From a38d95fe55d634937db4c2deb7747eb64f21ad85 Mon Sep 17 00:00:00 2001
From: Shan E Ahmed Raza <13048456+shaneahmed@users.noreply.github.com>
Date: Thu, 5 Dec 2024 17:14:20 +0000
Subject: [PATCH] =?UTF-8?q?[skip=20ci]=20=F0=9F=90=9B=20Fix=20`benchmarks/?=
 =?UTF-8?q?annotation=5Fstore.ipynb`=20(#894)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- Fix `benchmarks/annotation_store.ipynb` errors
---
 benchmarks/annotation_store.ipynb | 281 ++++++++++++++++++------------
 1 file changed, 166 insertions(+), 115 deletions(-)

diff --git a/benchmarks/annotation_store.ipynb b/benchmarks/annotation_store.ipynb
index 25ff75f87..f1d507d0e 100644
--- a/benchmarks/annotation_store.ipynb
+++ b/benchmarks/annotation_store.ipynb
@@ -403,9 +403,8 @@
    "outputs": [
     {
      "data": {
-      "image/svg+xml": "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"-15.330903236870668 -9.398834158149878 30.661806473741336 18.797668316299756\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,0.0)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.6132361294748268\" opacity=\"0.6\" d=\"M -2.58509938620736,-7.5708164132694655 L 1.523446243703293,-7.917014054714462 L 5.631991873613946,-8.263211696159459 L 10.063674926800518,-7.663057285945772 L 12.602653876669724,-6.416628029180246 L 14.195280774880247,-4.8470613491388 L 13.895203569773404,-2.6312198225455132 L 12.648774313007879,-0.0922408726763071 L 9.509640952924986,3.0930129237447392 L 6.047370169566173,5.3319146685071015 L 2.58509938620736,7.5708164132694655 L -1.523446243703293,7.917014054714462 L -5.631991873613946,8.263211696159459 L -10.063674926800518,7.663057285945772 L -12.602653876669724,6.416628029180246 L -14.195280774880247,4.8470613491388 L -13.895203569773404,2.6312198225455132 L -12.648774313007879,0.0922408726763071 L -9.509640952924986,-3.0930129237447392 L -6.047370169566173,-5.3319146685071015 L -2.58509938620736,-7.5708164132694655 z\" /></g></svg>",
-      "text/plain": [
-       "<shapely.geometry.polygon.Polygon at 0x10a957fd0>"
+      "image/svg+xml": [
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"-8.68382003606676 -8.412715823645229 17.36764007213352 16.825431647290458\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,0.0)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.3473528014426704\" opacity=\"0.6\" d=\"M -7.465901692218011,-5.025963780424233 L -5.519476219655068,-6.126612625314432 L -3.5730507470921267,-7.22726147020463 L -0.797080642060517,-7.769469895047692 L 2.2499936753926235,-6.923693267374949 L 3.909082940329959,-5.806812427280675 L 5.568172205267294,-4.6899315871864005 L 7.498365682626161,-2.1850656945763216 L 8.040574107469222,0.5909044104552876 L 7.753237899843617,2.80843409543976 L 7.465901692218011,5.025963780424233 L 5.519476219655068,6.126612625314432 L 3.5730507470921267,7.22726147020463 L 0.797080642060517,7.769469895047692 L -2.2499936753926235,6.923693267374949 L -3.909082940329959,5.806812427280675 L -5.568172205267294,4.6899315871864005 L -7.498365682626161,2.1850656945763216 L -8.040574107469222,-0.5909044104552876 L -7.753237899843617,-2.80843409543976 L -7.465901692218011,-5.025963780424233 z\" /></g></svg>"
       ]
      },
      "metadata": {},
@@ -413,9 +412,8 @@
     },
     {
      "data": {
-      "image/svg+xml": "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"-16.315184292966006 -8.080857030858324 32.63036858593201 16.161714061716648\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,0.0)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.6526073717186403\" opacity=\"0.6\" d=\"M -1.3308459733409304,6.87232486100899 L -5.067767897725934,5.13008075324146 L -9.786450516540794,3.197715792139511 L -12.541611746495942,1.6455925377063996 L -15.106652123116673,-0.8882914111565678 L -14.726410416447836,-2.8518128000162792 L -14.346168709778999,-4.81533418887599 L -11.020644919820594,-6.2084930177324456 L -7.885241983196609,-6.619891152159046 L -2.786317657712911,-6.651047579916808 L 1.3308459733409304,-6.87232486100899 L 5.067767897725934,-5.13008075324146 L 9.786450516540794,-3.197715792139511 L 12.541611746495942,-1.6455925377063996 L 15.106652123116673,0.8882914111565678 L 14.726410416447836,2.8518128000162792 L 14.346168709778999,4.81533418887599 L 11.020644919820594,6.2084930177324456 L 7.885241983196609,6.619891152159046 L 2.786317657712911,6.651047579916808 L -1.3308459733409304,6.87232486100899 z\" /></g></svg>",
-      "text/plain": [
-       "<shapely.geometry.polygon.Polygon at 0x10a798880>"
+      "image/svg+xml": [
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"-12.896763301772083 -17.409345219091158 25.793526603544166 34.818690438182315\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,0.0)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.6963738087636463\" opacity=\"0.6\" d=\"M -6.6742625046535,-4.410693825122799 L -3.0832960508700635,-8.030771162390886 L 1.0590071310537228,-12.485131312740661 L 4.9329196697784985,-14.719589108786712 L 8.255495480362923,-16.119764091751072 L 10.475397834666648,-15.851373448552062 L 11.592626732689672,-13.914417179189675 L 11.607182174431998,-10.308895283663913 L 11.070400888033973,-5.869090575056463 L 8.596663332273561,-0.3120569684259884 L 6.6742625046535,4.410693825122799 L 3.0832960508700635,8.030771162390886 L -1.0590071310537228,12.485131312740661 L -4.9329196697784985,14.719589108786712 L -8.255495480362923,16.119764091751072 L -10.475397834666648,15.851373448552062 L -11.592626732689672,13.914417179189675 L -11.607182174431998,10.308895283663913 L -11.070400888033973,5.869090575056463 L -8.596663332273561,0.3120569684259884 L -6.6742625046535,-4.410693825122799 z\" /></g></svg>"
       ]
      },
      "metadata": {},
@@ -423,9 +421,8 @@
     },
     {
      "data": {
-      "image/svg+xml": "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"-6.501446211200867 -5.8572313043110835 13.002892422401734 11.714462608622167\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,0.0)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.2600578484480347\" opacity=\"0.6\" d=\"M 5.380113011299008,-4.4782121416533105 L 6.019857602963766,-3.709624568610595 L 5.891014621585809,-2.301292403903121 L 4.993584067165138,-0.25321564753088843 L 4.096153512744465,1.7948611088413444 L 2.5589783666590344,3.0743502921708616 L 1.0218032205736036,4.353839475500379 L -1.1551165171765858,4.8647410857871805 L -3.332036254926775,5.3756426960739825 L -4.740368419634249,5.246799714696026 L -5.380113011299008,4.4782121416533105 L -6.019857602963766,3.709624568610595 L -5.891014621585809,2.301292403903121 L -4.993584067165138,0.25321564753088843 L -4.096153512744465,-1.7948611088413444 L -2.5589783666590344,-3.0743502921708616 L -1.0218032205736036,-4.353839475500379 L 1.1551165171765858,-4.8647410857871805 L 3.332036254926775,-5.3756426960739825 L 4.740368419634249,-5.246799714696026 L 5.380113011299008,-4.4782121416533105 z\" /></g></svg>",
-      "text/plain": [
-       "<shapely.geometry.polygon.Polygon at 0x10a957820>"
+      "image/svg+xml": [
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"-9.05303613455608 -6.652772703470415 18.10607226911216 13.30554540694083\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,0.0)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.3621214453822432\" opacity=\"0.6\" d=\"M 2.8692274312207235,-5.269490862306389 L 5.025768290503797,-2.956628669644962 L 6.304060672735806,-1.1219710488536565 L 7.5823530549678155,0.7126865719376494 L 8.382440865329704,3.4255926697800207 L 7.904236293459583,4.303841146831085 L 7.426031721589462,5.18208962388215 L 4.713125623747092,5.982177434244038 L 2.4784240977748415,5.904016767554862 L 0.24372257180259194,5.8258561008656855 L -2.8692274312207235,5.269490862306389 L -5.025768290503797,2.956628669644962 L -6.304060672735806,1.1219710488536565 L -7.5823530549678155,-0.7126865719376494 L -8.382440865329704,-3.4255926697800207 L -7.904236293459583,-4.303841146831085 L -7.426031721589462,-5.18208962388215 L -4.713125623747092,-5.982177434244038 L -2.4784240977748415,-5.904016767554862 L -0.24372257180259194,-5.8258561008656855 L 2.8692274312207235,-5.269490862306389 z\" /></g></svg>"
       ]
      },
      "metadata": {},
@@ -433,9 +430,8 @@
     },
     {
      "data": {
-      "image/svg+xml": "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"-16.081824750505604 -9.132888129916763 32.16364950101121 18.265776259833526\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,0.0)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.6432729900202241\" opacity=\"0.6\" d=\"M -0.9645334068601937,7.941641852101533 L -4.8147876570534365,6.466669917158745 L -8.665041907246678,4.991697982215956 L -12.394729481582397,2.524020815760476 L -14.13900659289273,0.29747700102004426 L -14.890578472690375,-1.8085001378628633 L -13.656739889462635,-3.6733439250307223 L -11.430196074722202,-5.417621036341057 L -7.218241796956388,-6.920764795936344 L -3.126854195048097,-7.431203324018938 L 0.9645334068601937,-7.941641852101533 L 4.8147876570534365,-6.466669917158745 L 8.665041907246678,-4.991697982215956 L 12.394729481582397,-2.524020815760476 L 14.13900659289273,-0.29747700102004426 L 14.890578472690375,1.8085001378628633 L 13.656739889462635,3.6733439250307223 L 11.430196074722202,5.417621036341057 L 7.218241796956388,6.920764795936344 L 3.126854195048097,7.431203324018938 L -0.9645334068601937,7.941641852101533 z\" /></g></svg>",
-      "text/plain": [
-       "<shapely.geometry.polygon.Polygon at 0x10a957fd0>"
+      "image/svg+xml": [
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"-8.866336443721602 -5.44229892278644 17.732672887443204 10.88459784557288\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,0.0)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.3546534577488641\" opacity=\"0.6\" d=\"M -1.6392077332378472,-3.648698124988314 L 0.18514132925630977,-4.4683019916072375 L 3.3314668563070065,-4.785533260288544 L 5.565617852110625,-4.69296259566039 L 6.887594316667166,-4.190589997722773 L 8.209570781223706,-3.688217399785156 L 7.707198183286089,-2.366240935228616 L 7.204825585348473,-1.0442644706720758 L 5.790278456163778,0.6875139271939266 L 3.4635567957320044,2.8290942583693903 L 1.6392077332378472,3.648698124988314 L -0.18514132925630977,4.4683019916072375 L -3.3314668563070065,4.785533260288544 L -5.565617852110625,4.69296259566039 L -6.887594316667166,4.190589997722773 L -8.209570781223706,3.688217399785156 L -7.707198183286089,2.366240935228616 L -7.204825585348473,1.0442644706720758 L -5.790278456163778,-0.6875139271939266 L -3.4635567957320044,-2.8290942583693903 L -1.6392077332378472,-3.648698124988314 z\" /></g></svg>"
       ]
      },
      "metadata": {},
@@ -479,9 +475,11 @@
    "outputs": [
     {
      "data": {
-      "image/svg+xml": "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"185.5960748618583\" height=\"184.19520156827969\" viewBox=\"-22.471461168918946 -20.325878779173557 185.5960748618583 184.19520156827969\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,143.54344400993256)\"><g><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M -2.58509938620736,-7.5708164132694655 L 1.523446243703293,-7.917014054714462 L 5.631991873613946,-8.263211696159459 L 10.063674926800518,-7.663057285945772 L 12.602653876669724,-6.416628029180246 L 14.195280774880247,-4.8470613491388 L 13.895203569773404,-2.6312198225455132 L 12.648774313007879,-0.0922408726763071 L 9.509640952924986,3.0930129237447392 L 6.047370169566173,5.3319146685071015 L 2.58509938620736,7.5708164132694655 L -1.523446243703293,7.917014054714462 L -5.631991873613946,8.263211696159459 L -10.063674926800518,7.663057285945772 L -12.602653876669724,6.416628029180246 L -14.195280774880247,4.8470613491388 L -13.895203569773404,2.6312198225455132 L -12.648774313007879,0.0922408726763071 L -9.509640952924986,-3.0930129237447392 L -6.047370169566173,-5.3319146685071015 L -2.58509938620736,-7.5708164132694655 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M -0.839965626126002,41.4673852876762 L -5.558648244940862,39.535020326574255 L -10.277330863755722,37.6026553654723 L -13.032492093710871,36.05053211103919 L -15.5975324703316,33.516648162176224 L -15.21729076366276,31.553126773316514 L -14.83704905699392,29.589605384456803 L -11.511525267035523,28.196446555600346 L -8.376122330411533,27.785048421173748 L -3.2771980049278326,27.753891993415984 L 0.839965626126002,27.532614712323802 L 5.558648244940862,29.464979673425752 L 10.277330863755726,31.3973446345277 L 13.032492093710871,32.94946788896081 L 15.5975324703316,35.483351837823776 L 15.217290763662763,37.44687322668349 L 14.837049056993926,39.410394615543204 L 11.511525267035523,40.803553444399654 L 8.376122330411537,41.21495157882626 L 3.2771980049278397,41.246108006584016 L -0.839965626126002,41.4673852876762 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 5.060240715466627,64.63749407182533 L 6.3397298987961435,66.17466921791078 L 6.210886917418186,67.58300138261825 L 5.313456362997513,69.63107813899047 L 4.4160258085768405,71.6791548953627 L 2.878850662491409,72.95864407869223 L 1.341675516405978,74.23813326202173 L -0.8352442213442117,74.74903487230854 L -3.0121639590944014,75.25993648259535 L -4.420496123801875,75.13109350121738 L -5.060240715466634,74.36250592817467 L -6.339729898796151,72.82533078208924 L -6.210886917418193,71.41699861738176 L -5.31345636299752,69.36892186100954 L -4.416025808576848,67.3208451046373 L -2.8788506624914163,66.04135592130778 L -1.341675516405985,64.76186673797827 L 0.8352442213442046,64.25096512769147 L 3.0121639590943943,63.740063517404664 L 4.420496123801868,63.86890649878262 L 5.060240715466627,64.63749407182533 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M -0.4681807911038476,112.5019251900303 L -5.31114027280978,110.90638657922999 L -9.161394523003025,109.4314146442872 L -12.891082097338753,106.96373747783171 L -14.635359208649078,104.73719366309129 L -15.38693108844673,102.63121652420838 L -14.153092505218979,100.76637273704051 L -11.926548690478555,99.02209562573019 L -7.714594412712728,97.5189518661349 L -3.6232068108044473,97.00851333805231 L 0.4681807911038476,96.49807480996971 L 5.31114027280978,98.09361342077003 L 9.161394523003025,99.56858535571281 L 12.891082097338739,102.03626252216829 L 14.635359208649078,104.26280633690872 L 15.386931088446715,106.36878347579163 L 14.153092505218979,108.23362726295949 L 11.92654869047854,109.97790437426983 L 7.714594412712728,111.48104813386512 L 3.6232068108044473,111.9914866619477 L -0.4681807911038476,112.5019251900303 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 1.6975618204848502,128.62028107598215 L 4.679640725419432,128.94770344043553 L 7.443438054051711,131.26317840817865 L 9.10406829288803,134.46353888941547 L 10.764698531724378,137.6638993706523 L 10.437276167270994,140.64597827558686 L 10.10985380281761,143.6280571805214 L 7.794378835074497,146.39185450915375 L 5.478903867331411,149.15565183778605 L 2.278543386094583,150.81628207662237 L -0.703535518839999,150.488859712169 L -4.679640725419432,150.05229655956447 L -7.443438054051711,147.73682159182135 L -9.10406829288803,144.53646111058453 L -10.764698531724378,141.3361006293477 L -10.437276167270994,138.35402172441314 L -10.10985380281761,135.37194281947856 L -7.794378835074497,132.60814549084625 L -5.478903867331411,129.84434816221395 L -2.278543386094583,128.18371792337763 L 1.6975618204848502,128.62028107598215 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 38.27716133249103,-3.997880972256997 L 41.911598579997396,-0.564097942719691 L 45.58616667109756,4.28332914222635 L 47.80695986319519,7.757243015357464 L 48.61410899988408,11.271287732082396 L 48.654239843477896,12.684931787491127 L 46.553839182161695,13.451950080586208 L 42.999663621842956,12.84545516186637 L 39.405357217930415,10.825316187737794 L 34.35727591501532,7.431664001794299 L 30.72283866750896,3.9978809722569935 L 27.0884014200026,0.5640979427196875 L 23.413833328902435,-4.2833291422263535 L 21.193040136804807,-7.757243015357471 L 20.38589100011592,-11.271287732082403 L 20.345760156522104,-12.684931787491127 L 22.446160817838297,-13.451950080586212 L 26.000336378157037,-12.845455161866372 L 29.594642782069588,-10.825316187737801 L 34.64272408498468,-7.4316640017943065 L 38.27716133249103,-3.997880972256997 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 24.665655395418156,40.48211218536831 L 24.384002429319693,38.26385349741329 L 24.102349463221238,36.045594809458265 L 25.482642261047417,32.71471027344246 L 27.41924798290397,30.214798619388986 L 30.743139510753238,27.989546923267433 L 33.2360581566402,26.32060815117627 L 36.28528972655754,25.48264226104742 L 39.89083422050527,25.475649252880892 L 41.83443295052836,26.581282092775133 L 44.334344604581844,28.5178878146317 L 44.6159975706803,30.73614650258672 L 44.897650536778755,32.95440519054174 L 43.51735773895258,36.285289726557544 L 41.58075201709602,38.78520138061103 L 39.087833371209065,40.454140152702195 L 35.763941843359795,42.67939184882374 L 32.71471027344246,43.51735773895259 L 29.10916577949473,43.52435074711912 L 27.165567049471633,42.418717907224874 L 24.665655395418156,40.48211218536831 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 31.606241440194857,66.01355902341328 L 36.61900372151729,62.71625492597988 L 41.34585630552488,60.803961891672444 L 45.23724850931207,59.44121954027058 L 48.293180332878855,58.62802787177428 L 50.227742078910396,59.749397949309525 L 49.94183238159556,61.1344090124355 L 47.9850019238399,63.61852144137261 L 45.19271108586386,66.65218455321528 L 41.5649598676674,70.23539834796352 L 36.552197586344974,73.53270244539692 L 32.37489568524295,76.28045585992477 L 27.648043101235345,78.19274889423221 L 23.756650897448157,79.55549124563407 L 20.700719073881377,80.36868291413037 L 19.315708010755404,80.08277321681553 L 19.052067025164675,77.86230177346916 L 21.008897482920318,75.37818934453205 L 23.801188320896372,72.34452623268938 L 27.42893953909283,68.76131243794111 L 31.606241440194857,66.01355902341328 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 36.986147825025384,94.28632930861184 L 42.74182936423243,95.98106528192191 L 46.973318655801606,99.31190577274933 L 50.24552769083627,102.36029026802505 L 52.27600047378476,106.0854990242836 L 52.105456748112545,110.20507604597333 L 50.298808504923,112.80046082002517 L 46.573599748664435,114.83093360297364 L 42.171566731423056,115.61967013383594 L 36.810253457647164,116.12595066914656 L 31.054571918440118,114.43121469583647 L 26.258170635767584,113.01893471807809 L 22.02668134419841,109.68809422725067 L 18.75447230916373,106.63970973197495 L 16.723999526215252,102.91450097571638 L 16.89454325188747,98.79492395402667 L 18.701191495077012,96.19953917997483 L 22.426400251335565,94.16906639702636 L 26.82843326857696,93.38032986616406 L 32.18974654235285,92.87404933085344 L 36.986147825025384,94.28632930861184 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 29.97519848067222,139.6421515749901 L 30.413829358420088,135.54244390820628 L 29.862021321763066,131.5806882505867 L 30.438604208675194,128.47141949820775 L 31.15313910475158,126.35258966023372 L 33.13401693356137,126.07668564190519 L 34.12445584796626,125.93873363274093 L 35.39079878069967,127.78165945238646 L 36.79509372259733,130.6150241864369 L 37.34690175925435,134.5767798440565 L 38.88914871031626,138.4005834925118 L 38.588469841732646,143.49073007370052 L 39.14027787838967,147.4524857313201 L 38.56369499147755,150.56175448369902 L 37.84916009540116,152.68058432167308 L 35.86828226659137,152.95648834000158 L 34.87784335218648,153.09444034916584 L 33.61150041945307,151.2515145295203 L 32.20720547755542,148.4181497954699 L 31.655397440898398,144.4563941378503 L 29.97519848067222,139.6421515749901 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 72.81064308716583,9.96441881643888 L 71.54635147729871,9.330725889841446 L 71.23105213566387,8.381733621609172 L 69.33616184252708,5.85005615854719 L 67.75657089102512,4.267370963717482 L 66.8106728661206,1.4203941590206597 L 65.54947549958123,-2.3755749139084372 L 65.86786908454383,-4.5888587920078265 L 65.87096332787158,-7.75113493833949 L 65.55566398623674,-8.700127206571764 L 66.18935691283417,-9.96441881643888 L 67.45364852270129,-9.330725889841446 L 67.76894786433613,-8.381733621609172 L 69.66383815747292,-5.85005615854719 L 71.24342910897488,-4.267370963717482 L 72.1893271338794,-1.4203941590206597 L 73.45052450041877,2.3755749139084372 L 73.13213091545617,4.5888587920078265 L 73.12903667212842,7.75113493833949 L 73.44433601376326,8.700127206571764 L 72.81064308716583,9.96441881643888 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 74.68916768478928,36.390116064991425 L 73.83734983561895,38.19964814589932 L 72.08076594599468,39.583271302222045 L 70.75009098095558,40.06212841809082 L 68.51464997546253,40.11507660937444 L 66.70511789455463,39.26325876020411 L 65.80035185410068,38.83734983561895 L 64.41672869777796,37.080765945994685 L 63.93787158190918,35.75009098095558 L 63.88492339062556,33.51464997546252 L 64.31083231521072,32.609883935008575 L 65.16265016438105,30.800351854100683 L 66.91923405400532,29.416728697777955 L 68.24990901904442,28.937871581909178 L 70.48535002453748,28.88492339062556 L 71.39011606499143,29.310832315210718 L 73.19964814589932,30.16265016438105 L 74.58327130222204,31.919234054005315 L 75.06212841809082,33.24990901904442 L 75.11507660937444,35.48535002453748 L 74.68916768478928,36.390116064991425 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 72.3599187081686,74.21828028530341 L 66.53111229040736,75.95753752454819 L 62.04008779482322,78.15542263984952 L 58.90589607441246,78.5759488099135 L 55.33212733094144,78.09827008086064 L 53.55476838570407,76.74143730568726 L 54.01339626176063,75.40365538351016 L 55.82885691299059,72.2885145160957 L 58.08389458728081,70.07157854779807 L 62.57491908286495,67.87369343249672 L 67.52457145450566,64.3380263950183 L 72.45517297315007,63.03834617883378 L 76.94619746873421,60.840461063532445 L 80.08038918914497,60.41993489346848 L 83.65415793261599,60.897613622521334 L 84.99193985479309,61.35624149857789 L 84.9728890017968,63.59222831987182 L 83.15742835056685,66.70736918728629 L 80.90239067627662,68.9243051555839 L 76.41136618069248,71.12219027088524 L 72.3599187081686,74.21828028530341 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 78.40995627154516,98.92212592118165 L 79.00719266235805,102.02749364393023 L 78.6250136741335,103.38908801119226 L 77.8606556976844,106.11227674571629 L 75.73470335397329,108.45328649201578 L 73.11904332074343,109.92240956057198 L 69.63149660977027,111.8812403186469 L 66.52612888702168,112.47847670945983 L 63.80294015249765,111.71411873301072 L 62.44134578523562,111.33193974478615 L 60.590043728454866,110.07787407881833 L 59.992807337641956,106.97250635606973 L 60.37498632586651,105.61091198880771 L 61.13934430231563,102.88772325428369 L 63.265296646026734,100.54671350798421 L 65.8809566792566,99.07759043942801 L 69.36850339022973,97.11875968135307 L 72.47387111297834,96.52152329054015 L 75.19705984750237,97.28588126698925 L 76.55865421476437,97.66806025521382 L 78.40995627154516,98.92212592118165 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 64.57516331694413,146.44986975282137 L 60.51598335307165,141.91963156693134 L 58.018171928070785,138.63924468652604 L 56.14528615581227,134.57817353668494 L 55.833768922425406,131.76695369232857 L 56.92786161121671,128.79997523127878 L 58.95839718613726,127.86353234514954 L 61.769617030493606,127.55201511176266 L 66.1422054137216,128.49034918386053 L 69.88986814420721,130.20936752539419 L 74.41821514412862,132.55331151967022 