From 34e14c4ab9a23a63267b5b2f1a197d30903ac730 Mon Sep 17 00:00:00 2001 From: furkandrms Date: Tue, 1 Aug 2023 01:24:04 +0300 Subject: [PATCH] . --- .DS_Store | Bin 12292 -> 12292 bytes Bank Customer Churn Prediction/Banking.ipynb | 2 +- .../water_quality.ipynb | 28006 ++++++++++++++++ Car Prediction/CarPrice_Prediction.ipynb | 2 +- .../open_data_sites_2022_11_21 (1).numbers | Bin 0 -> 352616 bytes .../open_data_sites_2022_11_21.numbers | Bin 0 -> 352464 bytes 6 files changed, 28008 insertions(+), 2 deletions(-) create mode 100644 Bank Customer Churn Prediction/water_quality.ipynb create mode 100755 Spotify Data Analysis/open_data_sites_2022_11_21 (1).numbers create mode 100755 Spotify Data Analysis/open_data_sites_2022_11_21.numbers diff --git a/.DS_Store b/.DS_Store index 0fd40c79183734555ad73a2abc8a07f0f1839874..8b724d1f20a1aefaa4695eef0e5e3b12aa26b010 100644 GIT binary patch delta 295 zcmZokXi1ph&uF$WU^hRb?BoIgkI5kdDLhH##RW+@`AG~64BICgNEC93S63Sw=_nW* zSWaFeAtxA}$wJ2QS03{(|1?@$qE{N%_2-7dh!8r`^{^` zXE3rc@h~tj=x_FxJixYDfiaeGGPlBUHbz^Z;Q7rr6xf-;s*O}-H*Z%FXXKp&6hHPK z3>X+DPB59QpxC&1f?5otxIRo2s6vz>n4y3npP_^yb2E#^SC+{-s>+k4RX3Ba9RNHs BOz!{y diff --git a/Bank Customer Churn Prediction/Banking.ipynb b/Bank Customer Churn Prediction/Banking.ipynb index 5bf566d..aa5c36b 100644 --- a/Bank Customer Churn Prediction/Banking.ipynb +++ b/Bank Customer Churn Prediction/Banking.ipynb @@ -135760,7 +135760,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.1" + "version": "3.11.1 (v3.11.1:a7a450f84a, Dec 6 2022, 15:24:06) [Clang 13.0.0 (clang-1300.0.29.30)]" }, "orig_nbformat": 4, "vscode": { diff --git a/Bank Customer Churn Prediction/water_quality.ipynb b/Bank Customer Churn Prediction/water_quality.ipynb new file mode 100644 index 0000000..9544912 --- /dev/null +++ b/Bank Customer Churn Prediction/water_quality.ipynb @@ -0,0 +1,28006 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np \n", + "import seaborn as sns\n", + "import plotly.express as px\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
phHardnessSolidsChloraminesSulfateConductivityOrganic_carbonTrihalomethanesTurbidityPotability
0NaN204.89045520791.3189817.300212368.516441564.30865410.37978386.9909702.9631350
13.716080129.42292118630.0578586.635246NaN592.88535915.18001356.3290764.5006560
28.099124224.23625919909.5417329.275884NaN418.60621316.86863766.4200933.0559340
38.316766214.37339422018.4174418.059332356.886136363.26651618.436524100.3416744.6287710
49.092223181.10150917978.9863396.546600310.135738398.41081311.55827931.9979934.0750750
\n", + "
" + ], + "text/plain": [ + " ph Hardness Solids Chloramines Sulfate Conductivity \\\n", + "0 NaN 204.890455 20791.318981 7.300212 368.516441 564.308654 \n", + "1 3.716080 129.422921 18630.057858 6.635246 NaN 592.885359 \n", + "2 8.099124 224.236259 19909.541732 9.275884 NaN 418.606213 \n", + "3 8.316766 214.373394 22018.417441 8.059332 356.886136 363.266516 \n", + "4 9.092223 181.101509 17978.986339 6.546600 310.135738 398.410813 \n", + "\n", + " Organic_carbon Trihalomethanes Turbidity Potability \n", + "0 10.379783 86.990970 2.963135 0 \n", + "1 15.180013 56.329076 4.500656 0 \n", + "2 16.868637 66.420093 3.055934 0 \n", + "3 18.436524 100.341674 4.628771 0 \n", + "4 11.558279 31.997993 4.075075 0 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "url = \"https://raw.githubusercontent.com/amankharwal/Website-data/master/water_potability.csv\"\n", + "\n", + "df = pd.read_csv(url, sep=\",\")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 3276 entries, 0 to 3275\n", + "Data columns (total 10 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 ph 2785 non-null float64\n", + " 1 Hardness 3276 non-null float64\n", + " 2 Solids 3276 non-null float64\n", + " 3 Chloramines 3276 non-null float64\n", + " 4 Sulfate 2495 non-null float64\n", + " 5 Conductivity 3276 non-null float64\n", + " 6 Organic_carbon 3276 non-null float64\n", + " 7 Trihalomethanes 3114 non-null float64\n", + " 8 Turbidity 3276 non-null float64\n", + " 9 Potability 3276 non-null int64 \n", + "dtypes: float64(9), int64(1)\n", + "memory usage: 256.1 KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ph 491\n", + "Hardness 0\n", + "Solids 0\n", + "Chloramines 0\n", + "Sulfate 781\n", + "Conductivity 0\n", + "Organic_carbon 0\n", + "Trihalomethanes 162\n", + "Turbidity 0\n", + "Potability 0\n", + "dtype: int64" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
countmeanstdmin25%50%75%max
ph2785.07.0807951.5943200.0000006.0930927.0367528.06206614.000000
Hardness3276.0196.36949632.87976147.432000176.850538196.967627216.667456323.124000
Solids3276.022014.0925268768.570828320.94261115666.69029720927.83360727332.76212761227.196008
Chloramines3276.07.1222771.5830850.3520006.1274217.1302998.11488713.127000
Sulfate2495.0333.77577741.416840129.000000307.699498333.073546359.950170481.030642
Conductivity3276.0426.20511180.824064181.483754365.734414421.884968481.792304753.342620
Organic_carbon3276.014.2849703.3081622.20000012.06580114.21833816.55765228.300000
Trihalomethanes3114.066.39629316.1750080.73800055.84453666.62248577.337473124.000000
Turbidity3276.03.9667860.7803821.4500003.4397113.9550284.5003206.739000
Potability3276.00.3901100.4878490.0000000.0000000.0000001.0000001.000000
\n", + "
" + ], + "text/plain": [ + " count mean std min 25% \\\n", + "ph 2785.0 7.080795 1.594320 0.000000 6.093092 \n", + "Hardness 3276.0 196.369496 32.879761 47.432000 176.850538 \n", + "Solids 3276.0 22014.092526 8768.570828 320.942611 15666.690297 \n", + "Chloramines 3276.0 7.122277 1.583085 0.352000 6.127421 \n", + "Sulfate 2495.0 333.775777 41.416840 129.000000 307.699498 \n", + "Conductivity 3276.0 426.205111 80.824064 181.483754 365.734414 \n", + "Organic_carbon 3276.0 14.284970 3.308162 2.200000 12.065801 \n", + "Trihalomethanes 3114.0 66.396293 16.175008 0.738000 55.844536 \n", + "Turbidity 3276.0 3.966786 0.780382 1.450000 3.439711 \n", + "Potability 3276.0 0.390110 0.487849 0.000000 0.000000 \n", + "\n", + " 50% 75% max \n", + "ph 7.036752 8.062066 14.000000 \n", + "Hardness 196.967627 216.667456 323.124000 \n", + "Solids 20927.833607 27332.762127 61227.196008 \n", + "Chloramines 7.130299 8.114887 13.127000 \n", + "Sulfate 333.073546 359.950170 481.030642 \n", + "Conductivity 421.884968 481.792304 753.342620 \n", + "Organic_carbon 14.218338 16.557652 28.300000 \n", + "Trihalomethanes 66.622485 77.337473 124.000000 \n", + "Turbidity 3.955028 4.500320 6.739000 \n", + "Potability 0.000000 1.000000 1.000000 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ph 0\n", + "Hardness 0\n", + "Solids 0\n", + "Chloramines 0\n", + "Sulfate 0\n", + "Conductivity 0\n", + "Organic_carbon 0\n", + "Trihalomethanes 0\n", + "Turbidity 0\n", + "Potability 0\n", + "dtype: int64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = df.dropna()\n", + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
countmeanstdmin25%50%75%max
ph2011.07.0859901.5733370.2274996.0897237.0272978.05296914.000000
Hardness2011.0195.96807232.63508573.492234176.744938197.191839216.441070317.338124
Solids2011.021917.4413748642.239815320.94261115615.66539020933.51275027182.58706756488.672413
Chloramines2011.07.1343381.5848201.3908716.1388957.1439078.10972613.127000
Sulfate2011.0333.22467241.205172129.000000307.632511332.232177359.330555481.030642
Conductivity2011.0426.52640980.712572201.619737366.680307423.455906482.373169753.342620
Organic_carbon2011.014.3577093.3249592.20000012.12410514.32201916.68304927.006707
Trihalomethanes2011.066.40085916.0771098.57701355.95266466.54219877.291925124.000000
Turbidity2011.03.9697290.7803461.4500003.4429153.9681774.5141756.494749
Potability2011.00.4032820.4906780.0000000.0000000.0000001.0000001.000000
\n", + "
" + ], + "text/plain": [ + " count mean std min 25% \\\n", + "ph 2011.0 7.085990 1.573337 0.227499 6.089723 \n", + "Hardness 2011.0 195.968072 32.635085 73.492234 176.744938 \n", + "Solids 2011.0 21917.441374 8642.239815 320.942611 15615.665390 \n", + "Chloramines 2011.0 7.134338 1.584820 1.390871 6.138895 \n", + "Sulfate 2011.0 333.224672 41.205172 129.000000 307.632511 \n", + "Conductivity 2011.0 426.526409 80.712572 201.619737 366.680307 \n", + "Organic_carbon 2011.0 14.357709 3.324959 2.200000 12.124105 \n", + "Trihalomethanes 2011.0 66.400859 16.077109 8.577013 55.952664 \n", + "Turbidity 2011.0 3.969729 0.780346 1.450000 3.442915 \n", + "Potability 2011.0 0.403282 0.490678 0.000000 0.000000 \n", + "\n", + " 50% 75% max \n", + "ph 7.027297 8.052969 14.000000 \n", + "Hardness 197.191839 216.441070 317.338124 \n", + "Solids 20933.512750 27182.587067 56488.672413 \n", + "Chloramines 7.143907 8.109726 13.127000 \n", + "Sulfate 332.232177 359.330555 481.030642 \n", + "Conductivity 423.455906 482.373169 753.342620 \n", + "Organic_carbon 14.322019 16.683049 27.006707 \n", + "Trihalomethanes 66.542198 77.291925 124.000000 \n", + "Turbidity 3.968177 4.514175 6.494749 \n", + "Potability 0.000000 1.000000 1.000000 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "hovertemplate": "variable=count
Potability=%{x}
value=%{y}", + "legendgroup": "count", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "count", + "offsetgroup": "count", + "orientation": "v", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": [ + 0, + 1 + ], + "xaxis": "x", + "y": [ + 1200, + 811 + ], + "yaxis": "y" + } + ], + "layout": { + "barmode": "relative", + "legend": { + "title": { + "text": "variable" + }, + "tracegroupgap": 0 + }, + "margin": { + "t": 60 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Potability" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "value" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Potability Water Compute\n", + "\n", + "fig = px.bar(df[\"Potability\"].value_counts())\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=0
ph=%{x}
count=%{y}", + "legendgroup": "0", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "0", + "offsetgroup": "0", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 8.316765884214679, + 9.092223456290965, + 5.584086638456089, + 10.223862164528772, + 8.635848718500734, + 11.180284470721592, + 7.360640105838258, + 7.119824384264552, + 6.347271760539316, + 9.181560007151536, + 7.371050302429531, + 6.660212026118103, + 5.400301780729467, + 6.514415093251676, + 3.4450618643852127, + 7.181448580829175, + 10.43329098280438, + 7.414148196336244, + 5.115817063771218, + 3.641629777473381, + 9.267187530763549, + 5.331940479018537, + 7.145771545218821, + 9.920691058768153, + 6.953864225511059, + 10.68296642580598, + 8.757257397440991, + 7.80963189801941, + 6.652488090855707, + 9.14719705533692, + 10.560744636218196, + 8.520806572970303, + 4.999413810796919, + 3.9060783549561697, + 6.391353623832183, + 5.058108868565138, + 7.261550522070718, + 7.16046723080874, + 5.704764776213017, + 6.21727313516034, + 3.514545528745279, + 3.72250048593372, + 6.455004797496717, + 7.316804753880919, + 7.408985466924612, + 5.976769618087598, + 6.395359131671062, + 6.762832521891738, + 9.91871706385417, + 10.15544017022192, + 8.721726710620581, + 9.026787719511631, + 6.953371603389549, + 6.140877556947864, + 7.077874006530455, + 5.488314309012512, + 7.205559174588729, + 9.177869865892433, + 4.270716194733736, + 8.526169869777789, + 8.490571562027739, + 8.858401531200467, + 6.09815652147278, + 8.41997068212899, + 7.875895135481787, + 7.725332908074757, + 3.388090610523891, + 7.183825723393187, + 10.111976704648654, + 6.877456932576713, + 8.550875469289338, + 10.308477656813704, + 7.371085073209565, + 6.506487766502467, + 6.643935774662305, + 5.033773989751668, + 6.91260756198984, + 7.977635990880497, + 6.078335836509272, + 6.242414484103846, + 6.063354789891076, + 8.129585513966727, + 9.56240594378952, + 8.167792632308252, + 6.825467900630395, + 7.861177700998561, + 4.965773559644967, + 6.207432967614718, + 9.76925100608684, + 9.630665479903348, + 7.633570087677555, + 5.771199049813688, + 6.579969329401555, + 4.80115436807586, + 6.906992171811655, + 7.726134807902507, + 8.927078148301744, + 6.208015539719022, + 6.128425635295917, + 7.308048848275572, + 8.640886408909486, + 8.153210075272153, + 8.293720110388866, + 7.83097634338162, + 4.430281211546542, + 7.240739638887768, + 6.867301321799131, + 6.129637014813746, + 7.917049443177883, + 6.511618075241813, + 5.32381558430839, + 6.769572868656792, + 5.877974040440475, + 6.340027628047595, + 5.653506134793232, + 6.6260121840753055, + 7.793833572993554, + 7.362736501949787, + 9.32030544529501, + 3.719791644371925, + 9.868877880662472, + 4.126528715100222, + 5.970035656942926, + 8.369154353699956, + 7.895469245942458, + 7.947485785725746, + 10.026159156427404, + 6.48819323961521, + 5.869736755337525, + 5.304142660215901, + 7.0861684008433095, + 7.95776834399615, + 8.875642278454443, + 6.613709117641848, + 7.735705021751655, + 9.925041328429108, + 9.002583109651113, + 5.095766464935885, + 8.594677108362674, + 7.083779060507377, + 7.682872498072526, + 4.443238899143103, + 6.978664262373817, + 6.623613565745125, + 3.664710561719395, + 4.814135620889671, + 7.436782609345538, + 4.723312573250525, + 9.380658050788323, + 7.810144933196836, + 9.406325752898285, + 6.32125931522299, + 6.581878201548969, + 6.755145901551625, + 6.945224092344811, + 5.742110407437118, + 5.596627849736466, + 7.350378986684694, + 6.262798867453871, + 9.927023723224528, + 4.961352728384606, + 6.4570975247378914, + 6.53936951037342, + 6.252410004649734, + 7.967344823111111, + 7.60952119012474, + 6.887863943894864, + 9.879071257570804, + 7.638761770450097, + 6.961891686003921, + 8.060609623630814, + 7.240271791102996, + 7.486779708528253, + 8.410460642866257, + 6.143921454143699, + 6.3848240094579065, + 9.46266601699853, + 5.873157137066786, + 7.858662778844826, + 6.728004385653386, + 9.112786250314787, + 8.07980835815327, + 7.078659419377965, + 8.043889299098865, + 7.040244978430556, + 5.483974108801343, + 8.534406879569957, + 7.26659453474728, + 7.240351005742477, + 8.692115322047213, + 8.639540977998708, + 7.179864148534108, + 7.163999222574383, + 6.35311030182946, + 6.681553567542745, + 5.44532598066911, + 7.539881892843843, + 4.370476580258797, + 10.316400384553162, + 6.599593818953803, + 7.920794564373236, + 8.237142633897012, + 4.775983438506525, + 5.903465715091598, + 7.705711006313976, + 7.815121777828159, + 6.139743031734375, + 5.041405027891031, + 8.675192691679182, + 7.689358003612376, + 5.6717623259348064, + 6.624806427804383, + 6.541007699013848, + 6.340809022225877, + 5.980357226763917, + 6.427512442841498, + 6.109073311509666, + 5.842933080915621, + 5.345887146753815, + 5.386307352101625, + 9.919478425557038, + 9.418296121790158, + 7.291957039597602, + 5.608745231813571, + 5.701154644911616, + 5.412762497595831, + 5.018132384268232, + 7.025305941689352, + 5.770620969105658, + 8.437875983021623, + 5.90707826866672, + 10.252734368477768, + 8.206499937809191, + 7.286167388039818, + 8.809296431775966, + 6.641500687280974, + 6.145148360574157, + 5.906441764582054, + 5.389845930491161, + 5.006562979263787, + 6.503638200451563, + 8.742229881827978, + 8.394397411757225, + 4.301373467127349, + 8.313773604321764, + 3.41035967073924, + 7.510943342127445, + 6.978290867613598, + 7.460727220198072, + 9.049166054297842, + 9.515140615244428, + 7.494212046966072, + 6.624572527652799, + 6.032188902899926, + 6.344095425001865, + 7.459144859485703, + 6.361666802587903, + 5.7398163326022, + 8.805177745264922, + 8.003031485090926, + 6.42736514447551, + 6.124672270969831, + 8.45790103691031, + 5.772197393568782, + 7.895045662146321, + 8.57673992840484, + 5.596729817575806, + 8.145632374254966, + 6.665495068276907, + 6.499067997822331, + 9.735889387811044, + 9.268281894641785, + 6.475885398609551, + 6.297845634002767, + 5.284096687429166, + 8.269944709732332, + 8.214099764451955, + 8.719764331543185, + 6.492638846153852, + 7.814524320753557, + 9.652562935021928, + 7.386837696427604, + 5.497580321451809, + 6.268953336634952, + 4.029052709937867, + 6.412707041754053, + 5.548181849115771, + 7.4686170188765795, + 7.918150470853138, + 5.433242116512631, + 6.715719087979793, + 6.576845323081143, + 6.624943599869574, + 8.273643584335904, + 5.171434094056084, + 6.964198299767605, + 9.04258286604996, + 5.970578907790694, + 6.273805781551276, + 6.604007988638578, + 7.143941990149046, + 8.11644657034648, + 7.665187780430904, + 5.555352972792188, + 5.226941884272904, + 4.594209164354396, + 6.400256164229511, + 6.901863448736066, + 7.888843574059525, + 6.492403121956253, + 6.684699736748975, + 4.758648346768645, + 7.440825031061319, + 8.054885744073163, + 7.06183097218188, + 7.611609817181437, + 4.69143831512022, + 8.064170137236562, + 4.292966858149657, + 9.085637101693884, + 6.592442507785291, + 8.990317233704655, + 6.7391576920220535, + 6.492627157365379, + 6.753128352860487, + 8.296344055589273, + 7.918183320861496, + 8.783167623905637, + 8.159666704184943, + 7.685396843315841, + 7.76202074451675, + 7.207931097430971, + 6.98704150028991, + 4.69219656349297, + 10.695532491586295, + 6.791696906894755, + 4.489783796199172, + 8.020869102871476, + 5.0900353321672975, + 6.702496216244025, + 6.571099216507485, + 8.509220048921595, + 5.953981878134785, + 10.632909606071516, + 7.1830959315085465, + 5.923441414571481, + 7.377036503769029, + 7.833495881064739, + 4.745764371481156, + 9.055825784677507, + 5.492155982957838, + 4.487517479010939, + 7.027185659271876, + 10.200644508442188, + 7.344975869046369, + 8.285395274908012, + 5.94951876406115, + 5.296578803810236, + 10.282067974894762, + 7.01683611325458, + 6.871607245014967, + 8.238878989445276, + 5.791154373453377, + 6.153368956728868, + 7.303051906328316, + 7.592672300075482, + 4.922045466248699, + 7.6021214747799855, + 8.84628195691071, + 6.751698586301178, + 5.088213197324547, + 6.9549072165208425, + 9.519659984470318, + 4.700392723840931, + 10.386132934434618, + 5.746529194455349, + 10.811289500397242, + 8.966835972567804, + 6.848805452540466, + 8.861701556503956, + 4.252985000876296, + 6.729829903890115, + 5.924540482437398, + 6.470151959152821, + 6.930391469669391, + 7.421997644251864, + 6.204429354069558, + 9.066628053764038, + 4.713116701054447, + 10.581385987628256, + 6.138785151951198, + 5.276323544024682, + 6.776879087805668, + 7.2394159210992495, + 8.40876623110244, + 7.3669152841286385, + 7.856471100461379, + 5.158396409506499, + 4.443850856498079, + 8.247148271309296, + 4.902158988606676, + 6.86313624993993, + 6.6695323796655455, + 7.595669983691271, + 8.16307638255827, + 8.870278259927936, + 8.769676021676739, + 7.790874862321438, + 7.6512942259202, + 4.771490668948941, + 5.39205760659185, + 5.477283049476333, + 8.347949482501885, + 6.836224938677605, + 6.490037174928902, + 6.64884918609138, + 9.323583858284508, + 4.58196872788087, + 7.884841993204571, + 6.168838539281275, + 7.230845306553176, + 8.693104326309328, + 4.79746018165997, + 9.319176393077573, + 7.58168757744945, + 5.348213658597068, + 5.487876362610197, + 8.31595907145097, + 8.55107774771961, + 6.013160966461117, + 5.744067537432683, + 11.0278798626952, + 6.729580190108561, + 7.159398310953257, + 6.209697436775356, + 9.608533593881912, + 8.697122159630041, + 7.748928548486438, + 7.117917746068107, + 8.31002902004885, + 5.5242965308965095, + 10.201425755101072, + 5.3681257542274565, + 8.937802407855287, + 8.12420782636168, + 7.184973118804081, + 5.319769072934949, + 6.369111631336883, + 6.733493842280846, + 6.883015402442057, + 8.013516428610775, + 8.27205509125987, + 8.746985976471965, + 8.154840855474227, + 9.045720545334614, + 8.922409558967978, + 5.96130157218858, + 8.184410006452293, + 7.636454091471839, + 7.7753855932769635, + 7.617148870829691, + 6.664934584402665, + 8.81535795265852, + 7.765635561977197, + 8.567043820038332, + 6.994194675250799, + 3.3445885334830234, + 7.94388247715476, + 2.690831240408815, + 9.13569425989131, + 5.2140091940446665, + 5.363362645369775, + 6.582499747201653, + 6.810466516571186, + 5.574116594512444, + 8.555283422607033, + 4.483402760935388, + 9.128357757690482, + 5.271971377729756, + 6.46509352906692, + 8.24518659646861, + 6.430254785956541, + 7.48279127635069, + 5.504452320660907, + 8.522567732718088, + 5.69447554633745, + 6.934503590060883, + 6.115180039114616, + 8.575673021827997, + 7.226127199808895, + 8.326349854410445, + 5.548124946933236, + 5.3866379619568105, + 7.262534651633063, + 6.2570857911396685, + 7.025504334993, + 6.584839333204741, + 6.565633547125035, + 7.217392780568977, + 6.61977546022829, + 6.217255306949025, + 5.019984766789215, + 6.907379614971787, + 8.015780395152742, + 4.249890379403849, + 4.265269639731993, + 7.086877325565761, + 3.433874059145088, + 12.246928068519756, + 8.307462969006558, + 7.818274839301502, + 6.958534137481001, + 4.349439999351715, + 6.629985035787515, + 8.969697389596341, + 6.771050289732039, + 6.724639342026933, + 6.967270763874334, + 7.053116739303244, + 7.755154226534814, + 8.580008559294866, + 6.901710202557188, + 7.814250246965275, + 7.02129530579393, + 6.057068041253538, + 5.343075102966485, + 5.742533062882013, + 8.070477126886109, + 6.652824347726776, + 8.248703054410829, + 2.5692435620279186, + 5.664845758430077, + 8.999498939207154, + 5.588537190733878, + 6.265637343836686, + 6.922041828080885, + 8.07261240298569, + 8.82809437489545, + 8.647454007366981, + 7.475536901699288, + 11.53488049111763, + 6.453064802576986, + 7.893131972748397, + 7.9373922001148784, + 8.28112065517672, + 4.906491592988376, + 5.117913529014625, + 6.449070008905474, + 5.613562647017462, + 5.754212967735088, + 8.121253675568507, + 8.935115926023162, + 8.458814661984784, + 7.945407486586083, + 4.6955161408056245, + 6.710633528014908, + 9.502856746233924, + 4.405327146952358, + 6.968131312926198, + 5.76255224970805, + 8.397248095971374, + 7.593176933452913, + 5.149133288190244, + 7.37128987660506, + 5.202672012815987, + 9.14973392673672, + 7.615556979306126, + 7.813067624946343, + 7.721032687967833, + 9.056244707341865, + 5.848667070247964, + 8.470545998692103, + 8.170588044761532, + 6.381977105096429, + 6.989813770294979, + 10.378108203556572, + 3.5908223640059966, + 6.966835167879632, + 6.703486853784561, + 6.648793010019957, + 7.940713224453516, + 8.228563824612493, + 7.8943227825227344, + 7.042793877475889, + 8.305063984234739, + 8.26830759203937, + 6.367298530432279, + 7.098245544161473, + 7.322502050459663, + 5.198224971294214, + 6.280905112787962, + 6.823930137037019, + 6.629993518356908, + 10.301571270693753, + 6.12319393539216, + 6.848033469174725, + 5.122648454950097, + 3.434855759978651, + 8.725393412154087, + 8.174028130575552, + 8.034011916654261, + 7.893818459458376, + 8.163074030614228, + 6.867000691245711, + 6.898315040728939, + 5.329938815249272, + 6.962993545041664, + 6.84605994179889, + 6.739849727999298, + 5.495035446034119, + 7.583770299043087, + 6.394980461331702, + 5.821261629656031, + 5.5140621851991725, + 5.198067642905195, + 6.904121373223552, + 7.846057926337261, + 6.1798098000471855, + 6.755669308054412, + 7.266598792423617, + 6.980061938695879, + 5.899936566709943, + 7.260904363269189, + 5.575920648115463, + 5.4674012550751785, + 6.09001605715742, + 8.205447052623702, + 7.670505864185263, + 6.791097166019485, + 6.006769481080511, + 6.336342761889751, + 7.473235376592182, + 7.380104834625337, + 5.915944299587397, + 6.124847329190028, + 6.5854502296739055, + 6.342671183447911, + 6.6329902541703625, + 5.365192408000016, + 6.920388988495384, + 7.974248428106492, + 8.031055220266794, + 7.731315009102499, + 6.268402755741024, + 7.369911642352921, + 6.32037528471829, + 7.29008857213943, + 6.35651106246199, + 7.974065001358431, + 7.70036230513608, + 6.054607180419152, + 4.221420679849157, + 7.752176212505221, + 5.588129750721398, + 8.649868625073694, + 7.899256515294086, + 5.952267969284858, + 8.0401875566739, + 4.3132191507406965, + 8.817402774388958, + 7.476408459668984, + 7.691486298425762, + 8.92790592593881, + 5.621227320090063, + 7.566517124512967, + 6.1156375458102, + 7.595228724049122, + 7.399724707648925, + 5.34534537107888, + 7.095569331079976, + 3.92855649232336, + 5.999125177726393, + 8.89958837829117, + 7.375337619892639, + 8.97932285265221, + 8.532377473918308, + 7.213537481050567, + 8.895574457925981, + 6.582764203677888, + 6.841221063159616, + 7.146117224742147, + 7.50757529645138, + 7.997175822735124, + 5.1743459983462, + 7.811512445222393, + 7.43721665310552, + 7.95387811515525, + 8.058135996612346, + 9.497261162881252, + 7.984710742242038, + 6.261110580253398, + 6.957802749302861, + 6.732713713421406, + 4.886057056804735, + 8.518531795246274, + 6.950786515485461, + 6.023022741325022, + 9.011480407411014, + 7.946767904206179, + 8.141861116382476, + 7.703356821382107, + 9.25285650898534, + 6.152857802124513, + 7.130099196200058, + 6.792125450218405, + 8.885626344053186, + 7.183108734458526, + 6.1574431448430325, + 6.467868301691497, + 7.488133464330415, + 7.323545119666458, + 6.931470426933321, + 6.306864459373674, + 6.6096803221946265, + 6.632205878654961, + 5.716755666530133, + 7.740453870226316, + 6.513016585960504, + 7.277143966771516, + 6.6430265381410845, + 6.110545160785598, + 7.831117736766918, + 6.980727163646463, + 8.552782415873253, + 6.4493794387538665, + 7.392084037518904, + 8.360795827235105, + 7.619845076953617, + 5.404510674147487, + 7.079303517779591, + 7.161714892641493, + 6.854946858787279, + 7.30955640748172, + 9.313465892899943, + 6.187938053993094, + 7.9653373053048, + 9.26439090863462, + 7.75404435394794, + 8.176079615301635, + 7.1910248566863455, + 7.793039171409166, + 3.8788793890688, + 3.9782846273167376, + 7.480728113602178, + 4.4770917139584885, + 6.92265237065665, + 6.904536858235756, + 6.548017642485212, + 6.581082756075466, + 7.86464967253437, + 6.136907177131185, + 6.947028539657349, + 6.2033225076896565, + 8.373170925244922, + 5.921247069476017, + 8.829806178150646, + 6.83221738756748, + 4.293961234794354, + 9.678050853902558, + 8.662709501389225, + 5.897391120843136, + 6.98944217704844, + 8.297725877791718, + 3.8464539500942263, + 5.690387424364925, + 7.301563449379409, + 7.031684050645781, + 5.29419539028417, + 9.25049163907809, + 6.741245820881107, + 7.446089059117263, + 10.146290479832489, + 13.999999999999998, + 5.841118839551023, + 8.114665425854785, + 5.585116998353004, + 5.903993500851966, + 10.28412608414158, + 9.57822672035757, + 7.094830833998159, + 7.744772552356141, + 7.249257332525589, + 6.890274539026094, + 6.04738085652663, + 11.568767965914164, + 10.16483855701825, + 4.894278073597652, + 9.032563450772717, + 9.913703796778616, + 4.229224558864125, + 3.90656751428705, + 7.384048887654537, + 8.524296362923824, + 6.519847784240155, + 7.910640914062313, + 6.587464616653873, + 4.300029339574182, + 8.5759391744694, + 8.88493450304863, + 10.504760200011273, + 6.946717558359831, + 8.107091815038052, + 4.90889972426162, + 5.098967067721038, + 6.09309191422186, + 10.033933455332264, + 8.978997744647556, + 6.731278124219917, + 7.191962028701999, + 7.127711209793025, + 5.632040991917971, + 7.955026340097655, + 7.667520860166849, + 7.272362197396377, + 3.6919326929347136, + 7.692523533855144, + 8.157518082656166, + 7.187765846234752, + 8.758824521484824, + 9.969273220889765, + 5.8408115544650085, + 4.981672050401603, + 5.42331849638569, + 4.83857110672314, + 7.904053370906855, + 8.663974819761108, + 4.16111196816975, + 8.515977267378878, + 9.999807460393496, + 7.038092305552901, + 2.803563057437167, + 8.180755325786324, + 6.865125275334593, + 7.274756854860161, + 8.026773255939636, + 7.879543234364988, + 5.18941366922152, + 6.538084087098238, + 5.915806749510903, + 8.136497868762607, + 6.493764174632957, + 6.977405633483939, + 5.489248054892975, + 2.5581027992200664, + 7.312109303718794, + 8.554096969890676, + 8.02830424150094, + 8.616824426419665, + 9.467129030386197, + 6.793698634577208, + 5.050748379982704, + 6.246117565172954, + 8.142330913446468, + 6.8528990851413285, + 8.801933555312004, + 8.38376169055724, + 6.476139840300842, + 9.894562128568642, + 4.808039747375347, + 10.577930500044534, + 7.822491882508682, + 7.989376233974929, + 9.671796765490882, + 5.57475584790786, + 7.610509210594297, + 7.102446618231696, + 5.152739798697215, + 7.301463637868686, + 6.104925813644357, + 6.001382440647675, + 7.885678999417978, + 10.391942387040755, + 7.345138416508713, + 6.380717315013499, + 7.786734690190797, + 6.014539831399093, + 5.573201156513374, + 9.03650434774976, + 6.975392341170819, + 6.867521704142662, + 6.155249161058691, + 8.303263800482528, + 7.348611231182264, + 7.855906367971113, + 3.798391049424724, + 11.235425957161038, + 6.396341051039925, + 5.228506322285567, + 7.834319239941967, + 6.020653841390852, + 8.384296439201583, + 8.384623151510734, + 6.565319432045672, + 10.628820911367818, + 9.228484208847256, + 10.524601982194516, + 6.021265943377032, + 5.973951249276727, + 6.217579612346267, + 6.095511874689899, + 5.81456423425241, + 6.756659807295844, + 6.601407394510328, + 5.651933841463073, + 7.606066882417412, + 8.848103019208414, + 5.866250667826014, + 7.529929502630923, + 5.0977862263181, + 6.483994507852924, + 5.669699209078309, + 8.127710424418524, + 7.575757883896304, + 8.246369053777844, + 4.964070341569739, + 4.991396889652936, + 5.045625730051444, + 5.7753308887641, + 9.01210031314688, + 4.031610444420666, + 8.759488714536651, + 6.65364951527896, + 9.349469962360622, + 6.862936025532809, + 10.164173337271418, + 6.039823242055416, + 6.057904774112318, + 7.038347516788063, + 6.574083863949985, + 7.338107609571772, + 4.851103882370328, + 6.917920215961807, + 6.709336439351165, + 6.894050878953207, + 9.864727092099823, + 10.887304994821244, + 9.831401690527043, + 6.528479452805517, + 4.0914114501536405, + 6.175164949384786, + 8.73612638374922, + 9.152284708947713, + 6.317576553625639, + 7.191493718892235, + 7.381108533992378, + 6.172517370068869, + 9.076317993707086, + 8.854119540039433, + 6.7680600489552045, + 8.543216836760848, + 9.564853066461303, + 5.499787730339284, + 5.1959206693648685, + 7.283913577235948, + 5.872439859467661, + 5.735723554720852, + 6.158424006182359, + 7.2943644330256765, + 3.14871228517616, + 5.665266376618309, + 8.310938776156911, + 7.957113516429416, + 7.40023858050054, + 8.394509584685622, + 8.528292137777413, + 6.238053654469459, + 5.870615501212626, + 6.433726195268951, + 6.069363893970801, + 6.660461917426393, + 7.506111456769499, + 5.895145558138062, + 8.550525459441477, + 8.558663124002488, + 4.624304290590603, + 9.658661976447796, + 6.914868152466825, + 7.337924402194623, + 7.766114454212289, + 8.433974835689948, + 6.891549222025178, + 5.946160789485686, + 6.363836377773103, + 5.331799285360081, + 8.466013448224412, + 6.559627885261048, + 5.606315225526715, + 7.539337775748651, + 8.849702725492898, + 7.682762474412737, + 6.406797812679788, + 4.137044912614196, + 5.701100970110508, + 3.854617678402051, + 7.387433763492869, + 7.763415106574563, + 7.509350205118649, + 5.05727054567867, + 5.830542048973098, + 5.859690474378696, + 8.891674050856766, + 10.154219072428932, + 7.455541163214249, + 4.8118324898032325, + 9.961503136754189, + 3.2309731059187423, + 10.188432654950685, + 7.399811393921775, + 9.271668544453812, + 4.704183667003456, + 8.654792650142806, + 8.18936335603807, + 4.891960039961394, + 5.655117422470192, + 8.81147224773704, + 8.000775801322487, + 8.77504747012084, + 5.082241431687362, + 5.813546487993315, + 6.836059947015487, + 7.81965915392936, + 5.428356913745278, + 7.333003447205329, + 6.376950463991447, + 9.33823501843064, + 8.933877610085764, + 6.8388167067275365, + 5.600876517470604, + 6.1025333060713525, + 6.490922996455369, + 8.506979070074129, + 7.4132883405347805, + 7.103348375140523, + 6.153495923977116, + 2.376768075959951, + 7.51483566596394, + 4.835297728180936, + 8.376279724659616, + 7.945909068934831, + 8.727778876323073, + 6.089430846297192, + 7.172323075211824, + 4.563370643484322, + 3.6768449933847727, + 7.1175786583500535, + 7.822257362901787, + 4.334057805514532, + 8.839583902216155, + 5.290666876847178, + 7.873271692669199, + 7.171223722909929, + 6.977744099966936, + 9.87179123237563, + 4.317187353941982, + 4.227537385918204, + 4.140077138692398, + 5.349997296912594, + 7.710137890814498, + 8.330743318988178, + 6.510972334665771, + 6.9343105827538345, + 3.762097646306431, + 5.660736311071097, + 9.396148399484137, + 13.349888560662292, + 7.8179012805146595, + 1.4317815547427415, + 6.970036693982143, + 6.588007289609895, + 4.328282515586857, + 7.417823926645138, + 7.97532990104869, + 9.504157787679786, + 5.158722568170486, + 5.849778285365157, + 5.890870358820865, + 5.963479205038237, + 6.106759636289104, + 6.898932481849855, + 7.611982388879645, + 8.88697933200267, + 6.532097273862361, + 7.833980482334359, + 11.563169064627823, + 6.782868548051976, + 8.288765459923367, + 7.528980405257183, + 9.764658133573889, + 10.19166523931888, + 2.9251743203391, + 6.657793590506106, + 7.005230139691345, + 6.3927604591582, + 6.088022489133808, + 3.9613890465892574, + 4.275159672976756, + 7.301903491347546, + 10.893484732796878, + 11.496702452694173, + 5.808238633928169, + 7.783305612895872, + 6.316470521496127, + 7.057552645613959, + 4.850104171409935, + 4.5609165358431625, + 9.130828108445352, + 4.233558617035277, + 5.571019711316263, + 8.52714249773106, + 8.90373377508948, + 9.459930509926664, + 6.040281662132799, + 4.66349219217203, + 5.726336215779158, + 4.281522088672812, + 6.825647036962729, + 7.285371191083492, + 5.984941214650305, + 5.368988344377341, + 4.016590232603383, + 7.719000805137069, + 5.9837312940398855, + 8.847880710565029, + 7.561832947775752, + 3.832917408963562, + 3.730128006866974, + 5.801571267427695, + 6.6282561973074925, + 3.1020755653395566, + 4.497585145008658, + 5.584124358081074, + 10.33127327592513, + 6.931244178141836, + 5.58246981997149, + 7.992749619333389, + 9.58789502997377, + 4.633202516472866, + 6.901111019881917, + 7.79555762878438, + 6.255149748918091, + 11.496858885301972, + 9.347344621102474, + 10.337670863581334, + 5.287982807934926, + 7.617524134239115, + 7.149124567592087, + 8.651389726569342, + 5.290004370919174, + 5.369584180846635, + 8.040392261051977, + 8.550427814830229, + 7.739325711303171, + 7.104594898620113, + 8.859696040242188, + 7.397544009543939, + 5.174896031870469, + 5.47098182179818, + 4.933106138281651, + 6.260891633792807, + 7.693555234691673, + 5.622807134660068, + 6.174884306431656, + 5.039406776379789, + 9.809996386872031, + 8.862867931189149, + 7.287286375124328, + 9.065894193686976, + 9.314522391908303, + 7.985406393829891, + 10.289379606190511, + 3.98903207830178, + 4.495357678948128, + 5.620533436430034, + 10.209955798031316, + 8.558388775285017, + 8.42690635667539, + 10.227689694262509, + 10.81783107643296, + 5.093675134769971, + 5.26428380172951, + 7.971298747449369, + 8.3503510398453, + 2.1285314339651724, + 9.842056293598295, + 7.260319681766154, + 9.537878628968349, + 1.985383359263048, + 7.24899119805637, + 6.96820896010586, + 6.150553015211817, + 6.481890279167193, + 7.309596473979961, + 5.9672742278667465, + 8.631270000435086, + 9.1726245193336, + 11.449739296302305, + 6.283678794634559, + 6.971577181951132, + 4.7091867471804845, + 5.230003189525934 + ], + "xaxis": "x", + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=1
ph=%{x}
count=%{y}", + "legendgroup": "1", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "1", + "offsetgroup": "1", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 9.445129837868656, + 9.024845037417505, + 6.800119090315878, + 7.174135162807995, + 7.657991236998258, + 8.322986672402298, + 9.80272078232571, + 6.101955230748901, + 4.997770601283687, + 4.815766790717072, + 6.548020558130832, + 6.618010905584669, + 7.788054732605206, + 5.191834327140628, + 6.869638941459091, + 9.058628424072683, + 7.29188832527326, + 7.275908773683996, + 6.512737123980129, + 7.207886781343905, + 5.324941855611651, + 7.082300649174803, + 10.761897799889317, + 6.286806948436977, + 9.79455869937693, + 8.210443565143713, + 10.356118827208377, + 7.958984291884183, + 6.552847474374976, + 7.628552723143854, + 4.790840540243071, + 7.710959938844849, + 8.291299005968142, + 9.032660579144682, + 7.129424730462989, + 8.075494507899103, + 10.04967371845643, + 5.667650646643197, + 6.795469009842269, + 10.041027974912506, + 7.296037733901175, + 5.862641232845869, + 7.29214180515922, + 7.821970940156012, + 11.301793996392291, + 9.161088612884836, + 7.798453676201213, + 5.564342490630351, + 7.88659122732868, + 9.597191856878178, + 6.9642259425787305, + 7.672909522943807, + 5.382489039471649, + 7.022952113429302, + 10.026223807942117, + 5.500186640904189, + 7.54370046605691, + 6.848331559049443, + 5.9102517293372046, + 9.567822726280443, + 4.296247023728075, + 8.52966934763357, + 8.065339036104211, + 9.158445163262003, + 8.848586282929045, + 9.495456381941786, + 8.052893916459475, + 6.425873866275697, + 7.757269665668284, + 5.117390302624234, + 7.481535362094441, + 7.063646975622253, + 6.87645104288265, + 4.812433652167467, + 4.78886106249815, + 6.505872509363588, + 5.628406919430697, + 5.966000488790355, + 6.3194315449597305, + 5.991283475366895, + 10.272444272154384, + 6.105140135043556, + 9.443358884146123, + 6.887414371129534, + 6.512900833266178, + 5.772718094851822, + 9.73956194896991, + 5.5419790193089264, + 6.448931033409073, + 8.544708661673045, + 6.664003050003359, + 8.736371210915214, + 7.146976296126542, + 5.040331692395899, + 6.259651602740059, + 5.767349596865663, + 7.0889406421502255, + 8.029181612754343, + 4.72578556493077, + 8.195765359895596, + 6.4437536684450585, + 7.039094321089831, + 7.543931304508226, + 7.3401708843321565, + 10.015189062467666, + 6.334162775563274, + 8.892998479215112, + 8.165714932759002, + 4.931958445234491, + 8.977821883109304, + 7.372611795824961, + 9.10733038346176, + 6.7046354257784735, + 3.623165848258656, + 7.966856823982582, + 8.907987117561257, + 5.898726324805972, + 9.51462662210288, + 8.842463655897197, + 7.721078493617457, + 9.0894210984221, + 1.757037115490783, + 5.085429352833509, + 9.545270521249014, + 6.246264053794833, + 8.596767212344783, + 6.436444496090232, + 7.33347772602672, + 6.144759037662152, + 5.393345914423263, + 5.624819996402396, + 5.768868031092238, + 5.251353815475827, + 7.68878591609137, + 5.8427546011896965, + 9.96124770904986, + 7.417502636689077, + 3.633162828862528, + 9.900814840038256, + 10.26843050116335, + 0.2274990502021987, + 6.0172609236891335, + 7.110845138033223, + 8.129341720237186, + 10.252816232929478, + 9.239440361060408, + 7.071314192217861, + 7.11589526567209, + 8.238996596889073, + 6.161779499462049, + 7.061845519716819, + 7.481397771916631, + 8.082148076453887, + 7.70218309918713, + 6.75076118602011, + 6.323942072569584, + 8.581428693706043, + 9.888941401311577, + 8.390500571895505, + 7.581944679656733, + 9.850054687400435, + 9.663653196397622, + 7.935607325113079, + 6.920342898512878, + 10.53809844277246, + 5.72930291193782, + 5.33568880893353, + 6.769834880813582, + 6.848329601322462, + 8.589202343654149, + 7.591346093540146, + 8.137767883092494, + 5.352565979714757, + 7.998090253941313, + 11.89807802974039, + 7.442536475327727, + 5.1408005276963324, + 9.62210598702481, + 5.361211666098464, + 6.376408434486552, + 3.94012545989782, + 6.916825973221457, + 9.146557555894002, + 10.268414718941344, + 7.368768530294821, + 9.393148441549062, + 7.296572875466082, + 8.90086469660199, + 8.107244312818498, + 7.804368873943725, + 4.666148130914806, + 10.90507641006552, + 4.739548767002988, + 9.869231934989052, + 5.827541211542772, + 0.9899122128791388, + 9.485832873402854, + 6.435722716949114, + 6.365497241052185, + 5.452214926167417, + 5.433466238973562, + 7.774468468846811, + 7.2034388489879815, + 6.150487600902442, + 6.767523658273503, + 6.744799074889901, + 7.603775446495936, + 8.546145555159878, + 5.43251208523776, + 7.71408935995488, + 7.845879929236758, + 7.15642449459831, + 4.77522195583692, + 7.741245058636744, + 4.18749081481174, + 7.808012211560277, + 5.895948983187193, + 7.269652252805362, + 7.457979826928165, + 7.746343115356286, + 8.275795629701165, + 6.879959452149452, + 6.799375518361883, + 4.736404607451753, + 6.578998162273409, + 8.775485733684196, + 6.8503020324159625, + 8.07327895224373, + 5.07827417522148, + 7.444914014951037, + 9.434005874654105, + 5.90590695420357, + 5.803496975764156, + 7.61715192193207, + 5.422445767908819, + 4.872560878371032, + 7.058182608235123, + 7.890354273534902, + 7.535700190571214, + 8.722143776841188, + 6.2843857911113785, + 9.30566048031861, + 4.923178856199699, + 6.143018479793687, + 6.616649174874958, + 7.623499920279238, + 7.860106421505122, + 5.579517092707998, + 4.303574607482778, + 6.417702476103476, + 5.036453976008759, + 10.41504401364904, + 8.41860665004133, + 7.557963629790507, + 11.24450714270002, + 5.728823779303805, + 10.486808416025616, + 5.71625135415621, + 6.770926884040844, + 6.043360083711829, + 6.320427822952782, + 8.684778671525315, + 7.961721463165571, + 5.484151253504955, + 7.186931122348115, + 9.792727768555451, + 3.637170625355805, + 7.06478908142805, + 6.632031568588184, + 5.913956687853429, + 9.484703254003293, + 8.447404488438133, + 6.859323725529028, + 6.30000176658891, + 7.31344675557596, + 6.572656388857353, + 6.002414611941971, + 5.93605710996818, + 8.016279103360878, + 8.783596632026194, + 6.911698241358011, + 5.974583248480268, + 7.828740104752374, + 6.114332051439626, + 7.139428272590956, + 6.635894308187562, + 6.280978206755163, + 5.068795502073682, + 8.151248961954652, + 7.582941676733986, + 5.344116870389696, + 7.871961402750839, + 5.3270235340963366, + 7.471026670171208, + 7.066141840325305, + 7.015332582746869, + 6.044671753329083, + 7.255798597493364, + 6.792407468552389, + 7.368165576531881, + 8.837786915479438, + 7.108140711077948, + 5.289618437232331, + 8.693149900569036, + 6.9997645107739865, + 6.89792271658945, + 9.91709205694149, + 5.609025353745414, + 7.714312671631406, + 6.351286549370794, + 7.958871446046477, + 6.000723335995511, + 6.392927840114371, + 6.977267851638903, + 6.353436843717337, + 7.330196876767331, + 6.948265449383849, + 8.24955050895133, + 6.903816977786621, + 7.605674820650833, + 7.301444654287731, + 6.788291583178551, + 6.692531669059861, + 6.028101118266446, + 6.715940563939271, + 7.490786675734917, + 6.336588682161135, + 7.381757557406792, + 7.256015038533906, + 7.0258217707497685, + 7.606880475374772, + 6.347020017898686, + 7.322828416616528, + 6.777506359435946, + 6.642755695262761, + 6.21758491448443, + 6.630122155828689, + 8.051022203026939, + 8.41608681704654, + 7.933067691513921, + 8.942045991487, + 7.033945358536714, + 6.816416925295727, + 6.460033522100627, + 6.227826794815905, + 5.632731646664602, + 6.19124144257447, + 7.701032797005616, + 5.646083311861947, + 7.896743922258235, + 6.010617576533585, + 7.986018499069503, + 7.565198073160248, + 5.736675708942604, + 5.991371081542708, + 9.723377230792792, + 7.736312841132024, + 6.71579947892659, + 8.242558635342093, + 6.539546127935385, + 7.007974587155316, + 7.740383939415849, + 5.772769697849313, + 7.571684493181063, + 8.733525329569868, + 6.917858355091138, + 8.512780908859234, + 6.539115261496296, + 8.227083130096286, + 7.274198050602535, + 7.118980168364626, + 5.941942536401314, + 7.278910903182803, + 7.44518902590451, + 6.442496436487848, + 6.919726155212071, + 6.472371049680761, + 8.251217779681046, + 6.528490775347884, + 7.4943911014551485, + 6.957433637931853, + 6.509621638211163, + 8.069297892811402, + 6.790838199257259, + 6.975209177557351, + 7.422225264350398, + 6.505065806504937, + 6.617862257193747, + 6.769769338622252, + 6.341751223983171, + 7.058866081279625, + 7.53928739507425, + 6.037428193759539, + 6.706695161498074, + 6.758851697206596, + 9.49424264803844, + 7.080193059013201, + 8.05304368223556, + 7.044375318734117, + 6.309891576180204, + 6.879404957296282, + 7.754884394437196, + 7.916669698835311, + 6.405392481776244, + 7.795957800597176, + 6.9678613966386695, + 6.6227913564466245, + 7.369988620741592, + 6.944868386836294, + 5.284810114998686, + 7.760189364703282, + 7.280560356935292, + 6.834259889880556, + 6.728975147762138, + 6.8649167394504005, + 5.808975519906834, + 8.45879698814859, + 7.288736661267014, + 7.463915951229467, + 7.05994023445362, + 7.425102223222055, + 6.742622398258796, + 7.041665417411175, + 7.185276448818911, + 6.597292363153351, + 6.908853083313673, + 6.281903929078816, + 7.036752103833548, + 7.369087138654637, + 7.70810998872957, + 6.504112779748324, + 8.185923417313038, + 7.080445821121838, + 4.704698461717015, + 7.976900873677573, + 6.967696683162022, + 6.444555170207262, + 6.277742483390635, + 9.014356734321137, + 7.781663759793227, + 7.15473588040487, + 6.748811549804483, + 8.128270069244824, + 6.335683141915911, + 5.940475876449588, + 7.61487763929876, + 6.718249444896243, + 6.8663565150600006, + 7.36667198942732, + 6.333640046326739, + 5.89241318577243, + 7.918039170296733, + 6.549124998345768, + 6.804796145017353, + 7.176170870069639, + 7.201702374896836, + 7.776044112626788, + 7.046548537016283, + 7.732880077797702, + 6.266799947990716, + 6.630251708982636, + 6.775631133267148, + 8.164992426171885, + 7.7737581374530995, + 7.295141331699135, + 7.657541728081206, + 7.664793523351656, + 7.544305635616618, + 7.74977378413344, + 7.442023084023342, + 6.559252620892982, + 7.035036795196814, + 7.880685942702883, + 7.498372459046129, + 6.538207172663557, + 5.7564756894907045, + 8.813504659624094, + 7.361599831600276, + 9.175586152587863, + 6.5108556110746, + 7.347030355621346, + 8.111953170359271, + 5.98501245091746, + 6.433722352782365, + 6.770095146347258, + 7.927969552720631, + 7.338826110612727, + 7.078361074110981, + 7.744125219434779, + 7.560392022830322, + 7.830607590568666, + 6.746934968256862, + 8.549692514107981, + 7.276863125209032, + 7.493290815928302, + 5.226895232238513, + 6.42064020641154, + 7.669012536518329, + 7.128062255250418, + 6.504876222341177, + 7.096047101005687, + 2.974429410478532, + 7.116132606475939, + 9.808258178934237, + 8.01883160724048, + 6.60364071679867, + 6.450805742930156, + 6.266378409594093, + 5.161878763351532, + 6.984405530368805, + 6.791992649110415, + 8.309227709741469, + 5.057736411358974, + 6.908272154356689, + 6.164480227353412, + 9.160997540099476, + 3.9757526579292986, + 5.685216462878775, + 6.93365391024419, + 7.464485186199689, + 6.071838864034008, + 7.136102612573539, + 6.150595718406801, + 5.508155525691396, + 4.761105184627487, + 10.490744032724807, + 6.676137319471859, + 7.973307535065096, + 7.352146037579763, + 5.468360932331922, + 2.538115773481364, + 8.423084471695775, + 7.617014108815567, + 7.617033493510344, + 5.429334842369292, + 5.49597599882932, + 5.092757238606061, + 6.2528102107865005, + 6.747415283032476, + 6.640862809077265, + 5.4985146932294855, + 5.652501287341676, + 7.8519256917911475, + 7.221689439703995, + 6.073684981465111, + 6.4079633358080486, + 7.184697762508415, + 6.174750579100353, + 9.540252240007296, + 6.888842932366855, + 8.174186267047556, + 8.756926859235552, + 4.740056688020883, + 8.764495619256667, + 7.899451562181437, + 7.402653150168774, + 5.800034176989708, + 7.08918418720376, + 4.945694700087746, + 9.77693205003625, + 5.153488640267044, + 6.884981084419804, + 7.608750191252161, + 4.901906856012032, + 5.711212506317297, + 8.655298873146698, + 8.3043346530985, + 7.717076952182754, + 7.555822759422741, + 4.881729593763433, + 4.083594880123227, + 4.865069696444607, + 9.62472688627138, + 5.188776875456335, + 5.916930488243061, + 5.729689120388078, + 5.678220967059215, + 7.753936117609168, + 9.159660476654182, + 7.496990927216014, + 7.542300167142759, + 7.159052990497457, + 5.844673795577308, + 5.258414736632194, + 7.420640789488351, + 8.189213850977879, + 8.289857906323226, + 8.025220020635544, + 8.848927372187074, + 6.438421803670398, + 8.205550719357213, + 8.310373671963342, + 7.833970823584208, + 8.142660400879283, + 5.896432475240334, + 4.310701499826136, + 7.895769121117427, + 6.862995092159006, + 6.578680569429318, + 7.423088086315854, + 9.166758132730486, + 8.468694414938106, + 6.486152659745713, + 7.79278353049359, + 6.569053876389385, + 4.921093903334441, + 6.727185265204605, + 5.757088957380868, + 5.842359064086903, + 5.654118943459351, + 6.4182030571970845, + 6.848000112594903, + 6.991685152928785, + 5.924799469006341, + 7.526680395036496, + 9.038326068974223, + 5.945988643250958, + 6.195086857984779, + 9.062822324592789, + 7.137428697435654, + 7.780868679242907, + 7.150046115062049, + 4.574124682109073, + 6.179312077651539, + 6.990452676633395, + 5.810742057236217, + 6.602539771517404, + 6.857493757803479, + 6.789820821454213, + 8.560349290980842, + 8.277058197816894, + 5.636923560026004, + 6.607503310701949, + 4.951413520154646, + 5.913132932597382, + 5.039673103915176, + 6.339142826418309, + 6.451503543212321, + 6.920448700069692, + 6.3932313449189255, + 6.100245391093, + 6.272474990901286, + 7.493843860854462, + 7.63526469216248, + 9.097617417474694, + 8.040144167343296, + 7.296908882387336, + 8.014183072060874, + 9.25289339735736, + 7.288112706816173, + 4.865444268085012, + 5.141506876714266, + 4.886379803626396, + 9.454119448104636, + 7.000523220722731, + 8.323982150124747, + 6.643158712135614, + 8.628893415492303, + 9.794717848521511, + 5.603325960876688, + 7.266781485544794, + 8.064652809050983, + 6.336456502432508, + 4.533399113632135, + 8.951652135487269, + 7.210773702067905, + 4.238282524808328, + 8.264090516352203, + 7.893312711115429, + 4.855587760461034, + 5.230453969096887, + 7.017295398626637, + 4.941972156828116, + 7.337399849697425, + 8.257596524670312, + 6.941278904431053, + 6.888547603133792, + 8.247958056143684, + 7.3560567780554384, + 9.75270322651984, + 6.910765112184391, + 8.80184604561893, + 6.283103588064353, + 6.35403811007823, + 5.928767339528974, + 7.342231249416264, + 8.594217251084952, + 8.149437297610588, + 9.271578532993324, + 7.021617480943761, + 7.83336100102891, + 6.643734375617576, + 6.761413709046804, + 7.612516822631869, + 6.080992868571669, + 6.658833571629886, + 6.427720560503044, + 5.023380783822836, + 8.163999617620284, + 5.272156458908084, + 7.46655835764527, + 7.397650662541773, + 5.53953369002387, + 7.376161138266742, + 9.318613915632229, + 6.701940911688224, + 5.5475762631029415, + 9.001822865226588, + 9.130768886836288, + 7.1252110755305536, + 8.43344310417292, + 6.847863211692964, + 7.263545070215379, + 7.77766536646659, + 6.665774201161871, + 4.959852811105887, + 6.397905013801276, + 8.1403444634267, + 6.714776879687881, + 4.33711946912069, + 8.433290823974154, + 7.274212566762742, + 6.579184951031363, + 8.651023362891474, + 8.35761299314161, + 6.658741558086449, + 6.332386866369147, + 6.730427772496591, + 8.297783199991656, + 6.259267532952487, + 8.076126298096359, + 5.7310421388707296, + 5.303764336866174, + 7.951451170491509, + 8.832142260904973, + 8.250830009047863, + 5.860574154812488, + 7.889579344955965, + 6.1859248920520455, + 9.079715109457624, + 9.221955642445518, + 9.370696575357568, + 6.02834878509831, + 5.6664461454272965, + 6.985303737450439, + 7.273368228315567, + 7.449659685994515, + 7.618119571705241, + 7.027296860302588, + 8.610963031730751, + 7.423586011645774, + 5.4566808884538265, + 9.612898964310972, + 6.641174116155328, + 8.2850715273713, + 6.985192202008131, + 5.0941643608551495, + 6.150034400886871, + 6.189699260391608, + 6.965279871760655, + 7.503085765108365, + 8.581042820709179, + 5.530055021165576, + 8.743958544661181, + 9.05238368979066, + 8.077260885586492, + 6.682097358751442, + 9.24141997355796, + 5.628313271623295, + 4.857802623979042, + 8.430471661964157, + 6.817608380056349, + 5.913755319868532, + 5.500276575154884, + 5.608623152458352, + 5.609235358941159, + 5.859822103560279, + 8.468741062907595, + 7.679595096300121, + 7.226592711428238, + 8.659113026830287, + 6.360195819161054, + 10.485603647205735, + 6.603416523303387, + 5.713322920959069, + 9.609834364508853, + 9.960689857533172, + 6.79265509816682, + 5.91053973772753, + 6.125810325429851, + 5.83610452509449, + 10.667363934157889, + 6.260111289935809, + 10.808156938842764, + 7.371914155906743, + 4.825591458154621, + 7.395450846886257, + 8.862112709633287, + 6.008973609999536, + 7.607223911235492, + 6.683367696720804, + 3.629922064880713, + 8.378108022890373, + 6.923636014423605, + 5.893103407526232, + 8.197353369384867, + 8.989900090557086, + 6.702546553103828, + 11.491010908391427, + 6.069615757057698, + 4.668101687405915 + ], + "xaxis": "x", + "yaxis": "y" + } + ], + "layout": { + "barmode": "relative", + "legend": { + "title": { + "text": "Potability" + }, + "tracegroupgap": 0 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#f2f5fa" + }, + "error_y": { + "color": "#f2f5fa" + }, + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "baxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#506784" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "header": { + "fill": { + "color": "#2a3f5f" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#f2f5fa", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#f2f5fa" + }, + "geo": { + "bgcolor": "rgb(17,17,17)", + "lakecolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "showlakes": true, + "showland": true, + "subunitcolor": "#506784" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "dark" + }, + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", + "polar": { + "angularaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "radialaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "yaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "zaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + } + }, + "shapedefaults": { + "line": { + "color": "#f2f5fa" + } + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "bordercolor": "rgb(17,17,17)", + "borderwidth": 1, + "tickwidth": 0 + }, + "ternary": { + "aaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "baxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "caxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "xaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Factors Affecting Water Quality: ph (Grouped by Potability)" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "ph" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=0
Hardness=%{x}
count=%{y}", + "legendgroup": "0", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "0", + "offsetgroup": "0", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 214.3733940856225, + 181.10150923612525, + 188.3133237696164, + 248.07173527013992, + 203.3615225845705, + 227.23146923797455, + 165.52079725952862, + 156.70499334039215, + 186.73288066057611, + 273.81380665980095, + 214.49661045715655, + 168.28374685651832, + 140.7390622511396, + 198.7673512594561, + 207.92626018799376, + 209.62560053629045, + 117.79122955039698, + 235.04453448737107, + 191.95274297485884, + 183.9087222618269, + 198.614394719096, + 194.87406544579957, + 238.68992851166007, + 202.8174830014264, + 209.6382929790206, + 173.3754983501208, + 200.19140044205727, + 100.4576150915831, + 145.0101719190834, + 211.71414177764132, + 181.89336556155357, + 238.3351124555097, + 190.28705014936028, + 233.4028350124758, + 213.0178296827953, + 238.56938041349943, + 179.88978823788457, + 183.0893100379288, + 116.29932988379586, + 130.94446388846563, + 158.73207576140192, + 163.63974692058176, + 176.68397277687006, + 217.5228619622912, + 204.96174981089476, + 258.9527320159533, + 133.8342291043793, + 232.0751765558761, + 199.18125107339057, + 300.29247579584023, + 206.369682384784, + 253.2170741709845, + 203.1465467521772, + 197.87608974936683, + 220.67053960676589, + 135.80236170060937, + 120.32761534360888, + 163.2748282557015, + 166.83770854028538, + 175.61283632174326, + 204.12364839335785, + 254.61751866421665, + 189.995845993418, + 185.71898879367, + 226.28478781681216, + 252.26549119785653, + 212.0289444657202, + 261.85079976925243, + 240.4321002291383, + 136.87921387078754, + 231.2487868055436, + 217.2197464316332, + 207.71682442123483, + 202.28593794959164, + 151.8896001137799, + 155.32147750080298, + 155.7404952352641, + 245.89513040867456, + 197.50191189847263, + 191.90872954929208, + 160.76731128492577, + 177.89896662548156, + 202.01364260009225, + 200.91375467195093, + 187.05170966607412, + 204.274241099894, + 220.84863863404016, + 192.93702709690675, + 264.2656542791372, + 152.8624334841574, + 199.6529995778644, + 155.05089305064115, + 197.2269809109493, + 180.77287075636636, + 216.78529084002477, + 233.9478636629705, + 241.87510504564688, + 153.2211063194914, + 141.4924095070385, + 274.7049504716489, + 201.56872409536356, + 127.14489180603142, + 206.1604148879135, + 190.79904405060975, + 139.68575880006665, + 201.186804455864, + 174.1849763847294, + 200.2781822057384, + 278.0563209975309, + 181.87342172896436, + 232.36857996920332, + 168.93707245387174, + 141.61528668804954, + 225.02814848907, + 146.59023231546948, + 112.29948548284678, + 176.86648289401776, + 185.692181022348, + 129.82385854680206, + 248.8592672843447, + 214.16623531463387, + 125.4748835138738, + 230.4493293243112, + 183.50037840417843, + 154.26578033555626, + 269.80940702116914, + 224.26635768460815, + 225.4819087637101, + 207.7254551598048, + 160.9683582363086, + 189.1453776814234, + 276.7335689074048, + 228.9215871862097, + 141.1289215214313, + 137.31816582716152, + 238.71339338235532, + 202.9907652715344, + 273.40844807965914, + 263.7645926846328, + 112.82025397576253, + 180.7013754732779, + 178.9562057574612, + 183.24279619429385, + 203.030141349452, + 201.0973162217649, + 205.21404105658868, + 208.09400400931236, + 252.274895005436, + 265.0612161493896, + 187.3150477385611, + 216.76215866041707, + 207.25770955362344, + 272.9827446610101, + 231.26013129603172, + 220.96004111995595, + 188.2166040178224, + 177.213791697649, + 193.63336684342391, + 206.88974832096005, + 208.4907383229773, + 166.25996162297542, + 192.26494470628745, + 214.638602791759, + 225.78410088181147, + 180.531706882548, + 223.2883935684083, + 173.32502242479376, + 208.90564522641387, + 178.2716356163275, + 223.59583899581307, + 208.04271074179587, + 213.42313924496764, + 199.6777844725584, + 234.87652439147607, + 175.27407595533003, + 243.6880748737545, + 225.3993069787851, + 153.67338148945828, + 210.9547539715404, + 201.1268956256237, + 205.9410720799665, + 174.1610935117429, + 232.5818483030484, + 169.68822486897415, + 192.955982524112, + 166.16183690283327, + 248.5774824415473, + 176.85369633581055, + 201.99719579558885, + 144.2363578280657, + 168.61396655389785, + 180.8542106109496, + 203.78159785067467, + 206.2698099355494, + 238.51244061504585, + 201.37945912207348, + 185.82597533815368, + 188.6540372531146, + 217.2668424334475, + 198.323260816452, + 173.35715056714022, + 190.059694941258, + 196.27396370686995, + 201.8640323463781, + 178.92285762430564, + 190.3139043160345, + 168.44421445078433, + 193.16785349406788, + 200.73594119781825, + 221.35688549113, + 184.78184191345, + 204.342927508927, + 195.56688949362348, + 158.3427412395423, + 181.25870473997048, + 178.32655536456488, + 191.75557141833468, + 168.29528712076493, + 184.7845747163865, + 212.5929905085604, + 207.0655873426311, + 173.6402158219489, + 202.32904415934772, + 152.9540623182781, + 233.5150425497877, + 226.58648764549457, + 169.3972376732479, + 202.80908099349176, + 194.50014381121505, + 183.1066248848405, + 213.4710813437128, + 217.7366692313672, + 182.90535936011904, + 208.4440850753948, + 226.10590083272209, + 198.88440946619727, + 197.5410721223073, + 177.8913689232541, + 163.34435237618916, + 160.49644799107477, + 163.25663438144232, + 179.40980374490414, + 187.6434113961764, + 148.73770094538864, + 196.54769644770488, + 207.39747285508693, + 182.19284737661675, + 191.85848413660383, + 237.5796124964799, + 169.50925435200787, + 199.08131728073573, + 210.34727565144365, + 172.0554706876328, + 200.42075551956208, + 164.81720743858654, + 217.70013025762503, + 175.0439988645357, + 189.827788557758, + 157.23198163521266, + 186.46308214058988, + 202.94497913771383, + 179.57975245979594, + 228.7321522076208, + 200.1449707639836, + 174.69268540353738, + 221.15025834839852, + 229.2950981332793, + 218.44080422593177, + 222.48777206240769, + 173.7688739026883, + 209.76151279365297, + 204.36048528423495, + 177.29494944025316, + 214.21457410190632, + 185.70549232396007, + 192.0037756898031, + 192.177126568486, + 219.77889849178385, + 172.8639603240125, + 180.34730837108663, + 205.206058601135, + 189.5958143192247, + 204.6828695945109, + 185.7066466104881, + 203.3868565031016, + 204.35809685056077, + 204.25989937053495, + 240.3453052406008, + 214.18661094783613, + 201.78124550414304, + 195.19059854334432, + 156.22176808976658, + 185.4109329251336, + 188.16075105389115, + 207.28053076460185, + 193.75327979898748, + 221.3201843728941, + 202.74552028375533, + 191.8503964181032, + 212.9784673953189, + 153.2363643879686, + 208.68915313590557, + 209.997246463362, + 154.3006836502833, + 177.31960335088084, + 185.63285813186496, + 172.2990001423738, + 164.72348623241737, + 228.48839375396625, + 234.9145120239778, + 193.84093110096603, + 203.53783248501048, + 183.362712601924, + 200.9434839528824, + 215.9463220151335, + 222.2522694745392, + 200.88940639383003, + 209.83933337513497, + 212.80864540548384, + 238.22196802665175, + 242.4804726770679, + 195.80902842150493, + 156.48275940474178, + 213.06538481772856, + 191.9829945402664, + 198.19705121398164, + 224.15200454884612, + 218.0328397705385, + 215.64821633422147, + 230.335707570874, + 173.63674203102448, + 204.0103465293257, + 169.7271157728339, + 221.54777341772672, + 220.45107827315525, + 175.89434585427836, + 188.2519391176551, + 175.8736762101069, + 174.26635748737323, + 208.55378445476, + 207.7410250148432, + 200.3043481002408, + 186.45708374957468, + 198.37801183496515, + 200.3681589558252, + 167.65860220231826, + 175.00827573199038, + 220.9574326084588, + 186.3031370656567, + 196.4758988572676, + 176.27140374150653, + 199.0514027334056, + 185.32070143113657, + 182.08060130241984, + 182.30694217406872, + 196.55206780599016, + 160.44263125887431, + 220.0808324081126, + 198.5463634904045, + 167.36218705179016, + 197.51709338436092, + 198.2134051416807, + 190.43167918167316, + 237.13982778480292, + 196.95287516726088, + 177.08083947966972, + 197.28720656204436, + 199.3531655276972, + 188.41500063590348, + 203.40045194899608, + 159.96261228698884, + 159.7663994260648, + 204.08094513246093, + 195.35280730935835, + 200.8911924118444, + 183.4717940691837, + 209.10304997116677, + 228.69135473127253, + 204.81271080146217, + 200.61229861795468, + 149.93865467860903, + 229.40778359934316, + 186.6200683962633, + 176.73637570597813, + 190.18938780328676, + 220.38531444455876, + 211.64095798844983, + 203.3841233574426, + 209.3420508856412, + 213.7764386430209, + 158.4221289921539, + 186.38259033476703, + 189.4388127117384, + 211.8728278553768, + 210.7954061081746, + 185.0435966854514, + 204.7834281119136, + 189.29578865279512, + 240.1679011693049, + 175.9118303359524, + 214.64375583835465, + 194.58665933625852, + 190.751164895691, + 207.11547021781803, + 183.161852838536, + 193.36994794404572, + 215.3687416311452, + 196.47871239391355, + 200.7170513198393, + 200.37407558257124, + 198.01716522795385, + 165.43609335155574, + 231.20310142337328, + 166.74296159202632, + 205.5415171695257, + 181.6881220667947, + 212.71066980589015, + 186.0979152810744, + 229.2426598319009, + 238.30104775006848, + 177.57480307423378, + 184.77280935553472, + 190.3151268401933, + 199.3335654213, + 180.74914015853483, + 232.66850873112725, + 179.20698312178774, + 221.2702227529179, + 216.41593213399565, + 218.84325608559016, + 173.85088155056013, + 228.3227976007996, + 242.1641459335721, + 171.816105324697, + 169.3185048169177, + 231.3402282351612, + 166.45277418872513, + 198.8430942320297, + 216.11631856933127, + 212.69827636661776, + 157.14242432238996, + 190.79907898724525, + 190.9379792827234, + 147.9168920753456, + 207.50951515100223, + 201.07921937827356, + 204.20207196666613, + 235.34094272075205, + 197.5626645967175, + 210.5022172113451, + 225.15645195667923, + 204.22532906846263, + 148.39372373034058, + 202.3173347600352, + 222.18416908873652, + 207.52072640009976, + 182.10899501828223, + 166.63655383023897, + 238.93607434384944, + 193.07716833624272, + 196.60694201188775, + 218.7700083539578, + 208.33108404702924, + 173.18556894396477, + 160.21786704107768, + 216.6653185786969, + 156.4799268388046, + 211.81655121440585, + 151.7829056695985, + 194.81561840868488, + 192.64884626109333, + 179.91137979522514, + 200.73310689806533, + 209.73555875887692, + 193.15807637478707, + 216.65535589859263, + 172.38387771727892, + 184.6821038788019, + 193.16950948761252, + 241.2681377483696, + 199.30577420576543, + 207.57940234957223, + 186.09343237063376, + 164.5009841094295, + 208.1329996872772, + 193.43213025278828, + 176.96943085029608, + 226.08442939284657, + 197.56028281048032, + 213.3206159003956, + 213.87485791537927, + 217.0182594836732, + 206.89680588125145, + 212.5213078688025, + 180.4062106095163, + 205.40052911647376, + 196.13398500592663, + 159.7293626987247, + 180.19422077129448, + 150.7183613850659, + 205.64825148296077, + 156.9708217070982, + 210.2792102358162, + 180.0603770730961, + 168.5721461104161, + 199.49945148957448, + 192.38736755463475, + 152.48007530960024, + 217.3680141767772, + 229.9412343165086, + 179.21821727387433, + 187.74884924223053, + 157.51336086289928, + 195.7003801179316, + 195.74476483084467, + 194.63512208040103, + 223.1754154520773, + 218.7927930964322, + 240.85176993682336, + 196.78278366439469, + 174.50681953512432, + 173.15391505725697, + 203.38346319871127, + 225.35049844116384, + 184.37323179806208, + 211.6620911431769, + 182.9410319739575, + 198.86594765543825, + 187.94640877340356, + 201.33885676642785, + 201.6032843097114, + 186.64835853783148, + 234.83547700836957, + 171.33312343988564, + 159.29019048746136, + 201.41012273319703, + 210.2697797493537, + 196.5628526862427, + 183.59737430000524, + 215.42910237005705, + 183.26226144148453, + 178.99824538756306, + 201.43324955065725, + 170.44532836666437, + 227.65435059995576, + 173.7791592207152, + 179.70167683757256, + 163.44764864393738, + 204.5693658042977, + 241.60242960289395, + 200.35369566559007, + 218.3940540770135, + 225.71235865629632, + 211.8000845183685, + 198.91048777024048, + 203.6429166718787, + 175.5856730940521, + 169.74253717900714, + 205.9825818996017, + 184.84748729413263, + 199.49581125276544, + 201.06873653884213, + 198.3324401771621, + 180.73652626932375, + 195.32968870541464, + 230.5618992529338, + 204.8699744563404, + 183.6974795949852, + 203.3547883821459, + 197.66630098297253, + 210.4412054057976, + 199.48971647950424, + 208.27918131736044, + 211.91727649843523, + 221.0002352703405, + 200.0041212242939, + 213.70229899617283, + 158.04306530443398, + 182.1295143139358, + 213.9599878501702, + 197.0499653137216, + 182.19690543881316, + 176.319303983598, + 194.0467188465217, + 177.17439355102374, + 168.687890271917, + 183.7894910275452, + 207.53538090335985, + 196.104297672134, + 173.11982132608853, + 178.70720011619738, + 146.1305993708648, + 209.15702188740988, + 199.6093635972818, + 181.31241822476616, + 165.81532563767107, + 195.0188877884117, + 185.34296149450563, + 213.6103718183284, + 192.3904297923974, + 197.6093924021595, + 203.29662106004972, + 162.23184570645637, + 184.2484959866596, + 228.80280364020277, + 196.0346230520393, + 206.81788714499308, + 177.82912709058905, + 197.374481802656, + 184.4348362484048, + 217.28326240967087, + 220.4223891479773, + 204.04888998474, + 212.5550662759955, + 200.46444487775312, + 228.9604179005877, + 224.05887682392927, + 248.83326298226547, + 209.3620748431515, + 98.45293050958628, + 164.12718036682455, + 205.91378641281185, + 189.077961960958, + 223.37400729842057, + 197.02892616332483, + 216.7362319075029, + 145.79731742174187, + 123.33664392409086, + 209.1281632690479, + 226.87409855898463, + 214.0719823073074, + 223.26493624122736, + 237.92263717888252, + 274.26361790766424, + 151.69135775517935, + 166.96596051286858, + 157.04612543664243, + 238.3247509420514, + 238.29121240025776, + 252.3527991789688, + 173.75077581038963, + 222.6284244862252, + 169.04968404675284, + 154.681902265275, + 155.64480514137412, + 165.82154526373657, + 205.21310511493917, + 164.61818523150117, + 160.22418165431924, + 220.571796189289, + 228.198026777358, + 120.56012957597108, + 182.06470492239455, + 220.8175224555685, + 178.58875346487133, + 187.70065418364032, + 136.89053061148584, + 201.80921648090776, + 191.11933730430457, + 175.7549712209079, + 246.1847191505705, + 155.18531929611436, + 188.0544191463757, + 221.6494395105221, + 205.39658173924835, + 240.9751558941715, + 188.3732816676157, + 258.01994705795937, + 238.51022998356785, + 196.7349272287244, + 191.66599767878637, + 219.71610877461148, + 208.1065480676941, + 194.8680827058205, + 184.30922197365496, + 216.45410758937732, + 176.6400633499079, + 107.3833271231581, + 219.18481365881743, + 166.67694993783547, + 181.4344193519679, + 172.5040208489629, + 214.8196268986121, + 234.32856907423485, + 258.8916011614203, + 242.7299686282317, + 178.06654960793912, + 191.27793161063232, + 124.48281022312054, + 121.06735745563192, + 270.46617064471656, + 219.23995225195372, + 197.76697434286515, + 272.9203850794966, + 128.26346576732436, + 201.80549063698905, + 170.73228872711053, + 167.91892171541582, + 277.1169457168408, + 210.37656141758333, + 211.34468669587807, + 168.0407510677611, + 171.12528741087988, + 275.6797801464157, + 165.79428627237527, + 171.83977666295198, + 225.11607898533293, + 155.83570621680616, + 236.69464808871123, + 177.3530518223562, + 184.13607042511688, + 156.8411948902071, + 220.96997974032556, + 216.4280319009544, + 232.7385451720168, + 197.1042098290997, + 182.5410725181184, + 185.33853982631783, + 194.88086103221565, + 205.2331193892385, + 166.6373052223238, + 182.4738755722852, + 200.46722559427508, + 217.8033177234219, + 275.7467164820933, + 173.52877840044673, + 218.1396219884737, + 113.5046982156932, + 258.9034888104302, + 137.00735518463185, + 238.33358409066244, + 149.85348697706843, + 244.83977006285775, + 133.14175116516057, + 249.52711113284624, + 151.54188891672248, + 160.4286939702, + 193.44985384445656, + 201.55370076987057, + 151.30667357089163, + 257.657739026784, + 177.71284092836623, + 160.81847436463886, + 117.05731445445494, + 236.28248955402276, + 185.8189891329863, + 110.86578832349096, + 176.0065361472179, + 217.53850402153955, + 218.15310691388663, + 151.78431903703012, + 168.87953922942603, + 214.85011121444813, + 179.52140640052664, + 200.94373043741763, + 216.1221437373345, + 164.27439311244632, + 192.36073702122772, + 188.3687407851482, + 173.53194724332127, + 172.03438531654584, + 197.68583849810216, + 222.43632124474937, + 211.75720506527983, + 241.21572946275984, + 177.66289465631235, + 201.00210593103645, + 234.27139905493044, + 184.4420106841809, + 196.83300109745483, + 179.14683615806922, + 242.1517339200836, + 235.67745759489725, + 194.6168939455156, + 236.49327465413847, + 143.5054130210777, + 196.2747258221461, + 249.32419867367315, + 205.74874230698765, + 139.90686639322854, + 208.92034044835395, + 223.7035402989386, + 185.7441467343026, + 230.58628450087167, + 192.92444756734045, + 194.30280093517115, + 184.5527153427008, + 156.26564902601365, + 160.09824748433667, + 207.66922940608185, + 152.81884608210035, + 148.2961767425789, + 141.81024255508072, + 183.2259977881614, + 190.427599631607, + 211.16927685734663, + 218.31988599621636, + 215.1367210669539, + 145.27770635352996, + 143.76749774277198, + 214.17004323520356, + 213.02927295867988, + 161.24319220403282, + 197.1426366030082, + 208.9080219087856, + 213.6474186310885, + 213.09177153173565, + 229.12888948253908, + 228.40994258487405, + 173.6901017342175, + 203.73048066757823, + 244.3958980996505, + 163.34581865595464, + 229.0871406073127, + 202.51206779112505, + 220.8191517094727, + 236.34444018130267, + 184.15660404820204, + 197.2152104214156, + 237.02286314170908, + 157.88257451197023, + 220.95055836068377, + 185.90317938697905, + 241.13597543945636, + 217.77163128141007, + 206.9231635199248, + 181.736388695606, + 212.3046285280127, + 215.1089780116182, + 204.92328495649517, + 186.1239242423718, + 178.079638281933, + 216.7444576980588, + 195.1180297949592, + 169.33384297410385, + 170.1909123391385, + 171.23892552944693, + 197.42819880817515, + 195.7440741357595, + 184.23185351536503, + 205.15056435658232, + 205.5634994781838, + 134.56027614485654, + 147.49057498194207, + 199.8129989267848, + 191.7084136291815, + 204.783734682937, + 228.76294520326007, + 169.21440754297896, + 227.22575069016352, + 191.72220605554503, + 199.0989732929794, + 221.75234848010984, + 158.07979129691492, + 225.8954683340605, + 156.95186455316434, + 215.7217685786681, + 128.5857326504686, + 186.16057025668147, + 278.03636026697035, + 208.63671975933647, + 191.9361914729042, + 130.60836326298843, + 189.70066476028344, + 208.8178120262024, + 243.4129414691604, + 185.3422374143448, + 205.72188032563105, + 241.17571812846623, + 186.88442213446453, + 207.82130351942345, + 262.74177031588744, + 202.1744630373688, + 266.015410306085, + 192.17973900251303, + 205.4829398052256, + 229.1749865194968, + 199.32188950091447, + 205.94024616147485, + 182.67216893349493, + 159.51950176027037, + 232.4146726932161, + 214.7158898636123, + 209.7518023645169, + 189.61852792187895, + 178.59649594457375, + 126.49074453385634, + 191.66379724083825, + 171.28878489718358, + 197.46909003913416, + 223.3281852440092, + 166.87837974379858, + 141.59184048422046, + 193.43316279213036, + 200.7103304002074, + 256.1723233958317, + 236.97549609616328, + 182.14332829158508, + 189.3422246954596, + 200.04581758026208, + 184.54170858151411, + 212.64185756058043, + 205.6210216799231, + 139.0499167222506, + 248.04145326529877, + 248.56774041003143, + 146.86567978891298, + 171.8141967737356, + 182.81901536015133, + 180.44505129524148, + 199.6626368266913, + 203.0703085156324, + 203.88437279422124, + 207.1721680535752, + 168.28336488858125, + 141.62239525456184, + 179.70250313503362, + 169.72816947711055, + 268.6792987326894, + 145.48323895278594, + 219.92138996803715, + 172.58451220996517, + 252.148498737014, + 220.14788910657276, + 243.60650760422067, + 164.02634033157307, + 149.12279412795087, + 199.59794276028336, + 186.94421135042364, + 188.85416928998177, + 146.62723668323798, + 223.33295857436312, + 226.42758590741735, + 170.57129777067271, + 278.0814463395434, + 283.89586375660326, + 263.63272179697015, + 176.93967588217208, + 146.78993810075713, + 193.2826016541531, + 257.2313285955123, + 229.54041255131105, + 143.29995945134735, + 175.4607816228668, + 188.3143777526789, + 187.7870170634784, + 215.91272332236247, + 222.9651975553826, + 179.80599239273965, + 183.90786037549415, + 251.80666547361471, + 150.07608999888103, + 175.1571552273615, + 197.6021251028353, + 185.40397603931757, + 158.3187408075849, + 176.03144985330422, + 191.77362022797823, + 142.27208424350587, + 162.89008310548718, + 245.7196095092649, + 199.10750483120452, + 218.82481261295575, + 224.34714746831528, + 227.68620655398908, + 178.2980513196783, + 186.17837556961345, + 176.85712202822214, + 200.91626251179235, + 229.3393324433285, + 188.2218124620572, + 192.04136914735773, + 209.682466228215, + 214.10732480016327, + 121.0363186186165, + 240.34882037477328, + 206.24993699261316, + 188.7993020585764, + 212.3176659930253, + 240.0779269663718, + 184.07462762496303, + 190.5515720765916, + 207.4224363390239, + 149.95504742834828, + 224.1749355765228, + 152.1152127221111, + 190.3352727655196, + 227.31612786069545, + 197.7790469256761, + 211.6638523608975, + 182.8851372288629, + 116.33827811922914, + 170.49631109661308, + 131.396253059016, + 214.29303229861492, + 193.7211193509862, + 192.4679546426593, + 155.48772453275805, + 165.4670247187328, + 163.49689493335308, + 184.869606190146, + 244.2093845725566, + 225.31415091536132, + 150.4512796011593, + 276.6997645001548, + 120.78544948310385, + 286.5679908209781, + 229.7762645225177, + 256.27339253623904, + 169.94391362220776, + 218.1726596472281, + 229.6084992628306, + 153.5062323362838, + 146.7620232813935, + 270.2095492136374, + 237.51925049670768, + 191.52687441559203, + 191.7670470482911, + 184.03177581948404, + 205.6677184747493, + 225.1068358440284, + 167.0173833883084, + 189.4479647438605, + 170.227079802342, + 248.37601559864987, + 278.2317535555544, + 196.19621328987583, + 183.57378304518835, + 179.39723218654674, + 189.0315881874677, + 197.7451411812109, + 196.45230247043963, + 249.589358731504, + 163.20554797657982, + 129.86397280975163, + 215.4395234698759, + 136.29503661188215, + 248.1328614247554, + 213.0664066766147, + 202.41950478059005, + 207.26713265566883, + 191.3894224915491, + 152.90756062034006, + 173.67770207295308, + 186.19968042370704, + 200.0027932060902, + 155.82935040812563, + 246.0664756445115, + 160.4320288205544, + 182.64665849280084, + 199.16017530273533, + 166.8455743237098, + 114.37145034033318, + 225.5145731412644, + 201.44748661230827, + 253.59983819569624, + 193.808121052722, + 174.35057661350817, + 198.9958000508364, + 188.882918964652, + 228.19447547612535, + 196.02425543544103, + 232.749853691856, + 224.7539567684696, + 152.7764554046094, + 221.08970817902247, + 228.1303828552258, + 182.88858859190924, + 244.94321992785973, + 192.16632403395403, + 243.30469095613023, + 165.71424178064825, + 195.1092426963142, + 119.09383996546896, + 229.93668686719604, + 184.05576194736528, + 223.03163757809904, + 211.4544891696532, + 209.6364216598324, + 190.6628035986414, + 180.5639656429334, + 163.39624094615655, + 203.1694080740336, + 174.94286203820457, + 196.1825584839221, + 211.4527442696999, + 225.34098627618383, + 119.16401026970028, + 211.5669044691553, + 260.45804113718805, + 205.5431757498284, + 219.92199744788428, + 216.6755430239586, + 162.27835703062416, + 173.0296406068645, + 229.4431090571344, + 224.4678021721821, + 177.7343572839614, + 195.9894858228124, + 195.514515850357, + 196.81595194379332, + 187.03011599287933, + 177.6743050279601, + 186.6761758414073, + 165.77311891837132, + 209.7430437506691, + 194.97504391444727, + 189.72822915067917, + 217.3947784798229, + 194.216275243167, + 222.8946593280205, + 139.77087229812946, + 170.95182960133258, + 191.75228971567427, + 188.78357657425528, + 176.84106250266586, + 169.1491900053623, + 180.77656166876432, + 250.66091599510972, + 255.6165687786077, + 196.0075183918524, + 221.557383042121, + 190.70085322501603, + 170.17515725558684, + 218.72383999456605, + 230.2994554356198, + 201.8924736726692, + 198.8657430258765, + 198.48865056001767, + 193.93651490709837, + 203.75642576459444, + 166.4597794561198, + 207.5889534566365, + 172.33158423726564, + 193.60913765381545, + 195.837105153128, + 208.9080360528162, + 154.47409165832607, + 136.09067693820538, + 153.6404934497769, + 186.1252959253385, + 201.63283568822908, + 163.2762251750455, + 245.02346111649337, + 179.59618912885367, + 202.58254227278624, + 154.54694874856483, + 174.73842274732667, + 170.83519216307448, + 200.63757592628696, + 206.52256592147037, + 207.7643262140808, + 201.6271171590917, + 194.5564817360987, + 184.840924899607, + 205.519018557588, + 191.8130460025501, + 162.18438167815225, + 188.06180543396917, + 224.3930365267601, + 194.46323893024805, + 193.02796027128704, + 194.4041704563224, + 139.11870265383985, + 181.66539789833823, + 219.6951233348875, + 164.67480268723185, + 203.34164997521336, + 200.13469747068572, + 162.78025206078746, + 216.07613788740343, + 234.19191634157005, + 226.987836446292, + 148.37923479310555, + 198.88886776012757, + 159.69025100871997, + 225.91911827974377, + 141.4883911635551, + 251.31377951745836, + 142.5341263042983, + 151.03292956434998, + 239.81600458044133, + 192.696421954902, + 217.89677245522705, + 194.247742095427, + 200.5575073663755, + 216.4800247293341, + 184.07103372110927, + 178.21731117902698, + 212.81937743864663, + 179.91971076115584, + 193.4725961371903, + 187.0850839899358, + 164.37116910453548, + 165.6875477419726, + 186.6526477450141, + 205.3766238408668, + 185.90693756838783, + 179.1410182425899, + 176.71402344076833 + ], + "xaxis": "x", + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=1
Hardness=%{x}
count=%{y}", + "legendgroup": "1", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "1", + "offsetgroup": "1", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 145.80540244684383, + 128.0966912100072, + 242.0080815075149, + 203.4089346206224, + 236.9608892461628, + 207.25246223156424, + 98.7716435320576, + 215.26808956209203, + 280.08241070652804, + 217.6870931635101, + 278.5851051769885, + 233.66163585289263, + 212.69145728305188, + 211.09418477114804, + 251.2934475373417, + 155.35755713289635, + 127.54429714087505, + 175.22037648489427, + 229.26386100755585, + 175.87029407292718, + 280.08965491445105, + 169.4689272555765, + 81.7108952702466, + 258.30005161775443, + 129.87095837698382, + 167.10219152011487, + 136.3237517489284, + 171.48362468653875, + 198.8069396513827, + 156.79369424379345, + 268.720881226567, + 181.93812564611977, + 211.21703429690413, + 121.44144151263784, + 178.37235229089595, + 195.8049958466869, + 132.83283666326895, + 229.9283665401693, + 187.78302010878767, + 113.8311121743512, + 235.7351929386128, + 185.06521994820335, + 174.48042698544876, + 157.1815454954205, + 77.45958610044372, + 119.841904634348, + 188.39494231709176, + 256.20882997776937, + 213.05259073034645, + 167.0889759575684, + 212.76449436191092, + 152.87830510283902, + 240.0182138905392, + 264.52560648587, + 94.0913074831264, + 254.67270502539407, + 161.6231416269478, + 159.18805013792684, + 282.73901696086256, + 173.11149825407034, + 278.1475240565239, + 157.7004810745708, + 174.1205842541131, + 186.67297297271332, + 188.9199828896792, + 185.87859436173136, + 198.99447428347503, + 188.98028152061903, + 213.04844514753444, + 225.6574044119953, + 218.261169772179, + 140.61286572717435, + 190.84451360492767, + 250.18395350436757, + 234.89370257412287, + 240.28791166558463, + 226.8300425846444, + 194.7962210453863, + 180.96562086209, + 224.6085627613308, + 163.62462341358955, + 249.1413910240583, + 73.4922336890611, + 223.60305799350795, + 169.21747977107242, + 213.3635445923109, + 166.94886404872258, + 185.67187362857936, + 240.24477096583743, + 181.41340206347968, + 199.58871845460956, + 194.677687162862, + 196.5626845593928, + 232.23447906840016, + 208.37943033010623, + 272.4721780907016, + 206.36412193936965, + 158.04039836256337, + 249.67099941958304, + 214.517610399437, + 196.61599162323736, + 179.64522454627132, + 192.23454077199116, + 210.11881256065905, + 210.1267169600137, + 197.4823264320705, + 224.07818298371927, + 203.4193306887763, + 164.66676859700692, + 198.9962870125076, + 220.3871636355989, + 202.5147113672722, + 230.7669397865982, + 156.89891668869294, + 186.3533610472728, + 202.4612112976188, + 198.31001978048192, + 215.7255270197802, + 229.96442239785895, + 208.43859260220216, + 208.91472003929397, + 147.58183139318666, + 173.5659710719438, + 212.04639107513637, + 163.21803844969529, + 202.3431874909089, + 192.99566481000423, + 233.72135507753296, + 210.97974749526747, + 172.55026149278058, + 215.82287257203356, + 184.3950027880672, + 167.92433600731957, + 209.18562534531952, + 202.0447752679476, + 220.038185981074, + 198.70565298813403, + 179.35057672479883, + 199.0837517570167, + 218.2166824704809, + 152.5301111764229, + 206.0143997782997, + 213.88633690096805, + 211.1233123490705, + 218.2797000559973, + 212.56907634315343, + 213.6196250194865, + 193.7067445243445, + 199.5945386636891, + 202.7569725044581, + 211.0916870824707, + 186.07476549927424, + 185.9324193547561, + 192.13753061224048, + 207.2545053634248, + 185.99241060624863, + 186.60162110778467, + 220.63882299221908, + 215.29551801590392, + 193.2864626334158, + 208.74023200475307, + 233.48726795623756, + 207.0168520738294, + 207.82136307848964, + 200.13982871773047, + 162.85758508798966, + 178.64011866627362, + 177.17325799319417, + 195.45148242169228, + 233.72797460195045, + 199.2553218244227, + 203.8618673386868, + 150.49521432008484, + 241.0002765118872, + 228.1326731898399, + 180.85909058042748, + 209.3585611702615, + 182.90972778877608, + 171.3155430385799, + 182.1210381950736, + 163.17165313895137, + 210.86043856058933, + 226.09342489483132, + 225.0742180753637, + 213.1970192164436, + 215.05136457391643, + 197.64695056521748, + 211.3068119064913, + 228.17185869027904, + 216.67386912339217, + 171.28870012027198, + 207.0048365573147, + 162.24688566600025, + 223.7726613185774, + 191.00493039601548, + 133.21694156018071, + 218.7382355335101, + 214.72466925844697, + 205.0565357935376, + 199.22846754405663, + 177.82830229271073, + 216.75287219198077, + 168.4453578758036, + 240.88842236487136, + 203.75105571618775, + 204.08431824790853, + 214.6827780253648, + 177.84624444839096, + 231.35157576029852, + 194.73828216189685, + 193.78499977048145, + 197.9935375069824, + 231.9985786073873, + 218.2371864747571, + 208.3741880955512, + 179.79991660751622, + 187.1536165953963, + 155.15752028729122, + 183.46130951496127, + 212.27464477236737, + 163.35596081730125, + 163.59333933683183, + 239.05767951559437, + 203.276419833322, + 198.40924713362148, + 157.35428924273316, + 167.98503971803825, + 191.81552348678812, + 185.08838491254372, + 203.06874558303323, + 158.38784000010122, + 223.14188150579247, + 193.20099135531484, + 182.6898249623875, + 205.26608040394387, + 224.70510511747744, + 187.947191066058, + 180.15809804559115, + 221.7924808803483, + 151.6211320112265, + 222.6887948878871, + 163.92602653572033, + 208.4066729518673, + 147.47197267460024, + 201.7808472379204, + 170.4275722621829, + 182.0419861625088, + 223.61639299672817, + 227.0070857735085, + 185.3121832196149, + 190.1645202230107, + 167.42258105469432, + 191.8670896367085, + 156.4618716375418, + 169.40365472843013, + 197.19183941740528, + 185.0879142497785, + 184.2292949772609, + 181.8180655158953, + 188.6623288695978, + 210.31004278172315, + 161.12420479859196, + 224.31676037251503, + 196.7912512137721, + 177.48653326030015, + 161.05788144753413, + 238.94374429692908, + 188.39172524071327, + 201.6699330857699, + 215.49788214967924, + 122.9069907624203, + 163.94990452649685, + 179.0688054957262, + 172.3502810907013, + 158.70747178060148, + 192.64733363339604, + 196.0029378293756, + 222.92230684766145, + 211.0293038198348, + 199.93027838230128, + 179.2136741727753, + 197.10272464590972, + 176.727511301611, + 178.44628573387337, + 179.2349792452903, + 194.04977998317852, + 205.12312348625665, + 211.68950216130068, + 205.8473007177256, + 185.0459927680697, + 198.37914369451653, + 219.62265894107452, + 233.14058798275187, + 177.23364339729702, + 207.36142944113465, + 222.11300420245996, + 150.67102108930504, + 200.1637946160672, + 306.6274814200808, + 204.0414512166342, + 195.8272127022547, + 148.6246064696004, + 194.0563928951711, + 219.17829659993495, + 219.14337264435625, + 173.39092815255935, + 196.6037461418109, + 271.6308237919948, + 191.69263971651105, + 162.2133452444081, + 184.8285570508668, + 161.00230529791418, + 159.16892594184372, + 223.2788912795077, + 218.5493627277141, + 159.80372018647915, + 225.23175998572987, + 230.9328321212901, + 258.5268417014941, + 210.3714356124308, + 143.43135025761055, + 182.03689538627296, + 200.40435093805635, + 262.80847774427167, + 218.0623835473045, + 202.45806075548336, + 106.3801125414636, + 203.46030160970756, + 196.6498225540422, + 147.96806029838478, + 183.84009969220804, + 97.28090859780744, + 230.34290080685287, + 207.0507482906684, + 168.89642168837517, + 203.7072216185075, + 192.52170324831772, + 171.7517540369102, + 208.32602177209543, + 204.72428140123807, + 215.6737860705196, + 246.6228710490064, + 237.26950481139744, + 215.440641301999, + 169.92622161321634, + 283.9972840772543, + 231.3227966792554, + 121.575139230317, + 219.34293247231997, + 197.60207770854225, + 184.55858174244537, + 180.79555812792435, + 213.4282694402866, + 180.29090762022375, + 186.7226312289011, + 190.8974211219, + 225.0631027760772, + 193.16250085071707, + 155.61611241226024, + 215.44520444495868, + 248.90471157708896, + 179.30238137361476, + 186.06060347906904, + 173.00833849223753, + 203.39613019500507, + 200.7055053333032, + 157.66691751062706, + 218.61969925707663, + 274.351886995951, + 156.11082919985324, + 160.9626028404417, + 249.1635668787835, + 135.25927247295698, + 150.77572348289786, + 183.07135490630264, + 194.8589998924054, + 164.768901465965, + 167.38535324121165, + 184.42915953995757, + 205.1907066871564, + 214.38013896465355, + 197.75950261019196, + 191.0041071514581, + 271.60121237018745, + 175.42103940460692, + 203.3233078947161, + 226.41960935560692, + 174.28056626124524, + 178.3317527085839, + 139.9594710306098, + 191.54840067332157, + 258.49007575555623, + 227.03399369193497, + 232.92659800920364, + 218.15347702100297, + 274.82836925370225, + 185.82572638319968, + 211.78323531812987, + 229.6031727838324, + 133.64992468613207, + 214.73188747950215, + 210.7207686977881, + 201.45580795921012, + 183.867245042979, + 239.27825450711052, + 183.93347620579485, + 195.8671168312793, + 236.4767207245789, + 198.47643903857147, + 148.86275843424875, + 206.20883409030944, + 228.53954269712443, + 182.4544617709429, + 187.20271221036077, + 170.82779233185357, + 157.55223841738209, + 241.76834000247985, + 233.97780970903895, + 215.47906830550707, + 178.80538032255842, + 204.4862816465186, + 209.21734414391312, + 178.28574851456307, + 212.4831719992981, + 191.78744194843784, + 184.9442319134637, + 160.30668501234484, + 210.36910365009487, + 198.20408242750665, + 188.9978500866441, + 171.72255503318436, + 240.9791037623137, + 196.6589466144085, + 160.21182215146052, + 234.77937964525077, + 177.05589009355242, + 166.63518046655352, + 149.5632817423873, + 225.36751917804932, + 216.78288125009544, + 198.1473264811238, + 166.3909150570301, + 231.1675374861113, + 164.07037156082885, + 175.63773011843296, + 246.0308561432521, + 197.61749383374325, + 185.631486884069, + 234.2006411977624, + 185.4363401071612, + 139.36225285473324, + 197.35758832231664, + 194.27685675261148, + 223.99570054773503, + 206.2949005748606, + 147.71108612452176, + 215.53379520869677, + 128.48251739864054, + 189.50981146941243, + 187.82961692025904, + 160.92038414912372, + 154.3725427775486, + 278.3403577852462, + 251.46284435305705, + 182.4066445648552, + 230.8200077128855, + 223.5784734635609, + 211.05114616311891, + 229.48976714904325, + 194.76387129742383, + 164.63592081564917, + 220.5018876683082, + 226.00384439783844, + 236.71439903366763, + 214.9928660824678, + 171.97180368438063, + 236.39281701802287, + 231.79318250363508, + 281.59423489402064, + 223.8606218312135, + 199.6137207525292, + 217.26647243232367, + 151.3609669139479, + 177.2525105355911, + 201.65085424059345, + 224.72105888484265, + 229.9786941456632, + 198.41244699493532, + 203.39622710643607, + 223.23225004437475, + 213.24925777826343, + 154.33216162064275, + 236.8615045978861, + 165.79795187186176, + 216.3818795977259, + 127.11755515602354, + 180.29299969001687, + 205.5956353435624, + 191.40082063549372, + 159.18213878155956, + 221.5082446290745, + 147.14867466153368, + 204.0407822248909, + 220.04957443533152, + 197.78558785095404, + 206.91974260852413, + 198.4931562341989, + 163.38540452824023, + 179.63640928450374, + 181.70734326742848, + 210.40796654138103, + 198.33689976583, + 137.68934356534146, + 211.10555110633769, + 189.05875636653377, + 241.38309709563904, + 135.89197804598018, + 154.570002031332, + 217.77031643870023, + 227.00001923094635, + 217.82653090645024, + 186.58270576955573, + 169.40277647855177, + 192.22654632014564, + 150.07453325598388, + 221.02925984875796, + 192.68584914715632, + 237.4971525415004, + 208.32447571640984, + 180.38236352234705, + 100.80651972166484, + 153.03289162839167, + 214.40436270637, + 242.9894019480517, + 183.43938250141755, + 150.5345189469585, + 239.74091609522557, + 187.56947914835783, + 250.41955457077304, + 215.0608669433921, + 180.8251137620231, + 187.8311801753223, + 235.33831153028973, + 203.06902862030773, + 140.92619551286808, + 199.13172601085955, + 189.7583964307932, + 138.51358802644427, + 224.0545823004423, + 188.92067056633817, + 244.24904583770405, + 218.6377589226713, + 176.65563127690487, + 210.8513459745638, + 210.73412392000083, + 182.99938135370812, + 181.45351497805143, + 179.0458380971534, + 170.44092056220396, + 213.91507967662028, + 107.34198187869087, + 138.44011074446098, + 192.8566437225395, + 141.93078127421825, + 145.82586873102096, + 222.26879349353965, + 155.5699415418786, + 211.6813271791461, + 190.4619172664933, + 136.9904663122233, + 201.93864337485672, + 174.06045651903955, + 217.37277968545845, + 178.99326880344694, + 185.9250211478212, + 173.97502714980175, + 143.18650765307552, + 220.09827877045177, + 195.42331583541176, + 246.8635806273199, + 230.1505401471878, + 161.47871035811903, + 147.17980377255313, + 210.92949494906927, + 212.735585316968, + 156.32846478012033, + 222.4839312141405, + 213.51972211063432, + 262.59832943880866, + 202.53783528957928, + 204.66582865290752, + 201.6516668147052, + 240.83252851804403, + 220.63097214086756, + 165.1356577675441, + 138.43189417291504, + 168.72404736817538, + 184.4806587170468, + 203.408815488612, + 210.0461969187596, + 184.5574342751957, + 151.95430074578832, + 224.80945563366924, + 187.912476009474, + 208.7314537169364, + 162.3005936456737, + 197.4392159768229, + 148.98914643589717, + 217.32479950557504, + 171.75155094811768, + 173.44621380578974, + 199.7768138945904, + 152.97621710585375, + 111.47858175418116, + 192.16709613811528, + 227.3576592862188, + 151.68579710944456, + 195.4431596237088, + 246.62970098442764, + 210.502749534901, + 221.8444932555149, + 238.7982302205697, + 134.2012886926389, + 159.77326423152047, + 225.9234457930579, + 151.87617187372092, + 174.63297715067193, + 233.21057499872185, + 197.30001438829112, + 244.79670522681775, + 242.55924577575604, + 159.13941002573804, + 231.56579882259484, + 153.21214977311226, + 184.39315608915095, + 154.4183296387872, + 167.41971059696183, + 179.52892540419757, + 196.31940126016772, + 185.8361581971575, + 160.60823048420997, + 190.20071312769585, + 197.3312909110432, + 205.06763140175235, + 263.82412017721305, + 224.86348197975477, + 149.0794957561743, + 244.12009776712236, + 236.0987858057547, + 216.61247489358416, + 114.46389984219503, + 111.9940275170517, + 159.3179721842128, + 224.8171317663408, + 219.44263968437767, + 262.2185852767776, + 188.9135411469536, + 186.6377118589591, + 254.42506637463424, + 207.89718718220348, + 178.2577102462834, + 214.81668099928447, + 185.68000402482804, + 169.73522248715824, + 205.89234643050156, + 163.04728268928835, + 134.8895096410136, + 216.5518870292925, + 220.3483202741255, + 145.7903698736801, + 152.0941694104668, + 170.13244649695807, + 166.71044045521649, + 176.75349958886147, + 208.404165637212, + 180.81772204590763, + 179.6324754737838, + 195.5395359053909, + 234.78230155080652, + 269.6403780925448, + 242.091338295218, + 205.4078250122928, + 236.82321446034183, + 227.23289536313413, + 192.04842038980323, + 198.16880422609847, + 228.16090067796205, + 220.20373454322575, + 274.0213909062187, + 203.2011966288236, + 249.3400530553223, + 202.413637897938, + 216.53249797922632, + 225.49279278281443, + 182.4139919584597, + 182.38955917364427, + 166.85023675863397, + 136.97687905798563, + 195.2124952609585, + 181.73287696977007, + 212.81602950205456, + 260.08338456831405, + 200.71168111573743, + 199.17015983755184, + 317.33812405558257, + 168.74541441395323, + 182.64473627031447, + 263.5141882082595, + 266.7449592274032, + 209.7467711974657, + 224.8560890465408, + 234.9422028892612, + 160.44306483140969, + 233.76157880680097, + 155.7096794097609, + 215.85486927203505, + 249.96924347628504, + 153.74817023416347, + 185.9093028232159, + 207.3619066463786, + 161.19528295802166, + 197.66094852031983, + 186.98686935800453, + 188.7116365205176, + 163.09825445217052, + 216.56470196178503, + 186.8380279272819, + 183.9152961822356, + 183.61412123660037, + 130.3742718610842, + 132.6703046985399, + 223.70496558825224, + 231.01878381910217, + 185.4217237314824, + 176.80866080582092, + 184.3851244049376, + 240.8871443823025, + 153.56973840612508, + 236.03478264925752, + 222.04263117353537, + 151.45483069268104, + 157.71936436169278, + 225.67487155966444, + 142.14781059875196, + 219.5864398669669, + 175.0150826368574, + 193.0420805044521, + 202.7155010481385, + 185.83867135369428, + 125.15876980912518, + 180.4538712858433, + 219.51988565170765, + 94.90897712808312, + 191.91689889568164, + 151.57377799438208, + 133.43213240057406, + 223.1671254614555, + 188.41305544752876, + 224.4329492970915, + 162.6994498936365, + 186.71332903022403, + 153.7090924780523, + 207.9982202414912, + 197.74932536827777, + 120.02172614502156, + 125.30271940363592, + 228.30318564923488, + 127.91882621440118, + 192.3407436816268, + 222.39999014607184, + 195.7172934966878, + 219.3374288103309, + 175.3260618694199, + 263.6831597234652, + 271.8822190208284, + 216.1226733585991, + 287.9755402021361, + 132.45648354840728, + 200.0729284041309, + 207.83222909914724, + 114.8075783848566, + 198.9114490766973, + 136.57738115579482, + 190.83730796195945, + 196.2457056729199, + 227.36694921951323, + 169.92524845007168, + 241.72445271011424, + 241.1407462554082, + 241.4435345856695, + 277.0657127768061, + 173.381945364966, + 211.59411247930296, + 198.59675077781947, + 148.1936975614508, + 234.7839038156121, + 190.47789169609743, + 131.63517654759482, + 225.08023382786996, + 160.5652530477201, + 272.111698452723, + 244.18739150014136, + 198.5112126776972, + 260.593154348188, + 239.26948146487769, + 203.1050914346406, + 215.0473578931106, + 207.3210856503921, + 94.81254521783356, + 186.65903974703812, + 193.68173547507868 + ], + "xaxis": "x", + "yaxis": "y" + } + ], + "layout": { + "barmode": "relative", + "legend": { + "title": { + "text": "Potability" + }, + "tracegroupgap": 0 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#f2f5fa" + }, + "error_y": { + "color": "#f2f5fa" + }, + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "baxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#506784" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "header": { + "fill": { + "color": "#2a3f5f" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#f2f5fa", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#f2f5fa" + }, + "geo": { + "bgcolor": "rgb(17,17,17)", + "lakecolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "showlakes": true, + "showland": true, + "subunitcolor": "#506784" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "dark" + }, + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", + "polar": { + "angularaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "radialaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "yaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "zaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + } + }, + "shapedefaults": { + "line": { + "color": "#f2f5fa" + } + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "bordercolor": "rgb(17,17,17)", + "borderwidth": 1, + "tickwidth": 0 + }, + "ternary": { + "aaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "baxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "caxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "xaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Factors Affecting Water Quality: Hardness (Grouped by Potability)" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Hardness" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=0
Solids=%{x}
