKURLwtXfPLbG0TWsdRN19VaRlyJuYtol++uxbtGRqrMdKE0l051c/FfAZFnkVOgVB9llVVmlwX6yS94Dw30NbtMrtcGcum2Sg2nNPGsJwD4eStcsmXEVfiauTNjLt1V+Hrx12/I3Dfm2t+ka2MtIz0FxZecXQSPxoOYaQFmLnAAwF+GfauDA8wHSnIY3MIUM72DzKaT/Ji7sGdPCctiwgPrle4q5NjboC7mbhaYS6e6cc+RHu31G2aXKfnkZKMxUDKtf7sos8sqrpmvk55KmBurF0BokJ8DS+I6zF0T8VqJat0w87sxl063DOnSol7p5LpqzNR1c+lUNwZKpEdh4ZJdjnf2bY1d70yz9PyAHAcY+aPS/Fwhcn0onb8dqkuQn5kRv8yk0y3DusWgc7T+cSUhWuXyIyVqmgQ4uwgu54aZZ5HMpVPdGCiRHktdFC5Xye+C1dZ4sWfa0T8qzS67KcM7YToLcyXJ9aF0/naoLo+ZaQExl05/un3Y7UWPd8Dmyb2dXaQ6PdyxmbOL4HLMnTk8a1xdx2LHXdKjVvnjwlUzXZ0acUWiMPN2uXU584LpA5bc71jsL7lkdpmLP09stYggP5y/YjxoRYSJrnSWupPJ9aF0HkOoLjNT2uCTn0tw7rbBYSKD/ew6qa8nGdYtxuVbkW63Ke+Us4vgcnictD25X5+RgUALXRTuUDa8+wLvBt/i52P6cGUuXS7W7S0xu6yJhYEN3MnMh+6pV7opcq4l5kYqdvURjMmxcucOwOS+d6JH6zBM7nsn9s4d4OwikZ1cMHHjSe58zTxLbi6d6sYWJdJzxcLknndHBTuwJJ7JXC8yGfYus1ozD+mHPqxbDD7eW4x9JVopzdxzAH7eCuhM9Cn3k/HJzsfbCzdqjNtjfWQ6CiCZxxYkeYiNCMKRPy47uxguxdfbC1XVxtdxch0t1RYYKJEeS5dhKg+5s+9M1Wb6VJlLd3dKMxf89RlBMemeprYsklN9Nrk3NuQWY3/JJXSKbuJW3VyczVwXTE/pmklE9bP9uSS0St/q7GKQh7NriHnz5k28+OKLiI2NRUBAAFq3bo358+ej5ra7gkIIzJs3DxqNBgEBAejTpw8OHjyotx6dToepU6ciIiICQUFBeOSRR3DqFPum2kO8hRG1GjP6mLlue43pzueO7lCavjdhLt3dPfNA63qlm+Jpd4eHdYtBxpCOFoMkbzN3/8yly0GriKB6pROR53u8S3OLy5uFKB1UEtfALsq2Z9ddt2jRIqxatQrLli3Dr7/+isWLF+P111/H0qVLpTyLFy/GkiVLsGzZMuTm5kKtVmPAgAGorPxzFKy0tDRs3rwZ69evx+7du3H58mUMGjQI1SaaF6lxLI2oVVZxvcHrHdOzVb3SPdWo+1rWK93dzUxpg6bB+oMVmHq4OsRMwGwu3dN1jw2rV7ocPNWjVb3SicjzvTm0s8UJy9MG3O3A0jhfizDTkwSbS6e62TVQ2rNnD/7yl78gNTUVrVq1wl//+lckJyfj559/BnCrNentt9/G3LlzMWTIEMTHx+ODDz7A1atXsW7dOgCAVqvF+++/jzfffBP9+/dHQkIC1q5di8LCQuzcudOexZelhJhQs608jZm0z9oLZk8nx/1gzcPVCjPdp8yle7rV4+6FYe9Eb8WtdLly17leiMi+fv3fgXi8S3OjLt1yPD7whpLt2bW/T+/evbFq1SocPXoUd999N/bv34/du3fj7bffBgAUFRWhtLQUycnJ0nuUSiWSkpKQk5ODCRMmIC8vDzdu3NDLo9FoEB8fj5ycHKSkpBh9rk6ng07354SNFRUV9ttID5TSXo2N+aeN0u9rHd6o9ebOHYDXtx9G/slydGkZ6tHBgSVy3A91beMd/r7QXjduIb7DX77Pxf2emYpxq/fi4Bkt2mtUsg6SavEZLyIy5c2hnfHm0M6yPz7UZ9Agso5dA6XZs2dDq9WiTZs28Pb2RnV1NRYsWIDhw4cDAEpLSwEAUVFReu+LiorCyZMnpTx+fn4IDQ01ylP7fkOZmZl49dVXbb05svHm0M74svAsrt3481myAF8vvDm0c6PXLYegwBrcD/oeTWiO5bt+N5kuZwyOjLnbXC9E5Dg8PvCGkq3Ztevdhg0bsHbtWqxbtw75+fn44IMP8MYbb+CDDz7Qy6cw6F8jhDBKM2Qpz5w5c6DVaqW/khLzc7SQabVN2Xc1DcLjXZrj1/8d6OwikQeTY5dEIiIie7Bm0CCyjl1blGbOnIn09HQ8+eSTAIAOHTrg5MmTyMzMxJgxY6BWqwHcajVq1qyZ9L6ysjKplUmtVqOqqgrl5eV6rUplZWXo2bOnyc9VKpVQKuU10ok92KIFichacuySSERERK7Lri1KV69ehZeX/kd4e3tLw4PHxsZCrVYjKytLWl5VVYXs7GwpCEpMTISvr69enrNnz+LAgQNmAyUick8zU9rg4//pwSCJiIiInM6uLUqDBw/GggULEBMTg/bt26OgoABLlizB008/DeBWl7u0tDRkZGQgLi4OcXFxyMjIQGBgIEaMGAEAUKlUGD9+PJ5//nmEh4cjLCwML7zwAjp06ID+/fvbs/hERERERCRTdg2Uli5dipdeegmTJk1CWVkZNBoNJkyYgJdfflnKM2vWLFy7dg2TJk1CeXk5unfvjh07diA4OFjK89Zbb8HHxwdDhw7FtWvX0K9fP6xZswbe3vKcY4WIiIiIiOxLIYRo+OQ4bqKiogIqlQparRYhISHOLg4RERERETmJtbGBXZ9RIiIiIiIickcMlIiIiIiIiAwwUCIiIiIiIjLAQImIiIiIiMgAAyUiIiIiIiIDDJSIiIiIiIgMMFAiIiIiIiIywECJiIiIiIjIAAMlIiIiIiIiAwyUiIiIiIiIDDBQIiIiIiIiMsBAiYiIiIiIyAADJSIiIiIiIgMMlIiIiIiIiAwwUCIiIiIiIjLAQImIiIiIiMgAAyUiIiIiIiIDDJSIiIiIiIgMMFAiIiIiIiIywECJiIiIiIjIAAMlIiIiIiIiAwyUiIiIiIiIDDBQIiIiIiIiMsBAiYiIiIiIyAADJSIiIiIiIgMMlIiIiIiIiAwwUCIiIiIiIjJg90Dp9OnTGDVqFMLDwxEYGIjOnTsjLy9PWi6EwLx586DRaBAQEIA+ffrg4MGDeuvQ6XSYOnUqIiIiEBQUhEceeQSnTp2yd9GJiIiIiEim7BoolZeXo1evXvD19cW2bdtw6NAhvPnmm2jSpImUZ/HixViyZAmWLVuG3NxcqNVqDBgwAJWVlVKetLQ0bN68GevXr8fu3btx+fJlDBo0CNXV1fYsPhERERERyZRCCCHstfL09HT88MMP+P77700uF0JAo9EgLS0Ns2fPBnCr9SgqKgqLFi3ChAkToNVq0bRpU3z44YcYNmwYAODMmTOIjo7Gl19+iZSUlDrLUVFRAZVKBa1Wi5CQENttIBERERERuRVrYwO7tiht2bIFXbt2xRNPPIHIyEgkJCTgvffek5YXFRWhtLQUycnJUppSqURSUhJycnIAAHl5ebhx44ZeHo1Gg/j4eCmPIZ1Oh4qKCr0/IiIiIiIia9k1UDp+/DhWrlyJuLg4bN++HRMnTsS0adPwr3/9CwBQWloKAIiKitJ7X1RUlLSstLQUfn5+CA0NNZvHUGZmJlQqlfQXHR1t600jIiIiIiIPZtdAqaamBl26dEFGRgYSEhIwYcIE/O1vf8PKlSv18ikUCr3XQgijNEOW8syZMwdarVb6KykpadyGEBERERGRrNg1UGrWrBnatWunl9a2bVsUFxcDANRqNQAYtQyVlZVJrUxqtRpVVVUoLy83m8eQUqlESEiI3h8REREREZG17Boo9erVC0eOHNFLO3r0KFq2bAkAiI2NhVqtRlZWlrS8qqoK2dnZ6NmzJwAgMTERvr6+ennOnj2LAwcOSHmIiIiIiIhsyceeK3/uuefQs2dPZGRkYOjQodi7dy/effddvPvuuwBudblLS0tDRkYG4uLiEBcXh4yMDAQGBmLEiBEAAJVKhfHjx+P5559HeHg4wsLC8MILL6BDhw7o37+/PYtPREREREQyZddAqVu3bti8eTPmzJmD+fPnIzY2Fm+//TZGjhwp5Zk1axauXbuGSZMmoby8HN27d8eOHTsQHBws5Xnrrbfg4+ODoUOH4tq1a+jXrx/WrFkDb29vexafiIiIiIhkyq7zKLkKzqNERERERESAi8yjRERERERE5I4YKBERERERERlgoERERERERGSAgRIREREREZEBBkpEREREREQGGCgREREREREZYKBERERERERkgIESERERERGRAQZKREREREREBhgoERERERERGWCgREREREREZICBEhERERERkQEGSkRERERERAYYKBERERERERlgoERERERERGSAgRIREREREZEBH2cXgIhMKyguR9H5K4iNCEJCTKizi0NEREQkKwyUiFzQwm2/YlX2cen1xKTWSB/Y1oklIiIiIpIXdr0jcjEFxeV6QRIArMo+joLicieViIiIiEh+GCgRuZii81fqlU5EREREtsdAicjFxEYE1SudiIiIiGyPgRKRi0mICcXEpNZ6ac8mteaADkREREQOxMEciFxQ+sC2SGmv5qh3RERERE7CQInIRSXEhDJAIiIiInISdr0jIiIiIiIywECJiIiIiIjIAAMlIiIiIiIiAw4LlDIzM6FQKJCWlialCSEwb948aDQaBAQEoE+fPjh48KDe+3Q6HaZOnYqIiAgEBQXhkUcewalTpxxVbCIiIiIikiGHBEq5ubl499130bFjR730xYsXY8mSJVi2bBlyc3OhVqsxYMAAVFZWSnnS0tKwefNmrF+/Hrt378bly5cxaNAgVFdXO6LoREREREQkQ3YPlC5fvoyRI0fivffeQ2jonyN4CSHw9ttvY+7cuRgyZAji4+PxwQcf4OrVq1i3bh0AQKvV4v3338ebb76J/v37IyEhAWvXrkVhYSF27txp76ITEREREZFM2T1Qmjx5MlJTU9G/f3+99KKiIpSWliI5OVlKUyqVSEpKQk5ODgAgLy8PN27c0Muj0WgQHx8v5SEiIiIiIrI1u86jtH79euTn5yM3N9doWWlpKQAgKipKLz0qKgonT56U8vj5+em1RNXmqX2/KTqdDjqdTnpdUVHR4G0gIiIiIiL5sVuLUklJCaZPn461a9fC39/fbD6FQqH3WghhlGaorjyZmZlQqVTSX3R0dP0KT0REREREsma3QCkvLw9lZWVITEyEj48PfHx8kJ2djXfeeQc+Pj5SS5Jhy1BZWZm0TK1Wo6qqCuXl5WbzmDJnzhxotVrpr6SkxMZbR0REREREnsxugVK/fv1QWFiIffv2SX9du3bFyJEjsW/fPrRu3RpqtRpZWVnSe6qqqpCdnY2ePXsCABITE+Hr66uX5+zZszhw4ICUxxSlUomQkBC9PyIiIiIiImvZ7Rml4OBgxMfH66UFBQUhPDxcSk9LS0NGRgbi4uIQFxeHjIwMBAYGYsSIEQAAlUqF8ePH4/nnn0d4eDjCwsLwwgsvoEOHDkaDQxAREREREdmKXQdzqMusWbNw7do1TJo0CeXl5ejevTt27NiB4OBgKc9bb70FHx8fDB06FNeuXUO/fv2wZs0aeHt7O7HkRERERETkyRRCCOHsQthbRUUFVCoVtFotu+EREREREcmYtbGB3edRIiIiIiIicjcMlIiIiIiIiAwwUCIiIiIiIjLAQImIiIiIiMgAAyUiIiIiIiIDDJSIiIiIiIgMMFAiIiIiIiIywECJiIiIiIjIAAMlIiIiIiIiAwyUiIiIiIiIDDBQIiIiIiIiMsBAiYiIiIiIyAADJSIiIiIiIgMMlIiIiIiIiAwwUCIiIiIiIjLAQImIiIiIiMgAAyUiIiIiIiIDDJSIiIiIiIgMMFAiIiIiIiIywECJiIiIiIjIAAMlIiIiIiIiAwyUiIiIiIiIDDBQIiIiIiIiMsBAiYiIiIiIyAADJSIiIiIiIgMMlIiIiIiIiAwwUCIiIiIiIjJg10ApMzMT3bp1Q3BwMCIjI/Hoo4/iyJEjenmEEJg3bx40Gg0CAgLQp08fHDx4UC+PTqfD1KlTERERgaCgIDzyyCM4deqUPYtOREREREQyZtdAKTs7G5MnT8aPP/6IrKws3Lx5E8nJybhy5YqUZ/HixViyZAmWLVuG3NxcqNVqDBgwAJWVlVKetLQ0bN68GevXr8fu3btx+fJlDBo0CNXV1fYsPhERERERyZRCCCEc9WHnzp1DZGQksrOz8cADD0AIAY1Gg7S0NMyePRvArdajqKgoLFq0CBMmTIBWq0XTpk3x4YcfYtiwYQCAM2fOIDo6Gl9++SVSUlLq/NyKigqoVCpotVqEhITYdRuJiIiIiMh1WRsbOPQZJa1WCwAICwsDABQVFaG0tBTJyclSHqVSiaSkJOTk5AAA8vLycOPGDb08Go0G8fHxUh4iIiIiIiJb8nHUBwkhMGPGDPTu3Rvx8fEAgNLSUgBAVFSUXt6oqCicPHlSyuPn54fQ0FCjPLXvN6TT6aDT6aTXFRUVNtsOIiIiIiLyfA5rUZoyZQp++eUXfPzxx0bLFAqF3mshhFGaIUt5MjMzoVKppL/o6OiGF5yIiIiIiGTHIYHS1KlTsWXLFuzatQstWrSQ0tVqNQAYtQyVlZVJrUxqtRpVVVUoLy83m8fQnDlzoNVqpb+SkhJbbg4REREREXk4uwZKQghMmTIFmzZtwjfffIPY2Fi95bGxsVCr1cjKypLSqqqqkJ2djZ49ewIAEhMT4evrq5fn7NmzOHDggJTHkFKpREhIiN4fERERERGRtez6jNLkyZOxbt06fP755wgODpZajlQqFQICAqBQKJCWloaMjAzExcUhLi4OGRkZCAwMxIgRI6S848ePx/PPP4/w8HCEhYXhhRdeQIcOHdC/f397Fp+IiIiIiGTKroHSypUrAQB9+vTRS1+9ejXGjh0LAJg1axauXbuGSZMmoby8HN27d8eOHTsQHBws5X/rrbfg4+ODoUOH4tq1a+jXrx/WrFkDb29vexafiIiIiIhkyqHzKDkL51EiIiIiIiLARedRIiIiIiIicgcMlIiIiIiIiAwwUCIiIiIiIjLAQImIiIiIiMgAAyUiIiIiIiIDDJSIiIiIiIgMMFAiIiIiIiIywECJiIiIiIjIAAMlIiIiIiIiAwyUiIiIiIiIDPg4uwBEcjZkxQ84VlaJuMhgbJrUy9nFISIiIqL/YosSkZO0St+K/OJLqLxejfziS2iVvtXZRSIiIiKi/2KgROQEQ1b8UK90IiIiInIsBkpETnCsrLJe6URERETkWAyUiJwgLjK4XulERERE5FgMlIicwNzADRzQgYiIiMg1MFAicpITC1PRJaYJgv290SWmCU4sTHV2kYiIiIjovzg8OJETsQWJiIiIyDWxRYmIiIiIiMgAAyUiIiIiIiIDDJSIiIiIiIgMMFAiIiIiIiIywECJiIiIiIjIAAMlIiIiIiIiAwyUiIiIiIiIDDBQIiIiIiIiMsBAiYiIiIiIyIDbBEorVqxAbGws/P39kZiYiO+//97ZRSIiIiIiIg/lFoHShg0bkJaWhrlz56KgoAD3338/Bg4ciOLiYmcXjYiIiMjjFRSXY1P+KRQUl7vl+okaQiGEEM4uRF26d++OLl26YOXKlVJa27Zt8eijjyIzM7PO91dUVEClUkGr1SIkJMSeRXUrG3KLsb/kEjpFN8GwbjHOLo5HKCguR9H5K4iNCEJCTGiD8rdK32oy74mFqTYtqyMUFJfj2yNlAIA+90RatU/koL71xBUVFJdj/d5ibPj5VJ15LdXdDbnF+PrXPxAa6Icn740xuz88YZ/Fpm+FAKAAUGTF7/n5T/ZhY/5pvbTNk3rWa/tNHU+8FcDvmc4/nsjxHHT791Hf77KhXt9+GNlHzkGt8sfkvnchISYUr28/jPyT5ejSMhQzU9pYzAsAC7f9ilXZx+1e1loTk1ojfWBbAObPiYB7nhfJNVgbG7h8oFRVVYXAwEB8+umneOyxx6T06dOnY9++fcjOzq5zHQyUjD26fDf2lWil152jVfhscm8nlsj9GZ5Ibj/QW5u/rhORO50UTJ1Y69onclDfeuKKGnLRZKruGh6HANP7wxP2mamLPUu/57YvbcO1GzUml1m7/ZYuMOv6fHuT4znI1Pdh77rcbUEWzlVW6aUF+Hrp1a2mwX7InTvAZN6JSa2R0l6Nx1bk2K2M5mye1NOqz3Wn8yK5DmtjA5fvenf+/HlUV1cjKipKLz0qKgqlpaUm36PT6VBRUaH3R3/akFtsdHGyr0SLDbnsythQBcXlRheOq7KPm+1CYC5/Xeq68HEVprYPsLxP5KC+9cQVmftu62JYd00dhwDj/eEJ+yzWzO/WXPrzn+wzGyQB1m2/NceKO+c453gix3OQue/DnnX59e2HjQIfAEZ161xlFYas+MFk3lXZx50SJAGw+nPd5bxI7snlA6VaCoVC77UQwiitVmZmJlQqlfQXHR3tiCK6jf0ll+qVTnUrOn/FJumewtL2efq2W+IJ9cFWZbV0vLn9Mzxhn5nrtmEu3ZpjsS22v9pJ/Ul4DtJnr7qcf9L6AOxYWaVdykDk7lw+UIqIiIC3t7dR61FZWZlRK1OtOXPmQKvVSn8lJSWOKKrb6BTdpF7pVLfYiCCbpHsKS9vn6dtuiSfUB1uV1dLx5vbP8IR9ZvqWnvl0a47Ftth+b3MFsDOeg/TZqy53aWn9809xkcF2KQORu3P5QMnPzw+JiYnIysrSS8/KykLPnj1NvkepVCIkJETvj/40rFsMOker9NISolWyeZjWHhJiQjExqbVe2rNJrc0+qGsuf13cpS+2qe0DLO8TOahvPXFF5r7buhjWXVPHIcB4f3jCPjM3cIO59DeHdkaAr/nTszXbb82xwlkDOsjxHGTu+7BnXZ6Z0gZNg/2M0g3rVmSwHzZN6mUy77NJrZ123rH2c93lvEjuyeUHcwBuDQ8+evRorFq1Cj169MC7776L9957DwcPHkTLli3rfD8HczBNjiMO2RtHvdPHUe9M84QR3DjqXf1x1Dt9cjwHueuod4Zlt7fbjxkc9Y7swWNGvau1YsUKLF68GGfPnkV8fDzeeustPPDAA1a9l4ESEREREREBHhgoNQYDJSIiIiIiAjxoeHAiIiIiIiJHY6BERERERERkwMfZBXCE2t6FnHiWiIiIiEjeamOCup5AkkWgVFl5ayI1TjxLRERERETArRhBpTKeqqKWLAZzqKmpwZkzZxAcHAyFwkkz7P1XRUUFoqOjUVJSwoElyAjrB5nDukGWsH6QOawbZIlc64cQApWVldBoNPDyMv8kkixalLy8vNCiRQtnF0MPJ8IlS1g/yBzWDbKE9YPMYd0gS+RYPyy1JNXiYA5EREREREQGGCgREREREREZYKDkYEqlEq+88gqUSqWzi0IuiPWDzGHdIEtYP8gc1g2yhPXDMlkM5kBERERERFQfbFEiIiIiIiIywECJiIiIiIjIAAMlIiIiIiIiAwyUHGzFihWIjY2Fv78/EhMT8f333zu7SNQImZmZ6NatG4KDgxEZGYlHH30UR44c0csjhMC8efOg0WgQEBCAPn364ODBg3p5dDodpk6dioiICAQFBeGRRx7BqVOn9PKUl5dj9OjRUKlUUKlUGD16NC5duqSXp7i4GIMHD0ZQUBAiIiIwbdo0VFVV2WXbqX4yMzOhUCiQlpYmpbFuyNvp06cxatQohIeHIzAwEJ07d0ZeXp60nPVDnm7evIkXX3wRsbGxCAgIQOvWrTF//nzU1NRIeVg35OO7777D4MGDodFooFAo8Nlnn+ktd7W6UFhYiKSkJAQEBKB58+aYP38+3Ho4BEEOs379euHr6yvee+89cejQITF9+nQRFBQkTp486eyiUQOlpKSI1atXiwMHDoh9+/aJ1NRUERMTIy5fvizlWbhwoQgODhYbN24UhYWFYtiwYaJZs2aioqJCyjNx4kTRvHlzkZWVJfLz80Xfvn1Fp06dxM2bN6U8Dz30kIiPjxc5OTkiJydHxMfHi0GDBknLb968KeLj40Xfvn1Ffn6+yMrKEhqNRkyZMsUxO4PM2rt3r2jVqpXo2LGjmD59upTOuiFfFy9eFC1bthRjx44VP/30kygqKhI7d+4Uv/32m5SH9UOeXnvtNREeHi7+85//iKKiIvHpp5+KO+64Q7z99ttSHtYN+fjyyy/F3LlzxcaNGwUAsXnzZr3lrlQXtFqtiIqKEk8++aQoLCwUGzduFMHBweKNN96w3w6yMwZKDnTvvfeKiRMn6qW1adNGpKenO6lEZGtlZWUCgMjOzhZCCFFTUyPUarVYuHChlOf69etCpVKJVatWCSGEuHTpkvD19RXr16+X8pw+fVp4eXmJr776SgghxKFDhwQA8eOPP0p59uzZIwCIw4cPCyFuHUy9vLzE6dOnpTwff/yxUCqVQqvV2m+jyaLKykoRFxcnsrKyRFJSkhQosW7I2+zZs0Xv3r3NLmf9kK/U1FTx9NNP66UNGTJEjBo1SgjBuiFnhoGSq9WFFStWCJVKJa5fvy7lyczMFBqNRtTU1NhwTzgOu945SFVVFfLy8pCcnKyXnpycjJycHCeVimxNq9UCAMLCwgAARUVFKC0t1fvelUolkpKSpO89Ly8PN27c0Muj0WgQHx8v5dmzZw9UKhW6d+8u5bnvvvugUqn08sTHx0Oj0Uh5UlJSoNPp9LrzkGNNnjwZqamp6N+/v14664a8bdmyBV27dsUTTzyByMhIJCQk4L333pOWs37IV+/evfH111/j6NGjAID9+/dj9+7dePjhhwGwbtCfXK0u7NmzB0lJSXpzMqWkpODMmTM4ceKE7XeAA/g4uwBycf78eVRXVyMqKkovPSoqCqWlpU4qFdmSEAIzZsxA7969ER8fDwDSd2vqez958qSUx8/PD6GhoUZ5at9fWlqKyMhIo8+MjIzUy2P4OaGhofDz82Mdc5L169cjPz8fubm5RstYN+Tt+PHjWLlyJWbMmIG///3v2Lt3L6ZNmwalUomnnnqK9UPGZs+eDa1WizZt2sDb2xvV1dVYsGABhg8fDoDHDvqTq9WF0tJStGrVyuhzapfFxsY2ZDOdioGSgykUCr3XQgijNHJPU6ZMwS+//ILdu3cbLWvI926Yx1T+huQhxygpKcH06dOxY8cO+Pv7m83HuiFPNTU16Nq1KzIyMgAACQkJOHjwIFauXImnnnpKysf6IT8bNmzA2rVrsW7dOrRv3x779u1DWloaNBoNxowZI+Vj3aBarlQXTJXF3HvdAbveOUhERAS8vb2N7sCUlZUZRejkfqZOnYotW7Zg165daNGihZSuVqsBwOL3rlarUVVVhfLycot5/vjjD6PPPXfunF4ew88pLy/HjRs3WMecIC8vD2VlZUhMTISPjw98fHyQnZ2Nd955Bz4+Pnp32W7HuiEPzZo1Q7t27fTS2rZti+LiYgA8dsjZzJkzkZ6ejieffBIdOnTA6NGj8dxzzyEzMxMA6wb9ydXqgqk8ZWVlAIxbvdwFAyUH8fPzQ2JiIrKysvTSs7Ky0LNnTyeVihpLCIEpU6Zg06ZN+Oabb4yalWNjY6FWq/W+96qqKmRnZ0vfe2JiInx9ffXynD17FgcOHJDy9OjRA1qtFnv37pXy/PTTT9BqtXp5Dhw4gLNnz0p5duzYAaVSicTERNtvPFnUr18/FBYWYt++fdJf165dMXLkSOzbtw+tW7dm3ZCxXr16GU0lcPToUbRs2RIAjx1ydvXqVXh56V+eeXt7S8ODs25QLVerCz169MB3332nN2T4jh07oNFojLrkuQ3HjRtBtcODv//+++LQoUMiLS1NBAUFiRMnTji7aNRAzz77rFCpVOLbb78VZ8+elf6uXr0q5Vm4cKFQqVRi06ZNorCwUAwfPtzk0J0tWrQQO3fuFPn5+eLBBx80OXRnx44dxZ49e8SePXtEhw4dTA7d2a9fP5Gfny927twpWrRowWFcXcjto94JwbohZ3v37hU+Pj5iwYIF4tixY+Kjjz4SgYGBYu3atVIe1g95GjNmjGjevLk0PPimTZtERESEmDVrlpSHdUM+KisrRUFBgSgoKBAAxJIlS0RBQYE0tYwr1YVLly6JqKgoMXz4cFFYWCg2bdokQkJCODw4WW/58uWiZcuWws/PT3Tp0kUaRprcEwCTf6tXr5by1NTUiFdeeUWo1WqhVCrFAw88IAoLC/XWc+3aNTFlyhQRFhYmAgICxKBBg0RxcbFengsXLoiRI0eK4OBgERwcLEaOHCnKy8v18pw8eVKkpqaKgIAAERYWJqZMmaI3TCc5l2Gg5Cp1Y/Xq1QKAyM3Ntct2k75XXnlFABBffPGFiI+PF0qlUgQEBIi7775bL19j60dSUpJISkqS6scdd9wh/Pz8RP/+/XnscGEVFRVi+vTpIiYmRvj7+4vWrVuLuXPnCp1OJ+VxlWMH2d+uXbtMXmeMGTNGCOF6deGXX34R999/v1AqlUKtVot58+a57dDgQgihEMKdp8slIqLGWrNmDcaNG4fc3Fx07drV2cXxePPmzcOrr76qN1v9oUOHAMDouaXGMFzn+fPn0bRpU7zyyiuYN2+ezT6HiMhTcdQ7IiJyiKtXryIwMNDZxbCZa9euwd/f3+RoTvXdVlsGSPZcJxGRnHAwByIiD3f48GEMHz4cUVFRUCqViImJwVNPPQWdTqeXr7KyEs8++ywiIiIQHh6OIUOG4MyZM3p5NmzYgOTkZDRr1gwBAQFo27Yt0tPTceXKFb18Y8eOxR133IHCwkIkJycjODgY/fr1AwBcunQJ48ePR1hYGO644w6kpqbi+PHjUCgURi0dx44dw4gRIxAZGQmlUom2bdti+fLlVm13TU0Nli5dis6dOyMgIABNmjTBfffdhy1btkh5TH0mALRq1Qpjx46VXq9ZswYKhQI7duzA008/jaZNmyIwMBA6nQ59+vRBfHw8vvvuO/Ts2ROBgYF4+umnrSpjrT59+qBPnz7S6xMnTkChUOD111/HokWL0KpVKwQEBKBPnz44evQobty4gfT0dGg0GqhUKjz22GPS6FKm1nnixAk0bdoUAPDqq69CoVBAoVDobSMREeljixIRkQfbv38/evfujYiICMyfPx9xcXE4e/YstmzZgqqqKr0Z1J955hmkpqZi3bp1KCkpwcyZMzFq1Ch88803Up5jx47h4YcfRlpaGoKCgnD48GEsWrQIe/fu1csH3Bp96ZFHHsGECROQnp6OmzdvoqamBoMHD8bPP/+MefPmoUuXLtizZw8eeugho7IfOnQIPXv2RExMDN58802o1Wps374d06ZNw/nz5/HKK69Y3PaxY8di7dq1GD9+PObPnw8/Pz/k5+c3aob4p59+Gqmpqfjwww9x5coV+Pr6Arg1itSoUaMwa9YsZGRkGI1a1lDLly9Hx44dsXz5cly6dAnPP/88Bg8ejO7du8PX1xf/93//h5MnT+KFF17AM888oxcE3q5Zs2b46quv8NBDD2H8+PF45plnAEAKnoiIyBgDJSIiDzZjxgz4+Phg7969ehfFI0eONMr70EMP4Z133pFeX7x4EbNmzUJpaak0X8eLL74oLRdCoFevXmjbti2SkpLwyy+/oGPHjtLyGzdu4OWXX8a4ceOktC+//BK7d+/GypUrMXHiRADAgAED4Ofnhzlz5hiVPTg4GLt370ZISIiUV6fTYeHChZg2bZrRbPO1vv/+e3z44YeYO3cuXnvtNb1tbIx+/frhn//8p1H6xYsX8emnn+LBBx9s1PoNNWnSBJ999pkUeJ0/fx5paWlo06YNPv/8cynf4cOH8fbbb6OiokLaV7e7fQjfFi1a4L777rNpOYmIPBG73hEReairV68iOzsbQ4cOtarl4JFHHtF7XRv0nDx5Uko7fvw4RowYAbVaDW9vb/j6+iIpKQkA8Ouvvxqt8/HHH9d7nZ2dDQAYOnSoXvrw4cP1Xl+/fh1ff/01HnvsMQQGBuLmzZvS38MPP4zr16/jxx9/NLst27ZtAwBMnjzZ4jbXl+H21AoNDbV5kAQADz/8sF7rVNu2bQEAqampevlq02snrCUiosZjixIRkYcqLy9HdXU1WrRoYVX+8PBwvde13fKuXbsGALh8+TLuv/9++Pv747XXXsPdd9+NwMBAlJSUYMiQIVK+WoGBgUatGxcuXICPjw/CwsL00g1nbb9w4QJu3ryJpUuXYunSpSbLe/78ebPbcu7cOXh7e0stYbbSrFmzeqU3luF+8vPzs5h+/fp1u5SDiEiOGCgREXmosLAweHt749SpUzZZ3zfffIMzZ87g22+/lVqRgFuDM5hiajS48PBw3Lx5ExcvXtS72C8tLdXLFxoaCm9vb4wePdpsq1BsbKzZsjZt2hTV1dUoLS21GMQolUqjQS2AW4GaKaa2yVI6ERG5L3a9IyLyUAEBAUhKSsKnn35qsfXFWrXBwO0DQAAw+cyOObUB1oYNG/TS169fr/c6MDAQffv2RUFBATp27IiuXbsa/Rm2gN1u4MCBAICVK1daLE+rVq3wyy+/6KV98803uHz5stXb5C4MWwiJiMgytigREXmwJUuWoHfv3ujevTvS09Nx11134Y8//sCWLVvwz3/+E8HBwVavq2fPnggNDcXEiRPxyiuvwNfXFx999BH2799v9Toeeugh9OrVC88//zwqKiqQmJiIPXv24F//+hcA6D2P849//AO9e/fG/fffj2effRatWrVCZWUlfvvtN3zxxRdGo+zd7v7778fo0aPx2muv4Y8//sCgQYOgVCpRUFCAwMBATJ06FQAwevRovPTSS3j55ZeRlJSEQ4cOYdmyZVCpVFZvk7sIDg5Gy5Yt8fnnn6Nfv34ICwtDREQEWrVq5eyiERG5JLYoERF5sE6dOmHv3r1ITEzEnDlz8NBDD2H27NlQKpXScy3WCg8Px9atWxEYGIhRo0bh6aefxh133GHUOmSJl5cXvvjiCzz55JNYuHAh/vKXv+D777/H2rVrAdwa5a1Wu3btkJ+fj/j4eLz44otITk7G+PHj8e9//1uak8mSNWvWYMmSJcjJycFf//pXDB06FJ9//rlel72ZM2di5syZWLNmDQYPHoyNGzfik08+0SuHJ3n//fcRGBiIRx55BN26dTM5hxQREd2iEEIIZxeCiIjkbd26dRg5ciR++OEH9OzZ09nFISIiYqBERESO9fHHH+P06dPo0KEDvLy88OOPP+L1119HQkKCNHw4ERGRs/EZJSIicqjg4GCsX78er732Gq5cuYJmzZph7NixehPDEhERORtblIiIiIiIiAxwMAciIiIiIiIDDguUMjMzoVAokJaWJqUJITBv3jxoNBoEBASgT58+OHjwoN77dDodpk6dioiICAQFBeGRRx6x2eSJREREREREpjgkUMrNzcW7776Ljh076qUvXrwYS5YswbJly5Cbmwu1Wo0BAwagsrJSypOWlobNmzdj/fr12L17Ny5fvoxBgwahurraEUUnIiIiIiIZsvszSpcvX0aXLl2wYsUKvPbaa+jcuTPefvttCCGg0WiQlpaG2bNnA7jVehQVFYVFixZhwoQJ0Gq1aNq0KT788EMMGzYMAHDmzBlER0fjyy+/REpKilVlqKmpwZkzZxAcHCzNLE9ERERERPIjhEBlZSU0Go3eROeG7D7q3eTJk5Gamor+/fvrjWhUVFSE0tJSJCcnS2lKpRJJSUnIycnBhAkTkJeXhxs3bujl0Wg0iI+PR05OjtlASafTQafTSa9Pnz6Ndu3a2WHriIiIiIjIHZWUlKBFixZml9s1UFq/fj3y8/ORm5trtKy0tBQAEBUVpZceFRWFkydPSnn8/PwQGhpqlKf2/aZkZmbi1VdfNUovKSlBSEhIvbeDiIiIiIg8Q0VFBaKjoxEcHGwxn90CpZKSEkyfPh07duyAv7+/2XyGXeGEEHV2j6srz5w5czBjxgzpde3OCAkJYaBERERERER1xhx2G8whLy8PZWVlSExMhI+PD3x8fJCdnY133nkHPj4+UkuSYctQWVmZtEytVqOqqgrl5eVm85iiVCqloIjBERERERER1ZfdAqV+/fqhsLAQ+/btk/66du2KkSNHYt++fWjdujXUajWysrKk91RVVSE7Oxs9e/YEACQmJsLX11cvz9mzZ3HgwAEpDxERERERka3ZretdcHAw4uPj9dKCgoIQHh4upaelpSEjIwNxcXGIi4tDRkYGAgMDMWLECACASqXC+PHj8fzzzyM8PBxhYWF44YUX0KFDB/Tv399eRSciIiIiIpmz+6h3lsyaNQvXrl3DpEmTUF5eju7du2PHjh16D1a99dZb8PHxwdChQ3Ht2jX069cPa9asgbe3txNL7vlapW/Ve31iYarN12urdboj7gfzOr7yFSp01QhReuOXVx9ydnFsrj6/LXv9Dok82e2/m6gQJX76O2+sWuP5T/Zhf8kldIpugjeHdnZ2caxmeJysJefjJa8xbMfu8yi5goqKCqhUKmi1Wj6vZAV7HXRMrVeOP2DuB/M8fd/U57fFkz9R/fF30zBtX9qGazdqpNcBvl749X8HOrFE1jH3fdeS4/fu6edRW7E2NrDbM0rkniwddOo6IDVkvY1ZpzvifjCv4ytf1Svd3dTnt2Wv3yGRJ7P02+iesdOBJXEvz3+yTy9IAoBrN2rw/Cf7nFMgK1lzLJTb8ZLXGLbHQImIXEKFrrpe6URE1jpfqas7k0ztL7lUr3QiOWGgREQuQeltei4Dc+lERNZSBfg6uwguq1N0k3qlE8kJAyXSY6kf65KhnRq8XnPvbcw63RH3g3nrJ/SoV7q72TzJ/JQGix7voPfa0u+Qfc2JTLP02xjdo6UDS+Je3hzaGQG++peDAb5eLj+ggzXHwun97nJASVwHrzFsj4ESGTF3QRcbEdTgdZp7b2PW6Y5uVNfUK508R9H5K2aX+XobH4pNXQQwSCIyr6C4vO5MZNKv/zsQj3dpjruaBuHxLs3dYiAHa77vPvdEOqAkroPXWrbn1OHBST4SYkIxMak1VmUfl9KeTWqNhJhQJ5bK8UxdEFtKlxNzgUTR+SseUU8snajMBcoMjIisZ+lmhNwumBti1H0t0euuCLe5qLb0fcsVr7Vsj4ESGXlt6yGT6d8eKWvUjy19YFt4eymQf7IcXVqGYmZKmwavy13xbo95nr5vEmJC8WCbpvjm8DmjZQyUiRrP3LEiLjKIF4p1WLjtV72L64lJrZE+sK0TS1Q3a84NnnKjrT7SB7ZFSns1is5fQWwE635j8exMegqKy5F38pLJZaXa641a96PLd2P5rt+x5/hFLN/1Ox5dvrtR63NHtXd7DG0/WOqE0rgWU/vG0+6EpbRXm0xn10uixkuICcVjCRqj9GNlV9gtz4KC4nK9IAkAVmUf94h95ik32sh5GCiRHktN2WqVf4PXuyG3GPtKtHpp+0q02JBb3OB1uitTF8ueclJqrPSBbbF5Uk8sGdoJmyf1xGwXv6NZX0uyjppMP3PpmoNLQuSZ7o9rajKd3bTMs9Tt2ZVZU76jf1Q6oCSuZeG2X/HYihzM+GQ/HluRg4XbfnV2kdwaAyXSY+nuS2P6eHOehj+560nJUYb89wA/ZEWOs4tiUxtyi/FHhem5XBrbWktEt/x+7nK90sl9uz1bUz65XWN4cuugszBQIj3mui40Fudp+JO7npQcoVX6Voj//l/As2YTt3TCbkxrLRH9qfxKVb3SCWa7N7t6t2dzXdlvJ7drDN6ItT0GSmTEHl0XhnWLQedolV5aQrQKw7rFNHid7koOz+I0RKyZoMhcuruxdMLWNAkwmV5QXI63so7grawjvCNIZIXTZrqxyu2CuT5amznGmkt3JX9UWG6Nvzsq2EElcQ28EWt7HPWOjNhrrp/PJvfGhtxi7C+5hE7RTWQZJNVKaa+G0ufWfYo+90TKPkgCILUkWZvubiydsE2Nemc4CtU/vv7NLUaiInKWguJyZB89b5R+d2SQrM83dTF3Znf1IWYKisuxueCMxTxyG/WOw4PbHgMlMmLPuX6GdYuR/QnL8AJYd7OGBzEZsNQia3gTwlQ/c+BWX/OU9mrWFyITzP3GJva5y8ElcS8KmL4hpXB0QerJml4ucmxJ4fDgtsWud2TEng/DFhSXY1P+Kdl2I+KDluZtntSzXunuxtIJ2/AmhKULAPY1JzKN3Y4aZlo/04GkuXRXUdf3ypYUsgUGSmTEXg/DcshK8xe573x9zMElcT0JMaFGz7F1jlbJ4kRn2KJk6QKAF31EpnGeOnkxdc643Z7jFxxYGtfBay3bYqBERuwxQh1bUm4xd5G768g52e0LQwXF5Sbn2vKU/WKpJciwRcncBR/vkBJZxnnq6s/c1B+NmRLEEUydM24nx7kaea1lewyUyIipC7oAX69GPVv07ZGyeqV7qoSYUDzYhhMimuLpw5paagkyNVBK7eS70/vdhen97vLICXiJbM3TjyP24K4tcdZ8p3KbR4nXWrbHQIn0mHuI/NqNGtndmbEXVYCvyXS5d6mS8/MF5gZKSYgJRZ97ItEy3PP3AZEtyPk40hju2BJnzXfKYeGpsRgokR5Ld2gac2fGXZv2bc3ccKZDEjSy71Ll6c8o1WfUu1rsa05UP6ZaQdhltW5LvzH9nKwrtsS9vv0whr+7Bzt//QMxYabnoKslt3mUeK1lewyUSI+lOzSNuTPDSVZvMXfS6W1mkl858fRnlCz9ts6YmCSTfc1Na5W+Vfojup25HhHJJlpL6E8FxeX45vA5k8tcrSWu24IsLN/1O/Ycv4jlu35H8UXTEwzXcsVAz554rWV7DJRIT0JMKB5L0JhcZus7M54ykWh9mDvpfH/M9ElKTh5bkWMy3VNOdAkxoQj0s/6Qy2ctjBkGRwyW6HYcVbRh3OX5lde3H8a5yvqNvstzqzyvtWyJgRIZiQkLNJnemIMp747fkhATirhI42Bpc8EZ2e2L21m64H3hk/0OLIn9bMgtxtUq013sNE2Mu4/wWQt95uoIgyWqxVFFbc+Vbszkn6z/dyi3cyuvtWyPgRI5BO+O31JQXI5jZdwX9WE6tHA/lp7xM9X1LiEmFEl3R+ilsQsFkXkcVbRhLD2/4ko3ZkzdULKGnL57RXDYagABAABJREFUXmvZHgMlMmKPhwF5d/wWSwcrue0La3krnF0C26jvM36PLt+N7KPnpddxkUEcHpyoDlMfjDOZzuOreeaGB3e1wXR63RVRdyYT5PTd81rL9hgoETmQuYOV3Ee9O7Ew1eyy3zPNL3Mnw7rFoEmgj8llhjchNuQWGw1scazsiqyH6N88qWe90kme+DB7w/xRcd0ozdUG02nIxb7cz63UeAyUyIg9Jixjc/AtpobAjosMwpJhCU4qkeswd8HrSifqxigoLselqzdNLtv56x96r81101u07bCti+U2eAFM1kppr+ZEzfVgbtoKwLXO0QkxoWga7Fev94zu0co+hXFRnHDW9hgokRFzs3GXao3vOFmLzcG3mBoC+1jZFY8JBhrD04NpS9th+JCyuW56F6/ekHWrkiGO5kSGauce+8fXv+EfX/+Gf+054ewiuTx36RK+Ibe43qPeecr5g5yHgRLpKSgux+HSyyaXqVX+DV6vp08mai0OX2uepwfTlrajS0v938GwbjEID/I1mbcxEz+7M47mRHUxVUc2F5zBcxsKnFQi9+AuXcIbcuyT2/DgnHDW9hgokR5Ld18a80Pz9MlErcXha82Ta9cqpbcCM1PaGKXPesg4DWjcxM/uzNNbHKnxzNUFuQ0RbSuu1mLbkGMfv3tqLAZKpMfchXyTAJ9GXbDyIucWDl9r2Se5JQCAID9vj3u2wNz3q6sWJk/kw7rFGLXCJkSrMKxbjF3K5+puVJseKN5cOsmPpVZbHl/Nc5cAs6GT3svpu+e1lu0xUCI9puZuAYBL12426tkIT+9WVR8cvta0VulbcfHqDQDAlapqPLYix8klsq2GXMR9Nrk3Fj3eASPujcaixztg8+Te9iqey/P1Nn26MpdO8pMQE4rHEjQml8n9+GqJpX3jSoMANPRiX07fPW8o2R7PMGSkuZlJ3eT6bIStybWLmSVd5u8wmX7Pi186uCTOYe4kVlBcDl9vLzzRNVq2LUm1Znyyv17pJE9vDUswCpbkfnz1FLP/Xf/futy+e95Qsj3Tk3qQrHWKboJ1e0tMpjeUpeZgOR3EaqUPbIuU9moUnb+C2IggWe6D25X/tyXJkO7mrW5pnrB/LN0NPXPpmlHawm2/6j2YPjGpNdI9qCsikb28NSwB97UOx/6SS+gU3UT2NxnqYq9nk23tRgMaRZLbq21fEBfG3ju2xxCTjNjj2Qj+eI0lxIRiSJcWHhEENFZooOkR3gDP6Vtdn7rOEd6MKeqZTvK1cNuvmL2xEOv2lmD2xkIs3Pars4vk0txl1DvfBlyxesr5w1rssWJ7dg2UVq5ciY4dOyIkJAQhISHo0aMHtm3bJi0XQmDevHnQaDQICAhAnz59cPDgQb116HQ6TJ06FREREQgKCsIjjzyCU6dO2bPYBNs/G8Efr76C4nJsyj