diff --git a/Makefile b/Makefile
index dad7189..f25e183 100644
--- a/Makefile
+++ b/Makefile
@@ -15,7 +15,7 @@ notebook:
cd examples && runpynb readme-examples.ipynb
BLACK_OPTS := -l 95
-SRC_FILES := arg_validators dataframe_utils graph_utils plot text_utils
+SRC_FILES := arg_validators dataframe_utils graph_utils text_utils plot mplot
SRC_FILES := $(addprefix forestplot/, $(addsuffix .py, $(SRC_FILES)))
.PHONY: lint
lint: # Check with mypy, pyflakes, black
diff --git a/README.md b/README.md
index d763e33..81212d9 100644
--- a/README.md
+++ b/README.md
@@ -36,6 +36,7 @@ Additional options allow easy addition of columns in the `dataframe` as annotati
> - [Quick Start](#quick-start)
> - [Some Examples with Customizations](#some-examples-with-customizations)
> - [Gallery and API Options](#gallery-and-api-options)
+> - [Multi-models](#multi-models)
> - [Known Issues](#known-issues)
> - [Background and Additional Resources](#background-and-additional-resources)
> - [Contributing](#contributing)
@@ -257,6 +258,57 @@ fp.forestplot(df, # the dataframe with results data
(back to top )
+
+## Multi-models[![](https://raw.githubusercontent.com/LSYS/forestplot/main/docs/images/pin.svg)](#multi-models)
+
+For coefficient plots where each variable can have multiple estimates (each `model` has one).
+
+```python
+import forestplot as fp
+
+df_mmodel = pd.read_csv("../examples/data/sleep-mmodel.csv").query(
+ "model=='all' | model=='young kids'"
+)
+df_mmodel.head(3)
+```
+
+| | var | coef | se | T | pval | r2 | adj_r2 | ll | hl | model | group | label |
+|---:|:------|-----------:|---------:|----------:|---------:|---------:|-----------:|-----------:|--------:|:-----------|:--------------|:------------|
+| 0 | age | 0.994889 | 1.96925 | 0.505213 | 0.613625 | 0.127289 | 0.103656 | -2.87382 | 4.8636 | all | age | in years |
+| 3 | age | 22.634 | 15.4953 | 1.4607 | 0.149315 | 0.178147 | -0.0136188 | -8.36124 | 53.6293 | young kids | age | in years |
+| 4 | black | -84.7966 | 82.1501 | -1.03222 | 0.302454 | 0.127289 | 0.103656 | -246.186 | 76.5925 | all | other factors | =1 if black |
+
+```python
+fp.mforestplot(
+ dataframe=df_mmodel,
+ estimate="coef",
+ ll="ll",
+ hl="hl",
+ varlabel="label",
+ capitalize="capitalize",
+ model_col="model",
+ color_alt_rows=True,
+ groupvar="group",
+ table=True,
+ rightannote=["var", "group"],
+ right_annoteheaders=["Source", "Group"],
+ xlabel="Coefficient (95% CI)",
+ modellabels=["Have young kids", "Full sample"],
+ xticks=[-1200, -600, 0, 600],
+ mcolor=["#CC6677", "#4477AA"],
+ # Additional kwargs for customizations
+ **{
+ "markersize": 30,
+ # override default vertical offset between models (0.0 to 1.0)
+ "offset": 0.35,
+ "xlinestyle": (0, (10, 5)), # long dash for x-reference line
+ "xlinecolor": ".8", # gray color for x-reference line
+ },
+)
+```
+
+
+Please note: This module is still experimental. See [this jupyter notebook](https://nbviewer.org/github/LSYS/forestplot/blob/mplot-dev/examples/test-multmodel-sleep.ipynb) for more examples and tweaks.
## Gallery and API Options[![](https://raw.githubusercontent.com/LSYS/forestplot/main/docs/images/pin.svg)](#gallery-and-api-options)
diff --git a/docs/images/group-grouporder-pvalue-sort-colorrows.png b/docs/images/group-grouporder-pvalue-sort-colorrows.png
index e613523..93b71bc 100644
Binary files a/docs/images/group-grouporder-pvalue-sort-colorrows.png and b/docs/images/group-grouporder-pvalue-sort-colorrows.png differ
diff --git a/docs/images/multimodel.png b/docs/images/multimodel.png
new file mode 100644
index 0000000..dbf1a55
Binary files /dev/null and b/docs/images/multimodel.png differ
diff --git a/examples/data/sleep-mmodel.csv b/examples/data/sleep-mmodel.csv
new file mode 100644
index 0000000..7d8e2db
--- /dev/null
+++ b/examples/data/sleep-mmodel.csv
@@ -0,0 +1,57 @@
+var,coef,se,T,pval,r2,adj_r2,ll,hl,model,group,label
+age,0.99488919909132,1.9692489158653246,0.5052125158358395,0.6136248760479441,0.12728876841881298,0.10365635595820055,-2.8738245461702143,4.863602944352854,all,age,in years
+age,1.4828927472424902,2.8854619757926523,0.5139186583233804,0.6077171047169159,0.18038221190248027,0.13910649595512325,-4.197237184638171,7.163022679123152,men,age,in years
+age,0.953199898987002,2.9432093495480007,0.32386411762839373,0.7463430958352442,0.10910549372734824,0.05342458708530751,-4.846720706047407,6.75312050402141,women,age,in years
+age,22.634017225177878,15.49532005480011,1.4607002078776912,0.14931480960176477,0.17814691642754532,-0.013618803072694252,-8.361237717039167,53.62927216739492,young kids,age,in years
+black,-84.79661217544819,82.15012465488611,-1.0322152587312559,0.3024539030548957,0.12728876841881298,0.10365635595820055,-246.18571533392443,76.59249098302806,all,other factors,=1 if black
+black,-132.96710936577898,132.581166096424,-1.0029109961898683,0.31677594790578495,0.18038221190248027,0.13910649595512325,-393.95763922402284,128.02342049246488,men,other factors,=1 if black
+black,-68.35063065532516,108.90175418428296,-0.6276357177834123,0.5308818950534195,0.10910549372734824,0.05342458708530751,-282.95362113400626,146.25235982335596,women,other factors,=1 if black
+black,-119.74103936970126,296.4329532300549,-0.40393970395313283,0.6876932233318072,0.17814691642754532,-0.013618803072694252,-712.6952298056457,473.21315106624314,young kids,other factors,=1 if black
+clerical,22.505827481347207,48.96326328570245,0.45964721244221146,0.6459626857575079,0.12728876841881298,0.10365635595820055,-73.6855925875676,118.69724755026202,all,occupation,=1 if clerical worker
+clerical,-229.27596235505098,102.88822122848798,-2.228398543754476,0.026653770224379605,0.18038221190248027,0.13910649595512325,-431.81492143364045,-26.737003276461508,men,occupation,=1 if clerical worker
+clerical,106.5072576745419,61.1273211607197,1.7423838580216282,0.08281375364786414,0.10910549372734824,0.05342458708530751,-13.950911427517042,226.96542677660085,women,occupation,=1 if clerical worker
+clerical,-239.90257363807342,211.76019987926273,-1.1328973705864291,0.2617642403464634,0.17814691642754532,-0.013618803072694252,-663.4860400434246,183.68089276727778,young kids,occupation,=1 if clerical worker
+construc,113.9295583737603,105.04513651515707,1.0845771841833085,0.2786144612102424,0.12728876841881298,0.10365635595820055,-92.43824014829062,320.2973568958112,all,occupation,=1 if construction worker
+construc,65.69605933555773,107.88920815173707,0.6089215081008081,0.5430737247378323,0.18038221190248027,0.13910649595512325,-146.6875124081796,278.07963107929504,men,occupation,=1 if construction worker
+construc,361.75642960038044,428.2648335748007,0.8447026261314451,0.3991781717050136,0.10910549372734824,0.05342458708530751,-482.1869456962427,1205.6998048970036,women,occupation,=1 if construction worker
+construc,-186.41520083935393,358.22350129635726,-0.5203879705400266,0.604708210492017,0.17814691642754532,-0.013618803072694252,-902.9688899343187,530.1384882556108,young kids,occupation,=1 if construction worker
+educ,-7.210558397084539,7.516735606083484,-0.9592672637373134,0.33787250903288846,0.12728876841881298,0.10365635595820055,-21.977659764751728,7.55654297058265,all,labor factors,years of schooling
+educ,-7.545419560820269,9.72034104139323,-0.7762504966326546,0.4382610079422641,0.18038221190248027,0.13910649595512325,-26.680241145893653,11.589402024253113,men,labor factors,years of schooling
+educ,-6.278396591271823,11.869882954315754,-0.5289350042823354,0.5973742665985272,0.10910549372734824,0.05342458708530751,-29.66931804803307,17.11252486548942,women,labor factors,years of schooling
+educ,-20.972115853313863,26.97403159331749,-0.7774928186303995,0.43992297847502027,0.17814691642754532,-0.013618803072694252,-74.92821247458355,32.98398076795583,young kids,labor factors,years of schooling
+gdhlth,-82.58043355263888,58.2047169680557,-1.4187928033042618,0.15656198407017147,0.12728876841881298,0.10365635595820055,-196.9272724713884,31.766405366110618,all,health factors,=1 if in good or excel. health
+gdhlth,-188.28450807319786,80.4765387271364,-2.339619857553702,0.0200113537818631,0.18038221190248027,0.13910649595512325,-346.70530871902446,-29.863707427371253,men,health factors,=1 if in good or excel. health
+gdhlth,-24.491583169191312,87.716866542274,-0.2792117882754956,0.780339918384747,0.10910549372734824,0.05342458708530751,-197.3474018508352,148.3642355124526,women,health factors,=1 if in good or excel. health
+gdhlth,-141.81497580656173,203.21302167135576,-0.6978636242903301,0.4879582244422951,0.17814691642754532,-0.013618803072694252,-548.3015402664399,264.67158865331646,young kids,health factors,=1 if in good or excel. health
+lhrwage,21.60569674505552,31.989300709296707,0.6754038464734707,0.4997211854315843,0.12728876841881298,0.10365635595820055,-41.23930286789559,84.45069635800664,all,labor factors,log hourly wage
+lhrwage,3.5447518688419417,47.045922578822974,0.0753466331307011,0.9399931101323359,0.18038221190248027,0.13910649595512325,-89.06674509586989,96.15624883355378,men,labor factors,log hourly wage
+lhrwage,-22.5804823252749,53.782320170113664,-0.4198495389163717,0.6749977887003282,0.10910549372734824,0.05342458708530751,-128.56451196594747,83.40354731539766,women,labor factors,log hourly wage
+lhrwage,35.609316976870375,122.3237377739899,0.29110716877098325,0.7719733324342494,0.17814691642754532,-0.013618803072694252,-209.07458915614382,280.29322310988454,young kids,labor factors,log hourly wage
+prot,-9.249429608907253,39.7714621826478,-0.23256448471594685,0.8161916436328263,0.12728876841881298,0.10365635595820055,-87.38297645285611,68.88411723504161,all,other factors,=1 if Protestant
+prot,-20.967327503532506,52.20106018322577,-0.4016647828595275,0.6882393483114742,0.18038221190248027,0.13910649595512325,-123.72688798645723,81.79223297939222,men,other factors,=1 if Protestant
+prot,1.0666432850620384,61.89804739666575,0.017232260627327883,0.986266664673677,0.10910549372734824,0.05342458708530751,-120.91032738556035,123.04361395568444,women,other factors,=1 if Protestant
+prot,-24.173124098859226,127.56649739999632,-0.18949429976949358,0.8503450117765196,0.17814691642754532,-0.013618803072694252,-279.34411088810623,230.9978626903878,young kids,other factors,=1 if Protestant
+selfe,-21.27417859824218,63.303918327210305,-0.33606416728074434,0.7369588252939454,0.12728876841881298,0.10365635595820055,-145.63872032189542,103.09036312541107,all,labor factors,=1 if self employed
+selfe,3.4840942455998385,77.58570652121905,0.044906393223949924,0.964214160112589,0.18038221190248027,0.13910649595512325,-149.246004987894,156.21419347909367,men,labor factors,=1 if self employed
+selfe,-90.68593564430114,112.55649657600425,-0.8056925935240449,0.42127457554209236,0.10910549372734824,0.05342458708530751,-312.4910015401089,131.11913025150665,women,labor factors,=1 if self employed
+selfe,-370.9565115107388,241.15347311683067,-1.538259046059946,0.12924271026812853,0.17814691642754532,-0.013618803072694252,-853.3352783269672,111.42225530548967,young kids,labor factors,=1 if self employed
+smsa,-40.65355700424955,39.50772275371498,-1.0290027916232358,0.30395952409445154,0.12728876841881298,0.10365635595820055,-118.26897109938261,36.96185709088351,all,area of residence,=1 if live in smsa
+smsa,-27.631427416163216,52.418592857611465,-0.5271302778237585,0.5985235118106444,0.18038221190248027,0.13910649595512325,-130.81920835921053,75.55635352688411,men,area of residence,=1 if live in smsa
+smsa,-57.146400428034234,61.521030174672646,-0.928892124624412,0.35394487787468343,0.10910549372734824,0.05342458708530751,-178.38041682847313,64.08761597240468,women,area of residence,=1 if live in smsa
+smsa,43.42957155402094,138.68308939805914,0.31315693746456685,0.7552474332941742,0.17814691642754532,-0.013618803072694252,-233.9779099865449,320.83705309458674,young kids,area of residence,=1 if live in smsa
+south,82.48697958253655,46.37757109786662,1.7785963695354232,0.07589350453103752,0.12728876841881298,0.10365635595820055,-8.624685038753597,173.5986442038267,all,area of residence,=1 if live in south
+south,79.40169407723894,64.43983230307614,1.2321834374706864,0.2189216981608257,0.18038221190248027,0.13910649595512325,-47.450305131492144,206.25369328597003,men,area of residence,=1 if live in south
+south,114.62293382753175,69.30049378126785,1.6539988039524578,0.09952837233805101,0.10910549372734824,0.05342458708530751,-21.941378827550423,251.18724648261394,women,area of residence,=1 if live in south
+south,71.85138083602305,136.01011187506683,0.5282796980714398,0.5992538218558838,0.17814691642754532,-0.013618803072694252,-200.2093495895635,343.9121112616096,young kids,area of residence,=1 if live in south
+spsepay,-0.0010054015767941848,0.002647615337851829,-0.3797385377023568,0.7042954459596942,0.12728876841881298,0.10365635595820055,-0.006206808959675351,0.004196005806086981,all,other factors,spousal wage income
+spsepay,0.0030693469858871225,0.0049240034441705854,0.623343793457507,0.533569693312251,0.18038221190248027,0.13910649595512325,-0.006623721085208695,0.01276241505698294,men,other factors,spousal wage income
+spsepay,-0.0005081661923143077,0.0036213813114609078,-0.14032385673004633,0.8885302141467499,0.10910549372734824,0.05342458708530751,-0.0076444998990057005,0.006628167514377085,women,other factors,spousal wage income
+spsepay,-0.0047013059752814,0.01144291160114906,-0.4108487541588026,0.6826470962008051,0.17814691642754532,-0.013618803072694252,-0.027590537117622167,0.018187925167059367,young kids,other factors,spousal wage income
+totwrk,-0.1519224329433428,0.020366493775550474,-7.459429915507711,3.698705255539423e-13,0.12728876841881298,0.10365635595820055,-0.19193369499227117,-0.11191117089441441,all,labor factors,mins worked per week
+totwrk,-0.19100803367191987,0.029765234919101078,-6.41715189519117,5.964764273464163e-10,0.18038221190248027,0.13910649595512325,-0.2496019098733212,-0.13241415747051855,men,labor factors,mins worked per week
+totwrk,-0.1255122674915504,0.0327128882144724,-3.8367834313089766,0.00016213485682276793,0.10910549372734824,0.05342458708530751,-0.18997664357626337,-0.06104789140683743,women,labor factors,mins worked per week
+totwrk,-0.11299498951128406,0.07636280752220165,-1.479712351833476,0.14418175650843867,0.17814691642754532,-0.013618803072694252,-0.2657433470078354,0.039753367985267324,young kids,labor factors,mins worked per week
+yrsmarr,-0.07595761901493851,2.009355661684067,-0.03780197824773214,0.9698601588766725,0.12728876841881298,0.10365635595820055,-4.023463596978298,3.8715483589484214,all,family factors,years married
+yrsmarr,0.2241161052983935,2.93479128035093,0.0763652620882786,0.939183433631042,0.18038221190248027,0.13910649595512325,-5.553120238550619,6.001352449147406,men,family factors,years married
+yrsmarr,-1.4141371514041594,2.9319849741652555,-0.48231391492951575,0.630053922467078,0.10910549372734824,0.05342458708530751,-7.191938879277817,4.363664576469498,women,family factors,years married
+yrsmarr,-31.211144074101608,16.91401104102699,-1.8452834161214147,0.06993266917751552,0.17814691642754532,-0.013618803072694252,-65.04420350482327,2.621915356620054,young kids,family factors,years married
diff --git a/examples/get-sleep-multmodel.ipynb b/examples/get-sleep-multmodel.ipynb
new file mode 100644
index 0000000..5878d5d
--- /dev/null
+++ b/examples/get-sleep-multmodel.ipynb
@@ -0,0 +1,1491 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "eb1c8b12",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:24:44.231568Z",
+ "start_time": "2023-03-21T02:23:26.764221Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " age \n",
+ " black \n",
+ " clerical \n",
+ " construc \n",
+ " educ \n",
+ " earns74 \n",
+ " gdhlth \n",
+ " inlf \n",
+ " smsa \n",
+ " lhrwage \n",
+ " ... \n",
+ " spwrk75 \n",
+ " totwrk \n",
+ " union \n",
+ " worknrm \n",
+ " workscnd \n",
+ " exper \n",
+ " yngkid \n",
+ " yrsmarr \n",
+ " hrwage \n",
+ " agesq \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 32 \n",
+ " 0 \n",
+ " 0.00000 \n",
+ " 0.00000 \n",
+ " 12 \n",
+ " 0 \n",
+ " 0 \n",
+ " 1 \n",
+ " 0 \n",
+ " 1.95586 \n",
+ " ... \n",
+ " 0 \n",
+ " 3438 \n",
+ " 0 \n",
+ " 3438 \n",
+ " 0 \n",
+ " 14 \n",
+ " 0 \n",
+ " 13 \n",
+ " 7.07000 \n",
+ " 1024 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 31 \n",
+ " 0 \n",
+ " 0.00000 \n",
+ " 0.00000 \n",
+ " 14 \n",
+ " 9500 \n",
+ " 1 \n",
+ " 1 \n",
+ " 0 \n",
+ " 0.35767 \n",
+ " ... \n",
+ " 0 \n",
+ " 5020 \n",
+ " 0 \n",
+ " 5020 \n",
+ " 0 \n",
+ " 11 \n",
+ " 0 \n",
+ " 0 \n",
+ " 1.43000 \n",
+ " 961 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 44 \n",
+ " 0 \n",
+ " 0.00000 \n",
+ " 0.00000 \n",
+ " 17 \n",
+ " 42500 \n",
+ " 1 \n",
+ " 1 \n",
+ " 1 \n",
+ " 3.02189 \n",
+ " ... \n",
+ " 1 \n",
+ " 2815 \n",
+ " 0 \n",
+ " 2815 \n",
+ " 0 \n",
+ " 21 \n",
+ " 0 \n",
+ " 0 \n",
+ " 20.53000 \n",
+ " 1936 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
3 rows × 30 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " age black clerical construc educ earns74 gdhlth inlf smsa lhrwage \\\n",
+ "1 32 0 0.00000 0.00000 12 0 0 1 0 1.95586 \n",
+ "2 31 0 0.00000 0.00000 14 9500 1 1 0 0.35767 \n",
+ "3 44 0 0.00000 0.00000 17 42500 1 1 1 3.02189 \n",
+ "\n",
+ " ... spwrk75 totwrk union worknrm workscnd exper yngkid yrsmarr \\\n",
+ "1 ... 0 3438 0 3438 0 14 0 13 \n",
+ "2 ... 0 5020 0 5020 0 11 0 0 \n",
+ "3 ... 1 2815 0 2815 0 21 0 0 \n",
+ "\n",
+ " hrwage agesq \n",
+ "1 7.07000 1024 \n",
+ "2 1.43000 961 \n",
+ "3 20.53000 1936 \n",
+ "\n",
+ "[3 rows x 30 columns]"
+ ]
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "\n",
+ "pd.set_option(\"display.precision\", 3)\n",
+ "pd.set_option('display.float_format', lambda x: '%.5f' % x)\n",
+ "\n",
+ "import warnings\n",
+ "\n",
+ "import janitor\n",
+ "import numpy as np\n",
+ "import pingouin as pg\n",
+ "\n",
+ "warnings.filterwarnings('ignore')\n",
+ "\n",
+ "_url = \"https://vincentarelbundock.github.io/Rdatasets/csv/wooldridge/sleep75.csv\"\n",
+ "drop_var = ['case', 'leis1', 'leis2', 'leis3']\n",
+ "df = (pd.read_csv(_url, index_col=0)\n",
+ " .drop(drop_var, axis=1)\n",
+ "# .assign(lspsepay=lambda df: np.log1p(df.spsepay))\n",
+ " )\n",
+ "df.head(3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "fde0505a",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:24:44.263338Z",
+ "start_time": "2023-03-21T02:24:44.233567Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " var \n",
+ " group \n",
+ " label \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " age \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " black \n",
+ " other factors \n",
+ " =1 if black \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " clerical \n",
+ " occupation \n",
+ " =1 if clerical worker \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " var group label\n",
+ "0 age age in years\n",
+ "1 black other factors =1 if black\n",
+ "2 clerical occupation =1 if clerical worker"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Prep variable lablels (fold cell)\n",
+ "# varlabels: http://fmwww.bc.edu/ec-p/data/wooldridge/sleep75.des\n",
+ "df_label = (pd.read_csv('data/sleep75-des.csv', encoding=\"ISO-8859-1\")\n",
+ " .assign(label=lambda df: df['des'].str.encode('ascii', 'ignore').str.decode('ascii'))\n",
+ " .drop(['des'], axis=1)\n",
+ " .set_index('var')\n",
+ " .drop(drop_var)\n",
+ " .reset_index()\n",
+ " )\n",
+ "\n",
+ "df_label.head(3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "e1a383bf",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:24:46.077018Z",
+ "start_time": "2023-03-21T02:24:44.264768Z"
+ },
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " var \n",
+ " coef \n",
+ " se \n",
+ " T \n",
+ " pval \n",
+ " r2 \n",
+ " adj_r2 \n",
+ " ll \n",
+ " hl \n",
+ " model \n",
+ " group \n",
+ " label \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " age \n",
+ " 0.99489 \n",
+ " 1.96925 \n",
+ " 0.50521 \n",
+ " 0.61362 \n",
+ " 0.12729 \n",
+ " 0.10366 \n",
+ " -2.87382 \n",
+ " 4.86360 \n",
+ " all \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " age \n",
+ " 1.48289 \n",
+ " 2.88546 \n",
+ " 0.51392 \n",
+ " 0.60772 \n",
+ " 0.18038 \n",
+ " 0.13911 \n",
+ " -4.19724 \n",
+ " 7.16302 \n",
+ " men \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " age \n",
+ " 0.95320 \n",
+ " 2.94321 \n",
+ " 0.32386 \n",
+ " 0.74634 \n",
+ " 0.10911 \n",
+ " 0.05342 \n",
+ " -4.84672 \n",
+ " 6.75312 \n",
+ " women \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " age \n",
+ " 22.63402 \n",
+ " 15.49532 \n",
+ " 1.46070 \n",
+ " 0.14931 \n",
+ " 0.17815 \n",
+ " -0.01362 \n",
+ " -8.36124 \n",
+ " 53.62927 \n",
+ " young kids \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " black \n",
+ " -84.79661 \n",
+ " 82.15012 \n",
+ " -1.03222 \n",
+ " 0.30245 \n",
+ " 0.12729 \n",
+ " 0.10366 \n",
+ " -246.18572 \n",
+ " 76.59249 \n",
+ " all \n",
+ " other factors \n",
+ " =1 if black \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " black \n",
+ " -132.96711 \n",
+ " 132.58117 \n",
+ " -1.00291 \n",
+ " 0.31678 \n",
+ " 0.18038 \n",
+ " 0.13911 \n",
+ " -393.95764 \n",
+ " 128.02342 \n",
+ " men \n",
+ " other factors \n",
+ " =1 if black \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " black \n",
+ " -68.35063 \n",
+ " 108.90175 \n",
+ " -0.62764 \n",
+ " 0.53088 \n",
+ " 0.10911 \n",
+ " 0.05342 \n",
+ " -282.95362 \n",
+ " 146.25236 \n",
+ " women \n",
+ " other factors \n",
+ " =1 if black \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " black \n",
+ " -119.74104 \n",
+ " 296.43295 \n",
+ " -0.40394 \n",
+ " 0.68769 \n",
+ " 0.17815 \n",
+ " -0.01362 \n",
+ " -712.69523 \n",
+ " 473.21315 \n",
+ " young kids \n",
+ " other factors \n",
+ " =1 if black \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " clerical \n",
+ " 22.50583 \n",
+ " 48.96326 \n",
+ " 0.45965 \n",
+ " 0.64596 \n",
+ " 0.12729 \n",
+ " 0.10366 \n",
+ " -73.68559 \n",
+ " 118.69725 \n",
+ " all \n",
+ " occupation \n",
+ " =1 if clerical worker \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " clerical \n",
+ " -229.27596 \n",
+ " 102.88822 \n",
+ " -2.22840 \n",
+ " 0.02665 \n",
+ " 0.18038 \n",
+ " 0.13911 \n",
+ " -431.81492 \n",
+ " -26.73700 \n",
+ " men \n",
+ " occupation \n",
+ " =1 if clerical worker \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " clerical \n",
+ " 106.50726 \n",
+ " 61.12732 \n",
+ " 1.74238 \n",
+ " 0.08281 \n",
+ " 0.10911 \n",
+ " 0.05342 \n",
+ " -13.95091 \n",
+ " 226.96543 \n",
+ " women \n",
+ " occupation \n",
+ " =1 if clerical worker \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " clerical \n",
+ " -239.90257 \n",
+ " 211.76020 \n",
+ " -1.13290 \n",
+ " 0.26176 \n",
+ " 0.17815 \n",
+ " -0.01362 \n",
+ " -663.48604 \n",
+ " 183.68089 \n",
+ " young kids \n",
+ " occupation \n",
+ " =1 if clerical worker \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " construc \n",
+ " 113.92956 \n",
+ " 105.04514 \n",
+ " 1.08458 \n",
+ " 0.27861 \n",
+ " 0.12729 \n",
+ " 0.10366 \n",
+ " -92.43824 \n",
+ " 320.29736 \n",
+ " all \n",
+ " occupation \n",
+ " =1 if construction worker \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " construc \n",
+ " 65.69606 \n",
+ " 107.88921 \n",
+ " 0.60892 \n",
+ " 0.54307 \n",
+ " 0.18038 \n",
+ " 0.13911 \n",
+ " -146.68751 \n",
+ " 278.07963 \n",
+ " men \n",
+ " occupation \n",
+ " =1 if construction worker \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " construc \n",
+ " 361.75643 \n",
+ " 428.26483 \n",
+ " 0.84470 \n",
+ " 0.39918 \n",
+ " 0.10911 \n",
+ " 0.05342 \n",
+ " -482.18695 \n",
+ " 1205.69980 \n",
+ " women \n",
+ " occupation \n",
+ " =1 if construction worker \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " construc \n",
+ " -186.41520 \n",
+ " 358.22350 \n",
+ " -0.52039 \n",
+ " 0.60471 \n",
+ " 0.17815 \n",
+ " -0.01362 \n",
+ " -902.96889 \n",
+ " 530.13849 \n",
+ " young kids \n",
+ " occupation \n",
+ " =1 if construction worker \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " educ \n",
+ " -7.21056 \n",
+ " 7.51674 \n",
+ " -0.95927 \n",
+ " 0.33787 \n",
+ " 0.12729 \n",
+ " 0.10366 \n",
+ " -21.97766 \n",
+ " 7.55654 \n",
+ " all \n",
+ " labor factors \n",
+ " years of schooling \n",
+ " \n",
+ " \n",
+ " 17 \n",
+ " educ \n",
+ " -7.54542 \n",
+ " 9.72034 \n",
+ " -0.77625 \n",
+ " 0.43826 \n",
+ " 0.18038 \n",
+ " 0.13911 \n",
+ " -26.68024 \n",
+ " 11.58940 \n",
+ " men \n",
+ " labor factors \n",
+ " years of schooling \n",
+ " \n",
+ " \n",
+ " 18 \n",
+ " educ \n",
+ " -6.27840 \n",
+ " 11.86988 \n",
+ " -0.52894 \n",
+ " 0.59737 \n",
+ " 0.10911 \n",
+ " 0.05342 \n",
+ " -29.66932 \n",
+ " 17.11252 \n",
+ " women \n",
+ " labor factors \n",
+ " years of schooling \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " educ \n",
+ " -20.97212 \n",
+ " 26.97403 \n",
+ " -0.77749 \n",
+ " 0.43992 \n",
+ " 0.17815 \n",
+ " -0.01362 \n",
+ " -74.92821 \n",
+ " 32.98398 \n",
+ " young kids \n",
+ " labor factors \n",
+ " years of schooling \n",
+ " \n",
+ " \n",
+ " 20 \n",
+ " gdhlth \n",
+ " -82.58043 \n",
+ " 58.20472 \n",
+ " -1.41879 \n",
+ " 0.15656 \n",
+ " 0.12729 \n",
+ " 0.10366 \n",
+ " -196.92727 \n",
+ " 31.76641 \n",
+ " all \n",
+ " health factors \n",
+ " =1 if in good or excel. health \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " gdhlth \n",
+ " -188.28451 \n",
+ " 80.47654 \n",
+ " -2.33962 \n",
+ " 0.02001 \n",
+ " 0.18038 \n",
+ " 0.13911 \n",
+ " -346.70531 \n",
+ " -29.86371 \n",
+ " men \n",
+ " health factors \n",
+ " =1 if in good or excel. health \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " gdhlth \n",
+ " -24.49158 \n",
+ " 87.71687 \n",
+ " -0.27921 \n",
+ " 0.78034 \n",
+ " 0.10911 \n",
+ " 0.05342 \n",
+ " -197.34740 \n",
+ " 148.36424 \n",
+ " women \n",
+ " health factors \n",
+ " =1 if in good or excel. health \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " gdhlth \n",
+ " -141.81498 \n",
+ " 203.21302 \n",
+ " -0.69786 \n",
+ " 0.48796 \n",
+ " 0.17815 \n",
+ " -0.01362 \n",
+ " -548.30154 \n",
+ " 264.67159 \n",
+ " young kids \n",
+ " health factors \n",
+ " =1 if in good or excel. health \n",
+ " \n",
+ " \n",
+ " 24 \n",
+ " lhrwage \n",
+ " 21.60570 \n",
+ " 31.98930 \n",
+ " 0.67540 \n",
+ " 0.49972 \n",
+ " 0.12729 \n",
+ " 0.10366 \n",
+ " -41.23930 \n",
+ " 84.45070 \n",
+ " all \n",
+ " labor factors \n",
+ " log hourly wage \n",
+ " \n",
+ " \n",
+ " 25 \n",
+ " lhrwage \n",
+ " 3.54475 \n",
+ " 47.04592 \n",
+ " 0.07535 \n",
+ " 0.93999 \n",
+ " 0.18038 \n",
+ " 0.13911 \n",
+ " -89.06675 \n",
+ " 96.15625 \n",
+ " men \n",
+ " labor factors \n",
+ " log hourly wage \n",
+ " \n",
+ " \n",
+ " 26 \n",
+ " lhrwage \n",
+ " -22.58048 \n",
+ " 53.78232 \n",
+ " -0.41985 \n",
+ " 0.67500 \n",
+ " 0.10911 \n",
+ " 0.05342 \n",
+ " -128.56451 \n",
+ " 83.40355 \n",
+ " women \n",
+ " labor factors \n",
+ " log hourly wage \n",
+ " \n",
+ " \n",
+ " 27 \n",
+ " lhrwage \n",
+ " 35.60932 \n",
+ " 122.32374 \n",
+ " 0.29111 \n",
+ " 0.77197 \n",
+ " 0.17815 \n",
+ " -0.01362 \n",
+ " -209.07459 \n",
+ " 280.29322 \n",
+ " young kids \n",
+ " labor factors \n",
+ " log hourly wage \n",
+ " \n",
+ " \n",
+ " 28 \n",
+ " prot \n",
+ " -9.24943 \n",
+ " 39.77146 \n",
+ " -0.23256 \n",
+ " 0.81619 \n",
+ " 0.12729 \n",
+ " 0.10366 \n",
+ " -87.38298 \n",
+ " 68.88412 \n",
+ " all \n",
+ " other factors \n",
+ " =1 if Protestant \n",
+ " \n",
+ " \n",
+ " 29 \n",
+ " prot \n",
+ " -20.96733 \n",
+ " 52.20106 \n",
+ " -0.40166 \n",
+ " 0.68824 \n",
+ " 0.18038 \n",
+ " 0.13911 \n",
+ " -123.72689 \n",
+ " 81.79223 \n",
+ " men \n",
+ " other factors \n",
+ " =1 if Protestant \n",
+ " \n",
+ " \n",
+ " 30 \n",
+ " prot \n",
+ " 1.06664 \n",
+ " 61.89805 \n",
+ " 0.01723 \n",
+ " 0.98627 \n",
+ " 0.10911 \n",
+ " 0.05342 \n",
+ " -120.91033 \n",
+ " 123.04361 \n",
+ " women \n",
+ " other factors \n",
+ " =1 if Protestant \n",
+ " \n",
+ " \n",
+ " 31 \n",
+ " prot \n",
+ " -24.17312 \n",
+ " 127.56650 \n",
+ " -0.18949 \n",
+ " 0.85035 \n",
+ " 0.17815 \n",
+ " -0.01362 \n",
+ " -279.34411 \n",
+ " 230.99786 \n",
+ " young kids \n",
+ " other factors \n",
+ " =1 if Protestant \n",
+ " \n",
+ " \n",
+ " 32 \n",
+ " selfe \n",
+ " -21.27418 \n",
+ " 63.30392 \n",
+ " -0.33606 \n",
+ " 0.73696 \n",
+ " 0.12729 \n",
+ " 0.10366 \n",
+ " -145.63872 \n",
+ " 103.09036 \n",
+ " all \n",
+ " labor factors \n",
+ " =1 if self employed \n",
+ " \n",
+ " \n",
+ " 33 \n",
+ " selfe \n",
+ " 3.48409 \n",
+ " 77.58571 \n",
+ " 0.04491 \n",
+ " 0.96421 \n",
+ " 0.18038 \n",
+ " 0.13911 \n",
+ " -149.24600 \n",
+ " 156.21419 \n",
+ " men \n",
+ " labor factors \n",
+ " =1 if self employed \n",
+ " \n",
+ " \n",
+ " 34 \n",
+ " selfe \n",
+ " -90.68594 \n",
+ " 112.55650 \n",
+ " -0.80569 \n",
+ " 0.42127 \n",
+ " 0.10911 \n",
+ " 0.05342 \n",
+ " -312.49100 \n",
+ " 131.11913 \n",
+ " women \n",
+ " labor factors \n",
+ " =1 if self employed \n",
+ " \n",
+ " \n",
+ " 35 \n",
+ " selfe \n",
+ " -370.95651 \n",
+ " 241.15347 \n",
+ " -1.53826 \n",
+ " 0.12924 \n",
+ " 0.17815 \n",
+ " -0.01362 \n",
+ " -853.33528 \n",
+ " 111.42226 \n",
+ " young kids \n",
+ " labor factors \n",
+ " =1 if self employed \n",
+ " \n",
+ " \n",
+ " 36 \n",
+ " smsa \n",
+ " -40.65356 \n",
+ " 39.50772 \n",
+ " -1.02900 \n",
+ " 0.30396 \n",
+ " 0.12729 \n",
+ " 0.10366 \n",
+ " -118.26897 \n",
+ " 36.96186 \n",
+ " all \n",
+ " area of residence \n",
+ " =1 if live in smsa \n",
+ " \n",
+ " \n",
+ " 37 \n",
+ " smsa \n",
+ " -27.63143 \n",
+ " 52.41859 \n",
+ " -0.52713 \n",
+ " 0.59852 \n",
+ " 0.18038 \n",
+ " 0.13911 \n",
+ " -130.81921 \n",
+ " 75.55635 \n",
+ " men \n",
+ " area of residence \n",
+ " =1 if live in smsa \n",
+ " \n",
+ " \n",
+ " 38 \n",
+ " smsa \n",
+ " -57.14640 \n",
+ " 61.52103 \n",
+ " -0.92889 \n",
+ " 0.35394 \n",
+ " 0.10911 \n",
+ " 0.05342 \n",
+ " -178.38042 \n",
+ " 64.08762 \n",
+ " women \n",
+ " area of residence \n",
+ " =1 if live in smsa \n",
+ " \n",
+ " \n",
+ " 39 \n",
+ " smsa \n",
+ " 43.42957 \n",
+ " 138.68309 \n",
+ " 0.31316 \n",
+ " 0.75525 \n",
+ " 0.17815 \n",
+ " -0.01362 \n",
+ " -233.97791 \n",
+ " 320.83705 \n",
+ " young kids \n",
+ " area of residence \n",