count=%{y}", + "legendgroup": "0", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "0", + "offsetgroup": "0", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 22018.41744077529, + 17978.98633892625, + 28748.68773904612, + 28749.716543528237, + 13672.091763901635, + 25484.50849098786, + 32452.614409143884, + 18730.813653342717, + 41065.23476453935, + 24041.32628006128, + 25630.320036999725, + 30944.363591242687, + 17266.593421923077, + 21218.702871190195, + 33424.7686784948, + 15196.229987483845, + 22326.89204571865, + 32555.85253707369, + 19620.545328612152, + 24752.072459755404, + 24683.723566029654, + 16658.876503163574, + 28780.340431632725, + 9973.934059208535, + 10575.18628088936, + 15758.740621388915, + 21536.22468744541, + 12013.550628764531, + 19871.788448305862, + 11920.610835646206, + 21783.65103336337, + 28779.6500110336, + 24323.865903045946, + 32144.79993361832, + 20965.478308853573, + 34873.9345228707, + 24964.777703096523, + 6743.346065530401, + 33223.58152874991, + 19460.38281898756, + 23029.663613563636, + 37962.16799126102, + 24468.048390354597, + 31903.399811532247, + 9566.1222701692, + 27267.981860954154, + 23827.275015402887, + 27159.38434523353, + 21470.27830541328, + 12652.362978658088, + 28608.052076372544, + 27965.07214592841, + 11609.109054527797, + 26687.87448333394, + 23873.378210133666, + 21485.153195191077, + 24627.867560468934, + 20868.331218998803, + 24405.25053495276, + 11837.12335960845, + 22989.79638994664, + 9624.300462110114, + 27776.901051693392, + 13237.989604570806, + 12710.249451611751, + 36477.73811241909, + 20230.125576951767, + 14100.968986979937, + 15331.302691753155, + 27433.587294151766, + 28918.419953077177, + 27653.235184410696, + 24913.83716589005, + 17087.076901837234, + 10909.194592323076, + 34971.80748262682, + 17973.178859011827, + 32170.06916009624, + 35957.79218259479, + 28149.41179162288, + 14775.14559575291, + 27834.21769634046, + 13041.829140394102, + 27141.36290294348, + 46140.12684950231, + 25145.02412478556, + 21802.74489792894, + 13442.603471136694, + 8471.67738143048, + 23641.70256530387, + 16312.154973975048, + 24909.44400956197, + 17657.08417649328, + 13556.734397114704, + 19991.23914904896, + 21667.86874132637, + 22821.254376566587, + 17358.796365042126, + 9615.832709692548, + 14600.539521891906, + 26473.71323896156, + 10280.92949674048, + 35216.385970173644, + 7695.063934702985, + 28862.257169818786, + 23783.09955637777, + 24112.15347052457, + 30989.94841451828, + 27192.28056064627, + 29136.814623869737, + 37625.75267985834, + 11067.181147840996, + 13652.293199392612, + 45222.50666548316, + 16462.460086163886, + 25839.894103711547, + 18344.680360836188, + 16268.44860625852, + 16002.138319545113, + 23590.93212865605, + 15326.855914122048, + 11215.945901592888, + 16324.115196182343, + 12975.9003341113, + 7769.616118841751, + 34440.77343351387, + 14962.177833160747, + 34864.42789348474, + 22244.218235890683, + 25299.51155745438, + 4304.492483085919, + 17162.398420975343, + 28487.7085978243, + 25648.569496257434, + 16723.97724364579, + 10704.6031822988, + 19523.12486468928, + 26307.29845475983, + 23220.120613390383, + 8580.245561280903, + 12105.721934269564, + 25008.53224756482, + 23114.446075687887, + 17167.301297022455, + 28102.75662504674, + 17650.405049112054, + 28544.61628698039, + 22833.192041516584, + 15156.78983399899, + 20418.88992581832, + 27948.58944543105, + 8532.139516959518, + 37169.44440353849, + 18536.69864747702, + 36438.31087570425, + 26831.610410687943, + 17925.352120318876, + 26736.08556736884, + 31414.525805340723, + 19666.99279150528, + 22229.230089547444, + 18340.04680554661, + 21230.431409205084, + 23920.25477822358, + 19384.03743152532, + 40879.78957260728, + 19947.924178410107, + 14673.670669338468, + 18308.50267385409, + 31101.684276906355, + 15489.325660001314, + 23432.96269427995, + 25396.01178237689, + 27554.34526324007, + 29072.16965421457, + 39960.298950886354, + 12224.624603764092, + 21910.763569830207, + 26703.853473458294, + 22888.788064695444, + 20868.627979306973, + 12677.84149561641, + 26177.78950840208, + 8896.195118425881, + 20988.429409692693, + 21144.975257847105, + 22372.303266771247, + 14859.059660678646, + 14462.674308376983, + 2552.962803650125, + 7013.211786707304, + 10859.55375155814, + 34226.072126574334, + 18409.037315470432, + 26132.21181192403, + 28001.11817880314, + 21575.245220759803, + 29542.338165335543, + 10676.508475429378, + 21078.887166441476, + 13454.634777245552, + 20015.39810593454, + 19185.79187714887, + 25394.104720299747, + 18476.619165976248, + 20229.10815026317, + 23894.13600961513, + 17342.3140789379, + 15049.584198812629, + 30253.851102579432, + 17527.716725719834, + 21443.264748755573, + 29616.492869322887, + 15288.213773747357, + 11826.294275033131, + 25993.711405769885, + 26853.949493176107, + 19156.123132395467, + 22274.368371630822, + 40149.316556861646, + 16544.275591098198, + 8777.686783625666, + 21891.677158572624, + 19835.980770126956, + 41411.60170700689, + 45510.58431927956, + 29072.03812086268, + 23502.857795232936, + 16173.727092975756, + 12856.92869494354, + 41839.45644895902, + 9651.87482568678, + 18949.97553945145, + 30879.02668435887, + 18140.59427092464, + 27867.486756939925, + 39657.27210801511, + 27296.294044952007, + 19646.23341923321, + 27218.82197618923, + 15000.18776915127, + 9694.35489610499, + 10603.098020510712, + 26640.072187750717, + 11310.958312527033, + 49074.73040737054, + 17100.887433380165, + 26189.647063515877, + 25222.95600386242, + 4343.356611002731, + 9082.816175459164, + 29252.501111666465, + 14877.289737184625, + 32882.15594301242, + 14973.29735702295, + 19436.503541599835, + 25833.85171330617, + 15825.44031571446, + 4728.650671023337, + 15007.272681730628, + 20920.25156102137, + 27951.613070026902, + 16061.590097622857, + 27840.69421009444, + 10465.261601336148, + 24897.28660152616, + 44652.36387224059, + 31350.27576547941, + 25319.913867098738, + 23734.84621110288, + 10897.150288987916, + 14333.53802380583, + 16532.82882248396, + 21022.8350298754, + 26532.73725453348, + 11889.21774723934, + 12819.87543649163, + 30681.120257939838, + 14625.561362859704, + 17516.69936246287, + 8508.153729977339, + 29122.696996932584, + 29493.42296740954, + 24769.511393738707, + 42327.16801603931, + 32333.84154221961, + 39997.78369749367, + 36701.97434743677, + 23823.492887703946, + 31157.11016705372, + 19966.744696524027, + 12772.095750375796, + 16360.566298166472, + 11120.701045500731, + 44612.75135831064, + 27408.4993324818, + 14149.499829286711, + 19952.30947002819, + 15130.154367811052, + 23564.57966347158, + 11553.039281308538, + 23985.864422293933, + 22993.72935030665, + 20503.430054601704, + 28398.554196372443, + 27981.091190195864, + 15936.247359864004, + 20442.61501430499, + 15824.788728849351, + 18607.213192973988, + 34157.18447357784, + 23603.06541683117, + 17259.852302409414, + 12642.065947280007, + 24991.766020523846, + 25063.68301331781, + 32182.262317798355, + 8712.00258845446, + 30434.269118406635, + 9001.658753142132, + 9381.239930798449, + 23728.29401456205, + 30950.681099821508, + 34314.08709117726, + 18222.931957438417, + 17468.99980174377, + 20012.172975903424, + 16183.586649397506, + 17068.29886291952, + 7324.701425458467, + 15548.416673502205, + 18493.872175475164, + 19472.624328496444, + 24211.63077025936, + 10571.770376968932, + 21467.950865982875, + 14906.047921749065, + 21759.36392940157, + 34094.05717743785, + 29057.22761748945, + 23372.882653692348, + 10587.304929474993, + 32241.079614323666, + 12958.74845688364, + 13501.677965117036, + 25951.554035672933, + 15340.951839023182, + 28338.98146056608, + 33153.81297558052, + 20226.287944826712, + 26422.097888905493, + 36860.468899312655, + 30988.97301937858, + 8016.202938437553, + 5689.804404872833, + 19096.82236947592, + 16898.808297192718, + 39537.08646010253, + 8108.297321624606, + 18014.99570314822, + 19557.99372436916, + 11451.312217210629, + 20288.235569468678, + 22052.03461898169, + 22053.01026214273, + 14912.22550624187, + 38494.72024569318, + 11346.143452721666, + 17734.949625157653, + 26325.817698746418, + 39125.20919646321, + 21895.285700634133, + 17258.188354998932, + 35216.534274067046, + 17982.38725646974, + 35633.268510737624, + 11848.22826962888, + 16764.85476462537, + 20555.5595722516, + 15247.128030884563, + 20497.82222494166, + 23114.03183317369, + 44376.18738226209, + 30594.28067473661, + 25780.05907700056, + 15772.65316965401, + 35439.687840102146, + 22710.458374287573, + 20070.56779192111, + 11298.450090961083, + 20129.97881979117, + 42063.87440465939, + 19663.791311949764, + 13911.826629262703, + 27662.3971005681, + 14151.760083229845, + 5619.135557865849, + 35086.39696295499, + 24070.263650635432, + 9913.963345655571, + 28278.78927563409, + 23610.517563168363, + 16246.173191143023, + 13486.142191111216, + 20335.676509585464, + 16854.129457255585, + 13969.438862550478, + 24061.349595752938, + 11699.133549843924, + 48002.08459600114, + 19900.407837851708, + 29046.083515231163, + 13533.230032975182, + 24293.172662812045, + 19397.323888893363, + 30733.50383761234, + 15751.175300296723, + 33897.06820165686, + 21733.828043581638, + 24827.51664087316, + 17864.689385537968, + 13283.77805343001, + 21280.246558722727, + 14294.240349959267, + 11989.2462425416, + 11797.920916457138, + 20162.01861786685, + 16123.304450528043, + 28909.29028415305, + 21573.74757111393, + 28391.99818542178, + 13124.105636341585, + 17975.55322701793, + 28954.801012055537, + 22610.768713435307, + 4544.841717583644, + 27752.000239563826, + 18939.93665488096, + 20067.572788819743, + 40936.15339124551, + 26220.174214138155, + 8918.892600033822, + 32619.312974501037, + 10562.46053906748, + 26489.114701279133, + 25234.427972105485, + 22390.79556563065, + 34456.80113231408, + 27430.441731073523, + 14298.410462069063, + 20375.66827369424, + 24196.522678757345, + 22174.781140510226, + 25620.771365199776, + 22829.11084206941, + 13291.92260936976, + 23926.078824959288, + 17944.852375346727, + 18136.26158474806, + 15704.482092929533, + 27080.26872221177, + 16477.350806119357, + 26780.69178733168, + 13736.342035671105, + 23683.110189971605, + 23027.385262019307, + 55334.70279929284, + 32071.17936938363, + 30204.546735065484, + 9496.91035373795, + 34184.30840188933, + 27045.92995790961, + 23720.48173047988, + 32602.340084234176, + 17546.40325559531, + 18337.46091630916, + 13122.223421559383, + 10418.108344794638, + 22005.43655000613, + 43958.67812954904, + 13909.479065439597, + 26855.105610647905, + 19621.32510547916, + 11950.235031074297, + 16446.32805026565, + 18742.925222389797, + 15323.40882188845, + 24699.52390299096, + 15888.625206780936, + 23129.74805552755, + 35477.76664346936, + 34006.76874531331, + 20416.6510300176, + 38713.11269226301, + 13826.257913969886, + 21884.5385145885, + 16609.92548912884, + 19044.68007121265, + 13579.55457958598, + 11388.534186913772, + 32911.92971677305, + 19272.704480952856, + 40290.22163641817, + 12135.72493031231, + 16073.67061950872, + 25634.533284034696, + 25524.82346989246, + 16318.733613509214, + 11318.14056257282, + 18452.645570929, + 27558.5425325701, + 13457.211128838786, + 24352.066099112355, + 21495.537557678614, + 9049.682594601836, + 15719.493609488409, + 41552.01966435573, + 33933.70985203021, + 19500.34998335924, + 19024.68867060883, + 6493.547256349771, + 10323.957841371875, + 24470.204256335892, + 23109.854231093865, + 14807.26848996469, + 45166.91214141498, + 21293.8897542458, + 18266.61771666431, + 19155.727560817704, + 24912.87970547044, + 48204.17219241039, + 18678.950810888608, + 20933.512749666126, + 17732.240668204682, + 18711.064662136807, + 16515.87216586344, + 16843.36392740596, + 17699.610609435225, + 12995.8854274784, + 31359.38645566344, + 4111.7854317957845, + 23129.460177853423, + 20526.049705420886, + 6626.376425713154, + 17995.405219186912, + 14786.138900892767, + 26215.40110315091, + 16906.33129806369, + 16615.908152421656, + 31871.291238837573, + 25412.70974190389, + 23774.25827922927, + 15677.970686429557, + 15938.28643912909, + 24767.167109109, + 23748.18399201374, + 4466.257487680507, + 15039.710405983977, + 19207.31177118536, + 22159.018072587096, + 16772.226246243372, + 19214.186356768685, + 16795.31867435868, + 25672.311996021173, + 23051.44185713561, + 30468.64182648061, + 8403.284552226864, + 9812.122463467304, + 35800.699273176404, + 17403.53216686133, + 33095.389596753266, + 26559.380405574226, + 12806.83232652992, + 20709.27976215453, + 20769.519635864715, + 8644.831046838452, + 33431.671122053405, + 12256.678286509748, + 24316.87514580952, + 16388.405264965637, + 10762.938632419344, + 18132.09440069949, + 11697.6069722698, + 16733.124102663063, + 8451.319110908964, + 13181.673516106885, + 11619.709696795016, + 22671.47976122911, + 19534.42164849964, + 11178.40354379496, + 16950.01590699422, + 13467.87978042004, + 20487.92382540669, + 11278.829678470607, + 15135.127235774591, + 6068.454884948079, + 17279.51374941266, + 22690.2444040702, + 18862.67305435684, + 19808.537766302456, + 25204.674081703863, + 16853.676327633853, + 10494.573368799094, + 14464.11554728778, + 45939.6891579836, + 24000.523143797243, + 24036.59382679381, + 16515.670391024454, + 34702.41784804427, + 26744.301741742667, + 36343.40705514046, + 21051.256906654795, + 37174.00541355088, + 27859.74830636326, + 37200.242064765705, + 10836.969782381557, + 23264.10996772913, + 15391.559151103324, + 13821.556160396818, + 36490.14303222343, + 17625.466412216323, + 30379.35944070353, + 21391.162543994054, + 14553.13230781558, + 12883.16353093341, + 12558.897972763089, + 17981.25477626456, + 33843.619447035155, + 20149.179673348102, + 20279.701038209343, + 14619.627261341962, + 19932.58522525505, + 16862.543476270643, + 6967.735565126048, + 15092.017644538098, + 30210.250367370136, + 21079.6062064613, + 12829.092777695125, + 16262.939245595977, + 11086.259857978246, + 26848.6298415976, + 18134.83502046913, + 38356.226496408985, + 23050.331256744616, + 19283.402051083736, + 20481.642070831575, + 26115.61632637636, + 17538.54117200986, + 29477.76439892189, + 29432.208251104283, + 10215.812416702389, + 34370.19711329974, + 13655.680652619383, + 8730.312435580889, + 18503.76652536408, + 32210.816300635037, + 28105.964887110626, + 11861.550851625769, + 12770.831829545388, + 23173.31952968372, + 27109.895609120475, + 36578.22374530493, + 22139.87884847068, + 11123.886159113652, + 30823.73049012335, + 15765.786717700988, + 32869.474407709225, + 18535.046451649418, + 10315.353973322302, + 30235.170803134424, + 17328.161457014812, + 19345.79133187442, + 17915.085972353347, + 28767.757422570598, + 24967.32299778184, + 30268.421271864463, + 34727.40856407366, + 27622.7462675418, + 21961.5269170624, + 28263.80372029677, + 33266.57157516288, + 18328.69589935917, + 20575.57315960785, + 11746.607522157146, + 20911.904666062124, + 20185.58715565257, + 18677.27922204908, + 29298.3594915512, + 33681.33014018342, + 40709.781662842805, + 8572.421508507414, + 20215.632849284608, + 33820.64575966661, + 15496.61171860211, + 32018.28963121317, + 21709.647708957324, + 10925.36010387038, + 34865.35768157474, + 24244.11196284924, + 25433.465014926525, + 12861.946542042451, + 50279.262429338494, + 24978.48317688876, + 9480.617796477698, + 17782.604408324907, + 19113.011912328988, + 5097.825849772476, + 25937.7114383158, + 7656.41324825941, + 24786.05052772173, + 21044.2026629225, + 35793.75778674372, + 22418.90818885896, + 17963.86684547205, + 9809.904000074896, + 12641.527808865552, + 19713.504368329774, + 26262.545482066034, + 18270.10506128632, + 20511.36924032244, + 21319.79439676636, + 19130.961531432906, + 30862.784458532115, + 39030.60370461179, + 8607.612509852157, + 20185.67622897999, + 28722.17584686686, + 37279.12894995495, + 10168.17653621156, + 24282.154769061584, + 13680.764138035409, + 16203.090696900725, + 22277.62602183729, + 41982.61065530991, + 12682.150940770613, + 25274.610304821013, + 19607.754919172454, + 19019.27950469182, + 21856.988628005776, + 23781.328740155917, + 17398.38584333543, + 21937.47156902812, + 14433.780495551264, + 28357.94277394804, + 26843.470364384983, + 14682.665838222663, + 32981.25837721575, + 38368.012617715474, + 24480.671795007485, + 23045.72624697215, + 20561.694730733, + 17540.030217458585, + 29426.473780195, + 22022.626216658857, + 17397.40285771146, + 17732.914670264538, + 14015.044769113856, + 24600.76069054644, + 26402.703957347483, + 20333.07949521742, + 30575.357138474, + 12150.721922563564, + 20320.10845267344, + 14686.283390031202, + 14083.829887957978, + 23441.267143294197, + 24510.50755840066, + 26811.20306837564, + 22749.178352009774, + 23565.73271037028, + 17763.310992827992, + 24649.6747478938, + 24008.992039567405, + 17721.95955725575, + 26631.2128742276, + 22234.69673752062, + 19399.221972076662, + 23259.012448970858, + 33080.58882545031, + 18975.64349499861, + 27648.159653420156, + 24311.90579413192, + 12218.09594456384, + 20278.38298493814, + 39234.470183564605, + 28915.643223524883, + 10922.54199370329, + 24897.557030423013, + 32129.99630738752, + 21214.37051481561, + 17857.716894287623, + 14417.979533041633, + 12658.17716099802, + 14284.647917118657, + 16461.50232380661, + 28990.297847067068, + 17639.857939529353, + 15778.729395634698, + 17621.39011463657, + 31320.24558783106, + 32946.56751781872, + 24531.86944038499, + 13516.911494635013, + 21682.754770791347, + 21456.604421755143, + 25433.232095308107, + 19030.7168755755, + 15058.138752539566, + 15395.469081509713, + 19309.57045437051, + 19345.922475256382, + 32405.413860708893, + 25035.27104226792, + 16404.75948482399, + 9439.783992729104, + 26686.847940981672, + 27931.2084020948, + 31125.740433940548, + 19572.14707975613, + 26944.681919087245, + 16087.269710029725, + 20988.08780567985, + 18020.84242807019, + 18328.40262015074, + 23575.991430246937, + 29551.334147772337, + 25815.389206539712, + 28553.55945774285, + 33462.03422070504, + 24607.088098483306, + 11920.907422128525, + 25623.867503127676, + 13529.038758208724, + 21496.74513602928, + 19168.52677313427, + 37000.9556741392, + 12289.900922124629, + 15979.060270378986, + 12431.803109917795, + 30031.83918131617, + 19821.338373094324, + 16100.967947448617, + 15979.334793250777, + 21316.50672840161, + 14540.735081878283, + 32112.569873527096, + 20408.485598280997, + 19126.29853724468, + 33365.3154156343, + 14470.053548847103, + 18252.07598964477, + 27001.335319183105, + 29808.236904440582, + 11914.463778156174, + 23659.2115198818, + 21923.87408517723, + 21165.59064873942, + 26436.03332650556, + 19118.050299183407, + 28652.143303733286, + 22308.82172880119, + 16746.80039197338, + 30220.612486408867, + 11512.46584166365, + 34538.54403773854, + 23493.12086392092, + 25669.719919916693, + 23778.75871858044, + 13539.81166432922, + 22554.830087428574, + 12359.63119396728, + 39116.68270569929, + 17032.773734140566, + 21250.935633712703, + 28086.87349764668, + 23268.24308114166, + 15613.160532842276, + 21696.00324232273, + 22685.684440355984, + 20247.201029333817, + 19781.610600182965, + 16548.356729561143, + 32742.187332658625, + 19850.182892294943, + 18529.798030715072, + 33773.10706081386, + 20115.733587885363, + 24855.907780812267, + 25918.5679532628, + 10529.310298989858, + 27463.65479470091, + 29956.36301758971, + 12875.127783719328, + 14054.125487414609, + 26744.2315262742, + 31965.364040777866, + 19894.14759343877, + 26804.10949146879, + 15155.548989159242, + 16404.941420255524, + 29382.33525834237, + 22112.74634590108, + 19635.58825474065, + 16575.821260333363, + 14609.976883468133, + 19793.97186728503, + 19679.062670213112, + 27062.065888519344, + 23590.31371232569, + 29032.78110347406, + 9544.862670775548, + 13227.052382407164, + 20855.272321145047, + 31080.43207563619, + 17694.574832976854, + 44499.72870971962, + 22557.603596394933, + 14710.72283062666, + 13064.450591186154, + 15105.373098295278, + 33364.918122879484, + 34816.44453767991, + 13137.490762302605, + 23580.657290482413, + 16522.715753614277, + 9943.637598533212, + 23603.501870040254, + 23951.10598657168, + 22723.80995899501, + 30042.92850642659, + 20227.643783021307, + 17862.14273245675, + 8238.29003830498, + 17475.467753769837, + 12978.197125527036, + 15177.21819016283, + 13345.369098444477, + 18533.33782762714, + 24252.45882437874, + 32875.19205735977, + 12726.298639170123, + 24560.70060600152, + 22577.81893506734, + 34933.784401356046, + 12320.512291841798, + 10498.635153631812, + 14153.64337792511, + 19258.803073279018, + 23793.03135773165, + 33037.353386549745, + 17156.336705105805, + 43195.47366849412, + 33473.11251835836, + 23112.504435315772, + 14343.423206831076, + 25363.01659441048, + 26369.026569982736, + 41569.95198509877, + 23257.20883365817, + 31883.01030653362, + 7929.504748550626, + 20425.766490432838, + 8136.071590569004, + 23961.504534871307, + 27352.343414506515, + 21919.59343509553, + 18909.846005859374, + 26755.718839104346, + 9323.218289777264, + 9632.730976373949, + 31920.584694496705, + 14704.906246105586, + 22377.2729499167, + 38767.75636931063, + 22981.74941112276, + 20269.73127975584, + 10343.378848293443, + 24266.517892957425, + 24145.385761707465, + 10823.300365108884, + 13376.680471923562, + 12767.656228824468, + 9844.70229260938, + 19693.90677215798, + 22523.124552114183, + 22624.03418163004, + 12308.233835478626, + 12610.936307246897, + 20129.358792085717, + 12723.34210107979, + 17851.064020849422, + 17101.95156861621, + 17121.505917055238, + 19639.79600228036, + 11694.635285297503, + 20019.26121482609, + 17045.600094950412, + 19003.963899014376, + 30021.25707852206, + 19231.033290458727, + 41801.44183689757, + 24755.960255672813, + 16242.0602812753, + 27547.807056356603, + 18743.22249362019, + 13691.094972435034, + 7105.800708757526, + 28630.954415716587, + 26912.22841698465, + 7028.839617265691, + 14799.31146415062, + 13197.56681452117, + 9559.54739235584, + 19271.90312346903, + 12138.4229544071, + 18419.132883475, + 21768.640743818403, + 17739.198960066573, + 10112.207322290684, + 18321.327501510958, + 16403.952381052644, + 24930.19881121592, + 32358.538595071623, + 16079.361250418166, + 17416.80177954899, + 14179.622740757455, + 11877.236648749766, + 20411.664380714097, + 24196.26441490278, + 30453.623185522123, + 20098.19951797769, + 17465.345582051854, + 4425.426440298955, + 48175.85209292948, + 11684.11163739329, + 17017.429960403075, + 23031.215807155997, + 27824.190483374845, + 16769.89054626555, + 25521.889224175808, + 11339.166054617472, + 14702.05906858412, + 13490.608147782808, + 22581.224488235966, + 31528.94868997698, + 22411.006863644405, + 13351.41382996239, + 21179.76258787499, + 9265.104947513526, + 25337.12296312416, + 13163.031278326584, + 18622.444795556585, + 27912.90826267047, + 27163.4578756059, + 13122.329581176047, + 40626.847810230574, + 31795.62560626323, + 31017.239417661684, + 28919.81177526052, + 20081.74536239565, + 13901.644681098873, + 45050.00227622573, + 16488.0175125724, + 25825.387005076976, + 18464.9007746443, + 13742.145965163592, + 12937.246890752847, + 32037.60547052181, + 23898.97447677574, + 30592.54883105967, + 320.942611274359, + 17182.45035907184, + 19946.2646652382, + 33892.24595068642, + 27435.30656081618, + 34920.03934783447, + 24435.642080113397, + 39430.30782271887, + 15422.220893205324, + 9138.02934425656, + 26062.447216871416, + 8240.812709357408, + 11174.274760041037, + 19359.428816294152, + 25366.797904809864, + 11234.04147072334, + 8129.734919236011, + 38781.45742184306, + 13630.047308080362, + 39233.09883885389, + 18844.037030605927, + 26597.58644737425, + 19323.677250204684, + 23567.13287541304, + 24028.40540573667, + 26098.637956382463, + 23565.17840440943, + 25702.518673064544, + 14158.157282676424, + 43110.50372146368, + 24789.354734008884, + 32651.802764338703, + 13129.14984194092, + 32808.307503166296, + 22939.144376705925, + 11643.66347576501, + 22185.763962956345, + 26138.097610454868, + 3413.08163340648, + 13319.495705340682, + 14450.17574688168, + 20472.874587935155, + 41452.62557425522, + 35899.280308832764, + 22330.466787311063, + 12838.914372603773, + 17375.97074480394, + 33244.5555969906, + 15973.686891197172, + 28612.266106918007, + 13939.294022009968, + 18438.82339460093, + 11705.072281969924, + 23254.0096194587, + 23535.0289007381, + 16892.895661907474, + 15327.879723449309, + 15911.357508753115, + 45148.80811766023, + 27768.382870133544, + 29999.98700535768, + 15824.822709011038, + 24359.47041421294, + 23512.83795722908, + 14610.41283216292, + 11351.86185617761, + 29307.12894458043, + 21103.30318824115, + 26484.51531637415, + 24316.16333992184, + 12253.303388605282, + 13749.59603662392, + 21820.29587508433, + 27733.71309889203, + 30308.231180576546, + 23158.38909647046, + 15901.285161146245, + 28697.004827070024, + 27199.64199265838, + 12999.14480401679, + 10453.087323267704, + 30412.37233126128, + 18093.97216209058, + 20231.517645479675, + 19797.10854291745, + 12871.551219887571, + 36435.79351381371, + 27771.08013351939, + 33809.22470073784, + 21856.145212583404, + 16119.340190397354, + 23006.242223252262, + 19336.608073355797, + 16819.42317944786, + 17465.09588584397, + 18085.502817623244, + 20260.40369215635, + 23087.21765865113, + 17583.08033488389, + 18869.212089820558, + 40175.206091417465, + 14080.833708523329, + 27852.097438661614, + 18413.096819986466, + 8535.40295572258, + 19576.530381129185, + 9546.129215154651, + 23989.990150725997, + 30245.95697484084, + 25556.05312803757, + 29827.79396925428, + 17177.78878280838, + 24905.28452100044, + 6785.145302691251, + 8127.071253987583, + 20044.206252319666, + 23039.328505396858, + 33123.44297961029, + 39995.18627184782, + 15017.747281118674, + 34698.62116044991, + 19343.149511401392, + 30846.585474123283, + 14880.651798256704, + 11319.10623209237, + 12355.344107252762, + 19905.436547735968, + 27959.987873012346, + 22291.418577314333, + 27971.891806145053 + ], + "xaxis": "x", + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=1
Solids=%{x}
count=%{y}", + "legendgroup": "1", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "1", + "offsetgroup": "1", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 13168.529155675998, + 19859.67647580388, + 39143.40332881009, + 20401.1024614714, + 14245.78912129943, + 28049.646283166327, + 27357.456744580348, + 15976.926225079347, + 26849.194735446832, + 16392.135068872325, + 25508.38694882565, + 19598.86073972567, + 29879.06014610585, + 14866.103863221915, + 21728.821295296457, + 15737.46893784722, + 27784.04848396934, + 22644.766347518867, + 22475.046873480987, + 35804.29261340407, + 35344.658047005905, + 29846.719056712125, + 25999.953669432594, + 13777.37619108904, + 20682.73174245486, + 13933.085360107943, + 48621.56395153603, + 23625.813886131746, + 34006.42073313584, + 26244.036907954305, + 17862.3690025893, + 6552.626314154267, + 20008.13495738684, + 15618.170247930504, + 25840.578887671327, + 29483.601853899763, + 11557.032038390476, + 16953.89873630931, + 15300.838671098294, + 16266.434445278892, + 36043.70663776605, + 44069.27215787578, + 33991.65156687047, + 23318.18797602001, + 39227.61945662096, + 26618.05963677565, + 32704.569285770576, + 11245.735766690404, + 38852.029635921295, + 21153.322826848344, + 29957.191215399744, + 22989.351184203028, + 18189.394980182748, + 15978.355249095192, + 25510.09729821465, + 21082.85204428116, + 19116.01208412308, + 12837.506062969442, + 15244.846394587465, + 38787.46270509904, + 19672.48721317725, + 18203.730028658225, + 21366.283597986225, + 15797.030395803244, + 32033.332018857272, + 18088.354849646388, + 9025.07935959796, + 11965.396508460652, + 25259.780548961884, + 30914.111579007564, + 12088.41645033494, + 17941.811255910274, + 21979.031670782228, + 11465.575643229397, + 28174.620516250765, + 29534.690291753457, + 28334.49193746651, + 17350.05853092619, + 36278.71830879708, + 29983.116007036537, + 18894.852393690708, + 45249.44903301682, + 20438.2246900842, + 29189.13672090755, + 25151.41157350047, + 26124.93141464389, + 13623.160062865045, + 20143.06526175514, + 13979.165723295524, + 31429.37902924875, + 15902.945275663673, + 24283.658791140977, + 16911.20377300041, + 25653.690231044748, + 37356.74640137827, + 15417.932834388865, + 13839.713425986323, + 19663.46942804372, + 20834.294278345147, + 10389.542537940964, + 25740.412590741085, + 28827.36018562907, + 24227.961139341915, + 12810.42316025056, + 9064.035830800274, + 23460.82138066364, + 22960.180643869724, + 16925.01229722553, + 31155.540218305283, + 20225.6429226288, + 17606.885689078066, + 24678.329289092, + 9727.761715714958, + 26738.525360886008, + 21440.73884828446, + 33653.7619633927, + 21148.24190473068, + 16553.562437442186, + 7839.318759829379, + 17248.61874200274, + 32238.077782489603, + 41538.24273000266, + 33455.24099482324, + 25189.8306215794, + 26408.88176751282, + 15173.471149854351, + 19579.389545753744, + 16066.552124395566, + 19981.31518756184, + 28099.038729259817, + 9028.760344852111, + 31155.988820087405, + 34768.93341990608, + 29568.535852018093, + 13969.26156241775, + 11939.769859279972, + 24389.36288513361, + 28584.17580970699, + 16233.134679362192, + 13753.99337343067, + 39028.59934029076, + 15157.268786501596, + 25043.53280335705, + 22982.927444607063, + 18158.842119050863, + 14829.624212321543, + 20038.796416929355, + 18463.88366234153, + 25046.798640288314, + 12229.647584088483, + 11300.238108793832, + 13781.780283955726, + 28407.66102588473, + 18126.030963032397, + 23642.992596628425, + 23234.788934234868, + 20590.71211413799, + 19892.38891391681, + 27032.14226185955, + 21675.682866428637, + 35289.2371102066, + 13213.578253600464, + 19657.84331499779, + 16689.79960375622, + 13867.244195734918, + 34573.678785724354, + 37993.182754531095, + 34596.001871740686, + 15908.642086031294, + 7263.056749130122, + 25383.76518344253, + 24172.70331260775, + 27795.73204094097, + 9609.740604778375, + 8296.550611117107, + 18223.02707963232, + 21407.614287150733, + 30307.217674994205, + 24709.72885813722, + 33046.727605817854, + 25911.32167953699, + 29263.55406898172, + 6787.484660017703, + 14694.420624957002, + 18452.02299450765, + 20592.258942126427, + 22535.085158347272, + 9592.151333127596, + 18364.83141799289, + 14160.68676634536, + 35680.067877428795, + 16099.151895652394, + 27215.90274170991, + 29549.65882291618, + 25863.34324460301, + 16922.853898585203, + 15357.83337292032, + 9363.85398761785, + 7040.737620777599, + 14446.81238968584, + 31421.73163322104, + 22316.398283637125, + 22826.484697453987, + 6342.502842776547, + 21162.72673490324, + 20215.69751694188, + 11459.62244497658, + 23349.485416834144, + 14970.647243569823, + 27336.962623971183, + 13769.860237879824, + 27025.206963024637, + 13978.172660188484, + 22824.699465157257, + 21809.709834295947, + 17037.725367080428, + 37118.25543610952, + 31161.36838769933, + 14733.458757085757, + 21670.59366334191, + 22013.96490500964, + 44586.81265100216, + 7986.493239056313, + 28698.72996489867, + 22389.38048560545, + 22113.391452033964, + 40588.43383077968, + 17106.43864544954, + 18125.638398024403, + 25489.075025583825, + 20474.820823972797, + 13464.487161770325, + 19451.767602835265, + 33744.16680696547, + 18542.9574510298, + 16960.434630635733, + 26608.929154106638, + 32160.533923449733, + 14829.745970673646, + 28301.516948548782, + 18526.261690599968, + 39498.659289103256, + 15990.149227610937, + 34865.32463358429, + 17063.172107897266, + 36267.26665797832, + 34591.67814811829, + 13289.201652748288, + 7323.302300551966, + 33360.17072164734, + 29258.738135919622, + 34535.55385004349, + 29313.78335293502, + 32833.43116851585, + 43533.65784534446, + 12932.590386218995, + 26453.003347820293, + 19393.46986193756, + 26880.22003988432, + 24856.607107211305, + 11682.229317057963, + 40799.36032812741, + 11551.21568041736, + 19378.35906721423, + 34510.75299526274, + 30249.170845011024, + 10102.489720279777, + 20567.145930368584, + 24161.25497902576, + 13086.643934398497, + 56351.39630372492, + 19583.05734941433, + 27567.375669680983, + 40682.14399780205, + 23154.062319200497, + 14598.951912764807, + 16136.433268527604, + 18061.697568169104, + 14034.485798658789, + 19471.465437595816, + 25612.148912339955, + 22543.25629244579, + 33337.10964943294, + 30606.22359320889, + 19862.811257398145, + 20339.01686990398, + 25972.80375060046, + 22781.36453356911, + 15661.940335043397, + 23072.780698281265, + 13492.840835026833, + 12760.437150795751, + 13580.61848288731, + 15736.580985502496, + 22523.43356996634, + 16351.22628667606, + 13593.60001791627, + 32595.120243522197, + 28508.21692861284, + 8524.874645571706, + 11610.20794869492, + 23688.20522331314, + 21776.170174493604, + 16559.87726220438, + 16078.459386211953, + 16616.51661653825, + 37215.22683519184, + 26955.33018270648, + 19789.63607997825, + 22337.44839296724, + 26845.66101347512, + 21111.664104120857, + 21217.158595568453, + 20287.35977041667, + 18664.84429697529, + 14884.339958152525, + 6874.586016391743, + 32898.74936773528, + 35455.70961215394, + 9583.710441307565, + 46718.55596534806, + 25661.360539469097, + 37033.152091371725, + 17150.10054999001, + 17180.188184343613, + 26551.370104695576, + 15570.14232208766, + 1372.0910434922284, + 44184.23045950258, + 21226.665548084817, + 29339.929268453998, + 19743.14841649457, + 24682.124546316005, + 15228.912908891563, + 36505.52425763323, + 15597.640883064318, + 36269.70131666216, + 28338.66404002995, + 28234.906857156184, + 12732.888243247497, + 56488.67241273919, + 15428.450915708274, + 24170.27489447497, + 35775.793395721885, + 22550.492264225108, + 28315.43777694194, + 29778.35787695432, + 16978.926829044573, + 22455.695011751144, + 9407.664038720552, + 15940.573270538474, + 24712.99343193111, + 11246.426645933883, + 12683.483292055978, + 28702.952380225062, + 9076.646483433453, + 19496.84859192329, + 16006.97258771503, + 24042.18816001168, + 28979.76760108172, + 26136.31357119588, + 12477.771817585091, + 26693.76160684569, + 8835.555875821101, + 24578.421221310626, + 27651.60909872825, + 33092.669352987614, + 23308.296877049183, + 40546.956331528825, + 16255.901371056703, + 32528.115614331, + 14778.03287527186, + 22184.52703251262, + 4168.196993742783, + 11592.445624124975, + 35558.73164724479, + 24246.503564672144, + 17617.87630929659, + 10835.201157145417, + 25058.160217144068, + 15007.421534208548, + 20122.192563757548, + 16654.509370021242, + 14348.572923584908, + 35701.155320153026, + 40148.1237214392, + 16982.1319743572, + 33245.63058729513, + 16980.25848095072, + 18058.32029168459, + 16473.067089156142, + 26999.382075920206, + 12988.791228835704, + 27881.504407398363, + 22540.77516736364, + 21879.70420789106, + 39431.11265323532, + 37086.54605405966, + 12575.279626806016, + 31062.37191484566, + 20509.33196159374, + 18857.058497252703, + 39431.25263187423, + 20526.30683510295, + 27849.14208822323, + 13401.044394115284, + 13900.71652278062, + 18998.34682299137, + 16904.201091168223, + 11130.21136487445, + 34250.16392496158, + 29690.917157925207, + 21670.569891384235, + 26376.062287461536, + 20464.77269438748, + 7965.207918480109, + 29317.14244007175, + 31617.07541496605, + 27150.39539959295, + 39484.63892065139, + 18608.940873849617, + 15488.95674774774, + 25419.76949818999, + 25645.06723301753, + 25039.35469550197, + 16965.31410880434, + 17095.270070382572, + 13812.41042060634, + 28232.018406459585, + 15456.220085905528, + 20852.76449616848, + 23641.472028426168, + 36966.85331934397, + 5128.457645769734, + 15360.8350680644, + 22886.96573475016, + 24855.83004230354, + 15751.449149968535, + 49009.92465602681, + 35055.61648989219, + 32680.977991229047, + 22475.092960278744, + 19954.575553945644, + 26594.352076277777, + 17177.07103669603, + 33347.97109835898, + 21043.626929110094, + 13979.381750036173, + 15547.186626031573, + 18506.288608777377, + 11006.048507195754, + 22899.06291433173, + 7412.798058876675, + 17196.05471106186, + 25794.95018998331, + 37308.99415948845, + 38895.356135547256, + 30569.8105511719, + 47022.74584512559, + 27577.213623277807, + 22557.779576080036, + 15525.393963108943, + 29045.261138112808, + 21688.61694269034, + 13706.186807812384, + 35056.2322337289, + 20259.72585030205, + 34359.40079704245, + 21995.06806755686, + 34565.70169026524, + 30660.209666494626, + 19746.49325081927, + 19486.881839128484, + 21736.37332414967, + 12330.406567718495, + 8086.825998967037, + 40684.3900138736, + 29169.720783490982, + 47852.88887105318, + 15147.171463824649, + 19073.25959456154, + 38184.46957355751, + 20155.43446937197, + 20321.229404327143, + 25887.631722186707, + 27402.019999042303, + 12603.400371363736, + 16648.600567341065, + 21403.00204819467, + 14739.068540064643, + 18821.3896124734, + 25137.42767692439, + 17828.294523792538, + 30396.904618808283, + 9465.323904989707, + 7907.330440971365, + 26034.52819812165, + 11579.441692754332, + 25227.5451533956, + 13403.086388826136, + 17240.021064750897, + 17326.202252565254, + 25131.665278766144, + 34132.06797868144, + 23104.52038691503, + 14598.025787498464, + 19002.3146637915, + 28141.21649721661, + 18666.56363770437, + 18194.545310179725, + 30471.92909753608, + 24344.96669256969, + 11229.137777081483, + 19224.98628010973, + 27312.16838469925, + 28170.885101366224, + 17430.841944394433, + 17628.04305899483, + 19026.01732868525, + 26559.360897148526, + 17162.753926666857, + 19502.538967194017, + 23890.893357943354, + 12137.099596717851, + 19197.105514887666, + 32092.05838404325, + 27468.98017010901, + 23517.68101141075, + 13714.832635362272, + 12305.90541479136, + 19872.85485390749, + 15924.799687288863, + 29818.095042113386, + 17681.272356996255, + 15265.407564152069, + 18333.632664093995, + 28390.891358276323, + 27690.47478403692, + 24539.713164600576, + 16488.04765596487, + 21542.83003242949, + 25868.598733450108, + 14763.580113201528, + 13703.22037683134, + 11795.31357950977, + 28460.203396912413, + 13317.468112041415, + 21504.138820970347, + 31683.86459332765, + 27368.014339003028, + 31114.82083633101, + 21752.029713266707, + 24069.33591470418, + 15978.036559255024, + 15896.365936521304, + 19259.19393662292, + 13028.68845838264, + 21065.663658448157, + 23000.723137395973, + 23971.98951891517, + 19115.721861106693, + 14893.206395811962, + 25410.81187155738, + 13614.750925469429, + 21157.179728977742, + 13676.753524467496, + 18253.18109546363, + 21400.016496453653, + 29411.628645120265, + 19105.01490287327, + 20555.965488803144, + 15222.246443946577, + 25175.75415819416, + 22648.23755279697, + 27977.673208238462, + 14304.763082849506, + 18377.008261408668, + 17169.584382234276, + 16679.33516427072, + 22631.65772706926, + 18877.493895411564, + 25591.840984167506, + 13615.109758022078, + 29228.334683492816, + 18463.72212677624, + 18432.47651803924, + 23884.131478628336, + 15457.498661666325, + 24417.86132450149, + 26448.24508746797, + 17414.52062317062, + 23260.472004700023, + 25694.87370551702, + 20111.22594768277, + 23022.16894532676, + 11842.757806247517, + 28723.61762656382, + 11579.11339840144, + 22374.82490970597, + 31073.031337988625, + 21736.981798520654, + 19148.224744060237, + 26807.119511805584, + 21093.932204726243, + 29123.708303808296, + 14126.590529994382, + 26012.48874565097, + 32415.73362384456, + 29644.81360596982, + 16431.20489706385, + 19617.308493681245, + 26296.948300252538, + 20389.593815747437, + 15413.896147652376, + 38468.41358393036, + 34353.839725198755, + 12356.90562217442, + 19331.1940423265, + 27959.926160914205, + 17506.60880253229, + 40483.73038912539, + 14708.47418515277, + 22520.418640021984, + 21532.519232080427, + 17679.351101001837, + 25419.551655141106, + 21607.483238238598, + 22603.64945436473, + 22527.681207020963, + 14254.66131588101, + 12715.814279597913, + 27283.780654727874, + 26420.80956413201, + 20117.359061039177, + 40847.76014638122, + 23027.549759335318, + 16364.159409157835, + 7990.891467648895, + 39251.18212911576, + 17258.114034877264, + 13886.809713477494, + 14642.205540005174, + 26678.392878738523, + 17796.374638357433, + 38413.05708961672, + 6879.764653372923, + 15931.429225597616, + 30566.767504053954, + 12855.346238177452, + 18979.981691997367, + 32858.48309646261, + 11288.634718378024, + 38633.30516883611, + 21379.963927406425, + 26012.130277781263, + 21292.82875462119, + 32873.820021715685, + 13688.074338907056, + 12490.55827605843, + 36873.55798910287, + 27468.681706961732, + 27172.89357293617, + 25927.26543187954, + 30301.856674397222, + 15189.327822031712, + 14230.419130765456, + 29344.84447648613, + 23556.934353273347, + 14444.289598021453, + 14905.255911832408, + 24790.724599455207, + 20169.34425193036, + 19806.411303229328, + 18543.499362354367, + 20109.02627037874, + 15433.134836912068, + 30722.29823264939, + 28327.16733816442, + 31409.063978837024, + 10194.32541115761, + 7764.438021536858, + 13121.171942689456, + 26188.162173561268, + 16174.4337385309, + 19240.05820156024, + 35273.97622922741, + 29706.234224271426, + 23978.10768273247, + 38886.38767861533, + 12352.811105129527, + 13394.731607479194, + 14110.9209679882, + 32156.819438954968, + 14812.970644801802, + 31321.0824263096, + 16828.88059669601, + 12215.40908259904, + 15040.841477655327, + 27414.899122937924, + 19015.46827486608, + 16679.67362202795, + 26730.635333884977, + 21021.41825917061, + 17181.008813677487, + 24497.873935207102, + 17176.87895065498, + 27417.99804290247, + 15379.912762902462, + 9929.194809860886, + 16701.56597534472, + 12833.461241077755, + 24456.174888097576, + 16129.706923294783, + 16780.11614682852, + 30610.047900416503, + 9887.830754527777, + 22057.051786181903, + 50793.898916874045, + 34558.40266734972, + 34355.61842683239, + 15904.243358955971, + 27198.43259077055, + 16700.034872558706, + 13207.860965906144, + 34989.04708052216, + 25172.58575933561, + 23073.063966144608, + 9258.767076148217, + 20316.42668466925, + 9734.677103081169, + 10816.273366562233, + 1351.9069790965912, + 6675.682244593603, + 6108.795734261221, + 12171.024549095238, + 21616.633855183747, + 18321.992317911503, + 41210.66698053774, + 1198.9436990081783, + 53735.89919386698, + 26502.59577382064, + 15106.308646718096, + 12145.544595700614, + 24383.741538214686, + 16470.952191630782, + 14206.357322954953, + 32251.35964845829, + 44539.73832325805, + 31151.615179031895, + 32079.774815203946, + 34451.98421401317, + 20967.84060967087, + 16598.5775109041, + 10220.712358756396, + 14402.726696074144, + 21944.64182966756, + 22957.65340254462, + 8406.72324367801, + 15229.70286870656, + 24312.03779826068, + 32000.178936298867, + 19970.434294477825, + 38918.77807317498, + 40843.61655055208, + 22203.487258877, + 23931.28283313192, + 7705.298604759636, + 39566.75435226551, + 22856.74290130993, + 15668.27361760507, + 35254.02604659549, + 27548.61417733812, + 12044.624691463148, + 19911.22489983855, + 43680.22252088611, + 14825.934501735352, + 3640.73431981458, + 21038.442612673443, + 32000.8439113861, + 22097.41322267961, + 23514.63664741336, + 13742.139486618224, + 32872.38056577991, + 19468.790095389904, + 11356.58048115559, + 22690.045870943104, + 15835.122817712849, + 9094.313300416155, + 25721.83386616531, + 8810.895810076594, + 17711.487773748795, + 28912.202201016768, + 18577.623968980275, + 29614.34879008105, + 42059.38041717759, + 11142.392632055147, + 22561.508311398626, + 17433.60185279686, + 5100.094172699328, + 39184.8467196431, + 18989.316768242767, + 24856.63320937223, + 28474.2025803626, + 24792.525622664085, + 20526.66615556356, + 27701.79405469116, + 15921.412017954248, + 17246.920347484298, + 37188.826021934, + 26138.78019066394, + 47580.99160333534 + ], + "xaxis": "x", + "yaxis": "y" + } + ], + "layout": { + "barmode": "relative", + "legend": { + "title": { + "text": "Potability" + }, + "tracegroupgap": 0 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#f2f5fa" + }, + "error_y": { + "color": "#f2f5fa" + }, + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "baxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#506784" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "header": { + "fill": { + "color": "#2a3f5f" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#f2f5fa", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#f2f5fa" + }, + "geo": { + "bgcolor": "rgb(17,17,17)", + "lakecolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "showlakes": true, + "showland": true, + "subunitcolor": "#506784" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "dark" + }, + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", + "polar": { + "angularaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "radialaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "yaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "zaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + } + }, + "shapedefaults": { + "line": { + "color": "#f2f5fa" + } + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "bordercolor": "rgb(17,17,17)", + "borderwidth": 1, + "tickwidth": 0 + }, + "ternary": { + "aaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "baxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "caxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "xaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Factors Affecting Water Quality: Solids (Grouped by Potability)" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Solids" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=0
Chloramines=%{x}
count=%{y}", + "legendgroup": "0", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "0", + "offsetgroup": "0", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 8.05933237743854, + 6.546599974207941, + 7.54486878877965, + 7.5134084658313025, + 4.563008685599703, + 9.077200016914391, + 7.550700906704114, + 3.60603609050572, + 9.629596276480584, + 6.904989726470096, + 4.432669290372123, + 5.858769130547582, + 10.056852484033495, + 8.67093691991312, + 8.782147480773485, + 5.994678646449973, + 8.161504810728331, + 6.845952023844903, + 6.060712994989327, + 5.538314133481364, + 6.110612421393192, + 7.993829562375316, + 6.81402870120907, + 6.882248306781502, + 4.462707246137983, + 5.570783575394459, + 4.915101054543186, + 5.212314602065352, + 4.961066380191502, + 7.2307947693374, + 6.991259996238134, + 8.282808464509609, + 7.230164126862036, + 6.9948396173050975, + 5.375559891974689, + 8.983276144386597, + 5.837086492837437, + 3.8030364235979857, + 7.050503159576975, + 7.092462955305368, + 6.821679099461131, + 6.6845702741913415, + 5.756930038692856, + 9.86504750268218, + 6.505923138805981, + 7.648599331443458, + 5.1277468613272, + 7.884990657868601, + 6.799841410225563, + 6.655126362567496, + 6.325442403664851, + 6.588374366182638, + 5.495737654707861, + 7.587196417947506, + 6.181839616382845, + 8.18741579072919, + 6.202469332114029, + 7.726040434165082, + 7.391510138420656, + 7.483708837987377, + 8.27079293672615, + 7.954015627092478, + 6.4430978778694525, + 3.998265840980654, + 7.303126583151656, + 8.38676100823379, + 8.569781529733312, + 9.008495193731893, + 5.392651282023056, + 7.091521514260433, + 7.822528490547928, + 8.912266340684624, + 9.616330436939966, + 6.201982767323312, + 3.749625148300965, + 7.121477448104934, + 4.916302562031351, + 9.63563608296433, + 8.130472208247298, + 7.130436799595529, + 7.484103646670236, + 9.00600774687328, + 5.820655207859319, + 7.262416638654269, + 6.137757462086741, + 7.923315374812149, + 6.250578031106523, + 5.819022939611381, + 8.349709766709022, + 6.925706079789448, + 9.900546897053909, + 6.531261269813094, + 4.506293474405815, + 8.977286380775292, + 7.302351651289456, + 6.313181872058335, + 8.54973827385147, + 8.21493885317026, + 7.62791913004187, + 8.105802881560642, + 6.967094561617943, + 5.828357794463706, + 6.440999765643898, + 4.8452054756401095, + 8.96137237710277, + 7.751285440069857, + 5.529942235981782, + 8.830102319230392, + 9.220128211470378, + 7.685775096243834, + 8.879822933865775, + 7.121263608584251, + 5.701659125426225, + 5.809031561747345, + 6.501596204518965, + 7.658746878098305, + 7.567676884281859, + 5.317019274608898, + 4.405034532267237, + 7.683742220804051, + 3.351597819645086, + 5.366011335667973, + 5.293918606634048, + 6.600853063787393, + 7.205262042399628, + 6.958283209737815, + 7.428313128360553, + 8.951692284573435, + 6.5977643395030885, + 6.28604310963364, + 3.615890517202109, + 7.841541552765099, + 5.318731980337871, + 7.22297155669755, + 7.675826174302703, + 6.110019418331791, + 7.244753274494474, + 10.219804099110648, + 6.394463065325563, + 4.210284080582492, + 5.396716118190096, + 4.948814508726159, + 6.500825401623311, + 6.049600899198109, + 5.682035301583484, + 8.12108014749549, + 6.500052537164006, + 5.922450614186979, + 4.271544671064371, + 7.214895724180281, + 6.156110794077742, + 5.987876583564684, + 8.11473101538499, + 8.757133178602194, + 5.55166044710827, + 6.202721182268095, + 8.435470110486323, + 10.41658888057755, + 4.528076190732979, + 8.008618310012316, + 9.922077892734912, + 8.832137591649273, + 6.485594270819234, + 7.018164992223185, + 9.86823789169532, + 7.030699301374778, + 7.488703142936128, + 6.24024762050264, + 6.5480978205934415, + 3.692065358403253, + 5.620298799083457, + 5.9278681269137286, + 4.960558357925921, + 5.68171619688383, + 12.062536203606816, + 6.697657120584026, + 2.9813789663386965, + 9.752878651924869, + 6.509065394637483, + 7.663987986322337, + 6.962789991381202, + 7.295211586223173, + 3.9143531837208743, + 7.837861188542399, + 6.422359010887423, + 7.607610852809875, + 2.9937440607391426, + 8.261778152453603, + 6.737176049704408, + 9.202633941435824, + 8.4516010448867, + 8.263503442433247, + 9.412034556261546, + 3.723776180465787, + 6.30445910663101, + 7.208945954961548, + 7.442998712138735, + 8.117114132677262, + 3.445514571005745, + 6.23423148205243, + 6.947895137367302, + 8.385216673487097, + 4.942929900651313, + 7.692154202402315, + 8.226228135087709, + 9.186893055149625, + 9.49458169766203, + 7.842974787706206, + 8.630380615158643, + 6.269309000717355, + 5.314759315288798, + 5.980401833086066, + 7.108628055021516, + 7.599751702318177, + 3.6885044472211, + 7.294554070379053, + 9.064612799735334, + 6.878347938601747, + 9.72710331796349, + 8.124231912485545, + 7.03931085119713, + 8.456177900240938, + 7.628746941681399, + 9.34598146539764, + 5.895464025261905, + 7.0701852477538, + 10.711475410433692, + 5.239013199777052, + 6.341797302117964, + 7.40001948091398, + 7.924762106897907, + 4.338353353084402, + 6.662948925443871, + 6.856967134399797, + 4.930380712258765, + 7.327729345294117, + 9.900159427394206, + 8.869267959996662, + 9.092721172985096, + 11.5431904716461, + 7.641833653493535, + 6.577127953867105, + 7.84026050655083, + 9.242652786863514, + 5.310815229913601, + 5.667433467359569, + 5.948784613313245, + 7.27943319506844, + 7.277442761541138, + 5.780822620770183, + 5.976549511454515, + 5.922704259769252, + 7.079933969807632, + 6.516518927861855, + 10.707015582959428, + 4.639115857837833, + 8.243781226930494, + 8.110140336918443, + 8.848262223584083, + 7.697323746237285, + 5.527620653059023, + 8.075626885846768, + 4.142485398906173, + 7.132239772698276, + 7.668315445257313, + 6.222626355657602, + 6.500953108308197, + 5.507649677768669, + 4.970958566316776, + 9.009055719782308, + 6.106566875517484, + 9.070126286573686, + 10.096587966022383, + 7.258721932993848, + 6.132545673577182, + 8.377233431257475, + 7.536023170642026, + 7.26876508884632, + 7.736569500362128, + 7.489006437759974, + 4.945416598638363, + 8.420763302362689, + 7.60413034942968, + 6.717666040541136, + 8.550483092447966, + 5.204084472211437, + 7.027226155631311, + 4.536412951344509, + 7.290877675600362, + 7.286392323989023, + 7.744695762882315, + 9.759897651507403, + 9.47284496887071, + 7.410890857875185, + 7.287925242270102, + 10.18460459991426, + 5.325852714508289, + 7.872037771336379, + 5.112750509869737, + 6.608205099166998, + 8.444687184831874, + 7.513870224431929, + 5.543901316277938, + 9.644996547731552, + 6.294517392979037, + 6.761683214465978, + 4.935997766107353, + 5.163931372998991, + 8.38894421399903, + 8.620697294848203, + 9.876574050392144, + 7.667128478800443, + 4.6102446924534215, + 7.309821638629845, + 9.138390839362147, + 8.561123755060423, + 8.571649638299693, + 8.591510126308991, + 8.630313014071895, + 9.820230918736057, + 7.303183678175727, + 7.508305289508399, + 6.543089824078055, + 9.04114608484344, + 3.9209736624247262, + 8.262903987469691, + 9.00872609354944, + 7.390474095948067, + 8.769621767000698, + 7.991366182885692, + 5.018671102233063, + 5.557863755660677, + 5.017698088295537, + 9.363249825363392, + 6.521422284947895, + 7.101223816321487, + 8.486030243192529, + 7.487278120016829, + 6.741909445204502, + 7.029491110970193, + 6.280195162130877, + 6.392545063613865, + 8.439680712314411, + 7.135496643869766, + 7.982096708062272, + 6.296103203499958, + 6.144844982231076, + 9.370848444420924, + 8.840473500525777, + 5.838594348296554, + 8.072933637567953, + 9.751560796636284, + 8.600477186834942, + 5.567500642050892, + 6.764349993180452, + 7.3578572545432035, + 6.045906439607806, + 9.232766061940334, + 5.548407103735634, + 5.903058231468139, + 8.31134872749755, + 5.308989560204696, + 6.298365795305266, + 8.090493963325427, + 5.392692829400886, + 6.041143671607493, + 9.144953298114434, + 6.900379647327515, + 6.057867647319615, + 8.365470022720896, + 6.055622508469588, + 4.493900097817161, + 6.154072581466943, + 7.9190831602624785, + 5.845501641338506, + 6.066386357101846, + 10.141060053348731, + 7.137871354061047, + 9.77500406626542, + 6.050225266127892, + 3.2711440240210687, + 9.733356110206712, + 6.614180462593355, + 4.39313814981189, + 6.259352880963183, + 9.157615312499004, + 6.236836216752792, + 5.962836939385372, + 6.591108949152465, + 7.668897441408557, + 6.812142878738287, + 6.862988074575324, + 8.386403518156909, + 8.204071005976033, + 6.6342101132597895, + 5.584369157426571, + 5.816703197883763, + 6.736118026809487, + 9.768406488617064, + 4.97450612352311, + 9.915647165119752, + 8.193416004409773, + 6.372975147661259, + 6.192662700732348, + 6.028559416620544, + 5.180105640804004, + 7.548543437259352, + 6.785685189577225, + 6.648272780493369, + 9.16523914539234, + 7.843225649588569, + 5.523010780807942, + 7.623603583169212, + 6.861235191713022, + 7.894244798435495, + 5.96127222367226, + 5.501070114239315, + 6.3584022962415565, + 7.903081469320279, + 7.7200109589287775, + 5.818229015846422, + 6.521814669653311, + 6.188502911703347, + 7.784940449239423, + 4.977306609069512, + 7.816284866414023, + 5.211430347967574, + 9.47580112878229, + 6.936782341455183, + 9.29585200073896, + 7.017330330753139, + 7.5166432155506255, + 9.808651156000304, + 5.817090294681839, + 4.87541388108418, + 6.5778340481222415, + 5.350923532087751, + 7.3758831019097135, + 9.605650817390336, + 7.703374743177986, + 6.344585274835143, + 4.8998748098928, + 8.098838844819452, + 3.694274998949452, + 8.54083737580695, + 5.21668448428477, + 8.053558881344857, + 9.170939959898565, + 6.035086878051128, + 7.243682989120733, + 7.837397649883607, + 8.44840522471032, + 5.459171832896898, + 7.651668437911807, + 7.609833075619996, + 8.560537109298675, + 6.1887903080650615, + 4.038955038706492, + 11.086526251113613, + 7.881197241955268, + 7.3827548827212, + 7.325000809399832, + 7.223961867464942, + 6.984101860179184, + 4.286930404603043, + 9.79632989498925, + 8.530101581463274, + 7.769214768699737, + 6.05307194454977, + 6.18592511972857, + 5.783357385747603, + 6.520854677100747, + 8.565831605436097, + 7.422781036509128, + 9.219973244815074, + 8.290688224907012, + 5.276730857728753, + 6.850200389133175, + 6.183950032168574, + 7.420154854034217, + 9.369641788553407, + 7.087909963050183, + 8.17186545006647, + 6.80095766880417, + 6.729775468681519, + 6.556668444833776, + 5.666870422440619, + 6.707523245610187, + 4.865462911988274, + 6.1936239397781865, + 8.36413102029555, + 6.647425228431361, + 7.312751932833271, + 5.837807201144256, + 7.075130627265931, + 7.276064918343411, + 6.6739774050955365, + 6.693213781270785, + 5.993126371123805, + 6.807580134398719, + 5.94607364340275, + 6.184709662457266, + 6.874702423784096, + 6.259376143987399, + 5.360895563439263, + 5.91488443806432, + 7.354034994202686, + 5.973097827324135, + 8.465160384182976, + 6.895145947235456, + 7.504452893461385, + 7.363593123786581, + 5.967722339918852, + 6.546463536394048, + 7.46706801791988, + 6.7463438053848845, + 7.744699887440408, + 8.977179702653883, + 8.051172565689857, + 6.911867556478251, + 7.040727474579704, + 7.436807555796994, + 7.631406985299353, + 5.907272718398605, + 5.753405051896213, + 6.651801292027482, + 6.826412755635183, + 6.902369830255252, + 5.949621952624554, + 7.877666104360982, + 6.380683612713321, + 5.153872814055152, + 7.98045081211562, + 5.588614466203468, + 6.83596822664864, + 8.463003513917272, + 8.793458647829397, + 8.94038013799541, + 6.195449079471762, + 7.498494553889046, + 7.416772689381264, + 6.354508121755911, + 5.628775692029175, + 5.117364166076436, + 7.493278654702728, + 5.843756805412838, + 5.5029034695238055, + 5.152225670059677, + 5.618949090806702, + 7.299301919913234, + 6.5476499906031735, + 6.414851565282406, + 6.410043149676146, + 6.63645414145047, + 7.879750031872745, + 6.726664085659697, + 6.416458708054712, + 6.308198373401749, + 7.285997694388845, + 6.302263824957409, + 8.117217578033463, + 7.710119970074899, + 6.708067810613265, + 7.377422362740065, + 6.959567222404004, + 7.667655265787095, + 6.012315537887127, + 7.607639271731978, + 7.683399375833114, + 7.688917071627449, + 6.095883817488381, + 7.904381266348061, + 5.489258690502403, + 6.171162004840066, + 8.361018660492272, + 9.823507151433224, + 5.542363643899623, + 7.105619057118607, + 7.009805809226096, + 7.656506229429677, + 7.515814624361219, + 6.712006973914058, + 8.198105709931504, + 7.701926488840809, + 5.807121707735631, + 6.383226137929187, + 6.035221327328306, + 6.284582109974256, + 6.66115743127202, + 5.893458351780593, + 7.866135208545801, + 6.423224368793985, + 7.278911618857736, + 7.464893143133992, + 5.824041884169583, + 6.132131503643628, + 7.027441295267254, + 8.150954367608389, + 8.670126667077591, + 6.955821311242535, + 6.501096900445839, + 7.334428247669594, + 8.087495753688605, + 6.7593522120783724, + 9.5640266604158, + 5.729574898504879, + 7.691454199173904, + 6.147209936934442, + 5.869684683498216, + 7.356517092999123, + 8.532725772698734, + 8.7395051283663, + 7.86781524178014, + 6.646355629546837, + 7.401099400667652, + 7.792593266848893, + 5.92236704115349, + 8.014257063844763, + 7.557414861694831, + 7.138813885803813, + 6.4795578439453925, + 9.44614797716712, + 6.57686619244806, + 9.689175439096324, + 9.264883097334067, + 9.297299630484831, + 6.580460163575968, + 5.216368724811043, + 5.803999900907868, + 8.16641628348054, + 6.584414155349218, + 5.770106829394267, + 7.101816885471475, + 10.069434543192138, + 6.610787894788278, + 9.508298704434813, + 7.275077845532682, + 7.347360636957942, + 7.507931030671623, + 9.993375713943584, + 6.0555337414100165, + 8.754513037929026, + 6.028454348997834, + 6.832938265357902, + 5.43502468987419, + 7.605958274587529, + 5.1378906197941525, + 8.345192367125113, + 2.4560135962074776, + 6.356293645964684, + 5.983974183637757, + 7.960887806787365, + 6.81724723500068, + 8.321896839642253, + 7.240819804667903, + 4.996763122252452, + 7.330957605306177, + 7.200309830200364, + 8.231574473126987, + 6.730860948186203, + 9.791960767671595, + 7.690727720492953, + 4.252721409787046, + 8.809433144146196, + 7.816636046720324, + 10.08834488989324, + 6.745588411685346, + 5.497159162658319, + 7.822600687352608, + 5.984901234985347, + 7.692417173913011, + 6.029641484447208, + 4.793574529321033, + 5.074145829065994, + 6.264584284592314, + 6.298969845634645, + 5.1622780440847045, + 6.163319674060597, + 6.987977754010049, + 7.115714670223404, + 8.381737717287855, + 6.907736146953917, + 6.191399219857796, + 6.961265386435571, + 6.361756274566996, + 6.121662233034368, + 5.699539953172675, + 6.129172580010113, + 4.814655980036516, + 5.796841349089036, + 9.922076246517337, + 7.054093205452201, + 7.396764075492321, + 6.985179146933568, + 6.058740241409308, + 6.120771056260089, + 8.200972594216253, + 3.139552657761377, + 7.561175804087703, + 8.390811851463154, + 9.24530582842397, + 5.9050557942709885, + 8.216485933055083, + 8.415948255041112, + 4.970601199345966, + 6.503297311235955, + 6.081664052544265, + 8.163143897751493, + 9.8409485538097, + 8.613303748019465, + 6.842947201540685, + 7.286335787828286, + 7.153363581991464, + 7.72531395856043, + 8.336777937778926, + 8.702061413699436, + 8.85438613128691, + 6.742150214684482, + 6.121931341619024, + 5.908110988006822, + 7.681244589718963, + 6.803061490988782, + 6.196276275580315, + 6.986705178191451, + 7.701630393317624, + 9.120931424656208, + 5.536705208224568, + 6.360070218692954, + 9.648197063754996, + 5.705692803459669, + 9.274119529411774, + 5.734803644794412, + 7.715571777425199, + 6.628037164519292, + 6.253224096114969, + 7.106043485706114, + 3.988748935660376, + 8.107066902830644, + 5.241047394363035, + 9.214409134571252, + 8.271245714487424, + 7.369768571309858, + 8.41089222279898, + 4.702820909863455, + 4.842658321262629, + 9.886831313709733, + 2.62126755562118, + 7.415053893783208, + 5.837151801943094, + 7.432010934769431, + 8.487855964788041, + 6.409476273643096, + 8.034868234556987, + 5.215042349699976, + 6.756200028885186, + 7.856311801421975, + 6.055985023442332, + 8.261635176374645, + 4.074141162371888, + 5.6363884333914696, + 8.649614737162615, + 7.984166087683024, + 7.32185864286384, + 7.557872729231761, + 5.738962366634867, + 9.10701724282177, + 5.818273622676918, + 3.611358231773664, + 7.401662764741698, + 7.594584020038324, + 9.876515048672626, + 4.803372504546434, + 5.635029028384104, + 5.646296962088254, + 6.266781682497788, + 9.252852464062771, + 7.64189452353631, + 3.3312659575740278, + 5.659847929157454, + 7.571951407860145, + 5.622572290348024, + 7.3925169633238, + 8.022936053005736, + 9.360799140816216, + 8.860762307418115, + 7.301688665870163, + 7.461702678887754, + 7.63963391510834, + 6.10951591378841, + 6.844547821736392, + 7.363060149133315, + 9.084967569367894, + 11.264385849612266, + 8.389077863338056, + 5.4544759855144935, + 8.883665238289803, + 7.527317253355598, + 7.532773070641205, + 8.2679741062816, + 7.728504926266409, + 5.484258377749063, + 6.2372223880916655, + 8.2062119287899, + 7.7559050954694015, + 9.60068342275516, + 5.202937534233646, + 5.291516176339442, + 5.11930735918226, + 7.398602628776651, + 6.533392202867743, + 8.047798068058006, + 3.31804504559376, + 8.258578048278167, + 7.589753625517559, + 10.343626123965867, + 8.286210559007483, + 6.203675921735492, + 6.377789860888402, + 7.493432998912598, + 5.588774777187212, + 9.458000394003244, + 7.985668403901338, + 6.401045767391125, + 7.403238654601807, + 7.493024192606254, + 6.030275706989537, + 8.53462900071612, + 7.225366187809402, + 6.194121929450104, + 8.080155764252272, + 8.64203410725165, + 7.57408205793958, + 5.618492389550638, + 6.571089751859015, + 8.08149616212991, + 6.217222542133946, + 10.786499822724414, + 7.42494459051666, + 6.661616200337556, + 6.2153073095431495, + 6.34496341220211, + 5.527299246272879, + 9.504361027329772, + 9.14223366629411, + 8.82741355385482, + 8.115355082281138, + 4.531581223671286, + 7.017578358905798, + 8.46048978651693, + 8.47150895511111, + 8.118115150459, + 7.808013457146303, + 8.820155828731838, + 7.634966832866456, + 2.458609195210029, + 7.656831105336282, + 7.642952268827367, + 8.778717494397316, + 7.054443858805281, + 2.7857184262233883, + 5.850327619082905, + 8.562428188978295, + 9.30914183245864, + 8.720971883476519, + 5.6006199545881366, + 4.792738410027001, + 7.819479247999572, + 8.179967379670233, + 6.015548013766607, + 8.391882653872475, + 7.3776626020556275, + 3.2057862828959096, + 6.212629076321067, + 4.854334534222753, + 7.157951508834973, + 9.035769243880342, + 4.157901706275742, + 5.970186753693504, + 5.927759233164443, + 6.867072504706312, + 10.081609855589498, + 6.343522655052055, + 6.351029021740377, + 8.038872166572107, + 6.888257231216979, + 9.063042096432769, + 7.76373850690762, + 7.016078459188268, + 8.589393961495093, + 5.3053515499292345, + 6.476752767284111, + 9.778122612405303, + 9.116994487137177, + 10.328488971280226, + 6.83336024165987, + 5.007003487348866, + 7.587908534239578, + 5.73798825900627, + 6.819438078276601, + 6.392094599132991, + 6.051233426152701, + 8.332209743016618, + 7.173229426428975, + 7.857856269657002, + 6.356555064233982, + 9.681154302726586, + 4.868479989471089, + 5.029568518180121, + 9.128797716662024, + 7.301735495806889, + 8.808246917822967, + 6.310902368247443, + 8.109311853778678, + 6.096360029402541, + 9.725321293204242, + 8.260928445702813, + 10.120334022861256, + 7.2618107608561555, + 7.62564081064624, + 8.180813359555167, + 5.687072312759987, + 8.28930674549619, + 6.173823145207702, + 6.61154340305096, + 3.992171360485953, + 7.723304587478269, + 6.53702822442459, + 8.229992838553315, + 6.212264734972436, + 7.467623828883603, + 6.340534135395835, + 7.995890069063245, + 7.692413006321582, + 5.194783893813375, + 6.908571954439259, + 4.656537749459582, + 6.566928593579836, + 6.083267855590647, + 7.254980810725014, + 10.896662749833538, + 10.32655756908256, + 7.042326429998641, + 5.690078271351631, + 5.42753272863003, + 5.493514236431062, + 7.722560986916371, + 5.020026909643878, + 5.696063910378516, + 5.332099116893181, + 2.7267656255779578, + 6.253179731903874, + 6.570596051999727, + 8.407449953610357, + 9.502809435242533, + 9.690213096119871, + 7.728601253843125, + 9.771211536427682, + 5.311112031956964, + 8.279275414450787, + 8.312484093284185, + 8.832389880833562, + 8.171994841481562, + 6.286357793908773, + 4.724373099493707, + 7.676323150840254, + 7.085377010059526, + 8.494235191534507, + 6.533468856783324, + 9.387522327942945, + 11.299390212867785, + 5.714311709887958, + 7.905768670318106, + 2.654490953924924, + 6.60809975175673, + 8.297074093893979, + 7.050728842221929, + 7.771205679437534, + 6.844850275669532, + 7.925886801028912, + 8.418958240637183, + 6.866434552832582, + 8.939748149970546, + 9.76592075851118, + 7.146139714096017, + 6.668868088142148, + 7.761108314168174, + 8.548754210740471, + 9.507584644945537, + 5.182435714645063, + 6.672340964984802, + 7.462757885345703, + 8.652210468304967, + 9.536011425597028, + 7.753502379748802, + 9.273679481984235, + 8.344391015666405, + 8.815844632888231, + 6.250893489724113, + 8.433096578121011, + 6.541681459799686, + 3.4095758357574946, + 4.711350412540021, + 8.204102140049303, + 7.569543692616456, + 9.16073963943493, + 6.835951440246375, + 9.84054042532552, + 8.711705729168445, + 5.766780235697147, + 8.987042737214756, + 6.164048563812341, + 6.007956224293777, + 7.847066470239234, + 6.39143892140127, + 10.520555008740166, + 8.323329911892767, + 4.751004539411941, + 9.111721943377136, + 6.536992176124827, + 6.71285418648211, + 7.093310282333076, + 7.967085789423574, + 6.346378213674078, + 5.433802467728858, + 6.665873260533698, + 8.128262379819619, + 9.624699426514695, + 9.753766227622148, + 7.155343780063374, + 6.060118929707662, + 6.456555757336727, + 6.309195827173505, + 8.211762261710513, + 7.15380339665979, + 9.974807880251229, + 7.417040991861769, + 5.560179470099503, + 7.100523370752641, + 4.745340496708158, + 3.8302384224449897, + 8.888347448853745, + 6.557104819555656, + 7.499916848308452, + 12.653362021943142, + 6.387037207808662, + 5.28359355165118, + 8.603926761542617, + 7.717662267670843, + 9.272066266646704, + 3.715065351586488, + 5.762522398067345, + 6.60970624817921, + 8.660268825453098, + 6.888135538142039, + 6.932557933203627, + 7.754532621053169, + 8.217819407900288, + 8.21223430803513, + 7.436213728701341, + 6.559697825911671, + 6.045502870155396, + 8.725582139840052, + 6.262932865175094, + 7.391299312193253, + 6.717972617308032, + 6.373737432069345, + 6.214772832308696, + 7.412765411127279, + 6.78093611514574, + 7.425894079933873, + 4.598669852299243, + 7.0021919944198325, + 7.467684855451429, + 7.572175377074621, + 6.574957586178768, + 7.401366802222235, + 6.22129199951579, + 8.316897373632388, + 6.884918382798614, + 5.224256299847236, + 8.808963365281324, + 6.6415434448154365, + 6.246502454638379, + 6.495619338516966, + 7.200358354772008, + 6.385510463793114, + 6.305472316742188, + 9.33463209267385, + 6.524476298997729, + 7.6701494862203985, + 6.7342280682127, + 7.351021452283115, + 5.9064054859095405, + 7.698581722505345, + 8.005631016283633, + 6.525202657012258, + 7.554047401387347, + 7.659830108984329, + 7.235224038451399, + 7.36881918172737, + 6.548497477825059, + 8.14917752207392, + 7.312352352015045, + 7.496262512744353, + 7.988231917996359, + 6.594682306630487, + 7.116809283709961, + 8.83276202975628, + 5.670027421051015, + 5.56689579210772, + 6.790913893753413, + 6.810977797798223, + 8.725765390191523, + 8.066654024034838, + 6.9576761985003, + 5.792424747539261, + 9.40468730726088, + 8.086517016563963, + 6.4162983065822825, + 7.340595024194956, + 6.935550714808682, + 6.654372296073148, + 6.663397069642296, + 7.583326752098481, + 6.475402064091609, + 6.997171606989552, + 6.8606473723156185, + 7.517905882543813, + 7.821650422876534, + 6.9063478052980125, + 7.213328663165363, + 6.396364451731405, + 7.222004281417241, + 8.011316209784852, + 7.218904024289119, + 6.267475696262486, + 6.125585211067605, + 7.928700188113949, + 7.555320481391812, + 8.211595059274757, + 8.066979900780302, + 7.333742136171539, + 7.899520922132126, + 7.135063441641857, + 6.952616889200849, + 6.067812010702551, + 6.5109801126175775, + 8.60678979248583, + 8.065885726265378, + 6.696355790704156, + 6.48200928116253, + 7.813966644039233, + 8.474123113348943, + 6.519658507972283, + 8.422000034825615, + 7.09959894625112, + 7.369649468415711, + 7.757701624509676, + 8.141301159936118, + 7.041440296130538, + 6.907987009229515, + 8.098312326473618, + 7.194765031466901, + 7.7919819834792445, + 7.131703512231218, + 6.010568765994018, + 7.58817501892342, + 6.43707052209314, + 6.771728798328565, + 6.906496538174993, + 7.487422756527908, + 6.340682430161761, + 6.521470834565831, + 7.407967233394095, + 4.7966658362851735, + 7.664375220029952, + 5.899676356641535, + 7.96206646334495, + 6.7188296734823965, + 6.600786950950184, + 7.662153935671093, + 6.108947365964821, + 7.757769765315594, + 6.028898227810446, + 6.674031760854139, + 7.078689514914572, + 6.769267636869141, + 7.186173311070744, + 8.930688995006285, + 5.544435529850245, + 8.538491677011507, + 7.664060566570742, + 7.281105533226092, + 7.278263165429877, + 6.6188527588159385, + 7.065576303430455, + 7.078344555547338, + 7.214510211890976, + 6.774276121115724, + 7.597980582839567 + ], + "xaxis": "x", + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=1
Chloramines=%{x}
count=%{y}", + "legendgroup": "1", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "1", + "offsetgroup": "1", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 9.44447108562294, + 8.016422649173737, + 9.50169458771527, + 7.681806287243673, + 6.28906485943393, + 8.827061283189618, + 9.218150392671168, + 8.857160043515526, + 6.130756541740465, + 7.461170474153534, + 6.749377795488941, + 4.70104934575262, + 6.998961533138952, + 7.23869130092435, + 8.803174745405899, + 7.251978855273583, + 9.754475933171076, + 7.886854526878826, + 12.580026491367864, + 8.066059052365775, + 13.043806107761023, + 5.443386888459755, + 8.477393872457034, + 7.483257698182117, + 9.390842592507877, + 10.422841783337924, + 9.158703902851247, + 9.537735147164778, + 8.691206175159937, + 8.337610433523373, + 4.5545736271835455, + 5.389248620834634, + 8.76787503481929, + 6.157490739246978, + 7.487823264368269, + 10.493840916586826, + 8.550572663151964, + 8.77430610207418, + 7.486598423987717, + 7.939074357822587, + 5.196212760217538, + 4.382721317231579, + 9.511792391790864, + 9.08403988031659, + 8.517986143491289, + 6.105573328902787, + 11.0788724789145, + 7.212253930841305, + 11.1707886197812, + 7.9444693087435, + 7.675187645707463, + 6.231913253120573, + 5.551990467549905, + 10.95620545551429, + 6.61411403077891, + 8.369354097772296, + 8.493406748544633, + 5.164448054837886, + 6.636550648923896, + 5.149999932263159, + 4.955218159094366, + 8.926826327180082, + 7.490944013599902, + 8.151080662487415, + 13.127000000000002, + 7.52737530907068, + 7.217787957548947, + 7.571122584488707, + 7.635152992155966, + 6.207729477942272, + 4.870660378027012, + 6.275304600259224, + 5.630557592180706, + 4.362641197928316, + 10.850036483517218, + 6.775277154369163, + 8.012496989065786, + 4.466577191045226, + 9.960552065163297, + 7.3838186809894655, + 10.068205367364207, + 7.369360303120931, + 8.024953110998103, + 10.514466037259698, + 4.613310782608283, + 8.63071896535268, + 7.23592175948416, + 10.236175974570024, + 9.077984756164897, + 7.555029709998242, + 5.257789016285808, + 8.85554447353044, + 6.890505480307937, + 5.929307621591023, + 8.56548727319319, + 7.728859875071584, + 8.08824196976233, + 8.433448388281507, + 5.03601005290663, + 6.2954050221532505, + 2.4843799772443687, + 4.945555199305746, + 7.241343464835192, + 8.867293830473216, + 7.198432414854298, + 6.121463538019163, + 8.982036448800589, + 5.574341667234688, + 7.411483499547991, + 7.569518149893523, + 9.426339354029771, + 5.575906369507383, + 5.94369457895465, + 5.02314259061121, + 7.832473707577792, + 5.431878695884324, + 9.12490032158066, + 7.547859470408599, + 10.508809892873716, + 7.6853697349708545, + 6.895013644713986, + 7.728177044016057, + 6.033247172047696, + 6.2038687851292345, + 6.029670479976019, + 7.248624986357715, + 7.640874321804035, + 8.181988064844402, + 9.203614112389076, + 5.789668676373399, + 9.256097772286736, + 8.392833532289163, + 4.023081338990855, + 9.817335635498171, + 6.64391802773037, + 8.428753588042051, + 4.790681389223984, + 5.246381746649555, + 8.14664316834556, + 7.512608141042463, + 3.4624920476792767, + 7.582123856166227, + 6.048437038051848, + 6.779005476818379, + 8.657341897259338, + 7.172920416881898, + 7.602251873891982, + 4.9243889968068135, + 9.288019857195886, + 11.523597512651357, + 8.866359287204885, + 4.649253929836745, + 7.605420787733807, + 9.15458050661148, + 7.691012379460733, + 5.892962668914752, + 3.924182928425397, + 7.986456361636122, + 6.553957721862112, + 9.821498519744832, + 8.350110051861993, + 10.149936905895792, + 8.604504846292835, + 10.031146372241002, + 7.365015093298825, + 5.654856360975956, + 9.772521848077082, + 2.8660730298495407, + 6.241348598048285, + 6.953307779687905, + 7.924616265268947, + 6.844017626422233, + 5.464057647765709, + 9.842346073332996, + 9.899636695088748, + 8.577249576739348, + 4.415975931396427, + 5.657004242761536, + 4.184890691838287, + 5.35153318891046, + 4.138540036994002, + 6.011610979169929, + 9.241762922024453, + 6.72284290895704, + 8.292444792039035, + 10.08953714883008, + 9.288199604583657, + 8.863272376077974, + 6.185947771279679, + 6.060143581856844, + 4.8943736166150975, + 8.186478946067783, + 2.862535374452988, + 7.716922923418477, + 4.823831505497687, + 9.29328864439756, + 8.534458442405425, + 9.99762356652512, + 11.30283118849055, + 7.689190528554683, + 4.584133909828415, + 7.947534131189498, + 6.283249716056102, + 9.609895813228702, + 5.232749727921741, + 6.125251637811496, + 10.999995159050403, + 7.652073244872579, + 9.180703191789364, + 7.631357065523394, + 9.007161200505026, + 6.734527285410932, + 9.422100574893728, + 8.696478833800825, + 5.84611204151865, + 6.378364493521163, + 4.600729970888528, + 3.18118329063755, + 7.475273364334676, + 8.458102715694844, + 5.742828934596181, + 2.7417121173046723, + 10.365679862326058, + 5.271367216524433, + 7.3175751855196625, + 7.931502716678679, + 3.372369253748352, + 7.898731599954655, + 4.105766322585412, + 8.175744201693186, + 5.857333129140415, + 9.125163915775502, + 4.146601117658612, + 6.225933055611912, + 5.491962672908565, + 7.0780148890041295, + 8.556396061089337, + 7.773484085746959, + 6.701159346040737, + 3.651961339353696, + 8.980270623695109, + 6.914685302912404, + 5.648145717519176, + 3.6844626644107903, + 8.353373632495304, + 6.040735165120504, + 6.18785720964272, + 7.698690079377398, + 7.490508409340612, + 5.573848753615652, + 4.991061122347455, + 6.354814991677399, + 5.605863656386442, + 3.3116072571688484, + 5.888459997642613, + 5.684492227939808, + 9.548769015124698, + 5.2991636367056, + 5.215861524347611, + 4.371024856309438, + 6.968422637847091, + 5.381993558098351, + 9.492074041013112, + 5.003730631924251, + 4.984431830347783, + 5.214315143188376, + 7.532191965992924, + 7.443243199299871, + 7.96452512488874, + 7.784749911423435, + 4.219710533068505, + 6.433183887942168, + 5.885557479524616, + 4.242828908559183, + 4.143329384036738, + 6.164621288543354, + 5.687754930947671, + 9.982723538040052, + 9.796999515077292, + 7.415405532414375, + 7.224710174935922, + 5.66265724677601, + 5.438776428929289, + 5.568042052840514, + 8.111958085302863, + 6.032863905159469, + 8.417895728135505, + 5.330123052152086, + 7.009437062121737, + 5.892272673694608, + 6.559265111493522, + 8.076613046836648, + 7.362410882893811, + 6.878354263572089, + 8.06469307232728, + 7.838884173635478, + 6.456238476905327, + 7.5724354712978945, + 6.811415524954471, + 9.469763496724733, + 7.8700615413288, + 7.003487667065503, + 6.278292699450075, + 8.877010593115735, + 7.652135132079867, + 6.35293353105966, + 7.408017537424175, + 6.772753383250597, + 7.856556902117845, + 6.867963632037966, + 7.673719024583923, + 4.33912599905565, + 5.298877261876914, + 5.274744658651156, + 6.690393745252398, + 9.194574840122243, + 10.116984176644849, + 7.019971074841608, + 4.881376648213999, + 8.50940333925466, + 4.768780800964818, + 6.939853225180281, + 4.7270723230968885, + 9.378390092203825, + 8.915970937560093, + 7.12077230286162, + 6.851404882360647, + 11.129153658303936, + 5.265557586247642, + 7.34238063859913, + 5.703617133676215, + 3.4026815899619844, + 7.425580496980975, + 6.182409481989718, + 6.062561086621286, + 7.751461185910855, + 4.973866332075417, + 6.392120730986492, + 7.784123048553013, + 7.717186742132455, + 3.2314384013788304, + 7.570768596359379, + 8.706012437470024, + 6.502544137326676, + 4.973592706222023, + 7.144655074770772, + 4.38109672011746, + 6.812415640336417, + 8.283757694778313, + 9.610055885550429, + 8.165222040842318, + 5.687865445343612, + 8.208677807352506, + 7.907876694584349, + 5.9222929487923865, + 9.752087959847046, + 7.158342920651847, + 6.369162812139627, + 7.639210005222214, + 7.015365326271725, + 7.773735987643992, + 9.989628390971694, + 5.808579500930309, + 9.566105409835142, + 6.594144886088997, + 6.529774495645817, + 6.765469172057388, + 7.177445308764305, + 7.130161148170633, + 7.654550197659413, + 5.089127565678716, + 6.390679360955504, + 7.156540539745273, + 10.573402909396457, + 8.960736007790159, + 6.371977545205873, + 7.623012262282329, + 7.044432594927276, + 6.8263306319169, + 6.881658941448617, + 6.997160010542585, + 6.862782053514225, + 8.038212717585301, + 9.923315466056431, + 5.494254342147788, + 5.602313546992777, + 6.938467052899352, + 7.022187020358024, + 7.0516974329329605, + 8.361337388791465, + 8.435789355784177, + 7.002092479278954, + 8.47690539073455, + 7.881448097184417, + 7.196435142502073, + 5.265718338065395, + 8.806392748957961, + 8.267536832327547, + 7.837777990854427, + 6.975602003973421, + 9.035250353796991, + 5.693751919932961, + 7.525440974837567, + 8.450272354606483, + 6.4759944301482415, + 6.457686555183607, + 6.363537539773553, + 7.404434524442212, + 6.34140695887747, + 6.8204689804050265, + 7.930381857190964, + 7.871025150780389, + 6.407647889270883, + 8.457661649744294, + 7.074062933998013, + 6.680188314390799, + 5.783275484202249, + 8.533888277656953, + 7.78291530782294, + 8.59111309966701, + 7.43449274757963, + 7.452361819474242, + 6.772750799041366, + 8.14251283428053, + 7.294577390106759, + 6.404354015290895, + 6.730577013294539, + 8.378282176906978, + 8.899711625929987, + 5.047915868669222, + 7.704989892484599, + 6.611448597083937, + 8.98678433778731, + 8.283068933566303, + 5.73602687789666, + 6.43093480799846, + 9.492361328958149, + 8.257751124841384, + 6.002653035061753, + 7.784203339169811, + 8.972661232218787, + 8.895421661297222, + 5.138838499145021, + 7.381256051400532, + 10.41083526515133, + 8.222533309306083, + 6.6306745098240025, + 7.043424624083506, + 7.851400220551362, + 6.572681848401118, + 5.31199041263291, + 8.283955430574803, + 5.836980435814227, + 7.112622452037526, + 7.794726949202301, + 5.677451117249203, + 7.764668384049106, + 4.449122632711616, + 8.22672479852216, + 9.14159700404448, + 5.305394004221403, + 6.084132842086124, + 7.992914378232637, + 6.194910000092316, + 5.88788510267209, + 7.656806896244371, + 7.385414293946828, + 8.166793311751535, + 7.74892129486267, + 8.49334762370914, + 8.852270123017838, + 7.059382855730257, + 6.208574002625104, + 6.588566093133087, + 7.300091677163146, + 7.304628015427524, + 6.608774671819704, + 7.929904388301963, + 8.33027629009801, + 7.667533316037838, + 5.766832204959284, + 7.254121956467008, + 7.723292486876025, + 6.378917977073916, + 9.36753268783956, + 6.875298924484605, + 5.975488073209139, + 6.931095897331531, + 7.623241594883384, + 6.731610675622372, + 6.475112718944898, + 8.495903871344124, + 4.752267562975149, + 7.835638736326533, + 4.947531357152716, + 6.7619285106595175, + 9.710618837152984, + 4.26327909194399, + 6.607844327158406, + 6.958284223872553, + 9.181472938087696, + 2.4985967213169733, + 5.402654753079641, + 9.752750871727184, + 9.674860448761429, + 6.452140869579198, + 7.306447324109384, + 8.508750972457303, + 5.196132621399963, + 8.263803916982441, + 6.6144379698152695, + 8.343510207048167, + 6.411410462619055, + 6.379970101156275, + 6.822156741058116, + 6.819603096244566, + 6.305787650533418, + 6.664443788811873, + 3.117440980065026, + 5.657812133049573, + 3.5211252174992507, + 8.095426538132969, + 7.335960310335099, + 5.230477275898359, + 7.936652408675291, + 12.626899738790904, + 5.809435938892817, + 5.354516204932816, + 8.219240345248597, + 5.446562741244111, + 5.01402281172122, + 11.101628109872705, + 6.508853439206952, + 2.855789795310306, + 5.714731299239791, + 7.471727772298008, + 1.3908709048851806, + 6.489931491506645, + 2.39798498956576, + 6.642337169245401, + 6.70709459234911, + 3.5237139413829164, + 7.741975288974793, + 7.823612288977235, + 9.12842211372743, + 4.613721483792887, + 7.832320390412843, + 10.860294995090388, + 11.994290224518096, + 8.003186613087149, + 4.7269122862033495, + 6.454876484142466, + 4.013444409697543, + 8.043354126979011, + 6.907202815535574, + 7.632370159509795, + 6.106764784339333, + 7.471614406460985, + 4.433724763106108, + 9.603302351309988, + 9.29611401431356, + 9.68643479820874, + 5.955008397109832, + 8.306960457626596, + 7.954721153303788, + 7.271299466669348, + 11.448469328247167, + 6.987854135150098, + 7.86887830943357, + 7.264677555112612, + 1.92027144925428, + 5.839218684966128, + 9.883945511518238, + 6.318063039015589, + 6.7746097430471695, + 5.34008845320107, + 7.145335458433946, + 7.98403919630692, + 10.11046222802238, + 3.440880123602577, + 4.344706917833362, + 10.18952799658635, + 8.881111781915259, + 3.833901836565748, + 6.727918856969923, + 12.24639409776954, + 5.533208317774516, + 7.669540025909633, + 5.399012624095749, + 5.775932909898134, + 6.839622493454928, + 9.34562132951958, + 4.300509254913657, + 7.446877056414904, + 7.536805720810975, + 5.607450056121154, + 9.341475229715137, + 6.149493861922862, + 6.248929383428646, + 6.374708984211272, + 12.227175278872044, + 11.930447965564245, + 3.2679840915011398, + 10.585501376330653, + 6.765117879792386, + 6.406814395196608, + 6.95200803307596, + 9.178560476664668, + 4.17910796288259, + 7.2834542169338, + 7.396472119149486, + 7.339173310543906, + 2.648389906859159, + 6.900029880617981, + 6.616367521487831, + 5.573277338729333, + 7.894120346705541, + 9.112558175692884, + 5.649970632740677, + 7.304928195439939, + 6.146098439515495, + 8.606774254853429, + 8.191827053754649, + 8.063334618675412, + 7.248866700092826, + 7.874166460655202, + 6.581327180699622, + 6.627059043301967, + 5.166942295288669, + 7.453900170724688, + 5.1287325411688105, + 6.91872650291659, + 9.57782026297432, + 8.985571802690806, + 7.041827749776457, + 7.759843399542577, + 8.095991371989015, + 6.1968764897226, + 8.493784319811613, + 7.32999890233211, + 7.542775331563176, + 9.734512546383284, + 7.198434575553271, + 7.156737918080303, + 7.634362144497116, + 8.136930576288464, + 6.550096293006814, + 7.714446559672639, + 5.784975793149856, + 7.668510397528325, + 7.473070208285623, + 5.8417498740425255, + 8.37017929917063, + 5.407691662106037, + 6.280886804932884, + 7.076944002447285, + 6.791509363412849, + 6.289036105400298, + 5.992480374252229, + 7.631345800124248, + 6.043959345191263, + 6.369175394060361, + 8.199318452874493, + 7.074906687460708, + 3.016032602671193, + 7.35294059207056, + 8.180874177915136, + 5.83068529423083, + 8.037399953697514, + 9.829674656014388, + 6.308729513316849, + 5.216280115807192, + 8.031864862891307, + 7.127077798121801, + 6.230581825397784, + 7.140121953336555, + 6.579328071104777, + 5.378285961181126, + 7.3955296826678, + 7.97804398390079, + 8.045869831293803, + 6.701766574304423, + 9.36436116788196, + 7.567418625886672, + 8.986862677728771, + 5.2688072037166975, + 5.924459987446995, + 7.384126121281199, + 8.045991282850062, + 6.845743996808342, + 8.341669769803286, + 8.754110049072283, + 8.723064211950991, + 7.982595216401367, + 7.624238583045931, + 7.071299151714212, + 7.696751399214669, + 7.588021340273935, + 5.412481384644464, + 9.013016217643194, + 5.436264151807441, + 8.076995435790266, + 9.827309049243365, + 6.602451653034367, + 7.597451675399671, + 6.390966016442871, + 9.586090231034175, + 6.473673832546811, + 6.011964238184745, + 7.458741450053704, + 6.179495870819559, + 5.596240507286585, + 8.091014004638305, + 6.123297466049608, + 8.172548400173357, + 6.954230561602053, + 4.892716651174616, + 7.843497716454735, + 6.554857685167836, + 6.809153177405537, + 8.423765852502946, + 7.797840028172333, + 6.454924771941508, + 6.834673314493745, + 7.696942683440743, + 6.785520511774099, + 8.082003931853437, + 8.005172947231275, + 7.108809424689269, + 10.282328870705385, + 9.513269116233849, + 6.496722627942392, + 6.100064295307396, + 7.117858564061427, + 7.4753362078876355, + 7.166733690414065, + 6.046385489584265, + 8.45763867714476, + 6.140033164031195, + 6.894915429194337, + 8.097193741185114, + 7.762861766330197, + 6.126270002317292, + 9.989551220939507, + 6.445512852939411, + 7.839066572142404, + 6.086599373560465, + 5.816215976191796, + 7.62554508089964, + 9.844921431275466, + 7.930651012247173, + 6.826782139377206, + 9.143046046687209, + 6.675080629168261, + 9.050080219969011, + 8.577654500763229, + 6.9774209002962175, + 7.744713611140504, + 5.879183845348483, + 9.129754931533986, + 7.641776466935965, + 7.661687284296819, + 6.543134476282099, + 6.368862018681716, + 9.36833977172888, + 8.773161930761969, + 5.9473503501534495, + 8.860818357278797, + 7.764692573248689, + 7.900790105684598, + 6.703538564300445, + 6.298121347138782, + 8.368785486252278, + 4.755312178656423, + 4.157335299373067, + 7.001788101358392, + 4.0726262629147385, + 8.001377824874378, + 7.633725249675295, + 5.8627172735769895, + 8.735315343467212, + 7.441486515976747, + 8.399435299469037, + 6.37563198794617, + 8.027819437526281, + 5.38543992959052, + 7.143906655908775, + 6.435809198082079, + 4.80675901959762, + 5.740321172931416, + 3.4581916819703147, + 7.071294493360232, + 7.154890693981027, + 5.782417746039318, + 7.966710438575026, + 6.442769292150998, + 8.310194997763043, + 7.639572886949698, + 7.452236189756758, + 7.8264110490998995, + 5.33620199356427, + 6.618071066219877, + 6.477056754250701, + 5.50116404338138, + 6.3495608678905295, + 6.472914285587643, + 6.29731152709713, + 7.708116997755447, + 9.263166160944529, + 7.7475474812942835, + 7.166638935482532 + ], + "xaxis": "x", + "yaxis": "y" + } + ], + "layout": { + "barmode": "relative", + "legend": { + "title": { + "text": "Potability" + }, + "tracegroupgap": 0 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#f2f5fa" + }, + "error_y": { + "color": "#f2f5fa" + }, + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "baxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#506784" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "header": { + "fill": { + "color": "#2a3f5f" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#f2f5fa", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#f2f5fa" + }, + "geo": { + "bgcolor": "rgb(17,17,17)", + "lakecolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "showlakes": true, + "showland": true, + "subunitcolor": "#506784" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "dark" + }, + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", + "polar": { + "angularaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "radialaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "yaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "zaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + } + }, + "shapedefaults": { + "line": { + "color": "#f2f5fa" + } + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "bordercolor": "rgb(17,17,17)", + "borderwidth": 1, + "tickwidth": 0 + }, + "ternary": { + "aaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "baxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "caxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "xaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Factors Affecting Water Quality: Chloramines (Grouped by Potability)" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Chloramines" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=0
Sulfate=%{x}
count=%{y}", + "legendgroup": "0", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "0", + "offsetgroup": "0", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 356.88613564305666, + 310.13573752420444, + 326.6783629116736, + 393.66339551509645, + 303.3097711592812, + 404.04163468409, + 326.62435345560164, + 282.3440504739606, + 364.4876872467604, + 398.3505168222779, + 335.75443859606526, + 310.93085831787846, + 328.3582406986835, + 323.5963490101317, + 384.0070058017212, + 338.3364310774872, + 307.70750861182404, + 387.1753164773568, + 323.8363839136296, + 286.0595560492713, + 328.0775332014693, + 316.6751618281669, + 385.9756504867898, + 337.35052910963714, + 315.60659440039234, + 307.35258576592696, + 317.88290049783706, + 247.2008260476431, + 288.0521917368515, + 339.7519188007938, + 340.39037835517297, + 381.6493228718946, + 324.8930378422557, + 348.3594482139767, + 327.65054252170705, + 374.4335045168568, + 349.26927130145657, + 277.5990986210596, + 297.0781534785211, + 300.13127199830365, + 286.5228468169785, + 326.69401786030267, + 314.7995982838096, + 376.93797230566565, + 311.4526625117488, + 383.6571521070967, + 266.9084282807846, + 350.4452926972019, + 329.17842902607634, + 398.6477857459576, + 377.40453818519927, + 373.5532353383944, + 304.2831932144039, + 329.23185293501894, + 341.98723407838395, + 280.6032866703198, + 289.7686965533282, + 320.4214321786778, + 297.2067391683036, + 308.39851553828527, + 358.84711499708465, + 348.40819490164074, + 347.9304004157372, + 308.1426388528513, + 346.4032581373675, + 426.5435897565111, + 349.155998712752, + 358.7247021216808, + 361.90292619839744, + 307.3970883038859, + 369.264222748674, + 369.5312063532323, + 362.3001800484017, + 326.66236831259846, + 240.93672213751188, + 320.1154970205283, + 275.9082278598395, + 399.5831549217664, + 379.5277062923906, + 319.3067850802741, + 305.82855327870027, + 334.4385388035782, + 327.1188240167457, + 344.16113431571995, + 352.7021822368813, + 338.2138034436881, + 311.5981359666635, + 325.90656176552847, + 359.26854259335056, + 333.1483176590248, + 358.56628208672083, + 297.0093193941144, + 290.2898942591159, + 322.06244697172207, + 340.10602778835107, + 340.27317142046405, + 367.97555785867627, + 328.2820289976498, + 277.9517037266149, + 384.56485247977776, + 352.3065857102104, + 267.6368856420806, + 347.06224073011657, + 292.5158244968426, + 298.37945836409085, + 340.9836833605511, + 297.6555748707137, + 348.8681540852299, + 424.7879958935085, + 345.75163845059745, + 380.57647200065134, + 305.79495029776217, + 279.7824004075164, + 363.0057551139804, + 299.6446113791317, + 312.2470431487001, + 338.22959726982435, + 316.9186484987878, + 271.67056164356967, + 351.5554822099039, + 297.0841735120907, + 261.44479767930693, + 315.18612058925714, + 315.90112160498813, + 258.3128793986873, + 390.1042228776426, + 336.97294962953515, + 385.5056353657395, + 352.5639869759799, + 300.50068924411187, + 259.37332176941635, + 397.431962226721, + 351.9607231772035, + 295.23689211539164, + 282.53989232753565, + 351.5974226871131, + 330.36151226896965, + 380.2014982103235, + 383.9625917765638, + 234.85269925804803, + 296.2388768643903, + 298.57667599919296, + 323.1557768835911, + 311.72628825094733, + 330.02353056666266, + 350.4879386993514, + 339.0238981601926, + 378.56030360783154, + 333.3344692970964, + 325.22888082252274, + 355.47303468825606, + 286.4892804214003, + 416.0834805385996, + 342.5480142026662, + 337.96389055440017, + 318.3766763853137, + 303.7341659167977, + 309.4168828022096, + 349.73466158479204, + 340.2378242732727, + 295.131831185993, + 335.9701137014056, + 336.9748612668876, + 303.7916880582656, + 325.4968478984836, + 310.63244990609746, + 334.0980227111919, + 366.8176388395701, + 362.3328716997573, + 343.8272756683763, + 361.97042412905046, + 328.35920602699804, + 342.4535457088596, + 362.48956029154095, + 287.6981570714125, + 297.1855494832449, + 387.09872005511255, + 319.35674331995256, + 341.3418986714621, + 319.46349086183164, + 330.9342897660254, + 333.58254177929126, + 334.1611266826414, + 328.93981708544, + 320.94884424973674, + 322.73309440942603, + 366.1462493572561, + 327.17225244295366, + 314.04313722531634, + 347.9751368047353, + 355.2138965988797, + 341.3024863096711, + 320.25891722842846, + 348.20986313265814, + 309.23700929091484, + 331.58748389562743, + 333.07963014214306, + 301.02218217666064, + 397.7549459751925, + 331.49563679988063, + 356.768119344542, + 356.0917613374257, + 329.1439120958413, + 313.648071698207, + 334.88991057789354, + 335.6387256514536, + 318.0260869386588, + 322.1069974621493, + 356.8054650244746, + 320.47810589685275, + 339.0564796128674, + 312.3152294325907, + 328.9985402091007, + 342.4477002050769, + 356.1666134614901, + 329.6952227420036, + 312.2019838188006, + 331.4776492735007, + 319.0304951001364, + 318.7916672292244, + 363.0368508408951, + 358.29206415435345, + 339.82901389730023, + 323.3933401888737, + 310.1605448625213, + 307.62146151677103, + 297.01327205054207, + 335.5487189196007, + 318.788932932303, + 361.7796821265965, + 312.32994736609527, + 369.2977086485564, + 347.1325620128893, + 336.04883168912306, + 320.79938221416285, + 318.408397185988, + 288.1578825361206, + 312.015798244762, + 314.2375769104837, + 289.9757766678206, + 334.1031197774128, + 368.50432101032777, + 352.8356398453932, + 316.7644064543525, + 364.405067278873, + 301.97501115806807, + 357.26573213528604, + 317.1841648795262, + 316.56233127238585, + 386.7004632506245, + 367.23079221725766, + 339.8465770390035, + 338.44127675094705, + 352.01863792589387, + 316.1444503912001, + 352.4244392243991, + 333.94710715040463, + 313.0573324042814, + 356.77363753195107, + 355.7260064460456, + 338.58235390848114, + 303.6469276155788, + 356.30482527606006, + 318.6434911867856, + 350.5354180037599, + 341.80921002119294, + 323.99904902734613, + 334.64488735974936, + 339.0597495868991, + 330.1646815742019, + 358.193120757642, + 328.2979467927449, + 305.2489447455404, + 331.8219770182329, + 328.1395816574204, + 345.9873539414137, + 343.477261505328, + 340.91849040741107, + 349.4040571816733, + 352.2770291239511, + 386.54118470183, + 321.5677644592065, + 323.60878586364134, + 318.22794217017383, + 279.67525562479693, + 345.7175003027596, + 319.20293529760403, + 339.2213511911472, + 341.17332171858976, + 304.4252752003144, + 354.2089231882362, + 341.7493777183877, + 320.8465068608219, + 346.319773794444, + 300.2542576645056, + 307.6945220861755, + 366.6684084746754, + 311.1881847351431, + 349.9495295846939, + 325.3538597390556, + 329.4044567185402, + 346.42378707303953, + 343.4942197241109, + 313.470296699179, + 336.2929184546406, + 354.7852174343189, + 340.3929303663409, + 341.53708898075774, + 314.8432912662629, + 302.1313058651816, + 344.5354072354149, + 324.08433407149784, + 335.6264426329922, + 334.4420643076838, + 321.4733595649965, + 287.9481232044328, + 364.7467863440447, + 355.44372109287366, + 333.48254007833225, + 325.1048470296242, + 312.8143949567998, + 348.71461261339243, + 363.1796235138332, + 335.29192590906365, + 296.1966180415413, + 369.5907404838077, + 302.393605292741, + 334.0538854587382, + 319.2532011303291, + 331.5125334296874, + 330.39097625993696, + 311.5682271859919, + 366.0189195933706, + 307.71399582698444, + 295.9760943834978, + 349.49217731775, + 374.2269262476081, + 352.98311196312886, + 376.6636078793938, + 302.7449601923821, + 313.8469724655427, + 307.39895951786934, + 347.71315716547457, + 322.6232486591874, + 358.33184894940985, + 350.3819810895708, + 371.01052383443306, + 316.2744033370946, + 370.1678510128087, + 298.80356031305337, + 366.64476621156456, + 338.049427529092, + 327.46266996635546, + 337.78157990042223, + 373.87278500525446, + 342.9368809897122, + 367.3285416831002, + 322.4335918072037, + 332.0179352741973, + 362.523415862375, + 355.0872579059655, + 309.3294234572413, + 347.04102025515056, + 306.23917986795703, + 305.2215636071631, + 349.24061445133964, + 383.239138292495, + 304.9664881421143, + 317.1505445057651, + 341.89563614291336, + 375.6191860334602, + 337.26717749262025, + 310.71629355538414, + 335.27937623584404, + 338.9992736864435, + 327.5578499050621, + 349.92322923848394, + 320.5559945481708, + 387.6863876572007, + 313.12708140471705, + 302.81982256988954, + 321.16046339092526, + 341.6377735314358, + 324.6592334189808, + 331.030251472318, + 319.9129388307924, + 314.13131744806606, + 321.585935583121, + 301.9655414236933, + 300.1846216565569, + 352.2299607158941, + 319.8379854103831, + 375.4573452986101, + 345.043983077118, + 291.6876534902019, + 324.5704590928802, + 343.5454193290751, + 340.87181907360065, + 338.0524372173982, + 324.4333076993704, + 337.1375529738036, + 346.7680518629708, + 324.34189329335214, + 328.2095661964854, + 333.0844547972377, + 318.3546116426661, + 322.79907015152514, + 350.11725381508217, + 349.25544481084484, + 340.31017576890633, + 348.95192434938275, + 370.8930850920216, + 313.6711274177521, + 332.8815818756824, + 368.5610730195575, + 343.9252223114132, + 296.8485120030009, + 316.55279138947884, + 315.1899837510024, + 269.49017326233366, + 343.5933323950082, + 348.55479203877144, + 326.7941937801377, + 366.0517518808906, + 328.17697771424764, + 312.98675321568174, + 305.2641420711427, + 348.1773307361863, + 295.2237066551887, + 321.1683132149535, + 355.46158888444376, + 319.3540394138715, + 322.2351014670934, + 357.3287587922074, + 327.3799385347764, + 300.92232972838167, + 372.2640993858731, + 316.8202484300601, + 349.0849489661236, + 301.2544217151517, + 379.788376466985, + 306.4953694983077, + 351.3581338262009, + 371.176313238755, + 318.0596239862977, + 283.7446115636523, + 315.02750450181634, + 295.3505243085844, + 303.9376700929248, + 316.7538888806488, + 308.5948104416439, + 332.8903824590433, + 369.3698813089175, + 367.2242972013084, + 293.06245930229653, + 357.9443267771911, + 364.97549898448153, + 331.95419943711283, + 351.5588107416269, + 324.33620298187776, + 345.17988734636043, + 299.8465234888422, + 329.1196851014237, + 359.8136999394833, + 360.2862819111777, + 382.1529774020776, + 371.1477704350853, + 290.33739818972595, + 303.70240924515167, + 345.7142057734734, + 282.9698785014731, + 311.46740558001034, + 353.008115085245, + 341.1742693508908, + 366.1974184826738, + 311.32584501765035, + 291.1990882205126, + 388.0687107951829, + 267.8256478666429, + 306.0203927620434, + 406.0476089009569, + 304.173433996129, + 369.1908780152962, + 302.1904944537348, + 372.5038427403642, + 327.0023706311516, + 369.34180307751546, + 298.32933942288184, + 311.55738096097565, + 304.5627762748501, + 346.78700252235456, + 331.4029470756776, + 356.38427191664385, + 262.0950222276679, + 346.6274674316441, + 304.7322034697979, + 323.37235198449326, + 283.51467184857086, + 317.9634037788152, + 370.7534688731821, + 298.39049042684866, + 331.5598448725791, + 294.0151976953636, + 310.06868096007, + 261.2677066187353, + 260.26120564084937, + 322.7400311650643, + 313.0643164959309, + 375.8947583557478, + 338.4837027730708, + 315.4474916325816, + 330.7503921579468, + 287.0451103505086, + 363.6919490870588, + 396.4535683592829, + 339.0015749083587, + 271.1571198613547, + 360.9969405382336, + 383.6678658602108, + 392.8000811978823, + 409.380908413492, + 376.8117079769051, + 321.9745696764728, + 320.5359890150996, + 384.82196652880856, + 279.76749968588933, + 306.543071538394, + 396.6195096459565, + 345.3585328021798, + 389.0888439704477, + 261.7199596451187, + 313.08348911159686, + 365.06096574459065, + 343.0415751407082, + 314.22305259844063, + 357.9352222939068, + 359.5161693303079, + 379.91428557925406, + 382.3578687989115, + 337.4623786519465, + 398.955344805104, + 326.8531854313641, + 299.01823575599025, + 372.625257287592, + 323.37998734449434, + 267.5611435326692, + 303.2575921193344, + 283.2173286360635, + 316.0998242171189, + 203.4445207741574, + 314.09073780735025, + 324.8446913601025, + 314.3314082690765, + 385.6527296127312, + 353.48467375945967, + 342.4414334736414, + 370.85189291534095, + 352.9177333870579, + 283.47855541476963, + 347.77515378334857, + 343.40376443527884, + 351.3860801079073, + 326.95261694902155, + 310.56746710632524, + 245.72894850146668, + 337.5579719917099, + 418.3094305908338, + 400.3735262841688, + 312.91904442520746, + 337.4601764979326, + 312.3757857574458, + 351.7389246324658, + 322.9239977028368, + 278.9492729760097, + 307.52315882358425, + 442.7614283690455, + 308.380612133381, + 371.51743510289, + 341.33395170270643, + 357.72813129269736, + 384.7911340697315, + 335.7805182550709, + 376.7839890646335, + 350.243966042523, + 335.87171849939585, + 298.3070930770492, + 343.82801532210664, + 295.58568565997103, + 297.8413812518475, + 343.209876448911, + 370.326349763824, + 289.5764597163184, + 332.87757365430787, + 433.44816811018046, + 293.840702718993, + 373.20683366423054, + 336.46604197360665, + 309.2176506941581, + 324.0271055104984, + 377.7001885394087, + 330.5521729239247, + 339.76757892478554, + 423.9520283347408, + 371.2838193630067, + 377.8135053824873, + 335.0923218449924, + 356.63256146213405, + 308.9016958958331, + 261.06800576180075, + 332.03028478519184, + 375.964391222051, + 348.04776048348594, + 329.0195541682103, + 286.4748064858659, + 311.7948866428874, + 362.29655205650096, + 300.40262012672275, + 273.0868900719404, + 334.6195242255771, + 423.1874849381351, + 372.7483191474201, + 312.2832102290359, + 356.6222215229294, + 234.6098078374307, + 347.4212658560193, + 317.98323592892115, + 359.3925666697951, + 390.7458254593597, + 288.35685587854096, + 225.5166278231677, + 315.9967928764249, + 317.70885391272355, + 306.18292499042246, + 247.6457432305505, + 382.3189606952727, + 340.2457660548395, + 318.8534483286764, + 331.3018774575857, + 255.5446783507184, + 285.7447583599599, + 337.9404816953752, + 314.47156580599545, + 297.3293549887183, + 290.70323628882875, + 399.9407843772094, + 354.2890347846697, + 357.7940881357538, + 345.14495757438766, + 324.05559223457215, + 322.75032774515404, + 306.7968615478785, + 411.58083006043455, + 337.7537757940988, + 300.220427519446, + 356.2630797964434, + 320.5323627298305, + 389.8097463056352, + 300.39843505614886, + 284.9459492993567, + 367.1541839092352, + 341.16363121404555, + 405.1693860001742, + 376.3345659353764, + 314.871341738526, + 354.17597229017, + 339.4024396808054, + 365.2086921643374, + 339.8389767993214, + 281.77170706015625, + 308.2036941305017, + 306.47955825261965, + 264.28506897579734, + 334.5717850202069, + 349.9852426324749, + 335.2169276575733, + 330.9784658027271, + 287.70691200012567, + 460.1070689926536, + 348.9000156544668, + 318.79020156650097, + 373.1971457990462, + 351.4186342314689, + 312.0080944585862, + 314.9868004507202, + 289.1421748787793, + 306.16925121160864, + 368.21767979927, + 356.64525406420785, + 427.1845083490263, + 445.3595466581445, + 286.3275623696924, + 306.6473844661239, + 353.17632828281813, + 266.5622105144656, + 458.441072258561, + 352.3037707030098, + 305.79652935047324, + 400.6917742597565, + 273.3843106305223, + 385.23665639373286, + 347.6308335581716, + 415.4508100950871, + 323.8243755200661, + 295.6188377042756, + 307.7527028003663, + 404.1043121423805, + 361.6313810642322, + 298.19240617220504, + 214.4608337745459, + 369.2106712786039, + 327.2612020965961, + 384.6548025124508, + 283.97599250264545, + 346.28532887923484, + 302.32577178168714, + 287.0125644517296, + 382.3415895837468, + 289.0143482255442, + 344.87975373027217, + 313.3538129765168, + 311.2535645807778, + 340.2759489465611, + 391.6668777310953, + 373.7461927726452, + 272.19756472544657, + 384.1172465899871, + 310.28657707291967, + 377.8751931375857, + 248.71196339107, + 433.6338999149112, + 284.4078420271862, + 375.7186596005965, + 369.0388410331244, + 417.24538778736473, + 263.26841625114685, + 352.3161820063584, + 416.6983846311437, + 377.9900086088821, + 320.260119542225, + 403.788429906366, + 251.3839436816425, + 299.2416239048493, + 311.29532886977574, + 414.85578396069553, + 207.89048227407596, + 341.0664040428121, + 368.3870379630723, + 278.09330932124794, + 310.63291048911015, + 349.9228521065612, + 384.15607863424407, + 387.299907102881, + 369.72668337071616, + 339.4922222008321, + 279.20230710049407, + 377.2538338696832, + 281.6780401041656, + 261.3570408464161, + 395.9042076651159, + 439.7879384247585, + 393.554892238793, + 341.10011521165643, + 297.1386868703105, + 326.912133932792, + 293.46516380301983, + 326.2906302400307, + 401.2688320163843, + 369.6084646880126, + 375.00832351538673, + 315.57460222571234, + 328.4590221284618, + 347.0697246428614, + 381.09771140614384, + 410.3586729981245, + 275.0908698567845, + 368.38746450927954, + 328.26927214784286, + 284.4059131098749, + 356.6983007891088, + 423.0459737672505, + 332.823798883007, + 275.6224867429434, + 350.6578721796257, + 305.77658252916325, + 235.9954609732577, + 316.5252085300638, + 352.8302221853013, + 416.5305326507604, + 405.2955591337692, + 304.2751246308213, + 324.3828430618761, + 347.9620981511681, + 347.2680922207996, + 373.09157545766817, + 394.3058761044401, + 267.2023922065692, + 331.83463227550914, + 316.95948955885405, + 341.47747360324416, + 402.9535326402468, + 333.4395700228724, + 322.0970558127406, + 343.3052881703235, + 292.2514261959766, + 263.453489772792, + 319.010074348213, + 316.9403329800344, + 315.8800985244311, + 334.77761853113753, + 372.5372251976209, + 265.34711082559403, + 307.6435613939705, + 329.59709139998864, + 272.276911622104, + 313.1388859711081, + 299.95884551710446, + 325.32395487892074, + 352.9160163069067, + 376.83827872529696, + 334.32619561356785, + 277.54044913193667, + 232.54881350488503, + 447.41796235990216, + 237.51745555960457, + 279.1466829796012, + 339.03226620069626, + 297.23921899210234, + 342.60408278289344, + 365.8953376849354, + 280.745622901738, + 332.7445191883906, + 391.9182285899952, + 402.3134270638057, + 360.697815086255, + 405.5273371997452, + 346.06367680623976, + 301.23084816496845, + 273.7192819103171, + 380.7253358421991, + 373.6527906286026, + 298.3799763994021, + 371.36185124470296, + 366.21442792036174, + 312.0542386778868, + 276.118281895499, + 293.655798441055, + 406.3289206993476, + 327.8948211850927, + 315.96039772320285, + 274.44471856196486, + 284.2150724390233, + 296.9236255206414, + 205.93509063777853, + 386.1673844440371, + 408.4178655793511, + 379.5416408901525, + 348.4749425060669, + 349.74844570387813, + 359.4062362194837, + 379.27749521051993, + 408.1232545376626, + 312.73999309163503, + 370.2948672726229, + 329.9396312294063, + 301.7872407090358, + 283.34432098199545, + 318.4509740845522, + 333.3392821805141, + 335.39647488556784, + 331.21486749826903, + 340.9789847642716, + 285.728419638777, + 361.4404870366909, + 357.2410268323941, + 329.7086319226562, + 283.3403680387379, + 383.48111566624016, + 350.1838407262293, + 304.0490741648768, + 330.80565165072494, + 310.1406605359538, + 301.0872465291933, + 320.06510614791307, + 300.2929541952037, + 396.1072300894985, + 327.6509604169697, + 427.3778015902359, + 337.27089678741, + 307.2286660917603, + 416.4952131291, + 352.95280331182386, + 307.3629432592332, + 340.9139200716889, + 327.0641849167144, + 339.8207187053917, + 288.5659834867594, + 286.9385170034551, + 399.25369012854185, + 306.8925996433463, + 366.017335777253, + 348.3523740719046, + 275.24044441243524, + 344.0344608422581, + 390.5376556752136, + 322.3565718913334, + 323.35174895392146, + 320.01237161717387, + 378.2417817104374, + 326.33486294038033, + 326.300097940938, + 343.4855329870198, + 362.2757069737375, + 334.0274201302968, + 332.7661559909496, + 333.63951130624287, + 335.50983022723005, + 296.4251537591952, + 359.2669617856105, + 358.3367600531407, + 333.71086998434754, + 324.03850572682785, + 293.61104846860246, + 320.3239840442836, + 285.1921809613472, + 310.8450723294215, + 350.7562609485109, + 302.6986306448614, + 320.48375406450674, + 330.7896948074798, + 309.6145601155897, + 368.94121387425616, + 299.4027728640334, + 289.92138048008235, + 363.3087554222435, + 319.3820022667278, + 334.1808334152958, + 295.7742177868908, + 336.296413110793, + 282.6935021085308, + 337.5062107470867, + 356.41543394574416, + 372.6944653520133, + 338.897199887854, + 332.1960481546365, + 343.2396122333182, + 322.52103540632453, + 333.499202708036, + 395.72854084641415, + 333.1981906695688, + 358.5564706717798, + 346.70520909422305, + 322.5165819210381, + 319.253631429962, + 332.3319845089794, + 333.56458741789834, + 377.5432914064549, + 347.8937384892068, + 321.3205510637133, + 293.16079970939967, + 350.68173225737496, + 373.46354411156966, + 380.0781732018948, + 310.76115983302344, + 337.40634181291495, + 349.99574596267195, + 335.8583693918524, + 328.74731541306977, + 316.54146832606426, + 325.4669826709031, + 326.1570433481099, + 334.24330397237605, + 305.8077373909683, + 322.15603714649086, + 310.01495071057127, + 372.0373588801448, + 374.18167434281554, + 324.38317019159336, + 326.2547012986055, + 364.0814124364933, + 317.30136870447586, + 333.8024747167596, + 323.74282679894264, + 320.63072496033186, + 336.01190807893107, + 286.9439221263006, + 387.51881042376806, + 311.6801657822565, + 345.1392345034016, + 329.5021044145921, + 380.9456026792301, + 332.4867310535757, + 322.892252322554, + 374.7758755692835, + 305.3829137083549, + 375.5055830955506, + 373.59779045374427, + 346.7418224053179, + 305.8497968115242, + 334.39777726148577, + 339.3714799109463, + 337.04710819949133, + 299.797515004826, + 350.108093451594, + 296.0021940743876, + 361.2211655449381, + 328.24028919650993, + 321.6860585050679, + 302.31575926455537, + 274.6461166013127, + 317.82981362018035, + 366.1479915107312, + 334.0542887454589, + 349.824390368496, + 316.49563058220923, + 360.2955742715124, + 308.0063209830255, + 387.245552272456, + 309.7875154938142, + 309.45118665243217, + 297.83718775679733, + 313.1681338022443, + 334.08697707537203, + 341.34644310357527, + 331.8568920571772, + 342.7208076895702, + 318.3565023281675, + 365.3488403434551, + 336.4048186843101, + 321.4421133079332, + 297.51279913594885, + 344.1272533979067, + 355.16479233181985, + 293.07866601232297, + 299.56675093202745, + 301.4297472651064, + 335.6524539491673, + 358.933088695935, + 343.0579753047423, + 292.4192469225516, + 326.9079235592875, + 317.27912321854524, + 313.8662821657234, + 338.58492124673256, + 289.1268457275752, + 335.3488806722955, + 343.08037715977423, + 321.7869652717761, + 343.0473836611294, + 358.547147467949, + 362.4846035904741, + 351.2781335939347, + 353.3399191360228, + 340.0462976098619, + 325.93367938915185, + 374.8435383456557, + 265.4687493853259, + 327.23338838007214, + 269.8597989013723, + 304.2938476680788, + 368.9857394224101, + 281.55211646037054, + 324.14624007730816, + 294.21031700966626, + 301.6150638266122, + 334.8640702266072, + 287.6984809266881, + 319.7341364581184, + 376.9519324705832, + 273.7366439273952, + 327.3033652169702, + 336.0979810601016, + 383.2666553835232, + 300.67952794259867, + 407.4768487074137, + 277.0330189335624, + 343.7916030051521, + 305.94701245357066, + 348.7767188361151, + 293.56201977789726, + 329.5806789162711, + 327.2235799140059, + 402.836817024057, + 394.89080921262985, + 332.4464897935947, + 312.4265913272513, + 360.8433114643932, + 309.23124664725515, + 380.2306339146789, + 297.04906565566296, + 303.40207845554824, + 363.3979300571846, + 333.58372260341633, + 283.20551707712696, + 372.8350811188352, + 391.00229976494296, + 281.8968271540717, + 280.12948490340096, + 312.39933537243337, + 311.9650932551045, + 281.9189182328986, + 331.0367762779284, + 314.2083463145692, + 367.32853334861136, + 293.75792693247007, + 352.79352781641967, + 326.39457684376686, + 377.84690251994647, + 361.8555486279918, + 337.63107330577736, + 323.42436241769934, + 293.7463205417181, + 357.5932768662421, + 362.4154187173416, + 378.7746045945564, + 325.1608189718765, + 393.7986481897202, + 394.0924239939014, + 364.7063936622218, + 277.15193765979086, + 290.69066132670605, + 345.65366218004084, + 316.7789989670846, + 380.59249104930217, + 328.7026297047232, + 352.5058975751752, + 323.5204705490758, + 328.93258536876385, + 342.0159239506881, + 324.64407957923544, + 330.4307003631261, + 310.6602841265498, + 361.15617848879424, + 313.8197130852326, + 364.4834216194262, + 332.4687554468501, + 366.4289275690143, + 304.0317762783531, + 376.0010706778945, + 426.5000221524479, + 367.3445340402844, + 325.40934121797244, + 322.04466679436683, + 356.1796373224695, + 238.8440036875379, + 329.4224141796441, + 302.00274315475485, + 419.2163045218507, + 317.0164645744724, + 376.0556372888353, + 356.8700406041423, + 326.1254822387365, + 289.41363611779786, + 361.6291871075997, + 332.3499485755732, + 387.1903037447218, + 365.684400622355, + 323.1200361720617, + 317.9354106889351, + 341.4980435868673, + 275.2719704299378, + 336.6482070230618, + 340.2533541616699, + 339.2321258939885, + 361.0280385830217, + 356.48189007419467, + 277.32971312716325, + 304.56753698840583, + 297.5667642274756, + 296.5698232617678, + 344.1876100515173, + 309.80079638709793, + 296.3142195689081, + 309.2280913221311, + 390.61901328956753, + 321.4034765037299, + 344.14513049090107, + 313.98734272068555, + 389.39289728587903, + 267.0260928274, + 416.2627986734816, + 405.8298937913429, + 272.8447146597404, + 383.5198922141514, + 333.073545745888, + 394.55583487077706, + 303.91934120728524, + 344.0142562201914, + 322.3656611110505, + 337.06494977222525, + 319.4949519195244, + 338.0123232135529, + 306.68545533280894, + 339.0637148109293, + 350.951581415931, + 372.5547130986511, + 321.83151256825505, + 284.20602148145, + 349.7438791134752, + 407.4179772431136, + 413.9140005224453 + ], + "xaxis": "x", + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=1