L 78.4773951080011,137.08354970556024 L 80.97520653300197,140.36393658596552 L 82.84809230526048,144.42500773580662 L 83.15960953864735,147.236227580163 L 82.69044250259842,149.42252177177699 L 80.03498127493552,151.13964892734202 L 77.22376143057915,151.45116616072892 L 72.85117304735118,150.51283208863106 L 69.10351031686557,148.79381374709737 L 64.57516331694413,146.44986975282137 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 113.75376183758382,4.961642052111088 L 113.28122449928753,5.84295270330955 L 110.57352852029801,6.660499329113875 L 108.3383698796048,6.596735303719747 L 105.22190058771314,6.060433940029327 L 101.69665798291929,4.170284586844154 L 99.0527260293239,2.752672571955273 L 96.88133141402483,0.4537499058679302 L 95.5912474499242,-1.3726354219231212 L 94.77370082411987,-4.080331400912627 L 95.24623816241616,-4.961642052111088 L 95.71877550071245,-5.84295270330955 L 98.42647147970197,-6.660499329113875 L 100.66163012039519,-6.596735303719747 L 103.77809941228685,-6.060433940029327 L 106.42203136588223,-4.642821925140446 L 109.94727397067608,-2.752672571955273 L 112.11866858597516,-0.4537499058679302 L 113.40875255007579,1.3726354219231212 L 114.22629917588011,4.080331400912627 L 113.75376183758382,4.961642052111088 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 107.63004368555637,39.05116805714724 L 104.553740108017,41.607797928446246 L 101.6073549570377,42.75619443753567 L 98.6609698060584,43.90459094662508 L 95.8445030816392,43.644754093504886 L 93.79711225160486,42.74575977255995 L 93.92703067816495,41.33752641035035 L 94.18686753128515,38.52105968593115 L 95.85493774661492,35.83451138807206 L 97.52300796194471,33.14796309021294 L 101.36838743386895,29.952175751089186 L 104.44469101140834,27.395545879790177 L 107.39107616238762,26.247149370700768 L 110.33746131336692,25.09875286161136 L 113.15392803778612,25.35858971473155 L 114.5621613999957,25.488508141291632 L 115.07140044126037,27.665817397886087 L 114.81156358814017,30.482284122305288 L 113.1434933728104,33.16883242016438 L 111.4754231574806,35.85538071802348 L 107.63004368555637,39.05116805714724 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 110.68182476974995,67.43025451597944 L 111.90128847976912,72.27926557597365 L 111.66316449378179,75.43256495397401 L 110.45523829579561,78.82975707397821 L 109.0034193558056,81.25714698198358 L 108.27750988581057,82.47084193598626 L 106.09401271980907,81.98882520799509 L 103.6666228118037,80.53700626800506 L 100.9953401617945,78.1153851160162 L 99.29385972378417,75.4498712220235 L 98.31828875576882,71.57066237402813 L 97.09882504574965,66.7216513140339 L 97.33694903173698,63.568351936033544 L 98.54487522972317,60.171159816029345 L 99.9966941697132,57.74376990802398 L 101.69240585170704,56.286182212017465 L 102.90610080570973,57.012091682012475 L 105.33349071371508,58.4639106220025 L 108.00477336372427,60.88553177399136 L 109.70625380173462,63.551045667984056 L 110.68182476974995,67.43025451597944 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 95.33753191466613,101.95986594143729 L 96.96207273682833,99.24677414108689 L 98.58661355899054,96.5336823407365 L 101.18753600347408,94.03664360699972 L 104.33273393705171,93.70842118451924 L 106.501550248308,93.16414569542513 L 109.21464204865842,94.78868651758734 L 111.9277338490088,96.41322733974954 L 113.23233789381062,99.7744783399408 L 113.5605603162911,102.91967627351843 L 113.67272967215797,107.04125582941741 L 112.04818884999577,109.7543476297678 L 110.42364802783356,112.4674394301182 L 107.82272558335002,114.96447816385499 L 104.67752764977239,115.29270058633547 L 101.53232971619474,115.62092300881595 L 99.79561953816568,114.21243525326736 L 97.0825277378153,112.58789443110516 L 95.77792369301348,109.2266434309139 L 95.449701270533,106.08144549733626 L 95.33753191466613,101.95986594143729 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 108.95803011562153,140.29107324498145 L 108.6332957945462,145.28051686333367 L 107.31067274980043,150.20501361747085 L 106.05299656926974,154.13162164793755 L 104.92521411716916,156.06245223106336 L 103.86237852928366,156.99539409051877 L 101.93154794615782,155.86761163841817 L 101.06355295091751,153.80688732686224 L 100.32545168410732,149.7503855679654 L 99.6522972815122,144.6959950853981 L 99.97703160258753,139.70655146704587 L 100.36671278787792,133.7192191250232 L 101.68933583262368,128.79472237088603 L 102.94701201315438,124.86811434041931 L 104.07479446525495,122.9372837572935 L 106.13551877681091,122.06928876205319 L 107.0684606362663,123.13212434993869 L 107.9364556315066,125.19284866149462 L 108.6745568983168,129.2493504203915 L 109.34771130091191,134.30374090295876 L 108.95803011562153,140.29107324498145 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 135.95208673149403,7.721468752972328 L 131.40913173467843,5.633033957028715 L 127.28386369705153,2.6360081617220033 L 124.48487361797648,-0.8519216737591364 L 123.01216149745326,-4.830755549414661 L 122.93894441646758,-7.06562450732963 L 125.10059629339686,-9.373710546230285 L 129.0794301690524,-10.846422666753497 L 133.54916808488235,-10.992856828724854 L 138.5098100408867,-9.813013032144383 L 143.0527650377023,-7.724578236200784 L 147.5957200345179,-5.636143440257186 L 151.72098807214482,-2.63911764495046 L 154.51997815121987,0.8488121905306656 L 155.99269027174307,4.827646066186219 L 155.64822039354004,7.971106023464301 L 153.90425547579946,9.370601063001828 L 149.92542160014395,10.843313183525026 L 145.455683684314,10.989747345496397 L 140.49504172830967,9.80990354891594 L 135.95208673149403,7.721468752972328 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 140.69815645951846,30.13630824509812 L 144.41580293646672,31.612487323812516 L 146.83499302449934,33.649033252085374 L 148.3247714932949,35.31653441067965 L 148.88513834285337,36.61499079959529 L 149.44550519241182,37.91344718851096 L 147.77800403381755,39.40322565730651 L 146.47954764490188,39.963592506864984 L 144.25167963674915,40.15491458674485 L 141.09440000935933,39.97719189694614 L 138.30616515164814,38.87005758791034 L 134.58851867469986,37.39387850919596 L 132.16932858666726,35.357332580923085 L 130.6795501178717,33.68983142232882 L 130.11918326831324,32.39137503341314 L 129.92786118843335,30.1635070252604 L 131.22631757734905,29.603140175701924 L 132.5247739662647,29.04277332614349 L 134.75264197441743,28.851451246263608 L 137.90992160180724,29.029173936062335 L 140.69815645951846,30.13630824509812 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 134.6070939254232,72.06114625614585 L 133.0805560406345,68.3638929396547 L 132.47833148496858,64.28500515196637 L 132.25774140049984,61.13043069340082 L 133.34309911635108,58.51853509276089 L 134.26741244547387,58.13690062156372 L 136.11603910371946,57.37363167916937 L 138.72793470435937,58.4589893950206 L 140.79715144707367,60.8502949111918 L 143.24800266098518,64.16591375648579 L 144.77454054577387,67.86316707297694 L 145.9194439593654,70.6361070603453 L 146.52166851503128,74.71499484803363 L 146.74225859950002,77.86956930659917 L 145.6569008836488,80.4814649072391 L 143.8082742254032,81.24473384963345 L 142.88396089628043,81.62636832083062 L 140.2720652956405,80.54101060497939 L 138.20284855292618,78.14970508880819 L 135.7519973390147,74.83408624351421 L 134.6070939254232,72.06114625614585 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 134.34514368229367,97.71596939506946 L 139.88315419352708,95.19993291332523 L 145.42116470476054,92.68389643158096 L 149.85674754654494,92.11327847386522 L 153.46227561574403,92.10034239187107 L 155.96537601549414,94.03282483390541 L 156.250684994352,96.25061625479759 L 154.87588442803926,99.583771427133 L 152.6710290891412,103.47460847518997 L 148.24838232935096,107.65075450210483 L 143.82573556956072,111.8269005290197 L 139.11777983091258,113.78525513504235 L 133.57976931967914,116.30129161678659 L 129.14418647789472,116.87190957450235 L 125.53865840869561,116.88484565649651 L 123.59323988466713,115.7824179870475 L 122.75024903008766,112.73457179356996 L 124.1250495964004,109.40141662123457 L 126.32990493529844,105.51057957317758 L 130.7525516950887,101.33443354626274 L 134.34514368229367,97.71596939506946 z\" /><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 146.26871698259043,148.81044952779365 L 143.13857928965967,151.3008788127351 L 139.54576137749086,151.60363192997585 L 135.3303361440867,151.12385062398386 L 131.8974453339152,150.0214619967565 L 128.62448162574103,147.5139316250611 L 127.53919408526761,144.5437210341277 L 127.23644096802688,140.9509031219589 L 127.71622227401886,136.73547788855473 L 128.8186109012462,133.30258707838323 L 131.94874859417695,130.81215779344177 L 135.86142071034038,127.69912118726491 L 139.4542386225092,127.3963680700242 L 143.66966385591337,127.87614937601613 L 147.10255466608487,128.9785380032435 L 150.37551837425903,131.4860683749389 L 151.46080591473242,134.45627896587234 L 151.76355903197316,138.0490968780411 L 151.2837777259812,142.26452211144527 L 150.18138909875387,145.69741292161677 L 146.26871698259043,148.81044952779365 z\" /></g></g></svg>",
+      "image/svg+xml": [
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"176.48863661512024\" height=\"186.56284254697343\" viewBox=\"-18.792585447649337 -20.651219089547485 176.48863661512024 186.56284254697343\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,145.26040436787846)\"><g><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M -7.465901692218011,-5.025963780424233 L -5.519476219655068,-6.126612625314432 L -3.5730507470921267,-7.22726147020463 L -0.797080642060517,-7.769469895047692 L 2.2499936753926235,-6.923693267374949 L 3.909082940329959,-5.806812427280675 L 5.568172205267294,-4.6899315871864005 L 7.498365682626161,-2.1850656945763216 L 8.040574107469222,0.5909044104552876 L 7.753237899843617,2.80843409543976 L 7.465901692218011,5.025963780424233 L 5.519476219655068,6.126612625314432 L 3.5730507470921267,7.22726147020463 L 0.797080642060517,7.769469895047692 L -2.2499936753926235,6.923693267374949 L -3.909082940329959,5.806812427280675 L -5.568172205267294,4.6899315871864005 L -7.498365682626161,2.1850656945763216 L -8.040574107469222,-0.5909044104552876 L -7.753237899843617,-2.80843409543976 L -7.465901692218011,-5.025963780424233 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M -6.949930868723678,30.506447581418044 L -2.80762768679989,26.052087431068266 L 1.3346754951238964,21.597727280718487 L 5.20858803384867,19.363269484672443 L 8.531163844433095,17.963094501708078 L 10.751066198736822,18.23148514490709 L 11.868295096759844,20.168441414269473 L 11.882850538502169,23.773963309795235 L 11.34606925210415,28.21376801840269 L 8.872331696343736,33.770801625033165 L 6.949930868723676,38.49355241858195 L 2.8076276867998864,42.94791256893173 L -1.3346754951238964,47.4022727192815 L -5.208588033848674,49.63673051532755 L -8.531163844433099,51.036905498291915 L -10.751066198736822,50.7685148550929 L -11.868295096759848,48.83155858573051 L -11.882850538502172,45.22603669020475 L -11.346069252104149,40.786231981597304 L -8.872331696343739,35.22919837496683 L -6.949930868723678,30.506447581418044 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 3.301825407177951,64.47348888434726 L 5.45836626646102,66.78635107700867 L 6.736658648693016,68.6210086978 L 8.01495103092504,70.4556663185913 L 8.815038841286928,73.16857241643368 L 8.336834269416805,74.04682089348474 L 7.858629697546682,74.9250693705358 L 5.145723599704304,75.72515718089768 L 2.911022073732056,75.64699651420851 L 0.676320547759822,75.56883584751932 L -2.4366294552634997,75.01247060896003 L -5.471418791597635,72.2214038444285 L -6.7497111738296525,70.38674622363718 L -8.028003556061662,68.55208860284588 L -8.82809136642355,65.8391825050035 L -8.349886794553427,64.96093402795245 L -7.8716822226833045,64.08268555090137 L -5.158776124840941,63.28259774053949 L -2.9240745988686854,63.360758407228666 L -0.6893730728964371,63.438919073917845 L 3.301825407177951,64.47348888434726 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M -2.095294998861391,101.05620284166642 L 0.6412285948798484,99.82679704173805 L 3.7875541219305546,99.50956577305674 L 6.021705117734172,99.60213643768489 L 7.343681582290699,100.1045090356225 L 8.665658046847255,100.60688163356012 L 8.163285448909633,101.92885809811665 L 7.660912850972011,103.25083456267319 L 6.246365721787328,104.9826129605392 L 3.919644061355555,107.12419329171468 L 2.095294998861391,107.94379715833358 L -0.6412285948798342,109.17320295826198 L -3.7875541219305404,109.49043422694328 L -6.021705117734172,109.39786356231514 L -7.343681582290699,108.8954909643775 L -8.665658046847241,108.3931183664399 L -8.163285448909633,107.07114190188335 L -7.660912850972011,105.74916543732681 L -6.246365721787313,104.01738703946081 L -3.919644061355541,101.87580670828535 L -2.095294998861391,101.05620284166642 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 3.5360058925738542,149.93138682666293 L 0.3777256249887557,150.0903388678034 L -2.7805546425963428,150.2492909089439 L -5.734273312221234,148.18155155866077 L -7.7564031056846545,145.750298569277 L -9.778532899148075,143.3190455798932 L -9.937484940288556,140.16076531230814 L -10.096436981429036,137.00248504472304 L -9.323800146408047,133.48069113803732 L -6.892547157024268,131.4585613445739 L -4.461294167640489,129.43643155111045 L -0.3714250238939485,128.91396587086933 L 2.786855243691136,128.75501382972885 L 5.740573913316041,130.82275318001197 L 7.762703706779476,133.25400616939575 L 9.784833500242911,135.68525915877953 L 9.943785541383377,138.8435394263646 L 10.102737582523872,142.0018196939497 L 9.330100747502868,145.52361360063543 L 6.898847758119089,147.54574339409885 L 3.5360058925738542,149.93138682666293 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 35.45198732287518,10.458987809498453 L 31.37766168041038,9.826634617718916 L 26.30747393431977,9.285158653900943 L 23.138133167519207,7.5660661305340255 L 20.87377727638289,4.760234275579734 L 19.51440626091081,0.8676630890380679 L 20.237636680651917,-2.210800449800921 L 21.95672920401883,-5.380141216601487 L 24.762561058973123,-7.644497107737806 L 29.6509943491406,-9.09474535117145 L 33.54356553568227,-10.454116366643532 L 37.61789117814707,-9.821763174863992 L 42.688078924237686,-9.280287211046023 L 45.857419691038245,-7.561194687679105 L 48.121775582174564,-4.755362832724813 L 49.39026936968507,-1.8586537498089584 L 48.757916177905535,2.2156718926558483 L 47.03882365453862,5.385012659456407 L 44.232991799584326,7.649368550592733 L 39.344558509416856,9.099616794026382 L 35.45198732287518,10.458987809498453 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 42.48857030096829,37.44299517004859 L 40.372028471970765,39.7925165438828 L 38.25548664297325,42.14203791771702 L 35.622444630241546,43.175038285185394 L 33.38941302882567,43.29152805760374 L 30.239870832359788,43.008007418706256 L 28.806860053575587,41.29147600102456 L 27.37384927479139,39.574944583342884 L 26.340848907323018,36.94190257061118 L 26.624369546220507,33.79236037414529 L 26.907890185117992,30.642818177679406 L 28.624421602799675,29.209807398895204 L 30.740963431797194,26.86028602506099 L 33.374005444528905,25.827285657592622 L 35.607037045944764,25.710795885174267 L 37.84006864736064,25.59430611275592 L 40.18959002119485,27.71084794175344 L 41.622600799979054,29.427379359435125 L 42.65560116744743,32.06042137216683 L 42.37208052854994,35.209963568632716 L 42.48857030096829,37.44299517004859 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 25.052046422937217,68.4170010214347 L 26.357548214559124,63.48793771568664 L 27.663050006181038,58.55887440993858 L 29.90518151580298,54.689398180064515 L 33.022464064487956,52.87761742300144 L 35.080159537298954,52.00246638393838 L 38.013006049173,53.18501081768635 L 40.884373882110054,55.365663648371296 L 42.63467596023615,59.48105459399329 L 43.32539096248826,64.53307525761532 L 43.95462728580338,70.58320431817434 L 42.64912549418147,75.5122676239224 L 41.343623702559555,80.44133092967046 L 39.10149219293762,84.31080715954452 L 35.98420964425264,86.1225879166076 L 32.92840577450463,86.93626027673366 L 30.993667659567592,85.8151945219227 L 28.122299826630538,83.63454169123773 L 26.37199774850444,79.51915074561575 L 25.681282746252336,74.46713008199373 L 25.052046422937217,68.4170010214347 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 40.948596634466746,103.54312934732836 L 41.44195019860618,110.52572215091865 L 40.86731142449851,116.58128077744455 L 39.1542012315524,120.71229196925026 L 38.36812521567069,123.77531082280888 L 35.446064523294766,124.98426132223868 L 33.3805589273919,124.12770622576562 L 32.171608427962106,121.2056455333897 L 29.8946655902852,117.35655066394938 L 28.474277849081354,111.44195019860618 L 27.980924284941914,104.45935739501589 L 27.55804980139382,98.47427784908135 L 28.13268857550149,92.41871922255548 L 29.845798768447608,88.28770803074976 L 30.63187478432932,85.22468917719114 L 33.553935476705234,84.01573867776133 L 35.6194410726081,84.8722937742344 L 36.8283915720379,87.79435446661032 L 39.1053344097148,91.64344933605065 L 40.525722150918654,97.55804980139382 L 40.948596634466746,103.54312934732836 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 37.09695593634048,129.31774391205204 L 39.0564244312727,129.71834747839665 L 40.61528935986031,132.07841953967352 L 41.194420040981825,134.23818981777805 L 41.573248938931,137.3776943433487 L 41.95207783688018,140.51719886891937 L 40.171136456724824,144.2358340756115 L 38.590496859741805,146.97473503483752 L 37.210159045931036,148.73390174659744 L 34.8500869846542,150.29276667518505 L 31.910884242255847,149.69186132566813 L 29.951415747323622,149.2912577593235 L 28.392550818736012,146.93118569804668 L 27.81342013761453,144.77141541994212 L 27.43459123966535,141.6319108943715 L 27.256064124888454,137.5126721213347 L 28.83670372187153,134.7737711621087 L 30.41734331885455,132.03487020288264 L 31.79768113266529,130.27570349112273 L 34.15775319394213,128.71683856253512 L 37.09695593634048,129.31774391205204 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 63.36757428267178,9.72848162980491 L 62.52161935834092,9.195227219602451 L 61.8962183300841,6.436808550535822 L 62.65002663636061,3.365689367340785 L 63.403834942637104,0.29457018414574776 L 65.00359817324446,-2.2432945888468367 L 67.13661581405428,-5.627114286170283 L 69.5823339689925,-7.631724648960407 L 72.02805212393073,-9.636335011750539 L 74.78647079299735,-10.261736040007357 L 75.63242571732822,-9.728481629804904 L 76.47838064165907,-9.195227219602451 L 77.10378166991589,-6.436808550535822 L 76.34997336363939,-3.365689367340785 L 75.5961650573629,-0.29457018414574065 L 73.46314741655308,3.0892495131777054 L 71.86338418594572,5.62711428617029 L 69.4176660310075,7.631724648960407 L 66.97194787606927,9.636335011750553 L 64.21352920700264,10.26173604000737 L 63.36757428267178,9.72848162980491 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 65.9749849106826,38.751384318088014 L 63.243227719063924,35.663099576351954 L 60.76993709996792,33.96520867482391 L 59.42857374855727,30.618457360565216 L 58.34567696966927,28.662099886514522 L 58.653174030989305,26.44727583994117 L 60.04356787119731,26.188809267418517 L 62.258391917770666,26.49630632873853 L 65.86360980455203,26.545336817535894 L 68.33690042364805,28.24322771906393 L 73.02501508931739,30.248615681911986 L 75.75677228093606,33.33690042364803 L 78.23006290003207,35.03479132517607 L 79.57142625144272,38.38154263943478 L 80.65432303033072,40.337900113485475 L 80.3468259690107,42.55272416005882 L 78.95643212880267,42.81119073258148 L 76.74160808222932,42.50369367126146 L 73.13639019544796,42.454663182464095 L 70.66309957635195,40.75677228093606 L 65.9749849106826,38.751384318088014 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 72.18920558995629,75.44408156057187 L 66.44650197197518,77.44941324286947 L 61.58084943576674,78.97434779782202 L 56.71519689955829,80.49928235277457 L 53.12324939955016,80.18637157126437 L 51.28540406308739,78.91266653506405 L 51.682058017515025,77.55521832594633 L 53.352417008142965,74.35992478036582 L 57.257275289661315,71.08088806186791 L 61.16213357117965,67.80185134337 L 65.94404293447069,64.04241749752704 L 72.56379763422449,61.55668868788439 L 77.42945017043294,60.03175413293184 L 82.29510270664137,58.50681957797927 L 85.88705020664952,58.8197303594895 L 87.72489554311228,60.09343539568981 L 87.32824158868465,61.45088360480753 L 85.65788259805672,64.64617715038803 L 81.75302431653836,67.92521386888595 L 77.84816603502,71.20425058738385 L 72.18920558995629,75.44408156057187 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 68.8524031909556,94.0058153624084 L 73.82272788509687,93.46187378943424 L 78.01656426959954,95.01485040871141 L 82.2104006541022,96.56782702798859 L 84.5248954755432,99.33244521528368 L 85.9541136727508,103.19991665600185 L 85.28641367770703,106.29089978708146 L 83.62464874383502,109.49067123275586 L 79.8659656177117,111.91395436879169 L 76.10728249158835,114.33723750482753 L 71.13695779744708,114.88117907780169 L 65.17256816447758,115.53390896537068 L 60.97873177997491,113.98093234609351 L 56.78489539547223,112.42795572681634 L 54.47040057403123,109.66333753952125 L 53.14997069141849,106.78993103763132 L 53.7088823718674,102.70488296772348 L 55.37064730573941,99.50511152204906 L 59.129330431862755,97.08182838601323 L 62.8880135579861,94.6585452499774 L 68.8524031909556,94.0058153624084 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 74.19700414660883,148.90415610497507 L 72.4522957840942,149.8819049120679 L 69.72983861448671,149.1149453566461 L 67.00738144487923,148.34798580122435 L 63.7960498717253,146.70867206454523 L 62.32942666108602,144.09160952077326 L 60.373929046900315,140.60219279574403 L 60.652014198775674,137.00738144487923 L 61.41897375419745,134.28492427527175 L 62.18593330961923,131.56246710566424 L 63.93064167213386,130.58471829857137 L 66.54770421590581,129.1180950879321 L 69.27016138551332,129.8850546433539 L 71.9926185551208,130.65201419877565 L 75.20395012827473,132.29132793545477 L 77.15944774246043,135.78074466048403 L 78.62607095309971,138.39780720425597 L 78.34798580122435,141.99261855512077 L 77.58102624580258,144.7150757247283 L 76.81406669038078,147.4375328943358 L 74.19700414660883,148.90415610497507 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 112.16857943737965,-5.6079787385175734 L 115.11959288865035,-1.5717032758639888 L 115.86589346460548,2.8377224747671477 L 116.61219404056061,7.2471482253983055 L 115.37083414347674,10.632266481222153 L 113.53927155613873,13.210129644515291 L 111.33455868082316,13.58327993249285 L 107.73238802272272,13.739377818193837 L 103.75706707664473,11.690762828579253 L 99.78174613056675,9.642147838964668 L 96.83073267929605,5.605872376311083 L 93.87971922802535,1.5695969136574988 L 93.1334186520702,-2.8398288369736377 L 92.38711807611509,-7.249254587604796 L 93.62847797319895,-10.634372843428636 L 94.65278546800626,-12.622033316467636 L 97.66475343585253,-13.585386294699347 L 101.26692409395298,-13.74148418040032 L 105.24224504003095,-11.692869190785743 L 109.21756598610895,-9.644254201171151 L 112.16857943737965,-5.6079787385175734 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 102.27615862009908,26.280843746646454 L 105.12102375652202,25.32861354571537 L 108.60070902689904,26.272960102399594 L 110.81469585149135,26.58642834725319 L 113.66350281003774,28.796473349722064 L 114.29832294399179,30.69305010733737 L 115.25055314492289,33.53791524376031 L 114.30620658823867,37.01760051413733 L 112.7270398976004,38.600709026899025 L 110.51699489513152,41.4495159854454 