+ " =1 if live in smsa \n",
+ " \n",
+ " \n",
+ " 40 \n",
+ " south \n",
+ " 82.48698 \n",
+ " 46.37757 \n",
+ " 1.77860 \n",
+ " 0.07589 \n",
+ " 0.12729 \n",
+ " 0.10366 \n",
+ " -8.62469 \n",
+ " 173.59864 \n",
+ " all \n",
+ " area of residence \n",
+ " =1 if live in south \n",
+ " \n",
+ " \n",
+ " 41 \n",
+ " south \n",
+ " 79.40169 \n",
+ " 64.43983 \n",
+ " 1.23218 \n",
+ " 0.21892 \n",
+ " 0.18038 \n",
+ " 0.13911 \n",
+ " -47.45031 \n",
+ " 206.25369 \n",
+ " men \n",
+ " area of residence \n",
+ " =1 if live in south \n",
+ " \n",
+ " \n",
+ " 42 \n",
+ " south \n",
+ " 114.62293 \n",
+ " 69.30049 \n",
+ " 1.65400 \n",
+ " 0.09953 \n",
+ " 0.10911 \n",
+ " 0.05342 \n",
+ " -21.94138 \n",
+ " 251.18725 \n",
+ " women \n",
+ " area of residence \n",
+ " =1 if live in south \n",
+ " \n",
+ " \n",
+ " 43 \n",
+ " south \n",
+ " 71.85138 \n",
+ " 136.01011 \n",
+ " 0.52828 \n",
+ " 0.59925 \n",
+ " 0.17815 \n",
+ " -0.01362 \n",
+ " -200.20935 \n",
+ " 343.91211 \n",
+ " young kids \n",
+ " area of residence \n",
+ " =1 if live in south \n",
+ " \n",
+ " \n",
+ " 44 \n",
+ " spsepay \n",
+ " -0.00101 \n",
+ " 0.00265 \n",
+ " -0.37974 \n",
+ " 0.70430 \n",
+ " 0.12729 \n",
+ " 0.10366 \n",
+ " -0.00621 \n",
+ " 0.00420 \n",
+ " all \n",
+ " other factors \n",
+ " spousal wage income \n",
+ " \n",
+ " \n",
+ " 45 \n",
+ " spsepay \n",
+ " 0.00307 \n",
+ " 0.00492 \n",
+ " 0.62334 \n",
+ " 0.53357 \n",
+ " 0.18038 \n",
+ " 0.13911 \n",
+ " -0.00662 \n",
+ " 0.01276 \n",
+ " men \n",
+ " other factors \n",
+ " spousal wage income \n",
+ " \n",
+ " \n",
+ " 46 \n",
+ " spsepay \n",
+ " -0.00051 \n",
+ " 0.00362 \n",
+ " -0.14032 \n",
+ " 0.88853 \n",
+ " 0.10911 \n",
+ " 0.05342 \n",
+ " -0.00764 \n",
+ " 0.00663 \n",
+ " women \n",
+ " other factors \n",
+ " spousal wage income \n",
+ " \n",
+ " \n",
+ " 47 \n",
+ " spsepay \n",
+ " -0.00470 \n",
+ " 0.01144 \n",
+ " -0.41085 \n",
+ " 0.68265 \n",
+ " 0.17815 \n",
+ " -0.01362 \n",
+ " -0.02759 \n",
+ " 0.01819 \n",
+ " young kids \n",
+ " other factors \n",
+ " spousal wage income \n",
+ " \n",
+ " \n",
+ " 48 \n",
+ " totwrk \n",
+ " -0.15192 \n",
+ " 0.02037 \n",
+ " -7.45943 \n",
+ " 0.00000 \n",
+ " 0.12729 \n",
+ " 0.10366 \n",
+ " -0.19193 \n",
+ " -0.11191 \n",
+ " all \n",
+ " labor factors \n",
+ " mins worked per week \n",
+ " \n",
+ " \n",
+ " 49 \n",
+ " totwrk \n",
+ " -0.19101 \n",
+ " 0.02977 \n",
+ " -6.41715 \n",
+ " 0.00000 \n",
+ " 0.18038 \n",
+ " 0.13911 \n",
+ " -0.24960 \n",
+ " -0.13241 \n",
+ " men \n",
+ " labor factors \n",
+ " mins worked per week \n",
+ " \n",
+ " \n",
+ " 50 \n",
+ " totwrk \n",
+ " -0.12551 \n",
+ " 0.03271 \n",
+ " -3.83678 \n",
+ " 0.00016 \n",
+ " 0.10911 \n",
+ " 0.05342 \n",
+ " -0.18998 \n",
+ " -0.06105 \n",
+ " women \n",
+ " labor factors \n",
+ " mins worked per week \n",
+ " \n",
+ " \n",
+ " 51 \n",
+ " totwrk \n",
+ " -0.11299 \n",
+ " 0.07636 \n",
+ " -1.47971 \n",
+ " 0.14418 \n",
+ " 0.17815 \n",
+ " -0.01362 \n",
+ " -0.26574 \n",
+ " 0.03975 \n",
+ " young kids \n",
+ " labor factors \n",
+ " mins worked per week \n",
+ " \n",
+ " \n",
+ " 52 \n",
+ " yrsmarr \n",
+ " -0.07596 \n",
+ " 2.00936 \n",
+ " -0.03780 \n",
+ " 0.96986 \n",
+ " 0.12729 \n",
+ " 0.10366 \n",
+ " -4.02346 \n",
+ " 3.87155 \n",
+ " all \n",
+ " family factors \n",
+ " years married \n",
+ " \n",
+ " \n",
+ " 53 \n",
+ " yrsmarr \n",
+ " 0.22412 \n",
+ " 2.93479 \n",
+ " 0.07637 \n",
+ " 0.93918 \n",
+ " 0.18038 \n",
+ " 0.13911 \n",
+ " -5.55312 \n",
+ " 6.00135 \n",
+ " men \n",
+ " family factors \n",
+ " years married \n",
+ " \n",
+ " \n",
+ " 54 \n",
+ " yrsmarr \n",
+ " -1.41414 \n",
+ " 2.93198 \n",
+ " -0.48231 \n",
+ " 0.63005 \n",
+ " 0.10911 \n",
+ " 0.05342 \n",
+ " -7.19194 \n",
+ " 4.36366 \n",
+ " women \n",
+ " family factors \n",
+ " years married \n",
+ " \n",
+ " \n",
+ " 55 \n",
+ " yrsmarr \n",
+ " -31.21114 \n",
+ " 16.91401 \n",
+ " -1.84528 \n",
+ " 0.06993 \n",
+ " 0.17815 \n",
+ " -0.01362 \n",
+ " -65.04420 \n",
+ " 2.62192 \n",
+ " young kids \n",
+ " family factors \n",
+ " years married \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " var coef se T pval r2 adj_r2 \\\n",
+ "0 age 0.99489 1.96925 0.50521 0.61362 0.12729 0.10366 \n",
+ "1 age 1.48289 2.88546 0.51392 0.60772 0.18038 0.13911 \n",
+ "2 age 0.95320 2.94321 0.32386 0.74634 0.10911 0.05342 \n",
+ "3 age 22.63402 15.49532 1.46070 0.14931 0.17815 -0.01362 \n",
+ "4 black -84.79661 82.15012 -1.03222 0.30245 0.12729 0.10366 \n",
+ "5 black -132.96711 132.58117 -1.00291 0.31678 0.18038 0.13911 \n",
+ "6 black -68.35063 108.90175 -0.62764 0.53088 0.10911 0.05342 \n",
+ "7 black -119.74104 296.43295 -0.40394 0.68769 0.17815 -0.01362 \n",
+ "8 clerical 22.50583 48.96326 0.45965 0.64596 0.12729 0.10366 \n",
+ "9 clerical -229.27596 102.88822 -2.22840 0.02665 0.18038 0.13911 \n",
+ "10 clerical 106.50726 61.12732 1.74238 0.08281 0.10911 0.05342 \n",
+ "11 clerical -239.90257 211.76020 -1.13290 0.26176 0.17815 -0.01362 \n",
+ "12 construc 113.92956 105.04514 1.08458 0.27861 0.12729 0.10366 \n",
+ "13 construc 65.69606 107.88921 0.60892 0.54307 0.18038 0.13911 \n",
+ "14 construc 361.75643 428.26483 0.84470 0.39918 0.10911 0.05342 \n",
+ "15 construc -186.41520 358.22350 -0.52039 0.60471 0.17815 -0.01362 \n",
+ "16 educ -7.21056 7.51674 -0.95927 0.33787 0.12729 0.10366 \n",
+ "17 educ -7.54542 9.72034 -0.77625 0.43826 0.18038 0.13911 \n",
+ "18 educ -6.27840 11.86988 -0.52894 0.59737 0.10911 0.05342 \n",
+ "19 educ -20.97212 26.97403 -0.77749 0.43992 0.17815 -0.01362 \n",
+ "20 gdhlth -82.58043 58.20472 -1.41879 0.15656 0.12729 0.10366 \n",
+ "21 gdhlth -188.28451 80.47654 -2.33962 0.02001 0.18038 0.13911 \n",
+ "22 gdhlth -24.49158 87.71687 -0.27921 0.78034 0.10911 0.05342 \n",
+ "23 gdhlth -141.81498 203.21302 -0.69786 0.48796 0.17815 -0.01362 \n",
+ "24 lhrwage 21.60570 31.98930 0.67540 0.49972 0.12729 0.10366 \n",
+ "25 lhrwage 3.54475 47.04592 0.07535 0.93999 0.18038 0.13911 \n",
+ "26 lhrwage -22.58048 53.78232 -0.41985 0.67500 0.10911 0.05342 \n",
+ "27 lhrwage 35.60932 122.32374 0.29111 0.77197 0.17815 -0.01362 \n",
+ "28 prot -9.24943 39.77146 -0.23256 0.81619 0.12729 0.10366 \n",
+ "29 prot -20.96733 52.20106 -0.40166 0.68824 0.18038 0.13911 \n",
+ "30 prot 1.06664 61.89805 0.01723 0.98627 0.10911 0.05342 \n",
+ "31 prot -24.17312 127.56650 -0.18949 0.85035 0.17815 -0.01362 \n",
+ "32 selfe -21.27418 63.30392 -0.33606 0.73696 0.12729 0.10366 \n",
+ "33 selfe 3.48409 77.58571 0.04491 0.96421 0.18038 0.13911 \n",
+ "34 selfe -90.68594 112.55650 -0.80569 0.42127 0.10911 0.05342 \n",
+ "35 selfe -370.95651 241.15347 -1.53826 0.12924 0.17815 -0.01362 \n",
+ "36 smsa -40.65356 39.50772 -1.02900 0.30396 0.12729 0.10366 \n",
+ "37 smsa -27.63143 52.41859 -0.52713 0.59852 0.18038 0.13911 \n",
+ "38 smsa -57.14640 61.52103 -0.92889 0.35394 0.10911 0.05342 \n",
+ "39 smsa 43.42957 138.68309 0.31316 0.75525 0.17815 -0.01362 \n",
+ "40 south 82.48698 46.37757 1.77860 0.07589 0.12729 0.10366 \n",
+ "41 south 79.40169 64.43983 1.23218 0.21892 0.18038 0.13911 \n",
+ "42 south 114.62293 69.30049 1.65400 0.09953 0.10911 0.05342 \n",
+ "43 south 71.85138 136.01011 0.52828 0.59925 0.17815 -0.01362 \n",
+ "44 spsepay -0.00101 0.00265 -0.37974 0.70430 0.12729 0.10366 \n",
+ "45 spsepay 0.00307 0.00492 0.62334 0.53357 0.18038 0.13911 \n",
+ "46 spsepay -0.00051 0.00362 -0.14032 0.88853 0.10911 0.05342 \n",
+ "47 spsepay -0.00470 0.01144 -0.41085 0.68265 0.17815 -0.01362 \n",
+ "48 totwrk -0.15192 0.02037 -7.45943 0.00000 0.12729 0.10366 \n",
+ "49 totwrk -0.19101 0.02977 -6.41715 0.00000 0.18038 0.13911 \n",
+ "50 totwrk -0.12551 0.03271 -3.83678 0.00016 0.10911 0.05342 \n",
+ "51 totwrk -0.11299 0.07636 -1.47971 0.14418 0.17815 -0.01362 \n",
+ "52 yrsmarr -0.07596 2.00936 -0.03780 0.96986 0.12729 0.10366 \n",
+ "53 yrsmarr 0.22412 2.93479 0.07637 0.93918 0.18038 0.13911 \n",
+ "54 yrsmarr -1.41414 2.93198 -0.48231 0.63005 0.10911 0.05342 \n",
+ "55 yrsmarr -31.21114 16.91401 -1.84528 0.06993 0.17815 -0.01362 \n",
+ "\n",
+ " ll hl model group \\\n",
+ "0 -2.87382 4.86360 all age \n",
+ "1 -4.19724 7.16302 men age \n",
+ "2 -4.84672 6.75312 women age \n",
+ "3 -8.36124 53.62927 young kids age \n",
+ "4 -246.18572 76.59249 all other factors \n",
+ "5 -393.95764 128.02342 men other factors \n",
+ "6 -282.95362 146.25236 women other factors \n",
+ "7 -712.69523 473.21315 young kids other factors \n",
+ "8 -73.68559 118.69725 all occupation \n",
+ "9 -431.81492 -26.73700 men occupation \n",
+ "10 -13.95091 226.96543 women occupation \n",
+ "11 -663.48604 183.68089 young kids occupation \n",
+ "12 -92.43824 320.29736 all occupation \n",
+ "13 -146.68751 278.07963 men occupation \n",
+ "14 -482.18695 1205.69980 women occupation \n",
+ "15 -902.96889 530.13849 young kids occupation \n",
+ "16 -21.97766 7.55654 all labor factors \n",
+ "17 -26.68024 11.58940 men labor factors \n",
+ "18 -29.66932 17.11252 women labor factors \n",
+ "19 -74.92821 32.98398 young kids labor factors \n",
+ "20 -196.92727 31.76641 all health factors \n",
+ "21 -346.70531 -29.86371 men health factors \n",
+ "22 -197.34740 148.36424 women health factors \n",
+ "23 -548.30154 264.67159 young kids health factors \n",
+ "24 -41.23930 84.45070 all labor factors \n",
+ "25 -89.06675 96.15625 men labor factors \n",
+ "26 -128.56451 83.40355 women labor factors \n",
+ "27 -209.07459 280.29322 young kids labor factors \n",
+ "28 -87.38298 68.88412 all other factors \n",
+ "29 -123.72689 81.79223 men other factors \n",
+ "30 -120.91033 123.04361 women other factors \n",
+ "31 -279.34411 230.99786 young kids other factors \n",
+ "32 -145.63872 103.09036 all labor factors \n",
+ "33 -149.24600 156.21419 men labor factors \n",
+ "34 -312.49100 131.11913 women labor factors \n",
+ "35 -853.33528 111.42226 young kids labor factors \n",
+ "36 -118.26897 36.96186 all area of residence \n",
+ "37 -130.81921 75.55635 men area of residence \n",
+ "38 -178.38042 64.08762 women area of residence \n",
+ "39 -233.97791 320.83705 young kids area of residence \n",
+ "40 -8.62469 173.59864 all area of residence \n",
+ "41 -47.45031 206.25369 men area of residence \n",
+ "42 -21.94138 251.18725 women area of residence \n",
+ "43 -200.20935 343.91211 young kids area of residence \n",
+ "44 -0.00621 0.00420 all other factors \n",
+ "45 -0.00662 0.01276 men other factors \n",
+ "46 -0.00764 0.00663 women other factors \n",
+ "47 -0.02759 0.01819 young kids other factors \n",
+ "48 -0.19193 -0.11191 all labor factors \n",
+ "49 -0.24960 -0.13241 men labor factors \n",
+ "50 -0.18998 -0.06105 women labor factors \n",
+ "51 -0.26574 0.03975 young kids labor factors \n",
+ "52 -4.02346 3.87155 all family factors \n",
+ "53 -5.55312 6.00135 men family factors \n",
+ "54 -7.19194 4.36366 women family factors \n",
+ "55 -65.04420 2.62192 young kids family factors \n",
+ "\n",
+ " label \n",
+ "0 in years \n",
+ "1 in years \n",
+ "2 in years \n",
+ "3 in years \n",
+ "4 =1 if black \n",
+ "5 =1 if black \n",
+ "6 =1 if black \n",
+ "7 =1 if black \n",
+ "8 =1 if clerical worker \n",
+ "9 =1 if clerical worker \n",
+ "10 =1 if clerical worker \n",
+ "11 =1 if clerical worker \n",
+ "12 =1 if construction worker \n",
+ "13 =1 if construction worker \n",
+ "14 =1 if construction worker \n",
+ "15 =1 if construction worker \n",
+ "16 years of schooling \n",
+ "17 years of schooling \n",
+ "18 years of schooling \n",
+ "19 years of schooling \n",
+ "20 =1 if in good or excel. health \n",
+ "21 =1 if in good or excel. health \n",
+ "22 =1 if in good or excel. health \n",
+ "23 =1 if in good or excel. health \n",
+ "24 log hourly wage \n",
+ "25 log hourly wage \n",
+ "26 log hourly wage \n",
+ "27 log hourly wage \n",
+ "28 =1 if Protestant \n",
+ "29 =1 if Protestant \n",
+ "30 =1 if Protestant \n",
+ "31 =1 if Protestant \n",
+ "32 =1 if self employed \n",
+ "33 =1 if self employed \n",
+ "34 =1 if self employed \n",
+ "35 =1 if self employed \n",
+ "36 =1 if live in smsa \n",
+ "37 =1 if live in smsa \n",
+ "38 =1 if live in smsa \n",
+ "39 =1 if live in smsa \n",
+ "40 =1 if live in south \n",
+ "41 =1 if live in south \n",
+ "42 =1 if live in south \n",
+ "43 =1 if live in south \n",
+ "44 spousal wage income \n",
+ "45 spousal wage income \n",
+ "46 spousal wage income \n",
+ "47 spousal wage income \n",
+ "48 mins worked per week \n",
+ "49 mins worked per week \n",
+ "50 mins worked per week \n",
+ "51 mins worked per week \n",
+ "52 years married \n",
+ "53 years married \n",
+ "54 years married \n",
+ "55 years married "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "stdopts = {'relimp': False, 'remove_na': True}\n",
+ "x = [\n",
+ " \"age\",\n",
+ " \"black\",\n",
+ " \"clerical\",\n",
+ " \"construc\",\n",
+ " \"educ\",\n",
+ " \"gdhlth\",\n",
+ " \"inlf\",\n",
+ " \"smsa\",\n",
+ " \"lhrwage\",\n",
+ " \"prot\",\n",
+ " \"selfe\",\n",
+ " \"south\",\n",
+ " \"spsepay\",\n",
+ " \"totwrk\",\n",
+ " \"yrsmarr\",\n",
+ "]\n",
+ "lm_all = (pg.linear_regression(df[x], df['sleep'], **stdopts)\n",
+ " .assign(model='all')\n",
+ " )\n",
+ "lm_male = (pg.linear_regression(df.query('male==1')[x], df.query('male==1')['sleep'], **stdopts)\n",
+ " .assign(model='men')\n",
+ " )\n",
+ "lm_female = (pg.linear_regression(df.query('male==0')[x], df.query('male==0')['sleep'], **stdopts)\n",
+ " .assign(model='women')\n",
+ " )\n",
+ "lm_kids = (pg.linear_regression(df.query('yngkid==1')[x], df.query('yngkid==1')['sleep'], **stdopts)\n",
+ " .assign(model='young kids')\n",
+ " )\n",
+ "df_results = (pd.concat([lm_all, lm_female, lm_male, lm_kids])\n",
+ " .query('names!=\"Intercept\"')\n",
+ " .reset_index(drop=True)\n",
+ " # Get labels\n",
+ " .rename_column('names', 'var')\n",
+ " .merge(df_label, how='left', on='var', validate='m:1')\n",
+ " .sort_values(['var', 'model', 'group'])\n",
+ " .reset_index(drop=True)\n",
+ " # Tidy up columns\n",
+ " .rename_column(\"CI[2.5%]\", \"ll\")\n",
+ " .rename_column(\"CI[97.5%]\", \"hl\")\n",
+ " )\n",
+ "df_results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "f0cbd40e",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:24:46.188049Z",
+ "start_time": "2023-03-21T02:24:46.079021Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "df_results.to_csv('../examples/data/sleep-mmodel.csv', index=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "d2283891",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:24:46.204047Z",
+ "start_time": "2023-03-21T02:24:46.190050Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# _cols = ['var', 'label', 'coef', 'model', 'group', 'pval', 'll', 'hl']\n",
+ "# df_results[_cols].head(6).to_markdown()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ef007948",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.12"
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ },
+ "varInspector": {
+ "cols": {
+ "lenName": 16,
+ "lenType": 16,
+ "lenVar": 40
+ },
+ "kernels_config": {
+ "python": {
+ "delete_cmd_postfix": "",
+ "delete_cmd_prefix": "del ",
+ "library": "var_list.py",
+ "varRefreshCmd": "print(var_dic_list())"
+ },
+ "r": {
+ "delete_cmd_postfix": ") ",
+ "delete_cmd_prefix": "rm(",
+ "library": "var_list.r",
+ "varRefreshCmd": "cat(var_dic_list()) "
+ }
+ },
+ "types_to_exclude": [
+ "module",
+ "function",
+ "builtin_function_or_method",
+ "instance",
+ "_Feature"
+ ],
+ "window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/examples/readme-examples.ipynb b/examples/readme-examples.ipynb
index e243f3b..4451a14 100644
--- a/examples/readme-examples.ipynb
+++ b/examples/readme-examples.ipynb
@@ -14,8 +14,8 @@
"id": "57283b99",
"metadata": {
"ExecuteTime": {
- "end_time": "2023-02-09T05:25:37.104923Z",
- "start_time": "2023-02-09T05:25:35.883224Z"
+ "end_time": "2024-01-15T07:29:18.922609Z",
+ "start_time": "2024-01-15T07:29:17.164612Z"
},
"code_folding": [],
"scrolled": true
@@ -25,7 +25,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "fp.__version__='0.2.2'\n"
+ "fp.__version__='0.3.1'\n"
]
},
{
@@ -337,13 +337,18 @@
"source": [
"import os\n",
"import pandas as pd\n",
- "pd.set_option('display.max_columns', 100)\n",
+ "\n",
+ "pd.set_option(\"display.max_columns\", 100)\n",
"import forestplot as fp\n",
+ "\n",
"print(f\"{fp.__version__=}\")\n",
"import matplotlib.pyplot as plt\n",
+ "\n",
+ "\n",
"def save_mpl_fig(savename):\n",
- " savepath = os.path.join('../docs/images', savename)\n",
- " plt.savefig(f'{savepath}.png', dpi='figure', bbox_inches='tight')\n",
+ " savepath = os.path.join(\"../docs/images\", savename)\n",
+ " plt.savefig(f\"{savepath}.png\", dpi=\"figure\", bbox_inches=\"tight\")\n",
+ "\n",
"\n",
"df = fp.load_data(\"sleep\")\n",
"df"
@@ -366,9 +371,10 @@
"id": "0ad20902",
"metadata": {
"ExecuteTime": {
- "end_time": "2023-02-09T05:25:37.392001Z",
- "start_time": "2023-02-09T05:25:37.105922Z"
- }
+ "end_time": "2024-01-15T07:29:19.224609Z",
+ "start_time": "2024-01-15T07:29:18.925612Z"
+ },
+ "scrolled": false
},
"outputs": [
{
@@ -383,14 +389,16 @@
}
],
"source": [
- "fp.forestplot(df, # the dataframe with results data\n",
- " estimate=\"r\", # col containing estimated effect size \n",
- " ll=\"ll\", hl=\"hl\", # columns containing conf. int. lower and higher limits\n",
- " varlabel=\"label\", # column containing variable label\n",
- " ylabel=\"Confidence interval\", # y-label title\n",
- " xlabel=\"Pearson correlation\" # x-label title\n",
- " )\n",
- "save_mpl_fig('vanilla')"
+ "fp.forestplot(\n",
+ " df, # the dataframe with results data\n",
+ " estimate=\"r\", # col containing estimated effect size\n",
+ " ll=\"ll\",\n",
+ " hl=\"hl\", # columns containing conf. int. lower and higher limits\n",
+ " varlabel=\"label\", # column containing variable label\n",
+ " ylabel=\"Confidence interval\", # y-label title\n",
+ " xlabel=\"Pearson correlation\", # x-label title\n",
+ ")\n",
+ "save_mpl_fig(\"vanilla\")"
]
},
{
@@ -412,8 +420,8 @@
"id": "9bba37e1",
"metadata": {
"ExecuteTime": {
- "end_time": "2023-02-09T05:25:37.679170Z",
- "start_time": "2023-02-09T05:25:37.393002Z"
+ "end_time": "2024-01-15T07:29:19.598611Z",
+ "start_time": "2024-01-15T07:29:19.228611Z"
},
"code_folding": []
},
@@ -430,18 +438,27 @@
}
],
"source": [
- "fp.forestplot(df, # the dataframe with results data\n",
- " estimate=\"r\", # col containing estimated effect size \n",
- " ll=\"ll\", hl=\"hl\", # columns containing conf. int. lower and higher limits \n",
- " varlabel=\"label\", # column containing variable label\n",
- " capitalize=\"capitalize\", # Capitalize labels\n",
- " groupvar=\"group\", # Add variable groupings \n",
- " # group ordering\n",
- " group_order=[\"labor factors\", \"occupation\", \"age\", \"health factors\", \n",
- " \"family factors\", \"area of residence\", \"other factors\"],\n",
- " sort=True # sort in ascending order (sorts within group if group is specified) \n",
- " )\n",
- "save_mpl_fig('group-grouporder-sort')"
+ "fp.forestplot(\n",
+ " df, # the dataframe with results data\n",
+ " estimate=\"r\", # col containing estimated effect size\n",
+ " ll=\"ll\",\n",
+ " hl=\"hl\", # columns containing conf. int. lower and higher limits\n",
+ " varlabel=\"label\", # column containing variable label\n",
+ " capitalize=\"capitalize\", # Capitalize labels\n",
+ " groupvar=\"group\", # Add variable groupings\n",
+ " # group ordering\n",
+ " group_order=[\n",
+ " \"labor factors\",\n",
+ " \"occupation\",\n",
+ " \"age\",\n",
+ " \"health factors\",\n",
+ " \"family factors\",\n",
+ " \"area of residence\",\n",
+ " \"other factors\",\n",
+ " ],\n",
+ " sort=True, # sort in ascending order (sorts within group if group is specified)\n",
+ ")\n",
+ "save_mpl_fig(\"group-grouporder-sort\")"
]
},
{
@@ -461,14 +478,14 @@
"id": "54e05f72",
"metadata": {
"ExecuteTime": {
- "end_time": "2023-02-09T05:25:38.140912Z",
- "start_time": "2023-02-09T05:25:37.680171Z"
+ "end_time": "2024-01-15T07:29:20.086610Z",
+ "start_time": "2024-01-15T07:29:19.602610Z"
}
},
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
""
]
@@ -478,22 +495,31 @@
}
],
"source": [
- "fp.forestplot(df, # the dataframe with results data\n",
- " estimate=\"r\", # col containing estimated effect size \n",
- " ll=\"ll\", hl=\"hl\", # columns containing conf. int. lower and higher limits\n",
- " varlabel=\"label\", # column containing variable label\n",
- " capitalize=\"capitalize\", # Capitalize labels\n",
- " groupvar=\"group\", # Add variable groupings \n",
- " # group ordering\n",
- " group_order=[\"labor factors\", \"occupation\", \"age\", \"health factors\", \n",
- " \"family factors\", \"area of residence\", \"other factors\"],\n",
- " sort=True, # sort in ascending order (sorts within group if group is specified) \n",
- " pval=\"p-val\", # Column of p-value to be reported on right\n",
- " color_alt_rows=True, # Gray alternate rows\n",
- " ylabel=\"Est.(95% Conf. Int.)\", # ylabel to print\n",
- " **{\"ylabel1_size\": 11} # control size of printed ylabel\n",
- " )\n",
- "save_mpl_fig('group-grouporder-pvalue-sort-colorrows')"
+ "fp.forestplot(\n",
+ " df, # the dataframe with results data\n",
+ " estimate=\"r\", # col containing estimated effect size\n",
+ " ll=\"ll\",\n",
+ " hl=\"hl\", # columns containing conf. int. lower and higher limits\n",
+ " varlabel=\"label\", # column containing variable label\n",
+ " capitalize=\"capitalize\", # Capitalize labels\n",
+ " groupvar=\"group\", # Add variable groupings\n",
+ " # group ordering\n",
+ " group_order=[\n",
+ " \"labor factors\",\n",
+ " \"occupation\",\n",
+ " \"age\",\n",
+ " \"health factors\",\n",
+ " \"family factors\",\n",
+ " \"area of residence\",\n",
+ " \"other factors\",\n",
+ " ],\n",
+ " sort=True, # sort in ascending order (sorts within group if group is specified)\n",
+ " pval=\"p-val\", # Column of p-value to be reported on right\n",
+ " color_alt_rows=True, # Gray alternate rows\n",
+ " ylabel=\"Est.(95% Conf. Int.)\", # ylabel to print\n",
+ " **{\"ylabel1_size\": 11}, # control size of printed ylabel\n",
+ ")\n",
+ "save_mpl_fig(\"group-grouporder-pvalue-sort-colorrows\")"
]
},
{
@@ -513,8 +539,8 @@
"id": "26f2f462",
"metadata": {
"ExecuteTime": {
- "end_time": "2023-02-09T05:25:38.554177Z",
- "start_time": "2023-02-09T05:25:38.141914Z"
+ "end_time": "2024-01-15T07:29:20.542611Z",
+ "start_time": "2024-01-15T07:29:20.090611Z"
}
},
"outputs": [
@@ -530,20 +556,22 @@
}
],
"source": [
- "fp.forestplot(df, # the dataframe with results data\n",
- " estimate=\"r\", # col containing estimated effect size \n",
- " ll=\"ll\", hl=\"hl\", # lower & higher limits of conf. int.\n",
- " varlabel=\"label\", # column containing the varlabels to be printed on far left\n",
- " capitalize=\"capitalize\", # Capitalize labels\n",
- " pval=\"p-val\", # column containing p-values to be formatted\n",
- " annote=[\"n\", \"power\", \"est_ci\"], # columns to report on left of plot\n",
- " annoteheaders=[\"N\", \"Power\", \"Est. (95% Conf. Int.)\"], # ^corresponding headers\n",
- " rightannote=[\"formatted_pval\", \"group\"], # columns to report on right of plot \n",
- " right_annoteheaders=[\"P-value\", \"Variable group\"], # ^corresponding headers\n",
- " xlabel=\"Pearson correlation coefficient\", # x-label title\n",
- " table=True, # Format as a table\n",
- " )\n",
- "save_mpl_fig('leftannote-rightannote-table')"
+ "fp.forestplot(\n",
+ " df, # the dataframe with results data\n",
+ " estimate=\"r\", # col containing estimated effect size\n",
+ " ll=\"ll\",\n",
+ " hl=\"hl\", # lower & higher limits of conf. int.\n",
+ " varlabel=\"label\", # column containing the varlabels to be printed on far left\n",
+ " capitalize=\"capitalize\", # Capitalize labels\n",
+ " pval=\"p-val\", # column containing p-values to be formatted\n",
+ " annote=[\"n\", \"power\", \"est_ci\"], # columns to report on left of plot\n",
+ " annoteheaders=[\"N\", \"Power\", \"Est. (95% Conf. Int.)\"], # ^corresponding headers\n",
+ " rightannote=[\"formatted_pval\", \"group\"], # columns to report on right of plot\n",
+ " right_annoteheaders=[\"P-value\", \"Variable group\"], # ^corresponding headers\n",
+ " xlabel=\"Pearson correlation coefficient\", # x-label title\n",
+ " table=True, # Format as a table\n",
+ ")\n",
+ "save_mpl_fig(\"leftannote-rightannote-table\")"
]
},
{
@@ -563,8 +591,8 @@
"id": "fb38d94e",
"metadata": {
"ExecuteTime": {
- "end_time": "2023-02-09T05:25:38.746255Z",
- "start_time": "2023-02-09T05:25:38.555168Z"
+ "end_time": "2024-01-15T07:29:20.798609Z",
+ "start_time": "2024-01-15T07:29:20.548613Z"
}
},
"outputs": [
@@ -580,16 +608,18 @@
}
],
"source": [
- "fp.forestplot(df, # the dataframe with results data\n",
- " estimate=\"r\", # col containing estimated effect size \n",
- " ll=\"ll\", hl=\"hl\", # lower & higher limits of conf. int.\n",
- " varlabel=\"label\", # column containing the varlabels to be printed on far left\n",
- " capitalize=\"capitalize\", # Capitalize labels\n",
- " ci_report=False, # Turn off conf. int. reporting\n",
- " flush=False, # Turn off left-flush of text\n",
- " **{'fontfamily': 'sans-serif'} # revert to sans-serif \n",
- " )\n",
- "save_mpl_fig('vcoefplot')"
+ "fp.forestplot(\n",
+ " df, # the dataframe with results data\n",
+ " estimate=\"r\", # col containing estimated effect size\n",
+ " ll=\"ll\",\n",
+ " hl=\"hl\", # lower & higher limits of conf. int.\n",
+ " varlabel=\"label\", # column containing the varlabels to be printed on far left\n",
+ " capitalize=\"capitalize\", # Capitalize labels\n",
+ " ci_report=False, # Turn off conf. int. reporting\n",
+ " flush=False, # Turn off left-flush of text\n",
+ " **{\"fontfamily\": \"sans-serif\"}, # revert to sans-serif\n",
+ ")\n",
+ "save_mpl_fig(\"vcoefplot\")"
]
},
{
@@ -611,8 +641,8 @@
"id": "60ed7bcf",
"metadata": {
"ExecuteTime": {
- "end_time": "2023-02-09T05:25:39.240367Z",
- "start_time": "2023-02-09T05:25:38.747256Z"
+ "end_time": "2024-01-15T07:29:21.350609Z",
+ "start_time": "2024-01-15T07:29:20.801611Z"
},
"scrolled": false
},
@@ -629,38 +659,228 @@
}
],
"source": [
- "fp.forestplot(df, # the dataframe with results data\n",
- " estimate=\"r\", # col containing estimated effect size \n",
- " ll=\"ll\", hl=\"hl\", # lower & higher limits of conf. int.\n",
- " varlabel=\"label\", # column containing the varlabels to be printed on far left\n",
- " capitalize=\"capitalize\", # Capitalize labels\n",
- " pval=\"p-val\", # column containing p-values to be formatted\n",
- " annote=[\"n\", \"power\", \"est_ci\"], # columns to report on left of plot\n",
- " annoteheaders=[\"N\", \"Power\", \"Est. (95% Conf. Int.)\"], # ^corresponding headers\n",
- " rightannote=[\"formatted_pval\", \"group\"], # columns to report on right of plot \n",
- " right_annoteheaders=[\"P-value\", \"Variable group\"], # ^corresponding headers\n",
- " groupvar=\"group\", # column containing group labels\n",
- " group_order=[\"labor factors\", \"occupation\", \"age\", \"health factors\", \n",
- " \"family factors\", \"area of residence\", \"other factors\"], \n",
- " xlabel=\"Pearson correlation coefficient\", # x-label title\n",
- " xticks=[-.4,-.2,0, .2], # x-ticks to be printed\n",
- " sort=True, # sort estimates in ascending order\n",
- " table=True, # Format as a table\n",
- " # Additional kwargs for customizations\n",
- " **{\"marker\": \"D\", # set maker symbol as diamond\n",
- " \"markersize\": 35, # adjust marker size\n",
- " \"xlinestyle\": (0, (10, 5)), # long dash for x-reference line \n",
- " \"xlinecolor\": \".1\", # gray color for x-reference line\n",
- " \"xtick_size\": 12, # adjust x-ticker fontsize\n",
- " } \n",
- " )\n",
- "save_mpl_fig('main')"
+ "fp.forestplot(\n",
+ " df, # the dataframe with results data\n",
+ " estimate=\"r\", # col containing estimated effect size\n",
+ " ll=\"ll\",\n",
+ " hl=\"hl\", # lower & higher limits of conf. int.\n",
+ " varlabel=\"label\", # column containing the varlabels to be printed on far left\n",
+ " capitalize=\"capitalize\", # Capitalize labels\n",
+ " pval=\"p-val\", # column containing p-values to be formatted\n",
+ " annote=[\"n\", \"power\", \"est_ci\"], # columns to report on left of plot\n",
+ " annoteheaders=[\"N\", \"Power\", \"Est. (95% Conf. Int.)\"], # ^corresponding headers\n",
+ " rightannote=[\"formatted_pval\", \"group\"], # columns to report on right of plot\n",
+ " right_annoteheaders=[\"P-value\", \"Variable group\"], # ^corresponding headers\n",
+ " groupvar=\"group\", # column containing group labels\n",
+ " group_order=[\n",
+ " \"labor factors\",\n",
+ " \"occupation\",\n",
+ " \"age\",\n",
+ " \"health factors\",\n",
+ " \"family factors\",\n",
+ " \"area of residence\",\n",
+ " \"other factors\",\n",
+ " ],\n",
+ " xlabel=\"Pearson correlation coefficient\", # x-label title\n",
+ " xticks=[-0.4, -0.2, 0, 0.2], # x-ticks to be printed\n",
+ " sort=True, # sort estimates in ascending order\n",
+ " table=True, # Format as a table\n",
+ " # Additional kwargs for customizations\n",
+ " **{\n",
+ " \"marker\": \"D\", # set maker symbol as diamond\n",
+ " \"markersize\": 35, # adjust marker size\n",
+ " \"xlinestyle\": (0, (10, 5)), # long dash for x-reference line\n",
+ " \"xlinecolor\": \".1\", # gray color for x-reference line\n",
+ " \"xtick_size\": 12, # adjust x-ticker fontsize\n",
+ " },\n",
+ ")\n",
+ "save_mpl_fig(\"main\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f9eb57c4",
+ "metadata": {},
+ "source": [
+ "## Multiple models (`mforestplot`)"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"id": "2df54662",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-15T07:29:21.382609Z",
+ "start_time": "2024-01-15T07:29:21.355611Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " var \n",
+ " coef \n",
+ " se \n",
+ " T \n",
+ " pval \n",
+ " r2 \n",
+ " adj_r2 \n",
+ " ll \n",
+ " hl \n",
+ " model \n",
+ " group \n",
+ " label \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " age \n",
+ " 0.994889 \n",
+ " 1.969249 \n",
+ " 0.505213 \n",
+ " 0.613625 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -2.873825 \n",
+ " 4.863603 \n",
+ " all \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " age \n",
+ " 22.634017 \n",
+ " 15.495320 \n",
+ " 1.460700 \n",
+ " 0.149315 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -8.361238 \n",
+ " 53.629272 \n",