Sulfate=%{x}
count=%{y}", + "legendgroup": "1", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "1", + "offsetgroup": "1", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 310.583373858597, + 300.15037702033186, + 187.1707143624393, + 287.0856791225615, + 373.1653628100853, + 297.81308453289193, + 323.1990765186457, + 308.48269542902284, + 374.2329605843208, + 278.7422963817948, + 366.8715020205729, + 432.5563849636954, + 360.6682590490468, + 323.10928513649435, + 279.7768565455964, + 343.2339769805977, + 247.33541192889663, + 293.3098536568155, + 192.0335916758116, + 320.102172631951, + 180.20674636482343, + 350.40184898110226, + 318.42724084571626, + 328.68064962605115, + 291.980083478375, + 243.48594183486807, + 327.92275104512413, + 259.9799661706749, + 274.90435120291863, + 255.04319358074315, + 377.2411613367027, + 390.5963919764623, + 275.7673210671818, + 372.92745570034015, + 312.9827267084476, + 298.737219288431, + 323.5080720095449, + 293.5742499094306, + 316.9569344844357, + 363.86689020030826, + 377.190665708766, + 412.6901113506213, + 259.16496516577706, + 324.8516586602633, + 337.50124660282654, + 343.2892340426031, + 258.1911841475428, + 329.33836637555214, + 281.70077681472634, + 346.0750158091867, + 321.25089808107344, + 343.439017311167, + 397.7000650145908, + 262.06455140067135, + 385.4026594938689, + 347.81651449635694, + 289.9599528593499, + 373.9917105012362, + 363.384682669612, + 444.9705519713224, + 414.6367262353186, + 309.5419773916116, + 315.18040538058506, + 333.8122637665636, + 182.39737024563613, + 388.76865661556434, + 338.3969096955494, + 365.4536552185631, + 363.6848143032816, + 371.6493915314526, + 407.2965498146374, + 376.0461562079458, + 363.83170570613646, + 398.1619035842361, + 187.42413089573412, + 341.72823932230995, + 293.9242727590375, + 404.60998206731705, + 275.5917457297022, + 329.73154660168296, + 269.6466556128218, + 338.7713073274613, + 315.80565878312143, + 253.8305521524881, + 375.6123180118668, + 273.2794476612648, + 385.05913433199646, + 209.47105843525284, + 314.590477169241, + 350.39708194090184, + 346.58455649654934, + 329.0042049896143, + 320.10087527999696, + 328.329579682243, + 256.47383860292905, + 315.4049171336671, + 321.29614145628665, + 283.2704951086299, + 378.9986844595122, + 327.1938978986331, + 435.6727646007556, + 389.8892709414269, + 336.151049803892, + 309.661577518229, + 363.5618201103673, + 303.5503239230728, + 274.6894585327201, + 337.2523246543811, + 383.7826259115355, + 352.6858427866464, + 274.2068036850766, + 334.7173347045231, + 223.23581613133052, + 388.7522530536979, + 393.7670457263523, + 330.8271327591177, + 326.2542815359668, + 321.7762130602921, + 278.4282649508009, + 286.4035215485703, + 321.0804652406088, + 376.012933045253, + 351.2712670306564, + 316.56731934499334, + 429.0223118319998, + 373.6533276680724, + 314.9227389907905, + 224.21250304477925, + 271.0971043194311, + 372.6219432465146, + 274.2923054061713, + 356.55269711988245, + 377.1434888935286, + 294.3477322344588, + 290.7959545091716, + 337.48361004403085, + 289.3313577693062, + 292.44053636393704, + 380.11302950022434, + 334.1780747109564, + 283.69378223429663, + 307.7044735832638, + 245.95425295135877, + 326.39795325728005, + 349.5295678863063, + 324.1289152553997, + 290.05721880909675, + 319.0569513003889, + 350.8359860186515, + 324.04803479549577, + 299.938071050834, + 377.3443718640398, + 381.7618835882825, + 364.1912269571671, + 293.7830398628194, + 347.23682655314894, + 366.1318999181253, + 326.0765602807416, + 282.8594530240477, + 381.9307439745554, + 337.2097419137133, + 293.0746574545216, + 312.3436071259728, + 286.41386159175903, + 409.4467298474219, + 415.2870721724372, + 343.25835928715264, + 369.5329964853245, + 319.26472220015205, + 268.97135529751745, + 318.6104784917454, + 305.83257968719704, + 445.9383911976929, + 229.57556091890592, + 346.6497504059977, + 405.32001567447753, + 230.55585580745375, + 422.4456807653023, + 366.8149789191132, + 362.3521434337636, + 371.96717975283417, + 252.23132963398223, + 319.02580857134706, + 300.7637719072286, + 294.34485798287767, + 331.338738654354, + 323.4490541501673, + 348.4378198773213, + 246.94261132183635, + 281.3559753961226, + 314.6138512073473, + 369.6838668975199, + 372.8150748102446, + 281.11849034749616, + 316.025512946158, + 444.3757306927798, + 315.83139625832393, + 273.4631393655443, + 325.32854340517343, + 298.3184182542306, + 347.0973536720579, + 385.04343760501695, + 271.89204467895, + 421.34318649952496, + 251.06238395824928, + 304.5279373540632, + 398.9208685532558, + 352.8170526993696, + 409.9884607959119, + 322.0729562813039, + 343.6208231859242, + 359.7105171689742, + 389.2195856381804, + 363.99274772202136, + 327.4742030687985, + 348.0715105626569, + 253.15846862252465, + 244.7951979260926, + 335.6680456708747, + 361.3813251174801, + 307.66712287388225, + 219.14893472568303, + 419.8811751415976, + 323.6836828929785, + 369.0971133970416, + 304.80784540436133, + 265.4311206198224, + 333.47759195071524, + 275.05564184079964, + 413.5603780775337, + 285.3951122985862, + 378.10830575313287, + 255.97674557859452, + 369.5529578368824, + 306.7022267770212, + 323.03685205942384, + 405.4034233007637, + 360.28398342597546, + 366.412199976134, + 248.09475894507975, + 395.2616371156387, + 325.8731338024803, + 349.6551749986112, + 285.45510184832324, + 360.612309764348, + 301.2190912104385, + 287.22377860889384, + 368.897034016997, + 326.69519854080323, + 374.7138549390038, + 300.4759247854957, + 344.3092890116938, + 306.32536352065773, + 257.2765540574624, + 341.02959961853657, + 280.9320635573689, + 392.3462515682056, + 290.27645455813, + 284.7455103993467, + 295.89520663941977, + 311.77782190208166, + 305.53378408025867, + 367.4660097696296, + 295.59101876278845, + 295.83415090035123, + 258.03885201408383, + 337.5344254868793, + 360.322976245158, + 369.6215854010609, + 334.68617752098504, + 219.55343679747216, + 334.6558858618443, + 227.3484603094109, + 302.61185848520097, + 276.5501613116038, + 314.1400561844975, + 301.9809379319386, + 421.7220244980987, + 389.3387958191684, + 319.73700936485994, + 318.9879136050391, + 338.3575264572412, + 286.9926309005409, + 260.771025560722, + 337.94709455047456, + 307.9549022960769, + 383.6714590785622, + 317.1039028212847, + 335.62277893328366, + 297.5057723704099, + 328.648845176312, + 360.086657479205, + 356.42027091076784, + 277.1098543347574, + 343.29387640356725, + 353.1898056665931, + 401.73739204707954, + 324.5515135073473, + 293.0783048322926, + 429.8143221517852, + 332.7590286287097, + 339.11267301548577, + 359.099732993792, + 355.30498040498367, + 355.6888922874361, + 329.3397676162268, + 247.9348552726031, + 296.6515643633789, + 340.3263143932337, + 379.6138031370582, + 327.23910879775303, + 301.3071729156648, + 317.2567883106957, + 282.08571927370417, + 312.39301924216994, + 411.1006916798007, + 429.0456197400511, + 280.67498362294714, + 206.247229446338, + 371.4716904747934, + 252.46648472775968, + 352.34492925276413, + 280.8449162117161, + 380.3013501596972, + 393.2757718326051, + 312.9340248000838, + 441.5876537823701, + 475.7374601531338, + 260.42560464845405, + 387.4028566860511, + 259.5347190007475, + 305.43123624624263, + 323.83273741263207, + 321.39940357304243, + 298.5524799389983, + 361.2478096865621, + 277.4992970967101, + 319.00507105995393, + 297.3305280861984, + 331.0871770341719, + 129.00000000000003, + 305.6164224886144, + 349.7721759615865, + 307.563454895814, + 297.40449741812284, + 318.4651459788305, + 248.3043909176847, + 354.25025177160086, + 386.0387902287798, + 400.27457921531845, + 421.4860891671315, + 287.57088393241804, + 377.2216722685338, + 423.8762969891143, + 338.0275987079136, + 357.3847087263993, + 289.9459845331141, + 314.4524251299726, + 338.2938679790613, + 312.3354721194512, + 335.0542435069422, + 421.3939899810464, + 333.073364224501, + 436.2940711606477, + 288.6784626440969, + 321.6964552079039, + 305.8555704949188, + 355.4438312769718, + 241.44691729106995, + 381.1804664929224, + 292.28788840693267, + 335.796081535654, + 357.9097951607645, + 476.5397173325516, + 408.24267034225727, + 299.78671080756504, + 373.2128081132759, + 323.4000315894216, + 378.7757199826999, + 327.949396430524, + 328.8187599960376, + 353.0119743810498, + 350.57795005359884, + 368.842011462866, + 290.0528022347692, + 256.59045112674505, + 318.2457103201496, + 326.1684795063349, + 369.9062775175166, + 417.6024458054152, + 367.853179516565, + 266.8031230536763, + 392.38052852102254, + 337.1110166665463, + 304.6805991847949, + 364.682634348411, + 286.2238756655379, + 251.44349970246384, + 390.46768366159927, + 252.10892512246252, + 321.38327769397563, + 376.48462222349855, + 276.2069197343787, + 366.1766335901449, + 356.17070211937454, + 371.78836357866857, + 387.3569379848417, + 359.93056566019067, + 299.52167331693784, + 335.660449732608, + 299.1315984749483, + 322.26966084267, + 325.95041116155056, + 337.8619223503955, + 365.9413461121188, + 262.9957563531879, + 313.8855477982553, + 331.8381671295742, + 382.95873682470994, + 281.3861971937521, + 318.18329661711186, + 351.0522422487651, + 316.4338541438333, + 352.8691647391525, + 395.7395286717211, + 351.34532606543667, + 305.094000063989, + 342.49836128569393, + 289.59969184421067, + 322.75459928037634, + 282.10554535464985, + 318.6890103719636, + 294.3157326178766, + 357.7310768336419, + 377.1781188796557, + 315.2829020618055, + 287.4123799691924, + 317.50143972779523, + 296.63089872335604, + 306.6433363106741, + 283.1084920273045, + 317.620345847308, + 349.06736268597024, + 338.429461935427, + 307.9976307754875, + 345.8088086405557, + 337.03875195403407, + 375.434032452048, + 364.10569220937424, + 356.9710326882704, + 339.3279049414732, + 295.35107021964114, + 354.8211938420816, + 374.30913050785335, + 321.2840794097869, + 279.1644463467536, + 342.2624978595313, + 281.7247144955857, + 287.08705300940346, + 322.9178476197792, + 338.6308276497314, + 343.03216098405863, + 334.5519655036585, + 395.0882448467518, + 300.6082330329589, + 364.1301406497154, + 351.161331110397, + 365.812312536014, + 320.4406636909241, + 294.83621768880164, + 272.52426280499856, + 371.9126148305407, + 356.33807937208684, + 407.3120823862237, + 389.817035687869, + 330.1337767931188, + 303.5298176381378, + 375.09718802100105, + 314.78376125661964, + 389.3911483904019, + 336.9943348589987, + 311.9102239367761, + 275.0797380142864, + 373.0517721049259, + 327.6194527217428, + 343.2863134611688, + 351.31882632743674, + 348.5479813510433, + 333.210903330637, + 372.0289087182245, + 316.572414707073, + 274.8840892219141, + 341.03633696679213, + 281.8968817500272, + 341.4606318001502, + 335.4618419553903, + 308.9578863873203, + 356.1365178583499, + 319.25085850798985, + 296.0769140589374, + 322.6168782642901, + 393.16874459712665, + 292.3244034727039, + 233.87032745359195, + 322.934548175136, + 316.2535028680888, + 335.482193743652, + 376.87055545344543, + 400.8960233338551, + 371.1464579448712, + 326.5858460314715, + 278.86683483944194, + 481.0306423059972, + 307.1022061806672, + 319.9515925585794, + 262.57204204579494, + 373.48642498835073, + 390.09473084486194, + 317.0668424405928, + 300.6906506646383, + 319.03734575176514, + 305.4300110555953, + 375.801130059556, + 433.0215060974389, + 374.4773192771577, + 333.31988173947536, + 281.4068712268335, + 283.58383431065624, + 352.849847308503, + 410.4592723125703, + 417.9999999849433, + 329.1322387379984, + 298.35185018045047, + 298.4132377405312, + 394.0011950047867, + 416.8885268904612, + 258.4442941492116, + 330.9492098830152, + 358.2298656394837, + 304.7574336004323, + 352.25071130398965, + 338.0288520725919, + 338.6033223770302, + 352.1245674695835, + 437.6471625321793, + 330.9140756150516, + 378.6754560984685, + 338.7030157200026, + 315.35908503766194, + 355.4785627273725, + 285.33202575840426, + 276.27810018907667, + 367.8050161117911, + 328.7598439625314, + 319.88695656532974, + 295.9313733055275, + 374.3577838863687, + 377.7780241371515, + 340.64566954904654, + 293.82500782761844, + 333.06193936684105, + 319.13499052518404, + 283.80296707764285, + 368.6186875689668, + 385.2060973762994, + 348.618844341726, + 329.10063595527816, + 268.9449569680989, + 349.94894140528936, + 419.7164116688447, + 341.5971527449922, + 412.03712025958697, + 329.17445409836057, + 326.4678979014824, + 329.6193364555097, + 369.153970035339, + 418.2472281011371, + 344.1218987043604, + 301.7464105813696, + 297.1324489170622, + 278.2504358790878, + 367.59639651851234, + 394.6583799124427, + 341.6406947178433, + 355.9714951598641, + 370.121384654358, + 354.95933019478406, + 318.11439462330753, + 241.12629768934127, + 322.45177397062656, + 276.77009768526824, + 333.2713702191924, + 301.76038559076267, + 354.8971312058425, + 356.75619100725004, + 364.45849744115736, + 353.97618125213813, + 364.1102004831295, + 399.6172172049857, + 312.10316131967403, + 304.52852122400714, + 390.8073612703429, + 319.07435763965367, + 390.4090696859542, + 327.697540846151, + 357.8159294071112, + 346.6287351593673, + 319.22293559720606, + 328.50392114461044, + 387.9046318646671, + 321.865250214064, + 354.25055480333185, + 331.25291635773544, + 347.86183690896894, + 290.6417397203143, + 231.0536871188208, + 342.0291151694418, + 342.87180667804705, + 308.7807685791531, + 301.6420043740836, + 302.32967382496975, + 450.9144544082035, + 403.3423898821915, + 272.44084830538725, + 377.8680395092279, + 313.3647973555195, + 308.9314205965471, + 368.105783101925, + 399.981754613406, + 315.97114737909334, + 371.3027473027786, + 328.9072865620116, + 418.2409428398651, + 391.0690453986924, + 331.95996373112564, + 422.7690683261634, + 312.3940785189842, + 377.2698410872411, + 317.38231458726574, + 330.13213850397693, + 366.688794745683, + 399.0529411395514, + 269.892346696778, + 306.8002861322346, + 274.95902794760167, + 418.9550102706045, + 276.0132734412326, + 307.9874583188546, + 276.2863048240161, + 358.9786197167675, + 365.30113520961913, + 389.2256728839607, + 375.8991685935278, + 227.66563528463143, + 395.2413289704521, + 350.3257358347887, + 333.8488418801131, + 254.35880116793825, + 291.19726053329634, + 404.672920868325, + 314.3906280806606, + 253.48122792295464, + 321.8176616454779, + 413.10219826509183, + 283.86769497657235, + 324.09572612501927, + 351.2373616477445, + 333.5005378051933, + 300.1521720359129, + 392.6674818123875, + 388.9980794979731, + 378.2269707780928, + 426.1575185722385, + 278.36117692577403, + 235.7709818536182, + 325.5158572423616, + 284.8857433176288, + 281.2298526036668, + 283.5095825426214, + 298.0824622588364, + 440.6355091006933, + 263.4827277048108, + 328.5035150170476, + 411.2852513442516, + 400.16416090223504, + 300.4059237025969, + 257.1486503886936, + 360.4140049696167, + 244.0862569192538, + 380.8040539816352, + 393.1378719260449, + 340.9755587238, + 343.60110432437847, + 356.690173623383, + 318.72275070403447, + 355.89689043857345, + 376.2826172102236, + 409.918701703617, + 231.72422478606265, + 446.72401618621694, + 366.6013443443686, + 361.1131994106313, + 390.55415582288856, + 388.0285172172496, + 357.1672167520999, + 330.67472866893206, + 378.5261414207784, + 355.00642596995027, + 352.1532144022425, + 320.50094487053195, + 327.5332764554875, + 334.87304622000903, + 328.4471744701351, + 323.5380551409755, + 337.1737674114045, + 379.5047314584776, + 375.4944742675054, + 306.21895013230574, + 360.5082369923493, + 374.07277211083584, + 300.1190003614004, + 304.84997882356305, + 379.0407087826762, + 335.244783435716, + 317.30168011128416, + 330.517558442994, + 326.98047591959875, + 345.0719543705598, + 322.09584868920666, + 320.3597655205257, + 314.9704947186873, + 380.5140788236188, + 388.8020447777728, + 344.7956808751977, + 321.2576280918061, + 305.1774258909188, + 351.0497931272329, + 294.26007624014994, + 374.09538796904826, + 254.04097685166928, + 294.1927544599376, + 316.39197399236394, + 365.9617110979725, + 320.264283097194, + 339.05399154651894, + 337.6445728128531, + 337.1350460197836, + 338.0700701223717, + 327.2217335571169, + 264.0528385406219, + 303.79013417198775, + 355.0828780755433, + 311.2961574212913, + 380.3635902410986, + 303.08183839259914, + 341.2399070951627, + 350.1012753723271, + 358.591737823466, + 366.5011179434794, + 307.75921070146586, + 315.97414706420983, + 312.88512715213324, + 360.07071470275, + 310.6771997341817, + 285.2335275807391, + 317.6933311873576, + 363.5369835442963, + 281.9956396347743, + 343.0395092663153, + 320.3945294476844, + 314.7278354716577, + 340.9376137555241, + 347.88037185456227, + 366.94274325444985, + 366.86653313121207, + 355.2116784880666, + 391.6973848495021, + 345.00073466919486, + 290.74033731355274, + 354.7083820209171, + 333.0272047391256, + 338.4095763525792, + 276.92183480609395, + 380.73190107021526, + 347.5875833311708, + 314.31748108982003, + 301.77725263475696, + 338.5211762965584, + 385.8874682700468, + 369.0227150459364, + 400.16759862891433, + 276.63439102605554, + 340.7925739514669, + 304.6220612044535, + 324.54626205550505, + 370.4168310285955, + 294.03039494556964, + 340.13316533016723, + 336.11899995503416, + 312.0560664594202, + 336.5551001437835, + 366.96787330342215, + 319.47718727518304, + 332.23217745927707, + 341.2563620337964, + 328.88683761881884, + 312.93102150370726, + 304.51023012856194, + 258.930600411521, + 345.70025733716403, + 359.94857436696 + ], + "xaxis": "x", + "yaxis": "y" + } + ], + "layout": { + "barmode": "relative", + "legend": { + "title": { + "text": "Potability" + }, + "tracegroupgap": 0 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#f2f5fa" + }, + "error_y": { + "color": "#f2f5fa" + }, + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "baxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#506784" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "header": { + "fill": { + "color": "#2a3f5f" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#f2f5fa", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#f2f5fa" + }, + "geo": { + "bgcolor": "rgb(17,17,17)", + "lakecolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "showlakes": true, + "showland": true, + "subunitcolor": "#506784" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "dark" + }, + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", + "polar": { + "angularaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "radialaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "yaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "zaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + } + }, + "shapedefaults": { + "line": { + "color": "#f2f5fa" + } + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "bordercolor": "rgb(17,17,17)", + "borderwidth": 1, + "tickwidth": 0 + }, + "ternary": { + "aaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "baxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "caxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "xaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Factors Affecting Water Quality: Sulfate (Grouped by Potability)" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Sulfate" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=0
Conductivity=%{x}
count=%{y}", + "legendgroup": "0", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "0", + "offsetgroup": "0", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 363.2665161642437, + 398.4108133818447, + 280.4679159334877, + 283.6516335078445, + 474.6076449424485, + 563.8854814810949, + 425.3834194953873, + 347.71502726194376, + 516.743281893657, + 477.9746418621779, + 469.9145514792359, + 523.6712975009444, + 472.8740732754293, + 413.2904500885347, + 441.7858756739387, + 342.1112862851926, + 412.9868337903324, + 411.983364167012, + 441.7483793248687, + 456.8600959410411, + 396.8769490579176, + 335.1203984374612, + 332.0327063306858, + 333.19246993768064, + 391.1843150860056, + 323.8079132465807, + 404.7177991564453, + 605.2201243500056, + 545.974993762403, + 527.7089100130407, + 456.5564021223438, + 481.3188026886131, + 405.3304820275903, + 269.4490512269393, + 369.3381209158568, + 669.725086180179, + 501.18278074341, + 428.0363443504035, + 504.3786809676549, + 556.6537100333977, + 307.3791420351913, + 467.5629728711818, + 477.5813461557029, + 425.9134001802693, + 504.14599408386647, + 514.118920118766, + 573.4002951499592, + 465.4137746213498, + 430.5077068652869, + 487.45913103075526, + 506.9383527298253, + 588.3196505363993, + 551.1433371665813, + 548.0727613161172, + 333.0507859433459, + 441.3311374586935, + 418.4332899200773, + 426.9943931689402, + 349.5189103676489, + 474.240482290634, + 435.0008983082295, + 344.30336252225874, + 245.85963197125264, + 463.64727737284176, + 445.3741474328599, + 339.41132665631415, + 353.9129274416658, + 290.4238383652442, + 403.0418101498447, + 342.1963466344736, + 432.2852700271936, + 382.9515048389693, + 363.16853841901815, + 481.77193425228, + 437.9090051656054, + 500.6373261700039, + 439.6480512193927, + 473.6624527645498, + 360.06047735582746, + 448.2425267423017, + 327.27023868075764, + 397.0214275538664, + 433.38166673218615, + 525.5987875011582, + 373.4272354878943, + 469.48696124616185, + 386.4133315184274, + 533.7958508176808, + 353.196475487524, + 417.167072927369, + 420.5341718279189, + 313.7019343334326, + 254.39327560480757, + 587.3950117046609, + 356.4591368515823, + 472.25899373256834, + 380.1972000224397, + 481.19567347842127, + 415.0087368963965, + 415.6072777934955, + 309.9832868165358, + 487.9083271902029, + 399.4836212000171, + 507.4454883280784, + 434.7812670644661, + 579.2203941324686, + 484.12293887759057, + 341.38857671477444, + 358.781736184615, + 475.3413506694927, + 580.8977003943793, + 289.5424601158542, + 538.4954044402176, + 435.5004570917772, + 272.440558304258, + 327.24807863386945, + 371.2169730014168, + 419.25844805495296, + 499.8441671492051, + 427.4959312452204, + 424.2928308059576, + 445.2414568851872, + 327.7866419581865, + 493.4654398847868, + 407.7322172196032, + 425.62781398964114, + 517.5128415432599, + 324.50984090751643, + 465.61648082479246, + 497.79039051282376, + 400.9043496859455, + 514.42172196485, + 474.77251899981127, + 374.770315796252, + 595.3292634501314, + 405.9001841052152, + 366.49172865989806, + 513.8775792590823, + 588.8527328527769, + 434.7477154375999, + 469.8356255488435, + 429.5447730337787, + 470.0787053155338, + 410.2432474590725, + 291.14844892992795, + 414.0307089516421, + 522.7937299996901, + 411.2950246366092, + 503.1706154265755, + 351.18608085870324, + 347.9830782769112, + 491.7653131949639, + 351.47683939412354, + 385.1146477374596, + 367.9979774352056, + 498.142386052752, + 552.3087055145292, + 557.4956846795276, + 567.0272739136024, + 482.84243520889055, + 449.1471914905605, + 517.432196800719, + 532.572784824771, + 484.585791160392, + 386.055331240947, + 370.2708799690314, + 441.0026116881456, + 442.3374864089906, + 394.18098454523806, + 530.2214099331032, + 423.4208383688277, + 325.3877076397499, + 444.6785787552245, + 519.0316251293843, + 469.9833240211958, + 437.7279152816007, + 485.697274121007, + 352.4560409918505, + 374.07284473023, + 325.5375394237454, + 422.0394949523859, + 589.5522114074781, + 380.45991776128415, + 430.83682506770674, + 381.3573498745669, + 306.3559038940273, + 341.76019789426, + 445.0374559516449, + 534.8009877536372, + 517.4274708823453, + 419.7888979568657, + 358.05626352455874, + 415.5775126558978, + 389.68323436473815, + 326.02622671724384, + 365.0915871928535, + 444.11663259163385, + 456.3084538577487, + 492.20647361771086, + 447.9877914293426, + 471.3686945543212, + 377.6820971650517, + 459.0835567812651, + 434.7197471895089, + 518.0433689948433, + 379.2228730386165, + 494.1291249442764, + 444.4534957423296, + 441.2980876471255, + 529.7465287886901, + 409.4793778671879, + 412.9967633675452, + 530.7996675336756, + 334.937302203452, + 543.347976436273, + 566.7547237759687, + 375.54736167496, + 506.7568077419968, + 492.1354892509559, + 355.5464203360061, + 278.7532038297245, + 596.8258366273537, + 379.2701222367999, + 596.0763682976194, + 509.7678877470622, + 420.12476097328585, + 467.2180730838075, + 471.131715895065, + 387.13048289345454, + 587.0226089682598, + 357.258970259906, + 528.1216264671157, + 332.8553212567344, + 352.6021463876769, + 350.1166858834841, + 573.723762288018, + 319.4340325714238, + 385.81281839087774, + 491.7504480353029, + 303.25634290442457, + 517.4283917117882, + 323.7440124682411, + 376.2411456671788, + 365.83537478378594, + 607.9158476886159, + 351.5203925762217, + 499.0950566296749, + 564.6475642135422, + 377.6822199588014, + 471.9253771573846, + 501.446833694912, + 445.0612308953742, + 405.8180971819344, + 349.98217324059243, + 337.21944802335497, + 494.094338815866, + 302.1907102250481, + 425.0167571472066, + 299.27977468951804, + 561.6131872428542, + 332.61275193439326, + 467.1718220182185, + 370.7121075500261, + 414.0150431728218, + 472.0429123738178, + 389.29278450389296, + 424.2570132514406, + 376.66987772047145, + 318.5643303881261, + 593.5617555564522, + 449.3677902049433, + 431.4754121843943, + 466.6494199714444, + 434.0487021835571, + 543.1817477191589, + 405.34060889658616, + 418.6787646694522, + 481.8534151940728, + 652.5375916144461, + 370.0113728879427, + 392.7674528431783, + 458.0441705053527, + 476.8444591180018, + 534.5408374618635, + 503.7324283021422, + 389.2152949435972, + 431.9724288771597, + 453.2113664209743, + 411.4244825713205, + 451.557177709948, + 411.7955028861899, + 418.9724665928773, + 458.9239774232179, + 344.15496462366247, + 552.907589514154, + 302.9404332488876, + 377.8579585946213, + 412.0389222341292, + 538.2037133575559, + 430.3327540201968, + 278.4832659168874, + 436.29055173235497, + 417.7389883575676, + 355.2069684706114, + 328.3874298042128, + 380.7232523452632, + 435.4056098362427, + 468.4163498271398, + 423.6627074595676, + 442.10420764013503, + 498.063996249716, + 288.91245683813605, + 452.9952927870204, + 446.7484416115787, + 431.4246894278691, + 505.2654826373972, + 516.8516225307658, + 338.8481579462765, + 382.9223629717562, + 381.3465821492757, + 440.60113456028665, + 551.5403897934349, + 425.288836697235, + 313.2547429967247, + 389.742462140902, + 294.32514221521586, + 421.8900828269085, + 389.0216156030328, + 459.54115883111615, + 492.8503913894517, + 520.6407737607899, + 437.51204208786646, + 425.6709639584517, + 406.55166701639206, + 414.2560864758929, + 427.2397403288587, + 518.5852526497778, + 428.66096486233664, + 526.3610815801607, + 361.947758191616, + 497.90231984559006, + 585.2226283821852, + 416.0909978934503, + 522.0278703100935, + 617.5409064911263, + 471.8575106841912, + 579.4618244285435, + 462.14242417044414, + 296.96410172607307, + 342.35941054072777, + 500.9387878651716, + 390.5669453150999, + 326.2690801979097, + 291.6002827897236, + 360.1844730557162, + 388.94116300743104, + 451.0127884183372, + 393.3886032687506, + 568.0789801609983, + 471.4843945930624, + 379.5077385315285, + 401.0637636598361, + 544.8574805951714, + 485.0984831368037, + 451.60592395435793, + 355.28444229142696, + 357.4707042141214, + 210.31918197203672, + 419.3955690592329, + 381.4403881892725, + 400.1553243308145, + 482.5982701668688, + 395.6985381563546, + 539.4646482053535, + 336.27970707624337, + 354.1744374501004, + 393.18644622133166, + 456.4264885282397, + 389.63822785521234, + 521.7741144719578, + 427.113755709961, + 521.8355248342821, + 273.44683817182425, + 524.9097809286852, + 481.7375593111379, + 463.29691392023176, + 552.4627918140325, + 496.1614523919844, + 354.17018130813824, + 497.1691281404874, + 373.8436198842412, + 312.0025326122228, + 420.3573923778055, + 494.4169099336764, + 555.5809780414642, + 336.9568673447205, + 432.0431197634572, + 331.5867257915919, + 533.9686469612033, + 302.2004960220483, + 375.0363685009956, + 439.2296156309026, + 383.2458249968398, + 452.4457460335967, + 475.2964708257298, + 355.47092500991505, + 369.0166667859881, + 471.5185363734346, + 420.8283621868532, + 310.9278352799708, + 419.81395600739535, + 488.7745947823073, + 527.3808709541483, + 390.8049552883856, + 479.7861954284083, + 257.7041794322704, + 399.7737042300347, + 406.3823779740672, + 368.77089370676015, + 482.6733272625631, + 367.689991785902, + 560.9659101723107, + 357.4361933794983, + 338.44144996454025, + 617.8835131421284, + 371.91064735605113, + 510.6093850554352, + 501.6739825863527, + 510.89500072429865, + 444.2766349599716, + 336.06180305762905, + 376.2319179250843, + 440.85943483462125, + 530.5264113279316, + 549.2767282750748, + 328.90449423468266, + 393.5557957093136, + 368.4028571359746, + 331.97166097165444, + 365.4312124889024, + 475.34227152384017, + 331.3789519350312, + 435.6664691770236, + 480.3202176564735, + 431.62567719310726, + 384.0115576156745, + 399.1190254238941, + 357.4172847663841, + 397.6849857048673, + 570.424258610733, + 382.0142488688159, + 500.68487324886775, + 407.3808248759786, + 597.8700731609196, + 558.7478629141496, + 468.5383258139995, + 567.5261592301338, + 363.23575563239353, + 514.9640600608643, + 301.75347653703744, + 329.0166463536928, + 412.30858785515295, + 430.4068942916542, + 355.99802591894985, + 490.51253888233583, + 369.468072066889, + 485.63114780716086, + 353.3364843492816, + 377.198272952684, + 562.7714670568232, + 380.4284147077699, + 408.9225167906893, + 458.3627329150158, + 340.0300885558946, + 538.5325177764771, + 390.94308867459887, + 413.5450472679064, + 371.4823076467707, + 351.4802796403318, + 544.6005667202863, + 423.73678433827496, + 418.4194714971776, + 475.2114604830603, + 537.5396091372029, + 346.37459763742186, + 448.7541507795935, + 435.94838605718, + 429.70668076734177, + 464.7255668404904, + 624.2299006465099, + 569.1032944958848, + 430.2696636784811, + 525.1234712711948, + 332.4252243440537, + 422.6003746669102, + 442.4055401716919, + 304.7136645413463, + 393.6251725395316, + 421.9635385468848, + 431.4300870043796, + 414.7710169231197, + 341.3571601544774, + 340.7049784474409, + 666.6906183307465, + 449.0515158119887, + 300.5479287887852, + 548.9177180123194, + 412.91553856427777, + 347.65305379748094, + 464.9009848320303, + 359.0991899954832, + 350.60343122456203, + 432.64230696106, + 335.804710239529, + 378.52851122469855, + 441.7303913836519, + 463.8852158823095, + 438.8091549637178, + 377.1881249381013, + 338.43062388607643, + 403.5966313898296, + 538.6207869603159, + 516.6468166551115, + 459.8998900269752, + 462.006169573346, + 485.95971744569687, + 435.2347265963338, + 376.71030372678666, + 433.8752091433009, + 415.68344786117706, + 429.74642958279424, + 335.5055210397578, + 444.0770167050374, + 466.4454293513386, + 499.6046290174912, + 336.0464514806999, + 559.1675739231314, + 486.8632669355406, + 489.762798891587, + 477.2350530641551, + 475.2553947210844, + 371.8827630574564, + 303.87879335307315, + 316.0224661175924, + 459.86551182829896, + 620.346839846718, + 369.6186164913385, + 397.5070551476384, + 341.5236715512083, + 495.9453441622583, + 411.9869872126813, + 413.0048441338647, + 636.2577547999041, + 392.166087904766, + 512.8418735540889, + 455.9675579944937, + 406.3098541807606, + 424.2511620728434, + 459.1766823348223, + 449.4353758592738, + 402.46490555321736, + 451.211448561067, + 303.333632377947, + 298.0530572539995, + 473.5484840274566, + 539.6250370863369, + 311.17895469026456, + 539.6107974856919, + 424.9669947448051, + 414.766630759681, + 482.4519329136101, + 491.5197052913358, + 472.028285711688, + 525.0754779310331, + 326.58635982044206, + 473.8141914124885, + 465.6301194498782, + 382.4438627183512, + 479.5374968669223, + 372.6869953856177, + 406.1167839661619, + 569.9348877833432, + 383.0191013386584, + 504.9254660509991, + 361.69143675502175, + 294.2980647361996, + 362.7754392018864, + 297.10649439357326, + 418.07551053196505, + 390.0656160436119, + 388.552620694231, + 412.8405064430983, + 524.8833293724168, + 461.97928577438415, + 391.6103219267881, + 442.786266709012, + 446.71221913474346, + 398.3701304504024, + 396.22901020212464, + 503.5221724423336, + 490.821500120552, + 398.98950036504567, + 487.3183456742148, + 497.7037750920963, + 392.3823256829381, + 511.7051873083987, + 552.2730552697684, + 542.9970993819688, + 390.0465725578727, + 459.64217162082986, + 393.8776829935728, + 353.36541839326185, + 466.7832640121495, + 524.5479748918917, + 573.1355323579303, + 513.188841524663, + 387.971335796834, + 487.6257329898284, + 499.0709093289456, + 502.8830672995579, + 492.7034162141231, + 512.3365276692065, + 390.2852661378642, + 252.96832778421404, + 355.17571217513563, + 409.4272358027418, + 420.39422277709673, + 462.9676393288207, + 291.3042115534742, + 275.9865952550496, + 370.7956044678604, + 590.3251264863392, + 478.6545180309788, + 321.2368139740572, + 388.1375308645463, + 430.078590904872, + 351.0242556927136, + 451.7344167151812, + 393.5338791839141, + 368.629147028837, + 347.74806121506026, + 452.9702846516933, + 525.879408394896, + 421.2202280406865, + 391.32421549532114, + 422.3410482213273, + 402.8747985602173, + 430.9595045415216, + 371.2119513238151, + 444.9576178720105, + 441.4985004369266, + 436.77459795692863, + 328.21725120628446, + 412.7085568227779, + 329.5041913354123, + 400.1498057970947, + 423.9639950474154, + 420.5492185259853, + 499.85479662246576, + 552.0745439981175, + 339.72998778136247, + 536.8895891431413, + 438.51558702553854, + 326.35087250959685, + 395.2972754581453, + 407.3195392577166, + 326.62713134850964, + 354.6673118033933, + 496.35087527790273, + 453.9547573248869, + 406.0856141409098, + 497.47715053535967, + 381.15935374514186, + 495.037067478959, + 485.58318789174206, + 436.1649753136292, + 332.19950715811126, + 444.9295835933552, + 341.2099364946026, + 532.1847407793819, + 485.1092147580308, + 377.07513261025207, + 513.540398386387, + 407.1023016775681, + 421.1330347716793, + 413.65595100059136, + 356.29434097052064, + 278.50263260667685, + 530.217007876155, + 338.5099837257605, + 490.94265074565226, + 431.3706621886607, + 321.3645184859208, + 569.5812877801923, + 554.1390374266267, + 417.1844457622795, + 508.851053087782, + 385.4096084791193, + 306.8374019331574, + 321.86747412825633, + 598.6628773555655, + 400.0035891200178, + 406.0944270997211, + 383.45506826281496, + 370.6005777886272, + 399.6725563801652, + 294.9912246649432, + 533.2883507364414, + 356.3478418738045, + 387.8680751686361, + 379.4924534134767, + 398.6479442541533, + 350.9092266374597, + 466.1030079553118, + 458.3667847374616, + 345.08393643177794, + 489.047044090182, + 410.1013088585311, + 402.6645820622835, + 455.6932559864737, + 340.6306415230615, + 433.4604373010902, + 422.489596220183, + 340.5662445043567, + 384.3806692204295, + 310.0748511865544, + 471.5535945890304, + 285.3499428449925, + 396.9112142092114, + 342.72531842613824, + 478.7669704993522, + 350.3447083580777, + 477.2353812842728, + 267.8017106702044, + 274.7647028108312, + 527.6882417154604, + 427.7938337302106, + 597.4860409584503, + 464.80333023265456, + 465.1268382545519, + 439.7015995303382, + 447.30375575365935, + 414.3282148266, + 472.05933940894187, + 456.9797718349887, + 560.7877028161919, + 417.2493946369874, + 291.1215276429696, + 476.4586674162528, + 414.3651493572396, + 363.6184916045743, + 372.02281697437945, + 319.7666814574808, + 396.6966973925066, + 380.4998179392721, + 301.89595905839064, + 389.9780973315524, + 475.8764151134504, + 325.0011155437085, + 459.63311971528543, + 426.5058342925407, + 303.59679864385123, + 374.1195224685182, + 371.2693735547996, + 498.28297824317633, + 478.4670470173596, + 371.61639710329655, + 570.9750270653674, + 436.49376156766255, + 500.14289837745287, + 364.1341733784949, + 348.4840390940583, + 460.74526726991496, + 622.9635747702412, + 496.9897916305831, + 437.124664618074, + 324.0456807548281, + 468.8662638635757, + 333.0699110580093, + 528.2665234601474, + 397.05747364178274, + 306.7822306484452, + 394.4405811590347, + 333.53076836291507, + 463.4351017760191, + 279.165435690376, + 338.6810692506691, + 342.7460401235475, + 541.2207701977802, + 488.4558615128973, + 342.408790968701, + 316.57958787757843, + 387.08588727087727, + 495.4179535419933, + 294.1786393999086, + 504.9087519621216, + 424.2094002791869, + 359.8300725546534, + 286.8907767627858, + 491.2160334596138, + 318.883636337187, + 517.4900494452992, + 535.2245167318337, + 424.6661117841069, + 459.0155542019981, + 362.2621568252554, + 473.1503877389256, + 443.9584387558926, + 294.91558417585713, + 295.3858254933325, + 708.2263644667531, + 433.91180390091785, + 431.86775673800986, + 518.6094797098389, + 543.685833352541, + 564.5269736765663, + 511.5876640552089, + 472.2741221007169, + 518.385545618882, + 379.1379771688184, + 550.1374052331332, + 373.6248781488509, + 332.0500555927286, + 355.2754542666764, + 548.1553826559827, + 329.7108394287311, + 399.2921708958753, + 341.7403446631613, + 373.9367557334469, + 365.8452480411531, + 447.5942189939348, + 353.5070141898684, + 553.6167334762982, + 418.3735820992234, + 350.57737021131976, + 517.576761929397, + 501.55972522210976, + 452.1872325904004, + 367.8540247749136, + 400.6118991277568, + 482.59570925277575, + 532.3420829575954, + 418.6420627869962, + 406.37201894127423, + 486.9837342968954, + 518.9443622126387, + 515.5750970721565, + 383.5270230518274, + 449.7239516905264, + 360.7556743175364, + 373.74122847367954, + 478.7459453005034, + 556.6576435918513, + 473.6433428746763, + 446.9924646420934, + 364.7948826757151, + 315.0781345609935, + 480.66761646294657, + 577.4913708048558, + 334.2116688511952, + 502.789395890753, + 431.5056768466973, + 411.8813745180707, + 331.3303524988976, + 470.7403122826415, + 341.43878051903675, + 449.9189927353634, + 529.6246176619361, + 363.6334032471567, + 444.8910438582652, + 499.3616904289132, + 473.3139687976143, + 600.2950276026194, + 358.1854728641589, + 327.3804878867436, + 371.4034750992869, + 409.06657691189406, + 288.5088072206311, + 441.76515788709474, + 420.3334571223487, + 505.10837869734536, + 395.339101917609, + 438.0443314251924, + 368.4375609090064, + 365.2729653174624, + 425.86803918628414, + 435.2784338598071, + 343.34923486341023, + 448.5640489626287, + 412.0117329737066, + 318.04264782386764, + 546.4823286723228, + 339.97699206431, + 479.4025091342526, + 363.9509908203079, + 505.36141742118383, + 315.26681128862367, + 481.9019289301629, + 297.7636847142188, + 444.45421125632566, + 405.6213752727207, + 387.5621917102284, + 430.5598517453319, + 418.5432377730668, + 275.31714604250067, + 411.14743309443344, + 414.4270167181951, + 325.09975596843776, + 445.5626437926245, + 374.6757382756219, + 378.1203925080246, + 409.7422237803916, + 532.3111875218963, + 369.02921276876, + 353.06993876447683, + 534.7114545006893, + 450.29569571087154, + 535.6525598606431, + 549.8271420293984, + 342.97901255999545, + 443.5480064899328, + 389.4711493571496, + 349.81608434385635, + 325.72174702513456, + 487.6980520817313, + 374.7947193794346, + 393.29347792755664, + 419.6622002369666, + 385.0189505628823, + 465.499870662076, + 346.5203097336013, + 428.9480234120351, + 284.77445891221987, + 641.5860870642371, + 486.6379375403772, + 420.60764907664463, + 462.4397372237297, + 491.4779237897906, + 482.2944042361673, + 414.902017213629, + 506.3759337873192, + 395.4043622361933, + 573.8147436477269, + 411.3020865894416, + 475.3018836576125, + 467.0904245987828, + 311.7970420567545, + 467.08844165236695, + 461.5304455961213, + 631.4986230649531, + 410.3224303156306, + 287.2860573596849, + 484.27989018962126, + 449.3616792723671, + 409.1135117518084, + 568.304670635809, + 453.7059933325262, + 342.5013872422897, + 391.8413032158793, + 550.8175640099519, + 348.61854331491566, + 333.156538160031, + 518.7327779448756, + 476.57945644874286, + 388.137753838336, + 287.5729465846254, + 427.18253097731366, + 505.122015274296, + 450.4413518403725, + 439.1213011349973, + 436.396995229965, + 429.7662232666164, + 413.6735860767769, + 382.6222745428622, + 260.56616359428097, + 567.7842756927254, + 521.320673044623, + 500.3864688722259, + 464.1085950195534, + 426.175253225193, + 508.68114494211017, + 499.9375020854145, + 466.5925435157815, + 285.9980485407315, + 330.04471458219007, + 393.8204120332017, + 399.606494141034, + 343.2427106223277, + 356.4767227244814, + 360.10744050616614, + 398.7797463906008, + 360.64807839886765, + 378.87385464972425, + 456.51227379334506, + 356.8058547224708, + 375.0728751001973, + 266.3577439142132, + 518.101816131548, + 494.15450474617086, + 468.3769554337167, + 461.0768210368309, + 387.5894272002113, + 331.67382444251, + 521.5615612656642, + 457.5515592245331, + 261.4352151594753, + 437.8795084739577, + 437.3669087698364, + 467.7523179288561, + 289.5375294678856, + 416.8703326101443, + 605.4657471003279, + 496.8728454764106, + 469.8950015549349, + 437.515421436668, + 396.3765542840935, + 435.523397545285, + 413.15863613027193, + 441.59402675603786, + 494.4842494689976, + 413.2089485139823, + 400.3934374892375, + 490.62529134689737, + 311.77290011697585, + 505.6774088556664, + 335.2405111582438, + 363.8034764766292, + 368.3599839519765, + 525.900094922427, + 476.9167255566883, + 555.9197962034071, + 300.93349153001304, + 268.4408502490151, + 344.71697552529366, + 503.9103898314133, + 483.6580284429556, + 567.4636696236504, + 433.4498994315984, + 478.1667104571711, + 461.95881193567845, + 531.7689877890376, + 525.031020156224, + 524.1080235682906, + 599.7292459226587, + 380.5782648244125, + 593.483602346069, + 387.52183305951456, + 753.3426195583046, + 464.57333821732254, + 315.1899480242942, + 436.6024359703054, + 333.96856768978546, + 490.4518347329697, + 446.3413191739493, + 402.6607735191696, + 432.5111966787743, + 431.4760403079216, + 437.5140660747828, + 429.2255002041538, + 367.9345550600072, + 403.2150907193596, + 493.226463387201, + 385.7480533333259, + 503.7936908722023, + 450.84636925728, + 460.5992142125421, + 495.3798826950329, + 325.79239956029244, + 330.91481993767815, + 543.716028645934, + 361.10176943442553, + 363.8535788368086, + 382.4730046177987, + 325.2025697168124, + 596.4032156995681, + 281.54445162396865, + 284.4970261350037, + 389.5914400911419, + 396.8112143857839, + 577.4447127405397, + 378.6589217915079, + 601.0329818069805, + 338.2311222952338, + 366.3126720990371, + 435.0945740311392, + 525.0886107113272, + 379.3392930771983, + 512.3318462889422, + 468.3713868157803, + 403.2437351708769, + 555.8990376906735, + 379.5988064306426, + 358.17449357422, + 387.97063524700513, + 444.7942767179921, + 508.7920977971788, + 487.3333212872414, + 383.1995849168967, + 357.5225994193591, + 325.83135972889204, + 372.7649817493216, + 463.341216610962, + 393.7404972001215, + 392.7004931377779, + 323.78327706621985, + 509.6617816298283, + 355.8170972680058, + 434.05125330700906, + 615.6111669278922, + 317.3492443408267, + 433.1450049151196, + 488.274930061853, + 378.1490001555316, + 307.9875511048973, + 306.69250419342893, + 447.28911533409513, + 373.1902821490745, + 392.9710196692629, + 334.81995443651584, + 442.3851181934442, + 423.20353345406727, + 443.5439340412618, + 386.4641507477815, + 397.5879743330805, + 421.1834780149268, + 456.9057035035981, + 281.08503234854834, + 437.9186252990834, + 427.2167644660192, + 556.0329223405597, + 366.5581312021816, + 376.1021037638319, + 477.06297483944144, + 452.0807653778561, + 468.6029981020903, + 323.79486235142434, + 456.2148284792014, + 450.2529740439127, + 471.41335648522914, + 295.04249226405994, + 260.53175818559777, + 512.4463050206832, + 561.2062376872427, + 464.0748499377378, + 355.4255317460509, + 301.9842395216359, + 444.8435840256904, + 480.6803917021801, + 401.83303573343926, + 394.01773247312406, + 347.82432822189554, + 273.69713915492014, + 348.7329370678058, + 476.2317098188568, + 428.4147839334657, + 501.1939500272533, + 383.8710546413385, + 493.30406865072496, + 522.3012315577494, + 404.8239207884093, + 408.4590810069099, + 297.1126211262145, + 515.8071822194082, + 438.1792466789875, + 529.0860026368656, + 406.56479354776894, + 408.9012696246163, + 373.0441718548715, + 377.58420310561297, + 585.6795888322865, + 399.0471808706921, + 382.4080743898848, + 414.061545184682, + 410.56817199963297, + 453.5711626270173, + 390.6908998189671, + 372.5327524807853, + 361.63205468222696, + 271.63073825352404, + 443.7592310363813, + 376.91221168815696, + 294.8760562690446, + 473.5500652595829, + 432.332405574233, + 312.3490170800076, + 335.5548031990471, + 341.07837903416186, + 345.35657568350507, + 393.6769575025494, + 279.44706566597955, + 504.397152163848, + 426.5619276201299, + 323.9626950494488, + 444.1081116537782, + 420.4291096371746, + 503.9641099958293, + 471.9040319656132, + 414.0673542810895, + 371.26484280956873, + 440.35537377319184 + ], + "xaxis": "x", + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=1
Conductivity=%{x}
count=%{y}", + "legendgroup": "1", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "1", + "offsetgroup": "1", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 592.6590209759507, + 451.1434810056514, + 376.45659307467866, + 315.5499000194935, + 416.62418891074776, + 358.725868777638, + 512.4287308410497, + 417.84355271672825, + 297.611540021754, + 481.4808282952956, + 497.3217528000844, + 401.669790618845, + 359.5690815109252, + 388.7165795048576, + 539.466876868315, + 463.3892559930158, + 439.6493286195821, + 373.3456925750202, + 479.5012785933446, + 468.56282875663646, + 392.4214958041848, + 353.030380268577, + 392.70408181841583, + 563.4347751029119, + 427.123948431111, + 391.06887363378047, + 365.7202915004255, + 327.62388101792124, + 477.1639067796365, + 495.9669861271219, + 608.8468563126532, + 516.2840828595396, + 475.9091298984672, + 390.6572261202914, + 323.2989151905895, + 321.74833893874336, + 442.768049670696, + 554.1205361936269, + 498.66592804075066, + 557.4860613065097, + 385.6143206903208, + 331.5701386503692, + 435.1080173052642, + 294.6365313741961, + 410.8561139478792, + 379.7251815981085, + 507.1786882733106, + 369.5555132553011, + 326.1153502173294, + 335.19760824941864, + 378.0855456328627, + 401.1408786244809, + 551.4762022342039, + 412.709423376704, + 388.4672659697002, + 469.7953750459356, + 440.2834455687122, + 558.8155667445225, + 695.3695279880473, + 492.4115244038293, + 330.0673789702845, + 498.6508327129349, + 497.0192344659093, + 425.75201760468025, + 479.79197473086685, + 409.4509977447567, + 328.43311026419275, + 502.9910878351933, + 543.5287986080147, + 356.86228711669946, + 518.3755726067396, + 402.593602031447, + 349.1860854870372, + 607.0265423247766, + 444.8543208302114, + 265.2511986375809, + 351.1612132424656, + 406.8063023479088, + 307.69136061472153, + 604.6312628955403, + 446.4507253355568, + 314.96508973191135, + 458.67723149125976, + 386.62286249434106, + 296.0743820491924, + 465.5592858293696, + 369.59128906677967, + 517.9357855247945, + 473.75130164115615, + 393.8896156084585, + 347.3533359784526, + 333.6237938674473, + 520.1113581748348, + 529.0525352665002, + 380.24019274324513, + 424.461151952724, + 369.9693332657319, + 431.3047160750461, + 411.1144852611776, + 403.1899129710295, + 352.35362276975275, + 593.3962245209191, + 369.4276990876995, + 412.7065583079045, + 324.64790875398586, + 399.5637856608893, + 466.2454797409944, + 527.9125435620626, + 506.53141388629575, + 492.097824550344, + 551.1452068352077, + 467.110761590556, + 405.7615711074016, + 388.75262033130286, + 461.3562274945036, + 426.18656504996113, + 312.38858564170147, + 453.9184895001652, + 370.0851533742653, + 269.0136348220542, + 449.25997564536, + 428.4448225200992, + 507.47624901785673, + 498.2669593558268, + 509.95686424056873, + 315.4790703994883, + 379.67536682471626, + 401.7393087132815, + 332.59812622472987, + 505.5423486694557, + 340.64839262295163, + 380.0968101298066, + 315.536105373161, + 355.6986132389772, + 475.1429562109705, + 398.6809356264087, + 366.3707236475444, + 500.866018456054, + 345.0198518366456, + 341.6022086522524, + 443.0292321286284, + 431.78198749065535, + 505.73553454097697, + 367.9887836916985, + 336.1988371922729, + 575.4219683641888, + 605.3050414394087, + 369.5340340016997, + 328.3633982586783, + 344.3656891332465, + 353.5104246491603, + 323.7728426252204, + 402.65802223263967, + 646.7325987352091, + 446.6969390598088, + 401.3048946303945, + 384.3056982945817, + 460.8124248503234, + 443.4455902859356, + 414.8109853897354, + 462.48019891044623, + 326.77780298075004, + 358.8490033061344, + 481.955877131042, + 340.8088227507881, + 297.6313652164491, + 465.07279582402913, + 389.5162860869136, + 404.2048591920263, + 258.88020903971534, + 416.4456174773966, + 470.83626451802894, + 422.4225086996837, + 428.8823659071389, + 500.1692103256438, + 564.7934853202896, + 378.8971896117619, + 573.3304971144634, + 490.658746989276, + 350.23632637500947, + 487.9851851449728, + 392.3635857582856, + 459.5690213665925, + 353.6309128926869, + 496.2708509833169, + 447.0744599342789, + 353.0629065748293, + 333.77532714280227, + 369.90319874889263, + 468.2125374032706, + 501.9028641271134, + 575.3090369357701, + 437.21759018140494, + 356.1819158560579, + 370.3572882122672, + 322.29119123589123, + 429.6222121825796, + 508.34520701170817, + 371.5796340409174, + 469.1319512580189, + 490.2846741272502, + 288.068577690003, + 437.3708632363272, + 354.3925258525227, + 334.90537583271, + 544.3393171362823, + 321.0690740723777, + 413.3215995216606, + 448.8647411014512, + 347.82920330934246, + 510.3056029860773, + 448.4571606938775, + 526.0676510079783, + 521.0162605795932, + 264.5080825120705, + 590.060545946643, + 531.1691008772798, + 506.0101352324282, + 482.63717983915575, + 457.0141209266236, + 351.6313150451818, + 554.0451045000362, + 373.23213734140944, + 508.8203409236178, + 408.19501451258856, + 480.71520782815895, + 300.41174395019243, + 432.89874892549466, + 528.1562512089131, + 405.4206121417574, + 476.8420108063207, + 337.8582635986253, + 365.4776179894939, + 327.228245131772, + 382.0801288333403, + 354.39060427526863, + 462.31456700444886, + 344.55061925335406, + 583.436487524029, + 468.36745137041055, + 517.1505477841016, + 345.6569351199438, + 404.4057627404978, + 475.4452677053376, + 491.7240649000355, + 404.5013685428024, + 285.22866098963453, + 375.2759694778724, + 412.8964036380488, + 509.8196527449088, + 332.35971457509453, + 491.5167115090336, + 546.7909944376429, + 277.23415452450695, + 336.4466547717247, + 445.0696363241384, + 455.7438445846984, + 502.9936866234463, + 475.5489600577624, + 355.0074611564549, + 375.9645577508962, + 499.2754008212282, + 451.808445959799, + 348.39903329041096, + 477.994991794408, + 413.1554659517622, + 509.1503233017944, + 656.924127807846, + 346.8604045432206, + 283.4014061798572, + 480.8480634739415, + 547.0238303166198, + 391.599708041081, + 485.6724564667838, + 436.5172742085938, + 343.89524175040884, + 336.9141570845037, + 323.499231250292, + 491.0790820972671, + 324.9370292078704, + 298.5505129767719, + 410.80413207222045, + 290.1186125954208, + 472.2554031188898, + 364.5231509291738, + 412.5829888313687, + 456.54394505538016, + 483.4420180175628, + 555.5902835214793, + 518.0485235245408, + 591.3633685043594, + 350.82691627921486, + 438.5534986637445, + 401.6182184387207, + 503.2533171089432, + 420.1368731132279, + 392.20674143207407, + 489.272160165231, + 306.11553927090324, + 328.5652877634906, + 514.9259969241641, + 259.96376259206005, + 353.7729296079895, + 545.2286679739818, + 282.502338129087, + 337.4360877112996, + 522.5485530728815, + 443.8725582862587, + 377.9263683128556, + 337.0773485381277, + 389.2642157392943, + 384.7532975834623, + 305.243600413664, + 377.00039202666665, + 503.414897004023, + 404.1959120807727, + 386.5820831639076, + 364.9311281421684, + 318.62262232131417, + 325.68369121664966, + 446.83967260296896, + 419.8958884537812, + 376.6727942156429, + 514.545672099499, + 349.0030699501286, + 306.3455625068792, + 380.4330193873439, + 361.34249562314784, + 324.2501475903347, + 421.0999168971555, + 426.9859416742492, + 502.9190132295652, + 349.3132127418225, + 523.2417319701859, + 474.05749017326025, + 452.922024905992, + 320.4708529632049, + 496.906266181651, + 444.56010847647343, + 449.6856024311428, + 541.9154676754551, + 516.217847243303, + 477.0239651307417, + 365.09414345117847, + 460.4153864081878, + 425.9842126790014, + 488.9541644367416, + 368.2245749971128, + 401.2562922845298, + 270.794058781986, + 314.5298133899644, + 434.9545188654389, + 341.7164586410778, + 415.0065755703808, + 430.1851617726486, + 443.0374169292222, + 433.9740224944386, + 316.27802906999034, + 418.26375748477966, + 426.08347881627714, + 403.7542555264207, + 471.7831533991967, + 312.8693643369379, + 305.8344870063121, + 336.82465618510247, + 453.6375097340194, + 377.6189451426836, + 585.1664269959149, + 417.6737022460746, + 591.80147197882, + 440.31787086414494, + 517.5468169196527, + 480.143108594428, + 355.57848095397867, + 385.0148667810816, + 394.82932593815946, + 368.0795100773872, + 277.4127111055736, + 430.4187865497372, + 313.0915196352882, + 468.5550615423049, + 472.7093808844901, + 418.2000717349236, + 610.6295503471943, + 401.0588017331808, + 401.7754572096606, + 484.0922845308061, + 479.92053778243513, + 299.4049766499827, + 347.464419055724, + 462.9937286589571, + 352.1959120538868, + 306.3862826304384, + 443.20877425682056, + 382.5026997574068, + 581.0781564148187, + 355.93759648346474, + 512.8990363712608, + 558.1765918060804, + 381.05877629677343, + 306.7843022429723, + 375.6726908435242, + 432.5899955159263, + 548.6377020787955, + 484.1047844859479, + 433.23942858663617, + 310.85113801547385, + 357.0662032160293, + 470.5997605879183, + 485.80543103355706, + 347.18078039062647, + 392.5325974868163, + 397.3375083043034, + 488.9763941943218, + 400.96527028732, + 377.69728280218186, + 328.5794292459115, + 490.0470946153679, + 403.70350157171765, + 520.2728605714389, + 338.93527092327014, + 408.8535621673053, + 388.3392769886837, + 435.282980697069, + 501.5326526063095, + 434.3502193029309, + 424.44618498229806, + 489.5450548414639, + 424.4542544841162, + 523.0526625927213, + 359.4609502338278, + 410.1582218451634, + 530.0529192768847, + 344.69373993834444, + 613.633547710373, + 507.79006183312174, + 479.4794090176845, + 605.3983749480118, + 445.7688121991064, + 447.1671009870266, + 531.6026341640504, + 527.4596400372888, + 386.0711491802708, + 607.1025732139511, + 402.8873087347532, + 445.7668531613048, + 641.5258451890836, + 462.53511465466266, + 393.2539150852465, + 366.8131075971799, + 446.49439421429935, + 358.0973864136281, + 361.03723822946847, + 344.7183136168977, + 485.2544295835229, + 395.9768244881794, + 349.43109890592496, + 348.26459071234075, + 567.7222810870219, + 277.05080172633507, + 416.89807107682105, + 597.979273674631, + 384.783184974492, + 355.831682952012, + 424.6501794365584, + 305.6294092977496, + 510.0468967760106, + 447.5206553991745, + 398.5447626045239, + 350.0851155438649, + 533.5838575451302, + 536.1838999563895, + 472.3690935108408, + 299.1942452483428, + 465.35266497958105, + 442.7587558988176, + 278.35512334023724, + 389.27264540312825, + 422.3182270804992, + 437.05136427690576, + 413.2142304937184, + 281.069202785292, + 478.3323603096376, + 375.028222460977, + 519.3803669384755, + 315.9134105716916, + 370.86063167906366, + 472.276000873812, + 424.3287402196551, + 481.3417738810756, + 405.2787384894268, + 330.08372292196543, + 423.1100796600702, + 475.6460514984069, + 501.34534699223616, + 475.3323570992948, + 473.0648236129786, + 407.7216132768046, + 419.3049802150047, + 359.9744365849181, + 442.5435994770917, + 375.4114700560018, + 424.00349933319154, + 367.04437911090565, + 395.7386305771632, + 582.1106055828028, + 257.0077176932619, + 295.6751366348994, + 485.3119535954693, + 201.6197367551575, + 493.1794165608168, + 456.53001893049486, + 580.0952245647609, + 323.88545374509846, + 522.8013984753659, + 568.4205678843352, + 344.3989116142886, + 324.42777201529094, + 448.23463973025537, + 332.0688250650005, + 612.0949256774842, + 355.93723830298984, + 373.5482145326483, + 405.485509937086, + 400.45126841493976, + 403.8240026641189, + 299.8869966292302, + 478.8936156791228, + 336.91293410368445, + 388.7455015206098, + 420.8308663494658, + 431.16746753358296, + 494.94553706024993, + 549.9873176434662, + 446.8791486678479, + 300.3589720105804, + 452.30604162154367, + 303.4963734270565, + 339.3447400756494, + 507.128833334956, + 419.51295764923873, + 456.2597910734381, + 505.6656389109513, + 412.32048977970464, + 413.0758196231533, + 448.8580061697356, + 541.3060966740787, + 447.8054645378634, + 493.83637899978135, + 465.3469791339465, + 418.6196000757642, + 356.0757688500765, + 288.22129764576187, + 324.04737549460816, + 448.66642331163297, + 339.737304406264, + 405.51721995697096, + 571.5755052527225, + 346.64226740627925, + 507.0165727977785, + 457.8915324638539, + 286.92155809604844, + 432.20954474972655, + 439.0553561851737, + 441.0865632549943, + 460.8706469496659, + 380.3234401601916, + 495.9149193452208, + 524.4659994857778, + 358.0463181713947, + 435.5115290431588, + 333.5043273962235, + 394.054835252827, + 404.56112927225183, + 428.8327463475267, + 471.6799014205503, + 359.7747111404619, + 385.0450025893611, + 404.6591026534681, + 357.49845925493804, + 447.2593533112469, + 330.5504526671393, + 533.0402104156283, + 363.5707948586598, + 523.6027139514799, + 288.3514710571789, + 514.7330831520655, + 376.314445852985, + 493.8554892420236, + 567.2016748697974, + 346.540728905403, + 292.31583653898724, + 442.7413888492462, + 366.80248357875263, + 401.74092136204655, + 426.369592491061, + 517.4366759132656, + 556.9562713683235, + 547.7021368533116, + 460.8942123709673, + 317.58336710620165, + 374.99468956000806, + 382.8798437483793, + 463.0193727210285, + 308.0860503290929, + 337.77305146404314, + 473.3300783045845, + 407.7417132811492, + 310.7711778686101, + 419.0973060519303, + 391.6674663783132, + 397.5364707259912, + 460.14617415464585, + 277.5880745769892, + 449.31753395481263, + 421.66448244657175, + 471.1221252068388, + 425.5028736721689, + 434.3954389767979, + 304.23948088461, + 563.7199666725719, + 365.7391216578084, + 372.20013890001513, + 509.7721104912295, + 527.2058183861027, + 494.1529743470612, + 657.5704217644253, + 412.4346768867728, + 422.48202893411946, + 500.586607820739, + 561.7611560542605, + 317.8309806971181, + 443.31577488370687, + 418.3301951097606, + 563.4099696654001, + 490.3327614715601, + 372.5116274171839, + 386.5417614408622, + 487.504368020183, + 326.42705471809035, + 449.94828652782576, + 448.5682597789129, + 375.50306244103007, + 370.56102702169966, + 437.26353132033125, + 360.9576787634873, + 367.9048021033115, + 309.9304282029631, + 329.9227653683522, + 384.69495523570447, + 533.3032206134925, + 315.2296649504816, + 448.0508658299424, + 431.6130013390234, + 483.3198806937969, + 538.7922673434368, + 336.56150104700754, + 392.7068863553571, + 576.0460834739301, + 511.4375201166876, + 400.62498730718914, + 490.2803525532353, + 490.9724264608488, + 385.656123306354, + 406.3091866023873, + 441.524088334925, + 402.427173829804, + 450.8574914603334, + 339.066071471725, + 459.28803709314167, + 307.91807510159987, + 512.7684389301344, + 352.0390921282106, + 427.9306866458345, + 528.0686584836523, + 480.8785435518915, + 393.4931552922741, + 588.6991933996939, + 428.753103595545, + 580.0035335754574, + 487.9323102949239, + 399.2835622955296, + 470.8215689069791, + 355.5273068455246, + 459.2609613873423, + 448.1516693142082, + 517.8446739686019, + 461.80454812006025, + 504.6167925272964, + 435.6743930542932, + 443.6291232113895, + 291.0847438189947, + 526.325213716472, + 341.07492458185163, + 498.4540986722841, + 434.65898101880754, + 352.7453698304618, + 454.8848090531006, + 529.6818065825521, + 390.0120033463213, + 358.9095885991457, + 376.4821710041306, + 437.3416552011855, + 357.37293120052715, + 476.5103844769183, + 404.9307262933357, + 596.6504951962747, + 561.6870033606198, + 542.8067817707314, + 404.7045963253844, + 411.8499494676316, + 337.5731511678991, + 478.5150811723671, + 520.2850940450035, + 425.6919559344481, + 527.4796939805289, + 334.2698796287448, + 423.4559056800464, + 303.9682026929872, + 530.069602099354, + 479.9959053293017, + 300.0199103361062, + 405.2769118788481, + 399.6910675025163, + 404.4926142301905, + 620.4489634810792, + 233.90796511138964, + 320.66786536144025, + 295.6539573721195, + 399.3507088667543, + 479.75892351602624, + 620.3046389138948, + 465.83053937185343, + 283.8772795417849, + 395.3873371419826, + 412.9471155818191, + 491.8754180313328, + 354.4826891811934, + 436.23619825357247, + 382.8961665208192, + 541.6014376849075, + 424.91567671604486, + 503.1121473588796, + 511.9540006446537, + 492.90302145928194, + 322.4906894477517, + 572.8061429370911, + 459.07841982235686, + 398.7050167826136, + 342.2052523985335, + 429.8599985796419, + 312.0198403081765, + 535.6987005197892, + 421.4173518400164, + 322.5218153789792, + 536.2771526649758, + 476.624549693608, + 449.35881226955786, + 649.8057645659717, + 490.8155214111627, + 473.5316110532757, + 520.8083590715345, + 427.6643022370827, + 326.2533257451776, + 372.2752322143662, + 398.32878874006775, + 254.3923057502336, + 487.3391692888744, + 439.0547586603561, + 417.8040633715207, + 282.59991842744216, + 530.710025503962, + 380.9671658106569, + 435.8656960336934, + 450.89605258556185, + 330.09267420868963, + 447.12186130961817, + 360.5755864381471, + 583.6083978130259, + 353.6540460556215, + 318.64067926297173, + 423.6256485643737, + 416.1885459071077, + 456.31546041862254, + 300.1251254011642, + 394.7315635215286, + 388.8971587772877, + 361.1075365090635, + 462.6125299822538, + 367.9679432358893, + 456.7328619773303, + 286.063394408431, + 357.09839548714274, + 383.269410360684, + 544.8484318253602, + 370.1889480541362, + 413.9102929594385, + 399.4628435734118, + 325.13449216679084, + 503.1580785347783, + 307.7250090371044, + 442.07633661599806, + 499.86699387859846, + 607.7735672742027, + 403.6175599619757, + 444.612723622325, + 390.4102306332045, + 329.26600176073254, + 439.8936179168196, + 415.8869545163145, + 526.4241709223593 + ], + "xaxis": "x", + "yaxis": "y" + } + ], + "layout": { + "barmode": "relative", + "legend": { + "title": { + "text": "Potability" + }, + "tracegroupgap": 0 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#f2f5fa" + }, + "error_y": { + "color": "#f2f5fa" + }, + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "baxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#506784" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "header": { + "fill": { + "color": "#2a3f5f" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#f2f5fa", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#f2f5fa" + }, + "geo": { + "bgcolor": "rgb(17,17,17)", + "lakecolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "showlakes": true, + "showland": true, + "subunitcolor": "#506784" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "dark" + }, + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", + "polar": { + "angularaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "radialaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "yaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "zaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + } + }, + "shapedefaults": { + "line": { + "color": "#f2f5fa" + } + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "bordercolor": "rgb(17,17,17)", + "borderwidth": 1, + "tickwidth": 0 + }, + "ternary": { + "aaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "baxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "caxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "xaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Factors Affecting Water Quality: Conductivity (Grouped by Potability)" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Conductivity" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=0
Organic_carbon=%{x}
count=%{y}", + "legendgroup": "0", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "0", + "offsetgroup": "0", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 18.436524495493305, + 11.558279443446397, + 8.399734640152758, + 13.789695317519886, + 12.36381669870525, + 17.92780641128502, + 15.586810438033126, + 15.9295359088257, + 11.53978119153942, + 13.387340780225545, + 12.509163940498697, + 17.88423519296481, + 11.256381166909478, + 14.899999566696977, + 13.80590221127079, + 7.92259833302262, + 12.890708564511783, + 10.2448150683598, + 10.96648615295345, + 9.03406675271333, + 16.471969353155146, + 10.180513802631594, + 11.093163397452656, + 23.917601261274967, + 13.28533391608596, + 10.0908697516698, + 13.768323306421337, + 9.611348740011238, + 10.942024256012132, + 18.27531210927765, + 16.48283536696391, + 6.016336609271207, + 8.236557503105303, + 9.6541256002684, + 13.75810517074376, + 13.353181433963528, + 17.287713278296337, + 9.79962468961304, + 9.001820487566135, + 14.083608352195483, + 9.71223191091832, + 14.567268860188278, + 16.245504341610683, + 8.992754272254672, + 11.532144007741238, + 12.256790251190353, + 9.833874584580258, + 13.863964882331118, + 15.966042944362073, + 9.347633986485675, + 13.553751007248536, + 16.145732052775088, + 9.387781275530813, + 15.836330205236152, + 10.661798937603976, + 14.86026268337497, + 13.643147085869316, + 10.214274603240654, + 13.478526445498858, + 21.84591625254205, + 17.084245654876156, + 7.935467758332209, + 14.63688225637759, + 17.20956505547082, + 6.063461912529135, + 17.485844248946023, + 18.208339671899864, + 17.14990712568715, + 16.13112428701453, + 18.403845830232967, + 16.266296687636896, + 6.580401550826252, + 11.542661782175117, + 16.535185927180066, + 15.264742348024072, + 18.31249854193584, + 18.38071192638193, + 11.728338195960704, + 20.09841289135693, + 19.370090874546293, + 12.309015955365226, + 15.936261676600791, + 14.139065908911675, + 16.142284003388227, + 12.606381646809666, + 15.993410350862462, + 18.035237542145182, + 14.68753933733609, + 15.047086914887984, + 16.67018391749724, + 10.539392269728635, + 11.704788996508114, + 9.84765527571784, + 12.401368065703082, + 9.614106024611772, + 14.39986001596128, + 10.859287278110344, + 14.27409227521025, + 16.435842913307283, + 16.761624703623568, + 17.665083383155775, + 11.943476580641343, + 16.065667944692393, + 15.526658445697135, + 17.2992944626111, + 13.48637909893324, + 11.48268699578233, + 9.300117278144342, + 15.054312871374693, + 12.321232157466568, + 12.293803052569617, + 18.545902961239733, + 12.03404226901938, + 11.385937266194787, + 13.79526446092433, + 19.409146560147008, + 9.039042454499452, + 16.024246090841586, + 13.076858902168738, + 20.393781666520056, + 19.188441382876533, + 18.575920677608508, + 13.325987078606149, + 12.98710649404228, + 16.420040960604638, + 13.749261313977344, + 18.8585188822683, + 12.69654480364062, + 14.838100233982516, + 15.013030334164682, + 12.993012235980984, + 14.529779296031904, + 14.683970470839256, + 14.038263256862194, + 18.75613937188353, + 13.550366565856905, + 15.689404490512343, + 18.272418324919784, + 13.579996003945723, + 23.39951606024522, + 15.83176343631834, + 17.729724041901363, + 16.08284747893407, + 15.9145000730461, + 17.47063098396353, + 10.999416075761246, + 17.115276027720824, + 16.58457143941098, + 11.286410043484238, + 16.800399608404177, + 16.340715053314568, + 10.546886238857326, + 15.1293344878207, + 13.88883432960506, + 20.16073441639145, + 9.65736041733726, + 10.339985594837458, + 16.519722226475267, + 15.96353977833718, + 11.360427034258294, + 12.001547405946155, + 23.3732650359234, + 18.263687670794184, + 13.433505916692638, + 11.265127234658166, + 14.375368304582024, + 10.780501212803244, + 19.626021989762197, + 11.291787733653564, + 13.675479715684276, + 15.371549685455705, + 14.033552834801071, + 16.115432356095255, + 14.482212983251712, + 13.142492971719092, + 15.967490194275967, + 13.204393795237593, + 14.15410960103327, + 8.811986111503131, + 16.788306066307086, + 16.1289756490051, + 14.852225333660726, + 9.63363114357884, + 12.26349197146169, + 15.396455073466427, + 14.171009544203455, + 14.69290181303245, + 19.92370400091363, + 14.213794455179992, + 13.96342114247642, + 17.929394624202757, + 12.065316925324224, + 16.221043742398706, + 13.20542544756654, + 8.13822749145828, + 11.788776569693823, + 15.830564782291448, + 16.34683847675535, + 12.812732207582542, + 12.93630432875392, + 16.47783972341182, + 17.740943635820486, + 13.37094975238972, + 18.006702642749303, + 10.638798358915722, + 14.979347629638768, + 19.11602216327003, + 17.472788484952957, + 17.85305375302056, + 17.97327720957753, + 15.1960451263476, + 11.965106841487454, + 11.899397834129331, + 9.237117976374748, + 8.82868891916479, + 11.974270241512158, + 15.514032977701902, + 14.526151009052684, + 11.89467312669234, + 17.348801665880217, + 17.052539599568945, + 16.78521506775212, + 7.65495568277089, + 14.380724633429736, + 22.6868367426506, + 21.940189616356463, + 15.913760931699755, + 13.891519343283107, + 12.042914193746071, + 15.926920767801391, + 15.59896477894273, + 18.661403050196384, + 18.328401148653768, + 10.5664520105654, + 14.338839755825916, + 13.191719634585809, + 11.587377834236465, + 13.938685575012698, + 15.496325410002273, + 16.56939117344473, + 17.53065950278534, + 13.925009993742549, + 13.374831199494622, + 12.515733708615528, + 8.457141854637086, + 15.987370336181527, + 20.725805913345425, + 19.426893317894155, + 5.9146170684173285, + 16.17062838893895, + 12.87712332014678, + 16.917112762149486, + 15.656148826261472, + 14.10482106383114, + 19.41169869977313, + 14.46029464732004, + 10.558575580826414, + 14.899180757791385, + 9.439925286404218, + 10.153232867574502, + 12.809023966709276, + 13.835116679864484, + 14.06171029149533, + 15.55010137507412, + 14.633908965175806, + 15.952131653170568, + 12.36182677430287, + 14.88630502948024, + 19.368697905911915, + 13.986293646632872, + 13.911645427699227, + 11.934801935396024, + 6.776145723392403, + 15.872182184230098, + 17.398464760103423, + 17.395661993474732, + 13.35260403310457, + 9.151209132982274, + 10.212058209222278, + 14.28931978724978, + 12.446539133432395, + 17.19694309507497, + 16.672414601190724, + 13.628865444568532, + 13.758835833706884, + 11.14503976880576, + 15.40039620342526, + 16.106515109540396, + 19.5850018943529, + 10.842095158854647, + 17.323080725346756, + 10.382252653107573, + 12.488006915884569, + 15.314879171447387, + 12.723724502994912, + 15.889649588055818, + 13.008443109871678, + 18.632141561760704, + 12.383597205246076, + 14.352904612071429, + 11.266886174258444, + 9.61229318354208, + 7.750606555288982, + 18.46869035388295, + 18.463094761579384, + 13.983833008387478, + 11.075621804849504, + 10.362622626299128, + 17.630362462120956, + 14.116823608926552, + 8.818756566850709, + 18.06495657941309, + 9.700906282901087, + 14.94908036525527, + 12.950444156120966, + 18.2737569562791, + 12.404438749151211, + 18.721311565047078, + 15.779921970237352, + 19.19574006013147, + 14.02729679512936, + 15.254391841066877, + 11.653457753679334, + 11.135311827023884, + 9.689143567978247, + 18.026098152350755, + 22.187849207934164, + 16.354520235606856, + 14.192544352996777, + 14.233951597560974, + 11.147704109056631, + 12.99459553667674, + 17.31468112565352, + 12.6182517815746, + 14.774800598861418, + 12.556983190453082, + 11.22657798925934, + 4.966861618807002, + 17.107563130581752, + 10.61458158945743, + 12.87480497903141, + 11.798990545970868, + 14.638926518042013, + 16.72219460413686, + 11.176548128135948, + 15.770464179694784, + 11.915739635208697, + 15.333004583810007, + 14.784313577379407, + 12.813634258709556, + 7.609797727014268, + 8.123470111531901, + 9.98201022863941, + 13.469924019423274, + 20.48390229703, + 14.1514730717181, + 16.359951099329464, + 10.583336152737274, + 15.661692291693951, + 10.692587986909416, + 18.240711615825887, + 13.243329279142417, + 17.70683826106898, + 17.07526258936946, + 14.66556052806635, + 17.161966066690923, + 13.12594167071552, + 17.925782394769897, + 17.115446767167782, + 19.52731892757112, + 20.189599511928638, + 10.6634916314066, + 17.061389471896575, + 9.852784882147375, + 14.31941120798757, + 12.548871080271056, + 15.474875939143828, + 12.59999831402962, + 12.298753224346, + 13.780426739099028, + 16.086949496694956, + 13.140447191472049, + 12.75811531659724, + 16.614247513308953, + 14.04948263854152, + 16.98166010773798, + 8.660869467991688, + 18.367620901414057, + 14.023834466992582, + 17.97129471576409, + 13.417813082753751, + 18.9644180949158, + 14.831560048074834, + 15.416474942107754, + 12.344834054962348, + 15.233825865303857, + 14.947720392496365, + 12.909797813297814, + 11.877581684861184, + 11.070511434752632, + 15.50314419697014, + 14.659740899108272, + 7.852085540481937, + 14.810630407330676, + 18.24809788603005, + 19.032218873257307, + 18.91918835431352, + 15.343315642141532, + 18.863817480730177, + 18.76832821249093, + 14.6165091801181, + 17.265186340258424, + 18.663901084453187, + 16.00699084141729, + 15.80508483352719, + 17.75844368068323, + 10.62226549121732, + 19.69984804212288, + 11.635399275284044, + 22.091990222757488, + 19.912950169640908, + 13.978347933221698, + 11.713821016373572, + 15.215292663693788, + 13.56125295056438, + 11.975680496544726, + 12.588474813106416, + 22.159747227563287, + 16.2023714425128, + 14.744347366499936, + 16.895179709073204, + 8.033858640214078, + 13.57122271670977, + 18.11704225580013, + 17.01511804175402, + 11.789619287242203, + 13.748667952485505, + 9.984033412182155, + 17.539129697152987, + 12.97186896038204, + 16.903180314450765, + 18.525433629799068, + 11.983635213850334, + 16.980754992450272, + 10.07559844389732, + 12.427538333244629, + 13.97408472536074, + 9.21326753890105, + 19.394026670078915, + 15.958333509435874, + 12.666016328769048, + 15.157407524684343, + 15.892078526968646, + 11.802846743479222, + 15.35758277142429, + 15.692738321524075, + 7.791637810541033, + 12.53583833166141, + 8.637461294328716, + 13.378164811882584, + 8.547283221007035, + 17.192685258211498, + 7.151750616262859, + 11.515123021868988, + 9.02716717199712, + 18.96725863338821, + 16.980609973919627, + 17.87194970488372, + 14.121049228213735, + 13.67643542347406, + 15.867750761299874, + 9.704704113453602, + 13.001880639711205, + 16.7367485947957, + 13.951331611702926, + 17.138831017244968, + 11.871724637260227, + 10.444500912817604, + 15.66438185910323, + 20.76898639142246, + 14.801329007397667, + 17.92114094355304, + 12.127253917220967, + 14.393869036597096, + 12.00217767926364, + 13.6233079951204, + 21.81315970022024, + 14.53607987930991, + 18.736926753865248, + 16.982255696453535, + 17.466467299419833, + 15.647036068066711, + 10.21818532447918, + 14.098785744097029, + 11.838105675716236, + 15.843743650390593, + 12.50155351190216, + 18.207136967175416, + 12.370338614340652, + 7.710769287634548, + 12.12836582827748, + 16.19657332432331, + 18.25347218684368, + 17.660149200672265, + 11.34921022880286, + 12.19873249840566, + 14.524408073755067, + 9.970144463196505, + 9.762504595057976, + 9.512102516349389, + 12.61866665635904, + 16.719155744030502, + 10.667254446442769, + 11.395097663487036, + 17.75769652262335, + 22.89101080761469, + 13.165034610521047, + 18.63306520652219, + 12.955577262805434, + 10.77286174257597, + 16.122667861870184, + 10.401972967008817, + 17.24290912056989, + 13.670098904607698, + 14.753055398199251, + 19.682336972782764, + 11.144072238216324, + 10.924460555561607, + 20.52319058445346, + 12.84204806371406, + 10.784140412248064, + 17.551569787199014, + 12.168763676980234, + 13.827755015910212, + 15.061714074836914, + 20.92910323589649, + 17.263576037622727, + 17.517282837186485, + 18.07696345621639, + 12.18630951196161, + 10.839795526449052, + 13.178300671577516, + 15.2546530984377, + 23.13595214354791, + 14.363661311860142, + 7.775895592582287, + 14.761877842822573, + 16.787272201213625, + 15.1739562558098, + 22.763707419363584, + 12.419359196584992, + 13.450579528472474, + 10.613709767003344, + 9.619021313076756, + 19.957513422012767, + 15.87954856980474, + 13.754220517855742, + 14.441753614959737, + 17.916963728538065, + 12.950544578400695, + 17.236047164549916, + 4.371898608441143, + 12.510886657115236, + 12.671607097853666, + 11.659196215970724, + 16.13349894678953, + 12.742328733030092, + 12.348083326544838, + 18.092608300288305, + 15.349868992441657, + 11.81333768964572, + 9.504879668328329, + 13.389548759773902, + 16.684074144953456, + 12.28623693266917, + 14.15624136897634, + 18.12692368953532, + 14.40808046999507, + 20.088643381265346, + 15.379518621419775, + 16.237265347286495, + 15.1193475192876, + 12.67748794371886, + 19.70342152772605, + 14.359351178497208, + 12.366424357289134, + 16.64369604247895, + 17.105327736425465, + 17.161767683773007, + 14.160899492423198, + 10.971431871144889, + 14.307686682629708, + 20.75175131002652, + 17.099096356293614, + 11.59179478654488, + 11.11817146179277, + 4.861631498475731, + 10.034950251448151, + 20.05573720722566, + 13.78097300450088, + 15.107288653945432, + 19.31875981905108, + 16.011608200391947, + 14.782860509212073, + 13.872994262085795, + 18.588090626839914, + 8.574690965276375, + 12.62647377081356, + 17.75791679343456, + 18.41792399218832, + 17.442301311156484, + 19.637041624544796, + 13.98870665820175, + 13.06780306145356, + 17.23865591477505, + 12.704460037782267, + 13.40673745495127, + 9.696477802501704, + 19.33914306738319, + 7.360771583163057, + 11.66575309215898, + 6.306055459593097, + 14.391606181742247, + 12.24948915387455, + 12.762546321142736, + 10.754841552597554, + 15.856797119382918, + 18.698729925554915, + 12.327335187989206, + 9.650786456157505, + 12.21941068380454, + 13.556911202210015, + 13.254475387897685, + 12.092166763172711, + 16.62195941496435, + 23.23432591209433, + 14.019148917843438, + 19.64092250089209, + 12.465043478695575, + 17.120803324175597, + 13.757564052869498, + 12.06596280304268, + 16.07111983139481, + 13.881357478476389, + 18.14856178973741, + 14.793959847534154, + 7.960477540363513, + 15.329437895303954, + 18.693915043943772, + 13.027439284931688, + 17.229149428715516, + 14.395838766219526, + 15.23112896268708, + 6.478625963896491, + 15.280653237568233, + 19.873604273657577, + 15.373779853058068, + 7.168607176843636, + 13.501270567670415, + 7.733109270054626, + 16.21767979489954, + 16.214965646843382, + 8.597973315529089, + 19.31253634764784, + 12.0952514943545, + 21.30504836504849, + 13.883328949728138, + 14.979000065338653, + 12.624613199723512, + 16.062738972538455, + 9.578602450484992, + 16.38119482488395, + 14.398740236893955, + 14.247681984081908, + 8.280181032468988, + 11.895700439726513, + 10.327476198747776, + 13.99513553541965, + 15.178368420177437, + 21.469491278323005, + 15.46998024074594, + 10.678254946054892, + 17.70310392522049, + 13.771679971240076, + 9.631649747296876, + 10.262777634926238, + 18.63860277305793, + 12.606204406639506, + 19.97031760783591, + 12.818816297141607, + 12.926434941642356, + 17.427144621297202, + 19.340498789532376, + 17.30153609224243, + 15.976195725254968, + 19.683492919789387, + 12.244622261795996, + 16.574190027091163, + 11.796234731912987, + 11.483523615571926, + 10.542341791180377, + 11.949853845496136, + 10.881215335175, + 18.32287884547065, + 15.138093781477435, + 17.623594070661568, + 5.537059328787905, + 14.356495676505917, + 14.412733586189232, + 14.149473097200598, + 8.335244529353815, + 17.858241710204197, + 19.86138156029648, + 11.468432035315743, + 13.304852351281852, + 17.27396599830405, + 8.866966526343731, + 12.92465309837371, + 15.459751597829268, + 16.021940726669754, + 13.623813467204116, + 10.793995697990567, + 9.06690216961914, + 19.08488284674098, + 16.078305215861917, + 23.317699120548355, + 10.644554417064512, + 17.030429005912538, + 15.512207656189103, + 9.113945215891365, + 16.83629124658944, + 11.71889473037686, + 12.475118719828004, + 10.368230182150398, + 14.352955259082592, + 15.79262497378926, + 14.992989779791571, + 8.939818291550296, + 15.627640701192774, + 16.88421403421745, + 9.557030904869691, + 12.451911879217278, + 20.77148503355562, + 18.340212078035847, + 16.22570589167026, + 22.466127567766023, + 12.118720324168464, + 19.422535020533644, + 11.434239357597336, + 14.785982514678096, + 13.713702924612107, + 15.19819135981379, + 10.24786327002289, + 13.69708743901839, + 11.25535690102214, + 16.21071289056607, + 14.836636743870828, + 10.799428446711715, + 16.917993803045192, + 16.28331118044059, + 16.311658241895543, + 14.33088630060712, + 15.779232784284488, + 21.765169504162884, + 24.75539236988334, + 14.003395764618348, + 12.846818967375045, + 12.775773288940911, + 15.402960743497148, + 11.663073165167248, + 12.98249106686984, + 17.61479894242268, + 13.45253751738801, + 17.629540701912163, + 18.588534243573804, + 11.575215262485983, + 18.505372282337877, + 5.1884664553876405, + 16.984961425114875, + 18.556176608436147, + 12.486191756375376, + 9.697256603169592, + 17.064896903932038, + 12.593848073959975, + 19.62817698172813, + 18.45230959833248, + 21.624718391710985, + 13.599564374039574, + 11.54632376450212, + 13.489424043572626, + 7.637198276826609, + 13.493983035197688, + 12.789957590815106, + 11.638474778395278, + 17.65865165143856, + 14.054690553116243, + 15.005737063348022, + 14.944675006363752, + 15.194723693477158, + 12.003832437913616, + 12.809956214352155, + 14.352031407200116, + 14.356101312091935, + 10.927590451540595, + 19.29676488223538, + 13.994461152064275, + 15.891078574046162, + 13.782579185619056, + 13.932293331827625, + 7.273399392474971, + 15.75225239673398, + 16.254483397537854, + 16.07850034953225, + 17.87895558219435, + 15.436184682423573, + 13.86177513303437, + 13.381574853259394, + 14.807893393724328, + 19.185921024334448, + 13.008179823923117, + 11.870382145018084, + 12.23517535847401, + 7.71574012802364, + 12.717352182334366, + 10.329557999920382, + 9.13990334215805, + 9.343333976076622, + 9.003646566992472, + 13.79203433457917, + 10.80755684852744, + 18.48218481516426, + 19.74940769665227, + 15.692770764862132, + 11.38254345750579, + 15.17753397480999, + 15.871769785299648, + 12.284333517760558, + 18.58495937122672, + 21.300646940228265, + 15.288781634068698, + 12.164735678739646, + 10.346574097929192, + 12.89763544595712, + 11.519669079018968, + 17.27165578226368, + 8.56757958680248, + 21.558862613992403, + 14.759256581748671, + 10.396795637877688, + 19.402149401879115, + 18.045432290752046, + 17.128023270048516, + 10.737799711453365, + 16.939374487917576, + 14.340817732831738, + 11.773964309472888, + 13.543180211889933, + 9.105812814657725, + 8.304288381687968, + 15.011892615833348, + 16.135732332906514, + 14.371148219178508, + 18.024005185338467, + 18.01699087055385, + 15.668907691165655, + 16.072773569123683, + 18.301573928023345, + 12.352311085236297, + 13.456483937323242, + 4.466771969153569, + 14.045190556416117, + 13.300688248378492, + 17.299740051506888, + 27.00670661116601, + 10.681349175473828, + 16.863668165850697, + 10.751903721756603, + 13.40038904418077, + 13.518052121575636, + 17.95282208677844, + 16.768604118907888, + 13.789985065960591, + 15.792574226200372, + 18.52520715720425, + 15.266330895653653, + 17.98625524345431, + 11.881667830252413, + 15.922648263576605, + 16.40780300125641, + 9.90931483977073, + 10.64516385507102, + 17.370262286503362, + 17.10715957252671, + 14.0757873456472, + 14.14477230737549, + 12.536626479845095, + 12.131600123118346, + 9.20997214694586, + 11.964913746247134, + 16.029988922768496, + 18.748201244317443, + 14.174062662057906, + 12.172052614196389, + 13.269004048834518, + 11.706095193068222, + 18.13780484459278, + 15.522772618167096, + 13.786737325791876, + 15.137781385031872, + 17.88587725658482, + 21.780373104717683, + 18.277277264707152, + 14.236013174569962, + 17.53395378837547, + 17.293732291907475, + 15.350872729456, + 14.21581712550818, + 11.772464430288096, + 12.0158677727552, + 13.806405504441043, + 17.763342833059312, + 15.872474487317334, + 13.109897849977926, + 13.472757758478451, + 17.22323748837107, + 16.66844562078319, + 17.615229350234813, + 11.964071932725233, + 12.062533812111385, + 11.054092867384838, + 15.266726276091047, + 12.2309078320269, + 11.868480440647431, + 17.18318017341494, + 14.351340508356714, + 12.70248943852829, + 12.00232292589709, + 13.53126370795519, + 10.611555510495464, + 12.997822914330186, + 11.33748862616551, + 14.253307681868876, + 15.315514664575176, + 11.665994647010107, + 17.826838291729416, + 21.233978373962657, + 10.776320935891135, + 10.454029299344311, + 13.557381201060023, + 17.333153315203504, + 18.627125692713832, + 11.230408216021942, + 16.812766967214372, + 14.458590915954687, + 14.741239563464433, + 13.626623911327613, + 13.254689080598157, + 13.792535167923347, + 8.923593870388572, + 15.632268079055224, + 14.105871577811, + 14.53785020291764, + 15.186342355183228, + 17.2136760829859, + 12.611735959547786, + 17.45988791909059, + 13.300023895523625, + 21.31960739243067, + 12.42337951268621, + 21.15799139785412, + 15.220966571018153, + 15.018137686499756, + 12.99676072996226, + 15.896958103705003, + 13.054030068641453, + 15.587205853529213, + 16.173730170324177, + 13.37336915256185, + 15.46525640895902, + 8.07715615037364, + 16.586205384157495, + 12.415429788156755, + 19.15626102242652, + 14.298578791054467, + 17.74409575813064, + 10.107462465608023, + 18.524320037260168, + 12.769069815894852, + 11.882861206548796, + 14.175316537284402, + 17.301616541911528, + 7.848312949150397, + 10.972150061025957, + 16.86472165193419, + 15.18450917113671, + 11.435979720918908, + 15.930050919809844, + 15.772437979844312, + 16.666613474739336, + 19.74907905708875, + 13.715503928181365, + 15.363598776905633, + 13.114965415811469, + 16.29583717445803, + 21.564488663701184, + 18.406139020307307, + 12.87159906639232, + 11.927552443287029, + 12.376685964258344, + 8.069436300643986, + 8.954519548868973, + 14.861377090171857, + 11.457623889964566, + 11.97141687184319, + 15.952680361231783, + 13.49253564509769, + 11.875184163890085, + 12.307108874891924, + 11.438175280709345, + 13.808923298821242, + 15.375616216770482, + 18.17914887553184, + 12.537466280049216, + 15.703707226309632, + 19.742815270925803, + 16.664900007773383, + 14.924058068282193, + 11.095878005944371, + 13.478149838010154, + 14.97396965437764, + 9.02835890624482, + 13.178068884095296, + 18.422985406844305, + 5.159380307579738, + 8.741257762405041, + 14.532854308702554, + 11.505803320357472, + 18.658886322011146, + 14.189856463396096, + 16.611457873349252, + 11.67431808633654, + 12.630181641633271, + 14.14398936552601, + 8.386407450304489, + 19.07399551117425, + 12.273073322273945, + 7.809444539319998, + 16.917900791784916, + 11.22081748921238, + 12.13242544717923, + 19.10315199881154, + 12.534560005168087, + 8.517762309220359, + 17.15294540979761, + 22.823293103832043, + 19.126695389305496, + 11.77619252983618, + 9.320040152513002, + 14.713229303002436, + 14.807579486368354, + 17.81190033928408, + 8.662214825846718, + 18.87594138735932, + 16.876926955911586, + 17.192564363733425, + 12.70482719696713, + 12.033343963332584, + 14.351240654518731, + 9.25062752373134, + 11.186938808318471, + 20.421472044556765, + 18.659303789133048, + 14.359364956440686, + 16.96398150590494, + 14.908558310857586, + 14.728773481703, + 15.188556943191829, + 12.89695310701478, + 15.671717381038604, + 17.209367371576377, + 17.618658018947258, + 17.896127996023097, + 16.27659187441759, + 17.529526423098105, + 12.11847464073884, + 15.09857050087345, + 16.9619443701651, + 14.967733008954667, + 17.41174670809835, + 11.309210335190585, + 8.00696575983045, + 13.284690658476508, + 14.982646221169546, + 13.663607288456888, + 19.94527978794798, + 16.13320320017999, + 8.52486424037835, + 17.472109258923695, + 19.32172243612308, + 15.0470187768193, + 12.066181756715764, + 14.243420688434355, + 16.35632042721562, + 10.63076914845368, + 13.564150123175864, + 11.27406477237571, + 14.85919826042698, + 16.166931044063972, + 14.926750990277014, + 17.130157597690697, + 9.06916147795522, + 15.882251676006147, + 16.274051010453263, + 12.568720680384333, + 16.274856570389716, + 15.821346313772152, + 15.26050985862264, + 20.4718167641509, + 15.684362016443458, + 9.305732858145577, + 16.836785518971283, + 19.13637872139685, + 16.319104528451362, + 16.140317275067957, + 19.273560508946616, + 10.342145618690552, + 19.81248366998551, + 15.005741987372405, + 15.53012277971635, + 22.618411189092, + 14.18302517343841, + 13.844331102652744, + 16.495091950906897, + 16.472044685086985, + 10.877062198437386, + 13.068242100406962, + 10.817158134503416, + 14.643306487930204, + 14.54494839517497, + 12.50366064624518, + 9.674082913742552, + 12.434716127111813, + 14.116323805888156, + 13.452179490174672, + 13.400759973148922, + 17.622594764646465, + 14.656725456849529, + 13.748302184693216, + 14.081980959228076, + 11.100406898066524, + 13.997466157892744, + 19.113381561303925, + 8.5824611658241, + 17.88956925706185, + 13.1434437950669, + 20.55867183292861, + 15.881381663068964, + 14.261742945207857, + 14.467501195370346, + 12.848964664042398, + 16.364723814358115, + 13.47515848600733, + 10.728669004117194, + 10.951138010235638, + 15.430418183729785, + 16.13676600085148, + 10.17850005755463, + 16.402773463358926, + 10.28928812083933, + 18.85714111400796, + 11.186738886754938, + 17.353544583874793, + 16.93291131675005, + 15.103624344268212, + 14.351624496412567, + 17.747036803656385, + 15.284291259046825, + 14.9087253915078, + 14.882428188643305, + 7.491362469561352, + 19.382739124492105, + 10.603467049677365, + 14.286493235032935, + 12.365538069177717, + 16.005021528605027, + 16.636174009005742, + 11.498236895261924, + 15.164133941054388, + 14.243373528509892, + 12.850505624337243, + 16.40936386733148, + 12.84436554595942, + 12.651853984752847, + 16.857458789281907, + 13.353259273302228, + 16.282371267239228, + 18.027159728439077, + 19.882916973878764, + 18.18680053696949, + 14.423614126988523 + ], + "xaxis": "x", + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=1
Organic_carbon=%{x}