8l6wvf2+W/nGx2mRyCaY1Bd1c+kGusaGFqvdLJ2JAVP6DDvK8wZMUPzi6K3fAmQ/2ZOj8PSdC43ETok/reVe/3yG14cFNcbfRCd2PXQKlFixZYuHAhfv75Z/z888948MEH8Ze//EUKhhYvXowlS5Zg2bJlyM3NhVqtxoABA1BZWSmtIy0tDZs3b8b69euxe/duXL58GYMGDUJ1dbU9i0641bKUMaSj3botyPXHWzsh4oxP9uOxFTm82/lfJxamQumj3z7gScG0pSDHsP84W2BNO2EQFBm+JvNapW9FfvElVF6vRn7xJbRK3+rsItnF0m9Mz0kn55sM1kgf2Fbv5qirBUkN5Woj99kbbxTYnl0DpcGDB+Phhx/G3XffjbvvvhsLFizAHXfcgR9//BFCCLz99tuYO3cuhgwZgvj4eHzwwQe4evUq1q1bBwDQarV4//338eabb6J///5ISEjA2rVrUVhYiJ07d9qz6LJXUFyOt7KO4K2sIzb5gfHHewv3g2VHXnsYmyf1xJKhnTxueHBLQY7hYA5sgTXN8KYCbzJYx1wLkqe1LBUUl+Obw6ZbEOR+k6Eu7tBdsaHPS8kpSGZvBNtz2DNK1dXVWL9+Pa5cuYIePXqgqKgIpaWlSE7+s8uNUqlEUlIScnJuDQucl5eHGzdu6OXRaDSIj4+X8pDt1bZ4/OPr3/CPr3+zSasHf7y3cD/UTY7PbpkakSh9YFuPDRobgjcZGi6/+FK90t2VuePog22ayup4Ul/u8tsydQPJ8HlqU+QUJLM3gu3ZPVAqLCzEHXfcAaVSiYkTJ2Lz5s1o164dSktLAQBRUVF6+aOioqRlpaWl8PPzQ2hoqNk8puh0OlRUVOj9kXVMHTCBxh80+eO9hfuhbp76/JalYNjc8OAJMaGIjQhC0fkrHrc/6os3GRqmri52ntQFz9xx1NzcdXSLud/QO1+b7sboSq7oblpcziCZGsvuw4Pfc8892LdvHy5duoSNGzdizJgxyM7OlpYrFPrPJAghjNIM1ZUnMzMTr776auMKLlOWLjoaM5T39oPGga0cuxLV3hG7PRiV434wx5OHxLYUDJub48KT90d98SZD/XlSEGQNU8dXVxu5zRWZ+w3tOnLOodMzGNZXw2cQTd3IPVZm+UaJ3IJkTsVie3ZvUfLz88Ndd92Frl27IjMzE506dcI//vEPqNW3xrY3bBkqKyuTWpnUajWqqqpQXl5uNo8pc+bMgVarlf5KSoznBCLTLF10NPSCxFwrldzmN6hV26VqWNcWSG4XiVa80APgPt0/7MFUi5Kc94cpfG6rfuQWJNVKH9hWb8LZTQVnXPJ5G3fx7ZEyh3yOqfpqmOaosrgz3lCyPYfPoySEgE6nQ2xsLNRqNbKysqRlVVVVyM7ORs+ePQEAiYmJ8PX11ctz9uxZHDhwQMpjilKplIYkr/0j65i6GAEad0HCLjPGXv3iIDb8fAo7DpVh9sZCPLp8t7OL5HSPrTD93KGn1JP6TjjL340xw8BxpYkbMCRvBcXl2FxwRi9NzjcYrOHsY4qloP72ZaXa6/Vetzt0H7SlhJhQo+e2OkereEOpEeza9e7vf/87Bg4ciOjoaFRWVmL9+vX49ttv8dVXX0GhUCAtLQ0ZGRmIi4tDXFwcMjIyEBgYiBEjRgAAVCoVxo8fj+effx7h4eEICwvDCy+8gA4dOqB///72LLqspQ9si5T2aunuTZ97Ihv1IzN3J+P7Y+cwpEuLBq/XXW3ILca+Eq1e2r4SLTbkFst2Bvku83eYXeYpd8LMPYdkDu8M6os1czEVm76VcymRhF2P6s/SMaWhI81Zy5qWz+c/2Yc3h3aGWuVf7/U7uvugsxUUl5u8vpDTPrA1u7Yo/fHHHxg9ejTuuece9OvXDz/99BO++uorDBgwAAAwa9YspKWlYdKkSejatStOnz6NHTt2IDg4WFrHW2+9hUcffRRDhw5Fr169EBgYiC+++ALe3t72LLrsJcSEos89kWgZ3viLsoSYUL2uELXkNr9Brf0ll+qVLgflV2+YXeYpB3dzzyEBxhPOAuxqZsjcvGtynY+tLpsnme914cl4g6H+7NGTxBrWdg+tPTdyePC6sSeC7dm1Ren999+3uFyhUGDevHmYN2+e2Tz+/v5YunQpli5dauPSkSW2foj8/rimRt0hAHne5esU3QTr9ho/N9cpuonjC+MiQgN9cdFEsBQW6OuE0thHQwZzqG3dLTp/BbERQbL7rdxOAdNBkeWhf+TL1MAGpnjSbwzgwEENlT6wLby9FMg+cg5qlT8m973LLvusIc/O1V7k13YrM2wxqYucgmTeKLA9hz+jRK7PHg+R88f7J1N3dhKiVbLtdgcA+S8n1yvdHSXEhCLBzJwfv5+77ODSuJ9NZlpIzKWTdeoaXtmdcOCghnt0+W4s3/U7DpypwM5fyzDr3/tt/hkNHWCkWtx6b6v0rfUOkuQ26iGfUbI9BkpkxB5Nt+xGdIu5E/nLg9s7oTSu5cTCVIQF+kKBW3e5DYeG9QRtm5keWKb8SpXJ9NrJn2d8st8mEz+7M3YpqR9zxxpDumrP6bzIOtIwpp6bPVZ2BWP+7yebfYazRmHsHdfUKZ/rLJaeUaKGsfs8SuR+7NX6k9JeDaXPrdi8sQNEuCs+aGxZ/svJKCgulyZY9bR98v2xcybTTXW7NNeym9Je7XH7xRpsla4fOQYHrCMNY+752Oyj521yHHbmUPVy++55jWF7DJScyBYHD1vddb+9LCcWptp8UlTDZ550N2tk+aPlidwyT55gdUNuMUrKjYe3DVZ6m+x2yROePk7WXD/1HWXRE5h7Lmv7wVLWEwvMPTcLNP54I9f5vJyF1xi2x0DJCWx54LDHQej2dU7vd1eDW38slW1V9nGruoXUBoIN2U4vAMdvCyStXUdjPvP295v73PqcyOuaqdyTeHoLirm7tpW6apN3bXnCM8bBLaxnaZRFQ63St3rMsSWlvdqjjyP2MKxbDP7f98dxrMz45kxjjjf1OYeeWJhql+uZx1bk1HlONnfON1cmS/lNfcaJhanYkFuM2RsLTea1VDZrdIlpgk2TegEwPeAFn1FqHIUQwnM6KJtRUVEBlUoFrVbr9MlneXeFGstTLmgMbco/hRmfGD9AvGRoJ4+Yb8vwRHk7c9to2ML2bFJrzHbDFrbnP9mHjfmnjdIbUpcbcwz1xN+OO55TzF1Q1pUXAIas+AH5xZfq/ZmufByp73d4YmEq2r20DVdvOK/V0JYX+o29OUnWq88x8PbvI9DXC4f+d6A9iuQ01sYGDJQciAcBsjVPuvArKC7HYytybL5euZ2ELd09tVRfGrN/Jve9EzNT2jR4vdbWY1t+h9ZcrNfngt7az7IVudRnZwkzMWVBY1s97NVq4q7qaukh97R5Us86z+WucO3CQOk2DJTIk7nCAccW+PtwLFtftDUN9kPu3AF6afXtemOJPeqHNfvAVvvJHs+TErkrU78HZ7eSkWM5+9rF2tiAw4MTuTlPuHDqnrHT2UWQHVvXm3OVVXh9++EGr98Z9diaz7RVuWyxHk/4rROZu0D2tK5dZJm7HM8YKDlIrJtUCHJPDyz+xtlFaJTzlTpnF4FsYPmu351dBI/lLhcVRJY4uxWBqL4YKDmIx/dvJKc6q73m7CI0SkSw0tlFICIiO2KQRO6IgRKRB2imCnB2ERrlp7/3d3YRyMlahVmuw+GBvg4qiT6Vv7dN1uPDsy3JGIMkclecR4nIA3w360FnF4FI0pBuYn9JaG5x+QWDEcgcRXu92imfa2jJ0E4mh88nclUMjsgTMFAicnMTk1o7uwhEktsHdKiPPvdE2rgkriXAt3EtU3KeaJhckz0CoZiwABRfdO+u5ORZ2BnAQSb3vdPZRSAPtSr7OAqKy51djEZTeiucXQSygfyTDauLzpg53suBVU7TpHHdY52xf4gcjb0jyNUwUHIQc5MxEtnCt0fKnF2ERvNy5FUr2U2Xlg27oK8r2G9kg4xJCgeOspPYwP1CROSpNuQWO7sIdWKg5EAxdTysTNRQpdrrzi5Co13jRINuLzLYr8E3hYrOX7G43B4Dljjy6SPdTdZvIms83sXy84rkOV7dctDZRagTn1FyoO9mPWjyIWdz/Xyf/2Qf9pdcQqfoJnhzaGfpdUiAL9qog5F3shzlV6twvaoaQgFU3aiBwguorhbw9lbgxk0BLy+guhrw9r71r6lTdbDSG8H+vpjePw53RwVj0to8nK3gvDbuRK3yd3YRGsUTug4SsHfugAa/t65ncP7xZAIeW5HT4PU3VP+2kdj5a+NbbEsuXm30OrwVQHUjWsGeTWqNPccvYF+JttFlIXmz5+MEbw7tjC8LzxrdPFN6K6BrzA+AXM5VN7hBqhBCeHytq6iogEqlglarRUhIiLOLgwcWf4Oz2mtopgpwSn/c2PStEAAUAIpMBGkFxeUmL0gCfb1wh78PyiqrrP6szZN6OuXiRm42T+ppl2cY6hq9rLEP83ISTc/hrQB+z7xVH1qnbzV5U4YsW/R4BwzrFmNy2YbcYszeWNjgdd9+jNiQWyzdhAOAjXmncK5ShwuXdRC49TxVxbUbuHilCgJAlQMuThOiVShgAAdfbyAsSIk/XPhmZWSwX6NuiljL8GYxAHRbkIVz9bgGIdfnrNERrY0NGCiRSQu3/YpV2cel188mtcbsgW0bvL4hK37AsbJKKATg7+eN9hoVVo+712S+/OJLDfqMAF8v/Pq/AwFYvqjwVgC+Pgq0DAvC9ueSAJi/YH82qTW8vBTIP1mOLi1DzXYrcoULflsfbKzdpoZ+rivsM0t8vYAaoX8H39QdfS8AQf7eiIsMxrBu0dhfcgmHSysbXI/d1eS+d0q/D0d+t3XdJLBXWfq3aYr/N9b4GNbYz+scrcJnk3vXa72WAixXMm71Xhw8o8WFy1WoEbeO2Y8mNEen6CZ65d+QW4yV3/6OK7qbeODuptj923mjwOH2wPz2wG9Yt//P3p3HR1nd/f9/D1mGJCZDQkjGkQSCpYAGEIIiiAbKpmWp2ruiKNVqW5FFU1AB8a7oVwlii7ZF3O7+pLdbqLdgbVVKVIylgERIlEVcaiBBCAEJkwAhCcn5/UEzZbbs+7yej8c8Hsm5PnPNuWbOzFyfOec6J7HVP1ua0tNnDbLoi8d+6HPb8KXv6WhpuWIj6584+fo8fuLve92+wzyfrzXZ+Xpj+wFZLNLHed69+11DLAoPCVY/e2St34Ot5Ym/79Wabfk6etJ7yYAfD71AdltXPb3xX17bwkO6yNEtTPu/O6kz1VJtL1lcZKi6hgTpgm5hrmOuab/FJ8+234jQIE0e7HCN7rFYLIq0BrsldjX3OXH6jM/ek+7hIfVa+qBf/Hk66CxT37hIrZ11hWu/0eGhSukVrU1fH+2wswWSKLUDJEqNk5NfrLyjJ5UUG9GqMy75+pKrOQk794vj4wfG+fzFqa59+XtT1uzbFhaiBydf1ODjnvhklvYfOylbWKjG9o/Tq9sK3B6zZv/nfqGuuGGwkmIjmq3Xrbk+cBp6otHQx23sicy+ZZPUb/E7TRp+ce6JtecJRH009H1R8yNB37hIfX6oxGs4SU2C73nyIknXPr2pTYdJ1fcE8NxfmFv7JHVoYjetnXVFrTEtVSdf7b45Hssz8Wnpnt2Ooubk0N8Pbedq6XYYEx6iHb+e4FZ24aK3VWX+k8Rd9N/v+jw5Dg/poj3//lGvIYY+skHFpyoVfc5jD3povUrKqxRlDdJnD1/duIPxUNf3ansx4L/fdfs8PffHUsn79fClIecIzaGmt72LpG/+/Th1tdX6/lBd2w/c9R3J1Jjno7b676vHMZIotQMkSh3PuSeXdZ0E1aUmgTm3B6k9quvDclz/Hnpv75FaYzpjolTfk9Fz42rrIWxKz2hzmP/nXP19d6EkaeLF9jpPRM5NoHz1ktYc9/Cl7/n81TmkizSsd4y2fHPM72N0kZTar0etJ5/nPqf7lk3ym2S2dqIU2TVIO5fUfoLY0RKlCRfF6fmfXlrvfQZKotRYNe+hQ87TOl1ZpaG9orXlX9/5/I6p67kekmDTOh89fv609ol4oGmOpK7vA2+rsvrsZ+VXS9vmtfE852nsD9XN8QN3fRJMT/Vp5+3tvUCidA4SJXQEdfWUXNY7Wtv21T7pQaAkSpLvX1fPVZMgx0V2Vdq477d6z2hLqesaQ8+ExpNnr2xzq+u1jbIGqaS8+eab64w9StOG9dTj/zW43vvkxLt5eX62+OrtbYianqXG9iQBHUFd3z31jWktJErnIFFCR3DJw3/X8bIzfrdf2qubXr/rCr8nTc35ofOTZzcru46krCmPO/n3H2nXwdIW2TfaXl1ttDkTl/q2keZOlmp73KY+lud1V/4m2KmrHgAA3+qbG7COEtBOVFTVPk+YxXJ2QVZfJ0bNfbLUp46pms/VmAXj7FF1T2fOCWDHVVcb3bdskqKsTVtBdmhitwa1kfrErps1sln21dxtd0hitGam9mnxxwEAuGMdJaCdOFVRe6JUWv6f3qaZqX3cLtpc9u7nWtiM1940ZF2m9z8/3ODhKOMvtvu83qqjzN6FutV1Et9cF543RG3LFcwec6GGJEbrnrHf0+/e/9rvPu4Z+716PVbN8d/w7OY6h8x6yjt60muY6MJrBiioHjNwAgCaDz1KQAdxtPTshfo5+cVuSZIkPZv1TbMu2jq6X1y9Y6urGz56NyTI90ePv3KgpQV3Odtj25C2Xx8ny/0Pp/Wn0kfv8rVPb9LTG/+lLd8c09Mb/6Vrn97UHNUDANSCsxKgg6g4c/YC+A+/KPK53V95S7v4AluD7/OvIycaVA40h4xt/oeJ7v727DTs/oa51WhoIhVu9T9w4wf9e/gs9/zBYE12vtc08bkFzkYNewUA1B+JEtBOdD8vtNbtF0SHt1JNaj+h9NSYX+Cz83xPVe2vHGgOxacq/G7r8u8epdpckmBr8MyJp2rpUYoO9/2e9+xR+rTguM84f+UAgOZBogS0E7ERtSdKA84/OyuLv8SkOYcMrfnkgM/yqK7eF+A35MSx98K31Xvh236v2bDUfa4KNNrYAfF+t0V2DZHke2hrjdwCZ4OHuNY2MPW9PYU+yxe8sVNP/H2v6/9zF68+1+CEbg2qCwCgYUiUgHai4NipWreXnq6UJH152Pe02v4uUm+o2qY2Ljntvf5NfadCrk/c9UN71mtfQGN8Pz7S77aa91ddval5R0826DEPO0/73Xaq0v8ELk9v/JcufSyz1vdNbccDAGg6EiWgnSir5aRJkgqKyySd/bXZn6au39LY+9d1v/rut7ZjA5qqth8TNuw5e42fv97UGvP+/GmDHvO7U5V+t1XWssC0JB0p9T9UUGq+H0cAAL6RKAHtRF1zx5VXevfmAAAAoGWQKAEdxDdHax+aBwAAgOZDogR0MLUt5FnXIp91SXY07pqHacNqv7ZoTD/f0yB7amr9gdrU571TVxtsaBttyfcr7xcAaFkkSkAH5OsE6ZKEhq9n5CksxHtWu3Mfc8JFvmfWq23aZUkKCap7OjtO+tAafLUzzzJ/bbGxbbS2x6xrn8mOqGatCwCg/vyvhNcM0tPTtXbtWu3du1dhYWEaOXKkHn/8cfXr188VY4zRww8/rOeff17FxcUaPny4nn76aV188cWumPLyct1777167bXXVFZWprFjx2rVqlXq2ZMZshCYfC00WbMA5bRLExu93z49zlP2/uNe5TU9RmMHxLsuej9XbdMuS1LxSd+J1KW9uun1u65oeEWBJqhPktHciUhdPUs/eXazsn1Mmx8WGkRSBABtpEV7lLKysjR79mxt3bpVmZmZOnPmjCZMmKCTJ/8zvery5cu1YsUKrVy5UtnZ2bLb7Ro/frxKS/8zBXJaWprWrVunjIwMbdq0SSdOnNDkyZNVVcXF7eg8GjLkp6UWoPzuRHmt5dMuTfTquRqSYKszOTvqJ1HyVw4Emj6xEQ0qBwC0vBZNlNavX6/bbrtNF198sQYPHqwXX3xR+fn52r59u6SzvUlPPfWUFi9erOuvv17Jycn605/+pFOnTunVV1+VJDmdTv3xj3/Ub3/7W40bN05DhgzRyy+/rJ07d+q9995ryeoDra6+Q378LTTZ1AUoS06fqbP88j7d3bYN9/jfl2N+EiJ/5UCgsdu6NqgcANDyWnTonSen0ylJiomJkSTl5eWpsLBQEyZMcMVYrValpqZq8+bNuvPOO7V9+3ZVVla6xTgcDiUnJ2vz5s2aOHGi1+OUl5ervPw/v4yXlJS01CEBza4+w2ymXZqo32z4wmudlQVv7PRai8jX/oY+skHHalnfxVPSv3/Vzskv1rNZ37htezbrG0282K4hidF+719xxvcaUZa65kQHAsSZat9vht+9/7V+9/7Xrv8ZhgcArafVJnMwxmjevHkaNWqUkpOTJUmFhYWSpPh49+sb4uPjXdsKCwsVGhqq6OhovzGe0tPTZbPZXLeEhITmPhygTeXkF9e5GGUNz8Veey98u0FJkiTFRlolSXlHT/rcXtvCl9c+vcnvYrphof4njwACyVeHS+sOUtMXlQYA1F+rJUpz5szRZ599ptdee81rm8XiPiOWMcarzFNtMYsWLZLT6XTdCgoKGl9xoB2qLTHxpebkaugjGxr1eE9v/Jckad6fP/Ub42vfa7LzlVvg9HufQyW+r4kCAo2vSVL8IVkCgNbRKonS3Llz9dZbb2njxo1uM9XZ7XZJ8uoZKioqcvUy2e12VVRUqLi42G+MJ6vVqqioKLcbADW4J6khin3su6mTSwAAALSVFk2UjDGaM2eO1q5dqw8++EBJSUlu25OSkmS325WZmekqq6ioUFZWlkaOHClJSklJUUhIiFvMoUOHtGvXLlcMgLrl5BerHssZNZqvYXRNnVwCAACgrbRoojR79my9/PLLevXVVxUZGanCwkIVFhaqrKxM0tkhd2lpaVq6dKnWrVunXbt26bbbblN4eLimT58uSbLZbLrjjjs0f/58vf/++8rJydEtt9yigQMHaty4cS1ZfaDdaswF3Rnb8tWre3iTHq+2x33l58O9ynxNJ+5rv0Cga8h7gfcNALQOizGmxead8ncN0YsvvqjbbrtN0n8WnH3uuefcFpytmfBBkk6fPq377rtPr776qtuCs/WdpKGkpEQ2m01Op5NheOhUGnKtwsXnRyrcGuxzUcva+Dop83zcu1L7aME1A/zuY012fr1m4wMCXV3vad43ANB09c0NWjRRai9IlNBZPfH3va6JFupyWe9ojbiwu9tUwzXuGfs9/Wp8vwY99prsfH1acFyDE7rVueAsAABAe1Hf3KBV11EC0LyKG7Bg649Teur78ZE+E6XR/eIa9LjL3v3ctZ7Sq9sKlHf0pBbW0qMEAADQ0bTa9OAAml99J0uIiwzVtEsTNSQxWj0iQ7221bZYrCd/i87m5DdsSB8AAEB7RqIEdGDTLk30Snx8KSqtUE5+sdZk53stVFtUWqE12fn1fkx/i876KwcAAOiIGHoHdGA5+cVeiY8/163arAkX+R5i9/7nh+t9nVFSbESDyiX3C9S5GB0AAHQE9CgBHVhDe3E27CnyWV5d3XJzunjO4tWQmfoAAADaCokS0IHN+/OnzbKf9/YeqXfsdas217vcX1JEsgQAANo7EiUAAAAA8ECiBAAAAAAeSJSADqy5JkZoyH78xfoqb0gsAABAe0KiBHRwTU067hn7vQbF+1svyV+5Z/1IkgAAQEfA9OBAJ+Ar+cjJL/Y78cK5RvfzPWW4P7Wto+Rv4dp1s0Yq7+jJWqcQBwAAaE9IlIAA997nh/0mOL40dB2lZe9+rmezvnH9PzO1jxZeM6BhlQQAAGhlDL0DOqkPv/C9ZpKnrHrG1RiSGK2ZqX3cyu5K7eMz2crJL3ZLkiTp2axv/A7TAwAAaC/oUQICnD2qa4Pvs/CaAUqKjdCnBcc1OKGbpl2a6DOuMcP0AAAA2gN6lIBOqr7XHs3+Qd8G73vZu59rwRs79eq2Ai14Y6ffBWQbOkwPAACgvSBRAjqpl7fur1fcl4dLG7RfX8PpJPlMlvz1GtGbBAAA2jsSJaCTemPHt/WK+7TgeIP2W9tMep7J0vCl7/mM81cOAADQXpAoAQFucEK3Ftv30dLyBpUDAAC0FyRKQIDzNxFDc4iNtDaoHAAAoL0gUQI6KV+L0DYmpiH3WTdrpNv/Hz8wzmecv3IAAID2gkQJ6MRqS2oakyTV8EyI6qpDfJRVQRYpPsrapMcFAABoLayjBHRyLZGYNHR9JHqQAABAR0OPEoAGY30kAADQ2ZEoAQAAAIAHEiUADVbb0DsAAIDOgGuUADRYZVV1g8rPXYiWyRwAAEBHQI8SgAYLCfL90bHgjZ1eZecmSb7+BwAAaI9IlAA02Lw/f+p327mJkL+kiGQJAAC0dyRKAAAAAOCBRAkAAAAAPJAoAWiw2iZkuGfs91x/r5s10meMv3IAAID2gkQJQKNMG9bTZ3mh87Trb6YRBwAAHRWJEoBGsdu61lmeFBvhM8ZfOQAAQHtBogSgUUb3i6uzfEhitGam9nHbfldqHw1JjG7RugEAADQVC84CaFELrxmgiRfblXf0pJJiI0iSAABAh9CiPUofffSRpkyZIofDIYvFojfffNNtuzFGS5YskcPhUFhYmEaPHq3du3e7xZSXl2vu3LmKjY1VRESEpk6dqgMHDrRktQHUQ8a2/AaVAwAAdCQtmiidPHlSgwcP1sqVK31uX758uVasWKGVK1cqOztbdrtd48ePV2lpqSsmLS1N69atU0ZGhjZt2qQTJ05o8uTJqqqqasmqA6hD8amKepX/ak2Orlu1WfP+/KmuW7VZy979vDWqBwAA0CQWY4xplQeyWLRu3Tpde+21ks72JjkcDqWlpWnBggWSzvYexcfH6/HHH9edd94pp9OpHj166KWXXtK0adMkSQcPHlRCQoLeeecdTZw4sV6PXVJSIpvNJqfTqaioqBY5PiDQPPH3vXp64798bquZPvxXa3K0Lueg1/Z1s0YyBA8AALSJ+uYGbTaZQ15engoLCzVhwgRXmdVqVWpqqjZv3ixJ2r59uyorK91iHA6HkpOTXTG+lJeXq6SkxO0GoHn5S5IkqffCt5WTX+wzSZKk61b5f/8CAAC0B22WKBUWFkqS4uPj3crj4+Nd2woLCxUaGqro6Gi/Mb6kp6fLZrO5bgkJCc1cewB1+fCLorauAgAAQKO1+fTgFovF7X9jjFeZp7piFi1aJKfT6boVFBQ0S10BAAAABIY2S5TsdrskefUMFRUVuXqZ7Ha7KioqVFxc7DfGF6vVqqioKLcbgOZVcx2SL+tmjfS7zlLNdgAAgPaszRKlpKQk2e12ZWZmusoqKiqUlZWlkSPPnkSlpKQoJCTELebQoUPatWuXKwZA2/GVLF2SYNOQxGgNSYzWdUMcbVArAACApmvRBWdPnDihr7/+2vV/Xl6ecnNzFRMTo8TERKWlpWnp0qXq27ev+vbtq6VLlyo8PFzTp0+XJNlsNt1xxx2aP3++unfvrpiYGN17770aOHCgxo0b15JVB1APOfnFXmW5BU7l5BdrSGK0ruzbw+eEDnlHTzLrHQAAaNdaNFH65JNPNGbMGNf/8+bNkyTdeuutWr16te6//36VlZVp1qxZKi4u1vDhw7VhwwZFRka67vPkk08qODhYN9xwg8rKyjR27FitXr1aQUFBLVl1APWQd/Sk3/IhidFKio3wud1fOQAAQHvRausotSXWUQJaRk5+sc+pvmvWSVr27ud6Nusbt213pfbRgmsGtFYVAQAA3LT7dZQAdHxDEqN1SYLNrazmGqWc/GKvJEmSJlxsb63qAQAANBqJEoBGy8kvVm6B062s5holf+sosb4SAADoCEiUADSav2uUrlu1WWu25fvc9s+vv2vJKgEAADQLEiUAjVZZVe13W2Fphc/yT/Z7z5QHAADQ3pAoAWi0kCA+QgAAQOfEWQ6ARmOabwAA0FmRKAFotCGJ0ZqZ2sfnNn/l+5ZNaskqAQAANAsSJQBNMtHPdN8TL7Zr3ayRbmUkSQAAoKMIbusKAOjY/M18l3f0pK4f2pPkCAAAdEj0KAFoEn/XKXH9EgAA6MhIlAA0yZDEaF2SYHMruyTBpiGJ0crJL9baHQeUk8+U4AAAoGNh6B2AJsnJL1ZugdOtLLfAqV+tydG6nIOuspmpfbTwmgGtXT0AAIBGoUcJQJP4u0bp3CRJkp7N+oaeJQAA0GGQKAFokoZci+QvqQIAAGhvSJQANMn1qzbXO3benz9twZoAAAA0HxIlAE1i2roCAAAALYBECUCTWNq6AgAAAC2ARAlAk+Q1YEHZdbNGtmBNAAAAmg+JEoAmq08CdFdqHw1JjG6F2gAAADQd6ygBaLIhidGamdpHz2Z94yq7K7WPunSxaMf+Yg3tFa37JvZvwxoCAAA0DIkSgBbxfzsO6EhphSRpyzfH9M+vj+rN2aPauFYAAAD1w9A7AE2Wk1/s1pskyZUk1cgtcGpNdn5rVgsAAKDRSJQANFl9F5L9tOB4y1YEAACgmZAoAWiyfx05Ua+46IjQFq4JAABA8yBRAtBkxScr6g6SdGGP81q4JgAAAM2DRAloQ9ev+qcGLlmv61f9s62r0iT17Sl6fP3eFq4JAABA8yBRAtpI74Vva0f+cZWertKO/OPqvfDttq5So9W3p+jYyfIWrgkAAEDzIFEC2oC/HqSO2rOUFBtRr7jzbWEtXBMAAIDmQaIEtIGvikobVN7e1Sw4W5eP7v9BK9QGAACg6UiUgDbQNy6yQeUdwcJrBtS6fd+ySa1UEwAAgKYjUQLawNpZVzSovKPwlwyRJAEAgI6GRAloI/uWTdLQxG6K7BqkoYndOk0y4XkcneW4AABAYLEYY0xbV6KllZSUyGazyel0Kioqqq2rAwAAAKCN1Dc3oEcJAAAAADyQKAEAAACAhw6TKK1atUpJSUnq2rWrUlJS9I9//KOtqwQAAACgk+oQidKaNWuUlpamxYsXKycnR1deeaWuueYa5efnt3XVAAAAAHRCHWIyh+HDh2vo0KF65plnXGUDBgzQtddeq/T09Drvz2QOaC05+cXKO3pSSbERGpIY3ezxHU1OfrE+/KJIkjS6X1ynPMbG6Ayve05+sTK25WvNJwfqjK1t5sM12fl6//PDig4P1Y2XJfp9PjrDcwZ3a7Lz9WnBcQ1O6KZplya2dXXQSI15b/Ze+Hat2/19Zpx7P2ZURVPUNzdo94lSRUWFwsPD9frrr+u6665zld9zzz3Kzc1VVlZWnfsgUUJrWPbu53o26xvX/zNT+9S6CGtD4zsaz+OTOt8xNkZneN19vbZ18XVSc+3Tm5Rb4HQr8/V8dIbnDO48X/tLEmx6c/aoNqwRGqMx7826kqQanp8Zvu5HsoTG6jSz3h09elRVVVWKj493K4+Pj1dhYaHP+5SXl6ukpMTtBrSknPxirxPHZ7O+UU5+cbPEdzS+jk/qXMfYGJ3hdff32tbF8yRnTXa+V5IkeT8fneE5gztfr31ugVNrshlO35E05r1Z3yTJM9bf/RqyP6Ax2n2iVMNisbj9b4zxKquRnp4um83muiUkJLRGFRHA8o6ebNHyjqa24+gsx9gYneF1b666flpwvF6P0RmeM7jz99rX1ibQ/vDeRCBo94lSbGysgoKCvHqPioqKvHqZaixatEhOp9N1KygoaI2qIoAlxUa0aHlHU9txdJZjbIzO8Lo3V10HJ3Sr12N0hucM7vy99rW1CbQ/vDcRCNp9ohQaGqqUlBRlZma6lWdmZmrkyJE+72O1WhUVFeV2A1rSkMRozUzt41Z2V2ofvxe2NjS+o/F1fFLnOsbG6Ayvu7/Xti6e1xJMuzRRlyTYvOI8n4/O8JzBna/XfkiCjQkdOpjGvDcbck3RubH+7sc1Smhp7X4yB+ns9OAzZszQs88+qxEjRuj555/XCy+8oN27d6tXr1513p/JHNBamPXOHbPe+dYZXndmvUNTMetd58Csd+iIOs2sdzVWrVql5cuX69ChQ0pOTtaTTz6pq666ql73JVECAAAAIHXCRKkpSJQAAAAASJ1oenAAAAAAaG0kSgAAAADgIbitK9AaakYXsvAsAAAAENhqcoK6rkAKiESptLRUklh4FgAAAICkszmCzea9VEWNgJjMobq6WgcPHlRkZKQsFkub1qWkpEQJCQkqKChgYgl4oX3AH9oGakP7gD+0DdQmUNuHMUalpaVyOBzq0sX/lUgB0aPUpUsX9ezZs62r4YaFcFEb2gf8oW2gNrQP+EPbQG0CsX3U1pNUg8kcAAAAAMADiRIAAAAAeCBRamVWq1UPPfSQrFZrW1cF7RDtA/7QNlAb2gf8oW2gNrSP2gXEZA4AAAAA0BD0KAEAAACABxIlAAAAAPBAogQAAAAAHkiUWtmqVauUlJSkrl27KiUlRf/4xz/aukpogvT0dF166aWKjIxUXFycrr32Wn3xxRduMcYYLVmyRA6HQ2FhYRo9erR2797tFlNeXq65c+cqNjZWERERmjp1qg4cOOAWU1xcrBkzZshms8lms2nGjBk6fvy4W0x+fr6mTJmiiIgIxcbG6u6771ZFRUWLHDsaJj09XRaLRWlpaa4y2kZg+/bbb3XLLbeoe/fuCg8P1yWXXKLt27e7ttM+AtOZM2f04IMPKikpSWFhYerTp48eeeQRVVdXu2JoG4Hjo48+0pQpU+RwOGSxWPTmm2+6bW9vbWHnzp1KTU1VWFiYLrjgAj3yyCPq0NMhGLSajIwMExISYl544QWzZ88ec88995iIiAizf//+tq4aGmnixInmxRdfNLt27TK5ublm0qRJJjEx0Zw4ccIVs2zZMhMZGWneeOMNs3PnTjNt2jRz/vnnm5KSElfMzJkzzQUXXGAyMzPNjh07zJgxY8zgwYPNmTNnXDFXX321SU5ONps3bzabN282ycnJZvLkya7tZ86cMcnJyWbMmDFmx44dJjMz0zgcDjNnzpzWeTLg17Zt20zv3r3NoEGDzD333OMqp20ErmPHjplevXqZ2267zXz88ccmLy/PvPfee+brr792xdA+AtOjjz5qunfvbv72t7+ZvLw88/rrr5vzzjvPPPXUU64Y2kbgeOedd8zixYvNG2+8YSSZdevWuW1vT23B6XSa+Ph4c+ONN5qdO3eaN954w0RGRprf/OY3LfcEtTASpVZ02WWXmZkzZ7qV9e/f3yxcuLCNaoTmVlRUZCSZrKwsY4wx1dXVxm63m2XLlrliTp8+bWw2m3n22WeNMcYcP37chISEmIyMDFfMt99+a7p06WLWr19vjDFmz549RpLZunWrK2bLli1Gktm7d68x5uyHaZcuXcy3337rinnttdeM1Wo1Tqez5Q4atSotLTV9+/Y1mZmZJjU11ZUo0TYC24IFC8yoUaP8bqd9BK5JkyaZ22+/3a3s+uuvN7fccosxhrYRyDwTpfbWFlatWmVsNps5ffq0KyY9Pd04HA5TXV3djM9E62HoXSupqKjQ9u3bNWHCBLfyCRMmaPPmzW1UKzQ3p9MpSYqJiZEk5eXlqbCw0O11t1qtSk1Ndb3u27dvV2VlpVuMw+FQcnKyK2bLli2y2WwaPny4K+byyy+XzWZzi0lOTpbD4XDFTJw4UeXl5W7DedC6Zs+erUmTJmncuHFu5bSNwPbWW29p2LBh+slPfqK4uDgNGTJEL7zwgms77SNwjRo1Su+//76+/PJLSdKnn36qTZs26Yc//KEk2gb+o721hS1btig1NdVtTaaJEyfq4MGD2rdvX/M/Aa0guK0rECiOHj2qqqoqxcfHu5XHx8ersLCwjWqF5mSM0bx58zRq1CglJydLkuu19fW679+/3xUTGhqq6Ohor5ia+xcWFiouLs7rMePi4txiPB8nOjpaoaGhtLE2kpGRoR07dig7O9trG20jsH3zzTd65plnNG/ePD3wwAPatm2b7r77blmtVv30pz+lfQSwBQsWyOl0qn///goKClJVVZUee+wx3XTTTZL47MB/tLe2UFhYqN69e3s9Ts22pKSkxhxmmyJRamUWi8Xtf2OMVxk6pjlz5uizzz7Tpk2bvLY15nX3jPEV35gYtI6CggLdc8892rBhg7p27eo3jrYRmKqrqzVs2DAtXbpUkjRkyBDt3r1bzzzzjH7605+64mgfgWfNmjV6+eWX9eqrr+riiy9Wbm6u0tLS5HA4dOutt7riaBuo0Z7agq+6+LtvR8DQu1YSGxuroKAgr19gioqKvDJ0dDxz587VW2+9pY0bN6pnz56ucrvdLkm1vu52u10VFRUqLi6uNebw4cNej3vkyBG3GM/HKS4uVmVlJW2sDWzfvl1FRUVKSUlRcHCwgoODlZWVpd///vcKDg52+5XtXLSNwHD++efroosucisbMGCA8vPzJfHZEcjuu+8+LVy4UDfeeKMGDhyoGTNm6Fe/+pXS09Ml0TbwH+2tLfiKKSoqkuTd69VRkCi1ktDQUKWkpCgzM9OtPDMzUyNHjmyjWqGpjDGaM2eO1q5dqw8++MCrWzkpKUl2u93tda+oqFBWVpbrdU9JSVFISIhbzKFDh7Rr1y5XzIgRI+R0OrVt2zZXzMcffyyn0+kWs2vXLh06dMgVs2HDBlmtVqWkpDT/waNWY8eO1c6dO5Wbm+u6DRs2TDfffLNyc3PVp08f2kYAu+KKK7yWEvjyyy/Vq1cvSXx2BLJTp06pSxf307OgoCDX9OC0DdRob21hxIgR+uijj9ymDN+wYYMcDofXkLwOo/XmjUDN9OB//OMfzZ49e0xaWpqJiIgw+/bta+uqoZHuuusuY7PZzIcffmgOHTrkup06dcoVs2zZMmOz2czatWvNzp07zU033eRz6s6ePXua9957z+zYscP84Ac/8Dl156BBg8yWLVvMli1bzMCBA31O3Tl27FizY8cO895775mePXsyjWs7cu6sd8bQNgLZtm3bTHBwsHnsscfMV199ZV555RUTHh5uXn75ZVcM7SMw3XrrreaCCy5wTQ++du1aExsba+6//35XDG0jcJSWlpqcnByTk5NjJJkVK1aYnJwc19Iy7aktHD9+3MTHx5ubbrrJ7Ny506xdu9ZERUUxPTjq7+mnnza9evUyoaGhZujQoa5ppNExSfJ5e/HFF10x1dXV5qGHHjJ2u91YrVZz1VVXmZ07d7rtp6yszMyZM8fExMSYsLAwM3nyZJOfn+8W891335mbb77ZREZGmsjISHPzzTeb4uJit5j9+/ebSZMmmbCwMBMTE2PmzJnjNk0n2pZnokTbCGx//etfTXJysrFaraZ///7m+eefd9tO+whMJSUl5p577jGJiYmma9eupk+fPmbx4sWmvLzcFUPbCBwbN270eZ5x6623GmPaX1v47LPPzJVXXmmsVqux2+1myZIlHXZqcGOMsRjTkZfLBQCg+ZWVlSksLMyrvLKyUhaLRcHBzIUEAJ0d1ygBADqkvXv36qabblJ8fLysVqsSExP105/+VOXl5VqyZInPWZZWr14ti8XitqZH7969NXnyZK1du1ZDhgxR165d9fDDD+vDDz+UxWLRSy+9pPnz5+uCCy6Q1WrV119/3YpHCQBoK/wkBgDocD799FONGjVKsbGxeuSRR9S3b18dOnRIb731ltuFxPW1Y8cOff7553rwwQeVlJSkiIgInTx5UpK0aNEijRgxQs8++6y6dOnic70RAEDnQ6IEAOhw5s2bp+DgYG3btk09evRwld98882N2l9RUZH27Nmj73//+66yDz/8UJJ04YUX6vXXX29SfQEAHQ9D7wAAHcqpU6eUlZWlG264wS1JaopBgwa5JUnn+vGPf9wsjwEA6FhIlAAAHUpxcbGqqqrcFnduqvPPP79R2wAAnReJEgCgQ4mJiVFQUJAOHDjgN6Zr166SpPLycrfyo0eP+oz3NfFDfbYBADovEiUAQIcSFham1NRUvf76634Tn5pV4D/77DO38r/+9a8tXT0AQCdBogQA6HBWrFihyspKDR8+XC+88II2btyojIwMTZ8+XaWlpfrhD3+omJgY3XHHHXrzzTf1t7/9Tf/1X/+lgoKCtq46AKCDIFECAHQ4gwcP1rZt25SSkqJFixbp6quv1oIFC2S1WhUaGqqoqCitX79ekZGRuuWWWzRz5kwlJydr8eLFbV11AEAHYTHGmLauBAAAAAC0J/QoAQAAAIAHEiUAAAAA8ECiBAAAAAAeSJQAAAAAwEOLJkpLliyRxWJxu9ntdtd2Y4yWLFkih8OhsLAwjR49Wrt373bbR3l5uebOnavY2FhFRERo6tSptS4yCAAAAABN1eI9ShdffLEOHTrkuu3cudO1bfny5VqxYoVWrlyp7Oxs2e12jR8/XqWlpa6YtLQ0rVu3ThkZGdq0aZNOnDihyZMnq6qqqqWrDgAAACBAtej04EuWLNGbb76p3Nxcr23GGDkcDqWlpWnBggWSzvYexcfH6/HHH9edd94pp9OpHj166KWXXtK0adMkSQcPHlRCQoLeeecdTZw4saWqDgAAACCABbf0A3z11VdyOByyWq0aPny4li5dqj59+igvL0+FhYWaMGGCK9ZqtSo1NVWbN2/WnXfeqe3bt6uystItxuFwKDk5WZs3b/abKJWXl6u8vNz1f3V1tY4dO6bu3bvLYrG03MECAAAAaNeMMSotLZXD4VCXLv4H2LVoojR8+HD97//+r77//e/r8OHDevTRRzVy5Ejt3r1bhYWFkqT4+Hi3+8THx2v//v2SpMLCQoWGhio6Otorpub+vqSnp+vhhx9u5qMBAAAA0FkUFBSoZ8+efre3aKJ0zTXXuP4eOHCgRowYoQsvvFB/+tOfdPnll0uSVw+PMabOXp+6YhYtWqR58+a5/nc6nUpMTFRBQYGioqIacygAAAAAOoGSkhIlJCQoMjKy1rgWH3p3roiICA0cOFBfffWVrr32Wklne43OP/98V0xRUZGrl8lut6uiokLFxcVuvUpFRUUaOXKk38exWq2yWq1e5VFRUSRKAAAAAOrsnGnVdZTKy8v1+eef6/zzz1dSUpLsdrsyMzNd2ysqKpSVleVKglJSUhQSEuIWc+jQIe3atavWRAkAAAAAmqJFe5TuvfdeTZkyRYmJiSoqKtKjjz6qkpIS3XrrrbJYLEpLS9PSpUvVt29f9e3bV0uXLlV4eLimT58uSbLZbLrjjjs0f/58de/eXTExMbr33ns1cOBAjRs3riWrDgAAACCAtWiidODAAd100006evSoevToocsvv1xbt25Vr169JEn333+/ysrKNGvWLBUXF2v48OHasGGD23jBJ598UsHBwbrhhhtUVlamsWPHavXq1QoKCmrJqgMAAAAIYC26jlJ7UVJSIpvNJqfTyTVKaFeuX/VPfVVUqr5xkVo764q2rg4AAECnV9/coFWvUQLwH70Xvq0d+cdVerpKO/KPq/fCt9u6SgAAAPg3EiWgDVy/6p8NKgcAAEDrIlEC2sBXRaUNKgcAAEDrIlEC2kDfON8LnPkrBwAAQOsiUQLagL+JG5jQAQAAoH0gUQLayL5lkzQ0sZsiuwZpaGI37Vs2qa2rBAAAgH9r0XWUANSOHiQAAID2iR4lAAAAAPBAogQAAAAAHkiUAAAAAMADiRIAAAAAeCBRAgAAAAAPJEoAAAAA4IFECQAAAAA8kCgBAAAAgAcSJQAAAADwQKIEAAAAAB5IlAAAAADAQ6slSunp6bJYLEpLS3OVGWO0ZMkSORwOhYWFafTo0dq9e7fb/crLyzV37lzFxsYqIiJCU6dO1YEDB1qr2gAAAAACUKskStnZ2Xr++ec1aNAgt/Lly5drxYoVWrlypbKzs2W32zV+/HiVlpa6YtLS0rRu3TplZGRo06ZNOnHihCZPnqyqqqrWqDoAAACAANTiidKJEyd0880364UXXlB0dLSr3Bijp556SosXL9b111+v5ORk/elPf9KpU6f06quvSpKcTqf++Mc/6re//a3GjRunIUOG6OWXX9bOnTv13nvvtXTVAQAAAASoFk+UZs+erUmTJmncuHFu5Xl5eSosLNSECRNcZVarVampqdq8ebMkafv27aqsrHSLcTgcSk5OdsX4Ul5erpKSErcbAAAAANRXcEvuPCMjQzt27FB2drbXtsLCQklSfHy8W3l8fLz279/vigkNDXXriaqJqbm/L+np6Xr44YebWn0AAAAAAarFepQKCgp0zz336OWXX1bXrl39xlksFrf/jTFeZZ7qilm0aJGcTqfrVlBQ0LDKAwAAAAhoLZYobd++XUVFRUpJSVFwcLCCg4OVlZWl3//+9woODnb1JHn2DBUVFbm22e12VVRUqLi42G+ML1arVVFRUW43AAAAAKivFkuUxo4dq507dyo3N9d1GzZsmG6++Wbl5uaqT58+stvtyszMdN2noqJCWVlZGjlypCQpJSVFISEhbjGHDh3Srl27XDEAAAAA0Nxa7BqlyMhIJScnu5VFRESoe/furvK0tDQtXbpUffv2Vd++fbV06VKFh4dr+vTpkiSbzaY77rhD8+fPV/fu3RUTE6N7771XAwcO9JocAgAAAACaS4tO5lCX+++/X2VlZZo1a5aKi4s1fPhwbdiwQZGRka6YJ598UsHBwbrhhhtUVlamsWPHavXq1QoKCmrDmgMAAADozCzGGNPWlWhpJSUlstlscjqdXK8EAAAABLD65gYtvo4SAAAAAHQ0JEoAAAAA4IFECQAAAAA8kCgBAAAAgAcSJQAAAADwQKIEAAAAAB5IlAAAAADAA4kSAAAAAHggUQIAAAAADyRKAAAAAOCBRAkAAAAAPJAoAQAAAIAHEiUAAAAA8ECiBAAAAAAeSJQAAAAAwAOJEgAAAAB4IFECAAAAAA8tmig988wzGjRokKKiohQVFaURI0bo3XffdW03xmjJkiVyOBwKCwvT6NGjtXv3brd9lJeXa+7cuYqNjVVERISmTp2qAwcOtGS1AQAAAAS4Fk2UevbsqWXLlumTTz7RJ598oh/84Af60Y9+5EqGli9frhUrVmjlypXKzs6W3W7X+PHjVVpa6tpHWlqa1q1bp4yMDG3atEknTpzQ5MmTVVVV1ZJVBwAAABDALMYY05oPGBMToyeeeEK33367HA6H0tLStGDBAklne4/i4+P1+OOP684775TT6VSPHj300ksvadq0aZKkgwcPKiEhQe+8844mTpxYr8csKSmRzWaT0+lUVFRUix0bAAAAgPatvrlBq12jVFVVpYyMDJ08eVIjRoxQXl6eCgsLNWHCBFeM1WpVamqqNm/eLEnavn27Kisr3WIcDoeSk5NdMQAAAADQ3IJb+gF27typESNG6PTp0zrvvPO0bt06XXTRRa5EJz4+3i0+Pj5e+/fvlyQVFhYqNDRU0dHRXjGFhYV+H7O8vFzl5eWu/0tKSprrcAAAAAAEgBbvUerXr59yc3O1detW3XXXXbr11lu1Z88e13aLxeIWb4zxKvNUV0x6erpsNpvrlpCQ0LSDAAAAABBQWjxRCg0N1fe+9z0NGzZM6enpGjx4sH73u9/JbrdLklfPUFFRkauXyW63q6KiQsXFxX5jfFm0aJGcTqfrVlBQ0MxHBQAAAKAza/V1lIwxKi8vV1JSkux2uzIzM13bKioqlJWVpZEjR0qSUlJSFBIS4hZz6NAh7dq1yxXji9VqdU1JXnMDAAAAgPpq0WuUHnjgAV1zzTVKSEhQaWmpMjIy9OGHH2r9+vWyWCxKS0vT0qVL1bdvX/Xt21dLly5VeHi4pk+fLkmy2Wy64447NH/+fHXv3l0xMTG69957NXDgQI0bN64lqw4AAAAggLVoonT48GHNmDFDhw4dks1m06BBg7R+/XqNHz9eknT//ferrKxMs2bNUnFxsYYPH64NGzYoMjLStY8nn3xSwcHBuuGGG1RWVqaxY8dq9erVCgoKasmqAwAAAAhgrb6OUltgHSUAAAAAUjtcRwkAAAAAOgoSJQAAAADwQKIEAAAAAB5IlAAAAADAA4kSAAAAAHggUQIAAAAADyRKAAAAAOCBRAkAAAAAPJAoAQAAAIAHEiUAAAAA8ECiBAAAAAAeSJQAAAAAwAOJEgAAAAB4IFECAAAAAA8kSgAAAADggUQJAAAAADyQKAEAAACABxIlAAAAAPDQoolSenq6Lr30UkVGRiouLk7XXnutvvjiC7cYY4yWLFkih8OhsLAwjR49Wrt373aLKS8v19y5cxUbG6uIiAhNnTpVBw4caMmqAwAAAAhgLZooZWVlafbs2dq6dasyMzN15swZTZgwQSdPnnTFLF++XCtWrNDKlSuVnZ0tu92u8ePHq7S01BWTlpamdevWKSMjQ5s2bdKJEyc0efJkVVVVtWT1AQAAAAQoizHGtNaDHTlyRHFxccrKytJVV10lY4wcDofS0tK0YMECSWd7j+Lj4/X444/rzjvvlNPpVI8ePfTSSy9p2rRpkqSDBw8qISFB77zzjiZOnFjn45aUlMhms8npdCoqKqpFjxEAAABA+1Xf3KBVr1FyOp2SpJiYGElSXl6eCgsLNWHCBFeM1WpVamqqNm/eLEnavn27Kisr3WIcDoeSk5NdMZ7Ky8tVUlLidgMAAACA+mq1RMkYo3nz5mnUqFFKTk6WJBUWFkqS4uPj3WLj4+Nd2woLCxUaGqro6Gi/MZ7S09Nls9lct4SEhOY+HAAAAACdWKslSnPmzNFnn32m1157zWubxWJx+98Y41XmqbaYRYsWyel0um4FBQWNrzgAAACAgNMqidLcuXP11ltvaePGjerZs6er3G63S5JXz1BRUZGrl8lut6uiokLFxcV+YzxZrVZFRUW53QAAAACgvlo0UTLGaM6cOVq7dq0++OADJSUluW1PSkqS3W5XZmamq6yiokJZWVkaOXKkJCklJUUhISFuMYcOHdKuXbtcMQAAAADQnIJbcuezZ8/Wq6++qr/85S+KjIx09RzZbDaFhYXJYrEoLS1NS5cuVd++fdW3b18tXbpU4eHhmj59uiv2jjvu0Pz589W9e3fFxMTo3nvv1cCBAzVu3LiWrD4AAACAANWiidIzzzwjSRo9erRb+YsvvqjbbrtNknT//ferrKxMs2bNUnFxsYYPH64NGzYoMjLSFf/kk08qODhYN9xwg8rKyjR27FitXr1aQUFBLVl9AAAAAAGqVddRaiusowQAAABAaqfrKAEAAABAR0CiBAAAAAAeSJQAAAAAwAOJEgAAAAB4IFECAAAAAA8kSgAAAADggUQJAAAAADyQKAEAAACABxIlAAAAAPBAogQAAAAAHkiUAAAAAMADiRIAAAAAeCBRAgAAAAAPJEoAAAAA4IFECQAAAAA8kCgBAAAAgAcSJQAAAADwQKIEAAAAAB5aNFH66KOPNGXKFDkcDlksFr355ptu240xWrJkiRwOh8LCwjR69Gjt3r3bLaa8vFxz585VbGysIiIiNHXqVB04cKAlqw0AAAAgwLVoonTy5EkNHjxYK1eu9Ll9+fLlWrFihVauXKns7GzZ7XaNHz9epaWlrpi0tDStW7dOGRkZ2rRpk06cOKHJkyerqqqqJasOAAAAIIBZjDGmVR7IYtG6det07bXXSjrbm+RwOJSWlqYFCxZIOtt7FB8fr8cff1x33nmnnE6nevTooZdeeknTpk2TJB08eFAJCQl65513NHHixHo9dklJiWw2m5xOp6Kiolrk+AAAAAC0f/XNDdrsGqW8vDwVFhZqwoQJrjKr1arU1FRt3rxZkrR9+3ZVVla6xTgcDiUnJ7tifCkvL1dJSYnbDQAAAADqq80SpcLCQklSfHy8W3l8fLxrW2FhoUJDQxUdHe03xpf09HTZbDbXLSEhoZlrDwAAAKAza/NZ7ywWi9v/xhivMk91xSxatEhOp9N1KygoaJa6AgAAAAgMbZYo2e12SfLqGSoqKnL1MtntdlVUVKi4uNhvjC9Wq1VRUVFuNwAAAACorzZLlJKSkmS325WZmekqq6ioUFZWlkaOHClJSklJUUhIiFvMoUOHtGvXLlcMWs6a7Hw9sPYzrcnOb+uqAAHpib/v1U3Pb9ETf9/b1lUBEAB+9uI2XfZYpn724ra2rgqaICe/WGt3HFBOfnHdwahVcEvu/MSJE/r6669d/+fl5Sk3N1cxMTFKTExUWlqali5dqr59+6pv375aunSpwsPDNX36dEmSzWbTHXfcofnz56t79+6KiYnRvffeq4EDB2rcuHEtWfWAd+3Tm5Rb4JQkvbqtQK9ty9ebs0c1eb99Fr6tap3N0L9ZNqnJ++uoeB78e+Lve7Vjf7GG9orWfRP7t3V12sylj2XqSGmFJGnLN8f09MZ/aR9tRf0Wv6PyKiNrkEVfPPbDtq4O0GlcuOhtVf17HuSiL47owkVv61/pHeszZ+gjG1R8qlLR4SHa8esJdd+hE1r27ud6Nusb1/8zU/to4TUD2rBGHVuLTg/+4YcfasyYMV7lt956q1avXi1jjB5++GE999xzKi4u1vDhw/X0008rOTnZFXv69Gndd999evXVV1VWVqaxY8dq1apVDZqggenBG2ZNdr4WvLHTq/zxHw/UtEsTG73f3gvf9ioLxBM/ngf/zk0OJKlHZKiyF49vwxq1jSf+vldPb/yXz22B3FZ476A+an6IkqTEmDB9dP8P2rQ+HcHPXtymjV8c8Sof06+HXvzZZW1QI/9y8ouVd/SkkmIjNCTx7GRffR94W5XV3rGB9vmQk1+s61Z5zwq9btZI13OFs+qbG7TaOkptiUSpYXydjNRo7IfOuV9c5wq0HhWeB//8JQezx1zYqXqWfH3Je+r/4Ds6fcb3R3NMgP5SWtOT5ImeJZzL3/dXoJ0wN5S/5y0uMlTb2tGPVb56S87931OgfV62xPlbZ9Xu11FCYPGVHNRW3lnxPPjnrwfFX3lHtOzdz3Xdqs2a9+dPdd2qzVr27uc+4yp9JAQ1jp2qbKnqtWu+kqTayhF4+tRyknjV8g9asSYdy9BHNvjddrHD1oo1qV1OfrFXUlRbkiQF7uclmg+JEtBOTHwyq62rgBbk70ve18W234s7r7WqBXQatf3glH+srNXq0dHUlky0p2F3T3/wVaPux8QUaAoSJaCd2H/sZFtXocX0Xvi26xaofI0b91f+91+ltnR1gE6nthOa2ldnREdQWHK6UffbfdDZzDVBICFRQquIsgY1qLyzevzHA/1u6xUT0Yo1aR0/e3GbV3LkL1ny92EUqB9SQxO7Nai8s4vq6nuSVn/lCDy1Xec5ul+PVqxJx9Iv3ncPtr/ytpLaL65R92tPwwdbWkd5LTuSQD0HQS1G9IlpUHl9fPbw1Q0q76ymXZqoSxJ8f2h3tl6ECxe97XMWJcl3stTZr99qaCK4dtYVDSrv7P50u+8hQP7KEZhmpvbxKguytK8hZO2Nv++e9vaddN/E/uoRGdrg+wXSa99RXsuOhEQJXob28j0Tl7/y+tq3bJKrBynKGhSwM7C8OXuUHv/xQEVZgxTS5ewvPZ3tufjZi9tU1zX2tV1A3Bn5+7W7tl/B9y2bpKGJ3RTZNUhDE7t1unbSEEMSo71Ogu9K7cOUt3DxdR2gJP3fXSxQX5d9yyapX/x56hpiadffSdmLx2v2mAs1ok+MZo+5sM746PCQVqhV+9JRXsuOgjEL8HLfxP768ycFbuvZxEWGNssUzYHWg+TPtEsTm7QmVXtXnzHhxR4XEEd1DVbJ6TNecZ1paNW+ZZOUtPBtGZ29ZiKvHl9ggdqD5MvCawZo4sX2OqdXR2DKO+r7Os+8oydpK/XQUXodxg2I14U9zlNSbESds6JektCtdSrVznSU17Ij6DxnIGhW2YvH64m/79WO/cUa2iu6U61jg5Z3scOmIj/D7mqEhbpfn/an2y/zObFBZxpatezdz1XT0Wb+/T8rpjfMkMRoTnrhU1Ks7+s8/ZWj4/FcR8kiyd/gBYZcojkw9A5+3Texv1775QiSJDTYiz+7TEF1TDP1ys+Hu/3f2YdWNWR6cAAN19k/Q1pDTn6x1u440C4/l3x9htaWJP0rnSFnaDp6lAC0iH+lT9LPXtymj7484nW9Un1PXjrTUqIMCwJaHsMzG8+zt2Zmap921ePt7zPUl5QmXlMN1CBRAtBizh32kJNfXOvJi78el4kX2zvFyQ7DgoDWwfDMhusIn78N+ay0sHAWmglD7+BXe+6CR8czJDFa1w/t6fdLt7Yel86AYUEA2quO8Pnr6zM0Mbqrz9jjHpMFAY1FjxJ8au9d8Oh8AqHHhWFBANqjf3zle/Kd9vb56/kZunz9XuUXn/aK++LwCV379Ca9OXtUG9QSnQk9SvDCRedoC4HS41JXzxr8o5cbaH45+cVal3PQq7xvXPv8Mefcz9DyM/6XJM8tcGpNdn4r1gydET1K8MJF52grgdDjkpNf7DYNel2LAdZ1bVegoJcbDcH7pv78fed/VXRSOfnF7fr5swbX/nv/pwXHO/WahWh5JErwEghDoNB+deYLsT1P9iWp98K3/SZLJAdndYQLzdF+8L5pmNq+29v7D6RDe0VryzfH/G4fHKALzqL5MPQOXgJlCBRa15rsfD2w9rNah0L0Xvi26/bE3/e2Yu1anq+T/Rq9F75dr/hAHQLbES40R/vA+6bhhiRG67ohDp/b2vsPpPdN7K8ekaE+tw1JsNGbhCbrMD1Kq1at0hNPPKFDhw7p4osv1lNPPaUrr7yyrasVMDrTejZoPTn5xfrwiyJlbCvQ4dJySdKr2wr02rZ8r4tsPZOFpzf+S3/+pEDZi8e3Wn1bUkNP6hkC+x+VVb6vQ/BXjsDF+6Zxnpw2RJLcrlVq7R9I6ztc8ty4l7ful61riGLCQxUTEaquIUE639ZVgxO6kSShWViMMe3+HHjNmjWaMWOGVq1apSuuuELPPfec/ud//kd79uxRYmLdb4SSkhLZbDY5nU5FRUW1Qo39y8kv1tMffKUt33ynkxX/+ZLvIqlHlFXV1UbnWYP1w0Hn68Ie5+mfXx/VweNlKj9TrfzvTqrKSJckdNOUwQ5VVlXr4PEySdK6nG+Vf+zs3726h2vyoPOVnXdMu7516kx1tc6zhmhY72hVVhn98+sjqqySLJIacpoRZJGCu1h0nvVsfn2i/Iy6dLEopItFJeVVks7us6792roG68K487TzwHFV/juw+3mhqqyscu1HkkK6SF0sFp0xRmEhQUqICZdFUvHJClVWVauiqlpdLBZVVxvXBZ1RYSEK7mLR0RPlrn276t9FijvPqosdZ9tAyekzKj1dqYPHy1RtpAuiwxVpDdK3x8v03ckKnakyCgsN0gXdwnS45LSCg7qoutroRHmlgrt0UZ8eEQoNDpI1uIvKz1Sr0Fmmyiqj3rERGnlhd43uFydJ+vCLIm3++qi+/ffraA3uoguiw3Xg2CkdO1WpIItUfqbaa1FWSVo3a6SWvr1HnxeWyvz7NaisMoqwBisxJlwV/24X5VVGdltXzRp9oZ7Z+LUOlZTLGmRRYvdwHTlRoeOnKlRtzrazyiqj6n+/TnFRVnWRVFRarmrzn4S4i6TzrEGqqKpWZbWRqZaCgyyy27qqvz1SXxaW6nBpuSrOVMuY/7zeXSySMc2bWEeFBeuai+2KjbRq494ina6s0smKKh0uKW/GR+k4BpwfqYToMI0dEK9plyaqz8K3G/Q+bgnhIV205/9d41U+fOl79X6dLu3VTWWVVUrtF6f7JvZ327Z2xwHN+/OnzVLX9sQiaUhiN52urNLpyipdM/B817F7njSuyc7Xgjd2ut3X830WH2XVgqv7619HTuirw6UqOHZK5Weq1afHeZo95ntu18a1pi46u67NuZ9x4SFddOrfH9JR1iB99vDVSlr4dq2fHV109nP8THXDP2OCLGc/n6qNfH7Whod0UVlldYv9KFjz3RgSZNGZauOzDq0lqIskc/azWpIsXaTafnOo+T6IjbS62lJzJ1C+hiWfKyI0SC//fLj+vruw1jiLpNAgi6qN8ToHaO+irEHq0sWiymqjrsFdZA3uIlt4qBKiw9Q3PlIX9jhPSbER+v37Xym3oFjlldWyhgTpkoRuujrZrvc/P6zikxWyWCyK6hosZ1mlvjtZoe7nWSVj9OXhUpWernJ9X4QGWRQSZJExZ390qjZn3yPdwkPVOzZCJ05Xat93pyRJvbpHyCKjQ87Tqq42On2mSmeqzrbn87oG62T5GZWfMepikc6zBismIlSnK6tksUi28FAdP1mhssoq2cJC1c9+nuv7qy3VNzfoEInS8OHDNXToUD3zzDOusgEDBujaa69Venp6nfdvL4lSXR8EAAAAQGd3SYKtTadvr29u0O6vUaqoqND27ds1YcIEt/IJEyZo8+a2+XWsMWq7PgEAAAAIFB1l+vZ2nygdPXpUVVVVio+PdyuPj49XYWGhz/uUl5erpKTE7dbW2mrIAwAAANDenDucuL1q94lSDYvF4va/McarrEZ6erpsNpvrlpCQ0BpVBAAAANBJtPtEKTY2VkFBQV69R0VFRV69TDUWLVokp9PpuhUUFLRGVQEAAAB0Eu0+UQoNDVVKSooyMzPdyjMzMzVy5Eif97FarYqKinK7tTV/C0oCAAAAgWb6Ze1/xFeHWEdp3rx5mjFjhoYNG6YRI0bo+eefV35+vmbOnNnWVWsQX9O5AgAAAIFmcEK3tq5CnTpEojRt2jR99913euSRR3To0CElJyfrnXfeUa9evdq6ag2St2yS16KaANAZePaaX7jo7UavFeO5r0D93PQ1EuHapzcpt8DZBrUB/qOlR8kE6ns+kAxJsLX5Wkr10SHWUWqq9rKOUo26FtVrLZ49XDVTY7SHugUyi7yT6vr2RtaMpe1g6+xJqt9ixc39eFLztfeO9v7pouZ5rmvaqy8/e3GbNn5xxC1W8v8c1bYvf5+bHe15P9e5dff829/zIMlr8dn6PlbNPtvLd9C5/C342tTXtyO3j9bSkNEudbXN5uTZTjvKqJz6trmWPJ6G7rsl3yf/Xt/Yte/plyVocEK3Nk+SOtWCs03V3hKljsBzVXg0H8+Fh+9K7aMF1wxowxq1jNp+EVw3a2RAtivPXpYgi/SvdO+TDn8nwo//eGCbf7mg4/D8rLluiENX9u3B5zr8yskv1odfFEmSRveLa3ftJFC+P9Hy6psbdIihd2h9NR+OeUdPuv2Pplt4zQBNvNje6RPRSxJsfocIddZjrs3PXtzmNRStypwtf/Fnl7mVf1pw3Oc+Pi04TqKEevG1yPm6nINal3NQkjQztY8WcoIJD0MSo9vd5/PPXtym3Qeduthh00dfHnHb9vxH35AooUWRKMEnz19tmutLlZ6qs9rjl1FzWpOdX+t1FBcuettnT0pndu4QtLrKByd006vbvJc16AgXvqJ9qPmRy59ns77RxIvtnfpzCB3fub3wRT4+Kz1/bOqz8G1V6+xwr2+YbRjNoN1PD47W5+uXyGezvlFOfnGT9rvs3c913arNmvfnT3Xdqs1a9u7nTdof2q//3byv1u2Nvcg/UEy7NFGXJNjcyjrKha9oH/759dE6Y+pKpoC25KsX3peNXxxR74Vvq/e/kyTp7PWXTAiB5kCiBC9pGTk+y5/+4KtG77Olki+0T4dLTjfqfjn5xVq74wDtQtKbs0dp9pgLNaJPjGaPuVDrZo9q6yqhAzl4vKzOmKTYiFaoCdA4uw82fXbHPiRLaCKG3sFNTn6x9h/z/QX73l7fQ4fqw1+S9fQHX+l/brvM57bObP6fc/VpwXENTuim395wSVtXp9nF27rq6MnKBt2npYZ7dlTnPh9bvjmmqmoT0M8HGmZor2ht+eaY3+13pfZh2B3ctLeh8dHhoSoqrWjSPjriDLBoX+hRgpuWGoqx51BJg8o7swH//a7e2PGtvj5yUm/s+FYD/vvdtq5Ss/vpiN4Nig+EHsfZYy6sd3kgPB9oWfdN7K8ekaFuZdHhwVpxw2CtmzWSC+Dhpj0OjU/p1fbJGkCiBDctNRQjOjy0QeWd1fw/56qs0v03rrLKas3/c27bVKiF+LrG5lw/HnqB2/8Z2/J9xvkr74h8nbjGRYbqvon9vWL9/WDBNSVoiOzF492Gb+b8eqKuH9qzXfQWoP1orz/MMHkN2gOG3sHNkMRoWYMsKvdxBWVMeEij9xsX1VW7D5X6LA8ktU37HEiswe6/0RSf8j28wl95R5W9eLye+Pte7dhfrKG9on0mSZJUWeV7wIi/csAff22sM2tvQ8jau9p+mGnL52/apYl6bZv7DKpDEmy68bJEfVpw3OfMoJ7oDUBTkSjBiy08xOe44OAgi4/o+jldWdWg8s5qcEI3fX3E+0ups/1yVtf04NER7j0rYwfEa8OeIq+4sQPim71uba0+J64hQb6/3v2VAziLax0bzt9IkvYw2cebs0dpTXa+65rempk/p12aqMEJ3XwuzH2u0ODGn7cAEsk2fLjY4XvIlL/y+vCXEA0NsDHIt1zeq0HlHVVdPWQX9jjP7f/vx0f6jPNX3tm15xMXoL1qr0PI2rshidGamdrHraw9TfYx7dJELb1+kNfyCNMuTVR8ZO3D9yurWYsCTUOiBC8v/uwyeXYeBVnkWtCtoXLyi5Xjo3ehiwJvWEigXHtSVw+Z5wn/h1949ybVVt7ZfXnYe5hqbeUAAufztSUsvGaA1s0a2eEm+7jxstrXlosOa/wlA4BEogQ//pU+SWP69VBcZKjG9Ouhf6U3foVrf19S1To7RCuQBEpPQW2TObSnXyrbK65lAxqOa/uaZkhidIeb7GN0v7hat6fWsb2zYk3C5sM1SvCrsT1InmpLAt7//LBXd3pnVjPE4dzhIZ01cTh3bHl0RKgu7HGe34urR/eL0+/e/9pneSAanNDN54XKne1aNqA5cW1f4PH1nXouz4mDAgHX6TUvEiW0uCGJ0YrsGqTS097XKX1x+EQb1KhtLbxmgJJiI7wuTu2Mpl2aWK/jC6QEsj6mXZqo32z4QkfOmVQlLjK0U7eV+sjJL3YNxxzdLy5g2wd8C5Qee7hbeM0ABXWx6OmN//LaFmg/Lvm7Tm/ixXY+LxuJRAmtIsjie+YZZyeb/rk+zv2159VtBco7epJfe3T2y27ixXam9dXZL7sjHjNPFpVWKCe/OGCfF89fSX/3/tf8Ugo3vn5wuX6II2DfM4Hkvon99c+vj3pNJR5oPy6116neOzISJbQKf4mSv/LOil97ajckMZrnQXzZefL1vpF478DbwmsG6H+37NOpirPXJa3NOai4qK4k1PVw/ap/6quiUvWNi9TaWVe0dXXqrWbdrIemXKwvD5cGxGgNf+hVbX4kSmgVp8/4nh78e/Hn+SzvrDgBRn3wZeeutlnLeO/gXL0Xvu1VRkJdt3Oftx35x9V74dvat6zxkzi1Fl/X4yy9flAb1gidTYte5fbYY49p5MiRCg8PV7du3XzG5Ofna8qUKYqIiFBsbKzuvvtuVVS4DznZuXOnUlNTFRYWpgsuuECPPPKIjGFu/I5iTXa+Tlb4nnXokPN0K9embXECXDtm6jnL3wldoJ7o1fb+4L2DGlct/8Dvtqc3ek8Wg7OuX/VPn+WXPfZeK9ekYVg3y5u/dk77b7wWTZQqKir0k5/8RHfddZfP7VVVVZo0aZJOnjypTZs2KSMjQ2+88Ybmz5/viikpKdH48ePlcDiUnZ2tP/zhD/rNb36jFStWtGTV0Yxqm9I4/1hZ61WkHWB9HP+Wvfu5rlu1WfP+/KmuW7VZy979vK2r1Gb8nbj4K+/shiRGKyG6q89tv3//q1auDdqr2r5PvjkSeBMH1deO/OM+y4tKy9t10sG6Wd4K/fz47K8cdWvRROnhhx/Wr371Kw0cONDn9g0bNmjPnj16+eWXNWTIEI0bN06//e1v9cILL6ikpESS9Morr+j06dNavXq1kpOTdf311+uBBx7QihUr6FXqIAJt1pnaLHhjZ4PKAwW/DLrzd+LirzwQFBT7/qLf+MWRVq4JOqI+9Dw2SntOOlg3y1tqvx4NKkfd2nSC+S1btig5OVkOh8NVNnHiRJWXl2v79u2umNTUVFmtVreYgwcPat++fa1d5YDRnEOgarugsmsArnEAb/wyCKCpYsJD/G6b/YO+rViTjiUxJszvtvY8tJV1s7zdN7G/ekSGupXFRYbqvon926hGHV+btqbCwkLFx8e7lUVHRys0NFSFhYV+Y2r+r4nxVF5erpKSErcb6q8lhkCtmzXSZ/lrv7y8yftGx8cvg+78zQUZWHNEurMG+T56f+UIPDt+PcFneSCvyVYfH93/A7/b2vOwcK759S178Xj9eOgF+l6PCP146AXatnh8W1epQ2tworRkyRJZLJZab5988km992fxMT20Mcat3DOmZsidr/tKUnp6umw2m+uWkJBQ7/oEupYaAuXvOoJAu77AXwdaoHes8cugu7V+fljwVx4IHrk2uUHlCEz7lk1y9SxFhAZp3ayRWsDU4HWacFGcz/L3Pz/cyjWpvyGJ0bokweZWdkmCLeCT4mXvfq43dnyrr4+c1Bs7vg3o632bQ4OnB58zZ45uvPHGWmN69+5dr33Z7XZ9/PHHbmXFxcWqrKx09RrZ7XavnqOiorMrs3v2NNVYtGiR5s2b5/q/pKSEZKmeala991XelA+fXD8TOvgr76xs4aH67oT3Iru28FAf0YGDXwbdDUmMVo/IULdFZ+MiQwP6BGD5u3v9lgfieinwz1/PEvyL9vMd5K+8PcjJL3ZbYFaScgucAb0wN2s1Nr8G/1wbGxur/v3713rr2tX37ESeRowYoV27dunQoUOusg0bNshqtSolJcUV89FHH7lNGb5hwwY5HA6/CZnValVUVJTbDfWz+eujPsvXZBc0ab+2rr5zcn/lndX9E/s1qDxQDEmM1szUPm5lgTxcZk12vluSJElFpRVak53fRjVqeycrzjSoHED93XiZ7x8b/JW3B1zb6m3pO757j/yVo24tOq4lPz9fubm5ys/PV1VVlXJzc5Wbm6sTJ85O0zlhwgRddNFFmjFjhnJycvT+++/r3nvv1S9+8QtXcjN9+nRZrVbddttt2rVrl9atW6elS5dq3rx5fofeofG+Pe57etXCkqZNE/qjIRc0qLyz+n58ZIPKA8mfNu9z+3+1x/+BxN+U+rVNtd/Z9eruu3fRXzmA+uuIP1YxEsFb9j7f52n+ylG3Fv05/9e//rX+9Kc/uf4fMmSIJGnjxo0aPXq0goKC9Pbbb2vWrFm64oorFBYWpunTp+s3v/mN6z42m02ZmZmaPXu2hg0bpujoaM2bN89taB2az1Efw8Jq5B092egPTUc337Pq+CvvrGr7Baw9fyG1tPl/zlVZpfvEDWWV1Zr/51z99oZL2qZSbSg6ws8wGD/lgeDO1As178+f+iwH0HQLrxmgiRfblXf0pJJiIwL6Owmo0aKJ0urVq7V69epaYxITE/W3v/2t1piBAwfqo48+asaawZ+KKv9rUzVlBjIu1j+LX8B883fBcHu+kLglHS0tb1B5IOC9A7S8IYnRHSZB4odHtIbAOktFkxz0MyyvPjjJOasjDm9oDcF+EmZ/5Z3dvu98nwD4Kw8EvHcAnIvzCm+zx/juYfdXjroF1pX0qFP38BB9d6qy2fdbc5Jz7mwsgXqSw/AGb0FdfF9v6K+8s+vdPUIf53mPKe8d4Nfj8N4BUIPzCm/jBsTr6Y3/8lmOxiFRgpv/ue1SXbdqs89tTb2eiJOc/+hIwxtaA0PN3N14WaLWfHLAZ3mg470DoAbnFe4Yjtj8AnNcC/wakhitH/Tv4XNbc1xPNCQxWtcP7ckbFm78XRpXyyVznRrDzACgfjiv+A+GIzY/epTgZe4P+uqDvUe8ynmjoaVYgywq95EVWYMCc+idxC+lAICGYThi8yNRAtDmBvW0KXv/cZ/lgYxhZgCAhuBHtubF0Dt4YbVrtLb/GpbQoHIAAOAbwxGbD4kSvPhbL6kp6ygBtWGdLQAA0N5wFgIvnLSitXEBKgAAaG8484UXTlrR2pjlDQAAtDdM5gAvzJqCtsAFqAAAoD2xGGM6/UolJSUlstlscjqdioqKauvqdBg5+cWctAIAAKBTqW9uQI8S/GJqYgAAAAQqrlECAAAAAA8kSgAAAADggUQJAAAAADwExDVKNfNVlJSUtHFNAAAAALSlmpygrjntAiJRKi0tlSQlJCS0cU0AAAAAtAelpaWy2Wx+twfE9ODV1dU6ePCgIiMjZbFY2rQuJSUlSkhIUEFBAVOVwwvtA/7QNlAb2gf8oW2gNoHaPowxKi0tlcPhUJcu/q9ECogepS5duqhnz55tXQ03UVFRAdUg0TC0D/hD20BtaB/wh7aB2gRi+6itJ6kGkzkAAAAAgAcSJQAAAADwQKLUyqxWqx566CFZrda2rgraIdoH/KFtoDa0D/hD20BtaB+1C4jJHAAAAACgIehRAgAAAAAPJEoAAAAA4IFECQAAAAA8kCi1slWrVikpKUldu3ZVSkqK/vGPf7R1ldAE6enpuvTSSxUZGam4uDhde+21+uKLL9xijDFasmSJHA6HwsLCNHr0aO3evdstpry8XHPnzlVsbKwiIiI0depUHThwwC2muLhYM2bMkM1mk81m04wZM3T8+HG3mPz8fE2ZMkURERGKjY3V3XffrYqKihY5djRMenq6LBaL0tLSXGW0jcD27bff6pZbblH37t0VHh6uSy65RNu3b3dtp30EpjNnzujBBx9UUlKSwsLC1KdPHz3yyCOqrq52xdA2AsdHH32kKVOmyOFwyGKx6M0333Tb3t7aws6dO5WamqqwsDBdcMEFeuSRR9Shp0MwaDUZGRkmJCTEvPDCC2bPnj3mnnvuMREREWb//v1tXTU00sSJE82LL75odu3aZXJzc82kSZNMYmKiOXHihCtm2bJlJjIy0rzxxhtm586dZtq0aeb88883JSUlrpiZM2eaCy64wGRmZpodO3aYMWPGmMGDB5szZ864Yq6++mqTnJxsNm/ebDZv3mySk5PN5MmTXdvPnDljkpOTzZgxY8yOHTtMZmamcTgcZs6cOa3zZMCvbdu2md69e5tBgwaZe+65x1VO2whcx44dM7169TK33Xab+fjjj01eXp557733zNdff+2KoX0EpkcffdR0797d/O1vfzN5eXnm9ddfN+edd5556qmnXDG0jcDxzjvvmMWLF5s33njDSDLr1q1z296e2oLT6TTx8fHmxhtvNDt37jRvvPGGiYyMNL/5zW9a7glqYSRKreiyyy4zM2fOdCvr37+/WbhwYRvVCM2tqKjISDJZWVnGGGOqq6uN3W43y5Ytc8WcPn3a2Gw28+yzzxpjjDl+/LgJCQkxGRkZrphvv/3WdOnSxaxfv94YY8yePXuMJLN161ZXzJYtW4wks3fvXmPM2Q/TLl26mG+//dYV89prrxmr1WqcTmfLHTRqVVpaavr27WsyMzNNamqqK1GibQS2BQsWmFGjRvndTvsIXJMmTTK33367W9n1119vbrnlFmMMbSOQeSZK7a0trFq1ythsNnP69GlXTHp6unE4HKa6uroZn4nWw9C7VlJRUaHt27drwoQJbuUTJkzQ5s2b26hWaG5Op1OSFBMTI0nKy8tTYWGh2+tutVqVmprqet23b9+uyspKtxiHw6Hk5GRXzJYtW2Sz2TR8+HBXzOWXXy6bzeYWk5ycLIfD4YqZOHGiysvL3YbzoHXNnj1bkyZN0rhx49zKaRuB7a233tKwYcP0k5/8RHFxcRoyZIheeOEF13baR+AaNWqU3n//fX355ZeSpE8//VSbNm3SD3/4Q0m0DfxHe2sLW7ZsUWpqqtuaTBMnTtTBgwe1b9++5n8CWkFwW1cgUBw9elRVVVWKj493K4+Pj1dhYWEb1QrNyRijefPmadSoUUpOTpYk12vr63Xfv3+/KyY0NFTR0dFeMTX3LywsVFxcnNdjxsXFucV4Pk50dLRCQ0NpY20kIyNDO3bsUHZ2ttc22kZg++abb/TMM89o3rx5euCBB7Rt2zbdfffdslqt+ulPf0r7CGALFiyQ0+lU//79FRQUpKqqKj322GO66aabJPHZgf9ob22hsLBQvXv39nqcmm1JSUmNOcw2RaLUyiwWi9v/xhivMnRMc+bM0WeffaZNmzZ5bWvM6+4Z4yu+MTFoHQUFBbrnnnu0YcMGde3a1W8cbSMwVVdXa9iwYVq6dKkkaciQIdq9e7eeeeYZ/fSnP3XF0T4Cz5o1a/Tyyy/r1Vdf1cUXX6zc3FylpaXJ4XDo1ltvdcXRNlCjPbUFX3Xxd9+OgKF3rSQ2NlZBQUFev8AUFRV5ZejoeObOnau33npLGzduVM+ePV3ldrtdkmp93e12uyoqKlRcXFxrzOHDh70e98iRI24xno9TXFysyspK2lgb2L59u4qKipSSkqLg4GAFBwcrKytLv//97xUcHOz2K9u5aBuB4fzzz9dFF13kVjZgwADl5+dL4rMjkN13331auHChbrzxRg0cOFAzZszQr371K6Wnp0uibeA/2ltb8BVTVFQkybvXq6MgUWoloaGhSklJUWZmplt5ZmamRo4c2Ua1QlMZYzRnzhytXbtWH3zwgVe3clJSkux2u9vrXlFRoaysLNfrnpKSopCQELeYQ4cOadeuXa6YESNGyOl0atu2ba6Yjz/+WE6n0y1m165dOnTokCtmw4YNslqtSklJaf6DR63Gjh2rnTt3Kjc313UbNmyYbr75ZuXm5qpPnz60jQB2xRVXeC0l8OWXX6pXr16S+OwIZKdOnVKXLu6nZ0FBQa7pwWkbqNHe2sKIESP00UcfuU0ZvmHDBjkcDq8heR1G680bgZrpwf/4xz+aPXv2mLS0NBMREWH27dvX1lVDI911113GZrOZDz/80Bw6dMh1O3XqlCtm2bJlxmazmbVr15qdO3eam266yefUnT179jTvvfee2bFjh/nBD37gc+rOQYMGmS1btpgtW7aYgQMH+py6c+zYsWbHjh3mvffeMz179mQa13bk3FnvjGnethEXF2ckubWNXr16mVtvvbXZ28aLL75oJJns7OxGPxeBbtu2bSY4ONg89thj5quvvjKvvPKKCQ8PNy+//LIrpqZ93HDDDUaSW/tITU01qampzfrZ0a1bN5OSkuJqH3feead56KGHzMaNG1vzqQl4t956q7ngggtc04OvXbvWxMbGmvvvv98Vw/dK4CgtLTU5OTkmJyfHSDIrVqwwOTk5rqVl2lNbOH78uImPjzc33XST2blzp1m7dq2JiopienDU39NPP2169eplQkNDzdChQ13TSKNjkuTz9uKLL7piqqurzUMPPWTsdruxWq3mqquuMjt37nTbT1lZmZkzZ46JiYkxYWFhZvLkySY/P98t5rvvvjM333yziYyMNJGRkebmm282xcXFbjH79+83kyZNMmFhYSYmJsbMmTPHbZpOtC3PRKk528bAgQONJLe2sWPHDte6PM3ZNkiUmsdf//pXk5ycbKxWq+nfv795/vnn3bbXtI+IiAgjya197N692+zevbtZPzuuuuoqY7VaXe3jwIEDRpJ56KGHWvJpgIeSkhJzzz33mMTERNO1a1fTp08fs3jxYlNeXu6K4XslcGzcuNHnecatt95qjGl/beGzzz4zV155pbFarcZut5slS5Z02KnBjTHGYkxHXi4XACBJS5Ys0cMPP9wqK6CvXr1aP/vZz5Sdna1hw4a12OOcOnVK4eHhLbb/1lZWVqauXbv6vKi5tmNtzdf2XEePHlWPHj300EMPacmSJa362ADQHnCNEgB0MG+//bYuueQSWa1WJSUl6Te/+Y3PuN69e+u2225z/V9dXa1HH31U/fr1U1hYmLp166ZBgwbpd7/7ndv99u7dq5tuuknx8fGyWq1KTEzUT3/6U5WXl7vFlZaW6q677lJsbKy6d++u66+/XgcPHnSLWbNmjSZMmKDzzz9fYWFhGjBggBYuXKiTJ0+6xd12220677zztHPnTk2YMEGRkZEaO3asJOn48eO64447FBMTo/POO0+TJk3SN998I4vF4nUC/9VXX2n69OmKi4uT1WrVgAED9PTTT9frea2urtYf/vAHXXLJJa7n5/LLL9dbb73livH1mL6e69WrV8tisWjDhg26/fbb1aNHD4WHh6u8vFyjR49WcnKyPvroI40cOVLh4eG6/fbb61XHGqNHj9bo0aNd/+/bt08Wi0VPPPGEHn/8cfXu3VthYWEaPXq0vvzyS1VWVmrhwoVyOByy2Wy67rrrXBdZ+9rnvn371KNHD0nSww8/LIvFIovF4naMANDZMT04AHQg77//vn70ox9pxIgRysjIUFVVlZYvX+5zxiJPy5cv15IlS/Tggw/qqquuUmVlpfbu3avjx4+7Yj799FONGjVKsbGxeuSRR9S3b18dOnRIb731lioqKtwWEvz5z3+uSZMm6dVXX1VBQYHuu+8+3XLLLfrggw9cMV999ZV++MMfKi0tTREREdq7d68ef/xxbdu2zS1OOnsR8tSpU3XnnXdq4cKFOnPmjKqrqzVlyhR98sknWrJkiYYOHaotW7bo6quv9jq+PXv2aOTIkUpMTNRvf/tb2e12/f3vf9fdd9+to0eP6qGHHqr1+bntttv08ssv64477tAjjzyi0NBQ7dixo0kLJd5+++2aNGmSXnrpJZ08eVIhISGSzl5Mfcstt+j+++/X0qVLvS7eb6ynn35agwYN0tNPP63jx49r/vz5mjJlioYPH66QkBD9f//f/6f9+/fr3nvv1c9//nO3JPBc559/vtavX6+rr75ad9xxh37+859Lkit5AoBAQKIEAB3I4sWLFR8fr8zMTNf6TBMnTqzXjEL//Oc/NXDgQLcekYkTJ7rFzJs3T8HBwdq2bZvbSfHNN9/stb+rr75av//9713/Hzt2TPfff78KCwtd09Y++OCDru3GGF1xxRUaMGCAUlNT9dlnn2nQoEGu7ZWVlfr1r3+tn/3sZ66yd955R5s2bdIzzzyjmTNnSpLGjx+v0NBQLVq0yKvukZGR2rRpk6Kiolyx5eXlWrZsme6++26vRRdr/OMf/9BLL72kxYsX69FHH3U7xqYYO3asnnvuOa/yY8eO6fXXX9cPfvCDJu3fU7du3fTmm2+6Eq+jR48qLS1N/fv311/+8hdX3N69e/XUU0+ppKTE9Vyd69yZrHr27KnLL7+8WesJAB0BQ+8AoIM4efKksrOzdf3117stYhsZGakpU6bUef/LLrtMn376qWbNmqW///3vKikpcdt+6tQpZWVl6YYbbqhXz8HUqVPd/q9JempWhJekb775RtOnT5fdbldQUJBCQkKUmpoqSfr888+99vnjH//Y7f+srCxJ0g033OBWftNNN7n9f/r0ab3//vu67rrrFB4erjNnzrhuP/zhD3X69Glt3brV77G8++67kqTZs2fXeswN5Xk8NaKjo5s9SZKkH/7wh269UwMGDJAkTZo0yS2uprxm3SYAgDd6lACggyguLlZ1dbWrt+Zcvso8LVq0SBEREXr55Zf17LPPKigoSFdddZUef/xxDRs2TMXFxaqqqnJbNLk23bt3d/u/ZlheWVmZJOnEiRO68sor1bVrVz366KP6/ve/r/DwcBUUFOj66693xdUIDw/36t347rvvFBwcrJiYGLdyz8ULv/vuO505c0Z/+MMf9Ic//MFnfY8ePer3WI4cOaKgoKB6PY8Ncf755zeovKk8n6fQ0NBay0+fPt0i9QCAzoBECQA6iOjoaFksFq+VzyXvldl9CQ4O1rx58zRv3jwdP35c7733nh544AFNnDhRBQUFiomJUVBQkA4cONAs9f3ggw908OBBffjhh65eJElu10Sdy9dscN27d9eZM2d07Ngxt5N9z+ONjo5WUFCQZsyY4bdXyHNB6HP16NFDVVVVKiwsrDWJsVqtXpNaSGcTNV98HVNt5QCA9oOhdwDQQUREROiyyy7T2rVr3XoCSktL9de//rVB++rWrZv+67/+S7Nnz9axY8e0b98+hYWFKTU1Va+//nqtvS/1VZMMnDsBhCSf1+z4U5NgrVmzxq08IyPD7f/w8HCNGTNGOTk5GjRokIYNG+Z18+wBO9c111wjSXrmmWdqrU/v3r312WefuZV98MEHOnHiRL2PqaPw7CEEgEBDjxIAdCD/7//9P1199dUaP3685s+fr6qqKj3++OOKiIjQsWPHar3vlClTlJycrGHDhqlHjx7av3+/nnrqKfXq1Ut9+/aVJK1YsUKjRo3S8OHDtXDhQn3ve9/T4cOH9dZbb+m5555TZGRkves6cuRIRUdHa+bMmXrooYcUEhKiV155RZ9++mm993H11Vfriiuu0Pz581VSUqKUlBRt2bJF//u//ytJbtfj/O53v9OoUaN05ZVX6q677lLv3r1VWlqqr7/+Wn/961+9Ztk715VXXqkZM2bo0Ucf1eHDhzV58mRZrVbl5OQoPDxcc+fOlSTNmDFD//3f/61f//rXSk1N1Z49e7Ry5UrZbLZ6H1NHERkZqV69eukvf/mLxo4dq5iYGMXGxtZr4hAA6AzoUQKADmT8+PF68803VVJSomnTpmnevHn68Y9/XK91eMaMGaOPPvpIM2fO1Pjx4/Xggw9q7NixysrKck1bPXjwYG3btk0pKSlatGiRrr76ai1YsEBWq9V1XUt9de/eXW+//bbCw8N1yy236Pbbb9d5553n1TtUmy5duuivf/2rbrzxRi1btkw/+tGP9I9//EMvv/yypLM9YzUuuugi7dixQ8nJyXrwwQc1YcIE3XHHHfq///s/15pMtVm9erVWrFihzZs367/+6790ww036C9/+YvbkL377rtP9913n1avXq0pU6bojTfe0J///Ge3enQmf/zjHxUeHq6pU6fq0ksvZeFZAAHFYlp7qW8AAJro1Vdf1c0336x//vOfGjlyZFtXBwDQCZEoAQDatddee03ffvutBg4cqC5dumjr1q164oknNGTIENf04QAANDeuUQIAtGuRkZHKyMjQo48+qpMnT+r888/Xbbfd5rYwLAAAzY0eJQAAAADwwGQOAAAAAOCBRAkAAAAAPJAoAQAAAIAHEiUAAAAA8BAQs95VV1fr4MGDioyMlMViaevqAAAAAGgjxhiVlpbK4XCoSxf//UYBkSgdPHhQCQkJbV0NAAAAAO1EQUGBevbs6Xd7QCRKkZGRks4+GVFRUW1cGwAAAABtpaSkRAkJCa4cwZ+ASJRqhttFRUWRKAEAAACo85IcJnMAAAAAAA8kSgAAAADggUQJAAAAADw0S6KUnp4ui8WitLQ0V5kxRkuWLJHD4VBYWJhGjx6t3bt3u92vvLxcc+fOVWxsrCIiIjR16lQdOHDALaa4uFgzZsyQzWaTzWbTjBkzdPz48eaoNtDmrl/1Tw1csl7Xr/pnW1cFAAAA52hyopSdna3nn39egwYNcitfvny5VqxYoZUrVyo7O1t2u13jx49XaWmpKyYtLU3r1q1TRkaGNm3apBMnTmjy5MmqqqpyxUyfPl25ublav3691q9fr9zcXM2YMaOp1QbaXO+Fb2tH/nGVnq7Sjvzj6r3w7bauEgAAAP6tSYnSiRMndPPNN+uFF15QdHS0q9wYo6eeekqLFy/W9ddfr+TkZP3pT3/SqVOn9Oqrr0qSnE6n/vjHP+q3v/2txo0bpyFDhujll1/Wzp079d5770mSPv/8c61fv17/8z//oxEjRmjEiBF64YUX9Le//U1ffPFFU6oOtCl/PUj0LAEAALQPTUqUZs+erUmTJmncuHFu5Xl5eSosLNSECRNcZVarVampqdq8ebMkafv27aqsrHSLcTgcSk5OdsVs2bJFNptNw4cPd8VcfvnlstlsrhhfysvLVVJS4nYD2pOvikobVA4AAIDW1ehEKSMjQzt27FB6errXtsLCQklSfHy8W3l8fLxrW2FhoUJDQ916onzFxMXFee0/Li7OFeNLenq665omm82mhISEhh0c0ML6xvle4MxfOQAAAFpXoxKlgoIC3XPPPXr55ZfVtWtXv3GeizgZY+pc2Mkzxld8XftZtGiRnE6n61ZQUFDrYwKtbe2sKxpUDgAAgNbVqERp+/btKioqUkpKioKDgxUcHKysrCz9/ve/V3BwsKsnybPXp6ioyLXNbreroqJCxcXFtcYcPnzY6/GPHDni1Vt1LqvVqqioKLcb0N7sWzZJQxO7KbJrkIYmdtO+ZZPaukoAAAD4t0YlSmPHjtXOnTuVm5vrug0bNkw333yzcnNz1adPH9ntdmVmZrruU1FRoaysLI0cOVKSlJKSopCQELeYQ4cOadeuXa6YESNGyOl0atu2ba6Yjz/+WE6n0xUDdGRrZ12hnUuupicJAACgnQluzJ0iIyOVnJzsVhYREaHu3bu7ytPS0rR06VL17dtXffv21dKlSxUeHq7p06dLkmw2m+644w7Nnz9f3bt3V0xMjO69914NHDjQNTnEgAEDdPXVV+sXv/iFnnvuOUnSL3/5S02ePFn9+vVr9EEDAAAAQG0alSjVx/3336+ysjLNmjVLxcXFGj58uDZs2KDIyP9crP7kk08qODhYN9xwg8rKyjR27FitXr1aQUFBrphXXnlFd999t2t2vKlTp2rlypUtVW0AAAAAkMUYY9q6Ei2tpKRENptNTqeT65UAAACAAFbf3KBJ6ygBAAAAQGdEogQAAAAAHkiUAAAAAMADiRIAAAAAeCBRAgAAAAAPJEoAAAAA4IFECQAAAAA8kCgBAAAAgAcSJQAAAADwQKIEAAAAAB5IlAAAAADAA4kSAAAAAHggUQIAAAAADyRKAAAAAOCBRAkAAAAAPJAoAQAAAIAHEiUAAAAA8ECiBAAAAAAeSJQAAAAAwAOJEgAAAAB4IFECAAAAAA8kSgAAAADggUQJAAAAADyQKAEAAACABxIlAAAAAPBAogQAAAAAHkiUAAAAAMADiRIAAAAAeCBRAgAAAAAPJEoAAAAA4IFECQAAAAA8kCgBAAAAgAcSJQAAAADw0OhE6ZlnntGgQYMUFRWlqKgojRgxQu+++65ruzFGS5YskcPhUFhYmEaPHq3du3e77aO8vFxz585VbGysIiIiNHXqVB04cMAtpri4WDNmzJDNZpPNZtOMGTN0/PjxxlYbAAAAAOrU6ESpZ8+eWrZsmT755BN98skn+sEPfqAf/ehHrmRo+fLlWrFihVauXKns7GzZ7XaNHz9epaWlrn2kpaVp3bp1ysjI0KZNm3TixAlNnjxZVVVVrpjp06crNzdX69ev1/r165Wbm6sZM2Y04ZABAAAAoHYWY4xprp3FxMToiSee0O233y6Hw6G0tDQtWLBA0tneo/j4eD3++OO688475XQ61aNHD7300kuaNm2aJOngwYNKSEjQO++8o4kTJ+rzzz/XRRddpK1bt2r48OGSpK1bt2rEiBHau3ev+vXrV696lZSUyGazyel0KioqqrkOFwAAAEAHU9/coFmuUaqqqlJGRoZOnjypESNGKC8vT4WFhZowYYIrxmq1KjU1VZs3b5Ykbd++XZWVlW4xDodDycnJrpgtW7bIZrO5kiRJuvzyy2Wz2VwxvpSXl6ukpMTtBgAAAAD11aREaefOnTrvvPNktVo1c+ZMrVu3ThdddJEKCwslSfHx8W7x8fHxrm2FhYUKDQ1VdHR0rTFxcXFejxsXF+eK8SU9Pd11TZPNZlNCQkJTDhMAAABAgGlSotSvXz/l5uZq69atuuuuu3Trrbdqz549ru0Wi8Ut3hjjVebJM8ZXfF37WbRokZxOp+tWUFBQ30MCAAAAgKYlSqGhofre976nYcOGKT09XYMHD9bvfvc72e12SfLq9SkqKnL1MtntdlVUVKi4uLjWmMOHD3s97pEjR7x6q85ltVpds/HV3AAAAACgvpp1HSVjjMrLy5WUlCS73a7MzEzXtoqKCmVlZWnkyJGSpJSUFIWEhLjFHDp0SLt27XLFjBgxQk6nU9u2bXPFfPzxx3I6na4YAAAAAGhuwY294wMPPKBrrrlGCQkJKi0tVUZGhj788EOtX79eFotFaWlpWrp0qfr27au+fftq6dKlCg8P1/Tp0yVJNptNd9xxh+bPn6/u3bsrJiZG9957rwYOHKhx48ZJkgYMGKCrr75av/jFL/Tcc89Jkn75y19q8uTJ9Z7xDgAAAAAaqtGJ0uHDhzVjxgwdOnRINptNgwYN0vr16zV+/HhJ0v3336+ysjLNmjVLxcXFGj58uDZs2KDIyEjXPp588kkFBwfrhhtuUFlZmcaOHavVq1crKCjIFfPKK6/o7rvvds2ON3XqVK1cubKx1QYAAACAOjXrOkrtFesoAQAAAJBaeR0lAAAAAOhMSJQAAAAAwAOJEgAAAAB4IFECAAAAAA8kSgAAAADggUQJAAAAADyQKAEAAACABxIlAAAAAPBAogQAAAAAHkiUAAAAAMADiRIAAAAAeCBRAgAAAAAPJEoAAAAA4IFECQAAAAA8kCgBAAAAgAcSJQAAAADwQKIEAAAAAB5IlAAAAADAA4kSAAAAAHggUQIAAAAADyRKAAAAAOCBRAkAAAAAPJAoAQAAAIAHEiUAAAAA8ECiBAAAAAAeSJQAAAAAwAOJEgAAAAB4IFECAAAAAA8kSgAAAADggUQJAAAAADyQKAEAAACABxIlAAAAAPBAogQAAAAAHhqdKKWnp+vSSy9VZGSk4uLidO211+qLL75wizHGaMmSJXI4HAoLC9Po0aO1e/dut5jy8nLNnTtXsbGxioiI0NSpU3XgwAG3mOLiYs2YMUM2m002m00zZszQ8ePHG1t1AAAAAKhVoxOlrKwszZ49W1u3blVmZqbOnDmjCRMm6OTJk66Y5cuXa8WKFVq5cqWys7Nlt9s1fvx4lZaWumLS0tK0bt06ZWRkaNOmTTpx4oQmT56sqqoqV8z06dOVm5ur9evXa/369crNzdWMGTMaW3UAAAAAqJXFGGOaY0dHjhxRXFycsrKydNVVV8kYI4fDobS0NC1YsEDS2d6j+Ph4Pf7447rzzjvldDrVo0cPvfTSS5o2bZok6eDBg0pISNA777yjiRMn6vPPP9dFF12krVu3avjw4ZKkrVu3asSIEdq7d6/69etXZ91KSkpks9nkdDoVFRXVHIcLAAAAoAOqb27QbNcoOZ1OSVJMTIwkKS8vT4WFhZowYYIrxmq1KjU1VZs3b5Ykbd++XZWVlW4xDodDycnJrpgtW7bIZrO5kiRJuvzyy2Wz2VwxnsrLy1VSUuJ2AwAAAID6apZEyRijefPmadSoUUpOTpYkFRYWSpLi4+PdYuPj413bCgsLFRoaqujo6Fpj4uLivB4zLi7OFeMpPT3ddT2TzWZTQkJC0w4QAAAAQEBplkRpzpw5+uyzz/Taa695bbNYLG7/G2O8yjx5xviKr20/ixYtktPpdN0KCgrqcxgAAAAAIKkZEqW5c+fqrbfe0saNG9WzZ09Xud1ulySvXp+ioiJXL5PdbldFRYWKi4trjTl8+LDX4x45csSrt6qG1WpVVFSU2w0AAAAA6qvRiZIxRnPmzNHatWv1wQcfKCkpyW17UlKS7Ha7MjMzXWUVFRXKysrSyJEjJUkpKSkKCQlxizl06JB27drlihkxYoScTqe2bdvmivn444/ldDpdMQAAAADQnIIbe8fZs2fr1Vdf1V/+8hdFRka6eo5sNpvCwsJksViUlpampUuXqm/fvurbt6+WLl2q8PBwTZ8+3RV7xx13aP78+erevbtiYmJ07733auDAgRo3bpwkacCAAbr66qv1i1/8Qs8995wk6Ze//KUmT55crxnvAAAAAKChGp0oPfPMM5Kk0aNHu5W/+OKLuu222yRJ999/v8rKyjRr1iwVFxdr+PDh2rBhgyIjI13xTz75pIKDg3XDDTeorKxMY8eO1erVqxUUFOSKeeWVV3T33Xe7ZsebOnWqVq5c2diqAwAAAECtmm0dpfaMdZQAAAAASG2wjhIAAAAAdBYkSgAAAADggUQJAAAAADyQKAEAAACABxIlAAAAAPBAogQAAAAAHkiUAAAAAMADiRIAAAAAeCBRAgAAAAAPJEoAAAAA4IFECQAAAAA8kCgBAAAAgAcSJQAAAADwQKIEAAAAAB5IlAAAAADAA4kSAAAAAHggUQIAAAAADyRKAAAAAOCBRAkAAAAAPJAoAQAAAIAHEiUAAAAA8ECiBAAAAAAeSJQAAAAAwAOJEgAAAAB4IFECAAAAAA8kSgAAAADggUQJAAAAADyQKAEAAACABxIlAAAAAPBAogQAAAAAHkiUAAAAAMADiRIAAAAAeCBRAgAAAAAPjU6UPvroI02ZMkUOh0MWi0Vvvvmm23ZjjJYsWSKHw6GwsDCNHj1au3fvdospLy/X3LlzFRsbq4iICE2dOlUHDhxwiykuLtaMGTNks9lks9k0Y8YMHT9+vLHVBgAAAIA6NTpROnnypAYPHqyVK1f63L58+XKtWLFCK1euVHZ2tux2u8aPH6/S0lJXTFpamtatW6eMjAxt2rRJJ06c0OTJk1VVVeWKmT59unJzc7V+/XqtX79eubm5mjFjRmOrDQAAAAB1shhjTJN3YrFo3bp1uvbaayWd7U1yOBxKS0vTggULJJ3tPYqPj9fjjz+uO++8U06nUz169NBLL72kadOmSZIOHjyohIQEvfPOO5o4caI+//xzXXTRRdq6dauGDx8uSdq6datGjBihvXv3ql+/fvWqX0lJiWw2m5xOp6Kiopp6uAAAAAA6qPrmBi1yjVJeXp4KCws1YcIEV5nValVqaqo2b94sSdq+fbsqKyvdYhwOh5KTk10xW7Zskc1mcyVJknT55ZfLZrO5YnwpLy9XSUmJ2w0AAAAA6qtFEqXCwkJJUnx8vFt5fHy8a1thYaFCQ0MVHR1da0xcXJzX/uPi4lwxvqSnp7uuabLZbEpISGjS8QAAAAAILC06653FYnH73xjjVebJM8ZXfF37WbRokZxOp+tWUFDQwJoDAAAACGQtkijZ7XZJ8ur1KSoqcvUy2e12VVRUqLi4uNaYw4cPe+3/yJEjXr1V57JarYqKinK7AQAAAEB9tUiilJSUJLvdrszMTFdZRUWFsrKyNHLkSElSSkqKQkJC3GIOHTqkXbt2uWJGjBghp9Opbdu2uWI+/vhjOZ1OVwwAAAAANLfgxt7xxIkT+vrrr13/5+XlKTc3VzExMUpMTFRaWpqWLl2qvn37qm/fvlq6dKnCw8M1ffp0SZLNZtMdd9yh+fPnq3v37oqJidG9996rgQMHaty4cZKkAQMG6Oqrr9YvfvELPffcc5KkX/7yl5o8eXK9Z7wDAAAAgIZqdKL0ySefaMyYMa7/582bJ0m69dZbtXr1at1///0qKyvTrFmzVFxcrOHDh2vDhg2KjIx03efJJ59UcHCwbrjhBpWVlWns2LFavXq1goKCXDGvvPKK7r77btfseFOnTvW7dhMAAAAANIdmWUepvWMdJQAAAABSG6+jBAAAAAAdGYkSAAAAAHggUQIAAAAADyRKAAAAAOCBRAkAAAAAPJAoAQAAAIAHEiUAAAAA8ECiBAAAAAAeSJQAAAAAwAOJEgAAAAB4IFECAAAAAA8kSgAAAADggUQJAAAAADyQKAEAAACAh+C2rkCg6b3w7bauAtBi9i2b5LOcdt/5zR5zoe6b2N/1P685AMAff+cL7Q09Sq2IEwd0dr7aOO0+MDy98V+69LFMSbzmAIDadZTvCRKlVtJRGgTQVOe2ddp9YDlSWsFrDgCol47wfUGiBAAAAAAeSJQANLveC99WTn5xW1cDAACg0UiUWklHuWgNaC4fflHU1lVAK4uLDOWzDgBQLx3h+4JEqRV1hAYBNJc3c75t6yqgFc0ec6G2LR4vic86AEDtOsr3hMUYY9q6Ei2tpKRENptNTqdTUVFRbV0doNNo7IWY62aN1JDE6GauDQAAQN3qmxvQowSg0e4Z+71G3Y8kCQAAtHckSgAabXS/uLauAgAAQIsgUQLQaI3pGeoo45IBAEBgI1ECAAAAAA8kSgCapCE9RMF84gAAgA6C0xYATZbsiKxX3JnqFq4IAABAMyFRAtBkqfWc1CE+ytrCNQEAAGgeJEoAmuy+if3VIzK0zriPHxjXCrUBAABoOhIlAM0ie/F4zR5zoc9t8VFWZrsDAAAdisUYY9q6Ei2tvqvvAgAAAOjc6psb0KMEAAAAAB46TKK0atUqJSUlqWvXrkpJSdE//vGPtq4SAAAAgE6qQyRKa9asUVpamhYvXqycnBxdeeWVuuaaa5Sfn9/WVQMAAADQCXWIa5SGDx+uoUOH6plnnnGVDRgwQNdee63S09PrvD/XKKG15OQXK+/oSSXFRmhIYnSzx3c0OfnF+vCLIknS6H5xnfIYG6MzvO45+cXK2JavNZ8cqDO2tok81mTn6/3PDys6PFQ3Xpbo9/noDM8Z3K3JztenBcc1OKGbpl2a2NbVQSM15r3Ze+HbtW7395lx7v2YIAhNUd/coN0nShUVFQoPD9frr7+u6667zlV+zz33KDc3V1lZWXXug0QJrWHZu5/r2axvXP/PTO2jhdcMaLb4jsbz+KTOd4yN0Rled1+vbV18ndRc+/Qm5RY43cp8PR+d4TmDO8/X/pIEm96cPaoNa4TGaMx7s64kqYbnZ4av+5EsobE6zWQOR48eVVVVleLj493K4+PjVVhY6PM+5eXlKikpcbsBLSknv9jrxPHZrG+Uk1/cLPEdja/jkzrXMTZGZ3jd/b22dfE8yVmTne+VJEnez0dneM7gztdrn1vg1JpshtN3JI15b9Y3SfKM9Xe/huwPaIx2nyjVsFgsbv8bY7zKaqSnp8tms7luCQkJrVFFBLC8oydbtLyjqe04OssxNkZneN2bq66fFhyv12N0hucM7vy99rW1CbQ/vDcRCNp9ohQbG6ugoCCv3qOioiKvXqYaixYtktPpdN0KCgpao6oIYEmxES1a3tHUdhyd5RgbozO87s1V18EJ3er1GJ3hOYM7f699bW0C7Q/vTQSCdp8ohYaGKiUlRZmZmW7lmZmZGjlypM/7WK1WRUVFud2AljQkMVozU/u4ld2V2sfvha0Nje9ofB2f1LmOsTE6w+vu77Wti+e1BNMuTdQlCTavOM/nozM8Z3Dn67UfkmBjQocOpjHvzYZcU3RurL/7cY0SWlq7n8xBOjs9+IwZM/Tss89qxIgRev755/XCCy9o9+7d6tWrV533ZzIHtBZmvXPHrHe+dYbXnVnv0FTMetc5MOsdOqJOM+tdjVWrVmn58uU6dOiQkpOT9eSTT+qqq66q131JlAAAAABInTBRagoSJQAAAABSJ5oeHAAAAABaW3BbV6A11HSasZ4SAAAAENhqcoK6BtYFRKJUWloqSaynBAAAAEDS2RzBZvOegbVGQFyjVF1drYMHDyoyMtLvIrWtpaSkRAkJCSooKOB6KXihfcAf2gZqQ/uAP7QN1CZQ24cxRqWlpXI4HOrSxf+VSAHRo9SlSxf17NmzravhhvWdUBvaB/yhbaA2tA/4Q9tAbQKxfdTWk1SDyRwAAAAAwAOJEgAAAAB4IFFqZVarVQ899JCsVmtbVwXtEO0D/tA2UBvaB/yhbaA2tI/aBcRkDgAAAADQEPQoAQAAAIAHEiUAAAAA8ECiBAAAAAAeSJQAAAAAwAOJUitbtWqVkpKS1LVrV6WkpOgf//hHW1cJTZCenq5LL71UkZGRiouL07XXXqsvvvjCLcYYoyVLlsjhcCgsLEyjR4/W7t273WLKy8s1d+5cxcbGKiIiQlOnTtWBAwfcYoqLizVjxgzZbDbZbDbNmDFDx48fd4vJz8/XlClTFBERodjYWN19992qqKhokWNHw6Snp8tisSgtLc1VRtsIbN9++61uueUWde/eXeHh4brkkku0fft213baR2A6c+aMHnzwQSUlJSksLEx9+vTRI488ourqalcMbSNwfPTRR5oyZYocDocsFovefPNNt+3trS3s3LlTqampCgsL0wUXXKBHHnlEHXreOINWk5GRYUJCQswLL7xg9uzZY+655x4TERFh9u/f39ZVQyNNnDjRvPjii2bXrl0mNzfXTJo0ySQmJpoTJ064YpYtW2YiIyPNG2+8YXbu3GmmTZtmzj//fFNSUuKKmTlzprngggtMZmam2bFjhxkzZowZPHiwOXPmjCvm6quvNsnJyWbz5s1m8+bNJjk52UyePNm1/cyZMyY5OdmMGTPG7Nixw2RmZhqHw2HmzJnTOk8G/Nq2bZvp3bu3GTRokLnnnntc5bSNwHXs2DHTq1cvc9ttt5mPP/7Y5OXlmffee898/fXXrhjaR2B69NFHTffu3c3f/vY3k5eXZ15//XVz3nnnmaeeesoVQ9sIHO+8845ZvHixeeONN4wks27dOrft7aktOJ1OEx8fb2688Uazc+dO88Ybb5jIyEjzm9/8puWeoBZGotSKLrvsMjNz5ky3sv79+5uFCxe2UY3Q3IqKiowkk5WVZYwxprq62tjtdrNs2TJXzOnTp43NZjPPPvusMcaY48ePm5CQEJORkeGK+fbbb02XLl3M+vXrjTHG7Nmzx0gyW7dudcVs2bLFSDJ79+41xpz9MO3SpYv59ttvXTGvvfaasVqtxul0ttxBo1alpaWmb9++JjMz06SmproSJdpGYFuwYIEZNWqU3+20j8A1adIkc/vtt7uVXX/99eaWW24xxtA2AplnotTe2sKqVauMzWYzp0+fdsWkp6cbh8Nhqqurm/GZaD0MvWslFRUV2r59uyZMmOBWPmHCBG3evLmNaoXm5nQ6JUkxMTGSpLy8PBUWFrq97larVampqa7Xffv27aqsrHSLcTgcSk5OdsVs2bJFNptNw4cPd8VcfvnlstlsbjHJyclyOByumIkTJ6q8vNxtOA9a1+zZszVp0iSNGzfOrZy2EdjeeustDRs2TD/5yU8UFxenIUOG6IUXXnBtp30ErlGjRun999/Xl19+KUn69NNPtWnTJv3whz+URNvAf7S3trBlyxalpqa6LV47ceJEHTx4UPv27Wv+J6AVBLd1BQLF0aNHVVVVpfj4eLfy+Ph4FRYWtlGt0JyMMZo3b55GjRql5ORkSXK9tr5e9/3797tiQkNDFR0d7RVTc//CwkLFxcV5PWZcXJxbjOfjREdHKzQ0lDbWRjIyMrRjxw5lZ2d7baNtBLZvvvlGzzzzjObNm6cHHnhA27Zt09133y2r1aqf/vSntI8AtmDBAjmdTvXv319BQUGqqqrSY489pptuukkSnx34j/+/vXuPj6K6+wf+2dw2FzYLIeQGCQTlpuEOIkgNoIA00CpYERDB/p5WBSxRK3KpJaIkESvl50/AR58+aF+KpH2I1hYrhIJBBSUliYSrKIREIAYwJOGWkOT8/siTNbs7M3vJ7s7uzOf9eu3rBWdOZs/Onp2Z77mNv9WFqqoq9OrVy+592ralpqa68zFVxUDJxwwGg9X/hRB2aRSYFi1ahIMHD+Kzzz6z2+bO926bRyq/O3nINyorK7F48WLs2LED4eHhsvlYN/SppaUFI0aMQHZ2NgBg6NChOHz4MDZu3IiHH37Yko/1Q3/y8vLwzjvvYPPmzbj11ltRWlqKzMxMJCUlYd68eZZ8rBvUxp/qglRZ5P42EHDonY/ExsYiODjYrgWmurraLkKnwPPEE0/gww8/xO7du9GjRw9LekJCAgAofu8JCQlobGxETU2NYp7vv//e7n3Pnz9vlcf2fWpqanDjxg3WMRUcOHAA1dXVGD58OEJCQhASEoLCwkK8+uqrCAkJsWpla491Qx8SExNxyy23WKUNGDAAFRUVAHju0LNnnnkGS5cuxYMPPoiBAwdi7ty5ePLJJ5GTkwOAdYN+5G91QSpPdXU1APter0DBQMlHwsLCMHz4cBQUFFilFxQUYMyYMSqVijpKCIFFixYhPz8fu3btsutWTk1NRUJCgtX33tjYiMLCQsv3Pnz4cISGhlrlOXfuHA4dOmTJM3r0aNTW1mL//v2WPF9++SVqa2ut8hw6dAjnzp2z5NmxYweMRiOGDx/u+Q9Piu666y6UlZWhtLTU8hoxYgTmzJmD0tJS9O7dm3VDx+644w67Rwl8/fXX6NmzJwCeO/Ts6tWrCAqyvj0LDg62LA/OukFt/K0ujB49Gnv27LFaMnzHjh1ISkqyG5IXMHy3bgS1LQ/+pz/9SRw5ckRkZmaKqKgoUV5ernbRyE2PP/64MJvN4pNPPhHnzp2zvK5evWrJk5ubK8xms8jPzxdlZWVi1qxZkkt39ujRQ+zcuVMUFxeLCRMmSC7dOWjQILFv3z6xb98+MXDgQMmlO++66y5RXFwsdu7cKXr06MFlXP1I+1XvhGDd0LP9+/eLkJAQsXr1anHixAnx7rvvisjISPHOO+9Y8rB+6NO8efNE9+7dLcuD5+fni9jYWLFkyRJLHtYN/aivrxclJSWipKREABBr164VJSUllkfL+FNduHTpkoiPjxezZs0SZWVlIj8/X0RHR3N5cHLe+vXrRc+ePUVYWJgYNmyYZRlpCkwAJF+bNm2y5GlpaRErV64UCQkJwmg0ijvvvFOUlZVZ7efatWti0aJFIiYmRkRERIipU6eKiooKqzwXL14Uc+bMESaTSZhMJjFnzhxRU1Njlef06dMiIyNDREREiJiYGLFo0SKrZTpJXbaBEuuGvv39738XaWlpwmg0iv79+4s33njDajvrhz7V1dWJxYsXi5SUFBEeHi569+4tVqxYIRoaGix5WDf0Y/fu3ZL3GfPmzRNC+F9dOHjwoPjJT34ijEajSEhIEFlZWQG7NLgQQhiECOTH5RIREREREXke5ygREVHAOn/+PH79618jOTkZRqMR3bp1wx133IGdO3da8vz3f/83Bg8ejPDwcMTExOC+++7D0aNH7fb15ZdfYtq0aejatSvCw8Nx0003ITMz04efhoiI/AmXByciooA1d+5cFBcXY/Xq1ejbty8uXbqE4uJiXLx4EQCQk5OD5cuXY9asWcjJycHFixeRlZWF0aNHo6ioCH369AEAbN++HdOmTcOAAQOwdu1apKSkoLy8HDt27FDz4xERkYo49I6IiAKWyWTCf/zHf+CPf/yj3bZLly4hKSkJ48ePx7Zt2yzplZWV6NOnD2bMmIF3330XAHDzzTcDAA4dOqT43CsiItIP9igREVHAuu222/DWW2+ha9euuPvuuy1L4QLAvn37cO3aNcyfP9/qb5KTkzFhwgT861//AtC6LPe3336L7OxsBklERGTBOUpERBSw8vLyMG/ePPzXf/0XRo8ejZiYGDz88MOoqqqyDL9LTEy0+7ukpCTL9vPnzwOA1cOiiYiIGCgREVHAio2Nxbp161BeXo7Tp08jJycH+fn5mD9/Prp27QoAVg9IbHP27FnExsYCALp16wYA+O6773xXcCIi8nuco0RERJpy33334fPPP8fXX3+NpKQkTJw4EX/7298s27/77jvcfPPNuP/++/HOO+8AaJ2jZDAYcOjQIRiNRrWKTkREfoRzlIiIKCDV1tZi/PjxmD17Nvr37w+TyYSioiJ8/PHHmD59Ojp37oznnnsOy5cvx8MPP4xZs2bh4sWLeP755xEeHo6VK1da9rV+/XpMmzYNt99+O5588kmkpKSgoqIC27dvtyz4QERE+sIeJSIiCkgNDQ3IzMzE3r17UV5ejhs3biAlJQUPPvgglixZgsjISADAn/70J7z66qs4duwYIiIiMG7cOGRnZ+OWW26x2t8XX3yBVatWYe/evbh+/Tp69OiBn/3sZ1i7dq0aH4+IiFTGQImIiIiIiMgGF3MgIiIiIiKywUCJiIiIiIjIBgMlIiIiIiIiGwyUiIiIiIiIbDBQIiIiIiIissFAiYiIiIiIyAYDJSIiIiIiIhshahfAF1paWnD27FmYTCYYDAa1i0NERERERCoRQqC+vh5JSUkICpLvN9JFoHT27FkkJyerXQwiIiIiIvITlZWV6NGjh+x2XQRKJpMJQOvBiI6OVrk0RERERESklrq6OiQnJ1tiBDm6CJTahttFR0czUCIiIiIiIodTcriYAxERERERkQ0GSkRERERERDZ0MfSOKJD0WrrNLq08N0OFkhARERHpF3uUiPyIVJCklE5ERERE3sFAichPOAqGGCwRERER+Q4DJSIiIiIiIhsMlIiIiIiIiGxwMQcVPLJpPw6frUV1faPb+wg2AM3Cg4UiVYQGAzeanc8fyMPv4qONuFDfoNl6GxoE3GhRuxTqkFtsZNiqHai5egNtX3lkaBCOvDAFk/9YiNM/XMH1G61bDAA6hQejT5wJ+QvukNxX+7rfJTIUNVdvdKjMkaFBaGhqUa0+OvrtKy3g0mf5Ntxoaa1zA3t0xonqetRfVz6RvL9gDIamdAHgn+eR8twMvyyXL0SGBuHq/548gg1ASJAByTGROHn+CtqfUkKDgF+MSMbg5M54dmuZ0/sf368bDp+tRe3VG2iBsKp3caYw1F69gYZmgRAD0OTE78FXiwu1rw/BBiDWZMSXy+/GoJUfo67Bvr6HhxrQMyYKl67dcPpa4+w12Nl7LsP/vqQuBQbAci40BhsQHGSwfO+uaCtL+/3ZigwNQqzJiIofrjlVZjVOg4GySJVBCKHR25Yf1dXVwWw2o7a2VvUHzt60bJtmbxSJSL9sL3oduen15L4CmdSNREeOxWPpvfF64cmOFIkIgPdvcvX6m9cbNYMlZ2MDBko+9Mim/dh9/Lxq709E5E1tF71hq3bghw70+AxL6WzpWeINE1FgcvcmmL95fVErWHI2NuAcJR9ikEREWjZydQEAdChIAoDiikseKA0RqYkBD2kB5yj5CE8YRKR15+sbPXau67V0W8CMYSciabz3oUDHHiUiIiIiIvKpOFOY2kVwiIESERERERH51K1JZrWL4BADJR/hEBIi0ro4U5jHznVt++G5k4hIe4INwKZHblO7GA4xUPIhXvCJSKsWjr8J+1dMBNDxc53t3/PcSUSkHeP7dcO3OYFxXufy4GQlv/g7PPWXryS3rX1gMKYP6+EX+wxUSsdi9m3JyJ4+CIDyBNhAuGlcnn8Qm/dXKuZp/93roY4oHZObu0Vh59PjrNJ++dZ+7Dpmv1KmVo6Hq+TqiF6PhyOuTKIPhHOKs+5cs0vyIZusJ/KUzk3tr0uO+OvCDYvvuhlPTuyndjF8Qu67dOV71IuAWR68qakJv/vd75CamoqIiAj07t0bq1atQkvLj08rFkIgKysLSUlJiIiIwLhx43D48GEVS61dN5rlnxL97fnLbu0zNTbK4/sMVErHYnByZ8u/y3MzEBlq//MMlBuaLlGOJ2i2/+6VjotSnQwk52qvy25rtPmMJRU1kkESoHystEzuXKG3cwjJK6mokQySAO2cR7xB6Xzd0OT8cfPX61NS5wi1i+Azct+XK98jWVN9efCXXnoJr7/+Ot5++23ceuut+Pe//41HHnkEZrMZixcvBgCsWbMGa9euxVtvvYW+ffvixRdfxMSJE3H8+HGYTCaVP4G2hAbLx841Vxrd2ufQlC4YkGjC0XP1HttnoBqa0gXdTGE4X2/9ueNMYZg5MsUq7cgLU3xZNI+6qVsnh3naf/dDU7ogJSZC8iZHqU4Gkus3mmW3hdl8xlMXrkjmMxmDMTSli0fLFSjkzhV6O4c4qzw3w6kWfn+9uXWH3O8GAM5ekg6gSPl8bQxx7fzr6YfMtt+fuz1WWrmGOEPu+3L1e6QfqX7k9u3bh5///OfIyMhAr169cP/992PSpEn497//DaC1N2ndunVYsWIFpk+fjrS0NLz99tu4evUqNm/erHLptUeptfpYlX2g46xbEqW7NfXWypFXVGEXJAFAdX0jSipqVCiRdzjTetu+FVMPLcHhocGy22x7lOR6SeobmpFXVOHRcgUKtpS6ztFNq5aCJED5XFGl0KOrd0q9ss6MDvAEqbroqfqplWuIM+RGLiiNaCBlqvcojR07Fq+//jq+/vpr9O3bF1999RU+++wzrFu3DgBw6tQpVFVVYdKkSZa/MRqNSE9Px969e/Hoo4+qVHJtGprSBcZgAxqa7aeu1V274fZ+2crR6qvKS7LbTl24opneAmda8Nq3Yiq1BGulNTDRHC67zbZHSamX5KvKS3a9j3rAc4h7tBYMKVE6VyQo/P70Tul848zoAE9xVFdH947BvpM/uLxfrVxDnHG+Xjogkksnx1QPlJ599lnU1taif//+CA4ORnNzM1avXo1Zs2YBAKqqqgAA8fHxVn8XHx+P06dPS+6zoaEBDQ0Nlv/X1dV5qfTaU1JRIxkkAUBwkMHt/bKVo5VS67eW5lr8Z+G3DvO0b+VTavHTSmugUl2vb2iy+v/g5M6yk6t91cLrb9ijRI4onSv0NE/FVUrnJn+6Lrn7W9fTvM6IMOnberl0ckz1MDsvLw/vvPMONm/ejOLiYrz99tv4wx/+gLffftsqn8FgfZMuhLBLa5OTkwOz2Wx5JScne638WqPUsh/TgRs0ufkZSvM2tEip9VtLcy3O1jqeD9C+lU+pxU8rrYFKdd128dGZI1NgCpcequfLFl5/wh4lckQP5xFvUDo3+dN1yZ3fepI5XDMjNZzRWyYolEsnx1Q/czzzzDNYunQpHnzwQQwcOBBz587Fk08+iZycHABAQkICgB97ltpUV1fb9TK1WbZsGWpray2vykrlZYrpR0otcmc6MBlWbn6G0rwNLWq/sp0tLfUU1F93HAC3r2t6WPXuB4UbDttGn5KKGtljqJXj4Sq534eWfjfUMd5YtVUPlK7DStcsXxvW0/WAh0MuqaNUD5SuXr2KoCDrYgQHB1uWB09NTUVCQgIKCgos2xsbG1FYWIgxY8ZI7tNoNCI6OtrqRc5RanXrSO+P3PwMpXkbWjRzZApCg6V7QvXWU9C+rrWteucoXyBrbpF/ZJ3JaD0sQg9ztlwl9/vQ2++G5Hlj1VY9kLsOx0SG+tV8yGcm90c3k2sNI3rrcZYLDBkwuk/1QYvTpk3D6tWrkZKSgltvvRUlJSVYu3YtfvnLXwJobWnNzMxEdnY2+vTpgz59+iA7OxuRkZGYPXu2yqXXHqWWfbmhjs7g/IJWeUUVuCEzB0xP46gB69ZfPax6lxwTiW/OSwdAtqveKdUFvdWTNnyOEjmidK7Q23xYV8hdh8f3j/NxSRwrWjERL28/huLTNWhoakFxxSXF/Hq7x5Cbi8c5eu5TPVD6f//v/+G5557DggULUF1djaSkJDz66KP4/e9/b8mzZMkSXLt2DQsWLEBNTQ1GjRqFHTt28BlKXjA0pQtCgwy4IdH6HdKBxRw4v6CV3Kp3AxJMuhpHDVi3/uqhB2Xa4CTsPi79EFnbVe+Unrelt3rShs9RIke8NSJC6wLt+vzM5P4AgPzi7xwGSv76GbxF7jegleuoGlQPlEwmE9atW2dZDlyKwWBAVlYWsrKyfFYuvSqpqJEMkgDgWqP7Fxr2KLWS+7y3JOlveGj7nhE9zFH6/JsLsttse5SUnreVV1ThV8NhfIXnEHJEqXdRb/NhXRGovy1nepP9/TN4mtz1UivXUTUwxCQrSi37kWHuX2gCrcXKW3gcWnWOCLHqGdHDHKWzCouh2PYoKT1vS2mblvG3Q44o9S7qbT6sKwL1t+VMb7K/fwZPY4+S5/HIkRWlVoegDgy944pVrXgcWsVHW9+06GGOklLLpu1zlJTqg97qSptAbfUm31GqC6wn8gL1t+VM+fz9M3ga53J6HgMlsqLU6mDb6u0KrljVisehle0zufQwR0mpZdP2OUpK9UFvdaVNoLZ6k+8o1QXWE3mB+ttypnz+/hk8jXM5PU9fNYgcUmq9t51H4Qq2crTSy3FwdGKxbeVTqnd66FFqslkJUak+aK2uOEtu1TKuZkZtlHpb9daz4IpAHenAHiV7PE96HgMlsuKtHiW2crTSy3H4wwODFbfbtvIp1Ts99CiF2DxbS6k+aK2uOEtu1TKuZkZtLtQ3yG7TW8+CKwJ1pAN7lOzxPOl5+qpB5JDS6mMd6VEK1DHQnqaX1h5Hz/qx/d71sOqd0nMsrtusKDk4ubNsXn9v5fUWuVXLuJoZtVEawqu1c6wnBepIB2fOhXo7P/A5Sp7HQImsDE3pAmOw9KINHelRCtQx0J6ml9aeoSld8Fh6b9nttt+7Hla9u+PmWNltwuYnN3Nkiuzx8PdWXm+RW7WMq5lRG6UGF62dYz0pUEc6OHMu1Nv5Qe46o3T9IWXauAMhjympqEFDs/RzlNij1HF6au1ZOmUA+sVLX8hsv3c9rHr396/Oym672mB/E/d/HxwqmddRb51WBeo8CvKdWJNRdtuwnvp8ULMzAvX67EyP17Gqeh+UxH8Eau+gP2OgRFaUhi6wR6nj9NbaY7u6XRvb710Pq959/b1rF+zth6vs0uJMYVbPn9KTQJ1HQb4j1wMSHmLAM5P7+7g0gSNQr8/O9HjVXbvhg5L4j0DtHfRn/v0rIJ/jHCXv0ltrj7Pfux7mKJ25JD9HwrYlvKSiBq8XnrTLV13fiLyiCo+XLRDo7bdDrpM732QMSvJxSQJLoF6fnSlfcAee/xiIAvW79GcMlMhp7FHqOL219njie9dKj5KSL5ffbfV/pR62ryovebk0/klvvx1yHa8z7gnU4+ZM+eRGNWhVoH6X/oxHjqwo3aB1pEfpwOkal9K1Sm/zLJxt3VKqd1rpUXLFi/84IrtNq3XFkc++ueBSOukPW9PdE6jHzZny6W3VO73dY/gCAyWyojQEqiM9StUyz7eQS9eqEJlhAHLpgc7Z1i2leqeVHqXZtyU7nV6rMK5er3Nyaq7K9CjJpJP+sDXdPYF63Jwpn95WveNcTs/z718B+RXOUeq4w2dqXUoPdD/IDIuSS5eilR4ludWXpNLNEaGy+9HK8XBVZFiIS+mkP7zOuCdQj5szvSR6e37W5zI97HLp5BgDJbLivVXvpHtM5NK1Kkim50guPdA1t0gvNW+brodV7+RWX5JK/93UW2T3o5Xj4areMr2OcumkP4HaM6K2QD1uzvSS6O35WWcvST9mQy6dHPPvXwH5nFJrdUd6lEzh0i3kculapbfjILfikG260splWulBkfv9SKXr4Xi4Su45OHw+DrUJ1J4RtQXqvBZnVrzU2xwluc+rt+PgSQyUyIpSa3VHepSiw6WHx8ila1Wgtty5S27FIdt0pZXLtNKDIvf7kUrXw/Fw1TOT+yMi1PqzR4QG8fk4ZKG386unBOrcWWdWvNTbHCW5z6u34+BJPHuQFaVJ9fUNTW7v9/J16b+VS9cqvbV4Ovt5lVoutdKD4mzvGgAMTu4sux+tHA9XlVTU4NoN689+7UYLSir0tXImydPb+dVTqmTm8cil+wtnvle9zVEK1N5Bf8ZAiawMTekCuWlDQkjPN3FGJ5meI7l0rdJbi6ezn1dprLlWelCc7V0DgJkjU5ASEyGZXyvHw1Vy89iU5reRvujt/OopCTK9DXLp/sKZ71Vvc5S46p3n8exBVkoqatAkEw8ZDO53w5+/LN1FLpeuVXpr7XG2hVepl0QrPSiujh1fOP5myXStHA9Xyc1HcGaeAumD3s6vnjKuX5xL6f7Cme9Vb3NzeJ70PAZKZEWpddZkdL/352qj9BA7uXSt0ltrj7MtvEq9JFrpQXF17Pj2w1WS6Vo5Hq6Sm4/gzDwF0ge9nV89ZWhKFzyW3tsq7fH03hia4t8LpTjzvYYG+/c8K0/jedLz9DXuiRxSmqPUkVXvQoOCANh3gbem68ffvzormz59WA8fl8b7nO1RUqp3WulB+fiQdODz8aEqZE8fZJVWUlGDXcfOS+bXa8ug3FwDvc1BIHlsTXff0ikDMPnWBJy6cAWpsVF+HyQBzn2vegsQOE/P8xgokZWhKV1gDDagodl+/F1HVr2LiQrDD1ftnxcjN29Dqyp/uOpSeqBztkdpaEoXpMREoOIH+2c9aKUHpb5B+jlKUulKPbt6u/C3kZtroLc5CCTvxPfSD3WWSydrQ1O6BESA1MaZc6Hehl1ynp7n8ciRlZKKGskgCehYj5Irz5DRsugI6eclyaUHuh9kLmS26SUVNZJBEqCdHqWYKKPT6UqfWWlFPC1jSyk5UiPRGKeUToHNmd/+DZn7Ga3iPD3PY6BEVpRasjvSo+TKM2S0rH+CyaX0QNfcIn2Rsk1Xqnda6VF69h7p5/1Ipct95tCg1hXx9IgtpeRIl0jpBie5dApsXPXOHufpeR6vMGRFqSVb7jkwzmCPUiu9tYo7++wgPcxR+vybC06ny33mGy1AXlGFR8sVKJI6Sy+XLpdO+mMKlw6I5NIpsDnTS6LVa6scztPzPAZKZEWp9b4j84nYo9RKb63izj47qG2OkhSt9CidvSQ9tFAqXekzf1V5yVNFCih33BzrUjrpj97Or3rnTC+J3r57rnrnefqqQeSQUst+R1pune1Z0Dq99Sg5+3n1MEfJle9e6TPrday5bC+bRuoHddyxKulFG+TSKbA500ui1WurHL3dY/gCAyWyotSy35GWW7lnGejtGQd6a/F09vPqYY6SK9+90mfW61hz2XlbGqkf1HF116QXbZBLp8DmTC+JVq+tcvR2j+ELfnHkzpw5g4ceeghdu3ZFZGQkhgwZggMHDli2CyGQlZWFpKQkREREYNy4cTh8+LCKJdYub7XsX7wsfUKTS9cqva1Iw+co/cjZFQAB5eOhtE3L2KNEjsitCKnXlSK1jnOU7OntHsMXVA+UampqcMcddyA0NBT//Oc/ceTIEbzyyivo3LmzJc+aNWuwdu1avPbaaygqKkJCQgImTpyI+np2p3uat1r2g2SG2Mmla5XeVqRx5TlKE/p3k8yrlR4DZ1cAVNI5IiSgnnPiSexRIkdeeWAIIkKt60NEaBBeeWCIOgUir+IcJXt6u8fwBdVr0EsvvYTk5GRs2rQJt912G3r16oW77roLN910E4DW3qR169ZhxYoVmD59OtLS0vD222/j6tWr2Lx5s8ql1551O7+W3daRltv46HCX0rVKbyvSuDJeevKtCZJ5tdJjkBwT6XS6XIPFpWtNul31Tm+/HXLP0RemYMaw7ri5WxRmDOuOoy9MUbtI5CXO9K6Hhwb7oCT+g+dJz1M9UPrwww8xYsQI/OIXv0BcXByGDh2KN99807L91KlTqKqqwqRJkyxpRqMR6enp2Lt3rxpF1rTq+uuy2zrScqu35wfJ0duT4z0xL0crPQbTBic5na50A6DXVe+4mhM565UHhmDn0+PYk6RxSnOq2ySa9dUYy/Ok56l+B3Ly5Els3LgRffr0wfbt2/HYY4/hN7/5Df785z8DAKqqqgAA8fHxVn8XHx9v2WaroaEBdXV1Vi9yTpxJ/qTSkZZ9rsTSSm9PjndlXo7W56D8/auzLqXL0etYc469J6L2lOZUt9HbPQbvtTxP9UCppaUFw4YNQ3Z2NoYOHYpHH30Uv/rVr7Bx40arfAaD9VwWIYRdWpucnByYzWbLKzk52Wvl15rMu/vKbutIyz5XYmmltyfHuzIvZ/th6YYPrfQofS3TayiVrjRXUK9jzTn2nojaUzpPttHbPQbvtTxP9SOXmJiIW265xSptwIABqKhoHYefkNA6b8G296i6utqul6nNsmXLUFtba3lVVlZ6oeTa5K3Vx9jK0UpvT4539vlZJRU12HXsvGRerfQoXW9sdjpd6TNr5Xi4imPviag9Z86F52rlpxNoEXvePU/1QOmOO+7A8ePHrdK+/vpr9OzZEwCQmpqKhIQEFBQUWLY3NjaisLAQY8aMkdyn0WhEdHS01YucozTmlz1KHae34xAjc3K2TdfDc5TCw6QnFUulK31mrRwPV3HsPRG158y58