L 107.67212975870856,42.401746186376485 L 103.87897624347796,43.6713864542846 L 100.39929097310096,42.72703989760039 L 98.18530414850864,42.41357165274681 L 95.33649718996226,40.20352665027791 L 94.70167705600821,38.306949892662615 L 93.74944685507712,35.46208475623966 L 94.69379341176133,31.982399485862672 L 96.2729601023996,30.39929097310096 L 98.48300510486848,27.55048401455457 L 102.27615862009908,26.280843746646454 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 111.75604584658451,77.10307777839478 L 111.06597127510418,77.82681605000698 L 108.23834558891907,77.89414345027072 L 106.10079447421433,77.23773257892225 L 103.9295796593777,75.16750886448122 L 101.06829027306074,73.8210234216524 L 98.86341175809225,70.33698686411884 L 96.69219694325564,68.26676314967781 L 95.93479497151156,66.16287573510493 L 95.86746757124783,63.335250048919825 L 96.55754214272817,62.61151177730762 L 97.93769128568884,61.16403523408321 L 100.76531697187394,61.09670783381949 L 102.9028680865787,61.75311870516796 L 105.07408290141532,63.823342419608984 L 108.65911055934448,65.85990243391814 L 110.14025080270076,68.65386441997137 L 112.3114656175374,70.7240881344124 L 113.06886758928147,72.82797554898528 L 113.13619498954519,75.65560123517037 L 111.75604584658451,77.10307777839478 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 106.76642837301014,111.66681954775021 L 102.6769885100378,112.1926347311871 L 97.65625780774471,113.08272642031338 L 94.49810878409309,113.24426509806085 L 90.9756832547521,112.4745129364876 L 90.24713024337329,110.61193125784612 L 89.15430072630508,107.81805873988392 L 91.21962023288847,104.86264754417425 L 93.64921624516128,102.8385271877853 L 97.94139393607556,100.08585382001755 L 102.23357162698981,97.33318045224979 L 106.32301148996216,96.8073652688129 L 111.34374219225523,95.91727357968665 L 114.50189121590685,95.75573490193918 L 118.02431674524786,96.52548706351243 L 119.11714626231607,99.31935958147463 L 119.84569927369488,101.1819412601161 L 117.78037976711147,104.13735245582578 L 115.35078375483866,106.16147281221473 L 111.0586060639244,108.91414617998248 L 106.76642837301014,111.66681954775021 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 96.63781385218319,139.05095978062855 L 97.6073574210853,134.04496484775052 L 98.57081340966558,128.03898844436125 L 99.5464445588895,124.03297498199444 L 101.5281447589465,121.02085540981705 L 103.52202011964715,120.00869877866214 L 106.5280521115027,120.99041750820791 L 108.54627779349067,123.97818675909798 L 109.57060958528923,127.97202506082112 L 111.60709800824267,133.95973872324493 L 111.64362349017364,139.95962754631236 L 111.67406139178279,144.95953489886858 L 109.71062393269128,150.97159888257968 L 108.73499278346735,154.97761234494646 L 106.75329258341034,157.98973191712386 L 104.75941722270969,159.00188854827877 L 101.75338523085414,158.020169818733 L 99.73515954886618,155.03240056784293 L 98.71082775706762,151.03856226611978 L 97.67432080462541,145.04476102337418 L 96.63781385218319,139.05095978062855 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 141.97516031882634,-6.010289626640912 L 144.3683462513027,-3.943247998468621 L 148.06698602154327,-2.4200724176524204 L 149.15471811625545,0.19083525787598887 L 150.24245021096763,2.8017429334043555 L 150.78631625832372,4.107196771168546 L 149.10006852535548,5.575722761084791 L 146.4891608498271,6.663454855796971 L 143.87825317429872,7.751186950509151 L 140.17961340405813,6.228011369692936 L 137.02483968117366,6.010289626640926 L 134.6316537486973,3.9432479984686353 L 130.9330139784567,2.4200724176524204 L 129.84528188374452,-0.19083525787596045 L 128.75754978903234,-2.8017429334043413 L 128.21368374167628,-4.10719677116856 L 129.89993147464452,-5.575722761084791 L 132.5108391501729,-6.663454855796971 L 135.12174682570128,-7.751186950509123 L 138.82038659594184,-6.228011369692922 L 141.97516031882634,-6.010289626640912 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 148.50120739735036,29.069807872289473 L 149.52180601041465,33.06460179325851 L 150.542404623479,37.059395714227556 L 150.20795821042344,40.649402064750376 L 148.04333804341113,42.954704546543965 L 144.99880157811577,45.73513575617439 L 141.8839239554298,46.28060564140188 L 138.7690463327438,46.82607552662935 L 135.58382755266717,45.1365840874539 L 132.80339634303675,42.092047622158546 L 130.49809386124318,39.927427455146244 L 129.47749524817885,35.932633534177214 L 128.4568966351145,31.93783961320817 L 128.7913430481701,28.34783326268534 L 130.95596321518238,26.042530780891767 L 133.12058338219467,23.737228299098177 L 137.1153773031637,22.716629686033855 L 140.23025492584972,22.171159800806365 L 143.41547370592633,23.860651239981834 L 146.19590491555675,26.90518770527717 L 148.50120739735036,29.069807872289473 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 145.41092640951837,66.7502820178683 L 146.46394078686637,69.5594030051343 L 146.22957670934304,71.78315512242764 L 145.99521263181973,74.006907239721 L 144.47347009942507,75.64529048704168 L 142.60072277458104,76.34730007194035 L 139.79160178731505,77.40031444928837 L 137.5678496700217,77.16595037176505 L 135.929466422701,75.64420783937038 L 134.29108317538032,74.12246530697571 L 133.23806879803232,71.3133443197097 L 132.53605921313363,69.4405969948657 L 132.77042329065696,67.21684487757236 L 133.00478736818027,64.993092760279 L 134.52652990057496,63.35470951295832 L 136.39927722541896,62.65269992805964 L 139.20839821268498,61.59968555071163 L 141.43215032997833,61.83404962823495 L 143.070533577299,63.35579216062962 L 144.70891682461968,64.87753469302429 L 145.41092640951837,66.7502820178683 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 148.9387337877621,103.31243758742592 L 149.64596958061665,107.24941835107023 L 148.20790604343543,110.55577182023075 L 146.7698425062542,113.86212528939129 L 144.17072482994828,116.36104251585436 L 141.39479820542866,117.87571455140639 L 139.24949887539287,117.24508725692259 L 135.94314540623236,115.80702371974138 L 133.44422817976925,113.20790604343541 L 130.94531095330618,110.60878836712948 L 130.2380751604516,106.67180760348516 L 129.35403041938338,101.75058164892978 L 130.7920939565646,98.44422817976924 L 132.23015749374582,95.13787471060871 L 134.82927517005177,92.63895748414564 L 137.60520179457137,91.12428544859362 L 139.75050112460715,91.75491274307743 L 143.05685459376767,93.19297628025863 L 145.55577182023077,95.79209395656457 L 148.05468904669388,98.39121163287054 L 148.9387337877621,103.31243758742592 z\" /><path fill-rule=\"evenodd\" fill=\"#ff3333\" stroke=\"#555555\" stroke-width=\"2.0\" opacity=\"0.6\" d=\"M 140.9266573248588,145.86402261127077 L 138.05869750236403,146.74425352220018 L 134.89732737622606,146.66849782563133 L 131.442546946445,145.63675552156425 L 130.1931500353036,144.97417921770912 L 128.3569325168759,142.39962969885747 L 128.72609851708788,140.19424618021782 L 129.38867482094298,138.9448492690764 L 131.66981403615148,136.15264514315047 L 134.24436355500316,134.31642762472276 L 138.0683099849962,133.1427864101502 L 140.936269807491,132.26255549922075 L 144.09763993362893,132.3383111957896 L 147.55242036341002,133.37005349985668 L 148.8018172745514,134.0326298037118 L 150.34462448933596,135.65119271506518 L 150.26886879276714,138.81256284120312 L 149.606292488912,140.0619597523445 L 147.3251532737035,142.85416387827047 L 144.75060375485185,144.6903813966982 L 140.9266573248588,145.86402261127077 z\" /></g></g></svg>"
+      ],
       "text/plain": [
-       "<shapely.geometry.multipolygon.MultiPolygon at 0x10a366310>"
+       "<MULTIPOLYGON (((-7.466 -5.026, -5.519 -6.127, -3.573 -7.227, -0.797 -7.769,...>"
       ]
      },
      "execution_count": 6,
@@ -565,11 +563,20 @@
     "outputId": "974bb3d0-3290-4315-a6fc-3b7ca90072a6"
    },
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "|2024-12-04|14:18:53.268| [WARNING] In-memory store. Nothing to commit.\n",
+      "|2024-12-04|14:18:53.325| [WARNING] In-memory store. Nothing to commit.\n",
+      "|2024-12-04|14:18:53.381| [WARNING] In-memory store. Nothing to commit.\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkYAAAHMCAYAAAAwHmdPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/GU6VOAAAACXBIWXMAAA9hAAAPYQGoP6dpAABepElEQVR4nO3dd3gU1eI+8He2Z7PpnQQCSQih946EcsGAICBguag0sQB+LYBebBT1KnpR70/w2kEQkSJFUUFUehEQBEILkNBCKul9y/n9kdmRZTchhIRQ3s/z5IGdOTNzZndn9t0zZ85KQggBIiIiIoKqritAREREdLNgMCIiIiKSMRgRERERyRiMiIiIiGQMRkREREQyBiMiIiIiGYMRERERkYzBiIiIiEjGYEREREQkYzC6iSxcuBCSJGHhwoV1XRW6hcycOROSJGHz5s11XRUiJ2fOnIEkSRgzZkxdV4WoShiMaokkSdf0dyuGobr6QF6yZInyvP3yyy83dNu3gwsXLuDNN9/EyJEjERUVBZVKBUmScOrUqUqXKy4uxowZM9CkSRMYDAYEBgbi/vvvx7Fjx6pVj6+++gqdOnWCyWSCl5cXevXqhXXr1lVY3mq14v3330erVq3g5uYGX19fDBw4EDt37rxhdQaAoqIieHt7Q5Ik/POf/6z2eurK5s2bIUkSZs6cWWPrlCQJvXr1qrH13Ux69epV6+e5MWPGKOe01157rcJyX331lVLudn2+bwaauq7A7WrGjBlO0z744APk5ubimWeegbe3t8O8Nm3aoFGjRujSpQtCQkJuUC1vTZ9++ikkSYIQAp9++in69+9f11W6pezbtw+vvPIKJElCo0aN4OXlhZycnEqXKS0tRb9+/bBjxw506NABzzzzDM6fP48VK1bgxx9/xO+//47OnTtXuQ5Tp07F3LlzERYWhgkTJqCsrAzffvstBg8ejA8//BCTJ092KC+EwIMPPoiVK1eiSZMmmDx5MrKysrBs2TL07NkT3333HYYMGVKrdbZbtmwZcnNzIUkSVq1ahUuXLsHPz++a13OnCA0NxbFjx+Dl5VXXVbnpaTQaLFiwADNmzIBarXaa/9lnn0Gj0cBisdRB7e4ggm6Y8PBwAUAkJSXVdVVqxIwZMwQAsWnTphu2zePHjwsA4h//+Ido37690Gq1IjU19YZt/2Z0ra/D+fPnxdatW0Vubq4QQojY2FgBQJw8ebLCZf79738LAGLEiBHCarUq09esWSMAiGbNmjlMr8yOHTsEABEZGSmysrKU6UlJScLX11fo9XqnY+Sbb74RAES3bt1EcXGxMn3Pnj1Cp9OJgIAAkZeXV2t1vlyXLl2ESqUSL7zwggAg5s6de83rqEubNm0SAMSMGTNqbJ0ARGxsbI2t72ZiPz5q8zw3evRoAUAMHTpUABDr1q1zKnP06FEBQAwbNuy2fr5vBgxGN9DVgtGCBQsEALFgwQKn5cLDw0V+fr549tlnRVhYmDAYDKJ169Zi9erVQgghzGazeOONN0RUVJTQ6/UiIiJCfPjhhxXWZf369WLAgAHCz89P6HQ6ERERIaZOnSqys7OvaV9c/V3u4sWLYuLEiSI8PFxotVrh7+8vhg0bJvbt21el7VxpypQpAoBYsmSJ+PDDDwUA8fbbb7sse/nzuW7dOtG1a1dhNBqFt7e3GD58uEhISHBaxn6COn36tJg7d65o0qSJ0Ov1IjQ0VDz77LNKmLjS+fPnxaRJk0SjRo2ETqcTvr6+YvDgwWLPnj1OZS8PMitWrBAdO3YUbm5uwsfHRzzwwAPiwoULLrexb98+cffddwuTySQ8PDxE3759xc6dO687oF4tGNlsNtGgQQMBQCQmJjrNv+uuuwQA8fvvv1dpe4888ogAIL788kunea+++qoAIF577bUqb8PV+mq6znaHDx8WAES/fv3EpUuXhE6nE02bNq2wvP0DLCMjQ0yYMEEEBwcLnU4nmjVr5nL/Lw8tBw4cEAMHDhReXl7Czc1N9OzZU+zYscPldnJycsS//vUvER0dLfR6vfD29hb9+/cXGzdudChnf3+7+rO/f3JycsQ777wjevfuLUJDQ5XjdvDgwWLnzp0O67MfY67+7MErKSlJABCjR492qve1nB8uP55///13ERsbqxwLAwcOFEePHnVaJjU1VUyZMkVER0cLo9EovLy8RHR0tBg9erQ4ffq0y+fyShUFI/t5uaCgQEydOlXUr19f6HQ6ERkZKd5++21hs9mqtH4h/n5dVqxYIdzc3MSQIUOcyjz33HMCgPjxxx8rDUbffPON6NWrl/Dy8hJ6vV7ExMSI119/XZSUlDiVta8nNTVVjB07VgQGBgqj0Si6du0qtm7dKoQQyv41aNBAee8uX77c5bZLSkrEW2+9JVq0aCHc3NyEh4eH6NGjh1i2bJlT2cvfFydOnBD333+/CAgIEJIkiU2bNokuXboISZIq/Lz8z3/+IwCId9991/WTeh0YjG6g6wlG9erVE126dBHR0dFi0qRJYsKECcJkMgmVSiV+/fVXcd9994nQ0FDx2GOPiUmTJonAwEABQHz77bdO25k5c6YAIHx9fcWjjz4qpk6dKvr37698i67ow/9y77//vnLCGD16tJgxY4byZ5eYmCjq1asnAIg+ffqIf/3rX2LUqFFCp9MJnU4nfvjhh2t5+kRpaanw9/cXXl5eoqioSPlgioqKcnkSsj+fgwcPFhqNRowcOVJMnz5dDBgwQNn/48ePOyxjP0Hde++9wtvbWzz++OPihRdeEK1btxYARPv27R1aLIQQ4s8//xR+fn5CkiQRFxcnpkyZIkaPHi28vLyETqcTP/74o0N5e5AZOXKk0Ov1YuTIkWLq1KnKh3VMTIzTSWzHjh3Czc1NqNVqh/3Q6XQiLi6uVoPRyZMnBQARHR3tcr69ZeaVV16p0vZCQ0MFAHHx4kWneTt37hQARI8ePZRpxcXFQq1WC6PRKMxms9My9takhx9+uNbqbPf0008rwVwIIYYPHy4AKB8iVwIgWrduLaKjo0WLFi3E5MmTxYQJE4S3t7cAIBYuXOhQ3h6M7rnnHuHm5ib69OkjpkyZIkaOHClUKpUwGAxO79ns7GzRrFkzAUB07NhRvPjii2L8+PHCw8NDSJIkPv74Y6Xs6tWrlfd4bGysw3FrPy/t2rVLaLVa0bdvX/H444+LF198UTz00EPC3d1daDQa8fPPPyvrO3DggPJ+Dg8Pd1if/f1YUTC61vOD/XgePny40Gg0YvDgwWLq1Kli4MCBAoAICAgQGRkZSvnCwkIRGRmpBNkpU6aI559/XgwfPlx4e3tX+fxTWTCqV6+e6N69u2jUqJF4/PHHxcSJE5V9mjlzZpXWL8Tf552NGzeKRx99VGg0GpGSkqLMLykpEX5+fiI2NlZ5b7sKRmPHjhUARFhYmBg3bpx4/vnnRbdu3QQA0atXL6fjx/7+jIyMFG3atBHPPPOMeOSRR4RWqxVubm7ir7/+Ep07dxaNGzcWEydOVD53JEkSu3btclhXaWmp8lzFxMSIqVOniokTJyqfRdOnT3cob39f9OjRQ3h7e4tOnTqJZ599VjzxxBPizz//FF999ZUAIF566SWXz5n9S8Dlr3lNYTC6ga4nGAEQgwYNcvjA3Lp1qwAgfHx8RIcOHRxae06fPi20Wq1o06aNw7p+//13AUB07drVqXXIvv1nn322SvtztZYKe9h64403HKbv2LFDqNVq4evrK/Lz86u0LSGEWLp0qQAgHn/8cWWa/YPp119/dSp/+bfZK0+CH3zwgXJCvpz9BOXn5yfOnDmjTLdareK+++4TAMTs2bOV6WazWURGRgq9Xi82b97ssK7k5GRRr149ERwc7PC62Z83Dw8PcejQIYdlHnroIQHA4RuWzWYTTZo0EQDEmjVrXO5HbQajdevWKe8/V1asWCEAiPvvv/+q2yooKBAAhMlkcjk/IyNDABCBgYHKtPj4eAFAtGjRwuUye/fuFQBEp06daqXOdsXFxcLHx0cJ5kII8cMPPziFssvZX5vx48cLi8WiTD9y5IhQq9VOrU32YOTqPPDxxx8LAOKpp55ymP74448rx8XlXxASEhKEp6en0Ol0Duecq11Ky8nJcflhc/78eRESEiJiYmJc7mdFLRgVBaNrPT/Yj2e1Wu10vP/rX/8SAMScOXOUad9//32F57PS0lKnS68VqSwYARADBgxQ3g9CCJGWlia8vLyEl5eXKCsrq9I2Lg9G27ZtEwDEv//9b2W+/dz39ddfVxiM7M/PsGHDHOojxN/nnA8++MBhuv299sQTTzhcVl60aJHy2TJo0CCHL4P2z52hQ4c6rMv+ZWPAgAEOASwtLU15ri5v8bS/L1yFJiHKjzc/Pz8RHBzsFOjs7+F//vOfFT2l14XB6Aa63mB06tQpp2UaNWokAIjffvvNaV6vXr2ERqNxOCHbr2HHx8e7rEObNm1EQEBAlfansmB0/vx5AUA0aNDA5cnh4YcfFgDEV199VaVtCSFEnz59BACH5nz7B5OrDzj783ll+BFCCIvFonybvDwA2U9Ql4cfu9OnTwuVSiUaNmyoTLP3V5k6darLOtuDy+WtRvbn7eWXX3Yqbw+uU6ZMUaZt375dABA9e/asdD9qKxgtWbJEABCjRo1yOf+XX34RAET//v2vuq3k5GQBQISGhrqcX1ZWJgAInU6nTLP3SerevbvLZRISEpxah2qyznb2D4vLg7nZbBbBwcHCYDA49JeyAyCMRqPLVtiePXsKAA4f/vYTvqt9LSsrExqNRrRv316ZVlpaKoxGozCZTOLSpUtOy7zyyisCgJg1a5bTNqrTx8jeYnb27Fmn/byWYFSd84P9eHb1miYmJiqtSXb2YOTqQ/daXC0YuTpuHn30UQFAHD58uErbuDwYCSFETEyMiIiIUIJunz59hI+PjyguLq4wGLVp00ZoNBqX3SEsFovw8/MTHTt2dJhuf39eGRItFovQaDQCgMtLjg0bNnQ4DwohRFRUlJAkSRw7dsyp/Oeffy4AiLFjxyrT7O+LoKAgl5f5hBBi6tSpAoBYuXKlw/QHH3xQABBbtmxxudz14l1ptwhvb29ERkY6Ta9Xrx6SkpLQvn17p3mhoaGwWCxITU1FaGgoAGDXrl3QarVYsWIFVqxY4bRMWVkZMjIyrvtOmwMHDgAA7rrrLmi1Wqf5ffr0wddff40DBw7g0Ucfver6Tp06hU2bNqFJkybo2rWrMj0uLg7BwcFYs2YNMjMz4e/v77RsbGys0zS1Wo0ePXrg9OnTOHDgAMLDw6+6TEREBOrXr48zZ84gJycH3t7e2LVrFwDg7NmzLm9/PnnyJADg2LFjGDhwoMO8Dh06OJWvX78+ACA7O1uZtn///irtB9WuTz/9FAAwduxYZZpGo8GoUaMwd+5cLF68GP/3f//ntFzjxo3h6enpNP3y19pkMjnMc/Xe0Gq1CAoKcnhvnDhxAkVFRejevTt8fX2dlunTpw/eeOMN5Xisqh07duC///0vdu3ahfT0dJSVlTnMT05ORoMGDa5pnZe7nvNDVY+b2NhYhIaG4u2338b+/fsxcOBAdO/eHW3atHF5x1d1eHl5ISoqqkr1uRYTJkzAlClT8PvvvyM8PBybNm3C008/DYPB4LJ8UVERDh48CH9/f3zwwQcuy+j1epfDVERHR8PDw8NhmlqtRlBQEAoLCxEREeG0TGhoKP744w/lcX5+Pk6dOoXQ0FDExMQ4le/Tpw8AuHwftm7dGnq93mWdn3rqKcydOxeffPIJhg8fDgDIzMzE6tWr0bRpU/Ts2dPlcteLwegWUdGtrhqNpsL59nlms1mZdunSJVgsFsyaNavS7RUUFFxXMMrNzQWACocesE+/2m3idp999hmEEE6DxF3+wbRw4UJMnTrVadmgoCCX6wwODnaoa1WXOXv2LHJzc+Ht7Y1Lly4BgMuQebmCggKnaVcO2QD8/ZpZrVZlmr1+V9uP2mJ/b7l6ni6f7mp/amJdN2qZyhw7dgzbt29HTEwMunTp4jBvzJgxmDt3Lj777DOXwaiibbh6rauyjKv3Rk0dZwCwevVqjBgxAgaDAf369UNkZCTc3d2hUqmwefNmbNmyBaWlpVVenyvXU++qHjeenp7YvXs3ZsyYge+//x4bNmwAAPj7+2PixIl45ZVXXIaya1Gd17YqHn30Ubz00kv4/PPPER4eDiEEJkyYUGH57OxsCCGQkZFx1XP7lSr7bKls3uVDBlzP61nZ+SsiIgJ33303NmzYgNOnTyMyMhJfffUVSktL8cQTT1S43PXiAI93GC8vL/j4+ECUX0at8O/KFpTqbAcAUlNTXc5PSUlxKFcZs9msDIA5ffp0p8Ex586dC6A8PLmSlpbmcrq9bq7qUNVl7P+uXbu20ufT1bhWVWXfxtXqVFuaNGkCAEhISHA5394qFh0dfdV1ubu7IzQ0FAUFBcp74GrrioyMhFqtRmJiosvxW1wtU5N1Bv5uLTp+/LjT+69ly5YAgPj4+EoHm6wNNXmc2b366qvQ6XTYt28f1qxZg7lz52L27NmYOXOm8rxer9qotythYWH44osvkJ6ejvj4ePy///f/4Ofnh9mzZ2P27NnXte7a5O/vj2HDhmH16tX48ssv0bVrV7Ro0aLC8vbnqW3btlc9t9eG63k9JUmqdN1PPfUUhBDK+f3TTz+FwWCo0pWG6mIwusN06dIF2dnZOHLkyHWvy94c7epbUdu2bQEA27dvd/lhtmnTJgBAu3btrrqdtWvXIj09HU2aNMH48eNd/kVERCAhIQFbtmxxWt7VNKvViu3btzvU9WrLJCYm4vz582jYsKHyTdHeerBt27ar7kd12Z+jq+1HbYmMjESDBg2QkJCApKQkp/k///wzgL+by6/GXm79+vVVWpfBYEC3bt1QVFTk8nl2tUxN1rm0tBSLFy+GSqXCuHHjXL7/7r77bgAVh/Pa0qRJExiNRhw8eNDlt3FXx1llxy1Qftm6WbNmaNq0qcN0m81W4XtNpVJdU+tITZ4fqkKSJDRv3hxPP/00Nm7cCABYs2ZNjay7tkyYMAGlpaXIyMiotLUIAEwmE5o3b44jR44gKyvrBtXwbx4eHoiMjERycrLypeNy1/N6Dho0CA0aNMCCBQvwyy+/ICEhAffffz98fHyuu94VqpWeS+TS9Y5j5Iq9Y6Ar9g59l2/v119/FZDvSktOTnZapqCgwOk2zIrMnz9fAK7HoxFCiH79+gnAeZyJ3bt3C7VaLXx8fKp0Z4h9Pa7GwrCzd+67/C6FqtyV1rt3b4fpVbkr7fKOrGVlZSIyMlK4ubk53ZZvt3PnTlFYWKg8rqzTuquOqnV9V5oQ1Rss0b6fV3byra0BHq/s4FxTAzzaO3IPGDCgwjK5ubnC3d1dGI1GkZOTo0xHJZ2SXR2fV+sY7epcMGHCBAFATJ482WH6qVOnhJeXl9BqtQ5jOR05ckQAEI8++qjLbTRp0kR4eHg4nB9sNpsyxpSr91pAQECF56iK7kq71vNDRedHuyuf6/j4eJeDv7q6i7EyVxvHyJVrHVvsys7XQpQ/52vXrhWrV692uMusos7XX3zxhQAghgwZ4rIDdlZWlvjzzz8dplX2/rzWz50333xT2f7lN/xkZGSIhg0bCgBi27ZtyvTKxre60htvvKHctIErbsCpDexjdIfp27cv3n77bUyfPh2NGzfGwIED0ahRIxQUFODs2bPYsmULevTo4fLb/JV69+4NlUqF6dOnIz4+Xknwr7zyCgDg448/Rvfu3TFt2jT88ssv6NChg/KTDCqVCgsWLHDq9HelpKQk/Prrr/D398fQoUMrLPfAAw/g2WefxXfffYcPP/zQoSPq4MGDMWzYMAwbNgxRUVH466+/8PPPP8PX1xcfffSRy/XZO2k+8MAD8PLywoYNG3Dw4EG0b98eL7zwglJOq9Vi1apVuPvuu3HPPfegW7duaNOmDYxGI86fP4+9e/ciMTERKSkpMBqNV31OXZEkCV988QX69euH4cOH47777lP247fffkNcXFyVXq/LXd5X6/jx4wCAF198UXk9HnvsMfTo0UMp8/zzz2PdunVYuXIlOnfujL59++LcuXNYsWIFjEYjvvzyS6hUjg3QNpsNwN/9Ley6deuG559/Hu+99x5atWqFESNGoKysDMuWLUNWVhY+/PBDNGzY0GGZBx98EKtWrcLKlSvRtm1bDB48GJcuXcKyZctgtVrx2WefOXVwrk6dXbFfRnvssccqLOPp6YmRI0di4cKF+PrrrzFp0qSrrremvP3229i2bRvmzZuHvXv3onfv3sjMzMTy5cuRn5+PefPmoVGjRkr5Jk2aIDQ0FN9++y20Wi3Cw8MhSRIeeeQRhIeH47nnnsOTTz6Jtm3bYvjw4dBqtdixYweOHj2KwYMH44cffnCqQ9++fZWfdGnXrh20Wi169uxZaefYmjg/VGbjxo2YNm0aunbtiujoaAQGBuLChQtYu3YtVCoVpk2bVu113wiSJOHee++tcvlx48bhzz//xEcffYTIyEjcfffdaNCgAbKyspCUlIStW7di7Nix+Pjjj2ulvlOnTsXPP/+MtWvXonXr1hg4cCCKioqwYsUKpKen44UXXnA4p1yLxx57DLNnz0ZycjJatmzpcANOrajV2EUOboYWI7tt27aJkSNHipCQEGXE2datW4vnnntO7N27t8r7tHjxYtG6dWthMBiUb5OXu3DhgnjyySdFgwYNhFarFX5+fmLIkCEuR4R25aWXXhIAxHPPPXfVsvZvzu+9954QwvH5/OGHH0SXLl2U0W/vu+8+ceLECad1XD7y9X/+8x9l5Ot69eqJZ555psLBL9PS0sSLL74omjdvLtzc3IS7u7uIiooSw4cPF4sXL3YYh+NaW4zsLh/52mQyXdfI1/bXqqI/V9/KCwsLxauvviqioqKETqcT/v7+YsSIEeLIkSMutzF06FChUqlcPs9ClL8+HTp0UG4379mzZ6WD7pnNZvHee++JFi1aCIPBILy9vcWAAQMqHA26OnW+0okTJ5Rbiq82Jo29Jax169bKNNyAFiMhygd5fOGFF5T99PLyEv/4xz/Ehg0bXK5nz549ok+fPsLT01NIkuT0/lmwYIFo3bq1MBqNws/PTwwdOlQcOnSowvdaWlqaeOihh0RgYKBQqVQO+1DZe/pazg/X2mJ09OhR8dxzz4n27dsLf39/odPpRHh4uBg+fHil75kr1VWLUUUqG+BRiPIhTO655x4REBAgtFqtCAoKEh07dhQvv/yy0630la2nOp87xcXF4s033xTNmzcXBoNBmEwm0b17d/HNN984lb2WFiMh/h5qZt68eVUqfz0kIWqpNxZRHVu4cCHGjh2LBQsWON3NVpExY8bgq6++QlJSklOrBVWdEAIBAQHo06cPli9fXtfVIaJbmM1mQ1RUFNLS0pCSkuJy+IuaxM7XRFTj4uPjcenSJUyfPr2uq0JEt7iVK1ciKSkJjz76aK2HIoDjGBFRLWjZsmWt3RpMRHeGt99+G1lZWfj000/h7u5+w75oMRgRERHRTWf69OnQarVo1qwZ3n333esabf1asI8RERERkYx9jIiIiIhkDEZEREREMgYjIiIiIhmDEREREZGMd6VVQ3Z2tssfPqTbT0BAADIyMuq6GkRUC3h83zk0Gk2Vf3iWwagaLBYLzGZzXVeDapkkSQDKX2/evEl0e6nO8a1SqaDRaKBSqWCz2WCxWJTfBLyWZa1WK6xWq8tlNRoN1Go1AMBqtVb4JVylUkGr1QIAzGaz07pUKpWyj1eyWq1VqvOdisGIiIioEkajESaTyekHkQGguLgYeXl5FYYNd3d3uLu7Oy0rhEBJSQny8vJgs9ng5eUFg8Hg8seYCwoKUFBQAKD8h6s9PT2h0+mU4GNfV35+PiwWC0wmEzw8PCoNRpmZmQxIFWAwIiIiqoAkSfDy8sJvCRnYeDwNpzIKkVdiho9Rh+YhHhjbpSHCAgKQnp7u1GqjVqvh5eWFH+NTsOlkBhIzC5FfaoGvuw6t63lhbJdwBPr7o6ioCEKjw/+2J+Fgci6Sc4phFQLBngb0jwnE8Dah0Gg0KCwshJ+fH05mFGLpn6fx5/lsAECXhn4Y1bE+Gvj7IzMzE25ubthwLA2rD110uU/zRraBXq9HUVFRrT9/tyIGIyIiogrYL0l999cF7DuXA5NeA61aQtKlQiRdKsTmk5lY9VgXmEwm5OXlOSxrb7H5dv8FHE/Lh6dBA0mSkJhZiMTMQmw5lYFVE7rCw8MDF7KLsPCPswCAQA89CkosOJKShyMpeTiZUYAZA5pBr9cjIaMQ45f8iTKrDQ183ABIWHPoIjYeT8MXo9ojzMsLkiQhLb8U+8/nuNwn+5VDSZLg5uYGvV6vtFTZbDaYzWYUFxffsS1KDEZERERX0SbUG491bYS29b0hAViw+yz+tz0RBaUWrD+WhpGtQ5yCkV2ncB9M7RuNVvU8IQDM23Iai/eeQ1aRGb8nZGBwixBo1Co80rEBHmgfhiAPA/JKzHjy2wM4mVGAn4+kYUqfaJj0GizecxZlVhsa+hqxdGwnAMAjX+3FqcxCfL7zDN66t4VDn6leUf54okeEQ300aglCCAQEBACSCvsv5CA9vxQAEOxpQHSgCQEmE9LS0u7I/pUMRkRERBWwd4B+okcEysrKkJuTA3d3d/RtEoj/bU8EAJRaXLesWCwWWK1WPB0bhdLSUuTk5MBkMqFvk0As3nsOAFBmKb/8FuShx9OxkSgqKkJWVhZ8fX3RuaEvTmYUwCoErLbygHIkpTx8RQWYoJFbeSIDTDiVWYjdZ7JgsdmU6QBQUGbFXxdyoNOo0L6+D0K93QAAer0eWcVWjP/mD6TmlTrUO8LfHcvGdoZGo7kjbzRiMCIiIqpERkYG1Go1LBYLjEYjtFotfjmeDADQqCT0igqoMECkp6cry7q7u5cve+wMAECvUaF7hB8KCwtRUFAAIQSEEPD19UVxmRVbT2UCADo08IGXW/kdaIEeeiTnluBURgEscp+m0xnlHbMLSi1IzS1BmI9R2f6+c9nYdy5bedw/JhCzBjaD0WjE0l1JSM0rRXSgCc/2ioJKknAqswBJl+7svkcMRkRERJUQQsBiscDDwwMeHh74Zt95fLojCQAwvX8ThPsaKxwPyb6sp6cn3N3d8fnOJHzz53moJGDmwGYINOmQkZEBq9UKlUoFf39/FFmAaWv+wrnsIoR4GjBzYFOUlpZCrVZjRNswHLiQizNZRbj/iz8gSRLOZf8dZCxyy5KHXoN7W4ageXD55bsf41NwOCUPvxxPR5dGfhjcIgRqVXkfqJxiM46n5SMywIT+MUHwMerK13WHjtfHYERERHQV3t7eMLi54f3fT+KbP89DLUl4NS4GA5sHIycnBxaLBQaDAQaDAUB5ICouLkZZWRl8fHyg1evx719OYM2hi9CqJbxxT3P0jg5AdnY2rFYrNBoN/Pz8kF5Qhme+O4ikS0UI9zVi3sg28HPTIDMzE3q9Hv1jgmCx2rBs/wUkXSpCoIceXRv5YldSFtSSBH+THgBwX5tQ3IdQmM1mqFQqDGgWhLs/2o4Ssw2b5H5Ng1vUw09H0pB0qRD/b8tpAIAEYFCLELwSFwODwYDi4uK6esrrDIMRERFRJXx9fSFptHj5hyP49UQ6jFo13h7SAl0b+QEAPD09odFoYDKZcDwtH0VlVvgYdWjo6wuLxQILVJi6+jB2JF6Cp0GD/wxrhbZh3gAALy8v6HQ6GI1GnMwoxDPfHcSlwjK0CfXCf4a1Ui6h+fr6KrfXD2wegoHNQ5T6vfxDPACgbX1vmPTlH+tlFht0GhUsFgs0Gg10GjW0KhVKYFMuwfm567B0TCccT8vHibR8HE7Jxbr4VPwQn4IhLUPQ2FfPYERERER/U6vVMBgMePmHePx6Ih0A0CrUC3vOZmPP2fK+Oy3reaJPdCAA4O2NJ3A0NR/9YwLx5uAW0Ol0mLbyIHYmXVKW3Xoq87L+Q97oHuGP9PxSPL50P4rMVmjVEqIDPZTb9wHgofb1EejtjXPZRdh2KhPt6ntDAPg9IQO/HC+v132t6ynlH/92P9rX90bHBj5QqSSsPngR+aXll8Z6NQ4AAOxIzERmQRna1vdGv5hARAaYsC4+FUB5p+2KBoi83TEYERERVcAeDi6/c2v3mSzsPpOlPB7eOlQJRq6k5pco/99++hK2n76kPFarJHSP8Ed+qRlF5vK728xWgeUHLjisI65pEAI99MgvseCDzacc5mlUEsZ1bYh+MUEoLCyEu7s78kvMWLTnHBbtOedQtnuEH+5pHgwAOJtVjPc3nXSqb4S/OzqH+6CwIL/CfbqdMRgRERFVwGazQQiBcV3DkVXk+s6zcPkuMCEEHuvWCDnFZtTzMijzn+oRobTWXCnK3x0AEGDS47UBTSusR5CnAUIIRPq7481BzXE6swDFZhuCPQ2IaxoEH6MWeXl5KCoqgpubGxY+3AF7zmbjVEYBCsos8HHToUsjXzQN8kBJSQlKLBIGtQhGsKceSZcKkVNshkmnQYS/O2KjAiBsVhQWFlb3abulSeJOHL3pOmVkZNyRYzvcaSRJQkhICFJSUu7IQc6IbmfXcnwbjUa4ublVWqagoAAajUbpfA0AhYWFyqW4itg7aev1euXHY12xWq3Iz8+Hm5sbDAYD1Go1JEmCzWZDSUkJioqKlLvI1Gq1MqK1RlM+2rYQAmVlZSguLkZJSQkkSYLJZIJOp3MoY7VaUVxcXP4zJbfReU+r1ZYPaFkFDEbVwGB0Z2AwIrr1xcfHIyEhweU8Hx8fZGdnu5wXHR2NFi1a1GbV6Aa6lmDES2lERDfQkCXH67oKd5Tj/5uGgqRD17ycqVErxDz1fi3UiCqydlRMXVcBAIMRERHdxurfOwnFaWeueTm3oIY1Xhe6NTAYERHRbcs9NAruoVF1XQ26haiuXoSIiIjozsBgRERERCRjMCIiIiKSMRgRERERyRiMiIiIiGQMRkREREQyBiMiIiIiGccxqoL169djw4YNCAsLw5QpU+q6OkRERFRLGIyqIC4uDnFxcXVdDSIiIqplvJRGREREJGMwIiIiIpIxGBERERHJGIyIiIiIZAxGRERERDIGIyIiIiIZgxERERGRjMGIiIiISMZgRERERCRjMCIiIiKSMRgRERERyRiMiIiIiGQMRkREREQyBiMiIiIiGYMRERERkYzBiIiIiEjGYEREREQkYzAiIiIikjEYEREREckYjIiIiIhkDEZEREREMgYjIiIiIhmDEREREZGMwYiIiIhIxmBEREREJGMwIiIiIpIxGBERERHJGIyIiIiIZAxGRERERDIGIyIiIiIZgxERERGRjMGIiIiISMZgRERERCRjMCIiIiKSMRgRERERyRiMiIiIiGQMRkREREQyBiMiIiIiGYMRERERkYzBiIiIiEjGYEREREQkYzAiIiIikjEYEREREckYjIiIiIhkDEZEREREMgYjIiIiIhmDEREREZGMwYiIiIhIxmBEREREJGMwIiIiIpIxGBERERHJGIyIiIiIZAxGRERERDIGIyIiIiIZgxERERGRTFPXFbjR/vzzTyxatAhCCAwZMgR9+/at6yoRERHRTeKOCkZWqxWLFi3CjBkzYDQa8eKLL6JTp07w8PCo66oRERHRTeCOupR26tQphIWFwdfXFwaDAW3btsXBgwfrulpERER0k7ilWoyOHj2K77//HklJScjOzsbUqVPRqVMnhzLr16/HDz/8gJycHISHh2PcuHGIiooCAGRnZ8PX11cp6+vri6ysrBu6D0RERHTzuqVajEpLS9GwYUOMHz/e5fydO3di0aJFGDFiBObMmYPw8HC8+eabyM3NvcE1JSIiolvRLdVi1LZtW7Rt27bC+evWrUPfvn3Ru3dvAMCECROwf/9+bNq0CUOHDoWPj49DC1FWVpbSmuSK2WyG2WxWHkuSBDc3N+X/dHuzv8Z8rYmIat/Ncq69pYJRZSwWCxITEzF06FBlmkqlQsuWLZGQkAAAiIqKwvnz55GVlQWj0YgDBw5g+PDhFa5z9erVWLlypfK4UaNGmDNnDgICAmptP+jmExwcXNdVoNvKsbquANFNKSQkpK6rAOA2CkZ5eXmw2Wzw9vZ2mO7t7Y2LFy8CANRqNR599FHMmjULNpsNQ4YMqfSOtGHDhmHQoEHKY3uazcjIgMViqfmdoJuKJEkIDg5GamoqhBB1XR0iottaSkpKra1bo9FUuVHjtglGVdWhQwd06NChSmW1Wi20Wq3LefygvHMIIfh6ExHVspvlPHtLdb6ujKenJ1QqFXJychym5+TkOLUiEREREbly2wQjjUaDiIgIxMfHK9NsNhvi4+MRHR1dhzUjIiKiW8UtdSmtpKQEqampyuP09HScOXMGJpMJ/v7+GDRoEObPn4+IiAhERUXhp59+QmlpKXr16lV3lSYiIqJbxi0VjE6fPo1Zs2YpjxctWgQAiI2NxaRJk9CtWzfk5eVh+fLlyMnJQcOGDfHSSy/xUhoRERFViSRult5Ot5CMjAyH8Y3o9iRJEkJCQpCSknLTdAqkW9+QJcfrugpEN6W1o2Jqbd1arbbKd6XdNn2MiIiIiK4XgxERERGR7JbqY1RX1q9fjw0bNiAsLAxTpkyp6+oQERFRLWEwqoK4uDjExcXVdTWIiIiolvFSGhEREZGMwYiIiIhIxmBEREREJGMwIiIiIpIxGBERERHJGIyIiIiIZAxGRERERDIGIyIiIiIZB3isAo58TUREdGdgMKoCjnxNRER0Z+ClNCIiIiIZgxERERGRjMGIiIiISMZgRERERCRjMCIiIiKSMRgRERERyRiMiIiIiGQMRkREREQyBiMiIiIiGYMRERERkYw/CVIF/K00IiKiOwODURXwt9KIiIjuDLyURkRERCRjMCIiIiKSMRgRERERyRiMiIiIiGQMRkREREQyBiMiIiIiGYMRERERkYzBiIiIiEjGYEREREQkYzAiIiIikjEYEREREckYjIiIiIhk/BHZKli/fj02bNiAsLAwTJkypa6rQ0RERLWEwagK4uLiEBcXV9fVICIiolrGS2lEREREMgYjIiIiIhmDEREREZGMwYiIiIhIxmBEREREJGMwIiIiIpIxGBERERHJGIyIiIiIZAxGRERERDIGIyIiIiIZgxERERGRjMGIiIiISMZgRERERCTT1HUFbkX5+fkoKSlxmq7RaGAymZTHOTk5Fa5DrVbDw8OjWmXz8vJgs9lcllWpVPD09KxW2fz8fFit1grr4e3tXa2yBQUFsFgsNVLW09MTKlV5ni8sLITZbK6Rsh4eHlCr1QCA4uJilJaWQpIkGAwG5OTkQAhRadmKuLu7Q6vVXnPZkpISl+8xO6PRCJ1Od81ly8rKUFRUVGFZg8EAg8FwzWXNZjMKCwsrLKvX6+Hm5nbNZa1WK/Lz82ukrFarhbu7OwDAZrMhLy+vRspey3Gv0Tiecs1FFddXUqmgMbhXq6yluMDhPetQVpKgcTNVr2xJIUQF5xMA0Bo9qlXWWlIMm63i4/5ayqoN7spxby0ths1aQ2X1Rqjk495aVgKbpeLzyTWV1Rmg0mivuazNXAqruazisloDVNrqlDXDaq74fKLW6qDS6q+9rMUMa1nFZe37BdTeOaLKBF2ztm3bCgBOf82aNRPJycnKn1ardVkOgIiMjHQoazQaKywbFhbmUNbLy6vCsoGBgQ5lAwMDKyzr5eXlUDYsLKzCskaj0aFsZGRkhWW1Wq1D2WbNmlVYFoBD2Xbt2lVa9siRI0rZbt26VVp29+7dStm+fftWWnbjxo1K2XvuuafSst99951SduTIkZWW/eqrr5Syo0ePrrTs/PnzlbJPPvlkpWXnzJmjlJ0yZUqlZV977TWl7GuvvVZp2SlTpihl58yZU2nZJ598Uik7f/78SsuOHj1aKfvVV19VWnbkyJFK2e+++67Ssvfcc49SduPGjZWW7du3r1J29+7dlZbt1q2bUvbIkSOVlm3Xrp3De7iyss2aNRMd3vlN+ZPUmgrL6gPqO5RV6QwVltV5BzmUVbt5VFhW6+HrUFbr4VthWbWbh0NZnXdQhWVVOoNDWX1A/QrLSmqNQ1m3kIrPJwAcyro3aFpp2dYz1yhlPSLbVFq2xfQlSlmvmM6Vlm367KdKWe+WPSst2+TJ95Wyvu37V1o2auybStmArvdWWrbRQy8rZYN63l9p2fD7nlXK1utX+bknbNCTStmwQZWfe+r1G62UDb/v2UrLBvW8Xynb6KGXKy0b0PXeWj1HpKenV/kzvtotRiUlJUhOTlaSmqenJ0JCQq49md0C1q9fjw0bNiAsLAxTpkyp6+oQERFRLZGEqKAN1YX09HRs3rwZ+/btw/nz550u0ahUKoSFhaFjx46IjY1FUFBQjVf4ZpCYmMhLaXfIpbTg4GCkpqbyUtpVyvJSWtUvpY1ae0F5zEtp5XgpjZfSVBot1o1tA6B2zhFarRYBAQEVlrtclYLRhQsXsGzZMuzZswfu7u5o1qwZIiIiEBQUpJw8CgoKkJ6ejsTERBw7dgwFBQXo1KkTHnjgAYSFhVWpMreKjIyMSj9k6fYgSRJCQkKQkpJS4QcH0bUasuR4XVeB6Ka0dlRMra37WoJRlS6lTZs2DW3btsX06dPRsmVL5dtyRaxWKw4fPoxffvkF06ZNw9KlS6tUGSIiIqK6VKVg9O67715Tq49arUabNm3Qpk0bJCcnV7tyRERERDdSlcYxup5LYaGhodVeloiIiOhGqrFxjIQQOHLkCMxmM2JiYm7Lu9OIiIjo9latYLR06VIkJCRgxowZAMpD0RtvvIH4+HgAgL+/P1599VUEBwfXXE2JiIiIalm1fhLkjz/+QGRkpPJ49+7diI+Px4MPPogXX3wRNpsNK1asqLFKEhEREd0I1WoxysrKcmgN+uOPPxAWFoZhw4YBAPr164eNGzfWTA2JiIiIbpBqtRip1WplED4hBOLj49G6dWtlvre3d6UDohERERHdjKoVjOrXr49t27ahoKAAmzZtQn5+Ptq1a6fMz8jIcBhRmYiIiOhWUK1LaSNGjMCcOXMwfvx4AEBMTAxatGihzN+/f79DHyQiIiKiW0G1glGrVq0wZ84cHDp0CEajEd26dVPmFRQUoGnTpujYsWONVZKIiIjoRqj2OEZhYWEuB340mUwYM2bM9dSJiIiIqE5UqY9RZb8IXpvLEhEREd1IVQpGTz31FFauXIns7OwqrzgrKwvLli3DxIkTq105IiIiohupSpfSHnvsMaxYsQIrV65EkyZN0LJlS0RERCAwMBDu7u4QQqCwsBDp6ek4ffo0Dh8+jJMnTyIkJETpoE1ERER0s6tSMOrWrRu6dOmCffv2YfPmzVi9erUyjpHTCjUatGrVCs8//zw6dOgAlapaIwIQERER3XBV7nytUqnQqVMndOrUCWazGYmJiUhOTkZBQQGA8k7XoaGhiIiIgFarrbUKExEREdWWat2VptVq0aRJEzRp0qSm63NTWr9+PTZs2ICwsDBMmTKlrqtDREREtaTat+vfSeLi4hAXF1fX1SAiIqJaxg5ARERERDIGIyIiIiIZgxERERGRjMGIiIiISMZgRERERCSr9l1pmZmZWLVqFY4cOYK8vDxMmzYNzZo1Q15eHlauXInevXujUaNGNVlXIiIiolpVrRajCxcu4IUXXsCuXbsQGBiIoqIi2Gw2AICnpydOnDiB9evX12hFiYiIiGpbtYLR119/DXd3d/z3v//F008/7TS/bdu2OH78+HVXjoiIiOhGqlYwOnbsGPr16wdPT09IkuQ039/fH1lZWdddOSIiIqIbqVrByGazQa/XVzg/Ly8PGg0H1SYiIqJbS7WCUUREBPbv3+9yntVqxc6dOxEdHX1dFSMiIiK60aoVjIYOHYq//voLn332Gc6fPw8AyMnJwaFDh/DGG28gOTkZQ4YMqdGKEhEREdU2SQghqrPg1q1bsWDBAhQVFTlMd3Nzw2OPPYYePXrUSAVvRhkZGTCbzXVdDaplkiQhJCQEKSkpqOZhQuRkyBLemELkytpRMbW2bq1Wi4CAgCqVrXZHoJ49e6JTp044dOgQUlNTYbPZEBwcjNatW8PNza26qyUiIiKqM9fVQ9pgMKBTp041VRciIiKiOnVdwchisSArKwuFhYUuLzVERERcz+qJiIiIbqhqBaPCwkIsXrwY27Ztg8ViqbDcsmXLql0xIiIiohutWsFo/vz5+PPPP9G9e3dERUXBaDTWdL2IiIiIbrhqBaNDhw5hwIABGDNmTA1Xh4iIiKjuVGscIw8PDwQHB9d0XYiIiIjqVLWCUd++fbFz507YbLaarg8RERFRnanWpbQRI0bAYrFg+vTpuOuuu+Dn5weVyjljde7c+borSERERHSjVCsYZWVlIT4+HmfOnMGZM2cqLMe70oiIiOhWUq1g9L///Q9JSUkYOnQoGjduzLvSiIiI6LZQrWB0/PhxDBkyBPfff39N1+emtH79emzYsAFhYWGYMmVKXVeHiIiIakm1gpG3tzdMJlNN1+WmFRcXh7i4uLquBhEREdWyat2VNmjQIPz2228oKSmp6foQERER1ZlqtRiZzWZoNBo8/fTT6Nq1K/z9/V3elTZo0KDrriARERHRjVKtYLR48WLl/xs2bKiwHIMRERER3UqqFYzmzZtX0/UgIiIiqnPVCkYBAQE1XQ8iIiKiOletztdEREREt6MqtRhNmjQJKpUK77//PjQaDSZNmgRJkipdRpIkfPjhhzVSSSIiIqIboUrBqFmzZpAkSbnzzP6YiIiI6HZS5Rajo0ePoqCgAJ6enpg0aVJt14uIiIjohqtyH6NZs2bh0KFDtVkXIiIiojrFztdEREREMgYjIiIiIhmDEREREZHsmgZ4/PDDD6t8C74kSfj222+rVSkiIiKiunBNwahVq1YICQmprboQERER1alrCkaxsbHo0aNHbdWFiIiIqE6xjxERERGRjMGIiIiISMZgRERERCSrch+jZcuW1WY9iIiIiOocW4yIiIiIZAxGRERERDIGIyIiIiIZgxERERGRjMGIiIiISMZgRERERCRjMCIiIiKSMRgRERERyRiMiIiIiGQMRkREREQyBiMiIiIiGYMRERERkYzBiIiIiEjGYEREREQkYzAiIiIikmnqugK3gvXr12PDhg0ICwvDlClT6ro6REREVEsYjKogLi4OcXFxdV0NIiIiqmW8lEZEREQkYzAiIiIikjEYEREREckYjIiIiIhkDEZEREREMgYjIiIiIhmDEREREZGMwYiIiIhIxmBEREREJGMwIiIiIpIxGBERERHJGIyIiIiIZAxGRERERDIGIyIiIiIZgxERERGRjMGIiIiISMZgRERERCRjMCIiIiKSMRgRERERyRiMiIiIiGQMRkREREQyBiMiIiIiGYMRERERkYzBiIiIiEjGYEREREQkYzAiIiIikjEYEREREckYjIiIiIhkDEZEREREMgYjIiIiIhmDEREREZGMwYiIiIhIxmBEREREJGMwIiIiIpIxGBERERHJGIyIiIiIZAxGRERERDIGIyIiIiIZgxERERGRjMGIiIiISMZgRERERCRjMCIiIiKSMRgRERERyRiMiIiIiGQMRkREREQyBiMiIiIiGYMRERERkYzBiIiIiEjGYEREREQkYzAiIiIikjEYEREREckYjIiIiIhkDEZEREREMgYjIiIiIhmDEREREZFMU9cVqAvvvvsujh49ihYtWmDKlCl1XR0iIiK6SdyRLUYDBw7EpEmT6roaREREdJO5I4NR8+bN4ebmVtfVICIiopvMTXcp7ejRo/j++++RlJSE7OxsTJ06FZ06dXIos379evzwww/IyclBeHg4xo0bh6ioqDqqMREREd0ubrpgVFpaioYNG6JPnz74z3/+4zR/586dWLRoESZMmIDGjRvjxx9/xJtvvokPPvgAXl5eAIBp06bBZrM5Lfvyyy/D19e31veBiIiIbk03XTBq27Yt2rZtW+H8devWoW/fvujduzcAYMKECdi/fz82bdqEoUOHAijvXF0TzGYzzGaz8liSJOUSnCRJNbINunnZX2O+1kREte9mOdfedMGoMhaLBYmJiUoAAgCVSoWWLVsiISGhxre3evVqrFy5UnncqFEjzJkzBwEBATW+Lbp5BQcH13UV6LZyrK4rQHRTCgkJqesqALjFglFeXh5sNhu8vb0dpnt7e+PixYtVXs/rr7+OM2fOoLS0FE8++SSef/55REdHO5UbNmwYBg0apDy2p9mMjAxYLJbq7QTdMiRJQnBwMFJTUyGEqOvqEBHd1lJSUmpt3RqNpsqNGrdUMKopr776apXKabVaaLVal/P4QXnnEELw9SYiqmU3y3n2lrpd39PTEyqVCjk5OQ7Tc3JynFqRiIiIiK7VLRWMNBoNIiIiEB8fr0yz2WyIj493eSmMiIiI6FrcdJfSSkpKkJqaqjxOT0/HmTNnYDKZ4O/vj0GDBmH+/PmIiIhAVFQUfvrpJ5SWlqJXr151V2kiIiK6Ldx0wej06dOYNWuW8njRokUAgNjYWEyaNAndunVDXl4eli9fjpycHDRs2BAvvfQSL6URERHRdZPEzdLb6RaSkZHhML4R3Z4kSUJISAhSUlJumk6BdOsbsuR4XVeB6Ka0dlRMra1bq9VW+a60W6qPEREREVFtYjAiIiIikt10fYxuRuvXr8eGDRsQFhaGKVOm1HV1iIiIqJYwGFVBXFwc4uLi6roaREREVMt4KY2IiIhIxmBEREREJGMwIiIiIpIxGBERERHJGIyIiIiIZAxGRERERDIGIyIiIiIZgxERERGRjAM8VgFHviYiIrozMBhVAUe+JiIiujPwUhoRERGRjMGIiIiISMZgRERERCRjMCIiIiKSMRgRERERyRiMiIiIiGQMRkREREQyBiMiIiIiGYMRERERkYzBiIiIiEjGnwSpAv5W2u0tLS0N6enpLuelpKQgIyPD5bzAwEAEBQXVZtWIiOgGYzCqAv5W2u3t66+/xnvvvXfNyz3//PMMykREtxkGI7rjPfzww+jfv7/DtJKSEgwdOhQAsGbNGhgMBqflAgMDb0T1iIjoBmIwojteUFCQ0yWxoqIi5f8tWrSAm5vbja4WERHVAXa+JiIiIpIxGBERERHJGIyIiIiIZOxjRFSD1Go13N3dodVqAQBmsxmFhYWwWq1XXVaj0cDd3R0aTflhWVZWhsLCQthsNgCAXq932Qncrri4GGVlZQ7ruJLNZkNhYSGEENDr9dDpdNBoNJAkCTabDRaLBUVFRVWqLxHR7YjBiKiGeHp6wmQywZqViZJ92yGpVHBr3QnugYEoKChAfn5+hct6eXnB3d0dloxUlB75C5JaA/e2nWEKCkJeXh6Ki4vh6+sLy/kkiNISp+UlowluIWHIy8uDp9EN5jOnXG5HHVQPak9P6HQ6qNVqWFIuwHL2NKyFBVB5+8IYFQNTYCDy8/NRUFBQY88NEdGtgsGIqAa4u7vD3c0N2Z/ORcGPKwCLBQAg6fTwuO9heD78JCwWC4qLi52W9fDwgFGnQ9b/ewOFG38AbOWtNZLBDZ4PjofXyDFQqVSQJAmX3psJ88mjTuswdLoLATPeh1arhfVSBtKefdRlPX2nzIJbrwFQqVRIf2kiSg/ucZgv6fTwfHA8PB8Yh7KyMpSVlQEobwlTqcqvvFutVqUVi4jodsNgRFQDPDw8UPD9tyhYuxQAYBr6T4iyUhT+9B3yvv0CmtAG8IyNcwpGkiTBZDIhb+lnKNywBlCp4DFiNKzZl1D02zrkLpwHbf1G8OgS67CcNjIGai8f5bEuMsa5UioVDG06O0xS+wYo/7fl50DXtBXcOvYAJAn5PyyDLSsTuYs+gqFjD7iH1IdarYaHh4fTpTmbzYaioiLk5eVV5+kiIrppMRgRXSedTgeVSoXC39YBAAyde8JnwvMAAPOZUyg7ehCFv/0I9z73QKPRwCK3JgHl/YYAoPDX8mWNveLgPfZpCCFgPnUM5rOnUfj7j3C7Ihh5PfJkeaC5TElJiUNLjqTTI+D1D53qm5+fDw8PD/hNfR3a8EhYrVaoVCpoGzZG5qxnAQCl8fvhERENg8GAoi0bkP37T7BmpgEA1AHBMLTpBI9ho1BUVOSwP0REtzoGI6LrpNPpYM3Nhjkxofxx42awWq2QJAm6xs1QdvQgSuMPQJSVQqfTOQQJnU4Ha2oyrGkXlWUtFgs0Gg20jZvBfPY0Sg78ASEEJElSlsv5dC6yP5oDta8/3Dr3hOneByFJjjeZirJSpE58ALaSEugaRcHYdxDcuvaCzWZDfn4+tEGhyLt0CWazGX5+fsDfq4cmOBQAULJ3B7LefQWQJGgjogFJhdL4/bBkpMBj2CiHOhER3Q4YjIiuk0qlgjU99e/H7ibYbDaoVCqojKbyiRYzrHk5UOuNTsta5JYYAFAZTUoLjsq9fFlRVAhRXATJ6K6UsxXkwVZYAGt6CsqOH0bJvp0ImPMp1Go1UChf3pIkWLMzYcvLRXFaMop3b4H3k9Pgcc9IpKWlQQgBtVoNf39/SAV5yPn8fQCAvnlbGNp3BQCUHv0LAGDo2AP+r70HSZIgzGaUJZ4or5sQNfdEEhHdBBiMqmD9+vXYsGEDwsLC+KOh5Jrqstaay251F9a/W4cklRpCCKUTsz1USGr13+Vt5S1NkiQBly0LuYzXI09BF9UUai9v2EqKkfXf2SjeuhGlRw6g7Ngh6Ju1hs3kiYA35kHfoh0krQ7m5LPIeGkirJlpyP9uEUz3jITBYIDFYoGvry9sqclIf+1pWFOToW3cDH6vvIsyixUqm4CucVMAQMmebbj4cBy04ZHQRTeD6e6hAMBO2ER022EwqoK4uDjExcXVdTXoJmW1WssvPWm0SsuQfRwjW24OAEBl8oTKyweeajU8PT0dlw8NByQJEAK23GzodLry6fKy6oBgSLryvkhu7bvCYrEgJycHnp6e8Bj0AIq3bgQAmM+chL5Za6hMHjC07YKioiKYi4rhFRoOt669UPDDMlgz0mArzIfRaIRWq4U54QgyZz0LW14u9G07w/+lOVAZTcjPyYFarYapWx/4/N8rKPr9J5SdPo7Sg3tQenAPCn5aiZBPvoO7u3ulwxAQEd1qOPI10XUqLS2FyuAGffO2AICS/bshrFYIcxlKD+0FAOjbdlZahrI/nYuMmc8ib+VXAAC1lw+0UXLLzJ+7IISAraQYpfH7AQCGdl0hSRIsmWko+WsP1Go1vL29oVKpUHJ4n1IPdUBw+ToO7YMlPQVGoxFeXl7l9Th2CAAguXtA5eYOvV6P0j+2ImP6k7Dl5cL4j8EImPlf5dKft7c3PDw8IIqL4N5/CALnfIrQFVsQNP9bAIAoLEDZyaNKACQiul2wxYjoOlksFlgsFngMfwSlh/bCfOoY0p57FMJshiXlAqBWw2PoKKXfUdmxgyhLOAqVW3l/I5vNBs/hj+LS2/9C6eE/kf78GNgK82HLvgRodfAY8mB5udxsZLw8EerAEOgiomHNykRZwhEAgCasIQztyvsFlezfjfyVX0HXuBnUvv4oO30c1ozyfkweg0ZCkm+9z1k4D6KsFABQ9OsPKPr1B2WfPO4fC+/Rk1D4y1oU/LwK+hZtofbygfl8klJGE1IfZl5KI6LbDIMRUQ3Izc2Fb7su8H/lP8j95lOYT5d3TtY1bQWvUU9A16Q5cnNz4e3tDclogsrTC5Kbu7Ksz13/AMS/kfvt50rY0bfqAK9HnoS6fiOUlJRA6+MPt669UHJwL4p3bwEASO4muHW6C15jJsNis0EFQN+iLUoP7kXZqePKYJGaevXh3ncQPEaORmlpKfR6PVQmD6g8vVzuj0pf/tMjmqB6EGYzCtevVuapA4Lgef9YaOs3RE5GRq08n0REdUUSvK3kmmVkZMBsNtd1NagWFRUVoXHjxgCAU6dOwc3N7arLGAwGeHp6Qq1Ww5aXA0gS1J7eMJvNyM3NRVlZGYKCgsrvHJOVlZUhMzMTbm5u8PT0hEqlgi0vB5JKDZWHJ8xmM3JycmCz2eDj4wOdTld+qS0vB7BYoPL2gaTWoKSkBDk5OdDpdPDy8oJarYYwm2HNzYak1ZV31pZ/J62goABBQUFKJ/DK2IcJsJWWwJafC5XRBJXRHTabDXl5eSgqKqruU3zHGrLkeF1XgeimtHaUi4Fqa4hWq0VAQMDVC4ItRkQ1pqSkBCUlJdDr9X//iOylSygtLVXKpKenQ6fTld/2LoQyr7i4GMXFxTAYDOWjTAugLDNT+UkOAMjMzIRarVZ+5wxaNWz5BQ4DO9rroNVqodVqodIZlHqUlZUpd8KlpaUpg0u6YrPZUFZWVj4Wk/2HZnVuEGYLrFlZKC0t5a36RHRbYjCiO15aWhrS09MdppWU/P1DrfHx8S5/1T4wMBBBQUFO00tLSx3C0OUuD0OuXL5dV6xWq8vfW7uS2WyutFVTCHHVbdnLVbY/RES3Gwajm5B1wr11XYU7yqKEi/jgVEqF84cOHepy+rNRIXg+ul4t1YpcUX/2fV1XgYhucwxGdMcb1SAA/YK8r3m5QD1vVSciut0wGNEdL8igRZCBIYeIiDjAIxEREZGCwYiIiIhIxmBEREREJGMwIiIiIpIxGBERERHJGIyIiIiIZLxdvwrWr1+PDRs2ICwsDFOmTKnr6hAREVEtYTCqgri4OMTFxdV1NYiIiKiW8VIaERERkYzBiIiIiEjGYEREREQkYzAiIiIikjEYEREREcl4V1o1aDS1+7SpIpvU6vqJblVqrbauq3DdmgSa6roKRDclbS0e39fyuS0JIUSt1YSIiIjoFsJLaUQVKC4uxosvvoji4uK6rgoR1TAe31QRBiOiCgghkJSUBDaqEt1+eHxTRRiMiIiIiGQMRkREREQyBiOiCmi1WowYMaJW75QgorrB45sqwrvSiIiIiGRsMSIiIiKSMRgRERERyRiMiIiIiGQMRlQn7r//fuzZs6fO10FEt4fNmzdjzJgxdV0Nug2w8zXVqPnz52PLli0AALVaDZPJhAYNGqB79+7o1asXVKryLJ6TkwN3d/cq3RGyfPly7N27F++++67D9GtZx81gz549WLt2LS5cuAAhBPz9/dGqVSvlZF7RfhLdyvLy8rBs2TLs378fubm5cHd3R8OGDTF8+HDExMQAAE6cOIFVq1YhISEBZWVlCA4ORu/evTFw4EDlnAGUfxmaOnUqOnXq5LSdsrIyFBcXw8vLC0D1jyebzYbvv/8emzdvRkZGBnQ6HUJCQtC3b1/07dsXADBz5kw0bNiQQew2xR+RpRrXpk0bTJw4ETabDTk5Ofjrr7+wcOFC/PHHH3jhhRegVqvh7e193dupiXVcLyEEbDYb1Gp1peUOHz6M999/Hw899BAmTZoEALhw4QIOHTpU43WyWCy1/kPHRFU1d+5cWCwWTJo0CUFBQcjNzcXhw4dRUFAAoPwLw/vvv49evXphxowZMBqNOHz4ML7++mskJCTgueeegyRJV92OTqeDTqe77vquWLECv/76K8aNG4fIyEgUFRUhMTFRqW9N4rF6c+IrQjVOo9EoocXX1xcRERGIjo7G7NmzsXnzZvTt29fpm9+lS5ewePFiHDx4EBaLBaGhoRg/fjySk5OxcuVKAOXfFgFg4sSJ6NWrl9M6zp07hwULFiAhIQF6vR6dO3fG6NGjYTAYAJS3ZhUWFiImJgbr1q2DxWJBt27dMGbMGOXktHXrVvz000+4ePEi9Ho9WrRogTFjxijfQo8cOYJZs2Zh+vTp+Pbbb3Hu3Dk88cQT+N///od///vfiIyMVJ6HH3/8ET/++CPmzZuHP//8EzExMbj33nuV+fXq1VPqvnnz5gr3MzMzE19++SUOHz4MlUqF1q1bY9y4ccpzbP9mHBcXh1WrViEzMxPLli1DYWEhFi9ejL1798JisSAiIgKjR49Gw4YNa/T1JqpIYWEhjh07hpkzZ6JZs2YAgICAAERFRQEASkpK8Mknn6B9+/Z44oknlOX69u0LLy8vvPPOO9i1axe6det21W1t3rwZCxcuxMKFCys9nq52XOzbtw/9+/dH165dlXVffszMnz8fR48exdGjR/HTTz8BAObNm4fAwEAcPXoUixcvxtmzZ2EymRAbG4sHH3xQ+eI0c+ZM1K9fH2q1Gtu2bUODBg0wY8YMnDt3Dl9//TWOHTsGg8GAVq1aYfTo0fD09KzmM0/Xg8GIbogWLVogPDwce/bsUZqj7UpKSjBz5kz4+vrixRdfhLe3NxITEyGEQLdu3XDu3DkcPHgQr776KgDAaDQ6rb+kpARvvvkmGjdujLfeegt5eXn4+OOP8cUXXygtNEB5sPHx8cGMGTOQmpqKDz74AA0bNsQ//vEPAOXf4B544AHUq1cPubm5WLRoET766CNMnz7dYXvffPMNHnnkEQQGBsJkMqFly5bYtGmTQzDavHmzcvnQ29sb27dvx7lz59CgQQOn+le0nzabDe+88w4MBgNmzZoFq9WKL774Ah988AFmzpypLJ+amoo//vgDU6dOVS49vPfee9DpdHjppZdgNBqxceNGvP766/jvf/8Lk8l0LS8fUbUYDAYYDAbs2bMHjRs3drrsfejQIeTn5zt8YbDr0KEDQkJCsH379ioFo8tVdt642nHh7e2N+Ph43H333S6DydixY5GSkoL69evjgQceAAB4enoiKysLb731FmJjYzF58mQkJyfjk08+gVarVcIZAGzZsgX9+/fH66+/DqA8PM6ePRt9+vTB6NGjUVZWhiVLluD999/HjBkzrmm/qWYwGNENExoairNnzzpN3759O/Ly8vDWW28pH9jBwcHKfIPBoISLimzfvh1lZWWYPHmy0kI0btw4zJkzB6NGjVKWNZlMGD9+PFQqFUJDQ9G2bVvEx8crwahPnz7KOoOCgjB27FhMnz4dJSUlynqB8m+hrVq1Uh736dMHn332GUaPHg2tVovExEScO3cO06ZNAwDExcXh2LFjmDp1KgICAtC4cWO0atUKd911F7RaLXQ6ncv9PHToEM6dO4d58+bB398fADB58mQ8//zzOHXqlPLN22KxYPLkycqJ/Pjx4zh16hQ+//xz5cPo0Ucfxd69e7F7925lf4lqk1qtxsSJE/HJJ59g48aNiIiIQNOmTdG9e3eEh4fj4sWLAMrPDa6EhoYiJSXlmrdb0fFUleNi9OjRmDt3LiZMmID69esjOjoaHTt2RNu2bQGUByyNRgO9Xu+w7g0bNsDPzw/jx4+HJEkIDQ1FdnY2lixZghEjRihfWEJCQvDwww8ry3333Xdo1KgR/vnPfyrTnnrqKTz11FO4ePEi6tWrd837T9eHwYhuGCGEy74CZ86cQcOGDa+rFSM5ORkNGzZ0CC8xMTEQQuDixYvKCSwsLMyhM6ePjw/OnTunPE5MTMTy5ctx9uxZFBYWKr+8nZmZibCwMKXc5S1DANCpUyd88cUX2LNnD7p3747NmzejefPmCAwMBFAe7qZPn47U1FQcOXIEJ0+exOLFi/Hzzz/jjTfegF6vd7lfFy5cgJ+fnxKK7Pvg7u6O5ORkJRgFBAQ4fLs9c+YMSkpKMG7cOIf1lZWVITU19epPKFEN6dKlC9q1a4fjx48jISEBf/31F77//ns8+eSTSpnK7gGqyT44VTkuwsLCMHfuXCQmJuLEiRM4duwY5syZg169ejnU+UrJycmIjo52OMc1adIEJSUlyMrKUo7hRo0aOSx39uxZxMfH45FHHnFaZ1paGoNRHWAwohsmOTlZCQqXq4kOk1V1ZSdpSZKUk7L9clzr1q3xf//3f/D09ERmZibefPNNWCwWh+WuDDIajQaxsbHYvHkzOnfujB07dri8YyU4OBjBwcHo27cv7rvvPjzzzDPYuXMnevfufV37dWV9SkpK4OPj43C5zc7VpUii2qTT6dCqVSu0atUKI0aMwMcff4zly5dj9OjRAMrPDU2aNHFaLjk5GeHh4TVWj6oeFyqVClFRUYiKisI999yDrVu3Yt68ebjvvvtcnsOuxeVf3ux1at++vUMrkt3NcIPJnYjjGNENER8fj3PnzqFz585O8xo0aIAzZ85UeNeHRqOBzWardP2hoaHKt0G748ePQ5KkKn/junjxIvLz8/HPf/4TTZs2RWhoKHJzc6u0LFB+Oe3QoUPYsGEDrFary329XEBAAHQ6HUpLSwG43s+wsDBcunQJmZmZyrQLFy6gsLDQoQXrShEREcjJyYFKpVLCmP2PHTqproWFhaG0tBStW7eGyWTCDz/84FRm3759SElJQa9evaq1DVfHU3WPC/uxZj+/uFp3aGgoEhISHFq/Tpw4ATc3N/j6+la47kaNGuHChQsICAhwqtOVIYpuDAYjqnEWiwU5OTnIyspCYmIiVq1ahXfeeQft2rVDbGysU/kePXrA29sb7777Lo4fP460tDTs3r0bCQkJAIDAwECkp6fjzJkzyMvLg9lsdlrHXXfdBZ1Oh/nz5+PcuXOIj4/HggUL0LNnzyp/6/L394dGo8H69euRlpaGffv24bvvvqvyfoeFhSE6OhpLlixB9+7dHVrCli9fjq+//hpHjhxBeno6kpKS8L///Q9Wq1Xpq+RqP1u2bIkGDRrgww8/RGJiIk6dOoV58+ahWbNmTpfzLteyZUtER0fj3XffxcGDB5Geno4TJ05g6dKlOH36dJX3ieh65OfnY9asWdi6dSvOnj2L9PR07Nq1C2vXrkWHDh1gMBjw+OOPY9++ffjkk0+UMr///jvmz5+Pvn37ol27dg7rtB8jl/9d/oXIrqLj6WrHxdy5c7Fu3TqcPHkSGRkZOHLkCL744guEhIQofaECAgJw8uRJpKenIy8vDzabDXfffTcuXbqEL7/8EsnJydi7dy+WL1+Oe+65x+Hy/ZXuvvtuFBQU4L///S9OnTqF1NRU/PXXX/joo4+u+oWQagcvpVGN++uvv/D4449DrVbD3d0d4eHhGDt2LGJjY12eIDQaDV555RUsWrQIb731Fmw2G8LCwjB+/HgAQOfOnfHHH39g1qxZKCwsVG67vZxer8fLL7+MBQsWYPr06Q6361eVp6cnJk6ciKVLl+Lnn39Go0aN8Mgjj+Cdd96p8jp69+6NEydOOF0aa9asGTZs2IB58+Ypg9w1atQIr7zyitKiVdF+vvDCC/jyyy8xY8YMh9v1KyNJEqZPn46lS5fio48+Ql5eHry9vdG0aVNl6AGi2mYwGNC4cWP8+OOPSEtLg9VqhZ+fn3IpGSjvgzRjxgysWrUKr732GoqLiwEAo0aNwpAhQ5zWuWjRIqdps2fPdppW0fF0teOidevW2LFjB9asWYOioiJ4e3ujRYsWGDlypHIpfvDgwZg/fz6ef/55lJWVKbfrT58+HYsXL8a0adNgMpnQp08fDB8+vNLnyNfXF6+//jqWLFmCN998E2azGQEBAWjdunWVxm+imseRr4lq0MqVK7F792785z//qeuqEN2SysrK8O677yIzMxOzZs3ipV+64XgpjagGlJSU4Ny5c9iwYQPi4uLqujpEtyydTodp06YhNjYWR48erevq0B2ILUZENWD+/PnYsWMHOnbsiGeeeabSPgVERHTzYjAiIiIikvFrLREREZGMwYiIiIhIxmBEREREJGMwIiIiIpIxGBERERHJOPI1Ed0Q586dw4oVK3D69Gnk5ubCZDIhLCwMHTp0wIABA5Ryq1atQlhYGDp16lSHtXU0adIkZGRkXLWcq1HZiejWwmBERLXuxIkTmDVrFvz9/dG3b194e3vj0qVLOHnyJH766SeHYLR69Wp06dLlpgpGo0ePdvg9rgMHDmDHjh0YPXo0PDw8lOmufiGeiG4tDEZEVOtWrVoFo9GIt956C+7u7g7zcnNza337JSUl1/VL5VeGtJycHGVAz8DAwOutHhHdRBiMiKjWpaWloX79+k6hCIDDj9ref//9AIAtW7Zgy5YtAIDY2FhMmjQJAJCUlISlS5fixIkTsNlsaNy4MR588EFER0cr69i8eTM++ugjzJw5Ezt37sTu3bthtVqxYMECAOWtPatXr0ZSUhIkSULTpk3x8MMPo379+tXev+XLl2P16tX45JNPnH7b65NPPsGuXbvw6aefQqfTYdKkSahfvz4GDBiAr7/+GhcvXkRgYCAefPBBdO7c2WHZwsJCrFixAn/88Qdyc3OVH2C99957Obo6US3hkUVEtS4gIACJiYk4d+5cpeUmT54MrVaLpk2bYvLkyZg8eTL69esHADh//jxee+01nD17Fvfeey+GDx+O9PR0zJo1CydPnnRa1+eff44LFy5gxIgRyq+0b926FW+//TYMBgNGjRqF4cOH48KFC3jttdeQnp5e7f3r2bMnrFYrdu7c6TDdYrFg9+7d6Ny5M3Q6nTI9JSUFH3zwAdq2bYuHHnoIarUa7733Hg4dOqSUKS0txcyZM7Ft2zb07NkTY8eORZMmTbB06VKXvzBPRDWDLUZEVOsGDx6Mf//733jhhRcQFRWFmJgYtGzZEs2bN4dG8/dpqGfPnvjss88QGBiInj17Oqzj22+/hdVqxezZsxEUFASgvDXp2Wefxddff41Zs2Y5lDeZTHjttdeUlpWSkhIsWLAAffr0wRNPPKGUs69j9erVDtOvRXBwMKKjo7Ft2zaHHxHev38/CgsLnfYlJSUFU6ZMUVqI+vTpg+eeew5LlixBq1atAADr1q1Damoq3nnnHYSEhAAA+vXrB19fX3z//fcYNGgQ/P39q1VfIqoYW4yIqNa1atUKb7zxBjp06ICzZ8/i+++/x5tvvoknn3wS+/btu+ryNpsNhw4dQseOHZVQBAA+Pj7o3r07jh8/jqKiIodl+vbt63C56dChQygsLET37t2Rl5en/KlUKjRu3BhHjhy5rn3s2bMnTp48idTUVGXatm3b4Ofnh2bNmjmU9fHxcei3ZDQa0bNnTyQlJSEnJwcAsHv3bjRt2hTu7u4O9W3ZsiVsNhuOHTt2XfUlItfYYkREN0RUVBSmTp0Ki8WCM2fOYM+ePfjxxx8xd+5cvPvuuwgLC6tw2by8PJSWlqJevXpO88LCwiCEwKVLl2A0GpXpV3aKTklJAQDMnj3b5Tbc3Nyqs1uKbt264auvvsL27dsxYsQIFBUVYf/+/bjnnnsgSZJD2eDgYKdp9lah9PR0eHt7IyUlBWfPnsVjjz3mcns3otM60Z2IwYiIbiiNRoOoqChERUWhXr16+Oijj7Br1y6MHDmyRrdzeZ8eABBCACjvx+Tt7e1UXq1WX9f2TCYT2rVrh23btmHEiBHYvXs3zGYz7rrrrmqtTwiBVq1a4d5773U531VIJKLrx2BERHUmIiICAJCdna1Mu7IlBQA8PT2h1+tx8eJFp3nJycmQJAl+fn6Vbst+Cc7Ly0vpx1PTYmNj8c477+DUqVPYtm0bGjVq5PJut9TUVAghHPbV3qJlb+kKCgpCSUlJrdWViFxjHyMiqnXx8fFKi83lDhw4AMCx9UOv16OwsNChnEqlQqtWrbBv3z6Hu8dycnKwfft2xMTEOFxGc6V169Zwc3PD6tWrYbFYnObn5eVd0z650qZNG3h4eGDt2rU4evRoha1F2dnZ2LNnj/K4qKgIW7duRcOGDZXWrK5duyIhIQF//fWX0/KFhYWwWq3XXV8icsYWIyKqdQsWLEBpaSk6deqEevXqwWKxICEhATt37kRAQAB69+6tlI2IiMDhw4exbt06+Pj4IDAwUBmv6NChQ3jttdfQv39/qNVq/Prrr7BYLHj44YevWgej0YgJEybgww8/xIsvvoju3bvD09MTmZmZ2L9/P5o0aYLx48df135qNBp0794d69evh0qlQvfu3V2WCwkJwccff4zTp0/Dy8sLmzZtQk5ODp566imlzL333ot9+/Zhzpw5iI2NRUREBEpLS3Hu3Dns3r0b8+fPdxoziYiuH4MREdW6Rx55BLt27cKBAweUMOPv74/+/ftj+PDhDgM/jh49Gp988gm+/fZblJWVITY2Fo0bN0b9+vUxe/ZsfPPNN1izZg2EEIiKisLTTz+Nxo0bV6kePXr0gI+PD9asWYPvv/8eZrMZvr6+aNq0qUM4ux49e/bE+vXr0bJlS/j4+LgsExISgnHjxjkM8Pjcc8+hTZs2Shm9Xo9Zs2Zh1apV2L17N7Zu3Qo3NzfUq1cP999//1VbyIioeiThqn2biIiq5cyZM3jhhRcwefJkp/GLACgjX//rX/+qg9oR0dWwjxERUQ367bffYDAYbqofwSWiquOlNCKiGrBv3z5cuHABv/76K+Li4q7rR2uJqO4wGBER1YAFCxYgJycHbdu2VX4Ml4huPexjRERERCRjHyMiIiIiGYMRERERkYzBiIiIiEjGYEREREQkYzAiIiIikjEYEREREckYjIiIiIhkDEZEREREMgYjIiIiItn/B4nD6rPCmcc6AAAAAElFTkSuQmCC",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -577,7 +584,7 @@
     }
    ],
    "source": [
-    "# Run time: ~5s\n",
+    "# Run time: ~7.1s\n",
     "\n",
     "# Time dictionary store\n",
     "dict_runs = timeit.repeat(\n",
@@ -649,9 +656,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -659,7 +666,7 @@
     }
    ],
    "source": [
-    "# Run time: ~10s\n",
+    "# Run time: ~16.4s\n",
     "\n",
     "setup = \"fp.truncate(0)\\nstore = Store(fp)\"  # Clear the file\n",
     "\n",
@@ -725,9 +732,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -735,7 +742,7 @@
     }
    ],
    "source": [
-    "# Run time: ~20s\n",
+    "# Run time: ~2m 20.3s\n",
     "\n",
     "# One time Setup\n",
     "dict_store = DictionaryStore()\n",
@@ -795,11 +802,18 @@
     "outputId": "7cf8bf30-a4c9-4de5-9a5f-f9fd6cffc141"
    },
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "|2024-12-04|14:21:37.174| [WARNING] In-memory store. Nothing to commit.\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ4AAAEaCAYAAAAhXTHBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAA9l0lEQVR4nO3deVxU1eM//tcszMK+iQi4mwu4iwuoiOKW9XEtW9Q096XM8m1K2VtbfGeLhltprpmZlmmZre6QWwiSC6hokqggArIOA8zM+f3Bj/t1GkA0uCS+no+Hj4dzz5l7zozjvObce+65CiGEABERkUyUNd0BIiJ6uDB4iIhIVgweIiKSFYOHiIhkxeAhIiJZMXiIiEhWDB6iKnTo0CEoFApcu3at2tv65ptv0LZtW1gslmpv698gNDQUEydOrOluVIlx48ahb9++la6fm5sLb29v/PHHH9XYK/kweGqJyMhIDBkyBA0bNoRCocA777xTZr0TJ04gODgYOp0O9erVQ3h4OMxms1WdixcvYsCAAbC3t4enpyemTp2K/Pz8CtsfN24cFAqF9MfFxQVBQUH48ccfq+w1VqS4uBjvv/8+2rZtC71eD2dnZ/Tq1Qs7d+6Upf1SwcHBSElJgY+PT7W2YzKZMGfOHLz55ptQKkv+G2/atAlqtdqqXkZGBoKCgtCyZUskJSVVW39qUyiU59ChQ3j00Ufh5uYGrVaLFi1a4PXXX0dubm61t+3k5IRXXnkFs2fPrva25MDgqSXy8vLg7++P999/H97e3mXWSU5ORr9+/dCiRQvExMTgk08+wZo1a/D6669b7ScsLAxqtRpHjx7FV199hZ9//hkTJky4ax969uyJlJQUpKSk4Pjx4+jYsSOGDh2Ky5cvV9nrLEtxcTEeffRRLFmyBLNmzUJ8fDyOHz+OPn364KmnnsLChQurtf1SRUVF0Gg08Pb2lsKguuzatQtGoxGDBw8ut05SUhKCg4OhUChw5MgRNGrUqFr7VJutX78eYWFhaNasGQ4cOICLFy9i0aJF2L59O7p3746cnJxq78O4ceNw+PBhnD17ttrbqnaCap2GDRuKt99+22Z7eHi48PX1FWazWdq2cuVKYW9vL/Ly8oQQQqxZs0bodDqRlZUl1dmzZ48AIP78889y2xw7dqwICwuz2paTkyMAiJ07d1ptmzx5svD09BRarVZ06tRJ/PLLL0IIIYxGo2jfvr0YMmSIVN9gMIiAgAAxcuTIcttesmSJACCOHz9uU7Z48WKhUCjEyZMnhRBCHDx4UAAQycnJVvVUKpXYuHGj9Dg1NVWMHTtWeHp6CkdHRxEcHCwOHz4slZfuZ8+ePaJ79+5Cq9WKFStWlLn/xMREMXz4cOHi4iJcXV1Fv379xOnTp6Xy7OxsMW7cOFG3bl2h0WiEn5+fePnll8t9vUIIMWTIEDFp0iSrbRs3bhQqlUoIIcSpU6eEt7e3GDx4sDAYDFKd4uJisWDBAtGoUSOh1WqFv7+/WL16tVT+3HPPiX79+tm0FxoaKsaOHVtuf3r16iUmTJhQbvmxY8dEz549hU6nE66uruKZZ54RN2/etKqzadMm0apVK6HRaISvr694/fXXRXFxcbltnDp1StSrV0/MmjVLWCyWMj/3EyZMEL169bLax/PPPy/mzp0rPDw8hJOTk5gwYYLVe/R3169fF1qtVkybNs2mLCkpSeh0OvHiiy9K2xo2bCjeeOMNMXPmTOHm5ia8vLzE7Nmzhclkkurc+f/lwIEDQqlUiqtXr9q8H46OjiInJ0faFhISIubOnVtuXx8UHPE8RI4cOYL+/ftb/RofOHAgDAYDTp06JdUJCgqCi4uLVKf0OUeOHKl0W0VFRVi7di20Wi06duwobR8/fjx++eUXbNmyBadOnUL37t3x+OOP4/z589Bqtdi+fTv279+PlStXAgBmzpwJg8GATz/9tNy2Pv/8c4SFhaFr1642ZS+99BL0ej2++OKLSve9oKAAvXv3Rm5uLn766SecOnUKgwYNQr9+/ZCQkGBVd/bs2Xj11VeRkJCAoUOH2uzr5s2b6NGjB7y8vBAVFYXjx4+jRYsWCA0Nxa1btwAA8+fPR2xsLL777jskJiZi+/btaNWqVYV9PHz4MLp06VJm2b59+xASEoIhQ4Zg586d0Ov1UtnEiROxc+dOrFmzBgkJCfjvf/+LuXPnYv369QCAqVOnYt++fbhy5Yr0nMuXL+Pw4cOYNGlSpd6/v0tNTUX//v3h5+eH33//Hd9//z3Onj2LESNGSHV++OEHjB8/HmPGjMGZM2ewZMkSrFq1Cm+++WaZ+9y/fz9CQ0Mxa9YsfPTRR1AoFJXuz44dO5CRkYGoqCh88cUX2L17N+bOnVtu/a+//hqFhYV47bXXbMoaNmyIZ599Flu3boW4Y/WxFStWoF69ejhx4gSWL1+OiIgIbN68ucz99+7dG4888gg2bNhgtX3dunV4+umn4eTkJG3r2rUrDh48WOnX+q9V08lHVa+8Ec8jjzwiwsPDrbbl5eUJAOKrr74SQgjRr18/8cwzz9g819PTU7z//vvltjl27FihUqmEg4ODcHBwEAqFQjg4OIjt27dLdRITEwUA8cMPP1g9t0OHDuL555+XHm/atElotVrxxhtvCDs7O3HixIkKX69erxczZ84st7xNmzZi0KBBQojKjXg2btwofH19rX5tCyFE7969xUsvvWS1n82bN1vV+fv+FyxYILp27WpVx2KxiCZNmoiPPvpICCHE4MGDKxxN/N3t27cFAPHjjz9abd+4caMAIDQajRg/frzN8/7880+hUChEQkKC1fY333xTtGvXTnrcpk0b8frrr0uP582bJ/z9/SvsU0Ujnvnz5wtfX19RWFgobYuLixMApFFkjx49xJNPPmn1vIiICKHT6aTnlbaxdetW4eDgYPPeV3bE07BhQ6vRx5o1a4RGo5FG/X83bdo04ezsXO5rLx1xp6WlSf34v//7P6s6AwYMEE8//bT0+O9HCJYsWSIaNGggHY04f/68ACB+//13q/0sW7ZMeHp6ltuXBwVHPA+50l+KlfnFeLc6Xbt2RVxcHOLi4hAbG4v//ve/GDt2LH755RcAQHx8PAAgJCTE6nkhISE4d+6c9Hjs2LEYMmQI3n77bbz99tvl/rK/F3Z2dpWuGx0djdTUVLi6usLR0VH6ExUVhcTERKu6d+tbdHQ0YmJirPbj5OSEpKQkaV/Tp0/Hjh070Lp1a7z00kv46aefKpypVlBQAADQ6XQ2ZSqVCkOGDMHXX3+NyMhIq7KTJ09CCIHAwECr/vzvf/+zel1TpkzBxo0bYTabYTKZsGnTpvse7QDAuXPn0K1bN2g0Gmlbu3bt4OLiIv27nzt3zuZz0atXLxiNRqtzhD///DNGjx6Nbdu2YcyYMffVny5dukClUkmPu3fvjqKionLPRYr7WEe5ffv2Vo99fX1x8+bNcuuPGzcOaWlp0v+VtWvXol27dujcubNVPZ1OJ/37P8jUd69CtUW9evWQmppqta30cemEhHr16iE5OdmqTnFxMTIzM8udtFBKr9ejWbNm0uP27dtj//79WLRoEQYMGFDu84QQVqGWl5eH2NhYqFQqXLx48a6vq0WLFuWecC394ho4cCAASIcZ7/wyMZvNVl/0FosFrVq1wq5du2z2Z29vb/XYwcGhwr5ZLBaEhYVJhw7vVHo4c8CAAbh69Sp++eUXHDp0CKNHj0abNm2wf/9+qy/IUp6enlAoFMjMzCyzzS+//BITJkzAwIED8e2336J///5SXwDg6NGjNq/jzvd/zJgxmDt3Ln744QdYLBbcvn0bzz33XIWv827K+9Fy5/a/1yn9N7pze+vWraHT6bB27Vr079/fKsyUSqVNSBQXF9+1b3cLlhYtWiAnJwfJycmoX7++Tfm5c+fg7u4OT09Padud/Sp9DRX9mHB3d8cTTzyBtWvXom/fvti8eXOZk2IyMzNRp06du7yifz+OeB4i3bt3x969e63+A/z888+wt7dHhw4dpDrHjh2zmqVT+pzu3bvfc5tqtRoGgwEAEBAQAAA2v8SjoqKkMgCYNm0aVCoVDhw4gC1btmDbtm0VtjFmzBgcOHAAJ06csClbtmwZCgoKpC9OLy8vAMCNGzekOnFxcVZfPoGBgfjzzz/h7OyMZs2aWf2512nSgYGBOHfuHHx9fW32decXiLu7O5555hmsWbMGP/zwAw4fPiyNEP/Ozs4OrVu3thol3kmlUmHjxo0YN24cBg8ejN27dwMAOnXqBAC4evWqTV+aNm0qPd/Z2RlPP/001q5di7Vr12LEiBFwd3e/p9d9p4CAABw7dgxFRUXStj/++APZ2dnSv3tAQAAOHz5s9bzIyEjo9Xo0adJE2ubn54fIyEhcuHABw4YNQ2FhoVTm5eVl9e8KQDp3eafo6GirSwiOHTsGjUZj9R7c6cknn4RWq8W7775rU/bXX39h69atGDVq1D2dZyrLlClT8P3332P16tXIz8/HqFGjbOqcOXMGgYGB/6idf4WaO8pHVSk3N1ecOnVKmukzY8YMcerUKZGYmCjVuXr1qnBychLjx48XZ8+eFd99951wd3e3miWTm5sr/Pz8xGOPPSbi4uLEgQMHRKNGjcRTTz1VYftjx44VPXv2FCkpKSIlJUVcunRJrFq1SqhUKvHOO+9I9Z588knRsGFD8fPPP4uEhAQxc+ZMYWdnJ513+Pzzz4VWqxWnTp0SQgjx4YcfCmdn5wpn1BUVFYmwsDDh5eUlNmzYIP78808RHx8vFi5cKNRqtVi8eLFUt7i4WDRs2FAMHDhQJCQkiKioKNGzZ0+hUCikczwFBQUiICBABAYGil9++UVcuXJFHD9+XPzvf/8Tu3btEkKUf67o79tTU1NFvXr1RP/+/UVkZKS4cuWKiIqKEq+99po4cuSIEEKI1157TXzzzTfi/Pnz4uLFi+KFF14Qjo6OVjML/27u3LmiT58+VtvunNVWas6cOUKtVott27YJIYQYP3688Pb2Fps3bxaJiYkiLi5OrF+/3uo9EkKI33//XahUKqFSqcShQ4fK7UepXr16iWHDhkmfwdI/ly9fFqmpqcLJyUk888wz4syZMyIqKkq0adNG9OjRQ3r+Dz/8IJRKpXj33XfFhQsXxPbt24Wrq6uYP3++VRul55FSUlKEv7+/6N+/vzQj7fXXXxdubm7il19+EefPnxezZs0Szs7ONud4nJycxJQpU0R8fLzYs2ePqFu3rpgxY0aFr2/NmjVCqVSKF154QcTFxYm//vpL7NixQzRr1ky0adNGZGdnS3Urc66prFmgQggREBAgNBqNGDdunE2ZxWIRfn5+VrMvH1QMnlqi9Avv73/u/LALUTKtNSgoSGi1WlG3bl0xb948qxOtQpSc2OzXr5/Q6/XC3d1dTJ48udwTr6XGjh1r1a5erxf+/v7igw8+sJq+nZ2dLU2n1mg0VtOpExMThZOTk1i+fLlU32KxiIEDB4ouXbqIoqKictsvLCwUixcvFq1btxZarVYAEEqlUuzevdum7vHjx0XHjh2FTqcTbdu2FZGRkTbTqdPT08XUqVOFj4+PsLOzEz4+PmLo0KEiNjbW6v2+W/AIUTLl9tlnn5Vec4MGDcSoUaOkMH3rrbdEQECAcHBwEM7OziIkJERERUVV+H5fvnxZqNVqqym4ZQWPEEIsXLhQqFQqsWHDBmEymcR7770nWrRoIezs7ISHh4cICQmRJpfcqX379qJ58+YV9qNUr169yvz8DRgwQAhhPZ3axcWl3OnULVu2lN7v1157rcLp1GlpaaJt27aiT58+Ij8/X+Tk5IjRo0cLV1dXUadOHbFgwYJyp1P/5z//Ee7u7sLR0VE8//zzIj8//66vcd++faJ///7CxcVF2NnZiWbNmonw8HCr6c5C/LPgiYiIEADE0aNHbcoOHDggXF1dK9XXfzuFELwDKdU+ly9fRlhYGJo3b47du3eXeSL+QTdhwgQ4OTkhIiKiyvdtMpnQsGHDWnW1PFCywkKzZs2wbt26mu5KmV599VX89NNPOHPmjE3ZoEGD0KtXrwqnfj8oeI6HaqWmTZsiKipKOmdVG7377rvw9vau0rXaLBYLUlNTsWjRIuTl5dX6ZXD+LbKzs/Hbb79h7dq1ZQZ9bm4ugoKCMGvWLPk7Vw044iEiSVJSEho3box69eph5cqVGD58eE13qUr9W0c8oaGhOHHiBJ566ils2LCh2pdcqmkMHiIiklXtjlUiIvrXYfAQEZGsuHJBJf39wjSqHp6enkhPTy+zzN7eHo6OjlAWFcJiyINCq0OuWUgXqN7JxcWlZCZbXi5EcSEUDk7IzMuHEAJubm5QFuTDlHINCjsNVL4NYCgqhsFggKeLM0Se9RL3CntH5BQWwUWnhSXf+t4rpfutzBXyVPMq+nxR1SvvgmsGDz0wHB0dkfnGCyg8EwMIAYf+Q6Cd+IpNPaVSCV2RETenPQlzRhoAwP2VhVB37A6VSgXjL7uQ9cn7/6++uyfqLIiAyqcBihNO49b8GVb7c5sxD/o+j6Pw1HGkv/MfqzL32W9C3SEYJpMJWq1WWraluLgYJpOp6t8EolqAwUMPDCEE7PsMgn3vR3F72dsV1oOdBs7PTETx9b+Qt8v6lggqDy94vrEEmlbtkL/3O2RvXIGcrzbAfd5ilC7q4jpxFuwalqw7p67fCIVms3Rc2nXaXNj5lKzZZdewKcwqFbw8PFB0OhrmW6lQ2jvC8RF/GJ1cZbk7JdGDhsFDD4ysrCzog/pAm5lWYT0hBLKLiqEPfRQ48INVmdFohHOHbjAajShWKKFtXXKvIIXaevXqghORKEw4A23rDtC26QSTwYDSZR8Ljh5AoZMLdO0CoW0XCHsBZC1dAMOR/dA0D4Al6zbUvg3gNG9xlb12otqEwUMPjOLiYgghoK1EXaPRCKVSafMBN5lMyMzMhL29PexNhUhf+T8oHZ3h/MwkFBQUQKVUQduuM9S+DVAU/wcKjuyHKfU6XCe9AqNaDW2HrlDX80PhmVgU/LYPpls34Tp2Booun4edb0O4PDsZdk2aQ6FSw1TLr8Ugul8MHnqg/P3COqVSCYVCAXt7e2i1JZGUl5eHoqKiMusCgJOTE3RZGUhbMBMwFaPO4jUw1/FGQV4ePNsFQtcuEAaDAa4QuP5UbxQcOwS3ybOh79wD+s49YDAY4FJchBvP9kXB8cNwHTsDLqOmIGvjCun8kH2fQXB56b8yvCNEDx7+JKMHhqurK9yUgDmj5JbRFqMBdrnZqOvmCmdHB+S+OxfG7evh5OSEOh4esDcaYMnNLqmbkw2HwgLUq1cPmpSrSJszASI/D67T5gImE1RpN+Dp6YmCmGMoSroEvV6PoovnAIsFShc3AEDB77+hODmppCzhDwCAytkVAGDXtAXqbdgNny/3QduuMwwHfoRKVN1SNkS1CUc89MCws7ND2n+mw/TXnwCAgsi9KIjcizpvr4S2bSCMJ49AFBfBQamE0mjAjecfl56bte4jZK37CH7fHoXx5FEpkDL+/1lqdk1bwHv5Fyg8G4vcrzYCShVgMUPp5ALX8TMBAMa4E8h7c9b/K3Nxg8vzL5bsZ3E4zGmpUDg6wZx6HbpOwTAr+LuOqCxcMqeSeB2PPCq6zsLNzQ3qjJsQf7tmRuVVD0p7BxQnXYJSp0ehsxu0dmpYrl+12Yddw6awZN+GOcv67p0KjQZKbz8IISBuJMOUkgyFgyPsGjdHgQAKCwvh4uICcf0vmFKuQenkAnWT5jCYzCWH+oQFRUmJEHm5UHl6Qdm4ObKysqxufkY1j9fxyKu863gYPJXE4Kl6S5YswdKlS+9a786l+dVq20G6xWKBEEK6TbTJZIJCoSjzttFms1k6L/R3pdfdqNVqqFQqCCFgMpmsVn9Wq9VQq9WwWCxWZUqlEmq1GkqlEmazmReU/ksxeOTFC0gfQOZJg2u6C9XKcrFyYW7Z/SXM50tui2yuoN7fL9e838s3K2rDDKCwnO33GzWqtbvv85lEDyYGD9WYV5r74JXmZf8iIqLai2c/iYhIVgweIiKSFYOHiIhkxeAhIiJZMXiIiEhWDB4iIpIVg4eIiGTF4CEiIlkxeIiISFYMHiIikhWDh4iIZMXgISIiWT10i4QajUasW7cOarUaAQEB6NmzZ013iYjooVIrgufjjz9GbGwsXFxcsGTJEml7XFwcNm7cCIvFgrCwMAwdOhS///47unXrhsDAQHz00UcMHiIimdWKQ22hoaF47bXXrLZZLBasX78er732Gj766CMcOXIE165dQ0ZGBjw9PQGU3LyLiIjkVStGPP7+/khLS7PadunSJXh7e6Nu3boAgODgYERHR8PDwwMZGRlo1KgRKrr56r59+7Bv3z4AwOLFi6WwktNN2VukmlATn62HlVqt5vv9L1ArgqcsmZmZ8PDwkB57eHggMTERjz76KDZs2IDY2Fh06tSp3Of37dsXffv2lR7zdrlUXfjZkg9vfS2vh+7W12WNZhQKBXQ6HaZPn14DPSIiIqCWnOMpS+khtVIZGRlwc3OrwR4RERFQi4OnadOmSElJQVpaGkwmE44ePYrAwMCa7hYR0UOvVhxqi4iIQHx8PHJzczF16lSMHDkSffr0wfjx47Fo0SJYLBb07t0b9evXr+muEhE99GpF8MyaNavM7R07dkTHjh3l7QwREVWo1h5qIyKifycGDxERyYrBQ0REsmLwEBGRrBg8REQkKwYPERHJisFDRESyYvAQEZGsGDwVOHnyJNasWVPT3SAiqlVqxcoF1SUwMJDruxERVTGOeIiISFYMHiIikhWDh4iIZMXgISIiWTF4iIhIVgweIiKSFYOHiIhkxeAhIiJZMXiIiEhWDB4iIpIVg4eIiGTF4CEiIlkxeIiISFYMHiIikhWDh4iIZMXgqQBvBEdEVPV4I7gK8EZwRERVjyMeIiKSFYOHiIhkxeAhIiJZMXiIiEhWDB4iIpIVg4eIiGTF4CEiIlkxeIiISFYMHiIikhWDh4iIZMXgISIiWTF4iIhIVgweIiKSFYOHiIhkxeAhIiJZMXiIiEhWDB4iIpIVg6cCvPU1EVHV462vK8BbXxMRVT2OeIiISFYMHiIikhWDh4iIZMXgISIiWTF4iIhIVgweIiKSVYXTqXNychAZGYnY2Fj89ddfMBgMsLe3R8OGDdG+fXuEhobC2dlZrr4SEVEtUG7wbN26FVFRUejQoQP69OkDX19f6PV6FBQU4Pr164iPj8fcuXPRo0cPjBo1Ss4+ExHRA6zc4HFzc8Py5cthZ2dnU9a4cWP06NEDRUVFOHDgQLV2kIiIapdyg+fRRx+965M1Gg0GDhxYpR0iIqLarVJL5pw9exZeXl7w8vLC7du38cUXX0CpVOLZZ5+Fq6trNXeRiIhqk0rNalu/fj2UypKqmzdvhtlshkKh4AKaRER0zyo14snMzISnpyfMZjP++OMPfPzxx1Cr1ZgyZUp194+IiGqZSgWPXq9HVlYWkpOT4efnB51OB5PJBJPJVN39IyKiWqZSwTNw4ECEh4fDZDJh3LhxAIDz58/D19e3OvtGRES1UKWCZ+jQoejSpQuUSiW8vb0BAO7u7pg6dWq1do6IiGqfSt8IzsfHp8LHRERElVHurLbw8HAcO3as3PM4JpMJR48exWuvvVZtnatON2/exCeffIIlS5bUdFeIiB4q5Y54ZsyYge3bt2PdunVo3LgxfHx8oNPpYDQakZKSgj///BOtW7fG9OnTK9VQfn4+Vq9ejeTkZCgUCkybNg3Nmze/5w5//PHHiI2NhYuLi01oxMXFYePGjbBYLAgLC8PQoUPL3U/dunUxbdo0Bg8RkczKDR4/Pz/Mnj0bWVlZOH36NK5evYrc3Fw4ODggJCQEL7zwAlxcXCrd0MaNG9G+fXvMnj0bJpMJhYWFVuXZ2dnQaDTQ6/XSttTUVOmcUqnQ0FAMHDgQq1atstpusViwfv16zJ8/Hx4eHggPD0dgYCAsFgu2bt1qVXfatGn31HciIqo6dz3H4+rqipCQkH/UiMFgQEJCAmbMmFHSqFoNtdq66fj4ePz6668IDw+HRqPBvn37EB0djfDwcKt6/v7+SEtLs2nj0qVL8Pb2Rt26dQEAwcHBiI6OxrBhwzBv3rz76vfJkycRExPD65WIiKpQpScX/BNpaWlwdnbGxx9/jL/++gtNmjTBuHHjoNPppDpBQUFIS0tDREQEgoKCcPDgQbzxxhuVbiMzMxMeHh7SYw8PDyQmJpZbPzc3F19++SWSkpKwa9cuDBs2zKZOYGAgAgMDK90HIiK6O1luBGc2m3HlyhX0798f77//PrRaLb799lubekOGDIFGo8G6deswd+5cq2C6GyGEzTaFQlFufScnJ0yePBkrVqwoM3SIiKh6yBI8Hh4e8PDwwCOPPAIA6NatG65cuWJTLyEhAcnJyejcuTO+/vrre24jIyNDepyRkQE3N7d/1nEiIqpysgSPq6srPDw8cOPGDQDAmTNn4OfnZ1XnypUrWLNmDebMmYPp06cjLy8P27Ztq3QbTZs2RUpKCtLS0qSp3jxMRkT076MQZR2j+hshBPbv348jR44gNzcXH374IeLj45GVlYXg4OBKNZSUlITVq1fDZDLBy8sL06dPh6Ojo1R+/vx52Nvbo0GDBgBKrhM6dOgQ+vbta7WfiIgIxMfHIzc3Fy4uLhg5ciT69OkDAIiNjcVnn30Gi8WC3r17Y/jw4ZV+I+6mNDTlZJ40WPY2SX6qtbtrugsPDU9PT6Snp9d0Nx4a5S00UKng2bZtG86cOYNBgwZh7dq12LRpE27evImlS5fivffeq/LO/hsxeKi6MHjkw+CRV3nBU6lDbYcPH8bcuXPRvXt36YS9l5dXmdOaiYiIKlKp4LFYLDYzzIxG4z3NOiMiIgIqGTwdOnTA5s2bUVxcDKDknM/27dvRqVOnau0cERHVPpUKnueeew6ZmZkYN24cDAYDnnvuOdy6dQujRo2q7v4REVEtU6mVC+zt7fHqq68iKysL6enp8PT0hKurazV3jYiIaqN7uo5Ho9HA3d0dFosFmZmZyMzMrK5+ERFRLVWpEc/p06fx6aef4tatWzZl27dvr/JOERFR7VWp4Fm9ejVGjBiB7t27Q6PRVHefiIioFqtU8BQXF6N3795QKmVZYYeIiGqxSiXJY489hu+++67MFaCJiIjuRaVGPF27dsWiRYvw7bffwsnJyaps5cqV1dIxIiKqnSoVPEuXLkXLli0RFBTEczxERPSPVCp40tLS8N577/EcDxER/WOVSpLAwECcPXu2uvtCREQPgUrPanv//ffRqlUruLi4WJW98MIL1dIxIiKqnSoVPPXr10f9+vWruy9ERPQQqFTwPPnkk9XdDyIiekiUGzzx8fHw9/cHgArP77Ru3brqe0VERLVWucGzfv16LFmyBADwySeflFlHoVDwOp67KGstuxYtWqB9+/YoLi7Gzp07bcoDAgLQunVrFJgt2JNiuxBrWxcHtHDSI6fYjF9u3rYp7+jqiKaOOmQWmbA/LcumvIu7Exraa5FWWIzDt7Jtyrt7OMNHr8GNgiIcycixKe9VxwVeWjv8ZSjE75m5NuVhXq5w16hxOc+I2Kw8m/IBdd3gbKfChdwCnM7Otyl/vJ479ColzuUYEJ9jsCkf6uMBO6UCf2Tl42JegU35k36eAICTt/NwJd9oVaZSKDDc1wMAcDwjF8kFhVblWqUSg33cAQBR6TlINRZZlTuqVXjU2w0AcOhWNm4VFluVu9qp0a+uKwBg780sZBWbrMrraO0QWqfkPOlPqbeRZzJDccdnpF69eggJCQEAfPfddzAarfvfoEEDBAUFAQC++eYbmEzW+2/SpAk6d+4M4B9+9goKsHu37S2527Vrh5YtWyInJwc//fSTTXmnTp3QrFkzZGZmYu/evTbl3bp1Q8OGDZGWloaDBw/alPfo0QO+vr64fv06fvvtN5vy3r17w8vLC3/99ReOHz9uU96vXz+4u7vj0qVLiImJsSkfPXo0AOD8+fP4448/bMoHDx4MvV6Ps2fP4ty5czblw4cPh52dHeLi4nDhwgWb8qeeegoAEB0djT///NOqTK1WY8SIEQCAY8eO4erVq1blOp0OQ4YMAQBERkYiJSXFqtzJyQmDBg0CABw8eNDmDtBubm7o378/AODXX3/F7dvW3w1eXl7o3bs3AODHH39Ebq71/92yPnulr6eqlRs8S5YswW+//YYePXpg1apV1dL4v93JkycRExODKVOm1HRXiIhqDYWoYB2csWPH4rPPPpOzP/9aN27ckL1N86TBsrdJ8lOttR1ZUPXw9PREenp6TXfjoeHj41Pm9gqv4+HabEREVNUqnNVmsVjueuEoJxcQEdG9qDB4iouLsXr16nJHPpxcQERE96rC4NHpdAwWIiKqUlz1k4iIZMXJBUREJKsKg2fz5s1y9YOIiB4SPNRGRESyYvAQEZGsGDxERCQrBg8REcmKwUNERLJi8BARkawYPEREJCsGDxERyYrBQ0REsmLwEBGRrBg8REQkKwYPERHJisFDRESyYvAQEZGsGDxERCQrBg8REcmKwUNERLJi8BARkawYPEREJCsGDxERyUpd0x2oKTdv3sTOnTthMBgwe/bsmu4OEdFDQ9YRj8ViwauvvorFixff9z4+/vhjTJw4scywiIuLw0svvYQXX3wR3377bYX7qVu3LqZNm3bf/SAiovsj64jnxx9/hK+vLwoKCmzKsrOzodFooNfrpW2pqanw9va2qhcaGoqBAwdi1apVVtstFgvWr1+P+fPnw8PDA+Hh4QgMDITFYsHWrVut6k6bNg0uLi5V+MqIiKiyZAuejIwMxMbGYvjw4dizZ49NeXx8PH799VeEh4dDo9Fg3759iI6ORnh4uFU9f39/pKWl2Tz/0qVL8Pb2Rt26dQEAwcHBiI6OxrBhwzBv3rz76vPJkycRExODKVOm3NfziYjIlmyH2jZt2oTRo0dDoVCUWR4UFIT27dsjIiICUVFROHjwIF5++eVK7z8zMxMeHh7SYw8PD2RmZpZbPzc3F59++imSkpKwa9euMusEBgYydIiIqpgsI56YmBi4uLigSZMmOHfuXLn1hgwZgoiICKxbtw4rVqyATqerdBtCCJtt5YUcADg5OWHy5MmV3j8REVUNWUY8Fy5cwMmTJzFjxgxERETg7NmzWL58uU29hIQEJCcno3Pnzvj666/vqQ0PDw9kZGRIjzMyMuDm5vaP+05ERFVLluB59tlnsXr1aqxatQqzZs1C69atMXPmTKs6V65cwZo1azBnzhxMnz4deXl52LZtW6XbaNq0KVJSUpCWlgaTyYSjR48iMDCwql8KERH9Q/+a63gKCwvxyiuvSLPYZsyYgUOHDtnUi4iIQHx8PHJzczF16lSMHDkSffr0gUqlwvjx47Fo0SJYLBb07t0b9evXl/lVEBHR3ShEWSdHyMaNGzdkb9M8abDsbZL8VGt313QXHhqenp5IT0+v6W48NHx8fMrcziVziIhIVgweIiKSFYOHiIhkxeAhIiJZMXiIiEhWDB4iIpIVg4eIiGTF4CEiIlkxeIiISFYMHiIikhWDh4iIZMXgISIiWTF4iIhIVgweIiKSFYOHiIhkxeAhIiJZMXiIiEhWDB4iIpIVg4eIiGTF4CEiIlkxeIiISFYMHiIikhWDh4iIZMXgISIiWTF4iIhIVgweIiKSFYOHiIhkxeAhIiJZMXiIiEhWDB4iIpIVg4eIiGSlrukO1JSbN29i586dMBgMmD17dk13h4j+JXQ6HdRqNSwWCwoKCiCEsKmjUCig1WqhVpd8hZpMJhiNRqlcrVZDo9FAqVTCYrHAaDTCYrFI5UqlElqtFgBgsVhQWFho87zCwkIUFxdX50utMbIET1FRERYsWACTyQSz2Yxu3bph5MiR97Wvjz/+GLGxsXBxccGSJUusyuLi4rBx40ZYLBaEhYVh6NCh5e6nbt26mDZtms0+iOjhpFKp4Obmhvg0A2KSM+DjokfvZnVgyMuxChWlUgkXdw+cup6Dy7duwywEWng5IdCvDjIzM2Fvbw+jQoN9ibeQYzTB21mHXs08UZhfsh+FQgEPDw8cvJyJQpMFgfVdoRECWq0WRoUdDlzKQF6hCb0eqYO6Tkrcvn27zPB7kMkSPHZ2dliwYAF0Oh1MJhP++9//on379mjevLlUJzs7GxqNBnq9XtqWmpoKb29vq32FhoZi4MCBWLVqldV2i8WC9evXY/78+fDw8EB4eDgCAwNhsViwdetWq7rTpk2Di4tLNbxSInpQOTs7Y/3v17DhWBL8XPVIyTHicw8HbBrVEYWFhdKXv1qtRnxqHmbt+AONPR2QkVeIbKMJIzv44eXQJrhtNGPkhhMQQiCgnjOi/7qNVt5O2PBsRxiNRjg5OWHvxXQs+DEBAPD+kDbo4muPW4XA81t+h71GBVe9HVZGXsbiwa0RWM8BRqMR9vb2UKlUEELAZDKhoKAAZrO5Jt+y+yZL8CgUCuh0OgCA2WyG2WyGQqGwqhMfH49ff/0V4eHh0Gg02LdvH6KjoxEeHm5Vz9/fH2lpaTZtXLp0Cd7e3qhbty4AIDg4GNHR0Rg2bBjmzZtXTa+MiGoDpVKJQqHClt+vwt/bCZtGB+Kz3//Cqsg/sffCLXT308NgMAAAhBDwddVjx8Ru8HHSIK/IgkGrj+DnhFTM6dscF9OykFdowuTgxpjUvTEmfxmLU9eyUGwBtFotDMIOH+5PRFsfF5y+kQ2g5PDeNycuI6/QhIgR7RDg7YS+K6OwKupPfDOxG4SdDl/EXENSpgEalRL+9ZwwvI03bt26VZNv232TbXKBxWLBnDlzMHHiRLRp0waPPPKIVXlQUBDat2+PiIgIREVF4eDBg3j55Zcrvf/MzEx4eHhIjz08PJCZmVlu/dzcXHz66adISkrCrl27yqxz8uRJrFmzptJ9IKIHk1qtxuX0fBSZLWjl7Qyz2Qx/b2cAQMLNXOlcDgAUFxdDZzHC3mxAbm4ujCYLLBaggZs9LBYLOvi5oo2PM3afvYH3911AfGoORnbwg85OBWdnZ/zv1/MIbuKBXs08pX0qFAoUFpecAzJZLDALASGAq7cNyC8y4ZPfruDz6Kvwc9XD1d4Ox5MyoVQ+uHPDZJtcoFQq8cEHHyA/Px8ffvghrl69igYNGljVGTJkCCIiIrBu3TqsWLFCGiVVRnknAMvj5OSEyZMnV7jPwMBABAYGVroPRPRgUiqVyCsyAQDsVApYLBZoVCVf7HmFJpsveYPBAEdHR+Ra7DDzqzi46O2w4NFWyM/Ph7DTQadWwVhsQUq2EQoFoFSWfEf9dP4WLtzMxbbnu+K70zes2h/S1gc/nEvF3G/PwFGrhqHYLLVfbLZACKCg2IzmXo4Y07kBVCqVTO9O1ZN9VpuDgwP8/f0RFxdnEzwJCQlITk5G586d8fXXX2PChAmV3q+HhwcyMjKkxxkZGXBzc6uyfhNR7WU2m+HtVPJDN8tQDI1Gg0xDFgCgrpMW9vb20vnn0kNuV3PNmPVNDOw1Kqx9tiP8XHQoLCzE7vhURF+9jbce88ej/t545+cEbIu5hiFtfHAoMR0CwMs7/8CtvJKZbCsjL0Nnp0RQYw9sf74Ljidlwl6jxpboq0jPL4SngxbTezaFo0aNMzey8e3pG1ArFdg5MQgqleqBPM8jy1gtJycH+fn5AEpmuJ05cwa+vr5Wda5cuYI1a9Zgzpw5mD59OvLy8rBt27ZKt9G0aVOkpKQgLS0NJpMJR48e5WiFiCqluLgYjd31aOxhj6NXMnA48Ra+ibsOAOjXsuS88bObfsdjq4/AwcEBaUZgyrZTyCooQq9mnjh48RY+j06GnVYLJ23J7/lTyVm4dCsPF2/lAQCcdGoEN3ZHaLM6aF7HCZ4OJdOpfVx0cNbZIS23EPGpufCv54zr2QVIvJWHR/29oVIqcDYlG72b18E7/xeAxwK8kV9kxq28wgf2cJssI57bt29j1apVsFgsEEIgKCgInTp1sqpTWFiIV155RZrFNmPGDBw6dMhmXxEREYiPj0dubi6mTp2KkSNHok+fPlCpVBg/fjwWLVoEi8WC3r17o379+nK8PCKqBQoM+XjrsQC8t/cC/vPtGXg4aBDevwXqO9uhuLgYeo0KxZaSQ/qZ+UXQqpXQqpX44VyqtI9nOtVH3+Z1EHstCz8lpGLX6Rtwt9dgTlhz1HHQYOAjrlA0d4ODgwO2xybjWlYBnuroB39vJyRnFeC9fReQYzTBUavGqMD6mNK9EYqKinDhZi62RCejoNgMjUqJIW3qobG7Hum3cmvq7fpHFKK2TRCvJjdu3Lh7pSpmnjRY9jZJfqq1u2u6Cw8NT09PpKenl1tub28PR0dHmIQCaiVgLChAbm4uHBwc4ODgAKDkR7KdnV2Zo43CwkLk5eXB2dkZGo0GxRYBO6UCRqMROTk50kWkdnZ2cHNzg0JRcj4pIyMDzs7O0Gq1KDIDGrUChUYj8vLyoFAo4OLiArVaDaPJAp1aieLiYmRnZ8NkMlXPG1VFfHx8ytz+0K5cQES125IlS7B06dK71nvllVek1UsMBgMMBgMUCoXVhKW8vDzk5eVVuu2KZtQCJYf2/n5ZSFZWFgDYtA1ACkuFQoGsWjBWYPAQPaSGfHG+prtQra6fLn9kc6cvT6cjsha/F9+NalnTXbDB4CGiWsm3/1j49h9b092gMjyYUyKIiOiBxeAhIiJZMXiIiEhWDB4iIpIVg4eIiGTF4CEiIlkxeIiISFYMHiIikhXXaiMiIllxxEP/KrxNOVUnfr7+HRg8REQkKwYPERHJisFD/yp9+/at6S5QLcbP178DJxcQEZGsOOIhIiJZMXiIiEhWvBHcQ+qpp55CgwYNYDaboVKp0KtXLwwaNAhKpRKXL1/G4cOHMX78+HKfv3PnTgwfPlx6PH/+fLzzzjtydN3GxYsXsWnTJhQXF8NkMiEoKAgjR47EuXPnoFar0aJFixrpF1XOzp078dtvv0GpVEKhUGDy5Mlo3LgxtmzZgpiYGACAr68vJk6cCE9PTwDAmDFj8Pnnn1vt59dff4VWq0WvXr1w6NAhtG3bFu7u7hW2zc9OzWDwPKQ0Gg0++OADAEB2djaWL18Og8GAkSNHomnTpmjatGmFz9+1a5dV8FR36JQGZFlWrVqFl19+GY0aNYLFYsGNGzcAAOfOnYNOp7unL4+K2qGqd/HiRcTExOC9996DnZ0dcnJyYDKZsHXrVhQUFGDZsmVQKpU4ePAg3n//fSxevBhKZdkHavr37y/9/dChQ6hfv/5dg4efnZrB4CG4uLhg8uTJCA8Px5NPPon4+Hh8//33mDdvHoxGIzZs2IDLly9DoVDgiSeewOXLl1FUVIQ5c+agfv36mDlzpvQLVAiBLVu2IC4uDgAwYsQIBAcH49y5c/j666/h5OSE5ORkNGnSBC+++CIUCgV27NiBmJgYFBUVoXnz5pg8eTIUCgUWLlyI5s2b48KFC2jdujUOHTqEZcuWQa1Ww2AwYM6cOVi2bBlycnLg5uYGAFAqlfDz80NaWhr27t0LpVKJqKgojB8/Hp6envjkk0+Qk5MDZ2dnTJ8+HZ6enli1ahUcHR2RlJSExo0bo3///li/fj1ycnKg1WoxZcoU+Pr61uC/UO11+/ZtODk5wc7ODgDg7OyMwsJCHDp0CCtXrpRCpnfv3jh48CDOnDmDdu3albmvr776CjqdDl5eXrh8+TKWL18OjUaDRYsW4dq1a/jss89gNBqlf3s3Nzd+dmoIg4cAAHXr1oUQAtnZ2Vbbd+zYAXt7eyxZsgQAkJeXh27duuHnn3+WRkx3OnHiBJKSkvDBBx8gJycH4eHhaNWqFQDgypUrWLp0Kdzc3PDGG2/gwoULaNmyJQYOHIgnnngCALBixQrExMQgMDAQAGAwGPDmm28CAG7duoXY2Fh06dIFR48eRdeuXaFWq/HYY49h1qxZ8Pf3R/v27dGrVy94eXmhX79+0Ol0GDx4MABg8eLFCAkJQWhoKA4cOIANGzbg1VdfBQCkpKTgjTfegFKpxFtvvYVJkyahXr16SExMxLp167BgwYJqeNepXbt22LFjB1566SW0adMGwcHBcHBwgKenJ+zt7a3qNmnSBNeuXSs3eEqVfj7HjBmDpk2bwmQySf/Wzs7OOHr0KL788ktMnz6dn50awuAhSVkz68+cOYNZs2ZJjx0dHSvcx/nz59G9e3colUq4urrC398fly9fhl6vR7NmzeDh4QEAaNSoEdLS0tCyZUucPXsWu3fvRmFhIfLy8lC/fn0peIKDg6V99+nTB7t370aXLl1w8OBBTJkyBQDwxBNPoEePHjh9+jR+++03HDlyBAsXLrTpW2JiIv7zn/8AAEJCQvDFF19IZd26dYNSqYTRaMSFCxewdOlSqcxkMt3lnaP7pdPp8N577yEhIQHnzp3DRx99hGHDhkGhUFRZGzdu3EBycjLefvttAIDFYpFGOfzs1AwGDwEAbt68CaVSCRcXF1y/ft2qrKq+BEoPpwAlhzUsFguKioqwfv16vPvuu/D09MRXX32FoqIiqZ5Wq5X+3rJlS6xfvx7x8fGwWCxo0KCBVObt7Q1vb2+EhYVh4sSJyM3Nvae+6XQ6ACVfSg4ODmWO5qh6KJVKBAQEICAgAA0aNMDevXtx69YtFBQUQK/XS/WuXLmCbt263Vcbfn5+WLRoUZll/OzIj9OpCTk5OVi7di0GDhxoEzJt27bFzz//LD3Oy8sDAKjV6jJ/zbVq1QrHjh2DxWJBTk4OEhIS0KxZs3LbLi4uBlBybN9oNOLEiRMV9jUkJATLli1D7969pW2xsbHSaC0lJQVKpRIODg7Q6/UwGo1SvebNm+Po0aMAgN9++w0tW7a02b+9vT28vLxw7NgxACWjwKSkpAr7RPfvxo0bSElJkR4nJSXBx8cHvXr1wmeffQaLxQIAOHz4MOzs7Cp9sl+n06GgoAAA4OPjg5ycHFy8eBFAySgkOTkZAD87NYUjnodU6eSA0pk4PXv2xOOPP25Tb8SIEVi3bh1mz54NpVKJJ554Al27dkVYWBjmzJmDxo0bY+bMmVL9Ll264OLFi5gzZw4AYPTo0XB1dbUZRZVycHBAWFgYZs+eDS8vr7vOpuvZsye2bduG7t27S9siIyPx2WefQaPRQKVS4cUXX4RSqUSnTp2wdOlSREdHY/z48Xj++efxySefYPfu3dIJ4rLMnDkTa9euxc6dO2EymdC9e3c0atTobm8p3YfSySv5+flQqVTw9vbG5MmTodfr8fnnn+Oll15CUVERnJ2dsWjRIumHUVFREaZOnSrt5++f3dDQUKxdu1aaXDB79mxs3LgRBoMBZrMZgwYNQv369fnZqSFcMoceKMePH0d0dDRefPHFmu4KySQrKwuLFi3CgAEDuNZaLcHgoQfGhg0bcOrUKYSHh8PHx6emu0NE94nBQ0REsuLkAiIikhWDh4iIZMXgISIiWTF4iIhIVryOh6gKnD9/Hlu2bEFycrK02OTYsWPRrFkzHDp0CPv375eWbKlOO3fuxK5duwCUXElvMpmg0WgAAHXq1LFazoWopjB4iP4hg8GAxYsXY+LEiQgODobJZEJCQoLVEkH/xL0stz98+HDpdhVyBh7RvWDwEP1DpUu+9OjRA0DJvY5KV1C+du0a1q5dC5PJhDFjxkClUmHTpk0wGAzSdUlarRZhYWEYNmwYlEqlFBhNmzbF4cOHMWDAAIwYMQJffvkljh07BpPJhM6dO2PcuHHSaOZudu/ejYsXL0oLXQIl10UplUqMGzdOugXFmTNncOPGDQQEBGD69OnSorAXL17E5s2bce3aNdSpUwfjxo1DQEBAVb6N9BDhOR6if6hevXpQKpVYuXIlTp06Ja1nB5QsTjlp0iQ0b94cn3/+OTZt2gSg5EvfYDBg5cqVWLhwISIjI3Ho0CHpeYmJiahbty7WrVuH4cOH44svvkBKSgo++OADLF++HJmZmdixY0el+9izZ0/88ccfyM/PB1Ayijp69ChCQkKkOocPH8a0adOwZs0aKJVKbNiwAQCQmZmJxYsXY/jw4diwYQPGjBmDJUuWICcn5x+8a/QwY/AQ/UP29vZ46623oFAosGbNGkycOBHvvfcesrKyyqxvsVhw9OhRPPvss9Dr9fDy8sLjjz+OyMhIqY6bmxseffRRqFQq2NnZYf/+/Rg7diwcHR2h1+sxfPhwHDlypNJ9dHNzkxZwBYC4uDg4OTmhSZMmUp2QkBA0aNAAOp0OTz/9tLTYa2RkJDp06ICOHTtCqVSibdu2aNq0KWJjY+/vDaOHHg+1EVUBPz8/zJgxAwBw/fp1rFixAps2bbK6l1Gp0ts7e3p6Stvq1KmDzMxM6fGdZTk5OSgsLMS8efOkbUIIaeXmyurVqxd+/fVX9O3bF1FRUVajHQDSvZJK2zebzcjJyUF6ejqOHz+OmJgYqdxsNvNQG903Bg9RFfP19UVoaCj27t1bZrmzszNUKhXS09Ph5+cHAEhPT4e7u3uZ9Z2cnKDRaLB06dJy61RG586dsW7dOly9ehUxMTEYPXq0VXlGRob09/T0dKhUKjg7O8PDwwM9e/a0Wg2a6J/goTaif+j69ev4/vvvpS/u9PR0HDlyBI888ggAwNXVFZmZmdL9i5RKJYKCgvDll1+ioKAAt27dwp49e9CzZ88y969UKhEWFoZNmzZJtybPzMxEXFzcPfVTo9Gga9euWL58OZo1a2Y1qgKAqKgoXLt2DYWFhfjqq6+kO2v27NkTMTExiIuLk27ed+7cOaugIroXHPEQ/UN6vR6JiYnYs2cPDAYD7O3t0alTJ2lE0bp1a2mSgVKpxPr16zF+/Hhs2LABL7zwAjQaDcLCwqxubvd3o0aNwo4dO/D6668jNzcX7u7u6NevH9q3b39PfQ0NDcWBAwcwbdo0m7KQkBCsWrUKN27cQKtWraR7znh6euLVV1/Fli1bsGzZMiiVSjRr1gyTJk26p7aJSnF1aqKHSHp6OmbNmoVPP/0U9vb20vaFCxeiZ8+eCAsLq8He0cOCh9qIHhIWiwV79uxBcHCwVegQyY3BQ/QQMBqNGDt2LE6fPo2RI0fWdHfoIcdDbUREJCuOeIiISFYMHiIikhWDh4iIZMXgISIiWTF4iIhIVv8fytZKBAcsIacAAAAASUVORK5CYII=",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj4AAAHMCAYAAADVgKIjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/GU6VOAAAACXBIWXMAAA9hAAAPYQGoP6dpAABdkUlEQVR4nO3dd3gU1f4G8He2Z9M2PYEgSUjoVSlKgFBUInKBqyjYbhCwUCx08aoU5XIREf0pIlcUBRFBBEXUYKNKE5EmXRICIY0km162nN8fYUeWbCCVBOb9PA/P486cmfnOOrt598yZGUkIIUBERESkAKr6LoCIiIjoemHwISIiIsVg8CEiIiLFYPAhIiIixWDwISIiIsVg8CEiIiLFYPAhIiIixWDwISIiIsVg8CEiIiLFYPAholr38ccfQ5IkfPzxx/Vdimzz5s2QJAlr1qyp71JuCmFhYQgLC6vvMhqkmTNnQpIkbNmypdrr+P333yFJEpYuXVp7hREABh+qhrVr1+KZZ55Bz5494eXlBUmS8Oijj15zuZ07d2LAgAHw9fWFm5sb2rdvj7feegs2m63CZTZu3IjevXvD29sbHh4e6NatGz755JMq1ZuYmAhJksr9c3NzQ1RUFMaNG4dz585VaZ3XQ2FhIRYuXIhevXrB398fer0ejRo1wpAhQ7B+/fr6Lu+GYrfbMWHCBHTo0AEPPPCA07zevXtX+EeqoKAAAwYMgCRJ6N+/P/Lz869Txa45jl2qnpMnT2LcuHFo2bIlPDw84O7ujhYtWmDs2LE4ceJEfZfn5LbbbsOQIUPw8ssv1/txd9MRRFXUoUMHAUB4eHiIli1bCgDikUceueoyX331lVCr1cLd3V2MHDlSTJ48WbRo0UIAEEOHDnW5zDvvvCMACD8/PzF27Fjx/PPPi9DQUAFATJo0qdL1JiQkCADC29tbzJgxQ/43fvx40a5dOwFABAYGivPnz1fpfahLR44cEeHh4QKAaNq0qXjyySfF9OnTxSOPPCJMJpMAIAYOHCjy8vLqu1SXzGazOHbsmDCbzfVdihBCiJUrVwoAYuXKleXmxcTECABi8+bNTtMzMjJE165d5eO7tLT0OlVbMQCioXxtN23aVDRt2rS+y6i0t99+W6jVaiFJkujdu7eYNGmSmDx5sujTp4+QJEmo1Wrx9ttv18q2ZsyY4fKYqqo9e/YIAGLOnDm1UheVaRifILqh/PLLL+LkyZPCbreLzZs3XzP45OTkiICAAKHT6cRvv/0mTy8qKhJ33HGHACBWrVrltExCQoLQ6/XC19dXJCQkyNOzsrJEs2bNBACxc+fOStXrCD4VfUn/4x//EADEjBkzKrW+upaSkiJCQkIEADF9+nRhsVic5mdmZor+/fsLAGLQoEH1VOWNpXv37sLLy0sUFhaWm+cq+CQmJsrBfOLEicJut1/HaivG4FM9n3zyiQAgfH19xdatW8vN37Ztm/D19RUAxPLly2u8vdoKPkII0bJlS3HLLbcIm81W43VRGZ7qoirr06cPoqKiKt3lvnbtWmRkZGD48OHo3LmzPN1gMOC1114DACxevNhpmY8++gglJSUYP3680zgCHx8fvPjiiwCA999/v4Z7Uuauu+4CAGRkZJSbl5OTg+nTp6NFixYwGAzw8fFB//798dNPPzm1W7hwISRJwv33319uHT/99BPUajXatWuHoqKia9bz0ksvISUlBcOHD8d//vMfaDQap/m+vr748ssvERERgQ0bNuCrr75ymi9JEnr37u1y3SNGjIAkSUhMTCw3b8+ePRg6dCiCg4Oh0+nQpEkTPPXUU7hw4UK5to7TQ6WlpZg9ezZatGgBvV6PESNGALj6GJ/z589j/PjxiIiIgF6vh5+fHwYNGoTffvutXNu8vDy8+uqraNu2Lby8vODp6YlmzZph2LBh+P33313u45WOHz+OnTt3YtCgQXBzc7tm+8OHD6N79+44efIk5s+fjwULFpQ71rOysjB9+nS0atUKbm5u8Pb2Rr9+/fDDDz84tVuyZAkkScKsWbNcbis1NRVarRbt2rWr1L5URUlJCf773/+iXbt2MBqN8PLyQs+ePa86xmnNmjXo1asXvL294ebmhnbt2mHu3LkoKSmp9HY/++wz6PV6tGrVSj7OqnpMOk5PjxgxAsePH8eQIUPg6+sLd3d39OjRo9z7fDV5eXl4/vnn5dp69epVrk3Pnj2xcuVKAMDzzz+PvLw8ed6WLVsgSRJmzpyJAwcO4N5774XJZILRaERMTAx27tx5zRqys7NhNBrRrFkzCCFctvnHP/4BSZKwb98+p+nDhw9HUlISfvzxx8ruMl1LfScvurFVpsfnkUceEQDEZ599Vm6exWIRRqNRaDQaUVxcLE+Pjo6usFfnwoULAoAIDQ2tVI3X6vEZNGiQACA++ugjp+nZ2dmidevWAoDo0qWLmDZtmhg1apTw9PQUkiSJ999/36n9wIEDBQCxaNEieVpKSooICgoSRqNRHD169Jq1FhYWCr1eLwBcs/2iRYsEANG/f3+n6QBETEyMy2Xi4uIEAKdeNCGE+PDDD4VarRZGo1EMHz5cTJkyRQwZMkSoVCoREhIizp4969Te0UsycOBAERQUJEaMGCGmTp0q3njjDSGEEMuWLRMAxLJly5yW+/3334Wfn5+QJEnExsaKSZMmibi4OOHt7S10Op349ttv5bZ2u110795dABB33HGHmDBhgpgyZYp46KGHRHBwsHjnnXeu+v44OE6ZXvn/68p92bx5s9i6davw9vYWWq22wl/+iYmJIiwsTAAQPXv2FM8//7x44oknREhIiJAkSfzvf/+T2+bl5QkvLy/RpEkTYbVay61rzpw5AkCl9wWV7PEpKSmR96tly5Zi8uTJYuzYsSIwMFDuSbzS9OnTBQDh7+8vnn76aTF58mTRpk0b+XgqKSlxau+qx2fevHlCkiQRHR0tMjMznequyjHp+Mz26tVLmEwm0bNnT/HCCy+IuLg4YTAYhEqlEp9//vk13wchhPjoo48EANG1a9drtu3SpUu57wLHd9y9994r3NzcRN++fcWkSZPEAw88IFQqlTAYDOL48eNO63HV4/P4448LAOKHH34ot92kpCShVqvFbbfdVm7ejz/+WOXT+3R1DD5UI5UJPp07dxYAxL59+1zOd3y5Xv6H3t/fXwAQFy9edLmMu7u7ACAKCgquWWNFY3yeffZZ0bFjR6FWq8WIESPKnVJ68sknBQDx5JNPOp3qOHnypPDy8hI6nc7py/rixYsiNDRUGAwGceDAAWGz2US/fv1chqqKbNu2TQAQjRo1umbbkydPCgDC3d3dqRu8qn9kTpw4IbRarWjWrFm5cU4//fSTUKlUYsiQIU7THX9U27VrJzIyMsptx1XwsVgsolmzZkKv14stW7Y4tU9OThaNGjUSwcHBcgA+dOiQAFBu20IIYbPZRFZWlst9vNKwYcOuevw59uW5554TBoNBuLu7i++//77C9cXExAhJksqdns3OzhYdOnQQBoNBpKamytPHjRsnAIhvvvnGqb3dbhfh4eHCaDRWeixUZYPPf/7zHwFA3HPPPU7HdVpammjatKkAIH799Vd5+s6dOwUA0aRJE5GSkiJPt1gscqC/cpzJ5cHHZrOJ8ePHCwDivvvuE0VFReXqrk7wASAmT57s1P63334TGo1GmEwmkZOTc833YuTIkQKAePHFF6/Z9sUXXxQAxKhRo+Rpju84V0H+/fffFwDEmDFjnKa7Cj6//fabACDuv//+ctt1tL88NDuYzWb5xxfVDgYfqpHKBJ+oqCgBQJw6dcrlfMev+st7d7RarQBQLow4NGrUSAAQFy5cuGaNl3+Juvp3++23l/tDV1JSIoxGo/Dw8HD65erw0ksvCQBi1qxZTtO3b98u1Gq1aNGihfwL+loDvy+3evVqAUB069btmm2LiorkfajJr+vnn39eABAbN250ucyQIUOEWq0Wubm58jRHWPjqq69cLuMq+Hz11Vcu/5A5vPXWWwKA3OvjCD4PPfSQy/aV5RhHlpyc7HK+Y18c/1asWFHhug4cOCCAigfkO/bx8l6/I0eOyL1jl4uPjxcAxOOPP17pfals8ImMjBSSJIljx46Vm7d06dJy2x09erQAIJYsWVKu/YkTJ4RKpRLh4eFO0x3Bp6ioSPzzn/8UAMQzzzzjcixKdYOPt7e303F35TIff/xxRW+B7J577hEAxOLFi6/ZdvHixXJgdHB8x0VHR5drX1paKjQaTbmemorG+HTu3FloNBqncGm1WkVoaKjw9PSs8GIFg8EggoKCrlk/VY7z4AGim1jTpk2dxhHk5OTgjz/+wPPPP48BAwbg/fffx5NPPgkAOHHiBAoLCxEdHQ1fX99y6+rbty9ee+01/PHHH07Te/TogVmzZuGll17C3LlzERUVVWtjka6muLi42svu2rULALB161aX42zS09Nhs9lw8uRJ3HbbbU7zunbtWuXtnD17FjNnziw3/9SpUwCAY8eOYcCAAWjdujU6duyIVatW4ezZsxg8eDB69OiBzp07Q6fTVXq7mZmZAMrGh11N//79sWnTJkycOBHt27dH+/btK9yHnJwcl/vgGCd27NgxeVqbNm3Qq1cvfP/99zh37hyaNGkCAPjf//4HAHj66acrvS+VkZeXh9OnT6Nx48Zo2bJlufl9+/YFAKdjd//+/U7zLte8eXOEhoYiISEBOTk58Pb2lucVFRWhX79+2LVrF+bNm4epU6fW6r7ceuut8PT0LDe9d+/e+OSTT/DHH38gLi6uVrdZkcvHJzpotVoEBQUhOzu7UusYO3YsRo4ciY8++kgeq/jdd9/h/PnzGDNmDDw8PFwu5+vri7S0tOoXT04YfKjOOb4oc3JyXM53TDeZTE7LXLx4ETk5OfDz86twmcu/hKtTV+/evbF27VpERUVh2rRpeOyxx+Dm5iavPyQkxOWyjulms7ncvPvuuw+vvPIK7HY7Ro8eXeGXmSvBwcEAUKn7CjnaqFQql+GsshzBYP78+Vdt5+peIo56q7KdL774olLbUavV+OWXXzB79mysXbsW06ZNAwB4enoiLi4Oc+fOrdR76xjQXFxcfNXBzS+88AJ69+6N6dOno0+fPti0aVO5P3aOffjxxx+vOtj0yvdq7Nix2LZtG5YuXYpZs2YhNTUVGzZsQMeOHasUHiujOsduZZZJSkqC2Wx2+szl5eVh//798PLyQv/+/WujfCdBQUEupzuOu4q+U1y1rcpnqlGjRuXmXf79dDmNRnPVe5Fdbvjw4Zg0aRI++OADvPDCC1CpVHIAfuqppypcrqioqFID86lyeFUX1bkWLVoAKLt52JWsVisSEhKg0WgQERFRqWVSUlJQUFCA0NBQGI3GGtcXGRkJX19fmM1meXuOL/fU1FSXy6SkpDi1cyguLsZDDz0EoKyHYfbs2VW6MVqXLl2g1+tx4cIFp14DVxxXlrVp0wYGg0GeLkkSrFary2VcBbXLg6koO/3t8l9MTEy5ZatyMz3Hdr7++uurbmfGjBnyMj4+Pli4cCHOnTuHU6dOYenSpWjZsiXeffddjBkzplLbDQwMBPB3aLmaF154AW+99RaysrLQr1+/clfsOPbh7bffvuo+LFu2zGm5++67D0FBQfjwww9hs9nw0UcfwWq1XvWPXXVV59it7vEeGBiIjRs3wmKxoE+fPuWuSHKo6jHpUFEvh6POyvzw6dGjBwCUuxLTFUeb6Ojoa7atDjc3N4wYMQKJiYn44YcfcO7cOXz//ffo1q0bOnTo4HIZu90Os9ksH8dUcww+VOcc3efx8fHl5m3btg2FhYXo3r079Hp9pZb5/vvvndrUlNVqlS9ftdvtAMqCl9FoxMGDB11+MW/evBlAWVf85SZOnIiDBw9i+vTp+Pzzz1FYWIhhw4ZV+nJgNzc3+S7Yjkv9XSkqKsKbb74JAHj44Yed5vn4+Lj8dWuz2XDgwIFy02+//XYAwPbt2ytVY3XVdDuRkZEYNWoUtm7dCg8PD3z99deVWs5xyur48eOVav/cc89hyZIlyMvLw9133y3/vwaqvw9arRajR49GcnIyvvnmGyxduhQeHh545JFHqrSeynBc8p+cnCyfPrycq2O3U6dOAODy7tWnT5/G+fPnER4e7rLXo1+/foiPj4fVasWdd94pnw68XFWPSYf9+/c7XVru4KjTUffVDB06FCaTCXv37r1qL92PP/6IvXv3wtfXF0OHDr3meqtrzJgxkCQJS5YskYPw1QLwiRMnIIRAx44d66wmxbmeA4ro5lPZGxj6+/tX6QaGZ86cuW43MFy4cKEAyu4QffndeZ944gkBQIwfP96p/enTp+VLns+cOSNPX7t2rTwI0nHp8rRp01xe9XE1l9/A8KWXXio3wDsrK0sMGDBA4NKlylcO/oyNjRUAxKZNm5ymz5w5Ux4ce/l7euzYMaHVakVUVJQ4ceJEuXpKSkrEtm3bnKY5BgRXxNXg5tLSUtGsWTPh5ubmdNn65Xbu3ClfqXfmzBnx119/lWuTnJwstFqtCAwMrHD7l/vmm28EAPHvf//b5fyK7ty8fPlyoVarhZubm9Pg9549ewqVSiU+/PBDl+s7dOiQSEtLKzf97NmzQq1Wi8aNG8tXC1YVKjm42XGZ/ODBg50uo8/IyJAvxd++fbs8/ddffxUARFhYmEhPT5enW61WMXjwYAFAvPbaa07buPJy9t27dwuTySQ8PDzKXbVX1WOyMld1eXt7V+qqLiHKbteAS5fq79ixo9z8X3/9Vb6S9JNPPnGa5/iOq+gGp64u67/WDQzvvPNOodFoRFBQkDCZTC5vrOnguBy/src8oGtj8KEqW79+vYiLixNxcXHyHYQjIiLkaa7uN7F+/Xr5kRWjRo0SU6ZMcXpkhas74/7f//2fHEjq4pEVEyZMkP/oqVQqsXr1aqflMjMz5UdydOvWTbzwwgti9OjRwsvLS0iS5HTlTkJCgjCZTMLHx8fpnjcWi0UOd2vXrq10zYcPH5b/QIWFhYmnn35avPjii+LRRx8VPj4+ApcueT99+nS5ZX/66SchSZIwGAwiLi5OTJgwQXTr1k0EBgaK3r17l/sjI4QQK1asEFqtVmg0GjFw4EAxceJE8cwzz4jBgwcLX19f0aJFC6f21Qk+Qghx8OBBERwcLACI7t27i7Fjx4rJkyeLYcOGiYiICAFAvuJl/fr1QpIk0bVrVxEXFyemT58uRo8eLQICAgQAsWDBgkq9lwUFBcJkMonOnTu7nF9R8BFCiDVr1gitVit0Op18Bdu5c+fkKxU7dOggnnzySTF16lTx8MMPi7Zt2woAYteuXS635bhnFADx+++/V6r+yzmWdXzWXP0rKCgQJSUlokePHgKAaNOmjZgyZYoYN26cfB+fqVOnllv31KlTBVD2+JaxY8eKKVOmyPvTo0ePSt3HZ//+/cLPz08YjUan+9VU9Ziszfv4OCxYsEB+ZEWfPn3E5MmTxZQpU0Tfvn3lR1a89dZb5Zari+Czbt06+f/lM888c9W6hw8fLtRqtUhKSqrMblIlMPhQlTk+1BX9q6hnZceOHeKee+4RJpNJGAwG0bZtW/Hmm2+6vLGbw4YNG0SvXr2Eh4eHMBqNonPnzpW6hPVyFV3OrtVqRWhoqBg+fLjYu3evy2Wzs7PF1KlTRWRkpNDpdMLb21vceeedTr9cS0tLRbdu3QQA8eWXX5ZbR2JiojCZTMJkMpULHFdTUFAgFixYIKKjo4WPj4+QJEmufdSoUVe998vXX38tbrvtNrnXbNiwYSIxMbHCGxgKUdZTERcXJ2655Rah0+mEj4+PaNOmjXjyySfFzz//7NS2usFHiLJ7yUybNk20adNGuLm5CXd3dxEZGSnuv/9+sWLFCrmH69y5c2L69Omie/fuIigoSOh0OtG4cWMRGxsrvvvuu8q9iZc4Ltl3dVPIqwUfIcqOQb1eLzQajfzHNjc3V8yZM0fceuutwt3dXRgMBhEWFiYGDBgglixZIvLz812uy3G5e0Uh7Fqu9rlz/MvOzhZClPWozpkzR7Rp00YYDAbh4eEhoqOjXd5I1GHVqlUiOjpaeHh4CL1eL1q3bi1ee+21cvflEaLiR1YcPnxYBAUFCb1e73SLhKock47PbFxcnDh69KgYNGiQMJlMws3NTXTv3l3Ex8dX6/07duyYePrpp0Xz5s2Fm5ubcHNzE1FRUeLpp592eem/EHUTfKxWq9zDdOTIkQrrNZvNwmAwiMGDB1di76iyGHyIbiAff/yx/Eu4MjdvpDJnzpwROp1OPPvss/Vah+MP4tKlS+u1jobu8uBzM/rrr7+EJEmiR48eV23n6PW+/LQk1RwHNxPdQOLi4vDSSy9h27ZtGDJkSJWeoaRk4eHheO655/C///0PycnJ9VJDXl4e3n