count=%{y}", + "legendgroup": "1", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "1", + "offsetgroup": "1", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 8.606396746986945, + 14.770862942397969, + 11.43246634722874, + 14.533510036354244, + 10.464238582078508, + 18.70927336873052, + 14.168933512645708, + 13.147279495872397, + 15.571570956087156, + 15.517296303602905, + 16.563166510560848, + 11.766146433845847, + 14.828743036705646, + 17.780000111166657, + 12.994140000006157, + 17.85447001822547, + 17.28504169383274, + 17.41168255296833, + 9.98346239180904, + 16.164091274037276, + 10.50481954758385, + 18.959534377575096, + 12.716350142148713, + 16.460836876715575, + 11.853228088627532, + 13.747057680225566, + 17.97556383516246, + 16.117110461678863, + 14.369630090209853, + 13.633974380958476, + 10.806313106364485, + 17.01078491025436, + 12.614668895286345, + 15.030315106001751, + 16.40615621501786, + 9.751086325279005, + 13.376148628814008, + 14.254640735422017, + 19.60042881086133, + 13.195340678597404, + 17.052713257315872, + 15.306078918039075, + 16.293614068290026, + 17.18676578496337, + 14.326888853101764, + 10.899926412079594, + 18.272439235274646, + 15.640053344806006, + 10.385172454825522, + 14.347676089238009, + 13.127693679388244, + 14.252683739036115, + 12.818729667095226, + 5.315286537158272, + 11.887161249998542, + 13.496404312223149, + 13.336769607800932, + 12.254080760936006, + 13.138353147225246, + 12.904220856973552, + 11.293186608906352, + 12.287824431743331, + 11.417018608003389, + 12.182638877167337, + 12.07044433056194, + 12.397703528468355, + 9.142523493633576, + 13.866487230187204, + 15.254021221838345, + 8.073420571182282, + 17.120962242035716, + 12.439739683775372, + 9.551732340250794, + 18.2100315015482, + 11.784798842667612, + 13.57022301863526, + 15.0192406194937, + 11.539986637944082, + 18.1969309465336, + 17.74122824443151, + 11.856914422632428, + 11.251777805654967, + 12.53868068723142, + 11.31229361612941, + 15.088699520791636, + 8.006207773598419, + 12.32260382095626, + 18.46401541280278, + 17.416902640114927, + 10.247232186738811, + 15.98941895579577, + 16.516231650992324, + 12.8542389830788, + 13.539409584490327, + 5.5676927910151335, + 15.284267575678255, + 14.896092156509042, + 20.6961980569385, + 17.769641429076046, + 15.067041652409555, + 16.92441863858477, + 12.079207116080797, + 18.188872530383943, + 12.389229184122314, + 10.213058200550506, + 18.82221589785013, + 9.693048966796198, + 18.361435591602685, + 14.980033693407904, + 19.62192339351543, + 14.826441473857985, + 12.937328739572706, + 12.82650936868879, + 17.19601210467721, + 13.91386962959757, + 18.759902243560248, + 13.042948001733066, + 9.640241051762018, + 15.790977327692303, + 11.757348236756798, + 12.514641255723577, + 10.828696338235147, + 17.795957452409937, + 20.05151858316617, + 23.569644908143573, + 15.00867420137007, + 12.897049257694732, + 15.313977749206288, + 17.187963350912355, + 17.53070355831835, + 10.680672738252383, + 10.430339792435744, + 10.429159462767243, + 13.918768617655758, + 18.189838506263182, + 14.792585197440474, + 18.415180455004304, + 8.95640145961113, + 20.386719629536515, + 15.671563525842828, + 13.201943203829217, + 14.22175703606797, + 16.38314048027098, + 13.91093318883634, + 19.4425988167568, + 16.581120438382868, + 8.713963616341118, + 14.841579896963651, + 18.743230788080663, + 14.68592683480574, + 16.895753682783038, + 11.687123837165814, + 12.830646313172451, + 14.376336909241957, + 6.0003909304893455, + 13.26328178732274, + 9.999397816120336, + 14.929172151503508, + 12.84161099733484, + 16.109169169906238, + 10.105145943904349, + 10.43961936687407, + 21.22812723710723, + 9.771895939622482, + 17.073123080434357, + 13.990842219488345, + 14.834256983868954, + 17.268073630973504, + 18.93733758411463, + 8.986363424137608, + 20.11882693183793, + 19.232961414138344, + 16.144510444073376, + 14.990566983235226, + 15.486862374734358, + 14.768336556220618, + 2.1999999999999886, + 17.69971822487213, + 15.12267224612117, + 7.592515750140421, + 17.751705391115934, + 12.892210110530016, + 14.110476241241429, + 13.55379640812282, + 10.545091766314384, + 10.778632633397706, + 6.039669028207072, + 18.26795085399624, + 14.61342263581838, + 15.147546975476814, + 14.210624450932642, + 17.556879619378833, + 15.13047648872248, + 14.202664062204065, + 18.36185806407758, + 10.430076340816356, + 15.621138695886827, + 12.925869662663729, + 16.352858005837504, + 14.020507420373008, + 16.066439028217076, + 14.136699006023434, + 16.410654069644067, + 12.340384227384618, + 13.21432417038477, + 12.014243001325156, + 12.010675957758052, + 12.357385264920708, + 10.83824882295272, + 10.641789193560784, + 13.767801756435349, + 12.511973428093428, + 17.207494384162942, + 15.310631395152257, + 11.235144226195416, + 12.092499340332497, + 11.410183554311573, + 17.385514977402067, + 8.963253882638298, + 21.430293301706968, + 20.05761944433556, + 16.521941961295283, + 18.828594072149823, + 14.063139969281451, + 6.059608220858536, + 15.692838550759577, + 16.00520675269331, + 13.335381035401838, + 11.325446639918937, + 13.283100100193169, + 14.388349589814595, + 13.531660450263644, + 14.920615561874342, + 14.06559733578598, + 10.50402320593031, + 15.692175611249183, + 18.428386952452627, + 11.246460375624338, + 17.731882353555875, + 15.15117258217083, + 15.869010297602074, + 12.71218694831191, + 11.403372215685351, + 20.93935932951388, + 10.353994558356078, + 12.495657714341805, + 14.365624861057768, + 20.2244258107807, + 12.906730021234525, + 17.848994429542984, + 11.055801152438448, + 19.355841101832937, + 13.133959338424065, + 17.857213765482925, + 16.089710422113853, + 14.176501159597422, + 15.976017650632798, + 19.643895855680118, + 14.665441438488187, + 7.619812483440512, + 11.97342200407394, + 15.965651590196728, + 14.911190533964998, + 18.71387553324752, + 16.777540265989558, + 12.493388330953849, + 13.818450253490084, + 16.274830657005623, + 17.03360167698486, + 14.683579853712672, + 13.533432949702672, + 18.238711235469225, + 14.670554903689094, + 18.737930888660458, + 10.890084808165966, + 17.343805580380888, + 11.988323913721048, + 14.298520823670572, + 14.51299105109308, + 16.311696356753487, + 11.858904526950766, + 11.169090211338698, + 5.871941343599474, + 16.71147098711583, + 17.384470545910744, + 15.894673995972482, + 13.95471046154131, + 14.495790618783644, + 14.861132683102936, + 12.038457154669516, + 14.084388259548462, + 15.698725520210305, + 10.04977198595202, + 11.28570883934384, + 12.168333719046077, + 8.84051445092797, + 19.82739181521612, + 12.305634411994504, + 9.006142613897111, + 11.173154976335924, + 12.291615511880424, + 17.21857542525163, + 14.181470634875382, + 7.283012995935962, + 17.297555516413013, + 12.446975630517784, + 5.512039717949506, + 17.04868331892419, + 18.917026715796226, + 11.712149246165495, + 11.032867169120491, + 9.261965325690312, + 16.865452985372656, + 14.04627750432138, + 15.422459239950284, + 17.37573934693239, + 15.845192725826736, + 17.051184733261323, + 13.96173961071662, + 11.781265015041242, + 12.575416892102169, + 11.835382178148222, + 12.48525698991665, + 20.637598734129316, + 14.354595084553296, + 17.99816009986307, + 5.218232927132192, + 16.548438388766158, + 8.148929054665643, + 13.996100554431791, + 14.00698323032674, + 15.09409115186628, + 9.497937073238916, + 12.68372439366675, + 14.299241868727222, + 14.5971445174402, + 14.786347362452377, + 16.192870149305065, + 12.645175778177418, + 15.669628241379144, + 9.313770679686227, + 17.52681934068454, + 16.574059831350212, + 8.127542868467742, + 20.789591712522395, + 11.81323117189322, + 13.022135124285684, + 12.997263261412002, + 16.650114369808136, + 11.300587314258848, + 20.31461673780456, + 8.642494410465076, + 15.669955291483175, + 12.392869404483974, + 17.66455497973965, + 13.307823795693425, + 15.153816952353225, + 17.865533212878574, + 13.265852598441882, + 17.950000556919576, + 10.90547625548146, + 8.412402056532414, + 12.376272275359668, + 11.009592033927447, + 16.70192017237497, + 11.283386641171717, + 13.309390963575993, + 10.742145849226802, + 9.809669141814254, + 12.31249282127692, + 10.008145983025486, + 15.93187939664773, + 11.316001571498248, + 15.35242481672509, + 16.14825846036473, + 11.983960883245516, + 12.764140707841136, + 12.493510203318976, + 13.621324969131363, + 16.58907203986132, + 17.40726103994774, + 11.058818499412835, + 12.29376978964234, + 9.386798893815753, + 10.28528264615744, + 9.025661103805191, + 18.527104768188963, + 15.91891223356214, + 18.703656956003385, + 13.314421742679317, + 12.574420474722558, + 14.65080895317061, + 7.122391112549337, + 14.523389119631815, + 18.838735399443067, + 13.63601397508762, + 7.781493373146191, + 19.166620232734545, + 15.754784611898344, + 17.200008250719918, + 12.477303165709545, + 14.708599014306005, + 17.821921846035764, + 13.448796635489714, + 18.692248365256432, + 14.584231395682366, + 11.758374239371392, + 18.020331094548112, + 15.045816752218798, + 13.773350205253394, + 19.350765124166344, + 15.168189203559225, + 16.506658083785794, + 17.689784660897033, + 14.003873508409184, + 17.401038875265442, + 18.29600129955349, + 12.225341786167746, + 14.77709168899088, + 10.795481727524304, + 16.24475501404072, + 13.921281660382531, + 11.557096782348763, + 8.930242450098604, + 14.695391034210049, + 11.812941710125015, + 14.37496688535947, + 14.823903523137858, + 18.15675397639143, + 16.09019348605176, + 13.47527289897846, + 13.1099108733074, + 13.822057343922836, + 14.219532129367847, + 14.191273810530902, + 15.288037895913815, + 10.697067555976956, + 15.218378352136485, + 16.254111866748474, + 10.609544908906004, + 19.80628716994471, + 12.8192698817453, + 15.018084830228531, + 14.929149928370125, + 15.152003927411045, + 10.763690925923411, + 15.554505724271166, + 17.194991643505546, + 15.161577437372271, + 16.4396294207167, + 10.56707076084433, + 12.95778504431621, + 11.672190501119816, + 15.457383444412072, + 15.57487690708018, + 13.326125005608615, + 6.124625358081971, + 15.142005565420334, + 14.980054012212634, + 13.290251925593054, + 15.79310142065583, + 17.11854324946762, + 17.406625809888965, + 14.32455235090913, + 18.063470062899228, + 18.4813964076003, + 14.20522104568272, + 18.5534783281218, + 18.202915705248586, + 18.96201400930363, + 10.958305664939928, + 15.303433235343393, + 11.995239498247372, + 20.73766360311862, + 22.089401829204974, + 11.36475105825133, + 14.57605743483822, + 13.853116371431213, + 9.969135935575425, + 12.085025824992384, + 12.482482392969985, + 13.0279206531589, + 18.016265762794266, + 11.68464797296872, + 17.72030028769052, + 14.13712035522184, + 19.38933723250585, + 17.249616383777663, + 16.94981072765387, + 8.900408731498942, + 16.87239534461031, + 15.983632393097878, + 15.313242765803466, + 12.326183596221028, + 11.247507224413653, + 12.725009697368137, + 17.72439598685719, + 10.829044859964313, + 12.86536616804517, + 15.636850182061664, + 16.576200295556532, + 12.798186810813547, + 12.83670966482913, + 13.498664513703488, + 13.33774797842176, + 12.520932515651223, + 13.724086828273016, + 9.938444983605793, + 14.059707780822803, + 11.26739836723192, + 19.9855551748646, + 15.514119447379189, + 15.390304366955604, + 21.20847660360488, + 13.502579602183232, + 8.120978574739468, + 15.62431028823653, + 17.35258560884438, + 12.94363424473312, + 16.052837638293454, + 16.54223928642915, + 15.645129786308472, + 15.704323150993504, + 8.512225338929795, + 11.13215005689142, + 10.663800618761286, + 12.23760793370866, + 15.259597501184658, + 20.84644506494004, + 12.553093536183098, + 13.980890927706357, + 12.321632627003169, + 13.31022368966802, + 10.065225241729024, + 17.58155747773162, + 12.300193116160472, + 13.837351933671355, + 14.261368981645203, + 15.357289804704635, + 11.979156801454735, + 13.183431560483882, + 15.496329208804354, + 11.863370355222798, + 16.125741249657324, + 14.934849528287714, + 11.65691310206944, + 12.492178514273805, + 14.241965197367108, + 19.093599143799903, + 12.377083309545412, + 14.873626230668153, + 15.713148515942637, + 13.204220028919678, + 12.12837684424494, + 18.16992114456366, + 10.494609208952966, + 15.773825346236492, + 12.623104290428271, + 13.27663803814329, + 16.066560898475075, + 17.4456560597402, + 14.184036095168665, + 12.7963473572035, + 9.921623325469795, + 16.682024549834864, + 18.016760314276095, + 13.755926276257584, + 11.440746502455966, + 19.40814391395935, + 13.399391832641529, + 12.226676003135822, + 15.266615138260136, + 20.27757140763049, + 18.84038348411468, + 20.638075559832032, + 16.424227242335064, + 18.714478079208163, + 16.848511672256222, + 5.196716755320665, + 16.141285902475715, + 17.555577849335293, + 15.44784172788627, + 14.217372572687507, + 18.065015046762085, + 12.086675305338815, + 11.871899812522202, + 11.205532567231389, + 9.42274451470638, + 13.262439118840293, + 12.64196794870628, + 12.505601431794616, + 12.024865993912783, + 16.88909787583293, + 19.72128766323345, + 18.363572810707865, + 19.588327119666477, + 11.99277232817002, + 9.246907607305443, + 12.097919880979418, + 16.80599033059866, + 16.77956618034591, + 9.901729762761818, + 10.665030220511484, + 11.462824962182369, + 12.360291976445351, + 21.237899126821677, + 18.43783527648162, + 12.120955859656648, + 14.33539517144851, + 11.814852379052638, + 18.4539507720898, + 22.139958377616157, + 15.485377868080832, + 13.261143111954482, + 13.055894456884118, + 16.331421476287858, + 15.72546711577786, + 17.212455066655195, + 21.142052798710267, + 13.076007475080644, + 11.753045758326325, + 14.966532191622091, + 11.260913502896074, + 11.010544566409294, + 13.78726395823503, + 14.646684965981876, + 9.06444501890411, + 16.92617480326595, + 15.91660512559946, + 18.22874853177251, + 15.220021381154822, + 13.61140839333325, + 15.671203071781918, + 11.83169083850197, + 21.917376989820298, + 17.7283890375611, + 21.88708769454644, + 15.43451342453659, + 14.697844527710402, + 11.650393393363402, + 18.72285988661741, + 16.557176634632867, + 13.134916625076414, + 17.486815069373108, + 18.285882103015297, + 12.405913152097355, + 14.723055277882509, + 22.641597926415383, + 12.609076683762396, + 14.163606934570224, + 16.15159980857203, + 12.982475620735102, + 16.82061517732626, + 15.772333808298356, + 19.538635114010503, + 17.684654632778177, + 14.706810313722087, + 12.387632982640127, + 11.665297002454563, + 13.515235725797368, + 13.665327972182354, + 12.45883036899926, + 10.665798889605467, + 17.06049096237797, + 19.12582536011132, + 9.79301009998187, + 12.427377749095797, + 8.667720302268037, + 18.42363370432156, + 10.44659031424169, + 12.59419659204815, + 15.505992025792011, + 15.496886933983603, + 14.773004879752534, + 14.410778246134155, + 20.3023365522418, + 7.701010153564823, + 18.076937753034827, + 22.166320991934526, + 12.56261489089428, + 18.37680200827515, + 18.90903520878692, + 16.351911504132147, + 9.969701406355568, + 9.893655008905, + 12.38854859881343, + 15.963751897871418, + 13.364676879325884, + 15.981067650932175, + 14.507013118477175, + 10.98334419100712, + 15.954654532847089, + 20.314691468846945, + 14.99466235221132, + 11.39800689864876, + 16.618052779485254, + 20.130482589071505, + 14.245091385263263, + 12.425426010087335, + 11.103466530373794, + 6.13421040957104, + 17.847827103880775, + 14.955890404456454, + 16.948292452808573, + 12.032377106951742, + 10.82784022181488, + 11.565242026101885, + 22.04545659429084, + 10.974207361682431, + 18.9527967341603, + 17.400425875755047, + 9.515292142301746, + 12.814835520863769, + 17.79474067602257, + 15.101532720256046, + 14.326638191120082, + 14.150363083793138, + 14.322018870397528, + 10.226470407286968, + 12.622031757768752, + 15.303754778234008, + 14.61160015060949, + 14.996029476541366, + 10.689364774323622, + 8.271881619595717, + 19.095091489353933, + 9.64144153860542, + 12.066807991437884, + 13.503196513197167, + 10.846787074769397, + 14.685851003310688, + 14.672927103066913, + 14.531245248436164, + 18.904399251077507, + 12.481551520173523, + 13.791336608707295, + 8.997226332644459, + 11.292574930536148, + 11.093810616625037, + 12.704886590045705, + 13.9517534322722, + 15.645998008331503, + 15.651888435571491, + 23.60429797466412, + 15.804448930436251, + 18.107842094625028, + 18.06029823755989, + 13.35165194506726, + 19.461463514690596, + 12.947376339363814, + 7.665923381467792, + 14.029285049627164, + 12.312031748869517, + 12.243252469105528, + 13.652652679244396, + 16.176686474433325, + 13.034637891535567, + 13.22029465474276, + 10.257514712309728, + 15.512058813845272, + 12.049130600518822, + 14.781584491433136, + 18.81308046226997, + 12.503203348123122, + 14.538445861011496, + 15.279582679247651, + 13.140440459865149, + 9.53449907959788, + 15.199905597375905, + 15.530563359834105, + 12.269177948119534, + 19.486790984123218, + 12.530826997198004, + 12.76118448109969, + 16.442753140535388, + 9.77951770968258, + 6.363174829578838, + 10.742960445080882, + 16.844509003917096, + 10.40105630962296, + 16.559076271475135, + 11.915899922439678, + 18.88462464794526, + 5.93458832142386, + 18.43008394884282, + 16.98835630982785, + 13.563992252894195, + 14.502464254823336, + 14.316821447379766, + 16.81650684754021, + 17.552294113596417, + 17.685650942924894, + 7.992209971351997, + 14.902820337952164, + 17.16650384854205, + 13.04635457708156, + 13.301373637328936, + 16.71220632420807, + 11.079951548589236, + 13.366994490172884, + 20.178716181851428, + 13.302880139674071, + 15.389083407099406, + 15.483026737238047, + 18.96370675636064, + 14.25087508151961, + 9.899115390205338, + 16.217302947940425, + 16.17275544496954, + 12.067619565343648, + 13.894418518194527 + ], + "xaxis": "x", + "yaxis": "y" + } + ], + "layout": { + "barmode": "relative", + "legend": { + "title": { + "text": "Potability" + }, + "tracegroupgap": 0 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#f2f5fa" + }, + "error_y": { + "color": "#f2f5fa" + }, + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "baxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#506784" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "header": { + "fill": { + "color": "#2a3f5f" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#f2f5fa", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#f2f5fa" + }, + "geo": { + "bgcolor": "rgb(17,17,17)", + "lakecolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "showlakes": true, + "showland": true, + "subunitcolor": "#506784" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "dark" + }, + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", + "polar": { + "angularaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "radialaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "yaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "zaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + } + }, + "shapedefaults": { + "line": { + "color": "#f2f5fa" + } + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "bordercolor": "rgb(17,17,17)", + "borderwidth": 1, + "tickwidth": 0 + }, + "ternary": { + "aaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "baxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "caxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "xaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Factors Affecting Water Quality: Organic_carbon (Grouped by Potability)" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Organic_carbon" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=0
Trihalomethanes=%{x}
count=%{y}", + "legendgroup": "0", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "0", + "offsetgroup": "0", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 100.34167436508008, + 31.997992727424737, + 54.91786184199447, + 84.60355617402357, + 62.79830896292516, + 71.97660103221915, + 78.74001566430479, + 79.5007783369744, + 75.07161728663777, + 71.4573622129516, + 62.79727715266126, + 77.0423180517003, + 56.9319064457562, + 79.84784281372556, + 30.284597198002704, + 71.5379532557936, + 65.73347838938281, + 44.48929725226032, + 49.23823132273568, + 73.5946567566564, + 30.383314574642014, + 59.57271371122687, + 66.13804474710018, + 71.833623959766, + 87.39088897956339, + 78.47278445385454, + 47.93087187711021, + 66.08417363713342, + 71.7274140605346, + 47.63488493437153, + 34.2520490783523, + 39.09117136225335, + 99.42738491828506, + 63.74306384016444, + 17.915722569180794, + 76.52179974552398, + 50.99300645308109, + 90.03537367362071, + 48.1470312534892, + 57.897074706807686, + 79.85092857457249, + 50.57797909828098, + 57.72972382844005, + 69.50921982211526, + 81.10693773146244, + 82.46979842996726, + 95.02660927984373, + 64.81225738319597, + 59.29227326975216, + 67.9197886870381, + 42.381483937537176, + 59.12445084811043, + 55.95800559485764, + 41.26364788367695, + 90.29777033020964, + 88.28734556180851, + 63.73373237019648, + 62.430926156839874, + 54.47483954440166, + 52.37220110667482, + 62.42163705791029, + 78.10854981556727, + 73.42463245501654, + 48.78311165978784, + 63.12804403102223, + 60.48388466227112, + 82.38787399017336, + 82.02511580240524, + 61.11114633827725, + 81.19341217121226, + 73.14946432483588, + 59.57603991058592, + 67.72070437929213, + 46.20574791071063, + 64.20396370266333, + 63.19330598951376, + 55.5074684684337, + 23.81701990494781, + 41.86595951021348, + 60.93948098211983, + 69.03845387066936, + 81.39075849624524, + 63.54899265609275, + 66.23143553591859, + 58.7522013156628, + 86.16729829337078, + 53.90817735397112, + 60.48503329496195, + 52.645458533937706, + 89.99757421954396, + 100.24270600375714, + 85.68830345476736, + 73.74971646660221, + 62.02818652446988, + 61.12264362555359, + 36.57803788764197, + 75.8570678201616, + 62.71819917163483, + 50.69392671149397, + 68.9372269462471, + 68.66492347632061, + 90.61935439214014, + 79.95451096438448, + 85.00950589690454, + 63.04250092306029, + 62.65023550372382, + 65.30441362142098, + 79.55361207012686, + 56.83960202839163, + 52.43761714005619, + 55.31001940953922, + 62.00157128395567, + 67.90725800888524, + 80.67031136154645, + 87.82258510995051, + 85.78510283830676, + 76.2880763113865, + 64.67891377195397, + 82.83758290278021, + 38.60493689531737, + 70.07051409613914, + 86.43365536398535, + 39.55424883045545, + 87.02941032035324, + 63.0160175779737, + 56.6358113166401, + 65.36345158300718, + 97.11286018614004, + 77.8227370729317, + 61.11551321606076, + 63.90228825497096, + 60.55969904146053, + 52.5788600217086, + 74.29924980115898, + 63.04277916472739, + 59.46266898344466, + 55.697399521310864, + 61.425186950138446, + 86.19163513353918, + 94.1603073012966, + 61.80209510271702, + 56.34768853029351, + 65.99571677480579, + 65.02122896904768, + 75.10180148396566, + 47.4026658716864, + 65.3112772256807, + 66.72840154231321, + 99.01600307034776, + 68.48548028789389, + 32.108292482849905, + 74.50280799509561, + 79.2610264962444, + 79.3024357267662, + 53.00772315532328, + 53.5085226672361, + 57.82061113251279, + 61.07738287187814, + 73.02260527159223, + 85.8291127991443, + 63.4279786441529, + 51.79709967852757, + 90.90808097208014, + 67.40138415390149, + 67.27220668185265, + 73.75695721230473, + 89.00549197704643, + 66.81658138804367, + 81.98915623472985, + 70.43496194366269, + 75.44558913152149, + 60.57108127695992, + 43.14201639724323, + 55.62849904544706, + 83.27965820617686, + 54.93031730064578, + 62.29769896087993, + 65.23462930138145, + 72.79979790650012, + 58.96122018291547, + 77.79653006969701, + 39.52938650819361, + 41.95193958551776, + 76.33424711952472, + 88.29846498119494, + 64.13652847683716, + 78.7089366195172, + 87.0661309776802, + 82.94581671041593, + 42.388661324476296, + 33.641539497275886, + 83.32991785643361, + 90.18420845027126, + 60.29134211114647, + 46.08726015972748, + 65.94456630272555, + 49.06797746408835, + 46.69694092362607, + 72.28192021570328, + 59.833619304688185, + 68.00050835002364, + 37.71387806029169, + 84.58424963544294, + 59.97215952878875, + 63.15748918774163, + 73.42542758533133, + 60.26476691187036, + 66.54219804427565, + 74.58651129713867, + 84.69636557466985, + 31.94183121087848, + 62.52033322533455, + 68.14144556672346, + 38.10391717258014, + 60.20638096691073, + 60.73672331316109, + 73.78968300991471, + 80.42371544528775, + 87.29768614279809, + 64.21090504359704, + 44.29953402089456, + 105.27245577681984, + 64.02152285002973, + 49.428252098003234, + 73.75188269289774, + 58.8517359976568, + 23.792950469435443, + 63.75185483763525, + 52.51226110746224, + 77.95126164870987, + 54.42187895077012, + 54.15044964071182, + 66.68838419391717, + 64.02533282443923, + 64.33463735253216, + 81.55111393074623, + 120.03007700530677, + 60.613795201120176, + 48.686583619839205, + 70.69906613930974, + 37.765517681533936, + 85.7793244470867, + 58.95000171347894, + 54.082289117007385, + 76.69457951460652, + 86.63918585754533, + 60.67093892759573, + 50.50653974992088, + 62.0441831810599, + 62.72208468492553, + 55.7706899569432, + 84.86854828556858, + 58.56053051501544, + 43.37680776613061, + 64.38496986536103, + 57.196188487342354, + 70.10769297656147, + 81.3739067620203, + 61.64059674266319, + 67.00035050057923, + 75.10133404297275, + 69.01748768088481, + 82.36469150915318, + 62.52127368938679, + 60.86223373450165, + 36.08258309992004, + 40.4120976909975, + 52.415774652554695, + 72.71677464001053, + 63.69387601471134, + 47.10018614354204, + 90.9017997166344, + 65.14649030131608, + 64.84690478735237, + 47.06639219544294, + 85.44498455908746, + 86.97810125499836, + 50.17859553556299, + 56.94972416875552, + 80.88242514252853, + 53.89803657048392, + 56.76991473160852, + 83.41383836494889, + 69.13921994306932, + 46.3840637682621, + 91.20486667502402, + 41.95229157332619, + 67.95249572667734, + 25.05737465521338, + 87.63401317906403, + 67.98174060045571, + 78.3051797103557, + 40.95997373565445, + 89.44685002012261, + 52.23773579891306, + 78.0767379802981, + 87.89616570920916, + 73.16633786771345, + 52.09768737909524, + 33.40304792532106, + 81.71841270493823, + 67.38115657422024, + 63.55182239341074, + 75.14036171327, + 62.07590198942495, + 74.57691444202689, + 58.36599451072914, + 65.69487776478398, + 56.420210305518, + 65.6367585787979, + 66.65935223322833, + 85.91666620114039, + 80.53706529171714, + 71.20203815261473, + 64.02559032278475, + 68.39541320826186, + 85.02622691054913, + 106.2430659759468, + 39.775513219931405, + 98.49081929088932, + 70.92987947008055, + 75.9078693330705, + 70.36704881802933, + 70.82910986892458, + 92.21961522923112, + 44.06162518425721, + 72.72786842315767, + 47.10098206923328, + 60.37372230282647, + 74.0686581571863, + 87.48150459921058, + 31.39045029431969, + 48.8821984337697, + 60.003147675998655, + 58.735932885039375, + 55.25391162576403, + 65.18275873376899, + 72.30521867157222, + 48.5462574960863, + 53.87973715099733, + 75.41671019846203, + 63.82756869408699, + 68.90775427223289, + 71.77601755015179, + 71.53683430131463, + 53.32181233421085, + 78.1791708384043, + 57.03352176567174, + 48.45137453619465, + 84.27921839519584, + 59.39678681320408, + 75.668784523371, + 52.71658853811383, + 50.567372131679306, + 73.48898065084018, + 73.18701322910556, + 62.36823391884996, + 58.80146948488685, + 28.77061883880711, + 45.002014419832086, + 65.6942303934959, + 81.19771042934019, + 84.3881914284642, + 58.10825855736369, + 71.71077867727018, + 42.115256925159954, + 61.86457965332991, + 62.846672633452144, + 60.25157823210826, + 58.293945043696525, + 68.68869382332437, + 78.76359170252715, + 44.27337877453159, + 64.72133077045876, + 62.15668614059153, + 70.52597176663872, + 66.03031725974894, + 77.33013702016315, + 49.45204623583032, + 69.87048423586893, + 68.20087711530671, + 68.25206670165501, + 59.45669088659757, + 84.29970286763692, + 70.5863604845371, + 80.26935416971041, + 56.35009617776554, + 76.41651044619393, + 89.65078816454175, + 83.34530446606001, + 80.73109689533284, + 71.39897597610201, + 61.050419702315565, + 32.74561137229618, + 67.0618235577468, + 49.99703388737544, + 55.96161317869347, + 61.34466370036797, + 69.0365227600328, + 71.43816536402366, + 61.59103601226188, + 89.02719616674977, + 86.44056051532446, + 88.02036522527101, + 49.604842402550446, + 58.809199438070856, + 54.75521405592216, + 44.5446270683158, + 52.90885102166161, + 63.66415534150084, + 80.56825164955275, + 80.23479707714105, + 58.05286607131876, + 87.10192477874367, + 56.98201953997934, + 35.296181418536364, + 74.55428505833692, + 62.3233034807969, + 49.80432225005693, + 79.16928110264583, + 59.30305301704904, + 71.73384510840361, + 63.86306845783824, + 63.39146814555416, + 39.21591747967709, + 65.79702323523554, + 58.86155797518673, + 75.36497409259994, + 79.85932285927395, + 62.44323904691303, + 65.44736154096918, + 48.52903792672959, + 62.17947698396132, + 79.09444034942162, + 51.5055082848889, + 78.56818211662697, + 75.0245446082447, + 65.25155080129822, + 84.03285791706688, + 70.48525056030908, + 51.10661420520598, + 68.54744753582546, + 107.9008419398943, + 61.15804740064221, + 63.98422489979381, + 23.136611018123222, + 83.15799710462976, + 59.280269238980864, + 54.510725138101854, + 70.61583215486607, + 78.76705221845322, + 71.02274371395475, + 72.16401932471842, + 72.38476153380526, + 44.55526428426127, + 107.2823286499237, + 58.174825290484335, + 56.31059225114748, + 55.60351213195102, + 89.05195716873556, + 60.1447024187457, + 41.03578908801767, + 88.41329592006838, + 39.55047603106648, + 67.47622913468437, + 59.65152320854087, + 69.6224900678997, + 78.49278325925616, + 45.60299203520432, + 74.42416645516609, + 80.49849792090869, + 79.48480050571533, + 79.52933817984304, + 42.34946082233678, + 67.1420326135497, + 39.777281789057966, + 75.50454201634828, + 68.1840200592738, + 68.61587629399313, + 89.64650592490867, + 97.27700425141389, + 34.81639772405664, + 105.16579930528351, + 69.93982215954854, + 80.75861774686537, + 56.3264966158477, + 104.74769954043892, + 71.0454803734078, + 40.224520831208224, + 73.73359287959624, + 62.79290483681967, + 64.98064195418027, + 70.03311942680477, + 70.30074088000653, + 77.83821185008256, + 65.58033764780926, + 85.68214597229073, + 67.05411869738255, + 63.44674913185031, + 73.63427763194561, + 79.24503323687058, + 75.3025976942853, + 84.02211890886437, + 66.58884906351074, + 86.94689686321624, + 55.94236582908737, + 64.12439070787707, + 68.5075420306062, + 73.83240481230781, + 84.05341480502423, + 52.377477319332925, + 77.67129222244807, + 44.28901265083346, + 66.16522426750954, + 114.20867137787718, + 75.47282538912631, + 61.05879567416535, + 71.91921653810432, + 55.52219528895001, + 76.61759947042125, + 52.16677279737275, + 36.75189767253448, + 80.65197813729628, + 77.33991820491977, + 34.26586025604486, + 70.54686225078603, + 68.61239104276989, + 87.37956079930618, + 26.140862695643445, + 51.85915054211897, + 79.71966628814948, + 59.57183728499114, + 54.40470363997584, + 59.37645118056272, + 68.1072164894309, + 60.52090426470505, + 68.73898910812215, + 61.1828443476096, + 93.40961364479378, + 53.90882037261967, + 69.42003480678287, + 41.525863036479365, + 71.54230586083625, + 73.786211485138, + 16.291504596638916, + 38.79430673266632, + 82.83155423052764, + 82.01605803921808, + 73.45016449811061, + 71.4289784247935, + 59.76319385729495, + 63.57931736680191, + 71.96338963346497, + 40.233822977602216, + 44.34567955623261, + 63.67695249488975, + 57.43827456351429, + 79.16959735728713, + 50.87882035816457, + 65.83974179326923, + 75.8535486015202, + 74.67398585297599, + 66.37637396769556, + 27.5593548827384, + 49.5223302805099, + 58.13452670034259, + 67.28232845720794, + 90.39027660429542, + 96.44212931944313, + 63.69674586955932, + 61.93507808615879, + 66.14635511404148, + 28.566364371679818, + 74.52980588065437, + 62.7686154045542, + 64.16440896563722, + 50.0810539605979, + 78.10073531721515, + 53.92504533654803, + 31.895507379008784, + 74.61165349978049, + 63.35970553322261, + 57.28026549489877, + 82.25345354623485, + 50.92667057016855, + 79.20647326283952, + 73.2592207744983, + 71.02082542930135, + 69.46735908438419, + 65.43300783947389, + 74.60802345456277, + 81.52953366202803, + 60.23684353704005, + 63.19083547481524, + 61.94668307741881, + 64.02759950601768, + 72.8375396737488, + 55.94732217242327, + 96.5914599123888, + 59.54276869716072, + 89.8009474059229, + 58.57460973392724, + 69.9767192461293, + 73.43347850480981, + 66.98358863187693, + 68.45803744806288, + 88.62013892553354, + 60.90025424796456, + 91.38460524076667, + 71.87557365083042, + 77.72225679070392, + 48.70998868529149, + 96.82696136427752, + 99.91838656838914, + 74.9482169651606, + 40.54603684896831, + 43.07518646611747, + 69.69702548357233, + 81.0987461135178, + 76.29028545593818, + 48.7102932160505, + 55.06524300548866, + 81.08245565024632, + 59.52300261268852, + 67.1595324059163, + 30.965844291394117, + 100.71230585069785, + 82.90465739656955, + 57.30357734705353, + 52.64002547990045, + 83.6688789897106, + 89.45357544954436, + 92.86455712547516, + 39.448592869747685, + 69.16784699916514, + 72.79991739038928, + 64.40749779849463, + 73.20154424391998, + 27.09570289768941, + 43.6670822623032, + 75.53536915259599, + 78.54971218738902, + 74.90970542124948, + 65.89139217679384, + 63.69861685922977, + 46.04306450941103, + 63.69851443868733, + 47.0213818503514, + 54.280623851348, + 77.82980159042597, + 65.34021270301885, + 64.601468391238, + 92.25506241512606, + 80.63780586935808, + 83.78347668765996, + 46.91334159337469, + 68.96979299855161, + 90.76177553387306, + 76.44396140716938, + 91.44335575809907, + 77.60302138548298, + 77.58205050309272, + 92.8283206111665, + 84.37732321632731, + 63.76770203940322, + 63.07159746604637, + 73.43822049135196, + 73.00849575658609, + 87.34283315176273, + 31.555010162203164, + 45.480738060374975, + 46.303522781124165, + 48.29949653185864, + 77.09423429682809, + 63.94417834487842, + 55.921827165759474, + 77.26146783734623, + 78.34841499174775, + 68.98196615855178, + 78.22774763903153, + 52.81293150934866, + 68.85219615143549, + 70.29121365888354, + 36.18353587181301, + 71.70322700573531, + 64.52918473942543, + 61.46280650584555, + 65.51136125130455, + 49.80984100696185, + 59.26919287846297, + 22.21932677123925, + 56.43564638967577, + 85.37196089063053, + 79.5979880021016, + 87.47182130405598, + 49.23680885668419, + 62.967793227652585, + 50.52655122012745, + 70.01966581473658, + 85.30071701396867, + 91.11869818917016, + 62.2568812631832, + 65.71471834095249, + 94.41630108075182, + 96.60054206778784, + 76.83122644607027, + 81.45394122034301, + 68.12076147730359, + 54.641175534182, + 48.96599558207357, + 90.31206176129578, + 72.23652477407961, + 61.83618530381484, + 41.25286912409838, + 65.31883499822912, + 58.41151474383049, + 57.87745539989074, + 83.65219038005735, + 76.98723151169938, + 52.15347185314536, + 95.49467973469802, + 75.89570012242655, + 48.25046773776666, + 53.856055422832405, + 54.40446126652178, + 81.12954279825715, + 49.77194098726148, + 48.929139904711455, + 65.80533075001478, + 88.32860483411169, + 74.38357981813805, + 75.49873682349283, + 60.806902070210526, + 75.43614701212275, + 57.62336769074325, + 52.26848971307088, + 95.8048003722675, + 45.72130807064468, + 61.65474395735527, + 77.51544432438622, + 54.23543289159113, + 63.16311345592596, + 78.27324004383938, + 76.3445814685711, + 74.03569524445257, + 64.39542224522141, + 33.499381020424245, + 81.36856759048145, + 48.55190969041968, + 72.60797966719042, + 96.58286502051712, + 74.0073725974143, + 65.30863745472793, + 110.4310803179262, + 31.96629680923208, + 64.40935885651264, + 44.367573762707934, + 53.61984740200443, + 91.4168799725022, + 89.92425262242423, + 74.54398066731065, + 70.85686555009329, + 93.44633014802731, + 35.78152885407552, + 70.72890232098719, + 55.18334729018349, + 89.19243338354764, + 44.67568257224964, + 44.788970331248, + 31.77848382986004, + 49.05124066256485, + 73.00154535934048, + 72.85946769731282, + 93.0706906770458, + 58.313345387409015, + 52.42437836674733, + 77.15780159396216, + 67.62261619228332, + 68.9060880292909, + 68.6485816868944, + 73.18455681292409, + 77.19964586784621, + 86.63182291571216, + 55.30183585746891, + 81.49652916525638, + 63.06245844988919, + 91.00793416213644, + 62.502108438168285, + 46.08191023994968, + 65.307569906207, + 75.20134628943072, + 58.86150223833448, + 69.57709863104351, + 58.66164899826887, + 82.41702192204292, + 68.97647486931034, + 70.05083118568726, + 79.46399242049523, + 42.28905418343346, + 75.64170808330508, + 15.68487680401642, + 59.860285558834, + 71.44491514186183, + 51.22096002026671, + 31.00723533740552, + 68.02076987811898, + 66.0870376232926, + 76.27383933850997, + 50.74836453880706, + 88.79092692938394, + 69.19592633111915, + 67.68077376599587, + 89.0936503629485, + 67.10441715394174, + 65.20510070650403, + 77.01593969321351, + 80.68695836176197, + 61.96388773603508, + 35.78601004092003, + 86.18505832200404, + 52.24706688403335, + 45.95002984656023, + 67.33368742696973, + 75.39828261112056, + 65.18054275904615, + 63.76576126137178, + 46.63808080379271, + 60.72520143075609, + 77.87210194482817, + 59.9124420538001, + 87.69744349780889, + 74.29530522424392, + 86.37808195732006, + 81.23560796586705, + 68.00393183332473, + 68.91118478705576, + 54.4739346198917, + 77.73081437484429, + 90.39489471617688, + 37.78709664212387, + 89.47771836639885, + 72.57395937677795, + 57.78086931645738, + 83.2775832559074, + 70.13560786408569, + 58.06246254892554, + 70.54721763985415, + 41.275926589429815, + 74.32689798269826, + 40.2905913672703, + 91.85193802109114, + 84.79895625388642, + 59.512998065039405, + 62.69547135298208, + 42.80091095008376, + 62.85578035081624, + 46.16900715156537, + 65.32732964552372, + 73.15308871848269, + 65.19987815797609, + 60.39398170498996, + 77.92896021454524, + 76.1597177250839, + 66.18864160540393, + 35.36505392135586, + 45.63329548812182, + 49.34203636235072, + 41.03206193251848, + 60.92371296313236, + 65.95476555947411, + 97.6271596804726, + 65.31881600596397, + 89.07786516602033, + 59.93778491907664, + 52.41546180587247, + 73.0177934865561, + 63.75851609746681, + 73.0580674287948, + 77.97939997516389, + 60.068799535740766, + 41.99545487366071, + 78.62071507475933, + 55.36645622106926, + 57.23887404032818, + 86.68071073663342, + 58.9866517256633, + 53.65915196639148, + 77.31530003837497, + 60.18211487419359, + 59.16700235935032, + 64.20933666150326, + 37.83564319309801, + 86.0675097255715, + 66.36750317331158, + 86.95020026036977, + 75.34336392848074, + 74.12666263788368, + 48.93732850040156, + 81.38675264918083, + 72.30170199888433, + 82.18673717830112, + 76.31744034817632, + 57.35634746077561, + 66.0762228920849, + 94.7752437833952, + 68.75307438948275, + 84.40368411231617, + 97.24134982418197, + 68.60810286180543, + 75.93971569041761, + 80.48827410285222, + 78.92957895193116, + 74.63870560573021, + 55.0301750110881, + 67.25251437219151, + 62.896558267984055, + 82.06633367292159, + 67.29719877784986, + 63.69840388446804, + 85.67905323715003, + 79.74786822370743, + 67.97686941341948, + 58.80129096544768, + 89.41293484461882, + 83.87149583721258, + 65.5426615940809, + 54.21793925226441, + 63.92555422058575, + 72.59527718777949, + 47.183651378789534, + 56.98992563474789, + 68.83682935020515, + 51.87520736780934, + 40.91657177750971, + 84.79879219146378, + 72.10232429306043, + 76.02136709368729, + 96.94410396745909, + 70.06944170830938, + 69.86738194587295, + 69.4257145433555, + 40.97435538684636, + 48.97388656968985, + 60.28193206492738, + 38.33734549545576, + 68.16364195856511, + 69.11459306184557, + 73.7790066425848, + 60.57124100127845, + 68.18322677390617, + 82.95587203610677, + 71.82128075891025, + 94.35695426785966, + 70.00021887536339, + 64.18372511140791, + 75.95233700250975, + 61.05777775559813, + 54.463524613615895, + 68.316612123375, + 72.45738493413181, + 84.74056756548339, + 62.246357870876736, + 50.837012976291504, + 64.97596072194818, + 80.18607144922255, + 46.95327115943619, + 52.16241878935162, + 60.12634350190535, + 73.91402563894347, + 40.09669634637755, + 43.36049391494144, + 44.88759753687624, + 42.989849180469655, + 57.1968273304565, + 66.55346544319843, + 55.83596570642267, + 68.24694466378305, + 65.90905720470232, + 70.10584396391003, + 49.27011459144506, + 81.71284879742737, + 54.09558138576753, + 58.26530475159186, + 46.113762864708185, + 77.81780421297994, + 55.2866706136348, + 67.22633993065205, + 82.82628226262912, + 45.70679300057032, + 69.94967472395321, + 64.07023583715193, + 70.97700107955893, + 63.29329628162972, + 81.52612291427974, + 80.23117222352221, + 28.9936363155106, + 83.26252889007111, + 97.19907686129426, + 69.58025301155764, + 61.79097987617131, + 42.07812210742334, + 70.8232435520352, + 60.16214812631485, + 44.28855177225893, + 93.74033372475232, + 54.85212343389985, + 78.7320551070203, + 78.57644087112864, + 89.90494985504222, + 63.66494910472319, + 72.62027967629705, + 103.32285469952944, + 61.11052919376668, + 62.004563201076834, + 67.87849673085896, + 82.7532777661235, + 56.02909753244856, + 88.89255530989499, + 77.50819277379296, + 70.71422549854512, + 32.68185115024328, + 70.31269587431886, + 61.58137808693837, + 54.01311184747893, + 58.6585298461, + 48.35725675238977, + 41.12138241369346, + 66.82012406162275, + 60.05829023408375, + 47.01288944376571, + 78.93309630823819, + 80.60477634414252, + 68.47419413026635, + 55.52894860117351, + 76.31069467654957, + 66.03724573865367, + 60.77385710991141, + 53.30375956762684, + 82.05440433794729, + 104.37325014190674, + 48.35824968112536, + 108.2652267903176, + 69.01623970585928, + 49.6585535944622, + 75.90307214842461, + 75.25621194813101, + 77.87921905501783, + 60.43603209332861, + 67.64606591824145, + 65.49992501934084, + 52.57745108743676, + 48.46358837752259, + 64.83124835210783, + 43.38591414316303, + 76.46942648405707, + 61.52001831716896, + 55.8165102235002, + 51.54533466401799, + 83.62782362657892, + 101.24825299493676, + 66.77933762259912, + 85.15712736536894, + 76.98265840821404, + 58.97405294148388, + 85.88352313645282, + 66.77759953605474, + 61.14111864040949, + 70.05272018261218, + 47.38873979694057, + 72.56640040191343, + 87.05257595345935, + 76.03273944935572, + 78.30688566202299, + 73.22483273423445, + 67.6444838248747, + 62.60168472008096, + 40.14270489188471, + 85.35804917386378, + 66.59733601189916, + 65.33324119070701, + 48.47598212495561, + 55.02240724056802, + 47.93163884172695, + 38.43119971063831, + 76.34799427084874, + 62.9999988960557, + 64.26578715980341, + 59.193176374404274, + 72.72057259665722, + 69.23844469184576, + 66.93478170794145, + 98.96538914467112, + 41.58660591244366, + 75.26606429841081, + 59.8345407453442, + 66.65419278262647, + 68.9401927682938, + 42.814569558862246, + 82.3500128272474, + 51.29479155514985, + 14.343161445011162, + 60.26917985417959, + 53.84179687791045, + 85.15798297045511, + 79.31658520116312, + 67.52828789958576, + 62.01638317164709, + 88.72737265705481, + 82.59015204505819, + 61.42879054902781, + 67.9068127249165, + 53.27904170282595, + 60.61875414807437, + 60.19235078048578, + 82.59522269221165, + 104.23094917140682, + 80.79598527078593, + 50.14160181649656, + 44.04038216824285, + 71.34213154493884, + 89.33864945678346, + 53.66182298741667, + 85.6936490771539, + 66.74678059247348, + 58.9036980330163, + 47.09550576962265, + 55.3975636525551, + 38.845957626109126, + 54.574254304233314, + 81.2658162848684, + 65.8812708385787, + 52.0573806035065, + 75.04191395375867, + 95.04565793385632, + 67.18134080005805, + 37.35308022042619, + 111.11530965742848, + 71.32137208851483, + 51.49119683736107, + 91.27079222907058, + 68.07392789734237, + 43.827118677426654, + 56.193060622785694, + 55.64236316952619, + 66.22359111562261, + 42.29276649944741, + 49.51517498938423, + 52.4758679517842, + 81.74022452363799, + 43.62591046091927, + 42.29053494959566, + 52.281104276835855, + 49.38268379310724, + 52.90907057588464, + 62.33797615381316, + 77.12345732231297, + 52.765049009659535, + 77.14210380386375, + 47.05015549403313, + 63.15490498054588, + 76.63118557007769, + 78.32522668316622, + 61.12951711869907, + 34.53740890850377, + 60.6066029122686, + 53.67744855356023, + 84.72310655719829, + 79.16345643924538, + 66.89074702275413, + 74.29377873862306, + 86.95746386587989, + 59.004349138760425, + 78.43925128713198, + 89.17848451466801, + 74.32620443283511, + 53.63150440112333, + 61.25804566099464, + 57.1645558215944, + 70.77840809888028, + 72.87984777883966, + 78.16013325556787, + 62.85274862912924, + 56.34782990835943, + 45.82200410506449, + 65.02396012790987, + 71.30902217479439, + 78.73344130370165, + 68.84754399231848, + 75.37574268576242, + 75.02879271135131, + 59.95481516616497, + 111.59544769593477, + 72.2735904472921, + 58.17786717623098, + 72.97405083654003, + 77.15217275097802, + 64.36260840905938, + 36.17900285842046, + 86.52862722448481, + 72.83737020556842 + ], + "xaxis": "x", + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=1
Trihalomethanes=%{x}
count=%{y}", + "legendgroup": "1", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "1", + "offsetgroup": "1", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 77.57745951035697, + 73.77802564597586, + 73.7772750262626, + 74.40561602695702, + 85.85276860502765, + 60.91142039439827, + 59.45443977025941, + 62.50564152969258, + 70.5602746097244, + 77.69337360386982, + 79.32367839549264, + 73.19192050782036, + 83.85633634225002, + 83.50540623227637, + 56.40970791971599, + 83.17518933638533, + 59.55632952162504, + 56.79928677247695, + 66.66857615209304, + 71.1466606777528, + 55.084667854857926, + 30.389096114304888, + 52.24697244385633, + 73.51665351167088, + 78.7114694303526, + 61.05821028553092, + 77.35985434424164, + 107.75404263860524, + 78.17306258634733, + 65.60484124722676, + 83.70223598882292, + 58.24173419085486, + 66.61298363412858, + 63.12561699518415, + 69.15760946262223, + 72.73442314285379, + 92.17616983865368, + 54.4367023778621, + 55.4011127224508, + 75.23322130874465, + 89.62355084319452, + 59.60581211442579, + 81.69010445060522, + 72.56837618844736, + 53.121259637557486, + 54.58073576270175, + 85.17766213336226, + 51.15034440489525, + 64.66250070111096, + 50.642447466178375, + 72.08900098383202, + 64.29129182004712, + 79.7799110766843, + 76.02449071926586, + 69.27397868931037, + 60.045866658609945, + 80.24323688941075, + 69.77221026672524, + 89.80101069435713, + 48.4814771779191, + 70.66553966423821, + 52.02874104822046, + 46.21319792414968, + 112.6227330070513, + 77.67133749197123, + 63.359143729196006, + 42.75321530974412, + 96.81811277026677, + 107.18958400015964, + 77.3881380783752, + 56.71102421410297, + 29.468428123944623, + 68.41085132767444, + 62.51146711144481, + 89.01097411544157, + 93.16646544306268, + 35.178662156733274, + 48.17335938088204, + 93.59424603033952, + 65.11697561026128, + 82.44550326871429, + 88.65747731531798, + 50.85247033933497, + 67.9161827033808, + 74.07592557290796, + 59.964334433876736, + 68.50585164506361, + 49.37131866346893, + 84.0247863975403, + 82.72191191946143, + 61.15657453817367, + 67.2504726726098, + 66.81417648580927, + 38.34673827787296, + 68.44186535508449, + 60.822134700690526, + 66.67465815004317, + 59.97292857347223, + 78.81743621228539, + 72.75681245594475, + 33.05188770534353, + 58.36350654099382, + 70.58850738433459, + 73.51332057205724, + 92.64389187192104, + 62.222874607265496, + 59.5772117702484, + 60.39354848444152, + 69.24922883403491, + 64.17723223604794, + 67.30542126001993, + 46.9352518256491, + 74.38519941725967, + 63.56487021843476, + 86.12181103853183, + 79.37062125022672, + 74.31161875623877, + 57.86542318162909, + 77.16661878342133, + 56.8845279970477, + 89.21307429428107, + 65.00583980748948, + 62.46613537245576, + 52.90112725787564, + 19.175174536546304, + 76.87966925788344, + 75.83913181440319, + 81.8420621564831, + 79.63424204397407, + 67.27387447832177, + 72.48745023112332, + 100.23166781440462, + 70.59338709838158, + 71.68153964307832, + 77.93110394691143, + 60.99184257834989, + 87.99622277162433, + 77.3609852692872, + 73.38148841994276, + 84.68266023310612, + 62.32271110691731, + 53.31997717469853, + 91.68102605172317, + 55.795356643677046, + 82.85827183958872, + 66.88527012551617, + 58.41345969332727, + 54.43749401642613, + 54.41696499379492, + 47.80319369573596, + 67.5771086755158, + 66.2916498377711, + 86.97972391731665, + 90.5275363195179, + 30.90081514607788, + 60.47403117761401, + 66.69397283949574, + 59.60280779405531, + 46.36821940731078, + 92.60908363758074, + 50.88600603490619, + 62.4553730677336, + 63.77183268904524, + 78.29502213613884, + 72.73063947852148, + 76.74467671800038, + 65.32653148577674, + 64.86860787758292, + 75.39279510352954, + 41.93043890143848, + 48.27120968228571, + 30.708421300394185, + 78.37484518269918, + 39.84237909153524, + 63.529460122034095, + 57.75755359567784, + 86.73722285990391, + 45.90678242024327, + 33.11961259894035, + 66.22567377981284, + 63.61240285441542, + 77.0797800059377, + 80.5711461864126, + 64.01294426739247, + 94.83774269711355, + 54.4269683662254, + 82.53617278221556, + 68.33316991333467, + 101.35152539223304, + 62.86062679512962, + 56.91025405730439, + 80.74984922425074, + 65.0912914244809, + 84.01358459214303, + 48.6581086223875, + 43.57846551188423, + 64.8260282011821, + 71.42858985087607, + 74.31259211793054, + 95.30623861595618, + 58.41669860568201, + 68.86186084786507, + 64.5059225796531, + 83.23866138787501, + 79.86300940720749, + 72.6080760823959, + 58.10070666669672, + 108.84956802943516, + 65.54821585708567, + 63.722932912340696, + 99.17559466917608, + 49.29984943296899, + 73.94096996938444, + 73.7230701214078, + 46.68259729003305, + 81.59236187913102, + 77.28655066652708, + 73.11505279347217, + 82.58133834918347, + 43.18880257717069, + 78.50149244782142, + 67.53326015210645, + 43.4406440192261, + 65.15518183260323, + 105.40046038277852, + 82.92934548368146, + 72.36321679277631, + 54.21628416300023, + 80.33833076422354, + 74.41286715692691, + 73.16477754804393, + 42.844510851301166, + 8.577012932983806, + 82.78192570719473, + 67.49345000333295, + 79.9628026711345, + 41.29033046932143, + 60.29218733177518, + 59.68607582085853, + 79.53836757802165, + 55.384332841392, + 62.47111473983207, + 84.52577496008485, + 54.19852016954725, + 60.00918381670152, + 79.94611265933023, + 74.88842167357646, + 104.58088148736014, + 68.74891758502856, + 103.32182693363175, + 116.16162156199742, + 45.10401752521858, + 96.1251983386593, + 62.55313609613756, + 59.49402634059388, + 68.12480943913017, + 47.40009251630573, + 68.23637027968861, + 60.51577188968665, + 79.94491555158974, + 62.96046257918819, + 75.91439810059994, + 79.68703918564303, + 76.41415276307124, + 62.75689058549055, + 76.2255797341665, + 49.652834136859504, + 84.8271825992724, + 61.20546989437965, + 55.32636880861537, + 41.7312192332455, + 45.66831799237244, + 83.46993430779078, + 64.8085458627603, + 87.9125301524647, + 53.085480420582215, + 43.9126338097687, + 51.86888450967519, + 35.56596645086621, + 74.57058080357453, + 94.34017212884176, + 59.82643937592035, + 75.71442547959597, + 46.552617616218896, + 88.36184636996892, + 57.64345689991341, + 32.79902868490234, + 77.21227435879854, + 72.76258491130193, + 80.31255776009792, + 61.39298286397647, + 84.15808044816242, + 55.23227137436414, + 58.23611933133285, + 83.6566149592497, + 66.54393516406815, + 43.5642926066726, + 45.68742145475983, + 60.9120335280757, + 88.88881942793677, + 87.42907783821161, + 56.04493436409863, + 33.592030767693856, + 73.33152912966898, + 65.06506907302519, + 60.15941276592294, + 77.83081603593753, + 72.82739237135598, + 58.69220411270067, + 65.96781371513842, + 52.51051952476866, + 71.00221724990192, + 62.1543794564029, + 67.62724105537315, + 94.38693228247772, + 51.15397220920127, + 59.47401272115852, + 69.78164116801307, + 65.86667919419524, + 86.5134743861137, + 60.64840389938017, + 71.43603836861604, + 57.8184837106709, + 76.52907700861665, + 57.24708237694075, + 67.35607867941563, + 48.7355139639406, + 55.13254619309448, + 69.3750440847648, + 51.17405802120247, + 91.59070343135016, + 86.55416824334111, + 50.6601454971612, + 86.16597060753259, + 71.70689113232498, + 70.85097650024328, + 80.98021278292363, + 91.12321931749058, + 78.7565328358605, + 55.40407965591154, + 70.82837383447702, + 91.60279375318576, + 92.94575720286198, + 77.55495328187686, + 93.30073290085198, + 67.65102459155034, + 54.06085110281751, + 69.2602092263662, + 31.174039374468894, + 53.20184835708191, + 83.70793779298936, + 84.58196267045227, + 67.23005672019866, + 83.70704535621567, + 68.57319774058021, + 62.82668746777495, + 74.76510055608048, + 85.19251082066975, + 66.57795244522269, + 54.98387785049692, + 75.33302516708788, + 66.163439242252, + 32.76116091576364, + 92.48188501756862, + 68.79306179495858, + 91.94218052267152, + 43.01942664516469, + 40.77385620785008, + 79.39710488560058, + 59.68051841776585, + 61.67980126131589, + 66.55141892497087, + 54.9439919588549, + 74.76097575082576, + 83.3325162575065, + 69.85313473730642, + 96.79540303165857, + 61.27523403492364, + 100.82179194268406, + 72.9767414405051, + 104.20710403163932, + 64.66330907028907, + 49.00925640494752, + 91.40211169023884, + 66.42057889523184, + 53.01958497111863, + 80.46281040970479, + 60.33979353464554, + 62.86852727495882, + 58.220981541955794, + 17.52776496124563, + 59.15884348385835, + 41.19050735980774, + 64.12174012693116, + 53.815434821713, + 62.11964302909877, + 39.62383474483449, + 73.2489843314067, + 36.26753002512453, + 71.18154441745666, + 79.69207986155932, + 43.299820101900025, + 70.23960066561966, + 69.0541381402804, + 50.128415290648505, + 66.0291561168986, + 52.40618787071562, + 58.27125706252144, + 61.14608668810088, + 60.94434263922446, + 80.62187234888256, + 84.37071294892223, + 74.46264571017107, + 77.13188934450497, + 51.60300428227774, + 69.46111109530082, + 84.510985305276, + 31.802024220675303, + 56.95693886003824, + 75.84754248894292, + 94.60531109309896, + 70.20524060392015, + 73.25622049489876, + 75.60097955181803, + 80.0500310966604, + 77.3713614759623, + 41.279829739888925, + 69.1933584166614, + 31.599403556265887, + 57.28576319116484, + 83.62226023714074, + 56.91398086899888, + 85.77722213443843, + 34.28841274059312, + 48.91588146186728, + 35.76760103714643, + 65.65532568230017, + 82.703470414844, + 83.89112947149958, + 36.87208588905685, + 81.92682593644768, + 55.53626279851302, + 63.34096824374099, + 113.04888566972276, + 74.35442274773496, + 98.36865574789655, + 63.684352242963065, + 74.55779006957154, + 64.73231057533465, + 76.76438483029237, + 89.69288268204068, + 71.69435134740182, + 57.31697667532342, + 60.1513458244811, + 49.151960259707, + 63.62689390393926, + 65.8329900683807, + 58.15730431450026, + 71.20620916144614, + 59.45432462093391, + 53.27603261965065, + 56.12402405384072, + 64.2107667997218, + 67.58431075029681, + 73.8369091876904, + 72.20507471179636, + 73.19247007486355, + 60.16274551236268, + 41.06424688569309, + 79.95832130270405, + 83.66233134668659, + 67.90175838726564, + 55.029165524817024, + 68.3143471169036, + 24.532773339318773, + 95.89849468769955, + 72.8726968615235, + 39.53278687132903, + 64.07054759532215, + 52.339075416909125, + 56.794083968773165, + 78.5820938570935, + 99.06123270489566, + 61.6298226203521, + 90.06484922185543, + 32.43852618764184, + 79.97164724934899, + 59.6308939352365, + 48.416725044381785, + 62.13428073097253, + 55.90576964578757, + 69.94325357106453, + 80.93130520643619, + 83.39988926222588, + 52.95136272300236, + 79.42001293915777, + 57.596635753313535, + 83.24380782399439, + 78.46849122768643, + 63.51431194674478, + 78.12209061536583, + 76.41306856908497, + 55.40458672844602, + 62.954260018244206, + 68.8502040552072, + 68.87249654242956, + 52.86038799189512, + 50.15973380568105, + 75.82204966381451, + 68.19265820356108, + 61.12014348829919, + 64.44475108363537, + 43.8825144491407, + 71.92098788711762, + 53.696202309432, + 48.25957163667532, + 68.37096810997387, + 67.40730004769044, + 76.82475246304065, + 28.682951795375715, + 64.82630836955246, + 73.88561213038653, + 48.299493384357405, + 54.9151301435605, + 69.2603504608719, + 87.99320598404351, + 46.06921286058607, + 53.671478492413655, + 69.4372246785408, + 60.62774824844821, + 85.94319230652454, + 52.63130986649124, + 70.04800688840395, + 76.51317021394024, + 50.26695118748365, + 55.70678076355855, + 71.51205256741277, + 57.95282564495728, + 59.99077026906549, + 18.015272358161447, + 68.9043702218294, + 72.54525642287913, + 49.59838149651444, + 80.05887717164558, + 48.01896619957522, + 70.16183916904711, + 41.69618315433919, + 31.705933099963868, + 81.39372182255684, + 75.1124935430051, + 56.46415749086562, + 67.04963886204507, + 77.88037549676682, + 59.78916269688138, + 124, + 83.11874196607195, + 35.338133489497224, + 85.24117891866936, + 84.55108086505837, + 82.8609362267154, + 77.59880400118683, + 54.55907655025769, + 81.10379180040266, + 82.6601649179758, + 70.4708890707142, + 72.42820504429659, + 35.05703049389065, + 85.05154574919003, + 79.5555931048464, + 75.93405218190168, + 69.28977861137756, + 68.92635259554592, + 85.84025770348191, + 89.91443807938477, + 70.7954955109489, + 58.1576875097454, + 77.4476391684988, + 47.0033216991352, + 55.46675876416365, + 79.70553048606504, + 53.34168163450436, + 51.18831726937318, + 91.61403063724134, + 36.15210329459931, + 44.980101795335536, + 79.76584121349576, + 57.31368040508086, + 55.45955090694199, + 47.11299089491515, + 55.70106704669537, + 83.91674915821963, + 63.64262026470728, + 96.89957583486736, + 53.71936605493054, + 80.12474608825285, + 48.118628732107, + 79.86055183417302, + 34.249780092905915, + 71.33848933623177, + 41.60790735355796, + 51.05228749289746, + 70.2699593087864, + 63.72769254030566, + 80.92139826337004, + 65.75017250151434, + 65.70448052421028, + 69.466289077676, + 42.21884486624456, + 62.65495596161552, + 86.30823644715008, + 46.345863776731626, + 51.53496489332906, + 69.67003776931779, + 74.19399491645981, + 58.76861279467931, + 92.64338257359545, + 57.6830674988963, + 85.11419625334946, + 44.14934780319219, + 64.23094245618721, + 51.55946461543819, + 53.14497859329936, + 69.04715947562285, + 99.9962857074477, + 87.83904965248152, + 77.37381254511361, + 68.82704725271194, + 62.55789982166269, + 47.93510492969858, + 57.36554110438134, + 61.79901423925479, + 36.33519850696025, + 61.36442099250976, + 68.38761309007789, + 58.83920331016405, + 69.50852573109637, + 91.06635624934006, + 74.99251991228921, + 41.753727405934086, + 47.64001392430701, + 64.39052126130528, + 74.4353886192217, + 69.59080593173351, + 32.9207203557343, + 74.51256519402813, + 73.21799019374033, + 62.634448904012885, + 61.57846145092755, + 55.617760011103655, + 53.31304554858022, + 45.647387625417096, + 81.15923927984623, + 59.18318960874478, + 52.03384490115086, + 46.861383946118096, + 72.34381220534354, + 67.84484886059036, + 53.15076473573193, + 80.69821421798687, + 85.3455848549943, + 87.13187298667233, + 65.39948446652211, + 51.55230077952525, + 70.29333870434283, + 65.6393280774268, + 89.91991551782552, + 83.76265318703804, + 39.80417883432763, + 67.00909816601725, + 52.28948387836278, + 51.62521310778333, + 64.6249442093205, + 68.60840186648572, + 85.68083615159244, + 74.98493714472873, + 61.52068662046166, + 63.29358452094328, + 70.79303618129347, + 87.39912189045668, + 51.35305213799345, + 45.30653878367941, + 67.96334191210315, + 68.91033739373978, + 82.49259499213463, + 52.157787167286365, + 62.74338338447184, + 52.95002327155223, + 103.38020997579588, + 62.32004847248626, + 68.2333855535937, + 76.64573393234751, + 64.36379306074662, + 60.52159303851469, + 55.89391550738455, + 81.28838220726162, + 69.41228382245832, + 66.73504403038288, + 71.98385140039265, + 69.99012794495474, + 63.826010016872566, + 46.65542922621282, + 101.46682520254603, + 67.16981626990822, + 75.88615989978186, + 68.59982978933556, + 52.11270715684218, + 78.87860429156441, + 61.51434190537672, + 65.782453044405, + 92.34737526315509, + 72.91730528459134, + 77.29730018591418, + 43.59230115628645, + 60.343890907079, + 79.78046693757119, + 52.38884926159373, + 97.03045733687998, + 65.07660990046965, + 50.21401088832931, + 44.7503592018025, + 71.47850077419241, + 66.60889105705493, + 62.15231452966896, + 43.95331343463439, + 67.59815754327194, + 82.24409483132357, + 60.94002777822824, + 56.43748498919986, + 62.23013405110304, + 43.42019517432946, + 72.63830295082012, + 62.02362962212916, + 77.668020274499, + 85.79975869862395, + 65.86718937401743, + 71.799129123049, + 44.615660295011736, + 67.35476872945162, + 99.77507788538944, + 101.6153457962523, + 39.5724068284221, + 108.21398129464644, + 73.4005779258381, + 77.03048701396436, + 70.6006825873015, + 58.181707396244455, + 57.40133709609512, + 73.60191818311309, + 80.69356765367449, + 53.95026943457084, + 66.70047596078888, + 57.85250663552826, + 67.42695477575255, + 65.17992724397419, + 114.03494570231868, + 91.70881336600598, + 78.07592324472749, + 52.95663178478766, + 71.78094925825795, + 102.69586775988034, + 43.28047645668155, + 74.12779298715347, + 61.21497949242208, + 66.42188356192052, + 64.1324260352138, + 62.668356182201386, + 64.7839535912982, + 65.51666804452658, + 50.22994366305907, + 84.22877379496049, + 46.487949510588415, + 68.56879118160717, + 65.19405321206598, + 51.43989388028319, + 61.249761879925416, + 41.24997685332854, + 49.15529051129489, + 64.50893407280407, + 39.36705644811856, + 66.864140327047, + 52.86637311712821, + 57.71314935703547, + 60.07841278280955, + 83.55932648367043, + 44.86035148435799, + 75.33969427761166, + 71.59386575515715, + 45.428096504423245, + 60.59035855631432, + 47.66172716945021, + 72.05986579387582, + 55.14736365662774, + 82.36537825915869, + 47.89640648971523, + 62.6777563218408, + 46.31599218904551, + 63.41017813652343, + 53.59410352231716, + 36.34101183491626, + 62.02230789181907, + 75.4022602836187, + 59.489293507127485, + 35.22120041408733, + 51.53586708137299, + 63.84631931734279, + 62.90620518305302, + 55.06930392643049, + 28.87860134187582, + 41.55850071766692, + 60.41992108497409, + 66.68769478539706 + ], + "xaxis": "x", + "yaxis": "y" + } + ], + "layout": { + "barmode": "relative", + "legend": { + "title": { + "text": "Potability" + }, + "tracegroupgap": 0 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#f2f5fa" + }, + "error_y": { + "color": "#f2f5fa" + }, + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "baxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#506784" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "header": { + "fill": { + "color": "#2a3f5f" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#f2f5fa", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#f2f5fa" + }, + "geo": { + "bgcolor": "rgb(17,17,17)", + "lakecolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "showlakes": true, + "showland": true, + "subunitcolor": "#506784" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "dark" + }, + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", + "polar": { + "angularaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "radialaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "yaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "zaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + } + }, + "shapedefaults": { + "line": { + "color": "#f2f5fa" + } + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "bordercolor": "rgb(17,17,17)", + "borderwidth": 1, + "tickwidth": 0 + }, + "ternary": { + "aaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "baxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "caxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "xaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Factors Affecting Water Quality: Trihalomethanes (Grouped by Potability)" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Trihalomethanes" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=0
Turbidity=%{x}
count=%{y}", + "legendgroup": "0", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "0", + "offsetgroup": "0", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 4.628770536837084, + 4.075075425430034, + 2.5597082275565217, + 2.672988736934779, + 4.401424715445482, + 4.370561936655497, + 3.662291782852457, + 3.445756223321899, + 4.376348290691898, + 4.503660796179122, + 2.5602991476149146, + 3.7497012410996176, + 4.824786389767524, + 5.200885076539757, + 4.184396969028851, + 5.088859989138795, + 5.057310516515726, + 3.160624468232638, + 3.9020887676437535, + 3.464353035155024, + 4.324004645618281, + 4.434820257956548, + 5.182590703980226, + 4.69070723013249, + 3.195710328196264, + 3.999775381550061, + 3.6261354416122304, + 2.447444463910633, + 3.742090426349668, + 3.7945315911032105, + 3.964686350022129, + 3.9406045297946832, + 4.460683931737437, + 3.902879711657464, + 3.92374916929651, + 5.106655774420084, + 3.636364182680497, + 3.8848910441472793, + 4.157533407489738, + 5.325833445695803, + 3.762615331099367, + 3.662837731991359, + 2.2934314064128625, + 3.508372649783596, + 3.772420927989514, + 2.9946710955082176, + 4.191217514711704, + 4.916579160751283, + 3.385508443856719, + 5.002467259922081, + 2.5550269039968736, + 2.0190420182011657, + 3.651865808422898, + 5.359460295012964, + 4.764508264921448, + 5.066786271784542, + 3.710053125679874, + 3.1087699879134547, + 3.763905902952325, + 5.083014141516923, + 3.875556805136775, + 5.525726338121716, + 3.9773623643299727, + 3.962478314282775, + 4.238589203481521, + 3.7248367036447, + 2.798600948267049, + 4.597165511526862, + 3.425763242173682, + 3.827650071735445, + 3.772886607458768, + 3.285077052469842, + 4.4125895367028125, + 3.5487755887477364, + 3.8129529259917896, + 3.2449484773190638, + 2.6122489531921698, + 3.552129499701653, + 4.20158090550856, + 4.5087050978944845, + 3.4673369148168574, + 3.3625371351987914, + 3.7627198370300334, + 4.289395484098247, + 3.027449578045163, + 4.157656628375073, + 3.4217668494012576, + 3.549298841293145, + 4.636556195256859, + 4.920091157959163, + 2.927066766886376, + 4.688959065495114, + 4.575931871590866, + 4.418638131667752, + 2.124759352216301, + 3.72063690445242, + 4.60186095914794, + 4.334615732320451, + 4.633823861920798, + 3.696119711501417, + 5.2631015720413785, + 2.905788134056523, + 3.954715282670768, + 4.588784656948855, + 4.384565155637755, + 3.556297467154506, + 3.8235950398688825, + 4.615886181275908, + 3.659484624888592, + 4.850433707754168, + 2.8807218458729342, + 5.220540269610252, + 4.0322595038243865, + 3.6860013242472816, + 5.198985503613217, + 4.194313129305396, + 4.172935335264329, + 4.408513182397498, + 4.20580973235456, + 2.7183977338802885, + 3.355489790912581, + 4.460200983755287, + 5.428674071623728, + 3.629749330548915, + 4.236947299515631, + 3.700853839705055, + 4.182277581713326, + 4.592073570820997, + 4.689315047790611, + 4.165723663998691, + 3.4165397533412, + 3.4507458924446017, + 4.006991558563305, + 3.539771111373992, + 2.1486115361452747, + 4.703803488576944, + 4.904837414733298, + 4.352193469514868, + 4.754072499317674, + 3.887680684530791, + 3.778606787628922, + 3.268324835835596, + 4.766943236072579, + 2.9151659507443948, + 3.3161576568421625, + 5.190851804612128, + 3.727663719207471, + 3.917586695104175, + 4.034349047158281, + 4.033773709343139, + 3.097277957477165, + 4.5014572038139855, + 4.201662864465836, + 5.162729749397485, + 4.823082013933822, + 3.323069563743198, + 5.235111120685716, + 3.6639221839230154, + 4.0125175583490025, + 4.051733473083127, + 3.902837833888625, + 2.637364885184688, + 4.527364378116469, + 2.722908160538052, + 4.069358772118035, + 3.145842902755236, + 5.454487652366452, + 4.218831154474738, + 4.496626599284417, + 3.4467284598639263, + 3.6009056695460324, + 3.832597166985505, + 5.048833995025392, + 2.977359946090722, + 3.476213303592504, + 4.144998517816148, + 2.850183765643185, + 5.120887964619865, + 3.42247052094365, + 4.410697353226663, + 4.567087633865015, + 3.6110574411161216, + 3.696640140724124, + 3.1599493699500583, + 3.993409763685828, + 4.063613621049694, + 2.5447337011519235, + 3.357439470656984, + 3.782971899999771, + 2.283475159435164, + 4.192932215458884, + 3.878447313763328, + 3.3543222667273684, + 2.856175486931272, + 2.9567480753018724, + 3.946989523134861, + 4.531593669500014, + 4.64938203413864, + 3.4073494284238364, + 4.702310752770497, + 3.3743265226271983, + 4.93910944137509, + 4.382161618971923, + 4.5870867193147005, + 3.8619560774085047, + 3.096163272201657, + 3.841221573687875, + 4.543685761333924, + 4.978575359632432, + 4.978556094767624, + 3.268693506763812, + 2.8409107556338893, + 2.355934229271096, + 5.458609690232223, + 4.24724014869094, + 6.032994877321904, + 4.881101138250652, + 4.143224936339837, + 2.9503609427959407, + 3.6625634650940575, + 4.117488039506429, + 4.604633153598903, + 4.237643894270578, + 4.644211644910143, + 3.403136416178923, + 4.091205592856339, + 4.286478967398262, + 5.989542790855565, + 4.240821477653531, + 3.815468994490743, + 4.296479908726679, + 3.2903724922745674, + 4.225120930188118, + 4.686019915871022, + 3.879053740492374, + 4.694311215541648, + 4.600885754944692, + 4.807495941814587, + 3.5776749209970067, + 3.665205612498673, + 4.963184434039489, + 2.8423931855932016, + 2.8339014301371472, + 3.067626699089017, + 4.290071516364875, + 3.721765768518896, + 3.3424090536108357, + 4.931878078886141, + 3.949014617743278, + 2.8140006830459026, + 3.8128876614746607, + 5.492704955036247, + 4.333720849150268, + 3.423831621257197, + 3.8434840157795422, + 3.841052037778387, + 3.6817651139312577, + 2.7225712077897968, + 5.17620506921009, + 3.1375512055381387, + 3.568823153057529, + 3.631006709381833, + 4.914276094825079, + 3.0789858386712936, + 3.084431232538585, + 3.9161147325276127, + 3.826158190514717, + 4.307547518552997, + 3.928495392384576, + 4.355880124898533, + 5.573210318927751, + 5.255703381928599, + 4.30611297137217, + 1.6805540245774622, + 4.800963142409066, + 3.076479932155731, + 3.3818639095118863, + 2.887725422454221, + 4.667770161467155, + 2.901699555775163, + 3.192569798875329, + 4.816705216346371, + 5.060114928661615, + 4.6744959728986775, + 4.179656266918069, + 5.014144884495, + 3.945460483724316, + 3.384178840922889, + 4.028958007331559, + 3.675717672978606, + 2.443008005777361, + 3.7713135180813815, + 3.5466963721784297, + 3.331583734603577, + 2.949431503010539, + 2.3956831824148326, + 4.348440139653611, + 5.013281168465715, + 4.5104053244440205, + 4.458966913210226, + 3.7928403073905503, + 2.934697436997308, + 2.7071291616855064, + 4.5361459144294, + 2.2595502886491894, + 4.917909886714817, + 4.561493818692693, + 4.047907292461217, + 3.6305239854418616, + 4.383394691806273, + 4.030659830632323, + 4.405508764376716, + 2.496342612338434, + 3.514097774584284, + 4.299018586936102, + 2.873261209549148, + 2.730792274371549, + 3.246077223248075, + 2.8049235828692907, + 2.544020275544053, + 3.0608273538358923, + 4.494544339362194, + 5.214484016180421, + 3.3787784927745594, + 5.102516756563615, + 5.400810789347245, + 4.764193594306708, + 4.274136884143136, + 2.9571948491508118, + 4.179187127681619, + 3.2563013285827784, + 4.705561883525115, + 4.475161102744778, + 4.009006061677201, + 4.154845327510767, + 2.817391373961896, + 3.776225631479449, + 3.4421212362955, + 4.838862280223715, + 4.267952933982107, + 4.555949236427071, + 2.5198915810235114, + 4.071916487170485, + 3.72245485080585, + 3.8065394387932265, + 4.107363630145296, + 4.531658688151207, + 5.580829963035424, + 3.6991462587291006, + 5.456912830156691, + 3.294129366085436, + 2.7657222477016736, + 5.353043339815189, + 5.174719758892985, + 3.418763194643632, + 5.438487906597953, + 4.072197621614668, + 3.9184698008316814, + 4.5729230043865705, + 4.101397991008648, + 4.180389311503939, + 2.784712796717906, + 4.104834816564649, + 4.030337485422805, + 4.144869940408154, + 3.341426728065969, + 2.291694536023172, + 3.6988747689394295, + 2.9250375580069843, + 3.7560066720223904, + 2.6006186786445613, + 3.169714975942725, + 3.99455613628636, + 3.481943696005759, + 4.9213406247862, + 3.808372006211507, + 4.416183694491997, + 3.6543549623702583, + 3.13004476285238, + 3.5791072422859003, + 3.58830042034225, + 4.724321913211669, + 4.224342508773007, + 3.12539111192484, + 3.6997960364086304, + 3.6036095808461335, + 4.106807505488429, + 4.055421250793916, + 3.923356035619532, + 2.966945650593862, + 4.677289618268685, + 3.883029041117391, + 3.322065006530626, + 4.531825294993109, + 2.372791476751066, + 3.051316562922508, + 4.534681098281898, + 4.645852434791949, + 5.038118946233022, + 3.941969260461584, + 3.499048522914918, + 4.319777194854658, + 1.9648630966312208, + 3.403393176535209, + 3.287243970810318, + 4.18274066496293, + 3.7767184616875142, + 3.076214340708842, + 3.2580416465868867, + 3.936972573012225, + 2.978925444705386, + 6.357438520067428, + 4.217861430575852, + 3.666613685710395, + 2.430883294085322, + 4.827527398066652, + 3.006650221855861, + 4.500207624732678, + 4.631640754077167, + 4.435760073378445, + 5.622018080855884, + 2.8982230607674366, + 4.038502789352143, + 4.129230416389857, + 4.457282487105634, + 3.3111681102507315, + 4.223576482290001, + 2.760212573568241, + 4.046379690043383, + 3.455622540984072, + 3.1716552079647324, + 4.178897908640168, + 4.003458052258935, + 3.254926496664732, + 3.893766831260585, + 3.042796943791497, + 4.180567592572657, + 3.13694500654802, + 4.213567957421265, + 4.775784922040909, + 4.033391217742071, + 3.964449588219743, + 2.0041425861250266, + 2.831234425504209, + 4.72445657765958, + 3.665410662111125, + 2.925732039706137, + 2.275903461382081, + 3.178003604766868, + 4.102291769099022, + 4.4449005904963546, + 5.140207742689406, + 4.7637305356972295, + 3.696327574847777, + 4.213700443947227, + 4.081728016204542, + 4.91958504678586, + 4.599082200140892, + 3.332906497382808, + 3.3094717160131584, + 2.3915400059994005, + 4.502138213738983, + 2.875880180472337, + 3.214449639874844, + 2.8049268236561344, + 4.398900709483949, + 2.57514103097745, + 4.111691344532814, + 4.650033779162522, + 3.281802195770618, + 4.453525556196591, + 3.871372488778947, + 4.152014126960154, + 4.402339512540909, + 5.152527697942889, + 3.687152067632291, + 2.203840523502365, + 3.762222688560586, + 4.119436474929048, + 3.790523693182784, + 4.125731794026834, + 4.805791533619516, + 4.09474628637336, + 4.657360934464802, + 3.358284404886048, + 4.107467119295052, + 3.875238036589964, + 3.6908618596006346, + 3.506229064263776, + 4.15355890079017, + 4.395284862710226, + 4.599235865233297, + 4.32090017506474, + 4.846359371825784, + 3.994713696692633, + 2.941555122814548, + 3.919954569326576, + 2.7709484970749205, + 3.7466198236682153, + 4.086920566839482, + 2.081425020190486, + 4.089485428098205, + 1.4961009425719864, + 3.1805801865505683, + 4.116347641066605, + 4.900446069054143, + 3.992848210934416, + 4.104938403453945, + 3.533243424589728, + 4.625729241507733, + 3.329243165850729, + 4.194600000110389, + 4.442711502259796, + 2.53449947794664, + 3.983098817989866, + 3.2448668321310623, + 2.9214147722618398, + 3.2724707390406103, + 5.671998849860188, + 2.728799591724234, + 3.195591056480895, + 3.0356705967120168, + 4.10466196258988, + 3.675557955645053, + 4.3717478538333525, + 4.240031707717554, + 4.272202758106124, + 3.05579047450667, + 3.661529274018269, + 3.5405320044112223, + 5.506934431690963, + 3.5702904563752726, + 3.6950840554277695, + 4.373998580206613, + 3.266028668813291, + 4.24294721566937, + 5.082206246764563, + 3.793317686196644, + 3.62410065900245, + 4.015574262293539, + 3.00009623919435, + 3.440858801932284, + 3.302211725136649, + 4.270851150129203, + 3.6879950644168336, + 3.152344905007154, + 3.806700492212365, + 3.331549948055922, + 3.465088675725583, + 5.920233914738748, + 4.428311682671342, + 5.168297807945807, + 3.50770853604351, + 5.428916724171895, + 4.641738490616048, + 3.863286908993115, + 4.237345251715119, + 4.086867244525168, + 3.030823583308678, + 2.9065892123963133, + 2.8357942842945434, + 3.54209264375375, + 4.839176157668723, + 4.084696775133466, + 3.9279805758489776, + 5.436819303585555, + 4.2431337337783965, + 4.713719499272781, + 4.168487101902514, + 3.319353736685142, + 4.874534245985106, + 2.9358019953242778, + 3.99585704919668, + 4.991895990063802, + 4.808582691098531, + 3.577447459649983, + 4.144780872709738, + 2.9574410713545625, + 4.223883710835095, + 5.138047828184837, + 2.9901508910892183, + 2.7819441082828664, + 2.865031442985628, + 3.965647066605856, + 4.461210732047676, + 4.405408198445283, + 2.6147660596382085, + 4.909571475286931, + 2.981649192437012, + 3.807318102819921, + 3.0212889092957425, + 4.016144075544785, + 3.1552136525031926, + 3.857851974842695, + 5.457830951249985, + 4.257037542698211, + 3.5045245337918667, + 5.3895102460791104, + 4.5655421540494405, + 3.986780704094196, + 2.452120806473057, + 3.5085037127292917, + 4.128193137247917, + 3.4841205736312477, + 3.822307139365953, + 5.799322350328874, + 4.760381754960567, + 4.709374128291764, + 4.379630439452511, + 4.115428052361774, + 3.642289213931961, + 4.732002727289712, + 4.371078785200288, + 4.46036293825241, + 3.295033859358623, + 4.141819203370412, + 2.487968647002356, + 3.704324220484782, + 3.9595176374849546, + 4.952733208187274, + 3.969463254406426, + 3.8589788145579176, + 4.383823385030879, + 4.29444755906491, + 3.7178227183596775, + 2.9435217121887867, + 3.7399216697331688, + 3.933826460461319, + 3.0840397616728685, + 4.034754809022699, + 3.788803320404231, + 3.877714249855098, + 5.03045220196702, + 2.585849315185795, + 4.211967654412953, + 4.27564024793146, + 4.582591795430545, + 4.360851169963949, + 3.1807984567770435, + 3.2776013640231367, + 3.1959442509174982, + 3.338880125546951, + 5.164284274583004, + 3.389705289941097, + 3.821721167441023, + 2.7286173523352666, + 4.700618335949317, + 3.41552552539749, + 4.069086697798404, + 3.786486994275809, + 4.889163359744538, + 4.278712401471591, + 4.725507109575074, + 3.1656184818533246, + 3.0816812395256155, + 4.448170569609338, + 4.769768271388487, + 3.221138969011636, + 3.9235902023946743, + 3.8640984193819534, + 3.478193780402128, + 4.042497483266329, + 5.474354698144387, + 3.4407533246763085, + 3.2751420374154505, + 3.723625473260451, + 3.4976041136035416, + 3.795124079678799, + 2.3628860224049038, + 4.861276291728905, + 5.060835979341727, + 5.046973115947742, + 3.9286137101792655, + 5.127394948805861, + 4.264944045592401, + 2.3800880493685312, + 3.497480960958101, + 4.754234801908662, + 3.668879696635321, + 5.092364652373034, + 4.775201717853433, + 3.703001047324373, + 4.817668211405948, + 3.689144992138577, + 4.546070210293161, + 3.866874572569852, + 2.860223970222824, + 3.130608939839331, + 5.242105329965899, + 4.567879972284673, + 4.753018575157605, + 4.587745468810144, + 3.885405037306561, + 3.079373114175483, + 4.147168618141657, + 3.997975215085431, + 3.668088579274877, + 4.270801389375358, + 3.038483125240436, + 4.136950485502741, + 4.7321253460612525, + 3.3005858263579806, + 4.403083393696855, + 1.986191593058412, + 4.042637641436024, + 2.993300944496919, + 4.006424839252379, + 4.770154312108588, + 2.861063942572024, + 3.4740347171181667, + 4.89842104143532, + 4.249333174167702, + 4.619172769338624, + 3.5891464414221934, + 3.4437405597575226, + 4.0806749961624265, + 3.541316670456529, + 3.729960915816749, + 4.931353521983009, + 3.7099886624912353, + 6.064559250159787, + 3.807997463749791, + 5.437618576761173, + 2.9408479958845923, + 3.715428750090735, + 3.778458495607913, + 3.715951409137044, + 3.779648433049116, + 3.9981758863091033, + 5.553173840879232, + 3.909973568447572, + 4.938999307033027, + 3.707413724281805, + 4.493612764909594, + 3.5461832023705098, + 3.3909821110531904, + 3.175520773635625, + 3.760298085013082, + 4.11232245771067, + 4.270645692708772, + 3.389270098308859, + 4.927711075497064, + 3.751565768898725, + 3.714874787439821, + 4.32768028988057, + 2.877354266538508, + 5.0589054483892655, + 5.930227576581439, + 3.511369718286504, + 3.585933521695313, + 4.704585017974258, + 2.60018773266633, + 3.487920050688021, + 2.786329667144387, + 3.7467755604654815, + 4.423886041610509, + 3.1454155114301705, + 5.105120757070882, + 3.0297003349809173, + 5.120102527824212, + 2.961602417916417, + 3.8530475500412127, + 4.166105473671524, + 3.143430669227733, + 2.9886210311193224, + 2.7749609493035416, + 4.422182857407584, + 3.5224540932121378, + 3.996339179185624, + 3.500970573893721, + 2.9486574387124453, + 4.481552363497344, + 3.170993873808265, + 4.237560417891356, + 2.6545944901639182, + 4.148342955341853, + 3.820021215890335, + 2.844632740715944, + 3.419238761867212, + 3.628459628957123, + 5.016321198997175, + 4.361486286173397, + 4.100696951091244, + 2.216729691055614, + 3.761288428295522, + 2.9376862046237355, + 3.5949908641519697, + 3.626135877904554, + 5.554666740402974, + 3.733139569707573, + 3.204795725910893, + 5.337987102089876, + 4.343059523555191, + 3.2722860861005483, + 3.88660268997553, + 4.096841156438634, + 4.58644840480675, + 4.002128659925306, + 4.714163452513722, + 4.681366362015815, + 4.934986029609845, + 2.7691640707511267, + 4.196429496600269, + 4.333667364665705, + 4.523557774146086, + 2.9015354674454747, + 4.656316782296671, + 4.19048402938504, + 4.1027190407929215, + 3.396184931416361, + 3.5119848366395887, + 3.955916726029925, + 4.618164704580524, + 3.996581369976495, + 3.8466069554090008, + 4.522431963911939, + 4.469430538245373, + 3.784120779606519, + 3.527565358764985, + 3.643379015016296, + 5.049463526421301, + 4.475148490099612, + 5.2246548335445855, + 4.580371969196687, + 3.1372804215828185, + 3.6892413611092696, + 4.16824218857341, + 2.165681681201685, + 2.6599776617235293, + 4.237697607399104, + 3.489938597434452, + 3.8454228047917463, + 3.955153709667539, + 4.271580716118446, + 3.735983475553888, + 4.066229363880946, + 4.876272999617065, + 5.143750121633965, + 4.513200539470004, + 4.20418584976586, + 4.910911020512156, + 5.327584531962534, + 3.987012090604247, + 2.81725811654666, + 5.12387193452145, + 3.563609859980968, + 3.915990810272195, + 4.584565663354573, + 3.164187993708538, + 4.822958045746834, + 3.9302906628109806, + 4.755158013341267, + 4.704865930385587, + 4.59476061363479, + 3.769831936118284, + 3.585736634632002, + 4.041580246514462, + 4.617532880225431, + 3.597759969232954, + 3.051607724265514, + 3.835332168411456, + 3.648743737198719, + 3.895103865877136, + 4.371806161291622, + 4.692217919448618, + 3.0655083720975367, + 3.842625171191581, + 3.942709368896421, + 4.13193258707139, + 4.03671976209437, + 5.430349993501885, + 5.771714760283059, + 4.297994790844033, + 4.532019663169412, + 1.9614754295823136, + 2.6860687411094224, + 3.59962466050966, + 5.66198446300676, + 4.931460167853588, + 4.837268003830061, + 3.803908513723902, + 3.892667001906776, + 3.544537267623399, + 4.15188982992317, + 4.833507857483394, + 5.14705527626746, + 4.445907180228989, + 3.1888054730050284, + 3.53293609627941, + 5.217131275201896, + 3.4609983762206533, + 3.682780337626534, + 2.233894046042616, + 5.140449466636444, + 4.829753513504483, + 4.340986728185262, + 4.028042400756272, + 4.208923205336376, + 3.490002013654286, + 4.302015722703906, + 4.131911907800047, + 4.184873593047181, + 3.973576405808536, + 3.8720271369929233, + 4.581477460023954, + 3.074799305886774, + 4.281313459019756, + 4.585321994452448, + 4.829323363639572, + 2.6886432854606426, + 1.9101166454023035, + 4.244173211474281, + 3.176432526006715, + 4.433256610390339, + 4.76170080448234, + 3.9265987301511833, + 3.3317866407748085, + 5.164259921170333, + 4.962329207225059, + 4.03793915512632, + 2.8895781098103392, + 4.871406193456357, + 3.778022672484786, + 3.8060932559249823, + 3.530940954727128, + 3.923766074944689, + 4.269753245404226, + 4.575578404717106, + 4.977323507740182, + 3.736379595420893, + 3.6441068937291146, + 2.6914851352386666, + 4.074387228438908, + 4.568843222982035, + 3.701895298447844, + 4.004161299520197, + 3.3118081384490137, + 4.0632764275187885, + 5.952324819621305, + 3.3413692911239643, + 3.368532611305949, + 3.7927771004295474, + 3.399047913765313, + 4.320683960630699, + 4.342737529662858, + 4.12998499476456, + 3.436985823583103, + 3.461350424204644, + 4.145806701539799, + 2.847875247872657, + 3.182805358542542, + 3.668220482707948, + 5.375901893717908, + 3.571862512137936, + 3.741067232809489, + 4.7329535713429145, + 5.080497554589536, + 3.3365823322327546, + 3.4656378359366347, + 4.571823610842425, + 4.408559683629245, + 3.7298733005458473, + 4.880119767695945, + 3.7124728343256175, + 4.596923506361629, + 3.8483069668474856, + 3.728785236766734, + 3.117918258462248, + 4.914809132195682, + 3.673135983203847, + 4.7440066912633, + 5.075214287652746, + 4.591997454258289, + 2.590635463496218, + 3.424250048768879, + 4.6393865551816, + 2.9886114436022857, + 3.935513836805475, + 4.3999023132719, + 3.1677123526669337, + 4.958936840904343, + 4.903632078861019, + 4.03898350222683, + 4.734873906917863, + 3.946620539760018, + 3.664463030864346, + 3.7487405069440447, + 5.114128667825761, + 2.9876715235886198, + 5.044306091718337, + 4.573968264696438, + 4.327356026643432, + 5.956753497788005, + 4.2904350458230125, + 3.830577272004085, + 4.113536186706407, + 4.321856146871566, + 4.432270873166642, + 5.192116650426924, + 2.747332826860612, + 4.522599229324436, + 3.730899268667571, + 2.9303645961216582, + 2.8609929488436383, + 5.215590495080511, + 3.281920559169844, + 4.635243482549487, + 3.803723817903262, + 3.7442036323060304, + 4.138994399941143, + 5.148137887599708, + 3.688298056277853, + 3.9042699551582665, + 4.401152242426085, + 5.58739598761068, + 4.519209517780029, + 3.830698864046188, + 5.056378662464013, + 3.721425933150612, + 4.95250824745396, + 2.402337210865, + 2.847843537561225, + 2.642003806281338, + 4.284387095962003, + 1.872572600841316, + 4.374796521715554, + 4.776536254772465, + 4.362033669355959, + 2.292573781243537, + 4.372333382242299, + 3.8817938351483177, + 3.290105906261202, + 4.417193560665691, + 4.819970457896787, + 3.6292177681489743, + 4.299732160445903, + 3.633760608001249, + 5.703962806658419, + 3.5854312498873027, + 3.831540450516013, + 4.366860919211035, + 3.0842156404583103, + 4.825179225576871, + 5.461473095749794, + 4.333401737047984, + 3.080865918611655, + 2.6135320972149896, + 3.1180394543789456, + 3.530573615782637, + 3.306392909436918, + 2.2090917998705097, + 3.5306226939577465, + 3.652263830808236, + 4.078277144763918, + 4.479628314203464, + 3.1675825705584386, + 3.838721385483184, + 3.8986708026972754, + 2.408049128547934, + 3.9625251101758447, + 4.210975272536809, + 4.986069330213056, + 5.016187558860874, + 4.606058055039483, + 2.5310748546478967, + 4.622667687389199, + 4.948442555998784, + 4.27528772019042, + 4.216454466143605, + 3.7085258632452858, + 3.4708120786488497, + 3.306129016543918, + 4.343041372691288, + 4.094605278206265, + 3.643815887541561, + 4.370776559745803, + 3.7278133228957, + 3.924967064282447, + 3.688455553387866, + 6.494748555990993, + 4.731195077016265, + 4.599324041143387, + 4.254477177044036, + 5.107236013970264, + 5.468590847062822, + 3.5805234612779118, + 3.644409765433974, + 3.0245711775061466, + 3.403422697598267, + 3.678588221192268, + 3.868925701517684, + 3.589865760483302, + 4.421528142053679, + 4.173083496432676, + 4.09296589972163, + 3.7328560505383, + 3.4306991879662263, + 3.6349703957714343, + 3.132253296074809, + 4.819063730480007, + 5.045619628382069, + 4.902735485533553, + 4.486402626885769, + 3.8853855181381753, + 4.1236217363003, + 3.074134304700189, + 3.5156720788235405, + 3.931306748154382, + 2.649423905095601, + 4.365169641644011, + 3.322889737953824, + 5.7615803220339, + 3.742293454202677, + 3.912289081846988, + 4.3711671683417785, + 2.8044803845141923, + 3.6944820469170487, + 3.4886752740390854, + 3.737882779977894, + 4.417134152553989, + 2.8848187710564264, + 3.849382769796561, + 4.143450991614013, + 4.03215034240876, + 4.768660397450635, + 4.943032174246396, + 4.42537756358649, + 4.464457184096776, + 4.2480753693420485, + 4.965738556348034, + 3.852731892748421, + 2.67344087146352, + 4.89795711765109, + 4.048113258131365, + 4.062907043028831, + 4.666916974276835, + 4.751858815287916, + 3.61649834167658, + 3.629252282459239, + 3.146482535996279, + 5.005193167286548, + 3.615151099257613, + 5.063108914843383, + 3.3110340047208244, + 3.6983173972917056, + 3.787033414567679, + 3.2664097400709085, + 3.532322498228877, + 3.3574844355981, + 3.017795963114114, + 4.903869628421024, + 3.645785495110913, + 4.76305799060742, + 4.575331195431778, + 3.9471378883607935, + 3.4450280799498847, + 3.84401987082408, + 1.45, + 4.3973861916141885, + 2.7506959054782114, + 3.9929569014268287, + 3.623297792732569, + 3.1269559002913, + 5.538200508227339, + 5.758675718947986, + 3.504265054731857, + 4.2995025459430085, + 3.092940473017639, + 4.752451739071304, + 3.500166975577911, + 4.409414175563279, + 4.962899585062542, + 3.4394758481933128, + 4.112597751648249, + 3.9462277186114703, + 4.244513927400452, + 4.786329820343955, + 3.5908411283530883, + 4.552571441876335, + 5.100239664952599, + 2.439140008548254, + 3.507227581181632, + 3.842109416766354, + 4.179197763329108, + 4.282314756372282, + 3.0245566409360234, + 3.923093197436791, + 4.255979651269639, + 3.632643889529804, + 4.810537179481996, + 5.002360532741289, + 4.048202462876381, + 3.914543611457913, + 3.64094400316757, + 3.686395201554108, + 5.166903483042415, + 4.480771310094809, + 3.2263485005753423, + 3.860083951626073, + 3.045612105934353 + ], + "xaxis": "x", + "yaxis": "y" + }, + { + "alignmentgroup": "True", + "bingroup": "x", + "hovertemplate": "Potability=1
Turbidity=%{x}