+ " young kids \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " black \n",
+ " -84.796612 \n",
+ " 82.150125 \n",
+ " -1.032215 \n",
+ " 0.302454 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -246.185715 \n",
+ " 76.592491 \n",
+ " all \n",
+ " other factors \n",
+ " =1 if black \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " var coef se T pval r2 adj_r2 \\\n",
+ "0 age 0.994889 1.969249 0.505213 0.613625 0.127289 0.103656 \n",
+ "3 age 22.634017 15.495320 1.460700 0.149315 0.178147 -0.013619 \n",
+ "4 black -84.796612 82.150125 -1.032215 0.302454 0.127289 0.103656 \n",
+ "\n",
+ " ll hl model group label \n",
+ "0 -2.873825 4.863603 all age in years \n",
+ "3 -8.361238 53.629272 young kids age in years \n",
+ "4 -246.185715 76.592491 all other factors =1 if black "
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_mmodel = pd.read_csv(\"../examples/data/sleep-mmodel.csv\").query(\n",
+ " \"model=='all' | model=='young kids'\"\n",
+ ")\n",
+ "df_mmodel.head(3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "e6cc8f4f",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-15T07:29:21.886609Z",
+ "start_time": "2024-01-15T07:29:21.386610Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fp.mforestplot(\n",
+ " dataframe=df_mmodel,\n",
+ " estimate=\"coef\",\n",
+ " ll=\"ll\",\n",
+ " hl=\"hl\",\n",
+ " varlabel=\"label\",\n",
+ " capitalize=\"capitalize\",\n",
+ " model_col=\"model\",\n",
+ " color_alt_rows=True,\n",
+ " groupvar=\"group\",\n",
+ " table=True,\n",
+ " rightannote=[\"var\", \"group\"],\n",
+ " right_annoteheaders=[\"Source\", \"Group\"],\n",
+ " xlabel=\"Coefficient (95% CI)\",\n",
+ " modellabels=[\"Have young kids\", \"Full sample\"],\n",
+ " xticks=[-1200, -600, 0, 600],\n",
+ " mcolor=[\"#CC6677\", \"#4477AA\"],\n",
+ " # Additional kwargs for customizations\n",
+ " **{\n",
+ " \"markersize\": 30,\n",
+ " # override default vertical offset between models (0.0 to 1.0)\n",
+ " \"offset\": 0.35, \n",
+ " \"xlinestyle\": (0, (10, 5)), # long dash for x-reference line\n",
+ " \"xlinecolor\": \".8\", # gray color for x-reference line\n",
+ " },\n",
+ ")\n",
+ "save_mpl_fig(\"multimodel\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "2cc19cea",
"metadata": {},
"outputs": [],
"source": []
@@ -697,7 +917,7 @@
"height": "calc(100% - 180px)",
"left": "10px",
"top": "150px",
- "width": "227.5px"
+ "width": "165px"
},
"toc_section_display": true,
"toc_window_display": true
diff --git a/examples/test-multmodel-sleep.ipynb b/examples/test-multmodel-sleep.ipynb
new file mode 100644
index 0000000..a99acb2
--- /dev/null
+++ b/examples/test-multmodel-sleep.ipynb
@@ -0,0 +1,2506 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "77435fe9",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:53.167276Z",
+ "start_time": "2024-01-14T06:29:51.956274Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " var \n",
+ " coef \n",
+ " se \n",
+ " T \n",
+ " pval \n",
+ " r2 \n",
+ " adj_r2 \n",
+ " ll \n",
+ " hl \n",
+ " model \n",
+ " group \n",
+ " label \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " age \n",
+ " 0.994889 \n",
+ " 1.969249 \n",
+ " 0.505213 \n",
+ " 0.613625 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -2.873825 \n",
+ " 4.863603 \n",
+ " all \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " age \n",
+ " 22.634017 \n",
+ " 15.495320 \n",
+ " 1.460700 \n",
+ " 0.149315 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -8.361238 \n",
+ " 53.629272 \n",
+ " young kids \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " black \n",
+ " -84.796612 \n",
+ " 82.150125 \n",
+ " -1.032215 \n",
+ " 0.302454 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -246.185715 \n",
+ " 76.592491 \n",
+ " all \n",
+ " other factors \n",
+ " =1 if black \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " var coef se T pval r2 adj_r2 \\\n",
+ "0 age 0.994889 1.969249 0.505213 0.613625 0.127289 0.103656 \n",
+ "3 age 22.634017 15.495320 1.460700 0.149315 0.178147 -0.013619 \n",
+ "4 black -84.796612 82.150125 -1.032215 0.302454 0.127289 0.103656 \n",
+ "\n",
+ " ll hl model group label \n",
+ "0 -2.873825 4.863603 all age in years \n",
+ "3 -8.361238 53.629272 young kids age in years \n",
+ "4 -246.185715 76.592491 all other factors =1 if black "
+ ]
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import sys\n",
+ "sys.path.append('../')\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import forestplot as fp\n",
+ "pd.set_option('display.max_rows', 100)\n",
+ "\n",
+ "df = (pd.read_csv('../examples/data/sleep-mmodel.csv')\n",
+ " .query(\"model=='all' | model=='young kids'\")\n",
+ " )\n",
+ "df.head(3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "5f763314",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:53.183275Z",
+ "start_time": "2024-01-14T06:29:53.168276Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "std_opts = dict(\n",
+ " dataframe = df,\n",
+ " estimate = \"coef\",\n",
+ " ll =\"ll\", \n",
+ " hl = \"hl\",\n",
+ " varlabel = \"var\",\n",
+ " model_col = \"model\",\n",
+ " return_df=True,\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6142132a",
+ "metadata": {},
+ "source": [
+ "## Normie usage"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "ab687a5f",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:53.327273Z",
+ "start_time": "2024-01-14T06:29:53.185275Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Vanilla\n",
+ "_df, ax = fp.mforestplot(**std_opts)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "d7b6f307",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:53.487273Z",
+ "start_time": "2024-01-14T06:29:53.329274Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Vanilla\n",
+ "# Color rows and add borders\n",
+ "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, despine=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ebe57789",
+ "metadata": {},
+ "source": [
+ "## Make table"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "791995ab",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:53.693273Z",
+ "start_time": "2024-01-14T06:29:53.488277Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAApAAAAH2CAYAAADH8LyKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAADgP0lEQVR4nOzdd1wU1/4//teylJW2S5cFBMQSGySgQhQVC5oYO7GhlBgUNQhcTfJDIQb1iigmivGa2K4l9pJri7EhWIgYNZrEEgxSpCiIsiBIXc7vD77Mx5Wyu7QFfD8fj33ozpk58z4zO7NvzpyZ5THGGAghhBBCCFGQmqoDIIQQQgghbQslkIQQQgghRCmUQBJCCCGEEKVQAkkIIYQQQpRCCSQhhBBCCFGKel0FPB6vJeMghJA60cMiCGkdKDd4O9V2DqYeSEIIIYQQohQePQeSEEIIIYQog3ogCSGEEEKIUiiBJIQQQgghSqEEkhBCCCGEKIUSSEIIIYQQohRKIAkhhBBCiFIogSSEEEIIIUqhBJIQQgghhCiFEkhCCCGEEKIUSiAJIYQQQohSKIEkhBBCCCFKoQSSEEIIIYQoReUJpJubG3g8nsLz83g8uLm51VomEonA4/G4V2pqatME2UYpu20VVd8+IIQQ0v7l5+cjKCgINjY20NLSgoGBASZOnKjqsEgLqjeBdHFxgaamJl6+fMlNi42Nhba2NoqLi5skgI4dO8La2rpJ6jp16hRiY2MxatSoJqlPEa8nrB06dMCgQYNw+/btFlt/fRqybePi4hAeHl5v8m1tbY2OHTs2MjpCCCFtUXl5OYYPH44NGzZgxIgROHbsGH744Qf06dNH1aGRFlRvAvnBBx+gvLwcMTEx3LRjx45h5MiR6NChQ5MEcODAgSbrKXR1dYWbm1uLJzcODg44efIkpk6diqtXr2LChAmQSqUtGkNtGrJt4+LisGzZsnqXS01NxYEDBxoXHCGEkDZp7969uHXrFnx9fbFt2zZ8+OGHmDp1KpYvXw4ACA8PB4/Hw3fffQdHR0doampyV63y8/Px2WefQSwWw9jYGDNmzMCTJ09klouLiwMA+Pr6clcTd+7cCR6Ph88//xyOjo4QCoX47LPPWsV37duq3gTyww8/BACcOXOGm3bixAlMmDABALBhwwZ07doVAoEAnTp1woIFC1BRUQGgKhGp3tljxoyBjo4OdzlVIpHI9Ny9eZn1k08+gVgshkAgwDvvvIOtW7fKlFdWViIoKAi6urro27cv/vnnH4Uae+rUKbz33nvQ0dGBi4sL/vjjD4WWk0ckEmHMmDHYuXMnhgwZgsePH+PChQty13n79m04OzujQ4cO0NbWxsCBA7myiooKREREoEePHhAIBDA0NIS3tzeAhm9beQegjY0Nli1bBgAYOnQoeDwefH19AVT94fB6na9fwmaMITo6Gt26dYO+vj7c3Nxw48YNAFXJJo/Hw4wZMzBq1Ch06NABI0aMwKtXr5pk2xNCCGlZ58+fBwD4+PjUO9/ixYsxceJEBAcHc9N8fX3x/fffY9GiRVi9ejX+97//Ydy4cQonglu3bsXChQvh7u6OTZs2Yf/+/Q1uB2mcehPIfv36wcjIiEsgb9++jfT0dIwZMwYA8PjxY3z22Wf46aef0KNHD2zcuBHHjx+XqWP9+vUwMTHBf/7zH26arq4uYmNjERsbCwcHhxrrffHiBSIjI7F//36UlpZi3rx5yM7O5sqvXr2KyspKfPPNN/j9998xZ84cuQ29efMmJkyYAJFIhAMHDkBTUxPjx49HWVmZ3GWVMXr0aADAo0eP6l1nZWUl3N3dkZ2djT179mDPnj0YNmwYV09YWBhCQ0PRtWtXHDlyBN9//32NywMN2bZA3QfggQMHuBPCunXrEBsbi5CQEABVvbvV9b5pw4YNCA4OhqurK3bt2oWsrCyMGDEC6enp3DwHDhyAm5sbfH19ERMTg0OHDjVk8xJCCFGxZ8+eAQDEYjE37c6dO0hISJCZb/Xq1fjqq68wduxY7vvu2LFjGDRoEBYtWoRPP/0UH3/8MW7evIlbt24ptO4vv/wSM2fOxOLFiwEAv/zySxO1iihLvb5CNTU1jBw5Evv378eDBw9w7NgxDBw4EMbGxgCAtWvXAqjqgaqsrMS5c+eQmJgoU8fEiROxY8cO5ObmYsaMGVUrVVfnerBEIlGN9VYnoVKpFNeuXUNUVBQePXoEMzMzAEDXrl2xYcMG8Hg8bNy4EZcuXUJpaSm0tLTqbMuWLVsglUoRGRkJBwcHlJaWYvLkybh+/ToGDRqkwKZSjJGREYCqnsD61jlgwADweDzk5OTg9u3bmDt3LiZNmgSgantu3LgRHTt2xJEjR6CpqVnruhqybYH/OwB79OiBo0eP4pdffsHMmTPh4uLC/bHw7rvvyvQyGhsb13njzA8//AAtLS385z//QYcOHZCXl4dPP/0U+/fvx5QpUwAA48ePx+LFixEbG4sffvgBjx8/VmazEkIIaSWqv+fS09PRrVs3AEBwcDBSU1Nlhj/16tULADBo0CAMGjQIv/32GwDAwsKCm8fS0hIAkJaWptS6tbW1AVR1OBHVkHsX9gcffACg6jL2sWPHMH78eK5s69atsLOzg7q6OsaOHQsANXr0qj9AxsbG2LNnj9yAKioqEBQUBFNTU6irqyMqKqpGvQYGBtylWW1tbTDGIJFI6q23+sPp4uKCDh06YPLkyQDQ5IlM9Q1HxsbG9a6Tz+fj7NmzeO+997By5UrY2Nhgzpw5KCsrQ25uLoqKimBjY1Nn8ggov22rNfUBmJaWBkNDQ25cbG0nBH19fQDg9ltlZWWj1kkIIUQ1qq+Wbd68Wanlqm/qzMrK4qZlZmZyZWpqVSlJeXk5pFIpHj58WGdd1YmqlZWVUjGQplNvDyRQlUDyeDxs27YN9+/f58Y/Jicnw9/fH05OTvjPf/6D5ORkfPbZZ40O6Mcff8SGDRvg5eWFWbNmYc+ePdi+fXud86elpUFLSwsmJib11tupUycAwMaNG+Hk5MRNt7Oza3TMr7t69SoAwNnZmRsHWNc6HR0dER8fj1u3bmH27NnYunUrhgwZAk9PT+jq6uLevXvIz8+HUChs0hir1XYAVh/AygxMtra2RkpKCkpKSiAQCGROCIQQQtoXHx8fbN68GYcPH8aUKVMwdepU5OXlyV3OzMwMEyZMwIkTJ7Bu3ToIhUIcOXIE/fv3h5OTE+7duwcACAkJgY6ODu7evVujjo0bN8LExAQbNmwAAHh6ejZt44jC5PZAmpqa4r333sP9+/fRu3dvdO7cGQBQWloKxhg0NTVRUlKCEydOAADu37/fqHGFJSUlAACBQIAnT57gypUrACDzaJzbt2/jm2++wb///W9kZ2dj8uTJXOJTF39/f6irq2Pjxo1ISkpCXl4efv31Vzx48KDBsVaTSCQ4ffo0goKC8NNPP2Ho0KFwcHCod51Pnz7FvHnzcODAAWRkZHCX3w0NDcHj8RAYGIiXL1/C3d0d+/fvxy+//IJdu3Y1Olag6gA8evQoIiMjAcgegNW9hz/88AN++eUXHD58WG59c+fORWlpKQICAnDs2DFERkZCKBTSgU0IIe2QpqYm4uLisGjRIiQkJGDatGnIzc3F8OHD5S67c+dOzJ07F2vWrMGXX36JiRMn4vjx4+Dz+ZgyZQqGDRuGBw8ewMzMjBvW9brOnTsjODgYDx8+xNq1a+mZxKrEFBAaGsoAsLCwMJnpX3/9NROJRMza2ppt2bKFdevWjRkaGrLc3FwWGxvLALCvv/663rqHDBnCXg+jqKiITZw4keno6LD+/fuzjRs3MiMjIzZ48GDGGGMA2PDhw9nQoUOZnp4eGzNmDHv+/LlMnT4+PgwAS0lJkZl++vRp1q9fPyYQCJi+vj5zcnJily5dUmQT1AkA9zI2Nmaenp4sNzdX7jpzcnKYk5MT09TUZDwej3Xq1ImtXr2aW668vJx98803rEePHkxLS4vp6emxqVOnMsZYg7ftjh07GAA2duxYZmlpyTp27MjWrl0rs0xxcTHz8fFhurq6TFdXl82ZM6fWNg8ZMoR7X1lZydatW8e6dOnCdHV1mZubG7t58yZjjLGUlBQGgPn4+CgVOyGEEFKt+vtrx44dqg6F/D88xhhTQd5KVGDnzp345JNPsGPHDu7xPIQQQkhrR99frY/cMZCEEEIIIark6+tLiWMrQz2QhBBCCCFEKXJvoiGEEEIIIeR1lEASQgghhBClUAJJCCGEEEKUUudNNFKpVO6vuxBCSEsQiUTg8/mqDoOQtx7lBm+n2s7BdSaQEokEGzdubPagCCFEnoCAAO4nOAkhqkO5wduptnNwnXdh018ZhJDWgnogCWkdKDd4O9V2DqbH+BBC2pTCwkKlfqudvN127doFHx8fVYfRLgiFQlWHQFoRSiAJIW1Kfn4+NDQ0VB0GaSMGDx6My5cvqzqMdkFbW1vVIZBWhO7CJoQQQgghSqEEkhBCCCGEKIUSSEIIIYQQohRKIAkhhBBCiFIogSSEENIulZaWyvxLCGk6dT5InBBCCGmLpFIpjh07huvXrwMAvvrqKzg7O2PChAn0PFFCmgj1QBJCCGlXqpPH8vJyAEB5eTmuX7+OY8eOqTYwQtoRSiAJIYS0G6WlpTLJY7XqJJIuZxPSNCiBbCI7d+4Ej8dDamqqqkMhhJC3Vn5+PtTUav9qU1NTQ35+fgtHREj7RAlkExEKhejevTv9QgYhhKiQUChEZWVlrWWVlZX0c3yENBFKIJvIxIkT8ffff8PCwkLVoRBCyFtLS0sLzs7ONf6Y19DQgLOzM7S0tFQUWfvy7bffwtbWFvr6+rCzs8O5c+e4spKSEkybNg36+vpwdXXF/Pnz4evry5XHxMSgZ8+eEIlE+OCDD5CVlaWCFpDGkptA0oekfl999RVEIhF0dXWhri57U3tqaip4PB7279+Pnj17wtDQENu3b5db5/Pnz6Gjo4PExERuWmZmJiwtLbnxO/Vt2xkzZsDc3Bx6enpwcXFBWloaVxYXFwc9PT3Exsaie/fuEAgECA8PBwC8evUKU6dOhYmJCfT19WFvb4+SkpLGbB5CCGlxEyZMkEkiq5PHCRMmqDawdqR37964ceMG8vPzMXz4cCxbtowr+/bbb5GSkoLMzExs3boVp0+f5spycnIwefJk/PDDD8jNzYWhoSGCg4NV0ALSWHITSPqQ1G/FihWQSCQ4depUnfPs2rUL165dw/LlyxEaGiq3TiMjI0ybNg3/+c9/uGk//PADZs2aBS0tLbnb1sPDAykpKXj69ClKSkqwZcsWmfrLysqwdu1axMbGYuvWrVziu2vXLjx+/BiPHz9Gfn4+Dhw4QJfkCSFtDp/Ph4eHB1asWAGg6jzt4eFBj/BpQiNHjoSxsTF4PB5cXFyQk5PDle3Zswfz5s2Dnp4eevTogREjRnBlu3fvhouLCwYPHgx1dXXMnDkTV65cUUUTSCPJfQ7kyJEjuf+7uLggNjaWe79nzx58+eWXMh+SiooKALIfEgCYOXMmPv3006aOv03YsGEDhEIhHBwcZA6y+ixYsACDBw/GypUroaWlhZ07d+K3334DIH/bTpo0ifu/vb19jXVWVFRg7969EIlE8PLy4qYbGBggKSkJhw8fxscff4yePXs2uM2EEKJq1Zer6bJ107t27RqWLl2KP/74A4WFhRCLxVxZSkoKOnXqVOtyycnJiImJgUgkAlA1LpXH47VEyKSJye2BvHbtGtzd3WFqaoqAgAAwxrgyRT8kIpEI06ZNw6tXr5ou8jZEW1sbAMDj8WS2X33effddODg4YNeuXTh48CAGDx4Mc3NzAPK37e7du+Hk5AQDAwMcOHCgxjp5PB538L5u2rRpWL58OSIjI2FmZoYlS5ZAKpU2sNWEENI6mJmZQUdHp8bLzMxM1aG1Sc+fP4e7uzumTp2KtLQ0bNq0SaZcX19f5m7314dCicVijBo1ChKJBBKJBAUFBXRnfBtVbwJJHxLVWrBgATZu3IjvvvsOgYGB3PT6tu3Zs2cRHByM6Oho5ObmwtPTU6l1zps3D/fv30dMTAw2b96Ms2fPNmmbCCGkpRUWFio1ndQvMzMTRUVFGDp0KMrLy3H+/HkUFRVxHQ7u7u7YsWMHysvL8b///Q+//PILN3zA09MTcXFx+OmnnyCVSiGVSpGQkKDK5pAGqjeBpA+Jak2aNAmFhYXg8Xhwdnbmpte3bRMTE2FsbIy+ffvi8ePHuH37tsKJ+9mzZ/Ho0SMAgLGxMdTV1WvtqSSEkLZAkQTx6dOnlEgqyd7eHoGBgXBycsKAAQMwevRomJubY8iQIQCAyMhI5OXlwcTEBEeOHMHo0aO575LOnTvjxIkTWLNmDUxMTGBqasrdyEnalnoTSPqQqJa6ujq3D15X37b19vaGtbU1zM3N4ePjg5CQEFy+fFmhm3cePnyIUaNGQSgUws3NDV988QUGDBjQHE0jhJBm98cff8idZ/fu3QrNR2RFR0dDIpHg7t27mDFjBn7//XdcvXoVQNWwrTNnzkAikWD16tW4dOkS3N3duWXd3NyQkJCAFy9e4Pnz5zhz5oyqmkEagccUHZRXixcvXkBLSws6OjrIyMjAgAEDsGXLFnzwwQdNGeNbKy4uDp988gkePnxId0MT8v/k5+fT8UAUUlhYiNGjR+PWrVt1zvPo0SPo6upCV1e3BSNrm6rH88tz9OhR/Otf/0JhYSEMDAwwZ84c/H//3//XzNGRlib3Luz6xMbGynxIPvvsM0oem0jnzp0BVD1ah74sCSFEeYokhR07dmyBSN4uHh4e8PDwUHUYpJk1qgeSEEJaGvVAEmUMHjwYiYmJtY5z1NXVRXZ2tgqiapsU7YEkb4dG9UASQgghrR0liYQ0PfotbEIIIYQQohRKIAkhhBBCiFIogSSEEEIIIUqhBJIQQgghhCiFEkhCCCGEEKIUugubENKm8Pl8lJeXqzoM0obQ54WQpkcJJCGkTaFfDCHKEgqFqg6BkHaHLmETQgghhBClUAJJCCGEEEKUQgkkIYQQQghRCiWQhBBCCCFEKZRAEkIIafVKSkqQnZ2NkpISVYdCCAHdhU0IIaQVk0qlOHToEOLj46GmpobKykoMHDgQU6ZMAZ/PV3V4hLy1KIEkhBDSah06dAi//vqrzLMcf/31VwDA9OnTVRUWIW89SiAJIYQ0WklJSZNfXi4tLcXVq1dRUVEhM72srAzx8fEYNmwYtLS05NYjkUgUXqdAIIBAIFA2VKKgnTt3YufOnYiLi2vxdd+6dQtz585FYmIitLS0EBISgkWLFrV4HO2F3ASSx+MhJSUFNjY2NcqmTZuGM2fOoKKiAiUlJTUO8oZyc3PDiBEjEBYW1iT1qVpZWRnOnz8PS0tLODg4KLWsr68v4uLikJqaWqOsIQcD7U9CSHNIS0vDw4cPm7TOwsJCMMZqLausrMTFixcVerD8lStXFF5nt27d0L17d4XnJ7W7c+cOLl++jMDAQFWHwgkMDISTkxMSEhLA4/GQl5fX6DpbYztbSqN6IA8cOAAAiIuLw4gRI5okoPYkNzcXixYtwqVLl5CVlYX//ve/SieQ5ubmsLOzq7WsqQ8G2p+EkIaytraGmZlZk9ZZ3QNZGzU1NYV7IAcNGqTwOqn3sWncuXMHGzZsaFWJVVZWFubNm8eNnTUyMmp0na2xnS2F7sJuRurq6ggKCkJycjLEYnGD6li1ahViYmJqLcvKyoKrqyv4fD7U1NSa5GAghJCGEAgEEIlETfoyMzODq6srNDU1ZdalqamJgQMHwszMTG4dAJRaJyWQiklMTMTQoUNhaGiI3r1749SpU1xZx44dMX/+fKSkpHDbdf78+TLLR0ZGomPHjrC1tcWtW7e46ampqRg+fDj09fXh4OCA+Ph4riwuLg56enqIjY1F9+7dIRAIEB4eLjfWwMBAiEQipKWlwd/fn4vpxIkTAIAZM2bA3Nwcenp6cHFxQVpaGresVCpFREQEunbtCqFQCFtbW1y4cEFuOxljiIiIgI2NDczMzODj44OCggKu3vDwcIwdOxbR0dEQi8Xg8/ncZf3ExEQMHDgQBgYGMDAwgI+Pj4J7pWUplEDeu3cPjo6OMDY2xpIlSxSqODMzE0OGDIGJiQmEQiGmTJkCqVTKlb948QKffPIJxGIxRCIR7O3t8ezZsxr1XLx4EVZWVsjKylKwSa2HSCSCo6Mj1NSUz9OHDh3Kncze7A2UdzDIQ/uTENJWTJkyBQMGDICGhga0tLSgoaGBAQMGYMqUKaoO7a1VUVGBMWPGwNXVFTk5OYiKioKHhwcePXoEAHj69Ck2bdoEW1tbSCQSSCQSbNq0iVv++vXrKC0tRWZmJpycnBAVFcWVTZ06FSNHjoREIsGcOXMwefJkme+asrIyrF27FrGxsdi6dSvU1eVfSN2wYQMkEgk6deqEzZs3czGNGzcOAODh4YGUlBQ8ffoUJSUl2LJlC7fst99+iy1btuDIkSPIz89HfHw8N8Shvnbu2rULmzZtQkxMDB49eoQnT54gKChIJq74+HgkJycjKSkJs2bN4nKFpUuXol+/fnjx4gVycnKwePFipfZPi2FyAGBjxoxhWVlZLCkpieno6LCLFy/KzBMbG8v4fL7MtMzMTHbp0iVWUVHBkpKSmKamJjt37hxXPnr0aObu7s6ys7NZZWUlu3v3LisqKmKMMTZkyBC2YsUKlpqaysRiMbt69aq8MFs9a2tr9uOPPyq93Ndff82GDx/eZHXS/iSEtEXFxcXs6dOnrLi4WKnlnJycmimit9eVK1eYQCBgJSUl3LTq83y1HTt2MDs7uxrL7tixg/Xu3Zt7v3z5cjZ06FDGGGM3btxgurq6rKKigjHGWGFhIQPA/v77b8ZY1XeTmpoay8vLa1Dcinxnenl5MT8/P+59t27d2Pfff1/n/HW1c/jw4Sw8PJx7HxsbyzQ1NZlUKmWMVX23Ozo61lqnv78/c3R0ZOfOnePmb40U6hqLiIjgxuK5ublx3bf1EYvFGDx4MPh8Puzs7GBmZoacnBwAwJMnT3D69Gls2LABpqam4PF46NWrF7S1tbnli4uLMXHiRISFhWHgwIENyY1bRF2XQW7evKnq0OpE+5MQ0tYIBAKYmZnRJeZWIDMzEyYmJjLjT62srJCZmanQ8jo6Otz/eTweKisrAQDJycl49eoVjIyMIBKJYGFhAS0tLZm76Hk8Hjc0oans3r0bTk5OMDAwwIEDB2Ru3EpPT0eXLl2UrjMzMxNWVlbceysrK5SVlclcmTMwMKh12bVr12LYsGHw8vKCjY0N9u3bp/T6W4JCCaSGhgb3f319fbx8+VLuMmVlZQgNDeXGDWRkZHA7JT09HQDqvDkEAGJjY/Hnn3+iX79+ioSoMtXd1m+++vbtq+rQ6kT7kxDSGunr64PH49V46evrqzo08hoLCws8e/YMZWVl3LSMjAxYWFhw71//nlGUWCyGrq6uzHdpSUkJnJ2dmyTu2pw9exbBwcGIjo5Gbm4uPD09ZcqtrKzqfbpAXe20sLCQSagzMjKgqakJExMTuTHp6uoiKioKmZmZWLZsGXx8fJCfn69gi1qO0oPz0tPTYW1tLXe+r7/+GhcuXMCZM2e4sQfVqrPyf/75p87lR48ejfnz52PChAl48uSJsmG2mLbYA/k62p+EkNairj9mFfkjl7QcFxcXWFpaIjIyElKpFOfOncO1a9dkHuwuFouRk5OD5ORkAJC5gaS+esViMcLCwvDq1SsAwMOHD2sdT99UEhMTYWxsjL59++Lx48e4ffu2TLLm5+eHiIgIJCQkgDGG/Px8rk1A3e2cOXMmtm/fjtTUVBQVFWHVqlXw9PRU6J6IgwcP4vnz5+Dz+TA1NYVAIECHDh2auOWNp9BjfDZu3IjVq1cjISEBv/32m0LdqYmJiejevTs6d+6My5cv4/nz59xOMTc35xKK3bt3o1OnTnj8+DF0dHRk7iRet24dHjx4gIkTJ+LSpUsKPa6hpSnzgNrWgvYnIcp5+fIlJTEq1pgb7+imPfn09PSgp6en0Lzq6uo4deoU/P39sX79eojFYhw+fFjmKpSbmxs8PDzQt29f8Hg8jBo1Su53jbq6On755RcEBQXB1tYWpaWl6NatG/bs2aNQz11DeHt74+TJkzA3N0efPn0QEhKC4OBghIaGYuXKlVi4cCGkUim8vb2RnZ0NkUiEyMhIdO7cud52+vj4cDeflpSUYNSoUYiOjlYopjNnziA4OBjFxcWwsrLCkSNHajyJoDXgMVbHU1r/nw4dOmD16tVYvXo1AOD777/n7lyqVv3cwNcfPP3777/Dy8sLz549w4gRI9CvXz8sX74ce/bswUcffYS8vDx8/vnnOHv2LAoLC2FlZYWDBw+iZ8+eMg+ezsvLQ//+/TFgwADs2rWrGTZB8/nrr7+4548VFBSgQ4cO0NDQwPjx4xVuS3h4OK5evVrrOEUbGxv8+9//xsyZMxWOifYnIcqLi4tTyS9nvG2WLVtWZ9nXX3/doDpPnTqFMWPGNDSkt4abmxvc3NxUHQZpQ+QmkIQQ8rajHsiW8foYujcpeoPGm8aNG6fwI87eZsr0QBIC0G9hE0KIXPTlqnoN/TGGxi5LCKkd/RINIYSQVqGuJJ2Sd0JaH+qBJIQQ0ioocqcuIaR1oB5IQgghhBCiFEogCSGEEEKIUiiBJIQQQgghSqEEkhBCCCGEKIUSSEIIIYQQohS6C5sQ0qYUFhZCKpWqOgzShrz+28ak4YRCoapDIK0IJZCEkDZFKpVCQ0ND1WGQNoQ+L4Q0PbqETQghhBBClEIJJCGEEEIIUQolkIQQQgghRCmUQBJCCCGEEKVQAkkIIYQQQpRCCSQhhJC3QmlpKXJyclBaWqrqUAhp8+gxPoQQQto1qVSKY8eO4fr161BTU0NlZSWcnZ0xYcIE8Pl8VYdHSJtECSQhhJB2rTp5LC8v56Zdv34dAODh4aGqsAhp0yiBJIQQ0qaUlJQodRk6ISEBFRUVMtPKy8uRkJCAQYMGQUtLS6F6tLS0IBAIlIqVtA2pqamwtbXFjh074Ovrq+pw2oRGJZDTpk3DmTNnUFFRgZKSkhoHaGPZ2NjAzc0NO3fubHRdd+7cgZubG4Cqn0ILDw9HWFhYo+tVRFlZGc6fPw9LS0s4ODgotayvry/i4uKQmppao+zWrVuYO3cuEhMToaWlhZCQECxatKjBcdL+bBw3NzeMGDFC5XEQ0t5lZGTg0aNHCs/PGKtz+tWrV6Gjo6NQPXZ2dujSpYvC6yWth0Qiwfr167Fw4ULo6+vXKNfQ0ED37t3p5xqV0KgE8sCBAwCAuLg4jBgxokkCep2dnR3Mzc2bpK53330XEokEALjEo7nl5uZi0aJFuHTpErKysvDf//5X6QTS3NwcdnZ2tZYFBgbCyckJCQkJ4PF4yMvLa1S8tD8JIW2BpaUlTExMFJ6fx+PVOd3V1VWpHkjSNkkkEixbtgx+fn61JpAWFhb4+++/VRBZ29Wq78KOiYnBqlWrVB1Gg6mrqyMoKAjJyckQi8UNqmPVqlWIiYmptSwrKwuurq7g8/lQU1ODkZFRY8Jtdm19fxJCWgeBQAChUKjQCwBcXFxq/B62hoYGXFxcYGpqqnBddPn6/yQmJmLo0KEwNDRE7969cerUKZny48eP47333oNIJIKZmRlWr17Nld27dw/u7u4wMjKCoaEhJk2aBKCq80Jd/f/6tfbs2QMbGxvuPY/Hw//+9z84ODjA2NgYS5Ys4cpiYmJgb28PAwMDmJiYYM2aNVzZxx9/DHt7ewBAr169IBKJuPdnz56FSCSCSCQCj8fD1atXFW6nr68vZs+eDV9fX4hEIgwaNKjRHTltidwEUiqVIiIiAl27doVQKIStrS0uXLigUOUxMTHo2bMnRCIRPvjgA2RlZXFl4eHhGDt2LKKjoyEWi8Hn8xEXF4eioiJuZ6qrq+Pf//53jXrr+mBmZmZiyJAhMDExgVAoxJQpUyCVShXdFk1OJBLB0dERamrK5+lDhw6FSCSCQCCo0RsYGBgIkUiEtLQ0+Pv7c9vrxIkTcut92/fnvHnzuPqvXLmC27dvA6japseOHQNjDBEREbCxsYGZmRl8fHxQUFAgt51vunjxIqysrGS20bp162BhYQETExN89tlnMgP63dzcsGrVKnzyyScwMDCos8eEEKK8CRMmwNnZGRoaGtDS0oKGhgZ3FzZRXkVFBcaMGQNXV1fk5OQgKioKHh4e3LCC3377DVOmTMFXX32F58+fIykpCWPHjgUAvHz5EiNGjICTkxMyMzORnZ2N0NBQhde9bds2nDlzBtevX8eGDRsQGxsLABAKhTh69Cjy8vKwbt06hIaGori4GABw5MgR/PnnnwCqkleJRMK9HzVqFCQSCXdFS5l2AsC+ffswbtw4ZGZm4vHjxzh48KDyG7SNkpvZfPvtt9iyZQuOHDmC/Px8xMfHo3v37nIrzsnJweTJk/HDDz8gNzcXhoaGCA4OlpknPj4eycnJSEpKwqxZs6CmpgYdHR1uZ7q6utaot74PJo/Hw4oVK/D06VP8/vvvOH78OC5evKjgpmhdYmNjIZFIEBISUqNsw4YNkEgk6NSpEzZv3sxtr3Hjxsmt923fnz179kRiYiKAqqRxxYoVAID79+/D3t4eu3btwqZNmxATE4NHjx7hyZMnCAoKktvO16WlpcHLywsHDhzgep5Pnz6NjRs34vr16/j7778RExODrVu3yiwXHR0NNzc3vHjxAt26dWtUOwkh/4fP58PDwwMrVqzAwoULsWLFCnh4eNAjfBooISEBGRkZCAsLg7q6Oj788EO8//772L9/PwBg+/btmDhxIiZNmgQ+nw89PT307NkTAHDq1CmoqakhIiICAoEAGhoacHJyUnjdkZGR3NAuNzc3rgOkb9++6Nq1KwBgwIABqKiowIsXL5q1nQAwfvx4TJo0CTo6OujSpQtycnIatc62RO4YyG3btiEkJIQbu6fopdjdu3fDxcUFgwcPBgDMnDkTn376qcw8tra2iI6OBoAaX6Z1ef2DCUDmgykWi7n47OzsYGZm1uw7UyQS1Tr9woUL6Nu3b7OuuyHe9v3Zs2dP7N+/HxKJBNbW1rh//z6AqkH5tra2mDNnDmbPns2NO12yZAlGjRqF7du3c4life0sLi7GxIkTERYWhoEDB3LTN23aBH9/f1haWgIAxo0bhytXrmD+/PncPDNmzICPjw8AcEkuIa2dmZkZCgsLa0zX1dVFdna2CiKqm5aWFkxNTVUdRpuXmZkJExMTmTGhVlZWyMzMBACkp6fD0dGx1mXT09Nha2vboCtzAGSGIujr6+Ply5dcTCEhIYiLi+MuI9d185Si5LUTALS1tbn/83g8VFZWNmqdbYncBDI9Pb1Bd50lJycjJiaGS7AqKytrXJYzMDBQut76PphlZWVYtmwZDh06hJycHLx8+bLRHyB5auv2bs3e9v3Zq1cvJCYm4tdff+XGq9y/fx9GRkbg8XjIzMyElZUVN7+VlRXKysrw7NkzmJmZAai/nbGxsfjzzz/Rr18/menJycmIjY1FREQEgKpLI0OHDpWZpyHbjxBVqy15rG86afssLCzw7NkzlJWVQVNTE0DVH+HDhw8HUHXefPjwYa3LWllZITk5GVKptEYPMI/HkznH5+fn1xtHeno613tZPc7x9u3bKCwshK2trcy8b46BVYS8dr7t5CaQ1R8EZe/KFYvFGDVqlELj8pRR3wfz66+/xsWLF3HmzBl07ty5xgeoObS1Hsi3fX927NgRQNWDhf38/JCdnY0dO3ZwA6otLCxk/rrMyMiApqamwnd8jh49Gn379sWECRNw48YN7q5zsVgMPz8/LFy4sNFtIK1PYWEhJUy1ePr0qapDANDycejq6kJXV7dF19mSXFxcYGlpicjISISGhiImJgbXrl3Dtm3bAACzZs2Cq6sr9uzZg6lTp4Ixhn/++Qe9evXCmDFjsHDhQixcuBArV66Ejo4O/vjjD7z77rswNTVFZWUl4uPjwefzERUVVWPdGzduxOrVq5GQkIAbN25wTw9JTEyEn58fRCIR9u3bB6AqAa2+6mNkZARNTU1cu3YNkydPRkFBQa13YyvTzred3ATSz88PERERcHR0hLOzMwoKCvD8+XN07ty53uU8PT2xZs0a/PTTTxg/fjwA4MaNG3BxcWlUwPV9MBMTE9G9e3d07twZly9fxvPnz+X+BdNYba0HkvYn0KNHD5w8eRKbNm1Ceno6AgICsHTpUgBVl+bDw8Ph5eUFExMTrFq1Cp6enkpdblm3bh0ePHiAiRMn4tKlS9DS0oKvry+WLl2K4cOHw8HBAUVFRUhMTKyz95W0LX/88Qfi4+NVHUars3v3blWHAKDl4xg4cKDMEJb2Rl1dHadOnYK/vz/Wr18PsViMw4cPc0N/nJ2dcfToUSxbtgwBAQHQ0tKCt7c3oqKioKenh5iYGPzrX/+CjY0NGGPo0aMHrl69ih49esDPzw8jR46Ei4sLgoODsX79epl1CwQCdO3aFXw+H0ePHoWFhQUAYP369fjyyy+xfPly7u5oNzc33Lt3D6amphAIBPjmm28QFBSE2bNnQygUIi0trVHtfNvJTSAXLlwIqVQKb29vZGdnQyQSITIyUm7C0blzZ5w4cQIhISHw8/MDj8dDv379cObMmUYFXN8HMywsDF5eXjAzM8OIESOwfPlyhIWFwcbGBh999FGj1tsQf/31FwYNGgQAKCgogL+/PwICAjB+/Hjs2rWrxeMBaH8CVZexNTU1oa6uDmdnZzx9+pTrgfTx8eHu/i4pKcGoUaO48Y6K4vP5OHToEPr37485c+Zg165dmDlzJgoKCjBt2jQ8efIEOjo6mDVrFiWQ7YSDg8Nb+6WybNmyOsu8vb1bMJLanTp1qsXjaM+9j9W6d+9e6xMoqo0bN67OGzt79uyJs2fP1lq2detWmbHlb96sGRAQgLVr19ZYztvbu8Z+3rJlS41lAwIC6oy5tiFS9bXzzR/FUPSJJu0FjzX3IEFCCGlC+fn5DRrPRJpHfb/iUlRU1IKR1G7w4MG4fPmyqsNoF16/YUQVeDweUlJSZJ4NSVSHfgubEEJIg+nq6tZ5FzYhTYn6u1oXSiAJIYQ0WGt7VA8hpGW06p8yJIQQQgghrQ8lkIQQQgghRCmUQBJCCCGEEKVQAkkIIYQQQpRCCSQhhBBCCFEKJZCEEEIIIUQp9BgfQkibwufzUV5eruowSBtCnxdCmh4lkISQNoUeUE2UJRQKVR0CIe0OXcImhBBCCCFKoQSSEEIIIYQohRJIQgghhBCiFEogCSGEEEKIUiiBJIQQQupRUlKC7OxslJSUqDoUQloNugubEEIIqYVUKsWhQ4cQHx8PNTU1VFZWYuDAgZgyZQr4fL6qwyNEpSiBJIQQQmpx6NAh/PrrrzLPkfz1118BANOnT1dVWIS0CpRAEkIIafVKSkoafAlZIpEovUxpaSmuXr2KiooKmellZWWIj4/HsGHDoKWl1aB4GkIgEEAgELTY+t42qampsLW1xY4dO+Dr66vqcNoESiBbQFlZGc6fPw9LS0s4ODgotayvry/i4uKQmppao+zWrVuYO3cuEhMToaWlhZCQECxatKiJom7/6tu2bYWbmxtGjBiBsLAwVYdCSLNKS0vDw4cPG7TslStXlF6msLAQjLFayyorK3Hx4sUWfah9t27d0L179xZbX3sjkUiwfv16LFy4EPr6+jXKNTQ00L17d3rovBJabQJ57NgxqKmpYdy4caoOpcFyc3OxaNEiXLp0CVlZWfjvf/+rdAJpbm4OOzu7WssCAwPh5OSEhIQE8Hg85OXlNUXYzUIV+1PeOuvbtoSQ1sXa2hpmZmYNWnbQoEFKL1PdA1kbNTU1lfRAkoaTSCRYtmwZ/Pz8ak0gLSws8Pfff6sgsrar1d6FfezYMZw4cULVYTSKuro6goKCkJycDLFY3KA6Vq1ahZiYmFrLsrKy4OrqCj6fDzU1NRgZGTUm3Galiv0pb531bVtCSOsiEAggEomUfgFo0HJmZmZwdXWFpqamTByampoYOHAgzMzMGlRvQ1+tLYFMTEzE0KFDYWhoiN69e+PUqVMy5cePH8d7773HbcvVq1dzZffu3YO7uzuMjIxgaGiISZMmAQDi4uKgrv5//Vp79uyBjY0N957H4+F///sfHBwcYGxsjCVLlnBlMTExsLe3h4GBAUxMTLBmzRqu7OOPP4a9vT0AoFevXhCJRNz7s2fPctuYx+PV+KOhvnb6+vpi9uzZ8PX1hUgkwqBBg1p1R06TY3JUVFSwlStXsi5dujB9fX1mY2PDzp8/zxhjLD8/n3l7ezNTU1NmbW3NVq5cySorKxljjO3YsYP17t2bRUVFsY4dOzIbGxt28+ZNrt7jx4+zrl27Mn19fWZqasr+85//MMYYu3HjBhMKhUxDQ4NpamoyoVDIhEIh27t3L7csAHb8+HHm6urKdHV12ZAhQxhjjH399dds+PDh3Hyffvop8/Hx4d4/f/6c+fr6MnNzcyYUClmfPn1YTk6OvE3QJKytrdmPP/6o8Pxubm5MKBQyLS0tmTYxxtiCBQuYUChkPB6PaWtrc9vo+PHjcut9G/anvHXWt20rKyvZypUrmbW1NTM1NWXe3t4sPz+fMcZYSkoKA8D27dvHevTowQwMDNi2bdvkbvO5c+eyyMhIxhhjly9fZr///ju3H//3v//Vu87q7TBmzBi2fv16Zm5uztTU1FhsbCxjjLEhQ4awFStWMMYYi4mJYZaWliwzM5Nb9ttvv2VisZgZGxuz+fPns7KyMq5syJAhLCIigvn6+jKRSMQUOB0Q0uY4OTk1eNmKigq2b98+9tlnn7EFCxawzz77jO3bt49VVFQ0YYRtT3l5OevSpQsLCwtj5eXl7PTp00xTU5MlJSUxxhi7fv0609TUZEePHmUVFRWsoKCA3bt3jzHGWEFBAevYsSP7//6//48VFxezsrIy7rskNjaW8fl8bj0//vgjs7a25t4DYKNHj2ZZWVksKSmJ6ejosIsXLzLGqr5rHj58yC2nrq7OXr16xS1bff5OT0+vs10A2JUrVxRup4+PD9PW1mZHjx5lhYWFrFOnTuz7779vzKZtU+R+Y6xZs4ZZW1uzO3fuMMYYy8zMZI8fP2aMVW08d3d39vLlS5aUlMQsLCzYzp07GWNVCYeWlhZbtGgRq6ioYB9//DGbOnUqV6+pqSn76aefGGNViUtKSorMen18fNinn35ae9AA6927N7t+/TpLTU1l7u7ujDH5Ccfo0aOZu7s7y87OZpWVlezu3busqKhI3iZoEsomkNXebFNj63yb9md966yt/up2WlhYsKSkJPby5Uvm7u7OfH19GWP/dwIaNWoUk0gk7LvvvmNmZmZ11l9tw4YN7JNPPmGMMfbuu++yiRMnMsYYGz58OHv06FG966yO08DAgAUGBrKioiLm5+fHLl26xBj7vwQyNTWVicVidvXqVW65n3/+mXXu3Jmlp6ez3Nxc1r17dy6xr17WzMyM7dy5k1VWVrJu3brJbQshbU1jEshqxcXF7OnTp6y4uLgJImr7rly5wgQCASspKeGmvf7H7Jw5c2S+H163b98+JhaLmVQqrVGmSAL5559/cu8/+ugjtmTJkhr1PHr0iAFgGRkZ3LSGJJDy2unj48OmT5/OlQ0bNowtW7aszvrbG7mXsLdt24aQkBBu7J5YLIaVlRWkUin279+P0NBQ6Orqws7ODn5+fvjxxx+5ZY2NjbFmzRrw+XzY29sjJyeHKzMwMMChQ4fw119/QV9fX6abWhERERHo378/rK2tce7cObnzP3nyBKdPn8aGDRtgamoKHo+HXr16QVtbW6n1vqmuyw03b95sVL3NhfZn/fbs2YPZs2fDzs4Ourq6WLJkCfbt24fKykpung0bNkAoFMLBwUFmG9SlZ8+e+PvvvyGRSGBtbY379+8DADIyMmBra6vQOm1tbREdHQ1tbW1s3boVgwcP5sqKi4sxceJEhIWFYeDAgdz0TZs2wd/fH5aWljAyMsK4ceNq3EwwY8YM+Pj4gMfjITExscHbjZD2TCAQwMzMrNVdRlaVzMxMmJiYyIwBtbKyQmZmJgAgPT0dXbp0qXXZ9PR02NraQk2tYSPoNDQ0uP/r6+vj5cuXXExeXl6wsrLiLk+zOm6CUpS8dgKQ+c7h8Xgy5+32Tu4erOuDkJubi7KyMlhZWXHT3tywAoGA+5C8uWF//vln8Hg8ODs7w9nZGbdu3VIqcAMDA6XmT09PB4Amv2lCIpHU+urbt2+Trqep0P6sX2ZmZo1tUFZWhmfPnnHTqk8YPB5PoRNUr169kJiYiF9//RWDBg2CmZkZ7t+/DyMjI/B4PIXWWd/2iY2NxZ9//ol+/frJTE9OTsayZcu4P2o2bdqEwsJCmXmU3e6EKEtfXx88Hq/Gq7YbGUjbYGFhgWfPnqGsrIyblpGRAQsLCwBV57C67pi3srJCcnIypFJpjbI3z6n5+fn1xpGeng5ra2sAVeMctbW1cfv2bdy9e7fGvK8nnoqS1863ndwEsq4PgrGxMTQ1NWUSDGU2rJ2dHfbt24fs7Gw4Ojpi3rx5MuUN2dn1ffiqv6D/+ecfpeutT1vrgXyb9mdDTxhvbgNNTU2YmJgoXVe1jh07Aqi6qWfQoEFwdnbGjh07uL+SG7vO0aNHY/78+ZgwYQKePHnCTReLxVixYgX3R01hYSFOnjzZ4HYQ0hDVPUSKTietn4uLCywtLREZGQmpVIpz587h2rVr3MPVZ82ahf/973/Ys2cPysvLUVZWhnv37gEAxowZA8YYFi5cyD0q6c6dOwAAU1NTVFZWIj4+HgkJCYiKiqqx7o0bN6KoqAgxMTG4ceMGpk2bBqDqZpf+/ftDJBJxN0++/p1hZGQETU1NXLt2DQBQUFDQ6Ha+7eQ+xsfPzw8RERFwdHSEs7MzCgoK8Pz5c3Tu3BnTp09HZGQkHB0dkZOTg+3bt2PFihVyV5qbm4tr165hxIgR0NbWhlAo5O6WqyYWi3Hu3Dm8fPkS2traKCkpgY6OTr31mpqa4u+//8bTp0/x888/4+zZs9zdXebm5twX7e7du9GpUyc8fvwYOjo6jbp7uSEPqFWlt2l/NmSdM2fORHh4OLy8vGBiYoJVq1bB09OzwZdbqvXo0QMnT57Epk2bkJ6ejoCAACxdurTJ1rlu3To8ePAAEydOxKVLl6ClpQVfX18sXboUw4cPh4ODA4qKipCYmAhHR8dGtUXVXr58SclHO5GVldWu1tPeVT9NRF1dHadOnYK/vz/Wr18PsViMw4cPc1eEnJ2dcfToUSxbtgwBAQHQ0tKCt7c3oqKioKenh5iYGPzrX/+CjY0NGGPo0aMHrl69ih49esDPzw8jR46Ei4sLgoODsX79epkYBAIBunbtCj6fj6NHj3KdHOvXr8eXX36J5cuXc3dHu7m54d69ezA1NYVAIMA333yDoKAgzJ49G0KhEGlpafW2V14733ZyE8iFCxdCKpXC29sb2dnZEIlEiIyMROfOnbFhwwYEBASgc+fOEAgE8Pf3h7e3t9yVSqVSrFu3Dj4+PgAAR0dH/PDDDzLzzJ07F5cuXYKFhQU6dOiAsLAwLFiwoN56p02bhr1796JLly6YMWMGpk2bJtP1vGfPHnz++ecYMGAACgsLYWVlhYMHDzbb42/++usv7vljBQUF8Pf3R0BAAMaPH49du3Y1yzrleZv2Z0PW6ePjg8zMTAwZMgQlJSUYNWoUoqOj5W4DeXr16gVNTU2oq6vD2dkZT58+5Xogm2KdfD4fhw4dQv/+/TFnzhzs2rULM2fOREFBAaZNm4YnT55AR0cHs2bNavMJ5K1btxAXF6fqMEgT2LJlS7taT3sXHh7O/b979+71Hofjxo2r8xm8PXv2xNmzZ2st27p1K7Zu3cq9Dw4OlikPCAjA2rVrayzn7e1d4/vqzf0eEBCAgICAOmOubUhSfe3cuXOnzPsLFy7UWXd7xGONHWVKCCEtiHog25b6hsG8PnSjuYwbN67NP1O4tWjo84ybCo/HQ0pKitI3aZLm0Wp/iYYQQmqjp6cHPT09VYdBmkBLJSSqTnxI06D+rtal1f4SDSGEkLavrmSf/gggpG2jHkhCCCHNRpG7XQkhbQ/1QBJCCCGEEKVQAkkIIYQQQpRCCSQhhBBCCFEKJZCEEEIIIUQplEASQgghhBCl0F3YhJA2pbCwEFKpVNVhkDbk9d9EJg0nFApVHQJpRSiBJIS0KVKpFBoaGqoOg7Qh9HkhpOnRJWxCCCGEEKIUSiAJIYQQQohSKIEkhBBCCCFKoQSSEEIIIYQohW6iIYQQ0u6UlpbS3deENCNKIAkhhLQbUqkUx44dw/Xr16GmVnWR7ejRo5gwYQL4fL6KoyOk/aAEkhBCSLtRnTyWl5dz065fvw4A8PDwUFVYhLQ7NAaSEEJIu1BaWlojeQSA8vJyXL9+HaWlpSqKrP2xtLSESCSCQCDAiBEjFF4uPDwcvr6+zRdYPW7duoV+/fpBX18fJiYm+Oabb1QSR3vRpAmkKj8YpOns3r0bXbp0gVAohIWFBa5cudJs6/L19UV4eHiT16vIyc3X1xc2NjZNvm5CiGrk5+dzl63rKidNIyMjAxKJBCEhIaoORWGBgYFwcnJCXl4esrOzmyRfuXPnDjZs2ND44Nog6oEkMoqKijB79myEh4cjPz8fjx49wrvvvqvqsJSmyMnN3NwcdnZ2LRgVIaQ5CYVCVFZW1ltO3l5ZWVlwdXUFn8+HmpoajIyMGl0nJZCE/D+5ubkoKyuDm5sbAEAgEEBPT0+1QTWTVatWISYmRtVhEEKaiJaWFpydnWv8dKGGhgacnZ2hpaWlosjeLjExMbC3t4eBgQFMTEywZs2aGvMsWbIERkZGeO+99/DgwQNu+qlTp9C7d28YGhpi6NChSExM5Mri4uKgp6eH2NhYdO/eHQKBQKErWIGBgRCJREhLS4O/vz9EIhFEIhFOnDgBAJgxYwbMzc2hp6cHFxcXpKWlcctKpVJERESga9euEAqFsLW1xYULFwAAHTt2xPz585GSksLVOX/+fAAAYwwRERGwsbGBmZkZfHx8UFBQwNUbHh6OsWPHIjo6GmKxGHw+H3FxcQCAxMREDBw4EAYGBjAwMICPj4/iG78FyU0gS0pK4OfnB0NDQ1hZWWHz5s1cWXl5OebPnw+hUAgnJyeZD0F4eLjMpUM/Pz+Z7uIXL17gk08+gVgshkgkgr29PZ49e9ZEzWo5/fv3x9atW2Wm9erVC3fu3AEApKamYvjw4dDX14eDgwPi4+O5+b799lvY2tpCX18fdnZ2OHfunEw9PB4PJ06cwKBBg6Cnp8cldQCwYsUKiMVi6Ovrw9bWlhskLk9iYiKGDh0KQ0ND9O7dG6dOneLKHB0d0adPH64N1QfEixcv5NZ74sQJdOvWDUKhEGZmZti0aRNXVt8BCACvXr2Cl5cXRCIRBg0ahLy8PADyD8D6TjT1GTp0aJ2Xt3fu3Ik+ffpg7dq1MDc3h62tLW7dusWVnzlzBtbW1jA3N8eaNWugq6uL1NRUhdZLCGl+EyZM4JLI6oTR2dkZEyZMUG1gbxGhUIijR48iLy8P69atQ2hoKIqLi7nyU6dOoVu3bsjJycH777+PuXPnAgCSkpLg4eGBqKgo5OTkwNXVFWPHjkVFRQW3bFlZGdauXYvY2Fhs3boV6ury7wXesGEDJBIJOnXqhM2bN0MikUAikWDcuHEAqm6uSklJwdOnT1FSUoItW7Zwy3777bfYsmULjhw5gvz8fMTHx6N79+4AgKdPn2LTpk2wtbXl6qz+7tu1axc2bdqEmJgYPHr0CE+ePEFQUJBMXPHx8UhOTkZSUhJmzZrFDb9YunQp+vXrhxcvXiAnJweLFy9uyG5odnITyKVLlyI3NxdZWVk4fvw4goKCcO/ePQBAVFQUfvvtN6SmpmLv3r34888/FV6xl5cXMjMzcefOHeTl5WH//v3Q0dFpeEtUZMGCBfjuu++49zExMTAyMuIu+06dOhUjR46ERCLBnDlzMHnyZEilUgBA7969cePGDeTn52P48OFYtmxZjfpDQ0PxzTff4O7du9DU1AQAPHjwAKtXr8Zvv/2GgoICxMfHo0uXLnJjraiowJgxY+Dq6oqcnBxERUXBw8MDjx49AgD8/vvv3D68d+8ed0AYGhrKrXv27NlYvXo18vPz8c8//2D06NFcWX0HIABs3boVnp6eyMjIwOPHj3Hw4EEA9R+Aipxo6hIbG1vv5e1//vkHT58+RUZGBvr27YuoqCgAVZf3PT09ERUVhdTUVLx8+RJFRUVy10cIaTl8Ph8eHh5YsWIFFi5cCKAqQaBH+LScvn37omvXrgCAAQMGoKKiQqYjYsiQIfD19QWfz8esWbNw5coVlJWV4cCBAxgwYAA+/PBDqKurIzQ0FI8fP0ZCQgK3bEVFBfbu3QuxWAwvLy+EhYU1Ot5JkyZBIBBAR0cH9vb2yMnJ4cq2bduGkJAQODg4AADEYjGsrKzk1rlnzx7Mnj0bdnZ20NXVxZIlS7Bv3z6ZIRa2traIjo6GtrY2tm7disGDBwMADAwMcOXKFVy4cAF8Ph/vvPNOo9vYHOpNIBlj+P7777FkyRIIBAI4OjrC3t4eV69eBQD8+OOPCAwMhIGBAd555x2MHz9eoZU+efIEp0+fxoYNG2Bqagoej4devXpBW1u78S1qYVOnTkV2djYuXboEAPjuu+8QGBgIALh58ybu37+Pzz//HGpqavD19cWTJ0+QlJQEABg5ciSMjY3B4/Hg4uIi86GtFhERgf79+8Pa2prrodTV1UVZWRl27NiBJ0+eQCwWKzSWIyEhARkZGQgLC4O6ujo+/PBDvP/++9i/f3+jt4OBgQEOHTqEv/76C/r6+jI3p8g7AGfOnIkPP/wQurq66NKlC7cd6jsAFTnRNJSxsTHWrFkDPp8vczL5+eefoa+vjylTpkBLSwv+/v6NXhchpHloaWnB1NRU1WG8lTIzM+Hl5QUrKyvY29sDqMonqr0+xEBfXx+MMRQWFiIzM1Pmu0EgEMDExASZmZncNB6PB5FI1KTx7t69G05OTjAwMMCBAwdkYk1PT1eog+ZNb7bFysoKZWVlMldaDQwMal127dq1GDZsGLy8vGBjY4N9+/Ypvf6WUG8C+ezZMxQWFsLd3Z27nHn37l3uMmJaWhosLS2VXml6ejoAtIsbGDQ1NTFnzhx89913SE1NxZ9//omJEycCAJKTk/Hq1SsYGRlBJBLBwsICWlpakEgkAIBr167B3d0dpqamCAgIkPnQVqvtA2ZlZYVffvkFFy9ehLW1NSZPnozc3Fy5sWZmZsLExERmHJCVlZXMwdlQP//8M3g8HpydneHs7Cxz2VfeAfh6zzOPx+P+QqvvAFTkRNNQAoGAu5TwejwpKSno1KlTo+snhDQ9MzMz6Ojo1HiRlvfxxx9DW1sbt2/fxt27d+udNz09Hbq6ujA0NISFhYXMOby0tBS5ubmwsLBotljPnj2L4OBgREdHIzc3F56enjLlVlZWePjwYZ3LvznettqbbcnIyICmpiZMTEzkxqSrq4uoqChkZmZi2bJl8PHxaZVPEKg3gTQyMoKmpiZ3yU8ikeDVq1f44osvAAB6enp4+fIlN//rz97i8XgyCdHrja/+4v/nn3+aphUqNnfuXPz8889YvHgx/P39uUslYrEYurq63LaTSCQoKSmBs7Mznj9/Dnd3d0ydOhVpaWkyYwYVMXz4cMTGxuLRo0fIyMiodZDymywsLPDs2TOUlZVx0zIyMprk4LSzs8O+ffuQnZ0NR0dHzJs3jyuTdwDWF29dB6AqTjT6+voyn+OSkpJmWxchRDmFhYWqDoH8P4mJiejfv7/MjSqvnzsvX76MhIQEFBcXIyoqCjNmzAAATJs2DfHx8bhw4QKkUilWrVoFKysruLi4NGusxsbG6Nu3Lx4/fozbt2/LxOrn54eIiAgkJCSAMYb8/HwkJydz5WKxGDk5Ody06g62mTNnYvv27UhNTUVRURFWrVoFT0/Peh8zVe3gwYN4/vw5+Hw+TE1NIRAI0KFDhyZueePV2xI+nw8vLy989dVXePLkCQAgJyeHSwaGDx+O3bt3o6KiAqdPn8aBAwe4ZU1NTfH333/j6