//ffj6+spX/pEyvfHGGxBCYPz48RW2KSoqwty5c3H//ffLV6ZR7eB9fIhuMLNnz0ZAQACysrKwd+9e9OzZs75LuiG89NJLcHd3R2JiIho3bnzdtvvtt99i//79+Oabb5CWloY33nijVm7DQDeWpKQkfPbZZzh16hSWLVuGDh064IEHHqiwfWJiIp588kn5wb9UeyQhKnhULBER1diIESPwySefICgoCCNHjsRrr70GlYqd7VeTmJiI8PBwxMXF4eOPP67vcmrFli1b0KdPHxiNRvTo0QOLFy92uncZXT8MPkRERKQY/NlBREREisHgQ0RERIrB4ENERESKweBDREREisHL2SuQnZ1d4dOESbkCAgKQkZFR32UQKRY/g1QRjUYDHx+fa7e7DrXckKxWKywWS32XQQ2IJEkAyo4NXgxJdP3xM0i1gae6iIiISDEYfIiIiEgxGHyIiIhIMRh8iIiISDE4uJmojkiSBK1WC43m749ZaWmp09WCKpUKer0eGo0GkiRBCAGr1Yri4uJKD95Uq9UwGAxQq9UAygZ+Xr4drVbrVIfdbkdpaSlKS0ud1qNSqeT1SJIEu90Oi8VS4RPgDQaD0zOniouLYbfbK1UzEVF9YfAhqgO+vr7Q6/VlYcZmA3ApxKjUSE9Ph81mg7e3N9zd3SGEgC0zA/ZcM1Re3lD7+EN4eyMnJwdFRUUVbkOlUsHb2xsGgwGiqBC2jFRAo4V7YAgkkwn5+fkwGAzQaDQQpSWwpqdAWK3QBARD5e+P0tJSZGdnw2azwcPDA56enoDNBltWBuyFBVD7+kPt5weLxVLu9g5eXl5wd3cH7LZLUyR4eHggPT297t5UIqJawOBDVMt0Oh0MBgOyF7+OksO/w3IuAbDbofIyofGqn6DVamG32+Hu7o6cVUuR//Uq2PNy5OVVvv7wfmwMfO4eDJvNVq5nBijrTfL39wfMWcheMh+FWzdBlF7qmdHq4P/CXHjcHgN7QT7Spj2D0lNHAZtNXl7foSt8xkyFX0gocnNz4enpidzVHyJ//Wew5+f+vS8t2sJn7AvwDYuUQ41Op4O7uzvMSxci/6vPAACGrj0RMGMhVCoVe32IqEFj8CGqZY57jRRu+wHCUgqVpzfsOdku25SeOgphtcDtjt6Q9G4o2rMN9qyLyH77VWibNoNH00hkZWWV24anpydUJcVInfYEbKnJUHl6w9g7FpLBDaXHD8OeVxZeRGkJSo8fhqbxLdC1bA9begpKDv+OkoN7kTlvOoLe+Qy+vr4oPvgbcle8DwAwdI6GrkUb5G/8AqUnjiDrrdkIfvcz6PV6lJaWwmQyofTPA8j/epXL/ddoNPD09IRer5dPhTlOmxUVFaGwsLB23mgiompg8CGqZY4ej8A3PoImuDHMy/4P+etXOrVxjN/xiP0n/CbPhsroAQAoPrgPGS8+DQAo+vUXeEW1drkNNzc35H+1ErbUZEjungh6dxU0/oF/r//SaSlJr4f/jLdg6BIth63M1/+Nwq2bYEk4BVtqMjQhoSj964S8rN/0/0JlcAMgIXflElgST0HYbFCr1WWBy2pBxluzoPL2hcrDA9bzZ+VltVotfH19YT2XiLwt38OakQrYBdQBQdC3bAfT7THlxjkREV1PDD5EtcxiscBsNkPj7QuNyvWFk0IIFBQUwHBbdxQWFaEgLQ3e3t7QBDeS26g8vVyeNtJqtVCr1SjauRkA4NYlGsW/bYfl/FloAkNg7HkX1L7+MJvN8PDwgKZTN5jNZpSWliIoKAjqoEvbkCRI7mWBS9+2EyBJgBAo2r0V+radUHJk/6V5t0JSq6FSqeDh4YHsJW/AmnIe/i8vQO4XnzjV5uHhAeu5BKQ+8zBgtQJqddl6rVYUBobA7fYYpwHRRETXG4MPUR1wnM4xGo0VtsnJyUFOTtnYHpPJBL1Oh6zliwEAKi9vuPcbiGIXV1RpNBoIIVB6+njZtrbEo3BL/N/rXf4eAmb9HzxatpPH5Wg0Gvj5+cGamoyCTV+V1dZvINReZYOgPZq3gf8rC5E5/9/Imv+SvC5D5+7wnfyqvC/Fh39H/obPYex3L9xujykXfLRaLfJ3bwWsVujbdELAfxYDKhWsKedQcvRgld5DIqK6wJ9eRPVIkiT4+vrCTatB5vx/o3DL95Dc3OH/8gLA2wd5eXkul4EQgNXimAC/6f9F0FsroA5uDFFcBPPH70Cj0UCn00Gn08Hf3x/2pDNInzoa9pxs6Dt0gc+YaSgsLIRarYY1IxXmD96EKCyANqo1jP0GQjK6o3jfTvk0ncpSiqyFs6H2C4TPk5Nd7o9KpYI6MAQAUHLsEDJeeRbmpQtReuoYjD3vBgCe5iKiesUeH6I6UtEpHcdYG5VKBT8/P6iLi5AxczJKDu+HyuSLgJlvQxfVCtnZ2bDb7fD09HTqObLZbJBUKqj9AmDLzIC2aTMYe9wJADD2uht5a5ah9NghCKsVnp6e0Ol0KDmwFxfnTIUoKoDbHX3gN/U12NUa5F28iMDAQJiXL4L1QhLUfoEIeuMjSBoNCn7piqwFryB39Udwj70P1gtJsKUlQxveHNn/ewMAYL2QBACw/HUCmW/OgOnxZ2HseRcsp4+j4McNKDm4FyUH9wIA1AHBCHpnJdzd3V0GOiKi64HBh+gKaWlpFd6PJiUlBRkZGS7nBQYGIigoCADg7+8PnU7nsp2Pjw+8vb2hUqlgTU9F2sxnYT17BprQpgiY9X/QBDeW27m7u0On0yH/h6/LBiKHNoV733sBAPqO3VD480bYi4sghCi7Z1Bx2X1/VB5egFoNvUaDgl++RdZbswGbDR6DH4Jp1POQ1GqoAble28U0AIBkdId06UaHKi9vuWZb5t/vhyXhJCwJJ532yZaZjsKfv4X3Q08AJl+YRj8P71HPwZZ2AaWnjiFz/r9hy0hFyaF90N4WXfGbT0RUxxh8iK7w6aef4s0336zychMnTsSkSZPk00tZ78yBLesiLElnAAD2wnxkzJoAADA9/ixUt4Qj+73/wnq2bL6wWHFxzhR5fW5desD7X2MBlI3jKTn4GwxdesC9772wWq3wuHswCn/eCFtqMsxLF0IT1AgFP28EABjv+gckSYItMwNZC2aUrVCtRsnh35H2/GPyNnyffRm6qFYwdOqGop2bYT2XgOz/LYA2LFK+R4/KywRtRHOI0hIEvLbIaZ+zl7wB67kE6Fq2g/ejT0Pl44/Czd+haPc26NvfBrXJF9bU8/I9hFTunlV+X4mIahODD9EVHn30Udx9991O04qLizFkyBAAwFdffQWDwVBuucDAQKfXJYf2wXrh3N8TrFYU790OALA/MKJsmu3v8S62tGTYLlte27RZhTXm5ubCp01H+D4/A+ZP3pVDClRqGHvHwvvRMQBw6a7Rjg3YYDnj3FNjLynrIXK/axBKT59AwU8bnO7Pow5qBJ+np0KlN6DAaoPUol1ZbZceg+EIMiovEwydugEAJLUGRTt/QdGvP/+9IZUKxr73Qt+hC8xmc4X7RURU1yRR2QcCKUxGRgYsFkt9l0ENRGFhIaKiogAAp0+fhpubW4VtVSoVgoKCYM/OhLDbXLZRe/tA0upgy8mGsJS/MzMASHoDYPQoO4WVlwNhKYWk1QMenkhLS4Obmxu8vb0h2WwoOX4IoqQEuqhWUHv7oKioCMXFxTB5ecKWnVlhrWpvH+QVFUOj0cBoNMKWY4Y15RzsBflQ+wVA2yQMdkgwm81Oz+ySJAlBQUEQuWYIq0Wuq7CwEJ6enrAX5sOSlAh7rhmS0Qhto1ug9vVHYWEhgw9VmyRJCAkJQUpKSqWfZUfKodVqERAQcM127PEhqmV2ux0XL16Un9XlijW/AFZrTlkbvetL3oUQKLp4EZIkwWAwQNIbIYRAcWZZkHGEG6PRCG2zVpAkCYVWK4rS0+Urp4QQ0FawfkcdjueByc/2uqUZJElCqc2Gwrx8FBUVlfsjI4TAxYsXL9WlletyPGBVr9dD3SS87BEWQqDQZnOqi4iovjD4EF3B1eDm4uJi+b+PHDlS4akux2Bhi8VSqR7DyvYq5ufnu5zuuBFiRYqLi51qvxqr1VrhdqrSvrL7TkRUHxh8bhK2JwbVdwk3jeUnL+Ct0ykVzneM9bnS85EhmNi8kct5VDXqDzbUdwlEdJNi8CG6wiO3BOCuIFOVlwvUa2u/GCIiqlUMPkRXCDJoEWRgiCEiuhnxkRVERESkGAw+REREpBgMPkRERKQYDD5ERESkGAw+REREpBgMPkRERKQYDD5ERESkGAw+REREpBgMPkRERKQYDD5ERESkGAw+REREpBgMPkRERKQYDD5ERESkGDfl09nnz5+Po0ePom3btpg0aVJ9l0NEREQNxE3Z4zNgwACMGzeuvssgIiKiBuamDD5t2rSBm5tbfZdBREREDUyDO9V19OhRbNiwAQkJCcjOzsbkyZPRtWtXpzbx8fH45ptvYDab0bRpU4wcORKRkZH1VDERERHdKBpcj09JSQnCwsIwatQol/N37tyJ5cuXY+jQoZg3bx6aNm2KOXPmICcn5zpXSkRERDeaBtfj06lTJ3Tq1KnC+Rs3bkS/fv3Qp08fAMATTzyB/fv3Y/PmzRgyZEiVt2exWGCxWOTXkiTJp8kkSary+oio5vjZI1ccxwWPD6qJBhd8rsZqteLMmTNOAUelUqFdu3Y4efJktda5fv16rF27Vn4dHh6OefPmISAgoKblXlfn6rsAoloUEhJS3yVQAxYcHFzfJdAN7IYKPrm5ubDb7TCZTE7TTSYTLly4IL9+9dVXkZiYiJKSEjz99NOYOHEimjdv7nKd//znPzFw4ED5teOXREZGBqxWa+3vBBFdU0pKSn2XQA2QJEkIDg5GamoqhBD1XQ41MBqNplKdFjdU8Kmsl19+udJttVottFqty3n8YBHVD3726GqEEDxGqNoa3ODmq/Hy8oJKpYLZbHaabjaby/UCEREREV3phgo+Go0GEREROHLkiDzNbrfjyJEjFZ7KIiIiInJocKe6iouLkZqaKr9OT09HYmIiPDw84O/vj4EDB2LRokWIiIhAZGQkvvvuO5SUlKB37971VzQRERHdEBpc8Pnrr78wa9Ys+fXy5csBADExMRg3bhy6d++O3NxcrFmzBmazGWFhYXjxxRd5qouIiIiuSRIcIeZSRkaG0/19GjrbE4PquwSiWqP+YEN9l0ANkCRJCAkJQUpKCgc3UzlarbZSV3XdUGN8iIiIiGqCwYeIiIgUo8GN8akv8fHx2LRpE0JDQzFp0qT6LoeIiIjqAIPPJbGxsYiNja3vMoiIiKgO8VQXERERKQaDDxERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREpBu/cfAkfWUFERHTzY/C5hI+sICIiuvnxVBcREREpBoMPERERKQaDDxERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREpBh9ZcQmf1UVERHTzY/C5hM/qIiIiuvnxVBcREREpBoMPERERKQaDDxERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREpBp/Ofkl8fDw2bdqE0NBQTJo0qb7LISIiojrA4HNJbGwsYmNj67sMIiIiqkM81UVERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIqhqe8CGor4+Hhs2rQJoaGhmDRpUn2XQ0RERHWAweeS2NhYxMbG1ncZREREVId4qouIiIgUg8GHiIiIFIPBh4iIiBSDwYeIiIgUg8GHiIiIFIPBh4iIiBSDwYeIiIgUg8GHiIiIFIPBh4iIiBSDwYeIiIgUg8GHiIiIFIPBh4iIiBSDwYeIiIgUg8GHiIiIFIPBh4iIiBSDwYeIiIgUg8GHiIiIFIPBh4iIiBSDwYeIiIgUQ1PfBTQU8fHx2LRpE0JDQzFp0qT6LoeIiIjqAIPPJbGxsYiNja3vMoiIiKgO8VQXERERKQaDDxERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREphqa6CxYXFyM5ORl5eXkAAC8vL4SEhMDNza3WiiMiIiKqTVUKPunp6diyZQv27duHc+fOwW63O81XqVQIDQ1Fly5dEBMTg6CgoFotloiIiKgmKhV8zp8/j9WrV2Pv3r1wd3dH69atcfvttyMoKAju7u4AgPz8fKSnp+PMmTPYtGkTvvzyS3Tt2hXDhg1DaGhone4EERERUWVUKvhMmTIFnTp1wvTp09GuXTuo1eqrtrfZbDh8+DB++OEHTJkyBatWraqVYomIiIhqolLBZ/78+VXqtVGr1ejYsSM6duyI5OTkahd3PcXHx2PTpk0IDQ3FpEmT6rscIiIiqgOVCj41OVXVuHHjai97PcXGxiI2Nra+yyAiIqI6VO2ruq4khMCff/4Ji8WCli1b8uouIiIianCqFXxWrVqFkydPYsaMGQDKQs9rr72GI0eOAAD8/f3x8ssvIzg4uPYqJSIiIqqhat3AcM+ePWjWrJn8evfu3Thy5AiGDx+OadOmwW6344svvqi1IomIiIhqQ7V6fLKyspx6c/bs2YPQ0FD885//BADcdddd+PHHH2unQiIiIqJaUq0eH7VaDavVCqDsNNeRI0fQoUMHeb7JZEJubm7tVEhERERUS6oVfJo0aYLt27cjPz8fmzdvRl5eHm699VZ5fkZGBry8vGqtSCIiIqLaUK1TXUOHDsW8efMwatQoAEDLli3Rtm1bef7+/fudxgARERERNQTVCj7t27fHvHnzcOjQIRiNRnTv3l2el5+fj1atWqFLly61ViQRERFRbaj2fXxCQ0Nd3tjQw8MDI0aMqElNRERERHWiUmN8SkpKqr2BmixLREREVJsqFXzGjBmDtWvXIjs7u9IrzsrKwurVqzF27NhqF0dERERUmyp1qmv06NH44osvsHbtWrRo0QLt2rVDREQEAgMD4e7uDiEECgoKkJ6ejr/++guHDx/GqVOnEBISIg+AJiIiIqpvlQo+3bt3x+233459+/Zhy5YtWL9+vXwfn3Ir1GjQvn17TJw4EZ07d4ZKVa0r5omIiIhqXaUHN6tUKnTt2hVdu3aFxWLBmTNnkJycjPz8fABlg5obN26MiIgIaLXaOiuYiIiIqLqqdVWXVqtFixYt0KJFi9quh4iIiKjO8DwUERERKQaDDxERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREpRrUfUnrx4kWsW7cOf/75J3JzczFlyhS0bt0aubm5WLt2Lfr06YPw8PDarJWIiIioRqrV43P+/HlMnToVu3btQmBgIAoLC2G32wEAXl5eOHHiBOLj42u1UCIiIqKaqlbw+fTTT+Hu7o63334bzzzzTLn5nTp1wvHjx2tcHBEREVFtqlbwOXbsGO666y54eXlBkqRy8/39/ZGVlVXj4oiIiIhqU7WCj91uh16vr3B+bm4uNJpqDx8iIiIiqhPVCj4RERHYv3+/y3k2mw07d+5E8+bNa1QYERERUW2rVvAZMmQIDhw4gA8++ADnzp0DAJjNZhw6dAivvfYakpOTMXjw4FotlIiIiKimJCGEqM6C27Ztw7Jly1BYWOg03c3NDaNHj0aPHj1qpcD6kpGRAYvFUt9lVJrtiUH1XQJRrVF/sKG+S6AGSJIkhISEICUlBdX800U3Ma1Wi4CAgGu2q/ZAnF69eqFr1644dOgQUlNTYbfbERwcjA4dOsDNza26qyUiIiKqMzUagWwwGNC1a9faqoWIiIioTtUo+FitVmRlZaGgoMBlt2NERERNVk9ERERUq6oVfAoKCrBixQps374dVqu1wnarV6+udmFEREREta1awWfRokX4/fffER0djcjISBiNxtqui4iIiKjWVSv4HDp0CPfccw9GjBhRy+UQERER1Z1q3cfH09MTwcHBtV0LERERUZ2qVvDp168fdu7cKT+R/WYQHx+PCRMmYMGCBfVdChEREdWRap3qGjp0KKxWK6ZPn46ePXvCz88PKlX5DNWtW7caF3i9xMbGIjY2tr7LICIiojpUreCTlZWFI0eOIDExEYmJiRW241VdRERE1JBUK/gsXrwYCQkJGDJkCKKionhVFxEREd0QqhV8jh8/jsGDB+PBBx+s7XqIiIiI6ky1BjebTCZ4eHjUdi1EREREdapawWfgwIH4+eefUVxcXNv1EBEREdWZap3qslgs0Gg0eOaZZ3DHHXfA39/f5VVdAwcOrHGBRERERLWlWsFnxYoV8n9v2rSpwnYMPkRERNSQVCv4vPvuu7VdBxEREVGdq1bwCQgIqO06iIiIiOpctQY3ExEREd2IKtXjM27cOKhUKixcuBAajQbjxo2DJElXXUaSJLzzzju1UiQRERFRbahU8GndujUkSZKv3HK8JiIiIrqRVLrH5+jRo8jPz4eXlxfGjRtX13URERER1bpKj/GZNWsWDh06VJe1EBEREdUpDm4mIiIixWDwISIiIsVg8CEiIiLFqNINDN95551KX6IuSRI+//zzahVFREREVBeqFHzat2+PkJCQuqqFiIiIqE5VKfjExMSgR48edVULERERUZ3iGB8iIiJSDAYfIiIiUgwGHyIiIlKMSo/xWb16dV3WQURERFTn2ONDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKoanvAurC77//juXLl0MIgcGDB6Nfv371XRIRERE1ADdd8LHZbFi+fDlmzJgBo9GIadOmoWvXrvD09Kzv0oiIiKie3XSnuk6fPo3Q0FD4+vrCYDCgU6dOOHjwYH2XRURERA1Ag+vxOXr0KDZs2ICEhARkZ2dj8uTJ6Nq1q1Ob+Ph4fPPNNzCbzWjatClGjhyJyMhIAEB2djZ8fX3ltr6+vsjKyrqu+0BEREQNU4Pr8SkpKUFYWBhGjRrlcv7OnTuxfPlyDB06FPPmzUPTpk0xZ84c5OTkXOdKiYiI6EbT4Hp8OnXqhE6dOlU4f+PGjejXrx/69OkDAHjiiSewf/9+bN68GUOGDIGPj49TD09WVpbcG+SKxWKBxWKRX0uSBDc3N/m/iej642ePXHEcFzw+qCYaXPC5GqvVijNnzmDIkCHyNJVKhXbt2uHkyZMAgMjISJw7dw5ZWVkwGo34448/cP/991e4zvXr12Pt2rXy6/DwcMybNw8BAQF1th914Vx9F0BUi0JCQuq7BGrAgoOD67sEuoHdUMEnNzcXdrsdJpPJabrJZMKFCxcAAGq1Gv/6178wa9Ys2O12DB48+KpXdP3zn//EwIED5deOXxIZGRmwWq21vxNEdE0pKSn1XQI1QJIkITg4GKmpqRBC1Hc51MBoNJpKdVrcUMGnsjp37ozOnTtXqq1Wq4VWq3U5jx8sovrBzx5djRCCxwhVW4Mb3Hw1Xl5eUKlUMJvNTtPNZnO5XiAiIiKiK91QwUej0SAiIgJHjhyRp9ntdhw5cgTNmzevx8qIiIjoRtDgTnUVFxcjNTVVfp2eno7ExER4eHjA398fAwcOxKJFixAREYHIyEh89913KCkpQe/eveuvaCIiIrohNLjg89dff2HWrFny6+XLlwMAYmJiMG7cOHTv3h25ublYs2YNzGYzwsLC8OKLL/JUFxEREV2TJDhCzKWMjAyn+/s0dLYnBtV3CUS1Rv3BhvougRogSZIQEhKClJQUDm6mcrRabaWu6rqhxvgQERER1USDO9VVX+Lj47Fp0yaEhoZi0qRJ9V0OERER1QEGn0tiY2MRGxtb32UQERFRHeKpLiIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMPrLiEj6ri4iI6ObH4HMJn9VFRER08+OpLiIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMPrLiEj6ri4iI6ObH4HMJn9VFRER08+OpLiIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgw+pPQSPp2diIjo5sfgcwmfzk5ERHTz46kuIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMBh8iIiJSDAYfIiIiUgwGHyIiIlIMTX0XoCSlpaUVzlOpVNBoNJVqK0kStFqtU1ub3e66LSRoVZL82mIXEBDXtS0A6FSqarW12gXstdRWK0mQJKlO29qEgE3UTluNJEHVgNrahYD1Km3VkgR1LbVVX3b8q9VqqNXqsrZ2O6xWa8XrvaytEAIWi6VW2l7++ayrtkDdfkdUtq3FYoGo4P9dXbUFAJ1Od822kiSV2xer1Qp7Bd9/V673Wm21Wu3fn/s6amuz2WCz2WqlrUajgerSd2BDaFuVz2d9YvC5jt55550K54WHh+O+++6TXy9evLjCAyg0NBTDhg2TXy9duhQFp1Ndtg0yaPHILQHy60/OpiPX4vog9tNpEBcWKL/+LCkDmaWua/DSqjE6PEh+veb8RaQVu/6Cd1OrMKZZsPz6qwuZOFfo+otYq5LwTGSI/PqblCwkFJS4bAsAE5s3kv/7+7RsnMorrrDt+Mhg6C59ofycnoM/cwsrbPt0RBCMmrIP6NaLuThoLqiw7ajwQHhryz5Kv17Mw77s/Arb/qtpAPz1ZX8M9mblY1dmXoVtH77FH8GGsi/t/dkF2H4xt8K2D4T6oYlRDwA4nFOIX9JzKmw7pJEvIjwMAIDjeUXYlGqusO29IT5o4ekGADiVX4xvU7IrbNs/2IQ2XkYAQGJBCb66kFVh276B3uhocgcAJBeV4ovzmU7zVZd9Vnr16oUuXboAANLS0vDZZ59VuN477rgD3bt3BwBkZmbik08+qbBt586dERMTAwDIzc3F0qVLK2zboUMH3HnnnQCAoqIiLF68uMK2bdq0QWxsLICyP+BX+9xHRUVh0KBB8uu6/I4oKipy2TYoKAiPPvqo/Prjjz9Gbq7rY83Pzw8jRoyQX69cuRKZmZku23p5eeGJJ56QX69evRppaWku27q5uWHs2LHy63Xr1uH8+fMu2/r6+mLkyJHy6w0bNiAhIcFlWwCYNGmS/N/fffcdTp06VWHbZ555Rg5KP/30E/78888K244ZMwZGY9nxvmXLFhw8eLDCtqNHj4a3tzcAYMeOHdi3b1+FbePi4uDv7w8A2LNnD3bt2lVh24cffhghIWXfl/v378e2bdsqbPvggw+iSZMmAIBDhw7hl19+qbDtkCFD0KxZMwDAsWPHsGnTpgrbDhw4EC1atAAAnDp1Chs3bqywbf/+/dG2bdsK518vDD6XxMfHY9OmTQgNDXX6oBAREdHNQxJX63tUsIyMjKt2UVdHnZ7qGnOf67Y81SXjqa6atb2up7oWr/v7v3mqq8ptb+ZTXSEhIcjMzJTn81QXT3U5aLVaBAQEXLMde3yuo8s/gLXd1qaq3Dj1srAiXbNdQ2mrucHaXv4H/WZrq5Ik+VRhXbdVV3D8q1SqSn82JEm6odoCdfsdUVmXh5WG1tbV+3l5GLyWhtC2Kn/8b7S2Vfl81ide1UVERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKweBDREREisHgQ0RERIrB4ENERESKwUdWEBHRTUur1cJoNEKj0UAIgdLSUhQWFl712VoqlQpubm7QarXlnhNXWFhY7tlVarUaRqNRfs6W3W6HxWJBUVGR3Fan08HNza3COiRJgsFggE6ng1qtdlrPteqlqmHwISKim44kSTCZTHBzc0NSdiGOJGbDTavG7WG+CPL0hNlsRlFRkctlAwICYLEDJ9PzkZKbC5tdwNeoQ6tgLwQGeiAvLw/5+fkAAG9vbxiNRuSVWLEryYwiiw3+Hjq0DvZCgIcH0tPTYTKZYDAYcC67EEeTsmHQqNGlqQ+CPD2Rk5ODkpISBAQEQEBCQmYBzmblothiQ4CnHm1CvBDo4QGz2Yzi4uLr+RbetBh8iIjopuPt7Q2h1mLa14fxy8kMebqXQYNnYyIxqF0IbDZbuSfXq1QqqNVqPL/uAHYnZjnN06lVGN09DI/fHobi4mK4u7tDq3fDGz+fwteHL6DE+nevTDN/d3z+eDf4+/ujyCow5Qvn9XnoNXgqOhzDb2uCwsJCqFQq3PPeDlwscK7H26DBpH7NEdsqCGlpaXLPj+PhoUII2Gw29ghVAYMPERHdVBynnv6z6Th+OZkBvUaFuK5NcTI9D1tOX8ScTccRGeCBZj4eyMrKcrmOEC8Dht0ailt8jMgpsmDNH+dhLrJgyY4E3NsmBF5eXjAYDJiz6Ti+OnQBeo0Kj3RugqgAD6TnlyAxsxBA2ZPbF/1yArsTs2By02JCnyhcyCnCkl8TsOCXU4jwd0fXpr4AgLwSK7qH+6FLUx/kFluw+vfzyCm2Yu4PJxAd4Qd3d3cIIeDu7l7uiek2mw15eXkoLCys2zf3JsDgQ0RENxW9Xg+LzY5Nx9IAAMNuDcUT0eGw2u0YsPhXZBda8P3RVEzqGwVJkiCEkJe12+2w2Wx4sX9Lp3UadWq8teU0bELAXFSKQE9PmAtLseHwBQDAi3e3wIA2IeVqEULg+6OpAIABbYIxoE0wAOD7o6lIyi7Ct0dS5eDzyWOd0czfA1arFRqNBp56Lf5v62kUWWw4lpqHbmG+sNrsWHMgGdtOZyCzoBQalQqNTW64q0Ug7moZyOBTCQw+RER0U9Hr9TiSkotCS9nA4tbBXnKYaBHoid2JWdiTmAVJkqDVasud7srIyEBAQACKrALZhaXIyC/BjyfSAQAtgzwR4e8OANj210XYBSAByC604PkvD8IuBG4P88WQ9o1g1Glgswu5Do1KkrehVpVdVL3nbFmPk91uRyN3NTIyMmC32xEQEADp7+Zo7G0AAKz6/Tz+b+tpaNUSogI8YLEJ/HrmItQScHeroHJBjspj8CEiopuKSqVCRl6J/NpDr5GDj4e+7M9e+qX5KlX5u7rY7XbY7XZ8+2cq3vj5lDz9Fh8j5g5qC82lZc5mlfWuCABvbSkLIxabwK6ELMQfS8NHj9wGjVqFjo29cSA5B/HH0tC1qS+Sc4qQkFkAAMgsKIUQArm5uSgsLIRWq4W/vz8Ssgrx8e5EAMDgdiEI9TECAA4mmwEAw29tgmd7RwIAikptSMq+VAtDzzXxPj6XxMfHY8KECViwYEF9l0JERDUghIDqst4VmxCQLnWfWO1lwUB92XyVSgWVSiW3cayjRaAnHr6tCe5uGQg3rRpJ2YV46vP9yC22XGrz9zaH3RqKXyf0xsx7WgEAjqXmYVdCWW/Os70j4aHXID2vBOO/OIC5P5yA+tK29BqV3EtjMBjg5+eHQyl5eOKz/cgptqJ3VACm3tkCBQUFsNvtaBXsCQBY8VsS/rHkV0z48iA+338OgZ56AHDaB3KNPT6XxMbGIjY2tr7LICKiGrLZbAjzNcqvzYWl0Ov18n8DkOf7+vrK7YQQKCgokK+Y6hhqQsdQEwBgx18XMWHdIaTnlWDzyQwMbt8IoT5u8rK9Iv0hSRJiogKA748BAE5n5KNnM3+0a+SNr5+8A1tOZSA1txhhvu7Y/tdFxB9LQ+tgLwBl9/kxGo34+WQGXvn2T1hsAkPaN8K0u5pDo1IhP7cEGo0Gj3VpCpUkYcupDJzOKMCO3EzsOJOJjUdSsHpkNxgMhgov06cyDD5ERHRTKSkpQTN/HwR46JCRX4qdCVkY0CYE2YWlOJaWBwC4PfzvwPPC14dRYrUjtnUQ+rcKRn6JFWn5pWjk/XewKSz9+6aFpbayS8e7h/vJ0xyn1jLy/z7F1uTS6aliiw2eeg0GtWsEoOwU2WubjgMA+jYPAAC4u7vjs31JWLj5NABgTI8IPH57U7kHxxHQCkqtePz2skvqbXaBraczMO3rI0jKLkJqTjG8Nfyzfi18h4iI6KZSUlICIQT+1bUpFvxyCpuOpSE9rxgpucUosdrhqdfgnx0aw263Q6VSYVdCFgotNrQOKet9ycgvwYMf7UFUgAcam9yQU1SKg8k5AAB3nRp3tQxCaWkpgr0MuLNFIH46kY63t57G0dQ8/JZUdnor2EuPXs38AQA/nUjHx3vOom2IFwpKbdidmIliix2R/u4Y0r4RbDYb1Gq1HHoAYPGOM1i844z8etaA1hjQJhhvbT6Nk+l5aBPiBU+9Bgcuq8vHXQdrUcF1eY9vZAw+RER0UxFCIC8vD8NuDYVWrcLyvWfxx/mygNCjmR/G9IiAr5sGeXl58Pb2hpebBlqNCgZN2bBXd50GLYM8cSo9H6cy8i9NU6NTqAlPRofDS69Geno6vL29MeOeVmjkbcD6gxew5o/z0Kol9I70x3O9I6GCHaWlVvi662AuLMW3f5Zd1u5t0OCBjqH4V7emUAkb8vIKYTKZ4O2mrXCfdJdqi/B3x46/LuJoarI8L8LfHeN6NoObRoV0nua6JklwCLhLGRkZsFgs9V1GpdmeGFTfJRDVGvUHG+q7BKpHaWlpSE9PdzkvICAAGRkZLucFBgYiKChIfm00GuHp6QlJpUJ2oQV6jQoeeg1KS0thNptht9sRFBTkNCDYYrHId2+22uzILrJAAuBj1EGtkuRlrVYrgL8fWWG1C5iLLPDUa2DQqlFSUgKz2QydTgeTyQQAyCmywGoXMBm1UEsSCgsLkZubC5VKhcDAwCoNTC4otaKgxAYvQ9n2bDYbzGYzSkpKrr3wTUqr1SIgIOCa7djjQ0REDcqnn36KN998s8rLTZw4EZMmTZJfFxYWorCwEAaDAVqNBjarQEZuqdOP2rS0NOh0OgBll7E77umj0+mg0Wigv3Tpem5OIUpLS8s9oDQnJwd5eXkwGAzQq1QoKSxGbkmJHIyKiopQUlIir08HIC+nEMXFxfKl5zabDenp6dBqK+7xcdSmUqnkB5m6XdpegdWq6MBTVQw+RETUoPTv3x/h4eFO00pLS+VQs2DBAjmsXK558+Yu13e1h3va7XaX80tLS8vd2PBq67jaHZMr2sblbDZbuVBV3XXR1TH4EBHVgsErj9d3CTeN5B9WIuWn5RXOv7xX53Ihd/4Lje+Oq6uyFOXrR1peu9ENisGHiIgalIDbB8LU+o4qL6f18rt2I1I8Bh8iImpQdF5+0DHEUB3hIyuIiIhIMRh8iIiISDEYfIiIiEgxGHyIiIhIMRh8iIiISDEYfIiIiEgxGHyIiIhIMRh8iIiISDEYfIiIiEgxGHyIiIhIMRh8iIiISDEYfIiIiEgxGHyIiIhIMfh09gpoNDfWW6Nq1qK+SyCqNWqttr5LqLIWgR71XQJRrdHegJ/Byv7dloQQoo5rISIiImoQeKqLqJKKioowbdo0FBUV1XcpRIrEzyDVBgYfokoSQiAhIQHsJCWqH/wMUm1g8CEiIiLFYPAhIiIixWDwIaokrVaLoUOH3pBXOxDdDPgZpNrAq7qIiIhIMdjjQ0RERIrB4ENERESKweBDREREisHgQ/XuwQcfxN69e+t9HUR0fW3ZsgUjRoyo7zJIYTi4merMokWLsHXrVgCAWq2Gh4cHbrnlFkRHR6N3795Qqcpyt9lshru7e6Wu1FizZg1+++03zJ8/32l6VdbREOzduxdff/01zp8/DyEE/P390b59e/mPQEX7SXQ95ObmYvXq1di/fz9ycnLg7u6OsLAw3H///WjZsiUA4MSJE1i3bh1OnjyJ0tJSBAcHo0+fPhgwYID82QbKfpRMnjwZXbt2Lbed0tJSFBUVwdvbG0D1j3u73Y4NGzZgy5YtyMjIgE6nQ0hICPr164d+/foBAGbOnImwsDAGLeJDSqludezYEWPHjoXdbofZbMaBAwfw8ccfY8+ePZg6dSrUajVMJlONt1Mb66gpIQTsdjvUavVV2x0+fBgLFy7EQw89hHHjxgEAzp8/j0OHDtV6TVar9YZ74C7VvwULFsBqtWLcuHEICgpCTk4ODh8+jPz8fABlwX3hwoXo3bs3ZsyYAaPRiMOHD+PTTz/FyZMnMWHCBEiSdM3t6HQ66HS6Gtf7xRdf4KeffsLIkSPRrFkzFBYW4syZM3K9tYmfqRsf/+9RndJoNHIo8fX1RUREBJo3b47Zs2djy5Yt6NevX7lfhJmZmVixYgUOHjwIq9WKxo0bY9SoUUhOTsbatWsBlP2KBICxY8eid+/e5daRlJSEZcuW4eTJk9Dr9ejWrRvi4uJgMBgAlPVGFRQUoGXLlti4cSOsViu6d++OESNGyF9q27Ztw3fffYcLFy5Ar9ejbdu2GDFihPzr9M8//8SsWbMwffp0fP7550hKSsJTTz2FxYsX4z//+Q+aNWsmvw/ffvstvv32W7z77rv4/fff0bJlSwwaNEie36hRI7n2LVu2VLifFy9exEcffYTDhw9DpVKhQ4cOGDlypPweO34xx8bGYt26dbh48SJWr16NgoICrFixAr/99husVisiIiIQFxeHsLCwWv3/TTe+goICHDt2DDNnzkTr1q0BAAEBAYiMjAQAFBcXY8mSJbjtttvw1FNPycv169cP3t7eeP3117Fr1y507979mtvasmULPv74Y3z88cdXPe6vdfzu27cPd999N+644w553Zcf24sWLcLRo0dx9OhRfPfddwCAd999F4GBgTh69ChWrFiBs2fPwsPDAzExMRg+fLj8A2bmzJlo0qQJ1Go1tm/fjltuuQUzZsxAUlISPv30Uxw7dgwGgwHt27dHXFwcvLy8qvnO0/XC4EPXXdu2bdG0aVPs3btX7oZ2KC4uxsyZM+Hr64tp06bBZDLhzJkzEEKge/fuSEpKwsGDB/Hyyy8DAIxGY7n1FxcXY86cOYiKisLcuXORm5uL999/Hx9++KHcwwKUBRcfHx/MmDEDqampeOuttxAWFoY777wTQNkvu2HDhqFRo0bIycnB8uXL8d5772H69OlO2/vss8/w2GOPITAwEB4eHmjXrh02b97sFHy2bNkin94zmUzYsWMHkpKScMstt5Srv6L9tNvteP3112EwGDBr1izYbDZ8+OGHeOuttzBz5kx5+dTUVOzZsweTJ0+WTzm8+eab0Ol0ePHFF2E0GvHjjz/i1Vdfxdtvvw0PD4+q/O+jm5zBYIDBYMDevXsRFRVV7vTxoUOHkJeX5xTcHTp37oyQkBDs2LGjUsHnclf7fF/r+DWZTDhy5Aj69+/vMng8/vjjSElJQZMmTTBs2DAAgJeXF7KysjB37lzExMRg/PjxSE5OxpIlS6DVauXwBQBbt27F3XffjVdffRVAWTicPXs2+vbti7i4OJSWlmLlypVYuHAhZsyYUaX9puuPwYfqRePGjXH27Nly03fs2IHc3FzMnTtX/oMcHBwszzcYDHJ4qMiOHTtQWlqK8ePHyz08I0eOxLx58/DII4/Iy3p4eGDUqFFQqVRo3LgxOnXqhCNHjsjBp2/fvvI6g4KC8Pjjj2P69OkoLi6W1wuU/Tpt3769/Lpv37744IMPEBcXB61WizNnziApKQlTpkwBAMTGxuLYsWOYPHkyAgICEBUVhfbt26Nnz57QarXQ6XQu9/PQoUNISkrCu+++C39/fwDA+PHjMXHiRJw+fVr+RW61WjF+/Hj5D8Dx48dx+vRpLF26VP4j9q9//Qu//fYbdu/eLe8vEVA2Hm/s2LFYsmQJfvzxR0RERKBVq1aIjo5G06ZNceHCBQBln2FXGjdujJSUlCpvt6LjvjLHb1xcHBYsWIAnnngCTZo0QfPmzdGlSxd06tQJQFmA0mg00Ov1TuvetGkT/Pz8MGrUKEiShMaNGyM7OxsrV67E0KFD5R8OISEhePTRR+XlvvzyS4SHh+Phhx+Wp40ZMwZjxozBhQsX0KhRoyrvP10/DD5UL4QQLscAJCYmIiwsrEa9EMnJyQgLC3MKJy1btoQQAhcuXJC/+EJDQ50GYfr4+CApKUl+febMGaxZswZnz55FQUGB/EToixcvIjQ0VG53ec8OAHTt2hUffvgh9u7di+joaGzZsgVt2rRBYGAggLLwNn36dKSmpuLPP//EqVOnsGLFCnz//fd47bXXoNfrXe7X+fPn4efnJ4cexz64u7sjOTlZDj4BAQFOv3oTExNRXFyMkSNHOq2vtLQUqamp135DSXFuv/123HrrrTh+/DhOnjyJAwcOYMOGDXj66aflNle7LqY2x8BU5vgNDQ3FggULcObMGZw4cQLHjh3DvHnz0Lt3b6ear5ScnIzmzZs7fRe1aNECxcXFyMrKkj9r4eHhTsudPXsWR44cwWOPPVZunWlpaQw+DRyDD9WL5ORkOQhcrjYGOlbWlYOQJUmSv8wdp8s6dOiAZ599Fl5eXrh48SLmzJkDq9XqtNyVQUWj0SAmJgZbtmxBt27d8Ouvv7q8kiQ4OBjBwcHo168f7rvvPjz33HPYuXMn+vTpU6P9urKe4uJi+Pj4OJ0Oc3B1qpAIKPsstm/fHu3bt8fQoUPx/vvvY82aNYiLiwNQ9hlu0aJFueWSk5PRtGnTWqujssevSqVCZGQkIiMjce+992Lbtm149913cd9997n8rqmKy39EOWq67bbbnHqBHBrChRZ0dbyPD113R44cQVJSErp161Zu3i233ILExMQKr8bQaDSw2+1XXX/jxo3lX4kOx48fhyRJlf4lduHCBeTl5eHhhx9Gq1at0LhxY+Tk5FRqWaDsdNehQ4ewadMm2Gw2l/t6uYCAAOh0OpSUlABwvZ+hoaHIzMzExYsX5Wnnz59HQUGBUw/UlSIiImA2m6FSqeSw5fjHgZhUWaGhoSgpKUGHDh3g4eGBb775plybffv2ISUlBb17967WNlwd99U9fh2fCcf3gKt1N27cGCdPnnTqvTpx4gTc3Nzg6+tb4brDw8Nx/vx5BAQElKvpypBEDQ+DD9Upq9UKs9mMrKwsnDlzBuvWrcPrr7+OW2+9FTExMeXa9+jRAyaTCfPnz8fx48eRlpaG3bt34+TJkwCAwMBApKenIzExEbm5ubBYLOXW0bNnT+h0OixatAhJSUk4cuQIli1bhl69elX615i/vz80Gg3i4+ORlpaGffv24csvv6z0foeGhqJ58+ZYuXIloqOjnXqy1qxZg08//RR//vkn0tPTkZCQgMWLF8Nms8ljhVztZ7t27XDLLbfgnXfewZkzZ3D69Gm8++67aN26dbnTbZdr164dmjdvjvnz5+PgwYNIT0/HiRMnsGrVKvz111+V3idShry8PMyaNQvbtm3D2bNnkZ6ejl27duHrr79G586dYTAY8OSTT2Lfvn1YsmSJ3OaXX37BokWL0K9fP9x6661O63Qcy5f/u/yHiUNFx/21jt8FCxZg48aNOHXqFDIyMvDnn3/iww8/REhIiDwWKSAgAKdOnUJ6ejpyc3Nht9vRv39/ZGZm4qOPPkJycjJ+++03rFmzBvfee6/TafAr9e/fH/n5+Xj77bdx+vRppKam4sCBA3jvvfeu+cOM6h9PdVGdOnDgAJ588kmo1Wq4u7ujadOmePzxxxETE+Pyi0Wj0eCll17C8uXLMXfuXNjtdoSGhmLUqFEAgG7dumHPnj2YNWsWCgoK5MtdL6fX6/Hvf/8by5Ytw/Tp050uZ68sLy8vjB07FqtWrcL333+P8PBwPPbYY3j99dcrvY4+ffrgxIkT5U5dtW7dGps2bcK7774r3xwuPDwcL730ktwjVdF+Tp06FR999BFmzJjhdDn71UiShOnTp2PVqlV47733kJubC5PJhFatWsmX5hM5GAwGREVF4dtvv0VaWhpsNhv8/PzkU7JA2RigGTNmYN26dXjllVdQVFQEAHjkkUcwePDgcutcvnx5uWmzZ88uN62i4/5ax2+HDh3w66+/4quvvkJhYSFMJhPatm2LBx54QD6l/Y9//AOLFi3CxIkTUVpaKl/OPn36dKxYsQJTpkyBh4cH+vbti/vvv/+q75Gvry9effVVrFy5EnPmzIHFYkFAQAA6dOhQqfsXUf3inZuJ6sjatWuxe/duvPHGG/VdClGdKi0txfz583Hx4kXMmjWLp1CpQeOpLqJaVlxcjKSkJGzatAmxsbH1XQ5RndPpdJgyZQpiYmJw9OjR+i6H6KrY40NUyxYtWoRff/0VXbp0wXPPPXfVsQJERHR9MfgQERGRYvCnKBERESkGgw8REREpBoMPERERKQaDDxERESkGgw8REREpBu/cTES1IikpCV988QX++usv5OTkwMPDA6GhoejcuTPuueceud26desQGhqKrl271mO1zsaNG4eMjIxrtnN1p3AiurEw+BBRjZ04cQKzZs2Cv78/+vXrB5PJhMzMTJw6dQrfffedU/BZv349br/99gYVfOLi4pyeHfXHH3/g119/RVxcHDw9PeXprp5GTkQ3FgYfIqqxdevWwWg0Yu7cuXB3d3eaV5Wn2ldXcXFxjZ6KfWUIM5vN8k0oAwMDa1oeETUgDD5EVGNpaWlo0qRJudADwOlBqA8++CAAYOvWrdi6dSsAICYmBuPGjQMAJCQkYNWqVThx4gTsdjuioqIwfPhwNG/eXF7Hli1b8N5772HmzJnYuXMndu/eDZvNhmXLlgEo661Zv349EhISIEkSWrVqhUcffRRNmjSp9v6tWbMG69evx5IlS8o9h2rJkiXYtWsX/ve//0Gn02HcuHFo0qQJ7rnnHnz66ae4cOECAgMDMXz4cHTr1s1p2YKCAnzxxRfYs2cPcnJy5IeBDho0iHf8Jqoj/GQRUY0FBATgzJkzSEpKumq78ePHQ6vVolWrVhg/fjzGjx+Pu+66CwBw7tw5vPLKKzh79iwGDRqE+++/H+np6Zg1axZOnTpVbl1Lly7F+fPnMXToUPmJ4Nu2bcN///tfGAwGPPLII7j//vtx/vx5vPLKK0hPT6/2/vXq1Qs2mw07d+50mm61WrF7925069YNOp1Onp6SkoK33noLnTp1wkMPPQS1Wo0333wThw4dktuUlJRg5syZ2L59O3r16oXHH38cLVq0wKpVq1w+zZyIagd7fIioxv7xj3/gP//5D6ZOnYrIyEi0bNkS7dq1Q5s2baDR/P0106tXL3zwwQcIDAxEr169nNbx+eefw2azYfbs2QgKCgJQ1hv0/PPP49NPP8WsWbOc2nt4eOCVV16Re0aKi4uxbNky9O3bF0899ZTczrGO9evXO02viuDgYDRv3hzbt293evDs/v37UVBQUG5fUlJSMGnSJLmHp2/fvpgwYQJWrlyJ9u3bAwA2btyI1NRUvP766wgJCQEA3HXXXfD19cWGDRswcOBA+Pv7V6teIqoYe3yIqMbat2+P1157DZ07d8bZs2exYcMGzJkzB08//TT27dt3zeXtdjsOHTqELl26yKEHAHx8fBAdHY3jx4+jsLDQaZl+/fo5nQ46dOgQCgoKEB0djdzcXPmfSqVCVFQU/vzzzxrtY69evXDq1CmkpqbK07Zv3w4/Pz+0bt3aqa2Pj4/TuCGj0YhevXohISEBZrMZALB79260atUK7u7uTvW2a9cOdrsdx44dq1G9ROQae3yIqFZERkZi8uTJsFqtSExMxN69e/Htt99iwYIFmD9/PkJDQytcNjc3FyUlJWjUqFG5eaGhoRBCIDMzE0ajUZ5+5aDjlJQUAMDs2bNdbsPNza06uyXr3r07PvnkE+zYsQNDhw5FYWEh9u/fj3vvvReSJDm1DQ4OLjfN0auTnp4Ok8mElJQUnD17FqNHj3a5vesxKJxIiRh8iKhWaTQaREZGIjIyEo0aNcJ7772HXbt24YEHHqjV7Vw+pgYAhBAAysYRmUymcu3VanWNtufh4YFbb70V27dvx9ChQ7F7925YLBb07NmzWusTQqB9+/YYNGiQy/muQiAR1RyDDxHVmYiICABAdna2PO3KnhAA8PLygl6vx4ULF8rNS05OhiRJ8PPzu+q2HKfIvL295XE0tS0mJgavv/46Tp8+je3btyM8PNzl1WKpqakQQjjtq6NHytFTFRQUhOLi4jqrlYhc4xgfIqqxI0eOyD0ul/vjjz8AOPde6PV6FBQUOLVTqVRo37499u3b53T1ldlsxo4dO9CyZUun01yudOjQAW5ubli/fj2sVmu5+bm5uVXaJ1c6duwIT09PfP311zh69GiFvT3Z2dnYu3ev/LqwsBDbtm1DWFiY3Bt1xx134OTJkzhw4EC55QsKCmCz2WpcLxGVxx4fIqqxZcuWoaSkBF27dkWjRo1gtVpx8uRJ7Ny5EwEBAejTp4/cNiIiAocPH8bGjRvh4+ODwMBA+X49hw4dwiuvvIK7774barUaP/30E6xWKx599NFr1mA0GvHEE0/gnXfewbRp0xAdHQ0vLy9cvHgR+/fvR4sWLTBq1Kga7adGo0F0dDTi4+OhUqkQHR3tsl1ISAjef/99/PXXX/D29sbmzZthNpsxZswYuc2gQYOwb98+zJs3DzExMYiIiEBJSQmSkpKwe/duLFq0qNw9g4io5hh8iKjGHnvsMezatQt//PGHHFb8/f1x99134/7773e6sWFcXByWLFmCzz//HKWlpYiJiUFUVBSaNGmC2bNn47PPPsNXX30FIQQiIyPxzDPPICoqqlJ19OjRAz4+Pvjqq6+wYcMGWCwW+Pr6olWrVk7hqyZ69eqF+Ph4tGvXDj4+Pi7bhISEYOTIkU43MJwwYQI6duwot9Hr9Zg1axbWrVuH3bt3Y9u2bXBzc0OjRo3w4IMPXrOHi4iqRxKu+qeJiMilxMRETJ06FePHjy93/x4A8p2bX3jhhXqojoiuhWN8iIiq4Oeff4bBYGhQD1klosrjqS4iokrYt28fzp8/j59++gmxsbE1eigqEdUfBh8iokpYtmwZzGYzOnXqJD9slYhuPBzjQ0RERIrBMT5ERESkGAw+REREpBgMPkRERKQYDD5ERESkGAw+REREpBgMPkRERKQYDD5ERESkGAw+REREpBgMPkRERKQY/w/sJubhf7Da8wAAAABJRU5ErkJggg==",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -807,7 +821,7 @@
     }
    ],
    "source": [
-    "# Run time: ~15s\n",
+    "# Run time: ~2m 14.8s\n",
     "\n",
     "# One time Setup\n",
     "dict_store = DictionaryStore()\n",
@@ -864,11 +878,18 @@
     "outputId": "03ccc35c-df96-4d68-9d53-72ac835a9088"
    },