count=%{y}", + "legendgroup": "1", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "1", + "offsetgroup": "1", + "orientation": "v", + "showlegend": true, + "type": "histogram", + "x": [ + 3.8751652466165463, + 3.985250505743576, + 3.854939899721073, + 3.939895656598684, + 2.437296287559579, + 4.052135727552661, + 2.764633881427262, + 3.5355963295430235, + 3.4046329060198497, + 4.37522381127182, + 3.6118603716661046, + 4.437695749140042, + 3.3687572170739832, + 3.859800939300224, + 4.72670245351097, + 3.652134470079709, + 5.328712788466374, + 5.062297798479729, + 4.612963629350583, + 3.762741072399466, + 4.427137925692965, + 3.485577388223123, + 4.661798516052168, + 4.1048632751894125, + 2.9454187377034105, + 4.976055159693945, + 4.201849441297085, + 4.698007916123446, + 4.687986155246704, + 4.182057147919716, + 3.258858945031528, + 4.288946820394494, + 3.4247019206523897, + 4.927218272272612, + 3.418610802866979, + 3.682919645453329, + 5.133477823277881, + 3.633213756490487, + 5.163088153779066, + 3.8075626058306695, + 4.168526117629012, + 5.507420939572829, + 4.466912564165001, + 3.532958335149624, + 3.309580397460676, + 4.888061137333914, + 4.107267203260775, + 2.2859878491983503, + 4.589983507854727, + 5.145152870605282, + 3.9904375721644056, + 4.268227481536438, + 4.173330283253801, + 4.971907098518464, + 3.736228470573536, + 4.178478951476263, + 3.630536578397464, + 4.396604556065476, + 3.660922907594773, + 4.197919054995084, + 4.16332898150423, + 3.776040837433535, + 3.75639170748219, + 4.525236730798256, + 4.014681857976119, + 4.168541279325788, + 3.6348445415750232, + 3.731936502753873, + 4.165432285611471, + 3.9371884418353353, + 4.262065436945668, + 3.395866240165589, + 4.54534092739007, + 3.020995900341481, + 2.8968521864425583, + 4.497528596739858, + 5.050683115260018, + 4.177139265761123, + 2.6531266883388063, + 4.840562301475423, + 3.179884727399671, + 3.1030898440692822, + 3.4866464085132063, + 4.564188355184362, + 4.404040364778451, + 6.494249467472996, + 2.568079876725237, + 3.6729759831771327, + 3.6221955223639024, + 2.3181524802481963, + 2.227727884059556, + 3.802116117316719, + 4.025762215893221, + 3.603325615207352, + 4.213405262223435, + 3.896090487367949, + 5.661104287047449, + 4.388551011831945, + 3.156331419586468, + 3.218709224251616, + 4.498684931428612, + 4.366031350632882, + 3.703191305765389, + 3.919139532735149, + 3.846547549446087, + 4.038829793491571, + 3.619132804902203, + 3.920116479963848, + 5.045982883287057, + 3.1999996142418063, + 3.1825211188828444, + 4.49213994862107, + 3.4221786198283937, + 5.370205548696381, + 5.115430914016896, + 4.6412585321295445, + 4.899815187496653, + 2.645036370222636, + 4.576728706441388, + 3.223951089800068, + 4.43011601625449, + 2.9675541301719317, + 3.961730669540862, + 4.983903465009575, + 5.044454777717949, + 3.2386929330871066, + 3.415851385375155, + 4.772662700779373, + 3.082080495833988, + 4.633854752317118, + 4.355489161530189, + 3.0926263788262984, + 4.072252323176482, + 3.9186731557714793, + 4.490392564009722, + 3.24658309722844, + 3.3912406668716133, + 3.349571655135964, + 2.3950021100616565, + 4.304689262186712, + 3.545741437567914, + 4.427712282297473, + 5.712792127184658, + 4.822043563607494, + 4.559836218772728, + 3.471971127332792, + 4.293726559748635, + 3.736020547055431, + 3.089923748952148, + 4.003547029108377, + 3.958248504440257, + 4.039976289796705, + 3.3734845141195007, + 4.382159162064481, + 2.77772626475094, + 3.5750105760990736, + 3.388448221942008, + 3.750163510344408, + 4.150359337290418, + 4.833345773568087, + 4.521836126865956, + 4.741944304660503, + 3.61965073748165, + 3.2662134754089074, + 3.823092676110029, + 3.5563948119631066, + 3.9219763810567607, + 3.655789569066617, + 3.7322020177545054, + 4.041445670962364, + 4.515150113779176, + 5.003825786209145, + 4.7791870088188695, + 2.626546783770298, + 3.024968486584322, + 2.191138421703526, + 4.19225744935354, + 3.975571849056162, + 1.81252893956422, + 5.404045772985421, + 3.4780048078684977, + 4.598622246118412, + 3.210881938583371, + 5.199864588297582, + 3.813881276266772, + 4.665681059368009, + 4.67916864329843, + 4.518750669722005, + 4.688271256294098, + 4.075556975063991, + 4.55686375232757, + 3.7202643792172, + 2.942348225414489, + 4.736849577023042, + 3.1791287413400817, + 5.160603788160604, + 3.221129818784097, + 4.925339107073759, + 5.125416576401367, + 5.190533810336875, + 2.871196030589475, + 3.8910973336994905, + 6.389161009216368, + 3.551655811015034, + 3.3002534975545297, + 4.86854263008631, + 3.5849850237337204, + 3.505300168213539, + 3.8744253151616057, + 3.1825828574638706, + 3.667154204946097, + 2.958414711590032, + 3.2230808645202327, + 3.7411433659749633, + 4.592959344095949, + 4.165549905534822, + 3.659652967576408, + 3.789236756581051, + 4.497730795590356, + 3.678686031235552, + 4.721339549520147, + 5.688206949361446, + 3.8199853771647767, + 4.995601765994129, + 3.690929417034364, + 4.393944466089358, + 3.0802967096198777, + 4.854312785522253, + 3.631042313530789, + 2.571391505704419, + 4.2010543638879385, + 2.9172840562365963, + 2.1817141666785806, + 3.4225434306886307, + 2.911751390260459, + 3.9180057985839225, + 3.61383477061922, + 3.209588058451998, + 4.208354353518171, + 3.2746286418408777, + 5.030712169428622, + 4.485070146526452, + 3.329600783081267, + 5.370403410374523, + 3.8817671783074488, + 4.76499518416768, + 3.499774683747187, + 4.043914692602463, + 2.010537157431691, + 4.046305671849512, + 3.534665425189356, + 4.209136505059297, + 3.442847819687195, + 3.2922701527035314, + 2.9299527394001954, + 4.412173550093767, + 3.804352132029541, + 3.433135384725815, + 4.910533820344201, + 4.74524751697268, + 4.553380742681595, + 3.8773491849022137, + 2.2869434947281544, + 4.438858459911646, + 4.275645348013285, + 3.729120401580513, + 5.446565702616764, + 4.4016278345277335, + 3.3862942904685025, + 5.648605948542045, + 4.13227423789269, + 5.218307110261475, + 4.501980014505442, + 3.7094371813849474, + 2.2206399231442355, + 2.8209272493496207, + 4.315308015041465, + 3.940282339037946, + 4.308222881195557, + 3.4708854235987814, + 4.616641008449857, + 3.721974696238987, + 5.199446635796848, + 3.680409990337341, + 3.771596492148276, + 4.523236865678159, + 4.599432013730158, + 4.362085653052907, + 2.7998833209288145, + 4.164028619351949, + 4.104698560797167, + 2.93853628710008, + 4.85582125104602, + 3.707974079965065, + 4.127599072932994, + 5.2512231043193385, + 4.914883755535081, + 3.968177082539273, + 2.5056504406363977, + 3.6842633826061095, + 2.0870802171798366, + 4.015246444321198, + 4.5481003496821, + 4.687846798329183, + 3.360130677748902, + 4.490105279441128, + 3.3933253802234224, + 3.354890147961576, + 4.425133970460173, + 3.707053967662745, + 4.007902612509118, + 4.176218742792006, + 3.2713388593703145, + 2.3670413093414906, + 3.861109202341755, + 2.8847150979192406, + 4.09561181325633, + 4.284831119370148, + 3.867843302640828, + 5.554074526332097, + 3.1600748401136087, + 4.255948316623421, + 2.9421153671384173, + 4.080786271348128, + 2.4047292060079903, + 4.354535490634887, + 4.356593856228123, + 3.3380217586877454, + 4.534960272538596, + 4.746091948559119, + 4.564460391989159, + 4.526350938820338, + 3.981968831838976, + 4.263180267696578, + 4.299209281102346, + 4.15016690975386, + 3.352764605845478, + 3.767443125675908, + 4.9300838102540485, + 4.5342330430238365, + 4.354287641189531, + 3.931730862730215, + 4.2747382136106005, + 3.535597778692289, + 4.007347485187138, + 5.114607051016194, + 3.3150705928492927, + 3.395482609242578, + 3.9385056274364985, + 4.889458166019273, + 4.867287404331263, + 3.1530047275571595, + 5.185000023597019, + 2.7417913083454284, + 4.539371149738408, + 4.0720633529651895, + 3.700916676376548, + 4.999752022622454, + 3.5294272368553408, + 4.076403287338456, + 4.628974863583534, + 3.0133608396173157, + 4.154685423680439, + 3.920287688012938, + 3.149201800222124, + 5.544167317192912, + 4.026622093912992, + 4.21167195883605, + 3.619181847561858, + 3.1527627940382823, + 5.349210585555077, + 4.302179284726438, + 4.201577246628757, + 2.745803764968096, + 2.8910188785912547, + 4.120827880347175, + 4.134575196718209, + 3.495062986026916, + 4.585971676210264, + 3.579651838079742, + 4.892050440191023, + 3.802819638132032, + 3.021381555454751, + 3.438279838827972, + 5.256483549715023, + 4.486512692528834, + 2.890998522404099, + 4.6013511981931385, + 3.846611900914847, + 4.01901054979541, + 3.93733418398454, + 5.427372664623769, + 3.59421736385624, + 4.371882444533677, + 3.639971875965876, + 3.189025539707877, + 1.4922066153042484, + 3.3015748949924983, + 4.276699073642469, + 3.603040461775072, + 4.700470229763488, + 5.128390054528116, + 4.275192719102842, + 4.531920781408072, + 4.251876169502328, + 4.893215273397656, + 5.609290809737711, + 3.463852437148298, + 4.241135181480118, + 3.990242632195878, + 4.590527648801448, + 2.919796004979838, + 2.658843411948673, + 4.59378713275743, + 4.493746769178872, + 3.599933101811887, + 3.827431410883915, + 3.5313846614470856, + 5.0758436044594175, + 2.949938822578741, + 2.5587727443235098, + 4.964672640375529, + 3.0997461634419525, + 2.9591538231075867, + 4.3183054068542095, + 4.693949415674136, + 4.457729915454185, + 3.2853718352092978, + 2.7151866852786206, + 4.896625907872932, + 5.396623142289246, + 3.566945145029043, + 2.66494605525722, + 4.109924711687724, + 4.7536079310394825, + 4.819637104172265, + 3.551905359086965, + 5.255011943220072, + 4.549419412617848, + 4.822967485351244, + 4.629955736114066, + 3.3125127658902267, + 4.6787421658436426, + 4.578861190294835, + 3.9979696708974912, + 2.99078089431675, + 4.488904316315408, + 4.346153563046948, + 3.394450272692436, + 3.982002335270925, + 3.3118131930849275, + 3.3861098132109198, + 4.42105884351, + 4.847312561784218, + 4.74296674858479, + 3.883250198498328, + 5.425945934424112, + 2.869226101819664, + 3.510728004352379, + 3.652844725674909, + 5.18120249221265, + 3.0175443059239453, + 4.162495509766512, + 4.040974482292381, + 5.056104024299176, + 4.792527452455119, + 5.48169093434497, + 3.7140964349299774, + 4.317186297673677, + 2.894651172139397, + 4.216315016151919, + 4.557028865672788, + 3.579983811082845, + 4.242241799025037, + 3.426266448712848, + 4.0020815167967045, + 4.242459863239631, + 3.751588621742676, + 2.9596846207077028, + 4.225608375907182, + 4.297880700154986, + 4.430750455902872, + 3.764099673513571, + 3.641489972443004, + 5.203461367345384, + 4.847262262021436, + 4.01706111949955, + 3.263464731173011, + 3.612260192161634, + 4.257805108217033, + 3.551568013010188, + 3.4855359764780687, + 3.039018778586744, + 6.08377235388592, + 3.7487469097257824, + 5.13805579043723, + 3.13994027416726, + 4.589512953061839, + 4.5105952635743645, + 3.748443401102416, + 4.785637377933364, + 2.7799018424746342, + 3.915381677508523, + 4.481261240482848, + 3.188477333734355, + 3.4037984349167267, + 3.2755811820087386, + 2.936610534549435, + 4.320100540830725, + 3.406210457516684, + 2.914057480221306, + 3.756396830753752, + 3.163935937469414, + 5.405567222899759, + 4.834023096246113, + 3.542527792591825, + 3.666823798966989, + 4.066156997388842, + 2.0107286862843203, + 3.8805760174542048, + 2.691610394877723, + 2.5741917719754124, + 4.847520234035199, + 4.571406411209017, + 4.581395077548666, + 2.88702293905644, + 4.33664848480327, + 2.826111940669668, + 5.864497891134695, + 4.93346794921327, + 2.8400972144695893, + 3.958608983759079, + 3.800552599356129, + 4.299543395683084, + 3.0817359202705807, + 4.901038222067857, + 4.636728696472332, + 2.9217973892390896, + 3.37745052375287, + 4.708268601649437, + 3.074815427836984, + 4.85644419196427, + 5.20404417792976, + 3.160818481426782, + 5.249069810806525, + 2.954092652381751, + 3.904063423060472, + 2.566048788361688, + 3.3295038991199046, + 4.512332449397938, + 4.709402884560948, + 2.9456717268238743, + 5.467935706130962, + 5.790838006076015, + 2.8537673494417257, + 6.2265804048163975, + 4.0744075716550965, + 3.2660285121463977, + 3.782517460306926, + 2.569468001273419, + 3.749920564530525, + 4.584319179768512, + 4.627464223238918, + 4.103534274020024, + 3.9533349669675455, + 4.588758377714621, + 4.181254134458123, + 4.967975792277656, + 4.099168690603565, + 3.05019758470709, + 2.974870902771941, + 3.974972302235226, + 2.615257476344298, + 3.769503907225608, + 3.157559520446912, + 5.100552354171285, + 5.429781739947604, + 4.833026694103558, + 5.452362325257576, + 3.837926004293759, + 4.317553511769741, + 4.291668966809951, + 4.3380560876593535, + 3.7307927875940017, + 5.423767330031326, + 3.709508878038789, + 4.289236735135712, + 4.134942729310314, + 5.992325026682801, + 3.3803603938404394, + 5.129527820006001, + 3.493053886006752, + 4.814916877070632, + 4.617093489122915, + 4.280792929244013, + 3.1723754914035887, + 4.391731338483637, + 5.343285034332101, + 4.292042179344561, + 3.712681965458997, + 5.429266409418421, + 4.375598892354405, + 3.246794304771333, + 4.047380786186089, + 4.204699128535813, + 3.285186850930748, + 4.158248534758004, + 3.7301854671420926, + 3.86529596711091, + 3.4662644582513105, + 2.6709767469328685, + 3.815227608716361, + 3.724823560337372, + 4.188927903696815, + 4.1482231286287385, + 3.706265891722728, + 3.7933292763371305, + 4.196558262262504, + 3.730369857064929, + 2.964181350437086, + 4.602026774692102, + 2.633890804064505, + 3.086499925758962, + 2.951960935251281, + 5.184441994818037, + 3.4369668618570386, + 3.5924960849831398, + 4.306581068206637, + 4.5120682052334455, + 2.939212581325054, + 3.751324090887501, + 3.007138098511581, + 3.447111218633033, + 3.870681284651756, + 3.900211313902089, + 4.864866409455395, + 3.3557650163097223, + 6.307678472047721, + 4.498818335873909, + 3.6443881273520127, + 2.174898198676531, + 4.612535780383918, + 3.8199465596846975, + 3.9483035163532407, + 5.473663248895655, + 3.986459812349238, + 4.671448182615176, + 3.4170761989488176, + 3.566434730432753, + 3.626989960403898, + 5.070254359377525, + 4.510578266177086, + 3.227849086219344, + 4.0586260103019, + 4.333688587372011, + 4.153782657266314, + 4.562197671215202, + 3.071350370794229, + 2.807129774600525, + 3.9004213611254857, + 3.9198270449578096, + 3.3241126143010957, + 4.561219815198779, + 3.188640741905024, + 1.8443716036962137, + 4.462408040870791, + 3.787425889312188, + 3.4105107155681607, + 4.097360116401124, + 4.697153025520578, + 3.6956151117926663, + 4.899611272468954, + 5.076146746327639, + 4.981833942925027, + 4.528574925440666, + 4.178959771570964, + 2.901432044137745, + 4.723230705859027, + 4.549916839518295, + 3.4221104746990925, + 4.340148944480579, + 4.031495952782075, + 2.663920733696861, + 4.935240394248478, + 3.592912289891955, + 4.261504364251519, + 4.48954479397793, + 4.949257360747264, + 3.549608409738088, + 3.855636250178683, + 4.27097313834306, + 3.920607408198088, + 4.350206872394596, + 2.93959347170948, + 2.091786839914147, + 3.969740440383512, + 2.9044533996755977, + 4.477351412174476, + 3.67308809381557, + 4.063825853972672, + 4.991674870778567, + 3.0784787878788222, + 3.755660187275043, + 4.0102353937852335, + 4.642719286485374, + 4.179449580997948, + 4.448670726124141, + 3.976873452391297, + 4.771443754534465, + 3.9080753459125, + 3.8247341378467112, + 4.9211957300136175, + 3.9505297370836048, + 4.683334812674568, + 4.903553219156194, + 3.455044818343884, + 3.958543451376229, + 4.362792108070999, + 4.684853470075885, + 4.401635259788382, + 3.631542932175278, + 4.710256299762649, + 3.813556320666148, + 3.644278971793858, + 4.366242227773332, + 3.400987615145624, + 5.159001749466259, + 3.961942034758809, + 4.239220571845264, + 3.9321419587747375, + 4.291355257945636, + 3.675807027324031, + 4.024520850722231, + 3.886882385706481, + 3.9145118853536345, + 2.6047078453451737, + 4.277241101939487, + 3.2273600819458808, + 4.090264381918475, + 4.551724493755741, + 4.294251987225159, + 4.3807969416857615, + 3.142083954421776, + 3.836823301450685, + 3.0817990077044746, + 4.196421036326544, + 4.3704044218054285, + 3.769699537275837, + 3.3926664230795134, + 4.614400405414759, + 3.36539749533764, + 3.799472548553733, + 4.016409562458125, + 3.1547011218912004, + 4.2746613334345, + 4.246201594896596, + 4.710936484050327, + 3.4444424918515057, + 3.027371480146623, + 3.969318295936528, + 4.3055136249312, + 2.883145376777557, + 3.3274721394344917, + 4.118973080180648, + 4.259719451958118, + 4.279871302319948, + 3.449829469695713, + 4.718850871201126, + 4.061644660822068, + 3.966570844524399, + 3.2539204326522717, + 3.0482920601678845, + 4.023775901625008, + 5.147535911439108, + 3.7775082665636655, + 3.2246755179341866, + 3.4266340746155777, + 2.876995630567156, + 3.297525234337058, + 4.337116898531741, + 2.89577427975715, + 2.713248378640136, + 4.669239858306086, + 4.270816603915842, + 4.571127866112447, + 4.308357589285532, + 3.4345384628517905, + 1.9177543925715308, + 4.007508147814352, + 4.9530576907486665, + 3.738990829291201, + 4.135568909483627, + 5.403614891830472, + 4.362542226660023, + 4.338957325879694, + 3.46309715357363, + 4.990235633377976, + 4.955081792660148, + 4.012340383352797, + 3.5250271306094576, + 5.208061134164884, + 4.754826393219847, + 4.524692969777054, + 4.0133388007039175, + 4.390701603798026, + 3.3618333238544555, + 4.613842848013146, + 3.442983035168171, + 4.369264314437881, + 3.669711703641994, + 4.4358209095098 + ], + "xaxis": "x", + "yaxis": "y" + } + ], + "layout": { + "barmode": "relative", + "legend": { + "title": { + "text": "Potability" + }, + "tracegroupgap": 0 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#f2f5fa" + }, + "error_y": { + "color": "#f2f5fa" + }, + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "baxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#506784" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "header": { + "fill": { + "color": "#2a3f5f" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#f2f5fa", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#f2f5fa" + }, + "geo": { + "bgcolor": "rgb(17,17,17)", + "lakecolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "showlakes": true, + "showland": true, + "subunitcolor": "#506784" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "dark" + }, + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", + "polar": { + "angularaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "radialaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "yaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + }, + "zaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "gridwidth": 2, + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3" + } + }, + "shapedefaults": { + "line": { + "color": "#f2f5fa" + } + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "bordercolor": "rgb(17,17,17)", + "borderwidth": 1, + "tickwidth": 0 + }, + "ternary": { + "aaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "baxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "bgcolor": "rgb(17,17,17)", + "caxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "xaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Factors Affecting Water Quality: Turbidity (Grouped by Potability)" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Turbidity" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_histograms_for_columns(data_frame, group_by_col):\n", + " cols = data_frame.columns.drop(group_by_col)\n", + "\n", + " for col in cols:\n", + " fig = px.histogram(data_frame, x=col, color=group_by_col, \n", + " title=f\"Factors Affecting Water Quality: {col} (Grouped by {group_by_col})\", template=\"plotly_dark\")\n", + " fig.show()\n", + "\n", + "\n", + "plot_histograms_for_columns(df, \"Potability\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "correlation = df.corr()\n", + "sns.heatmap(correlation)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting scikit-learn\n", + " Downloading scikit_learn-1.3.0-cp311-cp311-macosx_12_0_arm64.whl (9.4 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m9.4/9.4 MB\u001b[0m \u001b[31m3.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n", + "\u001b[?25hRequirement already satisfied: numpy>=1.17.3 in /opt/homebrew/lib/python3.11/site-packages (from scikit-learn) (1.25.1)\n", + "Collecting scipy>=1.5.0\n", + " Using cached scipy-1.11.1-cp311-cp311-macosx_12_0_arm64.whl (29.5 MB)\n", + "Collecting joblib>=1.1.1\n", + " Using cached joblib-1.3.1-py3-none-any.whl (301 kB)\n", + "Collecting threadpoolctl>=2.0.0\n", + " Using cached threadpoolctl-3.2.0-py3-none-any.whl (15 kB)\n", + "Installing collected packages: threadpoolctl, scipy, joblib, scikit-learn\n", + "Successfully installed joblib-1.3.1 scikit-learn-1.3.0 scipy-1.11.1 threadpoolctl-3.2.0\n", + "\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n", + "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3.11 -m pip install --upgrade pip\u001b[0m\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "pip install scikit-learn" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy Score: 0.6771523178807947\n" + ] + } + ], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "\n", + "X = df.drop(\"Potability\", axis=1)\n", + "y = df[\"Potability\"]\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 42)\n", + "\n", + "rf_model = RandomForestClassifier(random_state = 42)\n", + "rf_model.fit(X_train, y_train)\n", + "\n", + "y_pred = rf_model.predict(X_test)\n", + "\n", + "accuracy = accuracy_score(y_test, y_pred) \n", + "print(\"Accuracy Score: \", accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.6277915632754343\n" + ] + } + ], + "source": [ + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import accuracy_score\n", + "\n", + "X = df.drop(\"Potability\", axis=1)\n", + "y = df[\"Potability\"]\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "dt_model = DecisionTreeClassifier(random_state = 42)\n", + "dt_model.fit(X_train, y_train)\n", + "predictions = dt_model.predict(X_test)\n", + "\n", + "accuracy = accuracy_score(y_test, predictions)\n", + "print('Accuracy:', accuracy)\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": "3.11.4" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "b0fa6594d8f4cbf19f97940f81e996739fb7646882a419484c72d19e05852a7e" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Car Prediction/CarPrice_Prediction.ipynb b/Car Prediction/CarPrice_Prediction.ipynb index 84e908e..27605a2 100644 --- a/Car Prediction/CarPrice_Prediction.ipynb +++ b/Car Prediction/CarPrice_Prediction.ipynb @@ -17026,7 +17026,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.1" + "version": "3.11.1 (v3.11.1:a7a450f84a, Dec 6 2022, 15:24:06) [Clang 13.0.0 (clang-1300.0.29.30)]" }, "orig_nbformat": 4, "vscode": { diff --git a/Spotify Data Analysis/open_data_sites_2022_11_21 (1).numbers b/Spotify Data Analysis/open_data_sites_2022_11_21 (1).numbers new file mode 100755 index 0000000000000000000000000000000000000000..5b77ecf22d892ea75baee0aa1fbb56d51de5a426 GIT binary patch literal 352616 zcmce;dstJ){{K6Z3oHV}Wdw{A6{xhWEc_s4n8;mLc}E3+nR z&CL4D%x7j2R({VHm>~LR64J8Tc+ayl|M~zSDhb3b_1q-i``IEd*IgcRPoEiXdt_+e z2k7>OKKWb*OJ;-k7zw4f46O}CLJ^_Jo+n`763c`_|KGV2ihWiUSECHL^ywcna?s64uBr;pc8YrVz$+$&1ltp$s>yLnja zeJ|TtdCJ3D-@#kvUU_Q!G~LCg=^3mOOcP)TghB}5Ei+Buk%oG!gzL~WQ;;!8NMpXI zp}vE`I;kBWvSug1zf7^?L$>VrkSi?8+-Jv!{Mhj!FLnZ&5j#F)0)p*sc6`Wy9UtyK zkA8NZa6X!cb;2USzJDY7ujv0dZMjgmQnp{_z0g3Yf7VC7(`}*fM_Ph~qKX4D@2aCR z4;R@&gOzeXxrd8X!?`ZgAeX3emy$dK>zmT!kQb~B6-`kV%{O^s3fjM+#R z2;%X?*}A|a1@kKo%o6G$JJ9DsJ;Cg3q4Ym*cg)Vm{N)wOe9T+^V=)#lcLU4wk$GBH zC_P=}GsdE=KYDq3%gV9drWwnZ&)8Rk^*32AU%uROUp;1oA`^fXY&_QRYsV3ek>Ym$Xf0n!NwDe`+nNLf4@HuPY>ha8L@DThhqv4f11t1w)s4~ zxR{4+%6WW^Z(a>g@Tn#wv7X0YAzRVHGx%`&hab+I@!^LbYIyt)7tegc)3eb<_47pK zsRk2$XU-hq@mD$j?9Ug8_zpiUl0Y!UpKl=IFLZX2@SLXzC#?F`0iwTkfM`Pz|JxNm zO9bDpC{Gi9V6pfoX9-{9pCg)agh35y}>t3zn`B zevZxwKWCS%{8_>?c4EGF{yUt?5`H9IzGj7lzkH3s0_lpi@WB;p4U8>TIWCm&+s|GU ze#}7D@N86UV2u8bKc2n{^1z7rKmE8!f(`7L)hiZZ8+2TF$#RXu5{Y2Rw@Vy^pRZc; zEnH{uw~$mU;;;E(i9~;i#`mOf(saoEnw605+a)WP2y?z(vt|usIn|u!;|*QVwd7=_ z;6-M#l7mia0df&A&}HpFdyy|jYxUfAdfCcmyNHa@C6h&_$k%xhi!F^LBIbUru>i67 zOBT3UaCMU7SY`~9iJ3LbDrOQhnVD~iY|HpYl8+glfmL5!AfEO?S0V{kko$>5lSm#W zlFmf(Ad$2ul8!_o(*IGmZ?nvDmPEinGAW*lXX0-V^1ZkKIh%m7MlUp_!9*I^&|nST zh&=!tcF`aV3mCX?EF9qC^Z+-Y2e?T*9NOSn=&jw?uxf}Bv0Tm?C)AbARMNoRtsaKI+ z6)E6IJ4Yhas!4P_iHRq%@x)F~pP_%EJ0|ABh3+!X?bbG@ot&i%p6EC7hdtPY zuf6TAp+D@ufYD(i7Mf3)sJGhQ#sUIcESzDEW}fz!*xTeoV0+46VrPz~I3<CcQ@tCxB1tIgT3wh_j3*-i+}llJkO@?bL%B=!H2PD zX4~w(+&ka4Fms;WVKj64oVa;5%s26HL4@EAGnct_&$qFO`j@@!p3rSHVsUuEH#Uu_ zTkLKBX#N2raJ8jPSHq|Fwi}Yga7l|rWli&KFBe>cfpX^4HpbpY{c69xt)9yf`r&I8 zW%F%*{P<^kTgQ)ohKSjJL_Ye)rd>VD-d1VaF>l6PJoDA-w6ARJ^ELBrze#=wNvx_Y zZH68HX>Z%H;e_1^Bs8}eZ@bpsc4e?5oV4sI`rY1U&(|~T7baoLBZ8gwHg6Yq&R=Mb zgexo*XUyzvVoBz#>IyC#U6<^rf z7#f`a#@6}l4Lhi8;Z}>!Wv2GF#(m4+6L8xD^MdBv{(RAjmcw<`DtjBRla=4tR$hH( z=Z|JaMUS_)@fZK{jqTYz>0`}jrs!QU60Mi~0d;j z3O^DiSz3aZVcL03xxj8Ca$d_@xDidaj0~P_^W??r`L>5sOsiud-kHWbFX92ublCB$ zy-jJ4i@h!P>C#zC;DnXP$R@ILoZV`A-g%)e?QC7zTb*E4mv2EKKK}9hzs;i;f4vy; znW9?%jqNI*pQf+hh@_Hb=8i1S++n`O&=+7RFNPiP5OkdDrz87~*cy6Gr2N(t3#E2E zhFO4@;psCA3kv4j#6+|9ws|K%!_$p?A>l-)h0}Q3oY2gk$6M#y980l={Hew-b3zNv zcn~6eV~%~)4W@(-8QGSWl+4mh}_hk_-MYZX2xr5Nz*75ruH_WAtCc^TU%Q2bgSP4=AQ-eWW5XX z^;qa^3l`!Jm<5)?WR|s`iRYsIv%qD*vy74!SPBwnAp;l2!BPYubb*#4oP`z`971z` zuSC*yJEqxNjo(do1ISY;VO?X=xJQv|v!nr~>JlANbaq9g2bD^=N&0&$Hg)K6e zE5*x%rVVwo!sa5A&rh2L}RyplYHc#$zW1@H1f zr$GgvLO4^T5W5&lp(g_m`Ygnq0~LeLgGz*YQs~hZ3YZJst)SC-E+cE(I zU1h&sG;|~4^+qhX>LCiOhe9Dq7${u08>PZA4U`Vb0A+%*K-t3IP$V1=f}%h%phKV( z;co&(JWfJNc%uSwAhl3$D)fNm`cvQ*1ssk*2%DS;iV0!G~kwv6T^Yk*3&=m5gDAW|++}oUJ#FpO#3>1q_7Ye5|)o z(#m5V&6MzY0wmR7YjAW#_(K*;k%1wyo?wWqKp%k2K@&hy(0Gs~XfkLLXd=i0G#12y z#(=~iV~`oh6l4M#2a;gJzMrQ3?Us_dkK&tSHbOp&;T>eI91f7d8aO~E z>%}H)-+U+syoKCq-~i=$0tYBlKOCT3BXEGS`SZXZQIaq?K%rvc00oPOL(k%~S`89v zkg3C)IX8JIeeq2;J&~y3=?Nqqqc?efy?(yA^6yWTwW86&+sOijJ&nMZIu*2GW9_gPwxkFK(5>T{hxv0_Yn4U55^>f+LE>e+H;; zX)AgG>Ic094S+^KZ$NKB??9uVSD-=AYtYcrR>81xaVrBEf{Xd9;7$Q)zbCIgLTC_5 zgCH8HAzjA(->O#OgN|0Uj+w%tj;_NpH-0*6*;CNNs#jKY4D^}BvnPy zR3u$RGE^i}MY2>RTSbnmNREn}P?1~}IjJIfDsoCi@>QfzMT%79%zuiGlHhj9pcK$C z&{5Fo#jPw{c_SYRjZz_xX`pma1}GDh3pxqP1DyipgR(%`pyQw%&s0eiCuQKj8 zq-D&48)PMt7@gJMAB|!DdVLhb%w2U(Mb4{8iHek}NU=&B&Y(nzt6|^#S{1pWA{SKT zqKaHnkunu2SCI-8sZ^0F6{%K{%PMk3MXstyjfz}Tk?SgQQ$^}jIZB8@6?M@8hfS&~4Bos0_Hx zM&W-~hC?Gd3I(8Q0yTqLK&_yAAPwkYRyOK{V;86!)CRf_dH`w%b%1(6Pe4y~6(NYl z;!R^sB;lAj{IQwQ*uLOc-n8FCITFT^aF{J{B$6WsITFQ@XpY2iB$gwGIHKT)k|QdP za2!!{B%UJ)968L9BOFQO$We|YaU_`|DI7V*kyMVPaU`81863&vNES!3IdYsMIUG5` zkz9_PasDVM36u;<0UZPV?>!GaSPsxb|BI7^@*oaeBwxt# zJoX=s>&j&XjuVUS|NMCJn%@lkUkLP|6i^nZUctEe>9{YxkRwGLIm3~&96864Vvd~W zNC`(uIdXv`7dcYKk#deyaHNtWRUE12$YqXP;mB2v)Nte)N3L_EmLoSfa+4!<9J$4j zdXC)YNCQV2IdX?1cRA9;k!FsxaHN$Z_c+qVk^3BZpsQ2J0F3332XI{=8xTTHtOd+D z&MF-h+Z_BKFAkML(f;(|hW^KYLlqEL3915BgD!)vfUbgSK-WOmLA9V8pqrpN&@B+S zROmLS0n`Y(1G)=p0yTqLK&_yApf=EbtMsq`*08^I==kzSQ9EZ&sQShu+%_FOut^6e zZXwjAUk67t9C^r*PL6bOq?;p;IP#byJsf$$k*6Ga#t|(?o^zy+BQH48&yklL8Q{n( zjtp|-HAjXxGR%TaLWr$S6nNbHrCo{M5u>O#;*;P)&l=Bv?%js7Z*LgsMrH znuM#VeRkNSBaM6sdI;I=lslm=n-J6u{0Q_I)B}0~dMX@3&)}#9JqPuHUV!>RFF^yK zSD-=AYtRsA7&HQU19}U32O0&v2Rrvw%PNr{yzvJGfC525pkUAePzVSd>XnewdF4I>z%n6-cLJcxfO%AF_6s!cONsOArs>vZWiBl7Wnkdyo zr6y`MiC2>ZH94#%N7N)yO^&KblA0u|Ns5{rQVQDMB_Ngq(mu#y}ngv1)M2 zsf!;6`cK0iqTc=g*Nysro%f(3u*j#!#(m`;{=?@%A*ZH5KZ;X}xHbo|18L7!ijnslqlBQ<%fCOvBML`|NmNw1nbQxmP4JXez!YSOPJ zFV$o~O~`z<3fAPlDsg zfp`)UPeS8KSUd@jClT=^GM*faCsFaVRd>Pj?6yhzvlRpPKo$PkiuF)06yZNDdFcOL zD~=DMecu0}4gY&mtcM~XElhq_LO$oQ6HWy$_^E5fuc;Q(?(#gGjiCyo#9DJH>~z5l zwbtDI6BZ_@_magM4UFz3!+Nh!Ad#3_SQt&yyHB^u@MOXLWQRvauuEo&4d*x@OIQ_# zrU&85zc%Z_Lhr3U(rn|#lYJ~AJr2RE<( z_kJDR|4}ZjPY63O)?+0zn2~h`6Z>Rcc$(GYT+)+Ep5&6JxuiFjJj*58T=G1Z^yQKl zxy0`zkq}s&GJOA@uY0|JKSui7v@vgU$-7)KnoHj265o?#E?TH>h~C5B7-yJmTdd{t z&;Ft}d+z3;!-~=6ipMX7=Zjm$_shm%Pd)gT`MXH1A8~ zF2xL*iFV+S&aQVS@*Tm2Lk$tO(xZj{b&%e?u?^ZTs&r$Y?N^unrUHu0tz!`wF%o z9H!D0@wXmMQy3^K7!0h6JA6eGbd5KdW!&_Dzamdg+yqKA#$M| ztd=bk1~xg{iDrt-n87pLu~Vv&>OjmMynFmm>ZOax30Pvr92y=xb7dsw^%cyXis?D& zpOF$hf?;C-&vv$eo#wT$(6_DJ4k1=HcFt}r(B|T?%XVWJkS8pJL!WRw90V_NM|b1D zUYp^>Sih~T#E>~8T^hGH7mMhE_?`<#zp;sV_IAFl$D?2Ezo1Lw8!?L}VgpN9CvRV1 z3kHLw3|jCFHZfTYcXU{eMHW9nI)^pL#bpU(1e?!hat_b88Esf&Z#(d=VZQN39Nb^@W3mW zun-RKp#XDu0^gIPb9jHfHp2-v*?vwAAHB3$LW?`_XK`QYii-wEbNGL~wm~YkV-{2n z8u~Nw@SllC{!IMluX+L4wj2Mar}#0fWwqwviYF(IAw*^US5NV+%-wYtY+$;1c`o+c z;^ry0{c`3PvuAy&>o`7NiF|zpec?-ClZ;5dWs)ZUxe*j9u@;F0A|6kVn#{Cm{h8!u zGO0@@w~|SHGP#{h8j?w4GP#pX?k1C_WYU~WUS^UOxJdn2kuN+XHtl5RA)&M?PF-$b zdH#88n&H&5k-6zS2{MPwO`C3Q!n}WvS=x2zOMxtPG!0^xm?44P^xPR}??SW;iT)6c zXEXD2Z|h52lXJ{1)rWGzl)DG%!b_7AkH_E$H)el^`yTc5LyVcVf$Z8;DbMmMZ<+yvSu8X}c59``WS*{t zrhPa!3X2Tbc%c+oqNzwSDQFzRk>iYf8Idt|G95GO%|GbP?|WxnD-c;QCK4%|UYhWl zCk?C#DmJz}b2Mz&aOyx-?jd71I}XlvUp$v=Ag!#3iPy7?P&J<8O-(&r*scd>C2%&T zRC!h)J&}5(UThiF79LVjk+lSz|c+zcCBZ2aJ(qJX-?~dP%mP1w24Q zi2++`dyIuMBFXwYdL{q{lJRT3^=K3$S#PY1(ub(+LV8jUNMA=npko3WCjhe75g(|P zPvdw%d-(JsSh9W`-=P9Yer}jKRo_m)fSE&hGZ~g6>mc|)&6@f=!0chn2Fss$>TG#H zUt-2Jy?JPg?49dY2a z)dAS8HK2n|mbssyg&t$T!uGJ4L+-?OwiB+{f!OUESf%n!E z?;~qtodni;1^{;V5gIG&ov-1E*NPU}V@6-9H#(UIuNjkh9!Y}R$qO$au}TCXqbC)P zUO@0#b^)P=B@mO9pGyxyspvl^8X-nJ)^Oo(m=Q?%|B1gt<5w8c3-P6f|B1g#ln)Ti|6RN5JR#ubY8I56%y;v}P8b2zFI)o5PghIxMNj0`$hr*z{UY}>U zz}!wWLo}V4QV%W-kHsyx!;!@rJVCU6w@APu`b8Rn5&}#K8O%n!{aX>@Eu-=KA>dQe zqa>ijP!duSQPQJi1Z0{5h0-`mA5k))G?kJmrD>GRC{3p{p3)3TQc5!^O`v2)$(+(` zN*_>~L&<{DTuKuu&7(Al($|zGQ<_i7lF|Z7R+JV}vZl0%(ub6mP?|!?k&+FiWt2Xm zaLCzPBiO{27m(x;SGQ<_d`4JBJjYbnj3^b4iWD6OY7lhQ^?vnaVx zvZJ(#(&v;mQ<_a_E2S?eZKE`Yk~<|r$&=DtN;@chNy(eiJW4*4zM{07($|#sQu>C{ zeoFHx{YJ^2((gdh1?HcNJ`>rR%{G?A85#*0U%VfDKZj)y`2P;ULP~*@zNHjQX%VFm zN{cClQCdPNg3@=C4pMTY6isOZB~pr}ltd|pQVOM5N~x3%QA(#2M=6t% zf>JgmC8ZonDoVMOI7)ex)Rgim#ZxMvlt8J7(qT$xDIK9yOev9438kZyE>KFMbcs?j zrE*FslqxA5qf|{PmC_YTX_RUxrBk|2DTC4tN|}`EC}mNqr<6^pfzokGcPQmhYNB+4 zQVXSAO7|$8q;#KB9;J3lrzmMCZ5dy zQa`0)N&}S6QyQdHLTQLnDWwrg7bv}@bdl01rAt5pU;h3wb5uqnbp}{YNoRl+lynAI zNl9mbRg`oFSWQW1fR`!h4DbpiodI5@q%*)8N;(6)MoDLY*D2`?u$Gd}0B=yz8Q@Jy zIs>euq%*)k=2PK^WYAERp@F69g0d`W-8DJMBodI@J z(iz|*N;(64Oi5>eJ(P3?_=J+q0H0FQ8DK9ZodG_hq%%M*C7l62r=&B$K1wmLO8)STadCLg3LJ0hvAsD6PPs#W9w%I6vl0S_Lq!dUgh*B`6U`ipB4p0iC z6hbM2QYfW^l)@-QQwpaPODTd<9HmG~N=gSQag?Gc#Z!u=beK{Mr9?`xl#(bNqLe}@ zj#4Tm1*LRKN=liORFtwQag=f>sVU`Bil>xEDS=WxrNfj8C>^0xL@ANdSxQGK6;n#0 zR6;44(gjK>lrB*^MyZ@qDy2$FX_TrdrBk{>DT7iCrA$iKDP>W*K`EP39i`)x>M7+= zYM^w2(j7{N(GcUDHT%crc^}fF{Lw*0r_@iWgwg<|Qc8oAE>Iexbdk~srAw4__E$zpXMg2D0$<_&Z$Cg4 zG*V}Pm6UV_SVc)^fYp?A26&m0&H%4a(iz}YN;(6qp`0U1W#f}b zKg?Ft2AwJxe0qAX`7a{*^<)3r zrw@&cXG_jC#AO^l*EtP7rZ?5q&1c^yuppd^OEv3}d)^$txLo)9LrtKN_=Lh0&=Q{!a$Nu(?bm zn!3Z=YquNxnu1>cB;KU?1N+qGpDHXkA6oJqdn4v)O3VEt_uH`f8WFaIByCvRjCTa~ zj5hQIRhOh=);~MV_jPsqAqVrni!dw@uyXCs$f>)r<8_n&nGi!Z?MeFmoU;Djs~G>x z%HaHG^n6n2sfM@1AvHsoeK;EPB)9rfA$G8}l*zoe?%D~7`nTZ~hxn_^AxF zS?23R`Z9N!i_C-OS5LbE?Ff#0ak@A2MU*XDmYkO!RsZ5v8aDr@NDq?j+>X}^^rf;5 zXv6wkKC?u$$R(GbX~Mj|&{*~8WIt!jmPKSeI)3Uo;Gs5f$vd;4G?WT34_zr8+xskUJ#wpoMO@Qc^Dh~xeb#=?^_l)1a?0^{+{azG-j zEAoAnlGPVn5dN+Ovky*owmrHLr&(vdQ6!SN%lFDWH+j3^DrBg2L95bFpO1@rUwwEF zJMuQ9?NQZ{7m3(>z185~>H7-4mES5ppuNCHd})cD&KZ zK<4gV){5NAHVMSiC!6&4-amHmZhGjm8gI5QGP$;=<(^7zzE&iVx%+rQ)hG7v;IBzi z*EZhoD{mjeMwPyN%axYIS%ZZdyyA@Dc4M?9Xz#6ugGbWZj@{VFMxSjRKH)$5ZnF6X zk%7$9b*q=RYzwTMjn%ecuC@EhgWG{k@4sR@%BrI;J!q)aVDnHc;zJ4HQsbc+{U+Kk zT6<5Qk%>0Ac=K18GTMyyk$z80N_ViWr5Qyf)lFp~cs-r@vQqq_E*^c9q-=5xqH=mqK({`}y=o&sr59vqjZ6!uwA}X@;=*E_gWJZu`B2kmw1fRP^1pNaT2wi+pwTlB-CzelKDiMN78rMVZ-MuiN_{pS}UD>DKE9AtM2C&3{0a zN-u^~9Sw@}pTjoY@VnQiC>*|otEQWHySsUA@mc&ever)5bG)9=>-+9A0==3Mb*F)Q{7_<`=<$0t5gM#WQ=qzU`uX4$a|HciTwoX>dmG116=1jbqZ#C6#luXQFn`e zhUns_C*Id_m+uT?wkk2PP5m-2c^!0wrS(apEky}ku597xwa&AZmn-%`1MQ1@eYWOI z?^zf*3wugpLmyme>cQsXW1_K_tgO)|{YQ9?H7AnlZbhWFWA=VuQ*TU1&vCadL+oN> ziKf%W68^ruV>Bec1X}Wuh+Ek$hs%4g!(kH_*(RC0S5OwR)plUV@}mQarjzkcr?Rbu zJq7pLhHgw2Phq4kvaQhOW@wAi+Rw+B=)+rY+2VLKOM4E5Jg8FNR$oXj*}-1PX*==q zR>6Y_(4{dh(A|Q4y29t|;3+yC^6wt%jT$JIwD`f5KS0z|W1KajN<7m>fqB-{|i2ztm>I`nO*{ zbLM4tQi7z(h;@;9yULdn^o90!yw^YZ{J{gs-KmCbeRSNBdw!WAW6XaR2_TIdWNHrd zG8+Rb0?wvZ9=%}0zTmDO%F2IG@(1+TLKoT93`DfQAjga6FIGez&aZK16I8haTx#@_ zNwS=&E^_xRZo53-Dqm`MWB0S2g)JqQvXZVr6Dc1}%gS$my%PFt5hQbO%tG_DmylyZ zVSMz_Gx<4xWBYq+qZQ#nfs@5Qh%H>?&|M4J`{H#X%{h_dv!T+F^7e|(FW9mHRg>oG zvwWA13OWe7%X86J+7GbPXh*BI?;DO@@>_ZI27cVPI;pxI_f=fI{0w}lmVk5TZdG1? z^G}-rBX7BfyrUU?tBuBvs;Jnm%n?oG3(RI-xOOy2b?2pcH*CMVc)RU%kx2r@Xpwd! z@(F3HNq<#zza<#6A^F;-qt%6xpPKK45_!A%xb5ut11;{3!Fi_4&48+$3y%UW7h<;b zVafCI!k$Jsv`E$U`_ZTG_~*=FFLLeqBPD@VyUnd)jCRRAy~Mv8p{3f}$T`iF-3?EC zm)|1UM|3RzzWWYpH(}1?CD%oTUp=&$Ev_l=x_$CwY=#G+}$>Nd3(C~VdSK3L0b>qc^%w%q4d$e*q4ve-_@Lceo2dAe9?22d75{TTHa_i{1WFy%nwlOKT@g2xy%u)w zuyQo**mCm?csC23rMtV>ON!FPZex+t{Ye&%herbMaRFJce`f>2wC5iOgx*OK9~&<) zbTyUTUl%B^&KCd303t3C0zTJ%`d%^*jjbu zkj>)1vs>X;<#KWTSoAmTMC|w=$p7?EOY+e%Y)Y=>NChJJ!!!||?WAmDg#<<;rzljPFs zy3ELn_Z;k}h#-x(yO)oTyyF)7yVhIZsVe>akvo-P*=?9@ds_DJ?chN7QDaxBd?&ru zcJX2(^fUOUPDc{kYcpdGoEgRJ;U~A-uXWevw}>Z;r|Y|J1t)!r7g*0)tqpdJX}^~q z+}=_0clLb$rJG7+@{#ve0Y*YdCD}a|{X<)dHpLx}2}!zi;@COxOmlC)%6(Y(d=Q(5 z)1OWGPd0*%<+#JBhA+*m=!tt0c%mW_TI=JYyn`ompB&f&gG$V)+Z6$Y6@&LMoAv&9 zTS3mFeuX$;oYSM`Q&Gt=CnCZ5x;t1^bhQ%^38HwwLetX!u5P z?La}-686gFBd^aKPVMhBUn^sxilBMEjx0#%x>@;pzxWdt zZ)Ch>n;Z<$dgzB7YbpjB-?rABFk=P-M0?gR)-zf! z`bD()nUzy*rM7bPu-};k%toIp3w-fL+q0?YGK1FR$SI!iuNZbxU$xZX8_icjuK8_# zYGF;~4JmuFv0M@L=qY%aFkx`@^7NFu`nb97@`1YEAbnCQa_mgaj_Zk3w*0_q5>Msa zZ99<_Dt2Zp1+HFR+ab|L?OOgC-{b0rxHqZIFTp$Ocvf2Rs-`6l+$DU;5_ZtNb>CkR zZ(=(JM+2OImKcdl%y4lnp{3GVJ~3OdA!Yx*SA2C);utrk=FfWa;gXqHtFCM5!(x!aCmUbLF(>S2G zT;960ON=<#y3)k+y9L>cB`?U{8T1|n8q&G~Z1?)bp3x7rQ6r)tWNYCnr*)XvburkQ} zA-*V@zutw<4)R1Vc`hq(U#baHR@@Mg9(F?gFZSFs?ScLtrFb2rA|k)1Hwjb z9;yao_dWP@^l8WCiah+CWAcUL2d-4)rLJJ_DzvWx{hoFeLY>~ve%YDuy7TEbY)Ree zH;?OwUR2=mE1agRfjl%fG$`LIvXmCA;z8|jvEPNO@FVcRu|}@myY`Deo+MkP*&}ej z7T5<9Ox zJ9g!PW!%pDuEGlE_p@4mH;ji_wsj=No%k!3Y&>w!0+N1m15 zOc%46rFG@m0V%y5*gOgPgiSKZJE?^?Jj@s@I_NS*!0Zz3+}6Nb)+KWJQR?Vl_%6Qt zUSaRoY{un`r-e~vHOUS$_eLLA`6v4KYkFWz42`Y6+mjo39)lmn+a!mKq?IilO*fj8 zZp6a$31T`7(P=Ah4R~me!6@#?#pWiP0SwDle9;&FXTOrjCP1ZhnG#! zTSV7%HpzFuKVzZ)K?brO)~|xqlA2N9hc&~)yVQt% zaB~%JFhJY229wwSAX?ORbGSM1z*RRkY%rrK{ba!{MMtHP-lkpNW`SnNQ|lsh%I`Yy zD6y;Y=o!pL-AjA?=Jmtj!{SiMOhyi!m6r#&(L$E%pNm%yeQL2m#K<>!czK##F-2b5 z3gnc~UHw!WT2WVuS#3p3L~(vZz%fb0w5f6rSQ(PpdV6`u%nq8N9oj8u^-dwa!g|2} zp7D`*+rVf#O=BT+p8nw!@Yv;^J6*TRHzix3o!TJ2Q*L_KQANwKO6Z$HPd!m;Ulw=H z71v9VTzr14(GGC1unTg~P8KfvalH8AScpD3UJ@lnKH%*-l_zy3b)-J1z6>s8Q)%Db zl;YkEHh!$`t40#(WVB1Gfzcr-`|{xvH@cudcu^k`ntJ=`V3+u7R;n-GwR5{{llWr` zv`0G$ub5#t8@$iWGB@wdvc1q7?T6`v^FKru;K2zu!y1fugBbZc9MODgka=z3V&v&a zEHx%8K<<1_fuPtb~TRI?jIAsJ$+|6!(f_~GU;yJcH zj*h=j)lev8Ba*L19Jv3!AWQs}jfwtdcleh;68RMLukM))xRzaSq7<6D@eN_%^XAlD z>m4|(SPp$s+J&kIhy1#8I-#Ppfk*nPpLIPIXO3a`o4v%zrby+WKPuOsC)a1eJ>KkX z)kj^+-?eu5m&ByTzT%fROUhu*k=A|YT5*5+6mTI8gzGKbcDmB_rpvfYBNsX~HeZiA zdH!e{c+sJkv+FBUs-N44r;cSed&@V;J1$GseuVzeRw1X+W4A6B97(K)bjO-g-}I_3 zU2}0*ZL$SiQdc)|krDEhjnnKjcI=AH%Q$rHQ2P@0cIx@m!E1T%R>^i6ZIOG~N|KGh zvyATl5Tl1Hs%D#P5a~lSd}lR8{M1Ubi0Aa8>s9~hUf%?m*^O3IY42wRD6+*qjHL*Y zZSj`v*eWsl5KYzw;1xej6=xZ;5beE1{Gl<*0;kVdxYmtzj62(xd#b9m$AUfapglY> zJ0bXv__%@9mjdrCHp9rTe;7N~XkPW+R8;4>vW>?R@_MeEYgkw2U;>Lz9x_kyA7;oO zZ_s?ecYIU)?(mDj*LfeXfyED>rE-aWX=U$OAG?v}s=Dx#Cd~X~IgjSC<%aX>*cNw{PdwEK}Hb7GC-+0b{*iMD+W{Vf} z7+c(2tHP0m_LBZ;w@=Xq>}s@I?(Hf0(3lahj#{nWie;0b?-XwFzS@giv{rbsLY5E0@7q12PW%~J^*vG!@I2luNF#NvI;G94%6TcNh*8{!nyW%tV8uBk* zoxq;CSvr_?d3bdCVh*NCa#z1k;fw0)H9zqk{hlWk`9-`4_=b(T;d|@y^@zf&ekN1( zw(OF-L)8n}P$-T2$=IaAyt^4EVeCFU(0x4na>oe=^A?^+u%+^pxM&Ql1z_`QJkb@N zXzkR=M!7uE@y&jwu(p_f?8LK?!qfgRE=RsSmoa)uU1I5CIcFso$~`Ko8%o{IUQ9pR z-X2kX#a3dn!pvy3$K*9I$+#4fUz2pdv0?$+HX3xg<^988cggA*R&=-yYA=2s*ISWT zjoHE8uvftaEzgg@aIH+xJc|sf?tXyTqW1LY!a-GYEkvKcRu-n_$}(<%U(gag8v3HC z>8@Bdc17Pfm!$?qux`CooMt7E?G^7HYgMYb%X92X8dde27`WiVCUQ5*ibfKmcpY2C z&n8KCd2fNr2nQ?Ks_%63^4p<^hrZ7=nC-arrgJE=DYaH|XDpp*xVeja7%=z?k<4E3I5ig zpHXA~FDT?_W^7?ZY~V9Hc0k$E+ZJ?VWCWXU7KyjYcKPhI-6Xf&DHl(e4LLlBw`d+= z%jCkefO^&O1Bbl@%=A9`BmVxOZ=&X&V^L{8`0VPg6qlQudd$R$0ocB z9F0jVsEfwtZlZBpeSCJz`|Ptld-lxm+9Z?B*tGpK=xX@~!?4r;({BmNzIHaS_j5qI z#NQAU)Gy$#;Pk{pjL|mP4w;n=I%Z{~DHS>%sX1PFx3N2PJlkK}9DkL&bz!RbxdXdR z?hTJ-xe*$MhPjyMkOD>B1ad-Vsq1nPEnU%zlw?IjD^L*s2ibY58N9pd13XHK(O8H=>(L6cWczx zDZ4+FtI6t00^5)6XzQv?eD&g$`1di0fo-&1uG`^X!JO!KK~6&r2QEC!JACg5W~-km zFGi-SOA;5K6>OJ_{iee0b0PC*d5e_qlOno`3KM^2gN_sg6dox$C~-3qY`3{Oa@H-tt5U#R{R<@KLKPF2Nc z!n#rvu`mv|amP@J1RkGPhT$LniFb`h1yBOVoZ(_knIb2AHT$;z-1GBEH!svW^a^(MfgXeTUq44snLs_w~%hK1bYQL_k>&@-xlIpw5-FEDE6E9)VS!nrAC+$vF9)mvk=GC{kg9-WZ4$oMjyWGnYUqX!zQJTAWRa9?6mj9{hG8mo8Qi8KmPMlEu zVEzkix$X3Uz0T(_fH|Ieq|6C?*pa=MjXQH)QGWGW(O~iv)&Taw+|0~oLUGSoP1buuSKj+=+^z zw-5_fcut)PZU;CCTQ|GO-NkBSbOBnnB{UmV`Ne0!O^;x4At^hc;`M=}=jX`Ju&|}- z{C zqtLruf2+J&s5;^<{(KVh5OYh#F|*MR2mQvN<`vq%2_&Yg`)4zIAJmJ?+Srsknw=1U!Cns3rCv|Dm~1u2NI*TiHwNeo_R*~3txhtawg8hy zGo#PYEwEAr7QC!mGCE!CF~ta?_etJbLiXyxOw;s!Iaga+`N;Rp%dzacfs?rvqZjMG zhrKjo4{`h$sVnTc%YA&TK0>##TvLr48}d}j`t)Y)81~qiz=X4@L)sFn09NP$zj73p zk3(1b^+YSS%qUyTddN4qxtg6fMGgJ1)NXBN)hUpBn;jjG?m+FX@R=zdE4K8I`&6ES z$9xxzwF7SrZ%(^&{?+4PmhFEP^6d7LgE{uF$EW83ja8Cq1wR#Bk2c+ja$E^}K`*X# zMHWN`!O}>1;?a!2$Ac{r<4+wMW1e2Dd3f}}Mz%8L@WrQ{%{ed1W=R>CJZ^Q{A{jpp zHRFAneSD`U>HYP!mkPs+z^Ca@^eKBD`#lz$i;RTe(g-)87QCT*4qg-xbK~xC^@0D3 zxHpe$;%dW&&j~X+3CTDKNeB@zLBSDC2q=qGP*4ykprX*KRXc$IK}awQh}}fRUF*J! z;##%t`!4QU_kG2R;x2W!t=o4G_IaM~_jSHM-oM`d3`1}3oH=vm%$alUb6?jbV|MJ^ zF@NRsSC79;=t;n1*)^D+MWO4^tO^fE8(q;$2fNd-`Czj+)!`xN7QBl0qol>Rf8Bp} zcKx_P%*MSZ%ZDCV|J)+pFLeUKOYtHQ!R|T#?jM`}AjM>scotcmPWZ>U^KSPdBoC)~vt1hTr8FHNWQI(`)5Vqx^CxYjH8nY0w>T>9ugi(hVz?ZMX-I&gR-#CofOl zyr7S^G;Ss1blTkx2qxc!``g?jb@kjQDIJtIeZn&-vdB&^ z?gl;KK0H$kaO%_v&kn2_{@`^PGh@|n<5!M6ckdCV`_RfFdtr{fL_ZfjfNBpAC5=1$ z_~G=;`_K3=e=R9LzwOxZQSIqL61q(rbrT7C2%UZ}N}=*7ibRj#X^bbjFB(4i`46uQgj&jajy7+Ao+k1mGNLp1sIo zxsM)0>d6sE_DQ+WPRa)_aW+#7`$|^DTM9jazm3I7%Pw85ytn%FY&G-e{Tt)%Zap>1 z*YXgiM=p3V7D5Mm3iUpSQXibY^vkpA@yj64R`+xLrN?)s&u>YiW(;h;*|QIIM)lw} z8Yk8MacIPY=^NI($ISI}_x`wj_V9j%?hB?-k=rKgYi7+?)thHn~z>NIGFi;%8W&0H!Qfmo-2?x0xz}Qh@SH!%f*|Um(^a`xhajQ zAM^M48S_rRy%)EP5!*OtzQ0C>UO@jT$EmY+PrmW`uj`+7Vy0rr*^`yW&fGeu51=R; zN1th*&>8Ilx5c9LQ3?tMNAb51O(M!Y>c5dDEqyWJ>ivVG{-T&08y*ZBaiI3{b^S0+ zV;fh(IUMvd2EBv_GHLC{V<-QpSa~Uic|7IAw3_;g-}C50;Yu67TlsZ;S`a#vajYW+ zK`zA*721b4*S-~HM0;rN&$^4%IOqYF>@oerD`- znr_ohX|uTUEe?8~RDTt{hI>6nlsf6r&lPiCj=cz}RVOCgeL3~c$Km(%*QiD|i{euc zDDVxmYzzGT^#ey{Tzv7@T!@|Qzcymy#+o-L8SPAw#KUGOg`4>n_mhqmNh-`U1Er6# zi}v$M>h_%zu3l2Jb(2RQZdU)CT^^sJstMgX0Q2W`iHAaw)UcDb=TPJMriz;`cXv2H?4ek zVhL%pJ6v>WvJN2E+EqYPjQfxAmrlfzakg%NWKChZc2`jsR#)%ax@p;m{V+%U^WC^V zt7l!M+sC9&iGT`btkF^M(#VR6^o92Ulvc{o&!uRz{^#0(9^XD+u>0cF>8D05hfVpb zQ%>%i_vhLHTDwGK!+p^h_?T-v`gY%4G4k&F>tlxHFe~TI*;_Gs(v1XoNzG}&d@b>? zx26ZRLQK8Ccly3>I!zHtMD|>`f()o_g-9~Y+>Vewz>+#!9ZuQrN5G=Db7Q_zU1|8) ze@RsOt@ivctwc%B_rKe;a?1QikTQ1t-2d-?u#`Jrl{&wsOVIO;LE<_Utg&}=? zUyqDdCVqKj&$rUmVl+OkQ|&k+b^osQN2}@~=L<7Wsy}RA`g-WlC3KFTlCncu2d7@m zzuK%)e4A{;JrweA9^=!{CPf`DXI`8~5J@(O62s_(Iny=^ZR|+o8B{)$i}#Y#z00 z87%ph&fNQ^e95rddkq;$guPf{>!uk5?ed+ZtbYVaeJkm2-rF1&nN=6wPd@zM{px)% zN?!YG%H8d^>LU7hYpN`QQxM?u8&r=-qh6(?ZT8U`zgLx-so&7j_J}i_rKU^|l ze$D>!Sa?}WAxy;CtV0xoJn3yM;Z5BG6YF-RAIyUXwy_=d&edD zqK#nRjw_8jh3370`R~iuJI`&HH1s1pI9n%Nczbc_rYU3S9(pNJ%oWDj(R_G8ZH@Vmh+10EO=TM@Z(+GvHNegZ`(G`%G|nn<(I0pOQt&L7dqHrbXaMHCt8U6@zc=9 zj}|OAF#hhe!OZ=22S1Hpv|;#PnBK%F!42ZGiXX$ExP>on;?!M}sy@x!estj`%-lb9 zabEqow~KV;sZ_BAR*MYU0#!}VY-EB29ci(}W^>zhAj*#M2CVC`}Yw)fo+I+@*YT zjz0CV_Th-XSL>OH&u&bpJ6|{RYw}w@Yr&?ru;?bZX#UBLG5*!BS}ZMw5klc5NB3Uj zdSrZ5!MlLM1L&A0{GxdoKh7__FysA_>3^L~VCv3Xnpr#l#EhS4C&h0r(o{KlwJQqoSr8s)D}vV#STj@ zY#+KE78W8qL)`F`@j0UB@rhcwN7B{1$L9S#ePJaelurHq@-K@oy?UoumPa)zhMr-g z?+3ye$J1-ZL`xw+SWFk#VMD~GxDtU@;UTrlaMFqM`xaF!s+u~8nR0o~!iuwxZ_S`b zH$`GH+ZRIBZQwk&UmO!~OcSO<#(_$!3{ix!}DFgJ9HQXf7z`fA$Z zaWC${&f~0Ur%ybpez4fmNeQV>7Hb|or!86!Z@r($r1SUI|GBY###WNqGGRvf-k(1_ zX+=K^CLEUXzCh^Qw>DFh;h)k1W`+=DhAfL5#f})X2?n9vDCzf!#}{53J^wMmy#0A= z<&7(IKc&R=qToSSfAuxm43FAA^iBDJzv@QLzjgTqWd9vHa`@H9>gWBmYTNN|1`7W{zzlO!2Son3sqkwfpo8x%+O}Zbi-#Z8%#!)5 zPMux0?#Uy#wdwBx*=uX&&N!Ze`stg|^ZofQv-QPKxYwDr=l1?O{rM%B{`|dc@4g%F z_8o1bEx~`lrjQw)){AHx=C0XEc<08;VasX%;XkULKRfUQ*6JH~tXZ?~*T=@%OFn9h_~m`fh{RVzD2vD3v|An(3IPuog|uXB%~wXo>RRH?S@CN z@c!^e7uJm5w$nbs_QvT?JFWH-lT*CQ?S!>bI<{3 zyB~47y|s7`F)&v>A{y<5n5h;kZtyF})*2y;TbH z8?Lqn_u4*n+~YlO4(`5*nUysYhHf}}|4avMUp*|;^xuD8iT`^4uP4htOxV|idGKb# zr`k;mc8pT=Yy#DC(mkZGGVNFU9ZtG(Z20AukEcG*glYMjt&^7C9;u`442(jMiFU1F zx$c9zPu#ue*pe}i&%hF7&d!_5wmcX%U8b!rrqlbE<$JkF$34N`~Qokt&+ps0GII;&|e)5zh5ZGW8@)x^E2^~D*Xo&9Q2J(x{t^TEjW+92BRUAfNdBzrXV#y6^7n8HvvlILm&1PD^Gh{`l&!{2uCQnw zIs^~tI*+WueWimW9!^E34jsn*u4OkeU(d?engmADshCs*x9}KtBd(^t6#bTXC==fC z89#XN+jCBc4_L>{L?>WjL5aTIy0T{Lh7fK7Hi%%I}ybD<4k%^Wm<^SLwePUkPjixm?a1dR8ga^EAvrPomVzlRw>h z@bdZSIZ%-+Ten|a{L9*vidUJ)Ntb!T0`nVKx%4@brfdvd*X2@d2t#L}A$Gxb-n|(g};!qs-M;D+n)xaVh$&V`#Z_eY2?TXt0=n}Nur$$L5c077B z{`s;wZJ6`-cRjo|>dvo?1BX&pIAzBKbQwA)EW|g9eBs^iEVRRm^Q{;b#1NaoS(iPf zFcdoJ11(XB;;<9i>l&;uizltzS-y1d!>4dF)~u{rJayRZQFF2O9*jb;!c-)7M(;R{ z^dgp=Gv8VBke`=u)bGCcB-!o1&+GPH;rpLk12|EW(I*q0t}q@2Z^ z;^UX-mOiOAUsPE0;K98UA4U!fWZv%ieeSK{7wesT+BG=2tcqT+H3?NbDbG5O(&zP6 z9Hme({kvavFIYjB)c!6?{cXvVMZ?BEuB*b#hfVjM9=N>Wet6w04+jdQTGKWpCAqd!lZ*VwX&ayuM~ z2{FJ+)W3F=?r`u6tp{IO{{OZ4InYARX zYBJ$=sn>_1J9uyH3!L=k)7sT@pRPZkV2*EEH+SXpngy@Ld!(hX=}7POLw8{*nELLI z)oVYEt+@i5-mAy`cKpbRKM%B~cN!QMOtLIX>roxt@EfqaJv4XLr9F#I1u!*JPLJO@ z^wpbSdWc2}d=*2qM`?KZ!_49I)|fW$4T$UjXd`Er}wXD=JtV;uWxO7bEJqqBu6gAdj;XN zKp^2UbVis<9ILxBqVn~^Wo?;x%MaanzN7Nhk@86d<)RIgnn{4QIKQ8fw5R^Y>Zw1^ z-D+nptUbNu*|}45JCysuvft{0?EL|#b^TnQjJHL|p&yC{E7Ic7Q@p445P9bHo}KUB z?LSl-!<@M@YFz!a2{-$~VrT9NKL7`Hs)a7*5i!DolrlB1Uu~X4GDS%*O^SF-g|y{&d`gaZ^ACh?g^U? zY~MTc{NlJYX(N~2OfMS@Laq^|2(o^ZOyCE>C80C*%@H+upCf*&t<<5!KZ{fi|we#Ml10jnYLH@fGtTyQ94htlu*0Hc5WV!Z*%zUIphQX0FYZtN;;vnKyM6Te<$EAbz3#)zpBJoK z`s-Ahp`;|t@D$;m=r6vj&fNKD<>^~<=Ri*EU8}urm@TI%vSgK8vPA- zf1fCI|F)wK&t7=G55g8p-@LlGb>_LfU*7IcxO3DoU!ZqzANrF?i!M(ey5R7-D_<~^ zW>syzeQ`!*82zKC)IHF_i3gzf@VxIvniC72PTRHeAib=Q?)ve^cVGST>-6??mu9|h zn;{Hde-|8R*u#wwlby?y*p$~Wu8d9@o zMEY7YKViC?LO&Ui{$*P}tn7BU^W0qd5j2c`8&bO#r`8-Ey?ob&B`aV|c(i!e@fC|t zPl%+Cwf1$pAOjrIMqwEJmC)V(bmzmRrS(_dmZzF(wr#pHdE-># z?Fki?ZW`aP{%+}naDcc3QZ4LmwJjeN)z2E7^rmug&B7N`mP?o;)#V??POcu>z0XEN z+*GOrR(!+7XfrJr*Dl2wXHsBx)TqQ_vn+jyM(CHtlWxqYT|aCk$2^_!_VW1! zm!A~K`qRNi=))EKw#Tz2i)WsFdU0NF=D~0EcZP4QJS3xIWKgn$RbFw1KGp15qyr<)V2)0K@%tgte})o3hyyBc+0K5^mA7k3u?0&(=; ze))UO==+yWU&C}wGiiy{k*A%cLF2Ibnne6HprV!>tGZIZXMHI%?`HX@?Yq{WQY+M1 zX??22z9lepI10@c#me4jJS-Ewz^Si4OkF;C!IlR~~z8jUQaW^yp zZc=+pELfTHO)+Wlf!1UE9sua={u0?6vO3`Fk zt!CW$hOV80N@-QB|ITzY1tOVwWXipM39AWN2SxwLkIITbKa^&if2anDyUn641jITXC;lj{$bh|`CTuSfBC2UT` zR!=k&zMay10DV$VmBR4$3OH@(3u0KCW{AA_88{dV=`abJg?9j!Fyrnh1_r{?GR4#p ze3zL6FOV1!up=x&TjJ ze^hp9`H&s0I}isRCJz6e4x)%59KC+BVl)MzheVt@Z0_`7FOHtM2?4CS2isQu`fgQq zKpa60v2fZ?!N3K#zm^c8OX)v%pv@X;2xN@)3xIgUzI%|>zJ25QNe>oXhkccCZ|=1%SSAdThz_iS`aZzBuANN)V9}2rv}bb0xeolq=ivGrF28y6d-cO%dd#wj-U{K=z$VM-g z5wV)v1=ki$p#WYGe}8m7yxt~kT{hw2RW6tv^qnI zIPKarXy-e%KM*bcm-!hqV+dU#!9{dQa$q7fV>bGJ&E!eD>ZYHrxDBI!_2c0?{#>x+ zJJ|e^LJc9OqKKn6cIH#3boI5~Xl2UNsdUd~WDeoXr}1ETq^IB`wWmZ`S2%t*0=@#M z0GNK2&;xzYG;U?>&p2a;oXM8ZkOGtHRR7ckar8Y75hHK6+%Uj!djfTEyT@meFmp6v}bYiPPw@ z60|_CgIIY+llI76b%}y3dODLrRWR_RHA>z4al`bL>t@weLe%c%<4?~HRSs|2Um1u> z=oWu|qbR1H89&qLZPo-d=2a*p8WbSLVv1@YUTo~+3C)7#YShTb6A?fXN73mYr5MI` zndEzbMFuyyR~dP~GV%rpNmWJO0UoGsl4g?s(O@dDw1v8}iX3$^LE{lfdigf6LTVM1 zV%?%Mfe3YqKD-P;@Y;NL58f!`r0&OCnyC z(YOAa?#QvgTQbjE(wIW3XRGJO!7n1!r2QYo=<~lsG4QbTM4uLjbf5nMF8}@G|CL{M zh*2+%2SY)l0Tnh5@QH^{9DF*#rz3n~;S&R&4p4FftsCuRgv}3^;(1`wr?L19~o!p z5+7jHMDPUYHx^$kBUqTj}MKEh~i1`ph5vaZwOS2(8J&&;3r&-)*CE*pM&d@ zP^9m(*Kn20P!aS$xJu}MaG_x!NK+XZCF+DyWD=eq4gv4kP+%a-Kz%?^pfb`-P|y;^ zpkM;BCRLGR;Q-CTi=RQG%z*>65HDl`t+Wyj&_KNG88njVxG2ga-X8!2wgEYSgc;z3 zNt<&(m?%yJwK(EL1W8XS0e6ga$q12piT7>yC}1>+viQh6a1XjEPZ1sZk{96+OG zhsc{*BuH;rD-ux%RQ;ey;NH9dcep=)i~N9Xa><4@DWPbR0`$>_c@Pw6jE#i@+`B~{ zv)5uta|*anSrmrbMB@O1E8j*SqpM9apoko{2BZd8 zsLQbA!G<(fD3io}2DP`z7q|1}Z-o)y>sZ;{m}f5uX_MJg*T7@k;N~2t3YO;Nk1h-?+9qKw%b47eRpo7~4p_ZiO)v02h(XfDm>%!A0s6#sKI>2B8_4b>PL~x&cElqXK8KA{X;DclNjo@U2yiP{vkk>uo`sx6evMBgeubC@ zguAK-u7)fpvyl^PD5I^A?1a4;W4^1Xu;3CN0u+Yu$bU?m-wic~d+mHx6n30jrBAgtn3v!8(K-o7&~Sx%bWxt1F~C zRLALaU&=X)2WPa#4e0R9o8pP27iG+K*v28HO&13!>h{@zo1|fIAIR}aXl0m($8DmZ zZDr#$IhI_`UFa$pi(Wr7=MwuC_DybDtO$&0Ptn+tK$Kd5kv4!V=B zE1#~L6A_8=YzFSKy97UIVX=k$vyo)^jdF(MiNjhLY@j#mfSe#pfhT5onv!TkV=~Dk25-8ILp#7;d}GXM$mdOw*!-Gs2?>8-^A_zqN_^pd)uf4AS14h$!-3tH~Ty{46a-DJ-%wz^~7Hos3 zumK$H-WYfondNFJPk5p~lkrIemjO`cu$g#JdyRoB;CVo*YY3xR9wddK#8tJcU_8{# zT5)DIOO8{*EpXc`IFYg%t?>b(-kC%^SKf)ru)9ADBI5uqTc|(W=KxZE#x=`J$WV?! z=J?Ky+zb;B*(R2V_C#R4$~)Bvc?}`J%^cDVMoB|gJDM2tVJ0A+haIPy0CwC4I${opCvySh&;Kz0z zmtqO%;pu-p5InqqEha}OVHD2ca_VkTB}Q|6KXLCS4S?eC{rXXW zj|x0YYDx}cWdnTJX8jJolEv~>l4+&JL4`T^&ygIB}LA->A6x5pMII~ zm@8NL^(RVP8Q-Gx8V}#j|KNuW)8uJ{F?;r8?N>C_nX?5SpsKopf%MXEAuP7&Z8-CX zPMv{30g$|$A(hjmK?l!|KG=wX*b=O@mq<{ytQA$r6_G7(M@DC&-aSxfMVO4Rm5I{= zmrHXju=cjlItvVQ5WVAEOHby;qfQO*TZhh`tAoLwhfp2+jZ7`~mU1wLRy47lCvjo} z_SV{8A1j47lfin50uZg(ci9B2;{msYx+Fj>-NxOy<|v!gNMX;pP+zKls^}nzGbtPr z6q<1zw+ra}AK+~pU3%x_vp9q7gtFzn1k~h*j5ySybN)Y&TZ=KZiK$`VF53XmCT9t^ z@;YJ~K(-dIR@sPK{RPSvYsqsNFxAPoYO$v{s^Xc{Y|JiDd>I`x%v+NGbtE8 zvhC3_QFJKMPLb=Ihv%W}iuG`(-t=jKmEZ@6R`FH*MXUZYb$H)FU0VDPV;U+6p5#fC z8P#(nD1?q@7+BXrBHeXbuT*s;>;uJH)R!f#}&Rz;eP`sB*^k@g(a}S==+C ztAjpBo4Pk_Mq700cB3v-K2aYgPGRzjjljlpok&P0$4TLZS43+W!c}%?9x~9ea(&CX zUE()*YjigLVS}`1az-~YuYC|?;W_NpQB)3BoNzR%qh+uKaIi2Bim`+`L(Qq6>Gv6- zcWlP$7br&tYes!VLYkpH*m*?WK=LPjxca4nfd|cDOmuq%wxS$mG8{paSk#jl99}I3 zARzXtUPG^v>*vPiVbp~TQ2j-wqwJ^a$-kwJYA9R|;QT~B%yQw(Eo{6Y!)MnI1o9+fsV~$ zWkLh=EqXP;*kmfYnOElF+^LA(BmNM;1!*h|ur+S!M0J!5UifahgA|e*N{zQ=Vqd~w zk#&x^FUuT=5@hL8U8c>deJ>CEF3ts#37oipbSKn)Q&d6&pv|gd;~QwMPQ;2^C`O;i*(=maTBE>358Ppk|4H`CtwCU>fW*$r;zxQ>l zriU8kl3s+-T978Cz(yC*@{@S9&gllgpfT4PLW(EBPgj{e-)*;9Ldx=87Px7y0g%-K zSVp%ige$RIVc9`PE2Cec@Ny=R2dxDyk^{0YSL_v)&%s8fH4i4z_JKBgDQ%Kk{wn%G z)}H=Z9MlvbN)~%yk*qV3XFVxV$|Q*p&JX%QK?eG_Q<~?(+Zwid%DvKjCOk*EKHgk+ z+R+4dLCW$1PRLLQ7mm`-CPWMt^^T&tLf~R16WRx&D)C||Oq~YPzD)?DMeD_&oB{*E zz@){ISL7?36DK8%d16gMK%CeRqU_oL>5AwnqF{O$C`LK)B2oAPX;(mSsg{z4su4t9 ze)JXOV`6x`mQBp~6rns)jSR`Vs`nq-jSOOMWp+-EG2cz6$Q?brq+Q`15o#2Vfz9fc zs&rpPOfFmm=Td)?z+S{AZ+To`u;LF1=}lgQS6Qq?6qW>xv%O<`KSv31hxYtf81EqpKtTa^g)9|&sm2v$q9jsXK0NeG+Dpvd+Xx1BoYW{u2dV11AnCQ}`y?ZF#yc?Y3kc9v|otS5M>*EPodLwJ7r;|EC6+PoPW{1(&YIaal)U z65zhQl#EE82rp-7K*BZH9D$f*h;G`+cDO)47+JAGWil+*BsYXIt;QT0T&*%yyaCa7 z6=W~@X#5(|nawXiHg~&TU#bEAdzaH_#VN?9w)yNHDKoL3gOF+P4A{fkkn$1=rsogu z;4fl9@Bk()@Ju;Zzr!C43t+yIle+>D_R@%}2)3L{<6AVMk{y=U^?qLi({FPs{1uVx zqQf;Bo31;b^rg6@is?jHjWbR)!3oK`PaankN&>%+zpM%yf;45ip0Ka(3YaV3E?pg=Ay$Sy0qeIvS)$LzAGl(LcoOLz6_z$ zOjy^8|GZ4>fTQGqlyFuN$%pP|0A*jhcpdHOhNpv9)X z<xu(qpC?cO_VF#L^ zfz~k8U14YzyU1Vu7-lFzI}~~a`2cdDjRSK?#ip zOkFbgq?k|M;eGXOV8Y^%c~{RMH~=y+V{T6mWoiQ?=r5Vxf!`9wLa~n{ zR7|B>2CK`|nMn49%sXvM##xxl@L(K8dj$jStxH!VG=n>Mm0=o)FjSA!Rxiq&Z39XV z+cKSR>OUAAb-q{%v*1FxTz#G4cI0lvx&}~=O_!cP9yg9^iVDR|38PI-D6&q#awTH7 zCj(2uA;uxQJ(Z~dyMZN5ymX*0E`uyBFKQJ>`a(iZ_P_)-!-a@Ki+^t#N5+|%Vh&c$ ziUG1V&~C6IG8b~$R=eV0#7-# znhsM*`Tr?Nl@qD<+pohtdJiWx^bpU2QWW+Dl5N9EeRRnyOfU3-O9r00VXehDMt?qdlwR>c z3NI;m@yb=BJ6dyMa2XzxxE{xo8rugC z!kw*k>x=~+kXOhPPSTwMP$AYi?odn`54O?nVDtv^d;Mxy>=cQcsuxI8z9i}0jL&9$ zF0J&o)&R5_HcQO@7F}Qg?kszyuxcSIi+m;9wWgrSHI=6n2C%ZQT@rV5R3y^|t_xd* zS^(JMA8bqSTjHn4sct8R7>3JG1gJu~uQnyyOa6+muI{H!^;U*Jf*_0+o?6- zw&W&@#92JjC7_>N9)pZ@brWd1brGkrlt;D%y=z`^2o=TGHNm}cOG+1)9d{cNW`F~f zUf2f4(60j%c0quOHhJsH00-mZ23wr+1Zi4a_YiRq5z@tYDL7-ZoJh0#bFJMHte~-^ zQ;sDB_#gl_3~|-mT-a)-r+LEc!$9hRq=sogzl48B-lE^qs3`Y%6KNU**8H6e9!0i8 zMT+laVbPd2w}vh49E*DptlORProevN(1cB;Mw_!V z@G9cs(^}1Lu1trRgSDvDI(bKA6DzrjxLv{fo5Y<~CwZHfV=4UA6}(fN5R7c3(ifmw zpps)R4D7B}s}!-~f-e!wa{{|s(r~3LUFMB%>O$JcBccm#ria4lc`AC_OS_Vxj|u`jg;x1u_A!UxOL10tx;7i&9_){=;6N6 z&rtYTl&%;~tGIBs9i_zD~CdGM8=$ul%=$_WtzC+%(5{@qNk7CVFPcxq$Ba<;-Ju=wOKhzqFg z&2SWXDmI!>MUyFtmHw2jvxR=xQr;ErRgO{SpwfHyjI)b%`k_Q&n~Yi#XHtDETwJ(3 zQJ;+~^b@2mqislTI}zIe8{u?`FlWwm;8?ghJ}4J!xMKlV#c^Mex1&di=6i|1kSUB) zkt`Fs1ihji&Wdj0fj34p_Ud0tt9R&_&OFsw*nShavsFd(H%MtPyL0j^#x6>67p4o( zqNASTM_mGuEp^`#>8io~c(4%eW+>y5(DsWx-P%(M|R{!eOZbPf2I6C|m*P;2@odu&bMNw*L5J>TRO;An37xyNLi#1#C@Ig*OirUWsC)d` zzL?zO#{@d7LUIov3LqNMeYD6OX<>^W9IEa&9@ zhJ616rZE1}LY5JG1XJBDjv!w@sXeFI5;!ipFA5kzDZ4iyAm}f2$ZDN1D4Zy^kQ*T# zb5^kWJ1=f;tgbQcNEgT$cx4=-B$I-d= zUDlZ1r$U3xiLfKV6I9bvBakEdW2n~HhA7TcL^Ti8A})A%K>q=a!g_!fPu5u_Dkj~E zvCUzTIE;`f&NqSAxBr3``fzfhqTUO%-W;@DK1LCL9~17p;LYK!+DKhiV=?LNSc!dm z@Bo5r9g8z&2cbfBiH0#2WkW_qSaa?uo=AiYB0~bh$No&p`;j*&sE!XuE>_Q$iF;zR zZBeumz77b3xQ+=^!kbM*p~{Q~D8WNVQAe1ed1>?p5e0Y8 z67Y_}vHHV|5wJ6bI1&D!FD>{U(Q6bD#TYqAWmq)5zD+?AQU@#WB zzxaiU&4h2p=luPA^({|@UleWEk+b>N>SP58j7PL8vZ{w8rwNsjZ&9CT8C`ck&;(4= zCQMh%YfCu_i|I4++;fP5oPLW=Jt9&*3da^L#$yw@KiwgP1n*~D1|a)~oAe4_ zX_*0#0e|?3qf!=lLrlKtqOHeQRTq#W7jir@=w@H|tJ^L;sr6PtBAz3N08@N8%2w|; zaE`9m?lFBM^4Z<=nQhXyfaMTbDuR+_T;nPv%_|KAg9ObqT~W+zz2 zhQRs@hor=d#A$GiPHT!Pjc_{X5#oXo2!>Ou{{w1uH4=Crr(5rAH8Mj>m^ zirD^1jZsg!Mh@xn!Hcx|&M;q6>+b-Dyk6^@XMn-pZOc*bkotF*<7ddAG7ttA4HFJ) z?(i?zp8w08SDf{;NM-wbj3XjL=}+R^b%<$5laGy$CyY*&H$5@9&(g-qo_zj$p{j%r zpg3V}up`STq9A#F^FCP^1v#%-q2!7;-|!p9J^uj!>AL?96eL$ZtU%G~8=V3>Ym7Wt z$mo={qtE&<`K}y$cEJX9i=MFRba1dnw+A=(4TX!r3n0GiER5}nIlJPlkFqBp;VX{q z)gkUL!kJe9sy=r2VD;B>O4qYX=q}p3Y1~?=J=d8_4`AdKVTZ-(A4D2HsePa>+2Ogz=bXAk{K9n@I0{s#othKhn-dB%VAP^5cFUaGwm4BT=B zauj%B9Gxg{Oddi`vVt;l?%Wfih*(7Eda7egN?mt|I@stu-?Oc)Q&F+Z+j`sQ+t~HE z-$;_9;w`p^EoO6A13TNcoPstT#2o@ADTuDg!M}&#NlcE-VRUL|DWFTym2{tzUgBi+ zbOm`X?Qdvg^%!ZK-_zwp&*I>!jxdMr+?2LQBTKy4qqiqjY#(S`_=U8n3~q*3+_a^g zdrT&+@l8bkNoiLviwV`YGD{&~=9D+1jF7cGS*0y-VLq2#+eJO$8eEK`Dg{pq>fujC zgh!>flf~?Xbanqa1D>NVfxmiL^pJrYVjyo;bk4PiAXza-`>}&6fyg%FGZ2u7ARr44 zVi?8N*qbQa#`NM-)U`R@^dW_~2`y=*$PSBpYaWfHy&x++z$C_FkxM4u;q)MSade#z zW94)QCb>iDOf{wZ%5Hq1))ZTdOD#s1dSGXIyoBB%g&r%5p+bO~BGOO%$`=-cIc^B= zDgJI2pi#>Wgv}6kscrw1#?oGpy?*Q)Tm$e#qYHcKS7&@LLcJ8nJt14&CtP2PT!A%2 zNUr*Ce=5Z3QWr)+fL7f!#%c{>m8e%WEH$+8R8b$<_k_a%OQXgeP%nC77t0L4&Bm%O zMRQ0N>5OhKGCU1R!foq5Xq$J9DDzN{qRbBx!L=ry(52Gr0>Uy8okq#KS1XV!_e>*c zFW6OhxC|c&?1~lI>p^-Z_JXJ^m+A$nma8JezC&U!Zew|D?n~G#;giOl;;ncHE`Upr zsR=_-;;p8`UYn%7AW>Yc^MvqTKvU1qJehAGt?dwx9R)Waqe~%AR^3#%q|mY|#~>*g z4Uwn}ZO=r)YFB&76*!P^*>K_tQ$@NGb|#8l9rY1WG2x+ML3VRNa+jE>h_E19(dKLT zwQX2vcw`XF04y__Cre)j>3yNKxK;e4L!OcicPwxjz61|`sn4@%1;`loclHY8ys-APC9prjq0mLYVL zK;M{9XmVFfR4#^vdo~xO;>x?>K{yjnyS=a=2Jr#GaxaMel|pj$>Kg?hrUD#YK}{gu zoaosj0hK^hxWrh4VZsD}^Cdmh-x^g$mG_S}5T{G53Bh%c$~@3gK9OFKig%!psz!t} zBvum|J4538)#qGjXV_Vt62cZvW2v7OAFOUnH*HFb#AZ)Se8tgobOBQnXO5@aN zty27G^c6k61-U_$hJOz1scMRH758Z-BrGZ_BiB=ikm6=q2keoHgtT9cCaTsvx8z}ldPW*QRYxT>*$}X)EdQ9X_>>_ zTz=Br+ynGQ2V|fjVT%YfM5Y9AFsQq@VXHm_Hsgz7mQMA7UB6Z;e29Bae-o_CaT$iV zEf@lo+40Ys291_Hi)9JW!0Xhp({WLfM=fNVL9XE=I9#3)`2r4CW<>rChpRIphY^q; z2MK9#fIPSO-&)RBbbM5rU#U!r)`TdBx`GcHe=j-*;pSf}@Y-6jmq91WVM z8aO{4-GYCecft*B!&>%Cxz|_6~gjzJHn1akirm+T1A^GgQ6&upCd(&aP zHH%1ZD0qKL87kfYXN1Jc9dLk*%l&Y80QH8$!x@nbJ+1dX$Xs3WkNCD0)Uy{Kdijfo zX7=#eJFsrr%`q#b?Ba1VrxJ2L2M~mV-sS5pisb)4Id(X)06G_gyPyaWgBeIB z)WGFwFi3O%n@|h~s3;-%9B>vO`va>0dodItB>Mr*0u+p36(C;+>%YMWji6v5T4Zn* zkhcJ<05%V-|He3C^|M$3*&{fe5PcOC@o$1OY*;9S#|7Vi18K1Ol_p4l@&ud(n!S%@(loCS0$z$zd*!592*jSsL2=njEZ0L=}R5aOu-vk(U; zlp#QU237$jBq%}%4g<~t^W;4H+N3uYlM6fg^cEx;^9 zcn)SE9ww-WfGieR1t=uJDxfn11q*?~z*&H+0jvU&YG4(>+CsrX`Wavr!ta7vh(Q60 z7NDpFs{lVN6d^>P1!f^lGAKg;Q3+N7?GdmFp#GrXe={eY31_$fFGsF{GX zkR%P5g%~rzEF}H{MGN4j!C8ot0?a}RHDDH^2jVaB-^6<0EJUvhW&uK}PGA-iDFCyO z+#i^QNR)YR0VXb}p8&}eI15REfmuiv0n9>*5m2-M*9tfbp_IW{fC-Urz2W~N0)!%j zguB2jM7RlN0hyjuFbi>_!x;sHXTVvAj2p~CET~`>VmE`L1yIM}ETrEAW+5gdC_@0| z2vz~zFt7@+9)VRr77eTdYAR3(A-Xg${|^lLKN$=tqwe42?BFcKKLXAIz$`@B2xSO>OTk%401%u7h!VhAh~OX0LJDh8h5$o6I19-}f?0@) z2+9zUs|05uQaLaS$ss@)0%~92EJVZ)W+B}hC__MV5}bvEtiV}-l@qK2DhFT{ph$#* zZwiRafwKT2AFKl8?ofmfA1q&se=~T1vyd1ZI16xgfU^)?2AG8ydZCPe>r4#-XCcus za26nX1FHae3lwqTKa6?}RP>)I^}sB|s19Wah>L-F91KMW5fOv4fEFP*3&}cxSqOs-W+7=FC|ZD;4XnfeEyxE&2x(A)S%@bqKuui| z0>*>8km?$^3o+dAp#%Z>Fy1Ucg2kJKv{k_@z{-aCa|#d+@}&rDxfaJ zmm(yj!@CP8Eb{I`G`_rDhz^do3ks!yT}Zxw_ZL)91G|up8DC8SmT2BA#DfcFAt5#} z3(?(!SwMD-ucDxe8Mq4&y7TV;l}h3D6917(;j1VhuFjhUBwcv3kVZ0?g}4X7EFgBl zS4D_mk}q6Hi4M$51SGM+EFc}o7cRsM$rmobb;g?o6oh!QkfuEpE}$WBoIk0MoC|Lk zq7UPXzr5?j@~ii@Uhl^&nzi8J^0yP-oZ#JsqRb77md&4ye=veTj3kfNL`TD)1x6Y5a^63lacJ<*& z`)*x0S<9CqL{P`ug=Fq{yAT~bZxA4s1%yb!ETBxmS6xVih_?&M)Pr4!hLEp}fbJ7t%;h^ThAyA|=GF;d3*S@y ze)X&wS6=aU0fuI(g5@TMnNZ_hS9ewSV$vA&PM*MM&(GucQ!hH(!j9q!^e5l!$q60r5=C4##XW z*20d!>}nCqv61Wn5&HqN-t06HJ6gm(!0Z&vKF92znB62|cVV_UI}Wp***%#3h*^R? zj@j{;^<-yYcDsnxv70cfXKTPHVwZ^6K(;08&x+Ykm@Q)mvePho4YNl@Y#w_Pvwhef z*~6H9kJ9m3XOb~9!@*zegFnB5^_A7i!`J4?ix*qI{s8D`DwJ`uYfvu)W`BG$le z7O@AREX=lIr;6AKn7xGAbs}~!t6_VvtKfIc{wiYIu`D|Zvu)Vtwa;@0eAwaqKb7y4i2op(6G#%qFo-*xQ(G%KnO32PHjF)l*-4nah}mS;hn{bz*!WOej;rgLPMQj4QLd2%ALos^~vokTf2X3^8orBr2m>nl#t1%nH{=k06ma>(Yog-qqu~j1W5oXU~wm*y6*6coLD9lb4v0t%U zL~Im$1bUi?&1A=5cBhE#%5KB#ADA5pSBlvunC;G1Vb;p7!R%hlda-|Fc8!P~D`ID1 zR>pqGzQ*i45u42>vU4$OV;759#OAW2FcVy92W$MC@H?3C!MsLPYErYz0(S z#Qu!gSazF;T`OWcu!Zav%)Y~H5&ICcjoEpa{SC7ccBzQ%$?nGN1?a<=U4~gdc0YUr zv%T2}_K1kB#_Uh5f?XtH?d)<9J5t2XfVRNwLJ`}ET_$3;VzvT$4Q6j(_5@~cVRjK_ zJF=&-X}rjE51S@pQ>4k;G#;C-V$)KQX&N>KnSK$Ow5CzmG+bobg-ye-$znQ>Oxy~L(+Z2A?O4q(#=k!dP69ml4N*mN74{=%jnrb*beQe^62 zdWKCivFR~3*-aZnrV!HSv zObbP(#Uj&Kk!icgbP$`Wv1ueWm6|4rOh1^`($NbK*;!m?sVqtHqTn@oJU0o)cTdY_W?IE5wbQ zI8=NNB36k%a^j1exI`shuM)4}#P>OImiTXR4<|mM5}U*m#I2mTQ6$~Xt`cj- zMV$CHC;rNbn^a<*=n+5R#FNG0qC@ObiCa|Scbs^$N?fKAui(U7@g|j6ApXXQAEO6V zVyoC7P7v2|qDB0Y6DNvih(+QJDsihyJW0Hi6Q5Fvjp7bYyq?3hG8@eNMAN+o{9iOW^ul`8Q* zl^7MX#3kr>mH09z8pR7S;5hLzPMj-#ic!mnM~j)_J)C&IN<31m6jyWN2b_2v`b{Ms zCtkpbYfy2O*u#l;tHg^`;z)6wN_Kc@qFP+260cQ>Q^Y4Yu}!>+ z6LsQI;^&Do|iU<>E?^6x)<`#!#i_}PYz`tke*RFUm+_>ii?`d}CRs*CRKq7PwH z!7lnJHV^Egk9W~0y6BT#bW0a~s*8TzMIY;;k6?$nF8Xak@H??x;#vDP^22wrc^^QE zv-fS}2h8ODeZZ{1E`D8X|2`l)IqcuZHmidG5*zmcJAlpjy7q0{hwHG7`*3x(tsbt; zw$(#L*tUA84BJ)@^|%cTb-{jus1Bl_8~4+txGE}&hi};5#PKif+pmvc>-*$;eJ{P0 z`o_VRKH#uX{9j(5a_BMC8$E^vdILCu6@ofeSG;jEx@CYWvxrFu0>*s>yq&{u-1oM& zV!(GP;j4L+b?oqGq?)4#sPhvIbf5qBjL7TfJa*4aLKu}WIk3&m#!gcL&De8mTBtc_ za>4XSR&!{+LPq3~g$va$4rRMAVr$rM{@9-MdVO+#QY>9$-Bv^l3sn`J87L1Z9;Y5a z2(G75@eqZ*wHSTq8};4460? zTc4_Yqlsp+Pp!$wfLN-E$S_g%4R+&fwIpRbpDMv+?Gl63p2C+ zK+aBg>WRzMWB?HPfrPl1tG7It?!*M<%F`?E$!1kecUBm1YQT{}Oa@b`maBz}v-Vc& z_xo~J>*Y$>R5dDt%jeXZqSeb2O}{65@BUu;d$Ng!LGys#@*AMH?_a2>8(NZ(>!=J? z*?qWa`T!yw$Y3)Qu<06>Xnv}v(w)VcKZt>4{ZU7uEo<+njQzgcs9ojC(}e*U=ytuv z@TaP#`G$T}2H_dJmPz-7bhYSvT{9S1Ho%0=tbasXd3whM#Yt(VJCC(Jli>+Tyed@j zl>PQ3-gILaq3!a>OO_{_%^iY4zrSwBo2=)v7;;VuSs0{CSC2pX9+&S+-)k8#(^!ZA zRo=3_pK!AoZf^hM3Jh1D#7$S#z7K#LhL+a{G>p?#*@P5cQOcy6?!sXvO9q*rYB(v_ zyV|?o*Ob*>HU^-bz5VnLBOsUI7N&58_bT^mRPbiPuB3GJfZDHTz=Ko3q-ej|iZ`b) zh3z|T9>X1y!o|o+qt*#S(0AN?hFi>Vzs>2-5nI4;hcetlbifrJ$WPbJ2dQF(47el- zoDQ<@Lv}Dj8^+L1K9J3VX)QkRfGuKx!x`Y_eAaHQn9dOGvs!%}u|pW}h!ilaVHy{7 zkn${MxP~NdI>^4ub0|YIrfMm?IqVo6ljKJ+ih{WEAsGT`zQ@PT8u zKKk!N81Cp4ZodtLQifZR#QpC(tc;-@ma64}J4_x~{Gch>Wr@(}A9QRK!yeO%Z5ooU zz6WV%4rRcm6mY+Zww&RbQ@Fxa{pDyzGvKjF;B+$RyJ4(gXku?Q4;aa#&;C%e1NGTq z4BPS-?EX=+F$`Er0ry*g}Rab=yS$0aCt%oP9z|hA-*#BMclX19SBgn2muQ-cMk526jXetST|Vj1Jwqzn42YG z{$paDP|5wBitp>ALy3byk4r%dudYrfqJuP}lmS=v0`D62-vK`lI7c2!ktH%&W{x;n z7R=e31a7>yQ^i z;FrjS6&*MiMqI4zM|PZjIN0G_{-U!oxQ_eeDSZ<_y0gLzi~)~N0%J?rbf+%G7{MH~ z;=rkkBN(8Z1RMuhB?ea-ue&dEBadW>n`A<4_3{H{FvhV9xRV#CJV1?8lfiWD3InT> z0eTXE`fm%}R^+*Qh>nE`B49uTWBEA4g)%Oec`|`sH|2?me z=2ZRrg+yk^NA;naed-i9Lz|GQC&FBfVZSdo>{22F*5{bP!=NXopou!&G<6C~uBB>w z!2E}o;ZEu=0r(i&(WzRpNHid z$E0wPTf3rkzpp9C(;UQ@t!B8jDO{EgP9wI1Os-94z;(UA4-ZRcSPwD^n8JXk^#b=> zR63ObPfr2&Tf|?(aAzcO)5)Oklc{4E+RQ$nB@)fWhmB@)-*lG^1FMz+9-C^m09E*B zJ?m@Mu8sj8*9+Wl9W{*s*Y`mLDbxK=?Vrxjj_OefAwO+ zhWF3xbS48np%=K{X8y-A;1hd+ue1HvHU4tBddc#V9Xx-WPE}l9HAhWOO5$H~_TI}@ z{q408?{LJy5iM>Zi{`0ndGuvd&1b7+Q*O~EO?#IR$CCZW+QJj7Nd1&OJUMw%lUlei zzv@!8Fd^%b)A!b2z2DcU`l}Om^7O>rt%^N7a~YQ`-|x9U)L%`GXM#~!#et1uIBlqW zkoN3f3^oe;eCw16oyHDsz_0B@$IU%$YVgf7~+|?m7LBdnUs@ zxBqd^Vz}oeanp5K--Fz<8QP*$E&Fii?`l)=4#xo&FMK&Fqi|G)?y?MiAva}(nw&pr zg<7~PziNeAj_zHd-tWte4=XQgG=s6FEGrTQD9yQxR*;Tb;4WskcQafeL$_a4ym^qo z=P=+481Ov_;Q3ko1bi+7Uc!LyO#nYOte=3-W55?O;QJE5S^Xu7MGW|&{{is%4EW*{ z@RkqzNfL`0?j`+?djZ2;+W)vq81AM0k9#4*?M&jP6Ya9U=v%t8!T`F6pH~`4Qii?qFWCJff=&j!Dh1qcT6P)3y}bW%moeNclDO%{n4fjD$|6IbFY_kX+8NujxZWQ{FmVO<7B?U}&rR zfQEk1WE8`K96)qeGQew-fK`y$z1MW%z_nU&RX1K8wuF!7*#kCAL-V5AsvDI}9xch$q zyoLd<{T~2#G2rWy!0Cp=vOXKT7(=_Ex0>j&fA&wze7!PX;(b~e_Z;U`kCcqomp^#4T#4mc}Z&+uw}V|+W${A-N?{xPYqeD8c7p9Oi2bC`}B67NYjX)S(aNE@Es{&0lJXJKPR*|RoMe} z)~yWq&J-{*pJ{3_h0R#{j=PEBZcgE{3a0@+$kBBh1HP*lxZgbE?F{(tUf@U4j@*N^ zV|Os%ds4vt7JS^vaPLjxrW=&Y`mAJ|8QOiRS_&}Z|I}fLxd2;5S~UJoS*SGMU?cc0 zhJSxAe!unG-3<7F{u0AI4DG=_puy=T=LzXVA6TI_?Bw}-@ryrLh0&}g4<%8HZ_M6% z?=gRVorQlBzGT)P%P?xN3}fZ&)eG4wjN;Dhy{{3xX5siBE=L$wOYW=vl_w8RnynUo z$*Jm83-9M#a>m{lXYBVi>ctreH9jMeJly*$zu#BjS6&O(cs~=y7FKNl*&b$STl;_pktRJ^x@$83xP_rT-X}Epg9A(&A7NlmB*7p+%I{TR#f&mzx^0PeJX`|Aj8#n;H?b!>0aP|vsjNa z;AeV)BXiRA?m>E*Cm8Uvy}gRnO-c+AF>F zd}7!E!h$~6^96?dYA^CvqyE10@Ap>o zsy^Jx8b2{m7#uK`(Z{Io5X>@b>-^!Fvp?r?;91_9jRb_Eq_}G4Kz2!3T>e z@&B!GkV^GF1KyDW#{G^o`IiIXKF@G6$xGL({;KqwfBqh-y@O$Y^0)k1|3L3#(4VG8TmRL07X$t*3H;~g z{JFfW&w=4b4DIv3R5OiZ-gj3TH`rKmLz~>&?0{Lsj~V_K{Z-pf7}}S8KubCCKTGA$ zWoF4gWoTdZ3GKkM!_OGl?vx<=GCTYu6Pxe~|1dlJoI!t`f@T@R{u!fRFyL?cAb>tO z#xEJ#w|ziM-Yx&<91-iEuNdHWeF8ji|LkU9-}e*P*9`23Bv=(PDz8+gOK0!9cb=@@ zzKAkS=9}F&|Aqno*b5BL+CN?WEd&0k56$mWSAWOQeoj>rE0{Zv-|uTm=kY8RvM(XH zul;EZ49kUn&w%%&fT2bI6kDe1x(_&ws9@-SV7R}eaQjb%eq_ME{ttkEV!*#8fzyqF zWqmgDKQpwweL#b5n)Jp0k`9y%+rt2V?-O8h?5Ar3Q}kZ|ChVM7RUN{ziF79>8vDm= zBHc+0?N^|wInFOGOfAAlqj7&<*s^b-RhqMze*VUqt?EOwQ$zEgYPy%94d??}U)Qz# z&H&YY0{rJ*IdO$rD{7qFU$^|d>g>I*KaR+ikpThhU$*@9Ds4)2sI@J*?XNAd?e8N6 zx#ectV-`}sT*b(~$Rk0R~D;_8-(b?^-#lx^6_e!p~aALSE7!50J zp-5P1Hq-{25{2SyegIA$BsVJor9~+gc(qO}=BL*g>e`gHAh576FtD1H);UVCjvt8s zGL!!qj+$79uMbLoJrInxDaE4kb#$##GBKiDAD2^UW*J6>gXvi7HLpW|C8;GK8Cg(N=t>)A+`O!v;ATh(v*(tGV-vaNGP~ zbZ+rb9{Y?J7s#iyhuV}-IA}mU3`d2c5p24Qmgi}XE(Kg9jCSYijGQ;x6b!e8!ioXk zEYMks3noe@;%7KmbD|3XU8o7!qM_3u;NlVdU_cMa&RJ+UDiUmtG=&-<^}6=xyx@Z3 zA$*Z8yEt!Z+w5S}P-pBIgYIaCv>Q>|A)2k@qH~mRtI}#H9>W&{WmG|~_o!f`DXPq! z9cnO449|*0TNLAG<%X%VW`!DpsNT?wd&V?}!cA?FumLqM$#|<|p34tckt$|E$-l(sc1Vf3ArH)yI1?X74bzGu`_jYB!AG>4Spk^D$} zucRP%eAwVo=0aM{hH1fQG}IO;8%7S%)N=NGoF?$4+$lOYF5GN1ot)2?;Y)&BnccJS zO2y#DRT>mraujE;!JAP?ytt4*6zAY8%|Ru~?I~@=NsX-2%DKx#yxSIPiA00=e{@DJ zA8iO~PO8b|EASPyTZx7++zvxI%dHrP7-}Q!O+mnq(abIlHaCUZTOb#c@kp&Z*xYO~ z@LJw%aF6Kqx(|=(NIb8D{X*a64?b_me{)n>M3-p>hcpX2ED@RW?hcHya zA?|BZ$=%I+l(2mIzl!)OVCg*yI=Z=8F;y#u$>^Ec@=9`~@y^|f2NtI}5?-KSn2yJp zc^*gz+HHu;GI)b?+uK4x)cqN_-Y^xTXZ;C zz`d^ zA!DXQqHVJcGa%ncJ9i?+;51FMx;-lYf)-8ZuDrt6*b)h|@id&Df$tRgT0+n_Q*ES0 zX@Z@ZIyV?LFc+|g%+!ea;ns%P!A9;WaxBQF9%$l?8cCx+^w|23~OF0fsGoC(~svIMScikmU3!Fk!}GR_%Ci2PTA&xx8GTXQ5Df+f-OC!vDc>>T--E;~6{GajQn4BL~-E5;{u{%Ei@|dxPf3F&M;nYpn>0D3F(bzS!xdft*$0g;sE?Z6Q6T2=vw)j@RH%7wD4csM zpUF3MTwih&R0w)9TX|7;R5S>uH4;Mx79X_@aVyw+!GP_I*zZ5aYFbaeA0_~@2hB@=?pt)cLo(Bu|k*s@aHI$K`H=ku+a znfVY>b5kVuGd_oJQ@$vf5D7OKj*f)6Ye~CiX?Y|JJ#TJD&E{zyP)FM3AzDabzOm9U zu~C^FK`l?^#*CTR3?m*1wc?`%nqgh1us%4Ab7`_m;Zh9z>5x=$c24=+NOP!l>||KL zh`P>w8mS&1N8uZ!uBL3`-2h|hXw)|8QHq<~P zL(1ACF&-BR7i16(H&pnNCmozXv>GAbP!~j;U_6?f!xfZjCMk23aIuj;mlH~hC&ASz zhQ^>_Q(lQ-fuTCsvv9?h-Q+y(km{UC3+6rA-8yGMGmfo~cBATxxFYqyqxHjhEr!qe zTn@>~$kDPeKyD$6xqP+y=&pBA{R_Bk!gJYtd&3-M2w8&P0nr>C3@?y>As2FjF6(Fv zP0Jcy&tIg;FM+kHjX(>8G9K?-oSjeRw49DnEby0b`C|rEE8(VQcvv03l+zh9s^LUu z1e=sDBe|5*^Mk5`@)P*ckj`wKAvE{2P!rC(jMHf|s)MH%-i%rv$}i*eMTY87AgV;y zjwphIHcV04^jkA+Fx25D*xgoqXE|rQPpl3#%$^krHa9{AR&aV}W_1W!-W)be@uB-x za(MTY@}(p^zJjYew1|Bkj{KgFm>I8=Rkk|3j^M56|cF*KvB1snHkSmVrUAhRf4w zs@oeHx~7vZP8c(2GAu_cbXm*CIGtKES?I~sqM30Fkj$MS5?pi?27Nb|N3yH329UK} zp^nFBT;SV{x3A}Nz1fqM)>fqf;b*X|trbT92Ci_tc5<*0HUVMQ1f>mPxsfZ-36l{v zww$n~na|?aaf1!&$-Ze5A)WPHcKN``!BayG5%`*$xSSGxGUOd|bCWpdX*84J;;p)1isMTOH)V8-O8`18K+$dWHK89*U5aS%e-@@s2C6hx? zlvhd(HPOgC^jdIC#fxk>-O81fXW_F}yp;APC4+1-=aZ7q+_@pt;x>qv#}9->5IYr@ z@waoiWO!~aQg#gu0;km~fl#yXtyWh9ldlLHGsqp>p}b~tL|CbX)wz=siUv)NG&e@( z8E++gPMGjlSW07A6JV5GQ+zZ-JR0rS=^)xjYm3m81!Gfo9cu6ZH+amT zDN0yDNCgQ$$m#M2;@`HQ5+Dz8Il7D~O6%;2r{c_qIek9PoTo(fbF#=5oXAfJLL&r+ zfVw<_c}Lcipzx+v_6t+BLTrMn==*VbeM;y@Vg{D zS5$Ib1nxMWf11nHEZ}n2jp2>_Gk`A6J+%1Z>>}nR4W6K|Jc}vEv)mz?d3=3P;a+EP z(Q{nBH+xD*X;Pw!!LKwow?atIT3q@CZZOFytj@^yC{dW#!ea#TA}*W{ zAL&)*MA{0^2jK5t;)apD>|uOxUSvtBax9eXWv+w>86~=@h}#v#&1dtkaD&SS z!uiiv7QnT?%H{BbryM7Y%i@)2+m;Q&?u^n2=(x7oxbSP7fzO$8T=w_R-2^3goh#C+ zr_K&3H;^~DY>}Tjry1@66SFM-O)eK7wJ5?8EqRN})()B)ZreUn3%~F-Y}ye0HyPTa zd{a$j6ZmqurQ_5R%#KDEoB4ORk>pU#$c59Vm?mJ1VpeCE2G`v>SBVD04GR$HA`pd# zohOXUB>0i9@_|#MK{n~}@b5wI#!ZbjDdEs*TMMfVaGC~R16)}PrXijPB93Urka9L@ z@&@N&k~3HHYiapZpT|2I18f`T%O5zktxcIPY}1nWxg0}A4FXGp+}y@}kKfnP>-ZWB z61_)&1=`MxKHO5MYXIqiqtVs`!{OEi&GQuD{!EDFL$1J}t_eolVM}(voN8-kL;o9v zH5vMCnPewdK(e`lj*|>f^G7d)dhFr~5x9kddOwCk4*yX`t~wGG&dJfSDb~jYxujiq zE)(PR6Ab3;nrO#cSiV(+=^Y}xPcbYCr9wgueQhrE^D}M)$y}>bHwJ~*GSRc2b9vf< zHSJBp(>eJ57id=YG3~)Xu)$C+RP(ygP~b0tkegem8D9d^G8zN^D@1mgI4c-#4GxBa z?dI~v464PPC)6|>_4yhh~+!5I9JD>e+S z4Yp#Q1v~n*{xqF%S7PA*#2K_XwX=hTS}hFXET#E0$oOZjs7PBoI|5H%c!G|Ja1X3C z57#?Ke`pq(@C&TpAmMH8=`DVr(ira%*GUIp$Y*_ex1_HowR7#+E0|7kZ1=tOqX4UNLGKowj|UFb2gYi z2LjchM<-*BJaT##dgWYh2%lM}2z8kyo@o1NknwrL@=9tWt!&D>h|4SC>)6=51a*YX!~x>8MDFw))(uX7P6)C{Ye9XhQ&GDm?M3C_YKq&*re&&|gW$m1{O zMvc+d!BoTER0ktrVXK~8!WEz%!b905bJ?7>03nLLNT>@%+D|pCom*t6^THZj$_*~b zscVkRQ|1_s$z}EGL=cr(x4r7A2l+fiD|tlw)F_=i3$qPbN0wpa=VTWMF}<&xKNNvU z(Q|bLMdJ;1bD`0gq}RYnh7msr^D?>7Br`)UaRLh(u@0sB6P0m>p?u!O*)3u3{jv8quJz zB$Hg7ouh7R(_bl&Ycg{9`N2lLNl#XDIr)R8LDPdf?Hl}T0|%LI2$P*;YFU@ zfY@QsG#G~2i6M?BGemwGIyi#31p{Rrkae(?vqF=KKjh(w)??K1)1vyv3xpj!xd|#T zP?M{RK%5((b$QdG7;ueB<5sI~S|p$}3I7(z&0L9Y(6sh&NNCAKt2UzjnrR3iFnPHJ z!7V;&Z4i2p=0fnH<2BP8g~O4};x};uKWO?K{IrNJ2t~P#(|PkTwL^*sc`PMhz&sKD zIFteBb35FTkUdPeD7&aJ(t=@ihj}m|Q?|Y;c(ci!%;`^$wl}rI5oPh45frPZw<)us zn|C4V&KR``_74#UdT~ZD9BebK~ zQ?~qzGz$0RLL~QdMfp75ZHowx6#(i1E*DTCSnrNw$%6=FEh0&dDtMURbV!AhtqLgqcD~76}U*@->4o=Xo4aZ|+RY91Xc^HO2fP z2sw&L2{K?vtep9o4I>V*N?rBD8rY^Mxw0{XW`>Y{LYff2=8nKunAx?054VOiL7f4b z_%t`znK?5OZEiHUmGB%W%`-3&+L;R?!mvWF73bvf&t?~pXyN3XuHC5gb5JC{UJ*Kq z#-GMAU(YjpH?SVv-!S{HIp7(GKXA`buEAVjF36J#=*!5@Nttntudo{~W z{}s669r>HS0b9jC13#VuPSzM%_rC)3ou3_2v6>J@|158-B>{ZZEcW!-cP#_I9mGEY z^v?&S#>tb0ifw~_?4mz)(Vx5Mo-X=J7yY%1{?V)XtPeIQ03jM0Z; z^x+uY5~GjA=%X?ESd4Cs(Z^%-i5Pt{MxTn&r(^V)7=1QIpNrAwWAud>eKAH~iqV&2 z^pzNWHAY{H(br@2jTn71M&F9jw`2637=1TJ-;2?0G5UUteh{PEW3(qmKa9~GF}gEG zcg5&OG5T?geiEaf#^`4;`gx3g5u;zm=vOhiJ4U~b(Qjh(+Zg>WM!%2IA7b>!82u?m ze~!^TG5Sl4{u-md#pvD`{XIq(#%V{Ko)f3%#_4%+x+qT1kJH6*dO@5niPH1A=cEKZll>54dA8KNve7PFKh2wQ+h~ zoUVz}t~iawX*^E5<8*DDULU77#OaN3x-L%F$LURRx*<+)j?;~CdP|(%8mF7$^tL#? zJx=e4(>vpIbDZ84r+3HcJ#l((oZc6w_s8i2ar$7KJ`|@9$LW?heI!mFjnl{CbZeYG z9;Z*l>63B#RGdB?r_aRcvvK-doIW3?FU0AKar#o6z8t5o#ObSX`dXa69;a`_>6>x- zR-C>ar|-n+yK(wnoNkNL_v7?~INctnJ#qSBobHIzopHJ=PCts%kK^={IQ=wEKa11P z34DZeVqOfr$5H&PjUKlobHL!U*h!FIQ=b7_r~e( zak{XZc68Hoy6L&y^t^7msGFYOO&5353%co&ZhB!iy{MaB+)Xd(rc1l&rQNi%n_kvU zmvz(S-E>7aUD-`nb<@kc=@s4d%5Hj9H@&)>UeirichhUT>2=+7O*if8rm=1s@21_| zbZs}izMJ0AO>gX`>$>UsZhBKU-Ox>M?xq{N=`G##)^56~o8HzE>>F zS2w-8o8Hq+@9n1db<_L1=>y&L!EX9cH+{I9;y&CnNyExbQuEMt7+H89l%ez}!y=*# z?ME3-17(;2lwo&JhCM)eV4@7efHLm#;eA*LlyQp>Wta+-;TKSb%|JObQHJqA8F%sU zKCB4JFp?<4oS>YYD8sIxjGK0N9|i{HoJ1Lx24!8M43mR0eiIny!1kbwn{_C|2%(&p zD8m||oS!JeETLSGD8oLXT$m`sP@#;wariDQ7Rp75GE5iBLlR}!FqCnx4d=j^p*%EE zhE+qkBvFQWLwQ)D3_FK1?xo>;7(A3mB+9USC>s)Gm_U?`i85><$|DnH7)6v1Nt9t7 zQ7%oCVJ1<=Ei+)kUZOlIQHJ3}8Mn#sJ}fB8<%u#(DaxZ0W!O}dD-vZGSCnyI4Clkj zqC6&1hPg%AlqkdQqHIo-VSrH{n<&E)ql|lD_%2K`%9cbKwi#t9QHGI5*_tTBTBB@B zlwr0}wrd_HHiu(HG_IUEuarUVbBgx1hf-07qkm>3g{zH6!bBu z74!+H4fH9f9rPJ!9_Vw>e9#x5Q$b&X7J$A2od((sIvw;i=nT*|pff?=g3bbc2Rd7$ zErGwp++`uB$tFL5Ix@1!kKpHk{{((6_|M?yf$srd1pW*7`QX2TF9!b&`~vX3;7h=N z2fr{QTfH#OT}m#(8y$G#V(@doF9AOnd@1;O;Fp3g0`CMrAN(@##o)`pF92T-z65*) z_=Vsr!7l<|1%5I3<=~fqUje=p{7Udk!LI`E1iu>mGVp7_mw~SaUk-jP_zLjrz*mB= z0bd2)1%5er4Ezf4IQW&|-QZV&uLZvv{Ce`!0!To1pIFBN5Ss_ ze+>Ly@U7tYfj7<$KMwv9_!HnSgFgxW3iwmtuYx}f{u=l*;ID%}3;qW9bKq}+KM(#E_zU1~gTDy= z4){yp?}EP!{vP-%;M>4o1%Ds>HSiC>UkBd~{swpt_?zG#g1-g61N?39o#5|)?*e}p z{3G!9z&{4x2L1{7`{18~e*pd&_;&Em!F#~J0RIsDOYj}wUxDug-wnPC{A=)!z`p_i z82nrCPr$ze{}lXt@Xx@10RJ5PNANGee**s!{Acj5!1sXf2LA>8Yw%yezXAUZ{9Ew7 z;NOA&4*tCc%Bp&5A^z=G{qNqo5a|EE_WyrU`$YuG1uQt$=kQO9g-7I{F{EO^@-;M5 z&Er^{oBjLmzY~3??)TrhA{2igG@L8a>5KT6ax%v5_J=F9SFNOrSJJgB=@vxX8e}C` zTuY1dX1BG?J$&rg`Sa(SBaMn;Zk#i=A`@XV!3p?=#AgoViH=}vWA-lc+Q4w-imNOjkAjXc6=)lqnp%wo>ee}< z^UHCwqIGO*5NmT>%ObHy+Vxb$I+1pX@ftE-M;NT~?FZYO|PJZinn~ zN-mqz<F`=DPN&ah zlI;$M$>y-RO>WueH@Pid*(Hg7*=Dur=dDAMQFx}%@y0;%b?`*;b?u1*SZ}Vrhjg0n z!BhK{BZ%ENLOE&6TjjW!wQm*Yyd@9WAkDD>r8U%GnyWMgeKX6PJ;$oZ69LMRCnOwB zGSW`bEz3TekD6?D4-TT;ZgNw!-6313-D&eXy*8`<^)0Nid#hShWT~%(EUiTWHK?3Q z&NWZv$df3PTc#>!*)V=Fh!cxO&Ee*xyOyO0_-5+P-}FL@yl+n?6><( z9lM7aR@KYyG1=vBtq0Z>&bh{**!)|q( zL@O#`6D>92rA9HvPY^XN~QsD&olRWkuxoS`;AT6Q+`7=BX<3Oyv+lEkin9(YD|=hOfFB zivV#Ko2^T19UE#JTZ0~MU9eoMw9Y-1we}g-+Gkj66|~kaJKSEY>^J!wPP@tGvQv}W z@Aa8vzvQ(!WIy%G7X7wISq;vqs^iEPWp(6>S`^UO6XuXpK+jgzl0su`OIN8Gt9!7B zz&tCut4T$k4Olqxtc1gOqotEdHn-p6^qBmj15FjtXeaJOo2cZ(K)1MD)a}vN$Jm9= z#R5oj-lE&cdG)uc)#r7Y8&u>nc6hEbmpF{M${BKlPLW^>eU14rOY=ev!e_X3-=<7% zC~6GOQrer_ehA=nR)ObO1x`i<>~;%vS!`C51ksvoe%WhsIsG1!#b&eF{cev##><| z6HB8_;dZP{!6K#L*q-mO0Yab}-o;tN5ICG8FG`1VI~zOQR=eA3b)wm#6AnOhQWGqg+vJq}F0bU0Ee;pmH?|j7wW~-M z#&%bI5vT6zGGl~C-peH~Rbqk1F>PbuXdHB3mfr&>i`3g|iVl7vH*T-|8_mLHvJ zvN&z9%3d#8Bzr^{OpgyuvO3WueeD`1-V3U<9C>Zg{p7X!`>`j0gu_yE#{lwjWj3)I zvnQ981R{|+=-JZ>X9+cP=Z?kt>eNb%vAFjXJoSg)v&hSVF&ueW!r=ttm`-Sk#bWWn z*^9WU&F7L$E|=SGa=4sMQ~^%I=F>m_5WD`8s-vM2i=HLV);_CFc)AEV^Msk?mC8wE zq;b;rnQG-U;i$aQ!1YnA202Nm*gH+zS3rs3qZz;MW48qVo&D(sYP5_MSNTkLiU zg_Nu?Jut2&pI37FsO+%9#q0}ME@lDC6N_#kPt@L$klP94%(i^;dSyN_oYMH*i{tjK zt)Hiu+grzCJJE=$^SEJt92VI`MW<}_OMVe9 zeV^;Tgt_kT;JUwq>sEia#*BaGt-gS~0pC5;SZY8tqD0y1ef>LGLZHAX?K*A%c_T1_ zBX3AJ_&Pc|9d^;-aoR#&(z)Z;VREEYr$GA{3NTCFyZOP1YMr+(EYcF{|##&YD_va#gbS`;uI&TPRr zoJiiPG{1Jp>R-x3iW$q#6VD)gGa-|_6*!C|Z%K!7TVHZ|Y%VJM98fRO=``5{Pv&?x z;!KldgBsWn;z|y0?K;ijiBZwXM#U<9O(t1Y&khm}ZI$KZZO{;TM)8gzB}($?h9==j zB&BvuQjxcrB;RI|^vIJs{RpbuK96kj`+R7W10F-h2scS~hg0_XFfe^i{j9aDQI}N} za^xW_SbwN~F?QFI7OTy_6q9!<3-xuyBj@LqB%YjT3!b`n`yld8Ug#)oF=!^<@NggF00!r?~5OovH0=hU_JS`zJ37tSbAp=37;U5 zcPmSVcaG>-EVN|tW~F`C7!`RpkjIgCr94jGIl|y@*u8dOn#zP}h~;FHETKiHy4wvc zf~&WV>>OcEObM1_NUTdE`9?{~q9d zqdM&rvhhm@QzTeho6jejTsEr(o$qw}U82wHfc;Cxzbjb%-zh60@6@vbbc3{Igm18ndhxRy*!7zh@d?519i zN77HamUY6)DjuPE&`chyH7ADiZ+A(X^2z&^86&^S8?`BCe6V#aURa2M)#q5$rnKsJ z@cKYri75b$!gCF~J|0Tm512UezGUL`oAS?a`DD>;bGb2dz#PIR!&k{Jn-^N;aoO!& zztTwdx$RYO+v<<670yB0qyC(16i<9>5c#08=KHrs*JuOE>=3$W5SDHt77DiYtQW`! zfpHx9KpMw=^455t=!1i%CM%{&m_@kV!Zikj-7c5M>!yhCU9#`zx01&0ayG25+4&Z^ zrWO}qvDgCAVHPvV_R7&@RLeOXt7~vI_5h7JFnjF$xvgWdq6jl4ZpEiFvdDJUy6tEk zsZmyyTd7yV32(qzugofFYiW{=Xg7*$3A6B-J;l{S%p$rihNPuOK0 zNIncq;>d>*4ik(}b65||m+dA*fp9f$jA5t84XcTI*!(`(>XQBX)7CR7TvdhH*cZN) z1D)NQ&VLrLQjM9!uBQY6`^2*^~WEYu~f3ubF!qj2;W-QNc2yQWJF|BJ8+KYPj zU>}Qs$dMfq4l|9S=oG2LCSlU-b2~hRZk^X9T4fVV4d!+>DpJ2+zxf_^>8q=bc*m-A#NyVg#2t%*jl z)9MkSrdGrW5`ul3$AVDXE#cCV+mGA;1|g<5XWhiEc1_htj(qP^@OZG2m|UFMVOEBd zU6mvC4-Jz~E*rrIqRrbUf4X1**~QG+E@sY@;nO5hvN$9W7TV{9=Xe z!8cps^{pn4Xo2;o!u6xZVPb0XIh~^9vdR{OU;b^{d<4V={I$%MJ?$$dPuCVFriH)h z$P)AE*w>;mi#$@xIB&~G)n+Vj8f&*%#l7hZV*ZIUbLXVr+QyC&t-@)>Oe#-t4O*H`mvx$j#F81Em$2!R zXS}(6&ejk01G9UMR*_Ew=-*GJk(_=-X1PUlNlph`oXaL$VXATX>`0f`5tci=PK)Sq zd3_i#D>7##3_%w&1ecXr$Yr%Cpxah2HCv0wXO*I3@nCHLE3k~#d_1*e4uy@5T~}k{ zj6elPK9edqy|rkJ)8>^i<8hk2POEUJP=l!mo6cjt?eN;1Hisnn9s5F|7z>473^tJ$ z>zf83ux}b*_GFUJD@!Y`%pjrfKgdr!c&B{x;UMxkYt84ZHJ;34T~2fa#mre0C8)EE z_|9$j`?{VjwMri7vK6U=q&CNyHs4%kfaF+#rCYwhTU}468x%nC$WW#2dB zB=SY#bH9Nb;}mT^grzW15*5~&t6`^{vgk9}Ws%xN8IxC+INC5PVKKVdH8$WH8`w2A zux!p558Ob$tTYhg%{Oe>$R3>?CdFC`p~?%FgCi9FHemtg(eel)|i zGsGmQQ zpJxtyy11Nt#Z>hxrmClo^uom1JQ60MeuObBNoEzsTb;5=@=)30^jgsf_r9si^=#_0 ze(frsh z06dxSOvN;0s?gmoi^=Vl?XpXxHj6Cpi$!l>vFJv9RTgYH4sdK0woD0^`MPrG$nS=l zN^FW5tDX~2Nt#b-ZtOVao3TaYYZirmjVKgX>y+)7NIN_(6ZP5?Yxb3U#1Cm|*J}kU_p- z-SQ2(MZa@YCxQ`V^<+$-9hm>v;3qH%vSBW3kzoKl79?P;`zDs_Skh!&P$BE;l>ua3 z0EcfYi_G_`3=JV<4MKQQcQ3l*Th=GvqECWKCqgHW%kB1rF z_K$U#mCK@#YsmM=7zQ>ak}q4W66Rjh)pn0iak$#1-?f#E>J3#hIdWBSIey<^c_Nm3 z;BDA%y!S)p%#qV_Lk=4Z zgke)fE^X468c~xg_DFJhj6uEH~EJV3XXEWO7jCmN92_Aw$Gwb-2!p$2c&p zd$g<&+r^>)oAlnxkWWQbbthB}p%j8C`28lpSlqiBC+>m(Wes;}_I)@MUSIT_kk$NBQ zv0P{NanfL({8s53iRVKe)0W~&c-9NgxHNaYy>%jwG@L$=LB=KPIB- z-?GT56=&(m-pcX%Gseq{%FN}sc=CzuaD$)~cEO774X}eWmMbiiJCSd5NgjvEi$o9% zm>=mVEDUu*Ir-+HOe%LAI+Qi+1n(2<=ocjA~1v}e@1_ucE%x&r|c%rj)p0YQZ>4;{M-&y+Wcci~|7IgZMH+G6X+~%?R5F~jd=(+ZZzlP?ex?ecf;-1tFj%{AE#-&XCsxcUBueq?`9*m6g*|B=T-Nin zntd1@X`d*KpQv8A)@+%eFBn|v@%cq7(#0mP{@&%r*n5Q2E6j{wmgMMjN#ytHC`PzWFp?Md^R!4vxq(Tm# zj6tR!H_{N0IXzUEQE5XIAUmLl)M6KHcHwYdP3?tCv#Qo4u5zpcCT5dw4B1qV$^Rw^ zhdHayCFfLXiLUFu;op^FX5A3!!QHlV0+=A5Bk`QRt7N>_A|e&#a+#c7$PBhbc>b_) z2r)6MM%KpTa$v0Lhj*1!#o1Llk8@;kr#_ubs>M8Wly{aYN{i$Q?J2gnNe(tB_Ze??RMm^$0z()+13{h$3LZ zg}Un<22TC?wOyU$^V-hDFg%l*F^xYDQp?Kc<~^k;LgdGu^8ewcf#f`<+UGIV-jv^I zv0{qgf>U$akw~$5k&{Hi3&!8)!+lA+1-T=6pLf2mDxx6^eNM8l)|r?eymzB?mY*!D z9HM{Phy1cREU6cm3$x8otaiV8Y>ROAXtmP1%kLtKn3Y@vE2%%rU+%T|DRLmlxO!zz zHEvuW*px+BYZ2)ccv82c_$>d@J6Ox!`j-RN@vbsE_MgX1B81LFKkBWi=3jVnex*(S z3%_IsVw?sffw3U~HbDtB|A2Jn`D|WrKIR2DK@H#elu#lfUdH_~lQ3-vGE#^TFvs${ zTt38w$RiZ~!Uq!S_1OtfFVa&s9D4<#z)}Tun6qD}C5tOZ=#RzeHAmD9FBe`5(T3ARZc_vpRGP+UHv=LHQ}%qGr@F>%&kT4A$DlFv>l zCXo)=Y7!OzHETicG*2>lJI)|v53JjTan%H7k&@!cYCPh_4)1X zFV9Fw`$~mL`;Fks*sc}mY(6{OJZChyuyVNmsq&7a3YXOCuoFnsY<_mygNtg(g@M5w zxlkI+>F10VsTZkqi^mSx*=@>of@!!DNqi6PkhmNk+2Zoi!a1Y;i5pZ~s_cWvM?N$8 zsNSr?-1u_6c`{Efs?_bgfeQ}tTkR84#fUw{qDWB6%=F4%T4G|`C zm{zO67f!SJ{U#ZH-sHET!*Gw$;deQhhCpiT8XV;+^1QE{JYUZW(xOcB5q5Gh?u+P0 z{yRq-ZHP4efJo(H7Oq^(!j&WJ%{~Np7MsIwl3XlX=Z4F3ipT^YgJl(_@Hz+b!7N(` z{I!h^SflI9cyfI`E5Iz7FFK4|QpuA%BR}1+CpVW|63F1lB~k{bzvwWX>=UUZ#7vEn zOGE}!bh88*QqDfV#pOW4)Md9Ge$ips*8w{obYS}bL$HGUP+u_sp<%@UGiF#zD>H|O zh8voKk@>-ZxiMV${UpV;>#zZ2>Hj0^UErcB*Y^Jfj5fgdh)Wz15rKe^n8nPRnKd)& zpmR)34N0xAtN}+Q6^w(XZ&qZKS}9stX`WInv(gTBwzRVIX?JdSFe%wPYg^gQ%98%y zXJEhk|9*b$?P7#+7Hh5NaNpN`UDquk$JIcNQzMc`;bz71I2}P-gyIgHrccyO&0y0E z>*8gR=^-^UjDjl)Cf_Ts`o%RrkcLZ{&WF9SCMpw!t(+^e<6rk4;Wi+GTpwF4H64 z zAO~%%G&hNhe^(VWS(MT*&zqsFlWEzyM7G>|Q%RUO%I+cc^BH1Uff5m3b+nr#Fcbnq zHy9-WchFigqVYj_aq2un#`9{y0Oi*z4m`3=Yn4sf6HqJtXDPvhj}Ka!*<+fbrVmjT zsx3aV7H<)|+~)fDV(sLp)Etv7F4mu|)OC#`jjWLeox}Y6aZncsa{z3pw=fM{02_ee zaBy@F&(Y)XGQo89_}faqxA{#P<{NeFCGkBpA#WFk*cUS`aT+GUPgH-gpwu8!dRR;1zN4==K2_jt=#s|TnZLjB&>_Erv)u}KP2v$e}Qy%cODk!QUm^2B28nc!YQ zPef>wbJ)JAz<9kPdoa8n1AGGL&lPbyeUc%-+23t2K#=c^G${90HzX_f>UX7S?+fJ) ze^tTzLcG{7Z+61PMyrc=)g>!;$nyLhl;_p=MZVSSbVkMf5PJl z5-||C7QZiy#NzvQ#Wg9)ib$=pq8duT3jNTTdUqe?PXB-od-lG8c}*>--?iCw<$Y4y zIRYQeZNYe@e97GAIBS3Nr3+*8(ZaVhm&X=0)YV@)OYEQCSx<;4bL2b8kvqCGom2zu z5m6eR>kbk^dx8IaAz56FhDlwCY{O2^|BfF=qp>7ec{Q>`d9{ic4CG~R>Jtp*E`Oa; z9DCDNH+6Q8MbF$=69W1PNkGKva>XtF&sTk1x+ zr4Gzp5rU8flZ7&<9w5ARQvDA`Lt&dcLgq@`5b*i3w~er#Odqn9{NTNcSLt2Cu6nSF zT~*%4OO;!-v(HfOraJG{E=|djCPrv8v(FS_K*&OXG^gPAQJLk^T4GZ7SJ}$lazx!N z2_H4FD?lIuUeFGZ7IrrYRvm3J#4=|#jG7jQ#Shx zbFY%MCZng8_(C3E zz(Yde(+duyRV4^-A6ASdY@p!xwk-I)O^mKpRw!HiIjSXp+lxspW=J$0uN;@(lMikS z56-$L-{g*phXNKEM~gd3L`7^Yu%6TAjJh0lDhmKFcHT81k(7MB#NcUtTcj%AR2(1);UpMZCgBOBw{# z%xQ>!4zz^4uHF#k@KPC~JlU~Fd9r#>ALU7XahlH8ZT{4@@A9wAnv?LQvROZ}hyl5Z zEl{l3QU_<&&YGpoZ4o7||+~c1bZ3tYdTyMy%zz|y9XIYedE>5= zH?ClivfZ!d77XgROI>YO;^L3ltv8G31D*eqqHLEN!gjeK6b#Dr1Y9A*C2koa{#j{u zIeg;1%c#rS><;2#C*WAnTU;=xI+4r;uaz!U;@VktNPe%dpLbf>-o_V&jdS zlwLaI6YAgzDbvM-v@Don5g((FgwNp+15-1IDjXs48B@sF`cQ_GQK&xhq?}4OUTd&$ zuk82+6!x1wWDVc+(P#LToqoSk#Mx zY;!)l1QEHUN3JtM$;wwnnaWpHvILu6XeFPDkx%Z z>o^Jl>?m_vS6#}@8l0#5;Wjz~@ua3B%WT8SdTrpEuz`z<3kF!5{h6`a+Ln0Tu`A1! z`(>H+epzOn5va)k1ZKs}Ki{NB#gEzI-g&MdA+IfJxFW$Ql^b!D`tp8xog;5BDCPc> zn(jYkP4}OA{V?t7G-bCxs$ZR!IX5P4=8o*_x;RJk5JB=dyT`*_{Anm5 zCTE(k0;tsV$7b<(9_GRebLCUpbfdD6KM(q?%AkB}tll)YQJtR!27Kw9nl8vC56Z0T zL4GG?OsuL5o(d=ty!AjZBtBhQNlf4idl;@H#uVtOthj>e^lkEF6IU97;Dh4oI$2y@ zH=Dyl{{Afo)S}d0uRUwO{vsZ?=pMWC(5Kx`REj4mm4_si=pm>?ZObwsnugrslcA*%9Kn*wSi-O?Xwd|h6bGmVraSm0c$Ta1r>S@W8n;saeamGFVXxp;D zw2tS+FpFvKJn`G0&P&piJ@QfQ;Ze0Mvxmb@zhOp*&SK^#$zGw5NyKRxD_ zWvs`<09_Ry^`%;U5!GrCLvG!&Iok0vl)Zj+XoBhVZlf##?@qW>%;(eYuv zn|ob`d2U0CI9On6zVf8}W{o^Vvy#G08p^_eTNH!KiF3rGF*8CxWM}G9S0v0cjug%Jydx_j;}}L_!=_YWEi4p ztO-cGslJ4a-V5g$!lZHJMI|WyxyTZMNoXB1JQg7M=Be*mZB)^OSRJKOQj-ULl&bAN zLwVGn@zegcDOmvG(jf8FRFCqgEJ8j?5%Sypg>JXq>oh=aLMqN=&t5k=1Vb(8rO<2u zAcdUHU-m~6L-^4(677F0UZK2IU6BHLw<1OBEK?ryTlLPeZF5X@^dYdy4X9QJV5)HQ>aT zI)^JuUok8D{At=qy`%~EttP7GSj%Q#zp(SlzREs%ul8}TtRr>iA^;zi;E-3i>vIAS z`hw7{#H)+*yiqFN1eSJvq#oTRhtu~JKvCBM{9RiuUr_SXj;1P)gG7Z>*B&r)4(r~+ zPA>Lwi8?(R^`iUBO&@D-EBg+#ALf|um^Qy~; zx?BO)Wi~meiBy9f475-n7^pKwCdg>VC4uAKj_IUx)BCWKP4A;+B`Z(*(~PWS6B$fa z-m$f2kIkpwh)zvD7h%KQQi8%m>xv_(CreD|5d%#to&Ln5BjxcZQ&Wp(|*h8g{C^K`{#44 zKcAyKT{9p_d0HQkbaY`EpFma0$u8m6#j9GD55U9|j))!2dElsCkB_a3j~JOq=YNs| z>E%d)@^W+gtD57FZ3gG zFW$eZB&J=y1Og(Cs4+3PtdpyFUS7}hTu;ZU5`!$5${YckF5X=<(apdJGCLuOK?bB8 z>JCJ+@3Ys%84sK&=We-h9gU1uj#iIOhV;eZfZtlQ<_OM{bF_KZR3XZ!Xvk&3%-E{^E|!NlVmYY36yg3r;;ZUO8AZ6r5iln$)qmB!Xs%;EUYAE!t;S0zFeJ zASDk6Wr4{Fg(l+LwYg^?csCo=zE4C9I&$zrhVch;l)c);*{IP5DATkpea!RX_15~P zvX*(}u^L<;ZCJ3Xe-v77190Sgn$sN#}4) z>%BRk0?~liV~CNrioR1y2uS&DSiz%SQBjlWfn^$2yN@W-kH}m5^cG_c%YD%r<*{n{ zLa!gJpFR(v+M0sUd8P3s<|W+TEkdbO|GBce?M4*_@QXEbr4(&$l6v~Q5_>R8H0WVp z3k%melPe@vov(OWPZm1hONRnfVgtpQ7xu6bPE~xBqWn}8Kubj(R>t?!ts38Y$v-y! zmG+R^!kRko*cc}gv=S*nD@lrf)$a0vY`S4P=>f2ISAZFZh6(ah*nkCYz{YkvB;k&0 z`DvRmMV2FfRPL<)(FES~qe<&N8v$B|+I{w2li3#LWIsFP#I9K=&lpdKYgbO=^0_oz@AdF!Le9o`~fG^_lsNMfkuKSl9*QYCXk^o0uP_CXPo{*Yhn~xj$_!pGA?uV`!`Or1WE7eU&QhQ1H?$r%yU|c0DXcY20Vub)T92ewg zi9UE0mGe^mR8RN>Xoh7)d7O9`$dka!(Zp?v#HF)O!%#SN&rO zjur>jnr+Pu-JYb8;Qg;kaonqVx(NzWnK$H)lHAxq1YND^;+!E_6x(b8csvVAGow@( ze7zi}zbb$h_qAn$t7pgI6v032>;`z`nWoJ`8HSa<_1&w z)YASdJCCIxOB*X?X=9VrOO~3P5fNH0YR&}e`L&UKwJcw~dPoTgDr`R3!$EuTB}*TF zK@Ks;ea5xy6h%|mGN#D7?35&Zd^wV|DeCz0><>id{5XV@rfrw;xSJc6#Ot?3?G%pZ z^RVGWHOI@J8m*Lfo-d_p@&G58e`g0v<3B_;2uysUd!Z5#_ge@|j7ZoG3mn1}dK17j zet{*s4A8Xail!;gRq;YjqAs)c(HSV!rvCEL!OLTxWNBDy;_rNN%?RXZUMWZOCLR4K zhf)&%QDC|`BIR%qc6iDp08e5=MOK8ITz5x)|7dao>0WWa0iyM9psjyPXzSm)xxe;X zHe$3K^|$PT31%~bN9(Rx*`f4K@`X2RhDj~juq1vs8UlvTiDt(Z_1Fm{oT4B@ymxk4 z#NqUM!)}iqR*&_!?4APdUAtvT@tvcSm3OKpCvf{qMrwNpAw|p0-8;y-X}Yd*uPC{;l8Px>O{AL+!x0Pv*+j#^P{G3d35hhMO(qFh0euc#G(k&ZS?$OjvZr(fc4!$Gr;Nj7bS7e#q7m`=bPpwIpAqO~uH7J+Yg-~Cl`YjHlK~h1u!t42r&1J!kra(Wzi{h-QU*Y7D9UH(i2&)vJ;qFva)8R! z0a>{^AS+jQ_C-0Set73=x8)^Fy;*fH)7`3B}z*Fz&sK$n=mj$-{DDF(nSQrDDR(Fps zBS3=fUo$^eTi0;noeR;5!Blup^0_L7Q)IY;=%2-^N^$LQ(SDv17PmoYwoxp11R*X& zeG#|yvcL@qc>m%eQ65$?4>E%7k;#2_FRX5{6ts6j=V=cgVs;o(ZBOL zTJuV#@B5PJ`-Ok3oo7KV$1HWQJh{A)z?2+N5NCi2uvmGsSvLX&U-)YhkaWLC4Up)^ zNU$HPV!|+MPrsw>@2h;^FFdqA{~qVHucB&Cl8a^SABHHIAO@kj=$9#6QU)ig4(GOVe{NmK4Pv|qWS ziYL!NzhshWM^fpSbcA6;l<{IrdSKF#cr7H>TEiamIUF^1?<^zU6|tfr8z(hn9GcVt=8`D1LXVV7y6ocFN{cK`3x6s@ z#tYv)idBMLSGzw{hJ46|^3GGnnq;LbvIdPDFXTSGSa0{CB3rD!>$NTR*3MqoI7^$= zz#T|9=>J(NUK~i21E5xGEsSQ&*J@`k=v4cnEvu2*vKmxbzV;9ml%T^0YUc&8fdLO9 z8-+)Vg23gV9Pe;@4T**lpscNUDOvdxF!a-2Fm&1H%92Z7L|ise-843T;;z2=VYSbY z?sEsAEHk9Cio>|Toh7Wvm_D#DyL53?&P386S}W-9TG-=cERUT0yrrjfrrl^ zyJW%igv0`~*mSAl6-KKaF_QxU0V36iU0uCLUeT=;5G41gZA`-|4ovq;CTJ5g5Sx`M z!}CksTaQf6YM8x1_8AcCQjgc(h2)G8^@SwhPRz)12BR<}T%x3Z7Wz=C?ICfU%|dz4 zA^h{8mYsGgp5n77MSh7UDu`2`GbSc0j~=osk5=3Jf(o5A7?nP+zJ$L#!g1z7y9wX) zk4CjVkV(~ReqBwjea#_P=R-6wmIT!=r4($@j0_6F4wv|Sv564mg=!FTZ$FPd@PK6!<=R{-PP2%dLiwS1xPv1!|BVeB{Bwl7%TJvO3^jUY4wjXW&T z$n6%lBkU26rdFcuqIT=X4V_ zIWX4krms4R_thJkcKjc9^&fV$W$ZRz$x7%unp__}ND0WoS$SLLO(dxC1>hz);cvlh zL3iZyjeJKNu#L}OcTgg$Pj@`5JY7xU>}mbsJ{l#qBYshIed~<{R*|)UUJhj9r{ZG~ zlW~?KoF$@Nh_Xlb!91{eA}~zg_>+E9kQA>B%<~42)Kb3ojMsVwTgMBM;@7=doEoik zS9Od`Y-<&%`hgbIWciBSXfr8I)^keW1~l6i&@DoI*wX##1-Y+YfL6>YwPH>vTr$*m z1jXh#qouGvN)C=V5U7&6@;~Ye4a_l^OHPly_(03bn{P;PYrl9=a%(%{O-e^qQ-W3Q zk0?)TulGSO7EvzM;oHV%iTSOC@wu^Pc-iH18gf6s#Z*2^duflUezsnHRv!E~+8o6j zZ3S%)=3m9#p#MYtoK6K%S#@(F7a=Q{R-mj@rxj!vNYFzfdIdA#r*S5x;ZiZyfs_ZN z+XLY_WS|vSyT4bi{$4)Y=0nB~sPaeam0zms&ww*ue};Y*PHX-h>YViK+jGqjn#I0I zwrPMkD8#=?GG{Hc&2Ff>tJE~Nxl6vWdPyQJDVZNqbj)*i|?kPkW z-aweZ44oOkXm7#gv6p4R<#yJX+pFaZ$p~oEegaDHPb#>(CBD=YZx$Co)hy5cyc|O0 zhaT&PcXVZD05w20Mqg%9s}^yQ$dx1b8@Quj2rhAI$yl!o=ML&2UPOIh2|-u!oMks8 z2)TDx>^Cdlbu_>gfru&NbZfdc(~ZK+tIl*=^9r-|7Sn<&y9nUAq`Id|s(WU_Z-hha zi9jWaFyq94rg5Y`x~!ks;fteIA`5d`XS#cUxWlg+kz~_HTMzyZhv|Lq2dCV4hW7Yy zL}nKC@!?mj%_6p?Z%BRYR`teoiLU=cMz;Tuk?rHdGra_5s1o*$AmOOIC<7U-EhtjA zmXSvSD0yJ4M}yYKhxY{QKfWe|^}oeymA_ThCis7slxlqEpA!&VbPZN&tykQULD?); ze{zNkS(*G%G&d;&9j+%VTGy}*MchZ)!Z14RJTK%qpd_&GJyHFWD+)%o581^KNqR$` zeWM0l?_*`hl(?!zsxjgjcVqs-)EW24PRGO>dM&fzm@xa^-xQQ zaVMTXh=~lW9yS8$`Qb1;fphby0utCjc(hgzB?M#*+gh=Nj-zc$l;5j(AvZpUzCa)> zbEpf%q(j>_TjJV+dhvE7H!D2=N$KFvUGm2@E-5T?CGn=LAT=qs*C&3&Bg2{l`pf?2 zj)?0r^8&gPLW$uESr>?Pi6wJe1v&2DB6GQYb9+i4H)xyP=*kSW#@VkG9aGsOnG5L6 zLU=Z8xupTM@UiFCpf1y-x=c&rT_rHxLog5#57s`VRu)*F z@7HO^F|pK6M)@_9IGKO5VF*>_YFLQ`vdUb(I6`5pq;UCJ%med(yt(iL6YB_LLd z^>gx;&?cujc4fTDF)(vdpt8KOL49e5IUJvT{OB{*qtBpIBa!%lL_)b(eAVBC^yP$w zaFMvw`u!LS;aWh-z>0$S2j+smha89OR%KuNOUmRBgOE z`*E>(fI14>N)dc+;;eW%|8I;n&yC^Q&@g*84)-EOHzWV-lizhi3Ocq4Qpd*OlKctY zARCF33kHH9cV|}~686H`ps4G%!v+pQeD+D74StEK9~kFCx{PmD+N(FGK*8kjlYfG~ zIps)1S#WGg7||M6_7j&E-)yH!ZBU!XqYJ^cXxy$i+jeJCFND=C?AMy3L9eknrQa5Y z$$b@k&?n?bpY-NPY&6d-)A|WyYiVjf5t!QXys|*O(bwe$N3DURe*%)ewV%ku1OzR! zxav()z$f}Vli&*q@8M^M~7IIFShn5e?Q*7B^-qMMQ#Lu!O|Ff*g zU$G7b6hp;@*30F9v<-F?Xnlq)qhwy5!|j2jPcUx1V%>X($_{6jn_YbQF;q@w+;L|bBDb>WslLblp(1Ysvi}vx{?Mt>cwF%buy4XqX+_`@l}koPF-<~%7)13J z#cM1y;Z)y@7zNFTq=nqqTf`p&K_}+*nDpGCtsjcGEv;bvQ0wH>oF?Ett-fjT(S;_w zDZrP0lN;=Ba)Vtzw8Q}!!-<}TE#idAP%LM9uA35(v>FBoYtimBWfdL{GE_do)KC- zj9~IE$RRBSsP({x$tS>4!Q+#1%(^pRtRK4iS$W&`RuC*cte$U1SR)Vm`DXq0SCF+u zN^gI~)ErA%Rni=9S`crhy<)@sj#sULOVllAbrR^GlIZCviJsp6N=YPSKzhbxAsP@h z`M{@tJJ)1{#93pYf_dCHnz4SX4?Q8r{i4H$ht4By_fzy_#@(ymZ_+N#K-M-=y*Q)b zRH~((o)^155nBp6Swa4g%g7%rBi4&EEYTnWp24+dB2KZVO$o#{$)ZMp_{E5Nyijgj zBlR*P0U#{@N&*NS@eN8x^@bEv#};h^LLOP#`_n)4rz=`B=q5yeuSWHK3U$h**+0b; z+sP9#ByB_zf67RL{(6i(vD(gB9B_!Mwq{5@WKjM7of4`6L@k&B>W+dU^K}WYv_~se zr6_*@9Q;wu*#AR!C+S~@5wy7rz7F@f&K$34EQozld|V}TP$_-VAd&1YSS*z%ea4l2G6rZWBJ4D24*6J6X z+(grENg4P{QU)seTi}HTRM$?3uepaz01$2COcAFja^<0q@=-tx_)07K_h?5Sm)g<& z5lWp^d5K`J)NZCWvEF35c4zS~MXDo|-!F2nGPlTLp4CvdU|Loa`)X~xyx{rQ(2??{ znx}44c4{Bx@lHEVHsIwj#9^Sg#em0Id#}h9bS_H^_Lfo=_KuMl>k6106^qi6C#Nr#TgP~2#BNo zrow&zmIcsd9e$!BiRtC>uC^I zA77{zTTS%~#ERT5@Ve_H#(kZ{xR-lMVAI1DL5WQcc(=XM!?FRv76lEp5hpON*9Zg) zmU{xDs}i1wPf0g{4Ts)EPyB9TNAVYGwIk5473#GkO!W=j$M^kLvZmIK$OQ2Bxd`_^ zHHAQ8%Epn;VlxC@;|hnEY@}9pqjtogZ7dW|OD;qkTI@Ed#ctC#_0=-{=+%Ut>F<8I zpLiLoXgLI~X9y6F{$#YZncH5(kDxSYqm+eifCb)UEvP&&n}&Gj^OeS0fO-SWFt;fr4ku zh)Fodekn|T3rgWz)$#>&1kF7V5n5)hd!QxWG)uExZJvD5`NFVdhNO*MjXmj??z`LgJhJcnV*RdF3ZGE0AWypdthT?uX|4Jb!*}iVT%Lx zuhA!_Xt0o1_{;bbfG1;V*6Npb$#2QeU%}@?ZPTfqMZAc|mt>{7EH*3UV)H|48Deq3X`I`Fpd@|wj6<>RwS$_VnxPDYLn&0tcb~f_ zF(KFfAO&nM#;;LctU`bw!`d-e^J(d*%f_g?KQ?Yq@L!lyCpNg0Sj9S#|8DoS=UcBm zACVa;$tqG3W%j|3Gu(*NJ;GCO!c*!g7pfzil!C#e{)H&aJW$CnLBxEI2X?SxZ;JA4 zbsMnb$s7nuPa7lc8OY7eDHL~#m7#7=qGT(qRDnhr)K4GGS|7F*zT%GW~>cTk_~v6Q;Txdrftf6^3$Z zd-9L*|KqM}<_!sZT{T5^!D+;(_CE%@H}Cwf!R}ybuq#blrNgc?ZmpjsjcfmFvdh2v zzb3nV{$Gz>KJfqb*j;;HKtfL8gtaUzJ~;MLtHtEUr{BOqZu z4?Y+nZ*K_tlJqXUZyN@s_idY=cqvUwSIWa`oJ+NQw=#14In9l;>Kh~omarbwZ~`m` z?P~gu18>pjPB!V)a;IJ`-Ec3&4L1bRLrep-hz$@)F9i)$uy$-)A#YP8N2TfOwZ}Om ztrs5JnjhdWxrgqsY=yG$k`{DxW0gU+v4M*MEg5s-T75%TO)_#hidbu8C2I`UrCgmC zUknmKblxNsSXNQMz%|u~gq)ZIdOV@1q>3_>UzTh09NF9U=F~4qP^RLNX1P}GW^38a zlu&+FJK_UZ$OUQ2?v~acQFz(}_N+*fmBq5;#`LJyYwlIN=1li*$+vQtUXj94gRXHU zEZcSb8J2II$ndB9@W1AfTEpDBhLgm6>tw-c9hFXeezWmha7GR3LK=#ldm-5pJYr4` zN{omfa+9n?NSj}7;%kym_(puP@<#RK6bj}X8vMD4<#LtG{M^{&_&Ib|KS^MJtBme% zCAwEC@&~oMsdIXf%yYAdvt0oPxCG2mynhHR@$tfcz}_1Yye_w)&x`0wQ7vCcR^M%t zElEdS8IhqZ=sF+Uk;J#6mLvvx6l@GKJH$K5BWJYpn?hzs=Le=FxlumVZRrW2-jJXB z6rcN46)%`=rN_+5o!Y)L(7yFk{DC3=+DBjVX0%a9pDbjZp!b_JuN{`I*!p4Vm2}t1 zmw2lztK2TjDsuus^pc3Oq=^mWj@BzGq22@$2Cer`{@S7}Pz#R_r0terhYs6 zwHtU3`-13H5DarY?C+AI55oosSIV_`XzeTz{cec@*Qs!fKk&h|$fobhjI3?8^Y9MB` z3?Kw1K{q)dvM?^t?v#RCwfkMA&$~RscPkdahmTx?f73O|5aT&qvFr|HZu1pu{(SJP zN!Mh^KDIIOWxvh}Ld+U@&^e6FuV{BtW&`QKDK+3i1|~hosY^gLcZEWr*mzes^jWuqDY4=l+@=!%%g)8LvUhupu&c@fL=5h?IlLMCy5b%5wZRyBi6s9d(fJ6v~C4z zS6XayY-!u$B@3}L!4feh-F1nS?v~-w-7*|olU|~Gk)B3@aU6!2p;o#LR4aCfr4$*Q z?m!sxW{+-NlMXP>9eiId9ydkCDmPUTcF8H2Wj5WEbV&e-+i*-&0wWhG3o&-Wxw$-k zCFg96myc;;1N1Lwm{ms?^;w-&$%x%_DR$#f9jI!DMyeCAL3|HM)>{z51`!O&C^ysx zCtC(q(ococe;~8?9oVVtsNx05#qEK1yc}21A+=b#9J{1nT11G5v6i+p}N&fmD zRrCc4ji|~G)oL=Bs3}8P;_r*ZjU*<&Z?0-KEsVEanYmEf!7MpB5Sg2#zHf#4j<+F! za|ByDL!9hCHyC7^*@8U5cN>2O z+VbKKx{fa*4(PfGnT(vv+vGy;XQ9U}5+gD84opf2Kwy*r3s7(j2k{yJ?S|bQRVOEC z-JeKW_hAS?ha~~%u+CvI%?9q_PmV23ga(eraJf!fSQkgf-W=EJn!C7^d*nskBQGkN zKd>F|YS<%^+lvbx)0U_?0H+4SH#b!#?ki%8UenP}rRnIiZ4;Get0pFv;4e18vfI=b zsoOB6D1X?&P5HU9HZ< z_8|KJHpx8>JD*qh;8+y-luxUDNv2P?X#Dj$dD!XqDQEGbQe&3W^g1CejnlkYdYmk% z+b6-)|JB4PQ}Bi7ggOW%zM3~!@fKe_u!kOZSZ=33 z;7apDuPe=_9k|Z}t?q&YV_Y$>40-}Ra+hceYT+!rHAwUw(E4OnId1DU@!GcMj}IT5 zJ$x`)IJeZoakwnDw4Ksx02T-(Qb^q_0c5z|fYcdMpfViDh6%=cO>DoC-t((qZ?3B1 zg$XV5E7NzXr%~#L3G|^;q7Tn- zPoJsA>E{{!A3{6W2MJte$KdRFsd?z$WUKZ1+Ky*MxmnV(9*|M;14PNY4witi>%dnw zB3W^3+C+lopmfPKoDPTXgr|YHTtCupLIR=wS}ve>sYm*m?%FoJ&v1?!gun|^5WwY4 zdm!S0Bu87qLUed*}m*o7aYupPg!9VaH-4ajBy_F-9LzDwTBqXNP81o4Mq znQ`?RV}2uV+^IuHF?>AQ7nu2IUu{Ds`nN)rFC(+xwB~Rk*&u$7IyPT?R@7-rMf#R6 zrEkbVH)NKOsM4+ltNM^3Rt<%*iN=R%049z=5ppzHjbYu8*|U8gmD_iB+ajgAdXWjJ zbVz^g*kH78xw+#8$0{>5i96Jvl;4tUkUf%fa%`|28440g*I3fi$=PZw(AH;bXHW1@zk+(IK-;{6kLOJGTjE8dhAKKt>@$ zQ}we)C=dJd3l^6Y<$4=wOZ{IoKd!xN?S!B6uq5d`3`xg&_6WK-gvl()U+{>R6)e2E zso&Y$@Wt>VvV%lB)e?Qi8J8ze?|;fd&-?MX@_uzZ1#TpVNBpiSFRI;U6K23qTTQU} ze=(zoV-!3hM?u^kK;TT}kL8_hMw~Zv9EmNqLx8BvDxc1(6!5jgM<%=|zLodwfk;Go zpem9G^GmUKeFB1$KjTn(2`M1O>NxhpbBi)9Y;H~Bi9siRHY1H=bU(`IKJ-Mp%Y$c> zlkJnVmZgE+g?wH58%10!xYFi76zCmv#~5^`<6C2OI3=z$Q67dm**^_&T%kHIHTw^< z?2~{3xpDqNZC1RCLI0SXuaC(kuzy+!Eht=g?BR0m5}Rxp*t8=uTYV-bs=5~zj0E4@ zz0>tOIbDB@k5hiE9!C{c=g?SsW;!al%-p8Dz|QQK`UghIm|&lb3HA{asMh=vvIT6@ z-C)i}Z1O}Hz--J|#7n0Iw6X3;AW&@0hw#i;_+F+HE0DylsNw}9VgDLjN-*SpoOHsY ze`flRkWgKh>H0rSF3QE+fhD$v*)~b)o!!vbby*GyIyRuksV*roG0oCWMvX@SidjPk zDRALJh3=3-S~!4TNszb^f9>9uCjXKxO>U;8$<0-~V6ok_NplZDLRS@BpJi%n=%Ot6 zgk(27A=wS?Az2XZVPzWPf*fGb)-n@puGPaN!cInk+Zcd%7>VP5#d8}w?o~Ec-`j@- zVWvfXG~zk+maObC1C=_lc2E{h(HiDGC-YTgbOWV~ZeWttJ)}&MhKMD|XsJOL>Ulr{ zz+5zG5zRxhK)r%tdvA30gN&};?bw1v@0LDLsJHad_{LL{bCP1;<}OdQ*yc7ioY>w6 zDV_XwG$*OufwLXWP^6_XPJ~$Y@t|<^$Ebjm7Ck0ww?lR3K(psb{U|?v6D#*7xpHsP zIV{3E_i1SMh2=*Mn;M#}5cu*av&`?brlF@BD)n?jlhilL?Sv){DOklR4H3xVqKRxo z=-&|Rv6_;iM>tt8Zu670Qayt3=t!^dX#XC-Fnk`K@ekFO>RC-O+MFO+xxjMh7 zf9TCc0cCTq+J|!fvxYVUywyLp=&{yY%}ufS2VcqeS*~b_EjjT8SBsj;&qMP{@k ziGWE1A;}#MGtMvxg>(-+LH5juL>xG>(NLxbmik#<-W~B4<&Nr>6mtBQ6z#SC$m_Bz zW?4*4v&E$JuBZE=rX!Z$FO&0GmP{NYXo@4wbIp=62xhJ%z`Ke4^r!=)dQ|jqxn^1V z-NQrrw_Jw4A)x<82K3+P+xjR?o7xc5WvF+j1xf>FTC}DGwL-~P8jfFBhMJB^_nah` zj7R!q|*SHhvWrNVVagg!( zG(92D8aF3R(wu9EtDF>_yRL=ikOu1+Ph{zjjq4WKxjw8dXR)w znI;xn@WVrhL84En0#hc@Hw*b5VG`y z@|f$IOTXMO8mV2il-hA<&ab`@S2howL8uABGG{vA?;1b>F9vuEDeaR;AU;&PKT?K$ z#BcR`#S+-|9jVHPRjEBC)pN|+`99N&JB!aPRfgnWIqA{dO=%{`4bNqELVyd*cwm)J1X(jjB*A&(Kov>$CNu6ei$2~&R% zBsS;>Q9iLDW>M$+zWuBs0e$=-W2bvM{zPZ`XCIQ-Kl_*t?Yzj<@n`OqAvBMQH8;;! zquE_UWUn`Q0Lbb1vjlw*>?#&T>a^cl^PqTfDO{QOa!?M~Cu^6(wd>EGS@EYFNw=si zY053t@}Re*Y4KF$<=L4@84WG-wK*q0v(ny;H@zIqOfsV#3zU<45JyNU->3m&X#hZX z3yhu6YtR(O@bZC)F?w2l^6&8|^uK5#g*=@BZTiDL=;8(`BW}5*^`edkFC@Q;&(Av(C#4q4-s2}XM?3nw`?#sGFTKMh&SvG zcvKE)amP65mPEk&sSe*SYtHxU=O$}67ov(Y)SC;Br008LpDIm(iFo@o&F_Mn^s1~3 zyh>$&ALr2w#tyX|Ys@8ug#=O38k3rU7}P%x2wi#vdcxK;Z;xTYUkU6oa-MQ`)p27UJCIY#v;E#Zc$3CQUtCTgrhOAj#lWB(>;3a{93KxP|bVC@>7sqc>I#xq_$SGd; zPk70e)ieiY%(Xj4?u;mRq4mG33cP~}zU(5sE)5}EdhR2svL}(cq{z}Ro8|XFbc)_R zs#G0Sis>r-yp_}M6L=#ipCO!zyxC`hA;vFK9GtA!dJRZ zghenA{lJ>pG>_}JPNFqixs0t?7MQkfp+%(jjTxa^nlkLcO|3O$T2lk8*=6WbO5H5WN}th;x*t z$hk7>?8L40ZF%F~=EkY7pHo89Ar$6}E`DWG>Qww(z~FIl4n@grfnhvuJ=9xvYLjKB zbw^)U)>XZp=+d(PKG2Y)RAg@b3r=DgC2|%5In}eQS_fqK^1A9%P`Twxm0Nz2b(e-1 z2-*bLCU7PYh!~t<@;YPnWl>mBK=I^Ow5MsAnW%#zol3D_l8MEpewI-{n^vItlrl~02NQeI> z5#y`T7{^VN0!37i@B%T4G{T1UYX9Yl<|8X4I=vahcyl#~@n$OT z8bk0sf5A^*iL_Lc)})Rs>zYaDG$~Vl51I1Oud)mRZoE^~iw9l|GADbe_|PBP90;?J zokws`b^h{IPn)Baa!|LUQEr!h$?fl|4Jz$yDW< zWnT1b7Ns!X61b&s!4j=$Axma`yx?JL{!Oh5y3R^Q)JDAffrL0Fi|YkeXJ8Co2=tK< zhJfn^31jGJN(lrjR4}}ByTbV$4kJtEO_KDml|Xsxf6R>cDXX-7eNndAlyYbw*4K7> z$)iH^ z1IqTQ13i50t3h+Am3{0Vr7s_4X=-V1w*GjI_!u{~_yg*AwX-S>!5ew_$Dm=^%SRD* z7*Xz_9@WK-g%c5W`e0^D?`EejSkIXaG*2Ff$7%rbSyYKd=zjM%Fx#D#HcAQsxqkH zrN^YSkUW&p30>|}X*u*Mv`!_`_Hjvw)^?b`G4ul>t7M`S_tCu+Vn?H+X@kEs5CeE>F8n{G}DtRKxiAc4iSO83ZSaX~SyKY8;`XBmsN z2iO;fFvK@MD64*ucYa;P{Zv09Ur_w`A`uKM`&Fy3p?}+@R@jPmiRE?+n!|;s4rFr~ zGZQ+Sir;4BkcLrlbGyZavFK^;fi4??ak-Fx@Jb?&~C;Wx}TM8wx zl_d_AZ)jvNYoLvL&D7t-7o!NZWg8ttjPzYG5-kO|w%cS0?Bh26R3-KB5-!l5%|QPa zR))1I)G&`W+n&g1Y?Ml?amKNWBPib}A%7{!&Ch1oDd*wb;shiIH5B|qyXZf#km-uw zj+4|zB!#TcX7ub6x66Iv2Aqd(kj_Il=o|WLB%O!-xfOi5a#wEGZDxdTfOv-`jqg!= zA#I@$JOku9#k-^OcxKX?&J__qjm`_A=b3D$Sx2RDMo)hisX-spwoXPF@gKk)w;VwIKr$#7$6#49tF|0L>U) zM~k%PW4>Vs;@}7zfhb@dGH@cCY#lZ%PypCFmT6Spg5qU+iI=8p$iE|yhIm`gj(4Zr z@zxg=(5g_r(EFD(os&JLc=4*7I;AfMKnhogPVRhx%9ZqI9= zgKM*-{KT*6G+XGBHWcZ(#8aAwi}nFqAD^{(cu!c3 zT|$!SL0(6j(V-z^H;z2w?dMWhL)zdZ9%;BpCij;C+Mc~UPC>~ z9sli-HluZ08Ra}X-pQ1@47V6EtCC%bKumVp2E_*ZLVN9!mU=v~jTPjB*Q(cMVtpkK z`uq7BUyu5u>bnCSPnjEIv&F;ZZ5y-CkLO>~b$tp7HlN(Rd`bM9c4$i;)-DDk^#zy# zEYr+x6m+zk#_NnMmNw=+TkhR*%Y6_|{ezNI|Dfd5PbfmYR#rN*xUf!Z22O6qjZBO_ zyK|-Nk;e1tlCjXtV)2*bDp<>uF5GamTv(>Uu0R$YLZk#7LN(Lraj^?VSC{k z?(O9omTpN`KGtreHJX2rA1ExQKI;=pLZZ(WD z(@Lm2HR(iZ5>IGz#g~Xe4lPrDu3m;jL|@iddn}u-Y+vL)mfhO7&8jpX(<~SwHvh+B zW%=dmW7%QZAra{mHw+#z(d`&6T!a$mJP=p2@nKAnv;PE`t){cfslP_G;r`(u}yNu!p==7!EK zDd^&`usDW=g);HT6@~bzp_avS$s?u(O|GbTzHlsvC_a8nGE9r%0egEp=x&q!9*?QJ z%-DW%U=b=!vS`>@eCIEjGE&_?iDqj}v=BPEX%u2OKL0yT5*f*U!0s1iHK4g4JCmrG zVy54+sHiS<(=5WP!xHpP8`%Si-y;{+(`-zqrAy>#{rEZBj36>NRmqz)@?c7Q;-oPd zEo2b!gSJjU*ze`S@V#6ZW`L=J=mZG8Vbf3;7y13h5_$7r&_&sOc#aV#WUJ$~wHXx& z9`<%wyxL8}_}$e+@VoVyDcaILXx$2fd}%p$V=DSK>PY{hj?}SK>=*#`mssA>v2-F{ zd*C2U6zI4NG`#A>p>6ZMW2)JnTV+##?^ma|>BAB!Ay+i=w|ZORvF{ zS`$s%LL>9wUCQ!5{H3&{gjVcc`N8kUbE!S$QhU;KQ?!X^qC!hkA1DZ1(=k31+LzX{ zq-!|RG@0c5B$J$pXO@5iQLO;aBBJ@IBnQ5@G>g;4eW^JZ#OVY9zEa=39%|ivWI3kY z+r+>Oo+YBO-NgUe*#l6cS=6%!K-V*pddq5ej27;7I ze3157(VMeCg1pj=p~RAhM>nts&2X(}59rxY5{=Z>w|Utdy(TtCuSuKWk-gM%JB*^` znTrUPu&-?EN6Q1w^Rpa2KQnx+6FhV_q{7W+h|!}+3r*zad7Y5Q;SK>t(bxlUzF>kU zn!p9`m$=|l;DS#{T<|HL3@^48;87m%3 zD>3L}$NEHx#3%X<$)Hw8b?XI38GAlH##Er#>kDof(^IzFE%EY=MG(8H zKSRGS4d7$xso58zEdzG?MZ!+^rHz*Q&QKU!nYuc7O-S4mGn3nju@{)>4*wzw`{pM7?=bkh7?ViCVH zXxch5L)d#eJ>s(w^n(hC>N(@2gEgBAtx*vY0EFUnsZHvSi4fPZS3a)aK_h;bXvFV& zQkrtr7gA-0MQ`rp{*y+S8zJ@&ERx*DRhda8A}!ghq?yf0swvxkwWcbl%|HxJ$x7>H zD+bR2=&`Ve!45*=&Y1Yq49p{ODke5Y5Y9mMZ^2y$(fTeL_5i1UxPmR?FZJ>asDSdI zbGQ<2)F1c@&Bz(Fkf4x;Up4W@Io)nq0~sO(TsY#)$jQUXn1+WGH^usKGLV6=Lko4v z1i1foYHWzE|3ta|a3ovLv@FJCP28F* zKBx_xi^ss~!Fh1awm8X6MxaU?EjLH}_HXiJ5!#0#pQ|r7=IZ9r5!u`w9E0wx z9+&`b>rI{>Rr_NSXFS$%NI6!02=i|JP#^8N{;1Im{c}}WtiF-a1sA1TMu*)pI{aKM zlReo;(HZ?7w|F{O2xmvOg`}`8lILdzDe_Y3ey)FFncv4UZ~9@gctk)C+-iazxYeZ9 z&?F6))cvVBiz&&|tgYe1hJOD)4O&ea#4QXtJRk#DIeW$1853ax;hRBsIAVnUNe{Wh5*n!I^AVI_(g{7-{KOFSC)iH zonS8VghRZG40UzFG~x-#F}tI!ol<7IiBcwqO_E~P3dJm#?~8pVZcQ~Uj*H8uXUw4m z?QHelKw-J=^_HI#Z?+4%pl_a<;n9Bsh(Y}n`~gf&D!jDUa!6-|V2 zjG`ofib|E&qP5nxR#dzSsCe5}5fPPoRV4>iJgU}OwTeeQTJMu8)oQI`YrT(Jt+lOM zYt#Sp?1m67rSD7M-~0W)FTa^*W@jePKKty<1uCzAx6{-C z2w=fFlDhml=m=oiJ4hBPpw3at^@`t(g;JgdZLtz&e7(?3)!%(5P zg3M1^A$npgchx;r!-Te>eu-)&%$gWKj!%{GS;6EDzd-H7oM4#B)&<<-z`0xXR6QSN zZGa&RgItoFrcKepJ~lVJ2f~cE zINYQSKuT<`vJ0Y}~kakxzzD7Lau;n%5=A{ML< zs#Q7R@W=oG9L(Y{QzagzlY*L?DnSX?HYDhiA^n8U#a;Nhcm~|B&w%?iduFL_ibUTM zCfY@7R4qY+sZeOg57YA2_MX|cL+Sh>@Nz^Y$#f9MpdNOJf=PfdO#__XL-l-aM|e!d zf^RKICa~Oa7;N0uk;Z$q)aMFns?ShOHCy$o3Z}v#(EqB^b!-4r;q*iu`?A}Vrn>PX zGExT(NKSu~f5rR82Qruur$HSD?5@eaD<_(k(MTAuR2XE+aihV%48>gjF_g$Z%67E*xs&wUkO@g42;hn^cccECe; zw$H!^JnZKQg7~2MdYGw!`$EAi3Upb7^&h~*1qS*~@L+%q??5Hpp`+bpaW^`o?M!)- z>@1y~Jx_PD6-{{#+} z)8Joxp%uJU+JgHYC{H?t=x?@46jb$lP;s#l6c-y&aj{YVP(daK&xWnGqXS8k*f{lO z-g{DV2JERgNj2e}<^zX~1)tZ};Osr}2CR`X3r&Qx&_vjM-!B|4cy?~20_IhO!Vv}T zMR4%x77IpJSRMepF=?!Q{iwZ$V3;|hfi0){Vg}6bx>OgK3K#s+etxF1IjFgl2aVBA z8Vk>(S+D-!HxZ`6!Hvp=8klY2#U$Dj+_}z8XhXDIJ!d?kp zmxjQkf?08ENskv?SPz1~xSW#SQ*-;LHG(`we~4Yv2c=AC-79$jY-lg+1k-KU=rQ0F z77-Gr*9{w=Od7x}w;oFFXaQBpx!-i+)HRlqE1B|$@AZ$_RYSyK&WMjyK&ji^OkHon5hd{^{t3bJWsr4Iw`W}l z!Mngn!Wl@U09YAB2?L)$QV+r~9>gWGIbj;Jfi|fp*PQ%igEwlWP{I(8=2CqZsY}-u z9H*3YiYC(T5v)`u^X8Or80+cn3!~WGn?%KS=e$XXt-GXh0K1?PNn;WhvZT(`DN&F} z7?0_bWz5uFv5B^YY?UEyAsZY0-as8BaGolgKw&x}L&SAO#4e0Sbxr3Y!o0VFgJjP` z=z<725h2TX0Ku`NY(cUrLmZ$3tg(SCA*vm2hye=qI1<6Pq#Ox|!u8z(H zHNI1I5u3t6C+A5>m4rfJyhyA4Zatq+4pF<+7NIi4#ybeT%-S*p4*KV_d7_YxxmiXF)ZiW%@$miinjC#QQGS5?%%3b+3KAZirXqz{~dx ztR;eZL|k7)Tph}q_t|=g&7+LWy2|Rti{nv1h}Sh(P|xusct&qfB6d#)cH(Vo*`msj z*s_JwmEo=W84KKjc7F%23h_2@;N`Uqt9-~oVH`XR%bwrQCAdB!_AWyV zY_6uO|IK0HfruNHA>Qj-ONc!Yv06l29m<+_GcUx}s0P^J`E7DjOZ}hs5^I16eafyo z-{YBgD(@}0MM9SqUJ1{5d3hsZ-!jCtcBdL5Vm}AsT6=)05pUz#$J+?;`aAIQ!L`+8 zeGqX#8Dd39b^Ysajs;&t99V|9*4{mSh`5OZajo6D#)!A6125kvu9i6AkBBv8h->Ys z5P*n-$`IGu=mP<+r-cMa)) zM}x?MYYABpB5PSo$eJOtRw6P3d~ZX)dG?oKxuv`{B>~qDkc8EGgMBQFM&6{gWVbLCO$ChfrK+9HZpN-LoIqo0mx&}nt!GXBe2sR?# zjt;zhtvzdF5OJsfc&tH3O$S7=h%MehCTJ@xO{)xvmZo-1BdSF~bx|f+R?{z0H5P~H zJ3G)L7oPPft9dW(fQY-)78g1qwytGl!fU3Qiz@xND%A@=PutoFF(;J6Tsx24ctrey z197eO+s=r$TkYfRf_S@&c&mFz*8GLr6|p7O0NZn4xcwHgiV$g=3g)PZ-*<>=1%?)k z)f#kQEqKA8)0~i?MGd*#%c-iq!Y`H_q0`=mpCbIUBw9z?qz_X-q|< zSK^aHcWQ{ZjWgoC6%ex(5qG-%S9lE(w{=FmuL5FOMZ}H2AHviOacGD$;{6W9E)uyn z3ud|scXGh+Z@bqJv1p#NTPzPa5aVK-Eay@Yah=~au=;ilOrfyCnKQ))9f(DW6%`R5 z@SSs}hKS3VLJv6*ixf*MB5upMOsOGa(G+TD#o-Ewxr&JEy_WKE4G~8;v*Jhv#FebV z50|yMT|>m;P%Je!S3q3JDjd+rHME9^%ZvHeq6L$9jTRFIa2wZ6ke_N*Ht_kOOXg3SD0zWqeN5HPuwF8)hizINw zc#_Q3o_uo&lwOO2(xVmZ(czoO+w1BOg0bdQi1%g|;Eq6rpgsZ*1fB@I z5HvvGji4a{HG)P6d=U5|@I%lTfj@!(1c3;eAZUs}gCGb&GX%{Mv_KGype2G<2($=v z2wEcuK@f^Sk01;|ID!ZSkq9V)HVE1xh(gc~L3;$z2n+~}2x1V#B8WrK0YOIuoe;z$ z=!~EXg02V>5WIk(8-nf#5)u3hK@S8kB1l5e6G1NoFCplS;AI4T5WM2+9|| zbpd%5i(W(UI)Z)(-aybFK{A2?2nHe;gdhdMU<5-D3`H;u!Egj`B1lD$h9Dim2m~V$ zj6#rsU^Id;2*x59hhRK{2?!=4n1tXh1aBjNtv(2uj9^MbH-&=BWOO_Mk2L^U2&N&( zMlc;g4uTm7W+Iq{AQ!>A2xcRggJ3R#c?jkscn`q>1Pc)?LXd~Rguslzg20L(AHn+w z79&`Kpa8*A1j`UCN3a6H2MAUoScPCUf)5d_LGTfRwFo{&unxg`1RD^1f?y+pO$Z7R zY(}sJ!Bzy@5PXVYJAxeuc6#z~s}kS91Sb)kLhu!W(+JKW_!_}k1m7Syhu}Pd5(F0ze2d^a z1Q!u}kKhu5%LuL@xQgH!g6jxwAh?O(7J}Oden4;s!H)>;BDja(Cj|Eq{EXlMf?p8) zir_Z{4-q^<@EF1G2%aGL1Hn@Se2)i9-eiq})k@%$7;F4CjS%0aKx_RjO75p}?{o=Q z;UhKp!imJce+Ka?>}R@&PL>qFO?F(;zj2hY#XVovU?Z+qvvG)|bZ8Xn0I%Os_a zBLYa}iwvzp^la?F8>PrHeNc z7?P7m^YW=FpPKWjC7)XJX?{N4T!10on<$|=umKZIIBB#}@m@Y%Aa(gQQwo`2v+HLC z^z#C`D4#COr>pYl$~-#9LT6cMu7&1VsL4W?TIezhU2dT(Ec62lU1_1KEOfPnerTa< zEYxhFA6e*H3;oza*IDR#3*BI$pIGQd3*BU)g%)bDP^*RJTj={1y4XUOSZINTZnn_5 z7CO&D=UeD|7P`Pf7h34M7CPHPcUb6F3*Ba+`z&<7g??e7$1U`Pg%(@rmlk@`LQh%f zR~CBOLeE&}0So=wLeE<0Hx_!%LeE=hiG^OU&~GjDI}5#Np$9GWkcA$$&?6Rl)IyJ0 zXpx0}Z=pLabeDyGW}%;3=xz($W1*i~=ynUeZlRYg^ooVvwa|MO`p7~bTj=i=`ou#2 zu+XO#`lp53Ec7o6&9u^=EOe@sW?AVpE6ujj=~kL!r8BH_rj^dJ(p)ROZ=pY1=mQJ= z#X^6z(BCZdAzY@F-muV{7JAD=vC_F#YPHgQEB(MqS6b;R zD_w1+A6n@eEB(ky*IMbvR=Ung-?!5BR=UATKe5t{R=UYb3$1jsm2R=ptya3tN*7z{ z5-TmR(xq0q%u1JA=?W|T)Jhjv=|U@AWTkmlYO+$ZmCm!$`BwV5mF}?8omP6tN)KD< zmsWbxN>5qoS5|u3O3zs7*H(JgO24tvb5?r9O3zzqiIrZk(r>NwJ1f0trQciWB`dvb zrB|%w$iIsy4yCaaBz)JtH(x+DXrM*-bgKz9|;!+G?SiQX~M z>1MjrOm~>+X*2!GM9-S&Hzs<{M9-UOiHUw~qGwF>w259Y(Qi%kI}^QVqTie7Efc+I zqPI=-M-#noqCcDH0~7tlM1M8WpG@?giQYBQ-%RwOi9RyX$0qu_iDsGUR5P7sra5Ms zYo_m->1;EdW2SS>be5UUG}9SoI?qh!o9TOIy1+~qn(1OQecw!%nCUVzU1_GP%yhMx zerTp^%=7~@U16rn&GaKPU2CQvo9Q|;U2mq_%yg@nerl#W&2+b!?lIH7X1dQz_nYbG zX8M_#?lRK@W_r*}51Hv&+ zGE=jeTFi8VnSNrX8_jf+nHHMqQ8PVerbTA@g_#~V(<^3r)l9FM>2))`0l`GCn`ow) z{$-;1W@9yRAtOCHV7qp(-V;yk(}j~3+7 zrFnE&9-Wm(=jG8AdGv!knwv-8&7<$-(S>>R(>%H$e|Z*cF}zu-gk3&z@?hV(8PYmr zCd63~b0NM9aW=#`5a&Xi2k||K3n7{zS|H{_d>`Ush)Wdm!$GxDVofhzB4Zgm?(zVQC%qlqujf@)aDMhIj_z*AUM_{08DVi02`eK)e9) zTZrF5ya@4oh?gK@h6D)A^r^U0mNS* z{tEFohz}t?g7_HX?+~9r`~%`sh<`$~LHr8{&ol>kkg0Hx1#ue0=@4@u*5t0uhjw`9 z7C^+iw+Lb$L=(i)J86Y{#k*O0CznIrKXo_%%{xhs08K|B9)nl}@e7E@A)bI(4Dm~d zCn27K_)p&K9{@kxaCVj@c4W1~rs55#3GYYudz=(djAvamk04rXJjMaOuHKDwYGG zN~Mrmc zRj@oTLr1)O4I7i10ww2Io7ew(X8{NJX@jil)HKQdjQ5UaJ);Q z@{;q?dd;D6Dr~fnJ_rg=C{+G(Z+GveBXJ^LM)Js^Jp+13Uu5$v>4Ag`g%)4BpJ85$ z>If=c#>6hQWHcd6JXtob3E}im`!IbN;lhBJ`dm5`g+nd`b0i`lW!!8~{|2narWDF& zaM-pDiI{8@ zlTBh$m_b~aUx_6nkTAaxD<%&}J|;ht_c6Io7Gv@gS%S$uZxByajpYsAQ?`P&N@49Z zSX!&wu=H8=yg_JHdCQgV0ZLr$CS}$nGB-(0VqYcmFiC>hylN8g5_u1k?y!&}B%QoL zu2nUX*LPp69G9FrHf3u=@@_w0!mMCtTR!hiLgRZ&*&UE$L$%TY&JCTL2l3kc2!R9Lh zCqKueJ1p3MoFsd6ZQ*ZG(D+k*M;2H-t1*$svfv^1-YkBgu1(U(uL%n zgLjXBY~bBvq&}Pcj>#PI1QQea1CyoXDI~zVKQXyMY?$06e_?Wq&9nxulgIT#{{1BI zkDY1__Hd2wggnfGHo(Jakib#4m`oRw95I<8CNsrkmYC#y0!lV;x7XOFrn@WQULe_U*)O7@i2l!njyS4m;R~!xY$u z!xY$u!xY$u!xY$u!xY$e1`=Q&j!$48j!$48j!$6UIgx!wMD{riQ(#}!!xa7p?E79! zE{VxyF}WhLPZ*}Zh{N;&DH7TDg~-0+BKuAV>?6g(1tRyZ;t&qULmZ~Sy*-#Dk-f;T zm&iU$x|98wbRq|^?}a1tc8PuOGyG!&^6s{f1KtT^IRbch19=yb2zA1ESV$f?c!$Fj zc!$Fjc!$Fjc!$Fjc!$F@U@4oK9~@dQ{ww6)R44)d;n)QJ;n;*>oShFHAZ|8+Vf;(R zDSQl0&lrjc4pZP^)x#9(fQRpj$!sy1BPMf29>OriAuJ5j2jrp1!$%?yAB#NvUF6{t z;fiqx&qG?kHVT*egD`}XFOWMT8-EnpcvocOJ&}z+AsZu*jW-20_5cNzDoE}(C?gq` zP=Gy!(o^7t?#rt_Z;Y>$_?A8@U%6+>sIkesHozOIhNUGB@oel38ZVVvu9A8fdS5=E5+y3v=O^`wVjtkn;xhn5v=N-R)M;PXTzI-K{(u0S3^U zuk(!r1dv$|n?Z+RW&>oxG4lyzA~3U2wp)Sg#0MluxzOokH=+&26YRm9aQeNN6HdPm zbHeHOV-8Qx9>`OD>lU~oKs`CoLtOWTKjlMa%c3=d^shEiz*pENXd4CF@fBhU3x00K zbOh`&g6T-u3&yyB%;CS0*_JA^AfZC=$vI=gv? zl+;wXi33Iqn&|$qHz*EO8o95oG4Y$AY2GbmTuN$a(unbJKc-$40{W!SE!oF8>hD-EhexxO{#?EaV^k-{|X~}9qV7xU*6PEM?&>8 zVF5YAawcePAk>ljK)Cib@-rrHkO!CyAirReLVh*Of={M+_`^>?ZP(-$Q(l}23%4QR zug@fRf$%t}`%NVIp-A#0k>tk$$>etfGzc9$6E@B^N6nPPw<29H0(sMzi=Ub#F0_pk2LC@JzdcL;PBlPrEVoz^Dz8C4a zB+_$PI3v>YgM*&irSx#1x#p*O1g=qVy;3IdQ{3ZVON~pWNzIAYNG?x?qyxEvNoR5u zlNZRfMDUmljXw&8btrHeb z@QIjg6q8M2Qi!d>vDHzr;Fy>ciOCmYavWPlU@IgUNJEk#xh5vpg@nCfR(;oG`bI7> zIgOv~p`wh6n z5$Sv{Z*NfJtD49gxiuyu{U%4rn)-#eBXhjAc}q1Qku~h7j03qkh2Q4Qfu{e^JSHVL zI6@Y$=s9-481*~tyg~P`YAW}UH76m45#VaXFZaMl*W}LpYu>V;xPK98kix%Xat8l# zJJyot)!SVUyJgDQxF3TJCYCs&(M}JGY@*nx| z+uM^ougfZ#e^h{kU&3+lnV@;y8%z_bmhvXD7IE7c_4;U_<|B>|YVQHXI(d*x8$2+i z#cRyVup+E~kbk@?umK+icvJ%dq#-2CceQu7lriwqNKti-_H9DKeVZr}$EFQ%YeL@j z%2i9_0PLBPJL&Hu48kh(8Hd$XV5! z4GGKV8>Kv7>ko1Z&|$bg+wX%?J<-MY@ObRG|ybp z0q`t~@n^J*HYS9$A;ARB;iLBehp)^SW)g{Ey09@CrXESsOa`Tkk3to~-Ox5@bx9J) z$yvF?wWT-XCRerw{{cCyiKF8?^kjkbMcuhLxqG~SoUSvIzJSqo_HNVnV+PjMVZQAc z6C3Q-B_(xS3VbQSF5a-ST+-`IKy33ErU&Um`jeq#Y(QJ`4kK+2DuHDTvyovAG0Y#z zqYU#M!+0w$G0bmLRjbFaeNy)J!W4xID%+XQG+@-f&f<2YH=wZ91HcBojz3BX?tX%^5JKyafiZT*1(_URuYe z2==XDm~#v>t7*MUu#_Xi?3b{Y_cT2!Vc;B>B(NkguK>5cn_6@8`4V}c+~t)KZ>l_} zF6YO_>1}njNgUgU7$o4o$IL4L)~7LAh?f;<;P?jj?HnWZPeF%JNyRkm7Ac*Sml(NTwRU+&ZItb_ix@_oRxHS;k&N`6 z)8tnEX&0`e++*13sQsPtEmCb)u1()f?|e<_>%VsK&~}5JC&$<>xQOA&1s6bnHJ&KH zp2hygblssm$jDo%76f(H4)@^uz6VP~+EVL4_%78)PohW}L|#>`3i(n^VrxwKY1%#N}xTw>ka~4m=fabKdZDZPccI_kFYA zR&-TlkSu20U>HIAf5}XP$?f+QE8q*?_Bu&;oiyFcFehOv1%}*GjpO>jZsyA*l8ur^ z+a>j(Yh98sGk<0ocU61>=gJjm$19&Sl6$HmhbKg&vlkm_(mhlgSb5!!>NlFV&tc@Q z@vud*e+O{Ofpx+7Yp{Nl*96WlPtIi;)r{Bm57%t%^_}c z6yWM=96SfyQkgm7l0BKbJ)7@v-{aePP?tTjIg06wT(0pVN&AN1n@QYeawm>=%kgB` zqj4&!EOdf5I0I)ha+!1{*DYnRZ3dCeV2?)+uE%H>vq$$w%^=OypR#h-?kR(YjZKry zV$6zOBS!jPpE6a;r9EIP*4BBO{`qrbHv~=-CNqy*^+da7#-UVB!cx! zfCdT@p&+wB!{|WNPiGU-+1zPT$Ux`^HNoNuE5jmCVCikAxhli%)0{Hu3@dk2pXR&_ zoNaNPgvE8Ze5*C*HVs$z8{t<=Xd+lzX@_%>7u;_lSR-@2`Po z*ESw*p|2e_cm_51*yH==R_f*Ns_=!I!`nPz^4Foy6rBbQNtqPv%H7}x`}O45$5R50 z3gDY5*p+nQ0W1rMP}2sgg>vc4j9}Mt=vkGT%Wf0WEtbOhEaT7 zmq~>Y9MuO#@G`Z6S4@z5siOMz2~_aP*W^U$u7W*hf;X%urorAMRJFVhX&K0Slbu=Z zJUF?(YQX(IvMr=X*3Aa2^hx)=3N7<^il0$wyV(GWlEw+2CWG<&L=0>t~f7A{x+@)YfEFY(u9AcF@AGH8_Y!gAe1*EV*yX_k}PQ;AZKH&9K25R7R)4$1wb-Zes`w0H!f3KxOcOSQQS5 zBTR;KtxmRWk#5=oAHC4X-`1IR1bt_gzdryPho+H8sO=4Blm!lPB`&rhu4{+5;uX&2 z3g>cUHT-8uXF~C`B@#!7ERm28;r~EU8~i_1{UH;>#Xn?Zjabzds$goTEw34bT!3@A z6>~Yh;m{ph9;n?DhPd`VFG*Udw4G68ol)R9H%kjQOZfrA+NM6(P!HztZ>R@Fjt~iK zSZj-Ct?^=&)8$6O%3wp&3;c7mjwI-y(&ZA%@5;Qg{grbqyZsiX>Gyap!Tbl)%*|JdyQ=${8v# zT%4f-xAgOp2dPZL@3P*|34w2FcQNFu-T4a>Z0981&m}y@O2~@g;yDSgnIv@R6^~>| z!A+nz>zo96{h)r~gZli4w}i@shqB)ApN^~;E_P)39dC;@zX=GPYg{IaHNTcS)maz? zN>$<%7_+O@omwg;%Nwiuy*0(_M>W1YUy+aN1e=u$$5AOo2DsO1F95 zD;mhXRmy>UTsHq&JW28TVT$Lh=6`s}Bjx^b9_FS5$HgfiBate}UVe86C468JHRI!mhH6 zB#?FrKgqb9WB5x#Jw8B)Nk? zLIjjhq=<>}mwKAWf=N*DD}S0w2f@oyAw4=WUqWET-L;^bkdXZnQY0Z?NeGO)D& zhDC&I&QcjQg#fghvQ#h5vMknqLCD*SIjZV54If zCX*#ISpsVsTUfG;C2Lq_D+|xnDd>uY?gJ+vehrQ>C2ZG2rcn|Ttl4@6=w_LcG}vDP z2^uBA%d$NsIv@?MX~0ubv<7aDw8hGPy-4vP2|Gv1UyV@AmwGOd%9P8b4cAJ?y=A5N3v|Yl-nz1PfDfdq}(MbcT39NmvWD# zTxK0^W*v4uIIh(p%fRl>wW!~(6ov_72g#Ls}hmBY$DmNR#Z}QS?V3SlOH^oo`D=>bYz|7r z0PKweL;_FeN%ljrz`x#GT-o^+KKPZ4p$*i*T1Rup%!TGY%F0(>lM+ApZz*@2aXRuF zpuvBYF(Eg$b~0+N1JGXE+9^22*EX~Pga<<#RL>dm9`qRX_=;TdIo5xoQDf!W@$=Pz z8++7*AC=qu?{SD9+(e;~kQf-wB5wdz&l|qwhDkn6)O)DomO=))jQ{5Q@RfIeua|*e z)5>qqYn89OCMC|?Q9&0~FYE2ogt*#H>MDoGle+&_R|2w#kKaih@x5_UhjjgNEV6Wr zl|Y>e>Yl-}Lpvrxf2tc-fn^~Bd-XDEMtpKGT6^%=UB8Y&HQ^An3HkaA{BPghz0umc zKmO=`5dYT3{v@lwK%(pmBR)H-a)`=~`Y&=1&d+B@0q1;PZgMwT`$M04HlHRCp7=Bg z1nR4OM)9v53Ys@n`JF`GNR^m#D6m~T`IJ}1fh4Xj?!;$JwauRDH+!n0P5qd9s_$l! zwAgfR63Mk`rzU8p@{MPCWE$7P0_Se8_q)=*SYMYt%J43^$D)Yokmu+d;&Vf(MCReXUP1bi`< zYw*8$n3I;xzxYj3TDITVZ$NAWA}2w~_HWMmz8bt}nOELawNB|w`CzD(oEN@p)r$H# z@O}Mqf7=Or$UV`Yf1#vp>V`dI;@~UU>H6_Bc^8C_d=%+cd4YhD1sV9h{%~O7hXeWV zzZELgd7X8FR2P(KD-HUfOuofMu{tqY2U1k@fTTfXGFC2p>wT#|H2mQfsk&~MvzRa# zq@B+%3DS;wZ*%yk&2@w$M7oaP>s}E_IyyY*(KL|YvO2R!Qb66pfV%vPSB1)iW5X*- zL+@V`YHUTr9U-e|I5`7<{4*foi{btx&aP7>>wR##S4W3#wSua+V+1I6K|}1MY-PME zDO)wqRwxR;(8S2*Uc6BRg00dpDpaS4vrk1KDccY%l z1(#dcS)~s8etR8GX9IPEH~Kt|(S~Zvd=Sys@(sORnQm7}6ObXwbke$1Mk##)ubqHs zCF&=P(De$OR0}YpHkDy_Nx)#-azHA>1*jVKOJzt1O4Rw>1t-~84}I&LP({L=%O^wmd9l2rI)RjkSkUm z8Y)p(Zs6zX9q#PLnev9ZzPE=UJij>j4Rs7?_%5Njg=k@Lp}mDsf!5jEE67{b(iX0>lXURq-}hlbq?Y;BSfplu zjXPA};V%bu_j6_Hu2;g#$<#*m8krK+sxi7ykmyskO@>4it%+yApu-hp>+|e$WNUp7 z#_X4LfC(hEM&m*4sO;x?>DaEA4<3*7Qy7vs{Ha00KDazb}p5aDf_ z*sJ`9*3+1M&#Bcvn<&iNt&QBw& z{Gm&dx*n))+54IlzJ^gtvt7yz&T0403gFIK5yy8vusUgrEASRdK=K9dX>zk#)Cb|4 ze1@#5BzT8hUGQnRX55h<4ce`1qN3o_xV(y@GUF!V|mn zUAZ?UXIzB3J;<{1k~dJ&YSPXqP3M8TqqR+!ylU9un&^Z2w7&&GY)$kfA_Q(dPtXQd zVcVA^OfPY~Wq|%}4Y?<1@kBi!l=Kz!fF@|@#H!tJ$TG$)h%3sC}xLz5)$4{Gx`xVXdj24!Hy-Uyh?^P2-@Om01*kG@JK4$;<^AINl-&R zRl!B9P`8Qq5QOdeer@7?gb6G#mq;gw-RbQ_vD?{lukPbjLReA$?vhN>`1a8X5WpF) zneCXqiGxV-^!9viayc=4AB$pm`T+Jm!xtxatRRPj$)11Ij&tX>F95&YP_I!vQI|V{ zNv|M~|1}_bgzY$^JI+)kki*h9BNz|C^T4a?#in}4#Hgst67DmJTWls#k9$W_%rm9F z2C<{T*I*zAz6RZMYz-J4><&A6P&JMQi76rF91ZxLgSy`!mo?)_!JL;o1Q!Fhi1GaD zK`&hrybQ*OUIyY$m8y!41|C5@QbuhQeGGuX(^FOIE~=e_2s#*e2o45%T=~z-oZ{~6 zWZ+ZY$zb>k-O8K{aL(G_bTUvTp`%F!H-pPJ0z%a@hbaG^n}HJD47z2Mc^SMYA(^pZ zw)&;)i$-m`d5G6^7lKjIi25ihe{lUt>8t`t>7fO6=;IMtH7_v zXw?Xr?qN?bY`v%wTngSE{S21^PRU(SHGhSmOMwzy3V4+Z@2}O{rxTWW7g${j&%eyS zr^;Cma|pS+SA1V3dPC3A>eH{-dX9F4!97QldxCgZrZGx>BP;n06d6zSFFes77Mn_C zM5Pg_&Le<42C+7}3WoslyHMfK9PJrnD-HTRW5^S+wp4NC5aKU_1pkLvS4n9^o{ANs z&gl9mTWN^AK8pM))U5!OQP(k`@W~3Oi`OA~0oa7P${Hi`mr&u*7C{CSMlkJ6N2Wde zS^+8}H2*J}>Ik|;Q(>j95(zRTjzT{2CqsATvj@PFWKWxGF_?x=85I)D=a$q_0lSpCV2DobZpSvt#s zy42neR(~}4=Q=7Xobx`MF34f=U(?Vggo|q$lAlHGK~)BS@<6Pstj+jEsHoE1Pkt5u zRLR;;eiJJyD=;346_pei3MKchwJ+QiJ=~_RAibfw)YcEunZZ~X51^bXd2(8INI65M z-|MmJB`@KZ@a?XD3;IEOFw~VoIQ{;#Y_C1<@ZU`1O>Ou+??8!j$V$rwb3w@$AtXzE zEDNLt5_7n5sO@&w^xIw0qd{}IXU5)AAWvh&@Nta zcNDMA7o@Gf3H_iwFtQZddS>I}4f#PV0j>!p$hEJz z1<)S2R*GaN9Eyfuu`zu9361Ss$}cqp=ez3Qs*d^X4%akq)!L|?a`(90->SE z9zZM_f%9F-Eo9HbR*qJXnVat#K4s3$Xw4;Ss8MV3yd0&T*!w@{j`JxT`3)6VqvfFL zA7V{-STj$9rv8aRM(w<(%64k_Fb;1Z23>fADtL1ndDBAcAQm#fn~+ZLZi&`>y>bX} z`24^8*3?4BaXy11|KDVd;*Xpo(O$)YTXLCez7qyi$O*~QXqTXCRsC@KytH=6#LE(4Un*?DPp zh~)nLcAB2En;Nyp+iJw_@+7lNc@k#lMqOjqY`9)Izo4qApeD#T1Wl+DqM z2PABmR#iOqrArkW{BIt@Rgt->*?ki1m$Va7tA5;|4WDL|zr_7ekuQ8jz<08)!&|-Y zzM8b_4O?h`G318!hvjqOJNfB2G_E>v7SFI!_-F##sx7R)7%qnOC#!@~wbpJ_b^4DU z{VIaL%BI#a2z>yCOmR*?NKnIs;EI+GbWL1X73KmV6{9^3ZpLq=PJSvzT zeXE)0QEGZ*moSW?im4t|+a6)dhLG2Z5IXuUW9nk&guK3+6x) zla$6NWoYJ1KBCmRfSEJx6i6y|3wdX@5bTm`#r9Qs7=J8Q**%Px&x`xGPT9XpB!wXA ztP`7{r!fcCX%Ji-;m-hAz8TD=J0qiIS!1qeZi?&AD_yA>oJjT-Aot|Io67@ z$9YL16t0K9_yDF!=+V~d@I8hMx*u;4Pglvz`iW33m|2rRqFGzVA)n-ee6mseS0zj9 zCh=b&&{Pl=3WbV_Qpn~iOSe>6y0tpg+Z+{6_YEbV#lWjFzvCgU;0X@lA~=OF5k&xp z6mnXTby{%OR=XFf-ARF1U0D!WDpXW5tFCHTu&QC1S#_EC_bSb*%f-6NQppOjqLNes zX4Ow&010N*kU+axb!x-v&8l|;eM-%$yrhZJ*{quCqZ;MoY*vM}NNZ$PZP&!ftolNe zziC#T*VMn%ScR3Dry z32!R9<1&*_>gQM+W>k18{~LbGqT$r;w_Ij8U5I9istl(o&AB<(>g$`kRJP#!lP1%D z)Ll6ayhT?|YheWCb~i)NCU-DqKzQ&hKR~hw8C2d}x&pkOw>|jKz{hy{J!+=|qlORp zyHF4R@+Be^$*2JLLj$|NGPFtr;aza#&Vsz)$Zana9J!$|K``K~hCewOaEjqjkl*c% z1@jFw2Kn7>4U{Da<{LP199&V${XZHUG(dr&)LsKV@$)2S;a~3%w|CHjoQEu_m3vN2O8lIxfew0{GaI16f6tQ}IN>wS&%>bAF6@RfhTuI4 z5Jn+XRps7JOvs?K-YP;zcMi+=gJ#R=fapBgnlSls*%wN!1w={Y0tBm{#PbXKra_8Tsqk9rR;1j4La^tJPKxEqr39iVPGyj+`5vv)O&b& zb16Y{>AYd!wfx%fYOSU7L2$0xb9w#nXBtXBFJ~wX|F;aKOjnTvj4WRbe+?@?COlA$w&V0G?uO# zSJ_yqE}B$28M|70X@Z+*FCArc*h^RR6zru-COz9;y0Z#4v?pH+b!apNKl=(sQ_&^63Ztp$lU>1RYIny5lc}@qDiVxCM?f%l zwwF4l{ays&`#fqZa1wEu$qP-TqOUd@J}a0?MQ82GbENGK+EtiJMfdE=6P4}$*%g%( z-wPb6SbC|-QZNwO&9fEsA2@wMwA)rtQXB3ZcY~!A zr_lC!9&N?v+|Xp%AR9RoXy9zUl#bz#BLIWzc?QRtKNzY}+vb!h;o1b{gFn^g?YOT+F$-?RvWx>e04f!L?Nrp z&vJ7es7?Q8Ty^=p?*1B6*cS$E5C59Dqq6&~{bqd_2$Ml8385ihp7k|q=J&j0&@S=q z_Fv=9Kk3NaDmfkI5x>w)Vbq@N5qSEf<1SUzbx_9IU#0jNB6+K!QPX(l(P(XE*5^?$ zZS+4Dq#UElIg>9wn@UI6Kjh=>CyZ|%p1Khm;HkTNo7A8+?|g~^x*$UV9|F^|tK-mt zD#gr@y2VDLX8j597$4GSSk!;)=M93IGh-b2|1yVsTBRj{US^brKeh{&&nV>(@TofX z>;lRwz2Sg-Ec?tZ?>RkOpFr_#kmhud!t}DTmm=iTq3k+XN7J&|2(4=PxWMFb6a)`XaEG!R9G%{c|B*~XJ)?cciF>$x>YX%1&)^Zq5YgSphUmRD%XG#Jue+=K$TiwFTx37 z6eDW;8c>NSqu5Ei2$%AUelGWnHK4#j6FoqyTmnjT(X2us5xq34kZnXq%_?M@GGEP7 z+JHzjhKjzL6{VPWg-fbfI=jl!IYKF(vx00h*HKa7oWBC%GB?oDwVhDNvpZ)x46vnj zul3k}lED?+K zHP%q?D91ciza}li;mLK`t85LZS7FsvVGSsptNLc}-!!Uz z(lUHNrCLtQ~%8ws$EKFs1m1%sr3Yx)e{W+L_W)q#5yeoRfvm0T^0RU ztC@`|c;X!kbaszJH^pq<2L{d2eZ;6$B+L9AqkrZ8QcNZJ9 zn@_Fq>)X;nNY$*lSG5E1yUA`wO^Yw;8?`TNZ(J*m(cmkJYd{qT!WvLRb(KTpP+SA5 z%(MQVVUiyVZy&#*xct*lT}aX9D5GXo%MM2ESrBU+gU`1eG}oOsbbgR%KEhixW_9p@==Es>Pt(GoEEqWe?`@le&=G z>O-U3=P~lRj66tHx={}w(S?JJTwtS~jic3MkVoCV1LQ>2HQUxqqH88mwTf>a2&=ja zD|grJOO#w;0l%>;d$fU9>X>d*y-Idu*K0`V-z1|Hr(SpqU$#NIl+f3iLnMAn@k@D8@3Zpys zx&8o{Qhg7=W>E)-VmTupVyov8U(cn7hsrH}L`E9SeeF3kdC-XQzOb;fVXm1WGm@`D z*9m^Rqkkar;$V+&m2&I3@Uu*?3vA6S-^9ops@#)D`vY6WeIEJDiR(`){#{iRAznEb7jxLIQIqk)o`^@qL0_ zV801@D|wyH2eyqHl%n#%4KTEkL8eI>FAr@TZ0O^!9?t3BpF~1z%SS?(yL_a_aE^r~ z@NMr;ihF-jb4Fapp2K}BmQM1D%6d#bs`V*rqT{0kD!g+D)C*OtD zS})!uMXT%C?h-uOfFP{oE{W8+?wbk=j(baZm$#C?l}Wu+Z!sP+slDAN*e-n1T@q5x zgUD}P>s5zzcm4&_L(}E(o1T?KMP3YkT9$JjMOF*F6ou`XYkkR}nt_s}r>2h5u zr~5|1F@1a5Ho%I#u3*yH(+?(Xh2G01vTRdN2@JWt`a2w1rMkmu7*?x~pH4VQ-|Wd7 zWRZtmU~20mjVtM;8X||~QR)OjqU84J+c9KP+dZ&f-8NWy*0zU9*uyjpl)B-v?C#ut zeH=rkN5_%y_}K)`oMLO|wxFFGoalfamOG#2YlaR4nPIjA@&yOvJ`bDw7$dpad1nh` z;jTSl>(Au$w1b-tEmbuL)Mpc|*Akhxxb4&!^)7jE+iY8b%n{-XWMq^62dV!F=u@yg zxO{P^rYfl-(M`eeecx8k{Z~>4ccR+x$lc`49%KC;xrV^f{J6)0eQo}~T$|(C{2ctX z4~b;z2D>Q8snsqDk4|HTy_qsb?V?~qLkz4!*$p>hdMSkz1{dTI4}C$7w^m%?-L@(R zLgK0%GMrzP!^;(LQAxcLVl{mCsOYE!ib4u{kxAM0je=P8ycE4N}|O5P2Su&PLlMYi>=!uoD z5n%NKN6YC3Xt@nr9%T|HBF>4&z)rR_W4b~6@M3^1PzoU~P^vk~MRJGqfl_iLKTsOe zLRD@Hurb=WxpfoA&Fp=CP?CkU@zQ&|lx5Yn7IXWyn5)aK%WLN|Inm0OFwZhL0b3uMU_zK$9eFj$;MGF3@K)b#>kNOE-;oxk4CHzyYCWRSm$XQseY-a{kK)N5w!B-WQV-wS_>}iQT zy<$&)u%{2;e}qKUX=}RJnmn-=W~n#7(|fVYSy;m>*Iu;1p5{*iN7!qy@4fwatvxNY zr#tQGexzrSv?3jTOS2F$EUvsX3tHkOFX;l;#CYkV8k$;#z!76m`M2S<;eHQVlt8sp zJMj-BSN*E}zp$2gFA{kxB6NUe(g4tEB;etbl8D@Jeh*N+yE~@w{kq1&@0$@GiPD;JhCR?F)cWpZ8Nfel#AtwnF>p z;W*oQSfB9!u(090Ur6pOa1@=M%^J0T*=&CGV@ir%@PkWRxB!++gOwz48;HR=e!WML zwsFvTzl1HVOL`H=0EZj)f`-fkm4RRaS{N-??%1 zCHl^sARXG2XM$MR zZ;`b4F$3J|?e7L15DLdZ9y(#R4F4`HJrB>;>E?cg(J<$-{F(mW;XlfOhcKv@;_wcu zmD6|urdQNt1Z#Q<*zIPYA*~kNl z*AXtf+_S~tmm%XP$_{79*e4QMFXtyrLwr&7f~^f)WWAULrMs^^gi^l{ya`*F2zLfHCYnS_NmbBt7M%4V@2#fSsC zj37G}d=ElX*f!z0Z$hAGkyKatT?oF5BK247=?`wb_;K}B{p;%s>cb21N0vz3RMKF4 zvpujkc_OB;8N^31%nj*@dryhm(=y`V61up+@}=-s$GZ?tFYbE*dt2Bym2kYQ9VPqW zpO@;wLkeby_2P%SC62)d75U1umzwdu*Tp5R3n}sJMKY6whZgQwVe2N*b(4&7=XRLU zw)Klnw9g-jMr8)>shgq=*Gjo=J#mR(`y5^2>yS}FgNEhap?;6~R%?Wf>BKKY+iyxS zJorrsg7bg;MOZ5%`~UYyg5lA18lQv_li>T{w_nE?HBWw@Xw?4xc*6g=*WT~EUvVJy zD~wit{@G^+`YB@o0z=LS{fp>a(@ z0U%uLGTCu1@rZe*Qk7TJxI*J~)A8x}|FQNaa7|rX-|#s?6e-4Is+L-{V2vG~YL%k3 zYHhV>bK7*dy{$zrx3{!%TWxE5t#-N-BqWe9B|riM$UHCwLKqVW^E}T}m>~>dp2vi5 zMJ@H|)9-!1_x*jpU;fF--e(VM?X~w_d+l}3es`y}J@U8P2+|q{Urz7bMzB2x-ufk) z31MxPh!-spACWFT9MNuxaJEE5e7AY}pe03zCE}zdqJw|@;S|kI5awc8?;bm|<<~Q_ z)j@E&u+xXg#h@+!?cD5BuE-yQFm{RCFL~@Ly@^^OjgSlS@%d6@`|XRR$gXdWfBTp7 zaDv0qYp)*t@aSuSaFVS4`)?i`vTgp_>R(?Yo&0YQ^G&N8H<2#O)#p|>K1aIY3Ti*Q z#r>N4x)su6iEy{N;f{*>OEx{vJ zSmGP*4+qa#g2$||S8P9eIC$O?JZXi&6Qd6YPXS-g_-;i`eEjaVdS7f}{3}bW-O(}Q z%{|}TT-kz50%wpnPAzXoPE;>3{&ecbwx8d#MJAkF5om{>-`z%_ylEp5A98xeAF$NP!cwM%rSR)y zes>$BNBn?(v%%_y0r9t7jac0nK>{pSV^%lDkU-1Tq}7c{gzDbnk+n%Ydz1L!P2xj-As*g$@F0Ik z_bH@{+@u-;4DTY*zt9PP--meN10r9v5Gj2?m~kvPoU(CUtecWc+}-+TT!D{~PL>9#D7ELS5Sf>P|kO z&N8;%7g5V#dS68Ko78n~QrBvs&hIdC^5b{6{amphX@Oz%%t`RAtM00RpJoenO61zf zZ9gj!q{|Y?gh=xf+b%w_?cNY*K4o>|)cw)#MXMVxBE1%Rj$7S0j`Ufsj#}L~iWn`F z!Tl%sPi%Yt=|9}E+XX`!bjT;}b;u{S9si*Avsa0K`}vDkkACX+d7#Y!WXwYA6VM}} zq&J_~cKDP{FHCW8fb!10t~Z`9|J_%}INx*ayuZf-n|y~B5ATK}-tQbeenn$-`t&uG zT^OeK_%7Ia-`J?JO^hA!u$`7o+%o!f%{7?Lm3= zgaefE#Xli%fHJ=3C+Giue)8U(&!aD2WZimjgfi?O{d%g$)Bi88)*-}x^S^N8JooDv z%9g#SvMqbx_}LCQWz%Q&L@#@y(G~E!`JsElNptrjbo$LuxUfVF+>huQ|82zJ{Rork zw-KvOkgT%X6XutX;Y)4uM0TI@+_w9{Mh9h^nX>IRWgBwZL;>?GW!p8lUNckB%M{ef z5(!}sK6DBSZld>Ny#Ggx=|K$rf5ey{#Q6R;#yT|YnC;Gf5J@L9bKB-;2m(0w(`<&p zg%*OjzaJd-`@!MAADjrm&r-mS@S8G|e*bpW?*}LUez5xYgUcWo%5?s1ndQHKd&Tbu zSN?u*)$a%QL-4bdYj9xuX`X{UR$c}!5)Ukf&y&n?L`obH{p#ZPh*KQV{LI0?XAXjN z-D}+n=C=3kergP+)DEs%UuGwR#)B7)6h3zJT(;pp>I^NYI zA2``Q`T;Cnzj3(eUM%>kD7i>blP!jc-N*aw#RLEzU_Yfx`#uNs#xHD8;-UoJVv~+`^3?&ZhUv=+3UM6 z-u>z;*l`tqVuN$ta_>BNya0diKzRIPXC1yq;E-zgQo%;Q^+j|iNT(aX8^D86Ty^ob z9e(U{f z-JkA$ddF#g%OSU&h|uh|6FywHw4Q}8gnRCl3saB*&xrx&`tTU2%~{(Wdj~LwKi#?U z)eVOegu~A=kr&VVq39874+nw~vvxS~^^?)w=KAyS(bk{8>}?GfSL)A$n#Mtq_7?bZ zI>AAlZ&@x*a_$o0MPx*)&Cf-m6)1Qtv;%%$Ji$Uv-h#uWUp&dOR-qHIH;Gm@+gAUx z?@oe^wxwaqKpp*4i5F#V=j}H4sYZZGn88p}bR;@|;g{ z%vPu1Gh}tjG0Z%0AaLLS!Z(MZj<73#A`E%y7PxJkg#VkLI0z8jzu^?zaN2UiDJ|Tv z{R#NI1K-E2_{Xe3#|%R|jN6cx;HH-?H@$Q+42kc$_U4!S%q$c>AH(-sB>Gz<`~5Zy zaI4sR$h-q<-Qu);=PvY|?Q^!a;H+`GF#Fb>!ffd4v$hBvLWQ^c1Nhq%n3%4pEDgq9zFHxC5&u& zox9oU$@`yote#X)*uonExhOKpE>9C=oN zIGq=u?$7V`xb1Mn;WDA&hm+z%2k~Zs1AKx74#;=r*LNLyeb?dbw%c|fi1Br7%fEf! zfgy?MbauCM(H7fhZMTx#Z~yJ98-&M+-ykn`9otX#xO2zjw#W6OpW1A7wF2g09)G!0 z|0;B;`V$BX|H5tr!#}YbafL3#0;B@k0PE1hu-DB;cIO<~ed=4p`p4~%)TRtYKDI)j zJU^!^=;_ie;9Rr)ox5MV-*$%)_2^Z^`IW17@c&cuRrLO+<0`zY5K?}8#d1^tXfSN2 z53G?v-Urssmu;VTt0?(4IC%hD9WGM0A&!?uFMdbx`lyeJy#L`0VfOG|raf3DY1{6< zRwu{uS{*vPR>%CzQT{VWLD+A0Vwcg~_OIoEkNRtQyoUGB)3)Kcd+hhxWPoI0hh`5u z8yJ8A=X$ku87T)Xe?NQu>{n7glEc?#efQt@?ckBd${n7R@!cO$Wfg6-cNl&3gbkMm4?pb* zLDUCZKm4@s!^>3U;QC&hN3OYFSU{drmwsq3L{WJ6p)cWs+Q5H(xP8!Oi#?h+h#+B; zg9vW$;9Gma&m(RS*$oCAINezc%@ckt&YJK{&L2$Fpxhs`xBoEJo$;zVPtCzwdyvA(T83`<5Ms?%Tf)PHJG{Kc?f`Jm7gf zs=dvAn>fNBb|Hp+Z#)SWk&SEiwvX6ay>a`-_BZX`L$AF==-%;ufDbae?~7~j#_0tFd(!qX+nx9)cUTu@zj++N zK7nwB({beR9@`zZxGQ&We|~q5cJ~$=2$nk?L7s=3ZMPMv?zn$-<4b5-4BcbX#(#;h z^H7z~;l0mUHF96F#qYDmhk9E(ppQR~*&};w+Rs0aAWb`-w{GHIgsTqA-{u|9Bh8oL zqSf-R0sb|>#d~jAS?{)NEFl-^9aj$0iRQ=P+Ja{Qf4FtsPr1Y^Yc6=l1-e?Y367sFmgL zKpSM=Gqy);cV}<^fZ!Z5=Y8sFBAL{1qTA)>c|3+b9#fq6neSlhg+o@hTdaPikjd!0 zVr;v<^^NOb9|90IEAih7fBiZ#Z9=Ex9Bj4__S=|0yk9(T9lc)xTMSMCea?!K^pXvL z@C@Pb>&Gu%xajP1@#v+~CtpA6?DF#Qqc1zZ^fG*%aDM%Q^Gl~Mp1f?2>^lPFV812z zkkuAA8qV_d9`cD4PDe-gowF$dHtw{jjUL~<-~v1$gOaju?{5O`v)}1n2D>gegj++x za!ANKk66ES=-7V{+3khx z?`)F;i5}VU{q7HLeC4r^a9{`S4s!fWGl~?8?;zGrFQ31I*qpN|5QAQR;-cDeJp;uf zC*NG$f>emLV8wm&=PgLS_@9vB#bw0ieVb{s8NJ9v?MI)roZROU@a4-l$xhZ5X>+o% z3FW_p`SV_a|CM_%Bmjq5&&2FV)|0*=;=(j(&@T?jc*ZaCe+-K;j--Bw)`$Bnhqq z0V+TcAQ`{{r~zz13LqGe3J3wD0YU-k01hAnzy)Li!T=h87V?gOytCk%2gn9Q0(5{V zKn@@pkPF}g@&E!rK0pX40EhsE05QN9F#O?b2m^jc02W$C0Tx<}04adF=Q<*TUvGdM zKm#ZMbU+LMxP!z3EP2HNEO`Y00->%Gd*bfVJ_-LVG*1I8w9W!7<$LY9WzFIJodks1 z0+F^z_&ow`fjC>F{;oID2)|8$W~TVdAiNdO251L#0Q7)P zKo_7J&;#fN^a1(-1AsxmFkl2Q3K#=S044!bfN?<7No!;cU}5SyU<1nYOe5bTWCr4A z0ds(Pzye?qumo5JtN>O4Yk+lt319|z?GYjr_@x4903U!afB~QbA^;ZpnE*e4KOg{L zVQ3J51z-b$0U>};00;0e40L6e3 zKq;UMP!6a7R0661wSYQ6J-{Ll7FlQkSlZko8^V)#WCLIkbTeQW+Q`zT|2OhrfOHml zvdDuGV37&No`(O=ZSmW7_@yl$ZVx`>X=xKnJ3QPj54VK^;{H$C!_uA)w@D`ax3r6; zEgo*0U)tgSv<<2uA4@wv+!mJpXlV~i8$8@5|2w|-!Tk^SK?{$k0G9qV2bc#e03Pm3 zo`)c>83{{P9KUa058O!`GAhaub|*bfV*WssTxOagvk z;=_Z|!%SR(dwy>~+JJD+L*YAMWU}2HnY`he2C$4sJ^)_;1MthJ6bRQr02ql#!MvBw z*xGC(Y_*|rUcykgw%K7f{b$^J$TfJ?J7KrYw6SzJVrEIP3-c}QPVbMXRX%cUzs&&X zsIVepnEM(M(&btd^GZr##SHSm!glQmn=XjmW5dj0G)R4O(aCa2>nY64{MA zFl~@mnDqss9?3L{!^&Cw|M=>#NVLl~eAaM-6w$G*? zvfXX7piyg;2|D3kOjcjmSzJh^d=6)KmThkv;cHo#aOP)|4CNJ}5?=;Py6qO%{9%)$QY>Np4wOA>B~b zB>57{YEPLnwivSChjiXyXcDQ8O)uX_TNbULSn9?YjUkgHIDTxM8Roe4lc;4{aRgl{ zZbUIARh3tis9qgZ;b zbdbHw=paE+y|@D;MU%c!;jauJDwdt_r55_zc5?#Snl;wSbXTk!*X z9PCjL>U}nq0>^o`_Qj#rnX!1u=UDn^V_xpyQu})l#S)?W-Q>~D%Z)yfl25U$%KF@8 zb$;MJU`MFHah8;_Oe@%s%jM5te$jLKr~)IZ;NN3f3Hz)iBO3EUJkfP;2J(DGIVrNVkR_-~}oL;6thmZ~2%dXs+yftn`gYa#P z(^Hbr8WLnY2Dz;R^V+956*JTR!vDhJm!exE6jL)8iZ^&`iYDkI170J1T2t{S zj<4W8BC&d=mjqP;$$l(mU?8<8xt*P9`r9-YlLp4{O zwI)7+$&w?x1FO8_{|vbW<8HedWeKZkQ9ZI$6w5Xxj0APfcwUC6D53+&&v)HxMb4Hy zf&~sxgiDJx@_aM_nZTWKtDMg1(pD)XCKQV-Pg8|aQfiJuA}@&YUactaR9YAZ1*AXRv!muD6up=9L3$JX8=_e^rPVlZ>0KU>U2vB1&A zl(^J-Q9XFd7URy5r{X7NiGCHb1{8}ojSggKDNH>YipX)HZi0qcUYjmM5e7MK6ss$| zmQ)9UViD~N*AT^0G+WlIIEe-J)br|uBbvid!*rq>DYI*Fa+EnM*^No5hT3dFhgO5$ zL6&J>kZZ+5^%2}jQ2~mn{rviC{p*t#p%N*$U~*_mP3p#Sf>;M7RjbB*lbO0o@MWFD zU3FWH%pd7pE|fu!j;dxv&TTLhe}|%qpna9a{M7zdmF!=burz+XFm*xAMb98y;_Ggb zf<;rQPlvn^#Tcfz*z&=Qjyq8Edg7Gpv`(~;J5noh!&2haUX#K7nXf>0X+)e`_mEFP zZ)k|56vgC*s@B-Tm7=eJx6=gXcCy6Z&?=W@NU0#Q86lC?mBCY8KvpiyJNoQQUf+6& zzm{|AW;Tx$hBA3F`K^-Bq3sgspyJEFR%EIAkj4LWw%~_Q@N_VU7iTd+b4?~oDE$3 z7Z8<53?u(C0Doh1>VSejQ%PPc}xQS__J-esF8%3T#QKE;0TvgGXUd8nn#RB)H%Ca@S zi<(6AEHVmXZ_m2EDn!haEut`v^2U}@w7E{uP_dWnTq`m?1+W;1P-wJnvLTZqL3Qg zN3NZ%{&}GxO2sxTj1k&s>Z~fg2`u8_D&1lH8n7t`19;@IYZpPE1W!3g`Q#kUE@^EXrtOo3!1c zerTxJo|wA+#@r2Hk`FG~B}g2lsG%h*e!^mDLT^rSMJ>)1Da3`iF*AbI%)(r85{hMN zOzZ@ooYFHulrQcsiRbB^7i*%5|AzUAxWSDwx^mv}FhcXlbII1#tGa?2iXX6`>QZIs zOmzc9bi*`VC#{x?|Ky)TCW z!;$t9mCVs~RRriM!URzLihD*XA|r|`Au0oRkd)M)I+!+BB?s{rc!}sfx$E_^Ye+cJ zhCDPf&>m4>7J@1qX&N6c31%%uqRB`XvDr<*pW2A=Wr&YsF|E~%XldN^yC4taeEgz~ z>vCbgGN8#v_!y>G>+b8QY?%81s7=OIlTso_3jHcsGN^@Tbuhi5v9}C=3sxw^tuC2{ zg2u^liTF({I7E{&CNwU2ePCT7!0We@sEnZQ$>|n3iUqgMD=Itrr2}XM;)$yuPXy+4 z=C22cYM|Wv$%;Z49 znCNpXYbL8OCStiiA6k%piA2upiks3V8x_!@m;*B#jZ+OB{*YfQ?kYLAsLQv~7$@eS zSh7BOJg_TMp@gVl;sx^Z#N>Dtya!t&~!mskhmVC&nt2% zJ8?y~;P_W$n0D8d8rak$@l%VpV5!yez@89k=_kNJKJkdFPu)5rIc`XL9%GhfS9kJr z#Qy~TEzv4S36UMl{-qqzPE49+;?C7J2g}h9kuhSbYg<-RO4xJ=ER|w<{B)(m{DDJ| zMnT+4%C7Q>&75kGIAf_9t#xI^V*Wf#%Hy~Za%JywdBBF;viOn}4tC`9HJ3IxUO;?_ zjcz5PusJ{9WuZ54Psv^OtWH=UL9fZjoh6rzDmx>K%B3*;GLk36BN}tLYyUc2lwF?Qq%gM%GDNg4R&mdBz&$FAqw^7hJX&6?lUoyZqrbR^xb75SLm9yB@StAqhmH`3I)xL6VI^VZ(%8PwGqI_^6XoQmY z12B(4{Ddrvt0)Rx3>JZa1&vWu-j#ZuFHmbFzD|m0VV4=WBH7y*#cN^EyjtFoiGB~K zrhQM22@f#_&|1XdD5ffp?+F=*@=O3~dqFBkhnD>GzD5!Bc-_jpk>1nl>E&pH6ccS+ zBz<(fxO!OnGp0@JOqmK_s=<@&5YJ25qzY4Qy27(X{3_-XPpeLn%vSvwKe8PZU)uOY zvcG&G?$W{m@}=1s3u&HYn7K5+b<$WO29bPD^eOeTx-#Z*E}921=Vy>VQlcJS$ z?T5frHSrZPZP7P`z2+lZ1%-f3mH6gTC*vJ|M3!(LxpnnTW)15~WW_MG8>o}UL3;Z& zNL7HVB)3FWZxnWQN{e8y^r|lDXdDp4!;~9)$&>8A(WlMRB8kmtVQH-lu$_N~m&AtysDR3W= zyZuI)bYrU`8fGp*!@$CF{#+KSf??_`sX|xMCS%Xbp`+0atiiF3sXn}72Qmh_;7~_9 zEjemb-U|!Aa-|??!Q6v45s(s4_9Iq9nwHE|A?Tf~tTt-uYFQ;7%JReAwNF^-S&^hK zOm)i)%xp-qEE(P(PwY>D3*P(s>r>3u5A7*N$A;sJJ;x_A%x) z*Sg*jA|AX6`Bf4BNgDGXFAM0UDB>Ye#$bJYds2eO3ou7kyDjxBG_Var!Vys0+oeVM zlyJERFwkIG+bjs%3Wg<$?HDyA)IZJFn?DFb5s#~KUEuh&Qy6M79%Cz0g9g%Chj&7n zS=`Gc&(_6Wew#>o3Zu@=28;U|tNR^)Mp7X+6}MU+?3pFqkL8wksC@#fSZntbpaX7R z4b^^{+Fk{W5aG#TH2Qpb+DB0Da9kyc>9)fvh>>OwLW% z3ggF+JlMaC-7R_zObepynB@eWBV?C^yG=@EMiz~G_lZwqVG$)IA!}Kq8pqd=Kv;%H z`c~%f3>~26MC#+J#+IT>4*`#2h}PtU9wAFxQzBXe`LCa)c0 zg83}v)Cc=lM1KL)ax7*7F=x3yK_fX2%R+tTbi^>{D~K7BJ?R=7+R_>+5=akX)b<3q zenrx=4PwBB%C$A1O4z|wijRRLj|MPgd4Wfv4lB4ol271zi8QB4D1?zbD3d9OELbOS zU^|6q^`5wblN#LJA_SX=uDG7FoI0agLh*NY6MuA@>FwwVjIEZcQ7oY{COjr%A<3dE zv=JTLW@>sChPraZpp`J#N#lvqq8KMAOU`g6v5etC^I8!IAI-nH+EUWJLA+vNlnO9M2QOyEDW*Wksc|c9BaHFwP=jR1FF!UVMn}~t;y{~9 z&S0{u3ai6l9#r6rZbiPG54g%=U^ zmS@iW5n^<>O4pg%%-R0w711FqK5Se~Uk#@mgp!tt{~)WxspG6^qZG79N@c}5Z+xh| z*Aa*GfSF~=lc8!!83vsxUO7pPYDg>GijUoatFZ4}lLoPaic#h9NE)}kGITQa4PYt_ zmq2PZ56m+ph0;$jHccL~))uHpMavO?AhySIsijjfE0h7T<=Ls;f%7eILglK#M3zdI z1PKPU;++_MI4mKyVqw@7VuEl6*EwO2mcnn5et`vgEw#q?1oyrR)h?wSC6~$K1>(wZ z38t$z)Uwk96Q>#F0sP`Ce%^d_VMZl_v=VDs70zl-@*Q-MKK6U zPHB-oA)!(c0S#M*W4lDQF!=^es{A>Ot_bUnshdy5?|&4TBc3N04(J-?6EO-f2x`jd z!i2>{S_XR8I!1&S*}0U`v`k7Gc?&d*5%%K^*rV}%yVC@bKF!Dvg zS{b1YL*j_xq``cXc{xlfdIY0+&DW_Yft@Wdj8@{RU5t!OR%1f+Axu6>?-Hhm=Vqh( zkxuA=%-pc7-Xezl3(Q}qO!BRq=KTPS)j&*RM09Xq?zG$n&6tGXP^c9aDR8> zH`Cw^Eax zjDHOS(Yxa|LCu=(YmS#eqI6MZe`=Oz^s^w!GU8L@@B+3^3|lUNzRnhfQezhjs_D=J zCvm}U3l#ZUm7z}3jA9u|fn=?1k!J<C;hkni)|W=+L6xsrr?^%qx&+lyL14lA^Fj>C0;eqdFGYrD^T$scwKH29YV;85iw_ zMpmJt%fG|aB3@Z5CvJprV>`lxqAG(jJN&b=gzi{casFgJwXRD7^m>8qWn*YrMh){7 zgZYOoh|3p9la?>z8TK$gYE2qRdYMcF!*zxve_|rYH0uoXMiBo(YHuGjij$a@6-~h0 z)bvzD&LZJk*wZUkxuhk<77LnFg>PVfqe*fvNf8h4Y>${h?_F%tFjcY%86;wskFC{Z z7&Z9S?T8AZco|KmndJ@9o0wP;)ZFITnb+x9kAy?afT$~tKc66jF-J7&Rn5*x=X&Un z#!Jy;hTl>)C59n_#Yv8$fumRuDaKJFl5lC!-oHP%e`KK{|JreOp>KNgx}NzIaBmW1 zZ=znxO0J(0zKUrVdbMS-EggQq@@brkT+g9L6$cH;8(;=f(rcUhQWEdrZxV0^Tza+o z!Q_%@@fl1KK}*xA3z`To?}Py{m|XAEo0i=fAnt|%B7hg&oK~T=7@8t+!7fp)X`MCM zRM~CJGpnax!)-Sa7By~~e!WG}b22b#af=P? z(!lj0uA@6>3RmqHr#rf5(|qt(4?1x5e$s}hBxNFc6&VBrZRV_J=bD-+fhkBGVw?#w zE*Y-^kD`g&$xZylW@QLR4%10wvbwcUIuo_8&xMviD$5?xuh3+|&oGHhP~ep_I!MN+ zJaVanTvj_GFPfD}=3yQlEmcqZu??T&8~0rzk<@|urS?3I^j$19Y$l_@M4?^6N9+S_ zX_1z;IyxCGSx2$lfWoGT!a#rb0)z&$OqIU5h+En&?EsxfDX&u(N;3Zeqn8*L(gSP5heuz zou$ZQwBc_*f(RjMQ56xQY;2dp@`w>p8KI)oX5eoSkO|_SNh1|SJ-I72A`gtMVP*I9 z7Ug!rZqO1;-a{ct^X;NO$x$q+aa7Wh);qg?VLO;(wvyLG!6K1xS_DRAnpgE`b(zn| zG-%1=U<(=4s5+}+SRxpu!eYT9zMSGin6X1fFMUQ@uZ(P3rcMiCW{OD;>>cP*dJ(of zg7AskTvlQd7Nc7WBw&dvj7qE)^s5{v5f(ArwN;xZ@kyq^Mv=FvA=`5xIs*@l5lFc6 zh)Z$vT&w5s{1MEnIy-fxx3+5)twe;EB1qNTo?2akRQxFx$Sx|1q46f8fFc7f$X+xt z!Ymc9;ZNH;D3l{n)B1_*4$z4t#I0^Jej7hr*diK4VS_!jw}5VHdQ~9q;{;Bn`jNN zBb3xN*su^3nuS*!f+_V1$*+td3U6(d^nry=&{$ZK6fgOM#}5kV3|Dqr7*Cit#L>4 zELc#|h6h%|rfK-^Z1+c$chgc8 zVYQAIk!V~9Nyn)vpUzXtra?UvEoS=UYxTt$2p5*popYS=)|@gh9Z2hI8nsbr%Y~qI zNI}4g7Q@ndy#gg-7`~{>A`>@Whkx1*StQ)rPS%fA`&N!uN)MC9N@KYXXIDV)T`G&vF_+&$2p-#3j0n=Wys{ zq25wF7Nsmn?8@a&d2}H$#MeHV^@}X(SuGW2!u(Ti(uw$){)ZtqBOmYc7|FCItWD50 zDo$Y{j=y(99joiEd!7f~#h1?2cSXu&|HeXT+0BJ~Y6HPz2dty7xYQMoCUBNkh0a(Y zr*k$iN$pAaWFKNC{zQ^ejH%t!E=dek4>BwErF=0$5V`Z)f8Xgu_! z(%}xivZ6+K4oj;Yirk3l?*H8J&#(=Yk;w_E4c17!K;iBw;+1q4Wx4=wm_(K9Qb<~H zY1uOD9c2v5M>Q}F*#oBoKz~=6)%i0)O8N6xM&(Ate1s;U6^x-dFtRQcbO?Oo`oyqX z?Wa$hSY#&py#U$C!H!iuG3poZTPHmXyVZ)g<@l(G6Oi2s)PbpyRK~4!%fPQAu{LBi zF*h^$C5YM}CcCXLlVw#AVRDdDaZr)Ys8|?%7V=BE^qR{Ozpyq>Jt+Ju=4n!w2~25G z?j1-GQALjBZWN}^spODd&QeM4NKAZ5vg4D85yx_+#KbHJLo=mEu;Bcba6V;q^e@oC zraT@Y&z5q0mgh9WYUq0!iRYv&z1RfPb^~yGV@bOzHpx4HARhxSc~) zA=%TSG_ct*I%I0E{Mw5UMTbGdWJsQ(w=u;Yn6KCDWcPH#qQUWdFae$+sftz`<1*)j zAXgzP-E~E|A!YbKK7;sQdeuIoXd-to+6(^^VSiBmfP6V`#v4EV1nj;zk_Ys|eMPZ@ z@;GSPAm3maERuR*s@K9sRQm8zo=Tb^1&xs-sEw`dT5EHKTBtx3$;?^Ru6MM{PGB6r zoc8Rfb|b;t5w_3{kTbaaig`by5Edi}8ztFMd0nhM_{JmPk!)D~<2l6n&AUgCBJrss zh||R@IADCE8Z#I9p*Obt?uQ)J`_|e;j$P?xiDxFCFndeI)#}^&oeb z(>>Q#aIZT;It?DLyDgrt_hZ2y_TZ7c(?^<49~n7)Wc~CJ>}7DHJcs}2X&Y;s;ypFi zt$cJH956AkL1W;Ii6QOqTLQmrhdy});T;k^jURd$?k&VUhfEWX!G^dUG6bjq6hO7g z0cC(vzzps%m=ou8Op(oWO!Pd;ZKs2;6N<@5U9gK`dDPcNeJ=`$v|KZ^PGOdI0`hK6ty z-0Jr^qXHYkBOmO&a{>9_o&MKsj-Nbn{@8QY%3BvcwI&b_UVHWMz4r=P9tpYg_;b$S zrJ#$U!rZ3UX72|Zf@>#wZh_CR5c(T@JvkTJVj-&vW-@n2>J*ew%%r{2bYSd<)RE& zDkS-5QzN8GLhOEP9uHNM!<1bawW3j3AxxZ&YjTm&Q(+JZtRr}RCf7cJC{NbAE_n*m zHcpNum3xo;8^)G!Son_m*3k^vWwKjXlvij#QE*lJ4TuSYIe)ToU@Fw0m%NSTOf5l; znzZ;Sa7V`NCna`d&4&$+Dn7?DmA&l=vW$_v_-FS*64_Eax4qd*eiRmNlOZcj^fvsS z9Y_ZB&@@GxZ*!$m^f&NOnV=bbRRo=fPrfvxAeq)2Isu4{cleg^Xmq7)A12XH7bSP5}=UDGxulj8Xz z`L~!ljh;I**PHh@C`o|($X*}9^Of|_@n;_2PY+v5>+#|G6QVJM4pJWyg1y=F=)YU(9#z;a3-+c+d* zwm?iE?!asH@t(E%8in)<7FF5N$O?$YU)>E)JXyAvxuP0vwPHeQg7G(mIuaC|G(a#u z4V!gmKUpfMi4En+6)-4fPt5BUCDDA#7VdDEW4P;@rmi-nSS8$p1rL`|_%XqY-vTE_ z2uEKaXUv7yGW(fQSTO{T&38A_6BQMX;Yc+IdeEq+u94CwPX|4ICUdzZW^Qf;Raw`B zxl8N|qH;%~#AQs&o?WeSko!L10SD+^^H7s|PbIwQqLLpbsb81WC1 z)GOgptG=s>98k)Ggi$_zqp1X|Lr4Vfpncw2x=s{Sg7>j=(3SJke5d-7QqUiOQ$M(c zm1lG=WUb2Ep~Gb~O{G_9HJ72R4T9APvUmS%>>!6Hg4vQnD;nx%u|v|)I@nCUO3I?O zEyqr@h+uP?n$IdIERPow+V@x+xM-bQc5a5bcGOQ=3<8=lRjaBD9(fzaw;^a3??p{- zqc{*+^nlR)DR@MWgsG$ha{7jR00k%oo z^~E9GnMypi2eyz7xbb2WTe3uT64(q)EFPeVLNaQ$L*1$%ioTjZ>^Z2G!9I+*HLZb3 zZ;p8pqADT7Nc~J+uQF432-CHuc1&~G$_mH7z$|gVWp=4WW9$o*Z^wL>_!W&s?JUBl z$B=T^t4#~9R~T3o3UIR!o4Rzlb)J<}NK^*R5geM)DoGYNrtha!CzkU2qq+$2G`AYo z*~6uS{+(-scjA z#fpx>6r;!ii{Z3Vd*=s>@M-Y04(^UUY$@hZdWY~6kM0lcs>_%to17%H!UH|vRU&IB zT`db-x7a@!T|He<@tSJ9l|7hB&XSin8EeW~g|rqFTzziiP>(^W0`p=Rh;4taG&7}p zTml0vL)jXc!SR>Kyzaut7~&c?+2cDBE)zLp$^dGw2m-GuJ)FC21tYTfkCF?J)J+ z=v+x!PQ!)&Af`+Iahac&28SkggNGEYmNn?*$BQKJpF!54F;=Fl(lptA;y+>$&8>ln z8wsI=#~qP1n2c640}=<4R{K78NG_Z%SH(@UZ19(kLK1CPuxumUNBR-wTRopPlD$|= zW5H~GfTYh|RTu+<75~Db^_)>nc4_|Pg=a0&C!cVFi1ZSzU4}ve zCjIMD!H36F7Rl``ZDZgWd%;cN6%uVow=r)j75;!pbovo}b}OvAu7HOTXm7Nz!P0eK z#d*v>Afbh>?er!H9bjWz<=S4(qZDv6VX~vPr-Vk0%tTwrP>9wBlKhf(i5QZt?5!)uXi|vJL3Tjs6kx zW&ZFPNYssc*(I<|FAa!E5uOKYT1Cj>pu!u^eH?suUnZ62E!V~k&xoGF!t;HWRMWL} z{THl}X3&>2+f_ydJwx&=Mk{3n$P&2z+kkN`kXvkGTW>&HHTY^I1^6b-MCm38oR>XM1w^R^yS8I-@>l>FCkGUa64!`Ye_j#D~AEkFIE*Bzmye+r=PSqc#7FwF0Z3|xefzMII*nN= zmi>UGNz74WVs^w1{Jw**aw+U8Ycj=2<)F>0lS8t4Ya&d4f-$nm<70Bfc=vF8v%kf% zAE?nsPR6zt=DPnAsmC33NM+OcHS7*fbD+7KVD4QAxv_Z$KR^nhDm%H*(7*e3oM6Bw4m zy_Qx&%PijiV7Ycp&lpUd?9<4;#sW+d9WPUn`ZeTN42{7_OwSqM6e_@`C&{YL?O$sS z!+Smf3hc|SMG>i9DJ@BgeHgvDuUir%jS4!Ml^iRtcK*gx2Sf zET}_ZU41hvDcs^2l@)6g@x=wJ|AIu>Ad}uPzA63feez3K?tp+=-`tmrOF(omx95!T zvL=}mA{R`^sLtw18uHtM?>hm-aG0{(&cRIilbDJj3ak<)7ZIe7f?j=qROJi)|5}+8 ze5pb!{dn@+IUoGLcfm^GimOsjZ&(`93SY)J8!gPN`Xb*SpaQwjN-Sn@L4CVi2D<@C z>@aZ_qq6=rXr&xt5-CgRtEr6POS`}ln32^G+(aM14Z{-YEGcF^ydkHvOS}(D>kIM= z8Zs}|xTk@q*8vh!s^U(jNrkV&6AA{AWI~|uy8!RS0`+w!G%+;6yIBIll@-DBWH+^W zmx7L(4s&n;wRP|qOrEsd>L8~ z+z(w7=2LnkoH)hfSh^su&oiPUoD4DX&}Wxat;wtvHoVp@K(nfk2oBMH3&h6ZJ|wTN z#5SqcCxlbr#!=tG%+05lp2b%jg%;QJq>d^>^Tc~F-*TQt6jC$zD4zN>WY+E@=;wCH z#8)v-pCoPPL`U6q$V?2*=ltfX9-g{JG6K6=Spt57Uc~)7a880Vkg20d-VMd+(r%ba zIfCl(p2m_$$Mc}zpLJ_B3|B41NTdT`g&)&YjpxW~KZOhxz&q*0$g;9ANO}u=Ba=#! z+vQUuFb>Lb2OQ>?r&_Xl1{4(h>=AqELYgMfv>V^PA0*$bqxSFu3<~fS^cw46B=-%k z6OP-1N$M;qr7kFl($_3ZhNXVMU@FC@o$r1bw9rx4x%R4#nsRT&zpW35J=^ zIJ8)ny*4U;1=EyL%T+>o;VGyE8+V4B6V%aI++QVvwON`zHF>!$YO&mrh_Jvmm&%zO zrpL5Mj$wh7DKTT5`JpV>dt$zgi)809n09KeF}kc%a}siE z1Uatot)5HGpOS)5CWPhm%LY@U@S6RI1}4Uai9%0ijYeTWF}^-dldkZIB>Z3lX56zR z1C=IBsbdR&#!{-&y;_oe=90m?DTT0Y2Wc`|pBhpmlyt%~B@@G48}lP;gp2=$=n3XW z9OgIDj6HcwnE{{joPAbJY~rZM|H32Sp?veKYhYzy^K6z`?txJ_`uX;Nq`8lwbvvMS z8)rkZ)03OTK(IDhF+MrON}qvL!vym26qNLW6!wcrdRiH#8J|tm}so4az-lS5)9|Sm+Fj*K4Q?XcbYA+!laQY z>rF*1;e;Refg`Jpee+;(qfjTrpRsdb=MHsbmdh6l!PIOdUUU&RmNfX#0;1G?lCE!lO}!?w&dD8i{hHQ2w(j_II#Ey*jWHskf`AAX zL@XeJ2qML>P_ZsSKo%-0BKCp`QbUK(t3VPGLJOgV4x#tn2_^I%Aki8L-RXi~#Yy>E4G z#l1HQYYNAYl-dThV~8+c5onobMAR?3G`u}vFeG5R7e77MJFqk>JktX>UbA>c)cX?