dOn2L59O86ePcuVmZubY/To0Zg/fz4eP34MAHj8+DGeP3/e5A1sCRYWFhg3bhyOHz+O2bNnc9NdXFwgFosRFhaGV69eAQAePnzI9aAVFRVh6NChKC8vx/nz51FUVMSNj6zPnTt38Ntvv0EqlUIkEkFbW1uhLn0XFxdYWloiMjISUqkU586dw7Vr1zB9+vQGtx2ounP75MmTKC4uhra2NoRCoUw88g7AutR3AKriRDNixAjcu3cP165dw4sXL7gxlDS2ipCWVVhYiKdPn8q86vPmvJRsNq/169cjNDQUdnZ2eP78OWbPng03NzduONCkSZOwePFimJmZQVdXF2vXrgUAdOnSBYcPH0ZwcDBMTEwQFxeHkydPKnSjTEN5e3tzN0b6+PggJCQEly9fRmhoKABg4cKFCAgIgLe3N3fD7+s3rbq5ucHDwwN9+/aFkZERd0OQj48PZs+ejSFDhqBz584wNTVFdHS0QjGdOXMGvXv3hkgkQkhICI4cOcLdA9GayN0r0dHRWLx4Md5//33k5eWhY8eOiIiIQLdu3RAVFYXp06fD2NgY48ePx8yZM5GdnQ2g6i+JvXv3okuXLpgxYwamTZsm0/O1Z88efP755xgwYAAKCwthZWWFgwcPNslzmVTByckJ+vr6MjecqKur45dffkFQUBBsbW1RWlqKbt26Yc+ePbC3t+ceamppaYnFixfjwYMHGDJkCDfGtC4SiQQLFy5EcnIytLS0MHr0aPzrX/+SG6O6ujpOnToFf39/rF+/HmKxGIcPH270UAKpVIp169ZxjxpwdHTEDz/8wJUvXLgQUqkU3t7eyM7OhkgkQmRkJDp37lxvvT4+PsjMzMSQIUNQUlKCUaNGcQfg6yearKws2NvbN/uJpmvXroiKisL48eNhYGCAL774AkePHm3y8TiEkPr98ccfMk+0kGf37t0y7wcOHIiBAwc2dVhvpdoeo+Pt7Q1vb2+ZadV3Nst77M7YsWMxduzYWsvc3NwUulGyLrU9MUMkEuH8+fMy017vVOHz+QgJCanzpksej4cdO3bUOj00NJRLRN9U33aorb7WiMdqG3hHlJKVlQUXFxecOXMGPXv2VHU4pBmlp6fDysoKlZWVWLlyJX7++ecmuXGHKC4/P7/OcUfk7VBYWFijF7GuP4SdnJxw6NAhmWm6urrQ1dVttvjaq7Z4oytpPs3XXfOW8PHxwenTp7F06VJKHt8CXl5euHv3LtTU1NCnTx/s3btX1SER8tZRNgHs2LFjM0ZDyNuJeiAJIW0K9UCS2piZmdU6ttHJyQmXL19WQUTtD/VAktfRTxkSQghp87Kzs1FUVFTjRQhpHpRAEkIIIYQQpVACSQghhBBClEIJJCGEEEIIUQolkIQQQgghRCmUQBJCCCGEEKXQcyAJIW0Kn89HeXm5qsMgbQh9XghpepRAEkLaFPoFEaIsoVCo6hAIaXfoEjYhhBBCCFEKJZCEEEIIIUQplEASQgghhBClUAJJCCGEEEKUQgkkIYSQVq+kpATZ2dkoKSlRdSiEENBd2IQQQloxqVSKQ4cOIT4+HmpqaqisrMTAgQMxZcoU8Pl8VYdHyFuLEkhCCCGt1qFDh/Drr7/KPMvx119/BQBMnz5dVWER8tajS9iEEEKaXUlJCSQSiVKv7OxsXL16FWVlZTJ1lZWVIT4+HtnZ2XLrAFBjGl0GbzwbGxvExcU1aZ137tyBSCSCSCSCuro6/v3vfyu8rK+vL8LDwxu87tzcXEycOBFCoRCGhoaYPHlyg+t6WzRpD2R4eDhSU1Oxc+dO7lXbB+zOnTtwc3MDABQWFiI8PBxhYWEKrcPX1xc2NjaN+qC0tLKyMpw/fx6WlpZwcHBQallfX1/ExcUhNTW1RtmtW7cwd+5cJCYmQktLCyEhIVi0aJFC9drY2MDNzQ07d+5UKh5ViouLg6+vb63bor1qzLFSn/qOz8aYNm0azpw5g4qKCpSUlKCiokKh5VJTU2FrawvGWJPGQ1qPtLQ0PHz4UKllCgsL6/xMVFZW4uLFiwo9WP7KlSsy77t164bu3bsrFQtpfu+++y6X9Fef99507NgxqKmpYdy4cU267nXr1iE9PR2PHz+GUCjEs2fPGl2nRCLB+vXrsXDhQujr6zdBlK2LSi5hq/JD0pJyc3OxaNEiXLp0CVlZWfjvf/+rdAJpbm4OOzu7WssCAwPh5OSEhIQE8Hg85OXlKVyvnZ0dzM3NlYqFtDxFjpXW5MCBAwCqkv0RI0bUKG/vJ1RSN2tra5iZmSm1TGlpKa5evVprmZqaGoYNGwYtLS259QwaNEjmvUAgUCoO0nocO3YM6urqTZ4bZGVl4d133+V+tcjExKTRdUokEixbtgx+fn7t8nzXai9hHzt2DCdOnFB1GI2irq6OoKAgJCcnQywWN6iOVatWISYmptayrKwsuLq6gs/nQ01NDUZGRgrXGxMTg1WrVjUoJkIaqvqEWlBQoOpQSAsTCATc5UlFX2ZmZnB1dYWmpqZMXZqamhg4cCDMzMzk1gGgxjRKIJtGUlISBg8eDKFQiDlz5siUrVu3DhYWFjAxMcFnn33GjWHNzMzEkCFDYGJiAqFQiClTpkAqlcpd182bNyESibBv3z78+OOP3L7ct28fN8+rV6/g5eUFkUiEQYMGKdSpcujQIYhEIuzdu1em3i+//BIA8O2338LW1hb6+vqws7PDuXPnZJY/fvw43nvvPe7zunr1agDAxx9/DHt7ewBAr169IBKJuPcAcOrUKfTu3RuGhoYYOnQoEhMTubK4uDjo6ekhNjYW3bt3h0Ag4K66vnr1ClOnToWJiQn09fVhb2+vsiEZchPI5ORkODs7w8DAAN7e3hg2bBh32bO8vBzz58+HUCiEk5MTHjx4UGP5yMhIdOzYEba2trh165bcgJrrQ6IKIpEIjo6OUFNTPk8fOnQod6J7sycnMDAQIpEIaWlp8Pf357aRvIS7qKio3vElvr6+mD17Nnx9fZXetmfOnIG1tTXMzc2xZs0a6OrqcpeaExMTMXToUBgaGqJ37944deoUt1xBQQF8fHxgZmYGGxsbREREyFyy2rx5M0xMTGBra4ujR48qFIu8dQIAj8fDiRMnMGjQIOjp6Sncu5eamorhw4dDX18fDg4OiI+PB1B1ItXR0cHBgwcBVF16s7a2xm+//cYtW9eJBqhK6Hv27AmRSIQPPvgAWVlZCre1Meo6PutqJyD/hFoXeSdUAPjll1/Qo0cPGBoaYvv27U3QQtLWTZkyBQMGDICGhga0tLSgoaGBAQMGYMqUKaoO7a23bt067NixA1euXMHWrVvx999/AwBOnz6NjRs34vr16/j7778RExODrVu3Aqg6965YsQJPnz7F77//juPHj+PixYty19W3b19IJBJ4enrCy8uLG8/q6enJzbN161Z4enoiIyMDjx8/5s7H9ZkyZUqt9a5ZswYA0Lt3b9y4cQP5+fkYPnw4li1bxi3722+/YcqUKfjqq6/w/PlzJCUlYezYsQCAI0eO4M8//wQA3Lt3DxKJhHuflJQEDw8PREVFIScnB66urhg7dqzMkJ+ysjKsXbsWsbGx2Lp1K9TVqy4Y79q1C48fP8bjx4+Rn5+PAwcOQENDQ247mwWTw93dnS1YsICVlZWxY8eOMU1NTbZjxw7GGGMrV65kTk5O7MWLF+zBgwfsnXfeYT4+Powxxnbs2MEEAgELDw9nFRUVzMPDg02dOrVG/UOGDGErVqyoMd3Hx4d9+umntU4XiUTs9OnT7OXLl6xTp07s+++/l9cMlbO2tmY//vij0st9/fXXbPjw4U1aJ2O1b3cfHx+mra3Njh49ygoLCxXetoWFhczAwIAdPHiQlZSUsLCwMAaApaSksPLyctalSxcWFhbGysvL2enTp5mmpiZLSkri1unu7s5evnzJkpKSmIWFBdu5cydjjLH4+Himr6/P/vrrL/b8+XM2ceJEZm1tLTceeetkjDEArHfv3uz69essNTWVubu7K7Td+vfvzyIjI5lUKmUbN25k5ubmrKKigjHG2IYNG5ihoSHLyspiQUFB7LPPPuOWu379OtPU1GRHjx5lFRUVrKCggN27d48xxlh2djYzMDBgly5dYuXl5Wz69Ols8uTJNdZd17HSEPKOz/raefbsWfbs2TNWWVnJZs+ezQYMGFCj/tjYWMbn82tMT0lJYQBYenp6rdM9PDzYy5cvWXR0NDMzM2uStpL2obi4mD19+pQVFxcrtZyTk1MzRfR2s7a2ZkeOHOHeq6mpsUuXLjHGGPvoo4/Y6tWrubIvvviCTZs2rdZ6rKys2J49e2pMb0huEBAQwL0fNmwYW7ZsmcLtqave123fvp116dKFez9nzpxa85pqdZ3vVqxYwdzc3Lj3xcXFTEtLi125coUxVnX+VFNTY3l5eTXq3L9/PzM2Nma7du1iRUVFijSt2dTbNZadnY3z589j4cKF0NDQwPjx42FlZcWV//jjjwgMDISBgQHeeecdjB8/Xmb5Ll264Ouvvwafz4eDgwNycnKaJOmdOXMmPvzwQ+jq6qJLly5NVm9D1HXZ5ObNmyqLqTHGjx+PSZMmQUdHR+Ft+/PPP0NfXx9TpkyBlpYW/P39ubKEhARkZGQgLCwM6urq+PDDD/H+++9j//79kEql2L9/P0JDQ6Grqws7Ozv4+fnhxx9/BFD1+fLw8OC6+d+8RFKX+tb5uoiICPTv3x/W1tYK9aLdvHkT9+/fx+effw41NTX4+vriyZMnSEpKAgAEBATAwcEB48aNw08//YSIiAhu2e3bt2PixImYNGkS+Hw+9PT00LNnTwDA7t274eLigsGDB0NdXR0zZ86sMei/OdR1fMpr58iRI2FsbAwejwcXF5cmPf42b94MXV1dvPfeeyo9rknrIxAIYGZmRpefWxEdHR3u/zweD5WVlQCqrlwuW7aM+z7ctGkTCgsLAVT1rIWGhqJr164QCoXIyMhospvn6oqnMa5duwZ3d3eYmpoiICBAJtb09HR06dJF6TozMzNlcimBQAATExNkZmZy03g8HjcE43XTpk3D8uXLERkZCTMzMyxZskShIQDNod4EsvoSZKdOnWotT0tLg6WlZZ3LN8fObM56G6KuR0f07dtXZTE1hra2Nvd/RbdtSkpKnZ+RzMxMmJiYyAx0t7KyQmZmJnJzc1FWViZzIFWXAfI/X3Wpb52vMzAwUKre5ORkvHr1CkZGRhCJRLCwsICWlhZ3kwuPx0NoaChu3ryJmTNnygyaru9Ek5ycjJiYGO5kO23aNLx69Uqp2BqivpN/fe2s74TaVDHxeDy6I/stoK+vDx6PV+PVHm84eJuIxWKsWLGC+z4sLCzEyZMnAQBff/01Lly4gDNnzkAikdT53VGXlrxc+/z5c7i7u2Pq1KlIS0vDpk2bZMqtrKzqfbJAXbFaWFjIfB+VlpYiNzcXFhYWCsU1b9483L9/HzExMdi8eTPOnj2r0HJNrd4Esvogzs/P56aVlpZy/9fT08PLly+5968/6LWxVHZNX0ntrQeyIfT19WU+I68P6LWwsMCzZ89knuOWkZEBCwsLGBsbQ1NTU+ZAqi4DGv75qm+djSEWi6Grq1vjeXLOzs4Aqh4rsnTpUowdOxYbN25EWloat2x9JxqxWIxRo0ZxdRYUFMhsz5ZWXzvlnVDlaSvHNWkZrx/fikwnbYOvry82btyIP/74A0DV+Pvff/8dQNX49O7du6Nz5864fPkynj9/rtT5TiwW4969e3j58iWkUimKioqapQ1AVWdEUVERhg4divLycpw/fx5FRUVcj9+sWbPwv//9D3v27EF5eTnKyspw7949bnkjIyNoamri2rVrAMDdPDht2jTEx8fjwoULkEqlWLVqFaysrODi4iI3prNnz+LRo0cAAGNjY6irq9faU9kS6n2MT7du3WBtbY0tW7Zg4cKFCA8PR15eHvfzUcOHD8fu3bvx0Ucf4dy5czhw4ADc3d2bJDCxWIxz587h5cuX0NbWRklJiUyPSWtR3SvzNhsxYgQWLFiAa9euoXv37ggJCQEA8Pl8uLi4wNLSEpGRkQgNDUVMTAyuXbuGbdu2gc/nY/r06YiMjISjoyNycnKwfft2rFixAkDV52v16tUICwvD8+fPFX6obH3rbAwXFxeIxWKEhYVhyZIl0NbWxsOHD2FgYAATExOsW7cO+vr6OHHiBMaOHYtZs2bhwoUL4PF4mDVrFlxdXbFnzx5MnToVjDH8888/6NWrFzw9PbFmzRr89NNP3DCQGzduKHQyAaou2U+bNg3BwcEIDg5uVBvltfPJkyd1nlAV+Vm510+okydPRkFBAfU2vebly5eUPP0/TXkjWUvdlNYYenp60NPTU3UYTWLmzJkoKCjAtGnT8OTJE+jo6GDWrFlwdHREWFgYvLy8YGZmhhEjRmD58uUICwuDjY0NPvroI7l1z507F5cuXYKFhQU6dOiAsLAwLFiwoFnaYW9vzz0uz9LSEosXL8aDBw8wZMgQXL16Fc7Ozjh69CiWLVuGgIAAaGlpwdvbG1FRUQCqLk1/8803CAoKwuzZsyEUCpGWloYuXbrg8OHDCA4ORlZWFuzt7XHy5EnuRpn6PHz4EJ999hmePXsGoVCIL774AgMGDGiW9stTb7R8Ph87d+6En58fvv32WwQFBcHCwoLLdqOiojB9+nQYGxtj/PjxmDlzJrKzs5sksJb8kDSXv/76i3v+WEFBAfz9/REQEIDx48dj165dKo6u6XTt2hVRUVEYP348DAwM8MUXX+Do0aPc3d6nTp2Cv78/1q9fD7FYjMOHD3PPttywYQMCAgLQuXNnCAQC+Pv7w9vbG0DVX7HXrl1D165d0atXL8ydO1fmDri6yFtnQ6mrq+OXX35BUFAQbG1tUVpaim7dumHPnj148eIFoqKiuJ7nrVu3ok+fPti4cSMWLFhQ74mmc+fOOHHiBEJCQuDn5wcej4d+/frhzJkzCsVVUlKCtLS0Jvtjpr52yjuhylPXCZVUuXXrVpM/3L2t2rJlS6usq7m4ubm1iWe9VnvzBx3e/NGA+fPnY/78+TWWc3R0lOmlA4B//etfNear6zgwNzevtezNH8W4cOFCrcvXpa4f1YiOjkZ0dDT3fsaMGTLl48aNq/eZlAEBAQgICKgxfezYsdwd229yc3Or80cYFixY0GpyIR6TM9DoyZMnMDExgbq6OmJjYzF+/HikpKQo9cxB0v6lp6fDysoKlZWVWLlyJX7++WckJCSoOixC2pS3rQeyvmElb45Zbqhx48a1iWcKt6ceSPJ2kNtfGh0djR07dqC8vBxWVlY4ePAgJY+kBi8vL9y9exdqamro06cP9u7dq+qQCGlzKIn4Pw398YXmrosQUkVuDyQhhBDSHPT19WvtcdXT02uyXyvq27fvW3VTIyEtRSW/hU0IIYTQT1oS0na12t/CJoQQQgghrRMlkIQQQgghRCmUQBJCCCGEEKVQAkkIIYQQQpRCCSQhhBBCCFEK3YVNCGlTCgsLud+iJUQRqvxt+fZEKBSqOgTSilACSQhpU6RSKTQ0NFQdBmlD6PNCSNOjS9iEEEIIIUQplEASQgghhBClUAJJCCGEEEKUQgkkIYQQQghRCiWQhBBCCCFEKZRAEkIIeSuUlpYiJycHpaWlqg6FkDaPHuNDCCGkXZNKpTh27BiuX78ONTU1VFZWwtnZGRMmTACfz1d1eIS0SZRAEkIIadeqk8fy8nJu2vXr1wEAHh4eqgqLkDaNLmETQghp80pKSpCfn1/jBQAJCQkyySMAlJeXIyEhATk5OTWWKSkpUUUT2hRLS0uIRCIIBAKMGDFC4eXCw8Ph6+vbfIHV49atW+jXrx/09fVhYmKCb775RiVxtBdyE8j6PiS+vr4IDw9vrtjahI0bN0IkEkEkEoHH4+Hq1avNvs6dO3fCzc2t2dfzOlW0kxBCFJWRkYGEhIQaLwBgjNW6DGMMV69erbFMRkZGS4beJmVkZEAikSAkJETVoSgsMDAQTk5OyMvLQ3Z2dpMksnfu3MGGDRsaH1wbJPcSdvWBFB4eTklDLQICAhAQEAAA4PF4Ko6m+bwt7SSEtE2WlpYwMTGptayucxaPx4Orqyu0tLRkpr/5nrQPWVlZmDdvHjfu1cjIqNF1VieQgYGBja6rraFL2IQQQto8gUAAoVBY4wUALi4uNX4PW0NDAy4uLjA1Na2xjEAgUEUT2o2YmBjY29vDwMAAJiYmWLNmTY15lixZAiMjI7z33nt48OABN/3UqVPo3bs3DA0NMXToUCQmJnJlcXFx0NPTQ2xsLLp37w6BQKDQVdDAwECIRCKkpaXB39+fu5p24sQJAMCMGTNgbm4OPT09uLi4IC0tjVtWKpUiIiICXbt2hVAohK2tLS5cuAAA6NixI+bPn4+UlBSuzvnz5wOo6t2OiIiAjY0NzMzM4OPjg4KCAq7e8PBwjB07FtHR0RCLxeDz+YiLiwMAJCYmYuDAgTAwMICBgQF8fHwU3/gtqNEJ5KtXr+Dl5QWRSIRBgwYhLy+PK3Nzc8OqVavwySefwMDAADweD9nZ2dDR0QFjDPn5+dizZw+kUiny8vLw3nvvAQC+/fZb2NraQl9fH3Z2djh37hxXZ0lJCaZNmwZ9fX24urpi/vz5Mt3QMTEx6NmzJ0QiET744ANkZWU1tomNUt/BkJycDGdnZxgYGMDb2xvDhg3Dzp07Fa47MjISHTt2hK2tLW7duqXQOl+//JyRkQEej4fU1FSZ8hMnTmDQoEHQ09NT6FL5l19+iRkzZshMmzdvHtavX1/vcvPmzcPq1asBAFeuXMHt27cBVB3sx44dQ2ZmJoYMGQITExMIhUJMmTIFUqmUW/7MmTOwtraGubk51qxZA11dXa4tJSUl8PPzg6GhIaysrLB582a57SCEtE8TJkyAs7MzNDQ0oKWlBQ0NDe4ubNL0hEIhjh49iry8PKxbtw6hoaEoLi7myk+dOoVu3bohJycH77//PubOnQsASEpKgoeHB6KiopCTkwNXV1eMHTsWFRUV3LJlZWVYu3YtYmNjsXXrVqiry78XeMOGDZBIJOjUqRM2b94MiUQCiUSCcePGAai6kSolJQVPnz5FSUkJtmzZwi377bffYsuWLThy5Ajy8/MRHx+P7t27AwCePn2KTZs2wdbWlqtz06ZNAIBdu3Zh06ZNiImJwaNHj/DkyRMEBQXJxBUfH4/k5GQkJSVh1qxZUFOrSsmWLl2Kfv364cWLF8jJycHixYsbshuaXaMTyK1bt8LT0xMZGRl4/PgxDh48KFMeHR0NNzc3vHjxAt26dYOZmRk6dOiA9PR0XLhwAZ988gnu3buHe/fuoU+fPgCA3r1748aNG8jPz8fw4cOxbNkyrr5vv/0WKSkpyMzMxNatW3H69GmuLCcnB5MnT8YPP/yA3NxcGBoaIjg4uLFNbDB5B8PcuXPh7OyMnJwceHh4ID4+XuG6r1+/jtLSUmRmZsLJyQlRUVEKrVMRoaGh+Oabb3D37l1oamrKnX/+/Pn46aef8PTpUwBAfn4+jh07hk8++aTe5Xr27Mklt4GBgVixYgUA4P79+7C3twePx8OKFSvw9OlT/P777zh+/DguXrwIACgqKoKnpyeioqKQmpqKly9foqioiKt76dKlyM3NRVZWFo4fP46goCDcu3dP4W1ACGk/+Hw+PDw8sGLFCixcuBArVqyAh4cHPcKnmfTt2xddu3YFAAwYMAAVFRV48eIFVz5kyBD4+vqCz+dj1qxZuHLlCsrKynDgwAEMGDAAH374IdTV1REaGorHjx9zY1kBoKKiAnv37oVYLIaXlxfCwsIaHe+kSZMgEAigo6MDe3t75OTkcGXbtm1DSEgIHBwcAABisRhWVlZy69yzZw9mz54NOzs76OrqYsmSJdi3bx8qKyu5eWxtbREdHQ1tbW1s3boVgwcPBgAYGBjgypUruHDhAvh8Pt55551Gt7E5NDqBnDlzJj788EPo6uqiS5cuMhseqOoa9vHxAY/H45KFHj164O+//8bVq1fx8ccf47fffuOSBgAYOXIkjI2NwePx4OLiIlPnnj17MG/ePOjp6aFHjx4yN/bs3r0bLi4uGDx4MNTV1TFz5kxcuXKlsU1ssPoOhuzsbJw/fx4LFy6EhoYGxo8fr9CHslqXLl3w9ddfg8/nw8HBgdtGihyA8kRERKB///6wtraW6f2ti42NDUaNGsX18u3YsQMeHh7c5aO69OzZE3///TckEgmsra1x//59AFU9o7a2thCLxRg8eDD4fD7s7OxgZmbGtfPnn3+Gvr4+pkyZAi0tLfj7+3P1Msbw/fffY8mSJRAIBHB0dIS9vT2N4SXkLdepUyfY2trC0NAQOjo63MvMzEzVobUrmZmZ8PLygpWVFfe9/vqNTK8PJ9DX1wdjDIWFhcjMzJT5HhQIBDAxMUFmZiY3jcfjQSQSNWm8u3fvhpOTEwwMDHDgwAGZWNPT09GlSxel63yzLVZWVigrK8OzZ8+4aQYGBrUuu3btWgwbNgxeXl6wsbHBvn37lF5/S2h0Aqmjo8P9n8fjyWTXQO0bqFevXkhMTMTdu3fh5+fHJZDVGf61a9fg7u4OU1NTBAQEyOzMlJQUdOrUqdZYkpOTERMTw41FmDZtGl69etXYJjZYfQdD9aXWutoiT13bXZEDUJ66PtT1WbBgATZv3ozS0lJs2rQJCxYskLtM9efg119/xaBBg2BmZob79+/DyMgIPB4PZWVlCA0N5caeZGRkcJ+F+j4Hz549Q2FhIdzd3bnPwt27d2XGnxBC3j6FhYVKTScN8/HHH0NbWxu3b9/G3bt36503PT0durq6MDQ0hIWFhcx3VWlpKXJzc2FhYdFssZ49exbBwcGIjo5Gbm4uPD09ZcqtrKzw8OHDOpd/c2xttTfbkpGRAU1NzTpv9Hqdrq4uoqKikJmZiWXLlsHHx4d7JFVropIHiffs2RO///47tLW14ezsjC+//BKGhoZYvHgxnj9/Dnd3d6xfvx4nTpzAwYMH8e9//5tbVl9fX2ZDlpSUcGMgxGIxRo0axQ2MVTULCwvExsZy718/GPT19QFUXe6tTtia4ue16ltnteokrCk/kMOHD4eBgQH8/PxgZ2fHjRGpT8eOHQFUPeTXz88P2dnZ2LFjB/cX69dff42LFy/izJkz6Ny5M2xtbblla/scVDMyMoKmpiZiY2Ph6OjYVE0khDRAYWGhyhO06uE1jZ2nJejq6kJXV1fVYTRKYmIi/Pz8IBKJuN6z/Px8WFpaAgAuX76MhIQEODg4ICoqihtDP23aNPz73//GhQsXMHToUKxatQpWVlZwcXFp1liNjY3Rt29fPH78GLdv30a3bt24cj8/P0RERMDR0RHOzs4oKCjA8+fP0blzZwBVeUdOTg6Sk5PRuXNnFBQUQF9fHzNnzkR4eDi8vLxgYmKCVatWwdPTkxvnWJ+DBw9ixIgRMDIygqmpKQQCATp06NBs26ChVJZAhoWFISQkBLq6uqisrMSTJ09gZmaGP//8E0VFRRg6dCjKy8tx/vx5FBUVQSqVgs/nw93dHTt27MCYMWNw6tQp/PLLL9xAaE9PT6xZswY//fQTxo8fDwC4ceNGs3746lPfwcDj8WBtbY0tW7Zg4cKFCA8PR15eXqPH5Mg7AE1NTXH16lXY2Ng0+WMHAgICMH/+fJlxqfL06NEDJ0+exKZNm5Ceno6AgAAsXboUQNWB3b17d3Tu3BmXL1/G8+fPuaRxxIgRWLBgAa5du4bu3btzzyLj8/ng8/nw8vLCV199hW3btsHc3Bw5OTmQSCQyJwZCSPP7448/lBrf3Rx2797dJPO0hIEDB2LgwIGqDqNR1q9fjy+//BLLly+Hr68vZs+eDTc3N24c+qRJk7B48WLcunULI0eOxNq1awFUDc06fPgwgoODkZWVBXt7e5w8eVKhG2UaytvbGydPnoS5uTn69OmDkJAQBAcHIzQ0FCtXrsTChQshlUrh7e2N7OxsiEQiREZGcgmkm5sbPDw80LdvX/B4PIwaNQr79u2Dj48PdyNoSUkJRo0ahejoaIViOnPmDIKDg1FcXAwrKyscOXJEofsRWppKEshevXrh5cuXcHV1BQA4OTlxt83b29tzD/u0tLTE4sWL8eDBAwwZMgRXr15FZGQkpk+fDhMTE3z00UcYPXo0Nx6ic+fOOHHiBEJCQuDn5wcej4d+/frhzJkzqmim3INh586d8PPzw7fffougoCBYWFg0emyHvHVGRETg888/x65duxAREcHdlNIUnJyc0K1bN3zwwQcKL9OrVy9oampCXV0dzs7OePr0KdcDGRYWBi8vL5iZmWHEiBFYvnw5wsLCYGNjg48++ghRUVEYP348DAwM8MUXX+Do0aPc9ouOjsbixYvx/vvvIy8vDx07dkRERAQlkIS0MAcHB9jZ2als/adOnYK3tzcAyNyQ+abqeVStrfU+1vYYHW9v7xrbs/rOZnmP3Rk7dizGjh1ba5mbm5tSN4S+6fUnjlQTiUQ4f/68zLTp06dz/+fz+QgJCanzgek8Hg87duyodXpoaChCQ0NrXa6+7VBbfa0Rj9X1iP5W6sWLF9DS0oKOjg4yMjIwYMAAbNmyRamkpbV48uQJTExMoK6ujtjYWIwfPx4pKSlN8nDTllZaWooJEyZgwoQJMje0NKf09HRYWVmhsrISK1euxM8//6zUzUKkbcrPz69z3BEhbxo8eDAuX74MQHbs+Jtef4oDqZ22traqQyCtSJt7kHhsbCx69OgBQ0NDDBkyBJ999lmbTB6Bql4yCwsL7nFDBw8ebJPJ49atW2FiYoKOHTvi008/bbH1enl5wdjYGB07dkRcXBz27t3bYusmhLQ9dfXutbVeP0JagzbXA0kIebtRDyRRxus9kKRxqAeSvK7N9UASQgghhBDVogSSEEIIIYQohRJIQgghhBCiFEogCSGEEEKIUiiBJIQQQgghSqEEkhBCCCGEKEUlv0RDCCENxefzUV5eruowSBtCnxdCmh4lkISQNoUe+kyUJRQKVR0CIe0OXcImhBBCCCFKoQSSEEIIIYQohRJIQgghhBCiFEogCSGEEEKIUugmGkIIIe1OSUkJ8vPzVR0GIe0WJZCEEELaDalUikOHDiE+Ph5qalUX2fbv348pU6aAz+erODpC2g9KIAkhhLQbhw4dwq+//irz7Mdff/0VADB9+nRVhUVIu0NjIAkhhLQJJSUlkEgkdb6ys7Nx9epVlJWVySxXVlaG+Ph4ZGdn17t8SUmJilr29ti5cyfc3NxUsu5bt26hX79+0NfXh4mJCb755huVxNFeUA9kCygrK8P58+dhaWkJBwcHpZb19fVFXFwcUlNTa5TdunULc+fORWJiIrS0tBASEoJFixY1UdSEENK6pKWl4eHDh3WWFxYWgjFWa1llZSUuXrxY74Pou3Xrhu7duzc6TgLcuXMHly9fRmBgoKpD4QQGBsLJyQkJCQng8XjIy8trdJ2tsZ0tRaUJ5Pr16zFs2DDY29urMoxmk5ubi0WLFuHSpUvIysrCf//7X6UTSHNzc9jZ2dVa1pCDwdfXF/v370eHDh2gpqaGHj16YNu2bejRo4dScdWmOfanRCLB+vXrsXDhQujr6zdZvW/zQU9IW2VtbQ0zM7M6y0tLS3H16tVay9TU1DBs2DBoaWnVubxAIGh0jKTKnTt3sGHDhlZ1js3KysK8efO4sbBGRkaNrrM1trOlqPQS9vr16/Hnn3+qMoRmpa6ujqCgICQnJ0MsFjeojlWrViEmJqbWsqysLLi6uoLP50NNTU3hg8HLywsSiQSZmZkwNzfHv/71rwbF9qbm2J8SiQTLli1DQUFBk9ZbfdATQtoOgUAAkUhU58vMzAyurq7Q1NSUWU5TUxMDBw6EmZlZvctTAqm4xMREDB06FIaGhujduzdOnTrFlXXs2BHz589HSkoKt23nz58vs3xkZCQ6duwIW1tb3Lp1i5uempqK4cOHQ19fHw4ODoiPj+fK4uLioKenh9jYWHTv3h0CgQDh4eFyYw0MDIRIJEJaWhr8/f25mE6cOAEAmDFjBszNzaGnpwcXFxekpaVxy0qlUkRERKBr164QCoWwtbXFhQsX5LaTMYaIiAjY2NjAzMwMPj4+Mt9j4eHhGDt2LKKjoyEWi8Hn8xEXF8dt24EDB8LAwAAGBgbw8fFRcK+0MCYHAPbTTz8xe3t7ZmRkxBYvXlyj/Pjx48zV1ZXp6uqyIUOGMMYYq6ysZCtXrmTW1tbM1NSUeXt7s/z8fMYYY+vWrWNCoZDxeDymra3NhEIhEwqFLC0tTV44bZa1tTX78ccfFZ7fzc2NCYVCpqWlxYYPHy5TtmDBglq33/Hjx+XW6+Pjwz799FPu/fr161nfvn25982xP4uLi9mnn37KDAwMmKWlJfvhhx+49RUVFbEpU6YwY2Njpqenx/r06cOKi4sZY4x5eHgwPT09BoDp6+szoVDI+vTpwy3r6enJOnbsyHR1dZmzszNLTU3lyqytrVlUVBQbPHgw09fXZ7Nnz+bKzMzMWIcOHZiamhoX67x58+RuO0JI61dRUcH27dvHPvvsM7ZgwQLm5OTE9u3bxyoqKlQdWrtRXl7OunTpwsLCwlh5eTk7ffo009TUZElJSdw8O3bsYHZ2djWW3bFjBxMIBCw8PJxVVFQwDw8PNnXqVK68f//+LDIykkmlUrZx40Zmbm7O7bvY2FimqanJRo8ezTIzM9nu3bvZihUrFI67ru/ho0ePsuLiYlZYWMgcHBzYkiVLuLI1a9Ywa2trdufOHcYYY5mZmezx48cKtdPCwoIlJSWxly9fMnd3d+br68uVf/3118zAwIAFBgayoqIi5ufnxy5dusQYY2zKlCksKCiIVVZWsrKyMvbgwQOF29iSFEogR48ezbKyslhSUhLT0dFhFy9elCnv3bs3u379OktNTWXu7u6MMfkbjzHlk6q2rKFt/frrr2skkI2pszqBlEql7O7du+ydd95hy5Yt48qbY39+8cUXbPz48ay4uJjdunWLaWlpsbt37zLGGNu0aRNzcXFhr169YpWVlezevXsyJ/qUlBQGgKWnp9eot76D3tramtnY2LAHDx6wv/76iwGQOQjrOugJIe1DcXExe/r0KXNyclJ1KO3OlStXmEAgYCUlJdy0IUOGyCRz9SVWvXv35t4vX76cDR06lDHG2I0bN5iuri73HVBYWMgAsL///psxVpVAqqmpsby8vAbFrch3ppeXF/Pz8+Ped+vWjX3//fd1zl9XO4cPH87Cw8O599XJr1QqZYxVfbc7OjrWWqe/vz9zdHRk586d4+ZvjRS6hB0ZGcmNxXNzc+O6b6tFRESgf//+sLa2xrlz5wAAe/bswezZs2FnZwddXV0sWbIE+/btQ2VlZVN1nrYKdV0KuXnzpqpDq9OPP/4IIyMjTJkyBd7e3ggNDZUpb8r9yRjD999/jyVLlkAgEMDR0RH29vbcOCUDAwMkJSXh8OHDKC4uRs+ePRV+VtukSZMgEAigo6MDe3t75OTkyJQvXrwY77zzDnr37g01NbUa5YSQ9ksgENQ7XpI0XGZmJkxMTGTGk1pZWSEzM1Oh5XV0dLj/83g87nskOTkZr169gpGREUQiESwsLKClpQWJRCIzv0gkapJ2VNu9ezecnJxgYGCAAwcOyNyIlZ6eji5duihdZ2ZmJqysrLj3VlZWKCsrw7Nnz7hpBgYGtS67du1aDBs2DF5eXrCxscG+ffuUXn9LUCiB1NDQ4P6vr6+Ply9fypTXthEU2XjtQV2Pg+jbt6+qQ6uTl5cX8vLycO/ePSxevLhGwtaU+/PZs2coLCyEu7s7l1zfvXuXGwsybdo0LF++HJGRkTAzM8OSJUsglUoVakd9Bz0AaGtrc/9//SRFCGl/9PX1wePxarxI07OwsMCzZ89kHpeUkZEBCwsL7v3reYOixGIxdHV1azxaydnZuUnirs3Zs2cRHByM6Oho5ObmwtPTU6bcysqq3jv/62qnhYWFTEKdkZEBTU1NmJiYyI1JV1cXUVFRyMzMxLJly+Dj49Mqf1VJ6Zto0tPTYW1tLXc+RTZeQz5grU1b7IFsiIbuTyMjI2hqaiI2NpY7Ibx69QpffPEFN8+8efNw//59xMTEYPPmzTh79my9dQLyD3p52sNnjxDyf97s2CDNx8XFBZaWloiMjIRUKsW5c+dw7do1mQe1i8Vi5OTkIDk5GQAUuhHSxcUFYrEYYWFhePXqFQDg4cOHzdrxlJiYCGNjY/Tt2xePHz/G7du3ZZI1Pz8/REREICEhAYwx5Ofnc20C6m7nzJkzsX37dqSmpqKoqAirVq2Cp6cn9+tI9Tl48CCeP38OPp8PU1NTCAQCdOjQoYlb3ngKPcZn48aNWL16NRISEnDjxg0cOHBA7jIzZ85EeHg4vLy8YGJiUuvGE4vF+O233+Dp6Yny8nLweLwad8+1dq93rbdnjdmfXl5e+Oqrr7Bt2zaYm5sjJycHEokE3bp1w9mzZ9GlSxfY2dnB2NgY6urqMpcnqhPQa9euYfLkySgoKIC+vn6tB323bt0Ubs/rB33nzp25egkh8r18+bJNJWxZWVmqDoGjp6cHPT09VYfRKOrq6jh16hT8/f2xfv16iMViHD58WOaRc25ubvDw8EDfvn3B4/EwatQouZdi1dXV8csvvyAoKAi2trYoLS1Ft27dsGfPHoV67hrC29sbJ0+ehLm5Ofr06YOQkBAEBwcjNDQUK1euxMKFCyGVSuHt7Y3s7GyIRCJERkaic+fO9bbTx8cHmZmZGDJkCEpKSjBq1ChER0crFNOZM2cQHByM4uJiWFlZ4ciRI60yN+KxN6/7vTkDj4dFixZh37594PP5+OGHH/DRRx/JlF+5cgWurq4yy7H/dwv7li1buI23ceNGmS/py5cvw9/fH5mZmdDV1cXx48fRr1+/Jm6i6vz1118YNGgQgKq/Sjp06AANDQ2MHz8eu3btUqiO8PBwXL16tca4UwCwsbHBv//9b8ycOVPhmHx9faGuro5t27bVWt4c+7OoqAiLFy/GiRMnkJeXh44dOyIiIgIeHh747rvvEB0djWfPnkEoFCIwMBCff/65zLo3btyIiIgIvHr1CkKhEGlpaZBIJJg8eTJu3ryJPn36YN68eQgODoafnx9WrlxZY9uoq6vjwoUL3C8gMMYwa9YsHD9+XOGTGyGkSlxcHPfIkdZi2bJltU53cnLCmDFjWjiaurm5uansl1gIaUoKJZApKSmwsbFpoZAIIYS0Zq2xB/L18Xevc3Jy4p731xq0hx5IQgD6KUNCCCFKamtJUEN/yIEQUje5CaScDkpCCCFE5fT09Fpdrygh7ZlKf8qQEEIIaQoFBQVgVT+OIfMihDQPSiAJIYQQQohSKIEkhBBCCCFKoQSSEEIIIYQohRJIQgghhBCiFEogCSGEEEKIUug5kISQNqWwsBBSqVTVYZA25PXfNiYNJxQKVR0CaUUogSSEtClSqRQaGhqqDoO0IfR5IaTp0SVsQgghhBCiFEogCSGEEEKIUiiBJIQQQgghSqEEkhBCCCGEKIUSSEIIIe1GaWkpcnJyUFpaqupQCGnX6C5sQgghbZ5UKsWxY8dw/fp1qKmpobKyEs7OzqoOi5B2ixJIQgghbV518lheXs5Nu379ugojIqR9owSSEEKIypWUlDT4snNpaSkSEhJQUVEhM706mczJyYGWllaD6tbS0oJAIGjQsu2ZpaUlCgsLUVJSAldXV1y4cEGh5cLDw5GamoqdO3c2b4C1uHXrFubOnYvExERoaWkhJCQEixYtavE42otmSyA3btyIsLAwAFW/AnDlyhW4urrKzJObm4vZs2fj4sWL4PP5GD58OA4fPtxcIalMWVkZzp8/D0tLSzg4OCi1rK+vL+Li4pCamlqjrCUPhra2Pxt6cmtKbm5u8PX1ha+vb4uvm5C2JiMjA48ePWrQskVFRWCM1Vl+9epV6OjoNKhuOzs7dOnSpUHLtmcZGRkAqhLCq1evqjgaxQQGBsLJyQkJCQng8XjIy8trdJ137tzB5cuXERgY2AQRti3NlkAGBAQgICAAAMDj8WqdZ926dUhPT8fjx48hFArx7Nmz5gpHJXJzc7Fo0SJcunQJWVlZ+O9//6t0Amlubg47O7tay5rjYKhLW9ufbfHkRsjbzNLSEiYmJg1atrS0FNeuXauz3NXVtVE9kKR9yMrKwrx588Dn8wEARkZGja7zzp072LBhw1uZQKr0LuysrCy8++673O9rNvTk0Vqpq6sjKCgIycnJEIvFDapj1apViImJqbUsKysLrq6u4PP5UFNTa5KDoTHa+/4khDQfgUAAoVDYoJepqSlcXFxq/GRh9XtTU9MG102Xr5UXExMDe3t7GBgYwMTEBGvWrKkxz5IlS2BkZIT33nsPDx484KafOnUKvXv3hqGhIYYOHYrExESuLC4uDnp6eoiNjUX37t0hEAgQHh4uN57AwECIRCKkpaXB398fIpEIIpEIJ06cAADMmDED5ubm0NPTg4uLC9LS0rhlpVIpIiIi0LVrVwiFQtja2nJXtDp27Ij58+cjJSWFq3P+/PkAAMYYIiIiYGNjAzMzM/j4+KCgoICrNzw8HGPHjkV0dDTEYjH4fD7i4uIAAImJiRg4cCAMDAxgYGAAHx8fxTd+C5KbQMpryLp162BhYQETExN89tlnMgOY63Lo0CGIRCLs3bsXP/74I7fhv/zySwBVY2H8/PxgaGgIKysrbN68uYHNUy2RSARHR0eoqSmfpw8dOhQikQgCgQAjRoyQKZN3MNRHFftTnrrW2aFDB2zZsgVGRkY4f/48Ro4cCQcHB7x69QpxcXGwtrbG3r170alTJ1hZWeGnn35SaH0FBQXw8fGBmZkZbGxsEBERwV3+6t+/P7Zu3Sozf69evXDnzh0AQGpqKoYPHw59fX04ODggPj6emy87OxvDhg2DUCjEhAkTUFhYqFA8hJDGmzBhApydnaGhoQEtLS1oaGjQXdgqIhQKcfToUeTl5WHdunUIDQ1FcXExV37q1Cl069YNOTk5eP/99zF37lwAQFJSEjw8PBAVFYWcnBy4urpi7NixMmNby8rKsHbtWsTGxmLr1q1QV5d/IXXDhg2QSCTo1KkTNm/eDIlEAolEgnHjxgEAPDw8kJKSgqdPn6KkpARbtmzhlv3222+xZcsWHDlyBPn5+YiPj0f37t0BAE+fPsWmTZtga2vL1blp0yYAwK5du7Bp0ybExMTg0aNHePLkCYKCgmTiio+PR3JyMpKSkjBr1iwuV1i6dCn69euHFy9eICcnB4sXL27Ibmh2cjOb+hpy+vRpbNy4EdevX8fff/+NmJiYGl++tZkyZQokEgk8PT3h5eXFbfjqv1KWLl2K3NxcZGVl4fjx4wgKCsK9e/ca0cy2JzY2FhKJBCEhITXK5B0M9VHF/qxPfeuUSqVITExEeHg4pk+fjmXLlkFTUxN//vkngKohAjdu3EBiYiKioqLg6+uL/Px8uesMDAzEkydP8OjRI8TExGDTpk3YvXs3AGDBggX47rvvuHljYmJgZGSEd999FwAwdepUjBw5EhKJBHPmzMHkyZMhlUoBAF5eXujatStyc3Ph5+eHhw8fyo2FENI0+Hw+PDw8sGLFCixcuBArVqyAh4eHqsN6K/Xt2xddu3YFAAwYMAAVFRV48eIFVz5kyBD4+vqCz+dj1qxZuHLlCsrKynDgwAEMGDAAH374IdTV1REaGorHjx8jISGBW7aiogJ79+6FWCyGl5cXNza/MSZNmgSBQAAdHR3Y29sjJyeHK9u2bRtCQkK44WdisRhWVlZy69yzZw9mz54NOzs76OrqYsmSJdi3bx8qKyu5eWxtbREdHQ1tbW1s3boVgwcPBgAYGBjgypUruHDhAvh8Pt55551Gt7E5yE0g62vIpk2b4O/vD0tLSxgZGWHcuHG4cuVKowJijOH777/HkiVLIBAI4OjoCHt7+1Y7jq26t+3N182bN1UdWq1aen/KU986y8vL8dVXX0FPTw+urq54//33oaOjg5KSEgBVPZTr1q1Dhw4dMHXqVDDG8Ntvv9W7PqlUiv379yM0NBS6urqws7ODn58ffvzxRwBVCWJ2djYuXboEAPjuu++4sS03b97E/fv38fnnn0NNTQ2+vr548uQJkpKS8PTpU5w/fx6hoaHQ0NDAmDFj0LNnz+babISQOmhpacHU1JTGLqpQZmYmvLy8YGVlBXt7ewCQucnp9aEG+vr6YIyhsLAQmZmZMsmZQCCAiYkJMjMzuWk8Hg8ikahJ4929ezecnJxgYGCAAwcOyMSanp7eoJuo3myLlZUVysrKZO4NMDAwqHXZtWvXYtiwYfDy8oKNjQ327dun9PpbgtwEsr6GJCcnY9myZVzStGnTpkZftnv27BkKCwvh7u7O1Xv37l2ZsQOtSXVv25uvvn37qjq0WrX0/pRH3jqrTxS1nTDU1dW5G3p4PB709PTw8uXLeteXm5uLsrKyGgd29QlKU1MTc+bMwXfffYfU1FT8+eefmDhxIhfrq1evYGRkBJFIBAsLC2hpaUEikeDx48cAAAsLiwZvC0JagpmZGXR0dGq8zMzMVB0aaSc+/vhjaGtr4/bt27h7926986anp0NXVxeGhoawsLCQSRZLS0uRm5vbrOfVs2fPIjg4GNHR0cjNzYWnp6dMuZWVVb1Xk94cd1vtzbZkZGRAU1NToXsDdHV1ERUVhczMTCxbtgw+Pj4KXV1raXITyPoaIhaLsWLFCi5pKiwsxMmTJxsVkJGRETQ1NblLuBKJBK9evcIXX3zRqHqbS1vrgWzp/SlPU62zpKQEz549g7W1db3zGRsbQ1NTs8aB/foJau7cufj555+xePFi+Pv7c3fsicVi6OrqyvyhUFJSAmdnZ+jp6QGATPKryPhRQlpaXX8U0phd0lQSExPRv39/mbH5rydAly9fRkJCAoqLixEVFYUZM2YAAKZNm4b4+HhcuHABUqkUq1atgpWVFVxcXJo1VmNjY/Tt2xePHz/G7du3ZWL18/NDREQEEhISwBhDfn4+kpOTuXKxWIycnBxuWnVn18yZM7F9+3akpqaiqKgIq1atgqenp0L3RBw8eBDPnz8Hn8+HqakpBAIBOnTo0MQtbzy5o08PHjyIESNGwMjIqEZDfH19sXTpUgwfPhwODg4oKipCYmIiHB0dGxwQn8+Hl5cXvvrqK2zbtg3m5ubIycmBRCJBt27dGlxvc5FIJKoOQSktvT/lacw6nz9/jp07d2LGjBlYvXo1unfvLnc5Pp+P6dOnIzIyEo6OjsjJycH27duxYsUKbh4LCwuMGzcOx48fx3/+8x9uuouLC8RiMcLCwrBkyRJoa2vj4cOHMDAwQNeuXWFlZYUdO3YgICAAa9asQVJSUsM3DGmQwsJCSoQa4enTp6oOoVk0Rbt0dXWhq6vbBNG0f+vXr8eXX36J5cuXw9fXF7Nnz4abmxt3L8OkSZOwePFi3Lp1CyNHjsTatWsBAF26dMHhw4cRHByMrKws2Nvb4+TJkwrdKNNQ3t7eOHnyJMzNzdGnTx+EhIQgODgYoaGhWLlyJRYuXAipVApvb29kZ2dDJBIhMjISnTt3BlD1vF8PDw/07dsXPB4Po0aNwr59++Dj44PMzEwMGTIEJSUlGDVqFKKjoxWK6cyZMwgODkZxcTGsrKxw5MgRaGpqNts2aCi5e6W+hsycORMFBQWYNm0anjx5Ah0dHcyaNavRCUd0dDQWL16M999/H3l5eejYsSMiIiJaZQJZn7/++guDBg0CUPVXib+/PwICAjB+/Hjs2rVLJTGpYn/WpzHrNDMzw+XLl/Gvf/0LdnZ2OHbsWJ3PqHzdhg0bEBAQgM6dO0MgEMDf3x/e3t4y8zg5OUFfXx+GhobcNHV1dfzyyy8ICgqCra0t/v/27jwuqur/H/hrGJaRdZBNBkZAUPwIookKIgVKaFaaueCKkB/UMlM/qR9RSFFKXDNMKTU/4FIuaSVa4oJgiqJpmrlhCMgqizIgOwzn9wdf7s8RmGEAHcD38/HgAXPPvee875k7M2/OPfdOZWUlevXqhX379sHExAR79+5FQEAAwsLCsHTpUqXv+Ula76+//pK5Mp4op/5iss6mLfZr6NChGDp0aBtE07k0dhudGTNmNHhPrb+yWdFtd0aPHo3Ro0c3Wubp6dng24aU0dgXcgiFQpw+fVpm2ZQpU7i/+Xw+AgMDG72gFaibPhUZGdno8qCgIAQFBTW6nbx+aKy+9ojH5N2+n5B2Kj4+Hv7+/o2+IbRWdnY2XF1dERMTQxfCtENFRUVNzjuiEUjFmvpiAgAt/iaY9szHxweHDh1qdT00Agloa2urOgTSjtB3YRPyDD8/P/z2229YsWIFJY8dEH3It063bt1UHcIL0Vn3ixBVohFIQkiHIm8EkihmZmbW6Citrq4ucnNzVRDRi/XGG2/g999/V3UYnQKNQJJn0QgkIYS8QjpjkkgIeflU+l3YhBBCCCGk46EEkhBCCCGEKIUSSEIIIYQQohRKIAkhhBBCiFIogSSEEEIIIUqhq7AJIR0Kn8+n7xknSqHjhZC2RwkkIaRDoRuFE2UZGBioOgRCOh06hU0IIYQQQpRCCSQhhBBCCFEKJZCEEEIIIUQplEASQgghhBClUAJJCCGkQ6uoqEBubi4qKipUHQohrwy6CpsQQkiHJJVKcejQISQkJEBNTQ21tbUYOnQofHx8wOfzVR0eIZ0aJZCEEEI6pEOHDuHixYsy93m8ePEiAGDKlCmqCouQVwIlkIQQQtqdiooKuaekKysrceHCBdTU1Mgsr6qqQkJCAoYPHw4tLS0AgEQiabC9QCCAQCBo05gJeZVQAkkIIaTdefjwIe7fv99keUlJCRhjjZbV1tbi7Nmz3E3nz58/32CdXr16wd7evm2CJR3CtWvX8OGHHyIpKQlaWloIDAzEokWLVBZPWloabGxsEBkZCX9//ybX8/T0hL+/v9x1VIESyJegqqoKp0+fhqWlJfr166fUtv7+/oiPj0daWlqDspa8GCwtLVFSUoKKigq4u7vjzJkzSrX5oqiiTUJI+2VlZQUzM7Mmy+tHIBujpqYmMwL5+uuvN1iHRh9fPfPnz4ezszMSExPB4/FQWFio0ng0NDRgb2/fYb8piRLIF6igoACLFi3CuXPnkJ2djf/9739KJ5Dm5uawtbVttKwlL4bMzEwAQEhISJNvvvLafFFU0SYhpP1qzilmd3d3XLx4EVVVVdwyTU1NuLm5ySSfQqHwRYVJOpDs7Gx89NFH3AVWRkZGKo3HwsIC9+7dU2kMrUG38XmB1NXVsWDBAqSkpEAkErWojrCwMMTGxjZalp2dDXd3d/D5fKipqbXZi0Femy+KKtokhHRsPj4+cHNzg4aGBrS0tKChoQE3Nzf4+PioOrRO78svv4SNjQ309fVha2uLU6dOyZTzeDxER0fj9ddfh56eHjw9Pbmy2NhY9OnTB0KhEG+99Rays7O5smnTpsHc3Bx6enpwdXXFw4cPmxVPcXEx/Pz8YGZmBmtra6xZs4ab4jB//nwIhUI8fPgQc+bMgVAohFAoRHR0tMJ64+Pjoaenh7i4ONjb20MgECAkJIQr37x5MywsLGBiYoKPP/5Y5oKu0NBQiEQi6Ovrw8bGBpcvXwYAnDx5kouBx+M1GMzJzc3F8OHDYWBggLFjx6KkpESmvKk2o6Ki0LdvX2zcuBHm5uawsbHBtWvXuO2ePHmCDz74ACKRCEKhEE5OTsjPzwdQN+c4ICAAXbt2hVgsxvbt2xV3OlPg3r17zM3NjQmFQiYUCtmMGTMYY4zFxcWxkSNHMj8/P2ZlZcX++OMP1qNHDzZz5kxu29WrVzNzc3Omp6fHrK2tWWJiIlc2depU1q1bN6arq8tcXFxYWlqaolA6NCsrK7Z3795mr+/p6ckMDAyYlpYW8/Lykin75JNPmIGBAePxeExbW5sZGBgwAwMDdvTo0WbXv3Llygb1NtVmZWUl69q1K7tw4YLM+r169WJ//fUXY4yx1NRUNnz4cKanp8ecnJwarNuS/YyMjGSOjo5sw4YNrFu3bsza2ppdvXq1WfXScUvIq6O8vJw9evSIlZeXNyhzdnZWQUSd38mTJ1l+fj6rra1ls2bNYm5ubjLlAJijoyO7fPkyS0tLY97e3owxxnJzc5mhoSE7d+4cq66uZlOmTGETJ07ktjty5AgrLy9nJSUlrF+/fmz58uXNisfPz495e3uzp0+fsuTkZGZhYcGioqJk1lH2c5ixus8MTU1N9vbbb7OsrCy2Z88eFhoayhhj7Ndff2U9evRgGRkZrKCggNnb27Nt27Yxxhi7c+cO09HRYRkZGYwxxrKyslhBQUGD+gGw8+fPyyzz9vZms2fPZlVVVezYsWNMT0+PRUZGKmwzMjKSaWlpsUWLFrGamho2YcIENmnSJK7et99+m3l7e7Pc3FxWW1vLbt26xUpLSxljjC1ZsoS99957rLy8nF27do1paWmxW7duye0bhQmkj48PW7BgAautrWVVVVXs7t27XKfq6emxQ4cOsfHjx7O+ffuytLQ0pqWl1azOa+lB0lG15MBlrPFEr7V1Kqq3sbJ58+axf//739zjc+fOsUGDBnGPBw8ezNauXcukUinbunUrMzc3ZzU1Na2KR9GLQR46bgkhjFEC+TLs2rWL2dnZySwDwKKjoxusu2HDBjZq1Cju8a+//sq6devWaL2+vr4sICBAYfs1NTVMU1OTxcfHc8sa+0xpaQKppqbGCgsLG5S98847bN26ddzjJUuWsMmTJzPGGEtPT2caGhps9erVLDs7u8n6n08gc3JyGAD28OFDbpmLiwuXQMprMzIykllYWDCpVMoYqxsMGTZsGGOMsezsbAaA+yx8Vm1tLdPV1WWXL1/mlg0aNIh9++23TcbNGGMKT2EbGhri/PnzOHPmDPh8Pnr37s2V9ejRAxMnToSuri5mzpwJKysrVFZWAgB0dXVRVVWFyMhI5OTkQCQSyZxiHTduHAQCAXR0dODk5IS8vDzFw6XtUP0w9PM/V69eVXVobcrf3x+HDh1CWVkZAOC7777Dv//9bwDA1atXcefOHSxevBhqamrw9/dHTk4OkpOTW92usbEx1q9fDz6fr9RxQsctIaQx+vr64PF4DX709fVVHVqHcunSJXh7e8PU1BTz5s1r9Ip4Q0PDBstSUlIQGxvLfVZOnjyZ+1wBgD179sDZ2RmGhoY4cOBAk1faP6ugoABVVVUQi8XcMrFYjKysrBbunSwej9foPNqUlBSsWrWK25eIiAjudLNYLMaJEydw9uxZWFlZYeLEiSgoKFDYVnp6OoC6+ZGNkdcmUDd3WE1NjYu7trYWAJCRkQEAjV5rkJ+fj5KSEnh7e3P13rp1C8XFxXJjVZhAbty4EcOHD4evry+sra3xww8/cGXPdujznauo81pykLRHEomk0Z+BAweqOrQ25ezsDGtra/z0008oKirCiRMnuBv1pqSkoKysDEZGRhAKhbCwsICWllaj915TVlMvBkXouCWENObp06dKLScNPX78GN7e3pg0aRIePnyIiIiIZm8rEokwcuRI7rOyuLgYRUVFAOrmBi5cuBDh4eEoKCjA1KlTm1WnsbExNDU1ZRLGzMzMJpOwtiISiRAaGsrtS0lJCY4dO8aVe3l5IS4uDg8ePEBmZibWr1+vsE49PT0AkEkKn51XqajNptQn1//880+DMiMjI2hqaiIuLo6rt6ysDEuWLJFbp8KrsHV1dbFhwwasXbsWe/bsgZ+fH9555x2FwQJ1nefl5YWMjAz4+Phg/fr1WL9+PXeQREdHY8iQIdxIVkfU1NV9Z86c6XRJpL+/PyIjI1FcXIx33nmH+49dJBJBV1e3TRLGtkLHLSGq8fTp03aXjD17kUZbrKcKenp6XHKhallZWSgtLcWwYcNQXV2N06dPo7S0FFKpVOFXSE6dOhXr16/HTz/9hPfeew8A8Mcff8DV1RVJSUkwNjbGwIEDkZ6ejuvXr6NXr14K4+Hz+ZgyZQrWrl2LAQMGIC8vD7t27UJoaGib7G9T/P39sWLFCnh5eaFfv34oLS1FUlISBgwYgBs3bqCqqgrOzs4QCoXQ1tZu1t0AevbsCbFYjMjISMybNw/r16+XOZsnr015zM3N8fbbb2Pu3LnYs2cPunfvjvT0dOjo6MDIyAi+vr747LPP8N1338Hc3Bx5eXmQSCRy+19hAnnw4EG8+eabMDIygqmpKQQCAbp06aKwE+R1XksPkvaoPSVNL9r06dOxbNkypKWlYffu3dxyV1dXiEQiBAcHY/ny5dDW1sb9+/dhaGgIExMTlcRKxy0hqnHt2jXEx8erOgwZO3bsaNP1VMHT01PmSmZVcnJy4m4jZ2lpiWXLluHu3bvw8PBo8vZw9Xr06IHo6GgEBgYiICAAPB4PgwYNQkxMDGbMmIFjx47B3Nwcffv2RWBgIBYuXIigoCB88cUXcuvdsmUL5s2bhx49ekAgEGDOnDmYMWNGW+52A9OnT0dxcTEmT56MnJwc6OjoYObMmRgwYAAkEgk+/fRTpKSkQEtLC2+//Tb+85//KKxTXV0de/fuRUBAAMLCwrB06VKZ2//Ja1ORffv2YfHixXBzc0NJSQnEYjEOHjwIIyMjhIeHY9myZRgyZAgKCwvRrVs3rFmzpnUJZExMDBYuXIjy8nKIxWIcPnwYmpqaCgOV13mtOUg6kr///pu7gW1xcTHmzJmDefPm4b333pNJwDoKU1NTjBo1Cnfv3oW7uzu3XF1dHSdOnMCCBQtgY2ODyspK9OrVC/v27VNZAknHLSGq4ezs3K7+sTp+/Dhmz57NPV61alWT6z67XnvTXkYf64WHhyM8PJx7PG3aNJlyedN7PD09kZiY2GC5UCjE6dOnZZY19zvN9fX1sWfPHrnrtOSLKjw9PRt8Xeaz5s6di7lz5za63Z9//qmw/sb6ycPDQ+ZU86efftqsNp//tprg4GAEBwdzjw0NDbFr165G49DR0cGWLVuwZcsWhTHX4zGaxEUIIaSTGjhwoMxFjTwer8l16eOQkOajG4kTQgh5ZTQ1ktfeRvgIae/oqwwJIYS8MhTdmoQQ0jw0AkkIIYQQQpRCCSQhhBBCCFEKJZCEEEIIIUQplEASQgghhBClUAJJCCGEEEKUQgkkIYQQQghRCt3GhxDSoZSUlEAqlao6DNKBFBUVqTqETsHAwEDVIZB2hBJIQkiHIpVKoaGhoeowSAdCxwshbY9OYRNCCCGEEKVQAkkIIYQQQpRCCSQhhBBCCFEKJZCEEEIIIUQplEASQggh/6eyshJ5eXmorKxUdSiEtGt0FTYhhJBXnlQqxS+//ILLly9DTU0NtbW1cHFxwdixY8Hn81UdHiHtDiWQhBBCXnn1yWN1dTW37PLlywCA8ePHqyosQtotOoVNCCGkU6qoqABQdyNxeT95eXlITEyUSR4BoLq6GomJicjLy1NYR1FREdceaZ+uXbuGQYMGQV9fHyYmJti0aZNK40lLSwOPx0NUVJTc9Tw9PRWuowrtcgTS2toaUVFR8PT0VHUobaKqqgqnT5+GpaUl+vXrp9S2/v7+iI+PR1paWoOya9eu4cMPP0RSUhK0tLQQGBiIRYsWya3P0tISJSUlqKiogLu7O86cOaNUmy+KKtpsa53tuCWko8vMzAQAJCYmyl2vtLQUjLFGyxhjuHDhAnR0dBS2Z2trCzs7O+UDJS/F/Pnz4ezsjMTERPB4PBQWFqo0Hg0NDdjb23fYb/hRaQL51VdfYfjw4XByclJlGC9MQUEBFi1ahHPnziE7Oxv/+9//lE4gzc3NYWtr22hZS14M9W+oISEhuHDhgtJtviiqaLOlOvtxS0hnYWlpCQBwdXWVu15lZSUuXbrUaBmPx4O7uzu0tLQUttecdYjqZGdn46OPPuLmtBoZGak0HgsLC9y7d0+lMbSGSk9hf/XVV7h586YqQ3ih1NXVsWDBAqSkpEAkErWojrCwMMTGxjZalp2dDXd3d/D5fKipqbXZi0Femy+KKtpsqc5+3BLSWQgEAgB13+Es78fU1BSurq4NvvJQQ0MDrq6uMDU1VViHgYEB196r4Msvv4SNjQ309fVha2uLU6dOyZTzeDxER0fj9ddfh56ensyZmdjYWPTp0wdCoRBvvfUWsrOzubJp06bB3Nwcenp6cHV1xcOHD5sVT3FxMfz8/GBmZgZra2usWbOGG1WeP38+hEIhHj58iDlz5kAoFEIoFCI6OlphvfHx8dDT00NcXBzs7e0hEAgQEhLClW/evBkWFhYwMTHBxx9/LDMNIjQ0FCKRCPr6+rCxseHm1J48eZKLgcfjNRjMyc3NxfDhw2FgYICxY8eipKREprypNqOiotC3b19s3LgR5ubmsLGxwbVr17jtnjx5gg8++AAikQhCoRBOTk7Iz88HUDfdIyAgAF27doVYLMb27dsV9o3CBDIpKQlDhw6FoaEhDA0N4efnx5XJe8JCQkLw5ptvcusGBATA398fQN0HsFAoRHp6usyTmZ6ezq2fnJyMN954AwYGBpg9e7bCHWmPhEIhBgwYADU15fP0YcOGQSgUQiAQyPQj0LoXQ0varKqqgpGRERISEmTWt7e35xKptLQ0eHl5QV9fH/369Wuwbkv2U9GLQR46bgkhyhg7dixcXFygoaEBLS0taGhocFdhk4YcHR3xxx9/oKioCF5eXli1alWDdYKCgrBp0ybcunULmpqaAIC8vDxMnDgR3377LQoKCtC1a1csXLiQ22b8+PFITU3Fo0ePUFFRgR07djQrnvnz5yMnJwcPHjxAbGwsIiIisGfPHgDAli1bIJFI0L17d2zfvh0SiQQSiQRjxoxpVt1VVVXYuHEj4uLisHPnTqir1528/e2337B161ZcvnwZ9+7dQ2xsLHbu3AkAuHv3LtatW4crV66guLgYCQkJ3PSGkSNHcjE0xtfXFz179kRBQQECAgJw//59rkxemwDwzz//4NGjR8jMzMTAgQOxYcMGmXqzsrJw48YNFBYWYv/+/dzUjBUrVqCgoADZ2dk4evQoFixYgNu3b8vtF4WZzYoVKzBo0CA8efIEeXl5WLZsGVcm7wmTZ+HChY0+md27d+fW2bx5MyIjI3H+/Hns3LmzQw/ztkRcXBwkEgkCAwMblLX2xaBsm5qampg6dSoiIyO5Zb///jsMDAy407iTJk3CiBEjIJFIMHv2bEycOBFSqbRV+wnIfzHIQ8ctIUQZfD4f48ePR2hoKD799FOEhoZi/PjxdAufJowYMQLGxsbg8XhwdXVFXl5eg3XWrFmDwYMHw8rKihuh3LNnD1xdXfHGG29AXV0d06dPx/nz57ltxo0bB4FAAB0dHTg5OTVa7/OkUin279+PoKAg6OrqwtbWFgEBAdi7d2+b7GtNTQ2+//57iEQi+Pr6Ijg4GAAQERGBOXPmwNLSEkZGRhgzZgy3L7q6uqiqqkJkZCRycnIgEomadZbw0aNHOH36NIKCgqChoYF3330Xffr04crltQkAxsbGWL9+Pfh8vkz/5eTk4LfffsOWLVtgamoKHo8HBwcHaGtrgzGGb775BsuXL4dAIMCAAQPg5OTU5DS3egoTSENDQ5w/fx5nzpwBn89H7969Abz4J2z16tWwtbWFk5MT1NTUmnUQqUL9KNTzP1evXlV1aG3K398fhw4dQllZGQDgu+++w7///W8AwNWrV3Hnzh0sXrwYampq8Pf3R05ODpKTk1vdblMvBkXouCWEtISWlhZMTU1pPqMCly5dgre3N0xNTTFv3rxGL0IyNDRssCwlJQWxsbHcZ+XkyZO5zxWgLsF0dnaGoaEhDhw40OTFTc8qKChAVVUVxGIxt0wsFiMrK6uFeyeLx+NBKBQ2ui+rVq3i9iUiIoI73SwWi3HixAmcPXsWVlZWmDhxIgoKChS2VX9Gy8LCotFyeW0CddM26s968ng81NbWAgAyMjIAoNFrDfLz81FSUgJvb2+u3lu3bqG4uFhurAoTyI0bN2L48OHw9fWFtbU1fvjhBwAv/gl79oq3ZzuhvakfhXr+Z+DAgaoOrU05OzvD2toaP/30E4qKinDixAlMmTIFQN0BXVZWBiMjIwiFQlhYWEBLS6vJ4XllNPViUISOW0JIc5mZmUFHR6fBj5mZmapDa5ceP34Mb29vTJo0CQ8fPkRERESztxWJRDKncIuLi1FUVASgbm7gwoULER4ejoKCAkydOrVZdRobG0NTU1PmfTwzM7PJJKytiEQihIaGcvtSUlKCY8eOceVeXl6Ii4vDgwcPkJmZifXr1yusU09PDwBkksJn51UqarMp9Z95//zzT4MyIyMjaGpqcmcEJRIJysrKsGTJErl1KkwgdXV1sWHDBmRlZWHVqlXw8/NDUVGRwieMx+PJ/OdQf4A86/kJyx3RqzICCdSNQkZGRuL777/HO++8A319fQB1B7Surq5MAl1RUQEXFxeVxUrHLSGkuZ6/SEHR8lddVlYWSktLMWzYMFRXV+P06dMoLS1t1rSlqVOnIj4+Hj/99BOkUimkUil3m6WkpCQYGxtj4MCBSE9Px/Xr1xt9D34en8/HlClTsHbtWpSWliI1NRW7du2Cr69vq/dVHn9/f2zduhV//fUXgLrbQf35558AgBs3buDKlSuQSqUQCoXQ1tZudBTzeT179oRYLEZkZCRqamqwZs0ambN58tqUx9zcHG+//Tbmzp3LjXKmp6fj8ePH4PP58PX1xWeffYacnBwAdXNVn5172RiFt/E5ePAg3nzzTRgZGcHU1BQCgQBdunSRecIGDBiAvLw87Nq1C6GhoQAAU1NT3Lt3D48ePcKvv/6KkydPYty4cTJ1i0QiXLlyBVOnTkV1dTV4PB430bajaItRto5i+vTpWLZsGdLS0rB7925uuaurK0QiEYKDg7F8+XJoa2vj/v37MDQ0hImJiUpipeOWkPajpKREpcnYo0ePVLLti6SrqwtdXV2VtO3k5MTdRs7S0hLLli3D3bt34eHhoXDeXI8ePRAdHY3AwEAEBASAx+Nh0KBBiImJwYwZM3Ds2DGYm5ujb9++CAwMxMKFCxEUFIQvvvhCbr1btmzBvHnz0KNHDwgEAsyZMwczZsxoy91uYPr06SguLsbkyZORk5MDHR0dzJw5EwMGDIBEIsGnn36KlJQUaGlp4e2338Z//vMfhXWqq6tj7969CAgIQFhYGJYuXSpz+z95bSqyb98+LF68GG5ubigpKYFYLMbBgwdhZGSE8PBwLFu2DEOGDEFhYSG6deuGNWvWoFevXk3HqqjBmJgYLFy4EOXl5RCLxTh8+DD3YSnvCZs8eTK+//572NnZYdq0aZg8eTKqqqpk6g4NDeWuZtXV1cXRo0cxaNAghZ3QUfz99994/fXXAdRd+TtnzhzMmzcP7733nkwC1lGYmppi1KhRuHv3Ltzd3bnl6urqOHHiBBYsWAAbGxtUVlaiV69e2Ldvn8oSSDpuCWk//vrrr2bfmeFFaM5Fci9i2xdp6NChGDp0qMraDw8PR3h4OPd42rRpMuXy5i56eno2enN3oVCI06dPyyyrnyqliL6+vsLnqiVfVOHp6Ymampomy+fOnYu5c+c2ul1zRgYb6ycPDw+ZU82ffvpps9r09/fn7hoCAMHBwdwFP0DdnNRdu3Y1GoeOjg62bNmCLVu2KIy5Ho81Z4YqIYS0E0VFRTSNoINR5Qikj48PDh06JHcdeV9i8ODBg7YOqU2oYgRSW1v7pbZH2rd2+VWGhBBCOg9Vnm4FgG7duqlkW0I6M5V+Ew0hhBCiak0lt6pMeglp72gEkhBCyCstNzdX1SEQ0uHQCCQhhBBCCFEKJZCEEEIIIUQplEASQgghhBClUAJJCCGEEEKUQgkkIYQQQghRCl2FTQjpUPh8Pqqrq1UdBulA6HghpO1RAkkI6VDo3nxEWQYGBqoOgZBOh05hE0IIIYQQpVACSQghhBBClEIJJCGEEEIIUQolkIQQQgghRCmUQBJCCOmUKioqZH4TQtoOjzHGVB0EIYQQ0lakUikOHTqEhIQEJCYmwtXVFUOHDoWPjw/4fL6qwyOkU6ARSEIIIZ3KoUOHcPHiRe7+j9XV1bh48SIOHTqk4sgI6TwogSSEENJpVFRUICEhAVVVVTLLq6qqkJCQQKezVSwqKgqenp4qafvatWsYNGgQ9PX1YWJigk2bNqkkjs6CEshXjKWlJYRCIQQCAd58801Vh9NqaWlp4PF4iIqKUnUohJB2oKioCGpqjX+0qampoaio6CVH9Gq6ceMGtmzZouowZMyfPx/Ozs4oLCxEbm4u/P39W11ne9zPl4USyFdMZmYmJBIJAgMDVR1Km9DQ0IC9vT190wQhBEDdt87U1tY2WlZbW0vvFS9Je0yssrOz4e7uDj6fDzU1NRgZGbW6zva4ny8LJZCkQ7OwsMC9e/fw/vvvqzoUQkg7IBAIMHToUGhqasos19TUxNChQyEQCFQUWeeSlJSEYcOGoWvXrnB0dMTx48e5sm7dumHu3LlITU2FUCiEUCjE3LlzZbZfu3YtunXrBhsbG1y7do1bnpaWBi8vL+jr66Nfv35ISEjgyuLj46Gnp4e4uDjY29tDIBAgJCREYazz58+HUCjEw4cPMWfOHC6m6OhoAMC0adNgbm4OPT09uLq64uHDh9y2UqkUa9asQc+ePWFgYAAbGxucOXNG4X4yxrBmzRpYW1vDzMwMfn5+KC4u5uoNCQnB6NGjER4eDpFIBD6fj/j4eK5vhw4dCkNDQxgaGsLPz6+Zz8rLpTCBlLcjnp6e2LRpE9555x0YGhri/fffx9OnT7ny0NBQiEQi6Ovrw8bGBpcvX+bK5B0kPB4PP//8M/r16wdjY2MsX76cK4uNjYWTkxMMDQ1hYmKC9evXc2WDBw/Gzp07ZeJ3cHDAjRs3lOsVJTW1n/Hx8bCyssL333+P7t27QywW46effuK2k/cC9PT0xOeff849trOzkzlNK69v5b0YWuLgwYMYNWoUAOD+/fuIiYkBAPz0009YuHChwjZTUlLg4uICQ0NDzJgxA8OHD5fZl82bN8PCwgImJib4+OOPuYnv8pw8eZJ7wfJ4PFy4cEGm3NraGhs3boSHhwcMDAwwe/ZsmfKjR4/itddeg1AohJmZGdatWwdA/ove09MTW7duhUgkQlhYGIKDg2Fubo6bN28CqJt7FRAQgK5du0IsFmP79u1K9DIhpK34+PjAzc0NGhoaAOrOVLi5ucHHx0fFkXUONTU1ePfdd+Hu7o68vDxs2LAB48ePx4MHDwAAjx49QkREBGxsbCCRSCCRSBAREcFtf/nyZVRWViIrKwvOzs7YsGEDVzZp0iSMGDECEokEs2fPxsSJEyGVSrnyqqoqbNy4EXFxcdi5cyfU1dUVxrtlyxZIJBJ0794d27dv52IaM2YMAGD8+PFITU3Fo0ePUFFRgR07dnDbfvnll9ixYwcOHz6MoqIiJCQkwN7eXuF+7t69GxEREYiNjcWDBw+Qk5ODBQsWyMSVkJCAlJQUJCcnY+bMmdzUixUrVmDQoEF48uQJ8vLysGzZMqWen5eGKeDj48MWLFjAamtrWVVVFbt79y5X5uHhwezt7dnly5dZSUkJc3Z2ZitWrGCMMXbnzh2mo6PDMjIyGGOMZWVlsYKCAm7bwYMHs7Vr1zKpVMq2bt3KzM3NWU1NDfu/2wqxt99+m2VnZ7Pk5GSmo6PDzp49yxhj7I8//mD3799njDG2d+9epq6uzsrKyhhjjO3Zs4f17duXa+PMmTPs9ddfV7SLrSJvP+Pi4pi2tjZbsGABKysrY/v372d6enpMIpGw6upqZmdnx4KDg1l1dTX77bffmKamJktOTmaM1fVtaGgo146trS2LjIxU2CZjjB05coSVl5ezkpIS1q9fP7Z8+fIGca9cuZJ5eXk1ax9v3rzJbGxsGGOMzZs3j5mamjLGGAsNDWW7du1S2Ka3tzf75JNPWFVVFfvll1+YpqYmty+//vor69GjB8vIyGAFBQXM3t6ebdu2rVlx1QPAzp8/L7PMysqKWVtbs7t377K///6bAeCO3cuXLzNNTU125MgRVlNTw4qLi9nt27cZY4xFRkYyCwsLlpyczJ4+fcq8vb2Zv78/Y6zuOfH09GRXrlxhBgYGbN26dWzx4sUsLCyMMcbYkiVL2HvvvcfKy8vZtWvXmJaWFrt165ZS+0IIaTvl5eXM2dmZlZeXqzqUTuX8+fNMIBCwiooKbtnzn1mRkZHM1ta2wbaRkZHM0dGRe7x69Wo2bNgwxljd57uuri6XC5SUlDAA7N69e4yxus9UNTU1VlhY2KK4rays2N69e+Wu4+vrywICArjHvXr1Yt98802T6ze1n15eXiwkJIR7HBcXxzQ1NZlUKmWM1X0GDxgwoNE658yZwwYMGMBOnTrFrd8eKRyBNDQ0xPnz53HmzBnw+Xz07t1bpvzjjz/G4MGDoaOjg8mTJ3NDu7q6uqiqqkJkZCRycnIgEom4+QZXr17FnTt3sHjxYqipqcHf3x85OTlITk7m6l27di3Mzc1ha2sLT09Prt6BAweiZ8+eAAA3NzfU1NTgyZMnAOr+c8nNzcW5c+cAAF9//TXmz5/fmvxaIXn7CQBdunTB5s2b0aVLF0yaNAmMMVy5cgWJiYnIzMxEcHAw1NXVMWrUKAwZMgT79+9vdZvjxo2DQCCAjo4OnJyckJeX16p9tLe3R1ZWFioqKnD37l30798fycnJuHPnDpycnOS2mZubi9OnT+PTTz+FhoYG3nvvPYjFYq7uiIgIzJkzB5aWljAyMsKYMWNw/vz5VsVbb9myZejduzccHR2hpqbGxbRr1y68//77GDduHPh8PvT09NCnTx8AwL59+zBr1izY2tpCV1cXy5cvxw8//MDNqVqwYAFMTEygrq6O//znP9DR0UFFRQUYY/jmm2+wfPlyCAQCDBgwAE5OTg1GRgkhL0/96Wo6bd22srKyYGJiAi0tLW6ZWCxGVlZWs7bX0dHh/ubxeNz7a0pKCsrKymBkZAShUAgLCwtoaWlBIpHIrC8UCttkP+rt2bMHzs7OMDQ0xIEDB8CeuT12RkYG7OzslK4zKytL5rNOLBajqqoK+fn53DJDQ8NGt924cSOGDx8OX19fWFtb44cfflC6/ZdBYQKpaEfqTxEAgL6+PncKWywW48SJEzh79iysrKwwceJEFBQUAGjeQdJUvVlZWfD19YVYLOaSl/onW1NTE7Nnz8bXX3+NtLQ03Lx584XPjZO3nwCgrq4OHo8HoO7A19PTw9OnT1v1AlTUprwXQ0toamrCxsYGf/75J3eK+sqVK0hKSoKDg4PcNtPS0gAA3bt3b7TulJQUrFq1ijsdHRERgZKSklbFW09bW5v7+9k3KXlvCIpe9PVvXLq6ujLHaH5+PkpKSuDt7c3ty61bt2TmvBBCXg59fX3weDyZ914ejwd9fX0VR9Y5WFhYID8/X+ZWSZmZmbCwsOAeP/v+2FwikQi6urrc6WCJRIKKigq4uLi0SdyNOXnyJBYuXIjw8HAUFBRg6tSpMuVisRj3799vcvum9tPCwkLm8zwzMxOampowMTFRGJOuri42bNiArKwsrFq1Cn5+fu3y7gEKE0hldiQjIwNWVlbcYy8vL8TFxeHBgwfIzMzk5isqe5A8W++ECROgra2N69ev49atWw3W/fDDD/Hrr79i2bJlmDNnzkv51oGm9vN5FRUVyM/Ph5WVlcIXII/H45KwmpoalJaWNqtNRS+GlurTpw+ioqIwZMgQuLi4IDExEYwxdOnSRW6b9W/Yzx4zlZWV3N8ikQihoaHccVBSUoJjx461ScxNkfeG0NIXvZGRETQ1NREXF8ftS1lZGZYsWdKmsRNCFHt2Ln5zlhPluLq6wtLSEmvXroVUKsWpU6dw6dIlTJkyhVtHJBIhLy8PKSkpANCsf6ZdXV0hEokQHByMsrIyAHXz7p8dtWtrSUlJMDY2xsCBA5Geno7r16/LfF4FBARgzZo13GdeUVERt09A0/s5ffp07Nq1C2lpaSgtLUVYWBimTp3a5C2mnnXw4EE8fvwYfD4fpqamEAgE6NKlSxvveesp3BNFO7Jv3z5kZWUhPT0dUVFRmDFjBoC6S9uvXLkCqVQKoVAIbW1tbvSmOQfJ1q1bUVpaitjYWPzxxx+YPHkygLone/DgwTJXUD37ZFtYWGDMmDE4evQoZs2a1cruUUzefgLA48ePERUVherqaqxbtw729vYYMGCAwhegqakpLl++jCdPnuDjjz+WeeOT16aiF0NL9enTBwcOHIC7uztcXFxw+PBhbiqBvDZ79eoFKysr7NixA9XV1QgKCkJhYSGX2Pv7+2Pr1q3466+/AAClpaX4888/Wx2vPDNnzsTPP/+Mffv2obq6GlVVVbh9+zaAlr/o+Xw+fH198dlnnyEnJwcAkJeXJ/c/V0II6YjU1dVx/PhxnD17FiYmJvj000/x448/wtbWllvH09MT48ePx8CBA2FkZIQPP/ywWfWeOHECf//9N2xsbCAUCjF9+nQUFha+sH2ZMWMGrKysYG5uDj8/PwQGBuL3339HUFAQAODTTz/FvHnzMGPGDAiFQjg5OclctNrUfvr5+WHWrFnw8PBAjx49YGpqivDw8GbFFBMTA0dHRwiFQgQGBuLw4cMN7irQLiiaJOnv78+6devGDAwMmKOjI4uJieHKPDw82MyZM5m9vT0TCoVs9erVXFlcXBx77bXXmIGBATM1NWX+/v7cxS6MMZaamsrGjBnDTE1NmYGBARs0aBBLSkpirG7YjS1atIiZm5szS0tLdvz4cW673bt3MzMzM9a9e3e2YsUKNmvWLGZsbMxyc3O5ddatWyczCfZFkrefcXFxzMLCgn3wwQdMKBQyZ2dn9s8//3Db3rt3j3l4eDBDQ0Pm4ODAoqOjubI//viDWVlZMRMTE7Z161bm4ODAXXgir83CwkL25ptvMqFQyF5//XX2ww8/MFNT0wYX0ihzEQ1jjP3www9MIBCwyspKxljdRT2ff/55s9qMi4tjtra2zNTUlH3xxResV69eMvu6bds21rt3b2ZgYMBEIhELDg5udlyMNX0RzbOTpfl8PouLi+MeHz16lA0YMIDrw8WLFzPGGKutrWWff/456969OzM1NWW+vr6sqKiIMVZ3vMfFxbHU1FRmZWXFGKvrx5UrVzLG6iZ8f/LJJ8zKyorp6+uzXr16scOHDyu1L4SQ1gPA/Tg7O8s8JoS0DR5jLZ8g5+npCX9//za5m/uzeDweUlNTYW1trfS22dnZcHV1RUxMDHdhhKrEx8fD39+fmwf4qsrJyeEuPImLi8N7772H1NTUNrmJKyGEPK9+7iMAODs7y9xnsBUfeYSQZ3SqG4n7+fmhX79+WLJkicqTR/L/hYeHw8LCAl27dsXChQtx8OBBSh4JIYSQDqxVI5CEEEJIe/PsnTueHYHU09OjOyMQ0kY61QgkIYQQUlxcDMYYd7q6/m9KHglpO5RAEkIIIYQQpVACSQghhBBClEIJJCGEEEIIUQolkIQQQgghRCmUQBJCCCGEEKWoqzoAQghRRklJCaRSqarDIB1IW3ydKwEMDAxUHQJpRyiBJIR0KFKpFBoaGqoOg3QgdLwQ0vboFDYhhBBCCFEKJZCEEEIIIUQplEASQgghhBClUAJJCCGEEEKUQgkkIYSQTqmyslLmNyGk7dBV2IQQQjoVqVSKX375BZcvXwYAfPbZZ3BxccHYsWPB5/NVHB0hnQONQBJCCOlU6pPH6upqAEB1dTUuX76MX375RbWBEdKJUAJJCCGk06isrJRJHuvVJ5F0OrttWFpaQigUQiAQ4M0332z2diEhIfD3939xgclx7do1DBo0CPr6+jAxMcGmTZtUEkdn0eESyJCQEKUO1vYgLS0NPB4PUVFRqg6lxeLj46Gu3jYzHjw9PTt0X7RERzxuCemIioqKoKbW+EebmpoafStNG8nMzIREIkFgYKCqQ2m2+fPnw9nZGYWFhcjNzW2TRPbGjRvYsmVL64PrgJqVQP7yyy+Ijo5WunKJRIKQkBAUFxcrvW1noqGhAXt7e/oaKEIIecEMDAxQW1vbaFltbS29D7/CsrOz4e7uDj6fDzU1NRgZGbW6TkogFWhNArlq1apXPoG0sLDAvXv38P7776s6FEII6dS0tLTg4uLS4OsLNTQ04OLiAi0tLRVF9uqIjY2Fk5MTDA0NYWJigvXr1zdYZ/ny5TAyMsJrr72Gu3fvcsuPHz8OR0dHdO3aFcOGDUNSUhJXFh8fDz09PcTFxcHe3h4CgQAhISEK45k/fz6EQiEePnyIOXPmQCgUQigUcnnNtGnTYG5uDj09Pbi6uuLhw4fctlKpFGvWrEHPnj1hYGAAGxsbnDlzBgDQrVs3zJ07F6mpqVydc+fOBQAwxrBmzRpYW1vDzMwMfn5+MrlQSEgIRo8ejfDwcIhEIvD5fMTHxwMAkpKSMHToUBgaGsLQ0BB+fn7N7/yXSG4CefXqVQiFQvzwww/Yu3cv10E//PADAKC4uBh+fn4wMzODtbU11qxZA8YYAGDChAlwcnICADg4OEAoFMLJyQm5ubnQ0dEBYwxFRUXYt28fpFIpCgsL8dprrwFo/kHy6NEjdO/enXsyVaFLly7YsWMHjIyMcPr0aYwYMQL9+vVDWVkZTp48yfUZj8fDhQsXZLa1trbGxo0b4eHhAQMDA8yePZsrKysrw6RJk2BiYgJ9fX04OTmhoqJCbizN6dukpCQMGzYMXbt2haOjI44fPy5TB4/HQ3R0NF5//XXo6enB09OzQTtSqRTe3t5YuXIltywtLQ1eXl7Q19dHv379kJCQIBPX8OHDYWBggLFjx6KkpKRZfRsSEoIZM2Zg8eLF6Nq1KwYMGCDzRiOvzZa80Rw8eBCjRo0CANy/fx8xMTEAgJ9++gkLFy5U2GZFRQUCAgLQtWtXiMVibN++vdF22sNxS0hnNnbsWJkksj55HDt2rGoDe0UYGBjgyJEjKCwsxObNmxEUFITy8nKu/Pjx4+jVqxfy8vIwZMgQfPjhhwCA5ORkjB8/Hhs2bEBeXh7c3d0xevRo1NTUcNtWVVVh48aNiIuLw86dO5s1tWrLli2QSCTo3r07tm/fDolEAolEgjFjxgAAxo8fj9TUVDx69AgVFRXYsWMHt+2XX36JHTt24PDhwygqKkJCQgLs7e0B1L2XR0REwMbGhqszIiICALB7925EREQgNjYWDx48QE5ODhYsWCATV0JCAlJSUpCcnIyZM2dyUy9WrFiBQYMG4cmTJ8jLy8OyZcta8jS8cHITyIEDB0IikWDq1Knw9fXlOmjq1KkA6rL6nJwcPHjwALGxsYiIiMCePXsAAIcPH8bNmzcBALdv34ZEIsHNmzdhZmaGLl26ICMjA2fOnMEHH3yA27dv4/bt2+jbty/XtqKDpLq6GhMmTMAnn3yi0rllUqkUSUlJCAkJwZQpU7Bq1Spoamri5s2bGDlyJNdnTdm2bRu2b9+OhIQE7Ny5E/fu3QNQd/Clp6cjPT0dRUVFOHDgQIP/qJ+nqG9ramrw7rvvwt3dHXl5ediwYQPGjx+PBw8eyNQTFBSETZs24datW9DU1GzQTmBgYIOEbNKkSRgxYgQkEglmz56NiRMnQiqVAgB8fX3Rs2dPFBQUICAgAPfv329m7wK//vorHB0dkZ+fD1dXV+6NRlGbgPJvNH369OH+2/3666+5//ru3LnD/TMkr80VK1agoKAA2dnZOHr0KBYsWIDbt2/LtNFejltCOjM+n4/x48cjNDQUABAaGorx48fTLXxekoEDB6Jnz54AADc3N9TU1ODJkydcuYeHB/z9/cHn8zFz5kycP38eVVVVOHDgANzc3DBq1Cioq6sjKCgI6enpSExM5LatqanB999/D5FIBF9fXwQHB7c63nHjxkEgEEBHRwdOTk7Iy8vjyr777jsEBgaiX79+AACRSASxWKywzn379mHWrFmwtbWFrq4uli9fjh9++EFmeoWNjQ3Cw8Ohra2NnTt34o033gAAGBoa4vz58zhz5gz4fD569+7d6n18EVp8EY1UKsX+/fsRFBQEXV1d2NraIiAgAHv37lW47b/+9S/cu3cPFy5cwIQJE3DlyhWZD2lA8UHyySefwNLSEkuWLGnpLrSJ6upqfPbZZ9DT04O7uzuGDBkCHR0dhaOF9ZYtW4bevXvD0dERampq3IFraGiI5ORk/PjjjygvL0efPn2a9eYnr28TExORmZmJ4OBgqKurY9SoURgyZAj2798vU8eaNWswePBgWFlZ4dSpUzJlBw8eRHR0NPbt2wcejwegbqT6zp07WLx4MdTU1ODv74+cnBwkJyfj0aNHOH36NIKCgqChoYF3330Xffr0aVbfAHUX3DT2RiOvzXrKvtHY29sjKysLFRUVuHv3Lvr374/k5GSu/+S1yRjDN998g+XLl0MgEGDAgAFwcnJqMOrcXo5bQl4F9aer6bT1y5WVlQVfX1+IxWLuc73+7CQAmcEQfX19MMZQUlKCrKwsmeRMIBDAxMQEWVlZ3DIejwehUNim8e7ZswfOzs4wNDTEgQMHZGLNyMiAnZ2d0nU+vy9isRhVVVXIz8/nlhkaGja67caNGzF8+HD4+vrC2tqaO+vb3rQ4gSwoKEBVVVWDDnr2iW6Kg4MDkpKScOvWLQQEBHBJTn2GD8g/SPLy8rBv3z64uLi0NPw2VR9nSw5qbW1t7m8ej8f9dzJ58mSsXr0aa9euhZmZGZYvXy4zutYUeX2blZUFExMTmTfTxp6zpg5qANi0aRP+9a9/QV9fn1uWkpKCsrIyGBkZQSgUwsLCAlpaWpBIJEhPTwdQNw+0JZp6o5HXZj1l32g0NTVhY2ODP//8k5sLc+XKFSQlJcHBwUFum/n5+SgpKYG3tzc3beHWrVsyc17a23FLSGdlZmYGHR0d6OjoAAD3t5mZmYojezVMmDAB2trauH79Om7duiV33YyMDOjq6qJr166wsLCQ+TyqrKxEQUFBiz8/muPkyZNYuHAhwsPDUVBQwJ1hrScWi+WeNWvqzODz+5KZmQlNTU2YmJgojElXVxcbNmxAVlYWVq1aBT8/v3Z594BmJZCNdZCxsTE0NTUbdNCzT3RTHdunTx/8+eef0NbWhouLC65du4bbt2/LjEDKY2pqij179mDp0qU4e/Zss7bpiD766CPcuXMHsbGx2L59O06ePKlwG3l9a2Fhgfz8fFRVVXHrP/+cKbJ//36cP3+eOzUE1A3p6+rqcqfrJRIJKioq4OLiAj09PQCQmff4/P3ZmisjIwN6enro2rWr3DZbo0+fPoiKisKQIUPg4uKCxMREMMbQpUsXuW0aGRlBU1MTcXFxXFlZWZnMSOOrctwSompNzbNu7vxr0jpJSUkYPHiwzIUqzyZAv//+OxITE1FeXo4NGzZg2rRpAOoGThISEnDmzBlIpVKEhYVBLBbD1dX1hcZqbGyMgQMHIj09HdevX5eJNSAgAGvWrOE+C4qKipCSksKVi0Qi5OXlccvqBw2mT5+OXbt2IS0tDaWlpQgLC8PUqVObvMXUsw4ePIjHjx+Dz+fD1NQUAoEAXbp0aeM9b71mJZAikQi3b9/G06dPIZVKUVpaCj6fjylTpmDt2rUoLS1Famoqdu3aBV9fX267+g/VS5cuAfj/HdunTx8cOXIELi4u0NXVRW1tLXJycpT673DcuHFYvnw5Jk6cKPNkdhYnT57k5iYaGxtDXV29WaNp8vrW1dUVlpaWWLt2LaRSKU6dOoVLly5hypQpzY7L1tYWhw4dwueff46ff/4ZAODq6gqRSITg4GCUlZUBqLsIJT8/Hz179oRYLEZkZCRqamqwZs0amdPMijz/RlN/fMlrszX69OmDAwcOwN3dHS4uLjh8+DA3l0dem3w+H76+vvjss8+Qk5MDoG7E8fn/XDv7cUsIIV999RWCgoJga2uLx48fY9asWfD09OSmaI0bNw7Lli2DmZkZdHV1sXHjRgCAnZ0dfvzxRyxcuBAmJiaIj4/HsWPH2uwexI2ZMWMGrKysYG5uDj8/PwQGBuL3339HUFAQAODTTz/FvHnzMGPGDO5i4PqvyATqplmNHz8eAwcOhJGRETdP38/PD7NmzYKHhwd69OgBU1NThIeHNyummJgYODo6QigUIjAwEIcPH270egRVa9az8uGHH+LcuXOwsLBAly5dEBwcjE8++QRbtmzBvHnz0KNHDwgEAsyZMwczZszgthMIBNi0aRMWLFiAWbNmwcDAAA8fPoSDgwOePn0Kd3d3AICzs7PMZfPNtXLlSty+fRtjxozBpUuXuNGuzuD+/fv4+OOPkZ+fDwMDAyxZsgRubm4Kt5PXt+rq6jh+/DjmzJmDr776CiKRCD/++CNsbW2Vis3LywubNm2Cr68vLl68CCcnJ5w4cQILFiyAjY0NKisr0atXL+zbtw8mJibYu3cvAgICEBYWhqVLl8pMVVCkb9++WLp0Ka5fv45Ro0Zxt4NQV1eX22ZLOTg4oLq6GgMHDoSmpia0tbW5kXFFbYaHh2PZsmUYMmQICgsL0a1bN6xZswa9evWSaaMzH7eEkFdLY3e3mDFjhkwuAIC7slnR3TBGjx6N0aNHN1rm6ekpc0W2stLS0hosEwqFOH36tMyyZwdV+Hw+AgMDm7xhOo/HQ2RkZKPLg4KCuET0efL6obH62iMee3a2KCHtSEhICNLS0l65b60h8hUVFSm8IwF5tdXPfQTq/om+du0a97i0tFQVIXUKz87ZJ6TDfZUhIYQQQghRrRc3sYCQVmrONwwQQsjzdHV1G71gRldXVwXRENI50QgkIYSQTiU3NxelpaXc6er6v3Nzc1UcGSGdByWQhBBCCCFEKZRAEkIIIYQQpVACSQghhBBClEIJJCGEEEIIUQolkIQQQgghRCl0Gx9CSIfC5/Nb/H3q5NVExwshbY8SSEJIh0L38iPKMjAwUHUIhHQ6dAqbEEIIIYQohRJIQgghhBCiFEogCSGEEEKIUiiBJIQQQgghSqEEkhBCCCGEKIUSSEIIIZ1SRUWFzG9CSNvhMcaYqoMghBBC2opUKsWhQ4eQkJCAxMREuLq6YujQofDx8QGfz1d1eIR0CjQCSQghpFM5dOgQLl68yN1AvLq6GhcvXsShQ4dUHBkhnQclkIQQQjqNiooKJCQkoKqqSmZ5VVUVEhIS6HR2G2KMYfHixTAzM4NQKETPnj1RWlra6nrT0tLA4/EQFRUls9zS0hJCoRACgQBvvvlmq9t5VkFBAd5//30YGBiga9eumDhxYpvW3xlRAkleGmtra/j7+7d4+/j4eFhbW7dZPISQzqeoqAhqao1/tKmpqaGoqOglR9R5nTlzBt988w1+//13SCQSJCYmQiAQtLpeDQ0N2NvbN/gGoczMTEgkEgQGBra6jedt3rwZGRkZSE9Px5MnTxAREdHqOiUSCUJCQlBcXNwGEbY/lECSl8bW1hbm5uaqDoMQ0okZGBigtra20bLa2lr6WsM2lJ2dDXNzc9jb2wMAjIyM2mSOqYWFBe7du4f333+/1XU1V3Z2Nvr3788dHyYmJq2uUyKRYNWqVZRAEtJasbGxCAsLU3UYhJBOTCAQYOjQodDU1JRZrqmpiaFDh7bJCNmrLjs7G0KhEB999BFSU1MhFAohFArh5uYGoO693snJCYaGhjAxMcH69eu5bbt06YIdO3bAyMgIp0+fxogRI9CvXz+UlZXh5MmTXF08Hg8XLlxoVjyPHz+Gjo4OkpKSuGVZWVmwtLREZWWl3G0PHToEoVCI77//Hnv37uXa/+9//wsA+PLLL2FjYwN9fX3Y2tri1KlTMtsfPXoUr732GoRCIczMzLBu3ToAwIQJE+Dk5AQAcHBwgFAo5B4DwPHjx+Ho6IiuXbti2LBhMrHHx8dDT08PcXFxsLe3h0AgQEhICACgrKwMkyZNgomJCfT19eHk5KSyaRlyE8jffvsN3bt3h1Qq5ZYdPHgQY8eO5R7zeDxER0fj9ddfh56eHjw9Pbmy0NBQiEQi6Ovrw8bGBpcvXwYAeHp6YuvWrRCJRAgLC0NwcDDMzc1x8+ZNAIqfMHltenp6IiwsDB988AEMDQ3B4/Fa2jfNMnjwYOzcuVNmmYODA27cuAGgbi6Hl5cX9PX10a9fPyQkJHDrtWY/m+pbeUJCQhAYGAhnZ2e8/fbbOHbsGExNTbFr1y4A8l/0gPy+DQkJwejRoxEeHg6RSAQ+n4/4+HiUlpZyL0h1dXV8/vnnDeLavHkzLCwsYGJigo8//pib+A4A27dvh4mJCWxsbHDkyBGF+0gIIT4+PnBzc4OGhgaAulOibm5u8PHxUXFknYNIJIJEIkFERARsbGwgkUggkUhw8eJFAHWjwEeOHEFhYSE2b96MoKAglJeXA6i7Qj4pKQkhISGYMmUKVq1aBU1NTdy8eRMjR47k6lKGkZERJk+ejG3btnHLvv32W8ycORNaWlpyt/Xx8YFEIsHUqVPh6+vLtV//+efo6Ig//vgDRUVF8PLywqpVq7htr1y5Ah8fH3z22Wd4/PgxkpOTMXr0aADA4cOHuZzm9u3bkEgk3OPk5GSMHz8eGzZsQF5eHtzd3TF69GjU1NRwdVdVVWHjxo2Ii4vDzp07oa6uDgDYvXs30tPTkZ6ejqKiIhw4cIA7zl86JkdtbS2zs7NjR44c4Za5u7uz2NhY7jEA5ujoyC5fvszS0tKYt7c3Y4yxO3fuMB0dHZaRkcEYYywrK4sVFBQwxhjz8PBgnp6e7MqVK8zAwICtW7eOLV68mIWFhTHGGDt58iTLz89ntbW1bNasWczNzU0mrqbarK/bzMyMRUVFsdraWtarVy95u9hqe/bsYX379uUenzlzhr3++uvc48GDB7O1a9cyqVTKtm7dyszNzVlNTU2r9lNe38qzcuVKZm5uzpKTk5mJiQmbPn06O3r0KBs5ciRjjLE//viD3b9/nzHG2N69e5m6ujorKyvjtpfXtytXrmSGhoZs/vz5rLS0lAUEBLBz587JtO/h4cFCQ0Nllv3666+sR48eLCMjgxUUFDB7e3u2bds2xhhjCQkJTF9fn/3999/s8ePH7P3332dWVlYK95MQQhhjrLy8nDk7O7Py8nJVh9IpRUZGMltbW7nrPHjwgAFgmZmZjLG6z7XCwkIWGRnJ3nvvPcZY3WdDXFyczHYA2Pnz5xutc+XKlczLy0tm2fXr15menh4rLi5mlZWVzNLSkmVnZzd7X/z8/Ni///1vuevs2rWL2dnZcY9nz57NJk2a1OT6qampDAD3WV0vNDSUeXp6co/Ly8uZlpYWt79xcXFMTU2NFRYWNqhz//79zNjYmO3evZuVlpY2Z9deGLkjkDweDx9//DG+/vprAMCNGzcgkUgwfPhwmfXWrFmDwYMHw8rKihtF09XVRVVVFSIjI5GTkwORSAQjIyNumwULFsDExATq6ur4z3/+Ax0dHW4YdsSIETA2NgaPx4Orqyvy8vIaxNZYm/WmTZsGPz8/8Hg8mWHhF2HSpEnIzc3FuXPnAABff/015s+fDwC4evUq7ty5g8WLF0NNTQ3+/v7IyclBcnJyq/ZTUd/K4+PjA1tbW2hra2PRokXQ19fn+n3gwIHo2bMnAMDNzQ01NTV48uSJzPby+tbGxgbh4eHQ1tbGzp078cYbbyiMJyIiAnPmzIGlpSWMjIwwZswYnD9/HgCwd+9ejB8/nhvmnz17drP2kRDy6tDX1wePx2vwo6+vz52uptPWL1dWVhZ8fX0hFou507bsmVtOC4VCmd9toX///ujXrx92796NgwcP4o033miTOfeXLl2Ct7c3TE1NMW/ePJn9yMjIgJ2dndJ1ZmVlQSwWc48FAgFMTEyQlZXFLePxeI32z+TJk7F69WqsXbsWZmZmWL58ucxZ4pdJ4RzIDz74AFevXsXff/8tkxw9y9DQsMEysViMEydO4OzZs7CyssLEiRNRUFDAldd3jK6uboPhV3lPmLw2m1PW1jQ1NTF79mx8/fXXSEtLw82bN7mJvykpKSgrK4ORkRGEQiEsLCygpaXFDc+3dD8V9a08zx6Qzx+cil70TcXTnLKmpKSkYNWqVdxp7oiICJSUlAAAHj58CEtLS6XrJIS8Op4+farUcvLiTZgwAdra2rh+/Tpu3br10tr95JNPsHXr1iZzFWU9fvwY3t7emDRpEh4+fNjgymyxWIz79+83uX1Tp5YtLCxkksXKykoUFBTAwsKiWXF99NFHuHPnDmJjY7F9+3acPHmyWdu1NYUJpIGBAXx9fbFq1SqcPHkS06dPb3blXl5eiIuLw4MHD5CZmdlgTl1jFD1h7dGHH36IX3/9FcuWLcOcOXO4q9BEIhF0dXW5ORUSiQQVFRVwcXFp9X62pG8VUcWLXiQSITQ0lOufkpISHDt2DACgp6cn8yHw7NxIQsir7enTp8jOzpa7Tn05JZMvV1JSEgYPHgyhUIjo6GgAeCm3Txo3bhxKSkrA4/Hg4uLS6vqysrJQWlqKYcOGobq6GqdPn0ZpaSk34jdz5kz8/PPP2LdvH6qrq1FVVYXbt29z2xsZGUFTUxOXLl0CAO5q7MmTJyMhIQFnzpyBVCpFWFgYxGIxXF1dFcZ08uRJPHjwAABgbGwMdXX1Nh3JVUazrsKeN28ejhw5gmnTpqFLly7NqvjGjRu4cuUKpFIphEIhtLW1m7WTip6w9sjCwgJjxozB0aNHMWvWLG65q6srRCIRgoODUVZWBgC4f/8+8vPzW7WfLe1bRVTxovf398fWrVvx119/AQBKS0vx559/AqhLkqOjo/H48WPcv3+/0QtwCCGvpmvXrmHHjh1y16kvv3bt2ssIifyfr776CkFBQbC1tcXjx48xa9YseHp6NjpNqy2pq6vDycmpTUYfAXB1OTs7w83NDW+//TbMzc3h4eEBAHBxccGRI0ewefNmmJiYQCwWy9z8XCAQYNOmTViwYAGEQiH69u0LALCzs8OPP/6IhQsXwsTEBPHx8Th27Bh3oYw89+/fx8iRI2FgYABPT08sWbKEu/r9pWvORMnKykpmZGTEHj582KAMTUx0jYuLY6+99hozMDBgpqamzN/fn7sgo37CbGpqKndRxMqVK9nKlSsZY4zNnz+fGRgYMAcHB7Zv3z722muvsaFDhypss77u5y/UeBnWrVvHAgICGixPTU1lY8aMYaampszAwIANGjSIJSUlMcZavp/y+laeZ/vYysqKpaamsri4OObh4cEYY2z37t3MzMyMde/ena1YsYLNmjWLGRsbs9zcXMaY/L5tbFLz85raftu2bax3797MwMCAiUQiFhwczBirO+78/f2ZoaEhc3d3Z//73//oIhpCCGOMseLiYpaVlcUANPmTlZXFnJ2dWXFxsarDJS9BXFwcs7a2ZlVVVaoO5ZXAY6yRiXfPWb16Ne7evYv9+/e/uEy2A8vOzoarqytiYmLQp08fVYdDCCGvDHm3amOMYeDAgbh69epLjIioQo8ePQAAUVFRzbqAk7Se3PHSu3fvwsXFBY6OjnQPvib4+fnht99+w4oVKyh5JISQl+z5udLPLievjpSUFFWH8Mpp1ggkIYQQ0hHRCCQhLwZ9lSEhhBBCCFEKJZCEEEIIIUQplEASQgghhBClUAJJCCGEEEKUQgkkIYQQQghRCiWQhBBCCCFEKXQbH0JIh+Lg4NDsr1Rtb/Lz82FiYqLqMFqko8beUeMG2l/sxsbGiImJUXUYpJ1Q/MWLhBDSjnTp0qXD3tevI9+TsKPG3lHjBjp27KTzo1PYhBBCCCFEKZRAEkIIIYQQpVACSQjpUGbPnq3qEFqMYn/5OmrcQMeOnXR+dBENIYQQQghRCo1AEkIIIYQQpVACSQhpt/766y8MGTIEffv2xejRo1FcXMyVhYWFwc7ODvb29jh58iS3/Nq1a+jbty/s7Owwf/58qOoky9dffw17e3s4ODjgv//9L7e8vcf92WefwcnJCf3798eIESOQnZ3NlbX32J8XExMDe3t72NnZYe3ataoOR0ZFRQUGDx6Mfv36wcHBAStXrgQAPHnyBN7e3ujZsye8vb1RWFjIbdNU/xOiEowQQtqpgQMHsvj4eMYYY7t27WLBwcGMMcZu377NnJycWEVFBUtJSWE9evRgNTU1jDHGBg0axC5evMhqa2vZW2+9xX777beXHvfZs2eZl5cXq6ioYIwxlpub2yHiZoyxoqIi7u/w8HA2Z86cDhP7s2pqaliPHj3YgwcPWGVlJXNycmK3b99WdVic2tpa9vTpU8YYY1VVVWzw4MHs0qVLbMmSJSwsLIwxxlhYWBj773//yxiT3/+EqAKNQBJC2q2kpCS88cYbAABvb28cOXIEAHD06FFMnjwZWlpasLGxgZ2dHa5cuYKcnBwUFxdjyJAh4PF4mDFjBn755ZeXHvc333yDwMBAaGlpAQBMTU07RNwAoK+vz/1dWloKHo/XYWJ/1pUrV2BnZ4cePXpAU1MTkydPxtGjR1UdFofH40FXVxcAUF1djerqavB4PBw9ehR+fn4AAD8/P64vm+p/QlSFEkhCSLvl6OiI6OhoAMCPP/6IjIwMAEBWVhbEYjG3nqWlJbKyspCVlQVLS8sGy1+2+/fv4/z583BxcYGHhwf++OOPDhF3vaCgIIjFYnz//fdYvXo1gI4Te72m4m1PpFIp+vfvD1NTU3h7e8PFxQW5ubkwNzcHAJibmyMvLw9Ax9gf8mqhBJIQolJvvvkmHB0dG/wcPXoU//vf/7Bt2zY4Ozvj6dOn0NTUBIBG59jxeLwml7/suGtqalBYWIjExERs2LABPj4+YIy1i7gVxQ4AX3zxBTIyMjBt2jRs3boVQPvoc2W017iexefzcePGDWRmZuLKlSu4detWk+t2hP0hrxb6KkNCiEqdOXNGbvmpU6cA1I3q/frrrwDqRl/qRyMBIDMzEyKRCJaWlsjMzGyw/EWQF/c333yDcePGgcfjYfDgwVBTU0NBQUG7iFtR7M+aOnUq3nnnHaxatardxN5cTcXbHgmFQnh6eiImJgZmZmbIycmBubk5cnJyuOkPHWl/yKuBRiAJIe1W/em72tpafP755/jwww8BAGPGjMGBAwdQWVmJ1NRU/PPPPxg8eDDMzc2hp6eHxMREMMawZ88evPfeey897rFjx+Ls2bMA6hLfqqoqGBsbt/u4AeCff/7h/o6Ojkbv3r0BtP8+f96gQYPwzz//IDU1FVVVVThw4ADGjBmj6rA4+fn5kEgkAIDy8nKcOXMGvXv3xpgxY7B7924AwO7du7m+bKr/CVEVGoEkhLRb+/fvx7Zt2wAA48aNwwcffAAAcHBwgI+PD/r06QN1dXVs27YNfD4fQN3on7+/P8rLyzFq1CiMGjXqpcc9c+ZMzJw5E46OjtDU1MTu3bvB4/HafdwAEBgYiKSkJKipqcHKygrffvstgPbf589TV1fH1q1bMXLkSEilUsycORMODg6qDouTk5MDPz8/SKVS1NbWwsfHB++++y6GDBkCHx8f7Nq1C927d8ePP/4IQH7/E6IK9E00hBBCCCFEKXQKmxBCCCGEKIUSSEIIIYQQohRKIAkhhBBCiFIogSSEEEIIIUqhBJIQQgghhCiFEkhCCCGEEKIUSiAJIYQQQohS6EbihJBOr7a2FpmZmSgtLVV1KISonI6ODiwtLaGmRmNIpOXoRuKEkE4vLy8PlZWVsLCwoA9N8kqrra1FVlYWtLS0uO/ZJqQl6J2UENLpSSQSmJmZUfJIXnlqamowMzNDUVGRqkMhHRy9mxJCOj2pVAoNDQ1Vh0FIu6ChoYGamhpVh0E6OEogCSGvBB6Pp+oQCGkX6LVA2gIlkIQQQgghRCmUQBJCSDN169YNPB6vyZ9u3bqpOkSV8PT0xHfffddo2ahRo7B79+5Gy9LS0sDj8Tr06dSKigpER0dj0aJFmDNnDhYtWoTo6GhUVFS89FiioqLg7u7OPebxeEhOTn7pcZBXA93GhxBCmik3N7dV5a+iEydOqDqEF6aiogLr1q1Dfn4+qqurAQAlJSU4deoUrl+/jqVLl0IgEKg4SkJeDBqBJIQQQlrg1KlTMsljverqauTn5+PUqVMqioyQF49GIAkhr5SFCxfixo0bL6x+T09Ppbfp378/vvrqqwbLN2zYgMTERBw5coRb9sknn4DP5+Orr75CdnY2PvzwQ1y4cAFdu3bF0qVLMWvWLACAv78/LC0t8fnnnwMA4uPjMX36dGRmZgIArK2tMW/ePOzZswcPHz7EW2+9hd27d3MjZuvXr8fmzZvB4/GwevVqzJo1C//88w/s7Ozk7ktOTg5GjhyJGTNmYPHixfD09MT06dMREBAAqVSKpUuXIioqCvr6+li0aJHMtlFRUVi9ejXy8/NhbGyMzz//HNOmTVO6P5Vx8OBBrk+UlZycjNra2kbLqqurERMTg3/++Ufpei0tLTFp0qQmy9euXYudO3ciLy8PYrEYX3zxBd5//32l2yGkNWgEkhBC2qnp06cjJiYGEokEAFBTU4ODBw/C19cXADBlyhRYWloiOzsbhw8fxvLlyxEbG9vs+g8dOoSYmBikpqbi5s2biIqKAgDExMTgyy+/xJkzZ5CcnIxz5841q760tDR4eHhg3rx5WLx4cYPynTt34vjx47h+/TquXr2Kw4cPc2WlpaWYP38+Tpw4gadPn+LixYvo379/s/dFFZpKHutJpdIX0q6trS3Onz+PoqIirFy5EtOnT0dOTs4LaYuQptAIJCHkldLYSF9zNef2J/Hx8S2u/3nm5uZ444038OOPP2LWrFmIiYmBsbExnJ2dkZGRgQsXLuD48eMQCATo378/AgICsHfvXnh5eTWr/vnz50MkEgEARo8ezY3MHjp0CB988AEcHBwAACtXrsS+ffvk1nXnzh18/vnnCAsLw5QpUxpd59ChQ1i4cCHEYjEAYNmyZTL9paamhlu3bqF79+4wNzeHubl5s/ajNeSN9CmyaNEilJSUNFmuq6vbYJS1LUycOJH7e9KkSQgLC8OVK1favB1C5KERSEIIacf8/Py45G3fvn3c6GN2dja6du0KPT09bl0rKytkZWU1u+5nrxrX1tbmkqHs7GwuyQMg83dTvv/+e1hYWGDChAlNrvN8vVZWVtzfOjo6OHjwIL799luYm5vjnXfewb1795q9L6rg4eHR5A3qNTQ04OHh8ULa3bNnD/r37w+hUAihUIhbt26hoKDghbRFSFMogSSEkHZs7NixuHnzJm7duoXjx49zcwJFIhGePHmCp0+fcuump6fDwsICQF1CVlZWxpU9evSo2W2am5vLzAvMyMhQuE1ISAiMjY0xderUJk/dmpuby9SVnp4uUz5y5EicPn0aOTk56N27Nzefs70aMWIETExMGiSRGhoaMDExwYgRI9q8zYcPH2LWrFnYunUrHj9+DIlEAkdHRzDG2rwtQuShBJIQQprJzMysVeUtIRAIMGHCBEydOhWDBw9G9+7dAdSNCrq5uWHZsmWoqKjAzZs3sWvXLi7B7N+/P3777Tc8efIEjx49UurUvY+PDyIjI3H37l2UlZVh9erVCrfR0NDAjz/+iNLSUvj6+jY6P9DHxwdbtmxBZmYmCgsLsXbtWq4sNzcX0dHRKC0thZaWFnR1dcHn85sdsyoIBAIsXboUI0aMgK6uLng8HnR1dTFixIgXdguf0tJS8Hg8mJiYAAAiIyNx69atNm+HEEUogSSEkGZ69OgRGGNN/igzyqcMPz8//P3339zp63r79+9HWloaRCIR3n//faxatQre3t4AAF9fX/Tr1w/W1tYYMWKEUnP9Ro0ahfnz52PYsGGws7PDkCFDAABaWlpyt9PU1MRPP/2EvLw8zJw5s0ESOWvWLIwcORL9+vXDgAEDMG7cOK6strYWmzZtgkgkQteuXXHu3DlEREQ0O2ZVEQgEGDNmDDZt2oRvv/0WmzZtwpgxY17Y/R/79OmDRYsWYciQITAzM8Pff/+NoUOHvpC2CJGHx2jcmxDSyd29exf/+te/VB1Gi6Wnp6N379549OgR9PX1X3r7d+/ehaOjIyorK6GuTtdedgYd/TVBVI9GIAkhpB2rra3Fl19+icmTJ7/U5PHnn39GVVUVCgsLsXTpUowePZqSR0IIhxJIQghpp0pLS6Gvr4/Tp09j1apVL7Xt7du3w8TEBLa2tuDz+fjmm29eavuEkPaN/p0khJB2SkdHR+59Bl+kmJgYlbRLCOkYaASSEPJKoOnehNSh1wJpC5RAEkI6PT6fj+rqalWHQUi7UF1dTfNZSatRAkkI6fSEQiFyc3MVfncxIZ1dbW0tcnNzYWBgoOpQSAdHt/EhhHR6tbW1yMzMRGlpqapDIUTldHR0YGlpCTU1GkMiLUcJJCGEEEIIUQr9+0EIIYQQQpRCCSQhhBBCCFEKJZCEEEIIIUQplEASQgghhBClUAJJCCGEEEKU8v8AzFhOF+0IoRsAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Vanilla\n",
+ "# Color rows\n",
+ "# Add annotation and make it a table\n",
+ "# Add right annotations\n",
+ "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n",
+ " annote=[\"label\"], annoteheaders=[\"Description\"], \n",
+ " rightannote=[\"group\"],\n",
+ " right_annoteheaders=[\"Group\"],\n",
+ " table=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ed53a7b0",
+ "metadata": {},
+ "source": [
+ "## Variable Groups"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "8aed4a14",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:53.709273Z",
+ "start_time": "2024-01-14T06:29:53.694275Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "std_opts = dict(\n",
+ " dataframe = df,\n",
+ " estimate = \"coef\",\n",
+ " ll =\"ll\", \n",
+ " hl = \"hl\",\n",
+ " varlabel = \"label\",\n",
+ " model_col = \"model\",\n",
+ " return_df=True,\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "318cc600",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:53.977273Z",
+ "start_time": "2024-01-14T06:29:53.710275Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# With groups\n",
+ "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n",
+ " groupvar=\"group\",\n",
+ " rightannote=[\"group\"],\n",
+ " right_annoteheaders=[\"Group\"],\n",
+ " variable_header=\"Covariate\",\n",
+ " table=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "be321e3d",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:54.229276Z",
+ "start_time": "2024-01-14T06:29:53.978276Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# With groups and group ordering\n",
+ "group_order = [\"family factors\", \"health factors\", \"labor factors\", \"age\", \"occupation\", \"area of residence\", \"other factors\"]\n",
+ "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n",
+ " groupvar=\"group\",\n",
+ " group_order=group_order,\n",
+ " rightannote=[\"group\"],\n",
+ " right_annoteheaders=[\"Group\"],\n",
+ " variable_header=\"Covariate\",\n",
+ " table=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "f03a5834",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:54.483274Z",
+ "start_time": "2024-01-14T06:29:54.230274Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# With groups and group ordering\n",
+ "group_order = [\"family factors\", \"health factors\", \"labor factors\", \"age\", \"occupation\", \"area of residence\", \"other factors\"]\n",
+ "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n",
+ " groupvar=\"group\",\n",
+ " group_order=group_order,\n",
+ " rightannote=[\"group\"],\n",
+ " right_annoteheaders=[\"Group\"],\n",
+ " variable_header=\"Covariate\",\n",
+ " capitalize=\"capitalize\", \n",
+ " table=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "7d79cfb4",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:54.671276Z",
+ "start_time": "2024-01-14T06:29:54.485276Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add groups\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "61a4f6e1",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:54.877273Z",
+ "start_time": "2024-01-14T06:29:54.672276Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add groups\n",
+ "# With border + color alternate rows\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " despine=False,\n",
+ " color_alt_rows=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "a13aa1ec",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:55.178273Z",
+ "start_time": "2024-01-14T06:29:54.878278Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add groups\n",
+ "# Add annotation on right\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " rightannote=['group'],\n",
+ " right_annoteheaders=['Variable group'],\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "97b1b74b",
+ "metadata": {},
+ "source": [
+ "## More annotations on right"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "b6015e90",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:55.193273Z",
+ "start_time": "2024-01-14T06:29:55.179276Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "std_opts = dict(\n",
+ " dataframe = df,\n",
+ " estimate = \"coef\",\n",
+ " ll =\"ll\", \n",
+ " hl = \"hl\",\n",
+ " varlabel = \"var\",\n",
+ " model_col = \"model\",\n",
+ " rightannote=['label','group'],\n",
+ " right_annoteheaders=['Description', 'Group'],\n",
+ " return_df=True,\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "8e3ffe37",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:55.385273Z",
+ "start_time": "2024-01-14T06:29:55.194274Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# No groups\n",
+ "# Add multiple annotation on right\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "c0490d02",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:55.557274Z",
+ "start_time": "2024-01-14T06:29:55.386276Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# No groups\n",
+ "# Add annotation on right\n",
+ "# No flush\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " flush=False,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "a1b2d527",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:55.747273Z",
+ "start_time": "2024-01-14T06:29:55.558275Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# No groups\n",
+ "# Add annotation on right\n",
+ "# Add row colors\n",
+ "# No flush\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " flush=False,\n",
+ " color_alt_rows=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "1728abdc",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:56.003273Z",
+ "start_time": "2024-01-14T06:29:55.748276Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# W/ groups\n",
+ "# Add annotation on right\n",
+ "# Add row colors\n",
+ "# No flush\n",
+ "std_opts = dict(\n",
+ " dataframe = df,\n",
+ " estimate = \"coef\",\n",
+ " ll =\"ll\", \n",
+ " hl = \"hl\",\n",
+ " varlabel = \"label\",\n",
+ " model_col = \"model\",\n",
+ " rightannote=['var','group'],\n",
+ " right_annoteheaders=['Field', 'Group'],\n",
+ " return_df=True,\n",
+ ")\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " flush=False,\n",
+ " color_alt_rows=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "eb0b237d",
+ "metadata": {},
+ "source": [
+ "## More annotations on left"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "75f99ad7",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:56.018275Z",
+ "start_time": "2024-01-14T06:29:56.004276Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "std_opts = dict(\n",
+ " dataframe = df,\n",
+ " estimate = \"coef\",\n",
+ " ll =\"ll\", \n",
+ " hl = \"hl\",\n",
+ " varlabel = \"label\",\n",
+ " model_col = \"model\",\n",
+ " rightannote=['var','group'],\n",
+ " right_annoteheaders=['Field', 'Group'],\n",
+ " annote=['var','group'],\n",
+ " annoteheaders=['Field', 'Group'], \n",
+ " return_df=True,\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "04e5ce20",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:56.240276Z",
+ "start_time": "2024-01-14T06:29:56.019276Z"
+ },
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# No groups\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "a85f328f",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:56.527274Z",
+ "start_time": "2024-01-14T06:29:56.241275Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "90c7e697",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:56.889274Z",
+ "start_time": "2024-01-14T06:29:56.528276Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Color row\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " color_alt_rows=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "4b638345",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:57.190273Z",
+ "start_time": "2024-01-14T06:29:56.890275Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Keep borders\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " color_alt_rows=True,\n",
+ " **{'despine':False, \"figsize\":(4,8)}\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "d76ca4f3",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:57.490275Z",