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "|2024-12-04|14:23:52.071| [WARNING] In-memory store. Nothing to commit.\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkYAAAHMCAYAAAAwHmdPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/GU6VOAAAACXBIWXMAAA9hAAAPYQGoP6dpAABV2klEQVR4nO3dd3gU1cIG8He2J9n0DgFCCL0GIwgIoQgE5AoKIldRmihSbIiK9yqgoh9iQSnCRUUpIkgTAYmi9CoiJXRIQkhIJWXTdrNlvj8yGVmygSQkbID39zw8sDNnZs4sO5s355w5I4iiKIKIiIiIoHB2BYiIiIhqCwYjIiIiIgmDEREREZGEwYiIiIhIwmBEREREJGEwIiIiIpIwGBERERFJGIyIiIiIJAxGRERERBIGIyKqFbp37w5BEJxdDaoCQRDQvXt3Z1eDqFowGBE5yZo1azBp0iR07doVHh4eEAQBw4cPv+l2+/btQ//+/eHj4wMXFxe0adMGc+bMgdVqLXebTZs2oXv37vD09IRer0fHjh3x3XffVaq+CQkJEATB7o9KpUJgYCAefvhh/PLLL5XaH9nbtm0bnnjiCdSvXx86nQ7e3t7o0KED3n//feTm5jq7ekT3DJWzK0B0r3r//fdx7Ngx6PV6hISE4MyZMzfd5qeffsLgwYOh0+nwxBNPwMfHBz///DNeeeUV7N27Fz/++GOZbebNm4dJkybB19cXw4cPh0ajwZo1azBy5EicOHECH3/8caXq7enpiZdffhkAYDQacezYMWzZsgVbtmzB559/jhdffLFS+7vXmUwmPPvss1i+fDlcXFzQr18/NGnSBPn5+fjjjz/w9ttvY968efjpp5/QsWNHZ1fXodOnT8PV1dXZ1SCqHiIROcUff/whnjt3TrTZbOL27dtFAOJTTz1Vbvnc3FzR399f1Gg04p9//ikvLyoqEjt16iQCEFeuXGm3TXx8vKjVakUfHx8xPj5eXp6VlSU2atRIBCDu27evQvWNj48XAYgNGjQos+6bb74RAYhubm5iQUFBhfZ3vaioKPFe/EoaNWqUCEBs3769mJiYaLfOZrOJc+fOFRUKhejl5SXGxcU5qZZE9w52pRE5SY8ePdC4ceMKj6tZs2YNMjIyMGzYMERGRsrLdTod3n//fQDAl19+abfNN998A5PJhIkTJyI0NFRe7u3tjbfeegsAsHDhwls8E2DkyJFwc3NDQUEBTp48KS///fffER0dDR8fH2i1WjRp0gRvvvlmhbqGYmJiIAgCRo0a5XC9yWSCn58f/Pz8YDKZ5OW5ubl4+eWXERISAp1Oh2bNmuHTTz9FXFwcBEHAyJEjy+wrJSUFEyZMQGhoKDQaDfz9/fHYY4/hr7/+KlP222+/hSAI+Pbbb7F9+3Z0794d7u7u8PDwwMMPP4zTp09X4B0rsWfPHixZsgTe3t7YtGkT6tWrZ7deEARMnDgRU6ZMQU5ODl555RW79SNHjoQgCEhISCiz7x07dkAQBEyfPr3MuqysLEydOhXNmzeHi4sLPD090atXL/z66683PN+tW7fKXbLXfm7LG2NksViwYMECPPDAA/Dw8ICrqysiIiIwb9482Gy2MuU3btyIXr16ITg4GFqtFnXq1EFUVBQWLFhQzjtIVP0YjIjuEH/88QcAIDo6usy6bt26wdXVFfv27bMLCTfapl+/fnZlbpUoigAg/8BctGgRevfujb1792LQoEF45ZVX4OPjg1mzZqFz587Iycm54f769OmDRo0aYfXq1Q6D1Nq1a3H16lWMHDkSWq0WQEnXXs+ePfH5558jICAAL730Erp3746ZM2di8uTJDo8THx+PyMhILFiwAI0aNcLkyZPRt29fbN68GZ07d8amTZscbrdp0yb06dMHHh4eGDduHLp27YotW7YgKioKmZmZFXrPFi9eDAAYO3YsgoODyy33xhtvQKvVYuPGjbhy5UqF9l2eS5cu4b777sP//d//wd/fH+PGjcMTTzyB06dPIzo6Wq7T9dasWYMBAwbA3d1d3uZGzGYzBgwYgAkTJiAnJwdPPvkknnvuOdhsNkyaNAkjRoywK/+///0PAwcOxKlTp/Cvf/0LkydPRv/+/VFUVIQlS5bc0jkTVYqzm6yISKxQV1pkZKQIQDx8+LDD9S1bthQBiKdOnZKX+fn5iQDEzMxMh9u4ubmJACrU/XWjrrSvv/5a7korLCwUExISRI1GI7q7u4unT5+2K/vCCy+IAMSxY8faLXfUlTZ79mwRgDh37twyxywtf/bsWXnZu+++KwIQhw0bJtpsNnl5YmKi/F6MGDHCbj99+vQRAYjvv/++3fK9e/eKSqVS9PHxEfPy8uTlS5YsEQGISqVS3LZtm902b775pghAnDVrVpn6OhIWFiYCEH/99deblu3cubMIQFy1apW8bMSIESIAu27SUqWfqWnTptktj4qKEgVBKNPtmp2dLbZt21bU6XRiamqqvLz0fAVBEH/55ReHdQMgRkVF2S2bNm2aCECcOHGiaLFY5OUWi0UcPXq0CEDcsGGDvLx9+/aiRqMR09LSyuw/IyPD4XGJagJbjIjuEKWtJp6eng7Xly6/tiWmottU5q6nnJwcTJ8+HdOnT8ebb76J/v37Y8yYMQCADz74AC4uLli+fDmKi4sxceJENGvWzG77mTNnwt3dHcuWLbNr3XJk1KhR0Ol0WLRokd3ys2fPYufOnejRoweaNGkiL//uu++gUCjw4Ycf2nX11KtXTx4wfq2kpCT8+uuvqF+/Pl5//XW7dZ07d8a///1vZGVlYd26dWW2HTZsGHr16mW37LnnngMAHDp06IbnVSolJUWu382UlklKSqrQvh05duwYdu7cicGDB2PYsGF267y8vDBjxgwYjUasXbu2zLYDBw502PLoiM1mw9y5cxEUFITPPvsMSqVSXqdUKvHJJ59AEASsWLHCbjuVSgW1Wl1mf35+fhU6LlF14F1pRFQpubm5mDFjBoCSH3I+Pj7o168fJk6ciP79+wMAjhw5AgDo2bNnme29vb0RERGBXbt24cyZM2jbtm25x/L19cXQoUOxdOlS7Nu3D507dwZQ0u0CAOPGjZPLGgwGXLx4EfXq1bMbT1XqwQcfLLPs77//BgB07drV4Q/knj17Yvny5fj777/xzDPP2K27dpxXqdLwkp2dXe453Sqj0Vjlbffv3w+g5P/Q0dijjIwMAHA4TqpDhw4VPs65c+eQlZWFxo0by+Pfrufi4mJ3nKeeegqTJ09GixYtMGzYMERFRaFLly7w9/ev8HGJqgODEdEd4matO6XLvby87LbJzMxEbm4ufH19y92mvBYlRxo0aOBwsK+j/ZY3bqZ0+c3GGQHA+PHjsXTpUixatAidO3eGyWTCd999h4CAADz66KNyOYPBAAAIDAx0uB9Hy2+lnte+z6VUqpKv1BvNKXWtoKAgxMfH4/Lly2Va1q53+fJlALiloHD16lUAwG+//Ybffvut3HL5+fkO61rZ45w/f14O0Tc7zquvvgo/Pz8sWLAAX3zxBebMmQNBEBAVFYXZs2c7DKJENYFdaUR3iKZNmwIo+W38ehaLBfHx8VCpVAgLC6vQNikpKSgoKEBISEi1z0FTGrRSU1Mdri/tQqpIIOvYsSMiIiKwevVqZGdny4OuR40aZdfK4+HhAQBIS0tzuB9Hy6uznlVR2oq1bdu2G5bLzs6W75C777775OUKRclXuMViKbONozBXeh6ff/45RFEs94+jwc6VmZW89DiPPvroDY8THx9vt90zzzyDAwcO4OrVq9i8eTPGjBmDXbt2oW/fvnJrFlFNYzAiukOUdktt3bq1zLpdu3ahsLAQnTt3lu/Qutk2pTNVO+ruulUREREASm4Zv15OTg6OHj0KnU6H5s2bV2h/48ePh9FoxNKlS/G///0PgiDI43lKeXh4ICwsDMnJyQ5btPbs2VNuPffs2eMwXGzfvh0A0L59+wrVs7JKz+Grr74qN9ABwMcffwyTyYSmTZva1cXb2xvAP61J1zp8+HCZZQ888AAAYPfu3bdU75tp1qwZvLy8cODAAZjN5kpv7+Xlhf79+2Px4sUYOXIksrKysGvXrhqoKVFZDEZEd4ghQ4bAz88PP/zwg90PPaPRiP/+978AgBdeeMFum1GjRkGr1WLevHl2YSE7OxsffPABAPtxOtVl+PDhUKvVmDt3Li5cuGC37u2334bBYMDw4cPtQtyNPPnkk/D09MRHH32EnTt3onfv3nYtY6WeeeYZ2Gw2TJ06VZ4+ACgJDnPmzClTPiQkBL1790ZCQkKZ9QcPHsT3338Pb29vuy676vTggw/KP/gHDBjgcGD1woULMWvWLCiVSnz++ed260rH/Vx/i/2JEyfKlAVKxkV17doV69atwzfffOOwTidOnEB6enpVTwlASZfipEmTkJKSghdffBFFRUVlyqSkpODUqVPy6+3bt9v9n5UqrQtn1qbbhWOMiJxkw4YN2LBhA4B/unL2798vT0Do5+dn97gODw8PLF68GEOGDEH37t0xbNgw+Pj4YOPGjTh79iyGDBlSZm6Zhg0bYvbs2XjxxRcRGRmJJ554Qn4kSFJSEiZPnoxOnTpV+7mFhoZizpw5mDBhAtq3b4+hQ4fC398fO3fuxP79+9GsWTPMmjWrwvtzdXXFiBEj8MUXXwAAnn/+eYflXn/9dWzYsAE//PADzp49iz59+iA3NxerV69Gt27dsGHDBrn7qdTChQvRpUsXTJkyBb/++isiIyNx+fJl/Pjjj1AoFFiyZAnc3d2r/mbcxMKFC2E2m7FixQo0bdoU/fr1Q+PGjVFQUIDt27cjNjYWCoUCX3zxBfr27Wu37cCBA9G4cWOsXLkSSUlJ6NixIxITE/HTTz9h4MCBWL16dZnjff/99+jZsyfGjBmDL774Ah07doSXlxeSkpJw/PhxxMbGYv/+/QgICLil83r77bdx7NgxLFy4ED///DN69uyJunXrIj09HefPn8fevXsxc+ZMtGjRAkBJt5ter8cDDzyA0NBQiKKI3bt3488//8R9992Hhx566JbqQ1Rht32CACISRfGfeV7K++NoviBRFMU9e/aI/fr1E728vESdTie2atVK/PTTT+3mirnexo0bxW7duol6vV50dXUVIyMjxW+//bZS9b3RPEbliYmJEXv37i16eXmJGo1GbNSokThlyhQxOzu7TNmbPRLk6NGjIgAxODhYNJvN5ZbLzs4WJ02aJAYHB4sajUZs2rSp+PHHH4sHDx4UAYgvvfRSmW2SkpLEcePGifXr1xfVarXo6+srDhw4UDx06FCZsqXz+ixZssTh8eFgTp+K+PXXX8XHH39crFu3rqhWq+XPQbNmzcqdu0oUS+ZoGjp0qOjt7S3qdDoxMjJSXLt2bbnzGImiKBoMBnHmzJli+/btRTc3N1Gn04mhoaFi//79xUWLFon5+fkVPt8bnbPNZhOXLl0q9uzZU/T29hbVarVYp04dsUuXLuLMmTPtHoHy5ZdfioMGDRIbNmwouri4iN7e3mK7du3EWbNmiQaDoULvIVF1EETRQdslEVEt8+2332LUqFH473//i/fee6/S2y9evBjPPfccFi5cWG6LU21y5coVdOjQAbm5ufjtt9/k8UFEVLMYjIio1rNYLGjfvj1Onz6N+Ph4hISElFv2ypUrqFOnjt2yxMREPPjgg0hJScGlS5fKrK+tjh49iq5du0KlUuGPP/6QB4sTUc3hGCMiqrX27NmDnTt3YseOHThx4gQmTpx4w1AEAIMHD4bZbMZ9990HLy8vJCQkYNOmTSgsLMSHH354x4QiAGjXrh02bdqE7du3Y9++fWjXrl2lbpsnospjixER1VrTp0/HjBkz4OPjg8GDB+Pzzz+Hi4vLDbdZsGABli1bhvPnzyM3Nxd6vR4RERGYOHEiHnvssdtUcyK6UzEYEREREUk4jxERERGRhMGIiIiISMJgRERERCRhMCIiIiKS8Hb9KsjOznb4wEkif39/PgWcyIl4DZIjKpVKfujyTcvWcF3uShaLpUpPjKa7W+n8MhaLxeHDMImoZvEapOrAYETkBEqlEjqdDmq1GirVP5dhUVERCgoK5DKurq7QaDRQqVQQBAE2mw0WiwUFBQUwmUw3PIZKpYKbmxs0Go384FSr1Qqj0YiCggKoVCq4u7uXeajqtSwWC/Ly8mC1WiEIAlxcXODq6gqlUgkAsNlsKC4uRn5+PlQqFfR6fbkTEBYXF8NgMFTqfSIiut0YjIhuM5VKBX9/f8BcjOK48zBfjoco2qB094Rnp+4wGo2w2Wzw9/eHmG+A6a99MF66CFtBHpTevtA2bwvfFm1RWFiInJwch8fQ6XTw9vaGNTMNRX/shDUzHYJGA1XdBtB36g5XV9eS36hTk2E6fazcurrc/yBsbm4oLCyEr68vFACMh/ei6GwsRJsNqsA60N3XCVpff4iiCDHhPIrjz5fZj6BQQv/QAJhMppsGOiIiZ2IwIrrNNBoNYDEj6fEo4JqxaupGTeHSqTsUCoX8J/W/E2C+eLbMPly69obvGx/AaDTCaDSWWe/p6YmiPb/j6kf/AWxWu3VKX38EzlkGlY8f8mOPIHveB+XWVT37K6jCmsHX1xfWuLNI++ANWNNT7Mq49R8M7/FvwmazIW/vH8j78dsy+xG0Wrg9NEBunVIoFGVassxmM2w2W/lvHBHRbcBgROQkmvAW0DRpAVPsEZjjzjksI6i1cOv3GFw6dAUgIHfFIpgvnEbR7t9g6vcYXJu2LhOMNBoNlEolDCsXAzYr1A0awfc/H8GSkoTMGa/AejUD+b+shedTz0PdsAncBz9tt33Rn3thSYyDoNFCVbcBlDodbIX5yHj3VdiyMqFp0gIeTz4HpW8AzJcuAlb74AUA6vDm0LWN/GeBsuSrRhRFeHp6wtXVFYIgQLRaAAgQpK65oqIiZGdnV/1NJSK6RQxGRLeZ2WwGVGoEfvINACDz/6aWCUZWKWz4v/sFFG56GI1GqNVqeLu6If2NsSX7uXQRuhbtyj2OKN0goGneBuq6DaCqUx8KVz1s+QaIUkuVMrwZPJq0AFAycFU0GVHw60YAgOtD/4LCwws2mw1FB3bBlpUJQecCv+mfQ+lZcneHJqwJgJJAo9Fo5GNrW0XA499jIajUENRqACXjkdRqNVxUSuQs/hSFu36FLfsqIAhQ+gXCtVtveI1+CQaDQT5/IqLbjcGI6DYzm81IT0+HUqmEn5+fwzI2mw3Z2dlQqVQoTEuDIAjw9fWFJTNNLqMJa+owQJjNZoiiCPfHRyD78/dQuDMGSh8/WNKuwJZvgMLLB/o+A8u0zgQGBqJw28+w5eUCggD3QU+iuLgYWq0WRQd3AQAUXj7ImvMuis+dhMJVD5cHe8Fj6CgIgv0A7vyfVyF/w/eAQglt6/bwGDoK2rb3w93dHXk/rUT+Tyuh0HvArfe/INpEmOPOwXTmRHW8vUREt4TBiMgJrFbrTcfTFBUVASjpGvPx8YHl0kXkLPoYAODavR80Lds57HYSRRGCIMC1W1+YTvyFwj+2wPD94pKVKjW8Rr8IVXAIivLy5G1cXV2hAJC3fgUAwKVTd6jr1kd2dja0Wi2sGakl9U5Nhi03G6q6DWC+eAZ5q5fAkhgHv7c/kfcluLhB3TAcsFhQfP4UTMf+RMbJvxE0dyXU9RvCciWx5LxatIXnqJeg9PQq2bchBwA4zoiInIozXxPVYjqdDr6+vig+fhjprz8LmyEHLg8+BJ+X30FhYSGMRiMEQYBGo4FWq5X/FkURVz94HYV/bIE6NBx+M76A98vvAACyPp2O/F9/gqurq3wcvV6Pov3bYU1NBgC4D34GJpPpn/m6pDFAAOD//nwEfb4MHk8+BwAoOrATFmlAtr7/ENRduQ2Bs79G4Gffwf+9eSUbWSwo+PWnknNq3wkAYDy0G1eefAjJw/si873JsCTGA8ANpw8gIqpp/AYicgKNRgM3NzeH61xcXKDVauHm5gYfHx8Ubv8FGdNehFhYAP2/noDv6zMhqNWw2WxQqVQICAiAn58ffH195b9tudkw/rUPAOA+6Cm4RHaGvvcj0LXrAAAo/H0zlEqlPJ+SUqlE3tplJXVr2Q7aZq2Rn58Pq9UKURShDg3/p+7hze3+BgCr1MWnCgiCoFbDYDCUdMO16wCoS8YeWdJKQpdLx27w/3Ah3PoPgaZpK4hFhSg6sBMZ70yENSfLLrAREd1u7Eojus1UKhX8/PxgK8iHrSAfsEitMjYbbAX5cBUAN29vCAoFDGuXIvebLwCUDIZ26zsI5sslLSuuHl5wDwgAAKS/+RwsqVfg2qMfvEZMABQKQBAAUYRZ6roSrRZY0q6UVkKuj5ubG4pPHkXxuZMAAI9Hh8NsNsvzDRUXF8MlsgsKtqwFAJgTLkAT3gzmhAsAAEGjhbpeGAAgd9mXcO01AB516kEURRRu2wSYiwEA6oYlA7XNVy5D06QVdG1K7lqzpF1ByuhHIJpMMCclQBnWrJrfcSKiimMwIrrN1NJdWslP9ZFDAwCY488jeWh3AEDwt5ug8g9CwbZN8vrCbT+jcNvP8mv3x0fCa+REAID1aiasGamw5ZfMLK308IJL554o2vs78lYvgenEX7DlZsNy5TIAQB/9GCwWC5RKJbRaLTLWLgUAqEIaQNexG3Jyc+XjFBUVwTOyC7St2sMUewQZ/xkPdWg4TKdKJoZ0e3gIFO4eAID8zWtg+OFrKH39IdpsJXedoWTQtr7fYyXn8ccW5K1bCnVYUyjcPWFJSgBQMjZJ0yAcBbwjjYiciMGI6DYrfYaTrnV7+bb56wlS95OmSUsovXwcllEF1ZX/rWnWCkq/AKjr1IcoijAajfB5dTryGzdH4d4/YElNhqDRQRvREe4PPw6XTt2RnZ0NnU4HqyEHoskIbZtI6Ps9BpsoygO/AaCwsBAuLi7wmz4H+Zt/RMFvP8OceBGaZq3g1vNhuPUdhOLiYmg0GniOGI+iA7tK5jcymaCq1xC6+zrBfeCTgHTrv7ZlOxRfPAPL5XhYki5BcNPDpVMPuA95BnDToyA9vZreaSKiyhNEPmmv0jIyMvgQWSpDEAQEBwcjJSXlhg+wVCgU8Pf3l5835ojNZqvQIOT8/HxotVq5FQoACgoKYDAYoNfr4ebmVmY/ZrMZeXl5MBqN8qNDSp9vJooicnJy7IJR6bk52p/VakV+fj4KCgqg1+vh6upq9+y30n0ajUbk5uaWhCdPT4fnXlxcjNzcXF5bVGUVvQbp3qNWq0sexVQBDEZVwGB0b0tLS0N6Oa0a/v7+yMjIcLguICAAgYGB8uubBSNRFG9YRhRF+db20nLXLiulUqmgVCohiiKsVmuZuY8EQZDDTulxyyMIAtRqNRQKhfwYj+splUq7h96Wzqt0fRmlUgmFQgGbzeawXkSVxWBE5alMMGJXGlElLVy4EP/73/8qvd1zzz2HadOmya8rEgQqGhZuVM5iscBSTpcdADkwVYQoiiguLr5hmYqEHAYhIqqtGIzuEdaxjzi7CncN8dTlqm336wZYk/6q5trcm5SLNzq7CkR0l2IwIqqk58KCMKiub6W3C9Cqb16IiIicisGIqJICdWoE6hhyiIjuRpz5moiIiEjCYEREREQkYTAiIiIikjAYEREREUkYjIiIiIgkDEZEREREEgYjIiIiIgmDEREREZGEwYiIiIhIck/OfD179mycOnUKrVq1wuTJk51dHSIiIqol7skWo/79+2PChAnOrgYRERHVMvdkMGrZsiVcXFycXQ0iIiKqZe64rrRTp05h48aNiI+PR3Z2Nl577TV06NDBrszWrVvx888/IycnBw0aNMDo0aMRHh7upBoTERHRneKOazEymUwIDQ3FmDFjHK7ft28fli5diiFDhmDWrFlo0KABZs6cidzc3NtcUyIiIrrT3HEtRhEREYiIiCh3/aZNm9CrVy/06NEDADB27FgcOXIE27dvx6BBgyp1LLPZDLPZLL8WBEHughMEofKVJ6JqweuPHCn9XPDzQbfijgtGN2KxWBAXF2cXgBQKBVq3bo1z585Ven/r16/HmjVr5NcNGzbErFmz4O/vXx3Vva0uO7sCRNUoODjY2VWgWiwoKMjZVaA72F0VjAwGA2w2G7y8vOyWe3l54cqVK/Lr9957DwkJCTCZTBg3bhxeffVVNGnSpMz+Hn30UQwYMEB+XfpbSEZGBiwWS82cBBHdVEpKirOrQLWQIAgICgpCamoqRFF0dnWoFlGpVBVu1LirglFFvf322xUqp1aroVarHa7jRUfkPLz+6EZEUeRnhKrsjht8fSMeHh5QKBTIycmxW56Tk1OmFYmIiIjoendVMFKpVAgLC0NsbKy8zGazITY21mFXGREREdG17riuNKPRiNTUVPl1eno6EhISoNfr4efnhwEDBmD+/PkICwtDeHg4tmzZApPJhO7duzuv0kRERHRHuOOC0cWLFzFjxgz59dKlSwEAUVFRmDBhAjp37gyDwYDVq1cjJycHoaGheOutt9iVRkRERDcliByhdlNbt25FTEwMQkJCMHnyZGRkZNjNb3QnsI59xNlVIKo2ysUbnV0FqoUEQUBwcDBSUlI4+JrsqNVq3pVWnaKjoxEdHe3sahAREVENu6sGXxMRERHdCgYjIiIiIgmDEREREZGEwYiIiIhIwmBEREREJGEwIiIiIpLwdv0KuH4eIyIiIro7MRhVAOcxIiIiujewK42IiIhIwmBEREREJGEwIiIiIpIwGBERERFJGIyIiIiIJAxGRERERBIGIyIiIiIJgxERERGRhBM8VgBnviYiIro3MBhVAGe+JiIiujewK42IiIhIwmBEREREJGEwIiIiIpIwGBERERFJGIyIiIiIJAxGRERERBIGIyIiIiIJgxERERGRhMGIiIiISMKZryuAjwQhIiK6NzAYVQAfCUJERHRvYFcaERERkYTBiIiIiEjCYEREREQkYTAiIiIikjAYEREREUkYjIiIiIgkDEZEREREEgYjIiIiIgmDEREREZGEwYiIiIhIwkeCVACflUZERHRvYDCqAD4rjYiI6N7ArjQiIiIiCYMRERERkYTBiIiIiEjCYEREREQkYTAiIiIikjAYEREREUkYjIiIiIgkDEZEREREEgYjIiIiIgmDEREREZGEwYiIiIhIwmBEREREJGEwIiIiIpIwGBERERFJVM6uwJ1g69atiImJQUhICCZPnuzs6hAREVENYTCqgOjoaERHRzu7GkRERFTD2JVGREREJGEwIiIiIpIwGBERERFJGIyIiIiIJAxGRERERBIGIyIiIiIJgxERERGRhMGIiIiISMJgRERERCRhMCIiIiKSMBgRERERSRiMiIiIiCQMRkREREQSBiMiIiIiCYMRERERkYTBiIiIiEjCYEREREQkYTAiIiIikqicXYE7wdatWxETE4OQkBBMnjzZ2dUhIiKiGsJgVAHR0dGIjo52djWIiIiohrErjYiIiEjCYEREREQkYTAiIiIikjAYEREREUkYjIiIiIgkDEZEREREEgYjIiIiIgmDEREREZGEwYiIiIhIwmBEREREJGEwIiIiIpIwGBERERFJGIyIiIiIJAxGRERERBIGIyIiIiIJgxERERGRhMGIiIiISMJgRERERCRhMCIiIiKSMBgRERERSRiMiIiIiCQMRkREREQSBiMiIiIiCYMRERERkYTBiIiIiEjCYEREREQkYTAiIiIikqicXYE7wdatWxETE4OQkBBMnjzZ2dUhIiKiGsJgVAHR0dGIjo52djWIiIiohrErjYiIiEjCYEREREQkqXJXmtFoRHJyMvLy8gAAHh4eCA4OhouLS7VVjoiIiOh2qlQwSk9Px44dO3D48GFcvnwZNpvNbr1CoUBISAjuv/9+REVFITAwsForS0RERFSTKhSMkpKSsGrVKhw6dAhubm5o0aIFHnjgAQQGBsLNzQ0AkJ+fj/T0dMTFxSEmJgZr165Fhw4d8MQTTyAkJKRGT4KIiIioOlQoGE2ZMgURERGYOnUqWrduDaVSecPyVqsVJ06cwK+//oopU6Zg5cqV1VJZIiIioppUoWA0e/bsSrX6KJVKtGvXDu3atUNycnKVK0dERER0O1XorrRb6QqrW7dulbclIiIiup2qbYJHURRx8uRJmM1mNGvWjHenERER0R2nSsFo5cqVOHfuHKZNmwagJBS9//77iI2NBQD4+fnh7bffRlBQUPXVlIiIiKiGVWmCx4MHD6JRo0by6wMHDiA2NhbDhg3DG2+8AZvNhh9//LHaKklERER0O1SpxSgrK8uuNejgwYMICQnBo48+CgDo3bs3fvvtt+qpIREREdFtUqUWI6VSCYvFAqCkGy02NhZt27aV13t5ecFgMFRPDYmIiIhukyoFo3r16mH37t3Iz8/H9u3bkZeXh/bt28vrMzIy4OHhUW2VJCIiIrodqtSVNmTIEMyaNQtjxowBADRr1gytWrWS1x85csRuDBIRERHRnaBKwahNmzaYNWsWjh8/DldXV3Tu3Flel5+fj+bNm+P++++vtkoSERER3Q5VnscoJCTE4cSPer0eI0eOvJU6ERERETlFhcYYmUymKh/gVrYlIiIiup0qFIxeeOEFrFmzBtnZ2RXecVZWFlatWoXx48dXuXJEREREt1OFutKeffZZ/Pjjj1izZg2aNm2K1q1bIywsDAEBAXBzc4MoiigoKEB6ejouXryIEydO4Pz58wgODpYHaBMRERHVdhUKRp07d8YDDzyAw4cPY8eOHVi/fr08j1GZHapUaNOmDV599VVERkZCoajSjABEREREt12FB18rFAp06NABHTp0gNlsRlxcHJKTk5Gfnw+gZNB13bp1ERYWBrVaXWMVJiIiIqopVborTa1Wo2nTpmjatGl114eIiIjIadjPRURERCRhMCIiIiKSMBgRERERSRiMiIiIiCQMRkREREQSBiMiIiIiSZUfIpuZmYl169bh5MmTMBgMmDJlClq0aAGDwYA1a9agR48eaNiwYXXWlYiIiKhGVanFKCkpCa+//jr279+PgIAAFBYWwmazAQA8PDxw9uxZbN26tVorSkRERFTTqhSMli9fDjc3N3z++eeYNGlSmfURERE4c+bMLVeOiIiI6HaqUjA6ffo0evfuDQ8PDwiCUGa9n58fsrKybrlyRERERLdTlYKRzWaDVqstd73BYIBKVeXhS0REREROUaVgFBYWhiNHjjhcZ7VasW/fPjRp0uSWKkZERER0u1UpGA0aNAhHjx7F4sWLcfnyZQBATk4Ojh8/jvfffx/JyckYOHBgtVaUiIiIqKYJoiiKVdlw165dWLJkCQoLC+2Wu7i44Nlnn8WDDz5YLRWsjTIyMmA2m51djUqxjn3E2VUgqjbKxRudXQWqhQRBQHBwMFJSUlDFH210l1Kr1fD3969Q2SoPBOrWrRs6dOiA48ePIzU1FTabDUFBQWjbti1cXFyqulsiIiIip7mlEdI6nQ4dOnSorroQEREROdUtBSOLxYKsrCwUFBQ4bLYMCwu7ld0TERER3VZVCkYFBQVYtmwZdu/eDYvFUm65VatWVbliRERERLdblYLR/Pnz8ddff6FLly4IDw+Hq6trdderxvz1119YunQpRFHEwIED0atXL2dXiYiIiGqJKgWj48ePo1+/fhg5cmQ1V6dmWa1WLF26FNOmTYOrqyveeOMNdOjQAe7u7s6uGhEREdUCVZrHyN3dHUFBQdVdlxp34cIFhISEwMfHBzqdDhERETh27Jizq0VERES1RJVajHr16oV9+/ahT58+UCiqlK2q5NSpU9i4cSPi4+ORnZ2N1157rcxdcVu3bsXPP/+MnJwcNGjQAKNHj0Z4eDgAIDs7Gz4+PnJZHx8fPtONiIiIZFUKRkOGDIHFYsHUqVPRtWtX+Pr6OgxIHTt2vOUKXstkMiE0NBQ9e/bExx9/XGb9vn37sHTpUowdOxaNGzfG5s2bMXPmTMyZMweenp7VWhciIiK6+1QpGGVlZSE2NhYJCQlISEgot1x135UWERGBiIiIctdv2rQJvXr1Qo8ePQAAY8eOxZEjR7B9+3YMGjQI3t7edi1EWVlZcmuSI2az2W6Ga0EQ5MkrBUG41dMhoiri9UeOlH4u+PmgW1GlYPTll18iPj4egwYNQuPGjWvFXWkWiwVxcXEYNGiQvEyhUKB169Y4d+4cACA8PByXL19GVlYWXF1d8ffff2Pw4MHl7nP9+vVYs2aN/Lphw4aYNWtWhacVr00uO7sCRNUoODjY2VWgWuxOHANLtUeVgtGZM2cwcOBADB06tLrrU2UGgwE2mw1eXl52y728vHDlyhUAgFKpxDPPPIMZM2bAZrNh4MCBN7wj7dFHH8WAAQPk16W/hWRkZNxw/iYiqlkpKSnOrgLVQoIgICgoCKmpqXxWGtlRqVQ1+6w0Ly8v6PX6qmzqdJGRkYiMjKxQWbVaDbVa7XAdLzoi5+H1RzciiiI/I1RlVbqlbMCAAfj9999hNBqruz5V5uHhAYVCgZycHLvlOTk5ZVqRiIiIiBypUouR2WyGSqXCpEmT0KlTJ/j5+Tm8K+3abqiaplKpEBYWhtjYWPkWfpvNhtjYWERHR9+2ehAREdGdq0rBaNmyZfK/Y2Jiyi1X3cHIaDQiNTVVfp2eno6EhATo9Xr4+flhwIABmD9/PsLCwhAeHo4tW7bAZDKhe/fu1VoPIiIiujtVKRjNmzevuutRIRcvXsSMGTPk10uXLgUAREVFYcKECejcuTMMBgNWr16NnJwchIaG4q233mJXGhEREVWIIHKE2k1t3boVMTExCAkJweTJk5GRkWE3v9GdwDr2EWdXgajaKBdvdHYVqBYSBAHBwcFISUnh4Guyo1ara/autHtNdHQ0xykRERHdAyoUjCZMmACFQoHPPvsMKpUKEyZMuOnMooIgYO7cudVSSSIiIqLboULBqEWLFhAEQb7zrPQ1ERER0d2kwi1Gp06dQn5+Pjw8PDBhwoSarhcRERHRbVfhCR5nzJiB48eP12RdiIiIiJyqSjNfExEREd2NGIyIiIiIJAxGRERERJJKzWM0d+7cCt+CLwgCfvjhhypVqra5foJHIiIiujtVKhi1adMGwcHBNVWXWosTPBIREd0bKhWMoqKi8OCDD9ZUXYiIiIicimOMiIiIiCQMRkREREQSBiMiIiIiSYXHGK1ataom60FERETkdGwxIiIiIpIwGBERERFJKnW7/r2KEzwSERHdGxiMKoATPBIREd0b2JVGREREJGEwIiIiIpIwGBERERFJGIyIiIiIJAxGRERERBIGIyIiIiIJgxERERGRhMGIiIiISMJgRERERCThzNcVwEeCEBER3RsYjCqAjwQhIiK6N7ArjYiIiEjCYEREREQkYTAiIiIikjAYEREREUkYjIiIiIgkDEZEREREEgYjIiIiIgmDEREREZGEwYiIiIhIwpmva5Hi4uJy1ykUCqhUqgqVFQQBarXarqzVZnNcFgLUCkF+bbaJECHe1rIAoFEoqlTWYhNhq6ayakGAIAg1WtYqirCK1VNWJQhQ1KKyNlGE5QZllYIAZTWVVV7z+VcqlVAqlSVlbTZYLJby93tNWVEUYTabq6XstddnTZUFavY7oqJlzWYzxHL+72qqLABoNJqblhUEocy5WCwW2Mr5/rt+vzcrq1ar/7nua6is1WqF1WqtlrIqlQoK6TuwNpStzPXpTAxGtcjcuXPLXdewYUM89thj8usvv/yy3A9YSEgInnjiCfn1V199hYILqQ7LBurUeKq+v/z6u0vpMJgdf8h9NSqMCA2QX3+fmIGrxY7r4KFW4tmGgfLr1UmZSDM6/gHgolTghUZB8usNV67icqHjL2q1QsCk8GD59c8pWYgvMDksCwCvNqkj//uXtGyczzOWW3ZieBA00hfO7+m5OGkoLLfsuLBAuKpKLuCdmQYcyykot+yYhgHwVJdcansz83A4O7/css808IeftuSHxaGsfOy/mldu2Sfr+yFIV/KlfiS7ALszDeWWfTzEF/VctQCAE7mF+CM9t9yyg+r4IEyvAwCcyStCTGpOuWUfDvZGU3cXAMD5fCM2p2SXW7ZvkBdaergCABIKTNhwJavcsj0DPNHOyw0AkFxUjB+TrtqtV1xzrXTr1g33338/ACAtLQ3ff/99ufvt1KkTOnfuDAC4evUqvvvuu3LLRkZGIioqCgBgMBjw1VdflVu2bdu2eOihhwAARUVF+PLLL8st27JlS/kRQ2az+YbXfePGjfHII4/Ir2vyO6KoqMhh2cDAQAwfPlx+/e2338JgcPxZ8/X1xciRI+XXK1aswNWrVx2W9fDwwNixY+XXq1atQlpamsOyLi4uGD9+vPx63bp1SEpKcljWx8cHo0ePll9v3LgR8fHxDssCsHv+5ZYtW3D+/Plyy06aNEkOUtu2bcPJkyfLLfvCCy/A1bXk875jxw4cO3as3LLPPvssPD09AQB79uzB4cOHyy07YsQI+Pn5AQAOHjyI/fv3l1v2ySefRHBwyfflkSNHsGvXrnLLDh06FPXq1QMAHD9+HH/88Ue5ZQcNGoRGjRoBAE6fPo2YmJhyyw4YMABNmzYFAJw/fx6bNm0qt2zfvn3RqlWrctffLgxGFcCHyBIREd0bBPFGbZfkUEZGxg2bv6uqRrvSXnjMcVl2pcnYlXZrZW9rV9qX6/75N7vSKl32bu5KCw4OxtWrV+X17EpjVxpQ8r75+/vfvCDYYlSrXHuBVndZq6Ji4+xLwoxw03K1pazqDit77Q/8u62sQhDkrsiaLqss5/OvUCgqfG0IgnBHlQVq9juioq4NM7WtrKP389qweDO1oWxlwsGdVrYy16cz8a40IiIiIgmDEREREZGEwYiIiIhIwmBEREREJGEwIiIiIpIwGBERERFJGIyIiIiIJAxGRERERBIGIyIiIiIJgxERERGRhMGIiIiISMJgRERERCThQ2QrYOvWrYiJiUFISAgmT57s7OoQERFRDWEwqoDo6GhER0c7uxpERERUw9iVRkRERCRhMCIiIiKSMBgRERERSRiMiIiIiCQMRkREREQSBiMiIiIiCYMRERERkYTBiIiIiEjCYEREREQkYTAiIiIikjAYEREREUkYjIiIiIgkDEZEREREEgYjIiIiIgmDEREREZGEwYiIiIhIwmBEREREJGEwIiIiIpIwGBERERFJVM6uwJ1g69atiImJQUhICCZPnuzs6hAREVENYTCqgOjoaERHRzu7GkRERFTD2JVGREREJGEwIiIiIpIwGBERERFJGIyIiIiIJAxGRERERBIGIyIiIiIJgxERERGRhMGIiIiISMJgRERERCRhMCIiIiKSMBgRERERSRiMiIiIiCQMRkREREQSBiMiIiIiCYMRERERkYTBiIiIiEjCYEREREQkYTAiIiIikjAYEREREUkYjIiIiIgkDEZEREREEgYjIiIiIgmDEREREZGEwYiIiIhIwmBEREREJGEwIiIiIpKonF2BO8HWrVsRExODkJAQTJ482dnVISIiohrCYFQB0dHRiI6OdnY1iIiIqIaxK42IiIhIwmBEREREJGEwIiIiIpIwGBERERFJGIyIiIiIJAxGRERERBIGIyIiIiIJgxERERGRhMGIiIiISMJgRERERCRhMCIiIiKSMBgRERERSRiMiIiIiCQMRkREREQSBiMiIiIiCYMRERERkYTBiIiIiEjCYEREREQkYTAiIiIikjAYEREREUkYjIiIiIgkDEZEREREEgYjIiIiIgmDEREREZGEwYiIiIhIonJ2BYiIiJxFq9XCxcUFSqUSoijCZDKhsLAQoijecDuVSgW1Wg21Wg1BEAAAVqsVBQUFdttqNBqo1WqoVP/8uDWZTDAajWX25+rqCrVaDQAwm80oKCiA1WqVyygUCuh0Omi1WigUClitVhQVFcFkMt3y+0D/YDAiIqJ7jiAI8PHxgVarxbn0PFzIyIWHTo2OoT5wd3dHdnZ2uYHDy8sLrq6usIkiErMLUVhcEl4a+rjBDUB+fj4UCgX8/f2hVCphNFtxKasQVlGERqlAuL8P0tLS5NDj4eEBvV6PzHwT9sZlQxAEdKjvjYAAN+Tl5SE/Px9arRbe3t6wisCRyznILixGPW9XtAjygcViQVZWll2IoqpjMCIionuOt7c3CiwCXt7wNw4nZsvL/dw0eLN3U3QL90N6errDsOHi4oLFe+Ox4nAiCor/Wb/06UjUd1cCKGmJUiqVeGbZnziXlg+r1IpU11OHDc91hlKphNVqhV6vh4urGz7+/RzWHk2GxVZSTqtSYPj99fF8l4YQBAFubm7YHXcV7209g9wis3zMlsEeeH9ASwT6+CAjI0NerlQq5VYwi8Vy0xYw+gfHGBER0T1Fo9FAp9Nhxi+ncTgxG54uaozvGobI+l7ILCjGfzadxJVcI/R6vcPtBUFAcm4RAj10iKzvdcNjXck1ok1dD9T3dnW4Xq/XY9WRy1h1JAkWm4gn76uHx9rWgcliw9f7E/DLqTS4u7vDYLLiPz+fRG6RGQ81DcBHA1ujRZA7TqYY8MZPJ6BSqeDi4gIPDw8EBQUhMDAQfn5+8Pf3R3BwMAICAqDT6W71rbsnsMWIiIjuKVqtFlcLirEv/ioA4LnODTG0fQgejwjBQ3N3w2Sx4fez6XgqMgS5ublltrdYLHg7ujmUCgEHE7JwOPGowzIAEDP+QSgVAmbGnEFidqFdGY1GA4VCgU2xqQCAqHA/vNKzMQDgQkYBjl/JxZaTKejfMgh/nEuHyWIDALzaszH89VooFQImrz+Oc+n5OJeej6aB3igqtmLJwUs4mJCF7EIzdGolQrxc8EjrYHSo71VmbBOVxRYjIiK6p2g0Gvx5KUt+3SLIHRaLBXqtCvV9Slp2Dl3Kkrujrnf16lXkGXJvOOjZbDYjMzMThtyccstotVpkFRTjfEY+AKB5kDusVitEUUTzIHcAwJGkHJgsVuQZLfJ2Smmwt0opyMsOSeczf/dFLNwTj9NpedBrVTBZbNh+LgMH4rPkQeJ0Y2wxIiKie4pSqURG/j+hRq9VwWKxQKVSQa8pCULp0vrSsUDXslqtKCwshFarveFxiouLAZQM1nZEoVCUqYfNZpP/DQBmq4jcIgsi63vL5f63Nx79WgZhxZ+J8rLMgpJjHUsuaeGa0LURht1XDwCQZzTL50M3x2BERET3FFEUobim9cQqinJrikUapKy8Zr1CoZC3q85BzKIoQqm4ph42XPPvf46jVAhoEeSOR9vUwfrjV7D2WDLWHkuGAEAAIALQqUrq2DzQHWfS8vDJH+fxw1+X0dhfj4h6XnikdR35POjGGIyIiOieYrVaEer7z2DonEIzGvnp5X8DQKivGwDA19dXDk2iKCInJwdFRUXy+KDrKZVKqNVqmM1mCIIAjUbjsAurdP6jOp5aqBQCLDYROUXF8jxG2UUlLUCeOhW8XErKTu3TFI+1q4v98VehEAS0quOBcT/8DQBoEewBAHixezg8XdTYG3cVcVcLkJxrxI4Lmdh5IROLhrWHRqORW7LIMQYjIiK6p5hMJtxXzxsapQLFVhv2xV/FffW9kXC1ACmGksHJD4T6AACMZhve+jkWADDsvnpoF+wGnU4HFxcXaW8FdvvW6XTQ6XQwGo3lhicA8PT0lP/dLsQLhxOzcSA+C893CYPVJuLwpZIpBDqE+sitSiaLDc0C3dEs0B2iKOKLnRcBAK5qpVxfQQAmdGuECd0awWKzYe3RZHz8+3kcuZyDYosNKpWKwegmGIyIiOieYjQa4eHhgaHtQ7D8z0Qs/zMRp1LzEJdZMgg62EOHh5oFwGazwSqK2BNXcvdajyb+EOroodVqsXBPHDbFpqD4mv6vl9ceh1opYNh99TD8/voAgOHfHUJOkRm5xpKWqFSDCQMW7gUAzBvaDqE+bni6Q30cTszG6bQ8jFj2J4qtIpJzjVAqBDwVWR+i1NU3btXfcNeq4KfX4GJGAU6n5QEAJkU1glZVMjbqvz+fREGxBU0D3eGiVmJ/fMmg7DqeOqiUgjyGicrHYERERPcUq9WK/Px8TOzWCB46FVYdScLhxGwoBQF9mwdi3INh0CqAgoICCBoXeLqUdG+plf+0/pitNhil2+dL11tFEVaLCMs14cNkKSmnVSnl8FK6nSiW3L3WKdQHHw9qjcX74nE2vSSctanjiecfbIgWQe7Izc2Fl5cXgty12HE+U54ssk0dTzx1fz30bBIAg8EADw8PhPvrsf74Ffyd9M80Ay2DPfBy93CINhsfH1IBgsjpMCstIyMDZrP55gVrEevYR5xdBaJqo1y80dlVICdKS0tDenq6w3X+/v52M0BfKyAgAIGBgfJrd3d3uLm5wYaSsUVuGhVcNEoYjUbk5ubKj/W4Vl5eHtRq9U0nSzSZTOWOL7pWVlZJi46HhweUSiVyisxQCAI8XUrGKeXm5qK4uBh+fn4l44MsNmQXFcNVrYS7Tg2LxQKDwQCj0Qhvb2+4uLhAFEXkmywoMtvg5aKGRqWAxWJBdnb2Hfezq7qo1eoy/5flYYsRERHdUZYvX45PP/200tu9+uqrmDx5svy69DlkOp0OGqUSxUVG5OWY5MkZrVYr0tLS5AHRNptNHp+j1WrLDT2l5RQKBTQaTbn1sVgs8rGMRiO0Wq18rKuFBrvWnczMTPmhta5KJWwmEzLzzXbjhbKzs2EwGKBWq6FUKqETBBTmF8FgsXBcUSUwGBER0R2lb9++aNiwod2y4uJiOfR88sknDgNJkyZNyiwTRRFFRUXlHstqtTp8XlpFuqRsNlulZpo2mUw3nTTyZi0+5dWXKo7BiIjoNhi44oyzq3DXSP51BVK2LS13/bWtQtcKfugZ1O0zoqaqdU/56almzq5Cjbkng9Hs2bNx6tQptGrVqtwLiIiIaif/BwbAq0WnSm+n9vCtgdrQ3eaeDEb9+/dHjx49sHPnTmdXhYiIKknj4QsNQw7VkHtyfvCWLVteMzkXERERUYla12J06tQpbNy4EfHx8cjOzsZrr72GDh062JXZunUrfv75Z+Tk5KBBgwYYPXo0wsPDnVRjIiIiulvUumBkMpkQGhqKnj174uOPPy6zft++fVi6dCnGjh2Lxo0bY/PmzZg5cybmzJkjT7E+ZcoUh7N7/uc//4GPj0+NnwMRERHdmWpdMIqIiEBERES56zdt2oRevXqhR48eAICxY8fiyJEj2L59OwYNGgSgZHB1dbj+1khBEOQuuJtN2kVENYfXH5Fz3c3XYK0LRjdisVgQFxcnByAAUCgUaN26Nc6dO1ftx1u/fj3WrFkjv27YsCFmzZpV4dkza5PLzq4AUTUKDg52dhWq4LSzK0BUbe7Ma7Bi7qhgZDAYYLPZ4OXlZbfcy8sLV65cqfB+3nvvPSQkJMBkMmHcuHF49dVXHU789eijj2LAgAHy69KEnJGRIc9WSkS3X0pKirOrQHRPu9OuQZVKxUeC3Mjbb79doXKl0687wkfMETkPrz8i57qbr8E76nZ9Dw8PKBQK5OTk2C3Pyckp04pEREREVFl3VDBSqVQICwtDbGysvMxmsyE2NtZhVxgRERFRZdS6rjSj0YjU1FT5dXp6OhISEqDX6+Hn54cBAwZg/vz5CAsLQ3h4OLZs2QKTyYTu3bs7r9JERER0V6h1wejixYuYMWOG/Hrp0pIHBUZFRWHChAno3LkzDAYDVq9ejZycHISGhuKtt95iVxoRERHdsloXjFq2bInVq1ffsEx0dDSio6NvU42IiIjoXlHrglFttHXrVsTExCAkJASTJ092dnWIiIiohjAYVcD1LVQq1Z33tikaNXV2FYiqjbKcaTRqs6YBemdXgajalDeVTW1VmZ/bgng3T0ZAREREVAl31O36RLVZUVER3njjDRQVFTm7KkT3JF6DVB0YjIiqiSiKiI+Pv6tnhCWqzXgNUnVgMCIiIiKSMBgRERERSRiMiKqJWq3GkCFD7ri7NYjuFrwGqTrwrjQiIiIiCVuMiIiIiCQMRkREREQSBiMiIiIiCYMR1XpDhw7FoUOHnL4PIrq9duzYgZEjRzq7GnSP4eBrcpr58+dj586dAAClUgm9Xo/69eujS5cu6N69OxSKktyek5MDNze3Ct1psnr1avz555+YPXu23fLK7KM2OHToEH766SckJSVBFEX4+fmhTZs28g+J8s6T6HYwGAxYtWoVjhw5gtzcXLi5uSE0NBSDBw9Gs2bNAABnz57FunXrcO7cORQXFyMoKAg9evRA//795WsbKPml5bXXXkOHDh3KHKe4uBhFRUXw9PQEUPXPvc1mw8aNG7Fjxw5kZGRAo9EgODgYvXr1Qq9evQAA06dPR2hoKIMY8SGy5Fzt2rXD+PHjYbPZkJOTg6NHj+Lbb7/FwYMH8frrr0OpVMLLy+uWj1Md+7hVoijCZrNBqVTesNyJEyfw2Wef4d///jcmTJgAAEhKSsLx48ervU4Wi+WOfCgyOdcnn3wCi8WCCRMmIDAwELm5uThx4gTy8/MBlAT7zz77DN27d8e0adPg6uqKEydOYPny5Th37hxeeeUVCIJw0+NoNBpoNJpbru+PP/6Ibdu2YfTo0WjUqBEKCwsRFxcn17c68Zq68/F/j5xKpVLJocXHxwdhYWFo0qQJ3n33XezYsQO9evUq8xvl1atXsWzZMhw7dgwWiwV169bFmDFjkJycjDVr1gAo+S0UAMaPH4/u3buX2UdiYiKWLFmCc+fOQavVomPHjhgxYgR0Oh2AktasgoICNGvWDJs2bYLFYkHnzp0xcuRI+Utv165d2LJlC65cuQKtVotWrVph5MiR8m+3J0+exIwZMzB16lT88MMPSExMxPPPP48vv/wSH3zwARo1aiS/D5s3b8bmzZsxb948/PXXX2jWrBkeeeQReX2dOnXkuu/YsaPc88zMzMQ333yDEydOQKFQoG3bthg9erT8Hpf+xh0dHY1169YhMzMTq1atQkFBAZYtW4Y///wTFosFYWFhGDFiBEJDQ6v1/5vufAUFBTh9+jSmT5+OFi1aAAD8/f0RHh4OADAajVi0aBHuu+8+PP/88/J2vXr1gqenJz766CPs378fnTt3vumxduzYgW+//RbffvvtDT/3N/v8Hj58GH369EGnTp3kfV/72Z4/fz5OnTqFU6dOYcuWLQCAefPmISAgAKdOncKyZctw6dIl6PV6REVFYdiwYfIvONOnT0e9evWgVCqxe/du1K9fH9OmTUNiYiKWL1+O06dPQ6fToU2bNhgxYgQ8PDyq+M7T7cJgRLVOq1at0KBBAxw6dEhu5i5lNBoxffp0+Pj44I033oCXlxfi4uIgiiI6d+6MxMREHDt2DG+//TYAwNXVtcz+jUYjZs6cicaNG+PDDz+EwWDAwoUL8fXXX8stNEBJsPH29sa0adOQmpqKOXPmIDQ0FA899BCAkt8Mn3jiCdSpUwe5ublYunQpFixYgKlTp9od7/vvv8fTTz+NgIAA6PV6tG7dGtu3b7cLRjt27JC7D728vLBnzx4kJiaifv36Zepf3nnabDZ89NFH0Ol0mDFjBqxWK77++mvMmTMH06dPl7dPTU3FwYMH8dprr8ldGp9++ik0Gg3eeustuLq64rfffsN7772Hzz//HHq9vjL/fXSX0+l00Ol0OHToEBo3blyme/r48ePIy8uzC/alIiMjERwcjD179lQoGF3rRtf3zT6/Xl5eiI2NRd++fR0Gk1GjRiElJQX16tXDE088AQDw8PBAVlYWPvzwQ0RFRWHixIlITk7GokWLoFar5XAGADt37kSfPn3w3nvvASgJj++++y569uyJESNGoLi4GCtWrMBnn32GadOmVeq86fZjMKJaqW7durh06VKZ5Xv27IHBYMCHH34o/8AOCgqS1+t0OjlclGfPnj0oLi7GxIkT5Rai0aNHY9asWXjqqafkbfV6PcaMGQOFQoG6desiIiICsbGxcjDq2bOnvM/AwECMGjUKU6dOhdFolPcLlPx226ZNG/l1z549sXjxYowYMQJqtRpxcXFITEzElClTAADR0dE4ffo0XnvtNfj7+6Nx48Zo06YNunbtCrVaDY1G4/A8jx8/jsTERMybNw9+fn4AgIkTJ+LVV1/FhQsX5N/oLRYLJk6cKP+AOHPmDC5cuICvvvpK/iH3zDPP4M8//8SBAwfk8yUCSsYDjh8/HosWLcJvv/2GsLAwNG/eHF26dEGDBg1w5coVACXXsCN169ZFSkpKpY9b3ue+Ip/fESNG4JNPPsHYsWNRr149NGnSBPfffz8iIiIAlAQslUoFrVZrt++YmBj4+vpizJgxEAQBdevWRXZ2NlasWIEhQ4bIv1gEBwdj+PDh8nZr165Fw4YN8eSTT8rLXnjhBbzwwgu4cuUK6tSpU+nzp9uHwYhqJVEUHY5BSEhIQGho6C21YiQnJyM0NNQuvDRr1gyiKOLKlSvyF2NISIjdIFFvb28kJibKr+Pi4rB69WpcunQJBQUF8hO9MzMzERISIpe7tmUIADp06ICvv/4ahw4dQpcuXbBjxw60bNkSAQEBAErC3dSpU5GamoqTJ0/i/PnzWLZsGX755Re8//770Gq1Ds8rKSkJvr6+cigqPQc3NzckJyfLwcjf39/ut+aEhAQYjUaMHj3abn/FxcVITU29+RtK95wHHngA7du3x5kzZ3Du3DkcPXoUGzduxLhx4+QyN7qvpzrH4FTk8xsSEoJPPvkEcXFxOHv2LE6fPo1Zs2ahe/fudnW+XnJyMpo0aWL3XdS0aVMYjUZkZWXJ11rDhg3ttrt06RJiY2Px9NNPl9lnWloag1Etx2BEtVJycrIcFK5VHQMxK+r6QdKCIMhf9qXdcW3btsWLL74IDw8PZGZmYubMmbBYLHbbXR9kVCoVoqKisGPHDnTs2BF79+51eCdMUFAQgoKC0KtXLzz22GN46aWXsG/fPvTo0eOWzuv6+hiNRnh7e9t1t5Vy1BVJBJRci23atEGbNm0wZMgQLFy4EKtXr8aIESMAlFzDTZs2LbNdcnIyGjRoUG31qOjnV6FQIDw8HOHh4Xj44Yexa9cuzJs3D4899pjD75rKuPaXrNI63XfffXatSKVqw40gdGOcx4hqndjYWCQmJqJjx45l1tWvXx8JCQnl3k2iUqlgs9luuP+6devKv2WWOnPmDARBqPBvcleuXEFeXh6efPJJNG/eHHXr1kVubm6FtgVKutOOHz+OmJgYWK1Wh+d6LX9/f2g0GphMJgCOzzMkJARXr15FZmamvCwpKQkFBQV2LVjXCwsLQ05ODhQKhRzGSv9woChVVEhICEwmE9q2bQu9Xo+ff/65TJnDhw8jJSUF3bt3r9IxHH3uq/r5Lb0mSr8HHO27bt26OHfunF3r19mzZ+Hi4gIfH59y992wYUMkJSXB39+/TJ2uD1FU+zAYkVNZLBbk5OQgKysLcXFxWLduHT766CO0b98eUVFRZco/+OCD8PLywuzZs3HmzBmkpaXhwIEDOHfuHAAgICAA6enpSEhIgMFggNlsLrOPrl27QqPRYP78+UhMTERsbCyWLFmCbt26Vfi3OT8/P6hUKmzduhVpaWk4fPgw1q5dW+HzDgkJQZMmTbBixQp06dLFriVs9erVWL58OU6ePIn09HTEx8fjyy+/hNVqlccqOTrP1q1bo379+pg7dy7i4uJw4cIFzJs3Dy1atCjTnXet1q1bo0mTJpg9ezaOHTuG9PR0nD17FitXrsTFixcrfE50b8jLy8OMGTOwa9cuXLp0Cenp6di/fz9++uknREZGQqfT4bnnnsPhw4exaNEiucwff/yB+fPno1evXmjfvr3dPks/y9f+ufYXl1Llfe5v9vn95JNPsGnTJpw/fx4ZGRk4efIkvv76awQHB8tjofz9/XH+/Hmkp6fDYDDAZrOhb9++uHr1Kr755hskJyfjzz//xOrVq/Hwww/bdbNfr2/fvsjPz8fnn3+OCxcuIDU1FUePHsWCBQtu+osbOR+70sipjh49iueeew5KpRJubm5o0KABRo0ahaioKIdfPCqVCv/973+xdOlSfPjhh7DZbAgJCcGYMWMAAB07dsTBgwcxY8YMFBQUyLfzXkur1eI///kPlixZgqlTp9rdrl9RHh4eGD9+PFauXIlffvkFDRs2xNNPP42PPvqowvvo0aMHzp49W6ZrrEWLFoiJicG8efPkyfMaNmyI//73v3KLVnnn+frrr+Obb77BtGnT7G7XvxFBEDB16lSsXLkSCxYsgMFggJeXF5o3by5PPUBUSqfToXHjxti8eTPS0tJgtVrh6+srd/kCJWOQpk2bhnXr1uGdd95BUVERAOCpp57CwIEDy+xz6dKlZZa9++67ZZaV97m/2ee3bdu22Lt3LzZs2IDCwkJ4eXmhVatWePzxx+Uu83/961+YP38+Xn31VRQXF8u360+dOhXLli3DlClToNfr0bNnTwwePPiG75GPjw/ee+89rFixAjNnzoTZbIa/vz/atm1bofmbyLk48zWRk6xZswYHDhzAxx9/7OyqENWo4uJizJ49G5mZmZgxYwa7aKlWY1ca0W1mNBqRmJiImJgYREdHO7s6RDVOo9FgypQpiIqKwqlTp5xdHaIbYosR0W02f/587N27F/fffz9eeumlG45VICKi24vBiIiIiEjCX1WJiIiIJAxGRERERBIGIyIiIiIJgxERERGRhMGIiIiISMKZr4notkhMTMSPP/6IixcvIjc3F3q9HiEhIYiMjES/fv3kcuvWrUNISAg6dOjgxNramzBhAjIyMm5aztFM60R0Z2EwIqIad/bsWcyYMQN+fn7o1asXvLy8cPXqVZw/fx5btmyxC0br16/HAw88UKuC0YgRI+ye3fX3339j7969GDFiBNzd3eXljp4mT0R3FgYjIqpx69atg6urKz788EO4ubnZrcvNza3x4xuNxlt6qvn1IS0nJ0eepDMgIOBWq0dEtQiDERHVuLS0NNSrV69MKAJg96DaoUOHAgB27tyJnTt3AgCioqIwYcIEAEB8fDxWrlyJs2fPwmazoXHjxhg2bBiaNGki72PHjh1YsGABpk+fjn379uHAgQOwWq1YsmQJgJLWnvXr1yM+Ph6CIKB58+YYPnw46tWrV+XzW716NdavX49FixaVeQ7YokWLsH//fvzvf/+DRqPBhAkTUK9ePfTr1w/Lly/HlStXEBAQgGHDhqFjx4522xYUFODHH3/EwYMHkZubKz+s9ZFHHuGM6UQ1hFcWEdU4f39/xMXFITEx8YblJk6cCLVajebNm2PixImYOHEievfuDQC4fPky3nnnHVy6dAmPPPIIBg8ejPT0dMyYMQPnz58vs6+vvvoKSUlJGDJkiPxE9127duH//u//oNPp8NRTT2Hw4MFISkrCO++8g/T09CqfX7du3WC1WrFv3z675RaLBQcOHEDHjh2h0Wjk5SkpKZgzZw4iIiLw73//G0qlEp9++imOHz8ulzGZTJg+fTp2796Nbt26YdSoUWjatClWrlzp8Gn0RFQ92GJERDXuX//6Fz744AO8/vrrCA8PR7NmzdC6dWu0bNkSKtU/X0PdunXD4sWLERAQgG7dutnt44cffoDVasW7776LwMBAACWtSS+//DKWL1+OGTNm2JXX6/V455135JYVo9GIJUuWoGfPnnj++eflcqX7WL9+vd3yyggKCkKTJk2we/duuwcDHzlyBAUFBWXOJSUlBZMnT5ZbiHr27IlXXnkFK1asQJs2bQAAmzZtQmpqKj766CMEBwcDAHr37g0fHx9s3LgRAwYMgJ+fX5XqS0TlY4sREdW4Nm3a4P3330dkZCQuXbqEjRs3YubMmRg3bhwOHz580+1tNhuOHz+O+++/Xw5FAODt7Y0uXbrgzJkzKCwstNumV69edt1Nx48fR0FBAbp06QKDwSD/USgUaNy4MU6ePHlL59itWzecP38eqamp8rLdu3fD19cXLVq0sCvr7e1tN27J1dUV3bp1Q3x8PHJycgAABw4cQPPmzeHm5mZX39atW8Nms+H06dO3VF8icowtRkR0W4SHh+O1116DxWJBQkICDh06hM2bN+OTTz7B7NmzERISUu62BoMBJpMJderUKbMuJCQEoiji6tWrcHV1lZdfPyg6JSUFAPDuu+86PIaLi0tVTkvWuXNnfPfdd9izZw+GDBmCwsJCHDlyBA8//DAEQbArGxQUVGZZaatQeno6vLy8kJKSgkuXLuHZZ591eLzbMWid6F7EYEREt5VKpUJ4eDjCw8NRp04dLFiwAPv378fjjz9erce5dkwPAIiiCKBkHJOXl1eZ8kql8paOp9fr0b59e+zevRtDhgzBgQMHYDab0bVr1yrtTxRFtGnTBo888ojD9Y5CIhHdOgYjInKasLAwAEB2dra87PqWFADw8PCAVqvFlStXyqxLTk6GIAjw9fW94bFKu+A8PT3lcTzVLSoqCh999BEuXLiA3bt3o2HDhg7vdktNTYUoinbnWtqiVdrSFRgYCKPRWGN1JSLHOMaIiGpcbGys3GJzrb///huAfeuHVqtFQUGBXTmFQoE2bdrg8OHDdneP5eTkYM+ePWjWrJldN5ojbdu2hYuLC9avXw+LxVJmvcFgqNQ5OdKuXTu4u7vjp59+wqlTp8ptLcrOzsahQ4fk14WFhdi1axdCQ0Pl1qxOnTrh3LlzOHr0aJntCwoKYLVab7m+RFQWW4yIqMYtWbIEJpMJHTp0QJ06dWCxWHDu3Dns27cP/v7+6NGjh1w2LCwMJ06cwKZNm+Dt7Y2AgAB5vqLjx4/jnXfeQZ8+faBUKrFt2zZYLBYMHz78pnVwdXXF2LFjMXfuXLzxxhvo0qULPDw8kJmZiSNHjqBp06YYM2bMLZ2nSqVCly5dsHXrVigUCnTp0sVhueDgYCxcuBAXL16Ep6cntm/fjpycHLzwwgtymUceeQSHDx/GrFmzEBUVhbCwMJhMJiQmJuLAgQOYP39+mTmTiOjWMRgRUY17+umnsX//fvz9999ymPHz80OfPn0wePBgu4kfR4wYgUWLFuGHH35AcXExoqKi0LhxY9SrVw/vvvsuvv/+e2zYsAGiKCI8PByTJk1C48aNK1SPBx98EN7e3tiwYQM2btwIs9kMHx8fNG/e3C6c3Ypu3bph69ataN26Nby9vR2WCQ4OxujRo+0meHzllVfQrl07uYxWq8WMGTOwbt06HDhwALt27YKLiwvq1KmDoUOH3rSFjIiqRhAdtW8TEVGVJCQk4PXXX8fEiRPLzF8EQJ75+s0333RC7YjoZjjGiIioGv3+++/Q6XS16iG4RFRx7EojIqoGhw8fRlJSErZt24bo6OhbemgtETkPgxERUTVYsmQJcnJyEBERIT8Ml4juPBxjRERERCThGCMiIiIiCYMRERERkYTBiIiIiEjCYEREREQkYTAiIiIikjAYEREREUkYjIiIiIgkDEZEREREEgYjIiIiIsn/A5nqumTJJ8CSAAAAAElFTkSuQmCC",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -876,7 +897,7 @@
     }
    ],
    "source": [
-    "# Run time: ~15s\n",
+    "# Run time: ~2m 12.9s\n",
     "\n",
     "# One time Setup\n",
     "dict_store = DictionaryStore()\n",
@@ -957,11 +978,18 @@
     "outputId": "97444739-4aa5-42c7-bebc-84a022282ac7"
    },
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "|2024-12-04|14:26:05.591| [WARNING] In-memory store. Nothing to commit.\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -969,7 +997,7 @@
     }
    ],
    "source": [
-    "# Run time: ~2m\n",
+    "# Run time: ~4m 3.7s\n",
     "\n",
     "# Setup\n",
     "labelled_annotations = copy.deepcopy(annotations)\n",
@@ -1053,11 +1081,18 @@
     "outputId": "0d89174e-01e0-4e71-a9c3-e063ed30ca38"
    },
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "|2024-12-04|14:30:09.216| [WARNING] In-memory store. Nothing to commit.\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1065,7 +1100,7 @@
     }
    ],
    "source": [
-    "# Run time: ~10s\n",
+    "# Run time: ~1m 9.4s\n",
     "\n",
     "# Setup\n",
     "labelled_annotations = copy.deepcopy(annotations)\n",
@@ -1130,8 +1165,8 @@
     "# of results contain polygons which produce the same set of bounding\n",
     "# boxes. This avoids being tripped up by slight varations in order or\n",
     "# coordinate order between the results.\n",
-    "dict_set = {x.geometry.bounds for x in dict_result}\n",
-    "sql_set = {x.geometry.bounds for x in sql_result}\n",
+    "dict_set = {x.geometry.bounds for x in dict_result.values()}\n",
+    "sql_set = {x.geometry.bounds for x in sql_result.values()}\n",
     "assert len(dict_set.difference(sql_set)) == 0  # noqa: S101\n",
     "\n",
     "# Plot the results\n",
@@ -1165,11 +1200,18 @@
     "outputId": "343b44c7-741d-4e11-9dd2-85f357ba6f32"
    },
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "|2024-12-04|14:31:18.718| [WARNING] In-memory store. Nothing to commit.\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1177,7 +1219,7 @@
     }
    ],
    "source": [
-    "# Run time: ~1m\n",
+    "# Run time: ~3m 17.1s\n",
     "\n",
     "# Setup\n",
     "box = Polygon.from_bounds(0, 0, 1024, 1024)\n",
@@ -1232,7 +1274,6 @@
     "# coordinate order between the results.\n",
     "dict_set = {x.geometry.bounds for x in dict_result.values()}\n",
     "sql_set = {x.geometry.bounds for x in sql_result.values()}\n",
-    "\n",
     "assert len(dict_set.difference(sql_set)) == 0  # noqa: S101\n",
     "\n",
     "# Plot the results\n",
@@ -1288,7 +1329,7 @@
    "outputs": [],
    "source": [
     "# Generate some points with a little noise\n",
-    "# Run time: ~5s\n",
+    "# Run time: ~5.6s\n",
     "points = np.array(\n",
     "    [\n",
     "        [x, y]\n",
@@ -1333,7 +1374,7 @@
    "outputs": [],
    "source": [
     "# Save as compressed NumPy archive (.npz)\n",
-    "# Run time: ~5s\n",
+    "# Run time: ~9.0s\n",
     "np.savez_compressed(\"points.npz\", points)"
    ]
   },
@@ -1362,7 +1403,7 @@
    "outputs": [],
    "source": [
     "# Generate UUIDs\n",
-    "# Run time: ~10s\n",
+    "# Run time: ~21.8s\n",
     "keys = np.array([uuid.uuid4().int for _ in range(len(points))])"
    ]
   },
@@ -1376,7 +1417,7 @@
    "source": [
     "# Generate some UUIDs as keys\n",
     "# Save in NumPy format (.npz)\n",
-    "# Run time: <1s\n",
+    "# Run time: ~0.4s\n",
     "np.savez(\"uuid_points.npz\", keys=keys, coords=points)"
    ]
   },
@@ -1389,7 +1430,7 @@
    "outputs": [],
    "source": [
     "# Save in compressed (zip) NumPy format (.npz)\n",
-    "# Run time: ~10s\n",
+    "# Run time: ~18.3s\n",
     "np.savez_compressed(\"uuid_points_compressed.npz\", keys=keys, coords=points)"
    ]
   },
@@ -1402,7 +1443,7 @@
    "outputs": [],
    "source": [
     "# Write to SQLite with SQLiteStore\n",
-    "# Run time: ~10m\n",
+    "# Run time: ~13m 30.4s\n",
     "points_sqlite_store = SQLiteStore(\"points.db\")\n",
     "_ = points_sqlite_store.append_many(\n",
     "    annotations=(Annotation(Point(x, y)) for x, y in points),\n",
@@ -1418,7 +1459,7 @@
    "outputs": [],
    "source": [
     "# Load a DictionaryStore into memory by copying from the SQLiteStore\n",
-    "# Run time: ~1m 30s\n",
+    "# Run time: ~1m 13.0s\n",
     "points_dict_store = DictionaryStore(Path(\"points.ndjson\"))\n",
     "for key, value in points_sqlite_store.items():\n",
     "    points_dict_store[key] = value"
@@ -1433,7 +1474,7 @@
    "outputs": [],
    "source": [
     "# Save as GeoJSON\n",
-    "# Run time: ~1m 30s\n",
+    "# Run time: ~3m 15.9s\n",
     "points_sqlite_store.to_geojson(\"points.geojson\")"
    ]
   },
@@ -1446,7 +1487,7 @@
    "outputs": [],
    "source": [
     "# Save as ndjson\n",
-    "# Run time: ~1m 30s\n",
+    "# Run time: ~2m 51.6s\n",
     "# Spec: https://github.com/ndjson/ndjson-spec\n",
     "points_sqlite_store.to_ndjson(\"points.ndjson\")"
    ]
@@ -1461,13 +1502,13 @@
     "\n",
     "|                         Format | Write Time |   Size |\n",
     "| -----------------------------: | ---------: | -----: |\n",
-    "|              SQLiteStore (.db) |     6m 20s |  893MB |\n",
-    "|                         ndjson |     1m 23s | 667 MB |\n",
-    "|                        GeoJSON |     1m 42s | 500 MB |\n",
-    "|            NumPy + UUID (.npz) |       0.5s | 165 MB |\n",
-    "| NumPy + UUID Compressed (.npz) |        31s | 136 MB |\n",
-    "|                   NumPy (.npy) |       0.1s |  76 MB |\n",
-    "|        NumPy Compressed (.npz) |       3.3s |  66 MB |\n",
+    "|              SQLiteStore (.db) |    13m 30s | 919 MB |\n",
+    "|                         ndjson |     2m 51s | 767 MB |\n",
+    "|                        GeoJSON |     3m 15s | 595 MB |\n",
+    "|            NumPy + UUID (.npz) |       0.4s | 165 MB |\n",
+    "| NumPy + UUID Compressed (.npz) |        18s | 151 MB |\n",
+    "|                   NumPy (.npy) |     > 0.1s |  77 MB |\n",
+    "|        NumPy Compressed (.npz) |         9s |  67 MB |\n",
     "\n",
     "Note that the points SQLite database is significantly larger than the\n",
     "NumPy arrays on disk. The numpy array is much more storage efficient\n",
@@ -1510,6 +1551,7 @@
    },
    "outputs": [],
    "source": [
+    "# Run time: ~11m 50.3s\n",
     "box = Polygon.from_bounds(128, 128, 256, 256)\n",
     "\n",
     "# Time numpy\n",
@@ -1556,9 +1598,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1613,6 +1655,7 @@
    },
    "outputs": [],
    "source": [
+    "# Run time: ~11m 46.9s\n",
     "big_triangle = Polygon(  # noqa: S604\n",
     "    shell=[\n",
     "        (1024, 1024),\n",
@@ -1649,9 +1692,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1693,17 +1736,17 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 5004169/5004169 [10:04<00:00, 8277.35it/s] \n"
+      "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 5004169/5004169 [28:06<00:00, 2967.08it/s]\n"
      ]
     }
    ],
    "source": [
     "# Generate a grid of 5 million cell boundary polygons (2237 x 2237)\n",
-    "# Run time: ~10m\n",
+    "# Run time: ~28m 6.5s\n",
     "rng_42 = np.random.default_rng(42)\n",
     "\n",
     "cell_polygons = [\n",
-    "    Annotation(geometry=polygon, properties={\"class\": rng_42.integers(0, 4)})\n",
+    "    Annotation(geometry=polygon, properties={\"class\": rng_42.integers(0, 4, dtype=int)})\n",
     "    for polygon in tqdm(cell_grid(size=(2237, 2237), spacing=35), total=2237**2)\n",
     "]"
    ]
@@ -1727,7 +1770,7 @@
    "outputs": [],
    "source": [
     "# Write to an SQLiteStore on disk (SSD for recorded times here)\n",
-    "# Run time: ~30m\n",
+    "# Run time: ~20m 24.5s\n",
     "cell_sqlite_store = SQLiteStore(\"cells.db\")\n",
     "_ = cell_sqlite_store.append_many(annotations=cell_polygons)"
    ]
@@ -1744,13 +1787,14 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
+      "|2024-12-05|11:51:57.413| [WARNING] In-memory store. Nothing to commit.\n",
       "                                                              \r"
      ]
     }
    ],
    "source": [
     "# Create a copy as an in memory DictionaryStore\n",
-    "# Run time: ~5m\n",
+    "# Run time: ~3m 33.9s\n",
     "cell_dict_store = DictionaryStore()\n",
     "for key, value in tqdm(  # Show a nice progress bar\n",
     "    cell_sqlite_store.items(),\n",
@@ -1773,13 +1817,13 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 5004169/5004169 [01:26<00:00, 58002.74it/s]\n"
+      "100%|██████████| 5004169/5004169 [02:04<00:00, 40199.95it/s]\n"
      ]
     }
    ],
    "source": [
     "# Transform into a numpy array\n",
-    "# Run Time: ~1m\n",
+    "# Run Time: ~2m 7.0s\n",
     "cell_polygons_np = np.array(\n",
     "    [np.array(a.geometry.exterior.coords) for a in tqdm(cell_polygons)],\n",
     "    dtype=object,\n",
@@ -1796,7 +1840,7 @@
    "source": [
     "# Create an Nx4 index of (xmin, ymin, xmax, ymax) as a simple spatial\n",
     "# index to speed up the numpy query.\n",
-    "# Run time: ~1m\n",
+    "# Run time: ~1m 3.8s\n",
     "min_max_index = np.array(\n",
     "    [(*np.min(coords, 0), *np.max(coords, 0)) for coords in cell_polygons_np],\n",
     ")"
@@ -1811,7 +1855,7 @@
    "outputs": [],
    "source": [
     "# Write to GeoJSON\n",
-    "# Run time: ~10m\n",
+    "# Run time: ~27m 16.7s\n",
     "\n",
     "cell_dict_store.to_geojson(\"cells.geojson\")"
    ]
@@ -1825,7 +1869,7 @@
    "outputs": [],
    "source": [
     "# Write to line delimited JSON (ndjson)\n",
-    "# Run time: ~10m\n",
+    "# Run time: ~26m 28.1s\n",
     "\n",
     "cell_dict_store.to_ndjson(\"cells.ndjson\")"
    ]
@@ -1842,14 +1886,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "cells.ndjson         : 40.82%   (  8.82 GiB =>   3.60 GiB, cells.ndjson.zstd)  \n"
+      "cells.ndjson         : 40.87%   (9467412060 => 3869224123 bytes, cells.ndjson.zstd) \n"
      ]
     }
    ],
    "source": [
     "# Zstandard compression of ndjson to demonstrate how well it compresses.\n",
     "# Gzip may also be used but is slower to compress.\n",
-    "# Run time: ~1m\n",
+    "# Run time: ~1m 14.1s\n",
     "! zstd -f -k cells.ndjson -o cells.ndjson.zstd"
    ]
   },
@@ -1865,14 +1909,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "cells.db             : 75.87%   (  4.87 GiB =>   3.69 GiB, cells.db.zstd)      \n"
+      "cells.db             : 75.92%   (5495402496 => 4172229884 bytes, cells.db.zstd) B ==> 76%MB ==> 76%\n"
      ]
     }
    ],
    "source": [
     "# Zstandard compression of sqlite to demonstrate how well it compresses.\n",
     "# Gzip may also be used but is slower to compress.\n",
-    "# Run time: ~20s\n",
+    "# Run time: ~38.8s\n",
     "! zstd -f -k cells.db -o cells.db.zstd"
    ]
   },
@@ -1885,7 +1929,7 @@
    "outputs": [],
    "source": [
     "# Write as a pickle (list)\n",
-    "# Run time: ~2m\n",
+    "# Run time: ~1m 56.6s\n",
     "with Path(\"cells.pickle\").open(\"wb\") as fh:\n",
     "    pickle.dump(cell_polygons, fh)"
    ]
@@ -1899,8 +1943,8 @@
    "outputs": [],
    "source": [
     "# Write as a pickle (dict)\n",
-    "# Run time: ~15m\n",
-    "with Path(\"cells-dict.pickle\").openI(\"wb\") as fh:\n",
+    "# Run time: ~4m 18.3s\n",
+    "with Path(\"cells-dict.pickle\").open(\"wb\") as fh:\n",
     "    pickle.dump(cell_dict_store._rows, fh)  # noqa: SLF001"
    ]
   },
@@ -1913,8 +1957,8 @@
    "outputs": [],
    "source": [
     "# Write dictionary store to a pickle\n",
-    "# Run time: ~20m\n",
-    "with Path(\"cells.pickle\").open(\"wb\") as fh:\n",
+    "# Run time:~4m 21.4s\n",
+    "with Path(\"cells-dict-store.pickle\").open(\"wb\") as fh:\n",
     "    pickle.dump(cell_dict_store, fh)"
    ]
   },
@@ -1928,7 +1972,7 @@
    "source": [
     "# Write as numpy object array (similar to writing out with pickle),\n",
     "# Numpy cannot handle ragged arrays and therefore dtype must be object.\n",
-    "# Run time: ~30m\n",
+    "# Run time: ~37.4m\n",
     "np.save(\"cells.npy\", np.asanyarray(cell_polygons_np, dtype=object))"
    ]
   },
@@ -1941,7 +1985,7 @@
    "outputs": [],
    "source": [
     "# Create UUIDs, and get the class labels for each cell boundary\n",
-    "# Run time: ~2m\n",
+    "# Run time: ~2.4s\n",
     "_uuids = [str(uuid.uuid4) for _ in cell_polygons]\n",
     "_cls = [x.properties[\"class\"] for x in cell_polygons]"
    ]
@@ -1955,7 +1999,7 @@
    "outputs": [],
    "source": [
     "# Write as NumPy archive (.npz) with uuid and min_max_index\n",
-    "# Run time: ~40m\n",
+    "# Run time: ~42.4m\n",
     "np.savez(\n",
     "    \"cells.npz\",\n",
     "    uuids=_uuids,\n",
@@ -1987,14 +2031,14 @@
     "\n",
     "|            Format | Write Time |   Size |\n",
     "| ----------------: | ---------: | -----: |\n",
-    "| SQLiteStore (.db) |  33m 48.4s | 4.9 GB |\n",
-    "|           GeoJSON |  11m 32.9s | 8.9 GB |\n",
-    "|            ndjson |    9m 0.9s | 8.8 GB |\n",
-    "|            pickle |    1m 2.9s | 1.8 GB |\n",
-    "|     zstd (SQLite) |      18.2s | 3.7 GB |\n",
-    "|     zstd (ndjson) |      43.7s | 3.6 GB |\n",
-    "|      NumPy (.npy) |      50.3s | 1.8 GB |\n",
-    "|      NumPy (.npz) |      55.3s | 2.6 GB |\n",
+    "|           GeoJSON |  27m 16.7s | 8.9 GB |\n",
+    "|            ndjson |  26m 28.1s | 8.9 GB |\n",
+    "| SQLiteStore (.db) |  20m 25.5s | 5.2 GB |\n",
+    "|            pickle |   1m 56.6s | 1.8 GB |\n",
+    "|     zstd (ndjson) |   1m 14.1s | 3.7 GB |\n",
+    "|     zstd (SQLite) |      38.8s | 3.9 GB |\n",
+    "|      NumPy (.npz) |      42.4s | 2.7 GB |\n",
+    "|      NumPy (.npy) |      37.4s | 1.9 GB |\n",
     "\n"
    ]
   },
@@ -2016,7 +2060,7 @@
    },
    "outputs": [],
    "source": [
-    "# Run time: ~5m\n",
+    "# Run time: ~7m 21.3s\n",
     "\n",
     "# Setup\n",
     "xmin, ymin, xmax, ymax = 128, 12, 256, 256\n",
@@ -2050,9 +2094,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -2090,7 +2134,7 @@
    },
    "outputs": [],
    "source": [
-    "# Run Time: 35s\n",
+    "# Run Time: ~7m 20.8s\n",
     "\n",
     "# Setup\n",
     "big_triangle = Polygon(  # noqa: S604\n",
@@ -2130,9 +2174,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -2170,7 +2214,7 @@
    },
    "outputs": [],
    "source": [
-    "# Run Time: ~10m\n",
+    "# Run Time: ~16m 17.6s\n",
     "\n",
     "# Setup\n",
     "xmin, ymin, xmax, ymax = 128, 12, 256, 256\n",
@@ -2248,9 +2292,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -2258,7 +2302,7 @@
     }
    ],
    "source": [
-    "# Run Time: ~5s\n",
+    "# Run Time: ~0.3s\n",
     "\n",
     "# Plot results\n",
     "plot_results(\n",
@@ -2310,7 +2354,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Approximate Lower Bound Size: 3.60 GB\n"
+      "|2024-12-05|13:54:08.145| [INFO] Approximate Lower Bound Size: 3.601448 GB\n"
      ]
     },
     {
@@ -2322,14 +2366,14 @@
     }
    ],
    "source": [
-    "# Run Time: ~5m\n",
+    "# Run Time: ~3m 32.1s\n",
     "\n",
     "\n",
     "# Files to consider containing keys, geometry, and properties.\n",
     "# Files which are missing keys e.g. cells.pickle are excluded\n",
     "# for a fair comparison.\n",
     "file_names = [\n",
-    "    \"cells-dicionary-store.pickle\",\n",
+    "    \"cells-dict-store.pickle\",\n",
     "    \"cells-dict.pickle\",\n",
     "    \"cells.db\",\n",
     "    \"cells.db.zstd\",\n",
@@ -2420,9 +2464,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -2468,7 +2512,7 @@
     "id": "gmuEWlImpT57"
    },
    "source": [
-    "The SQLite representation (4.9GB) appears to be quite compact compared\n",
+    "The SQLite representation (5.2GB) appears to be quite compact compared\n",
     "with GeoJSON and ndjson. Although not as compact as a dictionary pickle\n",
     "or Zstandard compressed ndjson, it offers a good compromise between\n",
     "compactness and read performance.\n",
@@ -2499,16 +2543,23 @@
     "outputId": "d2ca9eff-b67d-4bfc-ad5a-57c87bc6a7da"
    },
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "rm: cannot remove 'integer-cells.db': No such file or directory\n"
+     ]
+    },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "100%|██████████| 10008338/10008338 [51:00<00:00, 3270.16it/s] \n"
+      "100%|██████████| 10008338/10008338 [49:44<00:00, 3353.12it/s]\n"
      ]
     }
    ],
    "source": [
-    "# Run Time: ~50m\n",
+    "# Run Time: ~53m 15.1s\n",
     "! rm integer-cells.db\n",
     "int_cell_sqlite_store = SQLiteStore(\"integer-cells.db\")\n",
     "\n",
@@ -2531,7 +2582,7 @@
     "id": "U6aooIROpT57"
    },
    "source": [
-    "Here the database size is reduced to 2.9GB, down from 4.9GB.\n",
+    "Here the database size is reduced to 3.1GB, down from 5.2GB.\n",
     "Additionally, when using integer coordinates, the database compresses\n",
     "much better. Zstandard can compress to approximately 60% of the\n",
     "original size (and 35% of the floating point coordinate\n",
@@ -2551,12 +2602,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "integer-cells.db     : 60.58%   (  2.86 GiB =>   1.73 GiB, integer-cells.db.zstd) \n"
+      "integer-cells.db     : 62.19%   (3238825984 => 2014167337 bytes, integer-cells.db.zstd) \n"
      ]
     }
    ],
    "source": [
-    "# Run time: ~15s\n",
+    "# Run time: ~23.5s\n",
     "! zstd -f -k integer-cells.db -o integer-cells.db.zstd"
    ]
   },
@@ -2583,12 +2634,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "integer-cells.db     : 51.22%   (  2.86 GiB =>   1.47 GiB, integer-cells.db.19.zstd) \n"
+      "integer-cells.db     : 52.15%   (3238825984 => 1689178677 bytes, integer-cells.db.19.zstd)  ==> 52%MB ==> 53%\n"
      ]
     }
    ],
    "source": [
-    "# Run time: ~20m\n",
+    "# Run time: ~31m 55.6s\n",
     "! zstd -f -k -19 --long integer-cells.db -o integer-cells.db.19.zstd"
    ]
   },
@@ -2607,7 +2658,7 @@
     "*Positives*\n",
     "\n",
     "- Simple, based JSON which is well known.\n",
-    "- Well defined with a public specification.\n",
+    "- Well-defined with a public specification.\n",
     "- Popular format for geometry, many tools which work with it.\n",
     "- Fast to write.\n",
     "\n",