~27>asu+nf+OJlx!zCF3Gnd2#^9u(`}A6QQZ zENFUYd0)&%LI47_4RB^v>WnE`(`rBs<_(99cQ_)x9t7U4ipbRBz{C>!gvd&; z>Pa5sr783vSeqRC=Oiy#_>>6@_r5+SQ z4Y|g(G{*(P+IWE-K@qtTF}N5x*Mt*++r~}i43_jYR;hjmjsuFwF!ln2P@06<4)=;_ zv2~|~``ZAIA6t|wk~o3)UCg55&cZ!x{T4j)ddj41U7--zj$PNLhfuat^&wH96Anw* z-VN7C%6VIk#kViXjuJEFAGr@6(>=3{nksBeHO4{i2#Gz{3I-+zDzozlz=Dj88=iG; zSg^-%c>_Fg5!vSBY8&DehkF2zpk$}5zEhD(SWU8n(3g~gt$t6zJ1n1dN zKt5dn`OKM*O-l{*!ve`M$!R{kXJfSvp?C^%)_A1b;ee%V)J#QghvPFtM$%Ip8ab{- zPJn&&UT?=YxJ^XDfu_Wj>eJ>L0OJvbmNnFL9jEOB+Q;jojNq9i%P!7?1B4Uc8AqNA zg54t_zS+^;u!{YHUiMQ{6=Msqr+Xom#udTUway7vZH(#_QQMRmo4NSVOjj{|U`|xj zEn++7PI#lS2zXdWPvL0hXxv_~NOKZ?2J2qs%qAL<5DmQAeCJ)e>gj2E0J;FAAUzT) zidTlqi2#e?ItlY*`OO;=%8-MEvOz$BM_|c7F$lzgXWH90cemo31VDR>8rzWl-dWBq z>@=W?4#D~~df_7?v0|4Xd*Hq4FzjC1UY&~tx*uC?whtk94m}RcN(&M^>a3Ko{FP=D z?gTu%C4x0EMjHbp*A9S?(`Y3oJiP<RS7o7q?w!$N2h8*@XR#eLsvoy2RE1v1YvkAiZHq`p;gCJwG(EQuc3m9oqm}m2_F5bT`vM+-b;@C{PU8o`3NZmq^(AzT z;Yc)2bP<`5H|?LeK~n_q(*Zn z2_XQqY9gu@+w#c>2VSUMLf@bc>uw)X2YGIA+2dp;$&JPLq= ze+RRjW?v8sdXWSC#7iOuLMdUZQZ%s+% zD1l5s#2p73e+8tMXURlKcNOjfJRseM6qaKGzY~IDGfa7JB&!ce7XJR_5pfC;#$hvF8WJ{u7dkZ(G zHDM%{RppadpGy>h|0uxE+7SYZ!?}hy_ABJ{LPYygdn4`zJh`ABQ;`yuQv4_vNN-Q0TTqdHGp{0U55*u%dEzNDR4*i6Q>gKy{e!KwP5{hs-nvr ziZDc=O2PTYu)NAT*_@!Q8t^8E=E?5T=!mEsuqPP7wk6B`bFgoMAiilBi3zi#QmU45 z1|U>v*={K#v0M(8e+95|ZEX#4vxQB-xht%W6*V80u*Bg3Dka8{-6Of)g&R{*wP5k8 zP~qV;_fUlOeqebxbj^zy%PgKHLb6{^rhhEv6x;sXTQN0~A{})82kj z$$g$GurUb@BV2#1W!caB5mT91!1Iua!RsuK#2nuS3@r5G3urN&k>}v{fmD=Rd0H22QW9#E zNLELC+IcY?N-*4TqHpxts%Miw?2;%@OkB8ZSJuQziD)Eh0i7#5ZnA-nh}#W>?s!2g z+Hs_klm=_$7jk9>79(XcSv7C{K zP(}!T7d$RBvze6>(Td=a{3(f6<)sZV{F0;E0P9EC$Ou}_nnmoAhcdyN@Yn%-Wk4Wo zdWR6nBP3)!syh{-hXlg)A>>#WEV zmsA|QGP5|3*aPDT7=p81`31ef=`brn(GWLVx1bJo=OEDQa`byyxw&hU;SD?xwQ}a_ z6K#{iyJA$~K)(kffl{MUH3Kmipou}36?F!8mN>%n_JPd0!27;$v4Wk~2`v1m8gz?m z9V#?Vbr<9((S{r-oAJwCP6Pb?kKjJ)Mi+a=W@qL_jBg@OUHZ*E^ds zSL%rXjXMyE>nbR5fe1+{j>{%Xu-Hn{k%~Y@jdrH`yEwxTKFMy7-3(@5IX%B?^E)YtqsJ@uqo}aTyi2MXc zt@b!Gh~2fY9+07lhb)v5Ufn%VxPpguofWEc9cWn^rx?L5Tms8CKiJ=DA2kSM$K;_7 z|7rWY27fUX;7<3uV1#qx+K(U_O!c&oyDxc|M#|g_iBlNtt2S!-}_^j#~0@ zXU%w}ya41h0pR_RdcUF$LO$^%JcblXX0G9VVLy0*3Pb@JT0iJgo0Lm*0?Me&cr2rF z8U-^s3uJNyeJLUvK|457D&zHH0~ zOph0li#W)qv7!i`epF|e0vv>b+(-6O zsa?eId;(Bm`DPOaXWCLaV8=jBBk-n?0=JC1=?2Uec#dyv$NIo@$b828eVDCbJ+g=NrRkRV=3ZnLNQFf~#jvE_@EM8#T5k`izkFi(E zso2x-bb4R{IvkF)n4oUvyFcTQCXDJ|Y#Dvb2ga(2< z90Y(mhfn#p6$6K9VE#w8My*j(%NDUfy2{PYMztojIm42rxCet^#yhWJJ7xmo?5Z$8 za}pfvSsIJ(4*CstL>>x)$?Vc?s{gS(>O{gxgDp7M&@d4l&Pi@C0Z3=A)9T_{?hFR# z44kI(ecWtU+z)|EE z^8%r51X<$jv~Fe)>L zozX5E75F`H>@*V_gvt%&hwb0Na}U|lo-0?otq2;SuB)_YEek3V?5 z-Tj2N4Ei2`^Xx#J0dvKl9uN};L%~H8UD}qT8WSTtfiob;il9C>o!ezIZG+hacMOe4 z&g)pug}o5wo(>Y@Mo!cwN8)XA@Z$jGj73np7ce1+hrB>s(Y>}Z)<<*bOv9jnDR6FW zw5f7%&4EEO;kIs52yh>`p1A>u)yRI@cjxzHb+jSd9{0EvH_2r;ubvI zH{_0W0s@AxK~0ngBZlos@B{3{YKh|pwuf*K3~EhdyKY->i5HES1)>XcBf6_rDZyws z0KHWn1<`B*%9qyH9<>USx-MAcUmu-U{1o;^4ovLALTc{R`T(HoE_COW_}s_?<&UIM)4pA}+RWRVSR4>-&35ezpt!&I`-j{eA9u>A>Q&SX6 zWvWU7ap0rqMq>nN9i5NuhV3~lIAZ5s=hqPkIJrcGtbk}lUu#`$7XwoRE8!DdW}}PZ zsnKFV+_Z4)OWooi|L&^h72vuTzznU7>1wSx0Dv`@M^|(_cx-SYAdc7vs}>Q=n84O# z4_5&BnGC=#b~@9J?Dm5I*ifGeNSo{)t|k)JF+Clj^n!RPu6ODh`BpR8&qdCy7}I zh6qTGqKjlqg(qO0iGV((mz4P6(BbX2T)y1dLB?jHl?55KWdw3mDlGM+V0B}3b+ZQp zbP;50Q1{7RrPMl(MLmX7l0qrncyv|?C$3vpu!!Ed+SNpW)t)&WG=%pZ8Z67x0e#4l z2n7y~JwuH08O$wscEnI}B)SBLxUv)Q>cZE0J?u70yzB6}U}F$Vz3tn5@y23m5)w#y z{g39lP(NTJ1u3g$+on?!XA!>pph}ay$jsH@;h@|K>>qGnLen@Ux8}!p7`HG_0x~>( z92Gb;i06Z+wBZWV!(Gunz{9cvI7RvwhOGs~Ef6{Z!41u<_Nt{|sZY%U$4*$rb3vEfLywE@j>p`Ghue>Y)iCisykOZg0qzgp=uKE_S-~WL zMVc6BD2k4)LUbPhA^}M--xpOdHZ}#jAb#2}dm|-dtiPJ$ESSMFB3Kd^WM7lk58HO- zbS8*oTJB{`s(@FO@O;p%^bPIobHU>H;Wz@SGCy?6%^X}Q1_Wp_(bt2p?h>g2w|Ak0 z`L{S#!w7sp&UvSvWm~nBOmij(zHi(-?e~LMSZG%g()BaIl4|;jmB`{ZP z5o#hp^cO}hjn#U3*v>{7!@by*i8IY^tv+HGfhF}ll9tj#rsXz)peF2keh90VIP?W} zWxvKZ(KQsNefcF_lbI$ausV8m#&+#yP1~3P@z&fr0 zfV_`PvuPw`*tLKpI?>*VJo4}m7%yTa8emzC}yTRNEkM!3EO5zL9+(=V6Y^-r>Ol2SA(-wJN5Vx8!LBHaMs%{%liV_VBYd0O7U|8DBkKF@W*LNx>=E3oBz7bodt7MHoVJFEYM;ETqvlpJ)dB zw}NM92RafdVm?rTMv|^iJ7K}$$2jI3+>;Ui!?Ufe?Gae+TAsJ+VdU9p`@DLP+Lcg7 zVAyQ1D`EBrAr!*?plEDhxhpfN9D{}JRpqZpifgPYMLZIPd=OLt-9Eo!dVE(skgd@b z$&oR$0r*d#!F&L!>_~cik0TlPJ3NQkMDAajpV9 zrVjgbf~QPyKBy?v#&H<-<2vx`a)=Bi_Iip{0+f4Cy?vm*n3-aa)dnfz^2hq;+FD^u zkmyq49nz;Z4YxAUh1Y;*kds>j+BPb4fumm@V20S!Ek&)%IkSD?Jb~9yTZH3uKP@B`;H*NP zN_DRo8X;)GJ`xGHnVUt;$1ql4wi-~X#4xfm5JyS(Yarf$;|7v4YaM!-6{?$oQYisB z&vY6ctzE$ZzSIF5Ll19?TY}wz0jW&*8l$v5k5!U}0bCrV+mkq#9H!o?OVJuSQVi}I;Xp0vbuBM>0rEKstJ6X}gIjXv zB8}nR%K=PMRs;c|aSUoe%xpvY*cFxqR<%Y+!2MdBR*0kXPK$u2ap%NLRYjB}<>n9p zlN&e`99BWe@8%>JY)1rd6U=k!iW`o@z|0Y%&J#X^;fpBtH~?Z_Am5C|*S67!ECN3~ zq-HcV(xbht9sqG0Aab_zEso9DcEUuT7eA?ym{nB;^9Gs0gZkbg?UNXDwYgXzvH99I zZ={q>6-yX5Lcv@@x{LD}?vc%_m;-Q(f73#F34QPwfFCCb(aYI{v59z}dW^`_-Q)5FI2{X3<bW&?Qi>yE{Dq*v2mQwKp}m(PNI zzP9!`=`MYJr*l?`AptJg?N`7YP!LtT$bu@W`+Rgm^l5lhn;qI?9XqRB@N9^V%yOos zdD&AEKEUlqoXMVHKK)4`P$(35e|L{&*)se+qBKD!M)&Y6a&Q73NTz{ca@@l!m4q^4{6}0;H6F+%w?nU zY!hz7V;K{Tss4SdFoT0YV*Fiqt*$Q2nV1Xg{Z1*X(GzWrEKZIycN62w8BXQV>-DX8 zQ+U`iW8P&U$99$%WbfjsK$i6X@J;HkBENv=`eLG2R%<=S0hbmmp?57VJ{V+LbBtnu z6wnD0vSX zl?D0>Zx6@3R-!9x_x{tdb(3M$Gb1Z-uy|y!U7JVa?0;mV336~3r}p@1c7GAfVaHE3 zMRmA)>yOkxj2xVrTV39}LE#00nVd0*a8ZP+v)7O!~G*5%f*E+b?gA5ZWw}$23;-W&tyf{=xIHgWU`wz_*Bx7!ZpgN}<))1P6c(xz7e81Nn z#U_(nf_kEEz*B=M!-1&uN=~+vz@buPcE97&tlK;%XG=&)HNIs!ryg-$0BjdUWRv4W zWb7gaBz?6n2&yY9ogLDKZTo}6(s^{&=YYgWz;VaRW4xt2d#V+-dK>74NJ#g5pOtRB zA3+E1J+K^6QeKs?BsLEG<`mVVyo0L8=_^r4IB7K{gN3RJMZoqzSrXhx;$(MFd0iGM z49J6lq1}sA90~RW0W_lbk#?cgnMIM^ARk1;a!V_Y(w6BDJ74)MtCR+ zGIEE)`ud|`awmT#LWuI1pNprba`JKodMtVPlu(OB!C*U0Y_Bag)y-t$M>!t4IThVw zrPFo29f16U41xw#)MjG*#!L*bWVnQShcZ*MD}=yP0UCUQZA4-~?l1}V{;rT8(Jq#X z@~w~v1TL_jkg452`h8M+BJF?^Rorkz;Sv=O+bseWn;_MLYWrr13oPJL>q#G-OUxOK zglQo`f{8D>?V&hAOUN=#1Ee&oj|)ql_u%CHDM9W2BWONkYNEdew+_H$J=w3kHo4*Z zgZ;dXL9m7MmocGJqw|FY#656wW}$=s$^_OFD0w}Qb@2{m9dtiDH{7OxnK##08f zY!C#p>+(J{=>a(4>$bp(bE0LA!&-I%?V<;=wkoH7ije_aHoXIDyeEo#dh}pt zPfAo9G`57zE#e#T1mK>t6p&W#8o0=D<#Lk{z7|nbmov1~f)4}^Btt`f_W7f(8DhGC zYbZCsCp+LB#)mi=C++(dgK7f((HsMo3xJ4~QOa0?J0VIPp0PArx{P+4Uqd{Vhm>F+ zFF*(%_pgGd&&qSkF~H^(ctJe}#1G?>*M647*!Q!720~5|{8t z2whOV!6|`Ig1cbMede69GNdHS%Z!#sZ2R5R>-C}kioc$RiS zkQ33O#G4-_fAKe63#gD&#^L;apX18VZJ37wFDTd`(0>8`vtq-Ui}0Vt8XSNB3dt(_ zKr@<$AM)}d_`gk7?QhWi&Ys*{a+8j@cNk&Ot$JV|s3~P)^v3v&$vY!+lPAyK8GkwT z;*H6(!_bMtAdcyo$vc_Tr;R>5H!(Mn(Ubyh-R8k<0o7d&-v-e#|7|Uf1455}7S=L) zZ2ImosNntRrJ3|QP}S(G$*DI_o`QA-IoEH9LN5;+fDF_8N$nb!&+|pABaTlNzP@wk zhgB_i?g0T|7v7g2o(ZQwVlPslZ6|gn3*eNHAchK3+`I$gy^QC+&CMyrv7d`)6a*AG z{k>j@(21?(p7LIzXi<=`dKZG57o2V13f{7r*Gm+9;RRpNqHxa7pk|5V@7vBFJFp!j zv=$Bz6aGiN*^_b*WTWy2*Dmk~Liq%A+7ZR0BH`q?MMc`#Y3u$I5L)vDbd#Ewrz}yB zpRX)kR9L9|_eXv$J2FZ?+x-pHB;tJbL;TP`3XaI!1ciD`-hD7Nd4K8+rxqC(s2<6= ziF5qp@1vhrPM>b$+O(OQXUkUJZQJ>F?1bsQGx=ot9#my9c=GoeD);Vbsq23-dB^$j z=l3`7Og{k#`uW}T{q>J8KbYPGm0OJ9yPtxk)_ncW-1x)qf4g7r{c}(kjdQ0F{OD;# z#lKS2#0Y*wT~kfrjHc`bP>tlwS!r4M^J>xx@)~l|8gjB4n(}95FQ{sO2LDot6mZ*V zIr+2l8k*;%&s{mKDJ`q1pe}tuR#Q#-imc{o)iZME&#K9v=KcN5*;A)aUHFSHhj>9X z8&OCaQh+p|TaXF#8VZK;p%E?^sN*K^w~5~L_X&qU#kGGuxGw#36*=W`dNMjM9|1RT zJ_rAG75`DyMe7NuWMlf&)Z`s!9XYpgj(`09D|7YF7xFvPe!rK|pt%fM;Cv4M>kF@Z zG=2Hx?<EL~q`^a!pH3^suyyjOv>=FHK}*)bFZ`-n^!D=dLJd zLqG`)dW|%A;M9{3PY#3E{H^t0 zx&wYSeh1Kv^7d^???1c){ZfAX{*#i--@pI!*Xx|MmzF<$?i^_E%sE-=ImbW#vfJ6c5d1eyElmj2 z!h(?CKZxB2UDmKLeF};gT?ci!AOKukPNony_{IStPE{ia+JxEkk6$(&!)*Sq@AaIE zYzB1U=JVGdUcZ0-`i&?U1$5zx)^%=93*h+qUE=3gc(bs32O3J|9<$jNG|9U1ot+P= z8g8oJbZj%%VQABCuFbo-*u{_tcr&Qd#W{XH2LAaMECFtyz@bfCn*p}m%)`TZ4VM+T z4sq}1L5Q7E-LmJF@z%p{`On&VV|m4|Bo*wv-7s_H+@p7P+qMhr6Wo75Lh|Ub<0oY0 z&dXm=P*hXb(7cM&`t8o$d%xe;)qC(56c&5--1No!4E9~{@bwrYh-^K*KRPbP2Aj@xwmr0#kC1k{Mxj6H#d*inJoy_TU(9a z?m2wcmY4sEH#VtYoA|lgGkYJsYuGMuM7B?Y$r;+uk^QxS+5K;g?7s%~&vA7^YS5;i z$L37{mv7z-@Hsa)c((Fz4nUoL9=v})w*Nf%ILFTaI@q8QF3<*ecnkP{=eDie{_EOb z{=)7CU@6X~K|3~c0bts^8&ZMR*Kn@Kp#MWYo7wgMhxMo7f3rV%H&`BhboV9dKG9}N z*^s8O!jYougr1HU^|aA60k4NC6G`L0?|gr-Tl>AK9}1OQ$|qTB>yIbGhJn747Vw_$I7(|wrn*PomfED8I|tu;cazpp=zb9urnH+mU6_^UHlX98 zSeyHO@xemQ*Vr_iN$P9ZQF|W+!Lfj)eehKJjMuTA$9kuB*oFz_Pu7Sq&frD}#y zx_k;-(&F}8ol;oC1kk=l?$xXIiLJh5)~8P0zqXHgwfK-2E6$|Pg9l}a#KUm!K`dVt*Xr*@Oe6>n-@NO+t0ZJsYo_RPjfGipO;u0 ztj>L2LcHPJ{gV`{qqoDy+iv8hXN8pNNRD4H(K@t^x3*%h*0J`{4Rv+KKICZ4+1nxWQwNpzT z-{|K<5K|z10DX{k@b-)ht=CZGMsliS(@l!LY*uF0os%^4VeGdrU(S^`*1UZybS7$A zdQ1QGv8^4X_pbuCJ#EB<-~EC(oPY6%iCW@A!rd%KaU0!d(YT)B9>$KeWPCaKh(_ce z`AXMrHG4+{3;&il&MP`ARS-2J7wG)`g2m_l(!i+fu_fi5OaZqTqu(C(7NlR5Anh_Q>I7BC2C1A8-QgqEhu*#>n8P$+Zp*Rz~{|MwM-5=IMSsI=4ZTp9OGDcQ>i!=VKo#Ph6LRIiM^ z;`fwSx7*a(l;n3gi*h63gdb^XooNEU?|xDDbk*_RZ?DVwG9atNAqj!fy-krh>EDti zl&@4q8K@2|M@W9Q41f78WBGH!+l;5{me>2(kYnKYO-w3ER(Q`f#TP2YBx|E|UHqQM zMYE&#;a%F|uRhHV=7w}{&)zZ@A}>C)C9eas$@SR(@@E&j@o!i;KFs>=Mo~RQ*sOAn z4W%%SX3eI*qz^_aceh`tJ@Z58>+h6z-<8>r_r7B5#cg?PsA1RTLn>^DZ{Q{y!hRB2 z6HI4Aha3LE3kee5SbD3>#vIGu28Dtn~;r)lJbb z@v7?B(H{alF)J~De(}HeWbk3|>J3Z1nKp-))V}jGh4dHJGoBijfnNGuwqL9zL!W)# zfw(Fp_BcdK;>U0N+;{eGhqmN7v9y@?i}Nlq@4H)G>fZ@B^=5q?y=tmtCRx#MI`xPv zn7NvtD3zRCJYd~*?DkcjPgb4(xhJTG%kR&1tMpmE5Sc$!#D?qz*wEmEKcCNJ9fLjn zMqHEeP}@MYThBbAuen|QGiE~tZq~EXBEOzm81ipDcd2P(Un!OiU71v2oq4^X5&7#WnGa_({4C45kkza* zYUsp#4H-OPL-p4!TbTFzt&2stEp?KbQUyt;=8u0^KW3=k9d}%hBCU6F zM}v}Sru&&niI2~C#XUT^F52vSHcI|wN`9RnBljMG^_aZly6vX#SfwNCrgGn`w(tFx ztsQqaEqq*9gZ#uxozQ^|X+WsoLY?HL;X@WwSFf<*^czpgX>04sc6ORyT5zk8Rx0(Y zQI2>K@W6oacE>l9(3^QXvxIDgGj~+>Jc7PPL{opA%s!@TBwNK>5mwi7}5h~0i+k_SxHHT(eC&C35OojLRLA9N@%v6o zmAj6Wm8QQR)HQeO?kN~~@diUT^5sKF*inXt|t+?iM ze-vh=rb3%fN?5X0iX`{=*nQp1$8y!?!_j{0jxv(c1H98moPZS||HV-WD#G?-EM9q|-wG9~YB)biR)Ect9YjFOw4Ynya%j zHv!$h^N~h|8Mz;K`MCbiW_fAx#aJ9V1t{^w2{T2op5&GJ#xn!IVu z#Dg;}GLj81r-)xjN7E?>9Nrk_q@B6?`o&ZI>|kSE%|(k=jf;1mNPT|b#1LU#yneth zFmIP5?}OplopNbi7fVkrI5ufz?HnrJ;ca{3`!bvjS?@RoxzVScp?{2-G+--bX?YCzL5>JNJe^Hbc2)dszr-w^%@_Vafs{Fy1N~O=9Z{NoKO7q>` zZ*C&Ai~TQ~BnEq6sMNSmt`}V%>C?|o>YO48-9PU#7%(gRVKj=%FR#i0+GCgh;(H_; z`j!4srf6GY)-$oDv^M`i>*o(tKMuX3r_^d#Whb6LqVbtp zy@!vGZmSi%-5xE)V}dz}rl|B8tla@jVm4rPST_uDxZgAR*# z<0INuW|bkcBif!ceGf_PQLO1Jv8$ow0fIXc;uQ3kgUe-Ib^RKo1t%je+yO%zb@Evrez8f(4Ye!E}m)~DqlZtS) zo|m_3o}Q_E@1{>|uk-WC!!WkbRd$ThZ-AL7ugvZ^{k@D|SD#e94A<&JEC41?14{ z;sIbq+_K7wt@iaF>}K89%Sui(m${O@DroykG&o^F&wTos;qq>6vu9!v?`(9-1kK9{ zf_y?Ab(5rlgRQpHO1Jus(^_vSZ86$>h~ zXN_^UhWw`eiH53mi5Wldoo9cb=41Q=)u>0M&x=vUO#zF;y5AcG5f0yHV%;3O?FaTT zjz%YB3Qd?1WN&v@Ja5oDh&y!9@CK4Ja8_+os*J4SSEqI6VLd4H{UhikS`A2=Pnc|I z9d<|%>{C84bG^$oYPbd8q>^$t ze7NjNK--NFv(_y-@(iY2O{?g~V>SHRiBoq}G+r~`4|vR9$92j0?p%+bHjB4%)=*Nm zYF;sk4(E{`s`k<{kGpQO2^9kI+hF*_)4(iz`H8HiImn8$HHL;n{=F~pAF956yMDg0 zwP7%T_Ycnt;m=H;Jh{iEo$WJKyd&U|Zn%!zSDR$z%YU&s@+iRJUMhXzKatid2Wd$p zP?x^|aOKbw5lap|p#XX!BQ>#dj8A-U7wZ`Zn<=w6*vyQ)@$eRar#Yt1h7)}k8|sq= z;$Btd%7*Kv^5xAN`#A`CSDpv}y$2kG>}Or1^pjXD6#-(Q4T!~T9u@ch@$R~OAlr)Y zzm{1D{m3k}aV%XBJ!yI7LyxhU{+D#F_0;oB$*w2!wO{gqYT@4@;OlD-QqHZ9eMZik z3nIW?P$Up)az4FVmfyo?W~gW?=CUNZOZIs~^vPIlV`uJ=<;eb%A_wHU&2*XH?OzWF zPQLnhaDogQ<6UaCvzEEhU~IQvx#~0D7+GS7)LFQcwj`ix;!kwgul&c!ulN6L$&dYa zJv!IF;mcGW=${I;?%Qv9#hfO6h{pS}XIxtOblZEiG>uRftD(U;p2OFN|Jr3Gl-YEV;OB8XQ30K>W zAYBl+O8$3fLH`;0?thsPFBUl{*F=tRS2R#GcGR{`!mB2xBn25>aew5X#cgan`{PSN z`kA@G)tGrNnzj z-a1$LEI?YNAemM=n+Ro}d{Aju4Dsy_m-_Z^pzgo0&d>AT?JOfL*47Om_gJ?}0urGv z@zKBH*B_vdez!Cre(zimbHt~*P{$Ato{h;5ZC)L9`MeL@$`>0Z&IY^Ma;>P zuBeM&JSW~%AOg==>8vUNtRbMJ)|)*M;eLMST!>E8TlY47$g9piC->)7Rb%LY6=`CX9>Ve)+0 zkX;O5Yn0JRtceY~6`hUkM4;tdS)OW-dp112DUY8)YC%Bj1<`>qG<_@*Q0j@uZH*;DPEf)_OyS zTq6Si-k>6Axi4zsKx-VysIzNaQP1~=KH~)U7r9k4?hj4olRf4UPkhFPwItDJPrIHL zF8WfJBF~U#20pNcYxHKfw49m`epypP$_wT9*6+@qI4s+p4x9;nte}D^vC8Y>tEqg`4?cBn478sjPz!H+Ax-@c_6Drrh4r07s58u zNuX_?MB0RG+nl7;b_*qbe)Nb)PQa}l)i-1pRNO^`pVYt1d2Gxx_<$06m7pA8u7{c} z5n4hR^2}a2mi>w1axHCf=-TbA-?*gqLaSx}VXv?bO!wC@q{;d$qE5E%hYW$Tdp^w% z^edY#Rln(376@44l71lP9nkcoyfLu{)Hb;j5+i5KvYT;UDaB+ zT0Z1bOKHr`#s{)|?_v;_)3mpU&K)=(uI-1e4w3x!#J#IFLHElBi8;}aE+Wb3w^GdC z-?poq)lVY6ctF9JRSbH*h8yS=2JETyQkO(ds^=NJEkFFn_TtF%y&{BPx5S?(WP~zO zB7UwO=ml(-TZB5F#&IeiJ55>H)a*_;kp6Ui(zsCPzcXc%PnWMq4#}#Et zj9k;`J4mlyJvzS>n3c;YS?`eF7t-PpHk|#Y(|o>z6n@lmr(AteR$m7{x4?9w6lC@G zKh4N@b83kZO)gdHHB9X-sdGz`pN{n+e5vY0WY4z15AVsr;xZj}2kjG0xRpxIt)>@E zdsy%LxQm~a-1M*sV=j4|)cITBZM}FyG5H4$pEpUkRs?(zPxq{7JsNaX964whEg=T2 zWd8^7Tw6|IO|RaPOA8fjGWPa)=W9^+e6;OysM`5a6#l8K%aM%P^!11(ZwA8fM5Fq_%P|JiW@EMTsx=o1MD@%IeBd?W$ltmktG53% z3tyg14h@JLV$~Jw`y8?R@y8bFk6Y5U9_~t6o>>py#^+ppeiCzSwsf<4Mu$z)F}j+!=~I%!uW zrNevHGGFA?uNbxAPt#~5yJpn*{b-k^Vbkk1aT(|9*&30ZsyjowHHf7LratCn?a_F@ z$YUYur!@0I;GGrrv4`}Kp7Mx~9xHH>lxeuDXbH}8>?v%mDk51&TR*$HI3S%9a2e4^BP~dNBqwiZWe8ONR-u)5N5e%+}PK&S`> zk>Y&2{03@wW}+jGcI#k9H~aod#3TOS=*-7$c@^7BMxOxJpDD36wOC_K`;tlKmphv2q z^woYKuX|6-O&3wOtC;1A6wg|;T4~byhewJg2nL;e3y$C7LiOa9nw|xG-luW9i4lE7TWzni4(Nchf*ocrGeI8(xmk-rv=cyeCTv3GGOf4 z8?;;eH-|pK<*PQkl3~FX`@Xc2KMg2!nz?@+nVg@VjGJEB(Zh!50@O9MQP9=Jd#tkP zQR?HCRN=FHQs1+M$nT}ag3TxVjhE>8ueVzS z=CdK*HTgc3eMQe+$Bw1Vs-0B)BH43cZR`NQQQwY4KUj=&%dGgO(-`RMzQub$)wSg{ zb=u8n<7(uu)6?3`&*if2Z_Sya>Ay|U=tdr69X>t5gp0M;f(KzsXib%R9# z4DHuHFSU8YWxBpNiz@a#il1A^NAAtECj53* zpXZO0L%j?ep+im_zpKaAg$nW3^-XcsbkapOI z-Z2ndQmhQ9*M2o~nD0%aCYSAY*%TYAPfC|!^R~0%?!9t&bm_v(R}t1Mao5iA0ix^2 zSJqDPg=&G)UKE2OAd$098Ydvf2bkm@S$TB-e&Ni<|<2u!Z;;bk<5$Tlg=3_UV>5semttsex8-?!+P6lZ2x)9iw#|5zqYB@I*iD4wz@ z7}%EK#iJTG%HlJPR>S#4c+HtTcta`;yZJrSb$KThOVMHV7>Li68BW}I{PjtfobXRp zMD`z$)vQELoVLj{|NHcB{>7u9mb`7@KGNM=xF%5kyK0T3jUY1(Q&Zbcx|_=L(IClQ z!yJ80PHZ2zMrcziz4;7mnwB=%qJcNO`}Im}$R-&th2XMQ&W#-;uLQ*S{&w>(|8*5^ zPDEw=0YMX^PAF%LPJB|U)_!P}s+X;r<|I8~+3GLjv?#Dw?U`WySxoG=wZtK`qt6LD zMd9k*lwGUZy?qTk`4nuJU2p88PtUxmj7HTJ!Cp7ml~P8J9zY zV_3=d_eEFv=0b<=^_O|el3#k1{p(nEk_h%#>AZF55XRSwGYmbkp$H!)iqU-VFGvCqTyw$_)R2x=ell zfY^a}>g^q1`zk-L{sRhz9%GgM0bBl?^Ilc>|7Gmze_vAn@UZ_w$0XaRFeza)7pPIW zq5WKprHrvrz=z?(P52Z{@<0g(6mh8(&%62feu*5*Tn1CSK_$s2lEE^M5cHk)q5ZUK@$5m>P{}v$@6L4kbizU?10huh za#AdeFzhTGhb;1% zS7rUC&ClP+cF5dkz1Rkf-M>B-qwx?rEGedFfR*;=F}>qkbB~6>A~VvbCaCsGGiR-q zt#&r3bA_pS^!<>=j(Dv3^h2%k>!wkEn*1JN#OrzGDG8$5fw1C5KcB}Cn|XPEu56WT z!M;xOp7p@Pi;RO*#(FXJR-^ccP~2nI|N0923stdT<_nmEIv?(z>_gnSyB1};T6PO^ zP+}@1Gt`lNzs==WI_`|cJ> zrWyK*HOLB#V95dt6;xO*o0@(r+0F}ky78z;ZzZ?%PSJ8U03~kUL|vZ)2=UuhEmp>g zAb+8@?=9@Tgau)LFh6!SZ&$ISZpIo=Uuiv&!|rUCniz6D95^YYEc*3Sw+#jIzR(F@ z!wU>TpKYke1UhfH-8HjZaQ>i8{T5R6>~%!KR_eEJPsO5Nxr3HZ9}=H76c`tQe#>Af zuE;MB08kkA%j()E38Q`}zgztaOSlqpf>0$RO1*c#?9mEIsAEqou`i+#Hm zvK|B=NapHRUR(IXDoVchwvwOhHqQy#KAu4Pdlj%@%D)!@ zF#xh8Rsk(W()yXuUT zs_9QP&%2pUcM@M))MfOipD98l@?(w>3aDW1@!XE3Rqn$&=?Hnpbi@x;)=v(OW3RGu z@$`Cd&LvYz{Ddu&zE4TSE&V+GobTP-5yX31qpL~0?V2>oWh>3Pp?`ZF-gV9XR{r|h zX$|vuHsq40Q)e!iBv8Bkgu6D{rTQ~0?VP*oQ#CSrA=7O=ou@$~i&KFY`;a2t#gunYiWo^`&X`6-Kho{Z=`{)X{iU`@?TRE*k zqnF>sGgtp`-szA>-tS+*?P)!Z@}iC#J0Xue{FyU+B=J}N9m=M4o_$Vs!FN{O5B1-5 zd4m&qr_xfL{IKODND!5GK`N&IwOQ-OYdWI@#%~!foKDT45GS@fa8CW0*Dp0@ZtnS8 zQ|k8N{JyhFGWC+yIoB8@stNZd!2!0G1Pv@g_K81)W;^$&OqQx}l)B#e?YrXWO}>$y zt?()`#d{Q1)IY2m9s2Q36lbr&6_$QU&mc}g&v)QESaG_OVY2c%!5)=*0zlXgGDzFe zZ$3zfzMROib&+Z{4gl<8!@#=*>2 z_&L1PA>oBsZuY`-s}W9u5Z{|>cSw2D?qc`^wMc)(>Kc)qz>p2^W9xcx&|e0ohYncf z69WLOd6x_1VN#p`@EqALQi9M70YpB)AwO&kJo)BbvEq24#A4>5q8j(|noh_nuA~E< zW}9RnN(0wF4E0te#uz1YgG&dsEZ`+6Q`>5paruqIyZDaso5;ZlmLFS=2jK8ruEWc}AQd5xI~v1d(aZqNw{Lj!677P$6M?lqd3GolM4lX8osCh=^QxAu>fZ*>H8| zG$76|!&)u2u9u_lOLTMr$iSc{l&lwfw}TZMEa7&2Z(sg8RsHXe_Mb>i7?{cY1V9;1 zD4p~N#5DzY8cX1fJOF{nyjiiD{{)Z3z+ZMZ0hHPO4_gCBqyFV-IR6`fRQefmiJ9v{ zdjcroRQo^N_P@d3|2+pr&RRElEm3CSmv?3~>*i7|D4}5^HePM{EtX|ug2grxsVw4) zAWjM1e;4}MJH^kaw{C(II*&-veq*f6W#PWFZ+7lU| z^}Z?n%(#JHAhe-26;k%hgHZPU;HK3RC)Ng?815Oba_9u*Af#g92T^Hr@wjXTg_Azm z(|Be7E;M2&1$mv&%a%D)&IiRg2eLzdv!|8I7^B{1_n2DYCSFc3XS8_s%I^m$4ip2S zIUl5C8one}_2CTDoXNirv0E|IHqP&7JaCGds3&)w8GD`B!?d*27RL*hfJF^|)FE-9 zy`4OLH&P;Az_||*Je*HqWinHHt-SF>-V8Q#2&K1_Y0kyY%O!XgEECzTFljI`8uYzt zZ%Fz%m~1F&YXXuRtw&EpHp%b@X=%?&FturYO$i8ymKeR{$bLXADlNU7W@pD%c}tOy zBju{sl72>Te5a&*U-AQC0!iaR#>r=YbG5jZ8imm|e7%)u+*B+6Jyswcodj9agv|vS zG57gcErhsrYSz;J(ud7_|9HRtqkkCf8ZA}(vod$*M5R+{a|L0s|vfeexXKLPa6p^8uilqj9@Vc_SJ%M?(MAos7H%s|~v!kqq5*64+D3+8q` z4~bi*@)8QoQh9D7*PGkh!LFa?%~wgM^t3wQU%q@!dEQtK0v+ifoWBLLVZUcj#Cvy9 z`o(FU80^G_R31o5CuD_#JI7s`5nhr6>dng>DLayCc|;HI4Ap;1Xkod}dboEI)r){f zly!RxwLyd`iq<3!EQ)b2o}^+UM)MS{bIhIn@s+1@2T>p;&(iZ2*$>dksH8Rt1d;F{;7 znAvepj$V>iO+)zGX>$~B8|(B^6l&AkrLKhi-~-yCOMRC2<8+%FX%EVm1?Ka?@C~g4 z;(F4JEXms_HfZ`ZNQ#I(_uc!k@MkE_3kyt|&BhI z@PQZWpZWhjtiQEJ>lcR<4r|gO`_ajd9iOQUG%6<*R*%$D7}!VGAn6}4;ZNXtrdjkG z$z&<^pv(I5LsunJj#$a8ew=CA(B(_(xCk;>Bg}{J``l?&4Y(IQ?gnk}zr&28jlNki zN?e6dI9rP6KW~|aPJxSvnTCqAh`W7hj+Z2l`X+YG%$So-lem0k{eG_1!+M$80>OhDxzQJb5m1kj#CZ_squ43qxQ2gv$fZmaerWMK#G*`SbY4j0;|h-2>J`+ zg`2xO5>rAY(V`w;@LH6Xl!fT~Ip3mX5#i+QnKt_SDl61nvp|)WLuPr2Z^Pa;DRuDs zkCCobJ2nr}K!?rzMfq=t#26o0nvH6qdE?d=_z_Qru9k^S3*%}n*_ZBZ#Oa^_=`E$y znq3j0neTUI=DKX;qfEEdm~}Ru^qqYBU}~b?y2=$fKrk2bX5#^;7-egFZve$eLidM; zhlGG*Mkn}rV#5rrFyyR%KvY09!tx#vku}J`;tu`+_00)N8KG;^%1rmtTbl|ZztgWL z1~(|NH%anLnJJe1_{MpOw)8gD;dzO$NDw8Rr(6U&V{oHGT}gZ5~dp zY^CMou$~xG1B-0Ru_9Y=vL5%w!Jn&c=dR8ikt&kL5A>&`HQ-J&;=&0J24f~Rm~XiO zVeCle=ifECfH-z}oUC0|!l%z5T-%hlcYfx_STdlE65F2zD$~VWOIN{vbFnR3C{3&1 zBzy@0hcVq+Fj)}rcv}tfv1A6e%-Y6~+zj%dmdH}g9tP8|a4acljbw^WR{oOi5W4}K ztUVfWwTP=@(SqSbHmFsX{iuiw$Vsu8*~oN(evO<~9doZclbZqh`QQBVFi_-M!1P!x zp2`jucb^b;uPxF^lNA*1lVO!DQ0+5N2yas-YM801Ijw8_`;Q%)2rrMyqjBVw%!-eN zo9Ri&`&t#mM=1|eqRm)@mYG!B*QO>f!(M+QU;FJ6dD(`6h_gh6C+k1*iD(VNs$?H= zc_4LrfeJUrhDW#zGB)0xKdOkzefD7E+%X`-T7R740=BPZ*`3Q`0@MP>W+hi|s= z;=`;+!Cj3~VLy+__Jdhi>fHojnWHu6$N?Z)k$?OQT(hC@5$GKdL*Yn$eBIbji;e!nY>p{S#~tuV26AJ3`R^ z?e%P85j;)&_?^eHI+(dO($fF6R_2EB;b=SM*BCAXTy91s3S$ylHr(vXJ0Z6)-`CVn zs3n6Rq4CF8i#BqEsZ9HKxzj#n(CUII)a(;%GTD+2se(}k*ApUEV~Gk34+EvHt_@11CohL#WSf`YRA*6_q{)U^4q zOTEoAJ;}0>&H;`aI&xshrZPWoyvCWLs6YTLJz+rZMeJ|L@iz-I0EY!|qr0Kgu6EF_ zbYn;XZEC;RQp0mD0}(1d(Hb=FCjSRTc^*vVx@6o&60Y`oMJLA(-JF3`l<$FG;f_K6 z^HiOT9ZgR5+_JpA77_7ZRCEbb7jZsa_=hNOGe}S{8%DEZFSbpTaO?^+3>0AnfHWP@CK!c{l~OIcdFZDH=Jod6>< z5Bk<3c>TDFy%IZ70{wA@bQh|02ZO;xkqgg$(Vd9Hr^Ho#2f3z-MEN7`GmG^HcH5wR z#)BC!THW(3(&$;~{HUK=+C2WYvs-iGJEzc$X?w{FDYpyfpsA;a)p!rL>pK{H*?Xt| zfE+rcp3Y?$L~YoIo+=$q65UT!qz5|$zE4Kbc$-z|QYR?($i|)$G3t^-+25^?FM(}z z>L-QgP1>>th7YSDM@1+-C0%9EY+_A8^j)DV6Hd3FIeobk5@Z~Kt7dN<>?oc1)7(ljT1kw?m* zg>OjS>R<^K0k<*<0HfRFVIe=v0o@Y;IhG>{qYy|8l-}+D0sqj4At%%!JwfYMzv%&a z9@#sf2%-o}b$koRI}ZLOVDnK%iHDKpVV3aE|a>*H0m^JO-EW z4~Rnj`u^%)gHHNu&_Coct^aon|NG7ZVLmfIvNlQ{`C#r^y%_vv??Sq%>JI8vN_0ej zb!;JDvCB8{>7Td^)`Klo79j)qjq{OBm0jdc+1|;s;+Msd7fe><6aE)EJjDDl+_}{# zTjS4(f@*Vl_8i=2Z;WZ)G)uJQgD^81C$LBfVJhPVApf{T;E7 zWBnRL8Hm{p@obHfF*)nM!U9c&-I|hOOrK>B)cSe`gp^0SsK9^G(KZ`uc@}r&?1Evs zW(z9yPg91(T8cHvRz9=LZD?Dq`@TQ_(Joc(c%c=z2N5V-Qc6E!(x|m_6x?ddTSaI< zIMZL+spoFKs894MqHyj7a#}d;<{55COrVSh{1&G#m8l{L9P4%0TsViizBoCbZ-=A% zBaIME-M8`{cvU;U|0aJe%?~SzYH{Q9xFETC?9?YTnU4iQuZleH5>u7y2q zbK-pnQ81fd!=@En7E*E(d0^IfLITG>EEcsgHR&zOT=nr7ci^sKlW4Izud-c>=YC7p zRff^gJ%J3y0?kxtCls)AGXh=-rcBOp>fmbey&9g-rKjc+RlTSeoEo^>^biAYBM|e? zx9U9%#VwIc!ldo#`t5YQ^`^Ap#*;&PY`DB5q4lKU)RcZzPYkctX`{p?f487Zsv1|- z%f1Yyzly6cG}OpRO3qZ~k+PAwz0bd^1z4svvfadW@ETQ>fSoh==O|dug&|eDCGKUc zO6FzUMO;26dt~&@4a42c1!$>dL@;?ETVq@O>|wh}k@l0wqJVO!l&DFjFe4Ce>*z{< zfbLt5yL@fb&G!)F`Z6>~iaZ?4VlH0cR^ZqGCFA_ao!dt3@dar{)XlrUAd7nSmI6@A z_TU0$kxo4S8V4|o(Y4$dZo+q1`aqePK#?z)M$OK-P_ca@hZnIv>Bvxn7h?X}55s8^ zSGXLfvLAg+d-3hO7NgS+7+Pf(z|e+GhMaf-eBf`FEc%=H2QaEvfKe3zWW>yXQKeH4 z4cSsf@7{#Fg#1*}B{Wf`*2Mu{g#YZe^!G~4|5%y1IgeM8sUvqj=5)t?jw1AdKAB0-c?Dac1qRI}>H4e|XK zu_sMOd0MfkfZ9tEj&RLp0^zNSR3=4^q`umBA-6jP_ZyspA5Wjl988sx3Qg;|`7;@R z&YajaMMe7?5opKTZedaKZRQfShfQdfUfoo~nL~+DvppA{nbm#znskrGe!;e(hMWAi zT3gRf!s9=aJYKP_XmdMuUXS_vOVQRt0Tacu zfUZTUb;09B&g}U<`z4)*4DANkYkv+?lc5av+w5RAfBi=r9qAGZS3d8Dc*HqB&xSb2 zzk8cl;ahoW$!r|`ikva%dONvibh8$5|C=06_U$J6p70>Q$#--)FDfDG&1{i?T$}@i2>|<5T`nLoE5KWh3?s;o1nxtblU6S z2_L>jO&z>h&}*tV7JiuG>HmQHBeJ;_j6*n$p0>O@z|;)A~!J2kLIR^wuV^&mdn zVbz5iMM8m}G+`r&&(&my=Gt@#&Cr9J>hFRDt^A5~(6xy7om6vn(>3F>T8zu|Sw(b` z{TA1wCR~Ze)5NV;y6@|70yBDH)kRkOrwPs$8Z%k0M4G}h0VU`XtkA>&Kn_3Z`t+}KBylZPLj9VH zmi27p3V<3yU6?r#WXd=n{lPe7g8%p$)cOas35Y!Y|G9{J{@*ikwFTFDC#l~$NluK> zAu+C{4IKfuC2oKEcB;&0t}Q^s2z?!$R-9yAiBERS$nNl}>5On7$YaC`;GZ#^?Ic*n zxmntV7S-X#j~?T9L2pwOm=Bf$osny#eiJ4^)+XnbhS`EVkM+C+6?>U!ulFU(cyQv) zU)8bttC3TK*2sfr*YMjFZQTay<#Je$7DB)#=4PydRaM8UFIsLJzYhORC0?bZ{;8fQ z^2wGweK6CqVugibbsu_<)JvF)VzfcTKDGTj{b$1jRcP;+zAp56LEHn}ZB2Ox9a4sk zaB><$zK$1R#}IUKn6*knYBUZ zWwq!}Xb$OGtN1^!3K-=(q?@Ean1e)pN}OpOns!asxEMGZivEIwGW8u4#?dJsEpql% z@BRH=3=B_j{v!Tn$W4M*-xg+3vp=oAb9)Q%v?{dbIVmsZ2JHys^TDjNdp&E1r9T^G z_=)YZwLBjvwe<+p4OMA;yKQ`3B!SEm!O#I!l7r3ZK6yNC^EGnaLe;XArBUU*q7&8H z7jap>gOs^gw{ajalWswEEB$I+rx&8t|0`IkLmJwewr`=zE5|a6-<9fbD}GsMtfC~5 zP=JR5k&CSAwD(OCPSgGY(R4CfEIMT;+RTatOt(Zeg-dT zed8kt<2|vKFD$A?r6Xn81#m$@%;?*(d6HL ztA&+gJfFg4bs*qM?pVuB)vn|ky62I+pD8cvq=#CfM>!tZW}Dc94Xzh)U-bi7S?+jn zr)}#js)PZ)Sccx7En)wfsl)Y@arO(pbSdM*6u!@Q)@he<&Z$F~l%75_AWyNmQsJ-?bBrlbO?7@qmX6{#p$Sr*`S)Qv42*y7I&v1Gl%X_-n{&hCXOtmvpuD}O= zYHmp((H`c?lMR2Ir-B$zX5W+D&}KGUCl70~kbENHolk9C70j5_L*V>`5&Ixt**Gu? zYJW;*_!40eO5Q?~_A!2vu+2PpvWo~}J4=GtvYvnD8@Yj^DTy{$nyEVB8(=h)+(6i8 z_1W|GxwUjBDrEnL4NOG5LnD~oV~CPRb;6IQ4Wh05w`J9@ zWCEp6v`Z@-D%UV!^QL*L0jJ_j(>#(Fo+kJUa1`SMt(amN3XQL6J4y|?vpDBc(ZT$I z(&*A^w?e-pOK4qNYwUw5dus~oPeUC3+@L|q(XG+#EC%1`E&dM)v8F}?R*{U8tc$B` z&Aw-^L;KlM7*t?XX5Exf55Crnl%q9AHamwH>{jgHb{9<`0qi8W#Z9tt<0kk(DZn`Z z@}>BgKnH;zIIPtxZvVlY;|_yyW3)hoX~Kn~ZOo}R4G zXVb18vKu-FM7usyQ{?Lvu=^nPCA;+)bsr5=pA^rhHnr5L+{>;hgOm{+vI#(@x4zLH zz04T(bd;NS3G5?papiFAjnWU)d4XYduJ*fdqu!U}g&V0$>Fv}0mMDuj=l9#}N?e^@ zcy3OcbYqbXs<;D^ewD?jDeks-_N|pHC#ZCubMY-aa4d?m_%iCsv8|XIoY>hIdWF~rDF@Jv* z)M!tn@T>?lhdDuap`5{T4e2{d;hcOQ##@>-EZMU@8*}w}cJ#RmJRhl2*85gr3bhVGVDbni<#sS*kcL%IjsCck#u<>L5z+XhdiKEcNhf<4Ew63*qah7LcE-YDOLLpopx;Smn2dER zGQX6i9@CwA{Jct^^ix&5f^WqB{EDuY3Z;+wW;j(@E-X%8(+McZw#&0($#rPjr!d(| zkny1=1)D5mjh=-9Z;{Bv$N1Z@49HJKU%A2-jcT!jyl)2dOG8}K22-E zs*dhh&2g6ao)qL+uIw(gh}1tNj!B-a86c3)$~7-P!*tn=A#}?4;_N`OYkIuH0D~q~|Z~q0jtOKgweHnwJos5yH|*XSS$Xp;)c#?er_eF2(Wt zY>eEv;2MH{xY4^&nHcI(x|NBv78=7zlY0`#=3FkY)=&FpSX{|wH-=qIJkU*x83Bn-~Y02+IFzYc_LX>d;m{>v!8AIn-r6z_Z8aJH5)wTb3mEF zvw>;gvgXziG{V1C2nu=(KIuhjqvp~Qx}vK)=R(|>s~$>g-Rl7tC(@^Dtk4vkab?pe zv*`{vHmB|kwgg(8lp%M+u2pT2kN|y(eY%GC-l{w@Dw4nGEbYe1DEd0Jt7@oWnFd;T zd<;<&SQZQw;G=pa6C6s-4~Xt%(E5soAuG$_CN4s#T6V#EhEx50%^xCrNcYQpv_u5w zuy}ri`l5<*Cr9ZmiDc^oj9j?in;*>_%cijW#bFEtR$3?YgN zUAU|Fb>{V)5Tlmaqhl_&It!o*-mI+g?)%gB8P8pImgf^1UcKt<+@d35@iA^WcQF(WZ#=l zALUFiRrhDY5L}`Ub%d?6hz#&;L~fp}$JLTz=(<~3!=YR7GU%lEfraSe_S88pd-$|O z?32O6VT*q2oM$EApk7_=U-WpQs9l;Zy1)Si508%m#S|IP^5}a0iuGnzeEL+fV5+1Hlzpq zm&BtJka&bcfNLa|<7Rf8Smv(hgwSJB4HCf+$ay923S`by$ra-Dg9;~$09S)(x70ng z-(BwEO-Vb$`Z4Xq`e?P-%eGm;CI<2OQ|*tMTy=|ku3-SSv@-bq+RR~7o)i;4W0>A++@bP8xpbe1Pk6y)RB{ccD>sovJrE{RWuQjEC+88q!5_9pi!hp7emM%}5W^H*dO(@)0s7?13jK1kBN z?{ajDzzS<6HS7!92v+%=${N*Yj#l?~=D#5kiqt5>z0!w^TKf`cg7im5#?AUzSkd>R z1D~$m{|d~0-n4V33#y4JK!)@w6XYqgoI~ECkgge}3UFd5ukKL1&Bu1Xr)LYncLN{I zoXZny7AJTJ^7m%vCVshi@dNQ`0w|6If7nZZ%0t03GzEc_rZI4t@HEGKQ!1__Z1zjq z6z(~`?c^&hAJeYxP-bCrNJsqmRdRc5gMgZLr`0DL?~IX^9e))~n8Ub%#6+BAwtagm zK@t+>*{9$C+UASZa7i}~Ev;#ML%$nW{jv_;saPhD4K>9mUzN+#TY6USPFQ=pBJ%i7 zL{8*t31cjl450G~*~U&<;G0@IJi}zm%MiPXoD1XhTT=e^vbj0KZ&yy_qppcI^6$z= z9|4Q%J~VItJE@d@>`1SEIP>!nxQTr@aS3hT$3)E%wgJ5?TQ7TCYbef4_el}bZoD5= z#lqDH7LeV1G)ltVYOcu@{d7Yk4I(7(m-8XhR<}Pnbobl}A%-MK^JK0($Orq*KF|CE zvV~>4Q~#LPWcP?x&!A5C9OSG)GL^!+YsF?eZ(p;`uBWf84Lsym=Pqf9oY#NhP&Uqd zC~EvoyI|3EFXYYRu_6!12Y)@6y{O)aNW*zr#>gzU4PxgNzS9lt_ZOv3LX}VEQ2o~h zlS`nJVZqriqaOmB5mm(mAeO5lzbKWHJ1cTg0i>rUV;`QQo6j{_=xbE)xWoM{%-|5kX8v+P=`qD z9ZYRE3+)`raPQh8nC8$ef?zCwWXeD^LdPD+SBr zN3UH}{Z9NOo|7d69j#!fQf?2w`^<`MjZ@Ny@c!dqcPn&b!&O`oqUOCEO4xJbz8;l~YgO*!#9p$nDDz6%+ia{iJ` zZ83x#{ddTn%L} zp&kxOrM_w7iF+Hl$gzd;{!VYZKG)g@Jl*hKtiM&rIzB)w7>lr!#N?OTfciI-&g$AJ zRPsla4n{*jemCtG7Gx1}0^}^%{!;%MtzmEgao#{Vu50Z7Dc5*3@voImFu$cuz|ZK= z!y=lr>2zD8uHw3(%gDn zzF`2KZw-eV@wP~MB$^b0$n`aFJAz0zg6@B_6r4@0{IcX+=#w}ibqcLkG#JSBa1+$R zb@H(ODrf!sAvMm<>b;wqcEK-up8MHrkrFrTg4JXtQb#sz6yQm4wtbneFMFhtA-~_b zh9Zd0edK{n-CLR{6yZAL`C31nq3*t@`ue5o#+=Bl^r*v%H;cAp79^#M)8fhchJp+W zv?}(eSwP}zBJ9PQ$x26ltcs-1i-n+QlYJ|@Y=(_S7>BK7@eqDT{6oln8zo8U)(GMm zWpo*mgsx$q!W5HfuI=sScYGoE40|zc;t&dg)N#gwOOiQ2YPFno=8cp%l0{eQ35;e5 z(pSAkMt}-)HOtPE8Sr1tVMn`7jbGEXk_6RL@lk#0BL*g`TK-xBjwKN?A&6b%9JctP z6_Q@!?Eoeya}V*WBwJFMS&#G<3fJ$QFbV(CJf9HBV|>Z+y$s!mq^;)$+A@~K@B|R8 z?$AmH7nA33Pj=b|H5ZMKBjVyUzY>MIpLrVV1`=RMAs`rRx?TOAGow_OBzxJf7onC7H+6FK%R2Wmh&)Ln=4K^*V2Xu7(^&}koApQW(L!{u zPPuYR%!ltf&ek2aGhHcSocmVq&IZ2tvez0J`CBbE`+TLkPjz(Rajpvd`$Hb3i|O(q zwRI8Q#Q4>~VBA1_zRH`ljfXFnDSJj=lC3#qnvXH}*Evv{^Nn@KusBua2fd7|3#7$x zLhL-t6wCY)1ZzQ>MYPg+cleh1KK}u!jSO@-<)+cyspTK~{8&(ddgfvPjn~OJ1s#HL zL!>Os`~+(HhR((-maUw!9qVK1`;s;OfShI+XjMP;b^kh|sJS>;yC}qX(k$1Rn>xSg z#&28c*xWl5yiU{lrG_WsbM`#TCpok@J&p@Mg(uiU7$^{64|jGi^^2I^cwqf;v}|9$ zt?G1HhsOeC0+XG8F=8eYpVGGLKJK`7&5x0QkJkn<%*B!caS<&Na zcgDFg9jJ0sBrAbFdp66{IW1u{E6^^NePB9Hn0zk;9F8?J3y6uzWKZ#(DUC;&$TlO4 zLA|n^fRLDw|LNJDCD+Gg|GbbaaHZz1_^My>){1N3pu6`Qh9!Z(OOFu0tJZ`U$l9I+ zSEhp?>!rSo`hDkyL!B}wQUBo`3+<*jQ!1!tz#D}hvT)o)UR?h_AV*>l3du_5{^HjvS*IjbhN2qVOBY=j87J|NaGqK5xLnuU z!YDxrCOg>IAW7tF$73b&d|B^^tSv7!{)6B(o_3UP2^ zPz_gFO-yN1(A=;!uyM!b?qo@z+E{533gBY;`;h=rFk zRw7Xo|MLpjg3TEH-N3l$fk_ZSO~;j)ACnF`v1mh(TpfPyd|*Ycy%A^e(3GCLW!k!l zPU)AYE0K$@fL+}*!RzMxc&@V@Hx;r(TzYkJ~1g}790ZG{smuW2!?HG3yu)0&J8BGl`djcI-PLzJrgh6RcC9Ry|i7wwjq z5pk7|-pH_TeMYQ!as(F3E2|dZV2*69J)V@H3&tG&oXFe~i_#^h;>i6?576Dq({K^~ zBhbOCo1%7!DnB#L6NmR+)yfu8dMD)9oDHU?nWjhlNsXGGABi}-g-2pOJ)==h87pCM zzSDcrfac!Ua=%HcX@aJb*JAA)8R+q5+S`1TG7Wh2K8`}2Z5IN0t|uRYR7VOe4+wcaLt%a8a<0~0)9rd(;BGup_LS}u};92UHP{Wd8p&NlCS z`9C2+RfR3`7;W*8%U^)9TKg|$wFE0V+Yu;oI0lLwasYm{aMm7z0-oE8?} zlZZJd&hZWt{CQl@v>^0U%+0ICz;E-8l$-Jg9Q~DR>Dq{<7TFi2&e_2Q{&oRh6gia; z+E?M6jSc)Ah9m{#EbG2N??;w9gPDiEk8UFlsvI-#9HURl`adv2-5X{lz*H(8iZfJy7JY#+*|Xh9?y zxE#apXHMT4Ra5nkif=ABv9AP}=1;=Dx3 zOf4hwlB+mE=7wJlV^kPDkc+%glT363Y}vH8rX3iym2JH3&lQooMQQ$YdofN-hEh{v z%q&nGLux1MD;Z4L6}BFG`!xmlZ7bIU7kDjw44$G5`ys^qBdD>Psb1i7=$+p>C~fp_ zK-D$vEt3OLC8)`EF+4RzjJi9^6_i&e(;7~HjM+{R3n9}|rRNNmbKH7aQI3VnlM5aT zcsUaX3^zd(Q5%WVTilIY(-y@31@5hyxZPI+_QnXxsgIOL9IgDUxPfI*SagbAu&wnh*?uNN zKgIpd9?E&Umq8}2*3j_IQ?)TYrWcwwm7TN)Co$q89kVgZnwtC@+GT1nX97^ z_OY6ri=N_PFZ-rZz5Zc$9y0G#fYB3X+Dd{}y}vS&_hCN2<|`zl%3GJs5rg;iWMd)d zC7T#3yjSJjcvO}qUjpx8q$-@Vg&LVNqFpwpTm@@7hso03o~&v+xHFG8T4+gpgy~;W zs^l4;g?}m61#N^%Lah)<-=qgJO4ds9%8#r1Sua8sA(oE9N5M1BHtzUUH5|eh&Z9#G z$=e!6Ty>ZFN@+MyW8DfAA+kZ6g@anXf(y!I~_dta2F&R!cnz2k_;Tab-mPkYAu>H!59g7m+GFWT-n?aFr> zxZksNyTnSjYE!@Gzxmrt1WUs*p3XI^a~Cv=NDprNzYc3`=871l=MYSZ3nee)Peqeo zNB^aOtpBE}-*+y~`hy9vbNPBRk*S{ClTFFleKJGr zc*}wB0^=9W?|s@0OMG=riFr0PNP+Rlu}-#okrTA2V%zQ3WLv~Z;+VT~R7D52_rPV!fhb5k`}Q?p2S#bEKo8`nEuPxbc@60fS5r=mb&LfX5iUUcx9 zq2yH4;6+eA;t!}vn1{v8^im`ewn!OuMmm~GZ{(OK$=Yr({&t`Y9feGS&petF6AExKzB)PO#^RXBy6bb080?BF3xIaXMA> zY{48G>rQX(|B5sd@epT!jXW?2*%gDOY&fZXzvKUN^h|VMnrD#QjlY*KIYrKd^K}}x zG3m%yF%`my4tb@eb7znCH+j_cV_&=1PD~>aEDNC)acz|I+*!E`jbfBzeJPq;@QDi` zT6cp}+jZP#h1K{>+R9IL1w{0)q4R6MR%(HgBE6f+kUt;==i{p*fLEsQ{>2lqb6tRn zTH@EuFK3`|kvha_4G^y}USY4A09O_ZS}LrUZ*l`Ff=L1T83fGJsVXZ12J}cF08-AK zsE|vJf6!4B5Mlg{YZbEQ({-J!{y$+Hn{tvN!we_KH*t)E*yK^ml})#Vx4vPr)~mF0 z;ucE#tcO>`^+C3k0?u+J{(=eZl$F#Ac3+J*6JV02I+=W&k1lsN<;nu?17)S0ds4}j ze$Gbti>TOgNsm*X@6QQegz9_-de`Y7qkX7pB>+3;p%WVxydink? zj_8i$JGt18ul>bDR6_zh zX+BL2%6@IU^28$|N#IK21D}arI*yR_*&BJ0#;!Gn^zy(0tT2k#Dx4{tuHD{D+&s6E z2e;Dcy4%w<3Jv1qOrwhsMWfoyH2@dxijtbiiJQQ~MB3Yk@cn}GaJbSUxp?H84@bF| zPj+2ZJX%TEfhBhBeD%^#xSL|sq2kByG1K*FZ$W)#j-A`68e3^d$N6aQ*@$PSptO%k z5v3yZ!I>D>Yvc(b$_{#b~4G;x~=_bY1oC>@8Z+JN}9t942;&M@X*ZUX26s*fHh1YB%|E z%$je08L<$Zkd6-1%nAv)Rk>0Wbxt5&7Q?FEKR3y?l=JbmAC*Z59oBS#LqLn>I(GiA zYt;SAEEY|iX)DX1jeAu4z7L#jVOmsj!E^jc{KIFy!sFj|ntxg)SrVPlg;mS?7ODmX z5EPUr@O&RxeN@`^wbNDQ!S=}H7Ozm>2(5(SszF-l3B=~Y7A@CQzBk|aLry4>n5d{F zebN$4IT#`?MeNPAswqBg{#@UdL`uuT)(S6>nKZujt)Ef9ocVM~Z_DiA*p6R(u=%Qc zr)W$Og<1t0Gj)TOr7M-JKY3I##nPI?^L9T6Q`cnghOCH$bnRSq5H#9Ip@Ji2I`1 zK2Rqgi66gFn7lklWG`75>S3RHKnG~(lh0Y4C z-Nt;DZX4ldEGf&~8GVquC3@2~CUn{;^BB@M%%gM6wY=oEc!gZ~XgFz%;j|1B*oeGs zAOxKb6O0t>EwZ5gXqKN%!SOYwVK`iqjrqwuN)V}0&3O7m_{IB0^O4rvrk@<}9r$;C zdg0(%>U6b)&LulqlSxkVq=#i0Y?hL&OJc|+EAd~FD7ONMj^6I_Cu2`fmwScMK(K|S zSNbzfswAbGBYH$Z+e{ua=%mA?^$8*{V`NGzYrKTm7cJ^}BO};v-LLjAGlM7_vx(br zBUdyn%JhbYF}FFbAxljdLNs<{0fF!n?$fORn@d|63zVPfkdC%K6_)J_kw!4!@)H;) zJWUQ$Ae-xQUIX2alt{XZ(Rm7QS3uY&`BwGcGlaO2piLH+R-dhU<@-D`yqL3pm8e&S zqc@^K2?@FAz?gkLkZLvP9i!5i9mx5j&96=$R-&y4Sp?Y+=N&vx!8eJ=_h@M5kIChoBZMc-kyPY%|P=R=o6WE-#DA`D*z^Z~_8fYc&(;+tT>+KcI zf&%#@akVi51jU^-ujTMU=@Q<|%q+sNgVd#q_B*g77eLyMCdmx`H zqQob8ae4K~$H97RJl$H8D@EH&9-Vx^`jg*j?bolrx-KF9jTurtvB5?_%&^$Kwd))} zvGsQF<_-dOa|5)Jk^E=gF3A`Wgqs20yQ|gr4~PfI&JnTH1G4jGz{Q7n9b>isnYiNw z`WG1j{fmxr0rw3J=}`w7NmT=lq*i2rUaF43i4*`|)i_W3P1EFdbp>>Sg0TM29Fv&k ziSIRAwobye!G#ViD9*T%MLlcV?F{AhBN#hBAhmn+X_MuAmoB6U);p>?Q@cHL?&lRZ zF0E}Hq_ng0N-Id_Q0;;^C4Ol|$iVVZ4{&Dv7U(4`grv+OwO`t@7AdHN1rGZQ+kt@v z-c&Q^CL08<@^VodF=>%deD@%L%=aGS{)0PSi?yZ@%g{rIY($MAX1s#iO^LSviTyZZ zw|Gob!^6dW91sJeJW3tC*=MF6h4N0&oJgh>6r^>;&Ut%2DVFT9`|#~lQxLjfn_PH1 z&qjmO)_y4e0*3K?f=Wz7RzA@(>72Eh68ap@yAhE+VcIf{f?GEXHQZ0Tsddrt(mm|g zO-Z3X{#kp+&rO8_@NP=0zar zIAqhuljX&0k$-287N&(t>Eli((I1@H|JSp}$UM+L*kdsLin2uEB5_cI@!|WuorR@# zN4E>EmJKxSk%j*cdrYB_4D}2a zxhXrmCO=`-N2db^X?7Qa=`Jpe-d0+y_zyLLM=LZRMR;8_og(9NN9HT}@wqwec@rv% zv2$z0-k82@`dPR3%28sb9axxslunLeOCr1%C8o-ieAtq$@WmSJgKYm6K~Hw}a`NXB zh{Wxtkf`~8vPUuScNm>y{UEgtN6xb3!iGxs`d{QRUtmrS-%nV7UfjZ7{x&A^`xDv? z#KGZ*Ww0Cb7TlL&c}Zfn(R|cfIGIaxJLwT0Uj&GZ7uQ+!ru-VW3jEgMx5<9u?=c|k z<8YHcw-b)tMM*YG-8CKA-~cdOdwVPc%YR|-J%gg!w!U8w6%de|b5x0vbCx6$l_oSv za%zwal98N)Gy;;d&>+xFlaZWrlAI+-M%q@wzH9IMJXJ^cdCobv>b`Hix9Wa?Pq2FR zoO8`J#vK3g|GfxzQzuMgdt?Aa+V_t=HAEH0Et;CAJ!KCbF-N?r|NO?NWr`=3NPV!{ zIkQNBXd=vufM%f4%vQ1JO6-Io(wF=u^<;2=!7=DT|0DK<|4JWS2A>##eM}WXo>kKb zWyOSY8u@dfeJwvMeg);?R~IxRQWor}oq2BkSNeEexE*nK^m7U&w|P|kQ(g?2sNbv; zfwQ>ZcbxyRp7=3umM&@SHvIOzV29fr!=mZqO9oG0VX2CZLBAIWAmh4yVO|wL7sN)GWO!GmU^3^Xd?W<;~@hk7K zbV0<=Y3~iQ>I}E@O_i?`$VjSw`vyqJp|fn6Vr#TdRMQ#1>ODX3lS^e3!y;G}b}%F4 zo=q$rS%=+MH@wZfW-myJ_v*H|qCNbFIl+7X2C5zmf5UaN#opda#qr*n_2_EhtZOW_ z_IG==QHNI3E`^iN#+7y`3?>-$H1bP)$(YZ{<&}eU#@iiy{pHsQ>AsGmB~Vk^Cy5cf zEh;V+-}#LLT8zfZ=3AbQZ{=TtGB^|8LgUju-G0k(N*N}Ew!M5NLvnJaQTyWB4 z!)3bWv&^s0u;$1rL3=B~;ZQRfRi^Zz=7bV7pF=(Mpdl`H}Z0mu2xKbwzh|D-P30gm(N`JgqY+^bkQ zS`W~J1t~xUBO_vlrhV`yKNFP*Z0lq3={I)=0J#ht6ZyaT3Us!=yS~q~vG`k@GKToO za)dkPD}LB}RBCr7wXu0{uILAI5ZJ5V?|2i|b*)vO7?4tU4EvP?H+Y zSK4+NwV}X`)S=f2#z_QCp>n$dg8N*1*S1{}xlz15H#O_=6kpbL#k%7wjNjB#3iQf= ziNCY4r%yD}jbjg+GF;aPj~#&HpZBzp*DAV{sKdlQ&JyLj@*;JeZI8PAz3psy7=iu4iOgG_?sE#*w;_+m?0r%BJEoHqbx-~ze6)y3@ zU3xh1&dJ6QPk*Z~<@1L7bF4+(*O44L*XQScyF~4sgMe{w@?A4tvE(7uNfr_M^uw(C6=k?We_#-lO|I3owq$R& zSm(UB6o&O?qh7t#d%JX<_lWpMlrjzFJ0jX8XBkTS?>5uRXx6T&EJ}OGv&`b5A0+%k zLcTSUR5@zKq%ZW><|09&(SZzTW45gCWz!Gtt(bc{C4MwNA`uhcrw_U8W1<5!UxLxL zifHSSDLut_YTLKr<#aI4b%i(e_v?r<=RRujJYNmOeh{!C4 z|IlWP&CL$0PiSmWP;2&PHj^)mkIxzb577Q#(nnIC-K=@Gt)IcF?@Or@SC;6{gM1{I zPiPulbu+$KfR>o+=33w5y%1@hgYXG8ROjEFZ;`w%M3n>8NPjna0Z$|(#>%2Olwe!L z>4s$Yr=RL91J=oM-P2;L$NT!k>7alukwxMpvoB0Q2a>eIJlfu2QVO;qt-sQWOIrY}KwJd$rOpQ3$QAzofAjxve58PW;1#ZEV9_1Z zqjR4oP&-#%#1cins+`D`Sk#EFB~Nb9XERT5{Z>sf9pv~mUS{#>oU=bGPg}BkelGD+ zM6+SFY~7L2JReNz-G)MmAq}cI*@I*tFCaQDbBaVZ~Un zv{IN^6f2L(YZa2Z<6cqi4HSMQsZ{3+yAu2A97`u(Z5%bh>XW7~;XOzpPLDx%$A%s^ zkMK{G?4i8phHv0Vkq_tPh~c3JN>o(cE_Z=4J>AQ-m%=W^l_cwtb&5(jy>{7ITzIlC z`*khL93MPeu+x-=j~90TjW1bK_(Tjla{Aaq(($cL!h_h+V8`T#xLirQUzC(^*nT<> zJ)MR3vmmBgxYid9Al()Z*IIoh`6)ITW=zEH%s19=mS{?3jsk(@Q!N?wYT!KZ(azK4 z?z4cx9jh?T-s1K;H$8H)hf)u3a#^Tr-T+O*_?Z~AJ37sv1kc}vTA zp~k`$1FVbSYE-2)n=hlJ>H`AOAuXNjk1r*P6C*v22@!3DoX)}~A}z8QkdeDgP=D8Dnem^2n=(F?N@->CB_KLnSi{eaUdkyeceh^z+jF*CnwP#%MuBHGk;`*`Pe4H#Qr63TYRdD!C12p+XeNhVs?MxdThR0U3BA~i4#~^1z^NLL=WP9hxGEUFx zq-WZD^F?AuAcgwOnX4O;?U~G22<6yyR`YisTJayQy$`XbD}F0+$;<)Tri)1*D>%Mw?bGGPjxyenSdHCDYt`aP}B8Q4Ttk5pH@q8<{%GmNLM5d74OeD{f&rI<2 zyA?-kHQbP(+l^0;yILuGR@f#rqs#XBRnHBbmq@LuX_|5Z)pVZ32z=JZau3+FnEHgO zXJBbQ4Ty(^xKyq7GB?k#OmvzqDL2chIa9cDmEkntcl#HP>#O`qa(eMsVEr#hPJhMb z{}KlEf666#e?WhB5^Bc6zFQUZ+(5EMKNz|WdF*{p7PkTNIv7~>X_SH zlA#=%zIpYIJf5bF0gc!ed;SZ4b-r<}HOW0bmT6O2eBo(gHT>tfgsGfL{L0DXH;WBi za61F6h=)bj6R~C|QI2NkQ(d`emY^HWJi@dV#Y<)M=6dD0@v?#XrZf#|AME4IB!|>C z*p=k*q-`uj#+9d>X@92}Z0C;p#1bs-d3-2)3hL?>4ZH`uX?O>}8r0S`+ct%6JTDmt za>QDV_1R{0&Cn;c{QE==m(TP?^HR5yRxOhRm~En8+qK)fQ0&U^ z*PfK5;;#sg^C7z7b*Jq6i$>DR>k0`hFEwO7q&DFhbm~->2;j=U;(60W zVXJvE6B#Cy1qyoHVZC1CLL89qO_p$~?DZjTGY>0|9GI!UO&2_1t7Rp26cPkGK1&A@A6-B(nukA?RlBYJ)y^!bsTW z>HWlF6NAr9OT@P912d)@YBozS)+f;VPJ{X~P^K`xVCzkG?Fl_9%l2+|smgjR7;KP2 z#T41~MXVs^F*z}@i^7Kw!5A1AckdVh>rfH+m6HQ#Gdf6tg1IM#e>CHv{VB`Jxe`D& zWwvF@jGrlkg6(5EnOhK(y#8+m2WT^3y~U5cUZe)iQ~l5>PtHr&L}j93F486We)jo> zpFA968+q=HP7HZUw?(_(w(w0ZTxPEeLLa z5bM*YiQzVHRF$SC?;;!O4PiakEi6Z<^;813BwyV=Iu7wpT-Kzcv{#y2rjqEzO~Pn* z^>ta29?SKwQQxjLM{yUm-e@KCT`FwMY6%TlyZXAKn$@-7MXn=Qy>s^}_ZzH#mj1rD zf;yRDL1S9?gVuni^&b+!GOT8cEdz=mIJ9+Mms$lSAFHJYx*h}jGW%YMD^3!+7uk7(E9}c zbV0dpxGW@Yc$ktk#2MNBq=2~=s|7%O%3a+e?43NCqnscU$!XPCtD{(|B9Gyg+Za}l z#~Fb~C!re9n)P$T7c~UcV}5S0r%)RnW6hgrSl_)!TcAt;gGhyf2YYTyl{@z&PLDhuuF`Tv(|-P0v{bD^O^gpL1#8rtz8b+PhgN z^~6QmZnK5-*Y@?}9{mZ`?6BgCug2<*C_UtiZM4Cs;X|qR`I9PoCUa+bgCZ^VBbn~M zuWP-mPw8`l;H9Mp5$w>31$AG>u7eTMS^)|L7q_B9ft1HjQzS^`7=li;Hk}(!)w_*u z5@B{VyUBa6z*@GcTxvdbEusD{PvlY5WJV*QJ*A*m6c54%z6HGU%3(Ma4vPTOw%%R- z4B?@OWg(GROKYQZHTsP=2K3h$=l*L<-?#thZ+2uv03)G1AN`HHjq7HjmkM1k;EfDV zZhbMU>v1d<9_@eHnA|qX*7*VY;3)ocb*2o&F#X{m^>A;<;WQRE0pR7c;ID0x>UEY@8NpMNKK z9XcMGXIeFZwCmt@!yU!Znfet;HI5yLzU*1ys72@VM%=K?NQpb%DT$Sdv@G58`abb> zPE^#r_&`@^T(Tjagxw>;&kGqpd?qtlnPa`imncgqH+d+fRiad`zQJ`(`gAH8w(@6y zt2+VDeuC&%dg7zQ_#)FDBo;d0V4-I+7=7_K@S%-~k7KuYQ#`cV&pl5opyWrpMPs^B z@|XJaIjgqkSsN2SVnpgEMeh@mVXn&(-$-65o*)yPuO6)D5-d1qW)>%;L0rU|3>WZ* z>>fz8q^Qs;3w_IZZuP1->}#{{7yjZ?!k!hrDgS`$Xx|MJm98Y99;N^KiG*g_orBjm zFyWa=Go!S|2z^&FSFim9eRpZ^96)6pnF&u&m68)k%jEz+J!$fOE# zap4omw|CrrrG(+WihaZ6z(^)Vmm}OfnX6LYmOVQ->mQpIbH||Md^#8_wkTVlPUs~q zx?;K_d`gIr%&y6^DzR{77bHTVUEGR*)yH#dci_u$s?ga7k`uqc_<(_df3Nkon*e-c zf47qT8$CjLyEt9Rj2j~& zGg&C-Xr3-D`C9cgrr;ju*gXp?h2CZPjNdMQg+F&Awr~32G$;AgW?)Wps*2bHeC_~^ zeHGzXWR26R8qVaVSEAU?qHWMc+464)R)4v>{40XhU&+zGB3O<8X(995xB8W&_3h6D z?Ei@S_&tAW0?hWB`nm%sH)xm9`i4!lA0d1S$V;jaXQqs*3q#1Ut;r8!bw^v~T(@9@ zJ}O9mG3}^~;9h#o6~pON8_bubIs)OQlk%Ah)0Pk031jV>7}HOhOWK=XfIxDLSw@t- zS_y4b5j^(-T#TnL08SQQh=y#R*l4gnt`v&DB?c=BsKJ30Pw%uOe0dgHO4x|?1MyAt zFSZBqSJB7zqCewA%3V2soIoM?0#WQli=r>tD?dF{_rwO7Aviyl|LQKBdaTTpWq%q^jW# zVhek>1vL|m z#AyC&ZWpV`?h-CXJI`wN=N@*EBPsOUM|`hnM*}Lu;IG^WFEy`hW-hXpS-a}MOAZvh z-yB6AFYt~qh#|zx5stnV2`GDZXg@rKE$OM=(Bbosy}9{-vGA`f8!fc*h3k8tQqWHI z(VtAEJi;h=Zk!oh$h(brT1t7McAqAW=&OWvPDU-4V*m<|3wLl-b&-AZYV6)&yvU%5 zR7E!482yzV5LJBdUf791#6RVsHHpvCsGoL|y7mWAT7uH{Ba~Zt@Z24F>6| z-E%xR{&hZnCy8Oqjl&?79?}wngT6U`RG<!FTv*kE~ z071?#Gb`ldt^YFZ6jZ6Ky1^q^wgwmuq+xhY>jSyyZ)0Bg+v23RCLj2dorNbFgD}Tt zdj~&~J$w55y77enlPi@Z-rqkEXycrT8lY1u^`v9`;g)y5=`SaMf5`+Z`%_TFyuNG_ zq2FUv!%)BjsEm@zfT8>ieFgYoDg8SN(Tl(0qkp~VJ>UM5oBwCS@E?$o{xpI6_xH5J zAo8XgDMNL-#Xuy=3W8X49ef!Xc3%VUm1tBJ5nr~>?<6Oi$?j+N9YTOmsIr5;=Sx8* zM!O%*L4N4Oh2Ju#jU!if^WqSqDcnnBJ;QooBs3&2Z(N8#@4}3P6P@}zuCKhea)>^{ zO4b|>8EG01mSYaoF1#l;sy7T8-(riw z1JdyY0(%2&t2Pa-t)wfeQ!1F}g>^BD4q0|@rHWS=o~U*3#RWMM_~}hKc?L+nm~iSr zMmk?m3tdZ#s<@M{gnpk;c~^8-oGJZk=-ZnOa8*S~KojahHqY26u z1w7pZAHGw+E{y^DAhT9U>~CnY)Tfo-3*&HCRYPD($SerN{Y&hs0NFyjT>?)ErUWk@ zbN#*3e&D3(H}YF~Y1cvn6XRcF^8K|p@K9isVQn);wb7#gz<`_*cAH9`u$r36Tf^+X z7Tde+ON6~LUd-lXvj)3*H3iKZ{iu0038uz4r?&#(41KEZZC@Z%pZTVB-=}YA3PAvV zF|j`Bw26p5La0l^6joMWh^lkWk72+=w(P88R;13Zfz$L`UWWLoXno?+VoNh)qT9_Ex=XLl8lE@#_{_Zb+&84+O~u*E^kH#{q880rQWS0%}E8_*;b^#qqV~o03j);$2_bS2~PX%2c?b)N!gj?brR9 z<124oaGt+m%OcOR*#3yyi&^1qlF;@v_lI-dzK5$3ux#y%UCP$Og4lV@BsHx_+*Io{A{#MWTZitz?BVXe<7` zl{+Ql-FAD|O%1+2(89=8X7@54Jhr> zej)>iR}&_HcgH_s%KnN3|G#pPe-`Pr-9H7Cuic`jeBs+Ohh2NG$%7#xwh7cPH9(+g zsQH^OFJE%!Xn7{T;ico^d+%>Meo%mx-YnNu?;Kc%nFKp7rW?nKYjI8{sgyCjS!o0I zxG;C10~M00aWgqBGl&1k9k97L`~xF1seibF^}z!2wv94oR0pS=6b;7J&i@ux>b2R+ z_2YZ{HSh(~(jZ?NGW-)ql2Ob8UnQKP%e+^A8N2zu-%D zSQ|maKDL`HAwo3O9Yf%FwlQy^xh9itB?xFtb>5}WP{B)8SG;mluc?FCYQT7FtM%mj zp@Nj6cOlRQJR2E7GI}&QdERK60DBNIvx8Hq>VTk{`mToVITuSOtX?BpF@qsIRTHV@7V*<2F_l=)ReVPx zpE|h-1UdYa;H?>?z4^UTz-^-bL-vtQFb{lad$H^GA^XZu^s|I;@HfeSiCGGkAvh_! zE|7ZKyWPGnI3bkvwcKLLswJ&$uEc)Txec6)kQY+t0UV?>oaz&LhIKivH}TI=3u!xt zj30bBdRKL)F2d%Dnwndt|G=m@qL=_$7~RR=f+kz6V68S0k?eT$&Vk7{e z@}&UJ+?GaWUp>IyEs75vxwWWKh{GHsPA8s@>Q2iH5`=cGoYPW)Aq$WJf7C?)d;CL;=IbLD) zL(SgK6M;L(`f;|&!@TC4Sz+C~`Q&FK0+NC*;zQYh+g3k==N5`RneYwBOd3S40%1|CGywFd;#P~1ZYdp$NCwMRz;oW z+Lmx$o+GB&PsMcQ4$3bE&fGNMdJ3bQf0P;|`vJaSKPJ z1uBJrx|jOM)F1FjX|Kp_DOXjyexcscEypIU_R&XG0OfsD`Ffe~XDP+xMq z&D`fxbH-jdIBz>42Q(X~S*1u<9I^`VVE(Mugk0?$E?xdm1 zz82mnVunRW+_tm7ZyGbA06>YgJyJbYXIdAv@yMCE9^!VT!S-0lkvl5aerbSKoyrUA zo{4<#dJ^FqVLps2&q?86e?mwVSfya^bwc7xZ>bUk#;3WU37h(Q1VSH~f)_qnX&Y+q zziXr($~bbTyT*1A&5BAJ=Vd#+3(agDZLct!H`zyq%s)Hbn>8}lR@k+Ub6RSOVuIID zdh+1?$Z?X*I{^@1ND?iAR#Y)Jv=*oI#q9BXK~h0K@u$YY8Wm7S$HJ#?|9rNky*tg| z*zv4Wj6D)IaJC5{dWo)p*7=x?V{JsvB>3yQ;@Fq5hwV0!-jBr=TR05(EKe0SQE8`) z@r$}AdJ&CfCH+j|)nSfQ;(_)_pV|FrH@uAqx{)971dL!^CKc4Ou5k1(vSUAk^R@%I^& zjr<8|@21RjAy$~fEi)dz6H;dVNUK&%ow=!zBiWCs7oF=4`B~7Vcru&qx#2frrqfyrhtDv_ zjfo)qZawtllJZTV4ae_Uwc}O0{BZwP$gCRR0oWxaG6g^ig*#s2LjXu&Qr^;{eB+S0 zo9nnXcAU@m^@xgUf32);Z&UIqspl@w5fb#$(_QF$Ru*Y_HhW0RB8apF zI#{LWCE;h17~wBmJ`dhEa?USXUNGrSU0jl{G8-V9P|Z)CnBA%XHh%*W9C5Pr6`GUY z3}+W%9u*yUu#}xOfT4`X8r%>v8F9O7@|iQ?K#ndG-cej%fEU4ohuVN#&y*}F=oL8A@G^L5!?n4-?)1tXEq8~vQoRg3p8N2~Z3#P@SOF?~L+*rtV6Gtsu9)Q`g-qx1aDswK zj)4cLn~$rGIm-n;BnywD@l})h%eiH&T)EGbSR&P|J0P5>vEe7mX8_YZ*Z5tke<``O5Zl`^v$lG5KZ0 zW23EGXM_7ut%jc;4lrqByBg>IqmBNbT8UpD%wH_{fwQ5QhZw*Q)_)3(J8$3oe(+;s zEG~y@!e6ThUBE-o!t8)FWsF+H4gDH=Mq3TnR2}T4n5F82DjxWzOB%n~KDp^_+LVF* zERABBwnR2hxE#N1%si799(mtXyP`o059?v8N22zqwJ}5naTenOOg6@d{n<}M%GZ}E zdxGYhJda~8FpGCj2JEPoP05#7@35LTt~t9^G<*O6G7_g+Cxea|PV1@izH4duPKU4`>#8xye}&Z6BT zSlI_vsXP-Tt11<%Jk;GkQ%d&EA=^X z1{EnhI}xcNrE(H-v|T5-I|1ike8vuaxPeUL6ZPewUItNrhlmqPrm;EqZuevBt;OSM zpR|X5BP4M6`L<~Um0CRidD-Fl&PZ#{0$GB37uDOmfxru6nHf_+9YaEIK$_eJ&~8%_9FrSCwtX)*B{tBb}uk_j!kbLC*H}USz6nqW<+K~f2CBdfv&`#*DQp&$#+Wm)@ z`8_{wZjWup_SB;F`Rr5BJ1H3n=AoFRj=OoTNDnRfu77&ClpnsFg=p;Woih&vnfupm z%0|L*0ttQg?L3CWwi3IHnprD}BR~{xN%D9}^1F_EkY`uK6T-76vvrQ^iv-UMtMZtd z5Xdk@9kuc|Te<2)7KOp0+7Da7k5#d|C}eAQdRlSK$31vRpTd!i6IE-ey2y4PnU3-x z>)qGZh%KGo-817)KmEUhwyr){S@Y0Bye?o|YwbOYxc-JNLKIVm=$z}K`*T}M^NY)^ z8>T~8WzSL3kg719AH802y|@|UN^~;YfUYfYUN<&mtGvy236^R`KX~ zER-d>JKjI%Q8T!~*{O(F#igu8URc~}D&rU%Y9Sd_ll(?f?Xlq1WPiVPP>lz*%sq74 zcI?wB4@+)5E9;m58A)GDi1O_QWPFN2a#$i+%p%T`D2ALA=)+zvw&}Dfz+*F7e*5^H zij5_w75^<-s*dERSl4SRIx!eO5BvaFDxS?4!-D#VNqg1=&sEZn(R+irF%mhxtl^ugl+vOBSF?7=4Nnb zgjc|Zq3B}{dz@u63+^DS%?(lRxZ;E*WKA%6u zCx@7fpO4jSo|3v;j11keJtqE=c_eOyLytGV7)pg@d_VP4{3-|nv;(WRwD?K(oWWKN zP1Hx)W)IhBY+g1S7Bzf$p6kf+!nO>Fz}A5LLcz@NG0{Cmm~a`;+!Q3 z9PUk5Qg%10$+rmM@7vhH_ZJoE) z$%7Y%(1j>pbO#K8Z<~g5AF<`|JjJa(I>rQ8(gBJuruZiDl55q45+=E@AXF4*%BLUi zvfb$l@MW*=Q1$lxh&B{4?y*^f_FH^$eYY;Y$Mz;otEDSXINR0pL}cW6qZvNVoT{1W z=*yZiNS>kw*-TIa-9G!iL`L!fnZih7BinW_m@xKG79g@OIA@d^eb%r-&Q94Qk*|ZB z7hS!BO7|9|lNyqm)X!BHoQ@2=hD#0(-`-Asa4lHPtF9G#rgf*R{-nR5F*!fxZp?&@ z?+a(UZYQi`ZGnOKF1ipyqZxpdBTKmJj!p$JP{wN1+w1J8Lac|A9%QiD)l>+jd~mar zGovrVnlG!mHP@Ak#}~g=J9#Dh%43g)wu8L2;yUvMwN<)9E>G}QM8~ZPqg`O0T#^Q? zE!UgF?oU8txKuDFW<`w4WCi;7!#wdnc>-Z{k&da}ZL{0FrmBajohdDkhg@0mYAupF zF;kSW#Gc^e@vplH_?B&(g}xfFB}SYaM4&0c3+j<+QV679Ay+Lcx2rFI-H$4e;92~< z^=+(KyK0e-lYxZ$&^_-GL$t#Yu7ZI2ZBR-fF5YeCw?v9$ulT1cEb~9iqRg{^=9(H?rX`ysiIsoWKP5 zh59eV%UiNiZh(^Vz?G)~+~GC|M^_=$%2}dkJzoN$;*4 zcVLPrwNthx=QN6p4TD33Bt53k>~uzH$_CF<4PHmuRt1WrMiOJ$?@1>~8N{hS}zoIX)okCIt(s~tHkA##?u8ep*LNhU1W#=y#q{qIdN$2gX?2q|@g=7@?OgSFT`nhYl? z3aF4Y!?n0$3gqs&r?{rdG1#7BqdaE)En(=?ZX>OjY9a8onPJVe(=e$9%F()hD*vN^ zbp1M6I)AOuiCQp7DQ*kWe<}tTDQLyXFwDYvWbn#87wtVY7=Bb69kK#Xg^^dGi>pt4 zEFIKoq^yIMdk|`^DQD4BWcxGXs~MWqdSg$D(7nj8q?~-YEtd-@h>6!E937G8;4oYn z1;ksYh$@s#-DOX6Z3uoXj6`#s8jjJ)P9dp;v^@e�&EFJVhAJB#M&QxEZ%I z7E}(JPdWQ~ek#`lZ8U>nvKlnEby?wK+$XzpG{XI$mALIUdu|8Ig3O}qoyr@EqLZ`b zCz?kS$CmXcORhZ-7jKC%7szes$ug6VkeLF z7d>7CkMYyMhCxu5?e2sd?9H* zucN9UQmW1e{-#cq+?9tGQ@nW}k(X}$xr^FM?1S&F8oz@b@hQA4nUm$MJFiyted@Z+ zaQz8B_;@RwnxUMt{We|aX>7~K`s5BJ9DQ2os7L;L>25ohDl;Qjadxp=mK7yllmv+ zA5Y$2+BOwnR88E8pXnT8QdVZ}HD>%M8`7KMTC$1`Jwt00I2Z{?_rL|HH1p|~EVf0V zG9I#y7LnqEZ*nvO>;Ox=dpV?T=`sv5js2{b5rPfzd3ACbZ1{x%GHSCG2j7n zbmVa@BF%8LKfLh;hhjzTC36Np3$LM!mG##B7YTWQ+Sca*3VgB?a*<2-^>tul*@){V zIN<5$mTuKq`wvSRp8Pt@K1-ETqzslA54$4SGg?-GBIZYAn3T+SQBhOorfKJ$MnqGL zFDyB8LESN%W9Kovnme{(Pc_#cz_in0Z~-RuXyq25)kUs??+P0rfkXppn(F&OvP&lE#M>bV@&4`SWek-sHYoSx1SAwNnkpp~|yqTVz`2-JJO>^_YhR zK~SpY;N`Hzf#sWy9QI7Z26V`p^W6 zcLd@KDl3&ZVqJg7nR ziW(D0I3?+aj#3rZWJh;`_fb-1S>N03bHqS=7m3WAAD-4@NC^VrcWrOoDdxd()kXie zL*3bP-D!>MXpcr#~Ewzn8m_ zY?$_x@Eyrr0VQ?m^bS9(#*{CFc->HMMym!}bz!0LDq>R zz(+C@vf#Z}9(>Pn>N1%k|L%ZX)aHlhhXEUQ_TR)?1~#OkE0^5Yz0 zWub4uq5DO*&ho6;^&eznoYIS;T+tyV=yc;#u~Xr=+OIzY^Gi+Tk~MDI&?_5!NqT}M z08V?TWAt#Q9>VuU6~=m!Lvo$k##U(R(Dr!7U-r&Tq3f-su9A)~a@?@IN!EDtq=m(I z5BQ3dpA9f7i(x`pDd&)xE*&EhM_;fVC1tx~`Rlzt#I)yzkv9@2%=V327CS+njJNnTb!cLEGe!CxPN9cvfT^ zWLN!i{P5V4%DBKpu>fZaW5;?pFX+B>)yCKwBEN-F+sBl&^s#yei(%>fd~(q(c9ZGkcw6~O;E!mBqz68q{#iA4& z7}(o@t+LqBXU+&(UeXrKx*^OF;zTJQ3*uZ%fpQ zddowOfl3(9k!2bL`*_t~wZEL2Gp;+BK25MOSX%3M06PX+W)mfTdf>L(Mmc^#NVwNV zF_8~<6)2RxLV}v;G8shhUhpfjX|g3-Hee6)?&_?*`pSHr=n05S6&0IjD|d3W!P9CfEm&Ek09v>l2Ij~yfI*C{ zMTT-Q8X)B~LlOS8QP@NC?e%~>4YIP~Qo+95+PUsr@@1nvXl6oKruAV}HbY~8cyhH( z2NFJFGzysg~DG0(g6Om;!`-$CZ(7$2!!K5~%Pm6TS|K$4m)nK%%l zAm_#zp1FrbkC-*a`%~{k^*7ptlfBxbEwMg62>&1*i3&`su!r&kTq+W45k~=9ty+7p z$_XweVol{#EL{DPFSKgJwg15YoMVRtS&t}oTAC3%oEg*GKT%y>$Sg8_p~k*dR{KGd zWDUDDoxkY^L9jopXCBb6b@BPcOz9+?E6&2NMegSG96<_@?CdceLP`ljKUC5ic3qv# z35U3YF}wt>fzH)mGSI&d|LOMJ0b~aa>g%HTjsgXlOFUQcwySoL%w~L+s2METU3N)3 zXlSDM7RrrjyhU`=C(yC}L&$2nvZs4tV$Q1d5nG*fM{Og5SW=VS7t*ynz?aU|4`w%c zCrFB7{C&C0uK$uAYh(AQpq`wr)LB;V-LRkXW)ZYU+qOu&HPUMa<61($f*Qi}Ei#ZV zud7AYq`DeeB}eH7j(|-L$6*x@;Rn;wnKqvxm=<7SKeDo8%aQv|Kx#Z7^seFTusdYS z{W6RxA?+ad-_HDhmCJug=7Ewr<1N7Hxv>bagTZIKQu^=0`#&c0e;>*LhZU0g)6v{b zGrZ+d)P$)6D!e%EuJsv2=tl(RW=e1XfzNFIC8Lk>xnk|O`OJ~iTK&ldGSb@5hc!X% zWoYL{Pbq%*(-FS+wUTc4M~aB%844D(y3FqL#a!f)*wYwGc;$Wo_q0}$=-eBzw<6ag z5i!TF-MPmPW&1Ad46Y8YaS)MEPsF1gQQJ{BfJ!Rc8_kk8yd%g9whV_Vk3NngRCtIr z*1~$pg;wl5gB{F4%2uSWBMM!GyJhTC)MsF0u%@K5|mkiF5m0Q=&wt zJf!tC0D+sHJLevSkx6#Zb0e-i8si1_PQkplO3;9NfD@rIe{)6M|Ha*VM>W;1?Y^;r zO795Ln{+{n0s<->5fteq(n|=v1Svt3ULqhMAVs>;1QJ5;MVj=MP$U!u41^*?nrFUi z?C%>3zkS}db~$^TvH!>zz+fa#=A6%*ce(EC_d2%u*ow%>shyj}K;7%=M*Gmj1!Bi} z?WMOwsIr(M_<3HbW#Gl(o6-oPD%7~whOtLmXAvd%gw;IfQs^LWG)*MN>)jGB$e%Ik zh!Y0Uv0&+gx%#K-mo;hnN= z0CYXK@6P&8rk6M;%!t-LWzAgPQ8r-|jqY@@p?O2mXZ~IVG5f=sC|r!~@^EunT%n!8 zf`92_&9GlmrUC+^_`;uRTGKLut}r}WLSMs`I5TmaM}D?WUl*sK@nAr83X(I9^@=cg z@lp>Ybe7}k`nii=pMSUf&K77$FAdEgT7QG6r7Z$1C+xEpo=&;pH=7q+&s&&wu!TB} zwvlJ17+=hmxLBg0L3+M1;Pe`q$p{L2VR6n9^G&yT+*{`XxMAE<(=}>X9KR)+*mq~C z0X7f=(lnkc-@JJ~SLkSEvW39k-!%$j|E5u`^F$b^vH&8CSHWI3Y;&{13e^163Q_qEcmv<;|}@Pa#a8JCJE6tk&cQ8%mDRt%x8>W#G60NjUd z#pH?yxR@UFD67^@46FM`eeER8fwoV>>*0 z7*I{K8+V(Kv}PUNFBYAalAmb!eYkjqLASyf^3i5~f$shNX$N#VHjQ=L>ZFg)*ybXLV&~XZXtXc*e z4U+q&HKtk^E8@l-CnA1n)~Lk=+d!w333c&R>QhLV-CjN5sPgMzRHQNExYlDw74{8X zpD6FfO@*Fq`#_=6FRaQr4t_Jtz;?PdB1Fdq2;q#D^&p+R8D)e$v$?kW5#1yXC zQZ%cDpcBKQ_(*i6C$*2X14%P2VqXE7f7|6g4feidS50HVEqzng(2Fh+LwlIY&C{-sY>M60lv zD`f-jgUxp&R+_o%!e$I&gg(bAlT$qB16jk{wHJpDuL6dJD)3_i4niW)>ol|mOr+re zz}sftdL#nJynn$Wa>`OqFRBARRzThM3Q!;VF8r6{Aq~)-HbATX|LkpGL)~!d?{tCe z+v7LaeLXb=!cjgdCQBj%E-N4qD{s=UQU0+OVJNiG2WNw02E6+x?9n4!B)E0P|IBL{ z|65)gPXt6xybe7r`yvpILv_(0DjXs<>k`2sy65GwwvTl3#`L{nl~vNjYfo@a&on0T z$W_XC0~m~N_`ycVIC zoXn1AH{tI5FZwUW+%hOi~nk7QWsFVNy~8l7SraKb^pFE!QlOP z=e*3YIOB=fqAqHk|9cn3V9f^?(yf)(Zud$ad4@{e2EV4`Q5rXmz%zYiqtAf)${$fE zo3BmkSn&!S2zwRB+@$Gr{T#~F94^S~XFO1l7neB&HHBkjzaBcfJ7r^Yehn`?at$7m z#Hup9di-#6r|QxbUN0WyB|#YvRtZjOsyEVZA#$!ou%wDk1f^Nm#q^~6mD=?B$rBa4 z&9!vq?c1{&y$YpP&%QssM74V1MsiIH$VCL((X889LHUY+Kg}-gE|Kf`rfVgW=BY3w zW=mN$RLJG?T0^E1!!Ti6QR7V&vp}ivxYX=B3niLj{=H}X#`zwhDk-R>!jny9?o3n6 zvuCeM^ZLB1FHe7NBpwh#+t)X{zjfBMl}i=$fq*KoKqQp~Ix&%-#933D(r&@+JI9o6bzajO_DCh5y&><` z3#Qc7d9jmsDD791n}N5s$=VK5o4GzUjFbcDjfe!Ooj-d{l_tFo+qk`_Thw`}Q0X?I zkL5t)DJS>}vF9sQBumrg%f&$z&0^z0|7&603dA3F8U^X|s-o9NE{N#7u{N-at+m)l zxYNGG_S-s`7J9!bmJB9+P3Y@X+Kf?C?Z z{#iFQRa)9y?zTXi1#6c> zhm9#Q?ES+m)=$-A+^Q|u>oqmBZ5|-lt1Ojx{t%{H>OxiTT*yCe98#!)0{sXN+MZLj z$34RBKHdHjR?@{+hpy2@JNyt@dDwq0%gIjI-8$qmZ}RqXu}(r*T<}{U9yn@k*^^jP zBC?SJHj5T^^ymIkg9d#CA2RP{A5*>r27~iX>9+m~Z+rd3`wf*jSU7=ozVNcJ1_fE{q+dNB;&_L+RFd_DVEU>0;UMFVN9ptcY$}jkOSPYfphVH)uM(DCx%`qI1~bI_|Fkh$Rpt( zT?1sYfLX0%?%AFdC@arez!t;W{1w!8Q54E?HDz+h2t}E)UdFXsx<^bsmqtqd^<6@D zaB?Wz5%8`IUvIyxpq$iItm@&8e%v95iY5yH*GP@_=?SR}FXv?^PfLCfDFuq_gj`Rv$IUD0uu z%3#b#*e$B&NqK@@!3;+A7FO$PRBfHU>JvSR10%4=n7#j)5q*+#P*zCh z^9h~)Z4hCY{^c@nT*6g3!EsSjozjO8DZ6ls3m_Ot(veai=a`XNRYngcXg>4(Q2t!U z#WI`KL61U!DO(ctZK2+nUq|RB7tdw$cb_y;;TcaQrVEoQ}#^Z}JBZ>!*4~f)iuX!PoObfgs?RKj6 zf?XhgU4$ZaAO-Qo#|_MW2`+;yNZ+CbU4InRgs=b4lpup>@{BgHleUbD^ZM28EusTp z=e58v%HMo?m9gT?H#ODYCOfOZ1c zm0T3<)+i6j*dUm|coSPU7uE1BYjTalUs; z>;l=(4Bz^(#s?5?A#Gt2D%Mi>42v(1CyWJ|CI|9k<#bug4PN9>r5)cQ&@GZifV{Lciz!>L2JsFUlWc)~T|UHttwQf@PVLOTu@By1Uhv&h4)Q4}yk z$tTwfr0S&73^bU|bJZbXAiK!hYCiVv+&d?SOZzEAQ7B)UB6l2ss;{j(a(*C)48>rk z@No)b^kmmXDYZ0$)r9&e4MO(Z$c~i>ezB9c7ULcXFY!w1Rx(Vg#tSZ^Jio7(T{FQY zN|s-6Rb&432*mg2ZAbl|)w)I|XVtrZ%|FxYodaH^zyDnX7(5D0a!M0uHeow?>{YPt zHY5-YK4G+)5-X=!Ou^7}2-2W=Z*Y6NXTbK`+#vAMHeUcr(oIa(h)t5IA? z$#cuuPZyaKdg2Z$Nd=?e?Hlq*cGAtYV(iN^rm82YHv+Jqx1h+4m;iT=W-|!3_F38^ znFfzq5+3#TY!qpG_BB{_M;6&gxtkL5Sl?m4;bPWo*XWgU7D0xL0VCtGWf9-E9b$7w zkrywpwkm;6sgGs1gAj3z(r)Dx+B#$US~apa=N^7=PN|v9keoc4_V-P&GKtP}y}=aV z@Ev@H42{hVk@%Ai4O}$;OqVXJzj1-?EMXe)|JV0Wa9C2Tvl9m(UMdOmBybAnbutt4 z+~t|RJNA*FyPBMoKk?1dgst#KhtlRsk;91+9mb^V#r2Fii}5kRKCJplpl-37##D`Y zq|rMS|I6TMkfKl0zBgec>jvjGIEH&PL%ngtt<>m#Gs!+?bL`VEU34Gg z20XayZ}ZhRP`$Kd8gr9wXwdQMtVGaQwgr4_ucyFu`S1JNrCDbhPWykx%a_LSuh}A8 zTz^DH*Z+?bsnuhGB~=$2)=IfX^ZiA0^lvsK{pb>?AEyXQ?PI(@{OHr%EV3ktt&z2l zZ5qU`|1pr4FkhlzBwkKT$J}$Dl2yY#Xhz@%d^qsW&>Xe$3F23L$k0~@*#m2Cz~%(@ z9f@9fydUgJV3`j;(_oJ%e_BL$SLRh0R8>DLykWZ=C5il08b8o||FlN{uT5BIj!iP& z7(qVw=|+3dISugEjFjb~Gk;z&@>Oj~@?iy7e12*+v>&vJTTnx7N3X^+w6cDKp30e5 zm6lk!ikakwv-U^4b@61lXd2WHeVyOJeVpAC10$udBPg}k!=pqSt)Mt6`f@aMe~Kky zpWz$EG)Q?iZAJ1V6*ljhuc(!bCZ~C2mK$3nTNpe^vG~Zs)@3X46d*N zpElZ^G1s?m-8A++X{bOgy=;Ki)EMcv zYkZ~V^XF0jnwqIKc@-PhJ_Rl8sB#FiA~R8bF`Lw)&0`T@ugbX3_~*7yNI@TbuF_5` zTdmcgZ>uweS9Qme$>7iyB}5K_M`ya=X-MJcG}SZ*B9#stJT(FT!ht3-LGJpQa1 zKLLmJ7hy>}$t3O%Xg5>`FugjJCCYZQi!~BdU-{M4m&KrCj(R80 zJn(-Yd_$8y2lR93UlDP4p$_|D1eutMS(qop!ZhGjx|z0#=#T!kpnyvgnXxrBo5uD} z>svwrQ=FUHY)3Y)%fZJ|=#Z^F?C#=pg}8LaV;^$4rvy~#=sfl$h0C?8ZQ68apX@Ht z?&zM~wdqdK^Q~k4bfx2?^#vmTIQ$n2;*S-<-ky{wvMLr7JEo*yYTg&GJ<&oN?lYFS zZ_tx@jt+$--G~sm4w`$q(fDFg@22?&7xPW*g8DL@6JsgK9>3I2HHg zYwtTXdveDgIwoqek??p3m2mQh-1R%9)8RM``ssE|=d5%br+#)l%>n3>ic|KkuV(P; z#Ftu=-ft-~0n)kG1IB*8aS=H3iTK?D4O_RW@T9BQNX+}dUY@ubR5k{^=o$v~3kXjC zXl6R6>x`ywc;e zrc}armL9(}2)!*P%^G0BU!%c2&Z^OLI@ApDw@bb;|5}4MLYyCDO`<6|B`vcvS<64PqU;{1Vls3nfAV;Ag-2pJ&2f=H-z# zjIOgsH{!vV&rw6!qshBkWEy)@vI5#E!kS^f5WayS=uhYKZn;`tbbwf+w(xw5+A&c6 zrFP#PXSi!ab@&f+H{=mLlODEji<3rc-j*WBfj$9xiMLL9;N~=FU;K}A|6lmb1d4$D z8iGvrBAa@rDLbNUeQL6qJ)?`U{u%P7wpV_avsl>X>MZT_rg6VjK6!`BqswyzfUp}v z@F=gqi*AXFW%cOCsPj)Q;Ln?FM7fHV;lP4#OUy0I?l#_kd`(iyzg>r}mb3=QNuBZl zNJukaTo4LX{|!ng1|Gd*zz^9$050<)2B`h<7{v!_pX7O0gv%{NBBA;nhsobZq@GS# z)uE=XYSZvOtd-6`uz^JqPF2Znnf@J6z6;Z}Ck25F&=0Elg9VUEUD2WGgI?Qs1fHn7&jF5PAmF3h3S{o6~uzVF5bAff*Ai~dz`ECjx>;vxF<3X0=Yt-LB4 zwEP?NU%0jZ1-e~Qnj4}ZxxUmsFO1%HeNk@ayk%GHoH8oeQ3#Iclt~e(!@6p*Z970f zT3?qS=V3a!U#Hr1z*@)=H(<(|=5A(T40I82zY5Nak~-4X{IL|b>+GrGRn5o@T`x-r zr7D8Vi?d%GJ$AyqblM+*lufHy?JAVUWI$!k`{4s!c4fW4F)tPGinE`NK2Lqws8jA( zGta1AG&}n^f$UsNv#jgL2T(oG{(g5N#Rh4G3F!1)3macj&&d zBnxLo>d2cTdK-|!7c1~7yE=#&i_R(xI7BVoB{YuH(Cddr+^J;b$vBeB*6HR0|@g6q)Rz(FQp^Y%o zFj^Sh+FZmpFnmQ!d^P1#4ce{hZYqW$Q9;$qAIdxLXl$s)YW5nj-%Kzc{=V<-m|j}H zSq6D;0i>FO=v^Bf=O7tQ*=uS`mnS%(U50n=s0Q_ODqlfXyabc%`HtoxYqsxI53i1u zBaZ|{Q2aIMhB1nS_(h{1b-T8V)TL>B8uJDQ1+Qyd7S1(a(Zxk7nC{OD9N9JJU=jt# zw$d){$ZNFTGP$OrIxYK#mnNJwG~A!;$f$!V&Jsjy_0c8XtB6})FZLT$=9oj3BGybB$X;JH_Jg7*$|mB`sHoJ9cBezckd=dz^g9nlC?(ua zp3y2?gns$i%PAO#7GdFKpw5ywWAgZ>__5Uobw7dRoOSmeHwg4<&!zej^&7Xnq;}+f zP)Y45cFjc}r2qG~$(hDZ@}!Z#nLoS%JhN2kLBQ+W?|+lSwTz&H(Y0mWs%vW81_N3J zl*739V*YHex2UasCFRcLd$Jsy3p_GLqyl%o+N4bcUkwzR{IRz|p})A6&cBhO;e7L#LkqLtN0HrKI50wC&>!+bTTbNy0ns>3kgDG13!4G>g? zKeeT(7$$jvoOPHMIe=a=EVRE%jw!^n|LIs1#4OVClEj^GZO_HviE96Fqu9zz(QI|C z%-b_?mogE^1?3t-^2(R@UhtDtn~SDl8EI}j<3EsTlNRL*4zU*CZmZ;->drFmug}=P z=Ypr^0Rk~1Q1Gj;1*8{rN*MEos$ zSr|~z5?$uB?`<3A3B-iIKGbT7wtA^t8E!BolHK7ashka|Ofw|)xdd;*9JYgOfhu5C1|6=Ab7sDGOw-ds z%P60(kb{bp)hHYIXCN>K<^*(?IISbQ)JrWmmGQ#d^jhz;oG*sh$5o#s`(fznk4U(a zLtQv-bhrn3dH$KFvf|R;Q?7}p;#ivwH>)z@JEHZ`DUA|^c^64pIp0L%>(*4cb3sEwLQ#dchc?DO>R(j~g;lAElj*2o>a@+lKrP}4S=bS(rGrt=0cZ<^}SlW5zw z#8z{;Z(-MH(7%9s14V(q66yavG;B+r?dnsFAq4z~@ubpTyy;K3$ZY0D z^{?RTn(s}&>#f&oIbjqKw`-3ShUYg-W9y;ypPu0~(%po8CrG4rIYjQi2km|U1{MD& zc-K?^ns+@FOAOfWoKmWEmDXh>8un5&r->nP9fq;i?ft5NrG8V499Igk6PzsNA&$6Nuaywu znHW3>rsQp?&OW7~qAO+eMf-*hgV%sTh7{H=R9vE-Yrldf#XI+WzQzPf8;RsrwufMn zK#nVQ5=8aR2Y7ooDb_)Sa%|+ccojWYLPC|rBN=|`Yqp$rZ{GpU35@koJIh326fTBU z`)9*=*`7~RwF3%m64uq6dbeYX&R?(Q;{i>@yOB%bb7|}jTte4cATbb8p&p}g1@V;! z-hjz%oau~0zo^XiaYBzlyEJztGpc+W6u1Bl6Zn(H)X>MRS!m-9mDTn(iV_zW5kC)ZL2 zW$$n)m)sDcH4b2?Fl3KHi_J!rP!uDwmGfCU(kH;~b?9p~gCXpxj|8SQ%#1T%;sfhr z<*F9sDgM!dD){Qa6eet-hS9w|&!uzT)LF*V05c2i4ZpGJmXQ0Jboaes!c%+cfMC$c z2ZcLJ71vCN57+e9LJ!m}G+iCu$d$Fee3YfFk5b58m%fp3zi;%`%eNDz{O*)m95W?t zF*wKqorPo8&4z#mc(po2dOwj9#rk7qm(y`oGsR7&eg2-X#wcl=nXiG?zAp!9BTvCR zW?c^c^5;=N$qmsmt28n1)(whxqvpy5%@ZkC6e@1aCECh=F+Q(Qc(gwgp--SJ!HHjn zSvsO_NKxo^GRBl?xs>T-CKnV8xXwGb?>_84q=qiF*U~b7vzs28CU)!>gep<4_p})% zz+Ig%D$lWelVVHZqx=)|8-wA3R)P7ZQlIM*NHZ0LG{{( z$w@t4_Z7ZgDW}VkxP*TdY2a#a5OuYu#^^}_bD1j){8jzsG0z7$)XDPNw&uA0<8hzc zt_3Y)CivCyZ&^5x^D#LIJklL;#d*H;%>W0-d22u2SbBo+BbYhawE|_Ktu>loHx9V` zZL(_AjpH}-vkWhq@k`aQh(w6l#y#q&tw@1E_SXQU0xJ}E7v6ptiy(=zDqd)cg|cWX zF<>A~u6!K7OMeWwB%^ifVj+gS1eWz|ra_Cq(phBOykvm59F+?fMy7tYi-n zZM3|wl3^&bs_^4xwn+IGA+wx;UCu-2 zIE1vN98Yx$f~PQ<=x`}W3nNVHHY%WntP59?{PIaCnbFv3tGI0vK^eiQE?+v`22j{<>2tbVVH0{Qv2>UzEMs%}ZQdZ@W)GDisBcnHSHBLkJ>YUI~EYoxM8K`SQ&vjBJxD=OF zBy+}%c~izG1{w|#%~xT59s9RT#a`etW?VNnE6U5uU6Bb=2ePRx7~0S6f=jWCbpXFb z2=UXA(pOBeBsWA+cjELs@q)z|ZWIN+1Pcu?_9i0VAn@tW;hpu&=?q9darz7|x;Ktd zH#RyhyoeHOz67KERi1v(_WY!^F~zCC#C7kRuB3X?}71Dl=RSdh+J{#d37aK8yVZ+IbIP=8T2Jdybs zkk6WR#@B4x#`XpjHIT~cEij2p*`>ve(>&DVO;y&F-fN;i_pP2`Vk$z)3=la7(@iW@ zjX`sfH4kLo`93)RO7%AgG2aI&b2|&;{*SiwS++MI2>NG4_lzeT=)?dWFVM=i4AwRI=N17rF%P1}|n3&!v~umYootJu`+H=i&a znKKvO)e?;e`YGOPMsYmJq4bdL-*2dqQXxcgLxYT3< zotDTJ&cPgdngz%5(2y7l(>|%hUB4O8<}qlISw=}_f!UA!+y@HNc8X7A2b$DhK^BmH zoxee3u=b3@##hXI! zf5C0&G(?lk(XRU@T6PcjxNjFUbPn3w&}7k=O##nAX{CZ9fc3{($`Op>q@XgFrAjP# zO&t$RhZ7VR?lw644LW}A5*Pgz&4VnZ>vDiqhy_lB(KCVe7Ra4U9bPI<0rKUZ7e1m2 zmQ~2yJEa=!jDjpAE!?+XH_%7Pbcba)$MxKGILnA{mKs-bnKRQR6ucW+gqQ$Ej=8f7 zF7dxG?ZTf$w#1K9-`oqyog8QomK(S>p<;JS=+LeRFTviDd#sgue|S?={Ftl&!c?=f zpe~54&(=uXoK)q_mrugW#32NyrBrBpIUR>D07=8yE9XzPJY?y!5(F@wR9xRxCnhgq zGn&*yQ$0k(Q>9;JKQnVI%6f2h&bg%RwTReQ&-E}{T4t4iOwkq>i$^QSGLor|nkklv z#Zg)l3{E?M_8>J~MOG-k=Z3Bro286--{v*VMCto+oTSs)f6(gxyqtHW5Ab;oL5qVx zoHWl=XK{Z@r(vQLUc)Qrlb_idNWe*EwAXTSpt zwsq)e2eQ}i^Obw9@h%C(1Htv#t@m#?RLB3lvB_`pnTq>A%h`8TMjarvm&)2we7&S= zMO1V%9@Hx|1QzkEDtJP~w%SvS_P0&JF#V1LYUTIb(NEZD?(tqStmXt6zoT3}oElO> zMs!m}E1uuZ4l515zUFsu_$a;vN5zaP2(>8rzPc*!RviIPyWX{55@JQ7Gx@z1%fqsJ zBD)_)!~qSmxP!>XTWl@i3OWv4b!Hj@S!{yA80gpZ#l~zTs;gI5@UfB?$GiAnSG7Sw zX`~U{sI+p?##`@Ig-^1*^1|$o_!VLk9Fms5`om{iv9V9g0Mefs5oHD@chsA2ZQ!np zYae7;3}@&nTw(TQCe7o}&kmPT!cr~CG+az&1XJN-eSN1)lRG|(B@Lp`7F>;Q&tJLs zF7v)E>-6ysFlC*e6YJeHeK;ueLt=3j<7!oz=B_)(>n+Vfw4dWa zhAD{Wls*siRCRn2Vg_4fPT=OSX%~JOP8QNp=C9tC9j7QnL@c$i0C*L4_S0SzVQ=BP ztVC%6|Et+q`l2_9Zy{z;7tiZ>?Qg11ftl-a=*Fw%$H{AtBba@pa?O3D&)nFBYc z0O{n;O0#6gR6OJ4_M=?M5;P>Pb}8CEjIgUhSbYgu%oJ#U&h0d5$8w{vHXvnzwK0aL zSGu~F_r))STz0t$iiV$Y4M2-GBBrDF(z`=%c9!8K zWSw4hE22j5sl+q3ONEo?-e##k(R~7;>w;4uvsq`rPNxEdFUfwCgVcH?^&B;=)B6b+x`NB@+&ae-PFC(&A22`HszlzuTHkTAq)pi2uuM)y?pA8lnk zJD_LHW)(lC04l->jz@p>$G&v~I@b%ffMd4lU)^cN5uDPm?Y{;t|GRI|{l5uWJvGF^ zsRC{zACGLAOq)N5W!Z=2VKiQt z@TZwX|MGZtQOp*^v`oCVXyT)N*Y1>^=s35wt-v^R^1+*tH{re4D@HR}5;VewrcP#2 z<5Kmo^Kwsx6C63;1Q&>LDHoNh z6-UM#RE}~E6u5n>gM1drp%wmQw3`!FbW4Qdx+m@MN9KYz7bdoX0ZwshqBO@jqU*+w z#ZJZG0uO-{-e&`JK2g}Z5CJxg-g4KCeSZRUGOutQ`jw4RP%0|$=yuu9x%=}oe3VsJ zC>jk*$ZEZxTpND<^!e4DjlU+p8IJGbAR5R)qlZ&cgW9KjrrxIS*dHe9LP{JDrKWbZ zT|ie?aXUorVxtg2)~BxK-X|3b0YL${08xRCL)(REU!(MVNiF+(QZiA&xN#wccvs#d z7J)BZ-cH@$6_xowhg`u_j#q4@CW!FG7xr>yacUmazmA9M_SsqjUDpokHgq!<8Kb;x z(|vkE0;NUsm0!L1$r>JYPe|jki&pF#%a=s;oQg~zFqW)~k>yKCuBP4lnY)=M$A-Ie ztf`@nWj0NTtUfny)z!Vja9gW{t2m9HWWIQbCu70~EuB2*WQj-Q5!FT=Y8o^8&?)Mg zr$crml~Tij2>zoYsLZ_7{Oe1QPI(K3I)2dMee9xrhMlmk!&f+E8&B!wA;u4$v4+#< zF7q0PswjhA5LhQ?+Lb%?FfZz|Rvs1uI^~_;5S>3GGJ3 z+tSk5q*D4rXJ(&Ig_xgCD9TPWg3Dpz9qE>t97)Bq7!zl@R5Aus>GKY4;Tuk5gTFzv z8@{TEx79X^$4k^k`uRa8m4O}wfG7y)bA1vk^APbpEX?-k8c?*|pWJTHydFh%t4kJZ zj^$mu?wW8DLE;QLjNV!d3OlBPz`tfw&315!Y!7}kua}VY&rgPMUy)?{4cZEv^Dpcm zR6nYzW2!kNCF~hpt-O&et)2W@MCge`t?{?Z`5$ACbG~|5UhzLNge^Rn@ZPxVb#Kg4 z&@DG~c{(G?7FJ#+)$nFV52v<6`Ch~mDKRS{vw~r^5!<#Sitl%Ai`7*)u>?2dtxeX@ zty_2RuL3cP;4@^JeHbH7&*s%^)n@`~q*Hap?CGrDg$1Us+2K=0s43tOvzcw&cqKC$ zXZXWksKMO^TnSY>_ml*5Q;+F3E)z~L>%bKJ3@<1qQguwxt$DmHBTq-o80-Du6beE( z^skh+tLbxyNqQ~Sx8Q9`+Hk-2*yJd#i4@AV3Dg}u4icLmdOG%lr@2{(ffrpDx?RCz z+(#exR6cB%H-04>&$X0I+p2JfF^)2-#QD&h&UjtOQiGEvp$3V{rsEFnb)QPrB`dZ= zqV&1L-&_S9R>>n+J6KfN5&2=NSM!bxy+UrYxd`djz&1`_u;`vr0II#^tLv|!suo=Y z(CqVUulPGffS`7Nhz&l>11M$NN&$S$3w5l558x~iC-56Y0@PY|F8w3D`M>&~-Z)mn z>Y)!h37I@vZ?!*g&#H^%-FTQmb`J^9sre}ws!7%>97~?T*v#5gi9%LZ5!}M?c;tZ- zlq-5IQQprh#qo_(4i8O{;30>#cv!by;%7Ubd2jr*zozfC zHm};yASKl38a^)7e7nTy%TOG6M%Ib$qNXtX+bCU-Ht809zE^GTYXY| zDh3vd$WeE)Vi-@cWXsl@SpJmSuPMemV%y@xwfmBr8PFu{Oz4?utO+wDaDk2(8aapV z)Wa{pbP5GU>>nta=XXEg-aH-rG9~%h*xMSP-RM;S&4(L_w|;+4P^wwuuXVZ~Dw0@k#|?t*)0Z z#oA5=X3-{^MTxBtl)~8k6RZ=}YWwTCe;C-yxoUkRocl^CXH){@-)0_*0T~Vcc(F!? zMW>v)`XldcO-~EH27ns6S){`Shz(qh=YNihPQ}yQ=a0)5Dh8eV_y~026UWTYslO!Z ze{QoskZKnH1;X|}0a130%FtCzhYBCrC&m455XI6 zCF;|0cJ3NtL!QN2-lN7Cofe=Z!@r}!QxoN8Q9e4V(ENZp#&xBCAVNMZk1t2}%9zgr zrltM4E6R;9)jrP;xmMv_gHG*cN?f1nv+N^S&}%N&y%B5*zw}o4mvNH!edg)D9FF|# zzdZu&mbZv?N5ByL2Bsx)?zl_z))J`}C&}rL8`Q&3w0EdrQrgUg|$-a()DSxVzca zgW2`>mYh^g!GCj7Qk!p7;Lo=(OGOaHk|A|&7=IKqfxS+GNOH|P{CgRdX@gv@mg&I&i>PTCdIX2wR zNdYfu7SnRmMWizRT(7H{={5qN_u)1H2sO7H9VKM)wOEnLe%?>h zO9zqkeI7K1w49{hNzd+t$7iwW1_X!jM(raLCnc+JHjXE?(OY`ay0;$J9I2!}>@QH~ z^|Oa$6H~E~raL;r#kzMclVzt^Zgl{&T;TF!@$HqY`UEVj3J_fRWwE|BRkeOL>56MI z!Jm_qV|tN`w)1PH64UK(1syK^i^Fi-w=El{(vD0S8 z8INiDFRECY&##m5z2l!%C=p`()z1*G_Lx3|L;Kj_B^cc?l`$R)eqIu?*dUB5xs zOm)kNHcwNZpsTBQDE55M@x<>e9bFBGG?WL|sB$6(nl$W>q{kDwTZBH7X^NM_hL#q( z5};oN0|oQvANWW*^>h;Yt?C#}3dc^TKR$LP;Y6peg_v-YXq;-=VOKQH{k+(Gu{jGz zRyWo`s|#)ToZP55uQi&QT9PI1=EL-ZLo7p#Hpoo)!$)$Rf{e?Zjl(d5t+L!iW-+sl z&Ov&821)KaO|u_Y=s%H?Iu6|f)9P*??8m3TmJqtN$hcDIVlq}o@=~f@exi9{zXMl3 z$(k&KZ*1|G%v!aiJupp+(*g@Ip!JmbjShblj#f^u^}GDgvRuQ7j3f_N#Xs6yypKT_z|-xu*lbUoT>6h+fBs`|@9$~M|2O{+ zyGf2IY+${amwG+jx^{etHf7BI+0Z`O{i`pYH>l0!U99{paGOhA_YYdHrQ1>loWTO7 zkGs?odOGSOGvRV-cFmA%MpU)@of{7-IqjmKxHF&e^(y?E53{wOf0aBPQM}!c1Cqfo zzknrCfi|=!($v;8W60k(mBVp_MYBk@N;811SYzvs{0#iMvsWB}sjtckqql%mix18KWf9A8qPFm|CF&!QOSoEWFkZG?=^VLk1?lnk{#0~EGmU#I^iXo#m%?4okyRolja^n@g ziSW?8eH@Ma%HjL>6l=g5z4_)zg^&1E$Udef$tPb^x@p;6=l#q{%^}-Etobj)PZ8RI zCTXuY&5P3YvWbVkVmc1KM58tHrpo{i1SFZG3ib)OtvZZZ}!4cm~$7q82($8~xgz0$fN z97uzSRRk_&LhS?Y_75*FzYiAoZec9=1_u)O%B`_1s@GoS-I%>zH>=4T68!RC(2|2a zU|5xtvSTJMt9(<4BG(kIrS5#YnIOBrb!`d-xz<6o*^D+d+N8UXC*C(y+K8NE#UfMY zB>}Pjkx+&CUQdbgphzy5>%S*bU$1jn(?|O#rl>Yv!%}l_E_QOnEUx3nZeHD0O5+P# z@E;|B*p7SwzQEXWj8H!Vg0A2q(k!|~H`9$tn^8rx40hM-%4FPqcVKkILsG*VYtUlx zIV$pWz8VRMy`&^Yaw%XCaEGu114=^sqf;WVNtU1gd9+2wmJ$4uqw*e4=MM0)Js$dG|5@LxRRior5602d|uaxtbOogyMOx4wB~ zQy_ZTSzNTBrUH`h$jIn9r_k&OvuX_8d;sETeznY-VJh+C(DZberWc15)mrG3?D@D* z@5GelPGQBcVW}$JhVUx=0KHhVb)FMV!TXGvI#2sH>6FtV-XNkESN1g4A#!gsqUG4% zuLzhHxKj!r9xH(_l*t2Z-;%{4Iv6SLAzGs2z2oyv7K_OOE6HgSEm6_ZXQMu>Dm5m< z;j+}fK{hkFrJPj-V_M22_k=uC*x61#&F`wP=~TILM(pDSE79rC1^{uF}}Y zZdP5$o87W|jWZJaE8L{0AH*BK?B-nb0Y3fJf=`y6!;z5|6P1Q@`IJE~9TPF}Z;Idr(;~ z;U`_Uk<1}tzo4n$2i#d(K8V|IvQyCC{S$r4awi5xd#!P0n&bi9e*D;@Q6)$9aqlBd z*3Nwv>!$qYFM~=oz&e^pTngcaA*|fGCVEFcsv|rtf1a(ME93$m{P%2EVhV%`6MC0^ zZO42=HdLNM{M-E}>t<;>v3}o8Sf&%M&ggJg&EB__d-cMETr(?wBOCdGQ1r5tGVWuh zeSgPV0c46>W5QKh{{+Fa&a<*YnpE8V5#(t>Ib8nm8HX`|lU}+8u&5>7m3)eTE4)?c zkL3iCF}(;@0E_`XEDl9}+R*PQbe_bZlCgInW4;x3bQ)D83HQ4$xA?S1v1{7cqS05m zEi#R?PKrkFn)a(UY=e^ZP0=IbSw4zA6No*Ckpy36I{bMq6?4Ikm=Ceb$xo8U+7QMA(=BEdG)h5lm8f!`ImQt|Co~b`@`{neoZ@r7nCQ!2HV^f zQPQ^up1*S*sGPQcuurBoi!Hl+@jTPY)th;-%UN%T0fy$T|G1uRv1j)Fbv^C2u)=H% zwj;uVIUVJg-uMVgYir_Z{Uo}0_fzV9+SN8M(3`N_4BM|6o@wi*8dRcDymYL&T~l33 zoP{|r9O;{kyHz0jg-aS(i@n#fAC0&`Pv@(;u{KUpdAH1+s(buFLY22Rp*b8-j(Ivm(xQu{?yNnb9dM)qNPT7ItIZ*UA?x8DsTcs{^x8w?6ip2E- zo~Is5r{qMR?Uq)#h=@idij_T49P5eDg5gcA0~Vk1Oov=2?o(JFSM;cD-IxFptvi<| zO7NywSp+E#{nz`yzHS7{U0G3RBK#5Q=H906={chzj{iecHBbQh>{a;(IzBMXZxMkh zZ(TPsg^o{+X|s(}(ASrqzq3_@o_HdR)f+)n0j{bwq@R`Kemyjlu@m)>`9R2CG6cpe zpCcj_?v)HVxRuX2%f>i-c)Nl|GaV+HqN>zBUXIYM4{0=ZyVcib^qQiT!|=~%&R=74 ze{2jRCc^(94ecMZWoLKI|3Jh!_3z1f{y&L0vynuHBLk=2#X5YTm4_eSGD}=fludJU z>`B(nc&}I*MVj$7#%t3(6g_>@sv>@gp6B+#e-~9veWPz7g}YGEd{>%Ql$qciFSQ-F zN+*NkjdORN2=0}H9%O`dm=|rjG2ZU%vH8T~oV;_Id6MZ(g?P?;Dv-2f_q{&;=a0fM zo+GU}e@SaAUxpXAW6^K)&r9wwm;}VL`X=QeIXJZ|?r@T)=%wf9OwIa9b}MA@FUAW9>zMp8)qm z%dlsxI%!Mc#`*@yD89Fxzup>a3nb0iKI@OT+IMaXpftuqIQFF07Y;W5!JD^%!3}hq za7|C$btTq1UX1?+^`tr<&;8G^syS3)FEzF+qJ8Q%-J~eYjbn-`Ux-s>3hX;IX6V<; zzoA)Pr@Lq6_{`3R0qJ_@dn<>|zq4oCEonx8(F$;-LNia(Ho2^vwX@OT|HIx}M@8N5 zd*7pgfPhFhNQp=(Dc$9Wgmg+Xz<_i!NOuYdNJ=T4LnGbY-5^NJpbkS`_wU;KK5HGl z?q~14p65JgopZ1A$H-YR-bSGIVt_UilXfl5W^ z0(FJ?JcnG%OI?^_mzZjqia86p@+Tb2)0VIEdWI%_HhO^_%u4V|gZ4z07>kg$iQ41< zjANjU>K|UlXz-UNk0YA(c2XOPgs+RstMrvEb0-zGjoiUw9^?fsfx0Am zd-YySf&8+3#Y>_wHp_G^*8RV|+y(*+WTL-X045+$;WkmvKIQ43G_8C+_3HZ+RYo?- zWw;6-IcpXmvuC?h)`9F?OG7u)vDk^c#b=R&_vMIK;0$$!i?KD<`EkVaCembICLHU8 zu|_lOpl_Pe>H~Kf9$i=OvL<#|r1=huy?7C}dntvz2K#NLNd9WlXdy;3@@{50@()rO z7B6PnKGAx6BCcGz^%qwbeI~pe%^^J0zOtO08G9Ky9ayB?WMQEIjcJ6h8~7nJ<*QP( z?{ULfJ#%8-GA*&>#TD&-K~T1-@_69Bl_zJ#EXemKz1dZKeP1}n55ixkK!u)eX8w)| znQb>wyqvx}&Y$MM)z!E!-{lJk`3*H9UvTkIgtaXSveBxt-Q<%3_NXC0)2Xa^ftxNo zoFs++PzqCa6lVf4fTmcb)ft&oS+!-+BAF ztz=W)gxJ>U{m*AJY37x~VTa@~jd1<@IG8+xq^62g1LEumRB6M?-?o62xF`@)3((s0 z7ew@yY!TkQk{WmAd32y*o07E1a%>){e8lDYEjVWR&ZBC6Q@kT+ZcR`$L%KhcFCIE+ z3u>*0Y(UJkqY7(^*GwQOIy&w`YWq_XnR)X|*R7T@^}Ul21wbd)I`$N#WoEs+Bqgy3 z)X;T+&?VZK2uY73mp?#>nkT;=3!Y(d{*<;&XWi#5if$W5d_96^?%tf#FLPnfVy?uU zidIGhhO1)PRG(VJYWipsgE`HFpDPq^^#QHM-?m@@ZiIxM{xm~h4Z4LcwAxBvCm-{F zGZGn-o0PvozLO=(A8;vDg*aq4D;TVQr5Wl3`DOoQ1r}!iZ+jH~1L4a4a`x5jiYy6c zG#@Gu&{pzb3;NmI%J;lshEtDwy)E<^u1(wK#GB<1thJ`Z zlnIOp8oIvyn|j-k^7j%4555q+J^Z@@;IDfbL3kDZr{rm+O59EO^KTr#3F?BrJ<5v& z{rULgUqs&Q9w~XMDl}Bq&I(vnWotEDvIgsj)FN6}dS_ve$-FueRU${KoaZsOK+|)A zZM4;`HGt3$RZjD?zFZAFRkK0aL7#B9c4G%HW8+47=J`vD~!$a~Y7|Ij|J3!>)d|0q5;y#f_+8 zus^%5UUu0kXP1@TBz z@d{TqAr+;j=B0RMiG2724o&am{a*{oy-|<{`7Ql6EWkxZF?^rB1ge9N+tEi}CIG7j z(bX-9>w9OF0x4L3v9p{yWsHlL8jG21Zt{>b-&3W3@-BR@4H2_UqB=HT3oM+Huw+?b;sVZ!o*nM6cgVt(iY4B zPoJDH%e>7ZaKF&Hqco{GV32p`>$W2O=fSQ(+!kM|kGGOsN0R# z{)070dc0QU@#N~BLUW+X^VRG1%R2?vsk!?pa|wzx9|v48_P?(fB%OXrcvlOpTbiw{ z2n0f__N++DmT?0W>rEe2yr@Z%i?yTsS%eSgy8e_mhp?jZlSa!Y z`G)6b%CihNr5d2I!&3|59n9^Wo| z^BOZvY_Gd)x3wdV7swC*#xupA$}qjaX&98L2;5e-nRB5nPt8!sRRGG}Y&6VuG;8F1 zjXymLqU#c13}nmmuv}r-@N8D2lz%Gafa_AUr&&7R(h`R_}{q zc*3tP_U16bqJDvXI`D~F->Xgr41a#KgAtzEv?GOHBVtl_q_E4wd+e?;fpFPRwuFU+ zZG)wr*mYtdIs8c66)6Tw*zcpW0X7Z~FwE>2gFisnB5{D0@?6&{Cz=uY8Bj#6Z#t?^ zwJy&Mzc%@)7+Ox8}C+trJVYUip9 zG7LO(5-{kF56=5W#5|-J%$LyCT{_OoON$58(US|$A2cfc975T!+Dxh?-g15}94q&x z2-~j2^+5&<5%Tp9(061BY<&;7mbcTw0`Hi>=aPW_$jgz}I1#(D?DOUt$oE#7L( zJ&*KpOgk3x3hlMvA)RRWUOlNwmB=nyX19LQGh%KuEilw7`l3Y$zIm}L{1Y$vX6kJ| zJRSl!czBvJx-?*ldunN(e6IfD+nZZI$F3N?C9ke**U-X%eAmNIi)hC#iZK_ul-%Oc zSr;0gxAbuTUG~6|cfN+1rDW6V-vh<%wkRd7#v<;FDhq%k>IjVNvuNzj-Pk?kozsnz zt)Y+ZcszqQR;6zUk-wgD;IvpiLP>Vf;b|gHg39<;+*wt$^0Q9V6KF+L{d_nKS6;lo zEdJiVLxLv38@~&h`s;!RJXsuLVC73v!*A}nG2AHsTVxgwcx7)32x4`N0(*LZ|1Z18 z?(flAnIEuo^h`U#rTEXYk>U55{(H>$ek;R`zkuTv?SbS~lH#wE@^3NY-*)1E!oUa_ zD#xz`ij2_dCpy!P_GQpIU8e85vlXwUcl8#aYm5y>!($J$IKi}^g937d^k>?LJe_~K zuHEw?Y~!eXp;DVAsC!ZN0hs!pCP_<$9ZrIAdF77=5c0wM}4- zlGc|CM-D8qoB$f5B{;7$+ZfSVXZlFq18@1*_D#K$ z{46^!NAo!FrB-a(>kJSRmj;%~QyRjD>5!z3OzBWFuC3GVJG`-yhfi-^Y-re{_)WX-rnMMc03 zatTN~H5)87Q*ApQeQ)<_=rbnF@gG^`N5s}_T!QgV1jS|5rn0*i3ra&UFWf>C3T55! z_gPAqM|_GQ_s^Y~`nB<*lA*ynUnE-px+3S;DwchD5aqe1`JUN5T=^!p<;+#}ZAh+_ z+PRl{YB(C;ItZ?Z7LD}z`+NC!PkDe-39vPN-L^7X-3jjl?z7it-L(Numz5r0*GnH8 zuEL4FWTw1DWfrJ6os#LB`FY{^vo;pA>87xlQL*hRX@+9li@6_kJY93+w(f=N3)1;x zUi{8W3bOJNKU!U%g6qf<7`TO)LEhHCuG^9^;8b4X2fO%vlAG#h3YUQU7b@d$61g}F z36g%e_lB^*_mjt^u&*v$B)KpUFUF)w39Bnm2{Z4o|L%UuwxJP&|77 z_|{LMU&j=O{&hP#!7#*lHrMd3#H-^rv6j!;*rsWY(o5m@${wVe$=-buvmIe9YLlz% zTV%7S<)I;Kaf$V(3ixlQr5MI9)Xk>B-#MHCB7=|e0`3A2$v^%@P{;Nfxo6Y{&)YiH zdtci)Zbqgme07QmcoajyQoRR=@(oIM8muu4mt>(Bh zLdqQqa~R$;?8ah<~~yUVcO_7BJqUDSC(jwb)FdN>-O-v3To9N!+m|5+KG^u zZS{hX_2$U4qYMu->+fY{v3=)?iK1CzpCuRYHuC0;<|SiK;rcN>n*sIBjG-s0?Nio~ z{O(Rvi5zFXebp=pM2W17aF8FQ+%6mUN*E%(`}sm9>WxPa{?p~1S9K^scBaWhu~ zZA1&d|^V!8!#14hI%ct}X_<0uK2YPnVmw+9qg1hCe_givNtk z@jt)+|8f3q?PgP5iRZ`yj?*jILcKl~f9jb9y4TUXl{N1IaSQ_qWlg}g*6XnmFiwwatG>;g$~y?`z59}zE$8FD_Ftd8lP+m3YtP`!V_dar&vdBGJyt$LM|6DJ{yUy zFJn4wCd}==4MY89Jmt|Po)tr4P{bdg=7+ijMFfe@ zcH121Zm2wcy3>=h3Q9biJ5zZTVXW6*(>)6)$`@y|OM7E=6N$;E^6I5L%D$7(2znaa)%l(xT01j-kQ+dcliR4rLCv0arMufqene-<93psAQHUr@K)-DmFqMms@Z>rSi? zk*c&@k+v%qzyLLvzoKk55UPbEx`&FD%xa$&WJE>WvScR$oxD~LrC@vPM_>(>{8Fq{ zkRpj+*2FT#x)8W@m~fq?w2@%ZxU`)g#Zuf%)s^V^Dkv_g)-k}JXo{-{oK55DeXzT` z*|`Z$nWoy&u57JrHhHYKlWubc)HQd?_g7uGYj;B{U@QD_mTf#~FGKOVxN(d#- zd}&X%%6vaZs*eHEYf4p#O-ydFbksQj2t{!e^Q#frSc2TdXcYF&qR88}~}wIr*D; z2v&_~Y)<3^k@{f9x>S0@B~6kY35B`dsrk8{*>;eau<6ITn7Fu>XQ`6{8AHVa-C+JB zYsY+poOj(55_k7;Txfc~TE%xGD;11*fIJB{BigcDzT768xJBYr(H2T8K7Ref0jhqr zw))Q6hKpG8*@JAhG=2U^7SP3peH&i0)F@2cWi&PxeMYK!?UU60{} zuQ+0;o4k5;UxYkK?EcD%9^ao|XwX=7+R>hR)6@9G-fsyV%nuSqd|5xe4|^j0jEI2tz)M z-UHXgPAjD%pT^4xp2rSV8_-o%ym}yk1%Ogq zfcDQXl#=L3$zMS!fM4{UKwZL=RAesTPcPc3cTG}yJbUe2y!lkK4qs3bFWWg`*y^A zHX|JRop6#{wfFJgRQE6R621K@|N5Jb1ST>oZHtiLK;q%lVcAb{?Mcl{hxH*A@>#-0 zAqh%~@LcBTK#@qKku1s=&Eu83VDrRtw|5lJkV8LTqyLX^Uz5E23r!+5JK3K#NBjP$t0#_-L9j%b=ssDzS?CB;>W2tIs zZNqKz+RGS%oaj}aHs8*T;!Es{pMY7LgnHAL6dq`=k=Pd)F%5xhY9p=dT`|BJat#Wu z6t_8RzN)daQ$LMaG5Qc}3A)JZMdbE&EUpcz>d2-FTf}8X_8b_&Xy-1=Yx+MxZWUL!)kxPY z?8ZsXDb2{^HPz(y4TcZ%eI6cn$1n-~xg>h42WWCNAwk504a-vE)Js<+o~3)S40uhp zsx0pE#3MJ;NWnQ>_n_Ts_@EZA^cGbG8FH_a@NN6wfs?+kOdUVl!BJ->j__7ExJ1{y zQbk0UF$sppd0X{;pjJK$##>_`#*Gj3FdfktRZ7qyXWzOMt=Wn^%&k~C5Qzl4zI+RF z^s-M;ALU-M>sO?IpSYoqNO+X`JY)LcQgGgH~N(AP18!{ z%8y{CpI$mxE$hFT+DGC@<83QEzq(W_AfQ3{p-n$}W%0%9{O+2?_g+i1kJClnL!}(;+B%!T1QHG%xZI z2zX%pt0a*BlX zd_aw>K#M*u4-?GHw7!2$YMLVKkoWy=qL$H1TnmEzRZ4WsdK}e(cVWzipD}^VnSv!n zWnTlo^mYoXX#?o%r1WEKnSOmi!yOe*&i0zPjtKsF{%$xDlWFdV0CR$MQ-w5D$lDE> zV9~%62r;#x*kuwz|6tBnWkX3I8}1ol4&H03Z_04)5%1}ALA@F7 zIL<#`u1WsFDH9Fy!;lBCj?$)ofW#`=5w`)^l^Av4O2rDhI{h<|hgWeUAVuS<4S*fV z8NLq!Su+rKJ9>rz5w8my<2bnjHT?nF(!2%#@AM(G*1spJzQRa-Ef73GV%lO1n+Bgs zD~vk{WZ0gF#Sf;EfNv|5QJS$rnCCxt$Ts(e>&f+qXfYuGb$W?yK;!mN%smiK((>kUI3a zU$R6HQMrz-LxR6Z(8nocXwNdmO5W#mhLlk&^DeWDkvctj z${bLwEcP_l9y?J^euy^+SsrvL@D;H?r{+1-la6Zjak;y|xz|OpNm?Dl{}b%u=nhX9 z47wB~mRss_Y2YJ1TCg?25MwT3z`JfYM!xvAzFP&QRmn3Rg|^pN)TS@lsW>tRCN9Vw zb_5N4FOB}%V}mi*!f>f{^%$945VMo{vnTQ(RZuX617?qCIkhEk@|(s6Nv4!t7eR3# z?sqafxsUpd!H$cn>no^SJJX_XYjy@B5__*=ckv+G@JoT}#b?k>3E%D3;Eq}%?n6dS zO$N*;6cp`+-^4jk;`zS*ty|Hm9>sVC>*?-fk}6n`<|qRa;o7V<2!)W{?KjeUJJp27 zUAK!eFwm`YBsSp6N^s0&jFM>;J>=4uF%OmZ@ld7^)ZUqyF3q^xVBw(vI@<>raSRb< zDJCR~jLm`I@H5UFtVs4<*Z6ncuQ;`98beS+;U5mqUkY-!ar=r?BkC$*xPKPsPV#VD z*MwR}sxuodQiXIY5NA0LIHJ6w2mA45*zrPex_yDxn~~e1B}RgMJz0#kh?YB>Ui|NU zg^Kf&R+bG+^wW&BZga8-4M%1v2MOV_7Z}=?9)GW`Ry1;^uQj@Qg1zY^ZV}V zDl$Kc8TOg5SnM0}kn<}&Ae7%Qp|$bnPeG&IvJOUj?7w@1?ms`PpIFILOlnDnr&CcT zV-N@6G6r77!mJ&`YHUMiRQfBeYKiWP@$%Zu5w>BoOSv;N?aPolQk1oYh z(q)h>3r*1Dq$(hcGhGS+*2tpas^Myi2*D3IWjBtY2j|dpH51!=5!9avlcjP9U*|PS z{xjAGQ07tok9ie9OqK)KtN)Z&k#ny)5~%C@=e&wy;Bx)Hdtky*Ykx8v;mEiM0bPLM zxTaqnGrOXd|8RHi<=ZDz@vr#ZzNOd&k|@u6L;xFUY{(jFvrBd+Po95NqLF0uXzFsA*+P5r>?_ zyz9^rS&qItXiG(vul_n3WPMo58+DGs?f7*geCj|WTRYVxkx?(}IH;$$#zFB1@f zN|2c>g%hc;Ur+V#JJOCOl<%rHVwie@QK4v)%^wYy+<7S8#Xd*o9v`acre%ZuGf?MO zi^w;UbzJ5T+1^;hV{w+2&a_Bx06b^UubV(gvQ#qYmKbvfd4 zgH^?%$P$+rf*;;14DJiA5D(kH?uwCog{Vzenq!)55&krPP+=(%^J(~uf?7N6UYbRo zDY1PF`RpP@JyAZ<&gKK=V=&0aI{b$BiW?DH=o>QA#q~I#u@IH~LW$_TF_9>XI8==Z9 z9BB1anzs6LZ+8wW8CsI)N))ZPSwX@;a)9tmUa2!s@mwef&9Bd1M5)O`$WBsGhUe{; z5wDp&Qp^VyT2jl_NYJn^S?ov*bnM9uv5)d`>H3u0qta4=M~u^lWtJ&651Q2Nm6f*B zHSjH|QWO=e6gZ^l#2Bb0$PJf`7dtk=f{9(De9@Ji1_j-TO2OqU5!#bmXAzCKq4M~8 zl=om-f8KHsou`X!ji^*Vx&1g4*sF->WsGYg#iL*^CuM6fXOUx~Ca692cX9A~TqnUx zTO)@aN{x|HM8GmH;|LJt?PlgUTl`--70p-!g7kd&JT z^{tZ?+&qUnB35|^H7mx;CWCYYm4vj3E6+y&$-9$}Td zs7$54nLPPqSeqY0n{WEc1v&zx!+#-K0mszu*`(jmO25ef{d>`$e~}fkVG?6fYaM!X z7hTaoPd;;`y?->zqV$$QvHEYI^klH2{$cgC0-wOf{>d>_tM8R}{gTL3c%k)?vcfd?X0kuBYw<_9CnoVw$0EM+bKsNz%YiBDJ zKrxNlofWc(>k^>jLCWsr@))R1OMLVjFye29{68jnfS?n)+5ZT)@i%wjKVckB*}t|r zR5&2vy{)2OvYtBP*`{;nx)GxMLgw45wNeDKHCj@7S8=r>?Rl3uoqCrtxY<h(7p! zM`pijO#ZBf58v zJBEnatH+xdq-{?P#ti#=IqteihW$DjT?Kr3*CIw%b*ui z0;0{0_`Jkb27RApa6rwm>R`H{NihRt3J<}Ws`BBOD)jy!HZ0OlwTKKAn^vuXXyf-(OfzHAOKN&-8Q<&!I?ieAmxEU5o=0y%|2*f(M?#b_|;;D(%GVKw8LJcuJMbyg>R&%#U@RdF#)_b z7}>DJr7!NphN_!%d|DHS81sIKKK+U8+z;9TsY=Orhs|mVn!(y$ORT;*Uk_TbgJ2NV zJLnQ)#9VL%C(jS4M-S82g$1K<-5`6%Sjzl@SoDwcHD?YcQ>_KPaiM!_HL$LSa32%2 z^pzZQBC|t>8x8Bj+X;Q!DHI(o$x3-zQ4;#$9~VCksWcHHNWM6F3oxMN#9pL=MhB4x z+D=DyAq~n@GHal6^X9B4UmS=Azv8@#1RdpE=eJQUdzNS+-em2&(J>v{38xNf#L5`}7oi8OZOn=zAnb$C%3&0|>TSUpG96v+DnL0K+QL;jpw-na8ZkN2Fp z$wIonM1vpLNg{H6F`9t7wP3z(x&EH>wn|YU+@SEjB}vz6ze2~SuWb7*oj0Ncr34&c zwlK^N7gJ1ctIx>g1C4n@BYq|hPo~@8 ziy;nv52B~K_+|GU*EoF)XuMO82-l%P#;|+WNji;9iFVCK;$??t@}G?6jhFW4v{B_o z(w^MMi9)SA5;Rg_y z;WX~YHW-r(sCNkN+`e}t0b1}poJEYPOazt-eM6OKg%=hUjvym-1YJ^dP*z7?1 zbcsPuXE=ocM~t=LK%2TPbN$+T@eEv7UtOEd5%biT!%mhx@PYi?N=#A0JKC#}<`a-2 zoRG*4WPU>gHMzOjU%SeXqJxqFJ*b_EK!w7x(`s&L?L6*U9kOP4W$J@@?8o62pG)Nf<9kTK#=Ip@J#Kq3;o>3dVq3US zO_v?16J+saZksY=Rb%W-rU09kUE_oLKR}AC#}xh~6B`+qo}OKDvn|YipCA_nCkb8< z4qY)QX_H^RBkAWeQv>JkrzteLF3k^IQW@^v(621?nY$pS)KXZ4=uPdKUvW(u?c?jAC1m!hF~}Xvt1|0(7I(*g+Mfi;$yf*FzEt*#33lg-tCfavT^A-e z(Yl|6FEH1Tr>H;J~4+HT6I{ljzVl0fy@s<310q;?r%7xhh(x8sd>_06I*&z}4{X+Ep+2zNM>`1Lu#Odmc}6^P zRXl%pXE)#}({;W-P0N%#8!Gy43S0;^Ib=0NcN9}Alq4|HI5t9LfZKVzxOdk*BvH^F z=mA}Xb*kHvr@P1H+BKD?>X$CQK80!t;ptVBl|KwtI=zmOh=PvRsgG%< zv4`yUmmNac;WB+EImE$cB1+}0nscVc^6Lcb5;SN@6@*ThFMDYe9j~A!gk^GOCs7At zncS_T-b=4%lo`nMz)Dn00dxrajlgj0FE~KhZ)e%BO)vkh$K_w-6MQd1g8|WFXC=yJ+obBANd$a$zmnB||J-@j@Q&d~idV#tn>gUR6wvYE5p;sP+uWtGF z?D~+XaQZSi6Wd7c3cXR=tAy|L!UEAZ1XC=Lo-By4Fn!T9a>ztra*CXln+Jn=7jI3? zZD(mS?<6S(E(k-tQFkIbLcruMuIYHTag$GmxB?-!xTtbN>>|d4_+!3hF#mI+TbP0y zy|;GeP`kY7^i_{Z=4!;j{u~9x6BQbo-6kOI7o5w@3{*<2Fe&=oVJ7l%M!W0CTiubY z&+ZyvUR7obtrY~Mk9jEDR0fquMF#x`F28hW-e17R5XaJ1#ntVjNMH!QlBha|lJ`8O z7;<`G**A}@3!c0!Ld5(B$a5QmXML?llqXt(z>$1mUZs%Ijpmxy2dJpf`*FUC&Frmk zsavRkp6Gouh{M#X-KfIbc_~+GKtLlmS<3Y;v2t;l|7oCi{3jc1$>-z0Yv_ZP@~ZxU zhJFq~69>sZk>UR@@)27Sg0KMquy`Fs-FK5PWL$r&T6V*>PCR>CH0V3D=ZhMrQf>UeP1R(?>_lC8%f4s#p4lDGr^t z1EABy*wP8v>L#k+B&epZq}_Rb#^Kw*h3+QwvOx8>=_(sjo}SLfH8OIx#q{q6NSGnc zjv~roX3Mr&T!^wn8b4kmNKa@PWlu;-)JI#m54o!>SI5mv_fvM7K+`n$nrus?buXQJ zmv+NsEeBXTWl8X5qfqG_oT55kL6Y?yp8;f6C>1WaM|^AN;krx80D`Zx`XI%7=t>*_ zwoYw&a%Ep?eC1STmf6GMtal)Ar0->RhIYo|S?30AbPJYS)FIqM@ano&$m6t|G#ps5 zj5XxrueaD4Gd^Jk+F*RiKn)u`TQRXSrjI(bq7%7Tq~X|U&gB2rY*TKLZvEEM=z#mR zQGs~~UFFn~P3FZI7LaQ_SY<)<1&bMclr99=UOsd^Gj$8;qk{$(Gu&hr33;08C_iom zzfCG z&4BKd>NHt^$QcXU>OA5fr<@M+vJa3sPoZFl=^X?r|^Se22LMHe}Jn*O!tgjUGuNQ9|N?b2P`=YSj68cZKUH8y>VKVX{ zui3auBlP1FC6W3XQ^EI@yaj_|X%-x?GToON!o=+Ja*HgJrg_SDMRv%79$n~kCZPjQ zxP?R1DmQf+GJ!Epu_nk5B=URz`IO|74VZ9RE^!{BME()2FO zA@|woOgIbA1>qnrC|)%3$B+UtGp5!(rAaU`K`vJvR#$!xbS8+I-93&C0nAf-KmqYK zfA$si7@&qg>Q@7Z>fr#QdUle3fF7v*&4B%%cl^iBM>e{-$2%-gOnj@IWM93DYbLA8 zjEI{ooo~+oQY9!;Ep&G~nrKuac~d{`$j_;038H^A7HkQhb+gB zq(PYwi$N#M?`NhJVTs5Nqk~SEhYNg5pk{F-{=E0{T&9mX2P2@gE0_P)ra!}VF?Wk9 z&q8e+mWfx1czIUu?mm>{Qs(sZc=TE42=Pm%SC*XBN{El2$>`PNt9e-3>*e%!P)UWJ z;4b-{ncQ(lrc|}2r*icdna5#J=je%Uq}MosGwUr@XFA&c;#|yZl?90YY#OF^lShcJ zs2xE=v^*_E1+@axviV|35vW;6aM^XB@0H#fB0_m@0O-HOkqi;r*LaqtTI+ilAEG-A zM>#yt%L~B{xeNOG2%{5#q3kZHPyV3VMjXy1eS^)T)M&gm-tJ8QWStxet@C2>v2(kb ziO!E>-h*Ink=`ET?43zlAw;de(UP| z$tyNbN`D>x&{WZz*t?*HPb9kaGnICUlMR3crWx)Db>@M%e5yucTW1NuhZ7e^%0@=UER%Ll^GhL|ldBg`R9&PPBvx*J`Y0~xlQ<*f&5U>972>$>k2U7sc_p(ij=WiN9Z6ZKzcWRrs%S3QWcNMX;vXs`-Sl(~Gvz+$7f9H%^e^D(O-KDk(GL>?CV(DfONL?r>|)V>gwwj ziQ=zMt)J?HT8ll^)i1T97(M1D)=r4L+1E|Hr|0>#-L@iz1Rc86EhIv4C?Y4KHC?^0 zrWXX|nh8LfomV_wS{`L?ycwzVOHd8w46(3q{|;01|9|EyPGBv0~3)_59MWae#!99tkA1d#M)5_ zl0$EX>qkc1orOME2ao|2ZelZ?$GcxlK4M1FTTy@A?~xFHomm6tWbTPVm817J#BYCB zpXGm5W;j%|FC^ktuo9hMm@TB*(%A5wB~(|HZ~e&vhG%pvTH@#w56qyAfr!>Db{v z;)o84UdGP7tjVWYy)UsoRhQU-SGXRS?B zKham>_u%C>+fCPno6AP4tkLWYCwUJ0UShIsCw~eujny+@WX_O|T=6)T?j8Fg17@0{Q zylW1X#=6FsjdZH=ETx@TDXoN=G9}B`N)MumI&ug_(6~rN4fF`&cx_W)H__EjTzeOG zIOK)rwL5v6>H9P6$b_Jwk& zRkNK6jcn5;R+HSM)#mBx%_gZkCd))MmKmn`Ty6WJqj7suPrVL#x*^4){N?=qeJc(4 z_vN~6ay4ACd5-gOnW?mtJF&vJHd^=^LqAB+&KKbRItqkiDD?qOekl9M1aJN;QV5aB zrO+E4oAF9)e0Al^kL2yuZWR|~V#2_T0$HiS1JJoaw`8qjtOWH4*2qk78{b5QLjgQ= z6BEx3D>kTlPQ5u@)N?S6hn3LDzT~t&`t~D?RO1_!LVB>wSv3 zSw-wqQI+Coc&x?~Z9BoY#8TaU1q+1BOl?Is1GDX4H4%F^ciR5|aTNdd6l3=Y4^=wz zGn>HfVr4YsUK&@1Zp>4M=nbnVjm$!W2%RBfFL!-8l!u4yN9X>jP8`osF(5fyF7asI z(_2O8g^`fvO!)>9ykzU7-~LX2^}BH#I1xv0%R0y^+a}_&@oKI1;khio6|4pJ+kap3 zx96bqlTMR5-UE7pIbZP#)`+Q6{%;u>cuVr{@S3C8nS%3jympzk2X^J~AIbSVr<$0R z?M4fss*y#}RyRXFTqKH(2E|8tjm_Y++-dzC&i7n-3$2r(^_KuuezKakC*=vx2h<-R zBbdcElOK;gT>u#j6QKBa`uFFzPG{>bUwxyeK^trs`KsjGicH^7W@yb8q>F~`8o z+>`o22ER@!gN*}HpjQO28yz+5;fs?ahYQE1eK<-uR(h2CikYTiwa9V+Hk;;EM@@Jt};7KS46@E7s6^tfQl z*Zv9)eHd8_71=*k7a6wPLJFfQz#AE_NH0KhmXk-&V<3CeGFjLRuhIhwPsZ?PC#jy~ zS68a#rt1T9&SHXVt-mBIM#jVCN+;eTKsNfZSU$%<1#8hz(Z_x<4)uJX zc$HsG5d`;WPt!7!>-yrys>BOSlH+D{8_U!c)xE$Jp;rg@A*n)wsN>-pS(mh;7;DzH zF)^Zkk~8j)obnxsZ1R`jqbw0XVnx#T8KH$!Y289Ho}%R@Ry zW2S{C_nW@oJAJJty>pMJss-|*G6@-XS`zkJ;^k^s*L5>{%`FuaI;LQ@YvCS&Jpv2_ zi;%!A&51+CM9Z|%3i=9|qa}xKhDT!{+f;W?A+gFMGg33Y)>nrozy9gHIzqw&>iR0n zO*);98>*HW*KzsepFK-p7kk{5%TER`c^Jg5@&T`d4=ss`Kv$G^e1rsbrR=Fso7IMH z@GvzRWOA*Zsn$?Xho$1HRklVR8w|OI%ZN2R-#e+*b8oNR>u!bhi137vNKu1Vhc-UC zajJ>M;jOINKz)e5SFak@&&}Bcf636elkm`5kDQ^#|JN_*S5E;b*K3pn8fE&UHpVV7 z=K)>#;E#Wq+h1S*v%>FD&TZg9_^(RN|0ntr{}A}2c?*GeGY+f8>Za$NB2kVoQGj~? zbjYjCTD@3ZoISv?hvr23Kul90#2XfCOtig(g9ZsFYZ(5|(Ak^W(O2dhD~?@z%GKk( zX`I~k%2b&a&8_t|ACz2n73!-R2fMpQI-)^92bh#!HehpI12$KH2JBRe;TJU3-;Az* zGRi;Aw*M)}w;mkYKbYU_F*Vn5qElF&?+!H7?z~d*TFu^|-M{V$%Px zt@-cPEx) z`y|R4QA0zQ;p+4ElN9>N!inPikUTwOL0votOX3Sm6Di}r$|g*DEdNv?f$V0ffuq(&7bEmh z{`ExEugsPl!m#}7$`+6O9*K*~qD-2qp28AdD1T&}YN%2ewYh}(RCn!b%GW+8-C8d-k|`E0 z^lsU&XqCU0G5kWx`3=7EKkxYeW5zysF6kogyxoYSw_PQ-R(VNa_C;!%yLuTWv=6;nvww@I|sbdN-Uz=CVDflpZa{t5r5@}om-J;8IAE`i$6 z7wnv+q>n6zuBHE9aeky2c+iSl@LpAlQWfkFpw-$ktG8D)BTht`9}b6C;?)^=u|^#t zJ8Wv8%G>v*9!CV;;y{2eU-`b8`)MSkR5^a+O5_6FSh{R1hZbfZ1|FYC8+>IUV3NQW z$sEx3G{Yk+>5pL>HNEusou?C5h5mLEc%gc8w+LA07oczr?`^W*HXe=vqPGA3`5nVI=K?{i-lk)9i=n&*ctN(b6;WuJ7)g;}Zm^VC`= z=>!_ecA@#b^~WYDxA)n!3`trZ;7(OVHiyqbVSMU{tqR4n?4eoo~K zEB+~MW2O^SsOt-RVlU9h_daL-tmj%+8R7NU+!s;D);OXbAUJd@MviYKfq!8bNJz54 z^L?GTPlblC19JNn=!`UkBNiqX3g&yJ8)-;qwHbr8GOY!Y4$oMJrFDaRfBa$PVf+1R@;g!eAC*1-CP4il4qrVQEVrdd zA(7PBS^}&xhm4#534nA!`p%QZDWPYLz%s!Sr_?8uKyAY^+UcFa& zrfh#Js>($oy-jne5jAd|bAg%fsVs!8h^eGr5tQ+$i{ar-lZ)f{1%g`!{DBMq6Il)l zezplD=CH5*i@se@H;p3wD#~}71vbpJ8U;{|H4}0Q)9O$p_Zl?LXCipQ)G@Hj$Vl^( zz%2lFaJ>zS3|RiTju_KL0wg^DK;7Y_8-2oMuwuat-9!$L_F3fq0Y`nGBV`uBYbv(Z zKmYU}v~=L?Jl0s*OT=t+>(M&4Q6RJ=_HL-4Z)w7z?vzxj0bqmojqx%A&R++z4_>_8 zjo*z>$Swany!wBP0Q@ap{o57S*e(Ea_cwU;zh(sf)xxE|{Wq-Rk0}B3knVZw6@@q) z>F$|8`8>o#Dm@Q+9l@xz-~ z50FzLj6!DmpQh?GInaYYSiPjJ^V^k+psGdWaY<8yOSmpxRz>|VK5Z44gogShJ&@^kRdEkBWsnUe9PBVrm3 zMUrqjqclaE&L-&o=isq6YUJY0ZAOK-QXR>hY+s4zWt*Az=*Bi5)H#jLcDfL}oD)oN zwy8zLn%}FX{u;Pw2c%nnCy8qT@6bY}coNOl+>i6AY@o~o7IXAbFD`_7Cs0++k^+7K z4QTLYaD!P4@ zufQ>q0jpbUuIs~@c^u=GFKwJaw(X07RTTs{P-yWbPEr)UI%XJ+Te0j3f}S#UKQT9P zGN~QoL1yxq&Ks!6Prb+Yf9|<(Z?GW-JM{~_Ac#hd9ufVEGvuKy&UjV6ICc#=vC+!- zq@g9uo7h~`4crpIw8y1K1=W(%hjs+mwg$vl9e}*`vZV>-q|bzMF_%}&$(2%&FcDpJ z_5Qe}*(^qKXwYL86(e~8&g9GS_=d^UYV?Pky-Q%MF|I!+17@atjR^qaJ@nSQ1H^8~ zfp+@uZ;=ukxk&e7BE};8#G`|kb_!0-jhSs3>Nxd+8^}Qmpbe%_y<7VJW*wr$k|nb| zGlWL_zCGlL7Q&5){gK3_#xZQOa^a@?mb4E($*%F

1&RKX8flV90fW3OA~1nPWE zMa@1MIx_zI7bG}f;o@^HYei)_qOYJa^5E!R&aoP61T)a#zD`3?r&H8Zq{MVT(Fd*8 zB$N(;ii707oP^ZkdpK(^^t?~Z(vW*lbHj3Vx3fCa}qNCDRB=} zwL3*=MLYlHyW)*YTdC?{QSA^n`9_IKaR1=I_$fAo>^hPdKY5>aySP&%o3N%DazCAW zE#~Wi1uyQ-E%FYFK!@{pu0IB_n!?3y_Jw->o=+XGzAZ=V2_@FnKnII>(W)f-U!Dlo zUOuFyBfIf4>q|O9TH{o-j1~rGnwNtbg9B6y5>Qh35 zxcZ5beKI^DcO$04vw>W+B=GrpzSV@w({Zm&Ta?4@6S$T{J440gMah<*(ZU^mxLzmS zhK6{-;ZX@Dh^=MoA9(ynf5@9YTsgEhIj%ZY)hKepT#XTK33B|PyrN9{V<-)?Slz_< z@yq?lJALR>DP6^Z$Ejbsz(Q-aaN3I!U!3Ra&_#_@Zn2qULUa0aKurT4qbN*{WPy~w zud}lfwtCz7#KPE!qfp==-C^nU?+r|$3O>g-aXKrx3BerO7~_N;Fk(#YZ91)T#eF`K z&*l=cl+D#Q`mU()4vxczJ*lsAByF4i761HQDf3TH?LVTQf9s?8&qV6q$)WytBJ~dk z4v_x;sibKq>3k&8I69P48k^$i<7aC%qQ~S=Ts`NO; zxGVFmo%{nyJChx8j#I*XSJ>3c%a@1`BIpfzJoNPb4+}~^<0`wDc)rqg@;$B)+9#g? z?A`W(7wv#J7WIPWxW=W!{JPj#r!0q8a)k@5_p~}h;zOKC10IjNcn8To8g=PLN4frB zkT{o@*6_T!5PmeO@uuMFUH0@xV!SzqMmOUNbh{Q^fujF+);n-9`s2mYC;Ftoh!ep+ zKsA!32xoi3JVqU88$%mw=qMlcfy0t0IqZme_{@ zE4qrE4;`OJk4NSazMjM)KcEg_6_tUb0qZJR##qYkTBTcR9X3)O7I)dOKxy@NDzN|P z*G66_&IYRD=n~JaO{XVAoK2r^nwm8x<}uSrZD_|Z7|oei=HiW7UCbolJxX%DkelIR z`vSNs{EM+4LDZc&q6goxsz#F%eqLF3uvP&ThQr(XX!IoMSU<|MU5MSEk%1GPB$sM) zja9Fy?T-^QcRyk4=g1ki3`*l%>@P7zsDj3RNOYSM^o<0J$)L7zyeL&bCkV1pt(8BX zPuCbIssrMce3@-l-cRk1Rnx zhBFP31@uy>w{5M*Z)pK@=+gsweDC#M7oST1{)O;|0`318X#DN9{F^-EzlrSstGqbR z3FbI6I}R&2PU>h3di}Zfv*}07`mVD{cg{PJl?E-7Avei>b;@h@b$+h5H6b7{tEa)S zDA0-O>{{RMW}HL8X-&7cFfORZ_~4+o;hkMlO%-!dm@51LL3<)cwdld*>+FlqxLdKo zw0_bLYe(fQSGI-74JL4S0bQLgQb%`B_!qf1>kY4tq^E-C%)ti}h@sKWvGc z4wXEBx#VX(s!!N;C2$jsz3JGIs!U_3h4k>@lDb_GN}l?oDl!B?n-;VLIV1E#Me4+n zTK3d(V>r#XQq6$2wj(_5$f1wB;34Nz8$+$1l%L?uNvp;?bvR?dLc}QNyqZhmhzWUJ zfpXc~6&AAMnQ4~7JW3YlZfGN!CVicRC3bnns`(}MoE`WK{UaQ|l+m^-O0vun{S6a8 zjbCv2>_3Gm>>B-v8j}#`S$mU!(@tQj^r$R+aE&umfpe^tA$V%+80Z!@D=VZgLxjth zfHZOMdiPVe018EWu++z?OB2{cF}84j(}{vEN^@1HH7?*^ZzTf^N*{2M@GC9nSrBIKejL2%)MFJ zIVXe}uv2OU70C^*lTw}=oUz`%2{a3Tb0Yj9ANY?f<$ltakP+zK z897iGt|EX69bmD@yS42r0P*p}&wph$|7RS8hyho3p*fNivSTu(_&w2d`$G6wwg>$S zM6uY_N|$boCNKPEbO|w&bH_G95&|`Zgp+4PysY(?pHe5Oe^%b=j>}c8jRV4#g<2xS zw<3`~m#SRNJp{kXm1!%pz6&RRezI{vIYNAn(v?2d(LXi2T{sB;1)4=)IH_`pmB;5g z%~591U*#ew0qr|nIm}hrPsfrj9b4_Mzj(UJTUmt&h*@c1j2m!-m0>m+2_xR3^+YmR z>D}0ylG};)^6p;enTiikfVUwCJp51thG-l~%@%q$Q*Gnz6%)1R(otmn4*p~^x{ z?a@M=TJ%>5c*jP51Of6rfzqCF$LHDSYYzJ29hHmP@A??EGX%Vp=9!~cCm|-!lqHe! zA|0jzE|Wj9W_eB}j^5NySLG|(qeRQcmMf$Bm~`mvz7fz!6AHW~ zf@R1%KGd6*6d(;T-2X1Rb;GNvDNHcNVI&y;tnc=-)Oq1kwUh-utw&(c+yeUy=#~&U6;P0c?pG*VWjR1rcb?q@ylx%IM4c7 z)o0Fl4;)H78y*uhlnE;KC`h0QqmLI=zry_hq(B4gbDk{>tbg3GT)V2mY)U__B9s$cA=YVEw7)-#d{PWO|Thk(|4$WR4>tj~RkdalEcFv9^s`>)=ioQB zF<@`mERU?M8IyCY2J?k zmo(&M)35IE%1JK=Wb6VQbs-fFn2^w(&zSCKxQdVtdAP6a`lalhoj!>WIIwn6)z-bobW zqD=uYBRaGpO>9DIOzrW%Me-b?umWI^&MylU3)_k-0 z!Bk^poj*)WkZe?^YLTmSUS~~3JL{bi+-*Luckma8w{Im>o-B5GX@5FWxYE@Hi)2xE zj^laM5G(I-om3kHqYisyOdY~Wk)gQ7}}YRO0k@=+g>D6oKinm zSuPCB!g*Y~!<7lbI#jZDc3Ln@x(Fe4#q}pDclJ1R;sT<*n|^Y_`5uYMh|MMU_bU@H zQ+OIHF8?VK_|JgpZ(f8yvE~1jF#Y`+l7I1=Mc{u2O#d*B{Phj`he_bSVy}Nd&Hw)` z3>Ysr8!zt$e&8H7A_yl_<30i;Hbu~^Asygi%TCV7U=Lht zl@96?=seBB(tU2^H&GDrgepLf<4zThe}N#t2#ZLp!i|P;7v!d7g~En<=E~IMn#t3# z_jO|OGtu)sDQ0%+Vc>)Hd;Fh1suP8oOXG7#C4cdW*2>W?20Adx-A73~0;fq4Czdfnax5jsg%y(9Ka3D#8#tjk-@3?o zMDG>z7&f2Y9-0kj>%3lI;O6&_(mV2$X14utd@ACF`lxrd-AX?OBcKDbfXb`TpfWMC z^YVFddf|7%5K<>z#?Q>ee%e96WDzmyQNq*9ZCJ$*$Hi(<-Nr?ys)+PXJ^%GZ^-Zo# z<4l&dv~L2UUAubz-6~wSLB()gz>cX-ul_GZR%NXW!*DUTLY%t{z{Q z-+JA&{-;m1NAM*;jY`*OMLu!=GkLhZZ{mW9#)Cj zq+lWZu62fQ5{#&_YJxOJgAc^kt*7UpcDMIQ_G8Mo?B12x8*BdljS#~k|uCaBMW4mA+-Im~&zzp2pV z+HK6w0k@4gJ(#ng6z;mYe)Dkbb>>5J?xW~nN=HlrJk3)$(M^){{)W8k=c~Y_8&aG(IDp%Jkq+@Zjuayv7K%5ny z%z;ksKfb3S#OIx2!m<#vv^SI96U>S`uS)zOLff)7mBW?wD1qPzYOGtI4oQW|$6r7e zB#EDR)c*phv&JPA7#=RWgb(HCDn0#Bo@DnJtJz>uw@%-1zI30Z+cVx1GPS^QtmfHgMr0U|Ee?axc9kgCu7zo ztxV!;d)pA7bban-cj%Uw9%-Hb7-!f0TBvs3;{np<&>QRW(p_ytNW0fU!V-`D+}sfB zTC1@$n2q~BiJO#mj~odEi#^}*g(YjQhsr;QJ+P!WZdyV|1WJ0Zk^-iTC{4uSJ+x@K z^cAlwUeR$kn)*1&v^nc8VH)QZM%pv$=DG`&3oKe*6)k*)ja|P_En>2EgRGZjV(Bvx z^e?F7--r(WV-o0$%K|{7ynCE}aiteX5dU?nI~}F??dD&@L%3fcoWy^!DgPS|^Uqkx z|0n+$(SU;Zaez`3P#_gW-LFg31XMD$G9C1`Pwn{#C>jV@BU|AUBONT%=5D0UQmri2 z6Wy6xmx;@uemYRmS8nQFH;xa$f~7kAm6}%wLIXvuPlW@apW&oLDx(r*Isw^?yVoTJ z0*+qnFs9=zqKcpvYRs-l+=JxBBi^oh{YC1Aqo`@Og1ulyzghEXp5|$UtU=LGiTa4O zTfp1ReRFdsB_hv;Ta6Q7bn1p9Wi7Onw?}mD*tZMdyTq}d>P1yHbNe%7F3f8ezK6rN z=v_J0$VwqO0@2Y|ZVA)v*^rfZ?Y(ey4L1cc@A0)A9<;JzPv8V%I?SQuDXVIN{m&jN zgP-UV^i59L~H zik%eel6v_hV8WzKT}N=4mTI0~ApO&)o<4Y?HOG5-SvNSUQ%!b>6ui2@tF8i@#eg5- zCuymL`Rq4%92h0_EnUW`Q+(t@FTrP(8aYn&^nr$m`OEMan}_TMrb7Yy*S$?7?jJv{ zstm?(Mi`F1$(DS)JF!Gjaajftn*8{IX3w)rhrWplL}!-3UbzTBA~@BRRc*>ruNiZ3 zTWPCzZXy^bdq+uaGx{@SUc;BlEb!YB7X_rbj*X${V!-ky?E8GshF{*4@G=55>h`on zA7fiO6+3bkIxFm*S@ef*rQ@F;Re6Qzasw_)ekdFx^a1~Cz&iYl?O zZMW6s_6Q`=nr{U&Hkga(z?qmF@)*M$o8usek}tAv`*&={*M~PV=;vj3G!F027Xsp` zkeHDD(5*J|9mK3ai=x34Lf&m)LS)Tb%wg}n4w$54=B#N(;$Of`*X@BMcs zw-*+-n%l+^Or)0&4z=qur|>gE?9?5CR1yzZrIeO^^Fd!QU;0z|O?Fy|2Lvh9h$0qr z%1Q*^sp*J~&8uG2(tvCW^;VSO7Av6&YU7G_dof0odR|$a6F=lF>{{w0e|E%mPQ%4# z1`45dnowBnV6L4n+rb|3?f%e)MT!vns)WXu3w&++$gdy2EMS~P9iKBlk4g?T?{MdS zrPhVx56aS?5CM}!kiQbjC%nf#J$({##wUOOHh|jt=I#7ibN~h;DTE1I3~OE1EbS3N zaHu7dCO&(VtSo9avM)9Uebn%x)4kW<&TYBDL8!HV>cYldASs0E%t#QBcjH-#}=u!RGOO2t(MhZ?o<)@OuNgW)~~Gx=oea{ z^kigKFgVkJC!_h80G%# zBFNZ3pgk_(5Gd`)25Gm)*eTJg*!L5s&&;Ds^`hAb!m=!C6_oign(VxhwLf zyF#p(k&g~Glecm;9jrCG4lsLRIWuZwS<&E^l5LqJan)2^S6Ggc6z$~|E)KPGdb;-n zcP++0q4$4uccnk<6i}A%(IL&xT1UTTxJBFQmfU}@>Grcr-??8olfI=WAa*IC;tdl; zv4fbdF5GUpdS|74dPo4rg||=R!H|k=n$imkVP=(cmPJxmbR5!lgl^^wZC@7=8Xf!6 zk3*C)^GT$fX`g4<-$B37&Gn)^?0Ndx{oik`Fki91K+}Rsmu*A=x3Jmkz1Z+O!8iIUwsM%DmSm(4@5S;VnT*gV2+TTD zoL?^V1Exq)BqvN=kLJ?WgmKD!AhuGmXJ1|aqVrjw3rUI~W@_3nKS}IIE`ce-4O2lMN z3<`kV+z@rhy}nClAeCts=7muevn)hbAP%51!Yip@hrz0_>;hN$2oF=KmQzLNX=$m< zKt`$oJJ^(M`Id^7PSc&ThS`9>-z z_-m-VSSJeSy)yZsifOzm`0`dJb1)dGMF_~iuns|D8i z)81Ok8RgHM(I%b74Y3#A1+{ja=FpaxfSq5jbXHpF%(P*6ji68b7_wZz{Wg;_sFzqU;q6m;)|dK3 zvBw&C^GU>H%$Y$Y>O};nxWp3{1`N{)IQ8hzqhw6oNK3Sn zF<(J~w2ol?c=hqO8w~7M+7U@JA-$-*g4wNBfy5PAksU?!B6vD3paimQ zE$;dP&%=6TFNan}(NGrN_&9b!a2$E<%)k*SCM?yh!!oT_bt0|hX#H$_IO!f?2nMdx zE9m>3^(kc4#4T0kyWQ*tsCKV(>|r5a^n%F{EI>IA->&-@uZoXcgE4}q%^e+D}){xi{#^kS_-gJfhHVQbU%=GxCz<2=o&(3)qBFB@&9 zq|y7@%%4(+7nDEQ!cxwc9;*eob^HQFJ)eHjthKUTwuqQ@;Pc0m6FW{*mABcAt4hvy zy(<{Q$zuo0s8G{74o?ir;*E8jatU^^taw>B(q3kxsUy#FJRWF#la3KZ6em8`;#er4 z06$ik`B1gE*==KDL7JGs!ED%KBO$2>vpueFw@-oIwXgC-&0hl-&G} zI6BZZ``v;Q8nULgzi}S!67pT;FYE@5{w3gt=-<^U9KKl1ZC8x?1!8X2vt7}B*gbV( zjoE}1TG8)pphbJ^|mIaT!kZGkR@whq{EVCGlv?d7Fq1=S%M*6OYJLH0SkG+ z-w`x4qjUV_`T%)|nnZ+$%3EgL6@aUiv~=`hOg-yi`a|b{zVhAt@%LgaP0F?(7BU#j zdMs$oh1a?L&@aTW-{?OO4R4<^1>S*tZW*2>J*UyGzbVa(2jGT)%X&HIZ0rFx8Ls%@#7715%_DEH-f1_30U68S%JOFQ#tJ=mTEB}{t+ed3Vi2nVE^dh~R6)dU;Bhbw{%HHMvAj?x!F|DXKe=0O zn(#VmZcNu#eiYn;%eR@k$&nI@DH3H6Y1<*cab|ODxf=AuFXUqmSM3DyYUo@=^L<|l z?V7rqb0Dh{3D-wd9bk1X=MsesCAQp?#hsA-G6O_&-PoD6TajuI!BnbBvdIw1GcyxM zTEjQiA#lDKgr6-n4>JSU!s8l#@hH93wS`nQI^M)Y(Q2Q>ZN}b zkVv%tRjgN}Ul3>jN@oLLI7$R4)&>4bS5pGT`eXEe-(iU2&+KtzVbUFYEUIM1_TW?? z9P>ymM{KZXSRZt$R!g4nxn5Tl$+1AM1&;zpT-ODQk#i6gg{yF$BiBXGq#~j{Az%P(hPYnQB@tFR6!F$}dWO>!E+)uF!{Sac&@{;l8gD3tRuZ4Nw z1PP|MyR^qNY95D2`6f`*Rhxp2gDqzcz92&Ep6dFR~Te z$Am<^ZW|i@wr(BaXXwT30Bze{Nk6hX@MUtQrD|Npgqi>U8d@{nF^az z`R-rl#e1X(CJFRmFIdk@T8aI_KP@I$1xYE+S6__P)}s`l5XfS4u?IzUC*gMRF!NN#_>mAqf)Oa@E}OqPEf?B94nXT`6O?v z31Pv=c=JAj_t(|tEIc${^0|ZJ%MiO|*EH109*4;)P#u5WpY2K8q%~D2Wa zT49gQRJ~#rULZrLVOv-4rT%0%MV6PtB$OQfo&05rpIgr}zeDZggylDqkKh*vZu};z zX!!1V)lAaNlrni5ljWz;NR4dmunnv~+(N2zDW^;^w#xhbVb8_YIvu{;j5yy2QZNpey)qX&ej6SL&Y@dsHk+~Xp4 z)!7xRF*efIcp_qM@9`D}b};nE14$z%@(6NYU)LjFN>y9xdEEf86G~-RHlre;e~#`T zQ~tAfgpt^r{SI<=kY8?SFfHUvW)fEQT_jq8QPf0e%_vUr^Lc*Xgk5baR#^B^d0Kj6 zH|)kmfq@Ur1k#loz6Q{J+nTa zB3=cC97~Kf8~D|JbmM~+q%4aFy7&6JvCMhMMVH6W&3sL?Pl?uCO=0MdG*nV}Fd1S$ za>dDlqi%A#=Q$N*hJ|mnI_;7FvPdDc+n(OW|Gr=Xl*PAVh2`|vx{}BRYv*-6N$eaT9EZjA>DMXU z>hd|~`(v#mXjY`Xe5n{5{6g>n0Q*0L4DF2L>U_9ml)i|e?b&_YgoKd2&4g%i)MpyQ zMO_QtBig_bnzE0$gI+u1wwHcwb;uq@=_1Uf&4+;Bw6*hR>VK_zg|&BK`y65qre%UP~?3{8v)mwGz&GFqlq zC;yBksdKdZY64DCIZ?oo77xzRfpl(>+B;f%f|o-fPa4rkJ}`(!VN|Nua^64W-Gn|- zyG(kg{g@of^0`2Vg~)zOPucQ7y?veeL-V(e{IThj^y3dW*N1uE$9{#=B+hFSByIFx z_Gcr#7-0;~SZ*QjWGwE=B_DeFep7!F*8%gU5o8Na5$X!J?F>9{y#93=fJ?M3aQIxn z4V2ijS{cuCzSL1pV*?Nhw9QvIhEWF4&Ib@6HJ4_QhD{38t*xGN%> zUfOKRIqtuBfRpSglS;=?tBmzj6>8eL9tq5usSYeUhDL->t&K6yRAJ}CQzcM~_E1oFI)E{kjTc<4P&k%e(snTED zGp0T*tU&CjSGwRVwV=3PYi2g$&souqXbR(;5SGl?FbcQzvkBbxES2TC{9b@7FNN(p zXDsOWp~^8N&*3CJRwS$UxwyuP&WmS4Sjn;k1$yR@01q7v*t3-W3hwV&%e<(uC*mK+ zBvKW#x7q4MUP?whmF^N^ksDBb%C4*XULBQ!yu!=LU_Cb|NkrUSOZrYsrjGAibyu$8r)HwB%omw9<_V$=xMP zN<5P$?TPTTl|YZqX|PO=L6i&IOLr5qY8&t0vT1bz*9cMC#N?kd0?#94sxt8Us=Rm) zE7L@vZt)Cs>v=^%iOhTlTvMo=&BHbDwg{z)1_Ocj&6UQeouB&_hpM%opWucP-qJ3x zqV{*H+~f;9bVz9FXoc?Bq-YO`ysee>AR8*6m|@ddIIeoIuiF+Ms8!l4fkK^3zH&uv zRd7g4HF{kS9ei=AfZ%ZaPTxv>E`9LW0?EE_oc+G-R7R=!7A+<|)A=V)KRDII<@@Z^ zfx@`&6|=UqQdQKo$Ggl0O`K0k&8`f~aqSxen?7HmGtK6OThd7(Pe07*y1Nq;X$iWC zxP`mr_^%&e0;XK#D%(F;4X)L!Nm$NIFXu#+ZZ^I~cg^w{Yu1kKU^z3e*`TrYQDMq# z!uB}96Pg>^>hadT#`YWx!Ije&yq)>S6=&Q<$G*_%^}5)e)ra+CE9g`f85R`?XG9^y zl{53rQf!rg2x^TB+Ns~`Uw5!-L;-gL*CtL@k#6BjgM@!|~L_2}{4OA(*@XqG~p zOndG>Sn6ZH0f9h5<%qP-b6Y7K%km+*t5}7-2cI{_T$jU*Y7Xt{$3to-yAJo}1*v&n z(^I6p6nP*M8WlJ-1OlM!xqfsPk@B~IHsia$RH(lLkGBQVe*ceuARzy{3KYdyHX;T3 zGxN!DW88D+)5JF?@`JRF0Wi{qT)_d^j@z25Vs-DpWqhkI%*@d{4g36y25l3V5sOTi zwj)pdAy?DSL4ccBLo(o6`3uxISsA%u7yMArM_BkQ@Vwad;<{h$Kxd7gxpxyp;zfnU zJo0NddImeSE34if`*G{$?7Ewn*$C_!C^DJZUhjf&Z<*NH*MbEd^k7>bImtN&V8-n1 z9gCnx#veub=*`8}8q%yeKltd!mn-o*w$-(D3`rp3h@ypgQg+r-9mlY1DLbx+(@z;m z$zp+6u{ktzXy+I)#`~{*yvc)kfybhslE6IbbNf`^#`^M5+sIjUqjWAy;aQ&iSRmw1jt_30h zzo`+8L!rS_A=mAvyh6x_G1>6E@~u_X#D#;w*#Xk+k(eJ)1^&g{?JJKZaFb7*qiBL8mLG3wh4K2K2hvJ)t@yp+HZE% zB6~@X9vy)M2C*8WP8B}xSVH&*7)MGhbgbP7O1q^PTxsvD!iL~!>o=l@K?>e!c(47@ z9A0*uWgO>NmPYfaTe-1H>s35vcl>^}jsLw%FJbnD-PENCgYKM-ceq>B-7arRXTHKz zR+Mj_yzV+G!VN7(RoNJp-JCFh!VW-EpNac2c}K2c>zPB-vcnqj^i=tn=^+}YHu*{>KIK>e zT93T1RG4?lZzct~lCH{!@=5?ddL5_kLzuzP=r-&sjZtXJ5%gw+f-6>I?4our1l_L24j}SHK-{;ERy)Cn;b?BLl=8a zS@3h&g@Vh_mH6^|DnDQx9(tZDN4~;mn+BPdGw_K#eAE(t9icPBj)FODR(W4rjlpIx z%Em>K87W;r!7$2%d=(%k9SMNX0|6|>wX&@o?x4E}{J3rWxAYk}kMFbLk09R?`2Cyh zKZlinx^FhNVU3rZg=kMswZ@PwdipOkgM6kRK*ed$&pkTbZ($~CIAEPnEhf>cy6r9r zN4?F8NWHK%oKW%0a*1=5LxUidg&y2fN=k>+!j4prR{Kor2yBL?!{{6ZP9TpU^og_O zjX>!NC;SCRkad?)Ci3+>_Blk$J=fpjW*Wa4LN! zFd=bjF1Cq`d5XvyR+Wx&b7kJGt*cJa(IrU8cv6jCWal*BY%zz#D2(I)PDd5=VO_;nKcXP;>j9ZuMZ&%|>0T;E8tx+G!A3Bj2{Q}u& zeINvOm_4TMbrlajd9lur?EiYVjZ`9+EKt0req3TkGAj!bQT-^0Sl=*wY>N0!s2h7~ z8DX8(y)i1?RU$12LnHfP0`7?$o9Kym%Lr3-%&KXM5l1Is8=%S~eDh$r$Bs#nxb5fmQEqewwQUnWG!YSzyYo-{Dusjl@UU+OL{DWF zXT_plCdTn>8r`l!T$xh*H`Wn49W3Xk*tuOXX93x&vd$a9-}NR$UVkdNGD3)eZ+Z%* ze5_)gzE*DMki4Q&{*mv7{|+0nIJ^>}b!G^s^EqLb_L+5ajaBC!7nTSxH?tIUf=s#x zz+5Tu7kEFkSfs3yLfF6a-Y|`|Ips#kbX^Z{ww|zc- zN&l+G?{d9AO?uw1^of95%@r3{m^*&NUMlxjx)03t7qn+Usjh z|MWggP8ldM=l<)3MgD*GV~!MUF9-wAf?5mL7Tel~->Y$^wf=M{S8)+knN7ZkIqo?- z2edv5%`1C&)Um%qqxV^3a1~jKf3a4%-UqYU^6PHJLD35x9tK$fh5co{^af4OnL}^D zLEC5lT}n)E8AYtd{%RLgBMR%Cpf!?0DFPF*dKw2lPM}^;o^R7f>j+i!#VW+HWKh@rPeO~3F>7~EZt)H4o z0~*J%b+$$1@Z&^r3ROfg=Ch9x(+Qa-PCAa~Rkj31DHcCNfO`YH3H-9OznxrmR^Rh^ zoMP13^_5%-#pqq&YH$kyxN}LR4P*N|4Z~R;^iM(T!ifuMyIv(~6|(mjWY~Dw*;pY* zHWiW5o!jSJS`)i4Bn@MuV-2*=*;%N&{3P-{>K+8DZFmc=Idpbch~`Pc@z4Ae!=n6C zlQTJVbIoYE&>qhuk_a6utCI{LOw;lbT94@21d|i(F=SXf=&0-K)W?FlCt9zau}>_) z=NEf!3utf`HbhPvKC~|$V%ZThY1hr0aor4gb{8nxVafgmE}K!EBaueaw2YA%ZY#vj z^ZW-Z7sC&WoP^8dC$ZgUd7o!NxIUqY(t+ea6sEl3DuaUPdGXE}IgZV6AKp>`?Rf7< zhsPT~FEgL_|5WEVP@;7w!V8Z)SdP!`pDq(117!;Bu;f=#nr$mI}MpirB;qU%gyZ(^dPeIW#O#lke9zeq|$29wsXev`8t!nZ$zjEEk%5rrc{pYLkmc&=)PDc$~4ko>^!*AR_=+&wminC1TC@Bg@){BP=e zR;w5T<&QORbPrKea_-CUDOW7JR87lNuHOLOV?~wvT|77?{Zi~5Td)UzV#0pa5<2Qf z^pA74kCB)Qfh45b?dldcVSTj24FQhF`sitP{?K>#kC~@)|KCej6+O(}vaHil4$F8? zNk}PX%Y9S85oR~mjHc#3&ATi%n6i4mLD=TTr&5+zTmlqii33a1?Jx<*`HKz%C9l&L zo-PmXH<2vJ)t&DZsvFs`F zZ%;ekE+jSn2Oor09G7cWn+{Aozt`Nmq8N$vCM>Ts@NoIcTz3z|T98ci`~>Lj=!G^z zOIVB_qy9_3>1Y~WmLRjXU<$uFvDW=8u>1QHfv(`+r9ShkZVAtQ!{n?MXeTAiRkql6 zPKj%RY{~?k6$<@@5}K*XXujCio2(|FrA+nS@N?Y(9q|1E*^h)hT!hTGpY5X`9KgQitZWkt+B^*b;vmcFS5tN~SS_cwBYAc$tK*c8k*V_>Gyax0~M{Ug-V> zehgwC3W8O0#X1(IaDvpUxT?+SsI!(wFxww7mFWs4701?=V^o;WTMvWRWou}&uVxfE z`TBa$+i+W*x6XkzZ z8h2`T##XPZg(%tkp;|b=-;bhQ`I^c5wE2Ir_a0zPeEYt4=!g{QO^S4-NmqK2CQ_9e z0sr(60wU6+3euZ^fP#QD5$QG3dzaor4^2v_0>MChM|U|}_w)Sse$PGk-t)fCSvnY# zVY1e&nOST7%J=ihJGA?no@)MF%?ydwp>Qu|8Xl-OfhG5)nSybaPdr_`GC*pi5BZ=_ zSxv*yN1IN!_{1#q@b3J*Vpfm3p4R6?v?k|Q&$8 zSwovtO_p&`(P)neo5(3-JG0v5`BxUxu zGei9P?Cg3z-05=>wElZEkUU%c*5bOkm~oPja28bCKt*<>n?{pg*l#TyE!X;G1%R$KoZ*v+oPfjKEf z+uK51eFctZ!v$i-J>$sVc9;!WJDsLH?ypUunr)>S;)q`A=(*$(VFSwh=*xwcC^qv8 zd+-ATLiDO^2PUP@RLrKarl+_UVf7; z1C3LwU=Udgka-$DDK^DGv7ZPLzJANq+oBt9`gyfzfoPQ!CI z*VrV*t<%4hWJ-YCzNxoa20tU4DBg|x1IeuEbcbWAf6V<#4OY1;+)B3sr8Y~d6d7pQ zuib%S2*FbLG9>EyaZRJ+opQmd(5L0&qnsxUC}fQc-85*p8{+(7dJbQ6sE^-B7m>f* z7`$op?4qe4*O4g?Rg>XVDmZ!jUB=Olh1$|69!LL0mJ7U(e2XzUJmW#VWK}@iGlg*3 z>uxJ#{P$|YpE+%N#4(Anw0wxq;szAIT=vD5?j^K~ zZCY^H2YWx9cJzX9(_iK)kspZQd1*dJlys_rgy4yg&kQ%9Rrc+$yIa`x_71zP-R0d3 z+p%M=c;2M+Jg;<^it?Cv1!F^Y6D0m~8eGzkciFhp^}wjD->7_)XRKIAoQ2mo4MkPh zOE6f>tdsnL{e}e}{*&4{^4@G2f9p8QcNDKm{Kx#C)-#zm>1&a- z8s^-AtT~+GtubDGKiVzkXi1DEcSN*9Pfskk67{@M&Nk^z?za${MGbM4vT1^W9>F^! z3{iMx@A!js{PO_^mR`!zP^;;CpRlq6_Vn`#91QpM#&n6g62hc!Fz>xJs{f*QBJSfyEVf->(bncG%a>)pYXOqZGik2shM zZF5So)>`)aGw~Ru^qOefxS3GRU1()?;B5u8ws^qV=|uCsHn5O7lwkXP)wIp`j$HS* zNz|`Prn){pJU~7B_eB`6=K6IxS5grP0zBUT#%j3e->et~Lzv-y4V*Xf>42N=xUfK} zy9Sp7ShM-@9S;vx&yTIIuC2_`mbr#@jb0k4+Ye~<>4$=4GD*xe3DTp@Y(&!O?;~pT z!2Qsx_{8!Klb2Sti{nFw^oS8t4d#GJjwf*?fYvV&wP-ad&>g?-4L--1OS3gsAH$-4_cJudg3GA^aAdQ7So4%P&&@8c~C9x+39 zJNyo(Xc@a$QZGs1TMk%OE_Qs8qV#JF@BP}EaXrV)_nj`>#YJ$s$}OhI8A@B&b&U*D zPO1IXD*Yg-mGxNFyQy&~>;1!p!)~=Qcte`eIO_r*N=O+js?9wNPo-zheJRVD=f^-hC|J!_OJ%>6{;Y2j4tAyg)O7nZtZT9j9p(v!e-*!`B)P&tr@ z28h_l0@P+AbXw=tNRbLVP8S z+W2UI<6cPJxs^7lqtt@oT1dLtV*5lL<~o2DaPxDpX?;~7qU%)K`7aBxe1x(l<70-L zPy=<2%CDKhi=rd;O(%X0K?ih zJj;MZkLL4u^%KDIc7apcyjO3D)hLbK`3`bcz`s{0aT4KX?IKs`ctu-qtz5T4F0{}O z^tOgN<`*n6IuIN$v{ zV~(z`SNRrf9CjkR9bZyZD^$AxC;>9SA?Swy1}IfF1fa9?l@M6eHK78|ILexs(Cbr3 z3r#T5SRW%VE`b~58cD;0uIase&D!x@Vk;70{G4d2^YJ|~p-HzbX-|}(ZGmv4p*U}30GT!y1jdaJm}*mN2<_k5>dCfmsI3%H zV~1GxuY49t$bED*H?z{XJwj+_19%3hbZir(7tg<|qW=~!vle;)v$lD~TrotYVt@7e zB^NH0*Pm@46Wyn8%_M4bzUNPQa0O$UHb8i!%U^>8LNjQX8@QZO?#D#DAT%XrwBt>g zQgCRdNBbkqxvNm3Smb4tbZ_asX6u@Gg(^XDpR;$7ruPzWj@#76aF8}VbmdHr&%NU$ zBRng~Vys66!7}UTwc7i5%k+Eo%NCqK!7(yBOKpYMYcYxjoJUup#f5LO-y|}3#mJw_ z)HTBlTnN0PP->carbgIKCdpcR@AF1@PCs>30%H)2>J8Tdv(GNaMW#P%%ZUq7u&*X% znUA;NiKFCQN)%bW;xv7WNCb-gsbG4AS_MVs`UiJmM06aP7q~N(ClM+xox5-??tWQ) z6Ic^9)xPb)?U4Ic^%T)}pQ)cpEZXJDa-XduTXjQC0uV8^{Dxj54WmXT${%re!D8tB zqBc~#{+j7(EPL`;b27WPqVi|Do1a0_kR}2&6H+}RfXFLW(aVqq-Gg?Ix}Dq*y>h=>Z;o zWp<5DBF6a3Y3ciRzvVNO%_M6ZGkxUA!q$T3@q@~YKEhP7YC9kB8~Y@0N_8mz?o+-U zoM*GZSc{U7Nw-^U#d3gWYi%=3V|Ft>Tex~uzy_9yi%&4whL3AA)Vj$@#-F2rdC?pIE<#j5f9iK5QW#{Q}y0mx|-rQaAf?+SAObPm==AvzvJ60{Wb|} z3Dhfxq8E^{z9B0cBd&aV$DZCy~zf&*M+ zc*^EY^L4uHh?YOdO;p#^*HF`+HdoO1mwU|UquQ`sx|L}v4B&a$8)<|!P-{5Ki-+3Y zSuZ~6aEj&VYcUND(jTu{+z%-14sjoXui ze*_ugHsWEaC;9z+X2Lx(ofq}T+g~MND%Og3qU4O5{UFTj{8Pi?SjGN z2OPrw<`7~9vIvxGfFUQ~=^j=)=l>gZTDj8aJ|lZSZwpH`E{qa7)?kHtBy^LE%*@al z4a_rvX^JaslWIfiT9_v69Km-?}N4fK|O!6Eqs&|QLe<(b& zDlX<+0clCyzPyqJ4?7q1_MMW7xzw1lL&xMC<;hjbv_&^sr73YdeqR?tI~Ol{=lx79 zvW4|1&+C5sGxj))%rZ8ISzTO;Lp`I<)Xc{la9CSt3ePMkad(uMN7&h0Y4X%YxxBC> zE6R^uA6kz2%NiweYl4cV25KCACs_a2HHz+va6|^*SQGn}Jo9L^C51x`6IpVYkF425 zW5<;AyNTTm_#rBTIs81@n}hGQ(i00$5$zW9^6=6Ri=9> zsu#nj#L@bANZ=rj?~%YemW+a|FFzM9fQzM6m~+AzwO49jHOKR*7TMcpf}PbH_!|h6us~{WihWk6Tl2NIa6(qtXH#2^ z<@$^F$CyS-tuFT;A&ehC}ZzKze*Pv0fhe?Ah+>AF`0&%`b z>$b5*3h)4HyzIIR;|7k| zCg+`_hrACCcS*}c;W9|;;mEIMKTQstlL}vqCYtwl(}5{j)vpi*_oUyD3;#$}nEdxB zx9g26Dlm(~MZF1Mne2smvn#NTPbmY*ROHL$h~bK(A$&JOtNr3!Q7r*^+F?%bb*(q1 z8f07twedDq0*8YoT7ySc`|3oG;Pr{yl zE`Ig7_j*VwvTao92EO(B$B^khI}j#Rm=xUVJo(bgQYn`32!1D;mIC3rVXK;<;8W#- zJt1_990melU05N`U*&i_KWVJI$xVOT^RnD)BBDwrNQO?&%RuvLDq2hNqQuwJ2f6Ki zEXX;ue_VWCrD+zwh@yrYIBWX@E>a;+FL8XT!#MSH zi2k5k%e`in6>qpWI`Wy~hwO*7o%mlL_qEBO9kZQ~(1Hl;nr#@=)xt5dZIlA8h=I$q z$`zNr;Ndyi7@`}UyIyLW0>S9%MekJTee@y>>N7>5%-#ElUX7tha2H;J4G3fzi z+@CCMOx{&{)NGx?h3EY4r8H^ux5#e+ru&2W$jjvcMPAmbwVxiuif}qkv761t4mM`1l^buL~uDg zTqZ~!Xf0lu?r_%rWPszemEV?r<95cn0xsIsHhI;eA*x`G2pT_X<=>vjhdn!M++K~r z17aZFJxS$8#22zI~nbF%O4fF;lqs`a_Tx>~PYJw*%MP7L@zd zMDHgoqta(O{jkH&FHcynTzqWMgdm&Ayo|fU?xjv{V-%sOxmOy?Dls=F@{A7=Mvo#+ zh#$#V$6IK&h;r`4DpI(+1ZS{1(9JZlc|B^2E-6n}eiGT!`Re(}Rb0jhqH?a&LU_RC zDh&EOZ4ck;*}B}icA{g7Q2pl&h?7J-;}QA!@%)elw53`Y(chuxHRy7=lQ6{AX$k>o zzQcnK5>-RH)(?sEny0gD=(8uqC?j6sxzh_}nLz;7qEDA`6W)P&_ldNZrRA8c7*CE} zWl;+0wgu} z?itC+Q69k(1ej&KD}yh!1yQIST$Is*rWHo^v6;ZE zfj3@NU-qLwKpPXVuG0We4ee0@aT#;`hqGQD*j;EEBp<_GUq5X0?Gm0wTrhe56T=LK zpiaj_PR*m&it?SAcPDq5$yl1TCkXn*%@_%|sPjZzxF|!b6)K_99b~>&P<}m?8l* zDaWwj`yiAMXJZXa9m8!i?!v^!83?Xl{QR+;!|#awVq zEZ(1%=HqE+npOLGtgA9%(LRHC^%4f)^KmToQfCMH8M`h+qpCk?H4}K5+1A&Ax1V$O zx=M^j3+$y!t-rzx+z^m+oF9xSHg8|mUJjs0B3r+1u54(N_*sld&0JRW)~mDUA6R<_6O-x?Xu!(T=Iy#eH+R{q{cAv|p<08`-8m*TffW(2Pl^7?5@|?)EWD`uP5@e`M=V#KVldVh=!2wPO zQx~}6ndeMH0CCw|Dw;9q@(#nuy?;IkeJB#ke!-PP1)oW37D#ZOxIWM~qx? z{!6M(izW30{Rq$=_E+HRuc(#TrnhmZPW&w&waoiU{n>REz)l805&W2e^Zt=f1)SRbwjiv8S%|sQfkl}SmCTvR8$xfyq`ZiaTlC@0t5xn79 zaKmKDxWO=#!b~Z(vmcx^uGzDfnCJ^dSOYiU2aHW&4O`X_*QVErc#~5(R#jRtn{&IL zHkLm`(d6*)Z3*~E03{HSdYppA(FB$khWqgci>P{-HPTO+jRf&fGtV+y9CbT~d3QM# zTyJvkNzL#ekbYaje_q@O159V{mhUArxO zjth8s6Fy)R!oPzyzV!pKSb!|k>d&N{{}zV;QgURO&}g}p9Er6wHCc(mJ;SPalhWz6 z9{jnR__1L`fNo?>-Tq!g=_<9Q`4=g2dI!i;Q8+0xT{wG5{fxR%*bv;_mB%WQ$N> z^t~+36xP1&6Gyc<YjXTBY+js0;5Cs z+G+&z%@MOR^PLpoW=MGa1mynjISuGUv z18?!(Dy8?P>+2H9dl)tM#}&&l#nHnibt#6a$c2@U(y8mRmH=4x<%Bp&{m$@m;*OLw zYc*~1JHgfR@e-Ca!&n4_iq945QP!Q`dxaW|Jv6!);m)Z6VM?)-WKirgFE=2dTo<^d zC-Mp3tY|qTUxw+bMT#>#(B`q#lM8HaDGd?di?Xb;NGzzyba94DJHJhw=S56vMMYs8 z?!eU)M38L{=k8?>%1zzUNVn`=8F-lP*_~O%IX{4u6EN@n_%7qytTy!!UFxZ*$(KqM z$c?im%OsYbdbpkW$5yTs$dX}9;KicV%;Oa>xqXLBG3H0{4A!!|LdP6EL>Z_St zq4sUVx-qg2{leMwelAgqH!G&^|5zjFP_%kXF)aKmS5*EN%;xs8mIC#;#mKqwMRA^m zg=1<>0aT!3#&IBkJTAA_4<<3s$I`)=Ys(Ak}$ABdJJuP4N8?G{7|n+|LA_EiUe$Ca#uBl^fHh zPySdR{fXBKtw!BFA>6SSt6$u>^DUaZ>%uO1P)<DPjyARbuRA zVBj62l><^m{u}!Sq@TwjY(o2YI5Ko?6ShJXVEv%6tKc} zj5?Q=EG4UpYSE^F9bNC19Nw-=CUiSWeoRq`{nP5C1J9O}lc?Zssb{)@MRTU|1=djK zLr8(EHC>cM6`6dty=acyoF|HlXZG=Tkh-PVqwgS-r%l&3S%uQNXI-ohob&AJcwS|& zrnOHUZVr<<@)za=aPL0{;sT~zpwoaqeLk-CHvjgDMy9M6g)RBDtO&3UCm@x*zSQvkVu?Pm7vBvEb0x>qEivf#t z&F67H72-||fjApNmu6swfmP4>wGxv*(i<+4fY=kIv^@+Gh&_q_@+(gG_@{oHttAjL zWQW0`0rS}Ev)|9?&oqkv1NHD4>hcpkQ3zg;_M9l?GTfgmxho1LcqFj4gbKXM8ivoN zVrl&w*RgPo?f0a3%LC8W1&L;KD3*J_p|0_hpRjTn+5682?E=?7_8}5JU-A7cz@6B; zTXEC2J;WAt`W^HuC{Uz9;bZ>7fyKvLysy75w`>Kh^jG^kf3cvt$ZB9CwYWO$Bx_6i z12QaY%&G4U6Rh?z=Tt1KOx|2OQfVh!rGLTzy7m=D}fN>W~0M8WRDZmbJhA&9A#_uEYVsDtBI;(ociN19g{ zvELMiF&#jX-SRqmIFYG4YgN~f`aoViqr5o(%_`O7Fp;^UP#GUP7xA0+GO{m!;N53H%3f zPIb>Y>zb5-G0L#eCP?wHYG)~6Hc94Jh@!=9Ku!GMG|jE(+(7G%L_PE}?8c}!67jxI zbgX{066wwTTJ`1vW^$5OXmwXXefUQj>u(+V+bRBO=mfs>UlBF`n#CFmW&0|=wRpPy zBa-6AZ>U$pzeG}SrgmSDNy9I`{Qyn^Hlcq6Wd1dh;{V@u0;W#?Ie=>Etpj+dyCs8{ zb$15Kh_b}mWced&D#^}^iKaAu+j`#*0ZeBA%@wVV(X4(S^})m|c6Y_RVi<%`oy@Ca zkl1d#;UKi?kYc3?s@0IKZpXJ1y>Yl2=oj}-7Xe@^dEsI_7_fYOqVhZFVbva1x%4$4 z7BzMfoMaWifG#yK$?##2A98tC_PT1t$479qoWk|mC&{i+wwrTW93N|XwRV%x+-Q5u zeW-LvYR1jx`ueeASc8n<7TB?$2qFBnzmX6L;S}j-3hIRw?BX&gCEN7(r7>NhfCv1G zyKR+?%vby(?<>Zf=uVn(if-hfAnvSQ>gYH83hY1)wpS|+Dq|RRN>3T?5_K13tWI*7 z=uWWk1E4Otj{aO@U$?h68uw8(S@;HNF-qK~PiM6nr55#C(67k8W)?$3eFSt?AI?6*iX8{2&fDG`KOsD`rK;1}bZe;qRi zq3yD9pwbnxQ7($+dgMhr767@RHXi=UcEtkv>{V)LK~Asj37gDLonNXW9T3L5a{u+^ zX?so7ou<3}9-TBbBdlv0E%Jc)I`C+|Nv;`^PtC3Gl^dRwd;!Nk$cIOVJrk zj+lWR4`;Tn`w*mir@BVCIe&_FVs7w1>|ou zN+DQso0xotB)>^%vfXVM-s5`97q9-BX%OASZfu_v;LUN<1SCK3&nHO#-w&1kH!(v% z5(br5{<3|ryNn=pCswFp_?ShP&8lj=L2)vL{x&SQHx`=YExIV&MwxW6Jhr^^P%ADjq++{pklQwokS5)NBp6isYnDv<~p*bv=85cF8r&VYX=tdY$rT9dEe$Si zwpIvF{^p#NN5R?$TMpC2jeOp_| z1*Amsb*ph_i`$&8wWcQbRQPd;*_R?Sv6L8!vu$8{`~1}M+@pyi@k9X~mv6plw7_tX zZR+sNsKB-WJXEFEEyi<&f!}ZE(_vcON zG%(lAeYiPhVYhzJ*%R8WU)^M$aJLtm#66JnHri@N-L{2jTH#L-t3Riez?17D?EDy* znYI9iFqz*tt$#_q{WDJM|G|U&$eR7H0;xjR_I{sndLDQ#?G~)KFjLT&Ak-gk+h!wF zL^AsvtSiPBwy<*buWr^?dcbcpAa*GFJ`)pFn0WcL)fK@cQwkOr)I#uNnNVLplE&v2 zB*5>Gjr7FI8776{Q-kl1p3`R63|N{rR=8B^dPl`P`zChcW6d-m#Pr2CzN$RbInrDS z)2;wA!S-j;edP{T8m`j5F}kp!Rv)B&cj00QLzs7wlC_yU6|c^m)9Z$}c{C4BJS>QR zRRyb_-IQ4j&5)dO?=6);k&i9jD~2NReoe z-zA{Ge<7m&Ml-Y|+58Tw4Ct2eyR2W?e4vV&Eatj?kzT;u#)???<_P+xW+_8ju{oJM z+>wKO``+PkLiz{npu*MMk*ZJPF4PMqTPH1P7b>Wbf!S$zd>&P(6JKZ>pxAfyY>Xx` z=F>Zhs*!?v>qI{zIlOEZ&nig?uvE;%iuf?&N@+-2L%zD|k z8z($eg?w-nYs_s@ZR;+vtPM4f#9Y0cV0a>3GZtL^{EI3l8rn{|*q+z>VT<3#l@xwu zR(KDrw*HuYoFooS~j?#CL z9)z(7S~sTNJVc3FsFD`c)^-#zyd261Xl1KB?Tk^ok5r)cg2~GHSPS+;=&TJ)&H7BU z_jjG+bLu}CdZuaAdgAm7KGqa4ooP`}{AY?}K-+IbO6U>{@5CD25#yV2y&n9@*(sM& z-Q`1rlEiJBu{V1}$yPGqRud! zb9W95bkzpX+-#>x_U7`aB?*tb1OS={b!iV?G=t=&LNiY9O_0ASQaxF(naFDNwyRCi zt20t>h*&$E#Yng2msf$}E6g|ShLai(IG0Ylnwb$>(sao+&(z{Rd>P1Nm^@zd!Z(s` zd?ABZZcLi`g6giNf?O>#_(=uG&kD=D-(kGJY2e5dxiHr**de(AZl>xbC1dK_%7pZq zAWYh?-28zo7IXU*2x!UPy{~{w-7Fw4ppj=!(`{4@mAi`$KQ+wNp5?AtLw(Iv#A?y3tK})t>lsk*O&s0Tiq&c9PGE(3T|2ChOk(t*jnAfMx{rNh? zO(J&}Yt=WKYclBx$+s!(9L5x6^xF|nT>Qb{mJ3O&U~%B zRtJG>t=DVSGc2Du^wa!a5VY~*z*7#?ca9E%%?{+&8%a#(G-b_RQCrS0;C*nE{1#g9 z-ZGb-(GVA ze`GL2N~^h2m&!sVC->TW^qgVu=GMw?-}=HIb0GDiMAj_}z0r1(atSK9UT$M#ieqcZ zGpqA@mE8MMTvyYxaRr-9Dy{dM`j8Cn*xCE#!_?X^%~Wq8j`7^l_44}hYmm$F-0f$~ zp-Lk8dWH^o+klzn*NfA*7N~{O3blo$qn_HR`W1*o{nz_kgPbuqQtZy2wuUUG;dlxB z>jA{r{<@mfa)n5V$q9-~E7tk^*X=AXq~LH*I{hN33q>Md2E()fC1>t6QYeGTR7BN9 zqC7`aWxgdktmBzK+$Dd;;bwy;Oy;7*k7+~Y6IE}WrV=N&gDn^Jgdf#+8emdOzz5}%Y*P}C~l_M_DH#4oh zkelc%Uka(HWChA{y*e4M>{UnnDu2i4PA;+w)@R-QedqJHOKKaKv$IotiVXo)V7fg( zX_(8bnhHEux=5GEWY`9RJm?aUg#*B<$9U4oommWj%rA8YR`tb+G!FJjmHV?(j4ah7 z+IZ{R%ui%>6lTU&D8j0XFY5+vnR_72@2fXKC+js(zA|*_A7LtRcK349wTTuSXs1!obZ5x2<0i8Uv*4q9S7UASEJ>H$Kay zq>!@WuAC2BlI60)vqg#9DF+3q>#Cs)tXfxp(a8?Zo?0=bJlISs7h+Yfce6lkyc1?=AO%17XlW5xVclNI=-ggiOz~0!Q zw*C&vrmE{(J^%HcK_8G=Q}`QX=3~l%o&J*XbsN+xkhr7~Hw_iHI~eI5_o7^Y0|@|JF}*KymKB=TP%M6_WS9=q0$d{oFNZLJ0ALWJAPa}3M5jz@%x17LT4gn30{8oBszTU9M8Qt39}F3-G+RJ634V_AKa=nOl7RnL9q;T&KG1)I4e$Gm zo)#WH4d_Rq2}c+;>h5e)5rRNJHcAi;=|#PULAR7Owef!(0VqFTbN_sKWt=5? zCJt1AzZrPx^$uFu|9cCFk{Bcbx{im#0m7xk!K1|a-T`6*zL@~$XZiVSzz-Z;JbVH| zBH~LVmw_FsuYhoI@bGZ)@dyZhd<~8t@Hq&dl7Q-(h!P>S{vSjft~8?0o=*{Ik|c7^FI`Ptf;K2u7Q85t!r!V=FpaG8=sh*nw~){BUe_});GRvZXFyReLX%oMW229(JmYi-d~yp{QOJHerp#c&@Nnj zd^~)jAML`y_59IrN_>KAB7{^*`b2-YQgettC#F%3&nj=d#3^R5PiysLgoKVue3|>; zN7H_`?B8ox(0{6Be{a}-v}+cm0>b@S@Nj`%!ovf43Lhv0L=MzXzkl{`zxX~6T$Xs>5g<}L9N=QYqXa2{E{YG>Iv`bS z)PUnjg6@@b+zi$B5JtI6-p+Qms^B)mpqr_u0!{U;Y(etp>+*^uF8b>7`L>TOsm!g> zc}@euNr255-Mp6h+Hxat?W(ON(H=#2^oZomS}gh_5@D2dtXS@IO9Y-DYK(3#@5r7qXA)I${c7IyIK!%d8D$6EYizj<-@K(hA2 z!ZC`@Q}kX*r3Lt586)nTHEZp~YUXI52$0CyObxx?<}9l~o0rxz(y*eZX-cw@DWG=Q z=3r`}k)*+=jT(N^rbws!LIg8VuJbGj)9|(Qk9QP6w1Eve;v^Go8VSP{57vrCYPb4h zP7R&>lMLG#R;U7*`RiRc3g)8zS!u9g;uIdq`p_Q5A zi_{-;SmP{&YUevEZPwo!giaUsoU?GL+&_f#po-Lc>U-xzrK~+bEMk$zeW33n7gp#f zf$akctD1PL1Z`37{tnywN42epK6Rbi&IcWZB$tzo{o1){KEB;}C(z+<;zZo9)+V<0#sXn=ueRT3G zUc8GyzwPly=_UHT@Kmw}t4BDp9_(BE{=W$$p-0ZJfKiR2$43@q6f;979f_!MB z^sMG+Zne5OoPlkdGwDQxHBe(7V>3*2ZTWH-c1}Y{#{3~=Y)jDXZ&MXhv0loY7c~_( zN^om*m}TF(b}1;dr=CcIfGPLjge+y2NtfbQ zYpf1=z@&tSxE_%pY?0YjA?3$MKg!?!{Vy3(ivM9q zS^jbK|J5O78C3i~L(0#g@_&Yu|J5Po@^3@R`9Dnu8&=HG5j+t^nmOvrE|iW=AtJ8U zHWgsWeeyfSH%Q52GD1HtoNFfxfw6tMBwn%WWCy~tOXc&h2$AI8$J5G-QvF>FC#!hl z4y8APkq;BL?KKnIGB_d^ha8Ocq3p1`g|wmxTnn7HdSoH=uB9aTqGrgC| z>~(^S+Rf*b@939IUW=u_CF2^K!+wPVgg5b}giO}DpmIjp_x6V(xB)?uWblbsU)B*z zcWw#oi)=UHOJ*hp4*Q*?O0?JzbPiQqso`kq%nqd|I1MGyul>Dt% znK)ptI&Rf@H}T}_-1Q;KRyKne$bw1<11II%6h{26!j&J~1&RxK>9dLtqXF>OR zkc<`BA#i#qzG^9+h*OyscPZXGeOqb#fETQUmQ1^Doc$IFfS!^kO6aCcF zdS-Q@e4X)KD`>um#z;?}5em#`nG)xVYa+dz-QIY4d)WtlPRZ_R59vqsR3j$6+exCf!Pl zP0w&|zZ3ADI%f}{RoLj-_zohZ3^)L^Q}ECq0@nWi|2=A?LL8TOHY>@*1d<3Uhk6;Q zGR^Na#M!hUGhXhiaxk7ersK;}$oWBqM%%}VN&B-B(c0PF=NVqBq{l6EvKZ_Y;mCla z6}Ru8VB%&pif#Y7FAy!A$((u4@S|6uBbi8|SbSGeFBKzu8@qV_`A4{-m7sU=N6vZ- zS8)c(`A44)sFpt6hSqQH776i0Sb$As^Bv4X@6u`XCFDm32P>MK)#&1$8)(cAB=wNw zW`0H2Q+z{ND0waq#g=VJ;mDe1&CW(h<~4pUW6Tn*6xXjOQxffb5Lb5@#zkIz+BwnL zJoElLDB{(|DeU|@;C_6#-F?j9oQttr#GiGHmyKuHlXwa3>`2SIhB`=E!5P#!>gi@@ zlYuBuC_oyOiA&y1RTW}9UeYDcP(D{|smKw;@ZDOXA{R?c^<^Uga;^AsP1YyHH?x4| znhb{|O=ltvn}~19l!#^4cPm(ViMPYDx|ydlNhMEtb%S>XBN9)a2eF5FT3VWIHH`o_ zi_-P)puJZ=WT$a9nhBn|FgeImr)VDlDDn!p&S5VdzEjCZW2*>m1ZahzcZIjuhrk*l z6eqF5HE`?b{>Eb*OjI{X&e!79AM>~K(hzysfp;ngmvl@x?IfJN)uAVDXR48D^ z1$(0j8rQ+}c}y@jfTn?0u)i)mJGN~Aj>mITv7W1(jSr7aQqKE?jldD%(Y(CvQ!jI& z&=EuFASA(zL!u(E*}qJgt{14@|7qpm9eKZ0z|p8MW~~|hQOpz2YTy83Tmc2S$Pco> zDa&L4;KqIb@d}jrAA7In*N+Isz)zZLk>)~6y?$^EqfkttFoJjK3_RuC<;94sbKwT= z42AP2l~otY-#QST5M&I+op9}Ehmg7#M#WrFCvPg2=SNyLW9J=kFYWn?Bi^1oLBqQ! z`+f1j96?8YdL7gp6>5EHk*l?wS7UKnKhtArYA@OOTCQ|zd3vdw8E=u)-=MdrTuZst z%KMm+-8yxrE2mV|3%1zJ%D|;zeaKy1ZR#nx^f6$RCb{?Fm4=mkS^Lf+uXx({CU!4n z1D>+)U%!Z_kMbogs`t=7wuncC6aV&pYxq$cshm6`wx{(<6Sg)5)OhUnvb z1;r_-X>k$5-U{r@heEeWc8ZT&gK&=J=tIsmp}7JF=&??D)=3K$wwI4Eg0B^I$Q9#H zZOU31K<-04fpUdRDd(qfK(Gl0-0pl`c|aclQBZrc0SA4{V_oui3I9)JUjY`?_U=6h zhzJ7GNDL_`-CZi3g3_VVF$^g~4k6v3bSY&J1~7DYN;gQ0(jW{ljNhK~zvmu3m+N!C z{X8$Z*KgKZd%tVFz3{5l>aV|y4)Ma>Dr{#Z#ez%@V95p+!doD_D3AKjO#^~Q-_>oz zIy^lF$+6~^bpX5e(NECvRwHtidbDx9zVZAFiWWEVD~qV3_jw(|FrabM=ZKZScDp3| z$(`**tXY3EZ}-z1U(vnb^GlC`lvenn9O)d~_Biw>-usUJd)mCQ(ygn z31#@InQ!0Qcv?tVoiXbqMeJ#BsUeJ!a4$QhIZ4Zl8=3Q97^Td@A5eLJMiG)4Ty5Oz zB|sZgz2cVW1M;TKTBnU_mE;sn&3yHOdVk^r_u#ToMN9!>tV6p2<)qh}eIEW}s+^Qq z2kZZMAIf6=c_xvC-#Z0l!WQRtkvUAKH%wll$p7b5c}gu*q48A zxU*H%oCG~ovN6wITZIU77rj9>bB~{g>K0Q)Rk&A7_o@nKhf6z%fpVxUza|GwnuGtf z<{n>oe{s5RoCix+sdATtf$#fN!hBLshRJ?!+=A?+$Jaw!ZdOKTwKFNjxHS!sV`WQB z44P4np|}^NH7YdN@9s@yABnSg)K`r1ESYEWGd!5!iF8XW#XElQ@8svHzE@Y1{edCw zJmu|l8pEp0h{q#~%KOlvbSt^CG&Z`N^giSknzP>TnKzYfF|rAVQ2OjFEcA1^<((HgUH)oGtE4I5 zbvhop(YU?_K3fK2SxQw_cF*hEv*v-w1bp`CVTa))+ab-Pe1fzFC4<6di-na<@gJb? zWruMTQHc;4hOhekj~u;9^J6-QK|euxjdS$PTb*Xiaq@dtYz23h<)XdRt!3?eBMcHM z_#JvSza#~zNIi1v>2>(>y21jK(n*qL%-{$tf}73eoH>b4$lWq6Sc2nHm}#wdV_x); zO?NNR% zp<8hYoG90N1knRC#6WLB|K$ z?^zK?DfI|GRMllgyXVFBuJTVbx8b#BLH-0^ua&DTNn4GJT%(pK>Du3Y>0DrQEmp8w zDoKvSHk(2%>cD1+7w7Ad#Qpi^F9$bWCtI+o5~;+jan?5gKOqW#cb+wZ`EyCaqa{AB zRGf`te@%(2!7XU4kvg{5gTP@OV=Mc!9Z%dF>au~5$zUssMAx@dU>M=PpN6MDWDxZe zWDH;U1T00i*lCE}#vllg<|iojGcG~i<0Cs4?)6!xV}`Klx(;J=3ZYM_Qo{MB z#uA@8xe)sId--*I8~Odaz6jpxmW&(sIEFxdI+8scZ}6`VZf(6^ zXSZ3WzfPXo&7IpwxpR=!PZGIft?d)Cdc48Q5@z#jWXN6afIt^J}KOcEsj%U9uDG!QOa@L}S z*e%*1BFTq+%>`0RFU@H3R`T&xuD}I$m6COz%_pz(v=Lv7lk^7p$>*o`A+mLqTl+LE7iwjIv>AA&-k8OPRo_I$ii%chX6`iq zY8mzHEL!*jkck5r_RGT2BHy1%*u)hDeeXP)C$XuR=Vn*CbJK)Tl(y93$<>_r#~&6b zj#hnR_B1EjMg2vpf>lNijkkoKJ=yROsX9QQcNmO1N@(O7=hyu?u=}KBt(KrS3sj3KHijrJ&6PNE z`$8=i->jsc-GH=F9(biyXRKc~XzmtknpMJ!({KcCmD+~yypct|jne$M=h2>3YkPw- z;mtI6`*Hsp73UOA_G#-?)g54+x$KpDIftAJkr*z+@%8hGc)GC{_m+%;R@%NP_U$hW zCm=covFETn9}_NfvT`N0jD*o3SNU%u`NJs3<9n@(TErSedsXGf z1ROg4k6g$uwPw;qpI!~>Rog>(3b4)-?e5?4R7ox6!KQMZQ%dO`!OJ}GOcCm+3hNBWVeV#t*2L^uOKtEwozu0AnI#{QwYW%>^(R^Vk~hb z_ahIM8SXTM<=@MLbsmKrD}Zl-c<*?x<0?t5gOU%HMLPJtPK!O#w?4mv3QCoXXo)6q ziOoHYEyt3Y$40)YasX2oI}IM3O#2o0uEqwEcZeX~S*};T2@7ht6+xau)uheQ1FT%r zs~I?CiDB4cV&EJp8|n3qiU*1Gv`QKMvI6G~r~Fs0*6p-2Y)nme=kJ&nJEct0y!J9}vu23~4=T1c_?qPEA>K=t(D8%B;t`dD(URw~l2 zbqpHbiU~#E#*G{)Yu*~$i@Llaoug2e8c7;VPS`Tzl5n)DdIB@FHOi zsCd0>f;-b~Fm-1gE?>KSJZP@eUWVGkWN58n4!*@gX!mg!%1#|Ee49ab0;*r3$08zq z{&|Z2_~729LCsVWg-^n7Gx+g6JX+h6TS=%Z6(87?_&|oI&(oo^3-EW)`m#AlI*O`|eZXwO!IDP26oMb&0MfxsvB6yx@hNkDdef`x>(Cx`$2nS>OL9gKhuQzQ4 zQGV^{J$8yuz?uS_n^YF+FKH(O9+mQ8tr-j~lX@_(+Jbmm20_PCvv_fR93%@+UZ}c+ zN4M6nRuGHW+fOcBDl+aFVp}icw+QYg+=y>WPkdx8--2M)9c?wOhDX)}LO! z()ZNg7vgmdbFeI6W1ajOIgc zxg0->u~)Om6xno@eyg>$nO|cGrfROPjPDrs5*e6x{HR3wvb_>aN{FjNJm6yiqR42? zCWz&D8P=4(8IMnCLYsOw!c}qY@^U62-L@22hvGFmcXM3fp$IgC!@iXLChGws|6-sH zHf^k{U|@7?6%EcABre$32kK(My%1H(vsC%KTZ)^ahI=?sM#&06_?Ew8n3!F>ObM7& z)EOW>jQ^#J?}wBoEK;wf@A-p~LAR_AShyxgz=>Kfs?Ox6i}9Eg<&MQl!z znG?X++iv)J?vQDQY?%ah5w;k1>*OXX;Z0<7e%%DpCI>5k!n9Ddup%!|?PPiejRq8^ z8@a?ctB?uB3QWqr;${7zoYe|JWxfnn1G89NcuCP7B|w!OSi|==9d*Q0@9fa{SA2fT zMn&nyujQiGSJB)vJ{IDo-vJ}r!4{x-!GR4d=6=*q(8&=-bOG9SyvCOJX4}v&iqd$F z-l}c=>i4c`$6f21#%t3-w=c%E-K;86^LM2KjI##RC@wEj3x%zj1UP#~o>G1_2UMp+ z2j~v~m)jUvWkw`+2?j~*DoaBqqghB4I1q0Nd57 zkE=kP3jCUm=H{MEzwHx>GMlmu(fiGpP%5K5$p-5!yva$bIO;06j`srdXk22EgVeZ3 z5{a|3JQ-ANXT1?StOk%HB_|q#7uwPOtq32o*r!Pef!WG)nIxq&QfhBq4Tm& z>wE)vfCVNUKGB|RO3 zM8%2aWfCVordQQd73lniJr9{18p^``MQxALQ{rx>uQzEU%UN&7JUuXMXT?6YYshyco0&Y-gUW6B3);%&-Adrj@h=$By*jdxilPjE|-I3<55T91&_Ew2tN&ql2nW zVtrT8;Cf)bB|Q(z2tNBVEyidbakJ|ojfvtccy}zT6E!4YiT7eEt;Jk7{hy>^(};`H zO<2kh`qB~hNr@I-`+T1Hx+0oAWkBD$zivG#I-xn2SUwU+M9)%d>SYeKWMfyvdcGKX zFDxF$QelFRMMF6p?@iK*NspJVMr!Q7`cca8U2eq6C$GlZ!5~V~ty{*-t$XDW`cCbP zZEl)?kiMlCE=X z+z>=>7DwjC&Q^-kd4oJV7M9!-yXotTLZ~?%qmv|++pf3X?hTPvyzJF3LjaGsYWZNK zj-##S#DP|`R>g`pQ`uE{R!J*0dOdSb6b=5|@$%?kcXbMCnch(g3kl{_Zj zKEsxa8i@YP#_^*Md5^mAG?KfLx)g6 zN*jlw<1V}J4u3%o>+IInK6uFWGOCGpG+Kz=(=)3LhrMSe*V#&+jiU{< zQghHtG$Qr(VFVhUeg2+>Gi%t`=rqV#xp`u3#Gv(37 zs}Iwtld(NPYNJ>=CWI5|Fo!0yOLZe=>koHR&;l;OBYvGi*t-%UEE z$}T~DxBgIGq?EpwXr1Zx=AaT|gY6;re}R!%fFi$TVKU;quiBT_C9-y+xNY`z0crJ_ zAFt8u&97)X|GpBM=c3lQl~0))mdj$%-183O4PrH>zy?B@K-*G{7|T_$Ox9g}+f(dR zGRZj5hb!)M{u;Z}m)mMFj(S$DV8e`UudP?QZpiw_4{FBSc@7f2LiR8BiDoN3u{-Uz z*^nx3Oppe_J)>JO*X72nPE_ANnPN;dxK;$jW$1S)e_=K zWC`mKW{+?ama@x=dqGtq;j3YN17W7@GXZN z!L_OVl(}SW3!KY?tf%RgIrz^KS;N|8*e?sH2ELoMaG~bzmRjDW5AoJdqC%a32V~K= z<8Jbv?8|1tQ4c|0S)DDMhC4q&<(=Wa3KWCS-|s}}Ro@SYOq;2-b0sHja~kyi_M~oD zD5)q$w~c{y#ECg^mt!QaCVlv!aYW;|BPomWWUotA!pWikKV7ws@m!L8SP`Z)TFxnH zE^|`wVN_4H{Qa5wl*eO%N(l?jIREEZ(Z}=jp?imED63`GgLOmfE2V9!jRLubI)at5 zIcKwrYJSrt44)RuVZM#D$T`+zaUCYM`ei4bRDn&Hrs@v$a_CHlLwWMfl3@1{t+ZQ< zx!r-`9Vx7W4*!R@5f30cX#%Q75kRdA`r+d&caBf zjFS!Cn+Wsex8b^LIQ}ETD&^6cU&!V$Z2~sL4zN23-I{fa_2?D_3=E*X=RgU-u!!;%Z(!?U28ooA-Z3Zhry2?J<}7WR&2l*DKT z#Ri@ITs+`}HIxYtdDRqQ8;W?HXh(TEws1%Pmuo%uz%z^6#+J1VAI1` zfZNBwAE$vb5p0e7#6LlFdA~LDDHuifi|zoo>MiW|*UK)H;bfJ+lh)fm->%bRMWo$W z;&g#QSZzps-%vZ3MwPE{49_cFHH`f+BT(Xcin?pGa; zuPX?N6qG!VkTLw^jL#c50i6}=6bE(Oa0;|@V7xIAwaslNW-&{9-zuC!Wf_M4PDxEy zxFm3w(1u<%;4n%uMn`Rq-E@y)WRj$x=;QG#JTjKs?_>P}I|SqI2>4hXi!v~4V~x3U zdUeM+T3?B@Y$FKmpI^h>?~Ms_641KaxTyQqq}RKqFWtKMdc300WL|U=QgT>*RwcXL zEqFruHFoVt+tS*>7Or7k+bY)mn5fAlqZcs+%u2#bomdD4d*3i9V3d8HFgRXmi~SR* zbyyaO7P1pH3X8Q)2VdHl=ZqB_Gg{lXWl6sD(2W$oWVPox>u!^i7z>T?QGqY_-qJ{` zAo65wg4Rz4&%Ft zO!?&&Q7ypQMgka4@PM}`_X+}#yQQ~fcaj0Un3KXibQDsuCW8~zt{qVpHghvuEMM_V z9VkaR^+=XuBdfDabzx2xg#rvIzF;&@b@+_D+MJArCj9zc&-Hnn996YotGM$1{qEHs zef9=@1p6qq*>UTNSw;oY5bDJW7ZUU|y+%EFPyOym;Bt|!;g;X3icxZ)GaHO2& z4-%=ZU|AcKKk|E*N%#}=;~i@bp6v7{53iKx4X@DEuor%x+~s>%t=U=7mKvVB$r5-nPM(-2cz&3#vu zh$a{dzmpLw(N&He8*omBNzvz;+w0sd_LT}&tjuN-n&8@IFB>fU(;=i(R4QK)B=97Ug+5&9JvL0 zVwdg|_R5Ih8hGGirJnV5dHj2XovZ;Yo$N_QGFAxGxfy)n8lWqDn?GwjL18opCBW!8 z)Ubnwb2sh`0g6yLmTn*L_ndcwXN!%DO==FnKuKxhqlW_2jbh&HC((?S@{_Q!B(N@R`Xr7~R8YmtJ+G zbw}j&v4m&1^;4MozHz5aH#Poy$eydr!(P{_v)B}rAvsw;TiQ+g2n<;PK< zzS>I_=$ZsFeNidi_lMdDV}H#SkP7BcOF=nwtaIbRbTOB2XuN}+ z>)jQRiKs0yvgBssXz+7OA_1(gH7bh9yZMRAQf+H;cWs{Rb(zUtoi5H2>vG~HOk^$U z(@GbfmRUNQT^Oi%jr~{jM>ty4fzK{mqB>FwYzUK2pXd`oXiqB-=T2U0$q1~X5R=1V zDWh5Ot2Sr$)q_$K)0oB)!F)8wA*c#&wyoL99lA4J5H2E>`pAPZbk-#rh>J^r8F$p+ z7FKiG!^z6aNE9KvLPu&G)O^}Y3bqdA;JxmmrkHKrb65;%AJyY?IOR$a6pLUq zE*D6n4!OQLQ>APeFsZnC^xepxrhM!sA{|cgHMs^dtWwGQUMhuS?*$E8I(20Hl!;rs z-~#qjX_h-7s4mB6&?=c##BI;OfGL8^06t>Cg}j8U-~ITQMvLTYPW`~=3EMEvF$001 zV%eHWsQu1nDa3s(=ZNr69d7~EWG5nOw&<^dcU z;rFfWzL9ZTyc~NZ$0##1SLEBbe3-~KdQdI_10cHQoBw6Qi2dFQ}4RJ(HPTXY-g)gwpGen;B| z?(#4l;~1?ays#g%l5(VLlWZlmpOQJM<4GT+xYOPNLjC7gSL=W(?f5d_jf0Nxc{K&^ zp6w?3fOpLyG#&mDG&KRy6@4P`+lOp>fY6m=~nFEgy2p& ztYUvgB)MRoz4wiBAJKQ__X>RHY6Y$ai9$_mM!hHW?O654hs>r7jWlq+F^H4OJsheg zEb3jk-X+~`5l09U_Y4^hIH2`e>PK5IC!IBD(Q7z%GUO0Ckjp}1g|HqzWPkXO4g{hG zd28dK@8uj`1GupP(D7*Vx{}a=l?%s{z{=nOK4m{H16;isal3ivWM>nA)3(182^iD= zzgu`}t6+St#t?K#W3)H;)W(d)qhv+_?g2uE6;28{aER!1J~Enomk?yexT0`O|GXb&E%e~ER<*t{-zBx`K%T!ff)+H^;M7cq* z^SUW#C{&(s2^2RITxO)eRc1`+P?BaV&Xzi#$Xd*jm<#GMQr_Xo>4k(jjh+dRRlhG< zHxtw`Y+rJ(jj`S>c}6*+-sk`;Ewa19CLhl`^??5&O|xTG6>JGs@m7KJy`>5}OTs`{zT0dr50c+?_kl5eh9lF64NuY@v$BV5xV}Ge!j^?cc?65Cja-k^ zuvJCc-ECS;YWhf5k(JMQ*|sr@gZK^~Ozap4_JZnbXqc)OxJS8$-xWs=_4+owpjmys z@}9H1EVta$sv=85TK?IzS3XOBa>%P{o$eW<5FRhikhyyu|#eQNVg@epgPmn^qj3XN6P zMpE0%50Ybb7hhp`rj2IxCE!xO5NM$|*K%4IZ6;XfwO7zFsB%&Q3sn!Kt47 zaRy;FR^G02&A#zi_i|!D2sTkSpI}ObEi;gg6aJ&Y_H2 z<`fjl_d-D2=^w{NeX!K4v+xyV(?rYs>PE-&vc}%d?De$){xBN|Ses`@5GZ^-r zh#F8hSXk5a(p~wIP`*N>RK&ta-#^xTCbY082$*j57Frs@&TDoFW{3$y^1Qe^!