+ "start_time": "2024-01-14T06:29:57.191275Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Keep borders\n",
+ "# Add X-label\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " color_alt_rows=True,\n",
+ " **{'despine':False, \"figsize\":(4,8)}\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "87064f6e",
+ "metadata": {},
+ "source": [
+ "## Legends"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "ed624191",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:57.792274Z",
+ "start_time": "2024-01-14T06:29:57.491277Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Color row\n",
+ "# Change legend label\n",
+ "# Add x-label\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " modellabels=[\"Model 1\", \"Model 2\"],\n",
+ " xlabel=\"X-label\",\n",
+ " color_alt_rows=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "db778836",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:58.094273Z",
+ "start_time": "2024-01-14T06:29:57.793275Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Color row\n",
+ "# Change legend label\n",
+ "# Add x-label\n",
+ "# Legend at top\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " modellabels=[\"Model 1\", \"Model 2\"],\n",
+ " xlabel=\"X-label\",\n",
+ " color_alt_rows=True,\n",
+ " bbox_to_anchor=(.5,.95)\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "829652cb",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:58.394273Z",
+ "start_time": "2024-01-14T06:29:58.095276Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Color row\n",
+ "# Change legend label\n",
+ "# Add x-label\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " modellabels=[\"Model 1\", \"Model 2\"],\n",
+ " xlabel=\"X-label\",\n",
+ " color_alt_rows=True,\n",
+ "# bbox_to_anchor=None,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2d9b3712",
+ "metadata": {},
+ "source": [
+ "## More models (cluttered)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "dd76ff36",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:58.426274Z",
+ "start_time": "2024-01-14T06:29:58.395275Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " var \n",
+ " coef \n",
+ " se \n",
+ " T \n",
+ " pval \n",
+ " r2 \n",
+ " adj_r2 \n",
+ " ll \n",
+ " hl \n",
+ " model \n",
+ " group \n",
+ " label \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " age \n",
+ " 0.994889 \n",
+ " 1.969249 \n",
+ " 0.505213 \n",
+ " 6.136249e-01 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -2.873825 \n",
+ " 4.863603 \n",
+ " all \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " age \n",
+ " 1.482893 \n",
+ " 2.885462 \n",
+ " 0.513919 \n",
+ " 6.077171e-01 \n",
+ " 0.180382 \n",
+ " 0.139106 \n",
+ " -4.197237 \n",
+ " 7.163023 \n",
+ " men \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " age \n",
+ " 0.953200 \n",
+ " 2.943209 \n",
+ " 0.323864 \n",
+ " 7.463431e-01 \n",
+ " 0.109105 \n",
+ " 0.053425 \n",
+ " -4.846721 \n",
+ " 6.753121 \n",
+ " women \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " age \n",
+ " 22.634017 \n",
+ " 15.495320 \n",
+ " 1.460700 \n",
+ " 1.493148e-01 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -8.361238 \n",
+ " 53.629272 \n",
+ " young kids \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " black \n",
+ " -84.796612 \n",
+ " 82.150125 \n",
+ " -1.032215 \n",
+ " 3.024539e-01 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -246.185715 \n",
+ " 76.592491 \n",
+ " all \n",
+ " other factors \n",
+ " =1 if black \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " black \n",
+ " -132.967109 \n",
+ " 132.581166 \n",
+ " -1.002911 \n",
+ " 3.167759e-01 \n",
+ " 0.180382 \n",
+ " 0.139106 \n",
+ " -393.957639 \n",
+ " 128.023420 \n",
+ " men \n",
+ " other factors \n",
+ " =1 if black \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " black \n",
+ " -68.350631 \n",
+ " 108.901754 \n",
+ " -0.627636 \n",
+ " 5.308819e-01 \n",
+ " 0.109105 \n",
+ " 0.053425 \n",
+ " -282.953621 \n",
+ " 146.252360 \n",
+ " women \n",
+ " other factors \n",
+ " =1 if black \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " black \n",
+ " -119.741039 \n",
+ " 296.432953 \n",
+ " -0.403940 \n",
+ " 6.876932e-01 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -712.695230 \n",
+ " 473.213151 \n",
+ " young kids \n",
+ " other factors \n",
+ " =1 if black \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " clerical \n",
+ " 22.505827 \n",
+ " 48.963263 \n",
+ " 0.459647 \n",
+ " 6.459627e-01 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -73.685593 \n",
+ " 118.697248 \n",
+ " all \n",
+ " occupation \n",
+ " =1 if clerical worker \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " clerical \n",
+ " -229.275962 \n",
+ " 102.888221 \n",
+ " -2.228399 \n",
+ " 2.665377e-02 \n",
+ " 0.180382 \n",
+ " 0.139106 \n",
+ " -431.814921 \n",
+ " -26.737003 \n",
+ " men \n",
+ " occupation \n",
+ " =1 if clerical worker \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " clerical \n",
+ " 106.507258 \n",
+ " 61.127321 \n",
+ " 1.742384 \n",
+ " 8.281375e-02 \n",
+ " 0.109105 \n",
+ " 0.053425 \n",
+ " -13.950911 \n",
+ " 226.965427 \n",
+ " women \n",
+ " occupation \n",
+ " =1 if clerical worker \n",
+ " \n",
+ " \n",
+ " 11 \n",
+ " clerical \n",
+ " -239.902574 \n",
+ " 211.760200 \n",
+ " -1.132897 \n",
+ " 2.617642e-01 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -663.486040 \n",
+ " 183.680893 \n",
+ " young kids \n",
+ " occupation \n",
+ " =1 if clerical worker \n",
+ " \n",
+ " \n",
+ " 12 \n",
+ " construc \n",
+ " 113.929558 \n",
+ " 105.045137 \n",
+ " 1.084577 \n",
+ " 2.786145e-01 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -92.438240 \n",
+ " 320.297357 \n",
+ " all \n",
+ " occupation \n",
+ " =1 if construction worker \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " construc \n",
+ " 65.696059 \n",
+ " 107.889208 \n",
+ " 0.608922 \n",
+ " 5.430737e-01 \n",
+ " 0.180382 \n",
+ " 0.139106 \n",
+ " -146.687512 \n",
+ " 278.079631 \n",
+ " men \n",
+ " occupation \n",
+ " =1 if construction worker \n",
+ " \n",
+ " \n",
+ " 14 \n",
+ " construc \n",
+ " 361.756430 \n",
+ " 428.264834 \n",
+ " 0.844703 \n",
+ " 3.991782e-01 \n",
+ " 0.109105 \n",
+ " 0.053425 \n",
+ " -482.186946 \n",
+ " 1205.699805 \n",
+ " women \n",
+ " occupation \n",
+ " =1 if construction worker \n",
+ " \n",
+ " \n",
+ " 15 \n",
+ " construc \n",
+ " -186.415201 \n",
+ " 358.223501 \n",
+ " -0.520388 \n",
+ " 6.047082e-01 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -902.968890 \n",
+ " 530.138488 \n",
+ " young kids \n",
+ " occupation \n",
+ " =1 if construction worker \n",
+ " \n",
+ " \n",
+ " 16 \n",
+ " educ \n",
+ " -7.210558 \n",
+ " 7.516736 \n",
+ " -0.959267 \n",
+ " 3.378725e-01 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -21.977660 \n",
+ " 7.556543 \n",
+ " all \n",
+ " labor factors \n",
+ " years of schooling \n",
+ " \n",
+ " \n",
+ " 17 \n",
+ " educ \n",
+ " -7.545420 \n",
+ " 9.720341 \n",
+ " -0.776250 \n",
+ " 4.382610e-01 \n",
+ " 0.180382 \n",
+ " 0.139106 \n",
+ " -26.680241 \n",
+ " 11.589402 \n",
+ " men \n",
+ " labor factors \n",
+ " years of schooling \n",
+ " \n",
+ " \n",
+ " 18 \n",
+ " educ \n",
+ " -6.278397 \n",
+ " 11.869883 \n",
+ " -0.528935 \n",
+ " 5.973743e-01 \n",
+ " 0.109105 \n",
+ " 0.053425 \n",
+ " -29.669318 \n",
+ " 17.112525 \n",
+ " women \n",
+ " labor factors \n",
+ " years of schooling \n",
+ " \n",
+ " \n",
+ " 19 \n",
+ " educ \n",
+ " -20.972116 \n",
+ " 26.974032 \n",
+ " -0.777493 \n",
+ " 4.399230e-01 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -74.928212 \n",
+ " 32.983981 \n",
+ " young kids \n",
+ " labor factors \n",
+ " years of schooling \n",
+ " \n",
+ " \n",
+ " 20 \n",
+ " gdhlth \n",
+ " -82.580434 \n",
+ " 58.204717 \n",
+ " -1.418793 \n",
+ " 1.565620e-01 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -196.927272 \n",
+ " 31.766405 \n",
+ " all \n",
+ " health factors \n",
+ " =1 if in good or excel. health \n",
+ " \n",
+ " \n",
+ " 21 \n",
+ " gdhlth \n",
+ " -188.284508 \n",
+ " 80.476539 \n",
+ " -2.339620 \n",
+ " 2.001135e-02 \n",
+ " 0.180382 \n",
+ " 0.139106 \n",
+ " -346.705309 \n",
+ " -29.863707 \n",
+ " men \n",
+ " health factors \n",
+ " =1 if in good or excel. health \n",
+ " \n",
+ " \n",
+ " 22 \n",
+ " gdhlth \n",
+ " -24.491583 \n",
+ " 87.716867 \n",
+ " -0.279212 \n",
+ " 7.803399e-01 \n",
+ " 0.109105 \n",
+ " 0.053425 \n",
+ " -197.347402 \n",
+ " 148.364236 \n",
+ " women \n",
+ " health factors \n",
+ " =1 if in good or excel. health \n",
+ " \n",
+ " \n",
+ " 23 \n",
+ " gdhlth \n",
+ " -141.814976 \n",
+ " 203.213022 \n",
+ " -0.697864 \n",
+ " 4.879582e-01 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -548.301540 \n",
+ " 264.671589 \n",
+ " young kids \n",
+ " health factors \n",
+ " =1 if in good or excel. health \n",
+ " \n",
+ " \n",
+ " 24 \n",
+ " lhrwage \n",
+ " 21.605697 \n",
+ " 31.989301 \n",
+ " 0.675404 \n",
+ " 4.997212e-01 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -41.239303 \n",
+ " 84.450696 \n",
+ " all \n",
+ " labor factors \n",
+ " log hourly wage \n",
+ " \n",
+ " \n",
+ " 25 \n",
+ " lhrwage \n",
+ " 3.544752 \n",
+ " 47.045923 \n",
+ " 0.075347 \n",
+ " 9.399931e-01 \n",
+ " 0.180382 \n",
+ " 0.139106 \n",
+ " -89.066745 \n",
+ " 96.156249 \n",
+ " men \n",
+ " labor factors \n",
+ " log hourly wage \n",
+ " \n",
+ " \n",
+ " 26 \n",
+ " lhrwage \n",
+ " -22.580482 \n",
+ " 53.782320 \n",
+ " -0.419850 \n",
+ " 6.749978e-01 \n",
+ " 0.109105 \n",
+ " 0.053425 \n",
+ " -128.564512 \n",
+ " 83.403547 \n",
+ " women \n",
+ " labor factors \n",
+ " log hourly wage \n",
+ " \n",
+ " \n",
+ " 27 \n",
+ " lhrwage \n",
+ " 35.609317 \n",
+ " 122.323738 \n",
+ " 0.291107 \n",
+ " 7.719733e-01 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -209.074589 \n",
+ " 280.293223 \n",
+ " young kids \n",
+ " labor factors \n",
+ " log hourly wage \n",
+ " \n",
+ " \n",
+ " 28 \n",
+ " prot \n",
+ " -9.249430 \n",
+ " 39.771462 \n",
+ " -0.232564 \n",
+ " 8.161916e-01 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -87.382976 \n",
+ " 68.884117 \n",
+ " all \n",
+ " other factors \n",
+ " =1 if Protestant \n",
+ " \n",
+ " \n",
+ " 29 \n",
+ " prot \n",
+ " -20.967328 \n",
+ " 52.201060 \n",
+ " -0.401665 \n",
+ " 6.882393e-01 \n",
+ " 0.180382 \n",
+ " 0.139106 \n",
+ " -123.726888 \n",
+ " 81.792233 \n",
+ " men \n",
+ " other factors \n",
+ " =1 if Protestant \n",
+ " \n",
+ " \n",
+ " 30 \n",
+ " prot \n",
+ " 1.066643 \n",
+ " 61.898047 \n",
+ " 0.017232 \n",
+ " 9.862667e-01 \n",
+ " 0.109105 \n",
+ " 0.053425 \n",
+ " -120.910327 \n",
+ " 123.043614 \n",
+ " women \n",
+ " other factors \n",
+ " =1 if Protestant \n",
+ " \n",
+ " \n",
+ " 31 \n",
+ " prot \n",
+ " -24.173124 \n",
+ " 127.566497 \n",
+ " -0.189494 \n",
+ " 8.503450e-01 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -279.344111 \n",
+ " 230.997863 \n",
+ " young kids \n",
+ " other factors \n",
+ " =1 if Protestant \n",
+ " \n",
+ " \n",
+ " 32 \n",
+ " selfe \n",
+ " -21.274179 \n",
+ " 63.303918 \n",
+ " -0.336064 \n",
+ " 7.369588e-01 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -145.638720 \n",
+ " 103.090363 \n",
+ " all \n",
+ " labor factors \n",
+ " =1 if self employed \n",
+ " \n",
+ " \n",
+ " 33 \n",
+ " selfe \n",
+ " 3.484094 \n",
+ " 77.585707 \n",
+ " 0.044906 \n",
+ " 9.642142e-01 \n",
+ " 0.180382 \n",
+ " 0.139106 \n",
+ " -149.246005 \n",
+ " 156.214193 \n",
+ " men \n",
+ " labor factors \n",
+ " =1 if self employed \n",
+ " \n",
+ " \n",
+ " 34 \n",
+ " selfe \n",
+ " -90.685936 \n",
+ " 112.556497 \n",
+ " -0.805693 \n",
+ " 4.212746e-01 \n",
+ " 0.109105 \n",
+ " 0.053425 \n",
+ " -312.491002 \n",
+ " 131.119130 \n",
+ " women \n",
+ " labor factors \n",
+ " =1 if self employed \n",
+ " \n",
+ " \n",
+ " 35 \n",
+ " selfe \n",
+ " -370.956512 \n",
+ " 241.153473 \n",
+ " -1.538259 \n",
+ " 1.292427e-01 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -853.335278 \n",
+ " 111.422255 \n",
+ " young kids \n",
+ " labor factors \n",
+ " =1 if self employed \n",
+ " \n",
+ " \n",
+ " 36 \n",
+ " smsa \n",
+ " -40.653557 \n",
+ " 39.507723 \n",
+ " -1.029003 \n",
+ " 3.039595e-01 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -118.268971 \n",
+ " 36.961857 \n",
+ " all \n",
+ " area of residence \n",
+ " =1 if live in smsa \n",
+ " \n",
+ " \n",
+ " 37 \n",
+ " smsa \n",
+ " -27.631427 \n",
+ " 52.418593 \n",
+ " -0.527130 \n",
+ " 5.985235e-01 \n",
+ " 0.180382 \n",
+ " 0.139106 \n",
+ " -130.819208 \n",
+ " 75.556354 \n",
+ " men \n",
+ " area of residence \n",
+ " =1 if live in smsa \n",
+ " \n",
+ " \n",
+ " 38 \n",
+ " smsa \n",
+ " -57.146400 \n",
+ " 61.521030 \n",
+ " -0.928892 \n",
+ " 3.539449e-01 \n",
+ " 0.109105 \n",
+ " 0.053425 \n",
+ " -178.380417 \n",
+ " 64.087616 \n",
+ " women \n",
+ " area of residence \n",
+ " =1 if live in smsa \n",
+ " \n",
+ " \n",
+ " 39 \n",
+ " smsa \n",
+ " 43.429572 \n",
+ " 138.683089 \n",
+ " 0.313157 \n",
+ " 7.552474e-01 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -233.977910 \n",
+ " 320.837053 \n",
+ " young kids \n",
+ " area of residence \n",
+ " =1 if live in smsa \n",
+ " \n",
+ " \n",
+ " 40 \n",
+ " south \n",
+ " 82.486980 \n",
+ " 46.377571 \n",
+ " 1.778596 \n",
+ " 7.589350e-02 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -8.624685 \n",
+ " 173.598644 \n",
+ " all \n",
+ " area of residence \n",
+ " =1 if live in south \n",
+ " \n",
+ " \n",
+ " 41 \n",
+ " south \n",
+ " 79.401694 \n",
+ " 64.439832 \n",
+ " 1.232183 \n",
+ " 2.189217e-01 \n",
+ " 0.180382 \n",
+ " 0.139106 \n",
+ " -47.450305 \n",
+ " 206.253693 \n",
+ " men \n",
+ " area of residence \n",
+ " =1 if live in south \n",
+ " \n",
+ " \n",
+ " 42 \n",
+ " south \n",
+ " 114.622934 \n",
+ " 69.300494 \n",
+ " 1.653999 \n",
+ " 9.952837e-02 \n",
+ " 0.109105 \n",
+ " 0.053425 \n",
+ " -21.941379 \n",
+ " 251.187246 \n",
+ " women \n",
+ " area of residence \n",
+ " =1 if live in south \n",
+ " \n",
+ " \n",
+ " 43 \n",
+ " south \n",
+ " 71.851381 \n",
+ " 136.010112 \n",
+ " 0.528280 \n",
+ " 5.992538e-01 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -200.209350 \n",
+ " 343.912111 \n",
+ " young kids \n",
+ " area of residence \n",
+ " =1 if live in south \n",
+ " \n",
+ " \n",
+ " 44 \n",
+ " spsepay \n",
+ " -0.001005 \n",
+ " 0.002648 \n",
+ " -0.379739 \n",
+ " 7.042954e-01 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -0.006207 \n",
+ " 0.004196 \n",
+ " all \n",
+ " other factors \n",
+ " spousal wage income \n",
+ " \n",
+ " \n",
+ " 45 \n",
+ " spsepay \n",
+ " 0.003069 \n",
+ " 0.004924 \n",
+ " 0.623344 \n",
+ " 5.335697e-01 \n",
+ " 0.180382 \n",
+ " 0.139106 \n",
+ " -0.006624 \n",
+ " 0.012762 \n",
+ " men \n",
+ " other factors \n",
+ " spousal wage income \n",
+ " \n",
+ " \n",
+ " 46 \n",
+ " spsepay \n",
+ " -0.000508 \n",
+ " 0.003621 \n",
+ " -0.140324 \n",
+ " 8.885302e-01 \n",
+ " 0.109105 \n",
+ " 0.053425 \n",
+ " -0.007644 \n",
+ " 0.006628 \n",
+ " women \n",
+ " other factors \n",
+ " spousal wage income \n",
+ " \n",
+ " \n",
+ " 47 \n",
+ " spsepay \n",
+ " -0.004701 \n",
+ " 0.011443 \n",
+ " -0.410849 \n",
+ " 6.826471e-01 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -0.027591 \n",
+ " 0.018188 \n",
+ " young kids \n",
+ " other factors \n",
+ " spousal wage income \n",
+ " \n",
+ " \n",
+ " 48 \n",
+ " totwrk \n",
+ " -0.151922 \n",
+ " 0.020366 \n",
+ " -7.459430 \n",
+ " 3.698705e-13 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -0.191934 \n",
+ " -0.111911 \n",
+ " all \n",
+ " labor factors \n",
+ " mins worked per week \n",
+ " \n",
+ " \n",
+ " 49 \n",
+ " totwrk \n",
+ " -0.191008 \n",
+ " 0.029765 \n",
+ " -6.417152 \n",
+ " 5.964764e-10 \n",
+ " 0.180382 \n",
+ " 0.139106 \n",
+ " -0.249602 \n",
+ " -0.132414 \n",
+ " men \n",
+ " labor factors \n",
+ " mins worked per week \n",
+ " \n",
+ " \n",
+ " 50 \n",
+ " totwrk \n",
+ " -0.125512 \n",
+ " 0.032713 \n",
+ " -3.836783 \n",
+ " 1.621349e-04 \n",
+ " 0.109105 \n",
+ " 0.053425 \n",
+ " -0.189977 \n",
+ " -0.061048 \n",
+ " women \n",
+ " labor factors \n",
+ " mins worked per week \n",
+ " \n",
+ " \n",
+ " 51 \n",
+ " totwrk \n",
+ " -0.112995 \n",
+ " 0.076363 \n",
+ " -1.479712 \n",
+ " 1.441818e-01 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -0.265743 \n",
+ " 0.039753 \n",
+ " young kids \n",
+ " labor factors \n",
+ " mins worked per week \n",
+ " \n",
+ " \n",
+ " 52 \n",
+ " yrsmarr \n",
+ " -0.075958 \n",
+ " 2.009356 \n",
+ " -0.037802 \n",
+ " 9.698602e-01 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -4.023464 \n",
+ " 3.871548 \n",
+ " all \n",
+ " family factors \n",
+ " years married \n",
+ " \n",
+ " \n",
+ " 53 \n",
+ " yrsmarr \n",
+ " 0.224116 \n",
+ " 2.934791 \n",
+ " 0.076365 \n",
+ " 9.391834e-01 \n",
+ " 0.180382 \n",
+ " 0.139106 \n",
+ " -5.553120 \n",
+ " 6.001352 \n",
+ " men \n",
+ " family factors \n",
+ " years married \n",
+ " \n",
+ " \n",
+ " 54 \n",
+ " yrsmarr \n",
+ " -1.414137 \n",
+ " 2.931985 \n",
+ " -0.482314 \n",
+ " 6.300539e-01 \n",
+ " 0.109105 \n",
+ " 0.053425 \n",
+ " -7.191939 \n",
+ " 4.363665 \n",
+ " women \n",
+ " family factors \n",
+ " years married \n",
+ " \n",
+ " \n",
+ " 55 \n",
+ " yrsmarr \n",
+ " -31.211144 \n",
+ " 16.914011 \n",
+ " -1.845283 \n",
+ " 6.993267e-02 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -65.044204 \n",
+ " 2.621915 \n",
+ " young kids \n",
+ " family factors \n",
+ " years married \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " var coef se T pval r2 \\\n",
+ "0 age 0.994889 1.969249 0.505213 6.136249e-01 0.127289 \n",
+ "1 age 1.482893 2.885462 0.513919 6.077171e-01 0.180382 \n",
+ "2 age 0.953200 2.943209 0.323864 7.463431e-01 0.109105 \n",
+ "3 age 22.634017 15.495320 1.460700 1.493148e-01 0.178147 \n",
+ "4 black -84.796612 82.150125 -1.032215 3.024539e-01 0.127289 \n",
+ "5 black -132.967109 132.581166 -1.002911 3.167759e-01 0.180382 \n",
+ "6 black -68.350631 108.901754 -0.627636 5.308819e-01 0.109105 \n",
+ "7 black -119.741039 296.432953 -0.403940 6.876932e-01 0.178147 \n",
+ "8 clerical 22.505827 48.963263 0.459647 6.459627e-01 0.127289 \n",
+ "9 clerical -229.275962 102.888221 -2.228399 2.665377e-02 0.180382 \n",
+ "10 clerical 106.507258 61.127321 1.742384 8.281375e-02 0.109105 \n",
+ "11 clerical -239.902574 211.760200 -1.132897 2.617642e-01 0.178147 \n",
+ "12 construc 113.929558 105.045137 1.084577 2.786145e-01 0.127289 \n",
+ "13 construc 65.696059 107.889208 0.608922 5.430737e-01 0.180382 \n",
+ "14 construc 361.756430 428.264834 0.844703 3.991782e-01 0.109105 \n",
+ "15 construc -186.415201 358.223501 -0.520388 6.047082e-01 0.178147 \n",
+ "16 educ -7.210558 7.516736 -0.959267 3.378725e-01 0.127289 \n",
+ "17 educ -7.545420 9.720341 -0.776250 4.382610e-01 0.180382 \n",
+ "18 educ -6.278397 11.869883 -0.528935 5.973743e-01 0.109105 \n",
+ "19 educ -20.972116 26.974032 -0.777493 4.399230e-01 0.178147 \n",
+ "20 gdhlth -82.580434 58.204717 -1.418793 1.565620e-01 0.127289 \n",
+ "21 gdhlth -188.284508 80.476539 -2.339620 2.001135e-02 0.180382 \n",
+ "22 gdhlth -24.491583 87.716867 -0.279212 7.803399e-01 0.109105 \n",
+ "23 gdhlth -141.814976 203.213022 -0.697864 4.879582e-01 0.178147 \n",
+ "24 lhrwage 21.605697 31.989301 0.675404 4.997212e-01 0.127289 \n",
+ "25 lhrwage 3.544752 47.045923 0.075347 9.399931e-01 0.180382 \n",
+ "26 lhrwage -22.580482 53.782320 -0.419850 6.749978e-01 0.109105 \n",
+ "27 lhrwage 35.609317 122.323738 0.291107 7.719733e-01 0.178147 \n",
+ "28 prot -9.249430 39.771462 -0.232564 8.161916e-01 0.127289 \n",
+ "29 prot -20.967328 52.201060 -0.401665 6.882393e-01 0.180382 \n",
+ "30 prot 1.066643 61.898047 0.017232 9.862667e-01 0.109105 \n",
+ "31 prot -24.173124 127.566497 -0.189494 8.503450e-01 0.178147 \n",
+ "32 selfe -21.274179 63.303918 -0.336064 7.369588e-01 0.127289 \n",
+ "33 selfe 3.484094 77.585707 0.044906 9.642142e-01 0.180382 \n",
+ "34 selfe -90.685936 112.556497 -0.805693 4.212746e-01 0.109105 \n",
+ "35 selfe -370.956512 241.153473 -1.538259 1.292427e-01 0.178147 \n",
+ "36 smsa -40.653557 39.507723 -1.029003 3.039595e-01 0.127289 \n",
+ "37 smsa -27.631427 52.418593 -0.527130 5.985235e-01 0.180382 \n",
+ "38 smsa -57.146400 61.521030 -0.928892 3.539449e-01 0.109105 \n",
+ "39 smsa 43.429572 138.683089 0.313157 7.552474e-01 0.178147 \n",
+ "40 south 82.486980 46.377571 1.778596 7.589350e-02 0.127289 \n",
+ "41 south 79.401694 64.439832 1.232183 2.189217e-01 0.180382 \n",
+ "42 south 114.622934 69.300494 1.653999 9.952837e-02 0.109105 \n",
+ "43 south 71.851381 136.010112 0.528280 5.992538e-01 0.178147 \n",
+ "44 spsepay -0.001005 0.002648 -0.379739 7.042954e-01 0.127289 \n",
+ "45 spsepay 0.003069 0.004924 0.623344 5.335697e-01 0.180382 \n",
+ "46 spsepay -0.000508 0.003621 -0.140324 8.885302e-01 0.109105 \n",
+ "47 spsepay -0.004701 0.011443 -0.410849 6.826471e-01 0.178147 \n",
+ "48 totwrk -0.151922 0.020366 -7.459430 3.698705e-13 0.127289 \n",
+ "49 totwrk -0.191008 0.029765 -6.417152 5.964764e-10 0.180382 \n",
+ "50 totwrk -0.125512 0.032713 -3.836783 1.621349e-04 0.109105 \n",
+ "51 totwrk -0.112995 0.076363 -1.479712 1.441818e-01 0.178147 \n",
+ "52 yrsmarr -0.075958 2.009356 -0.037802 9.698602e-01 0.127289 \n",
+ "53 yrsmarr 0.224116 2.934791 0.076365 9.391834e-01 0.180382 \n",
+ "54 yrsmarr -1.414137 2.931985 -0.482314 6.300539e-01 0.109105 \n",
+ "55 yrsmarr -31.211144 16.914011 -1.845283 6.993267e-02 0.178147 \n",
+ "\n",
+ " adj_r2 ll hl model group \\\n",
+ "0 0.103656 -2.873825 4.863603 all age \n",
+ "1 0.139106 -4.197237 7.163023 men age \n",
+ "2 0.053425 -4.846721 6.753121 women age \n",
+ "3 -0.013619 -8.361238 53.629272 young kids age \n",
+ "4 0.103656 -246.185715 76.592491 all other factors \n",
+ "5 0.139106 -393.957639 128.023420 men other factors \n",
+ "6 0.053425 -282.953621 146.252360 women other factors \n",
+ "7 -0.013619 -712.695230 473.213151 young kids other factors \n",
+ "8 0.103656 -73.685593 118.697248 all occupation \n",
+ "9 0.139106 -431.814921 -26.737003 men occupation \n",
+ "10 0.053425 -13.950911 226.965427 women occupation \n",
+ "11 -0.013619 -663.486040 183.680893 young kids occupation \n",
+ "12 0.103656 -92.438240 320.297357 all occupation \n",
+ "13 0.139106 -146.687512 278.079631 men occupation \n",
+ "14 0.053425 -482.186946 1205.699805 women occupation \n",
+ "15 -0.013619 -902.968890 530.138488 young kids occupation \n",
+ "16 0.103656 -21.977660 7.556543 all labor factors \n",
+ "17 0.139106 -26.680241 11.589402 men labor factors \n",
+ "18 0.053425 -29.669318 17.112525 women labor factors \n",
+ "19 -0.013619 -74.928212 32.983981 young kids labor factors \n",
+ "20 0.103656 -196.927272 31.766405 all health factors \n",
+ "21 0.139106 -346.705309 -29.863707 men health factors \n",
+ "22 0.053425 -197.347402 148.364236 women health factors \n",
+ "23 -0.013619 -548.301540 264.671589 young kids health factors \n",
+ "24 0.103656 -41.239303 84.450696 all labor factors \n",
+ "25 0.139106 -89.066745 96.156249 men labor factors \n",
+ "26 0.053425 -128.564512 83.403547 women labor factors \n",
+ "27 -0.013619 -209.074589 280.293223 young kids labor factors \n",
+ "28 0.103656 -87.382976 68.884117 all other factors \n",
+ "29 0.139106 -123.726888 81.792233 men other factors \n",
+ "30 0.053425 -120.910327 123.043614 women other factors \n",
+ "31 -0.013619 -279.344111 230.997863 young kids other factors \n",
+ "32 0.103656 -145.638720 103.090363 all labor factors \n",
+ "33 0.139106 -149.246005 156.214193 men labor factors \n",
+ "34 0.053425 -312.491002 131.119130 women labor factors \n",
+ "35 -0.013619 -853.335278 111.422255 young kids labor factors \n",
+ "36 0.103656 -118.268971 36.961857 all area of residence \n",
+ "37 0.139106 -130.819208 75.556354 men area of residence \n",
+ "38 0.053425 -178.380417 64.087616 women area of residence \n",
+ "39 -0.013619 -233.977910 320.837053 young kids area of residence \n",
+ "40 0.103656 -8.624685 173.598644 all area of residence \n",
+ "41 0.139106 -47.450305 206.253693 men area of residence \n",
+ "42 0.053425 -21.941379 251.187246 women area of residence \n",
+ "43 -0.013619 -200.209350 343.912111 young kids area of residence \n",
+ "44 0.103656 -0.006207 0.004196 all other factors \n",
+ "45 0.139106 -0.006624 0.012762 men other factors \n",
+ "46 0.053425 -0.007644 0.006628 women other factors \n",
+ "47 -0.013619 -0.027591 0.018188 young kids other factors \n",
+ "48 0.103656 -0.191934 -0.111911 all labor factors \n",
+ "49 0.139106 -0.249602 -0.132414 men labor factors \n",
+ "50 0.053425 -0.189977 -0.061048 women labor factors \n",
+ "51 -0.013619 -0.265743 0.039753 young kids labor factors \n",
+ "52 0.103656 -4.023464 3.871548 all family factors \n",
+ "53 0.139106 -5.553120 6.001352 men family factors \n",
+ "54 0.053425 -7.191939 4.363665 women family factors \n",
+ "55 -0.013619 -65.044204 2.621915 young kids family factors \n",
+ "\n",
+ " label \n",
+ "0 in years \n",
+ "1 in years \n",
+ "2 in years \n",
+ "3 in years \n",
+ "4 =1 if black \n",
+ "5 =1 if black \n",
+ "6 =1 if black \n",
+ "7 =1 if black \n",
+ "8 =1 if clerical worker \n",
+ "9 =1 if clerical worker \n",
+ "10 =1 if clerical worker \n",
+ "11 =1 if clerical worker \n",
+ "12 =1 if construction worker \n",
+ "13 =1 if construction worker \n",
+ "14 =1 if construction worker \n",
+ "15 =1 if construction worker \n",
+ "16 years of schooling \n",
+ "17 years of schooling \n",
+ "18 years of schooling \n",
+ "19 years of schooling \n",
+ "20 =1 if in good or excel. health \n",
+ "21 =1 if in good or excel. health \n",
+ "22 =1 if in good or excel. health \n",
+ "23 =1 if in good or excel. health \n",
+ "24 log hourly wage \n",
+ "25 log hourly wage \n",
+ "26 log hourly wage \n",
+ "27 log hourly wage \n",
+ "28 =1 if Protestant \n",
+ "29 =1 if Protestant \n",
+ "30 =1 if Protestant \n",
+ "31 =1 if Protestant \n",
+ "32 =1 if self employed \n",
+ "33 =1 if self employed \n",
+ "34 =1 if self employed \n",
+ "35 =1 if self employed \n",
+ "36 =1 if live in smsa \n",
+ "37 =1 if live in smsa \n",
+ "38 =1 if live in smsa \n",
+ "39 =1 if live in smsa \n",
+ "40 =1 if live in south \n",
+ "41 =1 if live in south \n",
+ "42 =1 if live in south \n",
+ "43 =1 if live in south \n",
+ "44 spousal wage income \n",
+ "45 spousal wage income \n",
+ "46 spousal wage income \n",
+ "47 spousal wage income \n",
+ "48 mins worked per week \n",
+ "49 mins worked per week \n",
+ "50 mins worked per week \n",
+ "51 mins worked per week \n",
+ "52 years married \n",
+ "53 years married \n",
+ "54 years married \n",
+ "55 years married "
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = (pd.read_csv('../examples/data/sleep-mmodel.csv')\n",
+ "# .query(\"model=='all' | model=='young kids'\")\n",
+ " )\n",
+ "\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "2598332a",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:58.502274Z",
+ "start_time": "2024-01-14T06:29:58.498276Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "std_opts = dict(\n",
+ " dataframe = df,\n",
+ " estimate = \"coef\",\n",
+ " ll =\"ll\", \n",
+ " hl = \"hl\",\n",
+ " varlabel = \"label\",\n",
+ " model_col = \"model\",\n",
+ " rightannote=['var','group'],\n",
+ " right_annoteheaders=['Field', 'Group'],\n",
+ " annote=['var','group'],\n",
+ " annoteheaders=['Field', 'Group'], \n",
+ " return_df=True,\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "fa720385",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:58.886274Z",
+ "start_time": "2024-01-14T06:29:58.503274Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Color row\n",
+ "# Change legend label\n",
+ "# Add x-label\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " xlabel=\"X-label\",\n",
+ " color_alt_rows=True,\n",
+ "# bbox_to_anchor=None,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "c49b0695",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:59.280276Z",
+ "start_time": "2024-01-14T06:29:58.887276Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Color row\n",
+ "# Change legend label\n",
+ "# Add x-label\n",
+ "modellabels=[\"Have young kids\", \"Men\", \"Women\", \"Full sample\"]\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " modellabels=modellabels,\n",
+ " xlabel=\"X-label\",\n",
+ " color_alt_rows=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "d18b526f",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:59.659276Z",
+ "start_time": "2024-01-14T06:29:59.281274Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Color row\n",
+ "# Change legend label\n",
+ "# Add x-label\n",
+ "# Legend at top\n",
+ "modellabels=[\"Have young kids\", \"Women\", \"Men\", \"Full sample\"]\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " modellabels=modellabels,\n",
+ " xlabel=\"X-label\",\n",
+ " color_alt_rows=True,\n",
+ " bbox_to_anchor=(.5,.95)\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "3e5a3acf",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:59.914274Z",
+ "start_time": "2024-01-14T06:29:59.660277Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Color row\n",
+ "# Change legend label\n",
+ "# Add x-label\n",
+ "# Legend at top\n",
+ "modellabels=[\"Have young kids\", \"Women\", \"Men\", \"Full sample\"]\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " modellabels=modellabels,\n",
+ " xlabel=\"X-label\",\n",
+ " color_alt_rows=True,\n",
+ " flush=False,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a66d80ba",
+ "metadata": {},
+ "source": [
+ "## Camera ready"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "41399ed7",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:29:59.930274Z",
+ "start_time": "2024-01-14T06:29:59.915274Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " var \n",
+ " coef \n",
+ " se \n",
+ " T \n",
+ " pval \n",
+ " r2 \n",
+ " adj_r2 \n",
+ " ll \n",
+ " hl \n",
+ " model \n",
+ " group \n",
+ " label \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " age \n",
+ " 0.994889 \n",
+ " 1.969249 \n",
+ " 0.505213 \n",
+ " 0.613625 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -2.873825 \n",
+ " 4.863603 \n",
+ " all \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " age \n",
+ " 22.634017 \n",