PoN6QYqrWLPu+eFqF2AJ598EmPGjEF2djYeeOAB7N+/H2+88QbeeOMNAK1D7jIzM5GdnY0+ffqgT58+yM7ORmRkJGbPnq1y6bXHW89RYitHK731rDn7eZV6BbTSg9LJKH26lUpnj5I9vf12iEiZM+dCvZ0f2PPueaoHSiNHjsT777+PZcuWYdWqVUhNTcW6deswZ84cS54lS5bg2rVrWLBgAWpqajBq1Cjs2LEDJpO+VkzzBaWW/bOXlCdNKgmRGYIll65VeutRcvbzKvUKaKUHxdneNYA9SlL09tshImXOnAv1dn7Q28q6vqB6oAQAU6dOxdSpU2W3GwwGZGVlISsry3eF0imlFpqqDoz1lfvbjuwzEOmtVVzuGRa26YOTO2Pzfum5hFrpQfHECoCOtmmZ3n47RKTMmXOh3p6jpLeVdX1BX6E2OaTUQpPQgecRyP1tR/YZiPTWKi73DAvb9JkjU2AKl76gaaUHxZUVANmjZE9vvx0iUubMuVBvz1HS28q6vsArDFlRWvUuqbPyg92UNMncJMqla5Xe5modOF3jVHpJRQ3qr0tPutVKD8rg5M5Op3tr9clAxh4lImrPmXk3elv1rk+89JQUuXRyjIESWfHWqndcsaqV3lakqbkq873bpOth1btXHhiCiFDrzxIRGoRXHhhil9dbv8NAxh4lImrPmfsHrnqnnE6O8QpDVry16h1bg1vpbUUaZ+co6aUH5egLUzBjWHfc3C0KM4Z1x9EXpkjmU/odarWuOKK33lgiUubMb5/3GMrp5JhfLOZA/sNbLftsDW6lt5617p0jJG/4u9sM42zrQZHKq7UeFKkeJFtKv0Ot1hVH2FJKRO0589vnPYZyOjmmrxpEDnlrtS32KLXS23Fw9vN6qyczUCl9Zr32oLCllIjaUxqJ0Ear11Y5ervH8AUGSmTFW6ttsUepld6Og7OfVw9zlFyh9Jn12oPCllIiam9oShckOVjVTqvXVjl6u8fwBR45suKtuSKcX9BKb609zn5evcxRcpZSL4kzrahaJLd6ld5WtSKiHzl6xIhWr61yeK/leQyUyIq3Vtvi/IJWemvtcfbzcpU3a3K9JAMSTBia0sXHpfEPcqtX6W1VKyL6kaNrp1avrXJ4r+V5+qpB5JC35opwfkEr9ihJp3OVN2tyx+2WpGgfl8R/HK+qdymdiLTP0bVTq9dWObzX8jwGSmTFW3NFOL+gFXuUpNO5yps1vdUTZ1y90eRSOhFpH3uUrPFey/P0VYPIIa565116Ow4/yJycbdO5yps1vdUTZ5gjpOuBXDoRaR97lKzx2uF5DJTICle98y69HYfmFuFUOld5s6a3euKMu/rHuZRORNrHHiVrvHZ4Ho8cWfHW6mNs5WiltxVpgoMMTqVz1TtreqsnzuAxISJbcqMW2oSHBvuoJP6B50nPY6BEVoamdMGE/t0kt7FHqeP0tiJNjMzJ2Tadq95Z01s9cQaPCRHZkhu10CbRwfLhWhMi0zgpl06O6e8OhBwakCi9slZHVk3hM1Ba6W1FGk+seqfHHiW91RNn8JgQka1GB9eHYzpbFbNK5p5KLp0cY6BEdryxagqfgdJKbyvSeGLVu7OXpAMoLdNbPXEGjwkR2QpzMOKg7toNH5XEP8g9gNfRg3lJHgMlsuON+URy44T1Nn5Yb3O1nP28SnOU9NgSprd64gweEyKyVd+g/HgAuXmyWtUkMxRRLp0cY6BEdrwxnyg0WPpkJZeuVXqbq+Xs5x2a0gXx0UbJvHpsCdNbPXEGjwkR2RJCOQCQmyerVex59zxeYciON1pua65Kd3/LpWuV3lrFne1JLKmowfd1DZJ5kzpLL/KgZXqrJ87gMSEiW45GpXDUinI6OcZAiex4o+W2S2SoS+laVX9dOjCUSw90cisO2aYrzVHS46p37D2xx2NCRLa6O2hI09uqdzxPeh6PHNnxxjr8pnDpgEguXav01rPm7GqHfI6SNbYK2huc3NmldCLSvpMKjWyA/lbW5XOUPI+BEtnxxvNK2MrRSm89a86udsjnKFnj78XezJEpGJJstkobmmzGzJEpKpWIiNR2tVF5MQe9razL5815nn6vuiTLG88r+fhQlUvpWqW3nrVhPbs4la70HCU9PieHvSfSPlg4Fi/NGIjZtyXjpRkD8f7CsWoXiYhU1CfOpLjdUY+T1vB5c57HQInseGPVlPoGmbk5Mulapbeegmcm90c3k3WXf5wpDM9M7m+VpjRHSY+r9cj1krD3pPUYZE8fxGNBRMhfcIfidkc9TlrDVe88T5t3Z9Qh3pgfkWiWHlYll65VeuwpKFoxEQvH34TRvWOwcPxN2L9iol0epTlKehxb/fRfSl1KJyLSq/LcDESGSt/OOupx0hpn5wWT8xgokR1v9HrsWTLBpXSt0us8i2cm98d7vx5t15PkDD2Orf6q8pJL6UREenbkhSmS6Y56nLTG2XnB5DwGSmTHW6umlOdmICUmAqHBQEpMBMpzMzq0v0DFeRb2lIbe6XHVOz32PBIRdUR5bgaGpXSGKTwYw1I66/Iew9l5weS8ELULQP7Hm6um6K0HSc7MkSma70VyhdLQOz2uevfKA0PwUdk5XLvxY5AYERqEVx4Yol6hiIj8nN56kGw9M7k//vLvSpyv/3FOktS8YHIeAyWyw1VTyJ/osUcJAI6+MAVP/6UUX1VewuDkzgySiIjIoaIVE/Hy9mMoPl2DYT27MEjqIL9qqs3JyYHBYEBmZqYlTQiBrKwsJCUlISIiAuPGjcPhw4fVK6QOcNUU8jWloXd67FFq88oDQ7Dz6XEMkoiIyGkdmRdM1vzmDqSoqAhvvPEGBg0aZJW+Zs0arF27Fq+99hqKioqQkJCAiRMnor6+XqWSah+f7Ey+pjT0jj2ZREREpAa/CJQuX76MOXPm4M0330SXLj9OOBNCYN26dVixYgWmT5+OtLQ0vP3227h69So2b96sYom1jU92Jl8bmtIF4aEGyW3sySQiIiI1+EWgtHDhQmRkZODuu++2Sj916hSqqqowadIkS5rRaER6ejr27t0ru7+GhgbU1dVZvch5f//qrEvpRB2VV1SB6zeE5LZjVew9JiIiIt9TfTGHLVu2oLi4GEVFRXbbqqqqAADx8fFW6fHx8Th9+rTsPnNycvD88897tqA6UvnDVZfSiTpK6flAdddu+K4gRERERP9L1R6lyspKLF68GO+88w7Cw8Nl8xkM1kNyhBB2ae0tW7YMtbW1lldlZaXHyqwHfIYL+doHJWdkt7HeERERkRpUDZQOHDiA6upqDB8+HCEhIQgJCUFhYSFeffVVhISEWHqS2nqW2lRXV9v1MrVnNBoRHR1t9SLnvfLAEESEWlcNPsOFvKn984Jssd4RERGRGlQNlO666y6UlZWhtLTU8hoxYgTmzJmD0tJS9O7dGwkJCSgoKLD8TWNjIwoLCzFmzBgVS659R1+YghnDuuPmblGYMaw7jr4wRe0ikYZJz04iIiIiUo+qc5RMJhPS0tKs0qKiotC1a1dLemZmJrKzs9GnTx/06dMH2dnZiIyMxOzZs9Uosq6wJZ98JdgANEtES8HyI2yJiIiIvEr1xRwcWbJkCa5du4YFCxagpqYGo0aNwo4dO2AymdQuGhF5iFSQpJRORERE5G0GIYTmb0Xq6upgNptRW1vL+UpEfqjX0m2y28pzM3xYEiIiItI6Z2MDv3iOEhERERERkT9hoERERERERGSDgRIREREREZENBkpEpDq5eUicn0RERERqYaBERH7BNihikERERERq8vvlwYlIPxgcERERkb9gjxIREREREZENBkpEREREREQ2GCgRERERERHZYKBERERERERkg4ESERERERGRDQZKRERERERENhgoERERERER2WCgREREREREZIOBEhERERERkQ0GSkRERERERDYYKBEREREREdlgoERERERERGSDgRIREREREZENBkpEREREREQ2GCgRERERERHZYKBERERERERkg4ESERERERGRDQZKRERERERENhgoERERERER2WCgREREREREZIOBEhERERERkQ0GSkRERERERDYYKBEREREREdlQPVDKycnByJEjYTKZEBcXh3vvvRfHjx+3yiOEQFZWFpKSkhAREYFx48bh8OHDKpWYiIiIiIi0TvVAqbCwEAsXLsQXX3yBgoICNDU1YdKkSbhy5Yolz5o1a7B27Vq89tprKCoqQkJCAiZOnIj6+noVS05ERERERFplEEIItQvR3vnz5xEXF4fCwkLceeedEEIgKSkJmZmZePbZZwEADQ0NiI+Px0svvYRHH33U4T7r6upgNptRW1uL6Ohob38EIiIiIiLyU87GBqr3KNmqra0FAMTExAAATp06haqqKkyaNMmSx2g0Ij09HXv37lWljEREREREpG0hahegPSEEnnrqKYwdOxZpaWkAgKqqKgBAfHy8Vd74+HicPn1acj8NDQ1oaGiw/L+urs5LJSYiIiIiIi3yqx6lRYsW4eDBg3jvvffsthkMBqv/CyHs0trk5OTAbDZbXsnJyV4pLxERERERaZPfBEpPPPEEPvzwQ+zevRs9evSwpCckJAD4sWepTXV1tV0vU5tly5ahtrbW8qqsrPRewYmIiIiISHNUD5SEEFi0aBHy8/Oxa9cupKamWm1PTU1FQkICCgoKLGmNjY0oLCzEmDFjJPdpNBoRHR1t9SIiIiIiInKW6nOUFi5ciM2bN+Nvf/sbTCaTpefIbDYjIiICBoMBmZmZyM7ORp8+fdCnTx9kZ2cjMjISs2fPVrn0RERERESkRaoHShs3bgQAjBs3zip906ZNmD9/PgBgyZIluHbtGhYsWICamhqMGjUKO3bsgMlk8nFpiYiIiIhID/zuOUrewOcoEREREREREMDPUSIiIiIiIlIbAyUiIiIiIiIbDJSIiIiIiIhsMFAiIiIiIiKywUCJiIiIiIjIBgMlIiIiIiIiGwyUiIiIiIiIbDBQIiIiIiIissFAiYiIiIiIyAYDJSIiIiIiIhsMlIiIiIiIiGwwUCIiIiIiIrLBQImIiIiIiMgGAyUiIiIiIiIbDJSIiIiIiIhsMFAiIiIiIiKywUCJiIiIiIjIBgMlIiIiIiIiGwyUiIiIiIiIbDBQIiIiIiIissFAiYiIiIiIyAYDJSIiIiIiIhsMlIiIiIiIiGwwUCIiIiIiIrLBQImIiIiIiMgGAyUiIiIiIiIbDJSIiIiIiIhsMFAiIiIiIiKywUCJiIiIiIjIRsAEShs2bEBqairCw8MxfPhwfPrpp2oXiYiIiIiINCogAqW8vDxkZmZixYoVKCkpwU9+8hNMmTIFFRUVaheNqEPyiiqwPP8g8opYl4mIiIj8iUEIIdQuhCOjRo3CsGHDsHHjRkvagAEDcO+99yInJ8fh39fV1cFsNqO2thbR0dHeLCrpXElFDU5duILU2CgMTemimPfe9Z+htLLW8v8hyWZ8sHCst4voUyUVNfjkeDUAYFy/OIfHRC9cqSf+qqSiBlv2VyDv3985zFuemyG7La+oAv86+j12HKl2+r2V9keBI6+oAl9VXsLg5M6YOTJF7eKQm9w5n/Vauk1xu9xvvP3f8TxAHeFsbOD3gVJjYyMiIyPx17/+Fffdd58lffHixSgtLUVhYaHDfTBQIl/I/edRvF540vL/x9J7Y+mUAZJ584oq8OzWMrv0l2YM1MwNg+3xAJSPiV64Uk/8ldR364jUTY1tY0FH90eBQw8NRXrgzvnMUZDUxvY3LvV3PA+Qu5yNDfx+6N2FCxfQ3NyM+Ph4q/T4+HhUVVVJ/k1DQwPq6uqsXkTeVFJRY3fj+HrhSZRU1EjmX1fwtUvpgUbqeADKx0QPXK0n/kjuu3XE9iYnr6jC7SBJan8UOKS++9LKWg5BDjDunM9c+d22zyv3dzwPkLf5faDUxmAwWP1fCGGX1iYnJwdms9nySk5O9kURScdOXbjiUvrlhiaX0gON3Od2tE3rXK0n/shTZf2q8pJH9kOBR+67Z50ILFo4nxE54veBUmxsLIKDg+16j6qrq+16mdosW7YMtbW1lldlZaUviko6lhob5VL6iF4xLqUHGrnP7Wib1rlaT/yRp8o6OLmzR/ZDgUfuu2edCCxaOJ8ROeL3gVJYWBiGDx+OgoICq/SCggKMGTNG8m+MRiOio6OtXkTeNDSlCx5L722V9nh6b9mJrZseuQ3BNh2iwYbWdC2QOh6A8jHRA1friT+S+24dsZ1LMHNkCoYkm90uB+cmBC6p735oslkz8zP1wp3zmSu/2/Z55f6O5wHyNr9fzAFoXR587ty5eP311zF69Gi88cYbePPNN3H48GH07NnT4d9zMQfyFVdX/3lk034cPluLW5PMmgmS2uOqd9K46t2PuOqdfnHVO23gqncUiDSz6l2bDRs2YM2aNTh37hzS0tLwxz/+EXfeeadTf8tAiYiIiIiIAA0GSh3BQImIiIiIiAANLQ9ORERERETkawyUiIiIiIiIbISoXQBfaBtdyAfPEhERERHpW1tM4GgGki4Cpfr6egDgg2eJiIiIiAhAa4xgNss/qkIXizm0tLTg7NmzMJlMMBgMjv/Ai+rq6pCcnIzKykouLEF2WD9IDusGKWH9IDmsG6REr/VDCIH6+nokJSUhKEh+JpIuepSCgoLQo0cPtYthhQ/CJSWsHySHdYOUsH6QHNYNUqLH+qHUk9SGizkQERERERHZYKBERERERERkg4GSjxmNRqxcuRJGo1HtopAfYv0gOawbpIT1g+SwbpAS1g9luljMgYiIiIiIyBXsUSIiIiIiIrLBQImIiIiIiMgGAyUiIiIiIiIbDJSIiIiIiIhsMFDysQ0bNiA1NRXh4eEYPnw4Pv30U7WLRB2Qk5ODkSNHwmQyIS4uDvfeey+OHz9ulUcIgaysLCQlJSEiIgLjxo3D4cOHrfI0NDTgiSeeQGxsLKKiovCzn/0M3333nVWempoazJ07F2azGWazGXPnzsWlS5es8lRUVGDatGmIiopCbGwsfvOb36CxsdErn51ck5OTA4PBgMzMTEsa64a+nTlzBg899BC6du2KyMhIDBkyBAcOHLBsZ/3Qp6amJvzud79DamoqIiIi0Lt3b6xatQotLS2WPKwb+rFnzx5MmzYNSUlJMBgM+OCDD6y2+1tdKCsrQ3p6OiIiItC9e3esWrUKAb1unCCf2bJliwgNDRVvvvmmOHLkiFi8eLGIiooSp0+fVrto5KbJkyeLTZs2iUOHDonS0lKRkZEhUlJSxOXLly15cnNzhclkElu3bhVlZWVi5syZIjExUdTV1VnyPPbYY6J79+6ioKBAFBcXi/Hjx4vBgweLpqYmS5577rlHpKWlib1794q9e/eKtLQ0MXXqVMv2pqYmkZaWJsaPHy+Ki4tFQUGBSEpKEosWLfLNwSBZ+/fvF7169RKDBg0SixcvtqSzbujXDz/8IHr27Cnmz58vvvzyS3Hq1Cmxc+dO8c0331jysH7o04svvii6du0q/vGPf4hTp06Jv/71r6JTp05i3bp1ljysG/rx0UcfiRUrVoitW7cKAOL999+32u5PdaG2tlbEx8eLBx98UJSVlYmtW7cKk8kk/vCHP3jvAHkZAyUfuu2228Rjjz1mlda/f3+xdOlSlUpEnlZdXS0AiMLCQiGEEC0tLSIhIUHk5uZa8ly/fl2YzWbx+uuvCyGEuHTpkggNDRVbtmyx5Dlz5owICgoSH3/8sRBCiCNHjggA4osvvrDk2bdvnwAgjh07JoRoPZkGBQWJM2fOWPK89957wmg0itraWu99aFJUX18v+vTpIwoKCkR6erolUGLd0Ldnn31WjB07VnY764d+ZWRkiF/+8pdWadOnTxcPPfSQEIJ1Q89sAyV/qwsbNmwQZrNZXL9+3ZInJydHJCUliZaWFg8eCd/h0DsfaWxsxIEDBzBp0iSr9EmTJmHv3r0qlYo8rba2FgAQExMDADh16hSqqqqsvnej0Yj09HTL937gwAHcuHHDKk9SUhLS0tIsefbt2wez2YxRo0ZZ8tx+++0wm81WedLS0pCUlGTJM3nyZDQ0NFgN5yHfWrhwITIyMnD33XdbpbNu6NuHH36IESNG4Be/+AXi4uIwdOhQvPnmm5btrB/6NXbsWPzrX//C119/DQD46quv8Nlnn+GnP/0pANYN+pG/1YV9+/YhPT3d6uG1kydPxtmzZ1FeXu75A+ADIWoXQC8uXLiA5uZmxMfHW6XHx8ejqqpKpVKRJwkh8NRTT2Hs2LFIS0sDAMt3K/W9nz592pInLCwMXbp0scvT9vdVVVWIi4uze8+4uDirPLbv06VLF4SFhbGOqWTLli0oLi5GUVGR3TbWDX07efIkNm7ciKeeegrLly/H/v378Zvf/AZGoxEPP/ww64eOPfvss6itrUX//v0RHByM5uZmrF69GrNmzQLAcwf9yN/qQlVVFXr16mX3Pm3bUlNT3fmYqmKg5GMGg8Hq/0IIuzQKTIsWLcLBgwfx2Wef2W1z53u3zSOV35085BuVlZVYvHgxduzYgfDwcNl8rBv61NLSghEjRiA7OxsAMHToUBw+fBgbN27Eww8/bMnH+qE/eXl5eOedd7B582bceuutKC0tRWZmJpKSkjBv3jxLPtYNauNPdUGqLHJ/Gwg49M5HYmNjERwcbNcCU11dbRehU+B54okn8OGHH2L37t3o0aOHJT0hIQEAFL/3hIQENDY2oqamRjHP999/b/e+58+ft8pj+z41NTW4ceMG65gKDhw4gOrqagwfPhwhISEICQlBYWEhXn31VYSEhFi1srXHuqEPiYmJuOWWW6zSBgwYgIqKCgA8d+jZM888g6VLl+LBBx/EwIEDMXfuXDz55JPIyckBwLpBP/K3uiCVp7q6GoB9r1egYKDkI2FhYRg+fDgKCgqs0gsKCjBmzBiVSkUdJYTAokWLkJ+fj127dtl1K6empiIhIcHqe29sbERhYaHlex8+fDhCQ0Ot8pw7dw6HDh2y5Bk9ejRqa2uxf/9+S54vv/wStbW1VnkOHTqEc+fOWfLs2LEDRqMRw4cP9/yHJ0V33XUXysrKUFpaanmNGDECc+bMQWlpKXr37s26oWN33HGH3aMEvv76a/Ts2RMAzx16dvXqVQQFWd+eBQcHW5YHZ92gNv5WF0aPHo09e/ZYLRm+Y8cOJCUl2Q3JCxi+WzeC2pYH/9Of/iSOHDkiMjMzRVRUlCgvL1e7aOSmxx9/XJjNZvHJJ5+Ic+fOWV5Xr1615MnNzRVms1nk5+eLsrIyMWvWLMmlO3v06CF27twpiouLxYQJEySX7hw0aJDYt2+f2Ldvnxg4cKDk0p133XWXKC4uFjt37hQ9evTgMq5+pP2qd0KoUzd+/etfCwAiMTHRY3Vj27ZtYuXKlZLbVq9ebbecrZatX79ebNq0yWG+/fv3i5CQELF69Wpx4sQJ8e6774rIyEjxzjvvWPLw3KFP8+bNE927d7csD56fny9iY2PFkiVLLHlYN/Sjvr5elJSUiJKSEgFArF27VpSUlFgeLeNPdeHSpUsiPj5ezJo1S5SVlYn8/HwRHR3N5cHJeevXrxc9e/YUYWFhYtiwYZZlpCkwAZB8tb9RamlpEStXrhQJCQnCaDSKO++8U5SVlVnt59q1a2LRokUiJiZGREREiKlTp4qKigqrPBcvXhRz5swRJpNJmEwmMWfOHFFTU2OV5/Tp0yIjI0NERESImJgYsWjRIqtlOkldtoGSGnUjJCREABD/5//8H4/VjYULFwq5dreoqCgxb948j7xPILj11ltFenq6U3n//ve/i7S0NGE0GkX//v3FG2+8YbWd5w59qqurE4sXLxYpKSkiPDxc9O7dW6xYsUI0NDRY8rBu6Mfu3bsl7zPazqv+VhcOHjwofvKTnwij0SgSEhJEVlZWwC4NLoQQBiEC+XG5RETkiqysLDz//PM4f/48YmNjPbLPRYsWYf369ZJPX+/UqRPuv/9+vPXWW27tu7m5GU1NTVbLzfqztLQ0xMbG4pNPPlG7KERE1EGco0REpEOVlZWYPn06oqOjYTab8dBDD+H8+fNWefLy8jBp0iQkJiYiIiICAwYMwNKlS3HlyhVLnvnz52P9+vUAWlc1anuVl5fDYDDgypUrePvtty3p48aNky1T29+sWbMGL774IlJTU2E0GrF7924Arc8eGj16NCIjI2EymTBx4kTs27fPbj+fffYZ7rrrLphMJkRGRmLMmDHYtm2bVZ633noLBoMBu3btwq9+9St07doV0dHRePjhh3HlyhVUVVXhgQceQOfOnZGYmIjf/va3uHHjhuIx7dWrFw4fPozCwkLL520/Lr+urg6//e1vkZqairCwMHTv3h2ZmZlWx7PtOC5atAibNm1Cv379EBERgREjRuCLL76AEAIvv/wyUlNT0alTJ0yYMAHffPON1d+PGzcOaWlp+PTTT3H77bcjIiIC3bt3x3PPPYfm5mbFz0BERD/i8uBERDp033334YEHHsBjjz2Gw4cP47nnnsORI0fw5ZdfIjQ0FABw4sQJ/PSnP0VmZiaioqJw7NgxvPTSS9i/fz927doFAHjuuedw5coV/M///I9V0JKYmIh9+/ZhwoQJGD9+PJ577jkAQHR0tMOyvfrqq+jbty/+8Ic/IDo6Gn369MHmzZsxZ84cTJo0Ce+99x4aGhqwZs0ajBs3Dv/6178wduxYAEBhYSEmTpyIQYMG4U9/+hOMRiM2bNiAadOm4b333sPMmTOt3us//uM/MH36dGzZsgUlJSVYvnw5mpqacPz4cUyfPh2//vWvsXPnTrz00ktISkrCU089JVvu999/H/fffz/MZjM2bNgAAJaesKtXryI9PR3fffcdli9fjkGDBuHw4cP4/e9/j7KyMuzcudNq+dx//OMfKCkpQW5uLgwGA5599llkZGRg3rx5OHnyJF577TXU1tbiqaeewowZM1BaWmr191VVVXjwwQexdOlSrFq1Ctu2bcOLL76ImpoavPbaaw6/AyIiAhdzICLSk5UrVwoA4sknn7RKf/fddwUAq8UE2mtpaRE3btwQhYWFAoD46quvLNs8NUfp1KlTAoC46aabRGNjoyW9ublZJCUliYEDB4rm5mZLen19vYiLixNjxoyxpN1+++0iLi5O1NfXW9LaJiH36NHDMlZ+06ZNAoB44oknrMpw7733WiZMtzdkyBAxbNgwh59Bbo5STk6OCAoKEkVFRVbp//M//yMAiI8++siSBkAkJCSIy5cvW9I++OADAUAMGTLEarz/unXrBABx8OBBS1p6eroAIP72t79ZvdevfvUrERQUZJkETkREyjj0johIh+bMmWP1/wceeAAhISGWYW4AcPLkScyePRsJCQkIDg5GaGgo0tPTAQBHjx71Wtl+9rOfWXq1AOD48eM4e/Ys5s6da7VscqdOnTBjxgx88cUXuHr1Kq5cuYIvv/wS999/Pzp16mTJFxwcjLlz5+K7776zW5J76tSpVv8fMGAAACAjI8Muve1J9+74xz/+gbS0NAwZMgRNTU2W1+TJk2EwGOzmNI0fPx5RUVF25ZoyZYpVz1Fbum3ZTCYTfvazn1mlzZ49Gy0tLdizZ4/bn4OISE849I6ISIfaHlTYJiQkBF27dsXFixcBAJcvX8ZPfvIThIeH48UXX0Tfvn0RGRlpmdt07do1r5UtMTHR6v9tZbJNB4CkpCS0tLSgpqYGonUlV9l87ffVJiYmxur/YWFhsunXr1938ZP86Pvvv8c333xjFQC2d+HCBbfLBcCubFIPd2z7zm2PARERSWOgRESkQ1VVVejevbvl/01NTbh48SK6du0KANi1axfOnj2LTz75xNKLBACXLl3yetna95gAsJSp/YMO25w9exZBQUHo0qULhBAICgqSzQfAYyv9uSo2NhYRERH47//+b9ntnvT999/bpVVVVQH48XgSEZEyDr0jItKhd9991+r/f/nLX9DU1GRZla4tWLFdlvs///M/7fbVlkeql8loNHa496lfv37o3r07Nm/ebLUE+ZUrV7B161bLSnhRUVEYNWoU8vPzrd6zpaUF77zzDnr06IG+fft2qCyOyH3eqVOn4ttvv0XXrl0xYsQIu5enn1pfX1+PDz/80Cpt8+bNCAoKwp133unR9yIi0ir2KBER6VB+fj5CQkIwceJEy6p3gwcPxgMPPAAAGDNmDLp06YLHHnsMK1euRGhoKN5991189dVXdvsaOHAgAOCll17ClClTEBwcjEGDBiEsLAwDBw7EJ598gr///e9ITEyEyWRCv379XCprUFAQ1qxZgzlz5mDq1Kl49NFH0dDQgJdffhmXLl1Cbm6uJW9OTg4mTpyI8ePH47e//S3CwsKwYcMGHDp0CO+9955db5WnDRw4EFu2bEFeXh569+6N8PBwDBw4EJmZmdi6dSvuvPNOPPnkkxg0aBBaWlpQUVGBHTt24Omnn8aoUaM8Vo6uXbvi8ccfR0VFBfr27YuPPvoIb775Jh5//HGkpKR47H2IiLSMgRIRkQ7l5+cjKysLGzduhMFgwLRp07Bu3TrLnJeuXbti27ZtePrpp/HQQw8hKioKP//5z5GXl4dhw4ZZ7Wv27Nn4/PPPsWHDBqxatQpCCJw6dQq9evXC//2//xcLFy7Egw8+aFki252Hsc6ePRtRUVHIycnBzJkzERwcjNtvvx27d+/GmDFjLPnS09Oxa9curFy5EvPnz0dLSwsGDx6MDz/80G7hBm94/vnnce7cOfzqV79CfX09evbsifLyckRFReHTTz9Fbm4u3njjDZw6dQoRERFISUnB3Xff7fEepYSEBKxfvx6//e1vUVZWhpiYGCxfvhzPP/+8R9+HiEjLDEJIPEqdiIiIAtK4ceNw4cIFHDp0SO2iEBEFNM5RIiIiIiIissFAiYiIiIiIyAaH3hEREREREdlgjxIREREREZENBkpEREREREQ2GCgRERERERHZYKBERERERERkQxcPnG1pacHZs2dhMpm8/lR2IiIiIiLyX0II1NfXIykpCUFB8v1GugiUzp49i+TkZLWLQUREREREfqKyshI9evSQ3a6LQMlkMgFoPRjR0dEql4aIiIiIiNRSV1eH5ORkS4wgRxeBUttwu+joaAZKRERERETkcEqO6os55OTkYOTIkTCZTIiLi8O9996L48ePW+WZP38+DAaD1ev2229XqcRERERERKR1qgdKhYWFWLhwIb744gsUFBSgqakJkyZNwpUrV6zy3XPPPTh37pzl9dFHH6lUYiIiIiIi0jrVh959/PHHVv/ftGkT4uLicODAAdx5552WdKPRiISEBF8Xj4iIiDSmpKIGpy5cwW//8hVaAAQbgG9zMtQuFhH5GdUDJVu1tbUAgJiYGKv0Tz75BHFxcejcuTPS09OxevVqxMXFSe6joaEBDQ0Nlv/X1dV5r8Dk93ot3WaXVp7LCyIRkR7kFVXgd++X4UaLfJ5m8eO1wl+uD7bXLtty2W5nsEfkeQYhhFC7EG2EEPj5z3+OmpoafPrpp5b0vLw8dOrUCT179sSpU6fw3HPPoampCQcOHIDRaLTbT1ZWFp5//nm79NraWi7mEABe3n4MxadrMKxnFzwzuT8A4Om/lGJr8RmPvo+/XAwf2bQfh8/W4tYkMzY9cpvaxSEfYQBP5F03LduGZjfvcNT+LUqdH1yhdvmJ/F1dXR3MZrPD2MCvAqWFCxdi27Zt+OyzzxTXND937hx69uyJLVu2YPr06XbbpXqUkpOTGSj5gbbhDqmxURia0sVuu+3FIQhAcBAUWwI7Qu2LCVsE9UnpJkjtOkmkBR0NNAD1foueKDvAcwmREmcDJb8ZevfEE0/gww8/xJ49exSDJABITExEz549ceLECcntRqNRsqeJ1JX7z6N4vfCk5f/GYAMaHDT3tQBo8VKQpKa8ogo8u7XMLr1ZtPYwsWdJuxzdBPVauo03OEQdcNMyzwQaapj8x0KP7YvnEqKOUz1QEkLgiSeewPvvv49PPvkEqampDv/m4sWLqKysRGJiog9KSJ5QUlFjFSQBcBgk+UKf5dtwIrv1QjJ9w+c4UV2Py9ebIQBEG4Nx8Pl7OvweL28/hvW7v7X8f0iyGaWVtbL5/13+Q4ffk/yTsy3FbcHy038pxVeVlzA4uTNeeWCIdwtH5KLeS7ehfTuWv9yUe+rScueaXdizZIJnduak499f9uj+GCwRdYzqQ+8WLFiAzZs3429/+xv69etnSTebzYiIiMDly5eRlZWFGTNmIDExEeXl5Vi+fDkqKipw9OhRh0/UBZzvXiPvuT17J6rqGhxn9EMduciMXF2A8/WNLv1NEICTvLBpkitDaiJCg3Ct3ZjTiNAgHH1hijeKReQyubocGmzAzwYnqRbYD1u1Az9cveGx/fk6yPDUsDtbDJaIrAXM0LuNGzcCAMaNG2eVvmnTJsyfPx/BwcEoKyvDn//8Z1y6dAmJiYkYP3488vLynAqSyHlyJ2hPnGADNUgC3G+Rc/eCp8GRhuSGazYT867daEGvpdsQGgRLLyiRGnornNtuNAtsLT6Dj8rOqRLYezJI8jbbhXy8FSQBnu9Zal9Wqf1KbU9dug1SLfMM4sifqd6j5Ata7lFy5WT10oyBmDkyxS7P5D8WOuzu7+iJzJsXAF9pfwwcrVTHFYtIiqd/B6wnpAZn67EBwKncDKv8C8ffZFnN1Bu8ca3xxu/MdkW+YIPnhgzK8cTncGYhGne+A57LyNcCctU7b/GnQCmvqMIy58A2aLENWJROOuEhBlxvcv+rMwDoG9+pw+Ohy3MzrOZRPHR7T9y3YW+H9unPym0u+oD9SnWBvNoSeZc3b+IcNZoQeUpH63E3UxiKVkz0UGms+aJRLpAbDjtSdm+Xm+ct8iUGSu34S6B07/rPrCbxD0k244OFYwFoo8dFz8b362bpWWKgRFIe2bQfu4+f99n7sQ6Rt3jiHCfVs+SJYN+X11Jnh5zJbVeDPx9XnrPIlxgoteMPgZLcctBEtkKCgG84B0VzbFcI8wXeeJCnePuh3554ALMaQYgrn0HtIAlw75zgq3LzfEW+5GxsEOTDMunaivcZJJFzZgxTfo4YBSY1FunwhxszCmwvbz+GXku3eTxIak+unrpSf9Wq623v64nP4AslFTVqF0FSR3q62l5E3qD6qnd60cSlzPyCyRiM+oZmtYuh6OLlwF0hkPwPn6NC7nLn8QaucKZu5hVVSC5C1BExkaEo/v0kyfK4w5mHSPtC24qYSu/3yfFqDE3p4tT++izfhhs+undpK7Mr5yrbz9lWnzhfkzyJgRJpigGQXH40PDQIz//sVswcmeL3LU9115vULgL5mNQiIWrjzYa+vbz9mFeDpDaO6v2zW8skAyXbVeOc0X4uaaAZltIZZWcuwRgSjHljeuHI2Trs+fo8mgXQydia5sxqglW11516PzV76Jw53zjbg8eGIuooBkoUcILQOowp2hiMg8/fo3ZxPC46nD9L8ixXbxZ4s0Hrd3+rdhEsbOufOzfxd/fvhv+aH5hB0oxh3V16gG9HG176LFe30cbR+cbVz+bL85c7z5dyxfQNn+NEdT36xJmQv+AO9wpJLuEcJfILw1I6Y+0Dg/HSjIFY+8BgGCTyLBx/E8pzM3AyNwPluRluB0nOnJzUvCns2smo2nuTd/hbb5GSQJlrQd7jj991vxUfAXC/bM701PtrY4ArQVKbmSPcn+vqq+F27vDW8EhPkGpgap8mtd3V/RdXXEL99WYUV1zyy9+pFrHpmlQnNRxiuh8saNDPA8+ZAlx/CB/nKOmTt4ffeaJVlT1LpJaGZtGh34ezPfX+NgzW1783f/rstvyhbO2fG9k+gFUqm6NtKTERqK6/jp4xUdj+ZLpkvukbPpdNd6Vn6em/lOIfX51FsxAY1KMze6WcwB4lH4kM5aGWo8aYcaWLT9s2uROWu+/j7AWPc5S0xR8u7m3arxDl7kpR/vR5yPM6+v0GSw0H8AOu9NTLnau9EbQ4cy1yx8nz0o18cukAMCp7p1vv5U45hyabPbq/jnh5+zHctKz1fDhs1Q7ZfAOe+ye2Fp/BN+evYGvxGYcrHjqr4odruH5D4Pj3l2X3VVxxyaV0KX2Wt65e2dAs0NQC9ko5iXfvPnLkhSlqF8Evqdk6LfXetmkdKZ8z+5fCOUra4cxFyJ1g2pO/G6WhIaQvHf3+y3Mz8G2Of/Y4/vPQOZfyy10LfBUsdfR9rt2QXt1VLh0Avq9zPJqhPDcDC8ffhNG9YyzD4dvS20uJiZBtIH5pxkC8v3CsS5/bE+emvKIKq38vzz+I1KXbsH73t5aFQX64ekPyvZ7+SymuSYxJ9MY5c/IfC936u7yiCruGsFHZO5FXVIHUpfIrGPK8r4wPnPWxW577J65K1Nby3Azcu/4zlFbWWqVHhAZJ/jj9gTNlCzbAcuG0/TEG0hAeqQmYSicXZz7bf7y1HzuPnbdLD+RJx/QjZy8+jib8Kv2N1G/K3Yueq38bSL9fcmzYqh344eqNDu3D1WHGvuapOuvM77Mjv39PeGTTfuw+bn99UVr5z9nzjho8VafiTGGodnI1x/af96bl29Dsw1ux9u89KnunYhD7/oIx+OWmItRcc//3q9XFsZQ4Gxuw6drH2nqWpG68P1g4FnlFFdj4ybe40tCEO/t2s4yBnfzHQtn5MgYAN3WLsoyZvXPNLlT8cM0qz8LxN1mWDpUL1oAfV5RzpP0qPHJlsz0hB/KNlVzLl+3Ju31g6IjcEDsOvQt8Hb1JcvZGy1s9S6Q/HQ2SZgzr7lS+xGgjmoTwydLj7YUF+/TtnBITGeq1fYfKjIGUS3dEC0ESAKeDpLb3Lc/NwJDnt/s0SLLlqKfvvg17O/wedX7+fEk1MVBSidxJZ+bIFMlnRrTNl3n6L6XYfrgKADD51gTJ1XD2LJmg+N5HXpiCgSs/tnrwqjHYgOOrf4q8ogo8u7VM8e/jo41W79tWtkErP0ZdQ7OuWiY6cvGQ68zVQSevpqkdcPjbZHTyf64G5QOe+6fVaIKI0CCnV2ZraGpB8e8n4eXtx6yWIG/fsOZO/XXUm/WrO29yeZ/ucCUMkXroradU/nDVpXR35ydpHc+lxEApwLzywBC84oH9lD1/D17efgzFp2swrGcXS2/TzJEpDgOlL5ffLZmul+DIU640SrfgyKWT//DFsyzkAh5ngvPx/bpJDrvxJK6Apx+23/PRF6bIrv7lSFvP1TOT+zv1gFRXy1eem4Hey7ahpV17U5wpzGPv1fYecjfQp9rN2ZHLExMZ6tUgCWgNSF1Jd2Z+krfxIdc/4vnVfzBQ0jF3Lhz84XrONZmASC6d1Gc7rLVt1SB35mY4+zwvd24eNj1yG1tCySnu1hOl4CglJsJu+LcrhqV0dno1L6nfxMmcDMmGQE+y/W0a8GOQJJdHrrzeYAyVHmsol67EFwsZyj3kWs/nMT1/dn/CQIlIJddlVh+SSyd1ufucDCmu3Cz5c+MEWz0Dm7fmwe1ZMkF23ykxEQ7/Pn/BHR2+SfRGcGTLnx9e7smGONsA0NP4kGvyZ1wenEglVxulF22QSyf13Llml0f2U56b4bMbJ1+9D29mApMz31tHehLk6p+jObTkGTVXpIfSyaUTkTQGSmRn4XjpSa9y6eSeZpk1G+TSST0dGUbURo2WZV89OPPl7cc8uj/ynLbnxbR/hoyzwW1HexLKczOQEhOB0ODWniSt9KQGgtrr0j1HcunkWYFYfx/ZtF/tIvglBkpk55nJ/dHNFGaV5unJsAQ0t0hHRHLppA5P9Jg4M9zIW3zx4Mw393zrOBP53L3rP8OzW8uweX8lnt1ahnvXf+bz5/vsWTIBJ1ZnuNWTFIg3m0Ttz7HDUjqrWxgX7D5+niMEJHCOEkkqWjHR65Nh9a5RZvUhuXTyHU9fLNQebiR3w2kMNqDBiS5MR5Oquf6I/8krqrB7gLnt/wOB3if0e4MW5hbGRxvx5fK7/a5u2B7X9qui+ltZ5WihfngSe5RI1jOT++O9X49mkOQlHHrnnzx9MfPnC87x1T91Oq/S54gI4aXEH0zf8Dl6Ld2GXku3OXzMgxJ/q7NyrfKB1Frvb4at2qF2ESzcGdYv95iS9lyZE+qJ+aOO/l5qKKqvf2vOHutACep8gT1KROSXbB9ICXj/Bo4XB3vtj/nd/bth5zH75zPdcXNXXxaJJGi57sqtguetZ5jpQdvzrPzBM5P7253rPcnVuXFyv6XQIODF+wZi/e5v7OatOvse3hpd0MkYjHljeuG/9pxUHCXg7WOtRQyUiMjvKC0X661gScs3mkqCDc73YnbtZHQpnXxj+obP1S6C15XnZvjkQc9aoZchi0EApAard6SPuzw3Q/GByjNHpnRg7x1TnpuBkooanLpwBamxURia0sVq+zOT+8t+7/HRvjtPty9D2zDJQMVAiYj8iqOLu9T2jgZP3rqhCPbFkxo76Nsc+RsqfxuCRdKcfTirM/z5O2dw5BpnH9wbyKtWnpQJCE92sB4rPVBZLW2/zaEpXewCJNt8UsfE1WBl+obP3frN2b7393UNAT3vSfWB5Tk5ORg5ciRMJhPi4uJw77334vjx41Z5hBDIyspCUlISIiIiMG7cOBw+fFilEhORt7gbsHQk0HH3b41OREHf5gTGhaE8N8MuqAvUi5reeDLI53euLc7e5L77RYXsNn9s7LHtGSnPzbDczAZBe/U42OD6ZyrPzUB8tBHBhtbj5c4xaQuySypqkF/8HUoqagAA/VZ8hF5Lt6Hfio/s/kbpfDQqe6fLZfAHqvcoFRYWYuHChRg5ciSampqwYsUKTJo0CUeOHEFUVBQAYM2aNVi7di3eeust9O3bFy+++CImTpyI48ePw2QyqfwJiDzvkU37semR29Quhk919IbPnRarp/9S6tZ7tb2PUpkD7WIdKEEdeV6g1VXyjLZzZt01+flKj43zzfMT318wBvdt2OtUXqmekY72IPkzd8/Ncj1IM4Z1x9biM07tI/efR/F64UnJbQ3Nwuq66+ga/n1dYD7sWPUepY8//hjz58/HrbfeisGDB2PTpk2oqKjAgQMHALT2Jq1btw4rVqzA9OnTkZaWhrfffhtXr17F5s2bVS49kXcUHrefME+OuRpsOXuxaK/9TWV5boZkz5JWbzwvXpa+0Mmlk3cNWvlxh/fx0oyBHigJBTKlB1L4atVbpaFkWqd0vfDGtcSVYYVyQVJ7bT1MWqV6j5Kt2trW5zzExMQAAE6dOoWqqipMmjTJksdoNCI9PR179+7Fo48+arePhoYGNDT8eOGuq6vzcqmJXJcSE2G3ck4bPknJP0ldtFxZYjvQ1V1vcimdvKuuoeMPsFJzYjr5B28siECukZpXFCgNbs48iy+Q+VWgJITAU089hbFjxyItLQ0AUFVVBQCIj4+3yhsfH4/Tp09L7icnJwfPP/+8dwtL1EF7lkzQdCuMWpwdgic1vtpWoFyofCU6XPqSIZdOROoyAHB0G2uQyWTww/lJWsbrjX/yqwaDRYsW4eDBg3jvvffsthlsfrFCCLu0NsuWLUNtba3lVVlZ6ZXyEnWU3HWI1yfvc9QKxouWvVqZuQxy6aQe1l8CgFOsByRBrSG3gbjCot8ESk888QQ+/PBD7N69Gz169LCkJyQkAPixZ6lNdXW1XS9TG6PRiOjoaKsXkT+Su1XXdke261y96WNPnXdcuyE91Esunbxn2KodaheBNKD30m0IkmmZk0v3FmdWEiXPUGvIbSA+7Fb1QEkIgUWLFiE/Px+7du1Camqq1fbU1FQkJCSgoKDAktbY2IjCwkKMGTPG18UlIpV0tIX8pmXb0GvpNty0zHEQxdZ4af0SpBud5NLJe3646rgXjws1kCMtAEKCpW8F5dK9RU/zPf1BqEoRQK+l2wKqMVP1QGnhwoV45513sHnzZphMJlRVVaGqqgrXrrVOcjcYDMjMzER2djbef/99HDp0CPPnz0dkZCRmz56tcumJyJfKczMsL2e1nZTbRto1C/Y4uStEpolZLp3U5ajVmC34+tAvvpPi9mCZ369cOmnDiWx1GwQD5TqseqC0ceNG1NbWYty4cUhMTLS88vLyLHmWLFmCzMxMLFiwACNGjMCZM2ewY8cOPkOJSEPk7tnk0h0FS4HWahUIys7UupRO6nC2IWHq4CQvl4T8wfYn09Uugsewt9+zynMzVOtZAgIjWFI9UBJCSL7mz59vyWMwGJCVlYVz587h+vXrKCwstKyKR0Ta4C+tmmpeNPxdzZVGl9JJfXI3lhGhQS49T4W067LMMvNy6d7EQMj3TmS7NkpDb3hLQER+wZ0VABeO9/xT49UejuDP5JYL5jLC/s32JmjGsO44+sIUlUpDpEzupp0386QGPvyCiPxCUJABkFiyO0ihR+mZyf0DchWdQBUWEuxSOvkP3mRSILF9ACvrr/fNGNYdW4vPKOZx5rlcrogMgCEc/l9CItIFfxh6Fx9t9Nl7BaLz9dddSicicpc7i/eQ+5wZiuvsc7mc/c6OBEDPNgMlIgpojlZ0csWXy+/22L606HpTi0vp5B2T/1iodhGISIOUAhy9BqwMlIgooLm6opPUyT4+2qjbi4ArmmXiIbl0b5i+4XMMzPoY0zd87rs39TPHv78su43TxUiKO+c3rh6vT1J1Rc/XR85RIvJTj2zaj02P3KZ2MXzmhkyvhFy6O9pO9no+6Qey9nMWiisuodfSbfwubYzr103tIpBGfJvD35Ze8bz6I/YoEfmpPV+fV7sIPtUosZCDUnp7PKlrn1wPUiA8h8OX9NS4QkS+5+z11hur0qqBgRKRimIiQ2W3OREfaIrcx3X2MBg5TkTTSiouyW5jsERE5F+emdxf7SJ4BAMlIhUV/36S2kXwCy9vP9bhfRxf/VPF7ex1CmyOAma9BEt6+Zzkea7c8M0Y1t1r5aDA54lFHwKlbZOBEhGp7r/2nPTIfspzMyR7lhgkeZ8/3MD7QxmI/NVJF86DziwVTfrmzKIPStfeQJkDx8UciEh1DQrjDIeldHZpX456lsh9QQC4ELh6HAWCSkN5iYg8zZlGSNuHBwcbAidIAtijRER+Ln/BHWoXgf6XoxbpUdk7fVQSeXruVeJQXiLyR+0fHhxIQRLAQImIiDzk+7oGtYugW9HGYLWLQESkOQyUiIiIAtzB5+9RuwgUAOKjjWoXgSigMFAiItXJLX4TIIvi6IqjMel5RRU+Kom8W577p9pF8Dg9Dykkz/ly+d1qF4EooDBQIiLVhcicieTSyX/96+j3ahcBV29wyQkiIuo4rnpH5OdsW5K1uNR1SHAQbrTY39yGBDNSCjRdIsPULoLupMREqF0E0hAtXmOI3MW7ECI/JjXcRotDcIKDpAfZyaWTuhaOv0l224O3pfiwJAQAe5ZMULsIFECUAiEuCkJkjYESUQDSWrB0o0l6qJRcOqnrmcn90c1k33P0eHpvDE3pokKJ7A1a+bHaRfAYf5j3RdoiFyxxURAiaxx6R0RELitaMREvbz+GwuPnkWAOx8LxN0sGSZ4aOmoAIP9YYnt1Dc1uvY8/enZrmdpFIA0qz83AoJUfo66hGdHGYAZJRBIYKBGpbHy/bth9/LzaxVBVJ2MIGq7ekEwn//XM5P54ZnJ/2e1yQ0elgiVv9JK232dH512UVNTg1IUrSI2N8pteM6KOYnBEpIx3IUQq2/TIbZobSueqJiHdVyCXTv5PqU7bBku+qP9yAZqzf2vLXya8+0s5iIi0iHOUiAKUloKrRpm5SHLpFPja6q8v67E77yX3N1r6/RERkTT2KBGR6vjAWX3yl2CjfTliIkNR/PtJdulyf8ceHSIi7WKPEhGprqFZuudILp3IU2yDoR+u3nApgOu1dJvl5Q2T/1jolf0SEZFjqgdKe/bswbRp05CUlASDwYAPPvjAavv8+fNhMBisXrfffrs6hSXyEmOwvvtO5OIhxkmB6em/lKpdBFnDVu2w/FspuOm34iOX9+2NYOn495c9vk8iInKO6oHSlStXMHjwYLz22muyee655x6cO3fO8vroI9cvYET+7Pjqn6pdBCKP2Vp8Ru0iyPrhf1dXdBTUNDS7t5BIr6Xb3AqyiIjI/6g+R2nKlCmYMmWKYh6j0YiEhAQflYiIAM89/8aZfRPZsq1vgVRnGpqFT+YvcX4UEZF3qd6j5IxPPvkEcXFx6Nu3L371q1+hurpaMX9DQwPq6uqsXkTkPLnn33hr30RaxJ4lIqLA5veB0pQpU/Duu+9i165deOWVV1BUVIQJEyagoaFB9m9ycnJgNpstr+TkZB+WmMg97kxT6u3lh3S6sq2j+yZqY/tbyCuq8Oj+fVUP3R2+R0RE/kH1oXeOzJw50/LvtLQ0jBgxAj179sS2bdswffp0yb9ZtmwZnnrqKcv/6+rqGCyR3/s2J8PlGzitr3XAoUX6NDi5s9X/s7cdVcxvABBIIUn73znrOBGR//L7HiVbiYmJ6NmzJ06cOCGbx2g0Ijo62upFRJ7BXiHytvwFd1j9v/Z6k2zefvGdMDSls5dL5Dm2vx/+noiI/FfABUoXL15EZWUlEhMT1S4KkW65c3Pn6t+wpV1fTOHBGJbS2eXvffuT6XaBlbe5Usb29V7uN8BgiYjIP6k+9O7y5cv45ptvLP8/deoUSktLERMTg5iYGGRlZWHGjBlITExEeXk5li9fjtjYWNx3330qlpqIvIlBkv6UZd2jdhFc0lZHGeQQEWmX6oHSv//9b4wfP97y/7a5RfPmzcPGjRtRVlaGP//5z7h06RISExMxfvx45OXlwWQyqVVkIq8pz3V9npIn3fLcP53O68ryx848gJTBEWmVM79pqd8TgzAiInWpPvRu3LhxEELYvd566y1ERERg+/btqK6uRmNjI06fPo233nqLCzMQtePJm6mrN7yzPISjB5AySCJngmklatUhb73v9A2fe2W/RETkPNUDJSKyxqCB9MhRMO0M29+Or35L3nif4opLittTYiI8/p5ERGSNgRKRH7K98XppxkCVSuJ9DAy1pc9yzw4Xc2U4KNBan9pevuTr99uzZIJP34+ISI9Un6NERNJsb7ye3VqmUkk6xhsPxSX/5enRm94aDhrI2LhAROQb7FEiIrc503vA21xqM75fN4/ur198J4d5oo3BHn1PJRwOR0SkLQyUiDTgpmXq9Np0tLE/2OCZclBg2PTIbR7d3/Yn0x3mOfi875Yd7+hwOK5yR0TkXxgoEWlAs3D9b3ot3Wb1UsO3ORxCpDULx9/kUnp7j2za7+ni+Fx5bgZ7loiINIKBElGAMHqw+0UqMGJrNnnCM5P7o5spzCotzhSGZyb3d/i3u4+f91axfIoLLRARaQMDJaIAcXz1Tz2yHwZE5G1FKyZi4fibMLp3DBaOvwn7V0xUu0gBg79PIiL/wUCJSEd4E0a+8szk/njv16PtepIcrdjmjTo6LKWzx/bl7OIQnuwBJiIidTBQIiIiv+LpYCl/wR0e29eKqbc4la8jPcBs0CAi8g8MlIg04uXtx9QuAlHAen/BGKfyzRyZ4vF9SpHrj2I/FRGR7zBQItKI9bu/VdzurVZqtn6TN80Y1t2ldDmOhvwNTeni0v6cMTSlCx5L7+3W37qxkCUREXkYAyUiIvIr7YOaVx4YgohQ60tVRGgQXnlgiI9L5Z6lUwbY9SyV52Y4DNzksEeJiMh3GCgRBRBnJsK3vTz5TJqODCEisqVUj6W2HX1hCmYM646bu0VhxrDuOPrCFLfet198J8V0d4MXR4amdLEER956DyIi8jwGSkQatfv4edy0zDPD4rwxLIn0TSpgUAoiXnlgCHY+Pa5DPUnbn0x3Kd0fBfOqTUTkMyFqF4CIvKdZAI9s2o9Nj9ymdlGI7KjRu1Kem4HJfyzE6R+uoGdMlKpB0rCUziiuuOTS39wcJ90rRkREnsdAiUjjdh8/r3YRiPyKv/Qg5S+4w+XFULKnD/JSaYiIyBY78YnIa/KKKtQuApFLXJ0/5WscBktE5DsMlIgCTEpMhMt/M/mPhV4oiWPZ247KbjMGc/0u8k+uzp/y9HsREZF/4NA7ogCzZ8kEl4frHP/+spdKo6z2epPstqmDk3xYEiLX+DKAKc/NcOo3zaCKiMi32KNEpG/GAFMAABTBSURBVHPu9FDZ6rPc9dX1AuU5OET+gEESEZHvMVAi0rk9SyYobo/834d9Kp0sbrR4sEBEOuTvc6OIiPSIgRIRKTryvw/3zJkxUOWSEGmbL+dGERGRY5yjRBSAjMEGNDQLj+1Pbo5E+5u0mSNT8OzWMo+9JxHZY2BEROQ/VO9R2rNnD6ZNm4akpCQYDAZ88MEHVtuFEMjKykJSUhIiIiIwbtw4HD58WJ3CEvmJ46t/6vF92t6g8YaNiIiI9Ez1QOnKlSsYPHgwXnvtNcnta9aswdq1a/Haa6+hqKgICQkJmDhxIurr631cUiLtK8/NsLyIiIiI9Ez1oXdTpkzBlClTJLcJIbBu3TqsWLEC06dPBwC8/fbbiI+Px+bNm/Hoo4/6sqhERERERKQTqvcoKTl16hSqqqowadIkS5rRaER6ejr27t2rYsmIiIiIiEjLVO9RUlJVVQUAiI+Pt0qPj4/H6dOnZf+uoaEBDQ0Nlv/X1dV5p4BEJMudZysRERER+Qu/7lFqYzAYrP4vhLBLay8nJwdms9nySk5O9nYRicgGn61EREREgcyvA6WEhAQAP/YstamurrbrZWpv2bJlqK2ttbwqKyu9Wk6iQBVtDFblfcf366bK+xIRERE5y68DpdTUVCQkJKCgoMCS1tjYiMLCQowZM0b274xGI6Kjo61eRFrjiZXpDj5/jwdK0uqW5/7pdN5Nj9zmsfclIiIi8gbVA6XLly+jtLQUpaWlAFoXcCgtLUVFRQUMBgMyMzORnZ2N999/H4cOHcL8+fMRGRmJ2bNnq1twIj8gFSyptbT3VY61IyIiIg1RfTGHf//73xg/frzl/0899RQAYN68eXjrrbewZMkSXLt2DQsWLEBNTQ1GjRqFHTt2wGQyqVVkIr8iFyz1Wur5xRTG9+uG3cfPe3y/RERERP5G9UBp3LhxEELIbjcYDMjKykJWVpbvCkVEkjY9cptXAjAiIiIif6P60Dsi8g61huABwKCVH6v23kRERESewECJSMPUCpbqGppVeV8iIiIiT2GgRKRxcsGSWkFUKM86REREFAB4y0KkA7ZBkbeCJGeG3J3IVm9IIBEREZGzVF/MgYh8wxc9SBxyR0RERFrBHiUiIiIiIiIbDJSIyCVqrqZHRERE5CsMlIjIo1L5nCUiIiLSAAZKRORR8o+PBoINPisGERERUYcwUCIin/k2h8P2iIiIKDAwUCIiIiIiIrLBQImIXMYFHYiIiEjrGCgRERERERHZYKBERERERERkg4ESERERERGRDQZKRERERERENhgoEZFbUmIi1C4CERERkdcwUCIit+xZMkHtIhARERF5DQMlIiIiIiIiGwyUiIiIiIiIbDBQIiKfCDaoXQIiIiIi5zFQIiKfuLNvN7WLQEREROQ0BkpE5BObHrlN7SIQEREROY2BEhF5HYfdERERUaBhoEREbgt18gwSxECJiIiIAozfB0pZWVkwGAxWr4SEBLWLRUQATmRnOJUvJNjvTzVEREREVkLULoAzbr31VuzcudPy/+DgYBVLQ0SuCmaXEhEREQWYgAiUQkJC2ItEFMA4R4mIiIgCTUCMhzlx4gSSkpKQmpqKBx98ECdPnlS7SETkAg69IyIiokDj9z1Ko0aNwp///Gf07dsX33//PV588UWMGTMGhw8fRteuXSX/pqGhAQ0NDZb/19XV+aq4RCSBHUpEREQUaPy+mXfKlCmYMWMGBg4ciLvvvhvbtm0DALz99tuyf5OTkwOz2Wx5JScn+6q4RCQhlD1KREREFGAC7u4lKioKAwcOxIkTJ2TzLFu2DLW1tZZXZWWlD0tIRLbCQ7kACxEREQWWgAuUGhoacPToUSQmJsrmMRqNiI6OtnoRkXeU5zpeIjwijIESERERBRa/D5R++9vforCwEKdOncKXX36J+++/H3V1dZg3b57aRSMiJ0UxUCIiIqIA4/eLOXz33XeYNWsWLly4gG7duuH222/HF198gZ49e6pdNCJyksHA5RyIiIgosPh9oLRlyxa1i0BEHSSEULsIRERERC7x+6F3RBT42KNEREREgYaBEhF5HXuUiIiIKNAwUCKiDusX30lxO3uUiIiIKNAwUCKiDtv+ZLridvYoERERUaBhoEREXsceJSIiIgo0DJSIyOv2l9eoXQQiIiIilzBQIiIiIiIissFAiYg84v0FY9QuAhEREZHHMFAiIo8YmtJF7SIQEREReQwDJSLymJSYCJfSiYiIiPwVAyUi8pg9Sya4lE5ERETkrxgoEZFHledmICUmAqHBrT1J5bkZaheJiIiIyGUhaheAiLSHPUhEREQU6NijREREREREZIOBEhERERERkQ0GSkRERERERDYYKBEREREREdlgoERERERERGSDgRIREREREZENBkpEREREREQ2GCgRERERERHZYKBERERERERkg4ESERERERGRDQZKRERERERENhgoERERERER2QiYQGnDhg1ITU1FeHg4hg8fjk8//VTtIhERERERkUaFqF0AZ+Tl5SEzMxMbNmzAHXfcgf/8z//ElClTcOTIEaSkpKhdPCKLkooanLpwBamxURia0sXj+QNNSUUNPjleDQAY1y9Ok5/RHVr43ksqarBlfwXy/v2dw7zluRmy2/KKKvCvo9+jS2QYHrwtRfZ4aOGYkbW8ogp8VXkJg5M7Y+ZIXssDlTu/zV5LtyluVzpnEPmSQQgh1C6EI6NGjcKwYcOwceNGS9qAAQNw7733Iicnx+Hf19XVwWw2o7a2FtHR0d4sKulY7j+P4vXCk5b/P5beG0unDPBY/kBj+/kA7X1Gd2jhe5f6bh2RuvG5d/1nKK2stUqTOh5aOGZkzfa7H5JsxgcLx6pYInKHO79NR0FSGwZL5E3OxgZ+P/SusbERBw4cwKRJk6zSJ02ahL1790r+TUNDA+rq6qxeRN5UUlFjd+P4euFJlFTUeCR/oJH6fIC2PqM7tPC9y323jtjeHOUVVdgFSYD98dDCMSNrUt99aWUt8ooqVCoRucOd36azQZKreYm8xe8DpQsXLqC5uRnx8fFW6fHx8aiqqpL8m5ycHJjNZssrOTnZF0UlHTt14YpX0wON0ufQymd0hxa+d0+V9avKS069hxaOGVmT++6V6gT5H/42SQ/8PlBqYzAYrP4vhLBLa7Ns2TLU1tZaXpWVlb4oIulYamyUV9MDjdLn0MpndIcWvndPlXVwcmen3kMLx4ysyX33SnWC/A9/m6QHfh8oxcbGIjg42K73qLq62q6XqY3RaER0dLTVi8ibhqZ0wWPpva3SHk/vLTux1dX8gUbq8wHa+ozu0ML3LvfdOmI732DmyBQMSTbb5bM9Hlo4ZmRN6rsfmmzmgg4Bxp3fpivzjjhHifxBwCzmMHz4cGzYsMGSdsstt+DnP/85F3Mgv8JV76xx1TtpWvjeueoddRRXvdMGrnpHgcjZ2CAgAqW8vDzMnTsXr7/+OkaPHo033ngDb775Jg4fPoyePXs6/HsGSkREREREBDgfGwTEc5RmzpyJixcvYtWqVTh37hzS0tLw0UcfORUkERERERERuSogepQ6ij1KREREREQEaOg5SkRERERERL4WEEPvOqqt04wPniUiIiIi0re2mMDRwDpdBEr19fUAwAfPEhERERERgNYYwWy2f1RFG13MUWppacHZs2dhMplkH1LrK3V1dUhOTkZlZSXnS5Ed1g+Sw7pBSlg/SA7rBinRa/0QQqC+vh5JSUkICpKfiaSLHqWgoCD06NFD7WJY4YNwSQnrB8lh3SAlrB8kh3WDlOixfij1JLXhYg5EREREREQ2GCgRERERERHZYKDkY0ajEStXroTRaFS7KOSHWD9IDusGKWH9IDmsG6SE9UOZLhZzICIiIiIicgV7lIiIiIiIiGwwUCIiIiIiIrLBQImIiIiIiMgGAyUiIiIiIiIbDJR8bMOGDUhNTUV4eDiGDx+OTz/9VO0iUQfk5ORg5MiRMJlMiIuLw7333ovjx49b5RFCICsrC0lJSYiIiMC4ceNw+PBhqzwNDQ144oknEBsbi6ioKPzsZz/Dd999Z5WnpqYGc+fOhdlshtlsxty5c3Hp0iWrPBUVFZg2bRqioqIQGxuL3/zmN2hsbPTKZyfX5OTkwGAwIDMz05LGuqFvZ86cwUMPPYSuXbsiMjISQ4YMwYEDByzbWT/0qampCb/73e+QmpqKiIgI9O7dG6tWrUJLS4slD+uGfuzZswfTpk1DUlISDAYDPvjgA6vt/lYXysrKkJ6ejoiICHTv3h2rVq1CQK8bJ8hntmzZIkJDQ8Wbb74pjhw5IhYvXiyioqLE6dOn1S4auWny5Mli06ZN4tChQ6K0tFRkZGSIlJQUcfnyZUue3NxcYTKZxNatW0VZWZmYOXOmSExMFHV1dZY8jz32mOjevbsoKCgQxcXFYvz48WLw4MGiqanJkueee+4RaWlpYu/evWLv3r0iLS1NTJ061bK9qalJpKWlifHjx4vi4mJRUFAgkpKSxKJFi3xzMEjW/v37Ra9evcSgQYPE4sWLLemsG/r1ww8/iJ49e4r58+eLL7/8Upw6dUrs3LlTfPPNN5Y8rB/69OKLL4quXbuKf/zjH+LUqVPir3/9q+jUqZNYt26dJQ/rhn589NFHYsWKFWLr1q0CgHj//fettvtTXaitrRXx8fHiwQcfFGVlZWLr1q3CZDKJP/zhD947QF7GQMmHbrvtNvHYY49ZpfXv318sXbpUpRKRp1VXVwsAorCwUAghREtLi0hISBC5ubmWPNevXxdms1m8/vrrQgghLl26JEJDQ8WWLVssec6cOSOCgoLExx9/LIQQ4siRIwKA+OKLLyx59u3bJwCIY8eOCSFaT6ZBQUHizJkzljzvvfeeMBqNora21nsfmhTV19eLPn36iIKCApGenm4JlFg39O3ZZ58VY8eOld3O+qFfGRkZ4pe//KVV2vTp08VDDz0khGDd0DPbQMnf6sKGDRuE2WwW169ft+TJyckRSUlJoqWlxYNHwnc49M5HGhsbceDAAUyaNMkqfdKkSdi7d69KpSJPq62tBQDExMQAAE6dOoWqqiqr791oNCI9Pd3yvR84cAA3btywypOUlIS0tDRLnn379sFsNmPUqFGWPLfffjvMZrNVnrS0NCQlJVnyTJ48GQ0NDVbDeci3Fi5ciIyMDNx9991W6awb+vbhhx9ixIgR+MUvfoG4uDgMHToUb775pmU764d+jR07Fv/617/w9ddfAwC++uorfPbZZ/jpT38KgHWDfuRvdWHfvn1IT0+3enjt5MmTcfbsWZSXl3v+APhAiNoF0IsLFy6gubkZ8fHxVunx8fGoqqpSqVTkSUIIPPXUUxg7dizS0tIAwPLdSn3vp0+ftuQJCwtDly5d7PK0/X1VVRXi4uLs3jMuLs4qj+37dOnSBWFhYaxjKtmyZQuKi4tRVFRkt411Q99OnjyJjRs34qmnnsLy5cuxf/9+/OY3v4HRaMTDDz/M+qFjzz77LGpra9G/f38EBwejubkZq1evxqxZswDw3EE/8re6UFVVhV69etm9T9u21NRUdz6mqhgo+ZjBYLD6vxDCLo0C06JFi3Dw4EF89tlndtvc+d5t80jldycP+UZlZSUWL16MHTt2IDw8XDYf64Y+tbS0YMSIEcjOzgYADB06FIcPH8bGjRvx8MMPW/KxfuhPXl4e3nnnHWzevBm33norSktLkZmZiaSkJMybN8+Sj3WD2vhTXZAqi9zfBgIOvfOR2NhYBAcH27XAVFdX20XoFHieeOIJfPjhh9i9ezd69OhhSU9ISAAAxe89ISEBjY2NqKmpUczz/fff273v+fPnrfLYvk9NTQ1u3LjBOqaCAwcOoLq6GsOHD0dISAhCQkJQWFiIV199FSEhIVatbO2xbuhDYmIibrnlFqu0AQMGoKKiAgDPHXr2zDPPYOnSpXjwwQcxcOBAzJ07F08++SRycnIAsG7Qj/ytLkjlqa6uBmDf6xUoGCj5SFhYGIYPH46CggKr9IKCAowZM0alUlFHCSGwaNEi5OfnY9euXXbdyqmpqUhISLD63hsbG1FYWGj53ocPH47Q0FCrPOfOncOhQ4cseUaPHo3a2lrs37/fkufLL79EbW2tVZ5Dhw7h3Llzljw7duyA0WjE8OHDPf/hSdFdd92FsrIylJaWWl4jRozAnDlzUFpait69e7Nu6Ngdd9xh9yiBr7/+Gj179gTAc4eeXb16FUFB1rdnwcHBluXBWTeojb/VhdGjR2PPnj1WS4bv2LEDSUlJdkPyAobv1o2gtuXB//SnP4kjR46IzMxMERUVJcrLy9UuGrnp8ccfF2azWXzyySfi3LlzltfVq1cteXJzc4XZbBb5+fmirKxMzJo1S3Lpzh49eoidO3eK4uJiMWHCBMmlOwcNGiT27dsn9u3bJwYOHCi5dOddd90liouLxc6dO0WPHj24jKsfab/qnRCsG3q2f/9+ERISIlavXi1OnDgh3n33XREZGSneeecdSx7WD32aN2+e6N69u2V58Pz8fBEbGyuWLFliycO6oR/19fWipKRElJSUCABi7dq1oqSkxPJoGX+qC5cuXRLx8fFi1qxZoqysTOTn54vo6GguD07OW79+vejZs6cICwsTw4YNsywjTYEJgORr06ZNljwtLS1i5cqVIiEhQRiNRnHnnXeKsrIyq/1cu3ZNLFq0SMTExIiIiAgxdepUUVFRYZXn4sWLYs6cOcJkMgmTySTmzJkjampqrPKcPn1aZGRkiIiICBETEyMWLVpktUwnqcs2UGLd0Le///3vIi0tTRiNRtG/f3/xxhtvWG1n/dCnuro6sXjxYpGSkiLCw8NF7969xYoVK0RDQ4MlD+uGfuzevVvyPmPevHlCCP+rCwcPHhQ/+clPhNFoFAkJCSIrKytglwYXQgiDEIH8uFwiIiIiIiLP4xwlIiIiIiIiGwyUiIiIiIiIbDBQIiIiIiIissFAiYiIiIiIyAYDJSIiIiIiIhsMlIiIiIiIiGwwUCIiIiIiIrLBQImIiIiIiMgGAyUiIiIiIiIbDJSIiIiIiIhsMFAiIiIiIiKywUCJiIiIiIjIxv8H+47XH0RS0G4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# start = 115000\n", + "# end = 140000\n", + "start = 170000\n", + "end = len(df)\n", + "#\n", + "\n", + "num_rows = 10\n", + "fig, axs = plt.subplots(nrows=num_rows, ncols=1, figsize=(10,3 * num_rows))\n", + "\n", + "numerical_values0 = convert_values(df['BATT_PACK_1_FAULT'][start:end])\n", + "numerical_values1 = df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32).fill_null(strategy=\"mean\")[start:end]\n", + "numerical_values2 = df['PACK1_CRIDATA_AVG_CELL_VOL'].cast(pl.Float32).fill_null(strategy=\"mean\")[start:end]\n", + "numerical_values3 = df['PACK1_CRIDATA_AVG_CELL_TEMP'].cast(pl.Float32).fill_null(strategy=\"mean\")[start:end]\n", + "numerical_values4 = df['PACK1_CRIDATA_BUS_VOL'].cast(pl.Float32).fill_null(strategy=\"mean\")[start:end]\n", + "numerical_values5 = df['PACK1_CRIDATA_CHARGE_CURR_LIMIT'].cast(pl.Float32).fill_null(strategy=\"mean\")[start:end]\n", + "numerical_values6 = df['PACK1_CRIDATA_CURR'].cast(pl.Float32).fill_null(strategy=\"mean\")[start:end]\n", + "numerical_values7 = df['PACK1_CRIDATA_DISCHARGE_CURR_LIMIT'].cast(pl.Float32).fill_null(strategy=\"mean\")[start:end]\n", + "numerical_values8 = df['PACK1_CRIDATA_SOC'].cast(pl.Float32).fill_null(strategy=\"mean\")[start:end]\n", + "numerical_values9 = df['BATT_ROOM_TEMP'].cast(pl.Float32).fill_null(strategy=\"mean\")[start:end]\n", + "axs[0].scatter(range(len(numerical_values0)), numerical_values0, s=10)\n", + "axs[0].set_title(\"fault\")\n", + "axs[1].scatter(range(len(numerical_values1)), numerical_values1, s=10)\n", + "axs[1].set_title(\"voltage\")\n", + "axs[1].set_ylim(600,1000)\n", + "\n", + "axs[2].scatter(range(len(numerical_values2)), numerical_values2, s=10)\n", + "axs[2].set_title(\"avg cell vol\")\n", + "\n", + "axs[3].scatter(range(len(numerical_values3)), numerical_values3, s=10)\n", + "axs[3].set_title(\"avg cell temp\")\n", + "axs[3].set_ylim(-20, 100)\n", + "\n", + "axs[4].scatter(range(len(numerical_values4)), numerical_values4, s=10)\n", + "axs[4].set_title(\"bus vol\")\n", + "\n", + "axs[5].scatter(range(len(numerical_values5)), numerical_values5, s=10)\n", + "axs[5].set_title(\"charge curr limit\")\n", + "\n", + "axs[6].scatter(range(len(numerical_values6)), numerical_values6, s=10)\n", + "axs[6].set_title(\"curr\")\n", + "\n", + "axs[7].scatter(range(len(numerical_values7)), numerical_values7, s=10)\n", + "axs[7].set_title(\"discharge curr limit\")\n", + "\n", + "axs[8].scatter(range(len(numerical_values8)), numerical_values8, s=10)\n", + "axs[8].set_title(\"soc\")\n", + "\n", + "axs[9].scatter(range(len(numerical_values9)), numerical_values9, s=10)\n", + "axs[9].set_title(\"batt room temp\")\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "we can reasonably assume that the data in this interval is without anomalies\n", + "\n", + "The issue lies in removing the \"0\" data" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'temp with zeros')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# start = 170000\n", + "# end = len(df)\n", + "start = 0\n", + "\n", + "end = len(df)\n", + "\n", + "num_rows = 4\n", + "\n", + "fig, axs = plt.subplots(nrows=num_rows, ncols=1, figsize=(10,3 * num_rows))\n", + "\n", + "\n", + "numerical_values0 = convert_values((df['BATT_PACK_1_FAULT']\n", + " .filter(df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32) != 0))\n", + " [start:end])\n", + "numerical_values1 = (df['PACK1_CRIDATA_BATT_VOL']\n", + " .cast(pl.Float32)\n", + " .fill_null(strategy=\"mean\")\n", + " .filter(df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32) != 0))[start:end]\n", + "\n", + "numerical_values2 = (df['PACK1_CRIDATA_AVG_CELL_TEMP']\n", + " .cast(pl.Float32)\n", + " .fill_null(strategy=\"mean\")\n", + " .filter(df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32) != 0))[start:end]\n", + "\n", + "\n", + "numerical_values3 = df['PACK1_CRIDATA_AVG_CELL_TEMP'].cast(pl.Float32).fill_null(-100)[start:end]\n", + "\n", + "axs[0].scatter(range(len(numerical_values0)), numerical_values0, s=10)\n", + "axs[0].set_title(\"fault\")\n", + "\n", + "axs[1].scatter(range(len(numerical_values1)), numerical_values1, s=10)\n", + "axs[1].set_title(\"voltage\")\n", + "\n", + "axs[2].scatter(range(len(numerical_values2)), numerical_values2, s=10)\n", + "axs[2].set_title(\"temp\")\n", + "\n", + "axs[3].scatter(range(len(numerical_values3)), numerical_values3, s=10)\n", + "axs[3].set_title(\"temp with zeros\")\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "numerical_values1 = (df['PACK1_CRIDATA_BATT_VOL']\n", + " .cast(pl.Float32)\n", + " .fill_null(strategy=\"mean\")\n", + " .filter(df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32) != 0))\n", + "\n", + "plt.scatter(range(len(numerical_values1)), numerical_values1, s=10)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "numerical_values1 = (df['PACK1_CRIDATA_BATT_VOL']\n", + " .cast(pl.Float32)\n", + " .fill_null(0))\n", + " \n", + "\n", + "plt.scatter(range(len(numerical_values1)), numerical_values1, s=10)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'batt room temp')" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# start = 115000\n", + "# end = 140000\n", + "start = 0\n", + "end = len(df)\n", + "#\n", + "\n", + "num_rows = 10\n", + "fig, axs = plt.subplots(nrows=num_rows, ncols=1, figsize=(10,3 * num_rows))\n", + "\n", + "filter_condition = (df['PACK1_CRIDATA_BATT_VOL']\n", + " .cast(pl.Float32) != 0)\n", + "\n", + "numerical_values0 = convert_values(df['BATT_PACK_1_FAULT']\n", + " .filter(filter_condition)[start:end])\n", + "numerical_values1 = (df['PACK1_CRIDATA_BATT_VOL']\n", + " .filter(filter_condition)\n", + " .cast(pl.Float32)\n", + " .fill_null(strategy=\"mean\"))[start:end]\n", + "numerical_values2 = (df['PACK1_CRIDATA_AVG_CELL_VOL']\n", + " .filter(filter_condition)\n", + " .cast(pl.Float32)\n", + " .fill_null(strategy=\"mean\"))[start:end]\n", + "numerical_values3 = (df['PACK1_CRIDATA_AVG_CELL_TEMP']\n", + " .filter(filter_condition)\n", + " .cast(pl.Float32)\n", + " .fill_null(strategy=\"mean\"))[start:end]\n", + "numerical_values4 = (df['PACK1_CRIDATA_BUS_VOL'].cast(pl.Float32).fill_null(strategy=\"mean\"))[start:end]\n", + "numerical_values5 = (df['PACK1_CRIDATA_CHARGE_CURR_LIMIT'].cast(pl.Float32).fill_null(strategy=\"mean\"))[start:end]\n", + "numerical_values6 = (df['PACK1_CRIDATA_CURR'].cast(pl.Float32).fill_null(strategy=\"mean\"))[start:end]\n", + "numerical_values7 = (df['PACK1_CRIDATA_DISCHARGE_CURR_LIMIT'].cast(pl.Float32).fill_null(strategy=\"mean\"))[start:end]\n", + "numerical_values8 = (df['PACK1_CRIDATA_SOC'].cast(pl.Float32).fill_null(strategy=\"mean\"))[start:end]\n", + "numerical_values9 = (df['BATT_ROOM_TEMP'].cast(pl.Float32).fill_null(strategy=\"mean\"))[start:end]\n", + "axs[0].scatter(range(len(numerical_values0)), numerical_values0, s=10)\n", + "axs[0].set_title(\"fault\")\n", + "axs[1].scatter(range(len(numerical_values1)), numerical_values1, s=10)\n", + "axs[1].set_title(\"voltage\")\n", + "\n", + "axs[2].scatter(range(len(numerical_values2)), numerical_values2, s=10)\n", + "axs[2].set_title(\"avg cell vol\")\n", + "\n", + "axs[3].scatter(range(len(numerical_values3)), numerical_values3, s=10)\n", + "axs[3].set_title(\"avg cell temp\")\n", + "\n", + "axs[4].scatter(range(len(numerical_values4)), numerical_values4, s=10)\n", + "axs[4].set_title(\"bus vol\")\n", + "\n", + "axs[5].scatter(range(len(numerical_values5)), numerical_values5, s=10)\n", + "axs[5].set_title(\"charge curr limit\")\n", + "\n", + "axs[6].scatter(range(len(numerical_values6)), numerical_values6, s=10)\n", + "axs[6].set_title(\"curr\")\n", + "\n", + "axs[7].scatter(range(len(numerical_values7)), numerical_values7, s=10)\n", + "axs[7].set_title(\"discharge curr limit\")\n", + "\n", + "axs[8].scatter(range(len(numerical_values8)), numerical_values8, s=10)\n", + "axs[8].set_title(\"soc\")\n", + "\n", + "axs[9].scatter(range(len(numerical_values9)), numerical_values9, s=10)\n", + "axs[9].set_title(\"batt room temp\")\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/read_influxdb_data.ipynb b/notebooks/read_influxdb_data.ipynb new file mode 100644 index 0000000..ffc7ef3 --- /dev/null +++ b/notebooks/read_influxdb_data.ipynb @@ -0,0 +1,66 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## import data from InfluxDB\n", + "\n", + "Note: you must run `influxd` in your terminal" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from influxdb import InfluxDBClient\n", + "import pandas as pd\n", + "\n", + "client = InfluxDBClient(host='localhost', port=8086)\n", + "\n", + "client.switch_database('ISS')\n", + "\n", + "query = \"SELECT * FROM \\\"EP_Battery.Thing_HMD8310\\\"\"\n", + "\n", + "result = client.query(query)\n", + "\n", + "points = list(result.get_points())\n", + "\n", + "df = pd.DataFrame(points)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "df.to_csv('output.csv')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/simple_anomaly_detection.ipynb b/notebooks/simple_anomaly_detection.ipynb new file mode 100644 index 0000000..d733228 --- /dev/null +++ b/notebooks/simple_anomaly_detection.ipynb @@ -0,0 +1,1239 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Simple Univariate Time Series Anomaly Detection" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## boilerplate" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "\n", + "import copy\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "from pylab import rcParams\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import rc\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "from torch import nn, optim\n", + "\n", + "import torch.nn.functional as F\n", + "import random\n", + "# from arff2pandas import a2p" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%matplotlib inline\n", + "%config InlineBackend.figure_format='retina'\n", + "\n", + "sns.set(style='whitegrid', palette='muted', font_scale=1.2)\n", + "\n", + "HAPPY_COLORS_PALETTE = [\"#01BEFE\", \"#FFDD00\", \"#FF7D00\", \"#FF006D\", \"#ADFF02\", \"#8F00FF\"]\n", + "\n", + "sns.set_palette(sns.color_palette(HAPPY_COLORS_PALETTE))\n", + "\n", + "# rcParams['figure.figsize'] = 12, 8\n", + "\n", + "RANDOM_SEED = 42\n", + "np.random.seed(RANDOM_SEED)\n", + "torch.manual_seed(RANDOM_SEED) \n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import polars as pl\n", + "from io import StringIO\n", + "import math\n", + "df = pl.read_csv('../data/battery_1.