+hnr z29juaxJ}yxt-7tl+4lF_w$(Wt89*DRo95Iq4EBkYX+__??;YzP;(?TBN;~jX5QEm! zN791rE}q#;K%E+bDpq8eNDix=$k`pnTaFLASZTNnBisDV45G0TVM165kOJi0u1JnL z_9cSXVbV2dn%R5(NEv zVg-X>?3tF=YPHDhZgOa$xZY)q?yp0+Sj`-pA6v6uH^g_N?p<`&!X7Rx-$R6r+m^+( z71V@|4Xs4f#c?ms3dB|Ri5U1+4=g4uyvFc~rN+ZQF_`zx{LYcpO%zG4Zy=C8=#d$q29V8^b zhg-oxW-7yw-foz@=%}}1lJoovdm6vo-K{Rh6`Pms-W;KmbS1^PhhLU~h|N+wEu{Hw zt8xQk6bNNdt*9-3u7$HFPg>_%s_emN$>8u=>MNiGpI~erEdj(l;FIGF^rYxg$;jC^c^m_-1mkF(y!8nQDjwjG&rBPxf?MZELu*qg*VGGDcXvqm&T= zQ5Y-eoxiN0BfkH9N_DfvqO^Q*NA03yiC?&nng=O2|TPxXXh()qk5IHWd42a?mPH`$*d>lw%3E%SrT|zlQy-? z?Uze8eF@w=+1e*sV~m#8aK+*~f%A@tL_TQ}kkZmtu9pbRC?cPZo3ppZ=*{J)8NS@# z8bT<9#q<(Hdsr+m29H`W(oZDq@xRZRlA($}$q_sm35XM5Ua@rBprkZn zpJGlw(+rpsQsrT|lx^ri!=#eLCO;rJ-Qb_1iu9!RN?I&^!?Zy5#dzAu+H}SMTL$aS zWmhG_D}!R2hq7UShXZxbX?@gJm?5>x;+bESQjPmn+EuK$uAV1gid8Z@-%} zp%xD()6b!3_c&CFZBaN&N?5ow6QR!VnD{yNd)Ae8snxi3Ia=_PxBU0~?!k}14&x5D zwv#=?Pl~ewRMBti(?AeFZjHb5Pf!ThE({&Cangz=$4YZ4w7UgmxtYWqA1x0ebU~jx zCn_v^T^l^|tx=9Uelo^pXgCIPZgJG=W`|-^H?P$*d|LzmW&3oOt##Tx_2X=Ta!GLt zpN}H^u@X=9VMIt%%#30FSg7V7sEtlQXkfw zk_Nug(UIWwU`e+-z`TSFviIsVAVr&giTB*s+*g7d`wwnPeh6uGNtk?O)5|TiL!cO6 zQP%3kl&U1Akl@}PBX}K`rf$3`-hXF1A@whtktHnCcA{NMq?b%S(IoTe z5D5<6_pSHYCdWFQPkjB!?8-7MEH#HKjD4F|yw?ReKK5jT=c5{|SFDQR$+cxC*|9P( zFP+{P;6}lOfdn^5eV1VvZeZ#0D5L&9PaSVq9KbMf3x~6iaBAcH%p}QxC+v~(F zr_Nz%FgnGIBdSyXvn|8TU33ib6wW83Z$}$K#d0PC)inX(0WEZI%<9&2@v>pw!y_I0 z>cH70VM~hDkpsdndMPyWE4#0n7#1ta8DCrd@&z=9>th{KXkR0e1TCCf=zXVgDgGEy ze66i5(G_iCn`wi6l@D|}L9^(f#UPVAfo2>n_cK;X2hVmE8B!ZsQDY@r*S;_$?vIxj z@3_)T@s$CvEv_vf*8$d+qlAyZYpKo;7Z#OHp~p`Ej?X~dMqrGa2sCi`bou!YC~ zMzC1GqK0L2E_(I>zMz4o=!4r%$#Z8FEW~*5UYk=B{;FpDFrg%qHm$nXxSQH-q7=4a zJpa$~01Q4U>>iIx$Sp1^7RdmCv*=R<4ON7~?wR1}{04xOli487%GxdWpQmTlbNp zP#kX8a@m;hor4W8ty>koT)g$f2CoO!mIxW_dzrkU^!deLseO3H(p|4rkDM#Fi<$N- zzm%)WuI7O&mhmzZFP%OKklr7rHyR(OwYDv?&3howwQ1TD?PP&?^UZ$1Lu(swM=k&} z(KZncw?-K@D6f6YY3;opBQRtn6j-2xotcp+LP|vbIMk&!di2xR1*&9A5$MZuOF&ip zoJpc|nM=p)B3AWI)dVY?i_+0vljT^w2E?x|u{M;8m~f<_4HX zTW?X(C6g@M`}E4b&Ta+Ny3IAo$pnh31>CHWD4MeF0fzPtx&*z8 z?uQY*eD{^p>$R~d3}O5!6Sc2IHG}iCWwwSdyyT5`KqWp-aD}E8#kQzk<$_fPnhlCB zscruX-zf01{D_Rn{w7HeRSLK)4lNa_7wn8XDWj-Gy;MU?0Bckl*_r+fOFl42xu3|9r}nkTD$;SY z$+9Abq|4A>M{XmwuJ|;&3UY1fI|IWrTzx_v!OLS&0y`F-i7#9E7)!|slY)pkg5PM6 znIIya4t=`9W4?$ea!550?VfF$JAa{&VyNDdV~8mN3Rl|Ioyp0epZK*XceMYwRKZEB zqCD)-Om}n6w@s30;bg52RS+g?GzBEUVFEXz8u(#ux??iT(xd*Mkvd(+WF*x@l05lm zmGUR#WX3(J*SjCNBq~ZwOaqyAO*Kvhd$KB_((GzTN5|r=Wh|Cpy~;>jp0*`nV`tF) zL==&7hgWCWR5M&SpUh0j4IEqtfkpe4dt zb^T-44(d{398qzctEUY>BPF1^9&5c%^KM7q?4>>)z0)p1KK*HV{!kh*hFsAPuZe=~ zppcc;-O^r26F#dQ+>+`zZ0$hSRUq%3h4`WH58$xeFE^kOb-MX><3>(dUwWg&SmtgR z%fFerQnIKHq2r*DT6}PQ8wixxYm8&zJ%Z!UsY`Vz1Dg=k`dKaw(UcCAr@Cc=*@glL z*4`L}vf}v!v5*aOVtW4~kIWoyZ-hvsr5$`u=7uAandvO4pYJtpen^^vJ_S6j2;dxY zVu@aK5D-_r04PRn_ty>KpHvHV{67L7lrew>`mQmCVQ##C~ zft%7zk+3zeed2b%RTbgN;@B1fn|Gcmf<`KHV(3sCub(nqvVEmame}3LaO~#v+EHJ= z`q1_A=aqAnnk-^?(TV&MA`@~5Wv7QSR2$C8&Z@#c0u5iwcePqO}Ue-S2_z5-$gdwtDn}SLJ z#Q(I{18M{4x<7We`Zs`XvgWsvJP-&&%)bFl0J-@80l53v(Za*=vAZ4ANx{j+ z&dG{foKIMYU;N*AcS5K2pyNSp)%qY1h5+l#FIQXZ-*^umKXJ5j<9%S~_!knNfZ#<) z>2UOT2L%X(A;w>DKp+Gy)_?WvzmV=dc7LpH=jM*-7oUL8MQA`Rv}#~RKp6TRt(O0f zXu=nv74r&`UW`UA@JBR}i_o~%KWnlB{ld`ieS`cNP4pr(yO*$_i~BbGXEd>k&=|x` z+b%}q6#U~zFMK<0&&cmzjP~r0Xo7qf_3cXhcb3~gga?LxpSQU`qw!ya78v;ma&g}j zhW<2CL4k|VwjasWUW}IgXS54>LG^W((Zz4b@t@Hy-nR>R0K8y>bun7@AJOy zaWPu?pV2Pl1twYo{)^GB?f!A37xDsGT&0aPz@Hf61n8g3`rl~ER*x;MTy@={u8(c3 z?s!-@SpBu73JF~}g+d=dzQsUwAq@Qvy!n3yzHl~4#AkFa9{=L;pT;kA;cN!EFysIW z9SB3ecT)oSFSP${{K6M@^Y%=?=EcC7|7YL}dwf5lh~VP!qyG*3+j=AXKb}8EL`=s9 ztHKLGAPoJ!M(dyaJ^sH%OkH;`Kr*wnvU0y@Ph$vWLsJ2>h#?Mu{<%ni8d3j|73H0r zpn$9ih>G$a?zYgsU#9;^j2Eu19#mi~4FC#5|EW0jH!kGAQUC6rhL!tcOF-EBckeLc z{5ENMS;-Ov!qD%c^!|V2{Hgud1%WvqED#7on8*6hWrvFm`nx5swky=x%GKS@%8kd_ z5s*25mB=vy@O;&b94pWkLzsv7&&7-P3(VgmQn3Uidpm18E7xCvFsi}Bsv*S_pf!em zm&|j21-j#5=V+;C=*_QEJM*LOK=HpXUEnW=2~L7g$X&0tFX{@frvu@BkP1 G?f(Hu?XP73 literal 0 HcmV?d00001 diff --git a/Spotify Data Analysis/open_data_sites_2022_11_21.numbers b/Spotify Data Analysis/open_data_sites_2022_11_21.numbers new file mode 100755 index 0000000000000000000000000000000000000000..dcf4280776e12edb4fee2bcbfd40361b63fed8d3 GIT binary patch literal 352464 zcmce;c~n%#`tM!U12j$3ZaY9)L<2?=;}Hj*4-={j~mvio2>#qC9yWW@8-`byDyLRoW z+E2~hZ26MS(MR;}@s5sd?VFj{-)AC3B?7;VZjMgBEn4Tk$J^D(&1<3auM%`3dU^b~)oulc2T|B?xq73aTkvl58}`9C1mEWK zwU>NO$il^oMLK&uoc6kVI7{4&I4%+|w>g}z_DBxQ(W;8`c93|@;cSw4c+KH%cJ`FG z&C%K=iMJ{tV>kl})&e8f( z;#ryHI!D{eL*i1Ibzr_G^7&diJ2~??7#uDa96068*S4mv)>iILG~WQE2jWtnFR80- zrL$9P!G@$+aPW?~7HmkC1shU@`DuqN*pMCzHl)RZLla`bhD3mKz}bQg39w+p(^t@Y zS8!LM6<8z8=N$SsqW|*#pUWm|xLYKLB_3;ZxZ3$%PM*$dxZltmtl?J#N<6C0NL(Ex zYjn0a0Xn%lIIZEV^>zgh>U!Ws$VSHs*~|dZSd4TqQAubFUE6sIB+Ut6|(*83fVUv_$v=qRh$Rj^)Q~nS$`O_jlVpMt^6?FqQ}wy#t*Y90`>Gv z)`G{{5RE72n-DxpPY=&nxAp|)FIi|(an|XOhtmN#u~?{w(5KW{YM_T=7A{2^hZBQm zE!8;siI`mxxP+^PEI^-fwKz*NxZ?ku9$cD@*_$e4*_gHIn?fwyJ^7R2!SZ})S7bffBuOD-*tyj3Z z4#72^{t8deXP7@-moYi~8tcu_8~yh1;lq9`ydZ>y7oLD)3>*_#_-`33Y@W@+>kC=f ztenN}_qkNh;{2^YD6WOY-YnUyV(EOi;KL6WFZ}Ss5Bpi{57#dqVriLayq>Z6<;gm; zd=@W$&0=r0``(Yu=d-Q8T_*x(t{+>6&t79^D`MHr<<8i;)(X7WT7kDNpS^bT_ae^P z&E+ZFna1nCwG*-X{myfjivO`@i-=X8#GN6w{t`l4f2m`|+i3d@{s?7ojW`=Ob3a7| z+)o*sE#He+dbYeT?Y@Ic>D-URo3?Kju{UkkSuNgd4>xYM*U>ZHYQ09p?#;i({g?+y z!%I=2jvo3Bf4pETq=Cn0fBVfk5!SKbZQHyKo1t^uQj_gg8$_H9Yd2VNKi#^0EyS~a zEd&+v+1tO`AkyB@?{kqmdjX_=`xXedcEgqp-1A>--@YA^oNUDM@_;6&At6D=Ih&Rs zQ$QoN8aZ%y&}1D%zabxt?6sUd-OVLS9r${vRDYcT^08aTU=x9e&+ECa$3YDKoB_Vg zshe#*oi~k_hI!k0TY0m2AMjS0AoDV|K=d(>rDHnUd=$^0c|VRElaih|(jQ0e#gTzH zayO3j#*w}_!q@&ra_A?C$r2HV2f@U69$t)BBII*zHL}wOV~t#6K%H6CF{93Qyc@d$ zSb0+?1ao*0@d-FU@G=^Z*Z|2Y6sSMrjyj!wDoQALCMt7#aiQ=E3`a zHt0x9;}VH@H>dsSVKrYXNlF5x1e$zKRrgjtpT|RxVDPly@wIq}L1MIGx}iP<*@8U` z#GG<$pvx2U?oHVv2YZAD{(Za)M|*o@GLt4qWWc*=zV8dW`8t0_ekVZ_zv%(Si2dYR z(XoRV*(^E2xs$N#2&54k)53qF=Vm>P&tl+-bF>|u_BgvrT*SP-sX=5vh&Xq!kgKCF zYR9~XJDm+jJ8tXGFU6Hoa!yLlOG&1bT#%BBQgTU3vZN$iN^+zmS4u8RNuHEkfzptY z0x2n!lB-fuBqhaCQX(bSq@+|z%A}-RN-8vk5F{nRQW7F1p;D48B`H#pDkW#7Buz@v zr6fa2!lWczN+P5rN=i;jNurcUV~8w<$YY2ihA3l5Obi*4k)v`FCnx!G(jq6ra+0ec zy$W(%N%ECsKuIEFNK_0t5koArc=S)3->z@OUE?BgJ21yA$JS2F!?S!}|H~3=!pG9w zd;DLP%b<7Ijk!j1XK8J-G&2Ur9CH^Mp~X3VB1^MuaLlv(L>5M9u5EnrDl;2!%rPI@ zL524QK}gSUfx7ejDzo2TTUnaFd$&9m8UOD0@d~r%Pv>la2=AS^vefLC zn&DOEm(x~Q#G=IumPfBJ_}$X{*WmrsV|{4uO0%})y_V+x zy8RV+;A#`I`>lVoH2*O{2vHiZE9+ckUX$AZ9p&OjcX*a&%CWCFulWvk4- z`S^QFbL)@42al!y3VX29tXH|j(p+ZHw_@REc=6b)l)sx8n-dv55xNC&1s1`rEBz0WY>X_)kl-;)f2F z=8C^HzH6oV zRttOJKHNaf41&ha9jcxFP z#g}t)SD8gcGM46-E-u0g1U?XOmhGDPto^oV@x#G=tIU!T=Ro@8@7vg-HHIv3k+zF9e0_XYnYXoW z1@FaYX4zVr)i3*Km3jZdSJ;Gxkx30K&4Po1R+)FHRCs~u5suNK0G4EUO|}*Tjcx84 zJd?NDgqy%HmW%Oc=(u zElsAGn^w<*+gNs7y+bo5i;sPV@DlE4Txa~5V7zVKs>7c_WlLGkAQNMAr1O~=+i(q9 zo0o)qhV(zpF|;z7z3?*xLld7>&_hAH1@3tmf@Fd&fG)zQ%x;D)lX)^1T3i}zr$ zh|S_4aX+2|106p8kilZ4ql@Ou&_$-8nII$343HS~KF9?00cbX87RVSh9mIg9frKDE zkRiwbqz`%zB*MC*-_HN~ri|Q@kyaULlaUq~iII|1QgUBL)H2d8BONl*DI>RKL?t6# zGSV$0cVwhTM()Z;uZ;A`NWYBSlaT=#c_1T$GV)MHU_@cI6J~4Tb@ONL{}IiD0)QBy z8;+5hozkO=I3kC)#}V~SHL?EseBZR?yGJrIA|sDwie2A@PVekO!*Cn{JqA4iJp#R3-zA2p?8f^!&@}wJ46V92r={!vbkOL=F7y=i z4D=lI0`wa61~dtJ3z`CrfnI`MfyOs>aVBKzyLgZwh|Et8Px4Rs=f zIf;VGBPS>2Bw9|Saw3xxxtu8E1g~(I#IHA-zPMt97gi|LP93DIZ?vT-QIdv4&iJ(p-b)vxGL3$v}Nt)?X zP#CeG(;i){M4ESD3Xf(!4X$bQSH=M#sf*9Ry>gN$CrNS=4@2Ko>!mKv|${P&z0BbPjYLlnJ^F$^%{bE02eDX&%$z z0qJohN@MjsQ&GIXJ|9K#KHFL#Cs*a9NKT67q);vl<)Jvy9^KJZ*X87foRrAPH90Aj zlQKCemy-%Psg#o{IjNSD8ab(zlR7!6my-rLX_S*DIcb)Yn_%|yc^`%I(Cl9v(6?=d zKk1^l`4Dg6`ZjbGR0Jvp6@ad5!9Fc=u9rW_{b>134L#lTJCgEhj2D>5`LfIk_VzJ#unaPI~2}Pfq&fc+qZMc;jsVe;1-wfHqJ&r~`Bh^Z*J29ezdO>}lhoB+QBTYeYPGF(qbbV1M z=EZ(&D40Ha>;!B6AHfO|q9CC#TTqZN1qoM>2nC5$kSGN?p&%y}M5-V%1(7R=LP3-Y z5~Coe6eLzbPAf>9f}By1cm+vNkVFMZQjlZ?Nl}ng1v#rAX$q3AAQ=jBPC?EqNTz~Z zP>_oXa!En56eL?gaujq8FIXWQo5l&DE{qGH^HvB~zQ+ku2+iL6YYY$x{RO0nnF28er%G$p9Bp zGKa$}P?)BoLbLGy8O5Pu$l9M{xbgoPzo827s{~bnszEiNT2LLR9@GG81YHN+05yS{ zK{r7#q(Zkqt)MngJE#NH3AznZfx1B5pgW)*)6_4%Zav&Jes0r)2+zecs#dy&nx~?> zW~nfUTLWe3+ovG?3UW_D1{CDJf~Xbbfr1Pw$U_AgQjkXqGNK@l737J6j4H@e1$m|* z&lTi_f{ZE1O9gqQAma)$p&+jnqZrR7nDqO@Lm5-hd`SZ$VR_cVOo}N=YU1g%dxJKjYw&1Ik*0vL8>_5=$Y0V+#shm)y#1`dmpavPHB;iUD0V@GY5~U<3l;ot6 zL@S9@Nn}bQR}!U?#3;!rC5cs%(@GMjBxjT)UP%&^BvDC{lq6Y6Qj{cBNzN)snv$d| zNrsY~Q7IDMB*9g_M9n zMnM`mCzLQKr$hW`(0?lSI33;pe_g5n_jwP>1B-l=^xofHLcjVnAc!|@(cjmmf<;~d zD;S_<>06*Ag-UW&Ns5%DSV>Bh4wUX2*Nv)F9DM`JOG$=`< zl3Z7k8%oloB+W{4Q%PEsQj$kXGOQ#cO7d7q zo+!yvC3&VK&z0nbl8hO5zhkd}D}T4DpX4 zM`K7p3^^7<0%J%}3<-`QAu%L0h8&L}VKF2;hD5~BT74hhr`jz3&sq%p5Q^~6TC9bJ zAq)Sh$>aa;YH>^eZS(#wb@<TmCF{%5lB{0^3@ogNfn zgz&ME77+yN zbA(oWj(o(JhZduQ_%{@UQ6$C+j1w_kVVeANX*>h#nfRQBHF{*fE*tB8hKlKWz4y9u zJR34uXEy)8d%)4Pkf~aXIx*_UhxvxQmk)>Ujh`Hfzl|Bcr&)!!CMzz4W6^GiKHgG9 zpMuH_Vw6?uVF4bY`5F&chU2cLD?@Aedee;R1*A zdmagwq|* z&)j{CnJd@(0!qfik1vBgf<=4-JG$#^Z-Y4d7Zt*a8zY&%+!LcFGkY62G;?RHfx}Ji z`*7g2q)&O`zdrVGVY;sqBhuxa6mJaw?E>c0#qnQD&a5* z-nOpN+l@T1(c%xg4q2LAZ?s)yK6>`pbR%>a{GvvVSeos=zXcY!_kRI?jBoMsPg$sE zJ=+EjcOm_7=!Nvdp>OI_)?c4p;K3v;rHJL>ne`OTlC%D{cW^v~@ zSjlu6R`qAtu0O+e|99A3p7=ja2HoFZ8>pISPeO=l4&?sNCS$F{Wsf)PWIDUMt#{k& z?B-lV<~5!xe##OdBS_r*1#|Ry@7`gCwjtVLAQKJE2j2~bh-0zf!a^iigKUtF|Mu=! z*#t}6o*}Onnq0n~5ur0LEVQYHGv$vi_#^ZZj?es&ehGbOm%Tr-UB%aDAiD zCx{2TS(rPGL2zUl@DW>&4?B9=T>f0`Ej~WydAoIt&{PeMtHJ2DeHoM+M3@Q@cf#?p zKO_L%`HR~BqMpB~0|*kp*u(R0dH5lo;T#=F=R7gXq>eRThld%=)kPNeVx+%9Q%h5p zeHMZFI!p{#j7-oxB$^#yf^e9Lz=y}z!?p&~rhaFK|IQx0Z`97=&*bTg-e)qBAM6r8 ztUc4hGPy7o-N~949C7!}G`RR4T#SDFqFW%oraG$Pm|O{z9++2@-XAuNZ_E>k#LUPe z%!IPaCPF9%8xCsjV-L#Hc2SEP^mYsKA;DlYRqHc zYO0UQXPUTJrc9h>aT%d~_>c;`H(GVNxKAZZnfPC0A z5)6^Bts0T&`#X#0X9bKoGL53Y3sc`+z&b}+UN;iA#m_^*^fLpJg6Vj@sTf}B};>f#%A%wQp`8t376=I zTQ5~6cVNa!w7RLFO}>!P6Kg{?K^6i&x;|=xR-hFNM6`0u(?Lddh6t_6UI^Q8EIzVB z5H&iCrkl>1brzk+XNBMDi2F0f5+7nlxK+pGcGlAgYlbh@nL3MZoJBkb173n)RRq#0 zL58Mn91*k3X>K;2&%O)a-hre@byh7!0!Byt;Zy~J&%z2Mrrir%HVuSrS{>TMq#K>q zHP+(kFt9IdXmxQ`FEao!^m2QJ&ve%G!v3`2yjPj_zu=gO?*i;T7JU&$gU{;_HJKz~#ko z>E^e%7S9n^eS&b+Cp^UG3nz4S1XI(r>ZfVxb9pUn2Bo}1eOVxjcU&~PtPP3N-|3}6 zN#(+lY9hR&X}qMTs~5~?SEbRBAh;qfmnYyQ>lt$@!i1krN3q+AbXOaF3Z1z*Z*B{W zUsw!Q;XZ2t?#D(yMeA`Gv=BN~P7FAh64F_QSbyw?5vdLJ{{tL0B`r!EN<2zjN_h{&4Mf0D(xF#Hl=zhNDd|!&q$Hpurld#7h?0aD)nNXTe zX$~b3rMZ;eqx2CaeM<8v8Bm%}$&k_lO7BxzNJ&g-F{K%lEGQXKT1sgqrR9{2DSbw1 z7Nr%GW>flt(g&1QQ8J;lnvyA{HI(L1T1V+aN*gH6rDRRXjFJtdk0{wv`k2yYO7kdf zq4WtQJ4*8@ZKd=#O51=q3ykJ}tuvC2wo`9&>TOSHA*CIZ7E#(oX)&eUl$KC(pkzVG zkexkIL(mqPdDD9`ToRSMALdlKNXOs?7`kaynr4^LCDE*z%FOlnzr` zMd=77OGp)^eCS4xj5{YGh&(jiLEC>^Hsg3>=Jy`*%6(m18xDZQrj2c=0M-oK2Nt+CNV zQ@|V_Y(roM;TL9vd^ZF6`B8_`QA+-lj!`;FDTq=4r4UNTC>^I1NGY6B5T!^;!IVx= z3ZWEDDU_0o(s4=(N@0{@D1}psr4&Iaj#4D0cuG-}5-FXaluYR)rBq7Ml+q|kDP>TS zQ94gaPU!+A1*J=rl$5e5#Zbznbc#|QrC3V&lulDBq!dS~h|(EKC6wYRl~PKeR8A?8 zQYED%O4XE-Db-R+p;S*Pl~N<6vy^U7N~6?FDV(m17JO0OxEP@1H4jnWjQQXq~G`wy#`sEm4Q46vM%#sDiQX$-KElEwh5 zC}|9^nv%u0P84e46vS(#sC{AX$-KDlEwh9Q_>jV4N4jVY@(zwz-CGs z1H4H|V}LD`GzNH!lEwgADQOI_jgrOy+bL-bu!EAu06QsZ4DdE3jRC4CX$-K7lEwhL zDQOJw4ke8N_E6Fo;9W`@1MH=wF~B}b8UyU7q%pvIlr#o7KuKeO_bF)%P)$i=fDb5X z3~-Q=#sD8u(iq?nC5-_-qNFjvVM-bU9HFE!z{iv{2Ka=M#sEhtX$DZ=i|e&fp0WT`hnwX2hJ2FKT1A+UCWR^B|qwSl+sa30hEqWIz}moQXr)eNloDaBHXq7+Bz1f_UNCn+UTil&rI zNlGb|l8jOsB{`)GN(xHnfjCN^&A)NM3gJA4dS0S*ic&VESW3B+PE*RG6h|qa(iuvH zl;SBBQA(gxLMf3_DWxPz<&=^sRZ>c!R81+BQZ1#klWxrA$iglrB)}q;!#ziqa)Y-ITH@^-#*D)JrLcQa`0!N&}QGQ&LmPqclkA3Z)@R z`ILq!6;OIisgTkrrK^;lQ7WSJf>JT1my}8nLd~u%42}0vjk%3uGF7STG?D`Cc%M z*R#a1>3inK`RwYn+5P`OB4OSJ9!w1Ef3@a_IKo5LrSlDVooC*jDT^+w{+h{^MGc)P z87+^-7W%xp;NGm)k?}t>)mgnGXPPTx$1rTNRSUoThqxN1WdhzEJ#WYE3Km~?p2XGD z%gMu0;`)h5t1`<=;&RC7$K~&%xm+fSCB{Y@`Ty8;0tpuK7x3*4p)^rGl64oOy`hl-K&q3n(v$vCo!~6!f+3>A*?La)3=-KZ;kp{fy!@-@hyk}9* zF*E8H-QE}6cGJ?xp071;kF(dIPhj=;0!v+htgq+GF1_vOf3Ti;-8^)qs;jofgu6rF z?zG1d??9)94DgZY$H@~u4WqsXm}3=X53Zbg(y-a+M?QbvK@ay|oZ%-E@Y9})Ae;6X z*z0C~Ush6g^U-?DBu^EbZdD$==V7#skImtEcd+_rd{BKYGxl;$dE#-*$QpYSTK&!s zer2?kk6|%@aZ(?^E;VTbWetzRFaO9y`kxIA=vLQS8-2^i61cudor!Ea8vA4A={bQ8 zjBj(a?7=J5`8aG^ZX%I*?DO`7KtmF|`3QTf(H_1~vS*LGx0{#5!Py1!3`w{@zhFli@`^%= zRIh?3I@Opdyf;3X{rKd)0&Mg>+~(}z`AM1 zFT|}aagjJkTunQW7L>VH^$_TqjXWSO7m4Qqyi=?V32@-= z-erh+|KP8;H^i3=cuAKBWBLOo8_!{;S6)9keCci2Jdq)^n~aTi@^!|%1@Oda>O=U*M2xI3HMzeg12b*){T-A2L+=(s z@#{$3_Uv=_knA;`iKeR+tjMt8u%M90Qw8?Sl{ej!=T8^Ztupe*d^ThfqIw@n{};a3 zuAkU~ANb$%cj@zN-f4}lg^GB&z9KC%uDbLfqaF*ZxggDJ-2S28d>da35wzFRgMC*>%t@7{Dz4S*pO zUmv<$H+8i5u+etYt&AI_{XKOpYs=-qz^;?$&RmCrPfjVVC=6*xIgN$;b>>Ojync1^ zI0)ek)K`%8<@UH+9o%m;OXD^Afo7H|~sQwYz-Nz=|_$+v< zT&A*bt?Cc{Z;7X`4UT4ar+mUBb)J0`c)IYV2r2?c;vsQ>KvR-#9&L*%S#C%8wzWsk zU3w7qJa7mzCqw;*JF+g1|GwT#0Pn)xv=PlvPs1*gHQo2(WY^*YF%ugQG!;D6A^im! zDz3!C!9C$Cq(AjBYt_fB1);E*F7en4KVfusE7KDjL5cpx|790!EAHg~;9$qLd83^V z^`X45F0nW@AQ@s)ys8bYd0G$~N_VUZ+s0FFULAS`L5^fm???6ThrLwEfa|9 zbp#&2NE}U@(1&V{mi4{nS53+3{cqMXT_epGm8b7rGv*fRd+u}k#o6Wl?`W>N5Lpi> zdvCssyc_o&6WN&Cf8~My{U^c|JY$~3)5{xvZ)tiQnW=Xn>oR4Pd^js3*Msp-%`Zxu zO!kXP7YV%J=P9DgI_M+yPGlV-ZGYUHG|^_kLXig2KvmH$D`#B-}Rn-aTXgDNs{#;5d8X5l%-=b4~jSq^HcDynQR7LW)OCm z#U6DXFMBuDnDq9-I_Bn^@}b7koGLLC)pbQtamek`&=pK0yltn=CG>6Co`#aGZPm-R{8kq)ax<~mT)ONsjI#&?fEIpWS3tr zjy{#EsxC7}e1j6x56~y-Xx8?ILEpyqxU~G~OwLrm6=_sRhCUdcHup!fnP>rI%jJ5^ z+sDxvzTF_EHs8r06aV->m$$-sC%{zXIftdtE4`~n0c8MdiD0iKybO! z*#!>J)=Hosf;%nLMacGIS`ZKwZiMR4jzqqFpXLkEK8bdHIXIFO*A^gTN~vV4e?ZpV57J&I)dpr9VnTXyo9aiT zfoWC`^>rL19($ZNEkes6BJ0>u)%}VrRndM%diiadqCNfinAJiP4uo-rG%Z)FS-Z1d z-guMJG;-oFb3Cz09dPc_2p{S{*FjQu91(RcvOTJ3?P>6RkQjiOQ^$SIya;=nBU&HK zIJxX~_7;u`(C6x4mTl7Aw~DazM`Kf%$v>YMG+gOhe?}+}GJFRo7nin3v_f5id}>qj z-kcbIG%jE!-^m}ug}iy=i;cGPISx+HQgfLemf90rKa<^@x;%cgc>|L)7?C`3?%~yM zgo|hxC;-|u{9T=gZ2O`kl>_H*zqpB+qOzM|L)YJ`W(&X4H*s+GaD@uEPh$Ej`a=CH zwtW-bQ0qVXe7FsoS6Pxg`Dpj6kg8$E0qVpap#;9epe{ysg&gs2zQDo7-5rAXq28Y+r}|KqMyZQcg{I{RepEe5<-3gu zK_Xf!MC<5~B{seGUhw6SoH)z`c3zV!pPWsQ7X`RHv86tjz`(uQ)e*~@7tM`KJ1g;_{l~|xEW>&&?ac$Y@cL@3|>825q}3>_=EPVN3#a96%r${_8!SW=m;e<(R_6j-ux@y z*ptuOBk^!|5t3;{Ub7N2_g;n%oM^rh^nmt7 zy3==a%v}=hqRr})*jCZokv?7@nm&q|r^6$S(ouEdb;(N;ojnqmKDfIbg7NnjwG>;& z$7j8KTpTc@&kO{_J`JoIc{Ee_;S6RE^qNk>l_K12V`dC2fS_+`11Fl0LVTAjtQ9XVe=;CDYyod`9i#iumOr{&}!VX*<;DL5!`-V0sb zR`m>QUHdNQTKCCf)fdd@i?Wpdo;SsZga>&H#C6a~qJzGL&d4?_E>lt2(l3SaNMy!T z_gGri4L#u&u?Yn7aB=tYa_Y-M-@#DOr}Wg*cYYDkZTH}j74n{<&{Oxlp~2xHyv{&s^r~0`P+2NRAzRy z_W1cfwg&IK!k+H1{N93(8NXzC$AjeK@9tulv+?#oOW^9@OlLDYpq_8!w=6N)Dm^nk zHPPtv#({~C>M2jZJb3I=7`5u{6y?uCJJsv4bzfm~en8|vC>F~9N2*;M5@Neg!u z&jSVpZ_zIGTfEh`zhEp%UfMIAIo&?eH1f`;LEk6@b9ZsPT|b$DHmL0lw!D5gc;ZGt zsSlrtdUWNwEVbnM0+B)9DIVI1k27xYuNXXqpU*(WRu-yvhPD%3KKU2=@};++L#dhQ z4|);R{8QEEOWobvoc4G*@A3A69Q>&MT+3Ef_vqdAmVswbMQ^BIy?I*xI!Y;;5*qJu zcRv7OcB{`~>&MsP8m~6{JwC!*$uI96Oc_sHB0M;29t1h)YS zMuV8IEi^Vkdqj!4#`~d|+A;r@L-Bip0?g0*srbFL(Eh~nqgCxMwlGiMCOtnJr8vrl zGQaaIs?Wb^vLFjH)pvXEOhooaE)>~Uv(xl>;WsDVox5-?T+B3ftAi@yIx}412KnHt z@Z_?|G$*Fws$Xi;o64iXLQjEpR`~t5F{kUEe9oLnPKXO_z5F;`h;?n>DX->dDl_7H zF_YDDw|=0-uco!H2l4Qbv6lzTs5#6b^#!(F?}vg@Y`zxv$Hj-hO9H76VexeV zE=`X196SGHCR0=ymH*^rSJZCY6EEw1APsGQu%8L;OUhNoOyWL?PJ&e2rN zJa24?E2!?1WtukHb`(60$hw$y;WTD4UKZRNe4-A&jm5SPuZBOpTQoin-LEui>fY0- z=i$TPtx%uO%zgN<6};cnT@Jckb*gSk_*O8Nv&X~xFjT*KmU;qPSEl#nJr4~Duw>4? zJ~sF`H!HLa|Ddn62mZZ>M?wnvNj=5(nS2shbn#U0t@TXDaCKACt-N!4U|_E0C^_Kn zMJM$~aehmcZmj_?cH;b0VqABe3Nt>6zWAn!p^on$=N*IX7lM+HpZq5ip?Z^1n-!OP z&?p|-0Y{1GnAq3@USkyIhdbzTc;0+Z`wA8^+?K+JZ@Qg+AG+t#{=r(m$)~Rfb0#q= zwIg<-tPU@<4m|BQlo!?X)S9_mcIL^2p|j1M!U>U><>&aywQ1bqWb#VQ=&~meMcuZ_&*?JN6|j@F_!g>()g(MpwYWl%kh3y z#&dG}MfAM@IrpfhZP(`&G`|>2iSC=4$N0vdx!Bhj8?j4dXn&5o8diB6oeskPV4?pw z2GSfd6oIWLlLB5;l)by*!rY3l%!z0m%WbL>h#{P}m$Q>_+H~}d`aO=_BE7jk@^u}Z zesOYfKd4uVVsPnHp7z^3eHbW$uV^|C9UJ-q*<8||2MZrOM`xHPIPVd{7pV@2agR4= zYw59yi$P~@4>f^hR7S)V^fZls2v)y{FT_Hgqqm3QbVKB(K8~&P+XqXZK1#S`&Rk2X z&T9-h=X=U*Xo1rncQ;)#@0c{&pq{1REM6x zOzUyw?I|q-G3lY>H0?KV5aZn?Rh}rC_Fh6{R-n6yJ7xPSS0)j z)~9}w{02?YVemw9n7xNN)7g<@D+1n<3~ zAp`VJ^&)JYUUpm2nfVZ=phGRHq5QBH7YBTM8EpvTV)%9*I-=grvn?OJaDLSP@llvO z1qCHUr$6eHz7<*+>1+Sw0{<3Bbm>F%dyk$Lw3k6s(Mh4|+-Ki1lYwJ7rDM4hTxjN^ z3!dFbj=cSJCv!BX(XDf2KLprgt^)SqD6 zVE-ErbA|>JS~2tb=-_Z!S50iHZwS)i?lgAx+(TELYH*QiEz9;=d{a^Mn=&ahPhBzD z4eixoF)M`M@R*-GoE)9{6e6V=`j^_8W!;e5_~@2TWxRw@^i@v|huyBeAaoOnwfDk+ zbdR&pRe*dXEY&};b=C3aVgH!k2`?t=+1>iw=JEXHzQcmOPVVMVA7M}#X*x@_3vJH- zR3GMx;0^zXC}`+&Q|t6gep466%VNG_s&2?K>vNt>W%?SM@FB!r56QuOqHpG)57gRP zn-6|$49ke%?Xg$bB0%Y;GmzwlbQV_7bYT+s(2!)+f;Ghf2- z*lRY7d`*W{=UCR~3a>Q08NWLE4Rbp>-_QSe#IahvT>=kRiJS190rDGyHG}#Sjq3YX z@@1aPrBR=@=+l)a{rgTbT$n<+S*0TXp&e*l)s_3_E87dAzhTDi=MN8zG$)FFTqM@o z>+EvS*-dzG8s4c&VcGOEeM_0W&K~Y=BAyNstBcuo(F^9maBr_Wv>JPz_f$C{V|6mi zCT_kkLQj9M`!7x~wr>*fIE=M=6?a?gY-T&3yVs+x0y(I!BAWn_@YXaQ6o_zQItnno zsTyS2)>gbOIu$qCeH0b}E@di0@O^P5 zjXa)6`5x^Pj>3}cZ^HMc4;iv{JbLsf`o*x%3m9qDT#hX2dU2_dfpNOFaP@4lx5r*6 zjZnNxwc|b8p$jiVE?vLg69xnNpz*dwb>f*ip{b5O52hNw4o(UaF& z^vW0yFPQiVy*@@^5SwjvN7k8>FPqyGDuWt6mLe`3T`y}38p5~5D=AKT%_dkW?h2x)8)40|TCkoyTg^kx6 zFp+0E?<91O#5af@eKvO=bji-nkl_ftv!#yb@IBi)XGq#GQCgU^ih1aJS2=d}Y|3cL z$ILz_ShDf0N1?)%I;xwn)3tf7KJ8NWIk|W`yB)x{;5QMsRImWkHx<#DHhT2_4@}Y3 zp2E_SQ+__UNUXij8P=Tk3Kt8|Nhn%3o{iW@IBPy{AC%(Prf8e`0MG7gQ|Mhe``q1p z=b~tws}f=Bw6xyP#OjgY?-)g0N@K^=vE~}z-o-o!g# z6RIPObfh)@d5KD;E%eoafZoCz)9FM=4wc|iL113`-6Wrg4;Wc&%=MVaXPw)PocZtV z^YS{lV$q^sfBki#yQ4(1(DA?`XljMw0*)=;VVRZV|M|BBWmXL>&z}7dy+rsOE@)TQ`>Z=W1BX8>7ZWVg)nEg&3@S0#w zIDvPle$cWl2vWRx8-4CJtb+AssEd+vCQoKaY&hKg!k$$$6UmSX*qQ$2qooqQVE>_C zV7KKEY`J)1N0g2oRpTscpNmf#!cNqTdNFr`$4k%OZV$PhvH~4299RaXkOA%13aw-+(fF?!=^Z%L*6{e)$l1I_{PJM|%ZWaIdO?-6V-c64`z9Qyd`)A#qt1X?q!5ANIv4IdWHVK^KY zVc5q|INA6I)d9{nYZJQE35#WWT>|P+j>fudAKWi}=96^24|V}g1)sfj|4y3fmxM0( zmw&TdNDBnhQJb7}fB0WVV zaB*^X!&gz8m5&P6eDdC0iK%-cn}j`-D-S|KyBg1jMhbt{Ww@|kJ# zPp~%cTCESGBNrDZVeJffiB(XKTCnY-*QKLf!FOXyFmpZe(sS9X%HyVGA9GyX4G-(1 zf2h9_ZJViY;>2fM++p+6-0*{yJm;UiC0VF?r~>^~ACNMbaxU|Msl>-Q9uf zgC`6N#XJ}9J)${Zq8m`MCCE0e;Z1yd{P}=M%v^{qE^56kIzJ?8KP2htP`rDrPVdn8NV{Mr$R3k zTzMR7+!l+~O_kR

Y}?#qj9j7|%`d62nvuQVp-m0SaUJ)4Uvbw_M;%vi8Fkz@#$Ctd ze;eoh{l0UizyCSkIo~lErWSV=o=JnJ{bin|^odiaqmJY~BSE&fY&3RX*9c zgNBU+g_*V%7BV-y(QRz5J&eA4IbzT0H}}TefC=T^;t6ARFWd6x5v+AdX?&Qr7dc>c z`X{vLvRA)tf34lN{qdkNEXf!*S$?vL)l)AJfu;pI0M z+?smfXf(Ux%(iDsC$789GX3PL0(*Xzy;wg5-4})%ob>yt>9;n&pFR^}S!X{Vn7d^1 zyGL=74ASP(T$i8+!oaq0&9REhtF}Dp#@0^!c;U$A`cuA~+gxWSUU@QgM`aHCs{Z1<<0GFxs$}}G5X>|C!O9>Xo~9Pw<%bT>ro_RPBJ%x+%$MJKPEvTyB`1-h-9dYFJu6Z}-+&ZLe z?)Wy;A8cJVW%ZhQ zxAnzrBPi!u`VIOE3e6;vc3(a^Y3rju>H&mV`N!eaFJ7If+fZX=B{q{Y*Z-mnJ%Jqdbf~bkJZ)9ynlYfMe61#(q>}jM#i;9yW#oq!>L~>X_%fRgUZg3Wo~zW z^-J1RHLiTYv@=WKsad~o(#QMDpKc?W8Q##;Vw1zcq_XG*tcA5W{@%kI+gCoWTrXu8 z)Xv%XWX!YO*-VR6WMf7oqJDR`Kmu3FkZ8KElu!cu+J3ygHXo;6QTl+3YqOXg$~FC9 z^mzFY9NcxU&&`|i+pWJX?3TLeb=xk~PdZmU!pFmAaphVZ%(pVw=6)sIq8qd3&Az{; zYDPcy<(`?J4^2Dq{z|zUX|pK5?EzK2hQ2wChrU|&=C2ofE}hC`-=5hqdj6`h$0D?| z38|aSQUdqz4NjMhBcx-@7n;NUls?4iz7gBi^pc}n$5-rM`~)7IYoB&Mz4Bq~4jw{) z>z5vSR5O25Wl#3Q>=&axub#E37)H<3dOveU1T34bJs*DO^2hNrVTm&L#gzNMZL67e z5c8?$0)#R4?97_c7oI%b4|Cau34e_m{`Tj~bxf&0+M4)HM-rlGV?EG-n0C!eoWSE- z2rZj#T2?y@Cw}bS9Ns*4o7I$Kaxld-Dr3&bYX``ZUd`WhZ~Nc(9-qYQs;fW0++RI^ zX@FV5b7^pCb|ZM#Sw6R3g{J(>`EA2e%4T=Cn0MX$@?mkg97~s&ziTHOhoxgO5(uP9 z*%Qtrv`Z-t@2#fCE~>wOV*lnR5W`+Le(wBNZmXsmur z?ea$79iIE(-P8wHYGKeDdthl*)yrd_Awp({TO85~Rp9hZKbh7yWUs9)^k0 z!w+q#eE4(yp_o&t*P01_z5Od@35VFb3n}z2<$ijn$%K@!XG8l_p{b(?X_=WLW%sc3 z&x{)wsaJN4AR)*%m>`t^BxYzBZBp{wg~#GlCkXB*$_npsz3eRo^B}}LsaQf(w=K&W=qh7n6GQ66G?O4R^6HZ+uu8( zwJUyG@MiC%XCt;U?O{b~hYSvr#>B$h`CaW0_mrR9n692a_QCn4Tzf%T9hwN^!9J99 zW8$Ib`~Dbr@+qun*AM@5&*w{XRw_rSkX-{n>q?jhU{b$2e!=s1PcA%$QSM&Z`}b8F zciwYj>>6gZ9616@(a-QI?nL=J-~PVp@P>_tVQqYO=cHrzKh7Te0&B}5=4>xiUQYHI z0zFhBEy{>#1+Q#+I`ji1B7GJ19dycwN3Snd-`cny@|vO}lh&*ne)!en*N^r>9$@*n`7@SXI@*~@?%@L=B9qNJOc~?BJP(2y z-5)h^&aSh}X^D(1gcPcRt|v6~YQ$>Cp$?*#&}gyLRLAMJspy za(*{vACEY@Wyg(cN4F@q>0ndQVFk<{S_o^jq(@K2o;!YV;wQMpb2m+{x^eKyxi?BH ztAauhnpI8=h1wSCuhh;aa{t(R;z0S)#dn}Dj*NXd_tLy+JK94Q2U%#bFo2-j`VhA3 z^^KU67P>-<&E_o4FE%l0U&HsSVZ|rh(7!jVIdE*o6WE+QJ@)mq*R$3iH8Dp5Y1o-! zVuR5lSl0A#%RO2#Y2uArKhJB%p4fkRQrW`Ki(-YGhe8OWG9Q|v-QaK+o||-V?eSOB z)-&vwySG-Z+j_H73Ow9K1Bji*T^Op(+Oegb_K}(>4dRUrIt(|{k-jN0A?BW@tPtGmh@tdcmAF^uLj?BW& z@F*QXNq>w#bZORvZ8K(K_Lno~UjDW4;Nx3&CbNaG46|vLwm{e5k&YtJlfXmnw@*_!MXc;Zf}`VJ<-R#&;dbbD|0}CGVdOc zq^m6~X()49-WtwqxV9m$gUQ zv2UlWIy2|+@biajJRzcM@`EsSE2!XR%=X$Mx3r1Af=5{hj?=Y4a2=~3?nQ;8p6)vP zWdEEo=imu?e)7cP+4Dao2zy768VTFs^E$&)eIPAlhdq|qdS@nT>@XCi720%=83{!! zHfOx2VY$ATdsz(bhFT4JLX2(_>d3A8}uXQS>SfYXyD2p|RnI48Vz_j%ld^`v7_7#^_Os;vkW&0%NQ#|eFu#|NMTIX+T6A5%OZE?Jx1VYV_WRazu*dA8O z-_`oy_{9q*ovuIierX~5VA{x;zaD(HG9V_NhPPfbB@JzXAqet@$`+rRRkM2bYZ47vOvk3Q zBiEu$>kM~t7xYayPI)4MA&_$9+OulLpgqu!Ix=bZ>)N#&U$4CkX=8h5KmBdhrV7ZT z*v$$~TrM;0JK^!#VDbPLDs^B82gyZX7jmW!!nZXzWl=C1KRyqt9*o^doz+_Wi-1Z`|EP2wA=khEXU7c!2ja5Wd;_^`qZ6{c`K?2`$)Xi(Z#s z+x2Wl6=V$SHK;&8 zQaSG)9>huzvC{~KOOmV`MoO0bHDuS%yaAS?AfE#X2~3OcqOJv zQRLmjYCyGVvxJ$%QRH;S8PN5Z`?Urlb$&DO?r`;Zv{LU``x{REn92;JSx9=cS(mEO zA)ys#rXF8*dgg}%;8?vHdF%GPed||OF!c(VyVI0kun--FDHM8ie}7hMle#&Tdz+#o z;6=DgNtoxq?v{3SR;Mu9? zUjJUjtYrP9usP&%IkTAfB52@m;G`y9c>L(<%d0Eq!7lir2WQXh**0U@B&8x8S`p^~ zE6?=WQ8>k%WEn+TOxnYtu%OSV9f5mPoLhJ3#Ew7C90xb-*sm3@&X#{Vh8b&1nbTr3 zDYvvii^^u#ZX=RroE|;@-7gP+-iX;>>t8Rw`L1et*No1MnH!-{5<;^|6|B_H)$%y$ z#+G5yW7eJ8Iz?#hln zeZ6Y#f}87Wv5?|HIqgNt_c7>ilSFn2OV67Vo62@#>9&l)O)}bdO3C_^bP1bLlb)WflR;QZqKx-|FnK=n zNQ!Pgyny1DUl_aM{PqgiaeuIV+V%riYNj15ld_GRMGl9uq&+Ow2i68s@$avdO?f{0 zPE~Jq`loC2DrT)e5zbUKWua8Dh1rpTn%uprMi;tXDlWH>MJ~-59#-$$YAs~a!d0I? z9j^bp7H;(JM{6D|+xlka!5Q;}3oqS%3cV;=dBuF;mt}eEa&+ zPUFpEtP4Cb%hFnO2igE`>fK4>Mvj}Z`q2f<-uPwr*ctO4KPzKad9XB4Sq#&XjnQ3r ze@M6Zzn{*1He&aR`dD_rPMKE+0fX3*>{)J$UQU{>0e>8A)TA%TiEi+6U|N z0kuPM{H^sLt3F&`e@ntXdoX$R+DA)v`k4}tOSwi#IxTn*EYAml3z4*E?3zUncW)Xu z9kU1TKN&vZ$S?0x8OT_2K}c8gYiC%k!;*38y^Eh_o_x9{o?URO;>zVer&W&uk6eNW z$*eBO>+g=fy4&3i{hF9ktQsPvT$Z8AfKKQM#E@1~Nq1-5-1N($3+v#$PosTYWtx?)Fq$^iH4(+N=svU<@9L?k6;8hofg{Syb zZ5)yEQ%7NTalw`)vq1`L_-|`>xg{NcKVkdptz));EB9vKk-9ZIpHE#~UJO~GW@d^N z#)&s@OLib~%Zb>2!*6QA?qIqP5Goax_YR!&=F;lgjYnr~hIG)%wdG}t*Pi&~!{mFY zT=pUeS}H#_fd&2`nA78j@40qy%cjql9qf~te{MOy>Uw>QB^`3Wvb8#4m7W2CIdbOx zu1_qHkQpz7ylWf001gYJt&Zkk*C?~r%`LrA^AxR{M`xvy;q-%zB8x#<6FiMKsIvWK@bXmCHUi0r_SB5_4e6!FfUiEDj%_8`N`)cfiF}J zs|~iLn5PVS4NZh5tRv_mn^nVkp|@~xkRJH<($7n)pS&CCVkb_WGV1N4@pEUGtcYUl zKS1i#J7M$n#N!d$%HHoDcMGy%r&mv!xn$vIW}=pLcNIA^HA~Xad$=%fK(H*DynpTJ z%?IMyg&*f$9kb%rrAEvK53(pr(<}=84R=C~lMX!J^VizC@pHC9ApZ8&N2@9-7TC%H z=%T?6?Su~KLqptr%8PZ=-c4K@&hB}9VD*8i)$1oP$^JTNk?`~G7KF{zQi=~a=`drE;P0&ZY<6I;M!%3?!Ce?~A#eSb4tXI=t zeW!9SaunqhDGdfRf>DIjx)Jepdryq2+_CF(7(3?i`_oI-u3o;M`4J}iA{T6dXkpX* zTlC%Kb0eo6d|7vH5PRgsFHa6U`+32iSeq{;ikXUzNOl))!_lrs3Wal|PN-<^l1hpp z0BkQRRu0G}3w#(|(77o?(_b6oKd+d%<^IFZzZ=-Hn-f>oeOP||qQ0YyDuz{IoCIxQ z&eOH;+){E9goKS^i_Nn1S2RjL54M21jD0wF>Gs9f{%*oPu6#DSzHZHXCS8gLFkKAr z7?;CqeSuCocVgRwnv27KgDL6RlIO>Fu061J2F{SV!`?jeDMEOxN5iAAk%<3m+>T9k z)5;d~We?x}H|p)D zWm|rmgW0kjcmMc!wQl2nW%Ks3Vyh!ZtMEbNA*yM*NVui{-YxiT)cehU=1~Hf z4TmGNcfrqxcRm0Ey}<2sVO}m_Znj4@ZB+7?C;Yc>nUziH5{t9!E}9AtV2aI+=^ll@ zC7}m4N?`{%qqYu{Z);-7G0Y^Ts>Eu`a@rZ*6U~5EyA~%Mytm@c#wV{A-G;aA?39I< zADw?gi)^m7;%`n5@F-35;7a4REgc8OiDqs z@OF6m(AAW-<&di5UQ(+3t4w&1=0FS1~?acEhqw8bX^XJwbp1l9f zU)P!WQWaEZ%d#@JB#=`#u(k`~GknU-MRnUQGaH)fMt-`s`0BKCZ;mim`y(2b>oy3& zqv-4X~;Ltedv|xI24n^{)F%4xb*C#-xTQTt0>Ne5*60fLR$)GXr}1 zkJ`gT;;9nmERFMMyUn5@m1rI`Yv`&Qub;l$dgOrtmbeej-Cne;A_MX?WY8+ez$h>= zmRKRrN_RKaJEdb3IY^3YWZ8CSE;C#3nWx~I+PwsM^Hbv8K|Cb6!?yrG0A5-#6Yq_t znWom7QED#*3t4!OF4K2}Cb+W_ z4{h*&5`y;Xe}tTiw8F2@0Mkus5R(#(T3420biAuaHLUV83M)ZQgZZ=&S(S}jkPEN? zh8z&4oQm^t3#7dK8W<$CN?JK` zL4Er`ASj9v$Pzp9Kt>mdQbE0;szFJj3X~*r1sy1;7$D0~cQD9LRYydr={lg~6FA0< zcb?O+@C0Q&9?%0h7I;hNc}v}Cq^@5xKL&mv)RPW;lA!;~zl{K!zUI#G4SaGpN{Z}hEE6hw1=7-_!vn|6Nt%BvOo^?)VtSD3Z9Mk zRYlZ+=2&&ao$84FRS`8+5r?WGj#Nb)t%^8S6>+>O;y_iziK>XZ)e(oQA`VtXfLO@o zs)#F95w%qjmq0eGLAT`plVZsik(2+?ExA`6albm^L3PB#>WD{y)9X{8R7X68hp>5g z>&UpU@UX6i@U~sT4Q;~X+8JWQW7-FN_E6II6${dfdh2P95_G^2~sG~ODo|39kdY+&`JCWBGN5Z z3n&EJpe%sW402jQZ*fo<9~L$!G;~l{XguzLb5R+F_Xe>~TX(8x_z8%lItjJw(^>fc zaut<DRo zg9F^EMQ+pAVQDiO2va!}hFeA907K@n4lFFbX~>9#ivt-tQrSMFj}tPfLb8hl7%L=K z7Zf=`Fto&$Z#QK*L!f)oV{m?8g zVQWBlnDTY0mK@m0Hs#BuF%4LFQ>$D_8$Y4vjj&~aRXvQ5-x<=XPcK~q@o_^j=U{cP zEGs9+iGxY!U`b030*1~IXsXrXr2N{1WLa|np_OkCZk<8m8=H(|x^4-*sC9l$NJq=D zI*r(1OhaK|NG5>cCBt!ud=;gpjhQAOzwL-xWj{i?FA#VLWD|NLe85>twqHxrETDZAwbDs%`_C6axBy= zsvkbtwJ%~DK=JCHxQ2x*H<~0qw9%GNb;91PG1pa)pLY#GMiKBq z74$Orn5c5X0?sLcs2`nxu_W5Z*H-L{IdaN`IUBtwrWeOP&X2 z1%$Yb+Db-+P;;qok%{uAjTWaZ3i*A3fSYtwwEk=>xb=1?R0{p-h`NR>t&zjj2C$36 z>^AF0xx>#4C?sg-Fzb*Wg@qyik2P^=2>7#>p$Yfrmq@yH(RKSLWUf;o@SuhwPe9lT0Iy7lTP2$#?c7wiM%PbB&-6F zgH2RKr*8jbXInFM2@TFs-~^SfyRbvqa`(j3Z4*)Y1mx3z{^w4GoS5gwe~8_UWCDu2&k=kZ8c%sa2xq9N zoj`g82>pC(cq=NZtPyD{ihf7*uOW+^l5p0h>uf5lIjz(6wm1O$X?OJhv8)G`Oq()Y z={?a$J5G%*N3vq0$z>je*jNE6J*2DNS~{$g#Tf$sAYzc&;P9E8fv?L8NrPDtkx@$W zv8LQxpu3+67kh|_Z^QGg;h!O=2*wUW%w!c@b|(B# zM>`E>Dit~Nw!>T4fT=Fp6nF%g6&jg9l%hYA`k8>s0EBedOgyBWkHM5DP>R%CCyi!B zkPLF%=4%&gR(8jfz+{7LrsfZQGH7Pu1Q@Mo5VW0S@Po?l4Lkx;3P~>!m5X zNHW$^cDu<>cfQ6d+L&d@3&wu`MKP;)QX|zG>JV8pIB=51!|cLrK&${$PT~Qk+zKAV zEKplE1yGX zbL>D#e@~eJI}Sgf9|O3mz$27T@evF`Bmf%Qtl#68@@Sz+a;?lbBtHwkOd8FI!<&z8CQ4(t<)O=apP8Dz056`(uU-TXTL12#5HQzVnd%-NH*eHps5$rgN& zuI>f~%1ghMwAiAy<32xh>ih-xYceF6bjd>AUeuvREX12&sl7ysGUYAld{Y6{;$}ot zAJo4m>Z}ZtleSVxa^P}VmIYSb7Di`*VGd$>CfCwa*|Dfo16J3evuEpIuos|L$A6`g z%DiPJ7(>fFZNF2vYXeT#nxT)D!OUc^o(9~jN#eI`BGw7u+;t$~pvjbTE!vyjo@=)0(eQrbJ7fO9fXa*Q&)HlF0IUnc0|`AAJ?~ zchZ22Ezj1s_n%3_@R4bck`qy(NIONLZx)_|GRrr>oqC<#9IK!l;9ezH@YgLf?&%j?t^s9ZCCO$yUuJX-kEV3C>_2oTvf zEon!o9JeKlEt<(J4zG~_b`X2jtYuay^mC(gFzP}DsNYd3DD%k%>b=a7Y0r^Fr&<}m zE?*FKF8zw=5O>MQ(hZ91OT@J}Dq{9ZJ_eYAd@K!6H`CHeO{5$q z{352k4ALP=j5p;HKhj{4cW!%6-e)k1lc&gZeQZ|k2SwobF)k_(nIsueolv{Yk#P+u zIIE6}ZD7Yzq@$KSU*J3P6so0?keO4EPuDMyI7!!veEc)$on}iKR|HxLl&hrpJDmag zpkd!go1#f+>c(~z_QsB1@2NrAlox5V<|WH$urURU;uIdMa~1*0(3ouvp(K;we^;qJ zw+NyoA*H!43*0o&+7*KPK|d&|K>s!>^IVv% zVf&}dE7^DAUntwx+th<`c*535X->dNISK*jO!C>dwnK^jk#skRTFhia(~*gZmB_$# z8p`;2l17Wxi$z&^29gD*#gS9sC!Z4|BaJx{pSXY+i6KPQ%_3mH+V&!7a1R3|C@YpA z!WYQ80q9G;lrmJ0B6D)1E+b!_ZNPX*SlN4+S|n6G0ZSqS6j=TnoAVPNN|LD;v#Ctet*O+(em zCLZNVR5+D!S4)!h&GNb;wgATa9I9&t1Bh57Gs}a9UlSR^_!FYxVUA+mP_A5shqvnC zu;)SUiZelo{kyzKi}Uanlb7uR%ya_os3J$-4DTV0xpIv@C+)PpVjbh}!|d?zbA|vpS&_vWdsJ$?i)a851=yAHB!aED@kb2}AIG{kG69k$Ht79l@c@>0kj&3-~Gz8ll9SD`dJX zi_Sk+;ioIrB?&kWNnhV%;4cN_DP(z>rTI6nMs;$VT^gBKT6}Pc05gLBod=h6NK~1O z0`dqqhF9=E5_2ptP%B3?rrP0JnJLFOIN@%!=9)RCe?fqxbzF`*GLWGMXBK4pv-CF> zTg!(yM;}82I!JTFw^h;L5R=(n*cqlV>>C*I5{i6FsR-F% z_;JlZe@Q^}DmNc+T~dXNna|$g-|Aa|!{U&8*UTVIkZ_^sR zm;Bfy0Y4P{t-oGM8(jAE7?kl*3Jq}T(kwZ_{!LnHNM|utLozV4xk+H3Ac#(f^bVFZ zr6GRMH6OzWa$l10cfpTrz6C}t~i~!zIwo|gu-?|iKTvND%SJ*Gi z8R~}`s~2s~v@vtNY|C_hN&jGaG`SKPc)|G!g{F=*?abbUb-$U337|T#q=}Uc*2Sb!C1nLIV<*<3Im{!R8x+p9A3kOsb#`1#YqY>$$s-yxLf~`ln*n^Bd-L7eU0SXu}U9R{1P(@ zec_UU*e;;}Z((*eg9UeInA#JeGY-p?eZ7EM$X?=1E!Q`RH&&3iyCO~*r^b`he#HQ{ z0SHdmR}$Po|9kKlz4D_BCMlSB73#4atyvwiGuxTkSuCMhp%HD`STe)fMP|0;P3=NM z&3t55TT5z71)C%wc9@5L;kGsqdCAN!bYvN`>?UKrqA9gT1#5DLDO0<@DJ;vf3t}ox z6;KIFPpA_mPjM{eWBcev7G-LSbjCb4$VL>%E16CKC?D$_w`n$6z~yLnvU&scAN?9w z>=Z~EYZk~7zoD2ttnU_mHly;kURS|9oNqPzTXcbWxU>AF(yCSV@}yqMcdyO!tW|r+ zU;rx(+bu0>h6?1`!1ZCPP;e5*~&^isSefj;1c zpUk3*H?>tt;JdykSLxN549N)!P=bpWe6vMRK%i19(ShFy?!Lug2pHA^|KtNJE`U_$ znD4rwWaeaJtKR>W<_U!gC@ubEdTg>XlO(FFLPNIQ+AfHOXj3*&gvRww2>dOkTcDn_ zxEK#lrj>^_$OF9P*D}q(fb4N3n+*82OwA^_W)!VW)sh86K`TVLmS&_rs^kV>jCPfW z;w;RJzsFq+yNJPq_BAdwX#)dL0ro9c%jjh2+Oytw91Wflukvx~47$`Jr+U)7z=Dnm1oZlc&qkgaL}JE*nnh! z!Z5Gpq^?JW8?vOdZi;)MEagxRIx9rq9KsiQ;Z2)Ep?`oe74_j+YVVqXnj~*k2&4}} z2IY)k%>+N?6dE}dJG7m?B8x2934|m~fX4(3R46(iBLg|31=RYszhRjZvXg@TZdQI6 z6~x~0#Qkv#S{IWUa}$zifKHTI*b2tbet~hjAwUHL4!Tl6&bUlNElx$8EIFn}h$M&% z>0-PXoVrCpCfof@UlmEQlEKnWS(Xr>kN}i1#8tDiVf&q#<^kS^fzsz`;9V8qGU4A- zH<&jJD#$+JDNBaHn!l69W2iQ$K>58qEDAH`uV7<4%ThFi@zF|@Dq~KO*;vGM4;F$N zFwQGq8k^{lLA#O3K8|(peE|^TD7CH%J5Q4)BhHgF4Xh+f3wHbv9U#YvYy&bTsJ?L@ zFWgP;7qIs$hgpJ?Nrxr)t`8FB(5dbP}_5Sc3FJ-X@KzIjfy};otR%v7@fH+~=hpG$p$;c*GQ??!B;#!-Agn2Yl zrF?;zsObkcj=P{Ys%vDq7HbwW(l4qWg`Y(!%8`uvKQU7wMq5mk?3ux(SW4inYyhFl zU+8_Q6)2Z#MQ7Qq^7&;8$V`j2)Nr$4$5mKvCqfK8D$NtVnMZYr3Px??+;P62v&aVd z&Nj=6rKGK(=6N*uPTe8H-W1ftv*m7N&-=*X>3+Rn8qd}BHTi$`2#uL?l3?Ma{q5TK zP4yayGw8O5wu3~$mHP%3o*Dsh0gb&Wj-*aUN0I6%Dp9%8pVoD@Fb`TNy1~85GRhrv zO8;Ilc8N|uoXl^PdW*t+=yZ!ICS1`~pNY%$6J;)=ZCG|2f@{E?m~>siXYS*`(QtEo zQ8xB59S^u7iRnw-j2c7C_mX@qR~n}xc^`Nrm=$esT9l_7-qhCJE8`ZU*{NeY3#4da z2Y6~%%kroJNM$e=W#w3mT~v}TY!`ulM>C}f9baUo*6RPp2{&&b+ZFe~%}B0@pe@Dr zvvU`En>VYft zGbJ$Mm>EoWx4D?VeB!(d?l8a75d90BHZT+R@ChQ0J>XT_rrZj9T%`T zJfK3)81-!zgyTN&q@HXNy%m*?r22DxQVj7z=8?&zGmcduUC@0$#U7N>)fR!(l0TMX&`o{rZF2eJ>Rw~r1myp1D(|&*#{8~_>QP_EwWQyWmCbw_v-&H0n9;dLWRt%V9oblrhU;mcifT5ld~{o930oPiki)s0D6*} zJrn^hA|y!BCMHsu=t&m>A<~e-MPxYxg zkPMnx6ui1QjtR1du!XLWLYL-zYh;(ZGyBzOsJScbNC;%t%+$8X5%nolYivap<|reZ z1!|Egcw|7vphjUmfebb6tO^xUMapr_V39b2lq-Mtgz4LVL34dLRjGXH1j7sOeqFZS7~UDuZdc$nJt&}!e-l|C>4Ai;0Q4t*#r_?HWwyp7W6sfLD^W8t z=vy6L0W;)N39=P`OF;+zgZluKf)RTa+8m{!XNY{dH+GoT4mcpj2x6I zEQ;CCDlZ;sf|YoZ>>GG4!j6;FWaft^u?v-3NWauC+5Nei8y?Cgk&InO%@(HB$x5mz zmB^?gs(U)JJn7V2i{^KZ)%5_(O~5p5+;ru<*0dwPkU68sK8ILH`M2maqaqYzaCE_9 zJT9)slbteHung{6*F0=^0J49)#;ov@l^X2X%(Etv$ixNS5R)&sVC&hp`aE)EkCUQQ zrs>!In$}BCX}#6V@vj^~B$#5uQKsgA!Q_q~_e_x)a=~#lV1@$PoUEYn@GvM8iq7D` zXV*7X^%8R7GsE_{A*aMEW_Ms-fJ+s0-ov~T)4fdj`f)2_W6b_7z40aZdlPuY0W)9f znC&L(WwPm%-GfQ1GpL19?}MXBXLih}IJfHl#%3`%5}ZnxC3bBf{A6?%Wa2xroBzdC{45wEA z`}CUboRCm&flwXzv^VdP0D5goBWuu#=!|%G)Qh>UfGqmpMOuAl@Rv0D+o%8paQ$)& zFxVH_vNSto{yh}99vRdI(%@pi;jm_p{F>|azbW;~vrQ~A`GKC}$%s(qvm|>xVjI%u zqhn)9qf_n8R0gLnbyxL*sE;dOT`UAp0E2GYnPwztNN(Svgs$N2buQ0lI`tyz9 zXErm4Rg{Mvk)(Vie1yFB!MfB_a~0hKGpUMLx|Q!<=A|acUA^H41lNWNf?j&WesWW$ zc*$abS3c-U6F9L7HuAjG`)C-r6-wmD^TIf)tHPZ+jGRH+{d01_04$%0$OnY!8~xHenyw*|ufnwQ4VEA23Ntc1sBU zBLq)kvuqBdQ#(ruj}%kIq@VJVBxt59sdLHip_4TgvX~}MmXo~-gR47&4-J3O8{UNO^_cJ4Wuvc`H6J}!8bAkSU1tV5{2rCA06GpC{{ZG>Fz z$!cw$3q$P8q3xoXSPK`UtWLz!f_nPXZNno|+Q>WXgG5*VI|e*QUkrcsvgl}+{X5X`NpEn@@5VzC7z75r7|-t z=8btQlJ$l>^#ERi$03(ovD4{B_BJthd|9hWcW_csDAPwn>-yS__ccC+*1{5t(WM#O znVBGEcFN$1m3N>+fX^bLiR7gpEC#cRAiSr1-!#BSqcD&*L)gXE8Hw()-jLFMd;q?# zhhV4+d+FDt{)a%ll_vl`VDSyt-$Jgy>tsl_=Dj~1;&f^9BOySmY23kT4dPU&cMU8x zw6SzSy8J(+!vRYp_x7kaQ`yBbqsbOyb(exU6o+)iA}=aD8EV3(;i^O*4iz z-|q@Vug8+QBxZd;SRceB(~2H7O61Bu(@54Eb`>5h!$$+VVWqY%NY6%}CrY#F-jHOu zDkAKAB=ItBDvQp30h=X44!KjZ4G+V4a0zk^X(;G=qw$DWysS55j%#!t5Z()D>=BwH z_X}jS?PIYc?<&Y~DHRFoYf6_4dRFZiBBP=p5|yg$)s?i`HC_rO4kTSR+;s(Co}z-C zi9%OLecQ+m;h|wcc5_}rmkyC_!-5!PtA6lf>#)%9h#>F)EFHpvAOfCi9aO{=CpXXP z5E>Z~#s_7Zn6;5~2bUwS1~!$yWRyc{=U_Eljybx2hd4v_MkC!DQn9}cGX912T_q8* zwUmCWvW-O68@9Q_KKN>P%Vn?=ZPol9K$;4fJI%6T2!Zr*{}17s&9uyFblI`0_=BA6 zljYy9web%(`H!dwH_?wWmmspwVCGHNge8&^$s<%08%d}ib%Kor*xZMd2$NX{yBZFY zalbz>X_taO>N1+L*BIoTn9T+<%l_b7h#_XzN#s$Q?5`?jE21D{ygV%%cA|v@aIK%V zXo3pD>Bgec=y2rwfOMHOR~Q@`vn5VKL+ZDto&TQP*k0|aU{vgHZD014c@C1L!J4oX z5JRY#@^Wm)H2fa?%Qxz_XxOkN!SI`dX{w34jxS1nk*H&Chh0ESvv6{liJ7U!EvPok zz`&q5M)^@?dC2^fLfVGKtzJXWYVd0)>3R0WOy5k|Z z51w{&VO|F$1O&^xAof=R8P;pA=7A0s5PAi9LcF=FN6$D^3{l}?<8=%U6Cl=?^wfN3 zR2$XaKiWXiuIu#>d_P}Ic6EjB_Ff~qbz3Z?xK7GIBJg<1urvoaHYaD+PbYIAAzOO&L z3w6^Pd-*_MEz@c&@zv5s*H9*_g)THSA_NkEl1-ZAmWfRm)R&pioZ6^P#y4bQfr$)g}cGmw*^TUNX7MmrD3n6gdUbY@;zjjkr^$O5LMPKC(5Jv)F~C+<_5}^w7lPZ)U_RPuPzSc1JFLBck;x;*-&PxMZxM z6%*S*JJf@j*d^HscGyOQ+Le*RQ1-A2$8P3 z_xz1yG3e1=`X|v8K-hxxbAyxp5A^Fcg{C22^!)Z%6-eGut`sb=*_ zkcGJuDzBRnaR3fiXGENU!?hU^=iqRCMno+fZp?_d1&2SNiEy|HO@zZOXd)bLLlY^; zM1&?%8B*ob{wie}oUtx(I+AH20hig^uT>bFISPbQec=2|`)|oal8N|sY%0kTK9GRO zl0L{Rpkz@V$%4#nAq{DWth*1ILNOuz$!qh>A^m+8QQlDN>%?KGa3h=!QYd%A0dgx3 zz~MeL8V(O;M6k@1{<9!Qb;&>a+*-)(TfgS@e$wagtLiC~?w40TAChom>u-){6wKEC zf>!$9yyUBw&s(fbkg8}AWbXf)hC7rNQ7mE!7Q=Od{te{1s%R1JlK?S51{D1_bOeJ{ z1Sbnt5%%T)H7!P(0A?|M5~xFj>_lkAzga@TDgqq>s|e#AoKB2H2MUWo`@#BeD6JH% zBJv1Ov6!$26khUgX(uQwMwkwTMR<;&un2O|6AFva27pxriVao~>Pe_rjO7sui%|VQ zVKKTpFpEh+Kpi3yGGG;vO#!QjN(Wd)_|Cy9f}R1Z2r3_}BD{KF711Ms%Miopfmw`) z1L_dr>jJBYq6}C?82h1O5e{fSC@g}h1ncd8>%l-3V(d*&ScG^StRgA~P=y%fJ($I$ zG@uR<0xPhJ@Xmr&M0E@*7Nebm!Xh9nC@jX11BFG%5umUL$S?rRVkFZ->;A2l1y&Jq zcBn!O%>!mJwJtEv6yb6QvlzK7n8iTd&=3(Ge<&=*eh-C3kibw_OehP?Vw`ng7UN3- zvlwYKoKb|)609N;0ALlN8G(w$Sc<^>i-;Hq)FGmt0ENW>IbarpZb2O)aBQ%Our-5K zgmMZh788Df!XotiP*{wW7|ddH(_j`O+k>h_G?JjO7#$827EwHd!eSbMP*?G}X#mV(tV2+ThyVdtMU>E>3NeBQFpE*hfmuu&3d~{*3c|Jg@-LA=C@iMs0cJ6N z7^p*ps$Ho0-@+tNg&2P`6c&+Igu-GHiC`9!cmlH+fF8_Z)X;E75qUYViYO>S6=FQ| zP*{YE7pzbIjVpvI#Kab$un3PZSVh=Y!78HR0#*^eAh3#H6TvE?Zva*isS9YZnBJCf z9U}5aU>4(!0<#!@E1Xe8q5`ZUnu1^zVcUa>#Y9=4u!u|M;4~0btioq%(!U0u?iHd?*3{VYqtp2xJ2^1Dn76P-F_8`OcxT&V)UzE787O!vlwkW zn8irR12nWKi#piFm_@K~QV}^fFpKC=VyH!gW_P4ei--V$u-N>!ikVPYL^-XY4iS=K zC@n%-Ae0v29}&zV`awdw#aNI8yO^?^P>qO+n^0U-$r9{hEVDv2r~gfDAygyA_Ae9{ z;rkYfi=q03;v!U4f?0$|RWOTiPYacc(QXTNF%~7kE=H3kR4*c1*-(ub(Gyf7D#`%W zh|t#wwTme{gIR=`Rye5`53Nv(2+f3G79m6tY7wQ?0K1qtolss(bxW{|@d^s36;a6% zii?Q|33gEhS*S)t_*bZ1jOh%_Vp7dexfs2ca8fZvNWm_~kuBIo6@kHCAtLW0lo#Uy zXlT8Ncqz1AM9feqEh3^RR4zt4FBBIM6BCMyDHRBIF-~;BE=D^lRR3?Km6bwqQR!u{ zi^^<({l6N_z=!|Ge?^#u>P3X-gz818Ggb+9F)AdX8ZlvMC@v-;CKMM@yAf&^le!j) zi>U7iW-*;_FpCKRgIP>c63!{cy)3jvj3P}qshAct6c>~HZ0JZ4GE~7X#!@THasL)c z5KbzhUn7`Bc)NtUMU~9KE+z{pR3k!)FH|GOD&NqUe^VU^#l;wUgyK*C&BG;_#Wa1P z7BSUap|}X?ns8E4%4R6OUqtm0%pyeILM>th$HGZPI7bDuh$xj%iBuh2m3#? zE&@m3|IoS!<;B>Kh0}^iy$EIzK_{UWF=bT2F3L;@b}=Czp}eS+J)Bld5f98FM14Xd zMZ|Rkvxs)Ba85BfS)sUyc8gG4OgmL5E+S+nm_?*pg<8ZIkA>nQZ0167F_|KvxCm#B zP+Uw~QYbDWB`2801QEe3!u%za7SSOT&MB(Y2*pK&5`F2;v0oK%d< zRH#OT>_{++$*4jtV){-(?P5I0LNy{Z`+`}FaShBO!gUQz6p;&rbBdCrgI!eE7wn=; ztzZ`;b`(x4BD*78s;HnQ*u@xhg=)kIfuXpV!kB zP+Wu+Q7A4d7y@=NIyRvi5ji!X8ZqHRp}2^yk5F7pClzyBFt?51HWAz_%$>yC@0eRh za62*ApIb?Ac5W5sUSRGW=9+VA?gHl8b4xHcmEiusTs`KF5S)cuhq*G$1#*)x=f(MP zow+>(_YiXCn=p3?b048L%nc{F^_Z(9 zxbL~H+~1hHhq+WPnyVqW%b5EGa{=5ug4<7UGcflv!S&+)!@0Q01Xsu{B)E>;Xo4%| z61gHy&+*(f%uU2xH*Pt>?ZVsy%r)U!a|;M=8Rn*APQ`7*+$w@wOK`tp?g8d@6Wn)P z2hNi_in%eE`-z)|xn%?w#eK~sa2{MW=GGA0U@o6qgt=J+*MgICb1;{|g>VLL3fwt@ zn@?~{2<|=RT5_$pm6%(Oxzz-Bh~WN$4kEZWnA;4khS~{kB*8txoDWwvBAkLl3;b<+*$Yq zb7pQf!A&5zBbb|wxhl-9C%EkdS4D8oF{k6E!DV2s6Soy}XE1jcbN#r91h*Ps*JN{41 zpTzui%>RM;&U}A<9_D|={1VJR#r#yvKg9eVf)C>T_;Hx`N=6mxm zFdxnD#k@B^k>GD&eg(l#Cioo$zX0hw*a>{ygUU z@yUD^@8s7L{4|1}fq5hE%Xj1Td@p_z!5=61>6m{GolNkTF~19%f%)N>KSuD|G2a-t zT2^4b4)Zhr4|{JO-&E24kIxMW+_dR!nx>_c0tvQQun9NoBuXn;1uRetidIo?+R)~q zO)zaiTqz2O2v!z%kS4_q!F|CU1#!cD->HC)JMIfwzVAtDsy;-@=jrp;@7Gt(J=5go zJu_!!&YW{*?t~MUa^f8EOmPn<{=|tJIMFM<%!wu9&z#sH6HgM?f^#BHtPo=|@e)qF zlM@?7QM`i_GsVR+@hI_APAm`u;#N+4f)i(o_j4i<+hpQ0PTVLHzu?3{;zgWzjZBQo z#1q78W#T)WxJ@Q*kcmF=09r#P{>X`|Iq`m(XcMoJi7Pl!E>03}N1bHiLYeptC%(st z3h_~ys1}RG)5Y21)iUuFPTYqKW#Wb6Y2wqIs1SPU5W5xO67Eb(<6aC`7GO<%8{=kWgWMZv&mS_-L#devPD|U0@RPipE=oVv~ z_&q0HE)z$KVR0iT?&riMoH$SXm=li>PZe+D#3yCq)ttBxqToa-D#gn<@h(nW$BD~1 zaiI7MC*FomAQNTcc22yN6Zdi=C;p1BaX4tFOl;@G5#n}qSD6?Q|0RwT@8!h1Iq^+S z%opG0#4b*pqULct8Fo5#n3AU=;t)X`u=lJC_72|9=6CnJKXA-|A8^Q=oX7PjcF~mZ zdwM>bIa0|EQp{ne^d*xTmK-zSM|`9A@WMauDPvo@*lB2g-qOXsGfB>l_dE2KE}Y^9 za5cN2@L%^7Bn7Hw+tcvD^J21AINDB4bU1rW&10Y1!9TzeaQNWio^KRk$JYl3KmV-& zC^#tYZ#T1@bFzXrZoTSRLC3bvDNC0xdvOQ$r1^QAjUN(oZ8pH&g%oRgTr}!?65kBAaPJ1umd=JucPOnKIFp=>O=1A zC_UuO4(dZe*g<_L3_GX~3L;k&6i?rs^Ke^2}34U`pcY(ldPkYyAw2|>VlJWkw1zu(;R zwrb3P?^D8;^GK`N<cGmKlUFDq?bAr<;wPE(P$5mSd-f z8iNKW6qwm!49%0sh+MK@f&8VR?9@e^C;jaoN0Z*DNuEuL-HWW*3W#ojY)rcn=>dh~ zHlv9IsbO4s>(mKVR=~L|dvbPf!e) zI2y;E%6y}VVzN)JP%6>2D+s2 z3f-TIn&umtQA)xycomcG%ygybds&qXEDK;ld*(l)tvR>tlES1k)7{7Fp26^hBwhuI zc-BE%5^uWEjZk;j$mOe&)#i>sr$1P;<4xA`nG88Qg)9tGrz^)FZIA5x()KC_%tkCk zfFf_*)laxt3^%9$aRr8}N#dp}YTr9RHbcwp0~-42m05)3UtP?knl9rolO==HrYcVI zy4QLS`kJ!V%lZIDXKy?GLl4MdxcMnu;r;T1Diyq$&?~92ddShQVZeh^z@*@yqZMyX zVFR}BxVa2>ND3D{E6uP@D1yG@Y8h@J!~HJ1KYMH*!yU?Sk5B_wcto47nGbV_gmb0S;$?_i0(ZRbo0t)T6cf+GB?>;1MZcXu~v9 z&|%86km2f*xalDKF3+J1O`j^I@Yb+@?5Bwds}M7H@1RZ7t=Vi<#K1@Pg7=%+9>#!= zNCEeo+8)kui~ApU1j8*!;{Nw-rekQMQl&h!kum1O{Ju4qo*^Ik7v%owv?CdCX$ttz zwp$Z0hGdf^Orw7oW1|>$SueI> zNV@VKrk**H0UJ`l{U+K{hHFgW3fK16L^GNJk4*xnlR@7V;~0h}_7?MymOR?*k70JG zHam)8oBo2`Kf|ny0h?36{nlm%hHL3B(Ha?=HC0Ms+Q@#KbH*}oTQ7LO%{d|iw)d9| zObm_o0j*C?x0#_i`h=D=U($__FmNmk%-K(1Rt9!-KY`g8*fB}4iiCq19ol`cmpeK% z>0lQA;aDez#Ll3{rJ#k^)}|BDVX9HefXjP<_m2ASfL{QdJ(q>Z5|Jz; zM;t5)=ID)rDLE^P6jp$eVXz@u;^efwK`?nK>Asd2uRTZ@Z1dm4VCB4m5Z}Z^AdFWd zE(XId5eq9gbS#WGS>2CqyYOhRqdD!O3zS^jL#`=(6F|DV!VHW7k52;QOxbj|u0S7w zk2&Vhp^IY}peqSD4zfygt~9f5Pvpimk_B#(0kO5K4i&)|$1-pyGbleqiBryCx_X6y zRn7oC2|&$v`RVRlk(2;)g$^x*3I^%zr?Gl01M~G0*mwr!PYohI4?)!r^AGy+V-o&* zTp`V^nh*1diylh(uq#v8-Sdt)=&O3(F^5zC z;~47X{;K~3hBhTtMrPdpbNvxlO9>zm|NaL7Ol06wd%^$PsU)d15CNaWfU8o#{pOt= z&u~vj;Ucznb@4%8QxK;)j6Pe*aH~_eEF7FhY=;?Ko6LZx^#VUWES+LKOeoy}&nE|LYQewMxEpRncyqKSeDoEUlO=Cubz_mtWX@ z#g%`1ZN@tsv2#R)C1lY!Rqh&n#Z=>ka+e{eV0nG_Qet0va9dm0aV4pl@+(iyoK!Ct zF4b0CE*B@}XPGi7&Q2^sX; zh(3b>2O02vX~o)i8Jx+`W+l;BQ}ty;_tkQe7Q2F|@`$p!F#(RL{_w`h<4qxKINF3#TNA1+9PD z*}<0g|LWYNxm#1IAt44GNkR8tO!!|6cup^{*_lpT9i{@D&4AD91^)W-egbY}z|mgd ze(R@A47j-$xZh^qFavJs1;z?$|JVx=2Hctg{%>vD4}eyYn~I#}aEZX#oc{=%&HZ!W z?5srKOpEPggzX<=p|dMV4x8@(_Ifl;BiT;4RP2nIUww$3oy96YFBve3{t-Ka z*PlkTxchKCs3=1}JBg07f779^_zP;fyTZU~W`OgPfGvpt8n%9<(cX!j6iG|}j~VPx zu5Sy2KPL&_nt*4ag)|!FFn55oGVF5`*odSd^w)3x?_7p_UaAALBByD-!_+?W81VW3 z1K_h6@C7O0|8~eFtBVN3e1>~r3Rjpkx}PL*4g+400`9j0pUZID`XBc^hP$x;anEPC z7xh2x1q}D%ByPGU>${PAAwye~DrFy5{;o3=?zSId^TJo7l=-8S>MNA|0&dD`Iaxeu zwOqJgTd`X1igvG-AN1wMhviq)8Nt|AmemObl;++=t4UimaF;OL2NE@>@QI)V!+G(2f&LN@MS6B ztsnQ3B$hDT<^7L)3Bz5{|F}yT?&bZDdnvA3=>p&a)cLyxcJIzV=*x|YC5L3PKaMF?CdOo%+cmrM$yE&d`aV=NHCv}EDXZz#3~g;6 z(9jMFWg#@kAw+i#16-E`tbh~;)ptLfbEv~oI_`P~+>rwAw*kJE;l@(9LcbXl>lkpn7r5VSs~Z?_=l=kB zJpn_y+BN z0lW@a#@ti{4H2-@IWlex9Iu=OIiMMEiujPRI4HfwT+KMA7~) z`_ERBTUg~cw=Fmt>{i6kF2w#b{6-2k52cwa{eKw(hx7_>W%#!z@i(G|tL0FNX}Wg8 zQcF!?hlJk9pzlaR--ZBPngXx*OM%nf#U{qv7~q`=Kuw(nMLo1(J*F!8oW~)D>?VeN zS04shs{a2}(#;I*?o^k>u8}m>!<3}4(KBv)M4CqYOtak1fbU5G3m6M&=I6xdO%?W# zjdceDzBdJo$Y+{TOko~N-*N9`xc8-SS%K34A7<~mivi!?3*2urWFMhwZ+XD>vk^U0H7KZj{AJ8!ACjEqTq7ST=>-O;cgIr=4Mx&fOmP9SQIjj4@ z6aM_V0RJZDl39Oj!>GbGj5Q5w7qDFzh3#40uM@mx;rbs_jxes8JXHM~PadDtAQ$#$ zSG3E853`q_*ZtB-2Yrot>7>LkJ}(hG?EZ~E=qvCWufo*$FcZdBR%`&{`uW&&l}!u@ zh(w)yZatxP;h}Wbo%)}zAL~vfk1*sXdXcZ|uMpp(4ERX~oXuR5ej99$G2Cs*7EC9E zm36vU=SdDyDH5=Uv3mE=`U~l za|kQV-I^*5d6Gdtor3OOUwqJ4^?J6Wvd{7DZ4C996zZWASKooRGvH@?f%{EkJ;i{Z z>jjR?PS?7JIn(T5z|Z#r_nZIxGy~q*3;bW1;;G7FapD;U{6Z2q_5R-yEBidGo@Hn+ z_7?NdbJ*7WLiD!YWt4xIz@B5^FZEYZpJ!+<_ZIb#erTUf#hncKmHsN{3k>bm-g533 zb_lbe&*glPA-~p({Pn26wR`H{!yE-KG2qwxO8_r3v^RQ-d1wLr5zbDm%l$)#dW9js z*waniVhuKiCGvIgnO8{>$w0HY}c1X*O z&8crPwD)=|4OQ|_4p-k}r*ARf_j`f+EoAsM1OA{7^-s-!e`~$ezpVc6FtiVQi+ODy zma@iAOls0YEoHsSus`a>?zf5cJqEn1zeMmpL+k1-=Ama3gbMpQ_&;FaANPU}7E|K? zTjDSW)rSmtcM2Hm9ckh(hr)e<;bf4PZ+;T=RQ=wPfh(jL;EFFOzdE8KlPxmDeb4SP)JWeu&4fM z6by@n{=k5LO#x#R{gZ8(Dr*mL8c{*f|HyFnr*Qjk2>rx>fBPQ*|IC1YPXedw11tNi z=6_*m-F-mA*feMgPct7X81^dzJkTe=WZzF$2R6|615DU6x1utHZ4>EkOjPy{ZzA1I z4DC0d$vMt1E=X;{NHgO8zOkieqg9%_+4%gORa@4FYNxv9Kb5qbp$+H*T3`3I9AJR* zJ^}u7tDL@Ct`Zdv?ypDwUVCBp8&AP87w3QjX``VEAgeKX4Ixm zYSK+TY8vhm5_g4b8zNDup1Y4^m&kPC`e3vfpQ#nTvT#`EiUuN4;O8jry*k`7FBqLu zIF!dp-M0KL`0iCZ1S)-wIAmG9g{9r&2$;w`!J1!DzjMRr}A@ymk(Ye9-g+urP zbyi{S)Ru-|R5wlER)*$igtY5W+98VVraI@5`D=gy+fifyD$9r5bQXiG(G=yq( z6T`D2(I!d%d8uydtXZMjAc{9sxuvWz6s~WHgmox+k@D@Lxl)}3ykUwn8k-w}b3+gz zT6Z|`cvo{vE9BjbB9Bl!SKQJlh0%5@UZ<$gwKk)M_?})-F%Idd)EJTqNAe@_y`sFF z@nM}ungeMy>ZS*y(NIgIWEeR@QO()3xJ}@TxwF)6WZbAXoT=qY@Fl@5HFPbwM$);F zORa<~M{%|)ycvbW3-kFSaSy)I7?h&iuf@%{sg5;TDR+g4cUwYDk!TSAk5=aJ(b}Nm zjH(QN489_FOVJRz+fhhox+VP(U3H|jJ_z_SMMH70u|Cw=1i2XW$Ew`H#zupVSMf$Y zCwB++)hc{2R-vm3MVlb92C1pAkQafYbvH<y80ZSOzKAg`_aIotP9e)e$scSYJuZ zisN;WW_*qgU~#Qb3UZy#b+R}o8fp$EhJ%W?Dvr`crE@}!kf%*46a|}tVF<=v;wr^m z0Vy0rrD;jg$q-(sxdDTrv9&1x;T?&CiMT>N4$$Uxl@Zsa=N%WBivf$Tw_prA@!4Q^ zYcL#X*11B_U~`%7#Qm%yM=QQ3t$G=^OI4`lk14r3PoubpSM%fW3mzV{9lA<5#C=1` zxd(WU6n33^S^-}HER9D(LpL@`hDu2{87S* zbn7Csbl%{c)|OC^HING*DcMJJq)>erE#bx+nRsJPuu(Sw$QY^~yp@HwqK%Q3mSCA~ ziU)6c)rve_uo?GBvxB-tONdV&^Lo&+G13Y%c|X3Rz`wyla-6k#IOz+Y+j6ZNVGID|6+M*-OiG^9zsQD}gj@(a~f+_m2Fy zXxozURp@fjP*67|V$_+C)nvsbMbjo$PX*`{uA#t-F*r|(y6z@ZxqC{z!ElolosCwk z(g%z29~uMgaDx7M*6P)px)tXa)S{IO`D)kZA}>^QG*sKdEjUpu(DT!f^-yCGDVq|B zwlwHYf_x*b-0A3p(-n>K)~IVgYIGuZ&DFlTrbw9er{Vlb_)dYZDTMK6sE#yA_0Tg@ z=LEw#HU<1jW++5$xVg3=SjRm>P6qj;Y&Pb!{3))J%6zTS2m~6|ofr-&P9!yo6RoXK z*mWUYsatA>8dkhq)DoRP8n>Uy*$ey-#4PD-Wr2D=DtH=qOR*m#L2AVCnaPEC{L^Mv z;h)nL+1AELGz3ke;m<$;Rax1t=Q?cUOvQNg@-TEy4ln6u09~TW`(i({_1C5W;hPc)2y zHP%ORKIgOf7U|2P36XHU?)XTUTSrcgBb0a~)QpejD~5HP#oFK;&Z)>M#+0Jt&xNE4v$9L)L>fcQV<$rcMr?DD z-+A0J5&9|;4mP7lWbo(fm+%uK^SCMG0>u=0H0ZPO1^k6=kIE;uZ2h??tgFI^3`rY~ zMSol%T%sfjZm94TPue(vs1$-$H!TP|L4Q11$mJC)CP{OoaG{>Rh!ctnCt>E6bag@9 zow-H2`MSzr*Miks_mPXaBPz2e&7b>ZXY=g&jkq>H*@>br;tJ#gkJk+2Rp>s8xoncD z%vLcoz|};Sa9X+i_>Ol`{7bkj!gE=CYwc`l2w93>0#O_v49|D%Czo=9I`epRP1AZ_ z!!J{4i=eHlBNzoj36FO!%hHnBP3NK)3;c3UTQ;at3fDJchE?+`IJHh$iAnUNV7=6# zCzo>?eo$r5wF5sJ(w?Q(h31?Ss>gj-aB7vZGI)0WCY16>ekG?V&{c*4Q7O7%L;)sf z-4v-svpvHKMIEk(-fhNrR&n}=#L7@@!>mxSu?|CEHK%c8RE99h8^gLOJ~ZDNE>|bV zJLeSU@mF$L1wv)0rKK^*y<0R}=c0w!WUz63sBJ zDahkj#JQo!GtycYX+7}@%m?eZ!CEE$4>fB%JfFkgz-dT^LX&@&5}jZ@m#bD(w$|2m zoJcx2p={7(XpUx#WfdRe)N;jSp({g$YR1t)GWLW>aM5w-^qpKT$*Ra4KsIpsY976D zzHcAizLCrEW=)owo26QqpTU-vW+?rexcu>|$-z441ejS9q!x(fW-d=HOorLmG;?bs zpUL0C4c5sg`=(EXbZ+IcN(W93o*k-lS42S3XAzo zoS+&uITYS{t53-kSI6>#W}QJ--P$Z|M!h$4qpV7NjG+;MjdKKlJEu_>O%7q8yjrZQ zibm$5)q-VXUSi$p4z8p$6Q4EXCAHQ|N^+-BONv5s=7dm+yC7bkD=mt^b}B64@8)vI z@SGfk>}qQTPNk9pp+@05mAVQlUlKMe$vxbWykc@hSfhg0xt9|P22GAM)leAfBs;%Ssr5)vsMq`x1o9Fx)?$wIO0y#^ z`RDTm6Iuh9?_cJIk=(3dd~j}LX|Z%N2HPuK5fPL{>Z!2XCCSZa@vm}&O9x`|pC`@7 z)czWm%@3Y(iZCvdm!d6OZxi+@izlGrS{jh?>zt0yo^ndo4?8zv5WK+^sN_={Lefp- zO)g91r_OG~^Z>^!lYfiL!ADJ!uvA6f=CV|SriNQ~%}`-pcn3Odh~`_R>Nww2L&*fb z)Ya5>b`iXz(S=6-U2Y^fQZaJDiBk*{&`06b>84}qZk{7WgW=lwFmz#vVuqb7jLabT z4Xo0EQ=>uV^mzF9G494qjn+%y&^g=lD|MJOb-r3mWleBHJP}wNQRR?Q<}`VObK&I7 zQT$e1I@Ra#jz$Ojfb(ewPHkzC<_RCD$cJ3EPFV%RQs-)H;eNpH>uA(`6*`H=BR~V~ zVoD#=QmA79>B2;#stSg~&GQ@QO2We#5X;A0o=#pBjJ86T?1nm3RW)Gz*9q&Dnh!F_ z9xjh$ad~ZL=rGKmycEM@FP9I)Efm!F(H*k+Pn0?GNK{yut!6IPzw>fPtFSWz{q<9H z=B%n{+uPW_RRH%67T#y*7Ww9ULXLcW4#wx_+z67fK`pNf3a@9NWxwEZRRgP9>xE~t z@%=ARt*jGTgMnbJu2iVx)uSWd z8a_{`z5(U=hEwx=bx^-li=mBQ8sc(_l-0qy0PHT!h1ujgsOo`InHDBM9{)XNQGv^r zN5Zf=tAashvi-mf<_A^>J3dt*^B+;7oNCzV0T^I#0*;6OB%u%f#1-lWR|lKnXF-oX zt2sw4+@I+9KXW=&c6CEAU!{UVoFz4$0~!Cq6%?qd8zPwL^Jl7=2!DmP<}vlo)*P9M zD(r{$8zj7=8vO(L4Kt`57OOBJhy2cE$p=*nA7pE5XQL|J&>hNZX8gOlRZvq0I8EiC zX%hNVZ3A4W1u_^k+G$cFcgCWX8$OlxK%#BjFm={6ShAYMs-jRc)Y)KuAq1*Mi%y1* zJo3a$w8}-?5I$p?BuvXF@^ z<3%kI^y8X5o+fo&918~x!4`u?1v%uv3K^oym{yCzHrGiSeKrh{T-BgyK}nd7 z&sF@ToVr*sEf{HS#H_Q76RL(yYY3gw8ksF&8VSyV6Ve(DmgZ>D1#YZkl>mzu0Z&(F@v6Ji=)DSspklY*Vo@(RZ5 zrp>{KhLc`}Niq!kNtm0#jV2jNSCKmyu7eVTeL`}Tx%ciXLKH`b5?{#`Wi7hpdsfq{ zxIA7lZI1An1`T~RCuj#vn}ceWs9=$(t;%UF=miat#wK*VYcW*}L{uXh6qaU?>$0-t zEiIaB1aiGHo1Yh~(-<^lEtjnwG#w*7xaVH74ighUT?(J$+s+rm2+84xO_zk>JUkiQ zlkK{kPc}SGX6#~y>3VLIS}{G?G)KRl*(7r1^kBQZIVgX?ogl8})}I$@z`6oUCH1)Bvna6^kSr?U`(u2SfP38R8_qQ%_^@dz*Rp3D&W>1f~x>=tyCTY#*FuACK`RQNHEndnyZI(~Xo^HiR&nuiIe{N^;%xl1h&qUYau=ueYT?=;M1(k&6wtv>#C#l5V)D5g z(~*!hOjwpxP#0-Jx4OqTn2;&kUlY7p(s1USw+sWinm=*XiTEFOIjM>My97o1U2+&0v5l*N_ z`#jF&$}?w-!3>bgZ^g8)njuB!g=%LH&&nWAK;LA{fJss~SU^5ca=9Wu1LGgDga}Hr z4U=K^3=GcM86`gmtJDz0b_^6@hESAA!oqD@#bEe6Pr>TVnE}sHm$N}p$R7cdqmUFK z0*1iK`JY?S<6x^ytDIN`-Sjk9QZ{Ht2;nD$3G-lesDak8nh!UJ6hXBPBk@^oup?te zB-&V~b4%gb7&Om8MW|-Xj|ju^xn|sx%Rir$N22+Yvpe>o&^s}Z_!>!QD;R$ci+sJn z^xeQ3G=FWwUt_>09sS6bp@{u5Iz$ZEmWTnPiSw$|{8j{jGg1Ly{DhkNZ^7l;##%Ie z1h)Sf_=&#(EB_8$_Q^|Ajzno09iqfE0el1@`UPtK$rLdA**rCZ(=vFhocg^%<^lZ0 zvcHNY)N%I0K9=6`=hAOWWx^3fft-c7{|Y?ZIdfYdft`N_-kt(xrI)kl^k0F;yzBb5 zZ@?Du&%jTmfRiOg)cvo(c_nL~ICCu_jQ&~P7E=QFomuSZv+tV*em98U0rW2hrTWR! zx-lON`l*Bd+(Ccopucv|{T=kT4*Gis?e3rlI_QEJZHv)`F?vyqUL2!~VsvqgE{V}g zVsvSYUK*pzV)U{YT^^$=V)XJDZI96_VsvGUu8PssF}fy3uZ+>FV)W`5y(UJljnV63 z^!gZG8>8!D^oAH+AEO;H8jI0*jCRK8h8VpuMsJGIn`88r7`-({H^%5~F}f*6H^=Dh zF?vUg-Wj8J#pvBJdQXhr8>9Ed=>0MJK#XpQ(FbGnp%{HQMjwgMM`QG{7=1iOx5nrb zG5TbTZi~_FG5S=D?ugN+WAvFAeKtm)i_zy}bZ3md5Th@~=u0vBa*Vzbqp!y3YccwI zjJ^@0Z^r0bG5U6lz7wPG#^`%7`hJXl5ThT)=tnWSD@MCw^y3)a9iw|TpG5T$ceix(P$LJ3+`eTg#6r(@K=r1w)YmDxX z(cfb9_ZaPt(E~BMAWqxjbYYxc6sH%*>7qDY9H&d-^pZGT8mE`W>9RPzEKZll>54eL zJWku=^olrL8K>N(`)1Ox;VW)PS?iix;VWdPS?k2N1Vpu zG#;m&ak?Q+Z;aEM;`HV?y(La>jnj>BdRv@siqp+;dV8GS5vO;?>0NPpcbwi6r}xI` zeQ|n!oIVhzTjKP=IDIHiACA*U;`GrteJoBNkJGJj`b3;Q8K>LgbbFjW6{kDm^yxT# zCQhG?)92#!`8eGfr!U0mi*fo=oW2~Vuf*xAar#=Ez8AP|I zUYx!krys=WhjIE*obHO#t~mWTPIt%Yo;ckbr=P^>zvJ}NIQ=Y6KabNd;`GZn{VGns zj?;Z{`c0gE8>ipJ>GyH^L!AB?r$5E%&vE)ooc0NyW{jgoG$33ZJl&s zC%veXUff9+b<)M1bV(<@q?0b~q?dNmWu5f0PP)94uIQwfchdGwdPOH)*-2M*($$@G zO((swlU~(HukNJRbkb`(>2;m-`cAsGldkKeH+0hVowTEq#yV-dlXiB}4W0DHPI^-( zy}6U#(n)Xaq#HZwZJl&eC*9mhZ||gcbkaLJ>0O=l?oN77C%w0m-q%U*@1zfO(k-3z z!A|;6Cw;h+KGI1a?WB)&(#Ja~*5RH@DpqcioX1#)lEv(UGzLA=(1=K5^dpT)18JxM zq@j0^hCV=gU?L60fHYS5@IEvI(pcg{8mamMMuL9#9=pLl8Scf!}5YoAcG_(=Y+C&;^ z3F*8<8u|(8{6rdx3Tdpy;k(dSNEam1P+dq5Nu;5}kj7dY?twBxdT1gIt%h__A`SJ1 z^sq!4dJbuk?_GK&17FG;|@-BNJ&TMWl~Nq@f*=E>5JOCXvRH z88D$Qksg&uLvbRFWiq@E4T^MWA`MlF^yowyIu+?Li8Pce(pVS6{m`;VmnG6rw@4cj zY3N;~jfpfAFw$caX=q}ku@;8!LM0<@N~EEikv1pNP|`?S5@~2_q^*fG)Hc#K#p7gS z$<@TJP?6g}6toHC0Br_2LAQgB2HgQV26QKA9Oy1kIp}Us1?V2ov7mcF<3aaU>3wjXb13d)tgB}JQ2YLiF0rV(nBIq&DB+%oa<3U?Nm7pg;lR-~{rhvAA zrh>MEsz6VHP5|uyRfC=eO#?jxnhtsvbRy_E&`F@@K{G%*K_`P=0G$GQ5mWJ8L^d=|(dJ9wwdK**+dIuB)y$hNJdJj|&dLPsP z`T!IHeF*v&=p)c<&@NCTs0-8t`WO@j?FL0adq8tQdqHP`J^@8R{{}UKJ_WUaJ_EIa zJ_pSOeF2&W`Vw?D=qu2C(AS`IK>I-Fg1!Nr2l^ItKIl8p1)%Ri7b;Xmm@nbGEZ`Jb z5Kz7YIp@Qc8I0lyghSMWvP`@t83{|3GU{CDt6z`Mbhf*%0CRGB4T5a%u@ z%kV}U-na~WA^39ei@;ZaUkrXZ_#*Ij@WtR)fG+`G34RIqD)6P?tHCb?Ujx1j{7Uf4 zz^?*d4t_QG3h-;dF9*LCydC^H@GHQt2VV)k7JL=>I`GxtH-N7JUk`pIcnA1Z;4$#4 z!Q#6Zl==H-p~|ehc_L;J1R`3%(KjKJeSX?+4!m{s8!9@GaoCgFgs< z2lzwacY;3*ei!&7;CF*R3VsjxW8n9KKMsB$_*U@y!Jhzs0Q^btE#TY09|YeH{t)<6 z;17fE0DlDhY4AtEp8i7p0)GnpW$+!~ zuYf-d{wnx0;IDx{3;sIzbKq})KM(#U_)hS*z+V7=8~jD^cfel)e;52^@b|!90e>I- zRqzkMUjzRT{B`h;z~2Dh1^y;@7x-J?AA`RQz8m}<@IBz~g6{=?5BwAG_rd=S{sH)> z;2(m22L2KF=is}*zX0z7{}TLT@UOskgMSUa2Yes+Uhr?gKLP(1{NLc;fqx4AJ@{wf zKY)J@{v-Go;6H(X3H~$qSKz;Ze+~XC_&)Ic;NO7%2L3Jh@8I8ocY}WqegOOj1qQ3^ znFaW_U&nvv_60!y|40A-Cr7^sLphHb$C_;ZSuy_@?Ri7S40!(rnjzJosIFZ@m#m>1*3hl6xD|*>u3kqAa~oP(<{UkC z?7VsNjFCD?GS|wJqD}OVm7!QstKVyAlt}|PH z-J1KdIr2mxo0C7$X++Yk&u;fQtPZo!?=?8QqR(KpnC%9)o0<)x-R-mZeI}R3?9&7~ zS+2iS;796TT<;o=%aq|VG6Hcq&5#p^%dh0h^T?B+V+?t!y88NNeV)8|_GoP>7Au;^ zHV3gcr&&>C9a|TwXFJRcby(6fD2I?SCk%en!I38e>|(|xsCTqmtTww1k}%la4r;KP z&7#3&a#;-)>NSaGkIihRX3bYSSb=`6IF%#s`6A@Knuv_NXU1h-c@5bHD$>^!HKVQS zL(N9L-FODqbqq(g1=z)mi(h|CyXdDLyUpV<_Wnup7jc`}0TvUUwQx4ejK2kA^jO_voV_DLFRC52jF)}`af_5iz> zahasowYx1&2lY6e2EW7PH(0$8vlAjVSREd>({C5eKDSr1@HUp&ZxzKHxhHrXxu^QN z0W7QXVsbX$kFx5wvm8SEY^ z8mu<6+u-ussKM!QSk2V!b-HbS&D>iMXB3{xx4$`%d>lNTd|Z9{0M?*uw~%(@7Cg9L zK7!cvBcwC7zFms-te%aWbC*75g+#{&q~=hqVUAQE^vx)7be$|CI|7s=JIuJ8p{MO8 zo73$xJFNyk^;u9ym)YP%(%?6FtuE>_Tbxd-=8dhaw%rv?GP2dzgu@4rKncpHl8cN} zIr20TrKYLU1y*!o^yI|8QDeBVq=Fl)Ha4_0HFmjiSAbp2xK!)i?Pxj^b-LXK>b0Tj zULS^!#UvW2)9>|(Hqq&~nKiL{SiT1;Y#douVk66HY@B@AdL#b5m|dPJw~^6$oBZgp zC04OEv1hKn*@%r!W3#e~$6|>&xnZ>nKXvjFk7j0%#$LcnCtZwvOYV#W0E(dgn$Kf=)%%a<5v1tBv zBdcgzMFB@X_e~|A*G!d>&&{~3G~)7H`4B=)L)u><*uTn|PbIxX!eU4T3IaXN-m8Euv%j?Flq$ab?VD;Oa7^QBn!RL3PTxP$??(k|p zc#;)hVZ}6#94MJa4pbw7y3U+U&H_DOUQP1#)lD76Mr`iE9s=X6=-zr6c|Ks`$n$1g z#_LU@*JSp)M2pMd$MW;iZCiz95 zYV*5A=wYwjWk=2?%m#Lo)8O#gD7e|}bNDoy?`Ih=syK#|-`F9@u?W^dCtagXWPS{} z$_PdGV)-#-oaq?XWv=;ZOarZRrS+Et!(-8%+1h_%(|9wKWMXHuA>4|MDcGYF9NYCh z&OZoL;`?S?X6Y;2MYHH~yDdJ0#RZjV^;j@tV7M9V)akWaJ#MHlujbpQS%DT;%;d;R z!B5Fc)t@Fi_bd`HtV|nb<;C70BuV`}kA(Wn;y@d7b)xK7o6WW^4$>jwk@_r6^8C-ip zOBtq_NHZ!8?Gf#&l#!PM8jied#-+klS>|zhtv-|4WN?d)UE`~$$KbZOT?R7*Z#7Yi zON5rJUeD@tNrj3d_bz&v+*|XoTz>Bj#-N zUOPsy#jAPYF;;-36~}XAUCHreT{RMH1kE7lgI+D4L`Lc-?V2H%&Jm8wElzGxHwNok z4M+2H8s>BbW#rX>lOwO1ajDchr@P!^m)bo}kI!YZ`8}FT zH?ur1ttjQl-jY(Xw}vIm+FT>}Yg0-&|jn9y>NXMt0OZrjYMgZ>*9TH|CSq z%S(q3%I7iBbPwkY!^!J`;T(D0Je<>P%x||_EpDfmdJQ&{9a`4qu^LTuXFk)$M#~T+hDxxstK9c`Wwg?5)ct zZv=`s@`kyH(^$3bR=?YAc6+G7<#Z!2(F?iRoEC%A?ZMRQ^?Kb_bI+u`oK4#Md=9d& z#vvp7%(%>5dkJ|HbM{buu@07q6lELtHScB$fjqr=?YOd%(zU|mw4T7ufu79@#nWtbO)E! z?D9H1IHb}-?H-%YnTjjtcEc7JI|GGfzt z;>m+=CuESf14nV>ZSzsw_Lrx7JXWv6Z?_rD7K|{f1tS?%5vFGsTda1c$?tQT#p+uW zM<@D2JL?aNHB}j8aZOc*d~pZsaxLedMcyedB|}^%749BVBqbkes284AefIP~@(z>X zJ4}Wi*Q9nEY-E=U6OxxY%xEwO(P_aDGuz#w#cL65PU_Um+Q2GwMMXYGzT2>od{?tk zLB2C@R2cUcl6TAVHPZ@5&dVuEJTB1^JiB|>Ao6Zt2uI#E58*WX3q`-fVl|--2EX6s z5tPbG)X0T7$>Q_d{WhD^YqEHH%*K^48_D95B2egm(cpNZY{C4WL+WZ!~*V$8v)vOY)qY|&PO1#c0(KK@u`2dEmX8FmZ zm#F3%rIx)VGV%dauOBe=Io?@P?vSF(Bg=|vZkr)w_6sZ!<(<;H~wpOjbq@V0V=Dj+q4&{Bi2ZxfbKu%+u( zfqWDg$B~cBQ$_F-@NB- za&z_DgIG0Z&L?d~F@x+XA5BIzEo@s`h1}TFGsZx}*m-lB$6`AX+@+GSd#@ZocCq^H zLj6dUbY;8OVzD{wBAg`XJ%iQmMkn-O9E(0`6CKnBYull@_AVyft1Dp3JmouuJXL*4 z(!e&6xDoGlm7B-}y{Y5Hi8aEhxzep9JUnZdH!@Zdt)ghb%TV76$IT#AW=y~%CAG~4 z_NY-agwCGnY3^DeBV7SlbX{g#qWWoNZi{HOo7{GT*J2e;$*98A?GRzJm|Sir^*dcI ztJ|vSevRb4hGJb)(aMppHjE%&RgX|Gg)-)*OfvudBgx0*Eo8X9Wq3#_BB$hYLbZ6n zY}bUnYh~o)z$A`*Y{q4Rep0*HfQu7G@6-B6s6{~B_MagB`ZF4q%-Uhi5n{L8EYgY+-96<(M+Ol!pc?AqW~ zqY7SKi_luobq?+gh#c8%#$|?HZ16h4 z)X3@((T12_-Byp)Lrs_v?YjW4$Xami6-I0b{iIy&1`B+)aVYsD zki~M(;_^RG6`PzMlgAII$S1t6uY?l{0}>9Z=rubAQ7U&0)wp>z_Dl!oZvCXvi2Y4tZC2A*_Ee1_`E*s=imvl; zdtekt{%ywPWT~19!<~zO(6ea-L3<8Zv4QYM6EnVO9A=3T(mD4tO{TQmfoVpLrca`Sa08Z zvx0mc7z5wYJciR)3fk?|VzRp6)ml6-gsg6lh!BR`37zA|EFzjsBK7rHLorxG@}Jhh zd;O^$AFmPbeTfe`cI@dAPR&$DW(6Y6 zF5kD~%;ZZJkonTDY^@mZ9hgU!V_LZe(ca9KBpHJ0=l`^D{4w~vl5Dt6S8j&G9Ye0J7I@>Spn=rl7f$8We3aTuQi zkt~B3F)W0a+;A{pv!XA+E-~4mC_P?{e&Ht84>nYwi*EAy$)*~=jBGNOW*E;NNxm*0 zrFl!geJ82Y%p1wiH3mLgQcAvNqxEYxTF)NYZuU}&c#a89nFZ2vI!&-moi>AL@|#Se zAKtOs+2h3A$efssB`UJ9h9%4@&bXn7>?>Cd?;h$h%j={)@2jGCrt!!32a$cuQrO3= zkqt#690SA}5RF9NrNYmq37Bdu9-9GHkj>;2oj#XG9J!%rO2Ra~iJ7L0G_4x4sHRmT zU({jTHOP#7z9}C%^82A#tyam1-Oq`qC5>k_*0r7W?brhH4YNtVflZ3+$`Dv^+8j`A zR=aJ(YL=NBmXIG4tHtM{=-$pz8;YU{oAhR8leWVqZSS#3AGyxBXB7Fi+&KK$QF-T) zdg)|RD@?F<4N#JAS<`%rrqS#fbut19u%;0%F_{rUv3h*yWOk=rGf|^6Bd~(L;OKEN zZ(%OxFF}d?QX>r@zXWjkuDrk~4JfV+A%YOX6T8M=(IDTkR{0LC5|oO(ekV0M%x2+V zcH$Sxj1w?U;8hwhKukUdqKXci&nyk7NC@m!Ca||*%fDU266QkA__CUOUtTzTlzPwe z#eu|wp?Ih-D4bKQkqz#mGV(ohhrVa-(93ElPLmsY)o<|nO*Fr5$at64WkHF&3fTX8`gqv>?-HT4*_;D<5Iip-wqQ@R2Sk921G&-p%Au}6d;yqhbtlY zMi)R=AQq?DyPf6iKi)ord1CX)lIr*g9ZYt4|P1Q(X?mJ&1i;NH801*V($IR3hM4Ium2X^mv8OGK2JnP$tC;aiGuOzH4 z>_UX_mjJu4SmE@xTiU&doS7UZ^a`)dg<<8v3_%_6DGQ-+2_;TdLL`3JEq#N z#jg)(d`g5x*~R=su`zcL`L*0ZM(7>+*Q$6tZY3-&-<7S#GbVU|Zt##Un54fl^bnl%x@~Y|EQsjYf6qNB(J7y*vP1iC_nk_%SD%^; zteG6#{+U{q6>^A#CF_A~!{Kl9Ibmx!WhvLg_M@Eo<-gw5DQ zB9I{nrnp20#v1iG9eyu!_fWH!PO!t@yL9_2^CzmHLghoR*#KZZB&@3BUG4)0EZJ(tsikC zzt>@=)amqMzJ20hmZx%>-G@j%>UIyS8#80>GY{s;@8!N9W(wO>#mEQ`e&KG|{X&g;IxI|s3lSt-9CkC7V!UpLlXXvw!TTzv@Z=8P401=!3>mq@Tq+oU$dfPF zFv>Pjb9~;OJYlD@44y({79NCQPn`!>c0DWS7i^$4<0s-aqiF(}(Dtm>V=;?fk8rx0 zxHY4URX%uYP7BN$2PQg1moWN$%*22wub5$n&-5&ur)Qb-1UvBjdBzo)q^(@1S&=zf zr+HDU3K(k}_o8pL1=z)$&*75-Hx`!=@alM1?yw7|A|qi8&%?^l8wyOK8-}Jme??}+ z`a~Wl+o4dt_LY&ZYszGp+Hsk^_9C*dTt(C!4-Nmm7#??Vs3v5w&#MHO+DOZzGIOiup$I-#Mf1$e*}rxmmcQVyH~y^LJMCbWy#ga!ix?zG8dg7R{~XonN$75o)N zaIU>D4lKgECB)H0VJsn=&Kf(crH_0^k&kMQlEFznN@j#Be=+2hspaNAv$+6vAA89E z$BhHY#cV8J%mNDDwrMA0!N?-IMJpog2p3u{n3-K}(I#Acbdk^Ea+{ncQ{kQ3lM-th z4^>1I z@AW&$BBmV|G3{8bKe7}dL#)}re}>PxKOd7f!mw6{Q+Oy#<#+ph!l!w1ch8d1!)(du zHY^$4R*eKY!y^|P_w!_Nxm8omFWn8>rWRpf90-6zP(qDAR>{a><`^u7W1!j37yHn$ zuw-L4I5gLl@OHCL*i|k%3^q6=W}nA{knbqnq{%-VomiRse5QT&0QtUkZOh2M>SaB? z0sQtGRAfo{2+c#IhaY=+WtCBN#t2r{7TvFaT^1f2NM>N(pV-W$-tg&^{9L-jh_SoRr!P-{g zRhPOvXlgcf)o|pJ0K1rLI89`9nTVi_+X?N7AucSb*4p4D*-gS_)x_Q*Xer`cUgkL? z?4~wD~qN@yx(VY`1~$vvRd?50uAA7@XjRBf#w1IaB|sk)^G7Q!vC5R8*~vaDRKnT%bfLZ?bw zmpGI{Aj1T+x(k8gWdT?M%gkCXe=@Jd!W%VN1X6yc9m53fios#RvH_yCkSMje{TA!U z?xIOIGSS^qYcG|N?V6yHY_DM#b5LnK#zro~3W;X;_ky}ES{teV5yiNSSu2+@YvmYQ zDO_^&4!^}<@(ZVpuCgI)=MY_(R}sZAJFxbMcuxK?HqA_B-a6#6q0SDybg@rIF0RqZ zFrsxbiH9OzvkqShPh6N#4APA|!#}1pz^#8~@6Y!?W^zEOv0lS2ka0sE4QkvS(TgCUL)ho}` z*3*GQuQzC&Bb9XlPu>?f!H}6k4kjXEaEVfXbaJY)PNqrgWSZ1Dvc&E35J%}@SQ27N zsp9Qy^id@MYGdu!fz_k#;w|CO4tbitH+UF6&vmsZ&(*fjIzw+UXwIR^`hZ#eWAKU= zd!v@XLIZP>R^-U1$CWDU>qte`lZx>3bsk74K7e`(a1nAPRw>4Umk^wh9(1^L7jbg` zZux7YT>S4)8%8R3)XIb2Fj6ZSquj*mUos|sh4?Zf7p1JUI!TCs)fBWD4W*em*UozW z4WM6{pWP($vyw65)5`pyTPNU;dOem6vy4H1L>E(h`9OUxPXrvwQZlABnK-{*1$e)f z#CdHEiL;Eb)+?K|C!tve&Qe0_*B70Y-EW{0d|6qbcKFk^M2EP~o!*>Sq@6e?BiCR{ zhz(~ejlJVil$-11LFdrab-ytL6-LzO7-B9_X%!QEieKDhwtK_DaKzyU;SBoJWA7+~ z-r)|nG1uMkO%+j6Wff*BHPA0RPRM8O*>mf2xd(fTpbf_j-uz0iT8gjoQB!@MoBzP0B zXg60Yw^FhAZmd#K>ODU@(Ps^#?s4{PO;c`_TllRKDY&^hm*?i!J$9$?#3Qh3!sKm! z7sXE!01$bh`O@7{3HWn0E1Eres&ZRYr!65bWCn7lzGa58Auvk++w|-?eHJs8+97JU zP`|fzy`9T6Y?Hdw9PRQRSUejfpJxMn9(Bu%Y@g2!G9DA>`bB1Rnio7I=y0>ghJ)|~ zAgVaRu6~}t+f^-`_JCQrt=2qHxlK0@)IJo-ZGoDC4~2MXQ2v~xla1Dx=xyZpWSRap z%Jk}oVjWpjC=zCsirI;WTz)s#qx}uS=-5n%S^7n(5??}+{S{C1H`)LBR>h;qD zl-mPCy6rg^oATQ_(7ZkM_7?c~PYr^}cbQKmU8lxRfUHbpd?Z}x^Dp+v=H!_A%`9H!uXr%${i zBieVX7%zL({h2f};lRBPH0l#P%EmyWcDwtMIei{I4e>S<^mCz~waja7S)|n;8+@L! zv2Id|vQg(Sx`}MzH4)*s!oZLc2ITq9X!B5WKUw5p zrQ;^DrhYL(D=t#*2-sD=wTW-X8xk#z4~=mf<~E*uVT5vrT;cAJQA}}BS;Vcw>G1?@ z4pOd-R)gIy-ZbZvIETF+uO}jIi5t8Ugyuv|?c{cb?k(cV;YxSS=p;rQDA0!HDR%}6 zN{8l&O=B#tU)ZxcO}SHUrgzHCbZA}~89!SlkwMVq5$8pOueLJGE*AlRa`HTZi`{(2 z2$__BP<2_FvOTKNFi-0nsh24?Yp-M~cTt)5iB~e`pUj;j9gGlW=A0?Skg$>bU~a*0 z=a|c-uf(L&U*#xw$)R+YWPH@cuN1AO+%QxjP8Swu)=qJ;eCzPgNQe9pk3Z`3hN5cE z%ktTMST#LG*;F)L*;K;|ZsV-D_O@Ty6qu%3{o-#^#Eudp{DZ~fwV-%+jIu!Fz~(=? zY_PIP){iz(KT_ZJn_NB!G}z|Y)zUd8YVo#^*nd9I9rwWP0m})8`!UszWQF;uM3?eZ zZC9G|l-@O1+n1?q4ix5PXNtfeabt#AVX&u+K11hS&X6(O4T>PTnPsUeFknQZHiTl4LnsNdrw z_pG6WATm7&S4>LN*%lm~s0 zSKmEA*%rv?`p&vIdv4O5%4Rue6hrbSX2aI%kSC-`K{U|W z5hx+LqVOhs4F1NJzFVg)^UO^({J2>ZWRNz_G64(c6)D>TYTjaV_eOP%T}g=F=X9BfD>+r6up2DF8TNS#rkB(v!SBzi z*a80Cy$u|H+W>I0Z3DEBg|?shDS7o-;++}0t3dl_as6(I$W*S^ICKZBN|~6E znfTh2Gy)S>W{dMOO|}LYctyJu8^72?>7`pfoNgXYBwcdgc1jN1PB?Jt%mCmdHCQijliL}j$Q%MV4Ef;i#vD!;I}&TKQ}1U_ zd{MP3P5DpPE@}w7@PXBL8MK}p<(`06+LKcV7mTPvp)&XFCucQxdrzzCjfvy0CQ$AJb=#A6B9iNlFIrR%tMv?uXdu2qse64llEfD(km^ zYr_IAA@UoA>dJ2`kJs0CBpRD~?J3Irvc!77EV0fE)|K$k00Ur*M0_HvF&z+CbY+5- zx;#-htzPg%e@uO4uN*-YfAQ=}Q&xBXsI0E}F)Yxid1Dst$d-c%hG-xsq6}<@L?_z`^{zWn*qCE5n||h;>a*%m&_G+kt?b{k6h<) z_@KW+k&5`aizEned$>NEH>OAJK^Gwtg|0q6%-3?YdalSqk^qkN95`0`f>L9F`6}hX zfJGT*wZxkZ4XtWZHo)&?bL)DGsZ+^Z>p@BQ7#puy=Yahhj6e{C<;Lo7RmA_U|RKar?ADE>4uo#Lt(m_eu$^F|=9MC>lV$Cl0H;t6%H_V9mwP?W8F zP%B^P*(utH(aNKNY;{qdb>;qt#9g^3=ZsVym80!ZIokNCU$nHFbO;Gvu`<_4Sy~qd z$5WJ!MRcbF;sEe!%<{c0cDFpkeQP{K;*WH1gvGY8j{x#+y0-TW<*|V2=j^Vj*`VUm zGV$azukx6zM?OY9^2pwjpdVV1m)fw;D}0`8ZVl*dSe)xAbO9+41xI5cZF#j4_aw8X zqg69#A3Qr0H-1u>-QNs#}exr2}3_2Vdy6$41FX6#)F@# zBh!(=weN~_pVQ7aAXakdkkcI|%(Ukm$p~$eL-&U&Pnz;w!UIoSzNq8yWI!Z5ozHYl zGR#0B{KQXi{QU{EbCwNMp;3-ZJ%`PD|4toKEZ2pM& zR+|=qc^z^`y*7{E?{QM0fFSAXUs4X-;t_f)K8*grtrDZZ zwM!?8)D1+DxiFP~HPG z5Bs6P4#+HtIH7A$R|&dZd_YCAH1+NVN>he!Hj7uXly7R~L4PGn`vkc&sXgB+Ea$CK z2aP}Q@zFEtlxO7tdR7jgPmBh(#EU(ONBnY;5*88XM0V()oh8@d4S@}zgouS>mQRd* zA>+rl$*ts>gbTFEmB!!cO4IJmRGuT+zBlu}r*j*%Ht7!9a@;*rc}`x*b6g2OS{DJX zb5J7$J#|6}a--u2d81*Q&Io12r*a8txHdVdKfPT}>W>mW<)d0(n(~p(;hNGL(v`gd zlTw&>{t&TzFa|>hOCt=ZD;AWG#l>oFAc3`KV_Wa+d}XgJZSQ4pE0e{gL&{t+07s@Z z*t}QlG*`k3fWYaq+1+l6!h{_!cPQ#j56kiO+eS|rp;=Lxva?pcVC~k1=*shfGIfZ4 z@dKrgPc~jrzobcgTG;bchVs13XrGsu-FenA7sXttVnVPVsco@K`XO+ILZp9RRpdu0 zK(oc@PRkIz4{`dX>Y;RHO`=X&Q(FhzsMn=wD+eeq1d8{rEQxDZEP`CWQww1ADPm$Q9=%%jXkHJMm>8$HLJDc zF~h@fIXrBx>gmJEjKlKY{#JDW7Dv%qn7?aN4FBA$txeHSosWKPZNaJYOA|{d9L=+A z5y}+xn-!1GB>Z$X~;K@6^u;kcAy~0`uY6nsQ_@syRaM%%qx$O)V zpE`d-vKV`8tLME`c#Z=N$F|J4vmSQPzyaD702g{&GwmnNPzN}df7AuB7% zyNBfob&=)t*_S5KfIq6{rzxA%??EnVI1sLF`a^kE`-5Jwfl} zA8m-&i<@JVpN!)$(grU}l&km8E3=_?k&fPpM0t~Vt1^Q)VF8^AnxQfzY;7H_HuZrE zy7PL@7@)jT8&AO~HOHW46-?h~Sedddy^ta?l87i_m-yOlgh6E&p1}l2DCz9T10fBC zs8;=;{P_p@h)-4R1c8jcsBEZtv9DUSQxA?q)V5Q-;atnqLFTxv36t{iFQzv(Y2vH& z{avT8Ia|HvY=j7HDN>nfP&3_aYH(Z$kV1&~FG3hAo>Uc=_}*QOP69y?Ja5>YPKx3E zb*eYJJt?$f?H;1MSu-RV)dt4u@R42%j4f~#TT9bz?JcLhDHUM;uc4MRyw*7Qw7+#63)}gS`y!t`snHUtfgqy z$_r*K6}v@YQ@m{J)X>(h_7u6adNO zhyrJhVY3tKF3gS+DWHN8rNfLa(Bk4*OP_dAt`m-XJ+OUG7EM)7)=rg7kEtp8_;S>0 zQ`Pb1IcEt|Qvw2t+OnPp-rlk#(Y!5Yr=r}%TsGiTIpi*hCY8PMcqxNH6o)kvTw# zp_c9Z?cn4j?0v)i9zfBOXK0K__4u*nU z14PsVSHcw)FI?o)c@^`(_H;zqvOM~Lv-Bjywt1J_^q*HRPv^#QkSL{HTVO?$rYbo$ zH6Jh0KC^2}_IV<0aE~n&AsTtfJLDzm4Fx5BWHo?lA-S+tj+qz)U-!W@CoOk`;T%If z3l_U3QEf!k*tNZaKl2nx!zr0GoYE_d+M!A$XxXZ(QoGm4$&yCeTC=5dN)LDLU3vT7 zmACIuWf_?iI~LKT*R6{awtUn*ekWWnzdCW68D=-DuH{hW6-i|I`G-8*wRaN}m3M0= zrb(q*8uGG&WfRdR=A|#y=AL-hg{q7))_at(5)%#X5JeFq+=7TOe6!;^Bs-#$nr8L$0rKr7BNHUCPt7@`dh7)ove%woLu__CX7BrRO(G z-aNG;qsJkoWq_dX1A-p7J=-1DePO#U?lE2NU|=J6KwH5Wq@ojo`{8tj!@*B)?;CU< zJnR9uJ`I9>x*x$VU6G|<9z4t9=nbQfAL{1jg(zCq2vK>iIWH({gpk;GU^cO9mbILrDkzB47r_ zi|ApoVVvTRHyB7M?>*lYA%=4J!X737Z2z1gJHADlrcK@@r|_W1JmlTW)t5}l@)`~d z#oE0Cm5&022liU;R<9bB+tlZX-l(pcBZHccWKi=FLCt}^Ft^ca!whCd>D*JF?z2q0 zvCQr!oMF*~flq)sMrrgUlh^FWW%BxAVm@Leb}l)Qv$aE0(UoPZho)MyiiUDRxc%?B$HAn=9 zm|bDW;XZNw>Jn7To-oT&)alCkt;U)&A;}J1UA4fV+`}-xr-l*E#=CbL;^@IR&|Mz98+Cu%c8d48Mh!XBc}K(F@@TCX`v4&0q$QA5YIem znv120u!W5cjS8z|jIwdqZE3yKT5@$#AH7DBT|PrL{8=q9>u37;sajPQ0yCG^X)wmM zrnu#kChQ0Gw;_`QOo@`x|WcY7u@r}B7L173ECp{Jzv~Z zg8M`LoCU43wb?C)Z%UWG`+t;*mxdAo0m0Q<3S*`wt$xn@9#x9d>ZCZ0!==``O7yI( znM8Fy2zzqfe*bFGG`0+o3MCeLLTI#>b^hn~$;mSK*@~A_i6l14NP+=;Dyl6Ti#lzh zx~V#4)qMl45p}?b)8`FAn&y$xG!Em6JVqy?C-I1Gh&jZK1%{|cEX{z4%L$#j*f`Dz z_NQBxjqRgq6+9=a^~+J-FPF-DIZN`Dt4ps?(Wm7rXU4zQ776o$q>sLsyTRB*7l9Lh z$v~+F3*m24Ksd=-#3m3%+y}N80bvxgd`5DCsCeV9G6w`6b|r4JuCCcFFKO&vPicyw zbDJnGQ95hkRd(thPthit(5jUxqphXxt%oOPx6GL@I~0hUGLB7~jAD(E^@SwsPBa-Q z$T>yU#geZNJJ3aqNBTmDHJ20ua74*M93H=AqN#6#nD)G+m2QqsL^6x=SB9)lBk#8l zM7MUPGRAS{exU3*mN`Qtg`}ymuDm|3PS|z8)$JdgOQ z(BKM+mTihdEFWUf-J)WJ5e;A{$G6LB`|}W>7pH35>3$sW zbZwu%T+vQfM@y@tNY#Ka4@n4fdzs%sAd(+{7 zh-$&z1s0J@+Z;06=GhpfNLJEed7i_ZC#sqCkT2+riP_T)RQ$dT8zo; zPQP|x-fI`4Hgig~nKQ+*ucMM_kNS&wq&rBa$&qSSvNzb+mF)ho6L2;bE8f?!IZ4F* z;w4GMeZBh)$lGrWAOxNfQ=ZXy>+3*NxlDg!fFUtkG<6yh4eB{d4CQl+zn*HCohW^I zx1o8CUVByvv^v@&C0cE`M|VAFy($~M2Tg6}_S}OYt+qXxtdveKP*$kZ3(D9f$QTgE z#9TfxcofCYo3bkbPGUjCAZ{c#hz%6VTjl-#1AFr*$ZrQS{gT&8XDSr+(b{^DNdZ?9Aa^`Z(NmxD>Tb6^=TbL- z9b~e^|FBSjZT;}(9f?>`cgzTq3RME#9{ONU1eHzm5Ql#IdsfM4n zTuRvT%>?8by~A^^yv;qid@;Xy+h$`zo8K(niRNWzS@$XN{r~KhKdy60ihwJHUn&8& z09v5r3%`0z?zBi45GD*F8H{pE!4Cn6J(B&#BidHw1+yyhD*I}9As4e9TAdRynn$gp zev9a->{0W4`neFNjaqJOL1ujP`LzJk5Inzw;K^^9ymnZRof{RGdagbtA~{Vu+d4cE zr1=1cZijBEbM`@94exl?z@#iHR&K0eSK&S`TcgkEK$3Qrc2m2H6aBY23`&liwqfRS zdIHg>Ved1B1s&qLtJMp1rETi6obOFaNAKJbsMaP+)!O6~bxuba%uBQtK9`L>TzK-$ zh|lFJ`)pC6pJC~6L22<@e%WH1eEcJM>D#OBL`hoIf$XoNk2!Luc5tNfL!e##DL3a* z(_vlFL{U_kFQ%tM<@mP&?Ha|aAM|rm_yr@Z>zH_bTe=N8*K)Js77s2ou+}^hFVuk} zFb83CwEUFY7o&dhp5&(OfY-P~DvWmM=bWJpi6CFgQ9rM?97s=(Yx7UKVrbV$6pu;b zT- zZd6ulbPM=QQ(DxQcce!WbB-N()^g-o7z`vA zKayN1mxwi)hNxYfnJ|z>y?Gu~bC5*U`sOq$CkwUtN0&rUxp8SfbA5@;C6Gkj;K~q$-Inv8DkPoODV!oh z6~}VLEsrWO&*rpbg=y-?^4=aq340KyF96!i6m5_|;+Cln62WO$XUtcx_xHM~Le*tS zfm>DzKOn$$J0WmO=(unhQ~-j-I!KH;m2Wg604XO9<-Ieeab;u+gOdVX>|=R zczT=e*RQ+@o!cOF*Low)74t>;3$v3=jI_DXVmg)}#YYg{-a!^h%h6H!iY@2M)jgwz zB7@VV431*{l{aOhR|)!@p`0!E=Srg$ia0Ux;N>8BSZjIhes|b%e2XT=4?GvVaG^mzF&aq4qa2~7B(Kd`k z2A5f|VWeepMs6E8pw`^B=*R*?yrb7HWpM1Pzsh}e1FU5)09nLiw^7(ExPi*mia%w; zVvj~4O1?76NEtM2d3n^~9W#>bAk!BzLwS&$^}!md+>FdqLg#G11+09_ZjL8gUd1Pf z16ieq!s3%G%ceO!?8U#yIPo{)L{4drxe@aP#e0S7-WRFL5e$h{rZP4}7$!j{WQd4o z!^kzy$-DNjq(H2VCLj|-BjI#`sDA6Kh~J{6U%p~!kEg6GX-~AxPqfpLv8Ac|HA`@o zy5+1MK-H5HSv@I{)mvXRL#4w|PJA8D#zBvInOkI!t&D;^`h6jZ&-o}(OY0`)-oir? zSMBURNJeyUfT44Xwlz(=#Dw~-LcPQkJaOcDV>6vH?)yZXcUBL}$M13t`CS4qmzdf? zTL^n#^Ty!h69=Qc^pnW5Qd5Bliz9`GpvQ8FiEV&ud$bDh<>AB~NT=>dQy$hgUZ!KX z@kd}}UQv3di55gO1#4A5#Bfl#Ea&IA(FQ&8=w|~EzY$CPA!CW6^xRn3FY$J#IQF3U zX@|(GhusTa=L@NmXDQxopY=JbJtmQZ2aw4;fU_E`7k7&Obp+9yyWs0ck;g0>jY#4GG{UaXj1DkZ7DOJXcGu>1lZn zPs@9FLqdG&Fn|f1+%BHE0~r3_MuRUTM&+}g;~nAgfu=d7Dw8MG`?Vy||A8#?k6QUc zzh2X-1|xDaD`xSz8b2kXmUOLo;fYP~yCj|9KT=CkHMq<#9hYL1R!ILv{6jOcCLGe# z$1cl_F&R)O*h{lEYe^;8k-y88_+Q-*L-BsNj~4SC4i#He!?in$e<@NIhpdC5_b3fT z#`M`Ojq|6Q+t^a+)YiPTkYDC_A--`O1aj=Rwf?LgYfun9Uyci8<>;#oEe< z3ve3UvmSK$9k>)&9O1i@5}V<@QeyK^^gQLES_}prs^icZsG5G>>pv=26pihfnTEWL zl)sa_KYCsn%v2&_lv3e{SCpPR4s)asynIRtUgWtx=%mq{JqxWxeV1kVhrFzRv%&mZ zN@xE~ZC_jNP3qh7;}_=qI~&q0PoKd^!~F1y_b7SsJQu| zPD3Zs#oa@vP6rZkoZy-5l3pplpnlXWx;}xs2 zpmd;y=&ew%A7f~4Iel!;|LEM*`Y|SZ2nb!24mY6EHPoZDVbh9=S3~&@hMddch=r>r z)DDxm@-s45-UUT|S1km|T{?%>fI#OabaUYJD}%%-y33kq5p9s!`&j*6( zM(PA-RTK|NXVVu~d~PCYW1L6Z`%EF8m8KATpnUC-l&?L6WZInrk+!K7Qw++I6CAp* z@FYARoYFO=&>4gh&B|ia#n_9d!CzyAi?Jx!SqgY4VWdZ)icg0P+R9)3oYXMy<3a3` z4`QEu5YI~enlW#9dVGhWd5PuPRh_T)jx!)!?EiULH%Rrc}|od zVWbd10nzIa_k<0>P{Fh5eQFc`_nz6*!5!_xb%_3)0~>#a!BSn98rTxIvrLh7q-H{1_fRDEr!Sh1)Ybb*utuP?6?WhElP z0{76?>{7(x|F= z%vd}d<~E8uT>8T{YsmWE>1!{rTzdiHG?J5*GC67cL_GAk5j-F&E;gDarxJa>as#P~ z8}~$T#~^WqOB(mF$Q}O4GmDZ*^e*MS+PhK>?`_fe=XLUMV_=s0c#(K8vwQM=KUeh* zHq~{^o}1|1bP?LL2~wLjAw_L0wo_~Oaf$3k{)k_cPR0M=wYg{p1GC%43_QDKE!Q9OP$DLRHLeidBO_N=8TCuwQuR-sso&RId zJ6sy{O4nEE&?}u^n`dMHxA1>VdilTpUz6Se|G!5sANc=!^sc`*D2cGhD8dNJSQZGO zhRj_O5w0{TBIc1hcmt&hxzb|ZSp!f_Ft#Q)Mg;zpX*i) z%ToeFk;@HLO0)$^VKc5z4YO%N*=!x|!}q0JTKOhDbIVJI{7bp>8FT=v>#$W>y%Sp% zrKYIR2$#%ZEo=(uvfvbkOe*Vg=Z*Bi|?=7m7R=R8Ce!WIo>0X4DE>uX^ghbpB zqWKGu!Be}Vfak>BjVe^wgVk=oPs0J6bqx1!4KCy`d10TX`UYjetPW&$)ygnib@1X~ zhiPs?Yi{Yqj&rT7aIKXUuCdsj20ggAp|Piy7L}|jN!nsykvWC2z>3-tJ?oMX##;A^ zT%mVUzt~+v{eoqI<#{1r>-ZXJ6`dQh8()138H7a+DE{ zoNW*1HZMuis}houxnAyU>)F|qur+%fSRExu#C2$uxRj(dF#aKUp2VDRt91`Wm41@$ zYmyeUJ5i?I2;0SUGY~N%of-4E8X*jU-8`HcY zH>Dp4@_&$2)*mF5l{apgY)m=)>KKzUzxM(IqB;3i%$TwcgGvS#B1E1w+o&H0T8zag zaR5s|FePeqx>UE3$b-NBP5IIHc1;8WoS4K`OOK{2w`+UOKs7f=2?R&{u!qLx?P#lx zJXOd-LGw6ie>*Bmu?@l!EM?<~m-$s$VYyXSSmp*p>)enKT~4a{kkh#^X$A}ai6g8X zbPGC&JBB0eiPz=X->SL{No{nVvZ@BYl1wKq!|#pvHt?d@c9}SxZr7yAuQU{%FP)9Q zFkVJEBG}n`HN^v2!rCB9SW~Ry*69#)Tz2S*kr>yGKPluZj|&qX>~bu>5hHH?+E#=Wc|x3Qd{rsEK?7Ghv! zkAX$t3h6+j>w;-X-5ljV3yIzDi1?Ut|FvL!2gb4C=;p)!;xOZ1X8;E7pmhc6;^DUJ zpl0Ip6LT%AjS^tJT@H}jWg@s^&^qk@U`XP-WB2%&$n5DzcqEh5E|V85jUW~Fdt|*U z!=Y;vGnH#=XQmmh-Kr6cZjpzLESM4N(ET5ZGcrJT>Ssrbr7o#pj&ak0;FM9OuDwQS z6W!BAdrO(0Z6rTanuF8JI0df7(wNlk=zL`gLR0C=!>zGn2NiL9V?hA=_mlze@etpu zn$J{C+@`Fry)DhKev5WnnsVi`+Yrk&VP4#X)xe}{OtKelTzomGrwWR3ojm9qs;yNf zSV@T5A0O0&Ll)E?ib>LlFlh*eD9;^6SnKImCccj{(eT4&994g)U7N;4;II_h#wCjnI1=yhAt{9gty+lrT z$?)ke!Y9kxtU_N*I>oWfI|MRsM@l9VLj+k7e9Vc*sVL{H&4TK}9sE!(A=_0xe0vQC z=0RyTa(8X70jb<*yjOx13zY?!LSg@0o>DAaCnBOwHaZY1mc27+zqB&iP z<~Y;_YjD?qv5pHKd7;ZKS~4cW6LCi&HcJ{Hj#Us4k}fQq|D!4jJ->C`iiOjynCR%Y z8noB4Oq*rckn@zepd@S3WhXu|B92RA_jC|?7^>M07`FkpBJM@w+!kT@Dw7v z{eEhHmF2~kit?40YUK+aw9-r^cpG0sZTSfYeajaT4fNiKd``~gZE~>>u-IeGL6U(1 z88jN!3!SQ*4~Q04D1}EN158nU{d)dSq_N*ez?mOOIP)XmOdR_&5yfRHxwcGEnOTWx zbECGPF@f^EJ)t$W_i`b3%S*ajUQ&!p!s8d;e)cP#0~@o0RV2tlEPV>85a~G6Akpme z?f+Ej7}p%w1X*{}K*E*RhvSpWtL?CBimapdZ?fjep1tj|stHG{yk-8J@;dC#>j@rv zZsPZ30eU+HXxws(*Tr-aAcX%mn26Hz9Me=k4^X=69Vw?yN`wU@H4a2Q_{Ii(9uFdQ_{{y&<4ZX`UXEU%yj(+GCIiZR?dqXO z>+JGD#^_$HdlAGzzo5iJBIJEuPN3`96i9JZ`eGprhQNlOF|r!Xoaph#B~lL2y090wrOQMYxn z{rY0+XGtgAucQ<1FVRNjms%9|zv#Q^;#GPLmFd6~dR$D2UO}+boJh2d30bEa@an%Y z4fR}wRL^mkP*gDv$02;b5Mg0E$8bT)5)wm(lh@*2Wp_jnGkf~Q%!j3zc~#eg%BtE2 z4fu|1&s5s5%6@>aY)4`6@^st*yWdW_BXcVskoWTeX%rN)<`$xUL|)HB@`;v$i|{37 zfOv`1W6lsXJ|w0w{F^}S7$7~;OYJVOh`S^fahJp*_76ZkXYL-JGcO|_$(-!e-dx}P zoG4G1M6F#iP~JtLeBb^XV9LXVmEN-0@MB;ME7u`SP-I0FWDqg4@4o$g%#5$)*mx&# z5!8u`(jZWBcrcJZeOJ_FMtwdzk+^k7I_3erd$JJCvGG1gO*?UsiD-k_Jh`C3{X#HK@u@%t>+e{>tZ6=bc-C;&CSE%x>BIhkjE@zUR z<>#u^Ry>({4C&x_R;iUkOL~X-axAYf_JJbdw@cMDrFnvL071VPIy#rk22fD%kNS_u zE&H$0kn-2sP$~qnP^xxxI8wR1ym7>+Kwo$TG7g2BI0J*#iNKFO>8fsh7C^?i&b!8dT_Wlwf2dZ z{~@2s`lwx5Uqc~61|B0b^s~n(kH9loR8o}ZYo(j@{{Z?4?LA8m%$!FgJ?9bVIqKPC z3eivEvI3z^S8X{{5IhlQNPUQd^)~46f_OxW&mPl9nfpd2*I$raf6?y`RoalHCDKsM zxvos8r_&9%2tQ*n!1w*QA|sx9cUX~2RdKy6c$^5 zN22e(eJk(VWB6A*Ce4E$(>n~>;7qBRJMd%)*&j9Q1g6CeMP?&gTAO%s*ztct7m}m; zF-A4Ngw;2qQ1o-erQPN!pwnb#q|jl!ej(_&U0%EU^(UK?WA3ONbAKx;q`!`QL4F`l z_Bdm1UPjK;blG45@p5a^0&RApmofjioTrb=b#Ji5N*pj>&_PE!Mcb3^!o{n;4mj%hfrr(hIqf%^zMeE)BZhV|hli4b_sm%4Jin_Y))$$e4`(l^d!znO*-+cZ_n;Fto(hG6#2@`gwC&T6-_gMPtXl^8^JZ zB`&5L*KsBIxUfDTc_jV`BUlTf?W2`MhyjDUDBD)Q$H@<}7s?;%sln{c93)!#pynQd z(yk`7A=}W}(o1FVNl9^dQc@h;BjOici;XPyo=(J>z@JhQO8tyHJpyK+!?1DohgQdA zXmuTS1J~7HHz4*^>(tfRP^!+!QX0kjVc8f=YdHO!u&QY7xSdbQ+vy&$4!1KM z`ZbFwy<=GKB=uT~QK|P}`zv|39&dkG^`i`{9>pHwQE3nHsJ>-@#`mWu=caV7%3Gdc zv^BK09ETA5v>Xpl$8uB35CMmZz@w?}8U z#p#iPs^voCfmibTI{|ehiet_mp3k%LAwA1OvbdZj6k^dF!=-hEL`mrsNWGyL@dTQA zA8j>!*um)i@Yiu^EWI_cNZDGuD2*_EQJRJ|JbZzN{(4VaD6wy6uXok^|EvMvvvY1G>0*9*m}v>dyr z47nY%?|I2Bsm?0HC?BgDcw5r*>ty*vN*7R%q032h7*&e20kl+S^{orP$aUd{Xd(U( zD8_k4m*Ua?LSR_pz_2Uv_FVy{S7eo2Yr&bBg>5v~iQDR1JC^py-;&Gt3zB7d4X6bK z9oW@2+!I1#v3ndT0~~S+&+t^yh@pdxuDE7r()#;^d_rGGr^D={Wcqa-hkb$S3cj_9 z8CfUfKP9HW4@`gjbTdLhf++FaV1v_dErpBoT?v-bw4aE9Bw+V!cTsp9v4eZ|Z+R)V z^SQUn&%IqATR?lD5@ws!SJ)j0?y^k+@Uwm1-~&RKiRAzufGJK$ha0Y@_ZB_O}Q6RkjEEeyeE6Rlb){ zC^vE0I;C4S2YQj_KohLz1P_YM8I1O}dB{I4jb{6NqUPqgHZ)xw&9f~>JO&&hz8|XC zI^S1p!)%I8P4V(p5B3KyN=v^NvGh~gt+ng0KXDSyBGANQk0pe-i7qx&`-35T_`?edi*G0{LF~>psE6m_8w#F-Q?w3Mhd+YnNzbTQKWutZ!lp-{bRUtF zZn-pCw9*l1@GN>~b{WY?dwUy=BogtZYU{`z=FZD|7IwF+BI)3j9oLmG>Xh#03A2e!H(-Gt4b^jsF4B|*^<0wbe zSWYjH%>fDC900uO{=1aaz^0|ecaPqB~ImL+Es84-z*la(WJAZ#n`gbEoj_A0z zNv*rx_k+oAPL9!2@{@mz;xb-?Z=hTfKc@ck@c@)_!;~?rXLVlO{oqApRf#zo1>2<^ zE%T7PE+}tkpWRY_bhtx#Rp!gD%6$2P&iPn8`UumBGw}oxlXFa56U4QisxsEB2r)FF zjjNvwcv_MHH&cJ!O#Rugd7H+uqqKNK1od39Bii9Ct9Sp`N?ULuoTsQ^8Zf0Ud(| zD*6}}%Fb>(Dt1PdXF)ig?QdPM>|(t!6RBKQ-lG|^r;)m($k;N6HF#fas($*MQuUlt zgmJjvy&>K28Z+(q6go&W*m-F_CQ_D<*p;2 zk>GrG1_{nnMlC8^yH&(?rYQ4zXQUyA!-MP1o!Xmt0+xmGfO6_mK_Bu9N2USo=XCly z&`Zh5XH!q7#vS{}Vs4v96NW#_fa311xys$Oa}B^R92Reyixw`^^Y`?^7I?`E!JHEF zEm?zmC`P^|2i#jynf~{5*}e>KPwqb+)8MYU2zofy_P1Hv4?KsP zKHg8z+yS?wk0}q{fCuN6KnaK|#UeBpvB<~I{Uymcy-p6Z!*EUy_j6A7?$F*i7crbi zA9JqK7Cld9oIMCo-jUJyJF+Li8|RkL^(+*UwPKRB?<~`zAQDt-AqRU93fUvz1b#<< z)u~HXo$jEa!yWw%9roS}4w90A2ySq}34EqR?gGH3W|mjW5R*T@w^^#!$kN`GS=xPC zI(U-s8w(j~9(48;g!jLSYX`d(X6GIVb=a5|-={52!XJN;@W};O*g@mrv(T*vEHD--$a>V<}7bK8_47PZ^yzGSj-rG`qP~YqJlfDo?W=dVO&hCypnE6RH5Qu%=tGJk-O`N&tWn?t}GSeiJ*ZKI}POD($$ zQ5S*rMH&_JLc{a?@>O4_q!n^JKg`U0SYnS4OYE@)-0?%c%)v6tu|euaw^DcfnksZ| zSyJZ)m$Im`Bo?JQ;RgI=iGIx@_Ib=fI+@r)DOtI05OAEU`;p+4vf6Z8_X=ziS0tC^ zFK$z=0R{euuR^Oa{$Sz!C0g48*39Na!6O#yjh*v*&q_t+Mzs5p1UDv&>jZW(U|cl1 zV|3v)^So&yVWbnV(@om|V8#d~JBRcks%y(AwHbT^d@N=Cl3iIZCfjO5Wr_wp_i~>MO&C-qu0e?lB|eZcQu^f6EKD z8EkE$AuG3@)=eI_Pdh%`j}8tL@}M-o+&ZWX#~J#lF*ayrDB@*GP+d2Y)Y=n{LP*3a zmG-CwTL<;6bF1Y#_g2w4%3HPah5k1$KrU6XzXs0HKd3Oab+orzemYnD6$7`#F8Vn1 z)MTQ5BOU)MFqpdh9Fw22u`hT|mYD4pv1k275!KvEKMQ%7*^! zKDEl$d6no%H)$vj7o6Oe0|atuQfE{3>&y~dfCx1qyy159i)tjxvx%%TNnyND9lXeV z{4u+w$~GYhJ=`pzhtHvNeO|*0ZpEzUsD3>sd$bKL_{aZ0q4z&81lD>GOAOdZh54AQmv^KE@qn;=Q(;w6x|zz<1Zz@`8gAN zUJzeOB$GfFWo9KJW_l~ROty3y5l~d5!9zb-cq==E;kV7=Yb(bYuTSL&OF-*LL-&?f z#ka-x<@Mf@j_Qq|>yV`LJ!UV1`-l{p^i?N%|HsUUtUc)TVQdrqpkN1Z0MYG88zP0+ z8{`c<1dMm6AI4kO0ll9O{tE2IImwY|PiaE|is7Js3EI#mWH^mR<- zuXGNx_NSOJ@&wZr-pLBBDK9sWs~4N|rDqPXF-gXorgVamzK)x>$&Q*X2ePz}?hCB%kb(8L7yx`*!wbgxrtNt0A%Xn6 z^yKT@Ze8>G`?;hjEgfwMoBmBjnQS55)^EpmbY9y3YOgl4bDIf(73S=DP0;Ze?FbgZ zrWlg+1cssq-2_9_z=t?_LNP(!YPr_jN2_$UdY4Lvw(65!1URqq(sI>zrw_{s&e8st_*LYaHG7!47*v#fb z^J(#we>Su~Nsps^NAm=BTucF6vR9qYtzBB|Nur^fWE!@fvc>uuUT_Hb<>9lROJTy!_J%k@qR~#$;Gvuf005YiJ zmbxp(M*_rs#j>w6FP$`i^cGWLPXzR0jEox^FXN$5KL|J=1KEq~~?6hK{-&X1N7?-ep& z5GnCi6py(%LkdydI$)$i#GCMGp}D=CWMzvC?v4}O9hbq~ae_Oo(1=JbQ!O;EUhEe~ z>lu`F1n1xCzo+q@5ez&czRGMO$bmlO@<3Dap^A}RJ)szd;nX9HE0o?@{Q1c~Z6}Tp zo7QwDmxH}RS;p5)1{bZMFg*M`=c`1>eiHU?u<{p;;6} z+lKPqC;pWM@rj1(VI2ObAs|~86;lglhU${VgYB|-&_iqao?3$To;p#2z^yQ}bb!)v z^!f}GZIq6Fpmfx|)XoBlq>5s;pKVN>Eoh$rxm&8E!hX6m&`8STEzt6n*_P6%vM^-} zPh^LD-f!@{-;mGyjXDkz02kk671qU)=SAB#WGV0`79l0MfxC#FNaQ} zZb&49=^@#jW$ienM}H&KsbPU;?kL*NGXwq4U+fb9{Gtc zCGsF{`s&crkO1hx0daj@8EP1QP zs=uV079t94Kk?RJ1ZLDn{v~-Q)#C9?6IX!&z{53#)GI*9C1*@HCPU((BuM{k0Kr(a zVD;F(Lfr!rBHu~HX=g1Jr=5Cns@7vfU}n6bp6y=>{QD*>N# ziY}LptwHVBXer0g4}c06Jl+WV@V%L%WJt72PU4@V1h0yhN4VO_~Q4E zzr}!Le9h%2aJD=lL75YPGL61U^!{`ul>!9D5qxZs$gd=kjo?j$Q3K5>JidOs^g(%p zo-ML~Vex|fr}X#`*y1GlSAB0i|Z7b#%r_P%gC0VA+HCqT08=ApT zNekuVTl3DyNT6xSgUNSfz(IfP&#R_a#iW|L(rCCAV7D)!< zN^?qy$V^RFGSkyjR6~yaYE4zpm;n)-l*QG}7J$5{4kGE}{JLl~P4toI(CX7h7kMw4 zADtP)VQsSoaqq%WySSB)RIyvUSu{#{vsS*)UmT##%r*SJvp7<%&dh~BaM4AD3u(;M z+EkZloqO6%Hwy_)|1M2&X69zojsm$)OgvF1?z=K2(@uy<%{55ZU0_4;K+rNXw=d9q zR0f()Bqk|O)J*C#ta$@|Ii3rDAXlFk%hAooMHsJ%oAbm+^+95Fv1T}a%(D}7;vG%x z+g|HED}m(9E(KP0I_t#NIYIJ4`q`nQ%x3s9EUMB}i%#1P*&khY`|dBTJthk`f1wZA zUurJvgC>H2*SvQs5L9pUih}e?Y#Z9NMe)`}jrH>Yuv^t9ip18zx#vT$kHp*KD_5uG zJ$Wtsr>8p+q*Y2m8YcZWdd)#QNUukHc|~rBK!?(cPy8;)+LA9ydj%-C;hY=2HzhH~ z$0f#i*MUPovWEr&$sQW0y=Fp<=F$JADvQ)NO}$W1PRrQvw2Te^rj|tE<3I{UKNS>r z#mP(5x9X@>`PoN6CTK{eSG;CQuJn84O8LX{J9|`MKjSnAGo#agqG} zONVrE)Yjyv*EFo7&s!83il5AZh=DMIC+VO{j^{jWi`+1oBf)+$*^`n?wkvTljkfR^ zVf}$bwn?(dI(ZSY`s1IAn==fH65@&(rn&U1oul3pEG(zYQGRZsWp1nJY{{*+ji)!~ z|6%V<;G(M9fbnyOJ9=jruEPk3BOsuIh|UPZauj6-P*F*F4b9BT1jQ{D#ofvf5tZCh znS~UWw9M2Jm)zG}OVTt`EOTEn&8*bSrvLNYI}F2S^uF}|-tYf?^E>A`XU;kIx#vFj zo_o);oaba`c>UO>WuHl4W1XRe-dzR*r>Ut3z=Iu0=Zjr~EHf{!DMDSB4^z8yV z5@B0ncwxYzBluEvh7FH}jb30FZN=?67Is|$%gR;=^nYWk?uiWSI|td=4{?D~Et3FRAU`Ru^h4j?-QnGmd)gLe|l zO(FxIs7J2Hm)|y=1)wN5p<6s|=msDyuAn9OZ-qMm!YRtn z&gc)ye%zKBR^o!B5uBHSXe((WF{j%+u)2v?wak>n;r26@M6x~|P&soMZB3L6l3 z#{(XRv6Ci%2jVeVs#k_wKI#H1-$0&~hho02&3K&}q=%rGiHrxKTLdg&){lloNFbqs zVGX`y6TmHf*Je}AqLtGQoHX76i<3LakbyhDOQ~<8hsAFi(keise%@7~oiIYnTRVB? z*$!s%2Qy(U9B^gRQ4ZEd-#ZNK++ZOrY&8ilV3^dS--0mSnh^{uSL4BI7q)%Xd$rLQ z2;%ddD5F|`urpbo+*zCnKdu2B#e+Itr#}4V4 z0Q)?{f>huiz?lc=2Vw3J&+}6~U=G&-HkLU(jO`HNb$vJ)13vx}gsmHPqxF*s%y~^{ z&TGDjNZ1LJf{5Gb%*%6GSQQt5tKvZYaHDN(2iO@osy)0KV51|L;=l%; zBfY`73*0xD-gk!iGstT7H`*o%;)^{fv0tHz;6Ou!KtEdv4x~PChoy0Wqy^jnv-jkb zY}ki!vTEWR!GlMP1C!TwVCX&SIxNzjg{s0?s4DEW?`Ln&2!hj&C_X$I)T}Up4%71+ zV3h$FAAr^f797Bgw=4RQ0z&RJgrJpTPq0!1&rZMUdrEZaF0dvpWL$dMcP+u?_K>mK z$>ZSFH0wn&{5ssR0=#VnaNE+-6~Lv0^JRYOSg$ToVAKVUdcaHvc#Lpxo6&(EqnW&h z^nS*L^&t2=^U~M-rWOp!Xa;$V{t$a)4oREXu5U_eI>;^Xo6&Q`n6V(XiVO|c>qbmS zAx#MJ?5*UEz=Ab7_p44^u*Pz7B~uyk-9fQC>WDbp8S&97h+V59PF%fYKr84e#=q!s zgn+mOApto`?pP(nN=~AbsO21^{HCGah0Bvv?mf@X7-()v2u7c(Wa&F1Jxw49Y$$h;GY!27N0h{y_$P+UmqFG=-HCM}1n&YPiC`d+ z0$^njB@9f3q#lG}JcvtFFkzarfi|fp7fk-N!56h!C}W66uvFh&>e8b%$0;RUV~Dg@ zBrBE4yg4QOjq~*O4UOyS?oFcOdU4())YeNp*Hi5!SM23hPiilkpkJ_5fMTCW~g#^j|3ZV-kAib3@ci7BVf|y=~jvY7Eebuy_KQa01mJ)l)lMCkjXr zpFD9P%ePP(fSx^7HHPG#D(oxoB2$Y*Sh5iBUX9lUg{mMKX@HnrMa;GJb3vW&R71q3 zaP*V&B&5cULScf~SNq-i>yC1W+O57iDno3%qobEtTXwS=Lwt5K@%F2szZLhsmWKr? zDo50f9H{xRuC>v%@(8e#pq9}xeIap0#7YO^eV6J9uLAM9*FRo2#H(`P<@*HIQ-^s( z+*m|h8_K#rvyBj&M@2UqDr*}rj#mL8URR^)_B1FFyQc#?@wT;TU1LaU)7t5E_?HiZ zJL2`Kz+3Y>7N`U5{tjLh;%(x<%WIp~_>zOdcz79Byubgl!;KNKcLib~b1jeh-y9Ym zh`4D5;=R80gxC`it3|}Mp{)C3=7rdr)d3s4zfEpxssCSn#F`*NpNi`)@_6ctMe#PxRTnj_wp4!nH-_IohH>UGl+5w@-qLh(gY+cjhY9t|Q3sV8JX zh^$RLA!~)m+KR{wFyDsf=IJxTN^jL#nu6gp2}Z=)I`pzm3_)wermN^C%&lsflG-ON zb)IL3Am(=U)z3DFEwm2U>cqFTMQmXeS6y$PJS`&D*P)wrx;Z+;7G4Kzb-L(wh%KVx zqW@w>R`>6GC?bxmKwNKcvM@v(Re^YA-`d^LLOtEmU+0OA~n;EN3=HY@S9R+oI0RFiyh zQbM}+_%~!=o%1lX9wbX>#z~=c5&e4>+M|| zi-^1a$72m1)J#AWhu9Jv-2`ccrDcsF$x&9q5L=ImZo+4#mWwK%T$Rg(|4Q206)`7P!dySE+yq4Yj017KJ-6Ku zZ_oP2+a2-t67kmdlC1j&w+CWNsspya{NN5;$SOjm?W?GxCVkgAx-BSLFxINji3p7n z6gt6#1TAXH?Osk*jUDP7MO9@EseYE18@&R4?(3jUgGF7=O0PX|CTDFLQ&s7e^!VWI zIwEfGjCgMq#B5c>U2pvvQAflboDuJ>4+ar5tnF?B;67V3<6zXP$0MDERkny$*7 zOda`6uR0#gX_)P=Ox9f8A!YZjkKXo7$d#tF6_<--6({)5# zNfmm~fmrOZv?}5boXeYaL@cU8?W8zV1u<6@aif>gKCC0+Nave(xC-KGTHy!F+TW@p zVsR*ztDCDJuBH_ZXyzJLN5qvz-q9+Et37Uw=WQ7l15X9UHV`W*$h)Vd3`xuGGZrk% zhNZ=i8~iHl=>xiQ*xXv6N(VS>nUcFIoa2FAE!-At-V_`Gy;_gXpb|bNfq#rA$$8I{ z50*gb)p#g9Qbivfv4On4wgDj+>)s3T-mC_1YAxowbJw67u3ULH=C*)-xC;FssG4?x zKd|=#Arb^G2v`JC1Pu^0M8F}CA&?_*MW8_7hJZ)V2!RrTI|3Dg#t1wRcp~sZ&;)@u zf~E-62$~`ALEwwP4?%MT{s;mP1R`jGpd|tgf*=H~5CkJ=jUWU;8w70;Xc6cTv_lYz zAPj*XK{$d41d#}$5Ksi|5p+Nhji4ifP6%QU7!Vi{#3G185RafUf-VTUB1k~c4MBGV zJrE=!cm_dF1icU>A@~=9-UyyWkc^-Yg1!izL(mVw^9cGQc){IGDS`Vpz};=?0`ejj zy@cRp1OpMgf?yDW6a=XV1|t}PAPvD#1j7&vM=%1xNCdAUNJo%?AQM3rf>8)YBgjTD z2EkYa;}DETFag0t1d|XK^}tX2=Wok zKrj=*ECdAz-a;@N!5jp05zIp{AHmxQ79d!NU=e~s1SSM#1QrBV1VsqmL9iIX5(LEv zmLgb&U^#*n2;N1o62U42?;&^}!D<8_AXtOoLj-FPtV6IK!AA%_Mz8@v34)CXHX+!I zU<-mz5Nt)T4Z(I#9&WXQ+X1Nyq&u;27lPdg_8{1cU>}102o50l6v06RhY%b_a0J0o z1ji73hTwAq#}Skw_yWNR1Sb)EiQp81(+Ivoa0bEG2+krnhoB6>c?91e_!hwh1m7XJ zh~N@}%LuL@xQgH!g6jxwAh?O(7J}~)+(z&Nf;$NABKQ%(Jp?}?xR2mx1iv8o6~O}p z4-q^<@Ed~12!2QK1i>E&YzY2DkP|Y@jZ<*{?>T(hbBKi6f#5%V0)vm@S5N!~RW`y> zb~vA0w{LnxrOCqeD&O>mRi`((qy3hGVHd$z=dWp`_%(&THtw$EeysFOmvB`ksUhc& zC;k01h*x1h!@Z}U;n`X5yVi|3k(DMqKRt~&?jyhMSLD(>@lDvj6k`Ra)Fo^1IP@Le zXY3@f3>==8HddJ7+>S)kw|kwYDY!*o{Px6^d)q}c3H;K+1a=gx-;^%iOkik!AuTMT zrXp%CqLw0REuuw5bYn4w1aG2*>cA#U4B@0PO2yknbb-|6mmDc%Ld>o^i|MXnx~PaQ zETXFl>B>Sn$3kaWXn}P^{TBL}g??_K$1SwfLcg%k6Bc^XLcg@oQxJLdz`lyoG*aq2F5Q1q=PuLJwN#Aqzchp+_wAsD&Q0(C;jC zyM^ws(47{#%R+Zs=pGCG#6q`P=rs$yWTBTW^p1tzwa|wa`p80mv(U#D`n!cbvCuy( z)MlZ7T4;`y{%E07tu)t4r&(#9l}@+Pd@G${r8BK`mX#J*={*bm$wKd2=+74Vi-rDb zp%36Pt@OHu-muV{7JADo0xMl;rHibz&`M2KYPQmORyyBGcUkE+E8T9T2d(swm40ERC#>|O zm40cZr>yj}m40QVXRP#VD?MwahpqISm6loQc`NN{?9S zQ7b)WrJq^p=T>^$N=vQuik0rR(mhtX*Gl(U>3%CcV5K{(bf=ZxveIin87uwCO7C0g z?^gQ6O8>A@o0a})r8z}(Y7xyXqSK0KUJ?Bns9i+!i|C9ZIL~EB&;PmK4*i zg>+jX-Cjs{6w;lAbXOt$u#m1Tr0WXl`a=3qA^o_J?k=Qz3hCZLy04J#FQf+w>Fh$f z0S+&u8w=^CLb|z-ZYiV(Azw^47t<}p^b^2bOt%%&?ZtFQF+EgBPnzg$6P<3ROU-nf znVvG!FHQ7}iGFROXHE2+iI$n@S0;MeL{FLMc@zD{M87rB3nu!ViQY8P8zy?oM1L^R zdnWpmiQYHSpH1`^6aCRd@0#cx6aCdhADHMv6MbZ&znN&RnNBs+X=a*lrUhpDmYL2r z(>Z23*Gy-b=}a@7VW#uUbiSFsZKey%bfK9pHq&>^bcvZRGt-r3y2?!7Gt>9YbhVkj zYo;sAbh(*+V5V!#^g}aUYo_bWbc>m8Hq%ecbi0}EHq$+3y4OtindyEr-DRdb&2)#E z9x&5S&Gev|9x~IzW_rR*zcAC2W_sF8&zk8uGc7aI^Je;unSO1iXUy~~GyT>~FPQ0f zW_r;~FPZ80W_rs^Z^K^`y=0=7P4tS1UNzCjCi=UHJ~7chOw?wgi_EmpOigBLHdBk4 zt~b+<%=BY3-C(9AW_rX-kDBQ*GyTj=KR46MW_ra;ubSyKGrbPMM6a1>j+y>xqD5wE zHPcOIy3tHa&GfjL-Zax2Krwhv7Sfr8bZ#Lv7g9?hEh?n2L&)Mnx}=a67t*DLbXg&t zRY>O*(iMgD-9lPWNZ%@?Zx_;qh4hm`x}a!zE;!=cC{@DV9{Gh#12RL}fXswA3t|Dp zw;;}jI0xcfi1Q%64RIkvGeir-B8cxmTnupu#A1j`AufZs0^++6S3+C`@jZy|LtG8< z1Bh!Neh6_b#B~tYL;MKh#}GF_EP=QY;wFfjA#Q>A3B;`sw?W(vaR4e=|8XCQtJ@hrr15X&H*hxiS|Zy{cQ z_#MQH5HCTz4DkxYs}Qe2ybkdO#G4RrLA(v|2Z(nd-i7!h#Cs5bf_NX|&k%os_$$N* z5FbK(1o1bBk0JgJ@d?B~Ale}Q2_4Td2Y8UF@Fy4IG>Fq7=0mK@U7HW>@XjrOh<9%h z#6pNBh~;yznyRP-x+E4_vL@(Mpu2U*7Qm( zztL4+tN+m}wWuq;;mcpBe|4K@LtE!tUB?$H`^yq$FIPf4bq*rJrt4u^cc}D!n{p z@W?O{nhZNZXZXL6GWpXDV?Jdfyn)+NwUxK*mqvX4l{zwQ@L2!OvS(Qp8{n%@g~$W5 zb;P^xh_UHuQ1Y(`Re-$d;Nh?iZZNFQ)ylR751#}+LefWMzN%vREv^cckKDu1f_P+( zOHYTAGAQwrdoi%C7CH%w=+lN}Wlu_(IAY8zp(^&$Y=z2G?&j(50T{=^{~ZdImzRZb6s?vTS?{!s(&*LFNd;g+pf=bD2;S0l84jk;s6w@v}kv8}J@BrBFVD!?x`q zw^C@^0do7ekt>*hCd8cm7Ko1na>xhJ8j>}TFeAu^;=i?GvQA9ai^)e~^0Am~5R;N@ z;==qwEZKpC`I%TTxlf8P`H8%P$vv_dlOM?vOzwIEd#Y+KZ}PUXEqE#g&uQRStLKQ! zS&h7bX;pd4mF@vbbaj(9YciRetR`_Uf+tl-lED#}ngl!tZg(K*MHXPv)f@O)RWo^G z_r=QbDe2?VHa8`24fG|<3U;<-S3eS#&`-*4gB%;Cm8QZ&zd7qY4!`3$ZNX#P1~Vjek;$sAIOiHUrH$x?CxlDKQ+BqrC%mzdlj zr!cumPG{#Ji4SCVMPy$=ArSZsBtYP=#eZkT6_X2q3<&%w_VH(O z5R?1l5GFs7!h9o47m~XU+C7AB z1MMDR@AJrSn9L!MF)@+fF!&??p1+Ml$M=j8{Z5 zUd2Ph@j-lBKot&joMQz#h65ev>cACoIMPuVISav&NBJ}OE_5B}xDu}*kF3IE4#A-f zbbKF^rDQcEKt~+GKt~+GKt~+G@C>dMpTT#;XV7UN1N~|q$Z#AGb)%SU5|hnhvPGny zFpz&12l9PVEYfeONWWzw{gw;#V^>&1BucPBg$w&cxPAmUWPy4MF-azikY3M`LQHxQ z6DD0*vv?emZ=N`g=L;nf_!#a&BoUkYk!?Z-$hRFI!-ym(7RJRwa>zkG9Hu}%9Hu}% z9Hu}%9Hu}%9Hv0N(~to9aC`#!aC`#!aC`#!&WhwaERxS@m;(7~9;R>{kncM&xhN)= z#N@I_K4F;tEDqEAuFNcO7XLnFMvhcvwj8J7|Z)6ljOT z6ljOT6ljOT6ljOTG+-&4Qxp=`DB(+_-&808`r+6F`r+7wVVqY44?z5E0>k*{?34H! zoSr=#6C9>M!$HEok z5T1v90o^EE>i5DBPB~9*i)8#kB;y^CjCVyc{)l9ZL^9qG$k-bMSgIho-;nGS@T36y z2xX?h2i=!f?P`vnl!P`uDqp#0+URj9yf(laszzj_4D)R64H7SvTCS3M7<>r3wb0jx zfEOQ7h3P;tt&ak*9dqHB+kv?V%q7Jf>?XLnoAW`F_Y=4*YU z00Csy`8I>&A+sJb5t#W1GLe}1Shib%uHpj{rCb(?lwk$?7ME_z71XLzU{>;UW#SH6$`gRxZ+dhRjsA7gFC0Cr^8K5 z%^EVv{X=gM9I7;OUtM$JH&GMZGi`iYdRTJS1h^m5L$hHSzh2ggd_6e{2nm_9lc6L6 zGUqT8DQm@+nKbKl2Z;aBtSp#e!h!BL$X5x^khZYFDOg{0&PpGbk?G!woQ5)4E8l0x zsf3n9nVyoGmX14;ozHAZv~9^Zn6xI}ViH6yVA6v9&ZIirO4ow%7&T&i*4X$sxyQJS z4A_6FwG5vYR`U8Nh7})X2Fyx0S@>PdfOwV^_$PmBzJ|5zdV!NfsV&R z-LGPoABbIkD0cag&}H(Q0UCr2ohe~+&CxR@32jM_ne0@|y0z{HRnrVg_;^B>*nD&J zEjH+z<~k@X5c~9&*r(ZIpXLaCV&|Hp@eu6PETL0TkegZFry2G>%@g}HU+mM{VxJZW zePS1i7@$*RF?3Jp6L|-6VwaX+m&1`t%aBUEFZO7q*rQcqkKPk|^uEv|vKpxrjvac} z(V-RP9a?Vh&QcTk%P6O}-QR zb5ZQiCE<+NpYI+0xmDgD4kXv$c_nbQg6o?$k$=-Y9yZvxXqp^Mv_^7i3M8G$WlXw} zE0{b(t|o!SWLN_1vHchd+>Vgn#pH>Y{2?YbY^BFmi;}i7I-y~qSY;9uvzS=0VK_Ei zFBW_xCLfE*1~DnYRuS0hh*)q`Opb}kXJYa>wu;17*k$M%b{UeZVscGL*z0E1w=JfB z%q68{@UuPit3BB3rl5)LZvKj~X%ol#ja0JNOwmT7wt2bxlbk=yQX`CdBbW;qpfI3` zyO9(@4u%~7t6>*WcfqnvSQd_D8?oImEGxyb2rN5}Wd&Gv6U!p8?1o$O;{hCaT=9CR z373?W$@lg41~I;>g}j+tb27?rO0=w{UqnYT$7_qXR0AAY(=N(*;H%U4E#4eR`VY=y z(n3NaWeJKt<5I_}-{|NKvVT=exsNQEgc`EI)QDg1fv>J9-T0ThWkK=(BGMp*f0vYO z{=<%}rO>ONyL3{>qY&9-(wBeeMf^3bi9i2IGniBBNXQ9If{ySRKI9$zm)IQt?eHdx z;U9@IoF}>h!ry2Do~+zZjzzOQN$S?1Cc0C$R%V$(*&QP50tm zvM&3?UEQ#wM!lL%Rcf$eiGjg@un`3;@AVb4QVUK8- z#xYXGAV&3UKOfRI$2bUV6-kZ}EC!h{@0?hDD^B9cL=taVg7ldrDcJ47-Z_EoGW(O@ zoF$zB&$3v5M$2epLrHrQLf{-edJi!8%86wrlUSxZ8>@k>G?O(`KWOKn^}}bbRMNEOdQQFD_p0p5Py^>&9d*V6@%5+Yk7V0lzxT zH(g@mLfpEirH@a8nG)>Y4cp2kzsv;01;;YINq;hk3@76PI*>OQX)uTcmNCr740DiS zepeo0m~R=zTXB(LewC`)K7y@#;3FtuERsLnnJ&yS3G=ap*()JO;LR*y?n?%oVwmw= z9!W^*NKT?=+G@b$F+P}yVFr1_RgvE0WyZDTNHU5{Bn6Dzjo~$?L7nm%D8LE?Mb|oM z1D|8CVFkmSWtdql8(jp?jtsM3!d}|b@`!|ib6k`VcZOGhS>FwKtA?sC@ z=hWr=xOly-p*ERg`xAo%?Dv>?#X$NDMho$hA_ENH;J%$@q#nx7@FxQP^oRI5+{pQz zvlVgA6QlGt>&<`%{M|fQW2*XhnRG%i4IhiNuF8vyT(4TQyo)y4cFIKzqfaRo6wxR~ z`o<}8v*?ry*G29z;#Bnhu0b<>XY;0L_T$cZhz0fcYUee@)n^yUYIEI;iL2sfW&`b}=2 zXit*axRqRgz;d8l2L<~xbE{CfpOJ^C3fS&8IU@#*+ykES{zR!-)18xZ*Vg^iDN?SL z%i~i%T?*Tgj0K73&}-ebtOqkd(w|YPzU`xCoU0vi#jy>4;JS-K8J$C$V@E%6q||IUG>;w{b_-mcBsH}17> z7Tk&+ifoe0j2{XkNdGUHX(+k%j$#GO@NF-X#Ft6Sy$o{#Hc2Hv5dPaA(37Q7 z+D#hf5AS6rmPz!IGqkOL9E|EwaWG!*#i>@yTdLrpZPaB%cG_UxtBprWy8kn2lkUzT zZgUi1>S`Q12h38LIT4aQIlDcBx4G}}?KY(Q9@!klbVe@Mc#-6NBk#^6ZZo;#pZCo7 zWY{C|Dyb}NqBj@==P`1bbSBp`ZK!Pqk?2n#7g4Lg}a@SsILq?3t zkj-MuioRK+{IAVS^<$K$P9_^Y8L2*8!nj9!k+|@DGxQ`b9B{|@Dc)k_N{wHSol5`i z@c5<9B|gIsjx~C2>NGKGE=lwv3hmILLq|qPv>MnnT0=H5bKy8!gaks52;%QHGo^>l zi{W}^O@JNama7S#>0L%R6L02=JsEDlFA4MX58S}Y<$bb-j_uXPmdTc7!oujdj=&MD zV*)f#kOT!e#TrHjtbQh&n8_AQlR^f^{XQqffJPH}xsb z%fQ(dH%MIEfGe_E^M93j#O{OJ7ORuHk~KEDYqH#R{28v(fGD|#8^hd-^L(55$NT;g zXm)My;THDNA%ka7u*V+XS2t5He^-Ss+#KHK35&lD?o@OgGAwO!h%0xUAL`eKV;{X4 zXjA~*Od+nMI}c!4K%|;BQ7x29XJ&`ECXOa-phuDyDVjlesa!V$%#!(zGHw7#^%}|Z zZ}1@V=M6Ict0ug}OZ9?Gw+(z4=bzxY;Ut@1>E)keoDK^<{p02^4cf-fXUH>sG$l`qMO(p~jHMncxFBc`F=BuuruKWP)ldz01Qz|YjG-9GFqVJpr_Qof1r&e}4V+zjD}45lQ5;itR=C1DvW$|T7T31r1k zkil?Zv<817GhkxejV1SNMZOT`0^BHFu~AA^KxIq@Oori@hRq=?0GPq70FlAFVpRkr zjxYtz^P}>jAC<`3sN?dHiT-OY9#Vef4 zmCWVHdvMH>ZiM1#%Os8vRVE?t!|~9g_INy0{Vo&3h2LdlwOG{ws$glSt*{k@0)TV5 z6>~Yh>F{lv?yKDshq?AUCrMtZw4GMuo>t&FH%d!3O8L|g9n$ZwZv<=j*EfP9M~DJ4 ztg$7q)&#N2>2jmsav!`3-Fvny5v~)CD-TiY8}YFj!lfd*%GbabWIAf9U^|^9)Hv`! zCKpiojjpkHcy^7&C1V`uH%Z}Uh#_i|6g~pOU18H)>{68zcN_mg8C-qhV_83_oS_oK zg&8U^OFt*MpUx!yChG?eA<#|jE`|cNJAZzn?X0BN*~CX!30W~*I4j{blZ6L*#Y0(g zNDC;=Ju5+4-)~%UzcHWnnoybeK-LeA>B5TPLKl|b_PSW}tANnC#$}3F^Gl^uoqIuAJef4avq+kee zh=3A`6tS`XQcn|EFc}Jd;ZITN5cpUsq(?>-NeH;!T?4WS3E3|p$0X!S34w8U8F+Qc zh{({5xhkWk1b}u!uIkx&yt^Jg04+jIaym1DnS|0XB&;!}bQzy+PU@apf+$GIv~ytW6F4{I1~p zcu`mW<+mnpa#ddmWOIMAZE|&l{7tSApB>m|(DZ5bf>GPO)e8o7MwEJ!YqAe(!Q-*;2@wki zt|p~Fatq*~(O4pe?eJH)b@s-iC1PXSYNA_>7{ogUg}P0yih&td4JuobLi_WdZ~D#V zpi~S%-grPH&~%<;KNJh}>$l03op0eoUdSHaL>;1aG>6PwXzrt|e&uy3@q=T_spE{( zkzWrD{;Pxuy}r4tQF9G|_Uh)YA!)w0;Y}diAKs*P%8<9=iBV6eN)?}@gC-d@R<0vI zUmf^y@4C>VdYk_}3h_f*C^Qlh3&UBY4ZzxI!?#&K*{6ki4|Uv9$iO4xzwsW-^6u^R zGVrV0`VD!h`jywE#F;uOctq99`uVgVuC^1p>LKcc?!WaYLAQvH-w7S@y?#Q6{rdT6 zRQVVygE|$|J%wZkw@rrUsbPE-l7$ZL+t;Yc`smXb?WafY_;m@Y3x%Lf=vSxVxP5!~ z#%S;S@PqrOcvyS;o2&`}iE;pp_`K-qAv!PmzeqheKc5#3l=FGM#hn=K_x&5$d|E(w z?9(C;dSB~1iht=~(7dV2Zzb|(s-*mbfgKabC%h^iIB|7pS3Y;DZT3{Z*;5tm8^<&1{u;?Ui^(X7PU z#$2hv|K{KPj6D9?uah(K{KkC^Y$J4XGL&rn`i$?3A&ZuI6;4&_l+HaL3bm4R!n{_k zXq*r8>*ojAj@v`Q@j?7EWgXJj?-?5pvt+01$I}#^7bf}0(yj6W1|t_TFu#6(aLN0F z`R~3FD%FMEbOKiwlw&Io`k)-X^#!pyDMkleR7`5}kP05F0OopM=nsy3ut}bfCLSGG zl^c5Js!(G)HqsGtkBua!;lMuv579BPQq5k ztD3M?^K@Zr&+5WfwLEn^5rnNnQP`^cOJOStaGoM=-D(%Nf&@U2wF)8t4pwTZ+Hlt! zsa(+A!uA?v(Dyp&a5)=@8@$oxajZ5>TVaEUwwABx?ZR}sNSXi-Q6ZDor87$DWBBX@ z#3)fdVT4Do*h#biD{9jjc83HM#%)s587@H8bYMC|LXo5Pk4ws6;{0sqBw{E%Cn0Cx z&H*zX28km~0k;2Zp&WQ(kSI9uzIu4J&I(l|+_`)Tl%EsJtBMmynOGhPi6cybQ{dwd zrxxT0!28Pr0l0uHV9oC`eCU3cl|TUw185}35y~Y6P!$DL--=c3A#sE$fER}b9MZv2 z2pKH@RG-1v8DtO+#PMRd5XX~)K*SE|75s6&DmPz+eQ4gWqyv z*NUb}WR{!wd3r}Un{lSSqHgT%Au!L+4t+%(3lhGIsBR%z7+k1tVN@V>_Vx<$R<-d4 zjZ1qwXU)NaK~NR|YwaPj*6#B?1S`-nzLojvb!t0b&F+m=?NW0BTOHwGtI;;ciLE9% z$P|Xy`j7;HuV#FFuAg0N(7f?DPT#a)eX`UmeA`!MsoQ1yxNwrrzWh5rEU?rvzdEzj z>@V>Li#`11AnyK4p1Q~7h)O)QQN3EGM6qhDE(|#Ov@KI05m{^E88GBf72f(B`xm^m zzBgl94UPq#!d^ciHM7^py@0(2P#^4d+kw+TaL_3S1P7<{NAFAdsPu0$+aLv)BVFF3 zIO9K6Zv%KH@@r1`|Qxvr>uajt?Td zO%r!T|2s+Pk>49uMb*fBo8BPIy!;dUV3R1^E{UoJc{ro{Vc zWYs6SB)P|d`sTf_N?|sPQktz&W@vuLf0hAvmWnv$`9SLAO|C#&C;`qFsHZ8&ZQU4{ zZ?Y3fRgLiuy|Unw2+jDzKNz%|S4T&~)VQ*UqB`NKmpHQkj-EJYL>|1X8wV{>3egRv z1(||q;`{oRON5TTb1OpQ_N|vud-HsTvtXho+LQrdcGbvxhqjGc6s_T6iVRxNb&L*H z1CRQDI%(u@ei5y4{qbu9Y|R~B7t-uT(p2NTBM!E_8LsKKD%qgTjyz~k$F;5gOw^?W zo(6~Prf$4<9UmbQ3o^z9fc+`Lt)qm<5?IAq2 zbKljUrj+apP`3w3R+;mLp0u63JzCRk@a`CG%Ox)wHn}GGpgiqwL10^xe2EBwT7Si8 z1F5j>a}uVnINq{Bez%(36{L8g91uzd2y#FZG;|`>ZurYGDNR9m3n)P72N~NYS7;8z z@?8yO0|e16T!F}Dhkg_q(NQzzAvI_pMV!V5OAvXL4Q~>($<+WX5ZzUBLCezg=FxZVidrD zGhQ=0G6Rx^kkaX$_=1#5Z1_GF+3?I%_8!BRrgW*ohl9$Vf7p?8=e8~YyWKFa(S1;s zo5f^SVaWeXjmffo&ged8YGTO2^-UJzAy^)G^|;Vd?^qZWeM!RYl(@y^5cT*sB&9r4 zZfg)X25b!mb6{)GE8o_H(KTVb#tf;&&>$%-w349#zkNur>*SJV0x6#JoQGgy;1)T7 ze{aZh7X>SWv7(iMxM`)Ts-b~LQ17(SAB#2yK;Y@=Ds^|&_8|lf3_Jt_13h~F^D?Ko zI~y7JR5mgg`Ap9WBLiHs_BV|Tl*wplQpL>R()EBa^~_<)zh`EkL^Fe)*%ej>uoqrV zTzF+e19HUc%O0)Yt7>YnmZ^)Wfo!g*^{;MfU^?Rhvw8AwnHWS%5~C&mu!#X1yN`b< z`QNfIP@;uFY|sO)l6AodjyzKTHcGS~aJDbdg}4gF1z;Cqa55`+Rx~R(fo27oAh0U% z>pe!5CDT3V1B$I@Rf0*u>tmi`Qot#>%c|fP2$~cq(WHP^x$yp4y?r@hg>`||wdCCM z{M)Mhb+CqzyK~w1MWQ$K8KXY+g00UOM;O{?47n??cNG$&lvi?7UO|@e_@I*GgTUET zIwJ~=NNpAYI#ky)jBl1M7 z5M@T!M%&6m)V0y%520=ah>UuS1%Xd)KtsF^(F(vO)K!-lkw1kBhqMSXATWYuXF4+N z!B+|p8KL@r(Nss!Et(3Ry2>O-lz1L303OSdXATAxf9^&po=>muDUeiXQ84-bwBw< zJgAzspZqFTR2N`85G$$)FceDeE$aZdD|)z1UqX6ab+LmVq%%XXFaba%QSy|GywFOD zOuv`o)JvYjneeS1e+&9Sdr;JsLpc5Zj6APBZ}4AF<4x`PJ#RpXbI8re19d^!XQ3ol zeKZ%i1`>Oyd6?~1kIY*=P^Eb|%x~L7WF|nRDHOuwrnF_Z1#kkG%G~M!VdSkIrVIHg zZSrY2=y^v^vnw~@cwtK82aN>1v>%*VRB_(wVOMe9>Y=;ULsW4lb}m_CdLs>#Gs34QUh&nA#GY~9i4>?&?dC&Tbp7uU#%Pl z6h8Mazt#2d;5eVbk^gU!M)7<8;TW&dKrU=k8Zr#!kDji^XXbmP%k$LH3NlESUmvdO zs4TV5QOY&pa~F6F56B z%?p*>yVp_EXLd`Y_VW%J@o{+^(S%j4NgS@L;i0*W#F-vfl{i0N`5;2Guq@c9eJ9r! zADVih&+TcYx2HLu3i4IoHvb%bZcpQHPYW#`_HBgbklRZ}ZRf7N@Zk{#RT*4gjStTi zxUWekr@<%h(O5;J35#EhJqIz5V4X)5 z)uV4M>paR;kL(hLQPi;1qh{SB_)c`vJ?^Mk_n08+9ziK6>K?K?-)o~C>(Ul8Lx z@F8(t55pWn6>ZCk^)S+l3S15&{hGaK*Ufzib7axFmyHYo$racYJI!W6GejG-djFZ5r*fr$c*b>l7t`XbUWMTZFSY@{`UOq4W!v+;cmq|*1 z)mbYxK}%x}w9~-2IKm$R;Jz8urQ0RyJPx#|b2$!_wFAJYS)Y*3fax)jZr(^3U^&)^ zyvI372^6k_XYoEPlhC8C)nR)K88km$FP^TNn)M^0Tu`$n14px_frCFO0RH4-@u+H= z)(zrOz|d4-6-tDPs$9s%8cR3TSh~43)LR@CPWKHtpT$6{3cKTBu3!lc;Q|(6OTD+=hg<5r)czBI!)#YMcb*^NESW%5D z0k!HUFn|QLYG|Nctva=7?P}FKfj;GGRbJ9U>8w^w_fd`ZaaOB>FVZ@xRXetDQma1G z;%}-|=e6`NH`X)i=C!O(z3PFMwdqxp0zt1Du;BkTwdxUnP^$u{54GyQZ?#;LBGm^M zOTw4RZn(@OmfJbjhZ+^$%KwJlvZy$<+bvfpP8Xt@q9(;@S}-@~YGZw{OLYy-KdCbP zN6nSv!CG|XwAMxtZuc|7SJ{pjZSvMqeH0x0pXrfR|D$Hg5vfy$8#S+${TQPi zIhzefX@@Y*%HYv?y1gFUyh0anW|jjUB$Iv*J4nk|>tjeM%2bXO%sX~e&!C}lEgQIvj@QAJVOJp&Y_ z+o~!`BQm_c8;I-Ma7p&Wrz=a{0>bxYf&oZ{!gTp8V)S|#9?++%#?-SL$>EE^-jL(erhHM<(3wQ*3G1Ns6PcPPsUGmtF&X zDXhZ2_*!yivhCNG#Zd6;%XT~53ZYMsC{69=*q}0X)?Gz`a_BHH z=Fa+3$FkoGzsM(Lc4mliu?nYFNk{EDng1QK#K|?g|n*EZh80Jn>n% zcmkJ2uWFhr3ME!GEm_r+eC{Naa2R^Ss%Ub&Hi<-OEfNVZI=G_h+9nZh3Ru(&n$q2% zDaGY9_}>wZfqrzUZ%?D36U;mdu`=wbOaZNw z<{9%;gLbu>JJ?wM$8%$xUOC+!N8V1katqXI2Do!)qqQFDIYZiDvc-&@rOtsJvX=Zwf? zRoGc>Yyh>H|BR_FU)alEV+#MwpzZBn7jsm0pLO7@_XA-uXf-A@^oujTM$P;_7Y*7a zzCHhI)cGe3ncJph!aCw-dMb?C6TJgZop9WxnjRhGvG&)XX@y#0jn&BI$aay`6tcW;pzwC3$kkUGnfcuPc3IUyJ zBhL=#d9^PbbRWxh+W9@Fm+NCFz6IQz4pLZNR`F4Ud?u7#1MO%=9vi7ujT|4CGQLWS z|Fyrx&|{@9Y8yjI>a$gy==s=JMtU+0IatfZcslDGWFgXapm9)wcO=lnb@Z;qIa2Cb zB?p_2ftq7kD{+mYV9hA%0we9yb5Q{Ztf}BJ2^Jsb7|~@C3r_k*Oj$=-hHpdl zh>255yP_5{Q$YEdQ>6P%_8_2P%}$`e&=M!wf8hg4w7aa)2b5@e>F@znu6?}#CxlUq zsO>(Wl8{HSckKdP%Fp__+*5o&fq^DkfY#^&N;J`|fgusCG;82(L_^IQc$*4a&GNoM zCs7$H+G}J z6S3Q8R%dS>3JgijW}uHmW~I6r=x<_0b%pC=v7(y770f{A74hKO34K1<^{oe5Roaat zuqdRm2PnrnRoLLru27vRxPWr3Q}t`nCIa4Em%J)`K)ncFR|OwXxK{PmkiV%^{isbu zYS)zp%}}2W2JH~(ZiBjhoj~>0R@JPkT5FScNOAe7q_b*<4wtQ72>CnuRq2&~ciC#M zdG=MS4rfpUM=(*dTq>MFfibMpT2)wK*gUMdC#ZAmQHOElR~1c=-*h*~;}!jn=;rn=jss z(d@c=Ge#S>?xz^F(ZBlhQaYFdBR*r#B#S;phXZ!m|FK zA(9^qZy&$m=>BQAF7(*OXrpFTo6bh!8Vi{SV6cQc}r1RiRQ%=v3-0ID*O<4Jy@(qiRyAj>840H<862Taz;=_w1*sRM}4p`N`eME%m`M zoeCNGTt*(GD&MGwkL=FDMlP^X&&OlbWQa$@0jYAL>XBz_CDFB#sM;oU3Iwn2g6Hmr z1Bj93u%!>K?gS*brH{UdaO{AW)JqK}3rX3SKebERC*I({ zlfe2}4TYKDTJS)xQc3gs%_ZzxjBOrCoky~*v24x~eo{AB!)J|E7{QgibT`?i-%ZGF z-`ylEsVAdY!pH|_f7h)vJklp#sgiYvtzqH@lQEk6tzRiU0ow%WPY~T)+;8m!$(_qY zoq+9rB-y(OYz)O4yQ4Qwm%vu>aXrb7RKOYzHKC8aVVZDv_dSF5+ec?ZUf^I+c!{Fm zb#QGvli7__K8hqIlu)@-C0#=V8LW^EVpDr{}310Z$jQy z-k{roE#rrzseEt)3~f}9X|l%4LmLkp`uM9ya=LdWlTh38Q4r=XALTKUW5ET!?VZW- z?@SJ6L_hW%?pv{RvN!s%_u|%0$pp^0EK^c?Kpy8$jJ8ZkYNmwq;?_;M1KwIM+#$!_ zYh=4a@ZWj_;bnJ7l+JbERB$-%E#X~WOZi47^-{gYc*vyob{}E8h{<5jOnoFUKJm~O=X+~K5AU{B`4Ey;<&%;8 zs(fCqAnilo4+Dj&Rrv|XI0?Za8aN%wzaC#7GPtw z@pBs{ji1@?+>m4oYvZMNc`3`PZLQ}HXgyb#*O1rFRYY-{iggN^Z3+`JMZG0Xm+8v( zj(;p1QlR4ji@%3B2V=a?~%s!w(9{Ha6llX_s#< z_PXVn-6)VHoA?H5aA2@FgXE}^hp8I{!jSOd0~f2kyUc!FjRW3`;fTsBc!+Xc>A3Q}BitU7)vDOVKDm;szFZ^q z@8jjo6yf0;4TrAyX1}9615UQonU*Gyvi?S!4Wxe^yP}o9cKJWG+&wdD3-S9*9 zm?UcIhvWo5Z;c0h8JL@r+?lV#m-VN%eluTB-r-xellRMyxAi5uzN8{E^L2a4-BJBu zAusuIB?I%Wh}YrInL$c8QmiH=*{jJJ@K&}x8!8~(59MI13hvm%^hx+ zeK?Mg=ms537uu1>_QG8C#y9#cb~yt+ybA0^3+!ppWH5xi3j5yM|F5y9CH8c?J>8G} zStPC655J|kh!~tJFU^IPc*#q;!!o5M+Nqs*04Y$v zXg?NwiT5Q@HzUJRHIq|8s!?P=`3flJpYISfVVkKZI2Ok)!x{gaHgF|V3YWWmGFSj3 zt*`>F(LpP*At{>zCdBh%$YuQBn}Ki9?bLIABy0cxMt#mt`RL&Ue6$tXhY!Zv&Vhfz z|HH!ibAF)(v%pYvdLC=k{%N!MHI6Mi_KY7~+QJ3kG7UUQ;x-UNb^JPyW7_6H=ll{k zwJYmOAOjR`+7}u!_hBKp`xD67Rx-Mk3}(ay;X)g{v5*nhiq}{r-hAiAwU-QBCMkW+ z6A{+l#!)q}FS%Q{mbS$%y2UPaL2Cnql>?A);3KB=?PiX{p+P3JsZ0d1aNr_o=_3ZH z*U#S#9zZA@4|#Y9^JI9q;Cde3t<%i|OJZQnW#u#dzrX(|1s=elUW&szyk1V@1(;q? zla;$&l;Eoi}+vun(Y<7X1FI9>LgbSTY?>vRNijvgnjQW__C4v60gHtM5T9& z!7p3JPm&$Vma&f|vcAr5n5Oul>I+*NxXAi43(9w2djO@5&yHJP`F&eh@1T=!y>6vEX+Q zn!>gTfB7YZ9xamUs(%Z?c2Vs8WqbO)TVH;BW7VL>`r^j$LHvOw5;v7J1ix(e?M)tw zDQpJuK`e7!di?Ga;`XGXb8rdWUBG=Q9P0QM!s*3*FJNyA`=%0(kF}#@KOA|nA-tqu zg;-yHq+8Nhd{L1vJ^QK|@4MYyGP;v8&%PulS$JvTjup0^5?xQpSa)ul8FgDf>qPzh z;TRNV;GVi^+6b+b>)8ig1l!l>3bR8-1r3^3`iA;F;@hqkHl`D2h_+vqVz~dS5*X+I zct%(+Bm4jNNJ8M%bqe2vk&|J5@ar#Qjhe^5O)_eKdo=O?+-o0r&aX6(`jx~eckSG1 zu+MCQ;4_8(BnD=L2>S}KHzVe4Py#{x>)fEGJT$ILCKu-lkf& zDW(%Uz(-EJnOKr2?oi3c_X1H_oKXP(A8YRc*Vd8s4c}`}j9DySE5;#??SR*E%GzF= zxZ81Jg1t(jludDnAJ!X^kgUCllXdK5lWjsmAOr%0kc0%N7X*kRdhbQ_-UJBId+$Yj zN47)q@M3`!|7{#cU;CAXWrd19pBnz?SOoC7eQL1;m!HYy9j1~;PoHLOh{|9 z5MHnlJ|MaLoX~C|oU#xE-)x;eXvxuGA)K}lIz%Uao}<|r(p)X;-QyRw{d8uwE(lH+ zc77jm3EKAG&domKhWs%IW0$)BSjO(M+o%=N2&Eu5FP9-Z?z)sAyT3Z|^`9=o2@Xpy zzjW;VV=o87NwS7-zj}1Yw)sn|e|?E`ioQb3x2PQS)?SdZN{TOs4l-y;{^ z+K!wog|}(w#|!z^$Vui~+p(a+t)=_>Qk#*pCT(iHa?sie*D7D2W=sGYde1KHJ9br?#Q+wUeLmj zdJUQvTIJ6XpFOPEe`!4fyQ~lzv@cM1-V1zd`*laF+t;lTpGQsVY-v)arAgt_+5Faa z$dC8~|Kmnz_^ z?-t|xM}}b=QH27L%$iCe>R^Mr|=Ef5fCEpM^=; zqe{H+kV)wllZ3y!*>OYnTt0r-?GD_h`H8>iE&gJ*_>0}*PrJom>W@Xkqb&TT{DQx< zU+|ath`&=7{&FAjcj^&;d0YJDZ}C^K#b4nTe>so%v*fezm;I;`rylZ`wZ-3l^Txkk zBF1Tt$wYXh=qK)qx40|W;;wXyyRt3r>V7Qv5qGt};I94`+%-Mo?zDxwwnyBZe#D(c zw>}h6i!yyEqJ}N*I=8rMwQ%Qu7&(3Ot?fTl>_=Kajb1nnv31p574Xq);ZBR(IKBM` zErN7eh)f`wpW5#7)bvc+zW6 zZ9ja*rU#}tI6!&VUbkCE^}qTTGN&Gdc0SzWflaw!x%!wE$b2#-%I#K5T^qe&lEU7 z8DH`}0tYDLYra4A-_K9pyXz==-X-|Xqa&1I|LCVvJ)Zf0`D-15=Bxij80V#*&QP}O zJ(X|U`-dOwkTW(WGX=dyK_e^RbL-_pfs^JQ5^@Y%sc>N-^gSeWjsKF+|B$e;@k_$0 zGi0mmrojAi6W(+i6lBjC%Jw~vHae)=&D8C8soRlr8&q)5Qn%lL>oqeKy+%cyEksCr z^zxyi5GMMN;{87;8;>YH|AS(FL}C1rVjapqZo8`&MAF&J+`jc1gaq!xJX>jSkqODX zUr*-$dUDvWC&xkZb5!sn{NkDMzkYkduO}z|da~}0zC zRllCx3(3z>Z@_`==Y)<9n7$lBBp!JTkCM#ML~1k<{lev2#5tO1e)eGCvj;)C9`tSn zbNf4XKlQs1`n`XP0v8WolaM^{>&b)vGkK7Tg6C|IhiCF&JKy=(e%Q|c4i2;4OW1Yn z**87D^nA2k>>SLqvAXf@-T63t_0du^!r^VJ8x9!i{Lb$`gzcsQ=RZ0kb;1viyytBD z_p^&O{&VIR;^yvYun$G^P-Y-+y)-_JGaDx54YxH%`GhoNru!U92}Q+<4=Hoo(xHv*Gf!H!fWJ(hfmIZ(Oi``AW!_cKaUx&Or% zu;VKG$Oh-O?ZJ8QcrpILf$;bzE;@dRz#-M}mH-?5)-LESkWP1iH$VtlJi+Cz9e(U{ zuc6@GItuebkD5uorxYy#E@}N~YN^%(S*fd+>`_zzl>Z^t3=Zr{H;KEYCZ2nrpT? z1Fu1=GfsSS-+{os1Bl4XN1b3-{v;ncdk4ZcPQ&-DS2QGuAKq{VZa8PT;Y=pnu;VFs zy$SEftwhJIz{cdG9i!WkvvAXS%S~rb^O2aY8?XI!pE($X*G+hTo#gX6$zi{ZAB0ux zJ!IaAwQh6Xv1>Pa$@Y0$TL{*;TabEdyUxJMnnW z1J;D6kA+^q@c4z-ZEoH9{CO|C``ch2cii^jYjoTe+4jyGuY*|&5jI9)AWFJui+{)S zn_FKxe(3Q-apE_{iG<%i7l53+%tH6S0$~ae59ElSBXdKL#OF5-B9EW>_$o%W{GGem z>gk8CH?5x5P1wRe1oBX1QpiJJ{)6okMG@cJb9A}&#pkyizXfr*yc^wVO*rzL7;(NV zMm>)1@x1GJ#PJ%T;k(naLkIC@u_L@f#E!@}=2vzfdS&D2b z$~#Pnd_SgIc>+0c z?CBFI96Il8djbqsD+dIX+PsZ^h}NJe;(_8&)aI5@0Pp&j{8HD$01ON5@j((eM4rp9Ig77E% z5nTVl*Y`r4M|3~32OK(Zy0Z+rC+s0bZ2ypgSfxUu;9=tA9!MPRN345Zx*KeT2%VuM z1vT@rYr$3r;n4b>H$L%-xZV0k1o!4APuvKxdgmxo@S?R8jryVq8?;S5$oXX$)#nTi2jw8;7Q2LbSbvq2*w|^g;)WF2w^uf1z!teEH z4mSI3q6x3=Mh5o%;c4)QY~FCN{f({FAMW1T@tWP+=#8_4?w#+je399Gf4Kp_9Ea#6 z4NkY))AgY3URyk|K7kyzx7}%ryMF)f=lAV1_iVF)WR>#~zt0*U>TT_aK6w;#K151C(j+f^_>UuID+g3?_Pz};vsBCANuZpQTY8Qo<`q*LM?#U zkVl2Pe)Y-yFFo(vd&Bdd$EP0mJRTGWKUu#vef3G3KM?F~XxAT>cJ$B=TPs`C%5r$1 z4YKc9+atDnvUj{kIK`RsKJyHbOlmmU?Rxt%9z&muD#`zZ(cgOIkd^H=tDiXBeY^Gg zol_@F*r#w1I)JcMiU0O+yHAm!4Rku%(PkTAzm56*hmU8kqYo=!i@_8mHtpKx|S_8kFsuwSx! z$Z8uL4QF|K8~G>#PDe-gU9u^LX53{l8$G}Iy(_c{8H|*Ddw-Geu=$-I6tMe>W0*B$ z)I&z$WyJdIq2vESaF>yC)nx>JqXutfmaEg2t5VC=Da%!f9@4Z(KylsgK_54u=T<(8jiBxm?Y(Ih=yW$G&R3@ql z0dwhc9pZ4xCKodOX6Lti-n;dM=RU%Low$3*iPtV|LrP@#5Nqf2m+v7qmuw1UV46|zjI+-vFEkOJ91p+J{q#O58FX|ox1VWJM>&som!b7g7H-zGa- zTjb8!#wJvB77Gxbh3}R27{bC~*6OI;j@B^()OJs$^ei?YLT%Ag)@uH4TWcRKybXly zh6&Ps4?@LVLY)y``#si!Vd&RLs6E-bg}3`0Qfz-1=;x3axQ7Xd1^5HBfH-?wgk^sa ziHGYzKms5LkO&9{=m2a$5+DSS4B!A#0HJ_X02h!3-~rMBd_V>u6Ur7q*;#Nc1Y`rk z0XcvOKrSE>kOvR}@&RH%0YCyM1V{lz02zP*7<&I@#1B4)0Ty0H02W?G0SW-k{!>H= zpWXl!fDTXtd;n1ZXdOfYu#^=Iu$09D1VUXW?4uv>J_+9~JWm5Gyv_nF&-b#wW6c%* zjRcI^0+Y5#*aHS_fjL{G{=PTT2%k-WWC&;{rQ7y&&16QCE+2j~Y30fqr1fHA-XU=lC|7zae0wno+fmPTC%Y{K&>DdY!? z%m95BFb9|iEC3b(OMqp-3Sbqm23QAd0L%a{dkI2?Pa1#@@C7gcegGeU0AS&t3GfF5 z09XJ^g9ZVD0c=1BfCC5xZ~;GW!*KW>0f+>M0aAbrAO}bQNq}U40-yw_08s!9AQ}(@ zhy`c?7J-fjBmfctIzS2_6_5tV0AvBO0Xcw7fav{YWCKtQ!de60a{+mPd_V!95Ksgt z29y9w0cC)4fF4i*s0362Y5{eCdVob9EV9r7u=Ke_HYBI<$R@xd=w`qW^pT}c|8L}B z0P!5&2HO8ge^~nS=Y5h6 z-!1)O>5HHD&5!-?f7%DtP>!V^f8H0C@o4D}OCS8aPyTo9Zi4%NJ_apqJO!|fr#Zkp zU;*&+u|zra>3R*koPO#)O5ud4> zOcM{sayimO6qA&(qS@js={G>~h6>r+)Ukc^n<>lE6%Rp)|V*bwe6(7fC^EF+H$yS@AZOCaxI3V$s`MdO@YWp?C*eogj>YL!@$EOxmc^$A0m7@2^ zX{C{q>IA;32*v!w`Kz%}<*g!!+^fZfkkv6&E1C7hvR)KZacNn`F8Wd>aB(LP*2( zO~X(HNA*W6ut=Y!(HRZJ&~sCsUwp)B6|anMR?8}(hH32qDa$M7XQ75%DH`wQJrSST zDB`OBf#v0G@TLp9>%V{+j^VD8>f@){*tuScGgw&GY-!JcOyq}NN0_(+?!(jlh0As2 zk~tLP3#L^oYYU=XkZBNifTSK+E$j1EDE4C9xpBirRfAN6Rw7bdC0WrwV~psIRZpWB zJ%?gkEe>myfH=}|7eAUxY#3rTwW|0i7RPDoo?(YA{SnGjNu92c#Ih*=#7do-jHOre zQeu*le523{ND1zOdw=SNx4PR`9gAYYU6nOW_b~2AZ2nk=x3SvE8tK9fxd$=z{%sVUGy%oZH#STYv4w3%AX6Q# zl2qqcROP>*RPVri8*6Cs#op{1Cm!Mtl^4Xvg-+SL+Ty0r zQUuJoVC5Aoejy-wy&!e-KTupI?jFfsvqV$+GF33h(hI!3+jY6)=y`-e{4dv@>C%k! zWV(ci`SfWw=DVn2QUs~S4U=gdjVseaxtxb$i5p2vUisr4oA8_hTpY>Vwbs4X%T?hq z)mmNX0B?NB7mY(ga2Ls<+|JE1flw_(F&0a^=wDPHG>KkB53t*4QN=_kcSCLlFJrdgGIF|P9LUj<7J8k^}qH^r`>YWW^IzM1$Kxv*QdxZYNxT0pVP&1O+Veec8~v_v^Bjy%er zsG?RUDhE+4jn$YtC0q?#Mn@2q=j-m8CSmw&dXKsm#ke^kHNgWt-Jd{#QS<=vdT3ck zeMXVI3p5kQ6qz7d3#0(UeYj9kY0a#rqBURjI7Y7>4oF_6^v#1pC?j5RAM9oZtmtV< z7$4yrbHAG3WV!=f4PM2&<%bVU^!c;^SJ4CUeY7bp#S^%S!Li*7l!boAxC8|Y#y~-y z%0FwW{!dVeN!%#8Aa=yBML(vjhEANRkfkIqMrNS*5Dkt^;^&P98GD7w+gSEcy;pjE zab_k|A{JCd`N(?jNO6Z0MnI@TX#xEMm&AprsBfYjI|}jM;N~{s)fs_$v6vj zh{IKo{g?tNPr#Lpp_oFm-cFxQH5^6bKqa+%g_mX|Wk|tR&@Isy{AU&=A3~lA+&2#D znQ7+qN}JQ<3E%ik>0-IJ;A`MjO`LS=kBu|5SEnk!#L^9cqjBMpUUraY2vk8yds%n8 zut?no-6S0tsMO}veg?cMiFFRMeFD9b7v(hRm_;Adw)m#%I`56eSD}yU(9jRAyuH42a?%hpTH6MOISo@e6Ob4 z$f>>ZZx~B)WRCw}%3?{1EE@E3BX6{>V4Twl!ZinV<4z@yz+}NIVM;3DJD=XK4pVeFg!lu03QX>G6}`x+y?LN(G12vfV8AM=T1*3X{TypM$xbFIsU2Q!P|%PA$gImy97I+yQb#vd?NnVu+*< z#k^MCkPaqhV6ADGxTs-s#kT;c_4l1~4t+a|4!-nYV1Ud574 zqqY9Y;-rhvLixnYZaq!Bl&&nLVmFpt;L;v$v812n(d;?9kEPxvdpK3 zo3BLmNF^@FT@>aOr_t5P3Q&xv=9RFhvc+qVseMO~+gOu#Tko2J39VY7S!rAhk9!&@ ze3;TS^BKM^-3#(66pQIA>f@G{N}Yi;0|LI57TV44t+kj~yprL8rGhN>0jQp@=T5gg zZ9s8Q2w(mjmS^zqV9KUqzXVDdPVd&Q&k6CZ4wwED3uTY=^d<|u9|MXWx8E(9mYFN< znvnh*izw&{6f&uS$Dxn>={aOw&q~*LJw>hpU9-@{&#c}EPeBKfQs60lZd4$X1<1Ui zCo0rSr4Gc53Y z`3ImSN^l|Waomc&f?A#$G@j0wsfy=IV?F^Alc*zcc=270sX~ac4R&YTiRWX}FZ8b{|VA*SJwZ*1_1`ZmFB!GUB zkIET^elx0@7%j4HBS)ktN(1|6!*kA!Ue>ePT2Uwa1C~9JEfY3x@YIkDQ!JQ_NbBgvJyVR49&_{vu=jhPF)^ zfMSfsiA{fIWoe<)4J3tlgREIHRB?(;G9^qTBlD`@h2lmTjF%YPeTNjaDmy8E8vi=} z1iQAjs4l8L&>ku=jjME@@S;YQ=SNDxbXGQ&=#Ab*{P&<$tBFo-a|@=*D)yl2HB3`f zxn5lpk^2=;yg?v>l+oT3=_@dAX3s@*)J1vg{tCtEaqp8FC}D$|G`3s~y`GX1)9P*3 zd3}bM>94vc^sUWJNV+5%co1!&bEtqBx(A9|CBEpUoakm|mN%=eW1%^$VISXo^--W? z5*^(lvQwfH4NI!ym`=m!9a+=yzJ~`bz=PU)XzAWw3i->J)-Pw0nr#|rbovm<#>KeK z)#<033rwmvut0j(Vr)Xc@`@AUb=Aq8H`$ZSkWZ^&I;9jX3z}5bvu{ANMiSk~Tw2ti zDWP5tZKn;YGiWkulV;HmkRaR#ZXGGKb(201!eJ?#In`iAI`b@4t_c_GmL1HN>D30w zc`S1&$uDGbA$TWLZjBgB3eTUVwMF+!zQTB>z?e0aQXS@`MdopOcTLuKT)i|`G5`aH zvskts7df^MGG!3mNV&cNJZ0UA`UfngexA-*^5GSN@yf?lkeVmGP0QJ0`3qRAm`|w^ ztj@QA*fl^ElDao^^+o=weVEj*gV~Urx%nMbj-tf7^A(fSfKZA0I3_JKmUoQI>R*QE ztV;0CcBCk6s&{=&3i1-3(qAz)Y?_t3y zQJo24tFcc2uS2*hcb{q#zkoqgp2Q+IhT3 z-!gBgHMkATmwDVha%^E;aaUZG3^qq31+)uOVln{Fm0+K zcD|mjfEh~xnj=OYAWzED$gHr)A*26dU1DeljM`pYh}){Rl5YsoDs3^AlC{1hEy_I) zt*5^F3Te1g>Qgh;EPWo6uws*ZIvP6Zpl!NgzTeP>`%W}B%gM|_LFe>i6tA4F~t!-K@`xeX2$ndQTnUoQBVjx}zTr+*g z=NY_Q`E^WLkWsQc7A5oC3G5`1a_1<)=IIv2Axv1CKNT~;G|z)2l1O}s6qzXw9W5J` z_QQmg7nL+08m1>y5D+0)+fri*Ys{-k0;(pe)wes)zkV8@h)2e7ac=Q4@5xbGgKQfX zRIT@$P%>3lp}`YMHpx}hk_L7PR|yk(azU8EH@8I8iVh=O&o)w461OFIxL)mmrR5Zc zc-1UKyoJBH3syI*yyf=!@JQurn824Y)153b6ggc+T3}+VE^o*W2$HFc;OXIO2iv>Z zc_*P2<~$cjDj8GKq#cyp!@}kLrR~jQ3@too5|%29jXatEn4c63kzkHtCa^=3n+%Il z0nW`mYC0<-a$;NsE}l4}P`$~`=zIlaDAKdTjoPZcY#yY)zATopcYVj_Vl+U6q?r=nP@w;ILQjCCD{fQtCJ++wiIj zHY%F&irsq(6DLPxQ-oLcARW+y!h+`LruGf67_)< z35Fq4lc$vV%~cU^B4+5o4V|Q-ixQ*S1vYqTdwFwlNfgRK7Kt}WI-mCW7A;K;i*l(t zC%7cKl8JA}V2yRbH7_cTwUBF2e}z%2C0S9)3!?<19a0Jw^<-vldA@XAy$uVRCmu2kj&w4w zMj}bL`=lazS3{^YTk<-VzC_s!A2pB6Kpp|n#eJc6CApxoR}Qs{-fS7$tn3JPgD25& zZe-d_;AS$vN)Gl0l@`MH))w|iVMQc*uF2J)h^`1vQ0;~B(vn^_qDxi*v%IVAgikdj8OJ35#`tP|d{2a5{8RWHyKwPj$|RSIWw$)K9>wR<88T3)G#5@-(nYP8L>1&2wUvkV(8!IXp8ym(T&q zRe|H|pALvz%q-55;y>AQR2v!`8Z91t404Ha9CApy))3(psEPq?&8GRc3Ii9Ho&Jo3 z;W(t_fErZ=%dFsl90|+;YwNOhwVyXinhT89cOX9IlE~GheZ0>?@I7#W*IRZ$NB9iH+C$S9g-82J1&F z*(~{XOgl!IpBpvIC!xVeATG{fwP~`9A>;2tM0o)txN)pg+hNQ_^|)prECKxbIy`#PWcJVtJV8r&RF zB{}nq^++!qG{X|i7Wsh-RkUyx>8#mb--Ssnkm`GxALoY}9Zgz~wvXqB0cGpmU zKw0mA2+7A?Ab0mDqh^MM>KYKQ5k^pwba7}ALf`UmA^S@MRJo;;2-TJ6j}~cX+LEc+ ze}*a~dcH|!3h6B^)wMD(yi$__44u@+QO2Ii6lST*G%B|sRc%q_+PY)4b%iBThkb&TG5upX}?Y|Ct)Fx{IISf>QV7TzUjSnet5_Sirsh^gfEg0iR; zQ;h_A(7UmLJ~TTzB8PtR0wpjql%@|(G0UI81O>kIl?L7_$0-bvd!B@)YuoUYAX7@l z(%3Ux8g;b(Ur>b=aPYDEhV#0NOX_P_ZcMwfXeu%_8>-+3Rfwx;h>+2QstZ_v)Mq#} zy(&}&hD{GJ8``WWPROa0Btr{T_Ih`B1sxg=?v$*0nNgp# zqzHqxRMH~D+|Dh9DR3F)tk!9ku|*+(y>;Be~pZ`Du(5&eV8K>C2vhI!EAGq{)I3-;K!-*{2x0Icu{br?9^k zErSWB?B(XwWy7Lx0a&Idh%xh1mXk%@>7ANJqihOvyPjVVP3JFWdhA46 zJ$E{=hPmY(eVqkPj-j>Ht?V#usSwuG2FuST^RJUvRS&^Q*M9)AJqzy=bB zX6i{CA5sKDdD8AiuYm64|ALO_f=P4UKdOb56e@=SlWoc@p(bbb>%bsN0`)+jWJl42 zbg=kCBXtRWy))WAm^C}WMyCsOlKxGB1ZFJCCL?E|HI7#f5@`Uf-)hRu&rjb}xM6~# zfFwa>y$|ldK zlCaE)YA}L*hZqHO$#oSQpllePCmb}T-qDQuF8uYq`?cISj!=`uCfwK$-q}m!vG(Q3 z#!!Y*j$#Q0mO(Pu#g9TS!IXK4l$#uxwCvL?n};1gK95(EqDy?0K-@tNWT;CUmndpb zU134tG5sZNtpqPUaR(_bA-qO9#Z`Qdr7xuT4ipFtD)4L%;Kp3Jymc16+(-QZmQkNq z6D%soz<>4|>sB$|4NvyY&GIg2=~S6eEW=9^%uJ6j%y4Q!f}p^z&GmVoqGk!0DY^7a zul~qrhV(^b3e<+Y$`Ci5K~cPgi8oiraybE_F__^*^Z~c^S$(=XEE;xdc!q**4ckxs zDvYCU&pU1btc9h7KDPW6mNhimImc2e?*k;%DS?{1zB;h)e)OxUJewurJjZ=B!K%&HN5T}%%776L66tV zI2D3{1$QWqfAtDEJ$h^+gHtcB0IO>=RJ~zlcvZmy!kZXR>YvZ{nk)B{e~1Oin}>8F zBb#^SCXx;VGlRKFnKv_(&=8^GRFi*`FplsS8}JbyBnx=P@roFuBo^Fpl>s7UzG$`q zgo}!+A-C{aa=lbb%3P>=vwA&CTsvBVeuw1Xbfm-<`J{PzMEX}uJY_Z*2Zx%MK#T&2 zMAzb_&BQSMn)GdqT_6>g&K0ENbx$BPSos7lMsFCo@v`TzXqs1{SI;_o0puYVwkkQC zc_z4)C7B>ze7d-IX*q=oB!efO)G!pQtKcuI|BWS2WzuPMVN)(>2Qw_4%|_S^8y6^l zi)q*msT+gq3pt>MR_H8pL$^`q#Vl5V0;kQjZ*n>XEpadajl^lU5OGy|M?t;Z0TYcR zv%L#swcDY|!*TKMlU?zuFJ?L#t7%}j(&~(dM{0YvfJwkELPsLz4a1L3%A27LFr&Z(g-j)zNiyAXz6bn~C)AD`JryRCw#ZXqhfp0-H{F%T!XLDU z9j<%sjTG~m-$0|X2Ml|Gu6sFNUFHsAq#(MJXkGJseP+J&92OPh*A(q1Prp-e_^KVb zHclEe-4!MW>nd<1K;4#G(0Crd?{S!cISqlO?JLcSE0|^`i<+Lu?w*9T_$>W#2U>aU zuppdG_}ki@xyI6)vklr?v*ExVV6O*8a&@9|HZpHM8bY@k(;vAON8rv$I)$uL^pOK!gxe0o`gt~xA*)`0oAS_w6 zDlGgMDD5!JYnKuRyd;&1-(j(HZJRayCiY376ye?@d5d^cbKE@HQB21bPcWp^DO>#A zJw%k8n4Gj~id#~_2n#M_)7vV%qK!^ZgT6iJkh#I+@|eN+TRR+OYr_=NG;g{L^ld%t z4{2gL`uQqXw>+cVz9R=(M;h9iuQVcASBb9Kl%f>VMzne-mepR9Skr0_Bly@LzR*G$g-UaC zumVCzGUg0z6}bc6nIPOo+&$OeVqd=5q*MJJ<2EPN8QNwQ_!&Fc0>AD)Jw2-)-z=4t zfQ*bJR}O5}mtBW;s3iW@t!FgKC$y0*_r!dw`D$5wuGe$Wd#S`xQlxCKENF96b^v3i zWvvM2W{1_lkqbd*|l%1+c=@Fd_t8n%8Wxmroj44u!abBzj|Qzc0UB?FEkY1$IR#!$(87 z2LY}y%lggvWo8Mo6b_iYeJQ0$L5&i_)Xc$+x+Z0$&bCL^sJ?>gd8;aihk1nDr;%V{ zBY8A)#cMgVP6mz{#!OTET0J{C#_0+|C0=n;t%W4XOBkw4n5I5`BEN8yy&c+N0=J(O zqKxZfr-mtCz@$suu;q#9;luc^cU_%v^NKR91ajLXM=A;p#EEEARX~#QdL1Y zW6GbZ{u>s|@-}v>r78K~tK@;6ScWe z@+20S(M(O4>k{n8w>#j@|D}4AHXjOm3QI63)%AkZwVKr(A3-4XJ2nHWwwG*9oj&A( ze;Fy3J%0poc4@n89f-ptm)<7qe#PU9Pws#5AR_+iozHLG@!aR&@;E}Uzr6qCd5Fih zMj#{#gD~VmDSqxEQjB{Hw8mpd5g;FshkMLAS9&n-+!4RCMkw7hjdb8Jh_J+vcK9rX&$dHPzK9499XMrO&qH0I63>GJ;y46V*dc>} z3P2%LN)IRplmTXNhhYoI4om<$sJz{S%IDkP!7rS%v4*|ELl15?z$b75hKJ-7ia{Wj z0}3J7DApx9_~f%l=YWP>UERxA+L)KZlFe^wnc16dj4SitAwz_*ovzvh-{AP{Ir&M9 zJ);lw%j%@!pMVMt1hl2{mvVb*X4DY%5VV=FOv|I>ow)I&%>V>lJ#J&DD(>E~yjwSF7%_|P%_jwKkJKycl+`=!GV{xQh%V~=~^ z|Nbb%tnGsMHTVe_wu7+rthI`Z|Nb|mw!)0~2?JYAgQ$s;_CQI^s6XNI9&0rhKk&GF zW_IIvn|@LbtG@7prd7X?#o_B9j!__VaVgP#oP{t&G1#hXKf1OgVd)uAG#W5{S!3Q= z%u(!F|^{$0eQI81vK$N2TF01GC$aae}1>4P+b|KZKIdPfll**xqPO&f2o+J zmx8s*iVw)92^88@^q{p+i0T~p+OD)(=?I==@0ilKrjlwY>H()Ar1B0H;T6g%4ykIt1r$DRzw2aU-&E*;LH-7o zJGBH=YRbgxAQl})W?V2Ih?#d z(;Azlvyb(STi&HbuqNfj2EHi5m0jhC9uNWp;MPa zBbC*MsUvf{hQOHfb)~Xp$!Lx#P<=N zI1E3QxJX(mtkHxDRcaB;BNOvEi}FYjzH_(r5Z@`xZ7rj&HmM{*VvmIkl~YAgA&Xx_ z&4&r5Pwg(jls*S9n+tJECaBroH4ffMXsz_qDdHK z68UW6@Tfc9;|LTcGEVrJI2)>uu;{5|^K|rBWCOT5`#|?Z3<{+4GfkG=D(`kf38y<< zdj^W@1(Hw`*ODczlf!HrSJFq9a?)yc0I3Sf^I0tzqV(&O;JlT!rZg~pnxpWS9)~D~ z1Eg@nOn#3xU2+J^X-)2!=CQREVC7T*Wp=40W7HI=+JP~aL=}z2?ZG8ZFClv3OXQTW zdi6kXg&Jm1*+y4RULB>92CA$av|LDNTB|%!?3B8nUL98^>W%0kq&#U^#*>H2`U5)G z`Xv%j@qA4U8yv2;@!vT>#c94t)DFK0*&J9U-27=uc{%$u4EqG)pGY~26&?Laqf$pK zirY%-neQ(?jkkA%MJn50kWcLyl;*+8sH-k*qI`0aK;MhRfn!(MP_|kgxGwVp`Rg)v zMZ{!Olc3+jz%*Lormbmf)rwk>7DHa+pm9K(0DFCW+`;|5d5ZL;?r}LGXWyRI@HB3K zoRI%Cs6~!z^rVq79Hx|>!n7XVD_W`5P56a_ zNGP;j^rXpOD%PpCVcDAcwnSeUXU412+RXEaa*ZG6c#DH|3Oh_UH!@e6lG||QKgh<_ z|B&YA6(ON<-RggWgEY9`%U>9-bxJ|jp|q9hs+5duf7u@~L33+h+-7WO3@oPBa0eV# z(^+wS@vElK_a_!j>l31|kX6erU{{E8Gu2n|0mi7FPZ`c$ETIR(#=rqrL*A-- zG%!T{FD%l)9m&WpDXOylF^V#r z*HhN!hv)7=#)vPH=z}?%^BZN7?=X3eVc3w}3gLu94;EkPbbf!?IzxRK3t+{z_+)l^ z2Sb>|C^5mUT`!~-^3q|VqqQf6MhwqH{uU&}1alKBb~Z)V(yaa#3)pBVs4Z2E{0%5Q zK&fr$ZeHtPOAcVX4Ssi0@Mfze(#DAU8#!h@rh24ySh)$qxG_MWS{4mmz?&WiCv{+( zLBWbjl3d25BNd#*eziCLUqpz@JWndiU#^WFnvwn%LX>=$5~geGdeLZzUOMlZ-kvb3 z_DO@_9C}$WOBu@x!2f$UY+Rmq)x@>+u-dAnyRdi`BYq|#XOeKh9%%)UUkPY6)W{>% z;L~DwHHI;Yy5=px7@g4BLE~9V+KE~fC_8^mf+l7uD;j_A1i0J|kSg1Uawh0T6?pej zi|Xga<=r}n+v&g^*xw|lig_DVN@>3XT_%|6o*KoM?E!00>&h>!%P?zY%I~lgxjAA? z#unhyh~PXs?_ShZ-n0>|u*84r5;<8tHG&OGw0e{0O|oFTdnl$kKn9+xzzjq9q^7kf z&*Pu4{yIobX8VY0=C!gR@EeIo=KCb3Lb=l+h+Mw!8e%9YZPl2-N5xcb(jsbl3-JH3 z>_6Oh=Z}PHy5s#6P+sIfOk`$=U#?{zy9`>wlr%XsDruA5#KZ&3VO~osq2-q7@lseL zr>6BMPnt3yc#pLq&k?4plfT5j@Ep{f8<(2f$1PIB=7>D2IH=g zJ^QmXqf(Kqa1{?fRm}$R_KspC^|qT-u+Pyarqwr_@^G=>NBM@7J1oqaWKKw3F^OMw zmN9WdlQLF42BqruFO!uocV5?t=_Y`!eZud@DS=%QS3 z8f9r28I@5Y1+07&X;}>+O+J0NAtVzf(x~;YhTP6B**+}A6yzT?XkM&=g*kw$+S(`ggFJ9CeGGPcq86(ds9$ zRB^tEBIpPsLkGpcs9Z{DO$=UPLu3vsW7QxC;beXd%tk|S(E5s|DPes=G6kCm^)1Z2 z0-rMcj$;sFdfqL=m^`8l&6n9@481Tz%Bksp9Ey`daqYh1US5|{_8~@r*w4<1jyg+R zuMGFTyQsO!DAd)+hrv0OB^JdRq`bdD+sSbQWZFo)cSA|4q8lbruDE*K*jO44u?A7N ziw>;=Lsd&ra(vqU{mik9s_|S^ExzFxqK4K}Objn;8-pMekv{C<0Y2>e1NXZD?*n@X?7I&X)&Y>BFtO0c|cq_&_{1Qz=>z!ciDxjN^>Vkr( zre+EFpmJIL$yDEVk;gSKKu28X+N(Nh^xoh*%k5gM%`fkd#`nT6KfwUa>q`z_krcru zFP6z|>y1`$qX=sU!C?G=6kaenJXIJgYk@6x{rZYzL0pV)*a@zJiw-qj;-2If75=@a z9YcKkMC0w%llfPkg|+=bGB3EPZlu|uh=fg0rC=yo9iAlv*MA6(<2E|DSf0H$qIwa_ zD5L2UB&wn_(0pv%1;^Z=j>eMSDro>dV zv7n!Li4o-+L2~d{MpgR6&aO{3F;FcM0K=J9)xi%@w5qBGIkF(oWb{bJJMqx1ZVkHV8^pgH6nZRM2< zzE|w_^Cs%rhR20s{Pau*cRo%gIhnY?1-X znThK0$-&@Mg69!f!&hDW$e81w(^%22UIg23Xrp_Hk~3fh*`@^eZ|q2ubE)dCq68Hz zCS>tUZq-;H?2T(9K)nzU6nHmC2#i1?;v970?8og_wSiz%dId)c+z@PaZ8xV z$pz^m+Bh`#mo!RpB=`$H2*DX%iBKV0sNWhm$TSJE<6pX1Y? zC#Ja;bdM=S+!Wd4*#AS`d&f1kZEM2|1x1k7DXB7Ct$WIPtMt$$$` zW@D_ht565T5lNs%1INj&PElCE?A=2Kllq73CJ_r4p(zzxRR7xgs#{+q&Ja!*Ewc&i zz>>^hY7$(dV!lyjVIBTMkr9OfN3$B@n|me&L8DG`jo!?fny*h;ody1K5NPEUP?i;z z=?>H^Cf6u(AhB^UFs~aY4QwzFSyf<{(BA@L^&TMuWBdjJ8fZWRO%JK)kKT;;N1%5A z&8!+lpQbji`PX9K!6|-)tS(xoLlmIDB`$fv)RKV2QoDFqmas5B$$g?Mg%$`qbq=7o z@?wO5p?c;*6A2HCkv=-;5W6v!rUhDI5!{uY=GfIeY!7>QUKl;>65HAm8vtwPhDJdj zZH5mmMa(zjMd3EFQ#nJW{Y}-tAXxx5b|`C+PAp5p?u2_rx7xT-!~76kM<5%t3z9TR z@L9^r$De__+xRYeOM-<%mn+e|kEM}n|w`(<3;rb`6nybYM+gzQhU zr9@Br0hfAo&+H0%x~K_pPz-WINbR{2z^jBtUV}6G|Oxh)#23U?4gJHk-2$la?Cb zivxCJlH)>H@8(*43YZDur1DIo(;i3JteuY72`6L*kEW;CH@yPP&ymgiHaZB6u9FdP zfRni7d$+sze*$+Z!r&0_(9YhX zvCOepc9`+Jl&|)NX9c5~N+L!9M=o&nbT`n_G{NHlsi55BD@#^KDoB8h;k$?n;{`37 zQi{NvrKs&+=pIlySb}Q=a@WqTrKgS1EC8Ojq_P7w;Faan%1Vngf(PTgn>-2O5jgQH zke$?(oAx7aWgRuSIDq`v;Ih4mx$~F_;QCpV;zBZ0LJL+~(D>uDGye!oE>rD1-1^uEtv0d` zG&gxRC)mNUMi3Cg3@|@{duC{p(MS}5$DpZmEs5?KFd?v50oQv}Ug3`gy8>kIHsRV$qCJ^&x{1P{* z@_>Lkfo4Qc^{=r;m*4U2wH?ByeCv(w&C$LOQD1VUxpPU`BLqWDu&G@W7lQ)lv#m%h%lzbvz)7 z;WG+bzB+`jD8{z{!Ro%muy*gGAU2f%V@pOYhh#6L1XV-=dhqLHbWrUIW0Z5C9I5Nb z(ugI;BH9Wb4$rAvsm-JG<6zR)fx&PImDN5p)8JVd@eS@%TUs?nOdz%aZ(A{FaZiuZ z$*bKw6jsT?n5^AJkkm0tPN(8t~T<2^xHD?8=zeaxGvrFo}9@lEQ-Ye$?noP)tczr(aH(C!3$Uyj#=%U*pN#S z1#>$HbGAhP5=4V6l*c7=cK$=b@^eKZf)PWwfu8u0VFUFDpn1c6- zW_p%)vDnezwV>PWTc&!-qQWC{z_6eP*_5sf%)`D30_XII1~$|-pHjVo*MO>{4!e$sFE5-^^E3v6>UyO)`9-3Mu&w_-9ivn z`+?Wt;7w0P45MT&0S_7i-5-_VycSlus2l?DCNJ&i#=z!^)FmuHwybBod?SU;_i@U7}if}ZgYhlyREvFgG8)yL{ zroN!3s-BpLy$Ht^F2!bAca$KeP5`7sUeLu6@86vt3Txee%6~Yl(kBxazz0g+tP*%L z3;2^rsSF&@dJ;%M8%+1aAHK@h01C2QW3i7=NR93SlK|`j^3kppY28AgA)2I;H838w zo^<5&oS|`DylPwC%uESyBB=q?l@&YHNJGT(0n=4>;L7t5bz;ClbWp4=vU8-~qX0Vu3){~hTA3T~lSCW_uBFeY@to1g5PC3SH#{~Z zvjt3kXmheT&9+HzR_CP+(|wa8+ky5++{_4E$(qXmvN4nEpdbM^NT~7;fX(a@BfAF& zZ$$Q_`hrurpb+ET`1B~dcq|az9+P!GJ)y;u2vxAo4%cU-b5&JY4>1-P8u+A=pw-!> z1;id0+t3i4>n#+QI%Q;&08Fl&`G!QBq_FO2 zWoZENX`(QxQRv#iXebKyf%XLUSQ(7=+Fq|rCuTp+0G{SE&{2@hs2o#90juhg zMl?3Ls?#JB}?ghpK8P(yRgZWX}5#a*fR8DUW%}7XqIe;aFKwZ73$;nIyTf$3t zP;PYJVwn>K;jkB&o+8@0F=3s!7B9jG;Jh{o%emb>rJ|q^Ke)VZHf(e?XRbDo04ujA zmef~LVgu&HXV~C@;6_anb^~1rv$!Ul6F^7_>2`ENOz;56Awh#SA8$*W?IUghetbKo zyKhgEC3s#c7@obQtghBNN4zKC$=OAigoYV+gxhWqsV0wHO7AGhStCY#f}_`Zo#>>V zI#@4QbP0gzDPc7|gGH+ZAim@3T?Sj1Cn&lwKL9VI7KR4e>>`JN5t%&P={IAS*XRdu z>_o0V1jC&Y*M9_3VW~Gxy7?rGP|2BF!Jq-bs)Cv0(J8a623W}svB+g_H|DHo%4-JgN7|j0OS0U z#!!*BuX{oPVK3azF24$$I8n|6274Uv#?4XfYl4&VN!#Ea2_y84>JVTJ@`CAK50S;W zO)IoXJc!w~jb3nQov0c{@Erg#wqQbaT}hzLcuyn%6|#$yXNi5iv=u!b0F+!tE#WB( z`EB)tPw+@$q>In`fCCdC#lUHa@`-Ipn`}l$ioxTD=^2eV;c;Z~T7YY4+{~@EZp4&F zWBq`bNe@}H$+dG%0%}<#(3XhBjt-k1y;u;UMMe`neDj@Pm*5Z)=zo3r`Q49aRU#J2r9T^oV8k!k2?iVr}d{V zF6VXDgQ+$k>>C*rN*i-da{&@MtB|>ApX65o(}w}4)+H346yKE+-$=Xw4`~f_3Y+$8 zF9Gr3UR)wi+alNVQ_Gidz{twY&PKN-wL9GfeLfTj)8l=L>zoaUwXMbi3?(SYqbvr~ z6ZjkGr@=s&>~2(Z!;h6QM>1X-48r-w#>uF#V=x0Y8ky_3wzQr*iv`$$<4l3KtIew0 zLGZ{4PmX@Gs^SBjrh0BM)JWuTxmfnD+2AmnpU-GY1^Yj1eb{^JXPs z4;(kczy+dnL-=9)cLB(+wIgS)0%%qsI5;~!dWwiEEreA_jV|te)Mt+8S%xBnngm^jzE1N@(!0ycr9;0|$vv4T5ZR2RR z7jv}$mbxE!<}ab9M(e#=2GGPg5C!0BKgvp}O^5Z10JBL1ndXc3aB8guNN zqYAO>4v1wH(Oz{Npp_)okcNQRif9f>s6aCwgQDAk&?=HkZbpVzCzx^Si|H94wr9}x z0H$ZlRVBz+^`rSm$HLHXu|((gmB^;Va1Q`m*#M?DKa<;SJ!6gC0(S@rPtNPy$c4QY z;hYH+=R{7{B}Wjfa|jcF=ZuHv_bg%s4uLhyz^Gmw@2A>#rD4&)8#uo{)?7@Zwb-aZ zED(H(9rJatj_knq1K+Ltz&LOX7V1BPHl+ekEfLdco*iD;Y@jHoxCV{%54+(Uftev9 zSR3h1k7jwmB(I-JS}S$f#Pt#nfI6+K?9^xvD)pq2vIt+{x#2z4Ym^`i9FYGSP++r( zXdh~SMn$v1rZquSM>;nRv2%9KacbqDY zyaadf!@G=-6Qd`9cYz5QuUode3u7r7gm=2;vprSgP zroA7t-p`%8siHTTJX78npA10@WD?cd?3x%90#HNibls1Y!n@HY$RE z+8B$tD}l;tuuZ6nPQVudRL8j{$~Aj-2!tSH013Sw5tcX-iN^uAc3?QIe04A{S{jzf zEtPZ=6E;yg(Hf2e64e8fToxIQPFx0&kjVg!w_EpF@bH?91crC8<7Sf6YIp@qX9tM9 z(GbL81O05fHehkP#1hcx!a>jF2JwCmAT@`n<>QVEKBW8b$k0ve+TxgehVo%x6MPig zYzilDUz8CrekYir96TwEKG4+ew271Cp8TB z2I*!!U+q|%4S>{i#uC-Kr(ptSdO|NbxjDyTm5&z>MF3dEk)9a35EkVp1lxiF&S7d| zbuiv5AQGGjYMza%ruZd#0-QXaYYJ%-pP#Ujmx_M{cdM+LWK5B=hP605!t`#VyvN*f z$LvE%!1Q%$>{=dQ&-{UiILw(H$Z_yyRbfV5IWZv;019|aO;c1&i#r`S_<`2~<(<7o zsdE^Qd=951g;073m@EQEJ@CqDqVke_Gs@?e2te^jN~$j%?@DV#+&=(iNrfU){CkJ# z6|>lT@a*v6bgtA96s_S$OMQqh z4uF@$#<}*H)WkW2-#*T&KyfRL%(an`z}!mQQ@9VYd4iH#`{O$xvm79F!_p_v0mDNC z9(YPSz9>D+1%vo{0oXxiD8Hi6^}yIgViyp)A(=Ivb+l@j?>=CYn%x|U$)Kedh7mxs z2bNYhm(O(DqQ&QdiDZUMUN3FRC?tUZOpkQ3UruY?l3pK_g%CKbQB8{vvzw!kB;W+F zszsT1?IJs#yBy$13B9z~sGd0NBY2qIXlN~i;LQ!{lnMBM&}Lu!dh04S9`w}YU}JGq zOf`Zg1PlYRV1W<1aD03kCNFu)H+wTBV|<{7y%tgi*Qj7=Y@l6j+5n6jbt;n>8@|#< zpHc#^Dh0)>@(JnccgErQ;dmmtsvuU-VL0~?@_U?Ud!GQ(S#@Pc$RnA&}gPFRu3%BC}oBs=H*odyLRG0 zaL&r$^f--}M+Ik!xhij_d&ZLS5yK?lNDJ>`r6;*&_=JPO)B+ewyLTPVKgMX@4ialH-+_&?w|jOK)aPlq0}93m=G)s~^I!=}DN~ep zT^fFMvYVg+&qzpa^Kaj*$`ywI=e>kv&9oM`t>oa(!owWNP2MHdSlInDP_U}W4Ql&;vT>*GXx^E-tHXJ{glv!ur$EZ}^3hk(>0gjyz^*8W!kslpYV#e0uoe6<9ehS2ePHH6}T$!U1;! zp3m}MNk;oF_16Gv{Swljf^98c$3%#OiM;mtrF||HrEkEbI}s!`*dwSlcRoT7?zQ62 zAZLXW5jT!PjflA&C~w=M@__2LNGZ5)tK%wZY{7Bqr$bI&JF7apG$}WS1a#ei;h@k; zNvjN zHHorM@M|fl=!*c+^B%NHo8{2>O2p!2Fk&$%>t3|iSneX}6x_isl^j&est(he0hq;Q z!J4qlO>|Qq?8s4Jbc$VMcA?o|WMNq{K)gbJ)A1 zgFSCEJhzuJ;?y~e_y7au^CM(*AYoyakqzk4w?;?3Z8 zqfQAPq22>Y;)%fC{R7oAmSsctbB|PoM`yZ)WhDf~6M%sl09wZ_bd#}^;6;#w<5(lj zy<@I(d@xHs#CdL1_qxYa+DvQIB$(MVOl_Yis-8fENrSirPb6t5mxa!=iN6nzp-(oY z`t`5Do*V#X;~yI9_4T1nq+H+$wK|UppsNK*Y2J*D3+i#DI7HF`nzGVV*~D7) zt_40bKdw=fpY7~~?{Zkg9e6@%yeBIWV^ayvB!d8((DKFPAdDlJHI`878(NiPI|GQD zsPYY!-|B2_muQPS0*{Vnq~_2D){ere&v88zbO?_$n|%oz$eJ*> zwjZehSUGrpZcRnsGBFUboezX=h@jl;LvqlWP5{k!n0L=fPH9+=5I+bI2@%0LuRI5g zYai@AO4!D)(-vD`GY!JI3C1LxG-le>%v0j)QH`E}Nc(XaeHz=m6 z01I>~-)Q?`$I+k`9}aI$QXuRwpSFX0j!UVX4Jif0Ed|69Y9iMwj)P8jM3{=92Gi3b z999~@(w-^J#9HUE{+t4Q)*! zv`Apky3b+TM$rB;;BoapenfST)XhZ<0GQpntJcFS$$QpDSASVFr*C!}HaM7dWhaRXA9`FXQM%v`E-8fzy?#d{RC~x&y zMZjG5a#f1u+Ivm*2eC+0*ghdam!9t2shDLz#+mvps1nz3x5}n;u>LBT)UvSR>z^{O zvIAg(8X9)ag^4~Z9$;;(L@(xIaep&Q7PL<`So3UnfKl2S9Uc!l*VVBm!P(0dQF0Q@ zgBe8@hbPzByENdx0$8$frLUy82(csy)e~iqG>qTyLSZuYE<7s9F^4&fAtMa;1OMp< zjWJv@**UN`@-{p*h%yp@POrKTWI@1i87h0gVR_DVfe75E!KF2X)|s3J#6RGeKL8M8U~xDH%+3bqE5!2N(dHDAH6Se)mx!NHIkq7+?B)50Pr-T$t!;Qpd#0bV@=wrhH6pSv(0Yal+_CZW z+~LsvfhgF8lK`m`(T;Rqn2)2Sl7RIW;J)ncU7BAa2CCboZv&Ptsh`axjIpD2b1Hkr z%Vz5PI)MU^0;Wt?=eLmJHfN)OPs2IHD}<4nUCCZ-#9xI6)lMS$=Z=uEAz;jqY-94# zK9y1dz=HaOO6~bE;GNnVVavwyM=Fb!^9is$qELxGN+YnYe~z@s1o5>Vw6XcboUsTE zKtqjEUo<*G@Wj^O6|f2eF}fi(GOW=fC7c%nZ`|CpE_4Kp@ z!Lqsh-2Q$ERg83hJcxf=WX3vDGbdoJyZ~i%N7Ys5G)&VoKnSN-K&{tgNpG(vEJ|Cd zMzE}yvr=8_?<0rZ9n zZ9=j=!G2;m0+igYe<`pwzz@TAW;ufay*fr2k9Q+RBEdQ&b7d*nHmEjCx7vm%osukAMb|*uE}#=l(<$b4;4m&FF8d;NZ}ke zDe3}Z#~+6JpC5pX8v6UiIM3{a^~l3PZh{MfXQ&sCfeZ|hX3%eZ=1>tkC&T&u-q2k{ zJjnF|bHBt55-^PH{tBH_^oC|tC7y6|Bly2fRqt=q_|BTzT6&j;cqoA|?@<=o2a-eS z>%P-_r*EojtpCEmRPT$->v#GF63}r8FkQ(&-&FS0DP6Ny`o{XQswcp+?sMU{fix`= z_rc_t|1znDknppg8M1Vr8=5``skooLF_Ja~>50DT%e;H>5^hQD(ED+6~ z)S+_qJWmu7acru{WD#iiQK(a4lZ~yrF?B|(Nr`kETY~|$Iww-&&PM%%7Fbz}vPlg{rdKK*# ze@}+;@Sz$~>yy4I`{2*t?@SFp0eboQ+wjA!k8jKj?}8L8x^TXipsQ6)OpW!-{`lMV znjc<)1ZV6kb>T-&$;?FGILrB%r7f+u*r7V3(<;*pZ#N^C5Y2|b0k=pit+{NOJ`K&q))3{I(<(0)HRi}r%VK>RT2A1Z(?^JUc0GwT}(n+R#y4lyEpo> zvdG_&Vs~$Jfk_46mZMZ~QW10{2g zTki;*VqW{sDgfyTw=`@yx|Kr$+QP@Nm5+l}0*Qh*b8-CKe%=PY{u7q~7f|5P7LKie zTW;k7SqQ;dOK=|IknohKYcd;^3~2B z?cnI-?Bea?>*pU37!-_;AP^%-QPDBUDXEmS^o-1`qT-U$vhs?`s;1_a*0%PJPHO+a z;Lz~M=-BuKV{U$7acP;kvdXR(2ekEX)dJsttJ$CG#RuxOg_CnD=XQ3zIJSV)U0b&D zadL^D-iA=Vw_Wf39*HwH-2B(Pa7l$bB+uTT-TTb6ai_qcbNx~bcGZ5??5|bK_J35f z|ESnM>(vEahqnCOwr&BueCt-g&pE-ywVjK-0qOK}JGSrmk8^+d2df8=r6h|A?b^x#h-oVyqy%lO<6VwI|C@ZavKsz3D^KJ9v^?vL zjA_3$q`B3doR+r%rHqXTjpU@ZmlOu4#1;KTSwTa-j(B_5FQIa(zRPz}IwyU1{H{K7 z>I`=K_{Y5~rIvkns7<2}8$+(=w43Gbyxc`NOp6v~eZl`IIQP8BKKk__xa}$mPPOSdQbv**s4<(X?Le$zEM&N&m5)xO+wIs$6rA zr4CDJh`#=j8sZGCwi#t>8H%|Kyc+lxz3c9Y#0MvBgswU5s6JovvY?VmSlC89BlgiP z5mw-*J$JS2-Ie6Cx?#NvvzW4(Jr-A8%bo}|TBya|(j!l-mN|d_SZ%3v{g#X_k8bDq zQYEQJdx!LlRq9(lp_hp=M5?M6eq}o^Ze3=BK&Bk1-}74Ng3HXJv`l^J`Cg$f>o@F~J(ckd|c9$Vkmu3*r|dq8KF1(hA8Fb#aPzPWSLR6fR3nME5LU)`pWK&jkg zOzpPt>CJW!e==QY@2ImGT|i@Jhw|R_`*r8i zn)^_1?3>N)aV_FmyP9gG2mJrgJRObp68=WA{x}04%jbSEd!vLdshQ7E@Oqs#9(h*h z&U;If_X-1bM_LrtI>^1R9-rH$qx#aCZ=_q`kFU_`iA}`J4i;puf932QZ*{Ca$1kD;{HYguyN+Re1G7xNKzq`=D1s&G1dd+ztQ znil+w)bswECtAPnx%2Hx)9X)Ej6Gg{F9n^_J$_n48>12 ziMu8y;n8Fv$f$X_x|?tPXlDCR!-ASI**$kNK=_Gt>&qtTg|!fO^}8Vtv|7>vRiApa zXdQa(bjUO5nDAB6h}E~G$jS5fUO!gp-q+@{<#|S$*GuPuLn86^(S@AvzBW}x8#bzZ zR!F}~__TjbE7e7S_Ik&iV6~!W=V70p4~s2aO8D^|rfx7>Ui|2fC$hltdqBH=Q7iP> zYS-FvrIeLrammANA_t9cQ>oo2Uq>J4PA!R5J9cuo3(c^aT0BgeO4Lj zw2Ee$HuN0bm+oV3a+~6DpMGktvgN7Y`^!hGrX{P7qqbA;s|nvrO-@8!)eQ33`@5;y z5o;)JQs)CQuerZ9j>4nmdcYCYpXKtx{KXex)fn$%$4d#~(02ce!tGubS`1i7jQQD; zux%-`Jv6tEMr1`JjdjImVRh~Iy#_1Ny*E`{S|#4SmpoVa+whkoh79Qoecwq|fMQj$ zb7yO7(_P4U60bH-WY`WFE}ho$Yl%C!YIND?z*_Yya#Pi|9S825oO;+X?SD;UD}CZ9 z-g@W%;G@K9`Ws`53$^-vv$%mGVpKKHf>P*5vgXp?(1s!udpa)Go&F*G^$&{acSRQD zwXei#X-6IlYTSMGpb`t>8NADaaGyli1=CrOMB|?iw2!c$a+-@3U(VhE8gD0)=T>fR z^Esl9NvW~%i*)gYi1#A-p8NA&Jl{t(*e3R(XN%1FOi5SJ1awKp^)jLLUg5@^V_Z?* z8+s0_!*3B6$&b4pWPCc|c=*NImMEBHbxq9J4*{;|)#yLJ_+Lvh^dxBQwuRnQByH`2PS`}Iw9ht=#e+PdqFU-q8tQ{kwoH)BC) zMwC@U_U_GHTA+ho{b}E*XbgKPXgYj0Pj2_>K0Ovx=xQ}5E&A)OxeovKvsaoo_m$yT z(6uQg=4q2nm55(=6L|2}BL-PkMa&kZF&#%1v`v}?RiyrDpVDu3SGZIyk-@FcRJzS8^^fjp}gt0B>kEJ*tW3u?G!(aLxlj1IaQD>vvAC8-33=qFjdl*kf>&IIHU8wdw4=Bx>weOdlrRn5iWn)Xrvt{;_oD1&qs&EH$ zuR~G~U1dWjXcViG3%QL6&l@G0r0GrSu|0D5jNpMy*{K8Bt?x!?e2+sK`L7=^pdAEp z+gRQ^9kRdnFXq?X{KE=Y)}EMquayW11jI2v9Wc5aQYpQ7*$?r3n&ZQlo!Vu4hq$(A zNqX(icrd~-a`aVAVE&$b!#mD5Nc;dyFgCqsnx$3R?K~U?IpFJ2O_bnwUz2TCqxdnogm9SKl(@`^SNA&@ko^K zhJ);3=|S$9Lyp2SiVoOEf05*u@BCWZKUF?Q#${_z*!aKis{aSL!(VDDnrL~~_(7yD ztTZrCybj;Nvv=zu(^_q_fXw%k{Mg zKjh^W-a9Sz|9v42t}CtmX7Q|f{eofiXLbz%H`i*ocR3MkuJ)(d`rkTAaAz=_v4W{Ub(dH%Vj4Q9h%j$c!x`NdD$HQ zz5-`KR=bXZA|(9xML521V6;q@-{K%6!0lXx%z~vcMQKMl;jxO*9(99lv4(iHZ~QL@ zdfIL!_vmar)L1$EV+gX|HM7g&E3>_S!{FBJ9p`n~ZwWeTWL?c}n)XR}^^*Av@~Ep+ z>ZhfqYTj(=;!0t05pJ%#+dKiI`xl}9F9+I(xE$%4j3XM}JYBjl$2IAkJvv&Ci_OGb z=}WU!-`ftSUO4bZq0Hdb&K;a@RZaJPa}}jt9(dC%HPj13r^bGAx$OK*i*|nMjtp7& z(Rt?~|2Yw}u}BWzylQ)Bk8Q#0?-4BMSNTVorf!Sg$ix{^+x>>DUOiU+IQ*8DQm0~> zop{!5@Z$c3gwk+ZU7_#d7WWvfxp~>dG%w=y$VmweZ@!^!?XEOX)uQVoX9g~J4(?3$ zvvezYd*H#+^#Y|i3Fe2*!t+Y2;zzf}0kd52o(ew)tNCx*TKt`I8n^(nS$KiADn1$a z>;Bl*0TbpUC4Lq(_7wIpk^gGHg+aej zzTN64+U|t%SD&o)>sinYGs_A{I+O{Sq#7XZr&zW-=%DE?1=3- zvZT)GTI}nFJZxcpD%X(z=VgHumCyM#dw7WHHfljT?Jy^}^sy%~6s3Oc^#?#n%m%6s z^R|xF+z94hN|z9Ni0QueBr+ZMxYOKpVpQGIs494FRNaHB<$hRw3}^UO{6O; z*eu~FHKi~9%8$FstkUvA2&K^z@=sevLT;l8DXu7&OJZ4>4Q+GRxWh-*WJn=TGo&0$ zL*D<5vGp9pucTDV|t#e#NJCv0lB=QRGG^;A)5^W`F7`&yjn zGvPB2UB89ZiN_FVx*_keI!Jwi28Hacz*5bt?RuYW^!!rc_>)GZsZNH_uwA!#d-455 zL9X>9@5&Db$@dsoykSA!X9sC(0&hvV*DR{fG-RLD$@_V5fIDc9X~T>!0^9{>7l>k{UD zbVnC$jG=vQxlKsbM);2=#SZ)PO%oq_Z+tkc{J^o>W}Uivpd?I=alvUZB=B79hU$Ue zGkj3ChLQnyR9)0F6A})6boJTSX)GNlE%OMmEz|q>u1V~%sS1^=f0iHfdsj-EL0m1ieZ`!VjZa^$nJ zS0!k@X8)xTjqgo@2>b7|F|H0hc7yxqN2200g(r=O=kE7ZzG~DwfIoOZ=QfHwc;@<+ zRM~U#UmZ6X5}HuRhiA}9%ykyz@PfgDHed$@!KhHR+SCC|bywve3tAOcI1PA(8z9r{ zc*()fW#O)$m)nId6dPUnjrYt<@hUpC>AKOO2QoP6_-I5mXY~R3)X(=c1vPH%co^`# z^Y;|x%1P1v-!H#DcsBE_B8B)W_ zRBvSn+(=?Uf9{vDe=TEs=$Nih{wsHrl4L{qlC8>V*}ie<$4IVDaS9kptP_taU)xQs ztjp@}4t$^SbQV)BWTY(FC$=bDFpgGTPO6R_zY}vyAW+h+L#G^{hYj?&RMVa<^~%k*+*I9hXGixj$!1BdSl!wBpS;zQ&07)ey6ZU! zM;KQ03xi$Z&ifRFW^Z-7M2@r)nw3%{!bZxk`M2K=Hfq~;=K`G}SKB7`@n|i-dgAm0 zB^49Khe7v+Tlj8SAKs0)8KXE$Clv)n%a&FBs4y<+;Tlgh{RQdCH;$4GzR)0PF4_5Dcp`xT#_{QBr$y8P&WRid*4n?4N1!GY-ztN#5K*Nmys2dUg|dMBh6 zPqlv_FE#|92v0mw$cY=ZyPM)e=MgqEIbOM};9XymPcg0<`!1T{SaN{+8gU^#4^4wD_RPaHI#|;=}vbM0oCIrn{=O*r$K> zi^}!wIiNlnVyM}xVkoF1og@DEqxfywA=~(?O4sxLnu*0qEm!ob) z>X=(T4epfG{4wEgYD9neG|h_~;c*#zva~z$@)wWEca?~M)0TJE6ad!{P`KWgJsIwH zp7(idVeB2QNT!8jSaB74z%QWM(R+F_{P5*;{^G-soDExb)lAy)D$Vs8LSh8+c_k_Hr&uuOG zan3JtYet-A&Bjx`#^Eo#$4Ar-W6qp%IVDp3r9R~X{Q@K4u@zjUFT1r>W+CWJZ7n%3 zgx^c6CwuakoZFrf8J-fMwh|NnE9Ku#RKFFje9N(VVo6EFszDc!P~q=De1_lXSO-E- z*%FW#7ch+GEG-@~!UvT~E!CgoH{=OZffGig*Dkg*HTv~zx76~|_qarD#R|2@FUccS-=c5ZojK2>(j;O?4YxKhWnd|RVebs>)a=lvI7q#!JR#KaIju^{u* zH+5<)lJ`$>EYJM;y`sNTz{-qh8HReHI1Eln{B|NF^p85_lW+WIz6P8>t-QneNa#TD z%dFrB??-VOe#lqR@&c;iQB3sOP3DBGQ;NAk!5)XKml*#v#Z zhG%%Rp2v4d|S>+EN$r<^6l2fM>@zH7)c_bMeK)00f!hUH6gMZ&#N6P*Cj0)@iF>=~D3* zVws$ut_F(qR(|RTj-zETt5vpU{P`E+4)RHWwojp~gLiCAQft45mOMXpNHoX)-maS4 z=N6URL`7aSyvcd4$2Ihr5^{s6=x?lvo+}kzM(A+OT|1iniQ;@SZE5)C{q5g4PV9x& z%Kyz+VG7L*)YGLCw3wtj*&1dU0_6|ATOMmwHD9TD*SjL%zsw>1SkBA8`9(!jV(+j4 z?5fS`Xt^x)v0%=1xllK5nUVEiWGH4uC!CHRT+23pk;V}I%-8eAqwHZ5eOEwmrmLFa$%lwfyl*gH%s7*# zt-Qr^Hy@aCtQ!B@@gZx>Fd2+YiKHo8iPT&OzS3G2&D-?&9FJ)<;%b`uHnDl3^I__~ zn3~|j-(I+N*Trjm*(5V22QbBCS*eyW|9A%Do^BL z)D$vL`+bGP)14&|=lev7zYd8%H^?Yuv{V+edh&5vMC7fQ+Aq)-mu_@k*caUD9y*f! zuFH6#lN@%$gIBJhIIF*tpHpBa@dRY~{@=C8cjNq0U8-E_2@}}$_vEf^NxpZimf*|P z$0K@o1ekqD2$GcTv^`*#sL!cTdUh?nc*fmo-^bnj%;e@L%~<2Z$H-m31>Dz+(-FV$ z*#7etDVIwBFOumVm2F1?Z%CqsbfTohq1EhvL!Rp^Da@I*dva+Zg3Wqf-ljg<^{>X- zuZCPdKZYi}Jm-8UV=jFoeA$bR&^aEVP0ueip~@oL-_WHw<%zi?L}NMnP}*FKT3)rv z9;83hPb}R%Y+X##xX>G3D~bB88?tQwcdhWnU}|_!^dPgoaNp-}zULoXr9W;uC4x}cPY@}&`S9&_icKG#KB}vSm`@GQ zy*(_@mSxs-eb4mOgRdGR?rQ$-Uku+NH-Do5lG+3++!tn)qhO zoSRQV@x`2HEd8hVH9t|W)=Edu7*C(Htv+#w`;0|_=-Xd8YU7`pQTN=sZqxT8-4;5{ zChL;2PPejEBD$1$LwZz5WkS;*^Ro7+d|2W#7xPt^eJx;WiF@uYJ*=rX>aEEPSR!ZY z>@Hr0GaY)1+Nz7mR#8?4Hj66ha!S9onMWE5WUI?IG#kbGSK-%|S6{ zXMCu|x?WR%^R6>m8}1Uk=uo$!3I6B&5-3TY-M)i$yqTErBRzMpV_SWG72*+prqHaa zqyM98{xjTq0-&k?dH-+lD?2i3E35S{YTHW52>{7CYsrEv9s>b?MYQt~0DJZWw|Snl z)yl!V-!}+~doA>tm_a2TbH{#qDVm&M{qSRt{N+r7YKvUbhy8Q6%Xox%P%o@=Y&^+b z>zQ|p%g>qEhf|gvAKhtKzZ@eI5Yag<@0So@5>;v=T}zz5Rwbe%@G#GNTeqI+7Td!- znfzN9F0UO25QW_Z+Hxr2yJZu*y~=C^E1WyJC%%bMN8()+bmV710$ow zlSJ(Ia_y^tE+o#S(;Y?peE%53alz0)RFuethwaN;C2 z^~s5pma+h=FKNiEvK;1*L_P50o1k4B!9+Lck@QXug%le!_VQo;b+BeqM5%n(b#5H zKG0@smp2$jz}LOVHUO;jbpd+&a&41I0SfKcKXBb_weUelPSNYS&#j6s#aT5p$6C?I zmsyZ!?69bN_?)W6Hx~4)4B%`8({^3P=fYmOe5S*u)ND>xZic1owM5>?8bSqH{>v@LLW`m7D-lfdqrnGj6@gCP0*GnZ-dr24%GV` zskQ6oih?OncasN=zTMuW$@`7AkA{^kXap&Qn3{KWF%(P!{0PPEkD(NteeM&*GAR%ocEx#MRtJMVHMZvgP)pa zRXLWouS*7(Z}7^eZ>%=wuk7^M?8UAi@o=bYO?#*MWZy4CcQ~7 zB2}ph7^H)U6s0$%2M9>-Rq0JYx`1?$UP7cx@6ubSp-Kq^5DXIHeZSw{`;Pnl_P*!r zamU%`o-@YzBV%L)@@Bp3U2D$y%=ye`fkl3@A+r8}EM_FKV>OMY1m358^DP4b#AY=BzDhUN<~)>5VhK`+J+*I|=z$peKOpzuqD zIKIut_lm)+v+2xjdKILfNC!&Yg3-6zj{8>`W&_>;sZS>I@NJf7nz~c|N;#vh>Q9QR zbKWMkhV;>?#Bl^xHA=p9eRrnSs}&kd6#%U~086nl!ErNlK;{!AI=p|>zt19VH{EE$ z91O3lYg#~P@{P_jIi0LNy;(GY!};rvHR!8VlWm= zk0Zkr_OsFbJZ7->Gj*#UC^R8^W`t_1Fmcpq-fClSbSyVEjk*`y&>n{~oqC{AhJ}sz z(&lxGAl}R?PD&8h^oJHL`glEtTFuM(a%U-J3H5fEcCQBZeQu23+AWw?Ml{+8LM+! zz~2PTLT?{;vGP&pkvUdW#6rVdY7a!0FU?=`NL_l9!QT=w_Ph4^Xbl`Mp7rH1${G}4 z^3+e1jG28DW}VyQD4VDW<_Wf>EbKoerN#+WK1>vhTsRZ^$BE)Z3H8>dy!n}o=UO)JI2{WR;AOYM=?yh`$ z?X)GpzS4LC#_epE80m9A=szi-D*W|KyA=iUywD0;!w(2VpKYi{2RLrH+%Yj6@zh!WgR}_~AKu{R^%L40_h*3S1+pYSA zBU%YQK`a%7Jd{JS0bIRY_!{OfmfiqBEqou;gY#PpUJnE!NS3M=K0NCGO|Btpw+W84 zq3=3od6sNWr$y#)h-bdsvSl>vtN$_Vi99~*`T01OE0_MtDa+*|E&t-{8;wkW-w1cX z&P1r#7%_rpzjBE_AXOpOy|F$&vc@d86^HqS>x&2Kw`$wf#~a68D=+(3C0Y6E8WWIn zBg%~tR&pOF25idPXR-d?d~dvMQO<4;VGC@j8FwhGYtg^LJq;01k(Zrq@wW+mB$oDG zF>d9IeFVwAGbxfXPG}8Ii)Ic!h?4 z4$~2_gn<9AcZW>r7v_;ACg#d_ofCORDN4sZowbHbRCFhs=3R`ZI!Lf)wds9nXYx>q zyy#=ZQ&f=VSWf%WD$il9bhw;-8sdjC+b28w(bt(d_&VJ;&LvZdeMHO?zfVfUF8w_H zoafop9>{lEt*uV7?VLEmZ7t2Vp?hn6t`p1QCx^v4tYIF{1Yh!YXw3$Z257dO@YF;( zRegr1p7V5mszOFBWVo!S@z$$la*48t&aphk_T9F6x?G`7lPi`VG`hxiBrAaY>LS9{ z<4udh?GZLd^3sdh=<@W1$`zx8nCDOux!Y z^q`3yJ)wv={Fyy;B=J}My^&qxJnNkNg8!_luhDnc>Fte(+ZE=j6o<_xfkLR<3o2PY&2z6k;J;$XR{pOY0^z~g|ODgT&8^3R_l1{#&bIdUWiK@?e zlHLHemIN(4T=t1Cly*Dks8p7^V1%a5(eGVR)F%IM_f}XXx%^#93z{Dm4R(F_C-O5` zNV&OB;&Z4&;ESEP9h^A*$q;#2tx&g89iik{AV@EDN4M!9K87nnCYTgV9Pk$7x`7ht zrJIC|*_Hm#N01ox`OtCUdm*5$(&cfr_K0DKm3~se+FLcHH(bweT%`Z~ft4>}TzZ&7 zG8P<|;=jQ&Q9BPEy^puY*vR8!QzBk=5hbm5u(n_4;vRQ|eue-WBQR$!mfuvvl@_~w z>{2z?D})_;`-{U_n5?q@C6y|F=GpF`zPwBa2lfVLzTC&|l@=)<)O@oCu3d$25Q2JN zSGhvVV7rT9<1`QZ%2(HjZ3G9c_#RuI@H%Vd>RRws26F-AB=AR;@*PCNdA#Alwv= z7zdumoma5^^P0qBrh{$S;+yKVf&&nNJD)G$waPLp$ov!?Sj_5?VWu{%<2w-d&@PzA zMdFCmHysrmnoD&e7uvyW=ws4%T8RkHnJYjhD<|o%?wtC^`lMT`#MJh1_I`hu#R1d`A)h^yeGGbP$H^M! z5y_fw4HcOky^&jdQj!zSZVPumdC>M_vbzmfA5UQ2k^UO*VQFWE^#Xz+^))Hb(&uhO zvhN2rEuJ{A)oVrbOna0yj#CXl%NKqSmoycP$)-~}=tA5LSN88Th7TqqvGG0Z8PjF_ zjW^DL>d@cpX~iR} zny$erZak4QflnVcGMLLW<>2PQ@$UJ{#MUd!YRpV}y|3Hq6MqgQ>5Ez$fxshm=gt%FkRqm;Ep=FPLfd9k>OhGpn7(3r(GfR*C*IeePTKDyh#ovt z5-x8fPNRAd@cHC285AhQ^Q$`}K)Zt|yKjUoYN5=GrA^08;-;~j#M36JT$hK~&F$?V z=TGydt7MZp8trpmzI;x8(NG2g9cdvPzXh@5zGsccd3I9y#Hyd@?ZgIG97syXXNEyK z#+;fE9+HHrP0O6gJCZ87#1C!{)_sa^X1&LDxOWoSgP031?eY|Eg$kD!u1Or26?t{A z#J-q;9*NLRS|yKV!Wg)0GIdAG2T2VZZ+W7xceV$Erpl;$n(bYeRSI z2Jr+6g@*L?@$bm9ze{@Fj-HPYU(nywnek*c%(aKksh^KvX2#q(dq`iy1_`!PXDR&} zYITyI)}*ybU5WV2^=pbQ^_t&{)oyB_J1AQgoX>;IZD<^j)RApuO5Q@TH>OR2q=-3k z-n}0Udye9|FvFx;ZCrC1cAl73&E=KE-@H$WuuJptaExc#5^zy*>-yR3<(&B;I~mF4 z%8`M0D1!OBEno$_T@rmy-UTs$PA7@YY}|tW{>f7o8ycOb1i*{!&-{Nb*56vA^NB@@ zgu=AQe{=}o#-?im49dtvR3kK=_V1&skqq~l3C8if1dOVA6cLFyA-eE@22Hz~0B(8!f9nHn_UNlcNPC^Pv zmdfkC!BmddGK7Ojr_66S=)*eSWUh!F!ln{l~y(1EH12D7&yXcfHizxYJ*B zOs6Jq9VO{lb*7G*Rsg3uFEikwWHP}_M(TH^;`8OX8zkBs?>DLVez-YV_K0UjG`aA@ zt<5BL?lsbl=zFO@xnmS>saiSF#t*$ACtklSHoW(%>60B{hro%{VFjQXZsss2cjwTP z?T*D7&&n3!lVq$5fA$I()yw$+<#2Fu2Tz6gwF3OEh~vCYG^_gSy%D7& zVfMLJ)8B7T&vshLMH+9Z zuxM>O={@=O!PrQ(WtBUkpKvz#?Z$mBF{+lf9)HT=_^uE24~PKAjE?tl$A#)!U?|xB zfT)3Ng!x?{BdeE=!yEVm>YWvmGC)_SmKyJ+wZQTtzB8;R2F^GwacWmI$69|P*Yaxx zNN6IFaz6wB(nl!eAJEAwP;j>da{M;|K>Lsl#sUuPpMHS5?jB_m^-0aI{3R9}r@n3==q0BcIj1~ml{Hj1+ z<}ARLS=$%{Pa_X%h|N`O;c(q@`{Lr32}0FyjSQ#8uMtzqqpr1Q;Auer{`!}jo;?2orrToiRCb`K>x8IlZIND@JilO{ z9H(f8YMX9^^1(V#L(H(I)XuT*KX$CbJ=`je#*kMsD_&+U#wWq=Ym^WlrQD2(H)9YQ zCQ_|mVK5K<9$y1*+wEdG+4}zQvxKKl)_>#?)9Hm)%0A+DLu&T`9d7pZkMI~}tUTR+ zR1&Ypa7}`#Gz8>nBO_Ur9ug`?Ow@|yCkuv%%J%9GU2o&Zg<6n7Ivb=ye;$+X2eGos zP4P0lzthJulNG13Gdt(uA8nb!cqUx+8U`GEiQ8BNbqQ*mYb};`NvFLl`r(QJ;A^9_ z?kITPrK~qyij;@#4aDMZ4tQqBk?`SFIdjlX7l_SeyeNR9DVNzXTZF7nqOW09k-5*l zhNscWeKaJl(V;D!QTs7(?a!t05JZ2ItW0rfgfon;AqMxzGHkK!z$h-?COiz48SKit z$q3C3a)mn6U5Lo0){dxm5AvcW%q75SE$< zbKf@_85@R&BW+Y)qq+6)c$gF@4N2+P@v<&&2j9eeUsFAykqml-CKy{S+{hN8HtyTy zN&S>grwyT0v5mLNU{5@x4npZ+#~)gZCOl<)5Fm90w!Z)~H%^?_uwcwCx^}+{IkT&C z&6=n%-A^M4i5kJz#$E8ecc4S+n?JY%3e5Cb!xz6+(d5T1^)yX)C&@-Q`rB`4fg#XM zMFGAzwKI89L4SB!d_VYQ%x~!NH!~9;4)fR)i{J*4Ir ztw!T*3Ve{4{kbcLC7fytH)7%+y&k9!_o=_^nw8`?!*$0ykdV_~Q)e zDqP_Tfk22O7M}m2KM|js6j$~h;GQfL6$rn_BGwnsWrg+{3u44*bj`C$qi3Y^B7bUV z^7>lOY|V=AoHnLU*-BnWxm-8~PCh%V!hf(`*Usq8(K7{f#J5X5n@!h?+^`KfRXCg= zzLy}+0I>^rpM;?GG%44niI?w|jX5P|(xzzSc(*>b1hLYpn-G~dYR&2&I;?^o6(;-p z*yQSoP>ELehX0~tC+yyJ=X+v+Wd{=gNqBdF!}X0p4ij@}u^!yBLV*N#x>q>l%1(It zlu}))iM)kAznIgX_O*p(Ca^-4L%?_NA#`pr!YhggGclSM5&6sxBAzh6aO0Y4>?TB z{~5#oy7NGk$0C5NiIhX$pT(*cLEi3NNW&^`qh2RRh4)p(6z~^0eG{MhiN|O;&|GO2 z+@IGl9|5cAq;SacOqvnDEQ+{bwxAgIz0l$%5s2o=sX|#Beohclna#E3lfH&~QD^op1g>qepj7uPc~GpmNS%D;GwbYz zrp3DV`|}@dQdRaB8UcGy!Ga})v?FG<8XJ3|t=8OCgc_79?Ujvc&gRRy1g}C$#~z@j zb)(HR-35sWka3&4$>mLLEKfRz^SEOwl1)=rl$6K6!`bzbR+zT-TUqy9Wt)KSra%qt z4-3jFal`Z2K=8a_Q`p8VV&jRVk#$s;m>TQKmQgNa2GI(gSJsn~n}vQu;h^7H$0``* zH-5jN=ZO)h8m^}9I7IU)D;_HY5 zlZF%0IfBC?Q43?Ep3;m}FSju}o=SF!W{dMm>$Nx@Kl08}jF$EZbRb4n=7etiDQK zEHMucq6lDbXsw$$Y%?m zts*O6XhSE0PdorT@V84A{*C+t7}YDls6GT}#4LbOrB@9J-cm;IUWYja|5VT>GE%0| zz5%?5{!Osx@12>b73FI{s2OLyg+s}; zno86h!qBWe+9~?ehY}+udrrL5tNRSqX>JXDLal@K*Li*#ThC9z;y#l;V4gJu`EBJj zigX#K5u5ZOd?R*9Vl$j+Gpn{D7EI|qGw#QQ2?^g0SZkwvtl6br?Qe8lj=Kdh7WA7f zjmn?x{iOk+t^Optl%7-y4@pk2x)n38!}9%=Xv?9Xk^Gr|=c3fQ(D5Qy)_kw+l2(1X zW85V7luq4hXxi?xT(NG>NBIUhfBa#koGu1l!5I^GhiAuDCSkgyrev-mmEx z6|vNS!Rf%Sbj#kqW0K6n3whv8IK+Qggjd&eT?!^yebPJE!5#sXT%BXiLoq}puPTZs z_jAVIfsM3W3Xdv*4MEuLr0$W;8pOSC;2T-DU<}7K^V$;|^B(0+RE(ChoLQ%cKK4et zOxcl$tkbpIUin6P@biHiRY7BH_^=iF=MyeM65EYa9tThO3Dl}<=bD5(CW~U`4wKz| z@AG^_HnpHU^jQ*`(ZNWqs47_k$QMJ0dbWrvJWP-d)Qcyysz9w!IN*~yd^q8SitONQ zt2U7ddSFxaU67E4PoWmN2Jyawde&yDdTd66X_+CjkY2LS3_D`PonSbn2zOV)zP=e~ z+u?_?Li;1>yHJW(8pw;3vb_}bVv{{76KD;K3m42Q`SB5+QozWE@0TA>y_@{zVZq(< zZ~lN}YdX<45B`ASwFy^fqk%wcT1}CA4<)&jh8@>WU4dG7AEC@Pjn1}vg z7(6a;j0Ls)0c`>#kNH{A2V^-y@s6;^#{5QTLAbonyZZz$22=bSKq8W)bP=5><-8;`6^3mtY}vXu8moayUYHeVGA8qgX=(99Y^o4mD4 ze;qiR?PwtwVq|KprL1oU*R7bjOd4NiwFwCT)79)WSlsq$OZJd|YU^t;Yq;IJd_`E7;kY|@> zly-j>8u=+md+o5~XM>CYiA|P<`+bGhZo%5YO0{pd z46%h0$lQk*dZ0^kpefBOm$!Ak8r&sZB}-KjS=J*uUZr^vo9R73m4kB`0}?Z7X4E&+ zuGY1Bpc;L@f~4A|8(UKM&6N4TtTP0iDZbX?mj#AO3KH@8_$Uy?!&R-e-U*^9x<4S= z4i>XThphPAc8I%6K{R+3O)Zja+4{B4hU121|IwU}-YYuqxNxGlGs(_Iitg-+od)UQ z?ysQ*xvy*zlrvDa1ENYFz+5>yYIBT?I)j!3KKglRif_MFLd!7j&*o&cppXil81qf# z&ZKJk7ZH4)sV-}!2b-ftI3HPO8QDVgu#0%F`+%w}PaLGfx@87c%s97Lir$_n=J=YS z#r=$F=8J%I3DbjQ{?E79>6UMt(*(1Csm5rimoRBl_D90{qp}L>bdMJlo;}y2NVd9C z;g3btcn9xg!Id?=^R7YECK97V6BKHTO7I3DK{} zu_wEs$zrlj5ehStd?MkQM`KtS#FW@g==g*QcRx?jFd(wg_LN-z6~ZipqM0`JW84H$ zt7*_gCo$A|h7_@7Ise={Vgp569A&C7U3tRa&!jK8fw0Z&wdLz|Y3@pRn)MsrKOXMK zQ@G{;=7bqq`M-B(8WOt?OWR%c({M2T0B^LlbDapA`t#V*x zceL8A=+7cJTBO?1ShUeMfZIHVD!5g}|9Dm}+9GgER`p6IK>9?pq};Az4HG(VoV)6O zD$YE`D|z8=M6fW2V!E#pT_i)P_BC}!p+0Bk#<^5fkU)Smx}?gbz$ekXv9`4(=KiFu zC8g!3K~7&D&;ZrQ*2s1yqj%Jnz=!x4V}pK+2&M_P#Z~qu@3S`{eeB7MN^okEE~-X1 z{+9IQqcwYW8@p)SR?NV5Cv5;B{3NK^MY3VzI_N;b-_alXQZui|I7PjjCwo~(iq%p(AVRaE9h+lie4>oY-!<3bEd3nk>GK~^8IySgDvsX=Y^nI%n7;^v(Vz^SCvjf_3ogKvHAf4J#=Us^@&^QQ&%ORK* z+aOGVY8HXjx?>J%XFy@U`gziQL*lmqHL0!@NFan=B}G?_6(2`>j?+Tm`bk>Q-Nhe> z@P;QcZ9k`>ZZW1 z969bg8%djhjc4f(w*$!!ri;w@cQ9V3)Gi<&?pQ#lZnAB`9Ko6L*w?Mu&gs)!>vc}s zy)XO5tp}@ICz7Q_2Xkp}_p_{jlVK8dzBYDt&IC<*9Z;q7ZeZ%UEqSzr3foCrO4e- ztg;mn>aR<=PhbDuQ<+yrN%9xHxy@)PWp9UOWi<^vLr(*rpD}VA$BLl_d{mEQyj_Xu z0rA~*I&aZXWJTGWk&`g0hC}GC{$yWo(}##|vi(vojfXT~T?P!0I1<9$g4c zF(vf%QMToDJFG7+mlF=x5`IHA^UlLY9$GE$p#ox^CPGo83wCwBPQRHIX3{WubjQEOwuTHt-_^nv*0?oS+BhM8U?#e_J$a7D5jG_e^JL&~`9sW&CqM9J?W?tL z)S7I#z;hQYwSycsUKPumC5OG*U&HVM1Rtgl>0to?IK7`%1xN*f0I2{U0dNVp{;HCc z0B^v*;W%O#8&2gfR^JxDNEM$1NCj(ukqRUMYRBMAa5v;Hibn@P@d$$g*GMYE%V<9_ z&son7X27KAB|xCi^9sHd=&Z4VGt}b;^^HtIJT>Co64#VISMY=D;x@+hW4iJ6kt(rQ ztusO}M)CPm&5!EbwTpZ3s;$71Bf{q3d#@s$?o=#4R`*isdes428F-I1vD=g*!-P%i zr}Y@ND}7Kb*(c@~S#X*WZF}ny@ycU0a@&)`^zEx$W_^qXdc<^Ef<;WP^(3bo2!|nN zL8^^2B#t^OJuWVsW;F|K`B$-qR`E!+;%I8h7H6jrztzqY6&AKW7o?C>Ps?hj#3y|z zrkwtC+O`jS6Z=#{G(!9%t~675E3ye`C!>2zM>fnKBCTB-dK0RHbcct>OnO<_(D$MOo~_>d3e0})lw*by3dZa& zL-vdr`iuo^m%AveZ9=64oUh5JJs4;8vCZe%*+S5rfJf8kawO_S@oqu_Jy|&kUoKw$ zKztepnj;|}_R^m5Qt}Q?LZKz8jNC@NP0`;JifW0Pd=fWBx{q%;cuUJgx2f8dni(C^ zlRSQ%)D}}OsG`|n@yW_FeRyTZS4kaiH>M{s9xIt;+txyuh(x*f>h`^{`eHFu+;xMF z&N!~V&xN~gSquMEEQ8mIhH`|z(&^bv9gBA-Y(1Ufx%?*&Prx-q(Pm3}jq~wYh7KB# z>lzz;{Ur0tV4Lym3&XUVQogpbIoU&gD<^W1SmKSmJ91G+z@oa>n7jX-OiDLqxJNgP z<;C!vk!=`BF?Y^Xt-E#|s7?Lp6ou%R+58^%ZBI6Ip8lL4!^J89}!!1fRohHqF zfU6qGTr$^HBR11<3(G#Up0={q|3E;Mr?@#{UiYP4=@`qQsNpxw{6*)z;J1%Q3*Dd} ze07}mB74Ro^ylfAA~IbzNE}!APd9MiUzRusS3H?T^A6}rF&ed5Ns%gE+$t|;_2D#rv2F#85*mavp0g^k!I5r3v ze>z3)tERNn**zxKVumz`Sy56d>wPmW(mpGdq+u0WDaqw|VB7usz4yfCUlo!6dkGJuMZ86$T?FnnrlyOPZWg7#hcydg|N3!- zr}M%yDVOA>*Whr!wybd+=6|LOVWVo-s5$v)a>?^iQFSs@C`?EQcIZXjUn5ZYv`4lsQg}b)(dAcm?Urj8 zm=FQ`d}UtzpkvxeLPm!mc8Gh@LBIiBpiufVUCURE@*)Ezef?yg*@bdOE*4@U*7kl!K@|Jg8`|Ox2?Rfei4hDTPV-( z4A$$jExo|g4eP=AS_H2X0KkH&5JyEqak&k!e?#akunr-TKPt5_YJzgRslRX_v)~h; zX2Jd!``2I%a|0mf^_Sr}$NcYdjYs4E-01}OS=t2rj1~ht9HvRH-4b~P?mo0I;vZoe zFE`h)a>4)7C&}nc_h=J3mX@+}JL)^w7c*XMqydzMOhUz%CC37K( z`m*P~pS2btam^uAMP4j*WYtOunSf;3mU?@0L@4MB_?)ZBgXmp{?_1US(MF<()}b%f z`snqw_eE9LFP%4LAKpxhJS=~^XiaWLTCzALo}{ZU#JE7GWP6$k6u!noU#=OgwCBYr zNqW6p2#hk?x3I}#+-QJvT1yrU612xXfZnrGkd$r-Cz)16mm*2&>-Q;*F&U$i4&w!!&PhAKy^d1@JcnF$s}I-s>i?pU}3Ii+PJd-{;MhU zXcyM-HBBQ?NHv83)tfe~XSAx}t08D#94-@#*hS9biY{89X~mv)5W-T|V4n)|C8g>0 z2v6ZK-JWryurE#X@e#a+mz>{A(G5ttIvzllu{4_3pLlhLPCBTFBAaKT!#1#~aBK__ z8>jx2IK=hL-B3G#5JLt9!QoSFs&^fk6hfU~I`xkVPYadg?1lw(!VSCERk#vuWxrm8 znAcy|f*F>z?xqvFlZDUDNP5BL3j(Jy5p!?XAH_up)4x9D&M7t>x??|6d)UT&C696J zUA;3C@bb%EOGLzPm6)vam8xFlk%h-ON^{>I@G4wPl?|$_Kh#c$TMY=p3n1XHxK7=8 z@M@W=d*l`QnnQ-^C`(_h9hE8nXje3=LuFpztJvBAIt&-o#=TU&)F)o32Bcm{C!Kqn zf0_UDACSs$f2TuED*f#mfx*v@g`Uz(U-YB#JGdqr2cbMrDKirv!Rp?@v$67J3x_QG zx)_GuB(*;vhiOJS}e zy~y-R3Mop9I%!lyRwTYelV-PdicJYCk}HA5M}W#?ZGo5;i^ zx9+-**{@**FmmOK8l?_&tn9f6M^9Mty=jS?Rkuk#mjzEsQ@~9(r^j53K^0P{M6~7H z_toF~8|R!^<1gEwNy?9vr zJG5h_35zwRZdCVw`}BwG99{w+p6?%!y$FfXK~_Xc8N!^zU-N|kL3>klX~d)57A9*k zQ*;TXWCcrK(Ho`AQ_@O(QMK)*i%yJ;gZRfe-Wl=O9OqjiC?N@E8~E2iN#q;*V+HX% zS7zHrR8pc31AI6zw%Z0EqJ940So(mDC?evIp`iZxli z%c?NjPPKo}+Kmn(AD3s-;uXwt)Pv$>Z{RT-{w&HztbANC5((-ApI68itVS8`1jI)5 zPk;!k+pkP~n6=Oeg&RT?s&nU#2No2X8?j~&j2U>Erz~Og3cuW)iJiO!ZEB|o-!$FB zcb;j#E|(>yh^Gh>6!Zl2!_AB}#dLghIfbYM0-xD^<>MBu7l61|cgJ!Gb1Pe0i^Nx8 z=`d{7dnXX%>huj_)SKyzDP6fkl(O808L8%N1XbD>&F1J~aix!*$k1=S25k6XLbK(S zRWnEsXO_kuZ*t%TQ?@{ML{70;$&y1+#Qvrm=+5P7*h7IM(825L!ZwLY9~1QxyZ0Vd zie`~IClpw&dSl}Z<0FB@26gw3#9Un>!_l9f(<&y97Bf2D?zyN(^XzN5UME(=8dE50 zH3>fFq0*qN$p>zfhT;y#m572uiU&vER~ZBmB0x;^9>>2qgU>@+f;*2~1r zP2M8yD{8W|ei&aIJ;XRP^f;jhDc7~~AiuWug!Ja4{BT;26;%gSP=n#D!QoeCl|0CV z`xdXCHc=T?3{zSf@FLK&vGx8Ta?(Y&uVd)i9@{{RG47BtIYG{u82e*w&D z&A*t{5^U%!d!WhT7-(|H2JqFE1L%P7e?B_WBz?>=r9Oa>cn6XymBFAIqJ)5 zm)bcFo6f(wvS3)tYjKbBpZ{crn_Ht0qJPnut~HCC5)t2%h(0ID_6!yJd0fZ5ApA_s z#iLozXY;m{i{ghHx+_@ens8XN?8_3zte|{f8~-ozTnY%yt1zyHdVzL*(tHZm^{RJq zl9C@@K%&$}4A&iHTgtH-%2{$SGt+ShS#75E1KDH^s3aq|eb~K>sauPT_4lr;aCgW3 zt%`jd#&zdhU<^Ms%GhHb<=ZyQReQ90W>nS-MsEi@E>W@2$UJ<-T@)^JEuexiD2VFM zL0+p!CfEbEY|2yJ27=nkGTip%4$s-5GJUqa7%L`2r7kgQ5+IHtvyt_d45I1`U5~l- zh7#h}!hPRqu7)8RU*3x25Ni4n)X>FTC-^z!_HQkeCi*wP>YDPD$%ZNuR%bcspBf`Z zTphvrWmQRZ`cogHx0A(!$u*Q2xPrj;Td&H?aC34LLdSw0jwJp=FsM9gBVlTbr-6IQ zjKnwJwM8AT>#E<@5J5Hhk?M%EMSu-2;Lfy*(D7jak0T~_pma`<=>2%#>*V}t2$L$_QnbaD6{oBt} zMs=89s$W-h&>fsai$5$|^EF7LlNximIYyo*S>?`B6^XEoQRiB87Y}{aJB8};4ZZz< zWv3j19yifc5VGj`m7cT@_xd$oE*V+YvTTYNxT_-@14S=cMN{LyF6+XlHaGeba2F$0 z?wBRqz>*&2v^nW4RNXN|p6Yk9s%huSGS*$hlEogF zx}_;=ZRqs2JtB8OHku>#Ip6F1ln^M=_cnoOoBfnC|1IEt&(>`cDqO0JeO~+)Xf+Zl z2~B@C+oZ~q-}F#=VB7aiXhRcs_y_~1P;zVtMS(yHngSd37X!9dGZ7c{Ozz)haD4uz zP51wlqWjmAB>oEk;fwey5A34^gkv6?kvejGRVi(VrvGwRA(8tON~xgm?Mt)X>X9kF zu1`%tfabauq0jf7i?hBUBHV1A&U8eIJI@3xDXUjzkOO}?;9Wr6qUqgFyP*lMu~eAn zlLM3(w`|KKo0r*vi%QmAE->ptE?N)nigyu&A&(O8;1*a3rw^-b&`0r=2lSG^5*=Yx z+_0vHUF8Es<8PgBe?8URLrA=?WSNWvi3w}&qI%FlYxr;f*0M*yx&=KBjL;$}Mm7PZ8$>tBvQ<04J4!x}(dW4gj! z!2nkl16nGmlY_Yc9l>M({0s!<=~S5w0S7cv2!WDw2P*iI^B-^&1!Ne1<5>i+d39ow zRR0Ucu?dz89%4K>zK&%Yz$J~CuWY)+`+0}TTCUQ~ikm6yvmIWM)CF2s2s(m`eTCxN zs48d{Y`z+9#=|9zwKDj*9$oHkf=m7H0d1vRds0aiK8^+ii>R0~Nw-t4?=Og6hG=~T zwCl8xu_AQ)s(P~l0@cw78NRjQuhXffka^zInOZ43UV(QzB84}evO z)TzA^oEWFgX{P3A<$Wr2_~so%hKaInc81R!w}k9Sa`gIz#&`p`-`@WcCYf~Hc*(Fb zPE*^K>DVxLe_OlLgP0j)JwXHpmO4D-ko#+1ue5DN;Q~?Z75A?sZe3IPU?K!v@cl)v z&vE6qD$kmpUCK|+nnABjv5&%@2+PqJ?HkixR6+gSX+KR4$bN0Oa>pkojpt6}hn$IC z+7FZW+8TI}#jG_1_wd5~Eim#}C9Y&H=PplX9^RWt16yhIU2Umq1$wbyx2e4y!vM!JtJ`EgRoA)vCUwW{XCSbQPtI4SUr4-uE4? z;TqK7pjm-LfuS>Rk+E+(O+PIX&52LwL#t%H3zP%>3G>V1dA|>@J}PPb+TpBpe|vah zi%+f%$TFLbR* zr8LZ}E${I5W8YLwCk9cBD$BUhZ2tN)Rr2Ao1%jf-)q&}{ zeKoVZJuUpAd8ebk$^WZmedE=0^MEUmJ@z1$q&JHF15LtXmJiQEF1@2WZ9DNXDVnvD z22W4SQ%e>uqoCpkIZS*zVTLHAk7--IXs;D4{8|4{o{-k6lEBoy1zrGIMISy>-aA=& zcb2A4Ezco5JD&^=bp`}=dV5elu1s1F;2ta%Xr=D@ zT4dv?=Cs30NW9}tVCf(!PiTh5&LzQPD!UuS6M*iyTtrqCtiRk1o`!fuW+j-F{O#1l zWMO}lYuZ^jVb-T(Q5Z8xYt1)u)&2RMQQ)?pr|;?kU*k^4DYqSvjX z!lw-~kDkeg=RD#P4coRIlo5N z4~40-vpktc2_e<0m`2`^h=CGxuG9K_qB~CQT*2W66fjXoAZ$@j+=i zySXIWk{EKyLj0E`$|YZ-y{D_}$>_7wQS7L@(0HWc*g_@D**dB7?qu^erw+=n@P=gvJdo zAP_zxz1rmvQ)vrB!Ll3QOqi>&k!F@*BSpy5)oDms1^3OyLzqOJ|P+LSlY7dsC5#B_2fTw zxs^ELUygW^9nh4zDA_>$luZf4+}}dct3_hu)6*lG*$C8=#8pNK6}td;ysg3IlqP95 zI2s>6I9l}ZKwz{@Fc~AK2uEKeBB3saY5fYhp8a{;;l*A_i_5D=UUrtFV`-M^+{v0A za_FQ3wx0qHYrlT|rMiUp7i38F#0nPtKT56WkCv9GX6jH!V9lr|QfkOn}R@Fvanl$uYmicYcO!(( z_Z;K>13O~HT9Qd*7#atyL=B-Pd_vo>gqr}xevGM0JQ`O2U~&Hjh>=MSrHbC{HBpU3 zdB&@cC(#KB(b?l>J>8!aNp{^%Zu2D|B4>Xj0+Uf#vD$f zJ~(jv&qt3DxuAcb#~_9kMTvq%lE8Yy!}ohT3rlVGE*IR<7c#G{K{A35E9mq<2EpML z%#Lp*CiCeJX$oYRmk7AJTaC*tQ0U9mN z>}AP?4W+L2zrbUj;4GNHM?`mC+{{+)7AE5R6S@t=!QqExhzrZsoHyn2lEh4d>4>LD z61Vzx;v;_ka1c2ko}==085XY+;%D~TXg}fiD3JECyH1lp&;eCW-@V&wNJPH2_A6@uGndSf6O z1V%?~kawb@&+WWb(p}ze`S&Gg=q1XZc}4k)7pT;ko77smq_x}d+xL!%XtZT5GWu*` zZ4_U(K>T+-#akY68)>0DdVT!AON2VS(W$9PV0_qJy^R?}+P|U`Py}~a8xl~D|fU{%<`jF5Xav2KKckuO>UnivdI*yh=O=+JbM)0<%xLADWHx6hq8Y`P`c{;w8e+kOq zOneKCPy2NHEyF2gm=N0b@|g_D$(cs&!>gVJMk~xG>J5fF#9`Wn1>sb?T&9zqKRcB( z`<_ffvQvj_V%C#mTVr4^6F%=XzPsQEmQe>JVLAbY9UBy<2MgY@huIuj8o>`_hg%TInG-& zZ81q9X$bn!UbhkYe5ct>ew_XjG>6*_nzdpm7BdY}MtptZd&16)W z(ubnA`ymIhc4YN(l2M~_-^!UMA0TH+<_^CRFz{$@-+pdd)Z=U&?;7r_RD#k8309-i z#X{(#toy!%_aTpUIbV#P(1VyD z0u45M2>Sx}T&HqN#L&The}QdFV;#RTlfC88<}hzc(Q93Q{FBP2;vB$vg3w>c`5QV1 z&-P}z36Df|ys;CHC+iKkuO@0K>s8UM`5CQni5KqD!-02BHimfmTYV{?H{73NE$Y6G zkQ`6q(Xj<4W8mYVRBbjC+&s zn(>My52;SFh|s4WX5FtS!xj1igP?43t**5td%MLt=f$NktT!9=>ZRV>rR%&$#6O~x zX(-kb+C!dY77zU(;U5z6t&yb4Q8Olep}#g42@;JCWI!9U zWqmK3esFKa+|w!XqxlhunD{<@$YmcB9jN&djJ8!oTbEoZK{&vXjaeXYtAu#gA;tJ^ zsxjbJvHD>Ce+g z&KGv<2|j^+sCVlI@Xr0-B~|JfBmNe$fSp4>?{XiA@E9Ii1EzcQh!~WlrSyq=?t|df+gjTPC{OSLJ5M5;pyZHe+mVc36EvV~c`Xvp2Jud|`Zi z)(Cij_6L(blKSjs&9iO&3|4(#N}af}M1LOSBf)$^)99+3@x21H#9TMm`X29vNb?+o zPpF|f|L%N?V6yU`1HA|WwW7R{jq+agXkB)dQTRA(8mPL}JQ7F#{u*C$Q~ z1#F2d5+|8`VFEgkq#fqb_70O$u(c74mXNg1`*VioUlcy&*0|w96#~?e-xK7xt~k(z zFn{$Kgf-DZU#Xq9QEU8k4eOELJ5Rr6b+HiM4y%O03G2q^*(2_x96f`%-qoDrQhen; zM)pTi((3^vJx3WimJ~3z+X-myVS?y82@_DM_nuXyhdC0!sh%>R0DNNzz#VS=l~!EZ z0$>H=BA_pIHt0sK@c;jt|Hbi<0{VehxTb+ccTA7YeVRb+TzL^o6#c4lB3EKjBf6G6 zxj~=JJi+x_HOX|4n_25s1}Przf-QeQ-kku8K3W5v=+VP;XRJSMMINa~JzMYT6j_?4tm zoiFT4?5lGuoqV-%)C8+fn!behAcZ(R2HhPSdfYt1KUK1a@}3*Mfg?peoR=ephaMAk6Vn>4=lON)8CGCDuQo>>T={)pw7T(W-m}=o#Uo?PpTRdEA^_k?S z*kqV75xX@2+w0u)$jKf`J=DgQ zmt!E#3!D>KNJ!5cdk|^Uk_*1+s|{Wp!zbh|E$4+A3s(%VE`qC3mDX&&jFPGk2uO#t zbgn=-B05hd(;rRs;wTT-hdmeL&e6PK{Z&LGST>E2r~1{--x38 z&fH=i5C;`Dp5?t6Rqr*FssQPSh!RLjT3CbP-NTrOLpht#7W*3Vp7v6d>o#r5_(+be zjIf>Uth)@uI-bAPFu5=#JZ$2kLC`Q%q;XJ!!7fw zu(Z+7OZQ)w#8w!i1r^o&r5|LMD!Nnx8L%Q>W?keZw}`#-5xe$!j)-Ki5a#v`c$*{oDIz@Hl>j5og>RQJ*$(RY46P!i5-Cy>N97qZb-IgGGif> zW7k>D-+gGsf4KHO#G0=7t;8iW4`5<$15NY7xqwIZ!(Z!Pz{yHM491^7|1D|h+!mFD z?l@KXWGZ-qNbJhyz4-$}ZDPh>ev<@)46Rn15AUXiz~rh4dM>7--=YP6)>4yr+EH(QsoQGmw#=Mc~v2)qNfKKx3W3YL`$TCcxhmu@mvI=R-E z>3xeFD*CWOyXeOAt=uYO%cl^TLUuEeJWoC|!PD@+-;d#b1H-zacsO6`TKC7}WnMm+1YCnAv#wms}WB!arjx(Y`tJg>P6p%S8I}VA& z0R^m;3VW6svznnK+y--8`uq2#2?8LV>#L+@{Tyx0XXMuByMnvWzObBxS>jA|csajU-(9mU+&S#=j<$m%g z;zU!RtJ%Kw^^F$Ays?q}D>Hk_W6L7>jHjz(ZgWY7a%}qM)jRTdnl=VBVq5I_FZk8@ z#;Bnw?K|<)T@F zZZz`<(^?cSmC>8)mE*?C2I`yAG^l;Bk28}TQrloxlE;&_u@D(oo^q!Bono+^JL(fl zu(;>(q3kKBt6Mbi9`L5&9sFugTi0yc6uR-eWFW{9Yccn4IIOEI^*s*X~=@!Qldz}tC7*#{< zrDg|0N|7d%)|W@RHxaTOvhY)^7xnqL43xBUGB(S{Hkol0>glEvHQ(Yo}EB}h;O&5i&=E+QCm{1ld=y8YjdW{QlK)yFw z!l|;?hq%o=tUPjHrv5fv=s?0n?;eeH4c2bl!abUhX`xnGBPf^=j^`6T%%Psm=h@YB zljV2@kE=Z1?x%*lW6P4v7DR=ho4udQcx!uW!%H`%o(^r$S`yV<2G>#<<4K?)U9WY-t5f|$qT#KbNNA3g+QU|`(6 zV+5>2Mc`LX4xr8GAO#BMo*4eojEDB8EGy?q0NIq;mMt@WrVI+UkLhG?K}_=czZD#y z&4Be5KlXZ&8Z=M!L#I4BFJTjviH5mIm*o4|=No?VaExu_xi>m7OTHq8B#_qutflWl4H0*S|)6yVe}VUDSG`mC$#o zuraG8G-U1S>xybt*Mb+hj$rl9-K*Shu>M*4`{D}fWQGNeY26Q61De)ouhRW4?(S(Ag zW>E%``dS2hdXnP2Sij-Sf2hdMTJ;FWFU^285GOnAlalqrdt(Q5G@C(W%w2DDy;d*eLyKdJ_}XPit#aaF{~x6a32s<+|arkhtMtO4bl(WcQN-=31;4 z0P!hzb&Iff@@S57f=nc*Rb#D=VyTKehFfl9SUnzR1RkA)YCvn&&kbMH5LA!(xxJo3 zZFr0|Z=zv+_abe9G64)C6^bT3(_0TKv^{kBFZM~W(RI~@B;y;A9Koq?U%7J0MG67q ze0v{u|5$NhrTR2IXA!JGp>2N7rGcBqXUc2uW}Va%7iqiA7Sdna*N=PjCseb;iZ8wz zt2?6fkTbT?2A_rxrP}9Ds_2=_o#hRRwAhbiy8phe^|C&t&k2H;mL5c~Lnjv0eHptB zMo4P~C=^`WiV6i%9zRWyAeCbXI?>v6Zah`*Ho8fK+12bO@4W(R*`{)-`P8+9`nx=l zM^Td*jfD1;f?iQP2pjko@X9NP;Z!&*0!-U_clk4fha#4RL}D$ijn38RH{KY~Ut^s6 z?=gMf{;R*)kr4rmgz|j!H|{pBn~7d3biIH#GCaBU#jLK!u~c}p|7l}#+bCP-2k3*N z_|MguGAvj2XlUkaO*Q&?HzhyXlwSGAH!&FZx*@{P&qPwmI;Nva=rZa8TND-;>$qby z^2(&8BEE(o7i>q7BPdZFeOsdBU6rs{cQJhao#1uocxaw!)dbS6gWC;v6h~+3S0vRq zb|m_;XN98{ozEL_!!{!&?s%spRwmN2bkFPi#Me1dQTO5lU7>NwhIkToj|e|6Wc=`% z%w%Pb^%`HIET!D!p_EpMQn~sD*EQ+Wsbtv7p8>A!1U&l*qF?EWj}GIDOnZ=6=zxQT zp2=YJ#oxe(HYPrf-QG>{&}u*TJgtC|AMF;6=}O68>d)t_+MZ`^O#Fxushu%1h>;GmgVoR9`_5oz(i$W5UCCU*7F4B3j|8ve ztxtrM&A*P)@8B*uMh=sk={DX;&0_Zov>SOnGGQ+`hO3J`Z6CZ}D_>$_BPG3+_!8%O zl>n8dXZq3?X6A2?UJR<(qsVklEw+CQ=qP$J)jaP^m!ljVuhlgYBqM)F)i?R@SgGiQ zpNp(_+`fMP8!SvmqXa#>L5Xab5%RT2dnzH5D#*o!PbA;oar>1LhWje^4U+>SnG{`) zaPwrYN_|`Q?BJ|_Y+B46gOc;5A|vAwn{{CeNzG!j)Z+2!(cW zD*{#@&#m2oFUP4uXCFvT`~u?x1_u7U*57Ud@QwZ5O7?FI&EL#t|JiExzod5knYm@5 zLehH!DVou;r4FR_48(e;_p6{tiy7gF%V(}YNPE!tQ`2d3_g%C$dkXfbK6anK$!QiU z7wx%TJa^?WyWo}kdch<9_0NDx5`zJWuP+Za)nm)@(_$Cw7w4A*io4!YFHn9H{gpcf zV7Y?+nK^~Erh&Eb;1IDvb=5l#6Z-7pbR{!xjEKx+p`4?6y0qkL)z_GUdz@qUEUXlI zm*q2lyZjaY+>O}2>4VdpiZoAKQ!mj1wt$EC9Lk( zu4~_9Pq$Zq$mlneQ66FBk&NJ#|8$FO)$UK<)Mpc;`LDTMtR}llxE$>~tJ$A>*hP+{ z&~qR0y`mirs0@R@awELdyt0|O$XaIYssk@MQ1pIt6nVVBJHjA_5Hm+O`dTEQ?Af9H z@D#SBr+Pz&&p-C&<^#sUzp`w!(8?FC?|n)^JJm;jGL`ZOqu{x5W^f_zHsWb1<%!yT znmD4b64p5xwOoz?C_FCQ!BN#k_RXuYdx!BNgCER|nPMItS=pCDh2%b*ss4c>*^CLb`4P>Q;|Kx-Ils)TkdL?i%d}HarLyVF?{t6aFu*RFZgq|3ILP zb0%tlPN~$Bj`4?E-uxGffkifigAp*S%GZId8>hrk1^4`iJ`Uopob2wzAX*^htIZ(Usp4h0`o>nBn zy7!peq3Zz_|K3vW)vY|jcmAvuH`A{-x_^F)Ed~!r#}^3f4X~}+G_yx!(CMkfhi%gAQ1O2v8w`P3+;9ZJSmtGym-v@_fGqPlcwLuZ{?+33k^(+e~roa z*WSQGfl-FF%^1~2i~a)xa!S~3DtW?cYASCHv;SIb@3t=y_R4rMo0H8N?CRANG;j2y z=G7#a8snVa3WPKCsk*m)flz(so7R1wzM&}u0r?+YR~oz+YU%laoh1Q zr`$TbtAKPl+g7~Kz!=Vm2%A_mG(k`4CgAndH%@bCC=$6taDxt*f4me>E3(4h zD*PypuQlJ4bdnSA`qIAAVZ>6V!WE^CQ{`#D?$;b&dGmtv{0&ADSy+{1V{Q-TDe3Mpjn!2u7kHUYFU4xo;gjW+V`8h|?4W0xKFRV0I^%xe>}jmlmvEA-cWY}mxuO#SwA3$wEg6EqpNaTb(?)~#foA)pS}D8 z1M8?AeaLu{_&I0{e0)U+1VNjBiBEz$WdUzMX_xjB89=<6Faf+f{uxvDS0woVm5cnV zNU!bwDWH7q7Cq$)-<~<_+IvkN3=y$Spnj5B-+X!bk~>GsGx-fK9T(qwf7|hc z0<`pIxvqNWz&gw%*l{u4I96PXb23S#jOoov8?eWPxdR=jkW`JE$!VE6{73G9&Bfs# z7@0}^!xgL#7Ld1Xlrf_^IOU{hFs^p~Uty(Qo4s5=zPDckUob5V@}(ieKXF7(mI)}Q zlssJ~5>;Uly8wach%`3WMyT+!vJEi*z|i>%zGR2B5k%}`ySWk~L{r@{1deAL^A?(G zGU--=fW}nkT?!2qyi|3?D>wC;I+(2njJLL0Pre^2NGW<30&T#vkr5=LN0XB`K1c@* z(WLJpNH<~e94WyS-r2N5$nIF+gn2&$>? zYUrMGv2?=fHKG+W7{XIEky>sMKW!3IiS=B?cO>$ulbb-0!%qp`nnBu|-zx>&Ch9+A zAL#`1z=yUMyKWz{uM9;$O9%&lll-@srC=F?ld|gqsi(c$?dyUQLRnwSEvBqm(%R-q z>{p%Jz_|!{A$1AGjz+0uU-+>detg-5lW*)mRnSYEv|`J6)7& zBdeQ4?Z^E}9H}=T+4bK+PMANw!yIzqW8oJBGJ=$`{u))L4ijdb_2t5CX=L`*1MJr6;?mg?Cm@exPz=8XPZ3CYtES!*1elg zel{W?Dd-|TWFBX}xSI>F&juP4;r)nM6XiLL@yZP-F1gTjEgU&n*ana26%K)JZ$(@c z?MXM{ao)+0*F#<+f1S)1Kz>Akwgi2wpYdo_)M>753FqZGVwyePim|iS?%)0DrpWc^ zj;a{bmNs_x!u>awDyxnpc4kC(VHG~^;3*ila70?5QV6JfsgF$k0gsgSirkiRRkiCE z>K)y3Y|?5UeN+Wd-bak@o^6PYle*pA@zT?oc^53sQu#MNmmSvH zF8mLS1#suWcI(_5512DVW(+jz$!s6wb*|*m1T8LK;&wZF2f2lN5Q3j-UQ{AT`cM?N z^y>DU6i=BCve%RbF{9s|tiiUz&=jdvk8Ekl)FL$6)71!gZRr@X`ihrV>J3Y`EiusQ zo{ah?!S|-h8FFxV;kakp9OHYqsqy+prU5LQHDesFz|g{1$2fsJTfTz@@vl~7*LCrw z;i8El8YFZo_4=|T&*Sh(hg7C?Has3C{jr@pU1y9lVk+dE*E-D~)|}vNe35BgeF!OW z@S?04s4(eGGEt(VbnuULk&rA_&L)^XW>w)%8oKOj;f*3@Saif~JNx^lF(V29lvvv% z)l+q*bx|9SoSEw(ZdV#?kA)n$qjK$+258l(ys++>$oH-%5xx=T!?^OC6b|+$gj9i5 z3ie(nB);^PDluSunhTn+sjo*M^pPoe;gglNq4xf}M(UxABX_!MY!}h2sI+ljw$r=N z%+}HN3bT2WePqb|v(vp~#t zaY|pz9?usf74#E-Y8O^1&{Mj z>rUkgx@b3zzC|`f+LvWFR{s77!}{8#>-H0WpF!EkpOE%$%1jqxg*n_ZnM7Zz(KS`(UJHm)e-{=m8utRYfBDimIT0B8(4F zA2E9WF#x%VKH=NYibrJI_HK3oYW0Q8(ZYa$5fD|U>EiKA74w<{Tj%#Db`FvlGsHpbW%IfwuC7+Ud z?&57*&{4Ecc^mS)&`Avh(Y>fH|ztOXF2`dzI?-Fj^c0Z)0<-t5~#PS=av)UcF z!}(s0mbU4<_@V@+Nk{M961Dd#G`F1PmW~ELNYoKwvuR_GtrA~RU&;gi<;|%bKbKcB zij5th-082(6zPa|Sr%}PAeIQ9_wkB{o#13~U3~1p75D9U*(kGnp3*LTrJ(dKnxHuD zFXP`}f~rk3RW%$TK`%Ysg}!HHk(Ot(hqNq$NL!$TReD|$ekO?#{=((+;C&WSR8jTB1}T2tKf^})g@5LGMY!82DjZ;wOl?F>DT8MGFsOqs5ucP z1$v&nt8^MP+JHP?m+gfq>P%iR68XH*&lz1cX_|JS7<_Oihn_TKi3n} z=i`cPT4*&BZ7WLsIQ%g>-=9!47Ai|zqunIwQ?TW58y@Ho;^ZQ=V)>(QXz*%TysEK< zwxA&052mLl&z5bgje)t83m?a(JrU4iT)C32oeSg`c!0Y3xayd*T;M~p@HiS@HL1Ux zTgJ+j`%H-?Qq9`a9Oo12-bUpW&-#eMB;F<7^-};zDwIi`54;}}47M=SCZNC&-NIo? zlJ74uMLTxUIB~g_0i@1KEg_MwY(KZJ9BdksUq(DO+PZZ%xF6MO`1#=glQy=iaqd6c z=>Mse`1Qg3#eyF=8;W^|0sLV7x6rur_Ra4HKQ_kVa=0e^wTjRMJOnMw4oFkRs72h+ zuc2qO)o@MK!Cs14sy?XVfp5B`@tf_Fo8G2P8R*Z_D3)nUWb=f}@yo`{GkM{W_f54c z8np1R9=3WUYL8kQLu3$VF)qMlV~p6J{Y0dEeVMW+XuiqwIOYPgc=u$$j%wMIe2MiA zt9j#^vs*>O2LK==ajJDP=$PTOo+|IVmX;4?ceL2!#I{k^>9;mmO7g`tK#5_X1G`Y7 z=st>YKkEvA{pM*tYvh|Dn{&{E22p6W7aQT1vKT)enOO`GF_0j?vY`p}LiIuVDWg`+ zq&a*xF$RH`Nc4Fiz`cB5vVJ5cPM6II(0Jn{)4WKepalJf8MRd+0Yp0*9Y(n?_Kn#q*z+9iH!u zwB{_3C8$RZST=!l4^uR?o|`DSd7)(Pwlp>W8K&7beB?yF>P?b@Zuf4Jl-U+p zPj)Hyf7pB}I`7;fExKrZ#?#Ws10GA4^im1+u0ML*D85OCx$B{y+#VN*r{cXKDbh6I zjaJc0d@;ME5J5|;X0)xh{q6x2N5nlsu4l@2xRC2TBmR{xntEgTjhaD$SA(NXqV|L{ ze4g18d8uumayCm5A9~H+<+#5HJHVqw7M#M@)*W(yH6VaYKSygRni3Wc__}>MaAl`FuMPdUYi1v zkGy{n@BU1|=K!D`InYxQd

Vg#Id}{5z)Ie|eeT^W*0B*mi7BEn1(?J_Ws#l96B@ zib?9Yo9Bx3(30=^r-w`V;mcWw#{S+p^FWZff8C~RBpfG@&}ZMyV@PZ(vCF8LwURgj zMB$bskC!CB>$nGbc11iPJbN-*=eWK|@XW9(kEscP3`5jWD}S?VuUv z4=u#&0>-u0-m{47Z|EXKF=dF(xh}dtx3x6CxZJv7I)qjB92E_z3e)+~>lN3Fn=!6L zC$kOc+5$&zxZfPgFf^T{ZP_^bd2&KyjKF0t8=}c1%58kASeWqNH<-01Nfb}D5i~a8 zI<7-S1cvVP8ypOT8W0U|yJ5(v#FN!M>d?Cl^eZ#+`P8k+cAF77jPED!)!(0TNZKbY z`tB5MHQSVi=q9vDs?ATbpH2EKa-pp&?9yZvkB-MeS)#k+{c|2QgBzTkiilNQ%39=w z#jU0?jpSL#J)WKArNg_iqk?KZ3R)*IYF z9ds<7RB;1GxVa}8kSNzdwj2m(dMb>KmO7Ee&xhDk?3uIi2 zC2h)M2PyqXN{*mQ;7mibcSv?PJ8hi6H;%R|4~HGCZafF$;E#g6Rk7Lc8URLOeNAQu z=cl#OmR&ywnr`~wQ=WK!a})5xC(^LyCr!2)Y+A4CRIM9D1b^fkF$GTl@WsqJq^D!N z)%M69NK&`Zz7R+IfIE|Di;dIj<84=IR4|IqmH8!e>a{qGcG$e5cWs_0C9vwI6RpvA zrG6zjQoX2h#3Q>om$(X?jOd*c<{q7iZ|QS3jUC)9lr$IA`nXAs5vXlDBoEo+E8yO# zU9OGr>Fl3a{Fow7Z3&n|0qTddk@SP()5$5*M7>0#%$4QM_7DhDyF5ddbs6G}mP^@6 zP)MZ4v=9tUV?F07;2|V__nNjngpmZg|J=H8@A>Dxie)oe$=J(xQ+hQS)iMK?uUT>j zRXw^J!yyVi%zt1gCEjIcSDE4`4Arvw8CJhSTOUJAnZuihK&C90CXPJGX4mtv;@_@U zB@f1CeWM%e^2Ti8d{@`Nj@S&mtYk5vVedlh*Z5LBJXB!!cI^)Vws4}Fd;6-?z@5Ja zDBr{cIjPsRfQ}PIGC$($UcOQXoYW4yEZa^02>&ptN)$HboMh?M+u}vN%yCtXe>1#F z`K^KXZgZu{{!~@EH^h;h=j;xCy; z;#N5Hc=L;)R9MFMQ!mA@f*?RUuzE|2pJdM&Y}L?2eWY#naE-?1WwT*XV>nOACEZ%2 z;k$tR@65w(L5mLq@2D#D0k4l#QjdB$!jCD=S(3ovZdEBZ?)L;j@~r&*b_{=&Qu#`| zz4gX#m!+YSj&+W=y}pweLy7zFYgvk_dZ?Tf42a}0PURSI*R(>+$gUo+BfkC2$-ge8 zzpABI#=G?8wU{cNT!T~Sun)T}93*@pemK(Bd25|KcyS0_i1I~uzySERX*l;0TMo}t z-0GuaOn@aFp!i~nZxS!LR$VAzk_!t$MRBHl`tdH?ovr|1_UaB*Z{Lq-LlNU1n?-29 z#TVCi>*9NCZ_>0{y7GjxT|G}kMvga{;p5DynwgHitSN)!DQb|-1U1m@v+qk}Bp;9| zj3hR)ZTEr+V-IBkBKv}KMyb(f4J+jAlsyvpI=Fe!)jOzkZ$Ub#A*o6ITy??e$k1!J zMtp3o$gB0Z2Kr zguCwOR1gDYtVX@P&W z_GoB3$XhF}Gha|!r90&E1aC!j+^R6z1?I^mX~5cYy*cdu1T=KIMHx%%2|gbGx|@J+*|u5es{vbL z#K}Pfnj*ZQ9+@VEK>8JO)v|KC`tsNPr~(O|#m`&c#+tRO7Wp_CNVpH(^DZ$&I~?IE z2&mr%r4-`g-DZAEq)7IPf4agl|HCZG47=KP687y-RG|%GXDl3RIN#w;H()0lz~qyh zq(aSExfOnYFk|Tx5uxs%J`sN-8~(!E`iJ8LCcsC;%hbBT=l~An|4a$~8IKq&W=87s zbhA%_F~OhD{uQ)##gRhEI*CH>3C^4FR~?o?<~VQb1ch5b=HC2wm_7ofC zG3##$L#K8dX~k3vfv?RBYo?usNi|T8*7Z~Q9|ffA*U8fPYlTkKf(CmAcj5bx_kpt_3;pU#M^!5pW`2khkY4!f+;0l*Go(xSg?}a?pIr+1K+^xh80%84Q!vpt-Hf z3LoP>*`1>i?gy>JZNJ%bJ6INE7G>{L-cS^soGm}mJeoMRtUpON_ZdZbMI& znS6|VwqK;s@5|p(dVZK0bA5wt52N!IxuFvn{`tD-@gjJPp9VGzg1T&XC)^lMjnQzw zn?Jv0z^jUJv9NW81vIGxIPC*c%Rev*Nd5*b{hybA$NxLrJD^gDYp)B8JuNgto>CyH z_cJ|5(@J7Zs0{j9{{d$ImT~pf(X!@7XDeYRkq~(uRRxh!bw2Pnb*kj9JhYhN&HISF zbnDMu)LvpAe0SCO9qfot;bqC3EN|U;wW{w^*KLODPw>IVTj|sc<(%!e(JE*ET1vp^ zuBd*vH%^D@XI>xL_aBZp8~pGI!XQ_GXpbm#iXDz}dp4WYKPmrs^8V7csQ{yD;!gZb=Ma;!GIOsn z<44($-VE20RdnbXTBE?hNI<#=ESSmNEwA$3ca zVX%Ah)xnC;;rW=GLeKlnVT+Il|Mih?$516APk82TWhNJ!AjW0M9D{3#9Gx%9} z4P~sXx9-14$OF{2J`Ygflbw)@T)MBX0~^amTsOf1Pd~SGtIpbgSkmz1*J1Wqs+=Na zu*7)S70I5_vI-P2KO)1VWWI}vnld*{JMT0inqqum$(al4j@cYLkKxtau?>5wx&8pA zoeqNwFsVl?w*aj!aus}6*Z>J68c@?z-wzt+1p2}-Hvv4Y9o84VyEpxT#3y|bQr2sW zho)b3CtF^wFUsQeldRyWM{zr89H%iu*{?5V`84;6bWM`gZo3-y)?8A8eLiS_zV-%6 z&UjX2+o(Xdix9{J`bi@Vn{DQ2EWXjadygNF3U(${pn!t*e@d3mN??~XKCGZq`q|2# zZW_tnZeN>r?!YB&y6o=w{#(>m|w%x9^`JS+%;QY{BBhb;~)-*n{QHzTvufurD* zpY$TT%Tg0c_D;xq-$lGp%;t>?rc}CksBYGWCRoHn_b$zT|LVZMId6S;OrXyw4)y~3rvC-eHcN$n-F;|qa?nyM0xT$?uXo~Cs z{N2XB;~N1<`(Tk!#-*N+O@tC8%BrSJX;$P+7mUeRP|s@is$58+3ZC zgPzpHg}_myjsD|wPv-tDyb7?7I+*{hi?YW(^cfrX2X)RWRjk{={^fiJ0h>+$k-ge3 z_a8uZlw=iZ#ePBLtKMgF+saOK9Tr^h{8=wJA+q ziHB$U@zRqR`WJOl`ou(cHI4aJ`e_!1+wXW#gXk4CCXjGS(hnV_Dz3?n?ga0nq{_0s zx7+84f%q;GnK?f^t;diO1j6sy-nvuFgX5};{%?o6v*)_g8rRVtnc$&;u-QqqR$6aV z;4P!_{ui{Gjv{|xpv3E@rSyHP5j~X>0n4y2IYM?uPikTY&nEKhbQGLBjn#!0_}QVp zYSeA^QepZbsUkLHK zq27#E4YumSL`&w3oC6eHQDZKoYL#P^BQpJk zEKIT2NPwA}QcI@5nDL}t%WU-uYw{xFO17L3Z_&&MJmBe0_i>?MQHivRmU@e;mSfeG zNY4udnb(#R%hGH_6Mk4$vn;I+FKLL?Nmu2^ImF6B--1K;i*B9eS+nau$iz6M7e%?E zLrT!;#;0PZ!f~}+_s@tHu#eC1WN#%_E5*@;Y>Y*?~5vo^(2SnI<<|h z(A1&r@r=Lhotr|}TT5Lf9be?QVR@6R@#aYji|-!r6)8U(U{n^vgtAi3Av0Y%MkJ2D zbZH|_MqnfF@!Z|KVXK1Zyz-4JeUU|IodC5UugD+_AL$ zed(%=u{A_~3#GP?DQW3r^$r%p()s!1qFcrx+o?2l!Jh|1Ut<}Gn$n`dFQtoNsPy$q zU&O5;d%Aj5+4nn??l@_0DLGrR8$W#smNAM&DK;>$w*gyav7^tN5wyIl@6ObcF`J5h zte#pbsZi7{85oz!c9GA${5OJPDbh;IkaD+UkZ$Qlg-V}bq#sz z&YpEcm?OlAQa%>Mxu~wldL!!5qGeho;Jw#@A!YQIha3ZyFrFjJGzj+bs=sP~IW=co zcQAdLU}Lbf*6#pz47AK9O8oS|ZMThb{DP2huZ?0NAMPqpD1C(lHPK}W0#ZGGlF(Ck@K zvw3i!^`Ej9!bC*-yn0_Cb8?j@AK6~JL%Md$G|(bCYWJWqbKlW0bVkC#sKl;YMaK7(=NiIIXLkZQ7d1*{Iq#nxr<|- zcjuYxg6w~S%*!!8QoDTQAg?Pat)hV>HCZxoAVfjVjWaxR4~rf#YmE1&-ihjOvDS_Fk0}Tuj88%Bfhm`Xygz)rf2Vivc*t z4hym#QS7udBX&45rni5hy1I~AWcosleXFeYgC@xuc56C+(+`4Re^}2vpkM3a^NE?# zNjO)Wg8zV>*PC5`=!Jq&MukI-3&?aR*~~30wo6tG{HRe;@wS?YRTU z4jR8`F4;=%!DgWBrGa)pTV~ z_rk=SRqG?RI_ZwuMg*~>Cc7`BYk7b#ovRyg?HL^;M(hVE|n;eeADjvcQ zrlm7&K0`1qz{GxJWyh8y_nm;$ctGe~!`WeX$d>zM7*j&pLGFK?`TtQa|0S6RO6rWa z0H^21BESv?pYclRABFdSPUinUlmiYcB=x7GxtnHq%cH0XQwLOdaok<&GluUf4H$8XGJqja}?4svJTzNFc z3+$bOd2f}V0rvnWLS_Euin^q@wyT$DCMNZQ9CD%oXBU!ZhE9&wOw?~Y_(SD*Wz1d| zR+{?X9)B#Hh*p9a3|Lb1scWnw9_i8==iLb%VT&P-T5x~A$%f%ek$TDGOX_yMCo#{T`^!WHJ^M$#BGEpPIbmR84x=!?fp6UTr&r|6oui4BB zhva#lh8MKiTW4~H6g)BAPL{-P2?mYxpCm3FSfIJe7JFP>?ANzR<`>O=JYNJajzZ`B z{G-_;UZ`1+P+;JaYi=T`H!2(`8E?V+Ei(7{2#8(D5#9e6ckdn5RJ*qOMo~~{(h;OL z>4Fpm1PdJz6sZ9s(tC#>C5Y0SfPjD$=|~eu2t9P9NpA@?6a@@~Vu&=)eAn3DHx_>T zyld@p_BdnzkuiY5NS@3&pE>Vx-Pcc$f^n=@gvpcl>Oewg1&*$tyZG(-4=W$6fQIz) z&`f;mZ_rg~Gk^05o2-RrQ?9tJmIasdW+okMA@-wf6qzYT7qTTTl&Y(fop16#y+&?4 zg20e0&6%UW>9mY{X+MNCj+<+^L=KDNwnY>B?kqP#2ckh5MspQgH_zt^9j#8H@cjK< zqfqv5>NVO=g@GyyAi{VP0WZe!B zTQ5;an4#B_J<{vMm|38y)B6?#pY@W(*aR!sb|_WLhBe*g52t7tKu(%p_e$x$R<=mn zh&Tx=xKp2Tv4~PJ`|6vkEy`AvLx?N7BPdIN`>>;!T=@_i-Gdxu)x3#jb^D~Jm86mU z?3MUCS($hcMHShluVr5^m_zE&MQ!qpYRz$&4)-1gMDy(C-DWr~xWnt!lKpb>Q+3~x z3zr#mY8`|Rh-`&$_gM_lt^d~g#@h~OSA|Xoq=bnvDwS6Lm#2<`UA3j{z~$%loFr3@ zf0&>AabJ1z|LV^8Z_?iO#+Jp~Am;+?rf|n9<~DH7(N33jjJn6C6R1+W2x;rVJgZ4aO@lFCOSF5=gW8dg_bWQcW9;yprTa?}A zkFmUvkZgaX9zcO=L{!!6q-2UrA?+>Cm)@av=k0ZgY;+lE@TC#tJ-_tsdR{1qh-%BO zns_zr3baeupku1=EG;9rzx5bp=00S`u@GjXKD0J7lhX)ov0K|s!#>yWBcXxl2HYgd zELPp7d z1vnOzHxE>+(510bSQ=T`9M#kO@}*JdRpN^62ooIiMEe3(+2;GEI=-KJ3()sP2*3~n zD&_%z&TVX}v3trn=r&-|ZK${EWZg=+Mydijh$m|N1?syG7C*iOWZ+Q%-wgs};08bj zex3)&z)MqxgG2*lcN9@fVG2r>Xvl`%Of=CVH2QM+fZJfp9f{Qz?)uOf{b->tG507a zU-E%oz}mHzh7PX)hK0(oV|@;MBGL0Sq!vP?;Q+wfU@u)#fn(mkU=caxsizmz03R!$ zZhIN14}BN@%khu~=uYb+RsMhWHqfDN*wycJ0qi^DH#dAdGz7vB-paYZ?DrUK>XQL{7Z6Jt%^RBgdhdXdpE< zJ|^oT-ZrY|^|6+>bn@o({bJ=cvczjovG&i^C-Nwi%X$47jBfZsN66(b0<&(bC)qp$ zFCTGS4PZM-@XXm@5zEgSTcA8o~D9ht9yr??4uV3Qo7zL&yvv!^M1nYzP2LRz?3x-N^2t0HtIoKvMpMM^S79`#$NOjeDL}o$2;d`hQ%3A#Flgr8~oq9C?40fdCzoxQrm)8=s?)BIQk|{r^}ZRrj{^4 zUSFeug1p$wDQ6QHT6Xc!!OcD!lk;nM;jv55kR(Qh;mwmrTf5a4FY|ix+*=luac7m_ zyh{B}+BI0tr3ji-*%?m-?z)hk^q@+MUN3o~lDDOf&a{1JR=roD%;Nd?XBVm0NNyz8 zqCid}n2r{m&Pu8`c-(1rad)X)&o>Y+j|@3-nQRcM9@tIAq0>gWY3 zg(qd;?<`bE%K48TahvCRgsP>SB^91--Q&(QK|g=~wk)sDv*yzDmnPx?KBRqPtNUAL zZ9BHlCPY1%KVfF1$Z$8Ahu=B|J?m4g>r&dyxP9iB(k;$wctIa4`?ojd-Fn58x;8I%@&TdsW^yaw)(&~wL23)v z=f;r=0KE~O;B4*3o>Q$sugx}Yf-|-g><>sH{A5&L-Y$gC%2@ub?_V z*EqCH7bx791;1A|)V-a00v4%Ce!=E(ZZ{Cs2B8p-f^XA8h(qmD33dk!gR9B;iLLaR zZVMW2NHImn*Vm^8hUK4kU!_hPb$je%?B27Tuc4(~eD%m$9i;6Kq18wI z=d$drh235Rf8kBuSt-^|2#pPT55xmUt*Cv8btNJj8DO($W=((YFEwc3BIJ;HKl_;K zH82>QcS^VYS9sg=S9t5iact)OPM1soxaS?bf_=9fh2iC>PsQSiI!)xiK@ZshC$3k+ zupRHoC-<&r9}CO_PT?QpHGmr6cO_zj(vl+3@S=FBb4qp}xN%MytAKzh!fYthY1m!h z9Z7P4J2r4G{;yip(BZ_;D+Sv^zzzRpd?frxI8a9)o-6>alkB~Sc)g`P6m}7NLw%Vu zF1N{07l2`q&)fN!P_W;rstLh#OwO|<B2?bO$Ae!0Z6;%CL?0OA7arx{6iY-H=Z@ z1QAi>{*YR!(LP-v<>8gQ?Br?55|J_x*;}aEVr82vc^|R{+Nd?|%6{7Mq%Iwcz5FQA zXx@C`!h*uy;41u}Y}(K4m2OvBujLmzR83{aU26R?Z(-NS+NTu>)&(!{o7!?LHgHAys-&aO|;7% zIZ9cFnUR2?q)A6g0i0uos?`}i=)n2Rk3;!$9T&7qp|w=|1BF3ncN7jY06S3m+PuBij8?8`KsRc-Hn73j-u0H zrOV<@xQfD^i-?R_6JxVqw?5nGAj@l1n9^txuki!@O5|*U`l@pAg7-v}`ROp^3ho8M z(F}syozHl3L1skpz_BFpYT8>~M@gmyUXgZd6&t}Wke^Px;?)33;;T=aXhJDAgFH~r z425hs3T(zT{AWs#K{S3&8_-Ex&c%8C%FZ^?7BKX+L*riIx8vaCnTkhGMx-f&wgI6( zIM<8($iLsJI?ml^Cyf!5Sk-7Y`~0G^{t=*^z;-1UMY%S~JLYV%gcip8I$D%D%9J>H zok*^2F>f&dEKk1PXCYAQ6!o0M+ll(N&jI6nFI3C|`OgfWhOwrHj@&|8!lcx!Wo{W} zU!P1E2{KI%zJ;e-A`8zSUP|pr_x_n0&c;_2W>fW_34*(QhfYx^ z*9Gx}Yr=cD2k)d@X8?tEEH+TsJRED5hgqjAV0NaM+$fN$mrB!DXFAVS4~K%RBW|mD z+qiM>o*XU{Qi!6?d})f@u>h*RuKvj3p&&d2jh@2ADvZ&SUl*m)R1Z=W>Z8&R-ghNG zzK8dXnY^_W`&f9HS5l{nVNxYda0TJv_$LQC_85^j7oJLaf zE2r#Tt(Iwz4P*bfQ%Z=zFSJ1zh&=7+=1+4<(UqM{v>Exx)34RH+8kVFt{L@R>>3w( z;*%MsajTZU;xP(~ zpT638J|+1`H~=)_CDVjJSpVF4OE&6LBQHK<&&(X zTk6EvS7uC9PEv39W4>%V!#AV--P~Kij+naVX^&+Z-Rnqs)Y`KVWbN74pfw#?gE4M&&CaKJPok=8hsRkg&EYfljX;%kBim$2Lj3R#0kb zkLhXF%HEuNRN|0QJDDLlc{J_klVD*SmFIGU$=~)nX~eb6@IebH0lhW$=(Cld^0_z8wgp{upJE5xxf^ctH8fJcHfI`hm2Pa*_Ux>R zr!jBy|J2?Mf);_jr5WC)|0ABojse+++1u-3c-)%}( z74xtq9yj34fqRbRsFP0+zwAwpyfVlhPmTj{r^!zrh@nWVAT~f9c(gbf>c);H@1g&qZebylm*B zf=cpc1z3E(s+P1Rn#Cx@P}|X)@eIwZ-=Jr5rqyMo7A|7OxnZpR;qRS17%rFu_B+4L zM{yr#H%CLsD6R2I?G3O<(IyLLEH!-v(wQ*D5>8eiHJ^ zr<0rDEI`P>m;W3db(J!E!Dez~FeTMY)kh9f*n~|R?#-BL*{pQe#ahs5^6j<@2b6QN z#;Ha8202lOvM_~z+5=l}i$>f84BB6WA@v}acrc*VSmV$1=2Vs_ z+s!W4gjadvTiZ|`m&RBwV(2cSO|XA~e1G*7`Z41MSL1V4=kGB?^q)TTya5Ur*&yP) zvzR!g@donsvq`G3czRuRu12uB>rgta&-0K`ujHABeh-CjXwc_?eh&RBBJQ5EEg=*y z6J0qA^>8#Z@qd#J)-o3T(cc#6e{mu+rnYv=$mUrCDg-daxv9l=WcjuNax8@m-rmRT zElpR7OJ_XsrjUDvN0g1uV@^`IT)Nt(O?C<7cZt?V_pPr@cYXx9UpBh5c$Vp zzgXh`SP}I7NvR^MVnMN8N(#F6WAXY^O{4*VvD9sop4?+}C^YFtl*l)E-phB;plC@| zcH&8X08h#E94gGob=%d-zcG+XK0+JOf^fGl?#b68*td9a#~s=wYOs;=xC@nX@(17b zJ*Cs;I1T*idQ9h_bR4U8c0Dcr$dk%b_O3-R>^kwa=A_qq%1nTC?)i|h-*;RD27fAk zw?N&>wK^>63MK;mF`$Zx3{>Az+c3r-Ss?&uM!Tzwb-~7)r;V1L@NDE5W*`pKwaLoItvHbDmT}^WJ{V7=i ztrTI6&|mRB0l~=6=ksp4ytrWN_yVzw<6F{-cIIDh_t|xTxir><{V;WfAJH@EV*0i@ zX*B1pCbJ?yxrGS0vtGwx^7j#`XA>6nh-r(uG@LhUmBSBAK#_!fb+T)w zUxzav$#mUGK>&kuiAw%pfn$}9=+N{*uhj*bS@Q2*J%;b(Db)NuFNpQm+35DyKh(;e-#`Hfp4sMh&;WF;5b#SsEz`y{099OZtZ`8ZkLwj1}jKzEVs`K zBX?Y0Re&9~t&1H}MkPB6A>o}eDI)b47frSuTSt)Q;EXVFScqn_;Ffu!DlqZBx7dg(0vtJlJw#UA41{P|E-o`#zGwajj76RSVKXMh2>^;J5LF7QE^3cY>Q;dRfC(x#LGOAk`E^?pbO(1j=yAUQ=DZ zG{NcIWpL+?N?rIpg1;8oI7XQew`BOEe$R^W zYFQee`nx;Jb+8c%CWLu`BkPtNbfVzccG`tqdG*#?#@Ccpre)vp(uA>w zg!z#l8Fo;|nuCa~-a5qlm9ZP^{B*(=ns8ZuVCMNr#(5n+e0;S&d8!IULGz1XMZc-z zYj{j&!`Fh64R>hjkMw2CQ0e*;BM0~O!`Q)md-_{LEErcwUU$`S%iM)zSG%&&7sPwHvoRrFP|hP)qG9cFjc{r2qG~$(hDZ@}!}_ znLoS(JhN2jLBQ+W?|+lSwGvMUrEAN&Ro~pS0|B%O2-|V5rTp1mFHtL-DyrQ}_hmUa z7kFe0$pr2!TBc0|T?r7H{IS1DskgMA&c-C4QJDV|X z3veZzfKr<)5WRFv%D9=EKs1r30_jFY3Gfq&*$x}qht$2SzmlXr7M{#Rp)C%grY;tr zqCM7ql<-OBMB|(>7x;et=>AN_NAQWNhB&&L=R&D4mwkciGo%C=T45@|(4&|PWqiy| zw6OTZ<}$W~2Sj~x=tWaHm#;M@+6)68f{uBJ0lbRv=e87OgCtLogErF=2hdA~hV*yI zF$J6SKO2j51V@-(l(-Y7<*^hrQR5e87*lmIimkqtd1nUZR4(F3a<3Mjy!!Q{C+sBE z@`6cdMw%6}5L^^CBPEP}>m;nC znLm4LJXes}wb>?+a^<;-ODo$_uQm7Ga5vCl{NKWtg#iUE(P>WW{*FPOKy=vKLrqka z#p`=jVfs@d*&V);_p%-95|_#kO!HN348!KQ;?$=#I0qew@dV%jQExpg(j*>qxZ(y8 z87M=h2R2VMcMX0}v3>KVE_lf4Q4Bl3(U(^7WDtilV8FHT&qQaSq?|xAV5t8SC>p{AKAj?* zauUl60wnPBF)w7%BC25qm6b7p?DOViav%G^6&Dd#LwUVBg9FC!j(V2Vd} ziPPG#OTE^FQ5!AHO|SPp&-rSAc~bpZvLA}9`2>gA+t!C+M~8dhm*$^)+*4fsd&)KO zR2*a3;c8J%{6KthbV{Q{Y1&0vUcoof^tLrsF8OQPg%Xy;UDZ*rR7}T}h&~U$E*+wa z4u$bXYOUPC8}D+l1ywD>NtZ%UVLGor^OlJ&J*k!rDyD|ZDOdjL>;65EV*lSSpmcFC zXt^thW+dQ=chO*ef9W(BA|2a7nvTKIl!XXh*=Z)RsA_$#s$;TlNAmYjZ()}x(7%9s z14V(q66yavG;DL8otjhip?KI2qe-RxIFp~Q5!uX5YKxHT8Xrx*>uxk?+M^ZXZ`U0u z49{YW-{+FW>iWuCYZRjYGRyQtx(b z)A{MvembD3{4jDcY%Y!6mP_aw$}!qeRH(;rTtR&Gp%-9s8*4J7&@XEFRL(kfuo8WN z9hy8ourdE6iiEX=JQT!Y32=-V!I5KaEj$_(V*Cwzdb(A{7Fk%Ex^yjHrjOWHmw_7iiNL3FWz$FN8anNOQTr%LxSR?h!5d~l`E%TT765B${&E? zr<1%R6?OnJMQ~y(Q4CpS+%iGz%ZK6=)9Ic7@RqOpz(bY^y0HyiyMVKr)w(u71# z1nZC0Jx;qdjTBdz_WAq5>Z4?_U>|)=f)58-6HmcBdP5HO`sa~<=?&3xi!?E>)=kO} zqo(%?S|(C1D^%W?OSF>zYII(q@Q5%Iu7{^8#fo2on%g06NKxu^GDeqcI+bf@CKnV8 zxXe4W?>*{1yz0E%UPsIP&3bxhn%F@o2vMTi=xH-ZfVtSCm0x1`CdHP+M)@b^HwVK6 zEdugQq`uTAkYy?esrTkw@kP}LbU5NvDK&L2LqEy9k&}9|;Uj##N=}C(aT)g}Lf^$k zKk`aXt>M!G=5iM(WKr$)F;5B1+1~uxj>fp&lX36cE(NGDW8B*Kw=Ast`RJSk9_fzQ z;yfSv7J!4}uuVuelAgf-2x3llsYIA*X^!UCj{`1$TdeB!o&(Z2DCq(pdB_&3zmx_N7?fMx~tYqUT+GI|$nqeTbrtsrtwn)WSA@IptJC(|PAP4k0ZmyHo9gpeb}FGEB-5#R%2B zjqpd2cVSDDUq1~YHyk@{6}L*HR!HP?ON_wHypIw4b#MOrIb;zqJxc}Oe+O&l!TPNv z0uUoz4eN0!JYm>$mq>n^;6@3uNvRWPOm_3>BMVB^|!P0gnAiJ zTG1Z1`uUqMfwF6@$L}_YBMvBc@|Hb96tj_OV$b8S0Et7zo8n3>vy~P5{hwq7+V?nw z`|%H3_X5KQ@HQ>5nw*eP4AV=u8E2P-p6g^xFexsJ2_0?^|TdqKTI|#Q- z#9m=DW?Z(mDk~}~T;K^(2ePRsH0_sm!Q~jndVt>|6#vtX%12DGG&fjLXX5lck;H5a zJBol@gogMVc@g37;&JIOVVw=k=?ri_arz8Tx_5SwH#R#+UPX$vT!d2nsz^U*dwJ5@ zlwx0C?6Ut&N77yH%a>Rm1IY!453A>w3KPPvO=p+h02)5qinLJMr&`57Ij#`naIWd9 z^-N3+0WJ3L%*f`=f2`2>yWNDIHz0`<)LW7bOJsfy$KQ$nnxPEsrPiG_nYa@eQRKtme zyPkz{|3_Q;EZZ9p1pPB2{69L}XVKoklKw#U{(9V(iuWH0_btG-=bK+bab=u zBbHckS~?Tr0nz;$CT+`h1!FiKXn|ql6-;XOyU*y3%o&mobwoovVe6|rYj#-rn<}ol zJ#sU2noA;HRg9-G^+;`?G0L6(h0!;Ans!cWE>)QT`(^Tlb5Pr!7QwMRq+_(1NuN~W zp6`rk%b0T!IHNSP0Q`fH`%q!pTJfpuK(pE##|5}==Wh@>wEd{HY6j}xb<6%+ra@=F z#f4qz?noANdE<}=;#Bp6@(H0Ia(w4ddmfgOMiw zd>WMR!W{Law1T)lU^KhcDL$QH&=H0_RZaW2y zor9J)G+5MUQy_EBv{HfL!1`m%#~JbiUmxB(ldef7bxsaY+ox*0rKUZSKguu=GE}rJ7wzajDjqrDDK;D8|fou zxUKPE45WUAd=P!ohVWUD7`O{(zb%O~MvV&es; zrIcxVIqil?fTZE@jz@`+oGi%qpp#89#egN=QcTy8lf=3m;Yn_3}k@8sva3-OaAs_{=J@SyvqV{KyZC_ z>;2me)$xCCZ1S6YrXt~I1^b@zsI6n&#qzckA5ZBz5oMi>hYbpi0YyA(3LcJP+wCca zgdGzIRIlUU>b;NLQBT=u?(<$WsNn<|eV|%7oElPshj&v)DW2cS4lN71zV3T)_&BZ< zOU;ZZ2r(=DzP2XsS`!XSyWT}84YnZFp8Q^i;bGZ3ktM_uu|R_?_8_9^78@!|LEDzA z9;_~q#U>bpc3wsG1iFpbJNPl1=0t}(B)17Z^)kSWG$`~#VrdrbVo{amrZdOuCCx&#nd56%{NS1Z1IY-tC#WIQw~^>Tx6 z8wJQx*5(`{P+?LxD)ZmZ-tD_>oNlwp_11Vx%)_H|Ezy;t&C@f`&wVM7)cEJ^rs#FE z*LTMsa_|l~?Q!E34ZdI-ffjFgbVu*S4~JgtEW^w2dfl4V_*%hd63^K#7EYdfpQZLx z=cyxI7mOO7%{l|IKNY}#P4=ZKKU zTuH0|$83|oy3>jySfyV(e+^vzci*D>e-pBLYKVhXX(fhuaM~4X`5UCZT5*KU?u?Jf zqTV@931W9vG`nu!z=A;hcx=UF(o!OpWfPi*R)1y8pJp8O%l-KUF)I+$3h~;KvA5P; z>r-~3-Q4<)0^`t0i5DYp!bi_Hj9^((WV|I!z08vO#hOpqSG_;E=i&+1C&rJhQA7<|4NCJ^mZAu3fT4v#*l8s!`)aQ#;A_(dd#R`|2w zUQTGyEfLD=9<;-smC0&MEN z6)u|uKfLo~Ug3uGA{&*URAj)>?ed><59Vk1sH!hhHW`$X*Lgj?HvIP4%PYH^e@%Wf z9N)z{s>25jA5BROYMt_#c$s`)f0U@>SZa4DHMOVZ1iG?@-6e7t8wLxqK65ekI;m9f z5A?_SiwblcS}jcb7^de-YTDeFl8Fq$jteQox$qvb2z=%8vhV(`c#jWs$Q49wciBp6 zf(ToBWg`cURdv7m>v*W1z=jHNSwE=X)X7+4jP$fh_wES}kQU9q_vY14*09L?Lh6^C zG-KYGzb2~XRAzcZFyvi~EMH4=HLO3*+|4{WHrShEO%1Utw`@*i^}czlzWxK6`-O6t zviC=5Mzl)jKTD|OT0!Q%J)F8iSFG(=kW0=;Hn^n zi%TCp6v`e+3&-C&VBS4-{rqjE6*JTyCt=PCD1fuEj5W3lM^KxNFUY2vEpp4*S5s zi$iGcr`E`-M0}}QvL8;Nkfv{qx%IA(&Kncn$py>QRz()5;_y_Eo`dW~#o=F+Vq=!^ z60hz!S$!+lqHfO=n)ffwfSo6L2v)v{_U3l*721o8v!bQ3Or`R3o|%0)6>NGsp(s1i z1gU_EcchzVawHYcqKzHsQpp(*WiLClgm2iB5B>(xZu+Ps-d5c#9xqiL>E{QXR0X&f z0HPqE&-GcX++D=yurS-bYe3P8FuBvHaXpg!R+lWs6vMlI-6i2>JgEcdFlu`#F!Y$( z5w@63J=?)0vNQO}v_V4BFF)Cl`?4h4Z_swYoL^xFzUFalJyY!|8GhgJO4W^IX|3e9 zB0^6k>Wsc!%KsE|oU`a|e%bHH0J`vS!fW%c=lwBrLD$@nmFbK~D`-WzRO7o{U99RZ z)khHzxWuf4%qp7MQf$YXC{F0w5v#AXX9;S|Tc50@+j!AUSOa1f!RPQan@~oquH~EA z>MwZ2NT9q59eVFkrR>W(S8b@%t>6zPZ=Bi$dILV@wN{i_x2s(Kt^lAg;AD4be zn;hjekwV!vf%>B-fnxJR&&Gc6w6q8@@FMF&b}D&{`siby$%pRo#;s=KxR$eNTNUmw z#!^L=Ivje@8Epuet8=m>)WQ+jblf4mZd0i`YWaB94i**m`20|n zD|tr-p24@-oP>00p_`|#SaeP)0oC5hm5sN~DrQ}H(Co`>&$v59fS{Hz#0DGY0hF?B zWdOeBl^RCD8*mng75EJz1!^t37ypso{9pY~@9b)z4bBfc@tHiD@3l&}XVt{=Zam5$ zzYmAy)czC<(ID>?j-kk4Y+-G#Lcpu4@vfmb9Q?rEnJa2NQQp@x#qOPb4i8kUY`>Q2L1k1P3fCU^m<zpLbFK|>4`AExBFgw|A#ZYN#&WR%??`=Z5;7`;=3 zHE}fQMlI=FHSJk~db55T#=>htZ6*taOAb4;bF$t2v9?}inO@^ zv4PX^{LfL*sW_Sk{IU5$#h`Pa9)n0ebIkml`b(nz=QjHTsb=J% zx&{0OX-}XW8^u|OYF%=J<&${@4l*7B5h6He1CAfW`Tc?>H?-9Jvm^^k$H?hl(H9cw zNkBKq=3usfF5x%G7`8~CeVnXzmh^1+tvh^&gs?QhndlfxF+;B9So+g=Ki{?~MS7IN zM~$CD+;cD}C-eoQ$YtL4zENmA))rT3Yk{@%f{|;x`#P7HvhjP5Ez|VUs=OSzr$^PM z)#F4?EzJsJvNMWkRl0XN1jMGNf5oPPO23589)fpXN>@+E*|}?pjd^D4d5@c-wNXGx zhJRO`r#8~ntYUOjq2=M#XqVOgfpGb>JiZ*A%VXXPXjJ=47lbQ*s(qf{@mi%ayas{|Mm#9o8KbV9|1$~n`l(T{!t)@ za&^7Ywkyl%jI-CK;e?YYZtZg&u*r8d%J}M2^grZ26yiSQS%JD@!*QNiShxptt#738 z$YDLfK80}jNOQMf@|Qrfc+2w2eHPV^+{tPmj8aV1gE?~kei>_-shu!1pwqUA^v=f^ z0}dZCOzF-Qr37sS6aG{w@!VOhRa4Q{M0?pm-|KjecbJl1HVELE^Cp$hTs>Y>?6N0wy58Az({I%(=f}GRTut~Srs61(10t+{z{_Ms_b582!puagOsVz4uapzIY zQsG2j(YcD)V!K1<*puEjW=1BD4tzzu<vaK}?8M{p zN^awUV9wKtZwwJFh+r0Z@usP&qm*2}4kJ?4&-;0L`5=P6&z;7AmXqu|+1Z`&0a z+a16x7o_4?d}lSQAprxe1_W2WS*-6(R9-xvbipYf)1De z#bG$^+mQ`bvIie&-wP0_Cx+$_?J1CQffe<|8ouR<1&%om9`$|&_34Wy+QsGXH0abV z{L*Ih`Z4B3i<_0`*X<^8nM>aA2{Cx7|1Tab%rw|2;|Wdw1!Z&7`3-Wu5B#$Vr9zCq z`WfO>pU?+$XdTT9tQj^%-MFNk3$?c zn@N}2ag<`wJfEK=#UOTW_e%e&TtZzv_T1t4v9u$zw_KP?m0VI0`ia~qFTT&M=#fq4 zl|@qZZ(>z-Uxd4V-J?~SQeyIsk2nr?j|Nd^Cnq^Qt)L2a0ja&y|{|eDjD)) z8%VqOn8Sl?&+$9p#E0o@;hNaW9o_!P?982I#(yn8&g?FWKx6vhuAx!AL}1D&x_xxj zozpRrcQGZ0`Xf;EI|CwDJ3a$PF5Uaqu>d#h`VG2fqEkV%e3tqYSyQu1x$kq1CvJE7 z=!$=Yfjp#Eg)@GjS>5JHdOV>UCG>?{L%aeyw7k%j;JhdpAecY@&|A{JrxV|AQO{^x zICeVy>4^&|Co+9K*qEDC{Zzvmv#NgX=Y^IFEm>Id`mqjL9p}a`$xVs_JFcu?OV-(n zrM8|Y2B@pucAiW-gB=?=>*-xwVpUKGVhVDaX zb#@L2aVgN{c%3?UY?<>?GDchSVybn1qG@5jEmuD2x-5fFO!3#uI@P3o2o1`9fraSb zddmDxn?DlET28xD@gk*N(7Ji&g6=e;9PX~Zo?+iI;=b18z^lRitUYP9j%?;E?i(=n zI)itg*cCq(bB!QIB|1r4t_cZ4JoBxO1IL8D!u+hSMbtC;n-S{$X%9zdb zAp-e>E3aNQs?OzIsQMysn@dgS4_dFe>v9H+!3?U0y@(1q9rc!(a5@EFGa#Q4RjK&k z%7aKwyWlJCz-M&58uzYbw(iTX(q|)zxBIa`G8pRXzbq=yhV+1&SeaxD`T3-B*p0Ag z6vOvf}5oWr;w-cqru-&^oRnMsXypzcPXq6OK6IP~XM# zfuYb(uv4A9A3=bhXHE-HoD2apD8Ce2E{`Js&BdfRB^s)uqjOc`_Hd>1wzS&k2=kL# zVeJRj>9SXu`w`Y zYK&{kai`}{sO@*X#o+hIQ{q?dov@qKg^E4Pm51cO469H!0GL5L2lstSJ$)m@;E`M40cieS%v+hK4N~R<{Aix2farl2 z?DxNkBy3Zvt^~Agw*r5I0!)DN!(EQEaO9R}C;5sD01-ESS&1APzJ%)vEw2pL_nwoJ zug_Nw)?o7oP}K7D!A#@+j7ity>3UZv`#PwTz_IM9-A_uT7td(!_(8Z#O(ep zv>D&vKmuRI3k-|OwKsV;X0O-JYVZaJz5W-p`( zWcPbfmqJOQc~AqM(YlH>?k?ns^9hkQq~KUJ%anPIk0*S>SEIi-P$AqYlMCkh?~61v zXkXIs);fwVs*6)M*BG3OnH&MfcKq1OtG_~JM6wP0Q3{CdC>CG~jHu&ywKE{-N-iSJ zl5128-Iz3(I*MhmyLL||RuRql-ZZah|~ERxMR#kB{9;A{)2!!gf#?E z651S{5`j&!^77B4?L2aiIs5Dpk3X}5fA~=&< zZO6nd0YqR?pvkTZgwkOpkMFa=`LE_w)92d0yWQWHCdi&eptd~u!$blobuk67Edzqa z2v;nGyuTC^KDsXqLOTszmuycjD=!ggBO7RMH&)2nqC3(l!((zAT1K`6qE;NlMGI;x9rNuN89n9{TI`?} zO(9zkK^!e_R(LZ^Bz_#4oDS3UVlkqc3!RcZpB5VInX=p{Ef_YjKvA-3LI`;D|0;UD-l);9_N?{A-@&MbnbZLkV zN``%el<4?q_p+14Y_h;Ya@tr^RJ82*s5h%}t?_V}?A6~O%bDCV&gz0O&3mNxg*;N& z*-lFGo18sOkW;JUqCd8mYj(GRCrhm6PLaibu~mi~yYU@-=`(E$OD@T?Aa=twMh+CxD#kRgeN;3{bK(6!Cdeucy#q z5{*d4+;JT9skEk3uO>}+&~*vr-5SZRVQGa#Ug0*&G}JsP8og`MuhO^!O4c($j)-S@ z+bxdGi$0dWwDlrU#=f$tSA>^Iw5~X2%Qbn_jk*rDbQV|p2Nbvzt3(g=C&VLsfE^|O zZ0CAyD$`+-c}KvIyWm*YJWfvdDL=w4-{^gsk*VqceV%+kDa4H^=)Hn>3FU|?JW_?H zJLhib(bN1whA_~zw0>gp%7{B3d~4V%=Mw5)d^9kPatENi{xh5XPyFuYjlYIu&Vc0A z&fZM^V@T#--VOd^O6Knm$N%{??GBRMn}F!=a92i3-yV4R!C|0k+U6mFTy+*xe(Az_ zrqwGq^I}%A-Vyx`OkMtQJ>6o@?EUL{+C#BIE%kT8LxVW&R9GHFj!i%80X2hlL|O<8jwYc)xIIBWtnOdiLWH zC+E}o>TZmsy;R;UQ~R18Kafz>tu5yq4rh*kMYV2v*n^?~+{~~6^E?gsiZpD7f8$+7 zN&#Ke2h~${pm+`xy^VV4ir!bN3EeHd%$Fi@y@2PL`|>FT(R&BgDi~sd>QSU6E;Mm1)&t5hF#w%aOM=0Dc9kO+;m~)Vgwk>(TibOIU zCYm6sRX<${*J%iDGIG7u*Jk*ZvX#T&&u7kGV{(6N3_~XT{~!(RAG2j=cg_Dm#5wiv z$$9=ii8!<2MB5{M``)E`T!4kUFW(AFY)_;_uebXu; zzKI^^2#~*vs;0itqsU-R)HL6frWIu-c*o1E#x2sxVK}4Q-KT>4r6C6yp&h10Tds_^ zJ9{iY^Ef2$o@Sn8dQr!}BP<}0OW6F!P(vRINY(}q zPIerBgTCzl5sm)C>EQ3<|NlMf*vXDLwEh7D>Wtf^=IW(O<)-hfYOk~!_qSm{x9?J2 zQVeV9{_kACeM*1mPf*zH*G-PF9m->^B|mR}w?p&L=d9Xk%V9=(`pF2s_ng1p8)*q7 z%~?I~55LlPZX2L9#yN8AOKmJ1Z2p5cZwZCz>ojAVpSkHstarQ`{|)L%bvT~;pJ7#V zs6bzQJNY>7gfCyr_K~0*f(Y9HORlCS=pewZ(;Y`+L8h8a_4(1hxWg- zXWPwbMu5=@NR>hhPxB6itlSF+!$T+5wy53TpdW{V)yQV~Ew*y>#)977`QFcJ9tBTS zr*mCCS|1s~TsstW%C#+d88u2SS?@M|pEfpy^w=4PwDG7TKZ8+;ys=iHEhF&cV3I9h zjOuS6#zd{w245WOB8uLQDd9VMcAoun)6{k)yk6|hkS}9_XN6hE_3Bi0^va<3bE~%< z0yI^|so&zv`ZJXX35}EUD$P4onO5SJF0OnAbmhIzCRjSrtySA06OU48hCm&P-QC8I z#z28t0e4GdNU-HbR*ONKk5_;K1B3k82mk_t-f5AC_Gpa%WNp6HRr~+2_tsHS_xs-W zC?Fsp(hX87Qc6m9IU*sQ(hM*l-3-#50s_*hbPkPlcXxvzF@rh`dELKj@B6HE^tzwD z_j;c5oORB<&L1Od)(pef?|kEv@0Z#>MU|noQW>s%9!JdrWcF;A$|``3b7|;iItDv| zr}!*l@V+b&3!I_OU@@k~DnFKZ-dKw4%Y;Ln5Y}kAE%a?uYJI>i!{h7fUDkvS^HiT< z(U&hncP}Ne*I>V`6p3F=8coD#dhX2(d;UQR!{WtE+b3Et55$#ox8CB)qW6TCgBgUI z+DC?iBYiJDy90}qi!3w*pfQc`b^|}8r+k!)_T6tds%K8jTBgO9JUOG>E(pptm7fgU zxAfqsm<9R#q&K~atM3cL_(AyV6e!cv&CK61CbQ`#ij&oI!}-%3xVjqm;k|qbA-|zU zk5)HY^_Y} zIXT~iJkNfo{U(A>mFRX1=@b8FOQg4eKF5FTPyAa=^)JrO|LNlSyWH2WJMZ`T{JU-# zb6VdufiV2~VygZ8?r&G=|E}}??>VNOv^(!Ux0P(l857$$e)#!(Ce^HRIP{P_x)H8- z9|x0rkkmwhYCwz)fhuiS`P&w-6cYhrYW|vgegcTzk}bl!SCZo{+>Z~`ZITlgS&q#j zl#V!Ez6C`u-+5fkXM%SG&8Z2DVo392^1(wVZb7YdkqwBMc2r?a@tQFtSzFspP<4Mw zJR^60>AKY-y1sW3A`j@~TE(1#G)=9Rmn6j(ff~9F5V}MQ6CvSV8$&_MZtB$khe$R%*~5~`c)3>dGwW-W6{b8|8P~zBb8_7F&f@l#9$6np%?PS zTYW&Q@wY9Qzbhf3hab(*SN(3m3(dCDH%Z5Q-wcJvWGCgWknd&4@&}v?RUr0R&GP!| zUulLqLB3gkS%HOF|JxqL|46v9znpb-yCPGZ8O@6d0JN3d9|itwZsmQ^FvFqCwcZx; zoN-*PmS}mg&ju+(9l8_*XL8D?Bur}A8={8YZzDbMT8n*E#vQ`<2Z&O4BxhgGGTybs z&{X;MP3OTb`%$lO6Ay_uovIhe-qRNeS4f60s8at$G?cY**#M9P?2w_texeztjf}C zxMU5|7Oq9KuJq2ro{)KVBq&FWR5{IKZh@xf1lnk;TWbKJAFAx;X+7B*c#1}YlD!@a zk0O)IbI9EX934`f0Q7dRB6h82FH)Sxqe2cTp12uSD}V_8yyD@Y(gqZP0UL1OcQwV2ke{P%lW+# zlzl5N2l8F|ZCHSdjAHmcdkItrAGf2AJdFWX4Wg@C0@vrxDg{!Y{$gi2Wy%N_FC_*u z$;|j6N4|%0|KuAc|4BjY69xys#6&9`O6--L-2hc1$VG__hDxBG2EK-70Kyo3wtrfX zz}oZcy75|rt@{F2B^?lAx+FaR284^>of%)b{mnf5ukjg#ROqps1v!LwpL%{ua3Vlx z1^8p)k9H47fZs!CzE`T}Ph&R+1%(!=!Yf@0rtO7&eZ>1Y@5-|2zL!6JUTRj1IpasT0H?}{4ln|_iVw& z!4*coGDvB-(5(M43hIWvV~L5ez#%HOVW=gL4xT^b=1%#lNqG)-BD}Rs;Z{RXbLsMa#Ipvel+HDo(^W(b>wu z?JV4z<6e%+B5QpUk-{F;A}{4bD=E^q{=WPU6kS8j%%Ai>pi1Yj;&G%RyLC`H7?D6S9jdXm=fC%jfGN7OsttF8yPA=M+6z zw{Dowfm)#&vC5Th=^CM`8IPLH!4K=E%gP^k^93j22fnHe>41L@h%fP-VsY5hb2#im z*3T-PoTRI?Ow-SzaEiQJ_;_pts`OWeNS@p-d;116RdlbrY`3)|mIufX0LC-LpUN=3 zz-btmp#a=gHW_mvEze9*$W;K!-E26_c{FS2bd5hnW<`{38{arsA~2B{{3x6M)bxr1 zJugn$u}%{$uU`~%p=&g%pH6sqQZ10fzpU05$?%jbcV zXnR9E)oBL`-A2Tu&PZXGyVuxVBLbnapO4}f7Pj@5dScdz1!eIga91Q5EMUKn&KlS_ z+`uriqV@j(VGG9sTFP@>s~l)X-e0IS)SB{& zND0nAa@;jg#51TgU$#hiLkPF`;opc9DgzR6bn>_kg#xImfpX(K6`tPjlv{VUDI7^( z?PxzT<#kb)jRdgut<%YDzMuGqpY?IXMcZHX#}68+E%;5vm7BfIk0J)dZy9iGvT781 zMFMT=%dGg41&IeBzOKH{n&H*H)P^jOct7L>^j&;8Mx~Du^X?<6wa8C5gY8tuKSUz& z6e>e*P~*BPeq5?A<7J%7M{G!lJmom&G~qY_EO+gu22NFyks!aYzkb30rzr%=C@B00 z{KjD<9lYZtE>lxeYp3x|m8U$E`kNAg5+px7 ze%e+Lpl#^%7QyomBZe+t0qXMP0JvSP$gp; z4b9uJ25J-EXYSP7*^V#I%QwGcys;{6Ly-KE9x=c)%-rTR;%2V-(oa1AKqkJ+^<3&PxA)oug;k5zfVbo{bE@&-CA8 z#`jwpZv6Niu4oS=t`Ze~os@rz8UMBu{}TpA$WS?c#b0EIPCL<_cCagh*6A>P-<_>^ zBeko$09|8jFdQCxpveKI{T%3@EvPrsM&#l2(`D_xM-Sf+yosD0Yb}E7&HEM75UG28 zEd;xEjqmEs+!pelca`gII^c|Lm0|R)Qq(qq*-KhqEgadi$Z!CZgoXX@os$oq=t=PK zujaf@>c^xd+7#!w&S+yqXP)UHc@DhfV%j%#Px3QuJsr$q!Izpbsc+IjOq}Xi%FkHR zMp3u$PoM5S&3cO6`pumI4?vkgF0jK|)EAA4K35k6C!K`bmmPDZF3aaq<~M7{)x-r_ z3z?ESNtTsy%OFA;?YQ|2_0Ck`OajD<-{z*|WvlWhG6r1a>Dh?oe#&dn-dCa8ln51n z(u|xf*(A8Tr{pWrT`w#aQ<#=f)sQ*k5*Zl|*Uup!?bK+n&`7cAc>KNHv!Tz3Fxzir zl@Ae9vvCQ=I}s3*QJu=_UMwgL#=LM1i7%9K#ouQsVIJ`=hTK1QV(Qnzi%fzB?R*h$ z{p*UHdsMOP!;L7fy{cwkc<>s&7MbuGG%G(pAM#2iHMx-8E^X&OhACzkA9J zoJxSL>EpVU-s(npA8?;NKkKXwa5%5@__$npTXPmp^d&LnE-JA=z33E8-pgyVwUCF&XB551Yns7z?Af$OEh_L%S;wnV&VciXHr0TmlS8@_tqS8KP6~X7`NR_~T=F?Zr5>J%C$_NMfLdtEk zaIb_QV!NL&q$A(D_uxNUUQQqt!gaVSI{8$Z#)eVk)uCA$oD;Y#8}K)6V+nhq_FAL9 zV>WG?Lwk1IiKqSZ&t*cMi#i%V)V&#GxVO?G<+~|C+f#bb_Mob<+IHWhI{HX?*vp5L z>nM56G|7##oe`~M&3@78V>)szLK7A*^EufnVv`9pFcf^bfbrQ-WPK?;JGqU@%#5SbAUJ0D1M55dguVwD z+a42Oo{wazN|a=X;r5zs&se3vO~SzTYAzQ#8M$e?tB~d;PvC@7v-Mp{5VVD|!_qS* zhWqY*-O+BH@*|z!Pwke;S_=m4Ftr26-he8O`@tvA9k4IXt!^=}pH07vr&;qzr@nov_v4 zpqVhY`!)>pmhqHEm$+99h(Y0hfSMob5EKz4Jl}0|n7g6!@a|4a$}A}HXzonmQGl^t ze@*i!peSFQ%_{AU(McdCpUSP5bT`H4*1XelA+a#mm9XX!aHffVx3ToSd|$gsRo7lE zxO!EgSk^L1G$#B3byO%3hoiYqRWabC9^vMq8KHZ=IihS73&(9;0!Z^V!#RcqyXyr{ z2F5Pu$sz%UJ6gM&BV{d5xj5~aYBQOVy*C>^kkGzr80=psE`B=__zq}df!z{4Au_N@ zbLi&AVJ*)S$h9|V@;EjNpp&Ngx^{>doRqH?T-qKTdvae>M;bh~C(f`?)2ULjVr;W2 zFsErIyuljxp!htg>LPp&d@pce zDGXM(SN+B3TgJsnA!p=T?icQ%Wku7Gc#jJMW(6A`3qB3jm5K`%5^;Vv@U044mX*4RG)!S^ua7n5w$KnTJsR+@#il!3b{Tc^@tyC-yvDVq5|;xgbq>S z5s5`&!P@4U=3t7^Or>F|G8`Ar51U#N+(%uTRrNMn5>D}dAkGuEZh8!Ty%?1;Y`&~Tb`#(@~00K^LK;!j;tK=^|Rl1Pl(^$$8o0V{c0K4jjWV6 zMX-P_HtgE) znk7GB2hT6Bv<87#Q+ZYu&az*LLsDAIcIkQyCVa#YL*3-ntNX&_iK6#cR&;s){6YiA zs#A~l)S8~fCG>ua?_hoqKjOohcQcZP9cuR@%*8mInpRtnZ=8=J(YWP1B@`eazrs9VjHN4~Z8v(5Mm3wt%;3;hQ$N8T@VbB(jJjnU0iSc_ zhi@etY{>I;XYQ5_xgy9p<@=NzH_SXgiSFAH_gRmy>vh6OZq?q$e_P$Z&`b30tK6G! z+TxhV%+xJHf&=k~Q-@_g#k3|hGVIrfSjcAy8wJHFDZ+A?qXL8@kcKiSA2hdT&Vuz* zkKNu;JO@I34>xUi=A;m72p(P}`9~hb0?U+9UAjhW%SjwNf5L*75}25{F0VUtsW?YA zl_EK#?ea06+J`(<#OfP5(Qu6%^G~~TrwZ`#%Sxy?Oy~C@Edm8kWNhDqDs}VYrJvEf za{g!@ON@x^Fb-IyNOG`5x~2RZTC%5`IF+TUrL_&W&2uk(2y&uZdD?tCCz3azFKz;6 zWgOx~Us8CWwMJrBV8}ECuBnZ%s&~Nvr^`0TyHMQbsQIeO#zy@tdd2W#kOk->x0gGh zDY`|Q9Fj+syDa~u)uFGJYMa}g61 zMEVBOaUD?6gbsHeDf|K27snH#)lb4fY@@H1LRt9gI$ z(2rBRw|amkM*|W_JlL=-DMr0?MdDGq7sG(pWTV33CPzGSGmR9O({T&jt%eV3@^}ju*<7=Fb7Y&WVKPQRbHkq#9D&3%~7D@h-?P4 z|8RsO^PU6#6((A0W1sK21#&mT*J7hj$<8FTRJQyGX7cHkz2&mr+o^pdjuhUu{EMqg z)dB({r(8Z%jzoZ$zvw5~oaP=bH`zi3`TZ7^S%pk3ql#<6lL=Y&(RlQH#2}638DBVj=TR_OWLz2Vg-!6o7wg|{4fElX|5laie-A= zjYoGQ6s*UnmC-uPCQ~5Nkj9 zdSu$3$_bB|r<%-M3q&7UaWmbH;eyquh2#(p?)iusSB4hlEe{jS%(Q-ZLu!&NWS{%} zZi1%aD_nDe{Z&eI^m;7SfmdPlhOZHU^qIT`MP*+DpVW3Tt4Ras>!j2ZZ0UYI0fQZ7 z503Vl*p6_%dA@Eq5|e4}hyZhfbyJx%MbOI?8L!`e`OUFFuiE?#)Fgm%&JZ!Rq0nU< zO#ficM|ne$KMU>=ZU)|Ks&7hn>JjVdbVj`$?l{grU#>~|!XX_6^2Lw?u#QqDe}F_Q z+7Y(_*_CKD;7Y{`y*m9fk%w1t!!JqWq6L5*$r-*60$DQWNi2yN$+Gb=xr}MFy*?3_1CYW>WL^VA8WA&GlYepQUmBjQFbkWp&AL5t57_``G_! zbm@OnA}Qy5W;E)hx{!{xX zQ-=h95vPxpPuH4dijla_;RGq8R^nM^86$Ok`i$AXT1oU-jvaP_tlSV!AhJC0lK(4W ze@@k7s3#58>g{}Yfn%?WVw1Ewn(rsr*})ASKNxr^KrFk|<=ntae6(O=j3LTg!hm<( zZiIaKZGE>2N~@e}Gzx96F|SQqvQ>6q4oFy#J?sb^_+A?IwZ|G`u7%-J@#+aOsUUhM z<7ZFAL5hGtGCRx;(Q;}--sC%t4U$MMyDoy_K-}(RbaEZ_8-X1bRn}KfIkqN6-_~sP zN5uDD$L!)kw&9oj)r-%eo8ms(tw9~NL|liA92yLmktitI6TgXLpv2=t{X5s9Rb7hl z3f9xz$wU>f0L@W4B;2K0a}Ww4yW4N5`);ZUjk|6esjsh7=RmB_nHlep!x$;uDssrF zK4TUl=k2aUA)vK0GhLc~x53<99(1-3Fya`(%aV;r78#oZz+q<`*;o;5yDo9>yI*r? z)ieg9hQdA`p1%^{YUA<|u13^VM05Qt&Y9%qvZ@KOicn)VSfmQ>mM6}18gM{)Mh*7k zOS9nx<8=D~tv4gLMM?|>`g$@MYY{DXHa+=1_y`u~C$22(8|$SSY2M~w5gd-llo!Yi zT?H*o*ks)@3GJ8_zmHIfYLUw6DKc6$T5Lv}-e|&o!Iv^eg_K9LhRezkm!Qloh0A6^W^v4)lp!696jtkVZPWm3* zs6@3%wg?yXJ2LMf?QZa!ruf0F(o1TI$}pA%*#s~_X1dp^!lM1UZOW;uqFcw^)~@#{ z<}b;>-wc;MRC?W)1Okw-%gxu?p5gGQrJ7^09<*$C)>STRbN*i?! zLGAc;BfM%rBU?MwGFLk)X>QwFS+c&4Zdm|z%DQ+RImpmZ7xH|SG(so-8BO7CKXw^# znUb1JTxs19Px*+HefzH4W9Im28RDova4!Q8fr^)&EQJ#(vt3X1?>o?r#+UD^HDZ`} zfKef6b+F+ToYouX!6-bh+2YNg01yO%qL)ww^i5; z&lMLUq{ulBo!;%{b-2bo6pQ^19T0f&~_-> z`i6c^RE|T7T)5yW&EP(fiAC`cht?^Wt{b7kEEHh*Op3Ppb8mMxD;ZjX=t=~wyIDcP zKyrZaNLs1WSN2#a2+6O{T12VJLC8*0PzLAi7U6H0-IL7*7Ftru)=1E>FPUse40O!N z4Y9Y*LZ={>O~dhh-MY)(@K0?35I@)70@TsFD@rE#=uI=|mZ*#mNnpjTSpL z!2$_gqr6d-o%#jc35r4GEa6&{TW8^oxFK@*x|H`|nt$GM5bbA+ZH=fDU)lXw6xg$f z=vA~!0>$GXPe&yyQ77SJq9&*v^>;DwdTb}bD_rQxmD%lDCq4ZSP*+v~FQ19kF4ic_ zMY`nUlrxNvgMtqiu#?C~Klq5EEufAj#gOEi2lcI!6gB9;{fIfo`XjGM#P5p+x1F{5O zR=_d!dp7BJw9;=fK>uF!=U-%nY#2uy*II?#+(lP((38&`Y3*Mb`aNiPzrxy%a*fZ# zd+pXg*sIFLm7^Y6d&r}dQN?fm4OVy3F@o_TR=2HTT6~1HHG15luCr7xs3}M_#oa=7 z2$F(<|0S_X+qpl&_fhvMCc+A6@^TQ>UWXm&{-k>j5#%w%)1@kvX$iQm+}AJIKa$ij zFzP|M*}frpMSb5`pS$Z#{J|^wuPpJ5aj~`0jrx_EIL!^}5z^H!4y4rOK#s{0^@PEe zbM`J7GLq9r@%(s4Toa}W4Xv$B_3a^@+z(fn7j{Nix^^K+@gaAUhGGjv$u_S^`fi9P zMWGvwEGgjG!;Q8&h}koxotHWOF7}!sZ>7GYWv`@aqzw<3ZB)`)6ACO9Bp2JsLDZ zo+4I{Fg|^GG_F0q`UugJ66wnP8PF%2lRct)@33P487$}fmgs4tLsOGT*72QU!ati( z0I_%Ex&hS&XKBn{J*(Kqg<89^wL8G4{pAKU$f1r-w%WAVIivb9yj=yG`6O5y`@)YFdIjA)$sg9B1-7!afmVRo8aA_ zz{d5U9gwP&cz@WeDz6cw<+;S_ll}Fe6*~|HQMrRIF+$7*Rd8_sfV%fEeO*{E4ATj; zbBLkLFNi_^IA3#OXEM=T&>a`Nw^jq|dIBJ|h#>jm;Kk2?mKA-O0va7e9%wlp*#zSo^JV!2fGiBs7U0i{g*;vx&~{t^X#U@L*h@xf>U>ehmIyJh=( z&f6+Q1aSky`j#YIs(lL`p1ro|w{Y5s6p-Y%huOd|JDg20y(~W?mk-qE4Gj61*gcqP zlP^|J_w}U9SjeYzUQ`6*4{A>65NWjtU26HTA~h}y%j3mEM^$cUa@_)~E4GIU-z# z3L3%gT_YOoHtt9pVLB>8%lX_9VZC#cv?R_YBuG)cY6xuhlZI6 zE^@XoY&tS#ilkE2i74=l-0rR%V6)xYt!1JdmOGex)R;C(2y~k<9etd*>fUTi6#F!62V207S9b02eGN9fgxN-_dfT(M?yY|Hp zTg;GhL+}y3Z4tQ=sT1#~XUv8+_uf;QP zU43+VGXR0--PtX0a7wh-SH2F^lJeUmqFIA!t4My_h;+{S)Ie>WfANY z3P@OJKLSEF|4`f?xTXIakBOqfqs4;+j4X;EC|Z&$hnrA^4xd(YL2Ku6*Xocp!z)uC z&0_L~Tf8ro4vg+01sZdgJaoD2M1_intcq>mf;C;Xq>hlqS2=A;j8%;>Ga3AkG;JFn z)c*leU_GYrBbnGpzx43vlAUc~_WcC8C^(7tgs|&~LP?u^^BqV(pPA@8eLqd6(Q$5m z;GDv6_lACDq0h`2F{PT!B1msy+x(hy(g>%g+uaEW#+;`(zG8|3(;hKBm&MP2`~_QK zQzG1tr5c&^2PmY4H+#WGD~+H&)w9fS&8F*>$L92IDyd%Y>}elw4=o|HXN`W&U~ZLZ z&-2(je$##=NDjt2DA%QuXLOJoXKbw$jPtrM-jUYrBy71^pysxGf&xubh;K>Vj7Y0< zmlt+8|2Jb2TNvR_ys}plZ)7tHstosS*)p+GwXRscVRjGQ9i)|GWZ*Lr)Oj6t1G+hW0uL0(v;*h&&ea!c=KjA0;r`=!?0cIV(^)rayAV;&vlL{ z*1DnTH-*{F8QMkTj=Wk_J+~v?!JNRvs)7mqaPu;Me#!G&Zlvqa9IFeE3_T3Q3+S|O zl8CWTPKVcW6F*km^?YAz8ghZX4PV(7$3J+DiB#gVwGbKD9l?|gQe#{mp>b8gLaXQ_ zagkbOh+Wh-4W5p-RtfsV;uCg6rVXbzYdhCD#C%c8@Zr;Gg=VWEZ6B$PR*W9Kp7Qoh z!qAK0o$Fi{C0?*;o4MM+ZXfL+e8Vb62<8#~*hS&|{heL^XH3`mel#spa*t3^ca!0Q zsL3JAA-bdJTERsAk;btRB7NM>eFV@NKA8@u!+;4C6p1`p+0P-k#sx)8W5JrnVke}h(%JjwpuT}u3<(1(*sKpO?l8E>^B0# zt-s&^VZWVazc#)6yB?Q+kx%fw2o-vrzlY}B0*FdpKxSM(|;+B)Z40yUCQfda*MktOMd4L+t$}LSWzIDel^>CX>0PvBIR_dxx3G+X?NaEoXU0qCTr@fO%EvQAn)-AbreD*`_?GNGd$& zH*oo-L*xDeHij6MmI|&;A4NPv(3N=AIh4HT3B{1(1Bh3=2@RcvN2`AeNbdGti@+d&+rR;@;5p3Y0zT73c< z*~wDQ_X(AY%Y4rQyy8AtV@tdk|6M~Lw3J)*4>a_%37XhR{)r6#f02*a5*L6C0D#5o zNb0_u_#vY*B*_*<*cIMZI3K&=T{>+gWf6t=JqiY^G@2D#wG?Hz7Cx;KiSmy9Vs>w) z*-n^-I5RTS*XN2JIi5B;VkS;Kb5_05KTL7xwCxX_CdQVE&r&m1`6f;^eI@0_{WBKd z8ZLM@zLy26w@p{snEdQ?KDLpOqb<6B*I(Qeads454l`Z0$>ch(vSB-+Db8w34e0d4h z_q_U$S-}*zz#j3formkr$pZ-9&gz3?uc0e30N6UU>A{(Gss5EiiCKCNhojz}z=6J( z*$LVihi8=&xX~?8ZeE9Q3&yMKS|N|sYErjn#WGTti@V-pV@&^q8DNd^B^@bt(nbgM&1bmC%;R%4)KI=$^1i3cA+C!t?-oRg(7YRsi~^@VqKFz< zbI%tv=Yy#%ScXUxt^J#BlIZ~F>FIpOAY@1)NXiPRX_;+)BKk4jO2z-J%(6l9r9a0du$BkIxPVGIjzh``A z<5uNJpB#Cq>7imU{?pfxu$4kBkPY^!sRdy;%Q%)>T7 z<}`(ZA(9I7N)Fl)0oHJB;cw?DyJtqz+{Eg%gCKCEE)l6vzsB7=q-J-sT?LKtkGSEH zCs}Tu_`y#E&6)WJYwY zTXK^?LcDB_8mzAT9_UN}GplZ8c7OunZN984>M=kKfz-DK5Y@v0MD=VX{s28t z{hI;%KkxXDosTSZbB|YOfT-A3JITIU7w1f7l_?PySsL%2KBP)Ox?1q=b`;U5c+#d` z?2)fy(Go=OXe`JAKFQ_6yD1VkXUo5b^6gD${aKVqtEe%=Eb~M$>TN{M8EqVp&&?N% zIIg%-#%vOZcdE9Dr`k+ceV^@UX64Uoy3~8SUQwMgJ_dtMh|kwlGu#4^6-o!4Fbm`V z7EjIMK>T^{)wy&Zb2f&5X;%*4txZ3M>te1J74C)FSS(}D60!2k-rapD$))t^>GA0E z&Jp5QOs_3CsudA=pULRe;;Ok>+UsTYc2J3h9^fvyotd0*2c{I&rf0JC7a7N)P^YMg zZlvcpffMU3Rwp{z{^A_WEae4=-fSwSR+D?MkBBWnLzEmXMFq7y)3VuONfD@7P+-|* zpzpQr8X{b2Zvg1O#E}RV-B*8}sZ#567#FNF4M*9($juGL4!#Te`WT}VfT8RzsZIW% z+D07CC4Pg=qf}`;H{R_`|74vU3aRsC@wRonnTg7eW!{5eZsdAG4kYUFA8Aw}jx#n; z@M-&sjmZMf9l`th2e@y;-ETd6!i*VI!%U^6t|$1^6WY`k8!0{W0FYUyCqhiSi)-BX z9Pk)=lw>oAc(_qyW%u&)METpG+fU`RVfcnh#av~N0 z4DCq4PyN{G9z|Q^?YSQC?&FK(;KHv)_ojc0h<^jO)HP&j&zQE?!5blm+YuYm#P-yb z_m^H&aJJ-Z%dzGTRbH2fitp+}jTHs7)%03d=TDA~-?&Q5kK9$@xnIE%UMBM%<4OM) z2d(I}rNXHzDaR723YCpm!hugq^5Y#|XQ%wbY7!jbY*X;hiPN`lmG&S?_X+B%Jsx$I z5PUpwcA#uzWXv>f=Pzf{*ziwHd};FFut?u?+F(EsyXG zV6rp$vwSbxqO%d_aeIQ z;THc;Ch4Z9YnUnjQHBkU@pU?{V?Q^aJ>K&y*L%LPtf&9*NeQW1Z&-t@+}+QhY{Hl2 zD!){!Tv`E&okV{scFw|XB=dfG?cY_g%=~MDJ>RWRap(@D!WSc6L|trG2G`9WAf<^J zAE_QOmSXgni&!f@ z;$~kb;hwI?*LItVXcBbDQn#Qm!J)9Mu;z62zN&5@lyk-(X?kAqWNCSnx$$PC(l=fu zh$GnC-0eF|!SDZ>uar#~E=qH$c4dGRsL1aS4B*U}N>`gYbY%}j1t%q{&X)5Pq%FK2 z4YiStUy(S;Hw-#*)6%BSWJOmYF{IJ0n>2=Co!KJ_h3OeS8190Hhw;441vSLhmGehR z$*l$jK_fd$#UdsW;y#q8;rS)QKeIxwP7!NIB}jJN8O|T+v3C~wT<}g-w?a~U2T@{b(z6X(Y~OtYr#rXyg`~v8$H);B#a&_zZnzfMDB){*`#5I{fH$xD0&q$_o_Nm$pwA#k{mTgHuAAk zah3v8vADWQ5*(*PYlw{sLw{X;07x0wuAj9wP5ne)iQR*j-)uKs7j7;auChk4F`VQE z+rJ(PA$`0g`9$mW*`t59aA@0W36HRyoj0IfzD#sarnFv3PMsK81m1ipM#7Jt!&y*=z zyit4*Mbwc^D2&EMDyXAJ5XWnq{JRM*wqjblu)`rwJkQ<9+f3gd;@_EtB&cWOQ=;g9 z9+3@0P>Y3$W)21Wdh)4ORuEzt2L}hI2^oB~=+9x1He{NTUqB%27mdGfAE2(uH?JG^ zeaiyq-miw8axz#0pa}E=Y~3#FD)Micj$cRrmkrqKV+Z6}c(>Lr$@ycinUkAOB4EVg zOdb+_r@Cm*+H)7j!ml>7b5%ldhBg=ZO`d7wu@ELK^E3-f_MIO8`;Bp)D!raRzXPo% z(zYV}QD|H3)ggE0r^Z!73Af;?igb76edTe?5|p_a|I$}}=fmsm}*la`yOr#G9VZkQ|+ z)mWyOW^=Xeiw;KZi9Pk&!P5$EBxIlkda`;aY3r zs}KDkK|5W5`|BtW4k6SBIQb!LBNIINuSp?9#+QO`wXMf1vGLWEF7wFSt6eKD$V7#J z83nRZg9o5<{ced`hZu3{5v-A!pf=u#3i|?h$R;M9D^^Tk^_*IBnuy0>DmN>kqg}~q zf7I>A7%4_KK<_M>9l)equRu#5me)nHi`07;bFm8BrJyRs(C`@br&_iG?}#P4eG3){ zmzmm%ZU$!CziJ@%Ztk@I0b(!y?J36Y5gw{^=4Tdx?ZwJy@V!*dbe-sD_E8&_k?I+R z`r+C`#GY?rfsZJb^QBfc{TrU22-or~-@TH-k#!UGJ61-&NsMr2pZ}q!T zEI0v2cgrf!GRr#rvhixI_Tjk3B z)SPL(9gYv2xeKk6A@!F4RerLXrziO-_eazpAVZk>H{%~qJe&a;3}c}9cl!6|w@zp4 zE?!y$)#}Ql8!NjfkRzW9X#e#qce9UKV6HT@X`1p{2lb? zKJ?L?=&cO`c`&Z%l6Ld^m*a|W-Q|s6veG=cCx1`!2O0c2u?#j2NP%7vz;3ivv4<~C zj_fZSx`$%#?W45Z{V1dMw{1ebNCP&ZEMrdRz8%D~H@m9%PyF?GagB-djevIOO}8SX znfi?DvJR;k%{!@ztn#aSmyZBl=bYDFS!im2 zH&tGu73Y!Lk$UJOlA~XP|1459370;oJd;vXwR9R%$at$twtN?GM zzb3r^%~?zyL63p#P0M6qGrUR{C_EX%pPi(7nqOV1nv=r)^Ugc>t!JOnaa{%bQG2hW z25Hn&rQ7E@L3ia6?P=UT#uc$dy}2VM@jKlJJBzx0P9@~rV zV@|HFu72T~fo>;r*YsiKj?_Jh6M6ahAr59m2ltUOQpI@2Wre9rrfytr1Rm;eyxUlx z2CK$vZpCuQj^hhMKRs|~)!hi=(5hhK%MuDbTKg4uCcXejv||G8F8o=55b|S;Z3Y6r zi8V5AP8T|{7JjnPykfa*ePygg0|jrp#aPsff#Ov@RRs{-y**XaRJQAjFRLOCFi8%Z zQEe z0gtA-dkTq_ADfbz^0vM{Jo)uc@6{0!9#Gd;S!~j2cid35%(#rpCH?GK0z2E`u3Uc7 zf5pupdX*1&9lU4>R5-e#ydw`1*prPvcb*NsGq^PdZtoCK^>ZcuUgp}ajZY& z5+*I$@M7oE?u;SDa`y?bH=fc3bsMq=Fmu&w#;*5lXezgdsQBvC-_5)T2mtku2_Y>v&$-;IG0nLRfN{w7MY`{H6yXiKCm`5t9=L69XhOw>~k|s z8%f~vPZKHOzs@2|d?NQuKA!Amse!%LS_dQKasKs0&h1Q{2upGgN}lO zsu%Tw&lVTE_*9qVIn6Rp$CZTMEglFxJlz(_cRkHWUfM}zJQQUFBE1PyJ$}@Pir9Op z{AF_}|2cj|MsE`i&*ui13YrxSiw76idD76C*+rEx4GZZo&Vk8Q9WWlLLY#d+9xF-C`2;SIaD}Q)SZEjE}RhH zAF)3T?EoM)uzdgu-3Se({7I^oj{2_uC}e za=J&{pMSxnS>HP}ZU2PtQ~A-Mmaf3La~FSY$V)bkQqsp3L)TLOuQ)%F4BTjiEqJdA zMX54&Fwkmkk=ffTk{&B8#RrGOEAi^|Jy|0Uksa1GP^ImAQ%}MJZm}c4m#=+Z&;2wM zRID67av^etZY*6kmO~4(4g-!)r1ZbC5HN}33ug>yd6?pnmGnnH8a26e|DC53TZR61 z6L6t&bGHas=NF)J>@MS4_a5+&A-0MGft+*k0g*NNl$2Wv(dv>w-gQE?jbJn>(HG8@ zlU+@n_@@X4C3XDP*Qj)K9(On(b$Lf7yC8b{B8b{zWTdsZhGTqr7qX>0;7~J$>4bSb zR6IoV);xT|Z}L}~&R-}${^H(9_gEj}f-7kxCTFQF`5Cp?%||}MyO2eT)?p*YDVBP8 z!mee4BDGI?I2R+pWr>E$;vCV~F9`A$`Aw~|>EuxthTA&9*?1OK=X<<3?N1a?yqx*A z9Nt&+AvrG9mkZ7J(=B7TKezoO%1<_7jH|>V-d1#7eP}7HQ=+gF?nV5+m^;s?rrLE~ zM+H&oz4w50q$|Bh2LTHZLQ#4PNC)XCy@Lb+0g)!XrO**+(xpr2MUWC8pb=@F`R%>W z7)#eV-&*I#*<=4;3~^*k-Xt?K^LgIqzAhJ7=}#G3bKT%#eLvV^2f=3kw|NU^z1O-c z2(M@GTtpw+;D~yG;Ly!jdH&TzfyEIZA;}6a^mFDp6&}V8${$prv(gbxSeSemT;RuL z`LqOs&_A?KkZkv;R?WiTic_vl<@!^fp-i-u!(F@L$&g7ir=V_QW37*ZHv!ne^$sjDaOLL)Vq6~yknjS6^hc6! z^ovx$N`*G{lQ=!!&mj*EIUD<(D02uhsMy>8{L_EX(t)${SaWqh3A5Q_KPC=eExbbVJ}iKzw+i;nU@V9vNuUFjSx&g@D z-{95%ni2R{3zz=-->{B9rUWcPdlqa~72|QFduM``3lLN3%mV0nf-;&yZ{}Gg>PJKM zSxhmqA!W2lS;!_qdi{RlCOhM|!Os`u{##4Nt*ItmW=(wkuC!qdna@$6r_Wd@f=PoD zfv@P_r95xQ0V~hi%|0s5B)4wFx)ddk8M z_Y)aY`TpZ?g$$q|sZ|5|Anl1g>)L~hvKsYbAlLj167v?0U&c5!Cl;q``gw2@p_76Y zue)PZkY56$wHf1t42GOK7&{ynGz~2*zxxmy0CGx%ap>&8lQi8HM+Wda>lbtl{(JI~ zRP~4gZW(HD8TZADn&|H)r|p7M&@lhxd-8127xFDYWAAs4_`^%M(H9rD&mhnHvY+|C zC7#>A!SJ0hfL`ZRVIKae?I*H1TPmS^R9w@sL<&xCoUUZs)dD^E6f)jHja;JLVN#4Q z*Oki4^^<&7v6X$7ethd*gY(#2mn*@Gd7(rX+j>Nt#oc=9FF{N8K)UsJlDIbT4lPzo zB-3oqe?Onj1aFCKu#K0d6BQa}4vxm&Dn!;NrVzCphAaoa ziEkPZFhBnV6pVkI8Gm?+l-Y@#t!O$NJII#$i=3huvHJBE`o3J*$Fc5(GA4;+JAN2g zO;MmDg*JcE6h-mNW5%)gRjb}$=qYp0V+&Jf)B15j_JH;GJjCXMH0z|54N2?0R7hu(a1h}a7~)XDt)EmCGD7wuU}!dOO}cy{v9O~a{q zFmr9gou}S#BY9{Mw8;!=aMLiryi<%=s%(yTmeBaXua`W@QluGiFq*X7JdSNuDcI=JD+;!``Al)x%sJVy3KTQ7q1qlgUy!e#QR#jbz=r3xH zI{a}r?^vBJk_G5+U#FpH&@JgLQD)Xl@{@-=OzX|h_T&J zq!hzyW7N>XE7)W7RQ6!Mco&uUyrgVEYWzJloh~stv95pluK3{6S8IA%)jB0izfz(S zJ>EGoeT)kwyN)ErPwCO^ly-^c64up1^fGzYW4|0)^5JgZB=58gay)q@kNa8i98bf|<6twwV2`LR&_j&Ql=itBEWBP1r@JWg z!+EU@U(`wGmzql@wq`y9)HL96isF(^b6ElrF$ivS^!Q0WSxCxJw$|S0zoO1JGyxy+qQ1_VykquP z{PTCE%s)M~|A>D6t&ieA6RCeEhx*@%)IS_JK>GiWYtI|<+c*RpPt!qPGRHx96H|i= z9lL|Hn@#@ZC4F(29Y^xQ-l%*++|OU2hto3`__Sg1ArD#48o_^M}BcV&KSloIb z0WrreE?QJg3f7@X21TY_X^4SN?HlKs^5ayK?(En03iqV!O?M?YPYDa%VAC%yUm`w? zWH9RWG%)x-EGYAgyW(Q<*=qO6xA|%(Vv{?e?8f@?1ei(~EX7;>VcgtD>uSI5HoK^X1() zrcEf)?_P2PivHhO@4&_Aj~C03=%XSNP853&)l8NulIsQY9CM^=4r{KXr+{E|&(ktx zT>ONv!o#1%mjcE<4n0(F3`bh7i9WMM0UaC#Oq5mi8#F@;6GLmk1Ys)NP? zH&k;>u#`RZ$~V&v=QP5g18#|^YQP&)LnUEhu^Sj##561-Z{6i z)`3;`M|KR+=qb|i0hHH!VU7SMMlN)+e46bwHiMRqKTgp6gT(Ehqh~y_D9v;6zr++_ zikb(ZF&)m(SCTMhqx$BFk~BfxV8~{zcHu-JeRGhQF3d-An&P1>fz?otC9l-C>@{M~M8K|o+OFQa2IpcB>Ay|L57G>?MQneA+2Tv5#lA;GUB zy1J!Xs^+6HHTXe-_eq?!Vuw>1xfh>sH{(L+{AC{0kI7rD?g*0`P2%u^`nuhuP99$H z&+@M}noQD#56|8l^_gwC!-DRV8rZqK+m(rU1LUUgm z>FLWYeXA&pJnef;R49TjJ$M;%M(B@<(v2sz>aFL&a9M1pnFDQYCwTl1$9|ro2V75V z?`!|0{0MJNUNhNkz?lFRA|`p4wR{pMOlU?G%5{HFMA({lwpAMQFhzo=se@#OG$R>H z?D~{V>vP;W2k;sCM>u{tlU+@;RD~7#D<)wEzv%iYU>Z~0J@ykdE-Asg{wfitlgM1{ zSzUbZ8dsPi*LXW)$n^Lz&@F6LQOsO{h*T~EY2v<(o+s{s6iN=Cw) z>k%h@;YzMh7}J4s^TP06-FZ9=<{~fKgP_ZzgQx1HL4y-oGdrAhvwA*^g6zDlZh0Ft zh5nB7|0}ffkE?w{M!X!Ag`?Lvb|~J;r>$<*OcKVo8^etq(Sy zKUw3eu0aIGt~N2n4?4jrFk4K7k+0DPqSme zI~q!KRxjzi>1Wc(67*JHV2N3qf|x#4kwPkncA5#gPJPdr<2{x9@v3pArclWNC004U zQXSpTtjl2kwRn=fRs0gJG`95$ju-lBsnW%qv4cBj#mB=%r{i}wkmLWSXL`>)QVR$^-$CafoY=vz=p{0?Xf&$B@qFM7&` zH%;^98!|VvE}>AeOw?T=3~3iI0R>GXmpOmy#_U<2!6V71BjZB%WrIsSixO$V84|=a zuJGIgDbfJ@oTn;|C&C$vSy#(Xihd~aOpC%qve+<758IkL@(ltl#&qE8=QR?N&Kj$p zEFeM4&F&8NAen>hQC%Ee;_6%<8b{hapf1w|8rqlBegMm# z;DqLC8co8i0}9ZPn=_(o52S|TNyH+6N5V~jM~?jU$S_5MoUSEAUrdm2shNM?T(=2Y z@cemT*}G<44^QuNHT70gEcIh)^wU0iG=6GdYVr4%enXtXCyl>S)^`d|L4jn(7c&kdZ8WXI+42`@2UmJ+%z1^hI zEkS-uvR7^WnMqiOlOrO~ig?>M`(O+v8LapjgIPqlPRz0jEC+aTf1n*g{U{&dNJtk? z=kD#~I0ygp$vY)SPI_$f2$A#)q&F$W+~O22HvHG}+%9os*fnt^MBIKu{=8aP$t6oF zSM`vys<^?bGr)-`ThH<-{M$hF-IboY#Hug>g2y8F^10oJ8jh`2LX-D#H@h%DdWaKE z3{ev`ZhkQdaMWAf9O#SegoO1y&^H? znyRG=T@H@39`L%T9jsaCUA+Yjapn1*S_T>SP~QXA*1D@A}=IL~XhxwAo7$7;5&E=$HKS7D^S zgyCfM?mnk(d|-@E%TF#i|3h(E@%fa20Tluk3NI6-l|MxS{~0j-&5Q6Sw*0>mroUf9 z3NL=M2>kDW=^w_CzrI2LFbVuu?DY?*`TxI#0i!1FB-`z`fbvCN?(GYg!7A(bKpZFj zv?5sAc+mH!;f2)EMHwJIPj}I$H>}06F7&q8y}5*suhR9t#r&&;E(4ZdX>-Iy}ZY~w`!%8e)W5!AN$ht3(*nFMf~oNJ77A0|v zyZC)A(SEJTblFXLes7>$wt<2OY)I6v$OJ4;cMIQ47AsvNl27~Ej1W~IRs8L`-FXfS zsBxsHeJkkqM7SxI=w5=VlW6G3Vy{}39gO1hCeO4>w`OKW16Sr?s@IBTm?CuQw@{f% zj_5RHTZ#x8 zkiqAVNd=Ru;0QO+W!mqYv*qDdPmbCLOJ_?8+|R3}?u4~PdFM^)u2-U6jdWp@dk>R$ z1y7SBPpo2vst|z8fRPH*v!AehpCzh`uWpvFyHmy)>IHHU)jaz|HR;r8nfM zt?UOA_%y_GjWM5G`_%yqMo<@K2~|*~L1km)78DBN4I*xbBcxBfO`e*I|FnmI$s%Jl zqD5v_I5)`?M^_+A^xZdh4{P?p8pK4O z>-|l-YDY;CGnh2}r>1JmE`BTPd@|CX+&n+Cy!NKG`KM2{XUHW$jY{8@kG~Ei7{{*v zp$kd=zYn+ko9clhD}2Iv_Sqv`eh(b85nheiqF^QbrhSHQ5sIv_Zh^GMfRmVu)hNz; zM!vo}U+D>G&96fzOLb6KIkSo4yy@}uW)02}7@4MIs(1_E1>5_@tSq_4OTLyGv+lJY z2kT6>M%m7Ek2wzpO;MkM9P1z!^O*C-05jpK^;?*qgYKL21~3;PY20-S!`6|w>nukW zJU?PWD4j5g@N_ScBzGxNy{`vdBt|2HA*dO8d&Z#RC&br;?SlqugI+jzfWm_OYC`%# zsev2#^W;+h-J3CPHEwP-NTPdE~cCe2MX^YbSp%Z~nsn;9+@D#0$ zFok<@hgKBFEz9W0ASs_UQoxiEt%W$cix#Vtx#E4rJ0|`{OFtKx4p+k^O!I=`==f>fG zP@-{v3^n6kv>(FcKW8z++d6}gGb$M_(-^gJ4}86KU}52`Oyt#cvw0GXPTO>%tcRBK z^@`0O`*j0+mw1j-gXrp3o&d(|#RZ+>w{ZA2gBzDRSve$6Fec{8O%eKiTe33m{pW6O z5oSQrH!V=17-NvrjQXjPHHY1Nk=FQfH-xprHEddH7yszWebk@v@5z|L55F=#~#`?e6g>0dA{vVuU3xj$($#MsrFZ`0FLil)KGu&JU6RxNQ-oVqZJ zFPd{GS%=PrdmETheZ;}=LJt-_C;T=-?hZI_PA=%{l!_?Zp3FPJJc&np!tK{F%snmf zA3o(OK8)JcLTTdzY&isUU%T3aLCgecV#@67I~@)Ay@JVf7TY0AO%|fMaAs!50;X`M z)_4e_?6chKfnD2)jghS^h6TA@%_F^qVn93<8XI~Lw%tL#iL1(S5np0&(Mo;LBirr9=25pmpb&*RQRJd-MVZhWbzSlC1+|NM8jxMF!Kw<}ay3j* zeL~58Kh~Jiz&nR)^1FhieOqJH&(8R+8MwskU@^2o3ks_r%D4ApKint2H4xUcL=oyx zli2)Xk-y^r`Q^jsMU0D>(=(Q5(J5gTogO?d)w^*5!8wMLqF|Cp@|VJegm*b+W==xS z_!abS0jRC7J}wzzgD@CLF-*jAMEkNFL816*2SC1MzX_!=~q59(@7! z?ki1>!tDdo7q%XPIf?CBN8l78Wt44~D`{QrrNhdOOBb?pJHC0G2a~958hnlav~jIv z*6z0#O%RiQly*kegm^%-jajk;mwGlQi^t4!eCTm?b5adkVzEkrlaUocee~&lZSW)_ z-fu$B47S*>Q=G1DC#2~pLg)AMsx5V}!@J>wo7$7hV?HzotpI)ajLFOlVI1X-nlJ1p zAqm$NN-J_Tyv1DC>)bdQ0zyR6Ur>56%^@euuT|-ncQ+7w>h~^zZ)HTlL|bkagMyH- zQ|TbBs0AtQ0#wTk)@LWtL>In&;sirfK)&q^-gd>l9AdrSzc;mNE7lt8&Qzxsk#L~7 zyM+r>ZE3ZzUQvIsTSMSG;~|gQxV8~!SZs}sKW966;#>yhJrnbU8IeW&ShE_sY}EV@^ANlnH#11#OQ+wnFUCC@m)D z%``b{UOP%^IdzU$HMigdWez6Lamxi`=9;)OT_%d|#5j}2thl6DxHxw=N+xYgvdBUB zc2@j+{Pph0AhZ=yW*^M-OSf=w9)E5#O#OX&8m;* z#DHH&b!3yo*HU#~Vf~S;q`kJDM*tLv`FI)`80b;(oc&qK|?bXVeVL==>-XWbALn^*y z#vme$nN!JI5lvgwbxhwCrY#iSxh^U^HvV}4hbU*^mrOm=InQ#qjef45?@f2q`{a{D zhP_J>DvjA6B76;w8$Vo#EV8Ti5ZDmQ2Ax>O9p);sKbOsqgtfX8Mn%#^`%vj+qJ0f9 z8s*s9>jb#oF~wh?mqptx3XS31J;~u4-mP%H$I|$x=8Q~E+_74e8k_b% z3xOV#&y|SoE7_oL7{MXo%68(#K?lOzj>ye)qkzH&t+Zjx7wj+4jF9qWTQR^bY@V?n z7jZk}Mt{|I9y8R6jP$|XIDRCvF&YJd*dr zwT;iap7y)q)FrgtT~ommVh>*o3~(R4O8yRQ9is4Ej_~?6Y=aM-rrHZu2$IC(CC=f2 za8!hxUE`^KPiY#jw`sPO;`GDMmC!Fl%ofC;Kp5?&m}CC+J$fVQZ2NF;jGDMrF|rDA z2$dCCO#?d))r993xhX_?nn|~vD!I(aNM{EzQ4QL|rtO+1#z)Eh6owIeq}^gssT+vg z%lyJGw<3zd0&{7<9DP1xMNjx7ntt{Vfm)GQV#^iUs@l5Dg0o1{D$A(kD&9uu*!UsU zoY*^w0b|?F?N(7CCLoP!U+<$UZ$9rArKlL7srr0_D1z_G)VmtyiJFkh+u1B3V59+w zNG?xgUWq;6CG?`rJrRPB52Xvp3kuWCD@l1X<<*(X zW|bOV8wYN7%b?3zHN_(3ST9LVPiB>-tqSYti?}eisnVr1QJE{HHri4%`4Aen{Y2zP zwX;~!?kIxCB^$l5N)OTTfu`WMwAtey1SSa!J69%>yhD344ns|#T#8m8=Q8nsa&?yBTE8oko%h}e} z(paBp1N9Hex_i*u`8bx9^O}w6hu&8G(%mc^?e|qJ@LIISaDD#a;?Q_3G4NB zMwazGTz?D^URP|cK|II@G?)TtZFtqww*b$jJ!k{v2MsY7Bv4)Q zI6R$VwLV(r4G#x~=>(m7bs12yX6~eAIw_bhAR#&@uwjD6#OqB)jw|mG$+Mw-sQse3 z?RLSWRXNdJCG-+_CO)tXy0xi8{dqwCeY|`8^+nzXjmSPu?W~gF9K6YK+@jC~^4gh^ z6HrW8Y1o8kTd(Ox*~ruR+xl|RKg19WUT07=^gruY%&CiCt}b+^?E$EEFLfPYpI(n zh%XDR!TA|ev0t26)x_@SK}$nMm1w@bE3^>pW`ZR=D4Iso-5L(UPvdmY6D&8ba7!S& zM~jE{s*q|H4Q{>=rckTqnG1qh|7L?L^ILRIt!dD@r_C>#ZKq|>2RbYt(?%9mKH9-j&zB#m2fBCu0!2TY zdETnMx>K=)m~-S0z>^a@%}`Z#*iWcQEp)#r8pkPMhbpL0GrEqC?^h(4=sM>U>|xpP za_*#kEXLD6yejc{pz%#QP83<1^hld?v4{fvNOAUE&C;@O_E?{n`%0J4Xlc0`DYEs5 zvV6YB$^ODzYyZozJnn6OV*V|ji1jdXi$CJ%K-cVd3r<+*y86N9d4y}|H`Twe8#IQO zfFGiNSF3RJd@cXIQuHqnORIt1s{VtX=@T2w7OdEsVRtj{Hs*^+&?#hNei|+C@v=@> zJ-$Y|={%{O3FwV?W6<4#vFVUB8@@PGE+6eGpFwl}#gCQr<{9mGO$RkPTA1?{e*l9l zIR~PhRy13A)HwC1QXj7}4Dotef2Ar|*c1MSps5v|7a-pc$V1d6BRy4Lv*@n^T&?8g zAJ4}%avo$pa0%?M+$)@TE8fvF_*}OKk1n?{M%T`zj zud%K#{gl&MUrap8 zv78@jaF1YnldgNyaucPM2_5Bpaz`eLa+j&~f)G$nm7^7&% zF8Pf!+heP>;K%-ZBe z2ks^~jGB7 z8$dYvZs^$~V9FNofJC6Ijw#uJtS;2s@G2mYX#cBNugbh2&;*puM!;~CC{U~m{*|t# z1d8=X=>NXM5G9;B;K;&dI`>)C$Vwf+X+SvUp?aS9Q16H#=u*A50^u`*?i!L~!9Gh~ zMb7x{3sz&7U@8hXkpd^~i{2?E#QVf>SD{_HI|{~)`-%C78bN`-K-Rr=0A$5;=FI+teYWyuQOZj)W8Szucy5HLPuJGP%0iOT309{IXq6Y1><4AgYoaP{t&*CYv1 zJm~uDpSNX+A1l!?s6(JV&7s|98n>8>ThsXUF7x3%Q-zWR`>_{n=Vk50{t+LS60L)! zl@@9*#_JnVickn-skPLTqPC0h8?Te;i{v}j)Fgoxp{x6m-xwE{V8c6_G>M$yw5kT@ z1#FoFWOk1Dw&6Kh)jrDFC}R;?6%KYW|L7IBoEm4B3UpGdP^OGbyx+Tip_F-rzKrs| z@(*>AFJ6(rXna?~tzl#I`+dwcSBfu2WTo?I>PCT0m>(K0Ph8C)Ye52?G|G`_+LUTi zts*#qm}^uTbw!>8$vcTk_|#*SG6Ua~9d%(W7@1(vPw@7-`n;v5)(d_QP(lS_ui~1f z2HB%05MWip5-(J9&PetK6y_(AjEN%p;0q2{r8+8of0hkEF`+ahisa z!@rTgNcDH`ed>RtbDX&HO6no};?P~dbPWyPJFl5do}E@9PiMCJI2NUus}sJ74S-up zcP-~tD8<$IoImKjxZ0r0zZY6ZcV}f%MlC?3+Fqtih$5h#;k(0U-8&|r2Bm$HCF|Lc zPfIu43a3a;DrOCU5Oq?HLM8q%CzfYI)V?;iYAx1Q<{EEg?5%yi;-F5(fdn9FQ3Mc^8e$tB-8J@u`>t?35~ot0O9M9WwT>xE zZ^ntp8?bjLlMB@^=zEdaJ3=^*N*gn;Q@S@4axDzR*+kN;%6R)xF*^E(;sXKpe<&H+ z1;^d>VB0uz2}9Sr_oxL4A$y$-(dKN-Hi3(|6}?4tfFrf!9`XcdxZrk{zki#4it#V+ zwZdL;MvWAom4RD7KaSBxJG|cE(*8mPro8p?UGheCg$iyXd^OQ|Q}YwpWeU*{cL;5K zFa6#?q5E1~_m|g5L}_?f0ra-dN21NV_=C&Af>1<5bngXOeAfjV+UTve@HZ3mp?UFQ zqJK?r^P;FYr$|bi&5^;!&&Kz;51UCt@xfzK`X|XgC`?jxDonD}?hnx=^3Br+6VR8|Fi4 z?|ocjb`Fd;8gF6=ST)qGWH`Vc2j-H=<-b5T?kaLlv>KG0=^dQWFS1NZ1#5NRjMLf4~f1B^hQB98$s8w*4RbjXC%zY(SY#n}R zpH2MIKNZGG zRU|4hu#5(J>T1HCrVdo`e9KwkLybR{_%JS+rj)zG-XQuyD)Na;w=k>xpxP4-ef_r@ zs8r+?J}yR^`5`GH;?{c7H{!Al{O6)?!xV2!C<6H|F@MyeJKI+*c^pB3HFCPzwE%f! zhWq@gpviQDWG1nh&d6COih{_=@}AkwvT(+ik^In`-T6Q|%puVI*@vk$1lqTrNeg|M z0i3AZn@p6=(yZMS^H7jH<3vFn6k@X#+CU$LkVILCt{SIQIlu^8NkvKpDY)q@pZpY| z9-N;R6K4+Pe0hN7A~b3%yclh#9}||pLztX&CPUgA>18L09-G%>of?Oz6u&RuOUkKl z*1Kuj?h39GrnHSMJZA!)N9c5Q(DgM1iC#A5$sqmGS?Kn&s-iO4g-*DZa3#B^ThJ|0 zN>xop0w3Dd=IGs@2bM=_^`9Q&h7(`YEwZ5wc5B=fiad2m=;-N$Z`-Eo42!<5m-8eW zE~1!a*IhiWxp$!7kr1R^-Y1DdolL!SLv2@a%1AeRUk@94eyNDyXySJNYGXb_$oL}3 zfnU7Cf!%agxy3deCL!D9C+`3_&D8bV-1MR1gx?kOj`VUh)U`)@EJZC`kIT)kjL35z zm;jqTU!b$C7RB2#$)Qi)&Fg!35R_;Oxr@3-xaS3I9AW~eUFECazq1}%uUnV2nw?q6 zi!R@4&Omq1@tbJXkMCl+vaq?J@r^MN%3Q+t@j@pwH*_=-Z2U|dI2l8#XD;}<3XiMK zcuJ1_pfei{alLB~8pl`BX{@rWst~ToVu%}8_Jh;X)bYhTx!e{*g`QVG{52wW(9yHy zfwxfKwL>N?YR2Iu7=0Si6ML5;KlRfrhdP_}>fKxJ=ePlZK*HpSw9oU~DV!<_A^K}r z#r=DqHpksoB8=;f>>DRS>!-Sp_7{Yxc{3O&QeTMNGX?9iLX;djBC)F#1{CTzfpIw( z{YOZxUAT*nGGx&JOqgr^xl*H7j8S>MWq?NOq7290YZbXjF}dd*O6{LCdat?Rvk0AM zCwBm?t!Y9|P{-}w9np-Ip~IMTx6$l!mwY;ykhZ{dil8Fk4!(mBzW6MlyH2sLiBzqhN-%(#<`up7Cj|3cN$oOo?DzN zo~ji4%$qAj(ccjXzjSj*MPQuj()$`VfJz;DfKROc%uaT^queyHk7T7boZ0)%s?O7V zQ@I1(iqhrVq<3dbeSBSz8M)94dZ=#IuzWmrP`|N?pC+e*AmD5sukE6!7DT{lcX>R( zI;c$cR{f89;(XR0-+P_ZU>Ogd>j2R0@1uy8?VEa`_0Zwlao#RPDNT2|2jg__tfkI8 zO`LFf{E6trvBUDs59H+91zn=ak~=%1WU{(8B*WG`elDk^I$mDVs}oWA1~IDFthmHY zHZhTWj!O;uUBJfAiE$fwcZ()^oLT1ui~i;3v^R)59PD%AW5}e-Wi{6KFHO z`AdcRJMef%F#Y%c_y+>=zpFq|ieo2IWH_^!nlQmVb2&|Vb)qmt=M)GdUCb96lLRi5a!bhUqx*HXd=e{2T(fiFG7{Zq>g)%~RD;oAx0O zgnUIr&VtTM-7c>C*AI5p`CIt3KqQ}6SuP;I^q^<4(|d9n@8dpf)6Q+Ui<^(au7RRb zSR4#4nD$qQUHmLr(ZTn243Se@;{ayN-odE^`orXd7(auB_i4c9wg!-Ps@0jG|J zj?Q68L_AT92yg1{dYaQXc0G014RQK0D>+3x2rE91W(n&$t`I-MTOKn8+xZobI<2zT zTB-T44!=EbR1x}N{KGivOL~7_9{fkTM&b`;0UfwHxAhvn>-f$SvRID_R9$gtOk95n zz%O=jN6g+v*|o(FfwbM!=asg9XvwhjN-NH{N#F;M?SrI%8j>is3P~#Z5!u|>e)u@; zaC#aV7}(N-l)1!B>LFbGI-Lu9h2j2OmKw;rm;NAa;?biv!Zo5<2I*7j@}FOVfjw(_t21W+@GqpanepQSz%=2?=idI0IflH$nqrfk zC{QxrO zQhbOH^MiCyugEP^^43D4xWk%1Yi6|n+?r+XvH=4+5(x}qHAkN+e%Q5w2n;ffmRaiB zxD%B3NHe<8-ClzY!_zlz#EgIxebVvX2V;4B95}0ZuJIhr)-m@=6V>*sc+B2}Uaf7w z-AgZE4#hpx<%vTcT+O$6+BDoRZ^>l8#8g*R?wn+F|0ux?FGbhb-mjpYG=jnoLDHXy z`?L8*uVEWm!Zbpom0W6wotw>1O3*8bp<22wYGwMTulBmlyqWB?$`%$rK1s=lTU5AD zp-edM8E3l77Ww2<<(T;a8mB(>QZ^y=SP|NY)Ke}lI2ACLhFr;1<41WXf*)qYYxokT zG6D(QDJA>-OD?{l)_}%qb*_h^&o$Aj&~l`ogrbk&MxI@T0D_;2;N>N0KfBQ!k#nD8 zqUGaO?I){qRuujvOAp7}C%sQ&z6o}Se_ANsHCS&kYj{JsO2-FQ!_-Z4@6d z4*MS9Z9u){N9Q$X;NapXmE>L}T#{RbEe^21&Oo90?%wp1NeTKW2V1Q*dzSSMlxSy# zps@5lB*$pn%A^i8Erdl9KXI4GsAK5k&MAw2uDDWg-*+Rv{Fcfe7>9?R=gX6?^4q0D zX5@{0qmCZ7MO;Vd&T^n&&RaD;*VbaOSxj>AQDnx-7f>*aGO5;PW5=OL47Y zJC7&$4gx=6m+&=n7S8MUbmRlbuMDn7`~K&M%1@82<_@gMvWqa?$*J}@vdzHoxmK|6 z%sr?C4f>g9m&Z-aWF0503#!d5c2)nqYvPZ-RwblC_&QFw^hKrQx$2Qoup#G^oQK9k(?k1|H$L z%vfk|XI-}*t0R8fjENqrez0bNobtJCX;(M?txD6xPyMLqP%?NY=$f*%Fm=I0F10o}CYwS-ja zYI7E}|5WKybsw6=g+8o=*)$&R-E3~FkK%>j$-ZpcSer!)*GOjYToHeNrQh3XcB!-3 zFM9ct6scc#^9w;&^$+dQ?4-5q=DfJAP5>#@wLum`FeK*UVGp>(ccRCaim0ocy1Htu1uVC-(+?$Zf zCv)=cjOddtAdi{Qh4U{bxINvXdzZlZw6aGvtvKmDIj|A&FSU*}lv5opN-r?1J#B#E zI-{){f08hI3ArGDf6L09-gtx7OK^~JLgeMEG_4;T%tv4-c6$j)-&J)*>tcQeE0rid zqPykY;#4Die^D@3b#h*Kq0&oR-~%tx1v0IkIuQ`tnlJMOd<97A{A+V$MOP)zWm<}M zw+k*?QVXWbf5M$rQ?(p`eTz;D%n4-Vv97CEI5KNYx|Lvrs*Ln2faM=MB}d_Qo;gIj z(;L-yOn%owL`Ll`Joc{^3F*hfz8(@ikzJY-k9m<4&%0%Os|ImpTIt_dN7zh=yuVV{ zPSw06WV^|7SnuXvxl^2=FYZ zwQ(JB?fv-uIu|;dk4N%V7s1uJ$BLpx{pU42RJtSoHd8kkfjEcYF8S( zGoP!x?p_)kv)JirloMDyP|?R=)bfla>;@dPbN1h*#PpF>!fGC@bwf3yu|A2~qp5Vl z!gP)oQ$Ah_MbaPaQr;hG3nM-QmV;|~Hd@@a_8;@{=wmMhY*NNbg@P`mebQ!3;YGUn+U+2ODc0eZlLRa z1na$lX^4FUaWP%@%Ove$j$WfITW@lpX=bT%6au0^2VQO}&gZ8_)2=`Q; zM7>4bg+O)g--K%opWP9rd7OCsvoQ63N#UvKnLN6+Zmd#xpLYsLgpQNbO@R-kYkLcC zMD}ih$%*zEvuqr7H4Jqd<3K%=?bpsYCYRw0OTD)QHF=7gqGs+ta3~#S-4!=|uU|0h zwiWvH4p6kiQUZ)zx1zg7ql{Mx(?&1L?Xo=AQ_L07VRTx%eiraCpsx~@>`3-^tj z95lcc2PBw^gooGkadj_(7LV0Ef$vj0zJ_tk%&ZfGfiz|xtc~;J__`n;!KH3;I4I? z)*m)@F+@Aw5afJh zh@RmP2z#S<%rcYz|6aPP8esNUar zrv?WO%fkJiPCqush^;sn5cid*U;{aCz%Rx+zHu)ou3OQ{uW{+X^8U#o_?r#8#>bn$LEPrfZ34 zX)}XY0^GMjhy1@l4x`}@mLLml`EhrpeII-dj)81j*<~}XHlVp|rHeiiwk6zx-Lz4a zmTitCo=`g|T_K^b-=;J>er2xje$9=oC@=4`$5QtTpeBR)vOX{KR-_fTOMn4^1~Mtm;6}X!sUpH{LyP* zOXl|M53B;3X&6EY;wHtR`+-%;pCLg7w!#EEqzi*OO=5GMtpy8Vm-;QvB##Y(eQW~! zTvqScPdKD)EX>`T^yEqVYT2N4a&up4{C(qP{r7qV&o@CcH&>Qs0nvd~6hc@=1<`<$ z$8Et;c%yl9(``{No;HLkZJajY+l|YG8)%TSXQ=O`9^bT($qurDn0~3GHfGIIa~D5K z>DM20VN4jofF;8WKU?Te8Kc@O;+x*~VgfJA<4?`c*cG@im(HVRZ|EM1_Md)6hZ#;?kOk4qz_{zCyq743NsNu0-YGR8X}AVxbLo~m z&7ux<7WAsve49UZh7-}6o>3e#%!n_vXRh+5Ie|0Krp|UU`V!{aFQn%l*=B3APJ$}O zKbo?O{czgJN4kf9V}-0VPWbSSO)nYwe>c`zj@X9Do(NvIK})nc8tRN+O@nZ;w=iFc zwc*tV1iYB4~O0wuSHV z=QFWmqmpAFJd1p7$!{THlJURTdk?56ntjoC$S6s2k|0@0N|ZPRNg{$MSwP7H3hNv(&FuvAr?|ruJwZ8qmbI-l^ythtaW3QQ}yQ-_Z zs{ZjOB>dJvOIKNTw1-B6U;VgS`vw(pP%U&|y@dGMjouE7+!;x<{iR_CWO^Y~3Bv6F zDRQU2Y~k))#gSBL;I+%D!JTRik?dW|#0@#l@Lcr_sbVpCFlJpgB{X-tv1V+owyGQg z&6^Y^D~-3jT!%Ldt7%o1pHbcT7}&#pmjiQLing_excCWtoeLL;nedDwf8A+3Z0UHC z@?@Ycg=(&iW|$*-xwH3zM}!q9?}Hx~TD;iUKkUH|3<%N7vK^@8J+=mw28BAhH>=R| zvDMm)wv`XvQTr_`!eM#dU!t6;mBrwf7W()Nw{+D{=njWvT`T(>KMwKKr73l;HJ0=U zbY`X)pJ!v)?3y0{2|bRH9(C%)J3AjM>Z-8gB44d_XrD&qB&aIAzg!=zt#zJ-rAb4_#m}+iRD0di#EWm_xjl3F7rhLG>g&cXORhLd-Jbb4ivs$nBe2yLqq=*<|r< z++!rOhT|=c>49W?GMb<%;J`%ESa{CQUlx?B$Q+XwW^$9Tqzg~V8R4bo9mg?$7=#msk;pR->x!_oaFLZhfLu2ME#Fwi4-XOtlduj~zf(A|K1z<{NbvOL^o^v*Y| z?0`Mvtb)fx@E&(e&h;{{1!%AeC$ra`*brl7CVIiD2lbw9dqMSDdEHt0o6YQ@h>fnN zvsaj$vMn(jD$cl_AE4?A993{dIKBWSDHe6(s~!!`;g;VuwEPQY=VM{Y3PoSm?7T1M zDl?0!-1kH)jgu3Ucwfp$Szs-9hgP$kYYsf(pw6@{DaD%W+3!xpViYrKqOId*Lp63C zDzgKnz-TQo*y+h+%f1#MNF9o^{Vp|a^SvS0{%sNUtH@N}&xZ$O&;DHq17xmW#krD- zNDyH0{tMD@(O;|>1w)wLehr*A^68+P_JpuNsk=Itory-vlUp7hDxM$OUS3(9r!8{{ z?H;=@SicWz^Br(7k;%GfszHzuZESTTgZ@6EM#p5p;W9q4yxr7=HLc?K&|w{7#B`%6 zppxTBT!qp4C!&@trUZK8H@r>GFs9OME!77xrfnY{OLsApO+jlp5+|BT2C>(3JibVQXa#VVAjXpIO*E=vdlXwYs@#;_HsljO zX!2`2bB*=z_i+jAu_qu6ggzRj&Ln7*Sj?^Dw>n&1t*hKmI-|hXQ6`SkoE*KPX;bah zsm?*dNMUKe_J$yncp<_XpC=B0%G^Al8(qPeTI#y3sYGe2q=BnV9}Yvv%2KVa%O+?- zB^bHvf_Ptz5zjJK@SYcA0h_aBo|pZw?v!&i!xzo>?2$L$+Eh-JJZ*4)Ra7Amu?};X zqhg_vx$%H2Hv}Z@%ZBH7Y1~G~6_i+m^{B@+=X?h$wzJ#+30S++(S>zKEKjEX`?KD^OtP3=%0ggvD_maVZd zPOkyp+@w(@r!s}yn7WCKSiA2WI(J$96(@lzF?-tK;Qi%KZB3dFN8MlTG%DM&M!7)U zkJX^80$Rjp6tzE-ODH9mdPeRthqGASq_zLG|DVhm=#7gB#_p+#yhxu~}u5_4qI zTB)2rSopBV;qh^5c7pox!$Eev8)6Ml79S}^g9sNBm$QO=Sk?@_X+PgBeg{AF3rds7 zuc6>jx4wUo;o>c06E8ERXLm}O#L^>!t{MBuq8Tke%x&vuQa4BLPH95kSdUdhNk{Jb!LWpOLbDdbI;yXX5Y*o>|+=?b)*u-f~b2_1V%lG%c| zy495&;vFXOMAzn43V;RtFN4D}+bQJ_#rLChw)0C#|AJWsLh)5-K){Cc{V#&1en?`X z`$V0lcY$2MEzeAh8ma;j-6vX3e+Xjv2qg{1Ck#2Ex@sJiU$TOiNS_Moxi|5yoWh$l zuplG9z zjc&HDQ+uW8)9{8(q_@FUFKJtQRU1WiAi8qWjkiKUw)xF{IIKvp@v7XH6ejo1UGNIW zWQo`&DZG5KGa15ki%CKP&YX3n?7AJ^4jT$ktbM~Xhb?)uoW-jh1DdyUoYI!P26L=> zY3$B-kP{gHPNDd5gqx+aT%r9XEy4A2?FzZjLVwWfLP~;(tXYxnso|p>4aUAcJh0Ar z!x>w?_S3kPhFL1Uxqidlx5;ZCQ>3BqcxvMO_HT{byS!TCTePyIR+4Tm2uS zi(_+KGxB2wf}g!6M*^n9KR;E?=QpI_-gzMmNYd}H zhuH-TmhZQEE^c|(;QVmYw-Q79qz(dFE%N`sCFp`A~_ z7^K{}O^{K%@TQ9X8*Fwx^Z;sU^^&<_m`d69^3@B@T*|LLT0bGWPv4eB)b4aAfb!rH z#wdM|@JO4#1_`)k&@eZ0Ii}o?iFi(EM9gTzn=%cyYoSL6AWgZeP$F0)2}-)J^iGRq zO+2_tP|WxAO{CGC#Oo7Qbuk>I%@18TljC!5Im!snNw65`P(iTF_ww3oeZ6G{yar?o zjvY*5WOkO@3$NB;6m&U{E=7w8UuVBgWa@&EKa;6%f$BOFctxR9HS&z~v0Y3Ob++DT zP4Jun>Z%0BAShKT*CMm;F2{LR0Bh^9Gf}Xg24$JAx8Sk8#BE9xS%bn1ed~<~6#G-b zj0)8XimZ+I?!t)ZI5IDjt~8!R2Qlf~#Vc|5%Nm+ZG*HtW+aBC@xvy1D5dHU=2B<`% zoiDBQTidf$H`XKo9#bo+^y=vtRWcF&h}(;1!|#@~9K;%~7_G&!Cy%!zvwJHjeWbho z5hM+1CO|VG)iPm3Ua=Zhk&B$1=7#iyBPK;6h5nWNvKC|W0$aD1>Y_fKBajm?0)W<% z!V^UwT>Z8DR=~cIN-oXbu+@!O zZg2+AHo@YiAU*;2;+no|0+vLcKOSqV+Mkp~|}2I%=kN za}|AmrPr7~svXOvU74=TV6q^4EuFB&!4i)0;-R*6(uq$xoMt)tQcQz`3;^wS#dXNZ zYw@>d(oDapc+u?_AyjordFNj4Rk&m-^OeY(6Sfz_KY;XboA9tya+cT-s0kLkxpbEP zck7E<5p1Nm5Vo`+^Bt537+9Xi0gl>lO@LvsrQY*9h-dl_+e`d5+ZTTOrIQoDJhX-Y z|H@Ub{=@LX<Ev$FT|wy;za!YHAy>Z}eP2|X7_XJ=^*29ZIEDlS!JZI?f>+bsCW@5`-M z7iSE2$P}D(UZpM)ndEs~RNpew{&09!Rb0#&7->%3v9kIW9(E?^?KdqM zbD=3^hmOf9%9E>GN<;kX#C>fD?R>n*t#`Ar$X3>)Jg@s5KJ0NAnH6jfvznMB zhgxR8k+H8gV6ZmR5T0FBe2E!PHEq}U7FmJmf=N?#RhjmMs6GszB1hYkVS$4)LyBs&3J~B5Y#f3FH=Rb7FymJ0qE|7hWKraPaf!91YOp%Jui_JwLj4=_k zDUR7Fa1b?{gQr3q2n!_lrrGE2_GrBF7EX8@_R+{%eWl_2-B(PLx#rlJX}F+grktrHh-ZA^ZK`_#2D_-#tr4j&QjeGh0#@ z!4UHQEV8VQVCl~^#+v!jwpeO53X?(Bc-ajZ#!ooLo1C|f9`Zgo+$Aj&fy*E*Mne4>{<4e#_ zwJC$iROBn=h>?n;VSG0|i~ZtU5lsPk+7V9g4b4;|buzAlx_B!Kfy1E^O+wjFu2_dP z3PcBxv^opNPhspS;2VSp`PvjQV*DMneiFsVtK)6@$ubH!M~BlxXoS_*{ACu@~Vuy2(!_L$Huas+UIb!LS)eUanwtW{r4 z&CPh-`=Z=yGNMW*NQO?wOIPD^8d_7~yu{Db7rE{IRgiOd|7-DCy=snIKEm`o;*wnK z-0(Grdp-%U+?Nk*FI0VUxO~&)yeL3s@J&nj4wlU@{K{x|_VKuXofGK@I-uiW8aFP7 zylq{=nC#Jp(B0cFA5qkB19xqI&{;C%=>?A3dW>Ulr^pYwwcIOaS+U0Rqa)vGe#m}U z`*Fb42|ue$+HvbiaZQN8uJI?``Z_p9ww+SI1u;l6r&K}W1rN{B!q9uTm<<)zDL?Hc zI?C4}l5-Sqknt)O6dRN#zM>L)GpFI{EfoemJ-Rm_A`m&Kp!pY;?@s}t$}0}*=h(6@ zp^a6^`IWHi@MHP^JIYr6|Hdf}vZ9Z+KLOUH=TjaIjQdliP072ek6J8KxbU3bypSf1 z{ucQSX0$()k0dFF6?s{z)YU$Sy}@Ze&5jEBSRR+$>ECz3`iqmA_)$;y@F}Of+;>p9 zB{0vANjWs5^A9+YyuoKM?yRtM?G!a8r_f@kFLf%xROtuJ{M5I0#|iBE8t?QinjaeC zkfeeLPUQ)`^i6e#jbLHTOp-o++60w=(~T)X1ee{z6@ui!w&K;9PA9EeT^z@){Pv7% zQkffIT(paI@|sy=RKYxvL;RRUKu01U_Vl!Ado2bJ@PSCp+pIm{9uBKERW%jSGDa-z zOiNUnR=^_>qidyqQL;2O`gR*M;~kjx97}tdn~%$i^5oc57NwAWOF{)sI6~jvC-EM}zc=6G zAzPtu7Zh^Z{(?exq8SK<(Q6(P-aRA9;s2~#bWGV+x+Sr%A^>I1@uoD+y?ZZPD{o@e ziI7n7^9tH1-(-$i28M_Bk#Q49e3kg1&hTvZL1FW#Wz23-TY3S0@Wk|R3JlPRgnx;# znHt;cnEF-|hd=yj+t>(fGbyO=EM!!LUVo*XZg|8MUf|XkO?ZpL7$egPB-AZl5xizj z4P+xK9CS=H*T7M}I6rXIcUc8=pXSaTmrM;6f(XY1oQ!uJ$OVoeIq=<)FX2$+P$yG$ z2To#U@gr?>pO)V!r$1N8e@;35pF{Q?z~4dt0z&$Fr(3ZLCr!K5$9RvJGXgmERBq%c@g*St0&!3nO4p5nri zH)I)(Rj;m?lFJOzDT^m67e4G@Qimc&O|xUWEaP+Fo{^j!ofpVLu*Vx zOvV)d;hdKTcGn>tl8<3;Xc*D|b^%X4E|@&uRWFkvsLTG4Q{(8Bf_zuj?WtXNVN_Js zMYM;>5mno9ev?O5zZ%sw@36ZI)mAv|pKwBb#`mg#Y}fXl$v&ZZD{&MH3y`5PqhYx( z37U>O*9U<%8jC2jT~ic4gon1+?M0>}*OO;1GDQMtQjQV9cR?s2&ZZiu8iw0y!kLMW zGti`A>EnlTj>pUL3Av0u`6$T)RdYZ`LK>#1$z1T2SZp9Y-PhB`=xyD{@$SlmCEHBm zwF?-4&&RRcN1Yw$Z{V`x5LI2P*+SrDY~4_Avi*#^&qaJJT3|0ja^odl;3ok&`-P#H zV$+T_trZwW64}O8QzbpC#E+sxs;06cH(#DUn+T=yTMpf5H1ArJI|xWQAnCkRQ(j~; zZ+G(T$%yRLd`R*M5Z-+!0kNo=nx?@HIdtNx4Ox#widSFatb#UJ%@1W@w7v2yqV3bT zi~Hwu2W)*UX+KvtG_lQmtcfow-#fBk3K<*Nv)NICrrivbkK5l!L<(Q9^Dtu`5hLT7 z(;i1sDl$$90q_p(!B9R%(a)u( zX5?!eTJ6h>{+^N+6zC70ou~-sDgb0xM7r*&B6feSwq@|$cbn&JC9aet(b5^-D1Q^gf(&lcEH#a*02?IF)jML5ve(q<5i^0v{L7t-t3=0PVMQ(b7qzjsOU2RDg=acbXZR`KL3BG~!^V;+{8Zr|MdV&RUKe|> zD_G&b4D)1FAgi)zN)Ej7Yaje_rk^VB9V{o{UArxOh6`AE6W(LM;om`@z6}7rSU_5) zwVy#b|1C}dgyhIFq0w@yIpXW-sz4-Ij@nge?fV`14_4|7frEApY zrk^Fr>Fpp-jaY)BUt5<(bZeBp`qgvl|260=8fQE1KZ9;99hUpwPdZb;`6_(I!8CpL zW&abFI1A9-0p|Ya%7Ad0nF%B!X`=>gEAD>2NVW(tqaTSFQ&`8gZyeR;w5M)SGE;pHtG zw?jqjX{9KtK^u(wHfc3Mv5hcL{@r*0oyq6vl=|4Xe6&*cwr=8JW9D3k#Z@ORfx&ux z&DMvz9**U*<#HNB)4$fYaJ5eU#+lu8;{~KSYEBcy{J>kRuS)Tq(Z+^&@*YOj{Yk}2 zOmXyxVSS2T8gg;lDH!&&00;H{6=uCe4>OUT`v{^q2hCK z@F?ra@4G~8f<4qfALY)e0bxq9lw=NAA1^n+psqDT1!L3_M*(I%n}P~vYegZ(oU}v7kCjRZ{(9 zD;p4W`6~kQSAgnte=`FbexPi!-<_0ae?pPFbz(f%UVwk-0$m-hTreZN{4h(pY^5;cR}(m`X1~=ja|7 zgzXvoYMCAG?rPz#b{u=)xeYs7V>mV0)%5iN%gWcr5x?l0aH1Y<1e3!81LV?qgL>vJ z#|a`d&9UU2nwEHetch24sxIG0IP$8bVnd(uhGw;QAgF&SVonJX^tq$aMGOp_beqEG(N5M9f4+6bnWzvAVCd04Yg z%F0{4zmsK|JhiQ_IcN_6Gr?99BnoBrDb#n~mRMBAZs@&Gx|N;myq~n^d6>~3dycsAvoOnKibCNZ42Iz(q z{eeIdg8RUD=Km`^_3PN2dZmfVwelyQix@-46dC&%7WEABS?IWU<<|U5lz*@{(3ot1^jz6y@z9p8}GTVn1|!F zWkIAnrStLz8$Dc4C82QkVIc#>?Ea<3Q9wV%|S&?#Cc`GhHFMEN-$8~?o3CuL3Z?hVIa?k$<=NEpyv$@x@0dQ^93ivkFU)~)?>__5@peL) zC0#U~ERCqd1dO;qC$K*qAJ+z20E5g>vO9nN{@3$wMV{)=m9d<`=66%yN@r21+kNTj zHw5$<>zrRQYIx(OsPjzh!5}6JYMPnfLAv#$RU6YzxpisNcY_Bi%0q#Vs%oeSg{L)q^&6UVrInv6R6flQ#EC#8mdFm} z2|qcOxAr0HfOM_G2ezFQVKo6#2kwm$_Z^_e>6$k$Ha;=_z;#<+kLyliqq7@LaM68s zlvx`PGWGid_!~FO)cW^K`2Z4w=AHrpu(5srizKl&a0TFD@mUmb{O|)-DTi{uQG1(N z&WpgdS>Z5xd3K0A=e|>x^;3Z=y0V(OhP0_0w(m*MCA#{eCWEf=&y^T=7MY`|=oBsx zLWNggC}@F$Bpvp~L1Ia~3z8>o4Km(CBA-_Ct%i=JT`69ZtKLV}*OHx+R?iw@1;V)f zDam*HXtziu*g_X+4-hDji5V-oGACd6!lHW%G?!>;`itE-LA=aRi@1S2nfj1h#AMzIu z%s$-Yef4FfbqlsSP#xg(*^KJ^Z6h10+2s*OS!>!KkYQN^&U@Za!D?SqPKC0{zd7hBk>|!k6F6c% zNET91<78PA)9tSy515^P=Ox|)B+Fls$E8Dkvf>z>85Pg>XrF=3>-L^emg1e$2JKsr zy&^$NRg3RR$;;&bxrsLbLd}8QF?_|K?;XeJIk=S zB$;0!ie^$kHt~a#bhn~2UCmVS1_u)8wJ~ob;$6SUc*9yH(wqC0%JoIe)D*AK+Adga z^Y|L-~hOQ-)FK(+Md0X)>*oWaYoCzEAVNql{({E;P2|? z_`2yairhv|=QOjbO#0YGgth}M6xLeDvXUB)4H9m)%8&i)IH>#ktG`YW-cq?2_cbd# zfCHVgT$mv-V3ue+zWWqXA_z5831zv)FUq;_DrO!++ihh>r7dKoR20qi$cuIy205oT z82Q3>$;`p$Wm;%KPM`HLo6JtVf0{iV;KsXp{}suMtp@5=^X&nTE}EKA)^+t(c_8^Z zFf?DLp!vruX8!B@;}^3G*y6LQl5&|OqKdX9>GY>YjZN$iXSXipRZWd9ZlXwy{U|%h z-onST8-i9+21NSUp9o zUhNgr5W1P&z%~iy&2iljBtQ7CH|XA9ca{E&m?0ntgUTy^#WvVoMv%G-D^xM^l|`G) zqH3a1VJd}Q3L4xO>yYFvvLxJ3A?sd}ey4hW18!9x8}oh;W{2VsIIahtgvmJK$)jvdXaG>>c+MOVx{91)*0<-mK>90AUpwti8)W8feek00Oh^t}aJ zZQTMjTjR|lImu(q1H1)oPoy)AeD1itkK+tRYm09j`jtO@Zoo8KCkJ(}kLHd`ZyZF% z>kUOoiJ+ep1O~}l*b-Itg>9TCAhdK>cxn$Hh-K;PB*cPDyzbto_iHFb(V&n|6P#0=@U{#Z>oW&zTvUAJ@ zc8i_89heKMUr9X!d%aa1p%_g!;vegE_CGEoRlMTZv}Ce~MWBxvT_6uJf?7ufWQ*6;Oo9{KjehBlPyqIIaH&Px2#b z_P+|G>af1|`-;=^z;k)GVAYwKg2oV`_GH^S8=-t7tKZJDVq$R%E7$PydPAiLT#5m) zL(%_{n5e?g%eTG02r7|Mu(YTef+x#_`tpG^KDQtNev53hH&#wBDGZ<5X5&wlY$<)KcIriz#jFvt))kVW@}J6Lg~O6%I#;wROH zAg$Yr=gSzvyz`W|o5|DhYRox(Zg`tV3nqz&1@SMdpw)AmGE1SE64UN|rQ#^^2}q^= zy~>%n#ZS_H^ajQ+aOQV4cB=smU>)L?WAawyjcAbn1)#rwA)@|9Gc>=r`5jaV>yhy% zxmVe8pn{qz=DK>GQNY~JirDbx2>PaKE<;+eIh8!pnS(2J=kRMn#(V4#_;T)ORjrsa z^`ha{aclayGAd+nZU!EoM-}SG7upVF?7MtAPLmi@`-Y;bq$-YJ*1rW+Ke*m1c%GUNq^m??vh#Bs80Ys!%;86Xu3i{ep(m9XSaXL+MI!+>E{-psGN)iS(|M%8@c7p6?_ zs#0a4e4_@E9$B{;6>)2_k=OTri{ICU6n<$=qAq|Zfq_Xp`IdIou2oE4v`?x_X@_PM_ct4FRLs zR!du)nEm&lI^h-yzs3@yVoxs*jY6sedaA(r1V;?6`FO2eMey?N=b6IeX7O7@4+N zKwdy2&z`Q`q!KE38y)`D^oCVK>bP$F1vfX@>3f<_4oZ`_lAo|$y?+AP*vAf;v+bhX zS>%1EE9xRmfvhQ`1>W#)3wfDYd2NDu{aV}~uR`3!b9b>8{d2h%qs^O4k0?f*(Mn%n zr)VHZ(+#lN9BSQ%k$G9jpr6)>v#1C=aU>&|ZKj1g$CU9@D|#c2Gd=>NNZ2Ew(wChW zPt{tpaGS59?`k@1ew93eMG8G z5(>iDvjGkRNR1VE^F&_4lp@Vm+5$#Qm&ORUmR?GqZ)@hJj3MiDz2AYV0e&Xfk6`8< zfvTAun+p2lPq*tECjzExHuiMJ#m;%UY~wSy*JCq8cbRSOd(By2jD@qkd-^jC&~Fd3 z9k6ox4X^q)SM+~}R~7$5hWb

)(Z_KN~6kF4z5+R*V(=_$}JuZavT$rSBJKjg9SJ zblavIH$9_~OUjh(BWn+}*sG%FI-exMQP}3%FAaN~$qXs2=1N;G3zeAK>*&>Sg1(tw zFO$0YnLp-0@_C7@+gtRf_T!Wb4uTuyR{BOb*5*8OcVDfMdtZp_ZuXe~TV+vczT3P9 z$>ffmyI(#+tp(Lc^A_Tm$Q|1#ZzfkPs^jZ}YZh+l=EVvg!ri?v(#hl4`TT7#ILFu+B9nI)6Zy$b|2- zlwp_r63qm6^PKZD__Qtgj&KE=1$ezu?;@u!hw#{>OE}M(Bl*25?@n+YsN^5ZXZSP5 z5<;S4gczgujaK4k!cFhnQ44TAI#paf;sSj$*4zuZj(+P$AsLknrYzT~m+{J8v&XLr zuz%+0EW2oV+B499wjfnf*T|fmo#I=p2e1M&YynEcd{)(T;F;oihIkgkHsItzmxwGJ z1f(8=DMxo^QT%cLv{`7?XGhXFXsrtON5>dhsz5)x{**L0hIC z2-Ev&%??uy>L@=Mx{UX8^JaqCJ>2P{_SaPhMDkMazhEebFt*CCR_?>Y#7WeJcZ7lU zy2-0CJDV_*mINuw7lZ}?DZ8kMm_105h$Gc^rIZv>R@|NQeoLZUc4V$7aXaOpAZ zl%dVx1<3&a2ad0{k8-%4nG1S3ADbN%N2giC!yC2f-a>5zr|;DomCBD7ccx6yTQGNt zI8q`MA%eLeCn{wbq6?|`sR*^5hJ$N8UEfs8VaNuPVz3qyzAk6gu)zN3X(sVr{l)0@ z;7!+^1<@;#-0iAJ4z=ZXP&QS4|JvEFp9D(x^JNEK1UB&B zAu}IRjwR~zLWWZPGNIM;!uWj&4LR|*%lcoaDsr*|`4c|BAt%Dprab?dx|DRU<&+~1 zt#5YekKCuCz|wjxa_{~B9P@AP551W+r zH*1MVbAyA^KDYc%^8RlY9mxm!Z?NHgpViUC!>0lLD7z1*^>HaH+9?P@pdTA0 zhz9h;)!GAM?I{R_Sh_k3**~$x0bTm}<&Qu3anO(QedhZz=+bRf4OI{h4hWF{l_O)-{AdYU;M|H-%+5OI(E)a zo!#u5pRkJxT?gG%($K>HaR#9L+~@weduf6tdNvMJfxj7e;nfaWDd2l6h>{p24!Vkm z!vVsj#KEJ)`Q8a)1FlSf^RxW?GvF5vE*?GsArbL~izL7S)t5lHICyxt_;>^aKQ4pg z4}1^8rzD`dazl}j`rczA4i_4cXYp@|IhD%WXmv;TxkN2ogDza8qi0}b;^yJyyLwGb zTtf1ul(h0K6;(BLjobGh=;<368W~$!S=-p!LG0b0x_fwfdHV!E4+#wmkBCf2e3_J- z@+vhgJ0~~qUH6ux?3UYOAedE*T&8>sO zqc2~NPtd2|ezXe*g!f0YfZu<#?6-DN0`0=Z$H&7b`q3^NT+bg3r^F|?a)Xdc@gC7* z7itcXXT&s0@o&r9E^vzK?$cVhj$WkW5?kRu_|deVE&FQ?3;IvB>>myLk9N(0ltH*Z z3mz`eOL%xdPvHZFfQaBnAtEOFS&08uF8(YeKML7D%6H%-IKVl8KPCkJkzF9V@Q?5Q z^3L}K;IYK}jsTJ3;Q$X49wi72Ixjw8>x5LXQ3Hl2ak`gIakEt0!x*J*c^m7wssbs7 zAvdEGHkxX_oCUgP8}bSlo$sm1W5}L>sZ1@=d5(j^Nr286-Ljtb%KTH}`ekbkqCJY9 z=uwI5by)Np@*Yie9I{E-yLMbaP>Hf*!PfPpjcvu$KR?R7p{-`=c1`M}A~a?Dbh)SX zOv~FT%pGRyBlPsV*}}DVZ@pw{bz^{M&)MfVN+y-Zz^GKP#E|rv(~Y=?*hB421qLkJ zfq6uA!HOg+Tjbc_n%$zyd#<7ox8YsC=!oMiv{57!S1edF8mZM5fH~1~3`o-JU|6LJWae*h=9D{leOdQRt4vD` zd3&xQ1Wz;OG{%aNeBm|i-loyWjHXR__I#yM%(F|8V)wGNK2VtZfVQfi{@s4ISHW#kIj|kVv$GfaUl#W(njxSPs!eNQC7^;=;q`28|bI4()u=k9GOZomG zoCj5;*4xlGFCuB_0b&u2{MrxtK6-9}juO~D5Vxp_w@A%JkWo8;!#G)y*_vvS);`x99fSJaj%VM zc}5F3F1~KImn~g)>YkX$UVcuRbtgeSv`KnSV=T8?%@oeSw#}Jze1kPmeF0-NLUd(? zBn&&Rt|(*rkTSM4Nb1{k#dNHf66bkM#kCULn!C)huU)#q;EuFoX%Mj99-5S;d~5%$ zb=nC?R79LirK^9-N>`mgv8~Ml60@vLakDM)M3WKa~>JU*mg2@%xNI55cBhlLCQ$ zY!v@Aqj*|d{Cz(8@zsy=_y7M(=9A)onom}Koc(`wK3M@3|Id8#bDsR4`Q(3fJ|X#S zJ~{iBwP5WYExHx0SNy;(t-1WTco}9rM-nIShKM5Bw4uS{W{K+w(!VP&FJ{7w;y|!t zk#NbGB_XxAtX23meu%*nnOe(0a&KgyoNnZy?^2|jag--~-!o#5%E78OvA4{0zbchg zv#__N@uA&<4t`o z;W+9#NzPu$9@*Qa0}Civ-Z_7pHPEYr!w>hhD#KfIav5|_rWaW>QgoN4aNsI0Y^1XE zb5y-uBO)U0qCodKI}!xI%>J?c@Lnqol9x3@AI~AhCjwXxB+}o`HWJ^F+@pB4#(^iG zq&eV9t8vja#4XDhvj`|&C+()?Z@$dJG4ZPBR#|WpOTNn85TaCmZ6W8z{gXbjKwq1{ zn`{^7{S@i|qO9rNalBUWDaHz2QcN_1w7lZYs5Q?+E;^QEKKYIXNKdemJ{kY^L*%2DbCLOPKCdNC>0Ek z0QcY}tiLmOUql!SR+~9<{tl9dXQ3JCzk}FH)s6rjMOGac2zf#B{qsHvtIIK%8HjKx z{)8n|`3~yY4waLJ&t5)!tI&_OLV_X-+;!4DDjF z5)pF=g|4yn4=do!QJF{pV(J1d8Ax+6Kf%6y0Tt@iiWr{ ziuOGuVB^0e1=hX!h8)PkmER><9onIr#(%DVU4IR+b)6%XCS%S5qbw3AL#5usQ_qH0 zz+Qt5#|&dhIe_HD)gutk`)HdD%_VZbn{`$7FQ^XZ2J^f3Hp(G*^7F4>kc+s*zc$eP z4kE$pk+%V_P)vFdk<^+SJ_UD0KV`vudc&E9+XJ|WwG$oO$NH7P_8$Ws!t%pmgany& zhMos9)V2#_WlWKNY6oj^V#;mC^^FQB+olRibzcH#>YC?Vk5962cz|>Q0x}$2ZRJjE z5mD->3_#o1&swhPhz?(VmRXD2lLc!hIMBxWIsNSdfT2$~5_Yue_8k;V+=52=h@L4N zw8rvi6Wf2>i5?T4D*~zNKcbXeQ@yNi5&@>1b}*t)L^cwsKa@Xh|QvZ{2gRk*ei4rlw==x3Ib;)Aj&sZDP+i^x z&ZdnDGOyair@3;?B8`uv`WC$z*6=<-c~?H6B;PC2PB0xO!JNi$$L2V$^D)ppux_y? zx{RyX?dql-ykd^Brir?Y=*|%1YuRSHRM9|vb{pPCNaWt_cH;GEN1N~!wCd)nFZD|3 z;@alEf9j}6!2b1Hmv*&!k-_GGyvW>t%*-F34WoXR_;zqx3{ z(HfI9d3)y`SA)XkM|HARUrQeqLAgga8m&_ES?&FHL0}iJl?MSym4E{*;H6O-A}>4m zM)}~v-BNetw$UAK%fyZXzo`M%N!}q0pY_oN2DYpIwJ3A<>CPo4cbRnIa0_PV%bW6a zHgO*%m|~iWy7vimtQKU;Z|Y%cbqUpsK}cDd3+BRT8hHf=>cg{R+XvxzJl7Q( zxXRi1@Yp2eypP!k>=7Oqz#%f18#6$Suk-2WeYpsfEmdM&?UR4@j9++2q=6yfc7N_kaJ(i~K zf{mZ~YL}*`m-4B>*2RWv^tP1iDL31ApD?mprtNg+l&W|^mwH$kxYR8VxvQ&h@};Lv^F_&Q-Pmq1 z@`^N4gZSZU4a|&xu=p$Z(#P>(`Zzy9F$!v0T*Qbsn4S4hNb2HF@sUdq&R045kTVU3 zT!91hc$Ylul$kQyi$@s2R|n+M)Yr?oA`DL!!sqcWiHV zd%6$P;4G}_0=n$u@1PS@3woVlqUBRl%Q?mwEA`O7G@_Bk_k9fOkQR^cF&By5ZgHlC z((Ve*e1MtH({D_lu>)-9xWKT`3tLg3T7cP|Cp#|zPfDTlsm)>-HqBrd5x>6%Pbptm zK$nmNA-!40=5!BV%rR15m-RMHbqlPUmjDLS`UT^jV@M0~KJob+Y#6Ma=hd~F{Wwua zag{})r_W9yq_}8qMRiAjN@s|lN1jW_83sq8JlqUyT-;Xyz|5D=s!h7^?UE|pFJ z=}_qyhLoWZq#Kkjr3}J=8M-^AyGxV?VSr)$pLy>0es8^B9N|!?dstlG_nW?XJE}RArr?*wtRp~OK3|}|#?t2?g2`Z^EWSyjlKJ6(rgfS5A zWv4VHX?k%Xb99GLO3ZwL@CVZhkksHR;~p=5nxLu`w?rS1H$~PuO;n2nhe&GX>z7pf z;~%*OmW?W63K(J?+6*Wryx#6}^Bq&>q{KQ{|Fz>#7VFPFfh_#q!7m-QI7@8wS?l$Z zskU8Sw#Y<{9#`@KckiRj%$0=LA4fvIe0xJ3Eh6S5=)sbWIkuWgM3}qCP0H!}eB6|` z87nHoy<)mnl{wm7+CcOagJt>EIcU-x{IAvbdBgjP(|zMSm^(|AIvosrKco`olX}um z^m*eJWG6ko9@=~h9-Y<3s2Jnc*na~nTYP-LjA9hUwJ4=tq0V-1Z!-HxjM<~EVuX9i zJd=-Jcbq%YEwL2u_=CTbpQqYhZFTlX`ndCycT;KftJ1?Bk1XI1po8g}g3+odx~}ih z(Sc75;pp>@buQ|^zNuD2Pfo(nNTB%5*I5x1ss%^`2sm=bqJT6sxSaGn zm1#Dz35QVl?99*iak}N57dl=3YDuH0!S8iC7P`@}z6L&92I5yrl~;Dp>)NvBfM^7K zwy7b9p(NWujiY>mw0cE@!X}IPl})i9pzmdeapX~n5NZ0a`h1TZy-M?A+KE9wL3s_c zbWK|wW=wH%dsl1)c9&(Nz0|B_?0h2(5-Ru{x;Gb+f|Mm6xpntAEWD|(0Ht)0q#4sY z0+ZlolQ~CD;*%S0nHJ2!aVbnR*1It;d&#D{mVewK?5^R7B-H_l+5shkLqxF~0PUl# z{MysC5ut$=2thAr?;cH2yzp!R?@y4GnKJE)%d_!v&DXFz@0p?&bK;ZYtI|+QP7<>6 z%V!MVs6UBc>PYH$IjjRWr%#r{V-MOt(tOW~I7+EQ@S-X&E7-j#ws)0#qOl!NV;1C3 z@by}`@{*L*nD8|!@siH{-B->9HrHYWx+IfiNo=#pRih4UmUwW!9*IAgYg#zCIE@m9Q zm1Tt!R7FJQypS;ds$_E_V8D33e;IYBBLmP>WX9%?fs&(pQNUf9Hb0?JkMfAx)F< z_ok|DM}`fOU5yIzvnjqT&O}pXWK=!TSAw^lHGFz&)v0^d7()B>hTYEISFe z2=orUQF{rsY{T5TKRb4>q>R-Pl3>8f5Dh2`+z9}tRwYdfNk^O*ZUrX2drleod00^ z2_lyz^}-lAAAW-7?*SEJij5%(OS2`8T)t3?#kVWzXE!0O6bD{uRT=A-4Vt<{8)p>p z;?y01TP3#xcHYV$-$iMB+Vg13s%*9&s_G(y_|D{ z6OkA$&HnYviCDU^7uS}wyk^?IDfXQO`V$Z>z32;Ao{tHqIa#?PU)h~_!06)QMFpiwL^MZ}xWwk3#+GAA&S4{8S2}>Hik$`yPNw{ddsbtg z-Dnp^ytiDhd>a;2e>>tv4rQYjdp9t1O|53&kR^s;i;9ACByFVD+beVv>1Y%)`egXe z>reTvT&>+{@p=`z+*~+^CmFx&wfCl{T8c)&HhjSk*eG{q^?MqB7x7_6re@~S5DdK3 z`m~UI?`2K5se#Jr!?z6VkMyx*Tdb6&Tx;poy%iFQzKt0*?k@qC!Oo=v*qhEaQr1^vr}HK5A%vI*{Vm%-%S^#Hk=?c)J+#kMlk9wsYm z4RhEn7DB6+t59b0X#U$Yvg6fHP@%^nB7N>fivHNZ-lYMJR1*2mLhmy8@I5?Q+LBvH zsNf2^HYGlgp{et9=*)b;d+2fo@UkMz+_;KjErIHRhIWwaSGat4-~#0^zqzMiYBn2! zj=Ar$v@J-4Vr2zc+a8|A!Bww_6-7tXJt8Y6MtmDQ2PL`wFV1+Nv9d6f-=eytspfmw zwEWm>kC?o9uJTLtuRg9S@KY^=R)WM6VdKeQDn;U{++p`ODvnmfLSuue9cgJGEawwY zplhxT9fxL1x>N2aGr-zZ&6_mN4`B)4Xn#7Vbb^`}a8lVa5f-Bhos*TQ<0MbtrAh?P zF-}u=pSP{Q{t3D>Q4C>cNI&Q?)b)DXS`g*ehTdZ%#~3ugSxIG~{t|Z5;1Nk5mg<3L zWsPzjJ?VSPpBU6O=K|9YGW`VhZ)rPca15S??S}`h& zdt*xgSv}D<@3Q>v(jYduqIw(m%KFpGSDL=znXa(`%NcRM%=T`KB7<$LA(D9>nU|>htwQO;3koZB%96^Sbmy<6+ zsmA^j0q3Mf-S$@BR-ta;#Sv6Z*c1Eb)gnPQiC$&?^vIC>1J|;(HfD_>6@162=x52? zs=FZR$p+7*C<)`L%~EMDWv8dY6VbfrEtlixG4`q!nZlc{QtvdkHuI}3!IVu^@c8y2 zFX8?<$4`o+uiD^XQbJs9;(i|s5P3#RHbE@=tFXrO&3JqY6Pna}5v~ermzOgMX}2ZG z+7+(Zxtrq(4Mw2p9rh*dH(3rC_!ggOW7EXC3OtLBt)#{|gTw{<`aoSQxaOluxtHKC zx+J;CtGR{}r4_9Zgzxy;hltt4$`pY?MV$fK!x-k+C#?OD(u75-we&rIFf!=2^#L>I zI0-mW^JV3k+*C0hqk`zVBV^0uStnt$VV8Dpq9WdS zHpkaZAXRdp0w_icMGGnL02NNArqO7?V7i%0e5(?fP%O`=qJoU~FjepJSr({%=Zu~|zdVLkmHSJ>|R{9T#I^ecoT+_v(95r`O zD$qEqUzPmwB9&m+nn|FucjPI>S98F0I&^^k0C2gCfmvo)e3xK=#14KMGehbtS2Mg4 zb8Fr%Jo;&yNsw+`6zNBBN-{IZGMgP+d{}mOsO?Jd;_Qg)m7<5SJ{iQUo_FOGrG286 zq~%^Rkb1j1NRPM75tEn{2M`Ha(FEGAR(@IqYE$4>w>LF)XZmfQkeAt%ZHPQ*x`a|5 z;Z8PKZ{|r(Qo&JE#&x{^ERWhH7CAtLdnBGXGsB%h*?QI!vBP2jIZ||@Hh8HO?caj% zA&Y&Ql<+KD3Gd644u>jC&&64?^(1so=4q{OAQ6Z4C-+76%33leX0M25zQ-|9Gw%+N zdKI7m%xM5+@&23v&1Sw1F5oaHclMI*_5q^e#PTxn6Ccy7YN_(HenXyzO!f6;;r=4F zN9ieXx6;=ewUFg3cVeC%7`CxsA6quQUVt+E1Qjm^tpm%MXUn+wCKnT|-;{ABEy1xp zedxYnpasKY$zFrN%fd&5nh4FKS%&DK%9B{%6*RaG7;g#B!!m*|zKn}88b@4gdPrlU zI18Q~%c?|maaiL07`U~l>!$ycG;C@yG1_rUX+mFG!d^*{!fRj7Gv8E1v!(RwTldwj zCq*YTA%YkTlwTwTRRv;Nw{@Mo4IwZJVM{CnYJx1E_wC2ywWxo5yKQIbd{W0mR#323k13f z%IFD0`xT-(eu5}92g%wLICKXe4YGVXQ{PCWQ_g}404|hHJ#AhI-@4P&qBIJDqbj~b zb2L+xoqHC?gV;Hrc^uWHK-PM5grZcfW5b33db2n(KXwK#M(YjoY@c6pPwb+rD+;0F zaEwlpP-?y2a;GOmO5w6sn>0Z{#8pe(;ac|A>JtYVjT&Vuo=hcIr5Q!d)adohJrOkc zOZ%&%gWaM1Z?*>NH}=eoIX>UN+}srDyUd2Y28v!6eFG^cCc3j&PhloU>+^JJsVn2E z>(zH~Ib1n9V#(u1yxbX6)I);Xk@GFrMbnhjvVcXS-_wGyj>K|%_MGoP zqFS!8yfb9BbCTr>Inj;y)RQ$YEYP`Bdwhm18`U2pO>Rn+iBQb|XWqVwuRS9`q=?YT z#+_wrsi$(7l_p0*yo$mJ2|slS<%SNTfHXFC1;^(M5{`IcKv5g1OYHsv?AF;WExiFD z*UKo!-&1QMc2Cc&HXQbzn_OoteLjXZ)RL_xJxP@?rgt&1!HHcUxzg`2f*uBBS5B;f z9SEWw1=|5rLT={#ivYmKC>D3k7?v+Dg1SYKJa9{=3*C2c-6bw3AcIegtx!T=eZ@Fn zAY|YiNEzDVnSwNYWfNHi19Mg0mhk)`S;l@GFwJP;`n=()@8dbe9hiYG(_?%qsl8~y zm)j|dbzhE}_q??F>E=XVNdL&O>SWAVS+St9KRkP%0sXB06GSE!Fp97}Cq5S_BdHtO z8h((X7u=Y98qzD!#v)?v! zx9?$`rk@vnDrV7PLe^ONjAgLsQNnb2wDIc0G^%85Pmt;eR*nhbcsk6X(d<&~u-W>< zT_D5K!?gtGC{f%6Ula#f~s&-l!l4jk@$U*EAaf9x6uZ ze8>5|=}5w1F44NOu5uZUizIWOX7atHW6JCj)OYKTj2v7b3Y!VnOk4ccK*F3)GtJ=ap6yy>X*x6(Oh#5 zWA&odroaM1kwDX2g&56MwoKMpeb-&=R5HQP--|2ebp8gr!%&#}6uoJ9!S`J%aYH_K9ZTp4c7s+pI`sH%3Ukz@E|VnCr5mRwpVSo=h?%8eA&^ zVlj9%9Q2#KU(R-$Y-BTzmP0&sV>Jc26Pd$$5Ra~gh0pX(;)yz4p7C5c&Q>!&SP2jX z-k*1%gE-_vlJi&zFjA>j{uA|0`G75l9D%jT{gl~cEeo8>11zWMmO1#(6IsIAq}eX> zt2}!@W8p%@)g`&SOBdp;pG1i|0r$(G@5J5WIoX%V3_v{ud1ZApa~SUY1eJG$`^u9K zy!fyarC0SJFfwhr#?JKyX{*zK_qQjtLxM>~F*>dEEW=JriM#B>dDZDd4~-)l#vDnR zl_q*zDicl){r_RrI>vKJ;$cOY;z&7%gt_!d!N(Cjneq>3YLgz1`QhRg9C7|Hu%eIW z=tB1n(@<8+EC=g`*jGwhRT}tn4YdW}GC5~6i>iK8CG?*c%VE9^G{{+&WHD_<*1BaU z?Nt6vn1;#@)pF=`yF+>M&XPda5sj2vv$@@Y;ay3rf_DFhcMuj_lOOV=K6tB3?X>E> zTn*OQec}A^GFMmji51(HYeANO!6XE;t2z3i01c>rWHl02Sf*){aic(2&>@~lShy_-!qGtS%I@Tfmn9z zf@#2GHJ~Je@zlCQMgYAeAB=IjR(F*9-9ht6x3@Vl^^3IbimwlIFp@iL!W$0pp{QVt zllRimtR~u9?kC898dyK_oQeRSFR!+J{5xqBIFP2Cui&q!FS5!dVX$JgZrg$qhvL`WNccE;yx$-g${hfk}ws4969-$4LOyFUZM2xoTESu>b`S1iuAJM1d z*LY;icRs}WJ!=<;yUXumbu2>9q=hx=&f(P+=V*N;(z2Bxv~O+=cfThl%!yy~Uc;i! zJCh#o>fUtg;_LAWf)jbsjYx?hwHf8?Hn-q$sW;d)!>vne2V1y?wXLgI4`QMwl8j!) z6fh|YEp=cafIXZrDBzTRkuWd@x5fSm)Hf`PL<`!97=^`Jr-LtT%yGnujvB4)+cGC# zdgw-qU$WZ$f@QbSNtBsd=%~P#Yj0_|MF4rSHqPa%Bh<=^jZ+V%oYRg=I(CGx%9AD~ z5)f{JeW-3=nKxE58QLQ#^|P;h*e(7jOG?m#7i7muN@B({Yux@d4_i$1iMV^2?mQ*x zxbm+}mhe)V#lGYmyIi6E=&6!&ktD$qXqiyUtitkDS>uST1R{QrC>z_`(ld8J3*93= z-wi-kgQ9%R59XH9Cr~s~%wE8NPaJ0NCNkxhTSPPgZyO2VIKcznp4=-4K<}2?mf1-L z>|zdb_s|hY$(l4yRGU^rS=jWgY|(s$Gc}+D<>Vt7_KmELGL`vR859a|r1*l-+*RSz za;me^>KXyp?|H7z;pC{O23y6I_w9GBcI&g%>m%4ku+5HJR?IRgkcLn%mHM7M~z9{x&)4Hu;xI#E3tG!i{p{WQpULv=nISgRIo! zCXVQR#Y=(0EW3SWSO#Fp{LV6J|3?&rI`7 z%8PLxXRy7Y-4>V_Mg-Tu{h#1^*4O3m?-O>g1TuH9 zB^gOuAyDUL0rS@YTjAT>S;GkmV>u`SPS3&m9drO!!_FXJ2$f^$^a6j+c|UNr*npg+ z|Nq!1&4U#&3G_^*79;G9b2&fyYh#yMbP|0^vhm96Lmv(Ky(-PquVy!3^l-R)PaN*` z9z-wvIO^3`eWeUt6Gx^mD#rW%P#tFItKI_Azx=64 zE9Y0=Nc1>ua}*=}9rc#AZ|Y7JbNYtHJJ`A2TM-_Q+9D%MZX%8bzpy0Y$NE~WtdP8$ zpQt3+x+Z(i=E+{CnatIx;w;flCmzB?mZDzGbfGEfrK6eo{)#u)|B3tvM~gV{+GUGZ zMQVZ#VRGr?y}}5sDW##@iEGUn&nn49WwDscs8{@|%$a=kpj5=vrg20tAB`~xs)CDk zYX-hUd!_@zMWj+4c`$^|xI_cta0xKu_G;Y1Dh~Sqvhp$#1<0=8kt#bCuhx>ht*!*g zt0;E7H=R`EGc9`#iy>_zdb|#&oGAjL5e&xV{ApAn*Egptl?($X6gH2(8~Ib0kKRJ0 z2atbFu7(UL!+AbPrm*k5q-IU0ij1E$af=t2$9^isd^ZHu>G&L4DZPrg0e?`jO!WlRerK~3;=v*6aZOsnA;b8E;p6n% zgamGtetv2<5j6Ea}<=Ye~)LWcI3f zQr#4Hn!7-F|J>?oEl`;qUmCn|&>lXgD(~IB-AEVszA1#d-QNjoxkySsOfUyNGmCMf zEvlMw-`Gd@KALskPvl?SyBadpf*qU?+#!oq?9YI_A&_V9eY4z0W&@sIfM>3WFWDESPvhvJ$y(D0#SjywQ$h)a}KWo(pV4JcrQ$A@cr$M+aG=k-2r-5}8ss+p((A%N*LN%v7v4 z9T+RM+|%S%?s{4Do8uI+Ohx%sZPJo-lp6#)uZv=uT=@wne{mDRWd?FwC5D7{MJd+e zY{~QSti>$x*`Q7%r5)~^9!Qwe$QeIb)rX>WGXZVGwk7wP80+1V=M=+g4GyrFK?)j8gLcaOu z`MV$bYiJ7%vEkSju9^G!H}`q2`6}$1h1mrJyhWZ%-g7)qz(LqYCQqaK!b9iAB*P{Y zG+cXPiQMLqZcCa$wWe?AI9hI&gcdwyIMaWL6RZ53q^5}vB+KG1wnG103(p4dmJhF( zCjx#`U9X126Uvna)I(MHG8!iTmkTro0X}H{+p$WS@e`z(;12{uwdvEjIV{@6l%Mve zED?N<<3G_mP#|KQK8mPU*e@kn2XDsCj6;6Gshaq424ON*+OBoYzWG?_J3NPpqv_5$ z;1RV6T*$5!v1kKnjTHM5PGu%)zJj$IUKO^1pUEoHH*gK1);DUBb~JnfaA|4|tA>3Y zdn6D!?&@RXG*fb)tvdYzOBHTdFwnahjhk_N{#=vXy}VT2++=d1EeG9yMaWM(70T#( z1u`qUva%A_nmneX#$C^Sk7q(H$DWk+je0-Y05@^Q!h#l5G#AKkQNGKWK)pODX;H23 zd39-p7fVkKHEtkpu^%$PnQt*F2;pf&oQ5RlP(&?r2ngnTAs}vawbm8~lD$sd3q%@n z%#niuWYbNgz`hrOi=Jp)3Wp@cwrLBb>DKg}>DU?K9%iNwdrny_1kV1v3SBp$ehJgj zuW)r2jJLreec46NGCe?t6-b$dXBOPq9;)M^P|mIz-74!_-1=(*D~}G^#nwv{MViVk zX%gz~+v{gAsz+Wfa+NmiZKO4E3tB1l-*J4T&$VbCF-N(3FcScUok-rN!j*G#`VyW> zF(ViH#i^ffK)u#O?2sC$$txbplI{mpim;Spir}UL+gZ!1lrsi$=DW(IcH-_3!oV%{ z*QwbD@2M#%nWpW zqfM9?G6BGKt2f_VA9h~7OE67LAe`sL)e+_^$Jw7m&CO-nDqz)R9nQMH-@2{F?nn>X zFx@n#lBTy$gr^mK_r8Cujfe-*oGI+US3&fePajDMw7Ga@GXk|~2r5~SVZu2qcEV?O z8E!j1>|~+lG>mNZH#3OFN`whwB|r+0_c|llYuT2B&qtd}>RK9J$b|$m@6_|5zCA77 z77@V{V~Q!vS;&LBe?&stHnFa5a12!X%_j)>b;k+>!Pqh_uhnRh+1+B-L~*{)7};Nk zaMR`o9? z%)i0=;;jQs-aYA(*&$n#1!3kbXHCr#$1#npHNV#fefOi&$ey!?3iG(WN4+=tJJLj& z6Ijx`(ULV`O~>gtys6joqaG?}FDQqcf4fqk)`1}CJew5TGPf9S37`?&x_Y)`2r+Kt zSxO_tG5En^EKHHVe9UtcalLupoY{H(Svp8iZV$JDoy=64KE2H_dC^gC#U$s&0$UoN z?7gi{h83GvZQksm6SO78xrYnOKS4I7c$!G_-4>;K#0U_|pi)s&{z4OHPmZ+KwN%N2 z!IIwLi{w|p2tL91JemWExxpvL8R%0PlqtQ5%)ySxIiOEh|8hs1I8a{R9N3%5#m2Zm zfoZBf4se2M3_jV@X|b*5%8qieILa7i@s3hL1V&-Jpm+b{1s(SN=ToYhEEc8YirZ@z zB})9#eMZqk2m?Ci%WKet_8-1jnJd?arvfEjmLt=xQ?E%h4>i{$3sf&!5{lztO*lJW zp&ikK%aHl^wz==%3na6gnA=_tW@Ap^VM*H5G`C+a-Sj1J^JHxsZ;3HlTEi8M?*Ps? zA` zGbv3Of083`G8`CrWA*7a3moN^(6nOdwn0H*#5T#4ex?yPE2zRve<|D0gPKt}iB+y& zV5;6fMFr_e<(0Hp`j&B?Y{7WS$=Y<<09zXC?qyd+!Yc!!n};%CzzzrMzSH`MuMmA| zr^R!>O2umTt2C=vah*l0r*Udpc%>CZVMl4k8YhZ+th_Q{fiK#MMM!Ub9-@@G$UsA3 zK8}7d;^Cy&(H2Crc?cIxv*V^@l`vH8joyA2M?wuAPNttj(e81mB<=s}>yoQ+>#{W9NpHFD`CS8_fEC6)z}imc5I-r-3NS^#txo|#0J+uv&ObpR zV7oAM(8fs%`UX~-OQGFuDD$l(rub+%5TOhD+&NKx+3VWCk#Dt9-0_o9Rzt&4kaM%6 zW)~Y2o2qH8j{e&k_&>f+cbOWe-BUk~W+!42MMpvMiVEsgn=AQo%_*t>D=jSvUN@Fhn*+>C$RK;KRvl8b z>6dulea(F(xS{Xhmc+-97MFyHM>aiNf;$8X@fBq)UW}=VqVfsuZ7~AZaj9#^8sq(U zwi6QF+SP50?946$n=vwkWm--&ONn$6$tN0Q9__-x!TY{-KHE324(Afzd^WqX3=2!m z;S6Kj<`L_0L5__++2H=93hNQAqm|QS(+|}%cYBmk zeV?O>H!Kd~5>#$!N@Fz=z^_I)+ryppgbg{sJYp_e`6>iO`lt0soU z3bMx6Ru>jPv$#IiA%*tU!b#A=+4-LL>X+h=5yjV9TN7Q;CbpS2*jIT$r{mO%4x04R zx#MVtk#av{#dPpYN0A|wp%oQYvUSZ%L*l-8IkEODP2^wc0pH@isC%5A(9wqZQ?&*x}uxWe8(M!kWe_$kJASFKa`Qn zv@lkxjx!kLJmdl|IhDA0xEdKO?mzPqeucO0BTKF@)TZgOG44AH8(LboDtxtg`-u%+ zH>@=gGSK@fc|-Bb%Yjn+@QkHQR|0D4-!H8bH|H|R@#@G~wF#ep0+E=8U z#(CO2Q_UM*@>VMlj*k;up`l5>EusgXx5_}XLeV8PZC?X63cM^oA!D+?Nzg$R124-# z2;&(3F-1VJO1s)KSy}WGzhRGLX@#2++VtK*oAq#RF@yYWT2{K*Y6<8GDfU5{K66~xDDVW3c71VM_T0|mzFGhPQuL(XV_g64oiu=T{i(^Q;TNBsA_TR5o=Z(MsZHsrW|?5NArFGJHAJDTxIaTIWWt;nKfKH%GY_yg zLL}1A47?z7!;#L+be7Q1_Zl-lBuzn|0z0h;;Ouc?@g8LZ197)GrR)(r!`sF3{zE>lbAwODh=9eW-;8 z#LCH?+s^Z`mg+z4uiKC7)xdd}F9E6V7$W<%DX0WM{HwhlP!B-I{js~%zX31|+zXpJ z8OsBKFvRp5zygqe{};f$$Bq^rj*s2#pic5mHg--{Tw=UJf_!5C#v23hpkqO;Rr(+h zh5+x(FV|7a-*~!@pEz2%@#xw){s)PdU*IC7^Z@i&J2?o1A%SrsrMAPoJEw#D~HG@*;oig^S`FGf?~|0A04MQEJsUo_YN zzA*GVZ#jQP6S)Y@?iDQPV%~5B{>Yo?MQHS5rmYvFnf@8=!nfnjwA}v1Xz)Lx3GiOT z8#!xM^CKX_14F-$8?oS@dMdzo5!$oJN05toD;fMF8vjLT+mB>xE=IdN^hdM{WkKal zmeIv;i20wvyyZWk7!8r{KkCC4WY{PzJ#B zHdq&T08yBO|?*6f-7s>)74FTW9XdZt?yHFO$ z;@~z?fP7+z1E7Dd{(qw>Sv|J2a@BE%x<0nCy6a)#VD+CRRZ#H4Ar$-w@+}4`3SsDX zVBNicb^5;oUpSg1V$<3e_g@+LFW}##SMb8o4055*0VX;ShJI)B^}o^n8=FEGvUz8^ zPvc@>oRfdC`CoxAqU0+TSXs zj=LA2nb}%dxnH!V(TB34DS=VM5IaEsTri+6)L*)yoRbq2&@};7QO?8N7W((g^q0nX z;q2-`3C2BO(YvzN$0^RknbF|d6a&-fS zTnXR@>gx4>8N=YgR_(Wfu3iFRh~OWtfS>5`vHz|chN