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We only need 'PACK1_CRIDATA_BATT_VOL'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## visualize fault and non-fault regions" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "filter_condition = df['PACK1_CRIDATA_BATT_VOL'].cast(pl.Float32) != 0\n", + "voltage_data = (df['PACK1_CRIDATA_BATT_VOL']\n", + " .filter(filter_condition)\n", + " .cast(pl.Float32))\n", + "\n", + "def convert_values(values):\n", + " numerical_values = []\n", + " for value in values:\n", + " if value == 'False':\n", + " numerical_values.append(0)\n", + " elif value == 'True':\n", + " numerical_values.append(1)\n", + " else:\n", + " # numerical_values.append(np.nan)\n", + " numerical_values.append(-1)\n", + " return numerical_values\n", + "\n", + "\n", + "fault_data = convert_values(df['BATT_PACK_1_FAULT']\n", + " .filter(filter_condition))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'fault incidents')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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23nnnrG1vaxx7N+vVq1ejZ92J3y1nPE1+PG1OjDb2mvOJ5cuXx/HHHx+LFy9OLfvhD38YX//617OyvYEDB6ZNIbh69ep46aWX6qzbXmK3JccLGrc17guI39xUfcrmwsLCrI27EcbexrTH2N3S41/2ecVuU0lSQTU1p7jaPN9uJqqfudIevoio25tvvhn//d//nbp3QlFRUfz+97+PPfbYI2vbHD9+fOpxWVlZvPnmm7XqdOrUKQoKPpnBtXo8NqZmnNcVv9U/G01pu2bdxtquqz+Ztu9zt2V69OgRY8aMSZVfffXVWnWa8x5Vr1tQUFDrjByxK3Yz8fe//z3WrFmTKjf1DNEtsbWNvZtlMi2E+N1yxtPkx9P6Yj0Tjb3mbLJ69eo44YQT4v33308tO+ecc+Koo47K6narj9MRde/DRLSf2G3J8YLMbG37AuI39yxevDh1n+GIiH333TfjK6O2lLG3fu0tdptz/Ms+r9htKvekgmoGDRqUVl60aFEMHjy40fU2btwYH374YaqcyTrknnfeeSdOPPHE1IHSgoKCuPrqq2Ps2LFZ3e6QIUPSyitWrKiz3qBBg1IHBz744IOM21+0aFFaua74rf7ZWLp0aVRUVGR0v4ia/Wis7c398blL1vbbb596XF5eHqtXr47u3bunltX1HmWqet2a7VRfLnZpSM0zRA8++OCsb3NrG3szVV/8lpWVxdtvvx3vvvtuLF++PNatWxddunSJXr16xS677BI77rhj5OXlbdE225PWHE+XLl0ar776aixatCg2bNgQvXv3jhEjRsROO+3U7HisqqqKWbNmxZw5c+Kjjz6K0tLS6Ny5cwwYMCB1YCPTtjf/rVsynm7YsCFuuOGG2GabbWLQoEHxmc98ZotjfXM/avZx2bJl8corr8SHH34Yq1atim7dukWfPn1i9OjRLXpgsLKyMl5++eWYN29efPjhh1FcXBwlJSUxZsyYZiXemmPFihXx5ptvxrx586K0tDQVA/fee2/MnTs3Ve+kk06KU045Jev9qTlOL1++vM56ubovkO3xgsZtbfsC4jf3PPjgg1FZWZkqJ3Eil7G3fu0pdpt7/MsxBLHbVJJUUM3QoUPTynPnzo299tqr0fUWLlwYFRUV9bZD7ps3b14cd9xxqR8mHTp0iF/96lex//77Z33bNeeare8m9Z/61KdSX9Lz5s3LuP3qdbt27Rp9+/atVad6TG/cuDEWLlwY2223XaNtz58/v9526lvmc5e8zp07p5XXr1+flqTq169fdO3aNXWPieoHohpTPb7qe4/ErthtyKJFi+L5559Plffbb7/o1atX1rfbnsfeBQsWxPe///061124cGEMHz681vKSkpJ46qmnasXvihUr4vjjj48ZM2bU+xpFbLrfwVFHHRXHHnts2vjSkOr9+OY3vxmXXnppRuu98MILaffbu+SSS5p10OaYY46JF198MaN+brb59aqpqePppEmT0pK0m9U1bkyaNCntSpbNMfbuu+/G5ZdfHv/85z9j48aNdba17bbbpspNicdOnTrFDTfcEI899li9B6ky6XvNpMstt9yS0Xg6d+7ctHh86aWX0qYd6tOnT3zrW9+KLl26xNq1azPqX3XVP6ddunSJww47LN54442oqqqqVTcvLy8+85nPxDnnnBOjR49utO0FCxak7UeefvrpccYZZ0RVVVXcfvvtcfvtt9d50KWwsDCOOOKIOOuss6Jnz551tl3zM1CfmrFb32dl2rRpcd1118Xzzz+fdjC0Lttss0306NEjNm7cmHaWczbUHKfrmzInV/cFsr3/RePa875AXcvEb+6pvo/Qp0+fGDduXNa3aeytX3uJ3ZY4/uUYgthtKtP9QTVDhw5Nm+amvsuWa3r55ZfTypneHJjcsGjRojjuuONi6dKlEbHpIMTPfvazOOiggxLZ/rJly9LK9R2crX6gYfHixbFkyZKM2n/llVdSj+uL3ZoHMaqv05Dqn43CwsL41Kc+VauOz13rqxljdR30qv76Zvoe1YzDTOJL7FLTAw88kHZQ9LDDDktku+197N1SNeP3iSeeiKlTpzaYoIrYlMy69tpr45BDDom33nqrxfqTi7ZkPG2ojfosXrw4/u///i8OO+yweOqpp+pMUEVsSmJVT8JlGo+///3v44ADDojJkydnnKDKy8urMx5rng2ayefoo48+ipNOOqnBOh9++GFce+21dSaVGlPz8/zGG2/E66+/Xm9bVVVVMX369DjqqKPil7/85RZtc82aNXHSSSfFJZdcUu9ZweXl5XHXXXfFd77znYzHm+a46qqr4uijj45//etfjSaoIjadUX/llVfGunXrst63mnGXyTgdkVv7Atnc/6Jx7X1fQPzmtunTp6ednDJhwoSsnxwQYeytT3uJ3ZY8/uUYgthtCkkqqKZz585p92aZOnVqRj8wq88BXFxcnNHZk+SGZcuWxXHHHRcLFy5MLbvooovi8MMPT6wPM2bMSCuXlJTUWe8LX/hCWvlf//pXo23Pnz8/7WyPL37xi3XWGz16dNpNGKvHfH2qqqri3//+d6q811571bpiJ8Lnri2oHmN9+/aNoqKiWnWqx9fcuXNrnSVUl+eeey6tXF98iV2x25AHH3ww9bhPnz7x+c9/PpHttvexd0tV70PN6fsGDBgQe++9d3zlK1+Jgw8+OMaNGxf9+vVLq7Nw4cL47ne/m8jB9bZqS8bTmuqLmZp+/OMfp5IFQ4YMif322y8OPvjgGDVqVL0HsjKNxwceeKBWcrKkpCTGjRsXBx98cOy33361fuT36tWrzniseVb2/PnzGxxP161bFyeeeGKtRE7v3r3jC1/4Qnzta19L+xu3JGFS8zusur59+8YXvvCFOPjgg+NLX/pS9OnTJ+3522+/PS6++OImba+ioiLOPvvs1HY7deoUe+21Vxx00EGx//771/osvfPOOzFp0qQmbaOp7rnnnrj++uvTlhUVFcWIESNq9SeJA6M1ZTpO5/K+QDb3v2hce98XEL+5reaV1klM9Rdh7K1Pe4jdlj7+5RiC2G0KSSqoofpNIBcuXJg2xVBd1qxZE3//+99T5XHjxtV5gJfcs3Llyjj++OPTzk4699xz45hjjkmsD6tWrYrHHnssVR44cGCtOaA3GzlyZGyzzTap8j333NNo+/fee29aub7Lt4uKitKmDvjb3/6Wmpu4PlOnTk3buWno0nCfu9bz/PPPx3vvvZcq77333nXWq3mD3JqxU5fqdbbZZpvYc88966wndsVufaZPn542TcEhhxyS0XzgzdXex97+/fvHk08+GWeeeWat5/r16xdPPvlkrX933XVXrfjt1KlTfP7zn49LLrkknn/++Xj66afj1ltvjd/85jdx5ZVXxk033RT//Oc/489//nPaNBYrV66MH/7whw3+HW3Jr3/963jyySfjzjvvrPP5+l6v+mzJeFpdQ+NpTZWVlTF69Oi4//774/HHH4/rrrsurrzyyrj77rtjypQp8dnPfrbWOpnGY3Xjx4+Phx9+OJ566qm46aab4sorr4zrrrsuLrjggrR6NZM59VmzZk2D4+nVV18db7zxRtqyT3/60/Hss8/GjTfeGFdddVXcfffd8cwzz2zxPez+/Oc/11o2evTouPvuu1PbufLKK+MPf/hDPPfcc/G73/0uLXFz7733xsMPP5zx9u6+++547rnnomPHjnH++efHCy+8EJMnT45f//rX8fvf/z6eeeaZ+OUvf5l29u3UqVPjmWeeqdXWnnvumYrFAw88sN5t1ozb6nUrKiri6quvTpULCgri3HPPjeeffz6GDBmSlmjed9994+WXX477778/TjvttIzf5+aq+Tmr7z4ZubwvkM39LxrW3vcFNhO/uenjjz+Ov/71r6nyHnvsETvuuGMi2zb21i3XYzcbx78cQ6ib2K2bJBXUMGHChOjRo0eqfMUVV9Q7PUrEph/J1W8Incn877R9paWlcfLJJ8fs2bNTy0455ZSYOHFis9qtb77mulRWVsaFF16Y9mU4YcKEeut36NAhvvOd76TKM2bMiCeeeKLe+gsXLow77rgjVf7c5z4XO+20U731q++cfPzxx/Gb3/ym3robN26MK664IlXu2bNng333uWsZGzduTJunuDErVqyodaD4G9/4Rp11d9ppp/jc5z6XKt9xxx0N3qD073//e9ol6UcddVR06FD3bofYpT73339/Wvmb3/zmFrVj7E1XUFAQgwYNimOPPTYtfiMi8vPzY9CgQbX+9e/fv1b8XnrppXHzzTfHoYceGr179663X3vssUfcdtttaQfAn3nmmXjnnXfqXact6dOnT+o1qEt9r1d9mjqe1tTQeFqXY445Jj796U/XWj5gwID48Y9/XOuKuJrl6r72ta/VWvb9738/fve739W6aqqueLzmmmsy7nd94+m7774bf/zjH2stv/DCC2tdzbPtttvGlVdeGUcddVTG243Y9B1Wc4qUww8/PCZPnhyjRo2qc53x48fHPffck5aouvzyy6O8vDyjba5cuTKKiorilltuiRNPPLHW1WV5eXlx2GGH1frerjlORkR07NgxFYvVzwSuqWbcdunSJfXc66+/njbV2WmnnRYTJ06MK664Ii35Nnbs2PjNb34TRUVF8elPfzrOOuuseOqpp2rdZ6wxTRmnIyJuu+22mD59eqo8atSoBm88nqv7Atnc/9ra2Beom/jNTY8//njavRa39CoqY2/dtrbYzdbxL8cQ6iZ265Y7nxhISLdu3dLmt3/jjTdi0qRJdf7AnDx5ctpZtePGjTNtUzuwYcOGOO2002LmzJmpZccee2ycc845zW77yCOPjGuvvbbRg1ELFy6Mk08+OaZMmZJa1rt370bvvXDcccelzQl90UUXpd1AfLMlS5bEqaeemjb9TWN/35gxY9Km2frjH/9Y50GisrKyuOCCC+LNN99MLTvxxBOjW7du9bbtc9cyFi9eHF/96lfjnnvuafRMn5deeimOPPLItMu/99lnn3qvpIpIj5F169bFqaeempqrurrp06fHRRddlCr36tUrjjvuuAb7I3apad26dfG3v/0tVR45cmTssMMOW9SWsbduNeM3YtN9fjKN36985SsN9r26/Pz8+PGPf5x21l/1M9S3NpmOp3XdD6Wx8bSm//3f/603Hs8+++xaU4xUvz9VTTWn+ImIOqcyqS8e67sKoS71jaf/93//V+uEjMbG00mTJsWAAQNqLa/vO+zCCy9MWzZ8+PD46U9/2uiP9n79+sVPf/rTtParj2ONOeOMMxr9XjjiiCPSEmHTpk3LuP2mqDleHnDAAamr8DYbOXJk/P73v4+OHTum1S0qKmryAY6f/exn8YMf/CBef/31BuuVlpbGZZddFpdccklqWV5eXvzP//xPg+vl8r5ANve/tib2BeomfnNT9RMUOnbsuMX3yzb21m9rid1sHv+KcAyhLmK3bnlVW3JHV2jnysvL48QTT4wXXnghtaykpCS+/vWvx6BBg2LFihUxZcqUtEG8T58+ce+99zZ45iy54cEHH6w1Pc3gwYMbPLO4pi9/+ctx3nnn1Vq+3377xcKFCyMvLy923XXX2G233WLIkCGpL7Bly5bFyy+/HP/617/SzqTo2LFj3HbbbfWevVvds88+GxMnTkwdwMnPz4/x48fHqFGjoqioKGbNmhUPP/xw2hf0qaeeGmeffXajbS9evDgOP/zw+PDDD1PL9thjjxg/fnz06tUrFixYEA899FAsWrQo9fznPve5uOmmm9Kmp6mLz13zLViwIHVZeVFRUYwaNSp22WWXGDBgQHTt2jXKyspi0aJF8fzzz6e9jhER2223Xfzf//1fg1dDRGy6gXr1+1N06dIlvvGNb8SwYcNiw4YNMX369HjyySdTN1fPz8+PP/zhD/VOEVWd2KW6Bx54IO1+Kz/72c/iv/7rv7aoLWNv/crLy2Ps2LFpie1sxu+xxx6b+qyMGzcubrrppnrrVr8y55vf/GZceumlGW3jhRdeSDvD8JJLLqn3DOOG6t5xxx0xefLk1HMbN26s8+DmdtttV2tZ//7909atSybjac0zQm+66aZ6x9NJkyal3Z8iLy8vlYDKJB43O/LII9MSLZtVVFTEXnvtFaWlpbWea248Vv/+qqlmPF5zzTVpn9Ntt9027rvvvkbj8Z577ql1n6jGvsM2+93vfldr+pSGjB8/PnUSyMEHHxxXXnllrTo1/+bi4uJ49tlnM7oC6aKLLkqbmuW5555Lm2KveuwuX7487Wz76hqK3b/+9a9p49NVV11V64BO3759a13x1ZCGPhfV43fw4MGxxx57xE477RQ9e/aMoqKiWLVqVbzxxhvxzDPPxOrVq9PW/cEPfpDRQZVc3hfI5v5XW1Nz7N2sZiw3dey1L1A/8dsyshW7NS1YsCDGjx+f+o6v73smE8behm0NsZvN41+bOYZQm9itTZIK6rFq1aqYOHFi2mWP9enbt29cd911sdtuuyXQM7Lt/vvvjx/84AfNaqO+g2mbfxw1RUlJSVxxxRUZ/TDa7P77748f/ehHUVZW1mjdb33rW3VO91Of119/vd4zMWoaOXJk/OEPf6g1nVR9fO6ap6GDfA357Gc/G5dffnmtm6DXpaqqKn784x/Hn/70p0brFhUVxU9+8pMmTT8hdtnsmGOOSV3R0alTp/jXv/7V5OmjNjP2Nuzb3/52nVfI1CWT+C0rK4vS0tL4+OOPa12lc8kll6TOTi8pKYmnnnqq3nZaO0l17bXXxm9/+9uMtllTY39bRNPG081mzZpV73M1k1SnnHJK3HLLLRnFY0FBQeqg7Je//OW49tpra9WZOXNmHHHEEalyx44dM5omKJN4rPn91b9//1i8eHGjbXfs2DHuuuuujMbT1atXx2c/+9laCajGdO7cOV588cUm3T+w+ntRXyzU/Jv32WefuOWWWzJq/+abb45f/epXqfLDDz+c9nlpidh966230qYAHjFiRK0TXLa07brUjN9MdO7cOS666KK0uGxMru4LZHv/qy3J1thrX6Bh4rf5sr3fsNlvf/vbtO/pW2+9tcHZMBpi7G3Y1hC72Tz+tZljCHUTu+lM9wf16NGjR9x5551x7rnn1nvz3+Li4jj88MPjkUcecbCRjBx11FExduzYtDn/67P99tvHBRdcEA8//HCTfhhFbJqT+r777ot99tmn3ulWhg0bFr/97W/jJz/5SZPOktltt93ikUceicMPP7ze+xz06dMnzj333Ljzzjsz/oKO8Llrrp49e8YxxxwTu+++e6Nn7uTl5cWoUaPiqquuittuuy2jBNXm9X7yk5/Eb3/72xg2bFiddTp06BD77LNP3HfffU3e0RG7RETMnz8/bQqrAw44YIsTVBHG3sZUv49Pff1uKH6XLFkSN998c5xwwgmxzz77xO677x5jx46N/fbbL/bff/+0f9WnT6p5Ru7WJpPxtDlOOOGEjOOx+lW0dV0pFRG1EhRnnnlmVuIxYtNnqaHxdLOTTjop4/G0e/fudZ69XlOHDh3SvkMHDRoUS5cujQULFmT8r/r0dx988EFG94scOnRoRn9HRNSaQqa+96w5hg8fnjbFanMTVI0ZP358HHDAAY2+5xGb9neOO+64ePTRR5t0kDQid/cFsr3/tTWwL9Aw8Zsbqqqq0pJKAwYMSLv/TFMZexsmdluGYwh1E7vpXEkFGaioqIgZM2bE3LlzY/ny5dG9e/cYMGBAjBkzJqOdXKipoqIi3n777Zg7d24sXbo01q5dG3l5edG1a9fo06dPjBgxosWmAVuyZEm8/PLLsWTJkigvL4++ffvG8OHDa93gfEusXbs2pk2bFosWLYrVq1fHNttsE9tvv32MGjUq8vPzm9W2z13zrF+/Pv7zn//E/PnzY/ny5fHxxx9HYWFhdO/ePQYOHBh77LFHdO/evdnbmTVrVsyaNSuWLl0ahYWF0a9fvxg5cmTGSa+GiF1amrG3btWvWhs4cGD86le/yih+N2zYENdcc03cfvvtdc6h3pi8vLx466236n2+ta+kqqnmlS+nn356nHHGGRn1KRN1jad//etf0+5p1JQrqf7zn/+kfqg3Fo/VrzDYa6+96pxyqOa0IXfccUd89rOfbZF4rO+1rTmezpo1Kx599NFUvd/85jdNujfaf//3f8czzzyTKj/88MO1XvMRI0bEfvvtV+sqwOb497//nXbPhIjaf/Npp50WZ511Vkbt1TzrefN7UZeacdFQDNU0bdq0OP744+v8fPfp0ydGjRoVo0ePjr322it23nnnjNttzIIFC+Ltt9+OxYsXx5o1a2Ljxo3RtWvX6NmzZ+yyyy6x4447NukAU31yeV8gm/tf7Z19gcaJ362TsbdxYrdlOIZQm9iNKGi8CpCfnx9jxoyJMWPGtHZXaCfy8/Nj5513btEf9PXp169fkw7gNEWXLl3iS1/6Ulba9rlrnk6dOsXIkSNj5MiRWd1OS+3w1UXs0tKMvY3Ly8vLKH7LysritNNOi+eee26Lt+VcuXR1jadPP/30FrdX/UzSlojHlStXppU3n+iQ5Hh6ww03pCWpmnqFZc36db3mK1asaPHYXLduXa0kVU31nfnbmsaMGRO33XZbXHTRRfH++++nPffhhx/G448/Ho8//nhEbJqq6pBDDonvfve7Tb5yrqZBgwbFoEGDmtVGJnJ5XyCb+1/tnX2BxonfrZOxt3Fit2U4hlCb2JWkAgAAmuiGG25IS1Dl5+fHvvvuG1/84hdj5513jv79+0fXrl2jU6dOaQfft+TeB7RNLXE2dVM1N3mUyfqb783VknI5ITt69Oh49NFH48knn4xHH300/v3vf8eqVatq1Vu4cGH87ne/iz/+8Y9x6aWXxn777dcKvQUAIBdJUgEAABnbsGFD3HzzzalycXFx3HjjjTF69OhG1127dm02uxYREZWVlVnfxtaoZ8+eaeW6EhXZ1tx7MWUSfzX/zv333z9+//vfN2k77U1BQUEceOCBceCBB0ZlZWW8/fbb8fLLL8e0adPiueeeS7vKbtWqVXHmmWfGbbfdltGYAAAAbW9OAQAAoM168cUXY926danyySefnPHB6A8//DDj7VSf270pV7esWbMm47pkbtttt00rz5kzJ/E+bLPNNmnlefPmNWn9uXPnNlqnqKgobVrATNbZmnTo0CGGDx8e3/rWt+LKK6+MqVOnxu9///vYaaedUnXKy8vjsssua8VeAgCQSySpAACAjNVMDIwbNy6j9crKyuLNN9/MeDvVEwVNSTxlK3nSGtPbtSV77rlnWnn69OmJ92HXXXdNK7/++usZr7t69eqMk1rV/9Z33nknli5dmvF22ppsx21+fn7sv//+cccdd0SfPn1Sy2fOnBnLli3L6rYBAGgfJKkAAICM1UwYVU8mNeSJJ56IDRs2ZLydXr16pR6/++67Ga9X/V5ZLamoqCitXF5enpXttFW77rprdO/ePVWeMmVKrFixItE+DB48OO2Krn/+859pV/U15PHHH894KsixY8emHldVVcWDDz7YpH62JYWFhWnlsrKyrGynd+/e8cUvfjFt2QcffJCVbQEA0L5IUgEAABmreV+g999/v9F1NmzY0OT7+uy8886px/PmzctoOy+99FK89NJLTdpOpmr+3U2ZurA9yM/Pj8MOOyxVLisri8svvzzxfhx00EGpxx9//HHcdtttja5TVlYWN910U8bbOOSQQ6JTp06p8k033RSLFy9uUj/bippxm82rm2omrGsmyAAAoC6SVAAAQMaGDx+eVr799tujqqqq3voVFRVx0UUXNXkavs9+9rNp5caSXEuWLInzzz+/Sdtoik6dOsWAAQNS5enTp0dFRUXWttcWHXfccWnJm/vvvz9uvPHGjNdviQTJkUceGR06fPIz9g9/+EO88sorDa5z6aWXZpTk3GzbbbeNb33rW6nyqlWrYuLEibFkyZIm9XX69Onx3nvvNWmdlvapT30qrfzCCy9ktN6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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 537, + "width": 852 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fig, axs = plt.subplots(nrows=2, ncols=1, figsize=(10,3 * 2))\n", + "\n", + "axs[0].plot(voltage_data)\n", + "axs[0].set_title(\"voltage\")\n", + "axs[1].scatter(range(len(fault_data)), fault_data)\n", + "axs[1].set_title(\"fault incidents\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Train region: 145000-end\n", + "\n", + "Test region: 45000-60000" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "train_voltage_data = voltage_data[145000:]\n", + "test_voltage_data = voltage_data[85000:100000]\n", + "val_voltage_data = voltage_data[120000:135000]\n", + "fault_voltage_data = voltage_data[45000:60000]" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'fault incidents')" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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tvPPO0/vvv6/hw4crLs7zjz03N1fPPvus7r//fi8XCgEA0chfkMqTlDjJEoK3gqoAjp2R4C1AJWU3bnlGn/ZUN+AHg2ZpnpdAqy8jWod+HvVl+Pgqlq8AVmOkNtG4wahyKe+X2YTPYQAAAAAAGitqMqnMZrNmzJghSdq8ebM2b96sffv2qbi4WKmpqcrOztbAgQN9BrFcderUSXl5eU01ZTe5ubl65ZVXVFhYqJUrV6qwsFBWq1XZ2dnq06eP+vTpE7a5AADCpyFBqguyvQeOglFSE8Cx2nq/b8FgaciPjZ6GRwdrJR+HRhQpDuA8c/Vy39DPoz5Pa7Id1tgMRW9axwf2s7itc5McXpJUUO3cNvO9JwAAAABAMxY1Qar6evTooR49ekR6Gg2Wk5OjcePGRXoaAIAw8bcm1WE3d5TiTVLfVtKEwL9z4dO5R0gfechy+dMRUtckaUCqdGWO9/2PSjXps6MMXf6bvX9Dsl/+5aUM3Kf7pA6J4c2myoiXTmztO0hhM6SfDhnaVun5/o4WaVi6ZG6BWc+/lBpaXxH8fqUu1Y8vz5HeLPTe/7ujpd4pTfvzswd53c+vqlFNd8w28dI2D9v/0knaZ5U+2y9N7SJNbcIg1WU50vStde315dIHe5x/Dtuq0lVTW6t4m1kb9wT+HNxcYc9C+3OHlnn+AwAAAADCLyqDVAAARJNAM6n+1VuKC/GF3zQv5ccmd5ZGtgnsWKdnmlR0UsPn8K8dnn8At25o+JiNMSxN+naIoSQvKSYzyjrov8t9j3FZjvRGvyaYXAQ9uNXQPVtCM9a0btK3xdL2KufttlMiG9gY0VpKaKIsKklK9lJI+8ne4XvcriUHvz8ojf/FtVfXuptu9/k3ab1Ue7JBeWoAAAAAQKNFzZpUAABEq0CCVK3MoQ9QHR7Xk+awdk6kLD8kfV3s+b5SI07vV2X6HeOtQmlnIAt+RQmbYeiJ/NCNl2qWclNCN16oHNmqacdv3Qy+/hWu5/b/2xee4wAAAAAAWjaCVAAANLFAglTHpzfNsT2Nm2aW+oUxgHBRdviOFaid1Z6377clqFaBBQt3eRkjGpXXBrZ+WSA6J0odLNIjPZ2339ctNOMH40qXspmhKqPpzZgM921NfUxXxzXRa4mr2QXhOQ4AAAAAoGVrBt/3BKJLrSFVGSbZDJMqf19oxmSSDKPu/4Q4yaSmyYoAEH1c16Qamyl1T7KXQ6sx7OtCzezVNMe+op20uVL6aI9UaZM6Jkr3dJPXUndN4YU+9sdaP6jTJVFKCuNXZfKrpApbXfuAVY7X8MOqDJMOyT0NJTfZ/v/GCqneENrvYQxvEuPUbEujVdsM7fcQoOqZLA8/Dd+6J0sP9bA/1qNTDb3cV3pjtzSwlXR7l5BMNyhP9rK/L+eVS1e3l45v3bS/g1s72c+TF3bWbXu+T5Me0s2QNJNe7mvoxQKp2EvgsaqqSoYMmWRSYmKi3zFtsj+u+iptgZ3/8SYpvglLLAIAAAAAohtBKiAId2829NSBfio1fr9s962/PQxVjWra9S8ANH+umVSpZmlWn/C8LsSZTLq/u3R/97AczqP0eJMKhkfu+JJ0zmpDH9crT3bHJvs/ZwPc9ks3S+uOt/+uui4xlF9vjaWxPwc7C0MpcVLpqObxnnDXJkP/3O79/p+PkVIaEcw0mUy6pr10TfsGD9FomQkmvRbGtcMS4kx6vk/4A1Ourmlv8vlzX716vaxWqxISEjRo0KCAxoxb5PxC9lWxlOL3c5BkMUkXZht6qa+UyOchAAAAAIALyv0BAVp+0NBD21QXoArQm4VNNCEAUcM1SBXPddqw87Y2VzD7NXSM+spt0tKSyK9ltafad4DKJCmZT4moJ7OBX22rNuyfhd4rCu18AAAAAAAtA5cfgABV2fz38eTadaGdB4Do41oRiyBV+PVMbth+vZI9326MUStDM05jvO3nCxQ9k5tveUJExkU5jdv/t/LQzAMAAAAA0LIQpAICdGJr+3oWcYr8N+ABRBcyqSLvpo72dZGCkRkvPdijrn1vdynH0vi5uJ4PkeBrDq3M0j97hm8uiA63d25coLasNnRzAQAAAAC0HKxJBQTIZDLp332lCZW/ab/Vpvj4BE0o66N9Vv/7jlnZDK5INqHvDvrPNNt4vNQjmSvzCK/yWkMPbJUKqqRbO0nD0iNzDroGBFiWJfw6JJq06hhDBVVSlZeX5HXr8lRTY1V8fIKO7NtHXRKl+Hq/rKFpJu040dD2SimQ5Nr9Vum4nzzfF8j7Qpck6R/dQvfaWVht6L4t0oZyadkh9/tf7iuNaiN1TpQsnKRw0SPZpLzj7OuyWQP4WPPQVunV3XXt94qkX0q977irWlpbL9tqx4n25y0AAAAAoGUjSAUEqXVcrVLirEowG/p3X+niX6VKP1crvyoOy9SatV7fS7ZTIj0LxJrbNkov7rTffn+PtHO4odYRSGMik6p5MJlM6pTk/f4yc7WsNvvru7fAkNlkUvcAs0my4r1fkA/0feH7g9KvxxohKb136a/SIh/H7Zoo9eTLBPDBZDKpi4/nUH3tE53P/53V9n+B6rSEzw0AAAAAEAso9wc0wjlHmLTxeGnlMZL15EjPpvnbXNGyM8rQ/BwOUElShU16bkdk5uEapDJHZhoIs5QQ/KLXlQd3Yd+bWsPQN8W++/RJafxxgMOyExo/hs3gcwMAAAAAtHQEqYBG6pBo0lGpJplNJs0dGOnZNG/FNZGeAWLdhorIHNc1SJXAu29MsMSZdFRq48fZH0BZWX/Ka/2XKOyURBYVQudPbaUjGhmoKmcdKwAAAABo8Sj3B4TQOUeYtPRoQ6f/bM/auKeb1LqFP8smbwi87793SYsOxMa3omsM6eN90ncldduOS5f+1lU6K0uKC0HpLgRv/l7pie32c7B7sv13EY61d9yCVPz6Y8aKYdKj26W/b7a3H+0pJfkJUv5tk1ReL6L04k6pW5L9JMorl34rkx7sIZ2cYVKx1dC8fdKe37Otevx+Xif8fl4fsBqat1faWul+nId72MsJDmol3de9sY8UcNYlyaSVxxj6fL9U6ifYtOiANHev+/Yn8qVUc90LqEnS0DRpVAYvogAAAIgd/6+qjd6raKMyxWv9orrPxye1lsZm+v8bMxgbK6QX6lWl+XaIdFIbkwzD0Kf77UuenJPlvH4z0Fgt/PI5EH7HtTapZGSkZxE+07ca2hfgt/yfL2jauTR3PxyU/rhGmtBOeuXISM8mNu2vke7YVNe+KFt6p3/TH5c1qWKXyWTSXV2lu7oGvs/MfMMpqPSch9fOU1dJHw4wdPcW6Zcy5/uuyJFe6ydV2wydtEJaW+75OJM7SXeZORnRdDommnR1e//9kuMMj0Gq+7d67v9Ub0O3dOLcBQAAQMv3lw2Gni7t7PG+xSX2f01p5Erplb6GVhySnv39b9NzjhDVpBBSFBwC0CjHpUV6BtHn1d327AZE3pwiqdQ1gtQEXH/dZFLBl6wAS6T96Rf3AJUkvV0kldca+v6g9wCV2RTab9sBjZFjCa7//+1qmnkAAAAAzc3TEVpbu75r1tUFqCRp3l5pQznXtRA6XJ4A0CgP9oj0DKJTflWkZwDJvkaPvzJUoUAmFYJxWkbj9q817GsAHi4B6MmYDHuWF9Ac/CFTSjcH3n9PCNZpAwAAANBwv3n4wiTQUJT7A9Aog9NMmj/Q0NlrfPc7Nk3KaOQC6tFi2UHpQI3vPr+WSQmm5v+tk801iaqpNSveFK+EsuY/3wST1D5RMgwpNd6kxDipqt7aPmlm6ZBLUMqmpkcmFYJxf3cpxSwtLXE+PxfsD3yM1aX2WuL1pZulE1pLfVKku7uFYqZAaMTHmbR8mKFz19Rl/41sLSX/HrgqrrGXzD3sUI20tgHvSTZJu6rsz6/EOPsaV7WGlBpEgKykxr5/jyRpU6XU3iJlW+pe1CtrDVUZUusAv41QZTO03yrtrpa6J0lteIMAAACIOXurDf1aJnVOcr6GEYyxmY2fRzB/c26saNhn8sNqDGlnldTWIvVLkZIoRR/TCFIBaLQzjzDJdkqkZ9F8zMw3dPtG330u+y08c2m83LqbyyI3i4aY0cOQzeXz0kcD7Wv51OfapynUuHzIJJMKviTEmfSPbu7b2y4OfA3AM1a7bxuUKn16FCcfmqdeKSb9epzn+1YcMjRseV37YK3Uvxm9J12Sbeit/iYtOmDowl+lfVbp5o6Gns71/Xz7X7GhUSudt12eY+j1fjxPAQAAYsVxyw39eKhxY1zbXnqpb+M/Q8YtCvwCyR2bnNf8bqzFRxs6sTWfg2MV5f4AIMT4EnTzcM8W9wwmi4d3vYhkUvHuiwaY0cjyqq2CyBYBmpPmfu6+UyQVVBm6f4scgeRnC6Tf/HyzdPpW921vFkpF1c0/cxkAAACNV1Td+ACVFFxlgObqpBWRngEiictkABBil+REegaQJE/X+CweAoi14cikYk0qhMCJrRu3f/9WoZkHEG5dE5v/H95bKqRvS5y3PV/gue9hXx7wvP3jfaGZEwAAAJq3uXtDM86tnUIzzkXZoRmnod4v4stasYogFQCEWFaCSS/1ifQs4EmzyaQiSIUG6JsiPdRDynQp1hwn+7ZsL+v+mU3SmAzpri5NPkWgSSSZTfp3X6lTYqRn4l1prfu2hiZEVYfjjQkAAAARF4ovsD7RS+qeHJqLDE/3DskwDXbBr/Y1XhF7WJMKAJrAtR1MuraD8zabEX1vtKtXr5HValVCQoIGDRoY6el49dJOaeJ6//08ZVKFZU0qMqkQAiaTSX/rKt3VxZDraRtnsp9U3l5nDt8PRKsLsk0a39b93A9U/Ne+7887TuqZ7P3+fj9I6yu833/VWvdtL+2Uvtgf/IxvWi9N3mA4vuDwUh/75woAAABEH8MwNKtAumWD8/ZuSdLWSs/79E2Rfjm2rr169RrVWK2KT0jQUYMGytREf9+1tTivOW8YDf/87Yuvz+Yp30rdknwf1fXn9s0QaUQbPi9HM4JUABAm0XiROM5U/1/znX+qObCPTWRSoSUwmUzydgo15+cp0Fi+zn3/fL9PJMb5fv7U+PmiyR6r5+3eLjz4U/994/o86fy2htrw5gEAABB1lh10D1BJvj8nmuT82TTOJJlMh/8P32fCxn3+9iW4IJQ/o1ZK1pMNmfl7OGpR7g8AEPUCKQEVb5KO8FAOjTWpAAA5Ft/339k1PPPwZvbOyB4fAAAADTNtc/D7jGwT8mk0K2dlhX7MzT6qHqD5I0gFAIh6J7aW+qX47nNTRyndQ3QoHOX+rC7pWgSpACC85vT3ft8RCVJinO8X5kuypV4+ygE2tX804OIGAAAAIm9bVfD7TOwY+nk0J02x9lUF67pGNcr9AQCiXkKcSSuPMfS/Eum9Ivu6IpY4e4p8tyT7v/6t7H3j5FziLxyfY1wzqRL4iggAhNX52SZtSzf0zA7piwP2Lw8km6V/dJXObev/mwNp8SatOdbQikPSkhJpd7WUVy6NzZS6JtX122eVdlVL/VoF9m3A/TXSikPSXqt0ZIo0KNVe3mSyS0kYm6Sb1xvaWiF9sl/6W1fpwe7hLfcCAAAA7+7ebOihbXXtPx0htU+UNnnJ8GlnkV7sY7/9vxJp3l7pL52kC7OljBZe5rlbskn7T7L/vN4tko5Lt/870s+XjyXpnDWetz+4Vcq2uH8LeUO5/fP/Yee3lf7bn8/RzQ1BKgBAi5AQZ9KpGdKpGb77mU3O2VNhyaSi3B8ARFznJJP+2avh+yfGmXRCa+mE1qGbkyRd2c65vaHc8xvTrIK6249sk8pqpX81wbdQAQAAEJzbNhj61w7nbR/u9b3Pia2ls46wXxw46wjp0Z5NNLlmqk2CSY/1kh4L+vO558/K7+0JbO/390hjVklfDgn2uGhKfJcbABBTXCs6hSOTyjVI1cK/FAUAaIQ2AX6N8Okd/vsAAACg6bkGqAJxQnro5xELzgzBelaLihs/BkKLIBUAIKa4vvHVhiGTyrXcH5lUAABv2lp4kwAAAGjpbmzh6041lb93jfQM0BQo9wcAiClumVQRKPdHJhUAwJd9J0kDltnXt2pllq7IkWbvdO/3yT77G0xWvDQ0TYp3fZMDAACAV3nlhq5eK/14yL6mtdkk9U+R9ljta4ZW2Ox/v9skZcZLR6dJp2dKfQJYO+mwGztI2yvt64oetuF4qZWZz20NcUJrkz4dZOgPq+u23dDB/vtz5enz82Gf7DPUOVEa0Ir1qZoDglQAgJhidmmHo9wfmVQAgGBkJJhUMNx52+yd7t+qOKveH+cnt5E+P8ogUAUAABCAFwoMTVzvvK3GkFaUOm87/KXTPVZpwX77v0D1TJZm9eGzWaiNzTLJdor/fp4+Px92+HP0te2ll/qGaGJoMMr9AQBiSkQyqVwiYQSpAACh9nWx9P3BSM8CAAAgOrgGqJrCoFZNfww0zr93SXurw3BhCD4RpAIAxBS3NanCcEzXTKoE3n0BAEF6oY//Pjuqmn4eAAAA0W51aXiCEo/0DMth4MUXRwXWb6+1aecB/7hMBgCIKZHIpKLcHwCgsa5tLx2XXtc+IkGyuLyflIXjmxcAAABR7tFtjR+jbYLUJdH+r73F/f6bO0q5KfzxH0mnZkintPHfjzyqyGNNKgBATHFdm7Sp16SyGYbbMRL4nAoACFKcyaSlQ523jV5paFFxXfv6POn6vND/mf3eAOm8trx5AeG2tMTQ8BXB7DGw7uai8F1yez5XuqEjrxFALHlpp6Eb8iI9i8j6YrA0KJXXvubMZDLpyyHO22yGofivIzId+EAmFQAgpri+8TV1JlWth/HJpAIAhEIrc3iOM/4XqSocqccAnEyMkgvAE9fbL/oBiA1F1UbUvD41JdeMdkQv3sEijyAVACCmuGZSuZbiCzVP4xOkAgCEQvfk8B3rm+LwHQuIdXOKDI1cYWh1WaRnErgtlZGeAYBweW1301ckiQY9wvg5DKHj6XIMQarII0gFAIgprqX2rE38acTT+ASpAAChMLmT1D0pPMcqZ70rICy2VRq66FdpcUmkZxKcKq5YAzGjmue7Hu8pWVwXvAbQYKxJBQCIKa5Bqqb+gE0mFQCgqfRINmnD8YY2VjT8SxcDlwXW7/aN0tXrDJXU2Ns/DJWOSecNDQhWYbWhC3+R/ucShBqcKrW3SJ/ub9z4l1sK9cfkEvXpk+u03dNz/a9dpEtypME/Nu6YkvTndVLr+MBfiGySFrg81tMy7GvgpfFhGQjK0hJDL++S+qZIXRKlS37z3X9k68aVDHZ9/fJlzbENP05TMwxpn1Uqqa0r02/6/V+8yf63fOt46VCt/bpBh0SpnUXKTJBa8zoVtUwmk1xzp6hYG3kEqQAAMcXikkPc1JlUnoJUroEyAAAaKs5kUm5KY0YI7I3QtZTXcT9JB0YYXKQBgjTuZ+nnUvftq0qlVSEYv3NclXrFV6l/K9fnpvtzvVeyNLBVCA4qacnBxo/xxQHp2nXSfwc0fiwgVhRUGRq50vNayN58G8ZMTffXIqD5IUYVeZT7AwDElHCX+yOTCgDQnP3pCOf2iNaB7/tCQWjnArR02ysNjwGqUOpjLve4/ZJs921Hpx3+Rnnz8d6eSM8AiC6PbQ8uQBVOozMiPQMA0YIgFQAgphCkAgCgzn3d60r+JMdJ/+odeGbFOs/XwgF4cbCmaccfFF+m/l6CVHd3c26nm6UhafYPpcPSmnZewbJRdwkI2K9lkZ6Bd2/2i/QMAM/85xoj3Cj3BwCIKQmu5f6aeE0qT0EwglQAgOZiYKpJq44xtLREOi5d6p1i0spjDD2+Xfr7Zvu2M7Okf2xx3/d/JdJzOwzZJH2x3973712bX2YGEE7z9hr64xr77evaS0el1t23s9r3vqPaSGdkSeW10if7pO7JUqVNmrfXc/8OFune7tL/iqWRbaQhe7ZIXgJhfVuZtOl4Q/dskfqk2NejOuyHodIT+dJXB+zfZP4kyHWxZvSQgn3a/3WT9/ue3iElmNw/RNcY0pcHpM0V9p9l8e+PNd0s/XKs1Cmpeb322AxDn++XzCYpJU4asdL5/rOy7Nls07f6HicjXjrw+2M9Jk16opd0Upvm9VgRHkXVhv5TJL1dKA1Nk45Mkb5vYKnNu7tJqY1Yl8pqs79OeSv1uf0EKcfCeYrmyX1VKkQaQSoAQEwhkwoAAGc9k03qmVzXjjOZdGdX6c6uddv+scX9DW1ThXTLhrr2x/ukh7dJZaOacLJAMzZ9i6H7tta1X94V3P6X5Eh/7mD/oHhv98D3u76D/f/Vew1ZffTrnmzSGx4yG0wmk6Z2kaZ2cb+vqfx1k/cP4bdtDG6sg7VSl6XS1hMMdWlGgapr1kmv7/Z+/8f77P/8OVAv8PjjIWnkSunZXEM3dWw+jxVNr6DKULeldaX9fmjkOnBTO0tpjfzD9O/dGjcHoLkgYBV5lPsDAMQU1y9zVTdxJhVBKgBASxDol6ErbFKVjT/1EZvqB6gaooMlJNOICilNcDXqjJ9DP2ZDFVUbPgNUjXXz+qYbG83TU/mhXXsqpRFZVEC0c83+pcps5BGkAgDEFLdyf2HOpDKbKIMEAIg+nx4VeN+mXncHaKn+kBXpGYTPwsGhH/O3ZrROXn5VpGeAlub5naEb6/QMyczfpIhhnP3ND+X+AAAxJdLl/siiAgBEo1MyTJrW1dBD2+zt9hb7ujZfF7v3zSuXSut93TvOJGXG29e+4IsaaEkO1hjaZ7V/nnT9jFnfyW3q7yOtKHXvs2xobF00Pr61Sfd2M3T/Vuftx6RJrTxkeCwu8VyhwNWWCu+dqn6voGAySa3ipFrZ1//qmGgfO8Fk/10mxtm3m032LNIaw77dJPtn+eIa+xzNJqms1l5u0GJy/pxf5Gf9sVDw9VirDcks+9zNJnsGTmKcZImTEk32LJrkOF6To4HVZqiw2n6ueXJyG+nn0rqykMlx9qxmb87Kkv7dN+TTBKIaiVSRR5AKABBTwh2ksrr8gUCQCgAQrR7oYdIDPZy3FVsNZS523jZypfcxKkYZSozjzRDRr+/3htZXBNb3qyGc857c290U8Npb929xD2h50vP7Rk0pqjT2sZ6WIc0bxGtyc/bxXkPnrPHdh9cXIHiuzxqCVJFHuT8AQExxK/cX5jWpCFIBAFqSNr7SRzz4eG8TTQQIo80VgQeoEBp8hg69Lw5In+yL9Czgi78AFQC0FASpAAAxxfVaWnWYy/0FeS0PAIBmb0hq4H2vXdd08wDCZVZB4H0HtGq6ecSSq9tHegYt0w15kZ4BAIQfmVTND0EqAEBMCXu5PzKpAAAt3LO5UvekwPoe9LKmBhBNKoPIxJ83sOnmEUs6JJr0ZK9Iz6Llaeq/hdC0Vh0T6RkA0Ynl+Jof1qQCAMSUSJf7I5MKANDSnNDapE0nSOW1zm96XZdK+6zu/fv94Pmq6LryuttbTpC6JkX2TXNXlaGOSzzf1zO5Zbyn1/+Ze7P6GGlAagt4sEG4Mc/Qizvr2u0sUpt6V0+8/dxKR9r/T4qT4rgCFnJ/6WzSXzrXtattda8lrp+560v9tgkn5eKqdtJzuZ7vs5ikeB/rP9Ua9gcRJ3vwyGySqn//WyUpTqo1pFrZ//dme6XUb1ng8y2p8f6aXF4rba9y3rZosDQqg3O7Kdy7xdADW+vaGV6u2J6dJc0ZIFlYSwwIGaPey2CNzVCP76Ud9V7/CodLbS0855oSQSoAQEwhkwoAgKaRYnZ+k2ubYHgMUgUSGOm+VLKdEqKJNdBlv3m/b1MMrUc06Eep9mRDphgJuvxW5hygkqTd1fZ//rg+B9C06l+kt/jsGb50oQRTw88Dc73n2OFrocnmuvvjTf4v4vVtJd3W2dCT+YEfN5DX5MNOWSWVjjQ410NsV5VzgEqSDtR47psYR4AKaCxf5f6eLXAOUElSzneR/1za0lHuDwAQU1yDVL6+dRkKruMTpAIAxIpbOzVuf8OIbB2qr4sjevhmZW0QF7Gj3THLIz0DhNrpGeE71oXZ4TuWN4/3MmlcZtON/1Zh040dq3x9KcLV5e2abh5ArPB1Wea2jWGbBuohSAUAiCmuQarqJi7351pOsCWUBgIAIBDnt23c/itLQzMPNN4hL9/ob4kqGvjZ8MdhoZ0HQmd6D6l1GOoIjWgtjQ5jQMyXx3pJKU10xa8wgKxCBGd9EF8EODOr6eYBxCqW54s8yv0BAGKKxXVNKjKpAABoEm0tJh0cYeiJfOm3MunsI+zrqnhy4a/u24Ytl6Z0rnsjza+U3ttjv31RtvSXTtKffvFXhm1g3c1Fvt/0O1jsWRCBVrX7b//A+jVXUzZKBVX++0nSY/lS1z2N+9BUVO2egbHuOCk3pek+HG0oNzRqpfs5ckam1KdVcGP9p7/zN68NSe8U2oNaL/eVOibyIa+5OjbdpN+ONbSpQuqRLN26Qfrg99eSs7Ok4hp7abU+KfbztJ1F+q3c/uWy3BRpv1XaWGH/XL/fKpXbpI6J0l6rvSzfnzvYX9+Gt1azKYvZv5VJW04wtLpU+l+J/Vwtt9U95y/Ktgc7vL0mS55flyXplV3SgXp/5DyVL9kkzewlTe7cPB5/NKiyGTp2ubSmzHuf//SXNldI7xZJkztJl+c4l4UE0DCuz6Ljf5IkQ1QyjZyoDlLl5+dr1apV2rdvn6xWq7Kzs9WjRw8NHDjQ/85+rF+/Xnl5eSosLJTFYlFOTo6GDBmi7OzG524XFRVp5cqVKiwsVHV1tXJyctS3b1/17t270WMDAHyL9JpUCeQwAwBiSGq8Sfd299+v/1ZDv3q4UDfTy7oq/ymy/wulndXSv3YE3n98dnRfyXh5pxFwkOrwBf1Q6/uDtOckQ1lNkGp+wGqozw+e7/tkv/1fMC7w8Pu+oBmUdkNg2iea1D7Rfvu9AZGdS7i0tZg0OlManSndF8DrsJtfPf+htLXS82vzlI2S2WTo5k7R/doYLsnf+O9z+HXnr12beDIAJEm1pFRFTFQGqT755BPNmjVLGzZs8Hh/ly5dNGHCBF166aVBf4tl4cKFeuaZZ7Ru3Tq3+8xms0444QTdddddDQoobdiwQTNmzNDSpUtVW1vrdn/fvn11yy23aMyYMUGPDQAIjFuQqonL/ZFJBQCAf2My5DFIhaZzXGvp8wORnoV063rprSbISrtnS+jHBODbrRukmxu5HmEs2N/U35QE4BMJic1PVH2fu7KyUlOmTNGUKVO8Bqgkafv27Zo+fbquvfZalZUF/pfO9OnTNWnSJI8BKkmqra3V4sWLdf7552vu3LlBzX3u3Lk6//zztXjxYo8BKklat26dJk2apOnTpwc1NgAgcK6ZTGHPpOLDEAAAbq5tH+kZBOeebpGeQePd2kwuJL8T4oy4w+aEcNyjUkM3FhAtbu4Y6Rm0XCUBrPP3nygvKQs0Z8Felnkut0mmgXqiJpPKMAzdfvvtWrhwoWNbSkqKxo4dqwEDBshisWjbtm369NNPVVBQIEn67rvvdNttt2nWrFkym80+x3/mmWf01ltvOY19zjnnqE+fPqqqqtLy5cv11VdfyWazqaqqStOmTVN2drZOPPFEv3NfsmSJpk2bppoa+7tQXFycxowZo6FDhyohIUF5eXmaP3++ysvtKyW+9dZbyszM1M033xz0zwkA4Fu4y/2RSQUAgH8DUk367ChD4362t49KlYbUCwy8ujt8c7kiR441CTwd988dpHu7hW8+TSUrwaS1xxkauULaY/Xe74K2Uivff0775e/399UBzx/I9lvt65DFyR5UO7618wepkhpDzxdIa0rta+JckiOl/j7XIh+P6bAJ7TxvX1cufX/QfvvoVOn7of7HAlqaJ3tJmQnS9K112/6QKeVY7LdrDemNQvf9Dj+fq2zSykP2jIVfSqVr2kujM2P7j6GiakP/3C5V+6nm8c+enkuMAgiP3GRpfYX99r3dpIkdeT42tagJUr399ttOAap+/frp+eefV7t2zp8qJ0+erBkzZjgCTl9//bVee+01XXPNNV7H/vnnn/Xss8862n369NFLL72knJwcx7arr75ay5cv18SJE3Xw4EHV1NRo6tSp+uKLL9SqlfcVV8vKyjR16lRHgCo9PV3PP/+8hg0b5tRv0qRJuu6667R+/XpJ0rPPPquRI0dq0KBB/n40AIAguAap/P2B0Fiu5QTJpAIAwLPTM02yneL5vj93MHTiivDM45Uj6xamf+XI8BwzUvqkmFR4UtMf529dva8PJUljVvkf490iaWiaoR+H2X83v5UZGrDMuU+w65S9ciQfzABv4uNMuq+79/WsrDbDY5DK2/PZnjVpyHZKbD7vFu43dPrPvvvUnCzFUYcMaHKlnoucOaw7nudhuEVFub/q6mrNnj3b0c7MzNTLL7/sFqCSJIvFonvuuUejR492bHvhhRd06NAhr+PPnDnTcTslJUWzZ892ClAdNmzYMD344IOO9r59+/T666/7nPtrr72mffv2OdoPPfSQW4BKknJycjR79mylpKRIsmeO1Z8XACA0LGEu90cmFQAAjeeaQdOUzFwgDLneKaH5mf50SNpbbf9wNTJMQUsAnjX075rNFbG5HpO/AJVEgApA7IqKINXSpUtVVFT3lahrr71WWVlZPveZOnWq43ZxcbE++OADj/02btyopUuXOtpXXnmlOnTo4HXcsWPH6uijj3a033zzTdlsnr+Gb7PZnEoIHn300Tr99NO9jt2xY0ddeeWVjvaSJUu0ceNGr/0BAMELd7k/tzWpouKdFwCA5qdLYtMfY0xG0x8jVl2YHZpxfvi9DN/+ANZ08eXzoxo/FyCWmRoYUPlsf4gnAgAhZCZWHBFRcals2TLnHP6xY8f63adHjx7Kza1b1ezzzz/32K9+CUFJGj9+vN+x6/fZu3evfv7Z89chVq1apb179zraF1xwQVBjS9KXX37pdx8AQOBYkwoAgOi0tInWBbqqnTQsTTo9g4Wxm9LMXp6351g8//Pm433e73Md05uRraXRBCSBRlt5jHO7dbzv557U9OXWo9Uvx0Z6BgAkacvxkZ5BbIqKNakKCgoct1NSUtS5c+eA9svNzXWs8bRixQqVlJSodevWTn2++eYbx+2uXbsGNPbw4cPdxhgyZIhbv/pje9rPk86dO6tLly7avn27Y4wbbrjB734AgMC4ZjK5rhkVaq5BKtakAgCgYdonel+zypvVq1fLarUqISGB9X4jLNjfX9wiz98kemGn9Opu398y2jWcD1xAOByV6vl57e35K0m3bZT+ttl+f5WHv8WWDZWGpUf/c/ilnYZuyPPd5/lc6YaO0f9YgWh3cbb0dn+ei5EUFZlUBw8edNxOS0sLeL/09HTHbZvNpg0bNrj1qb9t8ODBAY3brl07p/WwDgfCXNXf3r59e4/rXHlSfx7exgYANIxrkKg6zOX+yKQCAABoHE8XtgFEjyqb9+fxsT+Fdy5NodrmP0Alua+XDCAyUsyRngGi4uUwMbGu+HhVVVXA+1VWVjq1N23a5NQuLCzUoUOHHO0uXboEPHb9vq7jHrZ582bH7UCzv1zHPnTokNN6XACAxrFEuNwfmVQAAABNhy8EAZE3LrNx+2+vbOI/0prYt8WB9WvszwlAaCRFRYSkZYuKX0FmZt2rdklJiVNgyZcdO3Y4tfPz833e3759+4DnVL+v6zietnfo0KFBY0vu8wYANFy4y/25BsFYhBMAAMC/145s2H6rjvHfB0DTmtm7cftfty4084iU2gBibD2T7WVQAUSe65eZEX5RsSZVv379HLcNw9D333+v0047zec+ZWVl+uWXX5y2lZaW+my7rlflS/1SgjU1NaqqqnLK+KqsrFRNTY3H/sGMLdkfCwAgNFwzmcikAgAAaH6uaGfSmVmGvjogbaqQOiVKfVIkU73PUjZDWlcu7aqyX/A9I0tK5htBQMT1STGpfKShdeVSpU36pUzqkCjlWOr6/FIqXe0lGLXwgPTHNYbqV+BaUSpt+71g0vTu0jlNNvuGMQxDF/0qvbfHd783+0nHpEm9U3itApoL1y8zI/yiIkg1fPhwmUwmGYb9St+rr76qMWPGyGTy/oL+zjvvqLy83Gmba7DH9X6LxaJA1Q9IHR67/jbXsV37BzO261jhtnHjRsXF8Ww9zGq1Ov5fvXp1hGcDNK2WeL5vsyZL6uVoV9XUavXq35rseIWlHSXVywjev1erV+9qsuOh4Vri+Q54wrmOWML5Hv1yf//nzVG//1OJtGF3WKbUbHG+o7mJk5Qi6VgP9w2RJA30uu+8vd7HvWeLlJjcSqcmFDeb8/3F8my9V+F/LfoBhWtUUShFfsaIJry+h5rza8+BPUVaXVYYoblEF5utacoRRUWQqlu3bho1apS+/vprSdLy5cv19NNPa/LkyR77L1++XM8884zbdtf1rFzbCQkJAc/JNaDVlGO7rq0VbrW1taqtrY3oHJqrw28SQCxoMed7rfNbX41MTfrYrC5v4CZbbcv5WbZg/I4QKzjXEUs43xFLON/R0v21ood+TFghqXmc77MCCFClqaZZzBXRjXMo9I7UIX6uERYVQSpJuvPOO7Vs2TJHVtGsWbO0du1aTZgwQf3795fFYtG2bds0b948vfbaa6qurpbFYpHNZnOU3UtJSXEa0zVjKZiTsbq62udYoRw7KSkp4H2bgtlsJpOqnvq/y2CCj0A0aonne5LJ+a3PKlOTPjaj0uzUtsTFtZifZUvTEs93wBPOdcQSznfEEs53RJtTEkq0yBr40hveRMv5/mabTUowR8dc0bzw+h5aE5ML9fzvgeXe5gqdklyuOBM/10DYbLYmSWaJmiBVz5499dhjj+m2225zZCktWrRIixYt8tjfZDLpgQce0N/+9jfHtrS0NKc+rkEr1+CQL66ZUq1atfI5tmv/YMZ2HSvcevXqpdTU1IjOoTlZvXq1rFarEhISNGjQoEhPB2hSLfF8t5QZ0rK6tiGT+g8cKLOPErKNkfqrIRXVtdvntNWgHtlNciw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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 537, + "width": 852 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# fault region\n", + "fig, axs = plt.subplots(nrows=2, ncols=1, figsize=(10,3 * 2))\n", + "\n", + "axs[0].plot(fault_voltage_data)\n", + "axs[0].set_title(\"voltage\")\n", + "fault_incidents = fault_data[45000:60000]\n", + "axs[1].scatter(range(len(fault_incidents)), fault_incidents)\n", + "axs[1].set_title(\"fault incidents\")" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 673, + "width": 998 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# test region\n", + "plt.plot(test_voltage_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 667, + "width": 998 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# test region\n", + "plt.plot(val_voltage_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 667, + "width": 998 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# train region\n", + "# plt.plot(voltage_data[145000:])\n", + "plt.plot(train_voltage_data)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data Processing" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(55774,)" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_voltage_data.to_numpy().shape" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "111.548" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "55774 / 500" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(25000,)" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_voltage_data.to_numpy().shape" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "50.0" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "25000 / 500" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "data = train_voltage_data.to_numpy()\n", + "segment_size = 100\n", + "segments = [ torch.tensor(data[i:i + segment_size]).unsqueeze(1).float() for i in range(0, len(data), segment_size) ]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "if (segments[-1].shape[0] != segment_size):\n", + " segments.pop()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "torch.Size([557, 100, 1])" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "torch.stack(segments).shape" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "mean = np.mean(train_voltage_data)\n", + "stdev = np.std(train_voltage_data)\n", + "\n", + "def create_dataset(series, segment_size, mean, stdev):\n", + " # normalize the data\n", + " data = (series.to_numpy() - mean)/stdev\n", + " segments = [ torch.tensor(data[i:i + segment_size]).unsqueeze(1).float() for i in range(0, len(data), segment_size) ]\n", + " # reject the last segment if it doesn't fit the shape\n", + " if (segments[-1].shape[0] != segment_size):\n", + " segments.pop()\n", + " n_seq, seq_len, n_features = torch.stack(segments).shape\n", + "\n", + " return segments, seq_len, n_features\n" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "segment_size = 100\n", + "train_dataset, seq_len, n_features = create_dataset(train_voltage_data, segment_size, mean, stdev)\n", + "val_dataset, _, _ = create_dataset(val_voltage_data, segment_size, mean, stdev)\n", + "test_normal_dataset, _, _ = create_dataset(test_voltage_data, segment_size, mean, stdev)\n", + "test_anomaly_dataset, _, _ = create_dataset(fault_voltage_data, segment_size, mean, stdev)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Encoder Decoder" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "class Encoder(nn.Module):\n", + "\n", + " def __init__(self, seq_len, n_features, embedding_dim=64):\n", + " super(Encoder, self).__init__()\n", + "\n", + " self.seq_len, self.n_features = seq_len, n_features\n", + " self.embedding_dim, self.hidden_dim = embedding_dim, 2 * embedding_dim\n", + "\n", + " self.rnn1 = nn.LSTM(\n", + " input_size=n_features,\n", + " hidden_size=self.hidden_dim,\n", + " num_layers=1,\n", + " batch_first=True\n", + " )\n", + " \n", + " self.rnn2 = nn.LSTM(\n", + " input_size=self.hidden_dim,\n", + " hidden_size=embedding_dim,\n", + " num_layers=1,\n", + " batch_first=True\n", + " )\n", + "\n", + " def forward(self, x):\n", + " x = x.reshape((1, self.seq_len, self.n_features))\n", + "\n", + " x, (_, _) = self.rnn1(x)\n", + " x, (hidden_n, _) = self.rnn2(x)\n", + "\n", + " return hidden_n.reshape((self.n_features, self.embedding_dim))" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [], + "source": [ + "class Decoder(nn.Module):\n", + "\n", + " def __init__(self, seq_len, input_dim=64, n_features=1):\n", + " super(Decoder, self).__init__()\n", + "\n", + " self.seq_len, self.input_dim = seq_len, input_dim\n", + " self.hidden_dim, self.n_features = 2 * input_dim, n_features\n", + "\n", + " self.rnn1 = nn.LSTM(\n", + " input_size=input_dim,\n", + " hidden_size=input_dim,\n", + " num_layers=1,\n", + " batch_first=True\n", + " )\n", + "\n", + " self.rnn2 = nn.LSTM(\n", + " input_size=input_dim,\n", + " hidden_size=self.hidden_dim,\n", + " num_layers=1,\n", + " batch_first=True\n", + " )\n", + "\n", + " self.output_layer = nn.Linear(self.hidden_dim, n_features)\n", + "\n", + " def forward(self, x):\n", + " x = x.repeat(self.seq_len, self.n_features)\n", + " x = x.reshape((self.n_features, self.seq_len, self.input_dim))\n", + "\n", + " x, (hidden_n, cell_n) = self.rnn1(x)\n", + " x, (hidden_n, cell_n) = self.rnn2(x)\n", + " x = x.reshape((self.seq_len, self.hidden_dim))\n", + "\n", + " return self.output_layer(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "class RecurrentAutoencoder(nn.Module):\n", + "\n", + " def __init__(self, seq_len, n_features, embedding_dim=64):\n", + " super(RecurrentAutoencoder, self).__init__()\n", + "\n", + " self.encoder = Encoder(seq_len, n_features, embedding_dim).to(device)\n", + " self.decoder = Decoder(seq_len, embedding_dim, n_features).to(device)\n", + "\n", + " def forward(self, x):\n", + " x = self.encoder(x)\n", + " x = self.decoder(x)\n", + "\n", + " return x" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "model = RecurrentAutoencoder(seq_len, n_features, 128)\n", + "model = model.to(device)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Training" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [], + "source": [ + "def train_model(model, train_dataset, val_dataset, n_epochs):\n", + " optimizer = torch.optim.Adam(model.parameters(), lr=1e-3)\n", + " criterion = nn.L1Loss(reduction='sum').to(device)\n", + " history = dict(train=[], val=[])\n", + "\n", + " best_model_wts = copy.deepcopy(model.state_dict())\n", + " best_loss = 10000.0\n", + " \n", + " for epoch in range(1, n_epochs + 1):\n", + " model = model.train()\n", + "\n", + " train_losses = []\n", + " for seq_true in train_dataset:\n", + " optimizer.zero_grad()\n", + "\n", + " seq_true = seq_true.to(device)\n", + " seq_pred = model(seq_true)\n", + "\n", + " loss = criterion(seq_pred, seq_true)\n", + "\n", + " loss.backward()\n", + " optimizer.step()\n", + "\n", + " train_losses.append(loss.item())\n", + "\n", + " val_losses = []\n", + " model = model.eval()\n", + " with torch.no_grad():\n", + " for seq_true in val_dataset:\n", + "\n", + " seq_true = seq_true.to(device)\n", + " seq_pred = model(seq_true)\n", + "\n", + " loss = criterion(seq_pred, seq_true)\n", + " val_losses.append(loss.item())\n", + "\n", + " train_loss = np.mean(train_losses)\n", + " val_loss = np.mean(val_losses)\n", + "\n", + " history['train'].append(train_loss)\n", + " history['val'].append(val_loss)\n", + "\n", + " if val_loss < best_loss:\n", + " best_loss = val_loss\n", + " best_model_wts = copy.deepcopy(model.state_dict())\n", + "\n", + " print(f'Epoch {epoch}: train loss {train_loss} val loss {val_loss}')\n", + "\n", + " model.load_state_dict(best_model_wts)\n", + " return model.eval(), history" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1: train loss 83876.04766045781 val loss 76590.19979166667\n", + "Epoch 2: train loss 69409.47180066202 val loss 62160.938072916666\n", + "Epoch 3: train loss 55019.510905240124 val loss 47822.004479166666\n", + "Epoch 4: train loss 40701.095496241025 val loss 33518.067044270836\n", + "Epoch 5: train loss 26405.11348462747 val loss 19228.23103515625\n", + "Epoch 6: train loss 12124.039359676559 val loss 5028.084357096354\n", + "Epoch 7: train loss 1190.5766426237096 val loss 489.6685514322917\n", + "Epoch 8: train loss 445.39513634180037 val loss 488.57960042317706\n", + "Epoch 9: train loss 445.98794736468386 val loss 489.6590458170573\n", + "Epoch 10: train loss 443.86239300767227 val loss 489.81301350911457\n" + ] + } + ], + "source": [ + "model, history = train_model(\n", + " model, \n", + " train_dataset, \n", + " val_dataset, \n", + " n_epochs=10\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 716, + "width": 1046 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "ax = plt.figure().gca()\n", + "\n", + "ax.plot(history['train'])\n", + "ax.plot(history['val'])\n", + "plt.ylabel('Loss')\n", + "plt.xlabel('Epoch')\n", + "plt.legend(['train', 'test'])\n", + "plt.title('Loss over training epochs')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save the model\n" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "MODEL_PATH = 'model.pth'\n", + "\n", + "torch.save(model, MODEL_PATH)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "# reload the model\n", + "# model.torch.load('model.pth')\n", + "# model = model.to(device)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Check reconstruction error" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "def predict(model, dataset):\n", + " predictions, losses = [], []\n", + " criterion = nn.L1Loss(reduction='sum').to(device)\n", + " with torch.no_grad():\n", + " model = model.eval()\n", + " for seq_true in dataset:\n", + " seq_true = seq_true.to(device)\n", + " seq_pred = model(seq_true)\n", + "\n", + " loss = criterion(seq_pred, seq_true)\n", + "\n", + " predictions.append(seq_pred.cpu().numpy().flatten())\n", + " losses.append(loss.item())\n", + " return predictions, losses" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[478.3055419921875,\n", + " 324.8333740234375,\n", + " 323.153564453125,\n", + " 426.354248046875,\n", + " 400.283935546875,\n", + " 310.18212890625,\n", + " 423.1041259765625,\n", + " 409.283935546875,\n", + " 288.3319091796875,\n", + " 6717.36279296875,\n", + " 769.3988037109375,\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 667, + "width": 1052 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "_, losses = predict(model, train_dataset)\n", + "sns.kdeplot(losses)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 667, + "width": 1062 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# _, losses = predict(model, train_dataset)\n", + "_, losses = predict(model, test_normal_dataset)\n", + "sns.kdeplot(losses)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 667, + "width": 1052 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# _, losses = predict(model, train_dataset)\n", + "_, losses = predict(model, test_anomaly_dataset)\n", + "sns.kdeplot(losses)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Predictions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compute THRESHOLD with training set data" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [], + "source": [ + "predictions, losses = predict(model, train_dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [], + "source": [ + "loss_array = np.array(losses)" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [], + "source": [ + "stdev = np.std(loss_array)\n", + "mean = np.mean(loss_array)\n", + "THRESHOLD = mean + stdev " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check on test_normal_dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "number of intervals exceeding 1 std dev loss: 8/150\n" + ] + } + ], + "source": [ + "_, losses = predict(model, test_normal_dataset)\n", + "exceed_count = sum(l > THRESHOLD for l in losses)\n", + "print(f'number of intervals exceeding 1 std dev loss: {exceed_count}/{len(test_normal_dataset)}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check on test_anomaly_dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "number of intervals exceeding 1 std dev loss: 118/150\n" + ] + } + ], + "source": [ + "_, losses = predict(model, test_anomaly_dataset)\n", + "exceed_count = sum(l > THRESHOLD for l in losses)\n", + "print(f'number of intervals exceeding 1 std dev loss: {exceed_count}/{len(test_normal_dataset)}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## plot construction error vs original" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_prediction(data, model, title, ax):\n", + " predictions, pred_losses = predict(model, [data])\n", + "\n", + " ax.plot(data, label='true')\n", + " ax.plot(predictions[0], label='reconstructed')\n", + " ax.set_title(f'{title} (loss: {np.around(pred_losses[0], 2)})')\n", + " ax.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "image/png": { + "height": 777, + "width": 2173 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(\n", + " nrows=2,\n", + " ncols=6,\n", + " sharey=True,\n", + " sharex=True,\n", + " figsize=(22, 8)\n", + ")\n", + "\n", + "sample_size = 6\n", + "sample_indices = random.sample(range(0,len(test_normal_dataset)), sample_size)\n", + "\n", + "sampled_test_normal_dataset = [test_normal_dataset[i] for i in sample_indices]\n", + "sampled_test_anomaly_dataset = [test_anomaly_dataset[i] for i in sample_indices]\n", + "\n", + "for i, data in enumerate(sampled_test_normal_dataset):\n", + " plot_prediction(data, model, title='Normal', ax=axs[0, i])\n", + "\n", + "for i, data in enumerate(sampled_test_anomaly_dataset):\n", + " plot_prediction(data, model, title='Anomaly', ax=axs[1, i])\n", + "\n", + "fig.tight_layout();" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}