+ " 15.495320 \n",
+ " 1.460700 \n",
+ " 0.149315 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -8.361238 \n",
+ " 53.629272 \n",
+ " young kids \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " black \n",
+ " -84.796612 \n",
+ " 82.150125 \n",
+ " -1.032215 \n",
+ " 0.302454 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -246.185715 \n",
+ " 76.592491 \n",
+ " all \n",
+ " other factors \n",
+ " =1 if black \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " black \n",
+ " -119.741039 \n",
+ " 296.432953 \n",
+ " -0.403940 \n",
+ " 0.687693 \n",
+ " 0.178147 \n",
+ " -0.013619 \n",
+ " -712.695230 \n",
+ " 473.213151 \n",
+ " young kids \n",
+ " other factors \n",
+ " =1 if black \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " clerical \n",
+ " 22.505827 \n",
+ " 48.963263 \n",
+ " 0.459647 \n",
+ " 0.645963 \n",
+ " 0.127289 \n",
+ " 0.103656 \n",
+ " -73.685593 \n",
+ " 118.697248 \n",
+ " all \n",
+ " occupation \n",
+ " =1 if clerical worker \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " var coef se T pval r2 adj_r2 \\\n",
+ "0 age 0.994889 1.969249 0.505213 0.613625 0.127289 0.103656 \n",
+ "3 age 22.634017 15.495320 1.460700 0.149315 0.178147 -0.013619 \n",
+ "4 black -84.796612 82.150125 -1.032215 0.302454 0.127289 0.103656 \n",
+ "7 black -119.741039 296.432953 -0.403940 0.687693 0.178147 -0.013619 \n",
+ "8 clerical 22.505827 48.963263 0.459647 0.645963 0.127289 0.103656 \n",
+ "\n",
+ " ll hl model group label \n",
+ "0 -2.873825 4.863603 all age in years \n",
+ "3 -8.361238 53.629272 young kids age in years \n",
+ "4 -246.185715 76.592491 all other factors =1 if black \n",
+ "7 -712.695230 473.213151 young kids other factors =1 if black \n",
+ "8 -73.685593 118.697248 all occupation =1 if clerical worker "
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = (pd.read_csv('../examples/data/sleep-mmodel.csv')\n",
+ " .query(\"model=='all' | model=='young kids'\")\n",
+ " )\n",
+ "std_opts = dict(\n",
+ " dataframe = df,\n",
+ " estimate = \"coef\",\n",
+ " ll =\"ll\", \n",
+ " hl = \"hl\",\n",
+ " varlabel=\"label\",\n",
+ " model_col=\"model\",\n",
+ ")\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "398b9198",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2024-01-14T06:30:00.199273Z",
+ "start_time": "2024-01-14T06:29:59.931276Z"
+ },
+ "code_folding": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " color_alt_rows=True,\n",
+ " groupvar=\"group\",\n",
+ " table=True,\n",
+ " rightannote=[\"var\", \"group\"],\n",
+ " right_annoteheaders=[\"Variable\", \"Variable group\"],\n",
+ " xlabel=\"Coefficient (95% CI)\",\n",
+ " modellabels=[\"Have young kids\", \"Full sample\"],\n",
+ " mcolor=[\"#CC6677\", \"#4477AA\"],\n",
+ " xticks=[-1200,-600, 0, 600],\n",
+ " return_df=True,\n",
+ " # Additional kwargs for customizations\n",
+ " **{\"marker\": \"D\", # set maker symbol as diamond\n",
+ " \"markersize\": 35, # adjust marker size\n",
+ " \"xlinestyle\": (0, (10, 5)), # long dash for x-reference line \n",
+ " \"xlinecolor\": \"#808080\", # gray color for x-reference line\n",
+ " \"xtick_size\": 12, # adjust x-ticker fontsize\n",
+ " \"xlinestyle\": (0, (10, 5)), # long dash for x-reference line\n",
+ " \"xlinecolor\": \".8\", # gray color for x-reference line \n",
+ " } \n",
+ " )"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.12"
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {
+ "height": "calc(100% - 180px)",
+ "left": "10px",
+ "top": "150px",
+ "width": "165px"
+ },
+ "toc_section_display": true,
+ "toc_window_display": true
+ },
+ "varInspector": {
+ "cols": {
+ "lenName": 16,
+ "lenType": 16,
+ "lenVar": 40
+ },
+ "kernels_config": {
+ "python": {
+ "delete_cmd_postfix": "",
+ "delete_cmd_prefix": "del ",
+ "library": "var_list.py",
+ "varRefreshCmd": "print(var_dic_list())"
+ },
+ "r": {
+ "delete_cmd_postfix": ") ",
+ "delete_cmd_prefix": "rm(",
+ "library": "var_list.r",
+ "varRefreshCmd": "cat(var_dic_list()) "
+ }
+ },
+ "types_to_exclude": [
+ "module",
+ "function",
+ "builtin_function_or_method",
+ "instance",
+ "_Feature"
+ ],
+ "window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/examples/test-multmodel.ipynb b/examples/test-multmodel.ipynb
new file mode 100644
index 0000000..670187e
--- /dev/null
+++ b/examples/test-multmodel.ipynb
@@ -0,0 +1,1190 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "57283b99",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:29.236098Z",
+ "start_time": "2023-03-21T02:22:08.908268Z"
+ },
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " var \n",
+ " r \n",
+ " ll \n",
+ " hl \n",
+ " pval \n",
+ " formatted_pval \n",
+ " model \n",
+ " group \n",
+ " source \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " agegroup1 \n",
+ " 0.027286 \n",
+ " -0.107541 \n",
+ " 0.161126 \n",
+ " 0.703717 \n",
+ " 0.704 \n",
+ " p2w \n",
+ " age \n",
+ " 2015 census \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " agegroup2 \n",
+ " -0.037114 \n",
+ " -0.170694 \n",
+ " 0.097806 \n",
+ " 1.305214 \n",
+ " 1 \n",
+ " p2w \n",
+ " age \n",
+ " 2015 census \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " agegroup3 \n",
+ " -0.213919 \n",
+ " -0.338047 \n",
+ " -0.082476 \n",
+ " 0.119311 \n",
+ " 0.119 \n",
+ " p2w \n",
+ " age \n",
+ " 2015 census \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " var r ll hl pval formatted_pval model \\\n",
+ "0 agegroup1 0.027286 -0.107541 0.161126 0.703717 0.704 p2w \n",
+ "1 agegroup2 -0.037114 -0.170694 0.097806 1.305214 1 p2w \n",
+ "2 agegroup3 -0.213919 -0.338047 -0.082476 0.119311 0.119 p2w \n",
+ "\n",
+ " group source \n",
+ "0 age 2015 census \n",
+ "1 age 2015 census \n",
+ "2 age 2015 census "
+ ]
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import sys\n",
+ "sys.path.append('../')\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import forestplot as fp\n",
+ "pd.set_option('display.max_rows', 100)\n",
+ "\n",
+ "df = (pd.read_excel('../examples/data/seg-multmodel-group0.xls')\n",
+ " .reset_index(drop=True)\n",
+ " .query(\"group!='poi'\")\n",
+ " )\n",
+ "df.head(3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "d87ed0b1",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:29.251098Z",
+ "start_time": "2023-03-21T02:22:29.238102Z"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "std_opts = dict(\n",
+ " dataframe = df,\n",
+ " estimate = \"r\",\n",
+ " ll =\"ll\", \n",
+ " hl = \"hl\",\n",
+ " varlabel = \"var\",\n",
+ " model_col = \"model\",\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ccbfba2c",
+ "metadata": {},
+ "source": [
+ "## Normie usage"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "c9ad72d4",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:31.124295Z",
+ "start_time": "2023-03-21T02:22:29.253099Z"
+ },
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Vanilla\n",
+ "_df, ax = fp.mforestplot(**std_opts)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "0c9cd80b",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:31.250934Z",
+ "start_time": "2023-03-21T02:22:31.126294Z"
+ },
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Vanilla\n",
+ "# Color rows and add borders\n",
+ "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, despine=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0a82e0be",
+ "metadata": {},
+ "source": [
+ "## Make table"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "17eb5c84",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:31.536003Z",
+ "start_time": "2023-03-21T02:22:31.251936Z"
+ },
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Vanilla\n",
+ "# Color rows\n",
+ "# Add annotation and make it a table\n",
+ "# Add right annotations\n",
+ "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n",
+ " annote=[\"group\"], annoteheaders=[\"Group\"], \n",
+ " rightannote=[\"source\"],\n",
+ " right_annoteheaders=[\"Data source\"],\n",
+ " table=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "f6a6ae7e",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:31.914048Z",
+ "start_time": "2023-03-21T02:22:31.537005Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaIAAAHwCAYAAADkTWuTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACre0lEQVR4nOzde3xM19748c/kNrlfhIQQIVH3SuuWICUkqq6lKkgFDVotKtJ6KsclSdO6BS2nPSpFcNKUnOpDUHqKKCKiqNYlokjIpSRBRFTu6/dHfvZjGrloTSZp1vv1mpfM3rP2+u49Y39nrb1mL5UQQiBJkiRJOqKn6wAkSZKkhk0mIkmSJEmnZCKSJEmSdEomIkmSJEmnZCKSJEmSdMqgshUqlao245D+QA5mlKS6RZ4Tn47Hndtki0iSJEnSKZX8HZEkSZKkS7JFJEmSJOmUTESSJEmSTslEJEmSJOmUTESSJEmSTslEJEmSJOmUTESSJEmSTslEJEmSJOlUvU1Ehw4dQqVSERISoutQJElqIEJCQlCpVKhUKvT09GjevDn/+Mc/KCsrq1H51NRUQkJCOHTokHYDrWeqTUR3795l9uzZtGrVCmNjY6ysrOjfv39txFYlY2NjnJycsLa2fqJyISEhbNq0SSsxSZLUMKxcuZJ169ahUqlYsmQJGzZsqFG51NRUQkNDZSL6I1GF4uJi0b17dwEIf39/sWfPHhEVFSXeeeedqorVaYDo16+frsOQJKkeCg4OFoCIi4sTQggRFxcnAOHu7i6EEGL16tWiTZs2Qq1WC0dHRzFz5kxRXFwshBBi0qRJAtB4ODk5CSGEyMjIEC+++KKwtrYWZmZmomfPniI+Pr5GMWVlZYnRo0cLS0tLYWRkJJydncWvv/4qhBAiNzdXvP3226JZs2bC1tZW+Pr6iszMzMfuy8P4UlJShBBC9OvXT6jVarFp0ybh5OQkVCqVCA4OFkKU54aPPvpItG/fXqjVamFjYyP8/PyEEEKUlZWJ5cuXCycnJ2FpaSleffVVcevWrSr3ocpEtGnTJgEoFfxRcnKyGDZsmLCyshJOTk5iwYIFoqCgQOTl5QkTExPRqVMnjdc7OzuLjRs3VnvQqzoAs2fP1ngjHy4XQogDBw6I7t27C1NTU9G4cWMxdOhQ8dtvvwkhhIiMjKzwIXj0oF+8eFG8+OKLwszMTLRp00Zs3bq1ygMnSVLD88eTd1lZmTAzMxNNmjQRQgjx7rvvio8//ljs2bNHvPjiiwIQX3/9tRBCiKSkJPHxxx8LQEyaNEnExcWJhIQEIYQQZ8+eFRMnThTbt28XERERwtDQUHTu3LlGMY0cOVKoVCoREREhdu/eLT788EORmpqqsW7FihVi/fr1wsTERHTv3l2UlJTUKBGpVCrRokULsX79ejFo0CDlfPv+++8LQAwfPlzs2rVLbN26VSxfvlwIIcSqVasEIGbMmCG+/vpr0bRpUzF+/Pgq96HKROTr6ysAsX///grr8vLyRMuWLUWTJk3EV199pQQ2Z84cIYQQY8eOFYD46aefhBBCHD16VJiYmIi7d+9We9CrOgC//vqriIuLU97QRxNRZGSkCAoKErt37xaBgYECEDNnzhRCCPHbb78p315cXV1FXFyciIuLEw8ePBD37t0TzZs3F82bNxf/+c9/xPTp04Wenp64cOFClQdPkqSG5Y8nbyGEaNGihTA0NNR4XVlZmdi1a5cAxEcffaQsf3gOevS89UdFRUXCzc1NGBkZ1SimUaNGCUC89tpr4uTJk8ryGzduCED07dtXWebn5ycAkZiYWKNEBIhz584JIYRYt26d2L59u5J8mzZtKgoLCyvE88wzzwgbGxuRn58vHjx4IGbNmiUMDQ1FSUlJpftQZSJ6mNGTk5MrrNu6dasAxKJFi5RlLVu2FKampqKsrEzExsYKQLz33ntCCCHefPNNMXbs2ArbedxBr+wAPKq6NzQvL08AYuDAgZo7/JiuuS+//FIAYvny5eLBgwfi5s2bAhAffPBB5QdHkqQG53GJyMrKSjRr1kwIIURERIRwdnYWenp6j+21qey8lZmZKYYPHy7MzMw0emxqIisrS4wfP17o6+sr57e0tDSRmJgoAI3WSFBQkABETExMjRPR4+p7tDvyj4yMjB7b+5Senl7pPlQ5WMHOzg6A9PT0CuuuXbsGQPPmzZVlzZs35/fffycnJ4eXXnoJW1tbvvrqKwoKCvjPf/6Dn58fAL/99hsjRozA3NwcIyMjEhMTKSoqqlBHp06dAHjjjTd45ZVXqgoVgGPHjtGzZ0+MjIywtLQEeOx2K9uX//mf/8HExAR7e3sArl+/Xm1ZSZIarnPnznH37l3c3Ny4evUqb775Jo0aNWLPnj189tlnFV6vp1d+yi0tLdVYPm/ePHbt2kVISAhHjhzh+eefr3EMTZo0ITo6mtTUVHx9ffnhhx8IDQ3FyckJgMzMTOW1GRkZADg5OSmxFBcXU1payqVLl2pUX+PGjTE3N+f8+fPcvXu3wvqWLVtiaGjIDz/8QEJCgvJo3LhxpdusMhENGjQIgHXr1lVY97idzMzMxMzMjMaNG2NoaMiYMWPIyMhg7ty56OvrK9v7Kwe9KuPHj+fy5ctERUVx7Nixx75GpVJV+BC0bNkSAH9/f40DN2/evKcSlyRJfy9nzpxh8+bNvPLKK6hUKgICAigsLEQIgZGREQUFBcTGxgJw4cIF5QtxixYtAPjmm2/YvXs3n3/+OQAFBQUAmJiYcPLkSa5cuQLATz/9VG0ss2fPZv369fzyyy8YGRkB0KhRI+zt7Rk5ciRHjhzh448/ZuPGjXz99df07NmTbt264ejoCJSfj/v378+5c+dqtO8qlYp33nmHe/fuMXDgQL766iv27t3L5s2bAZg5cybFxcUsW7aMmzdvcvPmTXbv3k1eXl7lG62qyVdcXCzc3NyU5t2OHTtEVFSUeOONN5RrRPb29mLr1q1Kk+/dd99Vyh85ckRpls2aNUtZ7uPjIwDx6aefio8//lhYWloKQJw+fbrKJuGjHtfEtbOzE40bNxbbt28Xc+bMEYBo27atuHHjhvIaR0dHYWZmJqKiosRXX30lrly5Iu7duydatGghLC0txSeffCL27dsn1q9fLzZu3FhlDJIkNSwPu7MAYWxsLDp37qwxsCk4OFhYW1sLJycnERERIdq2bSsaNWokcnJylNeEh4eLpk2bCrVarVwbv3jxoujWrZswNzcX48aNE/PmzROmpqZi/vz51cY0duxYYWFhIQDRqFEjMWXKFHHv3j0hxP+NmmvatKmwtbUVr732mjKAKz8/XwwYMECYmJiIV199tcZdc0KU54aVK1eKDh06CLVaLSwsLJRLL2VlZWLlypWiTZs2wtDQUDRu3Fj0799f4xj8UbWdkPfu3RMBAQGiefPmwsjISDg5OYlp06YJIcpHzQ0dOlRYWVmJli1bioULF2pcvCorKxNOTk7KxbGHqjvofzYR7dixQ7Rs2VI0atRIhISEiGHDhgkzMzOxZ88e5TXfffedaN++vTA0NBROTk7izJkzQgghLl26JIYOHSosLCyEiYmJaNeunfjnP/9Z3eGRJEmS/iI5Q6skSZKkU/X2Fj+SJEnS34NMRJIkSZJOyUQkSZIk6ZRBZStKS0vJzc2txVCkR1lbW6Ovr6/rMCRJ+v/kOfHpeNy5rdJElJuby6effqr1oKTHmzlzJra2troOQ5Kk/0+eE5+Ox53bKh01J7O/bskWUd2wbt063nzzTV2HIdUB8pz4dDzu3CaHb0tSFbp3787Jkyd1HYYk/a3JwQqSJEmSTslEJEmSJOmUTESSJEmSTslEJEmSJOmUTESSJEmSTslEJEmSJOmUTESSJEmSTslEJEmSJOlUjRKRr68vLVq0QK1WY2FhwYABAzh79ixQPg2uu7s7pqamDB06lFmzZqFSqRg5cqRS/ujRo3h6emJjY4ODgwP+/v7cunVLKzskSZIk1S+V3mvuUdeuXaNfv35YW1tz7tw54uLi8PHx4ezZs4wYMYIrV67QrVs3TExMWLt2rUbZc+fO4eXlhZGREcOGDeO3334jMjKS1NRUDhw4gEql0sqOSZIkSfVDjVpEMTExuLu7Y2FhQZcuXQC4ePEix44d48qVK5ibm/PDDz/w9ddfM3ToUI2ya9eupaioiE6dOmFvb89zzz2HWq0mLi6O5OTkp79HkiRJUr1SbYvo119/pWvXruTn51dYFxcXB4CjoyNmZmYAdOzYkdjYWOU1qampACQmJpKYmKhR/vLly7Rv3/5PBy9JkiTVf9W2iPbs2UN+fj7PPvssubm53Lx5U1nn5eUFQHp6Og8ePADKW0qPatWqFQCBgYEIIZTH1atXGTZs2NPaD0mSJKmeqrZFZG9vD5S3jGbPns2ZM2eUdcbGxrRp04bLly/j6elJy5YtNVpDAG+88QZffPEFq1ev5urVqzRu3JikpCSOHTtGWVnZ090bSZIkqd6ptkXk4+PDlClTMDQ0ZP/+/QQFBSnrDAwM2LlzJ25ubpw9e5bff/+dKVOmAKBWqwFwdXVl//799O3bl8OHD7N161bu3bvHvHnztLRLkiRJUn3yl+cjunv3LlZWVsrzQYMG8d///pcFCxYQFhb2lwOUJF2S8xFJkvbVaPh2VUJCQrhy5Qrdu3fnzJkz/Pe//8XMzAx/f/+nEZ8kSZL0N/eX76zg6urK+fPn+eijj0hISGDIkCEcPnyY1q1bP434JEmSpL85OVW4JFVBds1JkvbJe81JkiRJOiUTkSRJkqRTf3mwgqR9+fn5lJaW6jqMBuvu3bu6DkHSkUdHBEvaIxNRPVBaWoqhoaGuw2iw5LGXJO2SXXOSJEmSTslEJEmSJOmUTESS9CcVFhaSlZVFYWGhrkORpHpNXiOSpCdUWlrKjh07SExMRE9Pj7KyMtzc3Bg5ciT6+vq6Dk+S6h3ZIpKkJ/QwCRUXF1NYWEhxcTGJiYns2LFD16FJ9cCdO3fYtGmTHI35CNkiekru3LnDzp07GTVqlBzyqQUFBQU66wJ79IRRWFjI8ePHKSkp0XhNcXExx48f54UXXlDuPK9LarUaY2NjXYfxtxQaGsqGDRvIzc3F1dWVmJgYmjVrBpS3lgMCAoiKisLMzIzFixczceJEAH788UcWLVrE2bNnycjIwNvbW+NcERISwtKlS5X3bc6cOQQHB9f+DuqATER/UXUfLunpSE9P58qVKzqp+/jx48rf9+/fp7K7YgkhOHr0qDJbsS65uLjQpk0bXYfxt9S9e3cCAgIwNTXF398fHx8fjhw5AsDatWtJTEwkJSWFa9eu4eXlRc+ePWnfvj22trZ89tln6OnpVXovznnz5hESElKLe1M3yET0F9XkwyX9dS1atKBJkyY6qdvd3V35u7CwkISEhMe+TqVS4eHhUWdaRJJ2DB06VPnb19cXHx8f5XlERAShoaFYW1tjbW2Nj48P69evZ8WKFTg7OwOQmpr61GPauXMnISEhpKSkoFarCQwM5P333wfgwIEDzJo1i8zMTNzd3dm4cSMODg6kpqbSunVroqOjCQsL48aNG4SHhytzyiUnJ+Pv78+FCxcAGDFiBJs3bwbA09MTb29vFixYAECbNm1YsGABkydPBiAsLIy1a9eSn5+Pra0tW7duxc3NrdL4tXaNKCMjg379+tGkSROsrKzw8fHRuDvAvn37cHJyolmzZixfvhxzc3PlDSooKGDq1Kk0atQIR0dH1q1bp5QrKChg3LhxWFpa4uHhwdtvv63sPJQfoCVLlvD6669jY2ODSqVS1u3evZvOnTvTqFEj+vfvT3JysrJOpVJx9OhRoPzbt0qlUuLx9PRk5cqVDB06FBsbG0aNGsW9e/cAcHZ2Vj5gkvYYGxtjZWVV6w9A47mdnR3u7u4VfuRqaGiIu7s7dnZ2Oonzjw/ZLVc7EhMT6dWrFwBFRUWcO3eOjh07Kus7dOjAqVOnarQtPT09wsPDef7554mKiqpxDCdOnMDHx4eFCxdy69YtLl++zPDhwwHIyspizJgxfP755+Tk5NCoUSMCAgI0ym/evJmEhAQ++OAD5s+fryxftGgRPXr04Pbt22RlZWlMilqVpKQkli1bxokTJ8jLyyM+Pr7a1rnWEpFKpVKy7OnTp9m5cycHDx4Eyrs3fH19CQ8PJzU1lXv37nH//n2l7KJFi8jJySEzM5OdO3cye/Zszp8/D8CqVatISUkhIyODL774gm+//bZC3atXr8bT05Pbt2/Ttm1bAC5fvszo0aMJDw8nKysLDw8Phg8fXqGvvzJffPEFwcHBpKenk5aWxooVK/7qIZLqqZEjR+Lm5oahoSFqtRpDQ0Nl1FxN2dvbY2ZmVuFhb2+vvcClp+rkyZNERkby6aefAnDr1i2EEJiamiqvMTMzIzs7u0bbW7RoEbdv32bx4sW8/fbb7Nmzp0blNmzYwKhRo3jllVfQ19fHwsJCSYZbtmzB3d2dvn37YmBgwIQJE5RuxIfWrFmDlZUVrq6uZGVlKcttbGw4cuQI+/fvR19fn/bt29coHnNzc4qKioiMjOS3337DwcEBW1vbKstoLRE5ODjQt29f9PX1cXFxwd7eXtnJPXv2YGlpiY+PD2q1mjfffFMpJ4Rg7dq1/OMf/8DY2JiuXbvSpUsXpbUSFRXFW2+9hYWFBR06dMDb27tC3a+99hqTJk1CpVIprZ6tW7fSu3dvBg8ejIGBAfPnz+f69esa/f9VmTFjBj179sTMzIxx48axf//+v3qIpHpKX1+f0aNHExYWRmBgIGFhYYwePfqJhm7n5+c/0XKpbklKSsLX15fY2Fjly27jxo1RqVQaX6rv37//RF3KarWawYMHM2nSJKKjo2tUJi0trdIWx9WrVzlw4IDSVThu3Dh+//13jdc8TJwqlUrj+ueKFSsYMGAAfn5+tGrVqsbxODo6snfvXg4ePIiTkxNjxowhJyenyjJau0ZUVFREaGgoMTExZGVlce/ePWUnU1JSaNmy5WPLZWdnk5+fz8CBA5VutaKiIvLy8qot+5CNjU2FZRkZGTg6OirPjY2NadKkCRkZGTXan0e7YiwtLZWuOan+yM/P/1Mn+hs3blS5/s6dO382pD9VX20wNzfH3Nxc12HUSTk5OQwfPpxNmzbh6uqqLDc0NKRz584kJSUprYekpCS6du36xHXo6+vXeJSoo6Mjly5deuw6BwcHBg0aRGxs7BPHYG5uTnh4OEuXLmXLli1MmjSJoUOHYmVlpZG0SkpKNJIvgJeXF15eXqSlpeHj48Py5ctZvnx5pXVpLREFBwdz8OBB9u3bh7Ozs8aFfEtLS40hsQUFBcrftra2GBkZERcX99g38HFlDQyq343mzZsTFxenPC8sLCQnJ4fmzZsryx4e2OrG96elpeHk5FRtnVLd8vPPPxMfH//E5bZs2aKFaOpOfY/Tp08f+vTpo+sw6qTZs2fj5eWFh4dHhXXTp09nyZIl9O/fn2vXrhETE1OhK6wyycnJODs7k5qaSnR0NKtWrapROX9/fzw8PIiKimLs2LEIIfj111/p1KkTvr6+LF++nG+++YaXX34ZKB/p++gAnMps27YNb29vbG1tsbOzw9jYGBMTEwDs7OxITEzk9u3bBAUFaXwxP3PmDEVFRXTr1g1ra2tMTU2xtrausi6tJaLk5GTatWuHs7Mzhw8f5tatW8oJ3tvbm1mzZpGQkEC7du2YN28eUP4tQF9fHz8/PxYuXMj69etp1qwZWVlZ5Obm0rZtWwYOHEhkZCTDhg1j9+7d7N27t0Z98+PGjePDDz9k//799O/fnyVLluDo6Ki8IXZ2dhw9epRWrVrxzjvvVCgfFRXF8OHDKS0tZdOmTTX+kEh1h6urKy4uLk9UZvfu3crvQJ6m0NDQStdpo74nJVtDlYuOjsbExIRt27YB0LJlS3755RegPBFdvHiR1q1bY2ZmxsqVK+nQoQNQPrQ7KCiIsrIyADp16oRKpSI8PJxp06YRERHBhg0bMDc3591332XChAk1isfNzY3t27cTGhrKzJkzUavVTJw4kfDwcJydnYmNjWXevHlMnToVlUpFjx492LdvX7Xb3bdvHwEBATx48ABHR0e+/vprjIyMAJg7dy6vvvoq7du3Jzg4WOMLXm5uLoGBgVy9ehW1Ws2QIUOYM2dOlXVpbarw06dP4+fnR3Z2Nt7e3vTo0YMPPviAqKgohg4dyscff8ySJUuwsbFh7ty5TJs2jby8PCwsLLh//z5BQUHExsZy584dmjZtyuLFixk9ejTp6emMHz+es2fPMnToUPT09LCzs2PlypVAxWGFj9q1axdBQUFkZmbSpUsX1q1bR7t27YDyC37vvfce9vb2Sl0pKSm0atUKT09PXFxciI+P5+bNmwQGBrJw4UJA88N17949LC0tNT5cT8Pdu3flVAQ60rdvXw4fPvzUt1vVb43+2M0h6c6jAw8k7dFaIqpOWloajo6OlJWV8dFHH7Fnz54aDRy4ffs2arUaMzMz0tPT6d27NxEREbz00ktai9XT05PJkydrDBOvTTIR6Y62EpG9vf1jr1eZm5tz8+bNp16f9OfIRFQ7dPaDVj8/P86dO4eenh7PPvssX375ZY3KxcXFMWfOHPLz87GxsWHGjBlaTUKSpA0y2UjS/9FZi0iqOdki0h1ttYik+kG2iGqHvPu2JEmSpFMyEUmSJEk6JW96Wg/o6+tTXFys6zAaLHnsJUm7ZCKqB+RvOnRLTushSdolu+YkSZIknZKJSJIkSdIpmYikBqegoICbN29q3ONQkiTdkdeIpAajtLSUmJgY4uPj0dPTo6ysjD59+uDj4/NEUzhIkvR0yRaR1GDExMRw7NgxiouLKSwspLi4mGPHjhETE6Pr0KQG5M6dO2zatKnau/w3JLJFJGlVQUFBnegCKyws5OjRoxVm5C0qKiI+Pp4BAwagVqsfWzY3N7cWIixnbGwsp/mu40JDQ9mwYQO5ubm4uroSExNDs2bNgPJWd0BAAFFRUZiZmbF48WLlbuo//vgjixYt4uzZs2RkZODt7a0xIjMkJISlS5cq7/+cOXMIDg6u/R3UAZmI/qLk5GSmTJlCUlISBgYGLFiwgFmzZuk6rDrj2rVrlU7aVZvy8/Op7G5WZWVlHDx4sNJh8jWdT+ZpaNu2rXJHeKlu6t69OwEBAZiamuLv74+Pj4/yGVm7di2JiYmkpKRw7do1vLy86NmzJ+3bt8fW1pbPPvsMPT09jfnZHjVv3jxCQkJqcW/qBpmI/iIDAwNWrVpFz549+emnn+jTpw8dO3bEy8tL16HVCU5OTtjb2+s6DKVF9Dh6enpVtoheeOEFbYamQbaG6r6hQ4cqf/v6+uLj46M8j4iIIDQ0VJma28fHh/Xr17NixQqcnZ0BSE1Nfeox7dy5k5CQEFJSUlCr1QQGBvL+++8DcODAAWbNmkVmZibu7u5s3LgRBwcHUlNTad26NdHR0YSFhXHjxg3Cw8OZMmUKUP4l29/fnwsXLgAwYsQINm/eDFScbqdNmzYsWLBAmaEgLCyMtWvXkp+fj62tLVu3bsXNza3yHRBakp6eLvr27SsaN24sLC0txZgxY0RJSYmyfu/evaJly5aiadOmYtmyZcLMzEykpKQIIYR48OCBmDJlirCxsREtWrQQn3/+uVLuwYMHYuzYscLCwkL06dNHvPXWW2LSpEnK+n79+onFixeLyZMnC2tra/HoLu7atUt06tRJ2NjYCE9PT3Hx4kVlHSCOHDkihBAiLS1NAEo8/fr1EytWrBBDhgwR1tbWYuTIkSIvL++x+92zZ0+xYsWKv3r4JC2Ijo4WM2fOFG+88YbymDlzpoiOjq60TLdu3WoxQqm+CQ4OFgMHDhRCCFFYWChUKpXGeWXNmjXC09NTo0xKSooARFpamsby0NBQYWpqKp577jnx73//u8YxJCYmCiMjI7F9+3ZRUlIi8vLyxPnz54UQQty8eVPY2NiIH374QRQXF4vx48eLMWPGaMQxaNAgkZubK/75z38Ke3t7Zbs+Pj5i9uzZoqysTBQVFYmkpCRlXb9+/URYWJjy3MXFRURGRgohhLhw4YIwMzNT9i8jI0Pk5ORUuQ9aG6ygUqmULHv69Gl27tzJwYMHgfKJv3x9fQkPDyc1NZV79+5pTAa2aNEicnJyyMzMZOfOncyePZvz588DsGrVKlJSUsjIyOCLL77g22+/rVD36tWr8fT05Pbt27Rt2xaAy5cvM3r0aMLDw8nKysLDw4Phw4dXuGZQmS+++ILg4GDS09NJS0tjxYoVFV6Tl5fHxYsX6dWr1xMfL0n7fHx86N27N4aGhqjVagwNDendu7fGN1pJqqmTJ08SGRnJp59+CsCtW7cQQmjcsdvMzIzs7OwabW/RokXcvn2bxYsX8/bbb7Nnz54alduwYQOjRo3ilVdeQV9fHwsLCzp27AiUTzvv7u5O3759MTAwYMKECRW6mtesWYOVlRWurq5kZWUpy21sbDhy5Aj79+9HX1+f9u3b1ygec3NzioqKiIyM5LfffsPBwQFbW9uqC9U47f5Fjo6OIioqSgghxLZt24STk5Oy7tEWSFlZmTA3NxeJiYnK+h49eiitog4dOiiZVwghpkyZUqFFFBgYWKH+sLAwjW8mDx48EGq1WmkFUU2LaM2aNUrZ8PBw0bt3b43tl5WViXHjxolZs2Y9wVGRaouFhYUABCAMDAyElZWVMDAwEBYWFlWWky0i6XEuXLggnnnmGXHmzBllWVFRkVCpVBothydpET1q5syZwtfXt0axDB48WMyfP/+x69566y1hZGQkrKyshJWVlbCwsBCWlpaPjePIkSMaPUj37t0T7733nrC3txeOjo7iyy+/VNZV1SISQoj9+/cLT09PYWhoKF599VWRnZ1d5T5orUVUVFTE/PnzeeaZZ7CysiI9PV25WJySkkLLli0fWy47O5v8/HwGDhyo9LOeO3eOvLy8ass+ZGNjU2FZRkYGjo6OynNjY2OaNGlCRkZGjfbn0fmALC0tuXfvnsb6GTNmYGFhwerVq2u0Pal2Pfp+lZSUcPfuXUpKSiq8j5JUnZycHIYPH87GjRtxdXVVlhsaGtK5c2eSkpKUZUlJSXTt2vWJ69DX16ewsLBGr3V0dKx0QJCDgwODBg0iNzeX3Nxc8vLyajxs3NzcnPDwcDIyMggNDWXSpElKWZVKpZzPS0pKKkxv7+XlRVxcHFeuXCE9PZ3ly5dXWZfWBisEBwdz8OBB9u3bh7Ozs8YoEUtLS42D8ejwXltbW4yMjIiLi3vsG/i4sgYG1e9G8+bNiYuLU54XFhaSk5ND8+bNlWUPD2x1b1RaWhpOTk7K8/DwcK5du8auXbtQqVTVxtKQ3Lt3r86f7DMzM//S+qfFwsICCwuLWqlL+vNmz56Nl5cXHh4eFdZNnz6dJUuW0L9/f65du0ZMTEyNR10mJyfj7OxMamoq0dHRrFq1qkbl/P398fDwICoqirFjxyKE4Ndff6VTp074+vqyfPlyvvnmG15++WWgfBi5u7t7tdvdtm0b3t7e2NraYmdnh7GxMSYmJgDY2dmRmJjI7du3CQoK0vg/fubMGYqKiujWrRvW1taYmppibW1dZV1aS0TJycm0a9cOZ2dnDh8+zK1bt5QTvLe3N7NmzSIhIYF27doxb948oPxbgL6+Pn5+fixcuJD169fTrFkzsrKyyM3NpW3btgwcOJDIyEiGDRvG7t272bt3LyNHjqw2nnHjxvHhhx+yf/9++vfvz5IlS3B0dFTeEDs7O44ePUqrVq145513KpSPiopi+PDhlJaWsmnTJuVDcuHCBYKDg0lOTkZPT/4++I9OnTrFoUOHdB1GlSIiIv7S+qfF09MTT0/PWqlL+vOio6MxMTFh27ZtALRs2ZJffvkFKE9EFy9epHXr1piZmbFy5Uo6dOgAlA/tDgoKoqysDIBOnTqhUqkIDw9n2rRpREREsGHDBszNzXn33XeZMGFCjeJxc3Nj+/bthIaGMnPmTNRqNRMnTiQ8PBxnZ2diY2OZN28eU6dORaVS0aNHD/bt21ftdvft20dAQAAPHjzA0dGRr7/+GiMjIwDmzp3Lq6++Svv27QkODiY+Pl4pl5ubS2BgIFevXkWtVjNkyBDmzJlTZV1amyr89OnT+Pn5kZ2djbe3Nz169OCDDz4gKiqKoUOH8vHHH7NkyRJsbGyYO3cu06ZNIy8vDwsLC+7fv09QUBCxsbHcuXOHpk2bsnjxYkaPHk16ejrjx4/n7NmzDB06FD09Pezs7Fi5ciVQcVjho3bt2kVQUBCZmZl06dKFdevWKb/Z2LBhA++99x729vZKXSkpKbRq1QpPT09cXFyIj4/n5s2bBAYGsnDhQqD8x22hoaFYWloq9fzrX//C19dXG4e13qkrLaJHW75/VFX37IgRI4iNjdVGSBXIFpHUUGktEVUnLS0NR0dHysrK+Oijj9izZw/Hjx+vttzt27dRq9WYmZmRnp5O7969iYiI4KWXXtJarJ6enkyePFkZIy/VP1V1mVb1X6B79+6cPHlSGyFJkvT/6awvyc/Pj8aNG9O0aVMOHTrEl19+WaNycXFxdOjQgUaNGtGvXz9mzJih1SQk/T1U1tKQLRBJ0j2dtYgkqT6QLSJJ0j55dV2SJEnSKZmIJEmSJJ2SiUiSJEnSKXn37XogPz+f0tJSXYfRYMkJzBquR+cLkrRHJqJ6oLS0VOMWQ1LtksdekrRLds1JkiRJOiUTkSRJkqRTMhFJNVZYWEhWVlaN7wosSZJUE/IakVSt0tJSduzYQWJiInp6epSVleHm5sbIkSPR19fXdXiSJNVzskUkVethEiouLqawsJDi4mISExPZsWOHrkOTpHrnzp07bNq0SY7GfIRsEdUDhYWF/P777zqr+/jx4xWmVC8uLub48eO88MILqNVqncT2kFqtxtjYWKcxSA1HaGgoGzZsIDc3F1dXV2JiYmjWrBlQ3nsQEBBAVFQUZmZmLF68mIkTJwLl8wAtWrSIs2fPkpGRgbe3t8bw8JCQEJYuXap8lufMmUNwcHDt76AOyET0FPTq1YtLly5RUlLCgAEDiIyMrHYiqCeRnp7OtWvXntr2nsT9+/crvTu1EIKjR49iZmZWy1FpcnFxoU2bNjqNQWo4unfvTkBAAKampvj7++Pj46NMfrd27VoSExNJSUnh2rVreHl50bNnT9q3b4+trS2fffYZenp6GhOFPmrevHmEhITU4t7UDTIRPQVRUVG4uLiQmZlJr169iI6O5u23335q22/RooXyjau2FRYWkpCQ8Nh1KpUKDw+POtEikqTaMnToUOVvX19ffHx8lOcRERGEhoZibW2NtbU1Pj4+rF+/nhUrVuDs7AxAamrqU49p586dhISEkJKSglqtJjAwkPfffx+AAwcOMGvWLDIzM3F3d2fjxo04ODiQmppK69atiY6OJiwsjBs3bhAeHs6UKVOA8slN/f39uXDhAlA+N9fmzZuBivO+tWnThgULFihT5YSFhbF27Vry8/OxtbVl69atuLm5VRq/1q4RZWRk0K9fP5o0aYKVlRU+Pj4adwfYt28fTk5ONGvWjOXLl2Nubq68QQUFBUydOpVGjRrh6OjIunXrlHIFBQWMGzcOS0tLPDw8ePvttzXmCfL09GTJkiW8/vrr2NjYaMxDs3v3bjp37kyjRo3o378/ycnJyjqVSsXRo0eB8haISqVS4vH09GTlypUMHToUGxsbRo0apTHZm4uLi7LPZWVlDBgw4KkdRyg/0VpZWenkYWdnh7u7e4UfdRoaGuLu7o6dnZ3OYnv4kN1ykq4kJibSq1cvAIqKijh37hwdO3ZU1nfo0IFTp07VaFt6enqEh4fz/PPPExUVVeMYTpw4gY+PDwsXLuTWrVtcvnyZ4cOHA5CVlcWYMWP4/PPPycnJoVGjRgQEBGiU37x5MwkJCXzwwQfMnz9fWb5o0SJ69OjB7du3ycrKIigoqEbxJCUlsWzZMk6cOEFeXh7x8fHV9lhoLRGpVColy54+fZqdO3dy8OBBoLy7x9fXl/DwcFJTU7l37x73799Xyi5atIicnBwyMzPZuXMns2fP5vz58wCsWrWKlJQUMjIy+OKLL/j2228r1L169Wo8PT25ffs2bdu2BeDy5cuMHj2a8PBwsrKy8PDwYPjw4RWufVTmiy++IDg4mPT0dNLS0lixYoWyLjY2FiMjI3r16sWKFSto3779nz5uddHIkSNxc3PD0NAQtVqNoaGhMmpOkhqqkydPEhkZyaeffgrArVu3EEJgamqqvMbMzIzs7OwabW/RokXcvn2bxYsX8/bbb7Nnz54alduwYQOjRo3ilVdeQV9fHwsLCyUZbtmyBXd3d/r27YuBgQETJkxQuhEfWrNmDVZWVri6upKVlaUst7Gx4ciRI+zfvx99ff0an9fMzc0pKioiMjKS3377DQcHB2xtbasso7VE5ODgQN++fdHX18fFxQV7e3tlJ/fs2YOlpSU+Pj6o1WrefPNNpZwQgrVr1/KPf/wDY2NjunbtSpcuXZTWSlRUFG+99RYWFhZ06NABb2/vCnW/9tprTJo0CZVKpbR6tm7dSu/evRk8eDAGBgbMnz+f69ev12hWWIAZM2bQs2dPzMzMGDduHPv371fWjRgxgvz8fKKjo5k8eXKNvwHVF/r6+owePZqwsDACAwMJCwtj9OjRdX7otr29PWZmZhUe9vb2ug5NqueSkpLw9fUlNjZW+bLbuHFjVCqVxpfq+/fv06RJkxpvV61WM3jwYCZNmkR0dHSNyqSlpVXa4rh69SoHDhxQugrHjRtXYeDTw8SpUqk0rgevWLGCAQMG4OfnR6tWrWocj6OjI3v37uXgwYM4OTkxZswYcnJyqiyjtURUVFTE/PnzeeaZZ7CysiI9PV3ZyZSUFFq2bPnYctnZ2eTn5zNw4EDl4J07d468vLxqyz5kY2NTYVlGRgaOjo7Kc2NjY5o0aUJGRkaN9ufRrilLS0uNrjkAIyMjfHx86N+/f43fsPpGrVZjZ2dXb67J5OfnP9FySaqJnJwchg8fzsaNG3F1dVWWGxoa0rlzZ5KSkpRlSUlJdO3a9Ynr0NfXr/EPxx0dHbl06dJj1zk4ODBo0CByc3PJzc0lLy+vxsPGzc3NCQ8PJyMjg9DQUCZNmqSUfTRplZSUaCRfAC8vL+Li4rhy5Qrp6eksX768yrq0NlghODiYgwcPsm/fPpydnTVGiVhaWmocjIKCAuVvW1tbjIyMiIuLe+wb+LiyBgbV70bz5s2Ji4tTnhcWFpKTk0Pz5s2VZQ8PbHVvVFpaGk5OTo9dZ2xs3ODvlJ2fn1/nT/Y3btzQymuflLm5Oebm5lrbvvT0zZ49Gy8vLzw8PCqsmz59OkuWLKF///5cu3aNmJiYCl1hlUlOTsbZ2ZnU1FSio6NZtWpVjcr5+/vj4eFBVFQUY8eORQjBr7/+SqdOnfD19WX58uV88803vPzyy0D5MHJ3d/dqt7tt2za8vb2xtbXFzs4OY2NjTExMALCzsyMxMZHbt28TFBSk8cX8zJkzFBUV0a1bN6ytrTE1Na12FLHWElFycjLt2rXD2dmZw4cPc+vWLeUE7+3tzaxZs0hISKBdu3bMmzcPKP8WoK+vj5+fHwsXLmT9+vU0a9aMrKwscnNzadu2LQMHDiQyMpJhw4axe/du9u7dW6NrFePGjePDDz9k//799O/fnyVLluDo6Ki8IXZ2dhw9epRWrVrxzjvvVCgfFRXF8OHDKS0tZdOmTcqHJD8/n+vXr9OxY0dOnDjBvn37HnvdqiH5+eefiY+P13UYVdqyZYtWXvuk+vTpQ58+fbS2fenpi46OxsTEhG3btgHQsmVLfvnlF6A8EV28eJHWrVtjZmbGypUr6dChA1A+tDsoKIiysjIAOnXqhEqlIjw8nGnTphEREcGGDRswNzfn3XffZcKECTWKx83Nje3btxMaGsrMmTNRq9VMnDiR8PBwnJ2diY2NZd68eUydOhWVSkWPHj3Yt29ftdvdt28fAQEBPHjwAEdHR77++muMjIwAmDt3Lq+++irt27cnODhY4/97bm4ugYGBXL16FbVazZAhQ5gzZ06VdalEZT8S+YtOnz6Nn58f2dnZeHt706NHDz744AOioqIYOnQoH3/8MUuWLMHGxoa5c+cybdo08vLysLCw4P79+wQFBREbG8udO3do2rQpixcvZvTo0aSnpzN+/HjOnj3L0KFD0dPTw87OjpUrVwIVhxU+ateuXQQFBZGZmUmXLl1Yt24d7dq1A8ov+L333nvY29srdaWkpNCqVSs8PT1xcXEhPj6emzdvEhgYyMKFCwG4efMmffr0ITs7GwsLC957770Ko1L+qrt379arqQjqSovo4WjGx7ly5UqNtuHj40NMTMzTCqkC2SKq2x4deCBpj9YSUXXS0tJwdHSkrKyMjz76iD179tRo4MDt27dRq9WYmZmRnp5O7969iYiI4KWXXtJarJ6enkyePFljmHhtqm+JqK6o6oe2f+zTrkzfvn05fPjw0wpJqmdkIqodOrvXnJ+fH40bN6Zp06YcOnSIL7/8skbl4uLi6NChA40aNaJfv37MmDFDq0lIqr8qa2nIFogk1S06axFJNSdbRLojW0QNm2wR1Q55921JkiRJp2QikiRJknRKJiJJkiRJp+Tdt+sBfX19iouLdR1GgyWPvSRpl0xE9YAc5aVbj05eJknS0ye75iRJkiSdkolIkiRJ0imZiCRJBwoKCrh586bGDX8lqaGS14gkqRaVlpYSExNDfHw8enp6lJWV0adPH3x8fOr8/E6SpC2yRSRJtSgmJoZjx45RXFxMYWEhxcXFHDt2TKs3VpXqljt37rBp06YazwvUEMgWkdQgFBQU/OlusNzc3KcSQ2FhIUePHq0wPX1RURHx8fEMGDCgTkw6aGxsjLGxsa7DqLNCQ0PZsGEDubm5uLq6EhMTQ7NmzYDyFm9AQABRUVGYmZmxePFiJk6cCJTPA7Ro0SLOnj1LRkYG3t7eGiMyQ0JCWLp0qXLs58yZQ3BwcO3voA7IRPQUzZkzh//93/8lNTVV16FIf3Dt2rVKZ7GsTk0nNqtOfn4+ld3asaysjIMHD9aJofpt27ZVpkeRKurevTsBAQGYmpri7++Pj4+P8hlZu3YtiYmJpKSkcO3aNby8vOjZsyft27fH1taWzz77DD09PY2JQh81b948QkJCanFv6gaZiJ6Sn3/+mYiIiCean16qPU5OTtjb2/+psi+88MJTieFhi+hx9PT06lSLSKrc0KFDlb99fX3x8fFRnkdERBAaGoq1tTXW1tb4+Piwfv16VqxYgbOzM4BWvqju3LmTkJAQUlJSUKvVBAYG8v777wNw4MABZs2aRWZmJu7u7mzcuBEHBwdSU1Np3bo10dHRhIWFcePGDcLDw5kyZQpQPrmpv78/Fy5cAGDEiBFs3rwZqDjvW5s2bViwYIEyVU5YWBhr164lPz8fW1tbtm7dipubW+U7ILQkPT1d9O3bVzRu3FhYWlqKMWPGiJKSEmX93r17RcuWLUXTpk3FsmXLhJmZmUhJSRFCCPHgwQMxZcoUYWNjI1q0aCE+//xzpdyDBw/E2LFjhYWFhejTp4946623xKRJk5T1/fr1E4sXLxaTJ08W1tbW4tFd3LVrl+jUqZOwsbERnp6e4uLFi8o6QBw5ckQIIURaWpoAlHj69esnVqxYIYYMGSKsra3FyJEjRV5enlK2rKxM9O7dWyxYsEA4OTk9xaMo6Vq3bt2e6vaio6PFzJkzxRtvvKE8Zs6cKaKjo59qPVLtCA4OFgMHDhRCCFFYWChUKpXGeWXNmjXC09NTo0xKSooARFpamsby0NBQYWpqKp577jnx73//u8YxJCYmCiMjI7F9+3ZRUlIi8vLyxPnz54UQQty8eVPY2NiIH374QRQXF4vx48eLMWPGaMQxaNAgkZubK/75z38Ke3t7Zbs+Pj5i9uzZoqysTBQVFYmkpCRlXb9+/URYWJjy3MXFRURGRgohhLhw4YIwMzNT9i8jI0Pk5ORUuQ9aG6ygUqmULHv69Gl27tzJwYMHgfJJyXx9fQkPDyc1NZV79+5pTFS2aNEicnJyyMzMZOfOncyePZvz588DsGrVKlJSUsjIyOCLL7547LTcq1evxtPTk9u3b9O2bVsALl++zOjRowkPDycrKwsPDw+GDx9eob++Ml988QXBwcGkp6eTlpbGihUrlHXr16+nVatWeHl5/enjJTUMPj4+9O7dG0NDQ9RqNYaGhvTu3VvjW7VUP5w8eZLIyEg+/fRTAG7duoUQQmPqCDMzM7Kzs2u0vUWLFnH79m0WL17M22+/zZ49e2pUbsOGDYwaNYpXXnkFfX19LCws6NixI1A+zb27uzt9+/bFwMCACRMmVOhqXrNmDVZWVri6upKVlaUst7Gx4ciRI+zfvx99fX3at29fo3jMzc0pKioiMjKS3377DQcHB2xtbasuVOO0+xc5OjqKqKgoIYQQ27Zt02g5PNoCKSsrE+bm5iIxMVFZ36NHD6VV1KFDByXzCiHElClTKrSIAgMDK9QfFham8c3kwYMHQq1WK60gqmkRrVmzRikbHh4uevfuLYQQIjs7Wzg7O4vffvtNxMXFyRZRPWVhYSGACo+n3SJ66MGDB+LGjRviwYMHWtm+pF0XLlwQzzzzjDhz5oyyrKioSKhUKo2Ww5O0iB41c+ZM4evrW6NYBg8eLObPn//YdW+99ZYwMjISVlZWwsrKSlhYWAhLS8vHxnHkyBGNHqR79+6J9957T9jb2wtHR0fx5ZdfKuuqahEJIcT+/fuFp6enMDQ0FK+++qrIzs6uch+01iIqKipi/vz5PPPMM1hZWZGenq5cqE1JSaFly5aPLZednU1+fj4DBw5U+lnPnTtHXl5etWUfsrGxqbAsIyMDR0dH5bmxsTFNmjQhIyOjRvvz6MR0lpaW3Lt3D4D333+fwMBAmjZtWqPtSHXTw/ezthgbG2Nvby+vx9RDOTk5DB8+nI0bN+Lq6qosNzQ0pHPnziQlJSnLkpKS6Nq16xPXoa+vT2FhYY1e6+joWOlAHAcHBwYNGkRubi65ubnk5eXVeNi4ubk54eHhZGRkEBoayqRJk5SyKpVKOZ+XlJRo9GgBeHl5ERcXx5UrV0hPT2f58uVV1qW1wQrBwcEcPHiQffv24ezsrDFKxNLSUuNgPDqs1tbWFiMjI+Li4h77Bj6urIFB9bvRvHlz4uLilOeFhYXk5OTQvHlzZdnDA1vdG5WWloaTkxMAR48eZfv27cyfP5+SkhJ+//13rK2tuXnzZp248FzX3bt3r9aTwJPKzMzUdQgAWFhYYGFhoeswGrzZs2fj5eWFh4dHhXXTp09nyZIl9O/fn2vXrhETE1PjUZfJyck4OzuTmppKdHQ0q1atqlE5f39/PDw8iIqKYuzYsQgh+PXXX+nUqRO+vr4sX76cb775hpdffhkoH0bu7u5e7Xa3bduGt7c3tra22NnZYWxsjImJCQB2dnYkJiZy+/ZtgoKCNP4PnzlzhqKiIrp164a1tTWmpqZYW1tXWZfWElFycjLt2rXD2dmZw4cPc+vWLeUE7+3tzaxZs0hISKBdu3bMmzcPKP8WoK+vj5+fHwsXLmT9+vU0a9aMrKwscnNzadu2LQMHDiQyMpJhw4axe/du9u7dy8iRI6uNZ9y4cXz44Yfs37+f/v37s2TJEhwdHZU3xM7OjqNHj9KqVSveeeedCuWjoqIYPnw4paWlbNq0SfmQJCcnK685dOgQkydPlsO3n8CpU6c4dOiQrsOoUkREhK5DAMpHKnl6euo6jAYvOjoaExMTtm3bBkDLli355ZdfgPJEdPHiRVq3bo2ZmRkrV66kQ4cOQPnQ7qCgIMrKygDo1KkTKpWK8PBwpk2bRkREBBs2bMDc3Jx3332XCRMm1CgeNzc3tm/fTmhoKDNnzkStVjNx4kTCw8NxdnYmNjaWefPmMXXqVFQqFT169GDfvn3Vbnffvn0EBATw4MEDHB0d+frrrzEyMgJg7ty5vPrqq7Rv357g4GDi4+OVcrm5uQQGBnL16lXUajVDhgxhzpw5VdalEqKSHzb8RadPn8bPz4/s7Gy8vb3p0aMHH3zwAVFRUQwdOpSPP/6YJUuWYGNjw9y5c5k2bRp5eXlYWFhw//59goKCiI2N5c6dOzRt2pTFixczevRo0tPTGT9+PGfPnmXo0KHo6elhZ2fHypUrgYrDCh+1a9cugoKCyMzMpEuXLqxbt075vcSGDRt47733sLe3V+pKSUmhVatWeHp64uLiQnx8PDdv3iQwMJCFCxdW2L5MRE+urrSIHm0ZP6pbt27ExsbWcjSPJ1tE0t+V1hJRddLS0nB0dKSsrIyPPvqIPXv2cPz48WrL3b59G7VajZmZGenp6fTu3ZuIiAheeuklrcXq6enJ5MmTlTHy0t+PSqV67PJu3bpx8uTJWo5GkhoWnd1rzs/Pj8aNG9O0aVMOHTrEl19+WaNycXFxdOjQgUaNGtGvXz9mzJih1SQkNQyypSFJuqOzFpEk1Qfdu3eXLSJJ0jJ5921JkiRJp2QikiRJknRKJiJJkiRJp+Tdt+uB/Px8SktLdR1GgyUnMGu4Hp0vSNIemYjqgdLSUo1bDEm1Sx57SdIu2TUnSZIk6ZRMRJIkSZJOyUQkSXVcYWEhWVlZNb4bsyTVN/IakSTVUaWlpezYsYPExET09PQoKyvDzc2NkSNHoq+vr+vwJOmpkS0iSaqjHiah4uJiCgsLKS4uJjExkR07dug6NOkvuHPnDps2bZKjMR8hW0SS9P8VFBQ8tvtLFyeMwsJCjh8/XmEq++LiYo4fP84LL7yg0/mu1Gp1g53ULzQ0lA0bNpCbm4urqysxMTE0a9YMKG/FBgQEEBUVhZmZGYsXL2bixIlA+TxAixYt4uzZs2RkZODt7a0xPDwkJISlS5cqx3XOnDkEBwfX/g7qgExET4GnpycnT55UJujbvn07Xl5eOo5KelLp6elcuXKlwvKa3BX+abt//z6V3QZSCMHRo0cxMzOr5aj+j4uLC23atNFZ/brUvXt3AgICMDU1xd/fHx8fH2Xyu7Vr15KYmEhKSgrXrl3Dy8uLnj170r59e2xtbfnss8/Q09PTmCj0UfPmzSMkJKQW96ZukInoKdm9e7ectKyea9GiBU2aNKmwvCazWT5thYWFJCQkPHadSqXCw8ND5y2ihmro0KHK376+vvj4+CjPIyIiCA0NxdraGmtra3x8fFi/fj0rVqzA2dkZQCvzle3cuZOQkBBSUlJQq9UEBgby/vvvA3DgwAFmzZpFZmYm7u7ubNy4EQcHB1JTU2ndujXR0dGEhYVx48YNwsPDmTJlClA+6ae/vz8XLlwAYMSIEWzevBmoOO9bmzZtWLBggTJVTlhYGGvXriU/Px9bW1u2bt2Km5tbpfFr7RpRRkYG/fr1o0mTJlhZWeHj46Nxd4B9+/bh5OREs2bNWL58Oebm5sobVFBQwNSpU2nUqBGOjo6sW7dOKVdQUMC4ceOwtLTEw8ODt99+W2OeIE9PT5YsWcLrr7+OjY2Nxjwzu3fvpnPnzjRq1Ij+/ftrzK6qUqk4evQoUP7NWKVSKfF4enqycuVKhg4dio2NDaNGjaoTk7lJT5exsTFWVlYaD6DCstp42NnZ4e7uXuHHtIaGhri7u2NnZ6eTuB4+Gmq33B8lJibSq1cvAIqKijh37hwdO3ZU1nfo0IFTp07VaFt6enqEh4fz/PPPExUVVeMYTpw4gY+PDwsXLuTWrVtcvnyZ4cOHA5CVlcWYMWP4/PPPycnJoVGjRgQEBGiU37x5MwkJCXzwwQfMnz9fWb5o0SJ69OjB7du3ycrKIigoqEbxJCUlsWzZMk6cOEFeXh7x8fHVtp61lohUKpWSZU+fPs3OnTs5ePAgUN7t4OvrS3h4OKmpqdy7d4/79+8rZRctWkROTg6ZmZns3LmT2bNnc/78eQBWrVpFSkoKGRkZfPHFF3z77bcV6l69ejWenp7cvn2btm3bAnD58mVGjx5NeHg4WVlZeHh4MHz48Ap98JX54osvCA4OJj09nbS0NFasWKGsMzAw4JVXXmHAgAGcOHHiTx8zSXrUyJEjcXNzw9DQELVajaGhoTJqTtK9kydPEhkZyaeffgrArVu3EEJgamqqvMbMzIzs7OwabW/RokXcvn2bxYsX8/bbb7Nnz54alduwYQOjRo3ilVdeQV9fHwsLCyUZbtmyBXd3d/r27YuBgQETJkxQuhEfWrNmDVZWVri6upKVlaUst7Gx4ciRI+zfvx99fX3at29fo3jMzc0pKioiMjKS3377DQcHB2xtbasso7VE5ODgQN++fdHX18fFxQV7e3tlJ/fs2YOlpSU+Pj6o1WrefPNNpZwQgrVr1/KPf/wDY2NjunbtSpcuXZTWSlRUFG+99RYWFhZ06NABb2/vCnW/9tprTJo0CZVKpbR6tm7dSu/evRk8eDAGBgbMnz+f69ev17j/f8aMGfTs2RMzMzPGjRvH/v37lXX79+8nNTWVwYMHM3DgQDIzM//0cWvI7O3tMTMzq/Cwt7fXdWg6oa+vz+jRowkLCyMwMJCwsDBGjx4th27XAUlJSfj6+hIbG6t82W3cuDEqlUrjS/X9+/cf291bGbVazeDBg5k0aRLR0dE1KpOWllZpi+Pq1ascOHBA6SocN24cv//+u8ZrHiZOlUqlcV1yxYoVDBgwAD8/P1q1alXjeBwdHdm7dy8HDx7EycmJMWPGkJOTU2UZrSWioqIi5s+fzzPPPIOVlRXp6enKTqakpNCyZcvHlsvOziY/P5+BAwcqB+/cuXPk5eVVW/YhGxubCssyMjJwdHRUnhsbG9OkSRMyMjJqtD+PdpFYWlpW6JqztLRk7ty5tGzZssbfZCRN+fn5T7S8oVCr1djZ2TXo6zJ1SU5ODsOHD2fjxo24uroqyw0NDencuTNJSUnKsqSkJLp27frEdejr69f4B8yOjo5cunTpsescHBwYNGgQubm55ObmkpeXV+NRoObm5oSHh5ORkUFoaCiTJk1Syj6atEpKSjSSL4CXlxdxcXFcuXKF9PR0li9fXmVdWhusEBwczMGDB9m3bx/Ozs4ao0QsLS01DkZBQYHyt62tLUZGRsTFxT32DXxc2Yej1arSvHlz4uLilOeFhYXk5OTQvHlzZdnDA1vdG5WWloaTk9Nj1z3JB6iuyM/Pr/Mn+xs3btSJus3NzTE3N9dZLJLuzZ49Gy8vLzw8PCqsmz59OkuWLKF///5cu3aNmJiYCl1hlUlOTsbZ2ZnU1FSio6NZtWpVjcr5+/vj4eFBVFQUY8eORQjBr7/+SqdOnfD19WX58uV88803vPzyy0D5MPKaDMDZtm0b3t7e2NraYmdnh7GxMSYmJgDY2dmRmJjI7du3CQoK0vhifubMGYqKiujWrRvW1taYmppibW1dZV1aS0TJycm0a9cOZ2dnDh8+zK1bt5QTvLe3N7NmzSIhIYF27doxb948oPwkrq+vj5+fHwsXLmT9+vU0a9aMrKwscnNzadu2LQMHDiQyMpJhw4axe/du9u7dW6M+83HjxvHhhx+yf/9++vfvz5IlS3B0dFTeEDs7O44ePUqrVq145513KpSPiopi+PDhlJaWsmnTJo0Pyfnz5+nYsSM7d+4kOTmZl1566Skcwdrz888/Ex8fr+swqrRly5Y6UXefPn3o06ePzmKRdC86OhoTExO2bdsGQMuWLfnll1+A8kR08eJFWrdujZmZGStXrqRDhw5A+dDuoKAgysrKAOjUqRMqlYrw8HCmTZtGREQEGzZswNzcnHfffZcJEybUKB43Nze2b99OaGgoM2fORK1WM3HiRMLDw3F2diY2NpZ58+YxdepUVCoVPXr0YN++fdVud9++fQQEBPDgwQMcHR35+uuvMTIyAmDu3Lm8+uqrtG/fnuDgYI3zR25uLoGBgVy9ehW1Ws2QIUOYM2dOlXWpRGU/VviLTp8+jZ+fH9nZ2Xh7e9OjRw8++OADoqKiGDp0KB9//DFLlizBxsaGuXPnMm3aNPLy8rCwsOD+/fsEBQURGxvLnTt3aNq0KYsXL2b06NGkp6czfvx4zp49y9ChQ9HT08POzo6VK1cCFYcVPmrXrl0EBQWRmZlJly5dWLduHe3atQPKL/i999572NvbK3WlpKTQqlUrPD09cXFxIT4+nps3bxIYGMjChQuV7fbq1Yvz58/j6OjIihUrGDx48FM9lnfv3tXqVAR1pUXk4uJS6brH/b6nNvj4+BATE6M8ly2ihuXRgQeS9mgtEVUnLS0NR0dHysrK+Oijj9izZ0+NBg7cvn0btVqNmZkZ6enp9O7dm4iICK22Qjw9PZk8ebLGMPHapO1EVFdU9QPNP/ZB15a+ffty+PBhndQt6Z5MRLVDZ/ea8/Pzo3HjxjRt2pRDhw7x5Zdf1qhcXFwcHTp0oFGjRvTr148ZM2bUu64w6fEqa2nIFogk/b3prEUk1VxDaRHVRbJF1LDJFlHtkHffliRJknRKJiJJkiRJp2QikiRJknRK3n27HtDX16e4uFjXYTRY8thLknbJRFQPyFFjuvXo5GWSJD19smtOkiRJ0imZiCRJkiSdkolIkiRJ0imZiCRJkiSdkolIkiRJ0imZiCRJkiSdkolIkiRJ0imZiCRJkiSdqlEiSk9PZ9KkSTg5OWFsbEyHDh348ccfuXXrFm+++SatWrXCwsKCPn36aEyL6+npiUqlIigoiL59+2JqakqfPn24du0aAEVFRUybNo2mTZuiVqtxdHRkxIgRAKSmpqJSqVCpVMr2Jk+ejEqlIiQkBCiffO+FF17A0tISc3NzOnfuzNq1a5/WsZEkSZJqQbWJ6Pfff2fAgAFs2bIFY2Nj/Pz8sLGxITMzk5dffpmIiAhatmzJiBEj+OWXX3jxxRdJTk7W2Mby5ctxdHSkcePGHDt2TJk9dcuWLaxfv57GjRszZcoUunXr9kRTVr/zzjscPXqUF198kfHjx2NjY8OpU6ee8BBIkiRJulTtLX6+/fZbfv31V5o1a8ZPP/2kzM/x448/Eh8fj4WFBV27dgXgmWee4aeffiIyMpKlS5cq25g+fTqfffYZkZGR+Pv789NPPwH/dw+vZ599ltdee42OHTtiaWlZ4+Aflh8yZAg9e/akXbt26OnJ3kZJkqT6pNqzdkpKClCeLB6dJCo1NRWAe/fusXr1alavXq0kmMuXL2ts4/nnnwfA2toagPz8fAAmTpyIj48PO3fuxMPDA1tbWwYPHlzptNClpaUaz1etWkWXLl2YOnUqzz77LI0aNWLNmjXV7ZIkSZJUh1SbiFq3bg3A2bNnefDggbK8VatWADg4OFBQUIAQAiEEv//+O59++qnGNgwMyhtej17vebh827Zt5OXlkZSUhLe3N99//z3ffPMNZmZmyuvy8vIAOHfunEb57t278/PPP3Pnzh0OHTpEcXEx8+bNo6SkpKb7L0mSJOlYtV1zQ4YM4ZlnnuHXX3/l+eefp1+/fly8eJHAwEB69epFQkICPXr0oHfv3ty4cYMffviBjz/+mMmTJ1db+VdffcWyZcvo3r075ubmnD17FihvOTVp0oQWLVqQnp7OhAkTMDY25syZMxrlhw8fTmlpKS4uLty9e5fCwkJsbW3R19f/UwdDkiRJqn3VtohMTU05cOAAfn5+/P7772zevJmsrCwcHBzYuXMn06dPJy8vj02bNvHTTz8xZMgQ3N3da1R5u3btaNy4Md9++y0bNmzAyMiIBQsWMGzYMAA2bNiAs7MzR44cQU9Pj5dfflmjvKenJ5mZmXz55Zfs2bOHHj16sG3btgotL0mSJKnuUgkhhK6DkKS6qnv37pw8eVLXYUjS35ocYiZJkiTplExEkiRJkk7JRCRJkiTplExEkiRJkk7JRCRJkiTplExEkiRJkk7JRCRJkiTplExEkiRJkk7JRCRJkiTplExEkiTVSQUFBdy8eZOCggJdhyJpWbU3PZUkSapNpaWlxMTEEB8fj56eHmVlZfTp0wcfH596c0PjyZMnc+jQIWW6HKlqskUkSVKdEhMTw7FjxyguLqawsJDi4mKOHTtGTEyMrkMjJCQEc3NzpZV29+5d1Gp1hdkGmjVrhouLS63FdebMmXo9F5tsEUmSVEFBQYFOusQKCws5evRohTnFioqKiI+PZ8CAAajV6lqL5+Fkno8yMzPju+++4+WXX2bPnj20bNmywmuWLFlSC9H9n4eJ6J133qnVep8WmYgkSarg2rVrXLp0qdbrzc/Pp7IJAcrKyjh48CDm5ua1Fs/w4cMrLHv55ZfZvn07L7/8Mt988w0jRozg1q1bAPTv35+ffvqJgoICPDw82L9/v0bZ8+fPExAQwOnTpxFC4OnpyTfffAOUt7ZOnTqFt7c3y5Yt4+bNmxw4cABPT0+Sk5OZPn06P//8Mw4ODixdulSZLqdp06bk5eVRWFioJE5fX1/+9a9/AeXT5QwaNIhLly6xY8cOcnNzlWP82muvcfDgQfLz8+nUqRPbtm3DyckJKJ/8dObMmezatYszZ84wduxYIiIinv5BRkuJaNu2bWzatIm9e/dy6dIlrl69yksvvcQ333zD4cOHGTlyJJMmTWLx4sUEBQUhhGD16tW88sorACQnJ+Pv78+FCxcAGDFiBJs3b+bQoUMsXbqUpk2bcujQIb7++mvGjh2Lp6cnGzZs0MauSFKD5OTkhL29fa3X+7BF9Dh6enq13iJ6nKFDh/LGG2+Ql5fHpUuXGDZsGIcOHQIgLi4OKE8qf9yPe/fu4e3tzaRJk9i1axf6+vr88ssvGq+Jj4/H2dmZy5cvM3v2bPT09CgpKWHYsGGMGzeO77//nu+//56RI0dy4cIFXFxcuHHjBps2beLDDz/k8uXLj4159erVLFu2jI0bN9K+fXtl+ejRo9mwYQOlpaX06dOHiIgIPvroI2X9Z599xt69eykpKeHZZ58lMDBQo/zTopVE1LFjR5KTkwH45z//SUxMDDdv3uTChQt06dIFgJycHH788UeSk5PZuXMnkydPxsvLCysrKxYtWkSPHj2UJvqVK1eUbR87dowNGzaQn5+Pv78/Bw8epF27djIRSdJTZGxsjLGxsU7q9vDw4NixYxQVFSnLjIyM6N27t06S4x9ZWVnRtWtX3n//fQYMGFDjcrt370ZPT4/Fixejp1d+eb5bt24ar2ndujWrV68G4IsvvgDg6NGjpKens2DBAgwMDBg8eDC9evXiq6++YsGCBTWq+7XXXmPSpEkAyrkZUL78A3Tp0oWsrCyNckFBQUri0dPTIysrSyuJSCuDFdq1a0dGRgYFBQUkJSXx3HPPcfnyZY1EZGJiwscff4yJiQljx45FCMGJEycAsLGx4ciRI+zfvx99fX2NHXd2dmbMmDGYm5vj7++Pk5MThYWF2tgNqR6wtLREpVJVeFhaWuo6NOlP8vHxoXfv3hgaGqJWqzE0NKR37974+PjoOjTFqFGjWLduXYVZo6uSlpZG69atlST0ODY2NhWWZWRk0KRJE42WoKOjIxkZGTWu+3HbBdiyZQvdunXDxsaGrVu3VugWNTU1Vf5WqVSUlZXVuM4noZUWkZGREa1bt+b06dNYWFjQpUsXTpw4QXJyMp06dSIxMREDAwNlSm+VSoWFhQX37t0DYMWKFYSGhuLn54eRkRFLly7F19cX0Lx4+LgLiVLD8vAzU9PlUt2nr6/P+PHjGTVqFHfv3sXKykpnrbPKjBo1ip9//pkXXniBa9eu1aiMo6MjV69epbS09ImGoTdv3pzs7GyKioowMjICID09HS8vL+U1hoaGT7YDwHfffUdAQACxsbH06tWLKVOmPPE2nhatDVbo2LEjmzZtolevXnTu3Jl9+/YhhMDExKTCawsKCsjOzlYukpmbmxMeHs7SpUvZsmULkyZNYujQodoKVfoT7t27V+dP9pmZmXViOxYWFlhYWDyVWBoSXXYPVqdJkyZ89tlnT1Rm2LBhBAYGEhgYyEcffYSZmRk///wzzz33XJXl3N3dadGiBUuXLmX+/PkcOHCAhIQE1q9fr7zGwcGBrKwsrl69irOzM3l5edX2CiQnJ9O4cWO6d+/O9evX+emnn2jbtu0T7dPTotVEtGbNGvbt20e7du2YOnUqL7zwgrL+1q1bbNq0iddee41ly5bRrl07unbtCpQPdvD29sbW1hY7OzuMjY0fm8Ak3Tl16pRygbauelojfP7qdjw9PfH09HwqsUj1l4WFBQcOHGDOnDm0atUKIQQdOnSodHDGQwYGBuzevZs333yTTz75BAcHB/7zn/9o/E7J09OT0aNH0717d1QqFYMGDSI6OrrK7U6cOJFdu3bRrFkznn32WebNm0dAQADz58/XGLBQG1SisrGSf9FXX32Fv78/d+/excjIiDZt2vD6668zf/58Dh06xIQJE3jxxRf53//9X1xcXNi6dStt2rQB4PXXX2ffvn08ePAAR0dHVqxYwaBBgzh06BAhISEcOnSIyZMn4+npyeTJk1GpVJUO+ZS0o660iJo3b17puifpQ6/MiBEjiI2N/UvbkC0iSaqa1hJRVR4mEnn7C+mvenid8XGexke7e/funDx58i9vR5Kkyslb/Ej1WmUtDdkCkaT6QyctIkmqL2SLSJK0T7aIJEmSJJ2SiUiSJEnSKZmIJEmSJJ2Sd9+uB/Lz8yktLdV1GA3W3bt3dR2CpCNWVla6DqFBkImoHigtLf1Tt/CQng557CVJu2TXnCRJkqRTMhFJkiRJOiUTkSRJVSosLCQrK0tOtyJpjbxGJEnSY5WWlrJjxw4SExPR09OjrKwMNzc3Ro4c+UTTGEhSdWSLSJKkx3qYhIqLiyksLKS4uJjExER27Nih69DqtTt37rBp0yY5GvMROk1EOTk5jBo1CisrKxo1asSYMWO0VteZM2ewtrbG2toaAwMDPvzwQ63VJUl/RUFBAXfv3tXpIysri+PHj1NcXKwRW3FxMcePHycrK0sncRUUFOjoXfk/oaGhtGzZEktLS1544QV+++03ZV1paSmzZs3CxsaGFi1asGXLFmXdjz/+yODBg3n22Wd5/fXXK9y9PiQkBGNjY+U8FRoaWmv7pGs67Zr7+OOPSUtL4/r161hZWZGdna21up577jlyc3MB5NwwUp2Wnp7OlStXdBrD/fv3K717uRCCo0ePYmZmVstRgYuLizJdjK50796dgIAATE1N8ff3x8fHhyNHjgCwdu1aEhMTSUlJ4dq1a3h5edGzZ0/at2+Pra0tn332GXp6erRu3fqx2543bx4hISG1uDd1g04TUWZmJs8995zyo7EmTZroMhxJqhNatGih8/8LhYWFJCQkPHadSqXCw8MDtVpdy1Ghkzr/6NHZon19ffHx8VGeR0REEBoaqrRqfHx8WL9+PStWrMDZ2RlAK9Pf7Ny5k5CQEFJSUlCr1QQGBvL+++8DcODAAWbNmkVmZibu7u5s3LgRBwcHUlNTad26NdHR0YSFhXHjxg3Cw8OVKcOTk5Px9/fnwoULQPncXJs3bwbKv8x7e3uzYMECANq0acOCBQuYPHkyAGFhYaxdu5b8/HxsbW3ZunUrbm5ulcavta65kJAQJk6cyHvvvUejRo3o2rUrSUlJAMTExGBtbc2XX37Jv//9b+VN+5//+R+gvGti6tSpNGrUCEdHR9atWweUz2P00ksvMXnyZFq1asXJkydxcXFRDlxGRgb9+vWjSZMmWFlZ4ePjU+M7ElRWpyTVNmNjY6ysrHT6sLOzw93dvcKPeQ0NDXF3d8fOzk4ncdW1qcMTExPp1asXAEVFRZw7d46OHTsq6zt06MCpU6dqtC09PT3Cw8N5/vnniYqKqnEMJ06cwMfHh4ULF3Lr1i0uX77M8OHDAcjKymLMmDF8/vnn5OTk0KhRIwICAjTKb968mYSEBD744APmz5+vLF+0aBE9evTg9u3bZGVlERQUVKN4kpKSWLZsGSdOnCAvL4/4+PhqW7FavUa0Z88eOnfuTHZ2Nu7u7kyfPh0AHx8fcnNz8fX1xc/Pj9zcXHJzc1m+fDlQfgBycnLIzMxk586dzJ49m/PnzwNw7Ngxhg4dSvfu3fH39+fgwYN8+eWXQPk3tYeZ/fTp0+zcuZODBw/WKNaq6pSkhmjkyJG4ublhaGiIWq3G0NBQGTUnwcmTJ4mMjOTTTz8F4NatWwghMDU1VV5jZmZW40sOixYt4vbt2yxevJi3336bPXv21Kjchg0bGDVqFK+88gr6+vpYWFgoyXDLli24u7vTt29fDAwMmDBhgtKN+NCaNWuwsrLC1dWVrKwsZbmNjQ1Hjhxh//796Ovr0759+xrFY25uTlFREZGRkfz22284ODhga2tbZRmtJqKHU3nr6+vj7+/PkSNHKCoqqrKMEIK1a9fyj3/8A2NjY7p27UqXLl2Ued2dnZ0ZM2YM5ubm+Pv74+TkpPy+wcHBgb59+6Kvr4+Liwv29vYaB/bP1ilpl729PWZmZhUe9vb2ug6tQdPX12f06NGEhYURGBhIWFgYo0ePlkO3Kf/W7+vrS2xsLG3btgWgcePGqFQq7t+/r7zu/v37T9TNqlarGTx4MJMmTSI6OrpGZdLS0iptcVy9epUDBw4ovU7jxo3j999/13jNw8SpUqk0rguuWLGCAQMG4OfnR6tWrWocj6OjI3v37uXgwYM4OTkxZswYcnJyqiyj1UT0aLPe0tISIQT5+flVlsnOziY/P5+BAwcqB+/cuXPk5eUBYG1trbz20b+hvGk8f/58nnnmGaysrEhPT6/RdNHV1SlpV2Wfieo+K1LtUKvV2NnZ1YnrM3VBTk4Ow4cPZ+PGjbi6uirLDQ0N6dy5s3IJAsoTVteuXZ+4Dn19/Rr/gNjR0ZFLly49dp2DgwODBg1Sep3y8vJqPGzc3Nyc8PBwMjIyCA0NZdKkSUrZR5NWSUmJRvIF8PLyIi4ujitXrpCenq70dlWm1gYrpKWlYWFhQaNGjap8na2tLUZGRsTFxVV4Aw8dOlRl2eDgYA4ePMi+fftwdnaudGTKk9T5d5efn1+nT/g3btzQdQjcuHEDc3NzzM3NdR2KVAfMnj0bLy8vPDw8KqybPn06S5YsoX///ly7do2YmJgKXWGVSU5OxtnZmdTUVKKjo1m1alWNyvn7++Ph4UFUVBRjx45FCMGvv/5Kp06d8PX1Zfny5XzzzTe8/PLLQPkwcnd392q3u23bNry9vbG1tcXOzg5jY2NMTEwAsLOzIzExkdu3bxMUFKQxFP3MmTMUFRXRrVs3rK2tMTU1rdBo+COtJqLDhw9z/PhxXF1dCQ8Px8/Pr9oy+vr6+Pn5sXDhQtavX0+zZs3IyspShl5XJTk5mXbt2uHs7Mzhw4e5detWjbJ/VXU+bHb/Xf3888/Ex8frOoxKPfo7DF3G0KdPH/r06aPrUKQ6IDo6GhMTE7Zt2wZAy5Yt+eWXX4DyRHTx4kVat26NmZkZK1eupEOHDkD50O6goCDKysoA6NSpEyqVivDwcKZNm0ZERAQbNmzA3Nycd999lwkTJtQoHjc3N7Zv305oaCgzZ85ErVYzceJEwsPDcXZ2JjY2lnnz5jF16lRUKhU9evRg37591W533759BAQE8ODBAxwdHfn6668xMjICYO7cubz66qu0b9+e4OBgjXNIbm4ugYGBXL16FbVazZAhQ5gzZ06VdalETfqu/oSQkBASEhIoKCjgp59+YvDgwWzcuFHjtweTJ0/GwMCA9evXa5S9f/8+QUFBxMbGcufOHZo2bcrixYuxtbUlJCSEQ4cOMXnyZOUa1MNm4unTp/Hz8yM7Oxtvb2969OjBBx98QFRUlMaQyz8OPayqztGjR2vj8DyRu3fvam0qgrrQInJxcal0na5/T+Pj40NMTIxsETVQjw48kLRHq4koNTWVTZs2aWPzDYo2E1FdUNUPI//Y91zb+vbty+HDh3Uag6Q7MhHVDnmvOUnnKmtpyBaIJDUMWrtG1BBvUyH9OTdv3tR1CJIk6ZBsEUmSJEk6JRORJEmSpFMyEUmSJEk6JWdorQf09fUrzAsj1R557CVJu2Qiqgfk6DHdejhNiSRJ2iG75iRJkiSdkolIkiRJ0imZiKQ6qaCggJs3b1JQUKDrUCRJ0jJ5jUiqU0pLS4mJiSE+Ph49PT3Kysro06cPPj4+ch4cSfqbki0iqU6JiYnh2LFjFBcXU1hYSHFxMceOHSMmJkbXoUnSU3Hnzh02bdpU43mBGoIG0yJKTU2ldevW1U6U16pVKzw9PRvczVoLCgp03g1WWFjI0aNHKSkp0VheVFREfHw8AwYM0MnkbI9OQWJsbIyxsXGtxyDVHaGhoWzYsIHc3FxcXV2JiYmhWbNmQHmLPiAggKioKMzMzFi8eDETJ04EyucBWrRoEWfPniUjIwNvb2+NEZkhISEsXbpU+XzNmTOH4ODg2t9BHaiXiejMmTMcPnyYd95556lv28XFRflQNSTXrl2rdJbH2pKfn1/pF4WysjIOHjyok6Hsj05s1rZtW9q1a1frMUh1R/fu3QkICMDU1BR/f398fHyUz8jatWtJTEwkJSWFa9eu4eXlRc+ePWnfvj22trZ89tln6OnpVTpp57x58xrkfTrrbSJas2aNVhLRgQMHnvo26wMnJyfs7e11GsPDFtHj6Onp6axF9MILLyh/y9aQ9OjcZr6+vvj4+CjPIyIiCA0NxdraGmtra3x8fFi/fj0rVqzA2dkZKO+dedp27txJSEgIKSkpqNVqAgMDef/994Hyc9qsWbPIzMzE3d2djRs34uDgoPQSRUdHExYWxo0bNwgPD2fKlClA+USj/v7+XLhwAYARI0awefNmoOKcbm3atGHBggVMnjwZgLCwMNauXUt+fj62trZs3boVNze3yndAaElwcLDw8/MT7777rrCxsRHPP/+8uHDhghBCiJSUFAGI6Oho0aFDB2FjYyPWr1+vlL148aLw9PQUNjY2olOnTmLXrl3KOnt7e2FiYiL09PSElZWVsLKyEm+99Zay/ty5c8Lb21s0atRI2NjYiFGjRmnU+e2334r27dtr1Jmfn69sS19fX4SFhWnsy6RJk8TUqVPFpEmThJWVlfDw8BC3b99W1u/fv1906NBBWFlZiUGDBomMjAxl3c6dO8UzzzwjLC0thZ2dnfjss8+UdQ8ePBBTpkwRNjY2okWLFuLzzz9/Goe+XouOjhYzZ84Ub7zxhvKYOXOmiI6O1kk83bp100m9Uv0QHBwsBg4cKIQQorCwUKhUKnHx4kVl/Zo1a4Snp6dGmYfnorS0NI3loaGhwtTUVDz33HPi3//+d41jSExMFEZGRmL79u2ipKRE5OXlifPnzwshhLh586awsbERP/zwgyguLhbjx48XY8aM0Yhj0KBBIjc3V/zzn/8U9vb2ynZ9fHzE7NmzRVlZmSgqKhJJSUnKun79+mmcJ11cXERkZKQQQogLFy4IMzMzZf8yMjJETk5Olfug1UTUqFEjERkZKUpKSsRbb70l+vbtK4So+gAUFxeLNm3aiAULFoji4mLx7bffCiMjI3H58mVl25GRkcLFxaVCnXl5eaJp06bi/fffFw8ePBBFRUXi5MmTGnWOHj1a3Lt3T6xevVrjoD/0xwMsRHkiMjU1Fdu3bxf5+fmiZcuWYu3atUKIqt9oIYSws7MT33zzjRBCiLt374qUlBRl3dy5c8XLL78sHjx4IE6dOiXUarU4d+7cnzncfxslJSUiOjpazJgxQ8yaNUvMmDFDREdHi5KSEp3EIxORVJkff/xRtGzZUiQnJwshhMjMzBSAuH79uvKaDRs2iE6dOmmUqywRCSFEQUGB+Pbbb4WFhYXYvXt3jeJ44403xNixYx+7Ljw8XAwePFh5vmfPHtG0aVONOB7Gf/jwYaFSqZTXvvnmm6Jr167iv//9rygtLdXYblWJ6Pr168LQ0FB88MEHIjMzs0b7oNVRcw+n8tbX18ff358jR45QVFSkrF+zZg1WVla4urqSlZUFwPHjx0lPT2fBggUYGBgwePBgevXqxVdffVVtfbt370ZPT4/FixdjbGyMoaEh3bp103jNunXrMDc35/nnn1fqrImXX36ZV155BTMzM9q0aaOU3bJlC+7u7vTt2xcDAwMmTJigcU3BxsaGmJgYzp49i6WlJa1atQJACMHatWv5xz/+gbGxMV27dqVLly6Vdk01FPr6+owfP54VK1Ywf/58VqxYwfjx4+vl0G1LS0tUKlWFh6Wlpa5Dk/6ipKQkfH19iY2NpW3btgA0btwYlUqlMavw/fv3adKkSY23q1arGTx4MJMmTSI6OrpGZdLS0mjTps1j1129epUDBw4oXYXjxo3j999/13jNw1loVSqVxjXaFStWMGDAAPz8/GjVqlWN43F0dGTv3r0cPHgQJycnxowZQ05OTpVltJqIHp3e2tLSEiEE+fn5yrLHHYCMjAyaNGmicS3A0dGRjIyMautLS0ujdevW6OlVvlsPp6X+40GvzqNTBqtUKsrKyoDq3+g9e/agUqlwc3PDzc2NU6dOAZCdnU1+fj4DBw5Uyp47d468vLwax/R3ZmxsjL29fb2+JnPv3r0nWi7VDzk5OQwfPpyNGzfi6uqqLDc0NKRz584kJSUpy5KSkujatesT16Gvr09hYWGNXuvo6FjpQCMHBwcGDRpEbm4uubm55OXl1XjYuLm5OeHh4WRkZBAaGsqkSZOUso+eP0tKSjSSL4CXlxdxcXFcuXKF9PR0li9fXmVdtTZYIS0tDQsLCxo1alTlybZ58+ZkZ2dTVFSEkZERAOnp6Xh5eSmveTTBPcrR0ZGrV69SWlpaa9+gH77RsbGxj13v4uJCdHQ09+7d43/+53946623OHHiBLa2thgZGREXF/enPqjS4927d++pn+gzMzOf6va0tc0nZWFhgYWFha7DqHdmz56Nl5cXHh4eFdZNnz6dJUuW0L9/f65du0ZMTIxGD0lVkpOTcXZ2JjU1lejoaFatWlWjcv7+/nh4eBAVFcXYsWMRQvDrr7/SqVMnfH19Wb58Od988w0vv/wyUD6M3N3dvdrtbtu2DW9vb2xtbbGzs8PY2BgTExMA7OzsSExM5Pbt2wQFBWn8nztz5gxFRUV069YNa2trTE1Nsba2rrIurSaiw4cPc/z4cVxdXQkPD8fPz6/aMu7u7rRo0YKlS5cyf/58Dhw4QEJCAuvXr1de4+DgQFZWFlevXsXZ2Zm8vDwsLS0ZNmwYgYGBBAYG8tFHH2FmZsbPP//Mc889p7V9rOqNzsnJISEhAW9vb0xNTbGyslLeEH19ffz8/Fi4cCHr16+nWbNmZGVlkZubqzT1pSd36tQpDh069FS3GRER8VS3p61tPilPT088PT11HUa9Ex0djYmJCdu2bQOgZcuW/PLLL0B5Irp48SKtW7fGzMyMlStX0qFDB6B8aHdQUJDSm9KpUydUKhXh4eFMmzaNiIgINmzYgLm5Oe+++y4TJkyoUTxubm5s376d0NBQZs6ciVqtZuLEiYSHh+Ps7ExsbCzz5s1j6tSpqFQqevTowb59+6rd7r59+wgICODBgwc4Ojry9ddfK42DuXPn8uqrr9K+fXuCg4OJj49XyuXm5hIYGMjVq1dRq9UMGTKEOXPmVFmXSjxJ/9QTCAkJISEhgYKCAn766ScGDx7Mxo0bMTMzU4YNpqWl0aJFC44ePcoLL7ygNPWSk5N58803+eWXX3BwcGDJkiUMHz5c2bYQAn9/f3bu3IlKpWLQoEFK/+WFCxeYM2cOp06dQghBhw4dOHr0qFLngwcPMDY2rlDnQ38clggwefJkDAwMlGTo7e2Nh4eHMt7/0KFDzJs3j0uXLmm80Tdv3mT8+PGcOXMGgK5du/L5558r/bn3798nKCiI2NhY7ty5Q9OmTVm8eDGjR4/WxlvSIDztFtGIESMqbe1Wp3nz5pWuq0lXs7bJFpFUV2g1EaWmpja4OxRIfy/du3fn5MmTf6qsSqWqdJ2W/ttJUr0k7zUnSVpSWWtDtkIkSZPWWkSS9HfwV1pEkiTVjGwRSZIkSTolE5EkSZKkUzIRSZIkSTpVL+++3dDk5+dTWlqq6zAaLDmBWcP16HxBkvbIRFQPlJaWVno3CUn75LGXJO2SXXOSJEmSTslEJEmSJOmUTESSVMcVFhaSlZVV47sxS1J9I68RSVIdVVpayo4dO0hMTERPT4+ysjLc3NwYOXJkvZyfSZIqI1tEklRHPUxCxcXFFBYWUlxcTGJiIjt27NB1aNJfcOfOHTZt2iRHYz6iTraIWrVqxaZNm6q8Rf3kyZM5dOgQqamptRaX9PdXUFBQoQtMFyeMwsJCjh8/TklJicby4uJijh8/zgsvvKAxeWRtU6vV9XrSwr8iNDSUDRs2kJubi6urKzExMTRr1gwob8UGBAQQFRWFmZkZixcvZuLEiUD59DCLFi3i7NmzZGRk4O3trTE8PCQkhKVLlyrHdc6cOQQHB9f+DupAnUxENdGsWTNcXFx0HYb0N5Oens6VK1c0lh0/frzW47h//36ld+gWQnD06FFltmFdcHFxqXR66r+77t27ExAQgKmpKf7+/vj4+CiT361du5bExERSUlK4du0aXl5e9OzZk/bt22Nra8tnn32Gnp4erVu3fuy2582bp0wv05DU20S0ZMkSXYcg/Q21aNGCJk2aaCyryWyWT1thYSEJCQmPXadSqfDw8NB5i6ihGjp0qPK3r68vPj4+yvOIiAhCQ0OxtrbG2toaHx8f1q9fz4oVK3B2dgbQSi/Ozp07CQkJISUlBbVaTWBgIO+//z4ABw4cYNasWWRmZuLu7s7GjRtxcHBQ5miLjo4mLCyMGzduEB4ezpQpU4DyeeH8/f25cOECUD431+bNm4GK87a1adOGBQsWMHnyZADCwsJYu3Yt+fn52NrasnXrVtzc3CqNX2vXiEJCQpg4cSLvvfcejRo1omvXrhpzud++fZvXX38dBwcHrK2t6dKlC9nZ2cr6y5cv07dvX6ysrHjjjTeU5f3798fa2hpjY2O8vb016ty0aRPPPvssK1asoFmzZrRu3ZpTp04p61NTU/Hy8sLS0hJXV1eNWQWTk5Pp06cPNjY22NjYMGnSJI1tf/zxxzRv3pwmTZowY8YMiouLn9qxkuoOY2NjrKyslAeg8by2HnZ2dri7u1f4Ma2hoSHu7u7Y2dnpJK6Hj4baLfdHiYmJ9OrVC4CioiLOnTtHx44dlfUdOnTQOAdVRU9Pj/DwcJ5//nmioqJqHMOJEyfw8fFh4cKF3Lp1i8uXLysTiWZlZTFmzBg+//xzcnJyaNSoEQEBARrlN2/eTEJCAh988AHz589Xli9atIgePXpw+/ZtsrKyCAoKqlE8SUlJLFu2jBMnTpCXl0d8fHy1rWetDlbYs2cPnTt3Jjs7G3d3d6ZPn66s8/PzIyMjgzNnznDnzh2++uorja6Gjz/+mMjISI4cOcIXX3zBxYsXAYiLiyM3N5d58+Y9ts5ff/2VGzdukJ6eTvfu3QkPD1fWjR07lhdffJHc3FzeeOMNxowZo9w6p6qD/u233/Lpp5+SmJjIxYsXOXDgAF988cVTPVaS9EcjR47Ezc0NQ0ND1Go1hoaGyqg5SfdOnjxJZGQkn376KQC3bt1CCIGpqanyGjMzM40v2FVZtGgRt2/fZvHixbz99tvs2bOnRuU2bNjAqFGjeOWVV9DX18fCwkJJhlu2bMHd3Z2+fftiYGDAhAkTlG7Eh9asWYOVlRWurq5kZWUpy21sbDhy5Aj79+9HX1+f9u3b1ygec3NzioqKiIyM5LfffsPBwQFbW9sqy2g1EXl6ejJ58mT09fXx9/fnyJEjFBUV8dtvv/Htt9+yZs0a7OzsUKlUdOrUSeMN/OCDD3BxcaFLly7o6elpHKCqNG7cmOXLl6Ovr0+XLl2UcidPnuTChQu899576OnpMXnyZH777TcuX74MVH3Q//Wvf/Hmm2/SokULbG1tGTFiRIU3U9I9e3t7zMzMKjzs7e11Hdqfoq+vz+jRowkLCyMwMJCwsDBGjx4th27XAUlJSfj6+hIbG0vbtm2B8nOPSqXi/v37yuvu379foau3Kmq1msGDBzNp0iSio6NrVCYtLa3SFsfVq1c5cOCA0lU4btw4fv/9d43XPDzvqlQqjeuSK1asYMCAAfj5+dGqVasax+Po6MjevXs5ePAgTk5OjBkzhpycnCrLaDURPdqtYGlpiRCC/Px80tLSAKocbPBo60ilUlFWVlajOo2NjdHT06tQ7urVq/z+++/Y2tpibW1N8+bNUavV5ObmAlUf9KtXr2r0+/7rX/8iPz+/ZgdBqjWVvSf1/b1Sq9XY2dk16OsydUlOTg7Dhw9n48aNuLq6KssNDQ3p3LmzxiWIpKQkunbt+sR16Ovr1/gHzI6Ojly6dOmx6xwcHBg0aBC5ubnk5uaSl5dX41Gg5ubmhIeHk5GRQWhoKJMmTVLKPpq0SkpKNJIvgJeXF3FxcVy5coX09HSWL19eZV21NlghLS0NCwsLGjVqhKOjI1DejfZof6o2OTg4YG5uriSeP3p40JcuXcqWLVuYNGkSQ4cOxcrKCgcHB6ZOnUpgYGCtxFrf5Ofn1/mT/Y0bN3RS9o/Mzc0xNzd/atuTat/s2bPx8vLCw8Ojwrrp06ezZMkS+vfvz7Vr14iJialx70lycjLOzs6kpqYSHR3NqlWralTO398fDw8PoqKiGDt2LEIIfv31Vzp16oSvry/Lly/nm2++4eWXXwbKh5HXZADOtm3b8Pb2xtbWFjs7O4yNjTExMQHAzs6OxMREbt++TVBQEPfu3VPKnTlzhqKiIrp164a1tTWmpqZYW1tXWZdWE9Hhw4c5fvw4rq6uhIeH4+fnB5QPvR4yZAhvv/02W7ZsoWXLlly/fh0zM7Nq+xL/LHd3dxwcHFiwYAH/+Mc/MDU15dKlS9jY2NCkSZMqD/rkyZNZtGgRXl5euLq6cv/+fZKTk//UN52/o59//llj4EddtGXLFp2U/aM+ffrQp0+fp7Y9qfZFR0djYmLCtm3bAGjZsiW//PILUJ6ILl68SOvWrTEzM2PlypV06NABKB/aHRQUpPTSdOrUCZVKRXh4ONOmTSMiIoINGzZgbm7Ou+++y4QJE2oUj5ubG9u3byc0NJSZM2eiVquZOHEi4eHhODs7Exsby7x585g6dSoqlYoePXqwb9++are7b98+AgICePDgAY6Ojnz99dcYGRkBMHfuXF599VXat29PcHCwxv//3NxcAgMDuXr1Kmq1miFDhjBnzpwq61KJyn6s8BeFhISQkJBAQUEBP/30E4MHD2bjxo1Kl9udO3d47733+O6778jPz8fR0ZFt27bRsWNHWrVqxeeff85LL70EgIGBAfv379f4gWtISAhHjx5l//79yrJNmzbx4YcfKtd9PvzwQ/bv38+hQ4eA8lFzs2fP5vjx4xQWFtK2bVuioqJo27Ytr7/+Ovv27VMO+ooVKxg0aJCy7X/961/885//5LfffsPMzAx/f3/CwsK0cegquHv3bp2eiqCutIiq6ur942+DasrHx4eYmJg/G1IFskVUvzx63VrSHq0motTUVDZt2qSNzTcodT0R1RVV/cDzj33YNdW3b18OHz78Z0OS6jmZiGqHvNec9LdRWUtDtkAkqW7T2jWihnibCkm3bt68qesQJEn6E2SLSJIkSdIpmYgkSZIknZKJSJIkSdKpenv37YZEX19f3mRVh+SxlyTtkomoHpCjvnTr0cnLJEl6+mTXnCRJkqRTMhFJkiRJOiUTkSRJkqRTMhFJkiRJOiUTkSRJkqRT1SaitLQ0+vfvj4mJCSqVit27d1f5+tTUVFQqFSqV6qkFKUmSJP19VTt8e8mSJRw6dIjOnTvj5eWFs7NzbcQlSZIkNRDVJqKHU9DOmTMHf39/rQckSZIkNSxVds15enpy4MABAKZMmYJKpaJVq1aoVCqCgoLo27cvpqam9OnTh2vXrlUoHxUVRYsWLWjSpAn/8z//Q2lpqXb2QpIkSaq3qkxEr776Ks2bNwdg4MCBzJ49G0tLSwCWL1+Oo6MjjRs35tixYyxYsKBC+eDgYF588UUePHhAeHg4//rXv7SwC5IkSVJ9VmUimjlzJm3atAHA19eXTz75hEaNGgHlc7N/+eWXhIaGAvDTTz9VKP/NN9+wceNGPvroIwC2bNnyVIOXJEmS6r8/PXz7+eefB8Da2hqA/Pz8Cq/p0KEDAO3btwcgPT39z1YnSZIk/U396URkYFA+zqGqYdpJSUkAXLx4EYAWLVr82eokSZKkvymt3n37lVdeoV+/fsTExADg5+enzeokSZKkekird1YIDQ3lv//9L8bGxrz77rvMmDFDm9VJkiRJ9ZBKCCF0HYQk1VXdu3fn5MmTug5Dkv7W5L3mJEmSJJ2SiUiSJEnSKZmIJEmSJJ2SiUiSJEnSKZmIJEmSJJ3S6u+IpKcjPz9f3jBWh+7evavrECQdsbKy0nUIDYJMRPVAaWkphoaGug6jwZLHXpK0S3bNSZIkSTolE5EkSZKkUzIRSVI9UlhYSFZWFoWFhboORZKeGnmNSJLqgdLSUnbs2EFiYiJ6enqUlZXh5ubGyJEj0dfX13V4kvSXyEQkSfXAwyRUXFysLEtMTARg9OjRugpLkp6KBpeIUlNTad26NZGRkUyePFnX4Uj1gK6HbxcWFnL8+HFKSko0lhcXF3P8+HFeeOEF1Gq1jqIDtVqNsbGxzuqX6j+tJqLc3Fw++eQTAgMDsbS01GZVNWZoaEi7du0e+/uAHTt2oKenx4gRI3QQmVRXHT9+XKf1379/n8puki+E4OjRo5iZmdVyVP/HxcWFNm3a6Kx+qf7TeiIKDQ1l6tSpdSYRNW/eXJkx9o927NiBgYGBTESSBnd3d53WX1hYSEJCwmPXqVQqPDw8dN4iakiSk5OZPn06P//8Mw4ODixdupRhw4YB8Pvvv/P6669z8OBBCgsLadWqFSdOnMDY2BgTExNWr15NUFAQW7duJTw8nJs3b5KQkICpqamO90q3tJaIXn31Vf773/8C0KlTJ1QqFS1btuSXX34BICQkhFOnTuHt7c2yZcu4efMmBw4cwNPTk1WrVvHPf/6TW7du0aRJE9auXcuLL74IwOTJkzE0NKS4uJgdO3bw7LPPEhsbi42NDQBhYWGsXbuW/Px8bG1t2bp1K25ubnz33XeMHTsWKO9qOXLkCB4eHgCcPHkSb29vfv/9d1QqFV9//TUA//rXv/D19dXWIZLqibrw63p3d/cK14gMDQ1xc3PDzs5Oh5E1LCUlJQwbNoxx48bx/fff8/333zNy5EguXLiAi4sLmzdv5vr161y/fh1jY2OSkpKUH0SXlpaSnJxMSEgI48ePZ9euXbzzzjv88ssvOv+yo2taG7799ddfK0nn/Pnz5ObmKs8fio+P5+rVq1y+fBl/f3/09MrD6dy5Mz/++CN3797Fy8uL0NBQjXLR0dGMGDGCjIwMrl+/zrZt2wBISkpi2bJlnDhxgry8POLj45Uug0GDBpGbm0tubm6FWLt3705ubi6+vr74+fkpr5NJSKorRo4ciZubG4aGhqjVaiUJjRw5UtehNSjHjx8nPT2dBQsWYGBgwODBg+nVqxdfffUVADY2Nly+fJn//Oc/PHjwgI4dOyqjGouLi1m4cCEWFhZ4eHjQq1cvzMzMKCgo0OUu1Qk6HazQunVrVq9eDcAXX3yhLH/Y+oHyb4JxcXEa5V5++WVeeeUVANq0aUNWVhYA5ubmFBUVERkZydSpU3FwcND2Lkh/I/b29uTn52ss69atG/b29ty8eVNHUZXT19dn9OjRDBs2jLt372JlZdXgusTqgoyMDJo0aaJx7B0dHcnIyABg3Lhx3Llzh6VLlzJjxgxmzZpFWFiYkoysra01/pXK6fQHrQ+70/4oISGBgQMHYmdnx8yZMytcqH20P1WlUlFWVgaUfyD27t3LwYMHcXJyYsyYMeTk5GhvB6S/lT8moeqW64JarcbOzk4mIR1p3rw52dnZFBUVKcvS09Np3ry58vytt97iwoULHDhwgHXr1vHdd9/pItR6Rastoj9zs8hbt24xcOBAPvnkE2JjY9m2bRsffvhhjct7eXnh5eVFWloaPj4+LF++nOXLl9c43spGJ0nak5+fX6dO9o9z48YNXYeAubk55ubmug6jQXN3d6dFixYsXbqU+fPnc+DAARISEli/fj0A3333HW3atMHFxYXGjRtjYGAgWz81oNVEZGtri5GREQkJCYwZM4a8vLxqR89lZGRw//59+vfvT3FxMd9//z3379+ntLS02l+QnzlzhqKiIrp164a1tTWmpqZP9CFwcHDgv//9L/fu3cPU1JSCggKdDottKH7++Wfi4+N1HUaVtmzZousQ6NOnD3369NF1GA2agYEBu3fv5s033+STTz7BwcGB//znP7i4uABw6dIlZsyYQXZ2NlZWVsydO5fevXvrOOq6T6uJyNjYmJUrVzJ79mymTZuGlZUV165dq7JMly5deOedd+jWrRstWrQgKCiIpKQk+vXrx9GjR6ssm5ubS2BgIFevXkWtVjNkyBDmzJlT43inT5/ODz/8QPPmzTExMWHBggXMmjWrxuWlP8fV1VX5j6xLfxwU86iJEyfWYiSPJ1tDdUO7du04dOjQY9fNmjWr0nPGw96WyZMnKz+mr2w7DY1KyL6oOu/u3btyTpxa8LjWb7du3Th16hT379/XQUSSrjX03/fUFnn3bUn6/yprcciWiCRpl0xEkvT/3bx5k/v372s8Hi6XJEl7ZCKSJEmSdEomIkmSJEmnZCKSJEmSdKrBzUdUH+nr62vc7FKqXfLYS5J2yURUD8hRW7pVF+6+LUl/Z7JrTpIkSdIpmYgkSYcKCgq4efOmnApAatBk15wk6UBpaSkxMTHEx8ejp6dHWVkZffr0wcfHp9p7KkrS341MRJKkAzExMRw7dkxjIMSxY8cAGD9+vK7CkiSdqJOJSKVSkZKSQqtWrSqs8/T01LhpoCTVVEFBwZ/qAnvcrL5/RWFhIUePHqWkpERjeVFREfHx8QwYMEDn8w0ZGxtjbGys0xikhqNOJiJJ0oZr165x6dKlJy535MiRpxpHfn5+pfNelZWVcfDgQZ2PlGzbti3t2rXTaQxSwyETkdRgODk5YW9v/8TlXnjhhacax8MW0ePo6enVmRaR9HjJyclMnz6dn3/+GQcHB5YuXcqwYcMA+P3333n99dc5ePAghYWFtGrVihMnTmBsbIyJiQmrV68mKCiIrVu3Eh4ezs2bN0lISGjwd/nWWiIKCQnh6tWr2NnZsXHjRlq1asWXX35Jhw4dOHToEN7e3krXRFRUFAsWLCA1NVUpf/78eV555RWuX7/OG2+8weLFi5V1eXl5jBw5kh9++IF+/frx73//GwsLCzIyMvD19eXChQsUFRUxaNAgvvrqK+Xib0hICKdOncLb25tly5Zx8+ZNDhw4gKenp7YOg1SH/NnuJm3MsOnh4cGxY8c0ppw2MjKid+/efypZSrWjpKSEYcOGMW7cOL7//nu+//57Ro4cyYULF3BxcWHz5s1cv36d69evY2xsTFJSkjKFS2lpKcnJyYSEhDB+/Hh27drFO++8wy+//IK7u7uO90y3tDp8e8+ePXTu3Jns7Gzc3d2ZPn16jct+/vnn7Nmzh8TERNasWUNcXJzGun/84x+kp6eTnp7OihUrgPJrS2FhYdy4cYPTp0+zc+dODh48qLHd+Ph4rl69yuXLl/H390dPT45gl2qfj48PvXv3xtDQELVajaGhIb1798bHx0fXoUlVOH78OOnp6SxYsAADAwMGDx5Mr169+OqrrwCwsbHh8uXL/Oc//+HBgwd07NhR+SJcXFzMwoULsbCwwMPDg169emFmZiaH7qPlrrmHAwsA/P396dmzp8Y3wKosXryYZs2aKdvZv38//fv3B+Ctt96iZ8+eAIwbN47//d//JTQ0FAcHBxwcHABwcXHB3t6erKwsje22bt2a1atXA/DFF1/85X2Unh5LS0vu3btXYbmFhQV5eXk6iEh79PX1GT9+PKNGjeLu3btYWVnJ7rB6ICMjgyZNmmh0nTo6OpKRkQGUn4/u3LnD0qVLmTFjBrNmzSIsLExJRg9b19poZddnWm0OPDqrqKWlJUII8vPz/1TZR09Qla0rKipi/vz5PPPMM1hZWZGenl7horCNjc2f2hdJ+x6XhKpa/ndgbGyMvb29TEL1RPPmzcnOztb4Qp2enk7z5s2V52+99RYXLlzgwIEDrFu3ju+++04XodYrtTZYIS0tDQsLCxo1aoRKpdJIEHfv3q22bLdu3Spd5+TkBEBwcDAHDx5k3759ODs707p166e3A39z9+7dq9Mn/MzMzDpRt4WFBRYWFjqLRdItd3d3WrRowdKlS5k/fz4HDhwgISGB9evXA/Ddd9/Rpk0bXFxcaNy4MQYGBrL1UwNaTUSHDx/m+PHjuLq6Eh4ejp+fHwB2dnaUlZURHx+Pvr4+4eHhFcp++umnLFu2jOPHj3PixAmio6OVdVFRUQwfPpzS0lI2bdqklE9OTqZdu3Y4Oztz+PBhbt26VW2Sk8qdOnWKQ4cO6TqMSkVERNSJuj09PeXglgbMwMCA3bt38+abb/LJJ5/g4ODAf/7zH1xcXAC4dOkSM2bMIDs7GysrK+bOnUvv3r11HHXdpxKV/aDhLwoJCSEhIYGCggJ++uknBg8ezMaNGzEzMwNg2rRpREdH4+7uzvDhw/nkk0+UUXMmJiYsW7aMZcuWAbB27VpGjBgBlJ8IBg8ezObNm8nMzCQgIICQkBAATp8+jZ+fH9nZ2Xh7e9OjRw8++OADoqKiGDp0KCEhIRw9epT9+/drY5frtbrQInq0e+OPHvbB17YRI0YQGxurPJctIkl6+rSaiFJTU9m0aZM2Ni/9DalUqkrXaeljWq3u3btz8uRJndQtSQ2FHLss1RmVtTRkC0SS/t601iKSpL8D2SKSJO2TLSJJkiRJp2QikiRJknRKJiJJkiRJp+Tdt+uB/Px8SktLdR1GgyV/i9ZwWVlZ6TqEBkEmonqgtLRU47ZGUu2Sx16StEt2zUmSJEk6JRORJEmSpFMyEUlSA1JYWEhWVhaFhYW6DkWSFPIakSQ1AKWlpezYsYPExET09PQoKyvDzc2NkSNHKnPlSJKuyEQkSQ3AwyRUXFysLEtMTARg9OjRugpLkgCZiCRJqwoKCnTeDVZYWMjx48cpKSnRWF5cXMzx48d54YUXNGYcrU1qtVpOCij9v/buPaqqcl/8/5ubkICspVx0AcVNSU1sp265KaSkecSOW5Q0M7Dc4iXc7Dy2c6OlW81VOEbqPseOZeOYd8XaadZRE2+IoHkfJ2sZoSIoFy+gKHfW7w+/zp+EKCiLuYDPawyGrHn9PJPl/Mznmc+cj+kT0fHjx5kyZQoGgwFbW1vee+89Zs6caerd1uvq1av8+c9/Zu/evVhZWTF48GCSk5ObbPv79+8nNjZWGdJCtG05OTn89ttvqsZw+/btet9ebjQaOXTokDI8S3Pz9fXFz89PlX0L82HyRDRjxgz69OlDRkYGFhYW3Lhx44m3eerUKQ4ePMiMGTMave4nn3zCpUuXyM7OxsnJicLCwieOR4j6eHh44OLiomoM5eXlpKenP3CehYUFoaGhqtaIWhqDwcCUKVM4ffo0Op0OvV5PZGQkAHfu3GHixIns3buX8vJyvLy8OHr0KHZ2djz11FMsW7aM2bNns2nTJpKSksjPzyc9PZ327durXCp1mTwRXb58malTpyo3RDt16vTE2zx16hTLly9/rER0+fJlnn/+eeWJabVPEqJ1s7OzM4ump8DAwDr3iGxsbOjfvz+urq4qRtayVFVVERkZydixY/nhhx/44YcfGDlyJGfPnsXX15cvv/yS7OxssrOzsbOz4+eff1YeiK6ursZgMDBv3jzGjRvHt99+y4wZMzhz5gyBgYEql0xdJuu+PWPGDDQaDRcvXiQuLg6NRoNGo1FGuxw/fjxdunTB0dGRwMBALl68qKxrMBgICQlBq9Wi1WqJiYlR5nXu3Jlp06Zx/vx5ZZvTpk17ZDxbtmxBo9Gwfv161q5dq6z77rvvKvt88cUX6dixI8899xw7duxQ1r158yYxMTG4ubnh5eXFhx9+WKupY+XKlbi4uODt7c1XX331xMdOiKY2cuRI+vfvj42NDba2tkoSGjlypNqhtSgZGRnk5OQwZ84crK2tGTZsGEFBQWzcuBEArVZLZmYmycnJlJaW0qNHD+UivLKykrlz5+Lo6EhoaChBQUHY29tTVlamZpHMgslqRMuXL2f58uV4eXmxcOFCXn/99Vrzo6Ki+OKLL6iuriYkJITPPvuMRYsWAfD+++/Tr18/Dh06RFVVVa029ry8PFavXs3ChQvJzMxscDzR0dFER0cTGxuLtbU1q1atUuY96ipnxowZXLlyhd9++438/HzCwsJwd3cnJiaGw4cP8+6775KWloZOp2PSpElPeORES+bm5kZJSUmd6Q4ODuTn56sQ0V1WVlZERUURGRlJcXExTk5OLbJZTG25ubm4uLjUOnaenp7KUPZjx47lxo0b6PV6pk+fTnx8PAsWLFCSkUajqfWvuEu1B1pHjRqFnZ0d9vb2BAQEUFBQoMzTarWkpqayZ88erKysePbZZ00ay8Oucqqrq9m4cSOJiYk4ODjg6+vLpEmTWLt2LQBr164lKiqK5557jo4dOzJ58mSTxirM24OS0MOmNzdbW1tcXV0lCT0md3d3CgsLqaioUKbl5OTg7u6ufJ46dSpnz54lJSWFlStXsmvXLjVCbVFU6769Zs0ali1bRlZWFrdv3+aNN95Q5i1ZsoT58+czYcIE2rVrh16v57XXXjNZLA+7yrl69SoVFRV4enrWmQdw8eJF+vbta7LYxKOVlJSY9ESfl5dnVtt5Eg4ODjg4OKgdRosVGBiIh4cHer2exMREUlJSSE9PV1pYdu3ahZ+fH76+vjg7O2NtbS21nwZQJRHt2rWLhIQEtm/fTlBQEG+99Vat+Q4ODiQlJaHX61mzZg0xMTEMHz5c6WDQ1G9Dvv8qp127dsDdq5zBgwfj7OxMu3btyM3NxcfHR5l37wrI0dGRW7duKdu6/2awaB6nT58mLS3NZNtfs2aNWW3nSYSEhBASEqJ2GC2WtbU1O3bsIC4ujqVLl6LT6UhOTsbX1xeAc+fOMX36dAoLC3FycmLWrFkEBwerHLX5UyURGQwGnJ2d6du3L9nZ2Zw8eZJu3bop8zdv3kxERASdOnXC1dVV6fp4j06no6CggKysLHx8fLh58yYdOnR47HgedpVjZWXFuHHj0Ov1vPDCCxQUFPDFF1+wYMECAAYPHsxHH33EnDlzuHbtGgsXLnz8AyMeS+/evZUTQVPbsWNHrdr6o8yfP7/eeY3ZjqlIbejJ+fv7s3///gfOi4+PJz4+/oHz7nVwio2NJTY2FqDe7bQ1qiSiN954g2+//ZYuXbrQq1cv3nvvPRISEkhMTGTRokXs3LmThIQESktL8fT0ZOvWrUpNBSA8PJyoqCj69u2LhYUFQ4cOZcOGDY8dz6OucpYvX87bb7+Nj48PdnZ2xMXFKSeV2NhY0tPT6dq1Kz179mTKlCkPPRmJpmfq5qbOnTub1XaEaG0sjPU9ct3C6PV69Hr9A+eFh4fzzTffNG9ATai4uFgGZ1PJwIEDOXjwYIOXN9dec+LxtPUHTZtLq0lErZkkIvU0NhGJ1kUSUfOQ8YiEEEKoShKREEIIVUkiEkIIoSoZj6gFsLKykueTVCTHXgjTkkTUAsizH+q69yC1EMI0pGlOCCGEqiQRCSGEUJUkIiFaoLKyMvLz82UsG9EqyD0iIVqQ6upqtmzZQlpaGpaWltTU1BASEkJ0dLQy5o0QLY0kIiFakC1btnD48OFaPfkOHz4MwLhx49QKS4gnYraJyGg0MmvWLNauXUt5eTkuLi6cOnUKe3t7tUMTbUxZWZlZNIGVl5croxbfr6KigrS0NAYNGqTqgHd2dnbY2dmptn/RcpltItqzZw+ffvopJ06cwN/fn2vXrsmXXKji4sWLnDt3Tu0wKCkpob5XQ9bU1LB3715Vu/p369YNf39/1fYvWi6zTUSXL1+mS5cuyhe7U6dOKkck2qpnnnkGNzc3tcNQakQPYmlpaRY1orbAYDAwZcoUTp8+jU6nQ6/XExkZCcCdO3eYOHEie/fupby8HC8vL44ePaqMqbZs2TJmz57Npk2bSEpKIj8/n/T09Db/clWTJqKffvqJhIQETpw4gdFoJDw8nK+//hqA8ePHs3fvXkpKSujZsyebN2/mmWee4fLly/To0YOKigrKy8uVYXZ79OihtIV/8sknLFmyhIqKCqKjo1m6dKm8nVqYjDk1OYWGhnL48GEqKiqUae3atSM4ONgskmVrV1VVRWRkJGPHjuWHH37ghx9+YOTIkZw9exZfX1++/PJLsrOzyc7Oxs7Ojp9//lk5N1VXV2MwGJg3bx7jxo3j22+/ZcaMGZw5c4bAwECVS6Yuk3XfvnXrFhEREfTp04fc3Fzy8/NJTExU5kdFRXH+/Hny8vIoKyvjs88+A+6OvlpUVMSKFSvw9vamqKiIoqIiJQl9//33/Od//idHjhzhl19+ISUlhc8//9xUxRDCrERHRxMcHIyNjQ22trbY2NgQHBxMdHS02qG1CRkZGeTk5DBnzhysra0ZNmwYQUFBbNy4EQCtVktmZibJycmUlpbSo0cPpTdjZWUlc+fOxdHRkdDQUIKCgrC3tzeL+49qM1mNaMeOHVhaWvLhhx9iaXk33/Xp00eZP2rUKOX3gIAACgoKGrTdFStWEBcXh4eHBwCvvPIKqampTJs2rQmjF21Fhw4duHXrVp3pjo6O3Lx5U4WIHu7e0PV/+tOfKC4uxsnJyWxqa21Bbm4uLi4utZpAPT09yc3NBWDs2LHcuHEDvV7P9OnTiY+PZ8GCBUoyutfCc+9fcZfJakSXLl3C29tbSUK/t2bNGvr06YNWq2XTpk313oT9vaysLObPn49Go0Gj0bBixYoHjogpREM8KAk9bLq5sLOzw83NTZJQM3N3d6ewsLBW02hOTg7u7u7K56lTp3L27FlSUlJYuXIlu3btUiPUFsVkNSJPT0+ysrKorq6u86Ddrl27SEhIYPv27QQFBfHWW281eLs6nY5JkybxzjvvNHXIohndunXL7E/2ly9frvWvWhwdHXF0dFQ1BnFXYGAgHh4e6PV6EhMTSUlJIT09nVWrVgF3z21+fn74+vri7OyMtbW11H4awGSJKDIyknfeeYd33nmHRYsWYW9vz+nTp3n++ecxGAw4OzvTt29fsrOzOXnyJN26dWvQdmNjY3n//fcZPHgwvXv35vbt2xgMBl544QVTFUWYwPHjx9m/f7/aYTzUvfuW9/5VS3h4OOHh4arGIO6ytrZmx44dxMXFsXTpUnQ6HcnJyfj6+gJw7tw5pk+fTmFhIU5OTsyaNYvg4GCVozZ/FsaGtok9hrNnz/LXv/6V48ePYzQa6d69O4cOHaKoqIgxY8Zw7NgxevXqxdSpU0lISGDSpEksWrQIgNWrV7Nw4UIyMzPrbHfFihX885//5MqVK9jb2/Pmm2+yYMECUxVDmIC51Ijub1L5vdzcXF555RW2b9/ejBHVJTUi0dqZNBEJYe4sLCzqnWc0Gunbty/Hjh1rxoiEaHvk7duiTauvpiE1ECGaj9m+WUGI5mCOXbSFaGukRiSEEEJVkoiEEEKoShKREEIIVck9ohagpKSE6upqtcNos4qLi9UOQajEyclJ7RDaBElELUB1dbW8XVxFcuyFMC1pmhNCCKEqSURCCCFUJYlICDNWXl5OQUEB5eXlaocihMnIPSIhzFB1dTXffPMNR44cwdLSkpqaGvr378/IkSPrvM1eiJZOEpEQZuheEqqsrFSmHTlyBLg7urEQrYkkIiHuU1ZWVqcZrLm7b5eXl5ORkUFVVVWt6ZWVlWRkZDBgwIBaI4SqwdbWVgblE02mRSaiU6dOcfDgQWbMmKF2KA2ydOlSBg0aREBAgNqhiEfIycnht99+qzUtIyOjWWO4fft2vSMWG41GDh06hL29fbPG9Hu+vr74+fmpGoNoPVpsIlq+fHmLSkTOzs6SiFoADw8PXFxcak0LDAxs1hjKy8tJT09/4DwLCwtCQ0PNokbUVhkMBqZMmcLp06fR6XTo9XoiIyMBuHPnDhMnTmTv3r2Ul5fj5eXF0aNHsbOz46mnnmLZsmXMnj2bTZs2kZSURH5+Punp6bRv317lUqnLpL3mwsPDWbx4MRMnTkSr1dYa++XChQsMHjyYDh060Lt3b9LS0pR5BoOBkJAQtFotWq2WmJgYZV7nzp2ZNm0a58+fR6PRoNFomDZtGnB3ILOwsDBcXFxwcnIiOjpaeSPB/v37sbb+//PuunXr8PLyUj7v378fR0dH9u3bh7+/P3Z2dsybNw+AlJQUAgIC0Gq1uLi48PHHHyvrrV69ml69erFkyRK6dOmCt7c3x48fB+4mII1GQ3Z2NnFxcUq82dnZTXeQRZOys7PDyclJ+QFqfW6OH1dXVwIDA+s8SGtjY0NgYCCurq7NHtPvf9pqs1xVVRWRkZGEhoZSUFBAUlISUVFRSi36yy+/JDs7m+zsbIqLi9m0aZPyd6yursZgMDBv3jzGjRvH/PnzadeuHWfOnFGzSGbB5N23ly1bRnh4ONevX681HPirr77KkCFDKCoqYvLkyYwZM0ZJGu+//z79+vXj+vXrFBQUMHv2bGW9vLw8VqxYgbe3N0VFRRQVFbFixQrg7tXiggULyMvL48SJE2zbto29e/c2ONaKigqWLFnCvn37+Pzzz5XE5eTkxFdffcWNGzf45JNPSExMpLS0VFnv119/JS8vj5ycHPr27UtSUhIACQkJFBUV8fTTT7Ny5Uol3qeffvrxD6hoE0aOHEn//v2xsbHB1tYWGxsbpdecUE9GRgY5OTnMmTMHa2trhg0bRlBQEBs3bgRAq9WSmZlJcnIypaWl9OjRQ+nlWFlZydy5c3F0dCQ0NJSgoCDs7e0pKytTs0hmweRNc+PHj1dqNAaDAYBjx45x9uxZDh8+jKWlJbGxsbz99ttkZmbi7++PVqslNTWVPXv2MHjwYJ599tkG7Uun06HT6YC7bdhubm4UFBQ0ONaqqirWr1+PRqNhwoQJyvS+ffsqvwcHB1NVVcX169eVYaadnZ35+OOPsbS0JCAggH379jV4n6LlcXNzo6SkpM50BwcH8vPzm2QfVlZWREVFERkZSXFxMU5OTm26Ocxc5Obm4uLiUutv4enpSW5uLgBjx47lxo0b6PV6pk+fTnx8PAsWLFCSkUajqfWvuMvkNSKtVltnWlZWFnfu3KFTp05oNBrc3d2xtbWlqKgIgCVLljBo0CAmTJiAl5cXGzZsaNC+KioqSExMpGvXrjg5OZGTk1PvTd8HsbCweOAXJDc3lwkTJuDp6anc57l/u3Z2dlhaWirbqKmpafA+RcvzoCT0sOlPwtbWFldXV0lCZsLd3Z3CwkIqKiqUaTk5OcpFKcDUqVM5e/YsKSkprFy5kl27dqkRaouiSmcFnU6Hg4ODknh+z8HBgaSkJPR6PWvWrCEmJobhw4crbfb1vYTygw8+YO/evezcuRMfHx+8vb2VeRYWFrWSR2O65I4ePZqAgABOnjxJSUlJre02hLw0s2mUlJSY5GT/KHl5eSZZ1lQcHBxwcHBQO4xWKTAwEA8PD/R6PYmJiaSkpJCens6qVasA2LVrF35+fvj6+uLs7Iy1tbXUfhpAlUQUGBiITqdjzpw5/P3vf6d9+/acO3dO6QywefNmIiIi6NSpE66urkqPk3t0Oh0FBQVkZWXh4+PDzZs36dChAwaDAX9/f3x8fDh48CDXrl1TEo6rqys1NTWkpaVhZWWl3MdpCIPBwKRJk9BoNErtrLi4GA8Pjwatr9PpOHr0KK+99hqVlZVYWFjQrl27RhwxAXD69OlanVqay5o1a0yyrKmEhIQQEhKidhitkrW1NTt27CAuLo6lS5ei0+lITk7G19cXgHPnzjF9+nQKCwtxcnJi1qxZBAcHqxy1+bMwNqbtqpHCw8OJiIhgzpw5deZduHCBv/zlL2RkZFBeXk63bt1Yt24d3bp1Y+LEiezcuZPS0lI8PT1ZsmQJQ4cOVdY1Go28+eabbNu2DQsLC4YOHcqGDRs4ceIEEyZMoLCwkIiICPr168c//vEP1q1bx/Dhw/nzn//Mhg0bCAwMZMSIESxdupQLFy4Ad3vNRURE1HmIEO6eXN59911sbW2JjY3lypUr/Otf/+Knn37i+++/Z+HChWRmZgKwcOFC9uzZw/79+5X1Dx48SFxcHLm5uTg4OLBt2zb69evX4ONYXFwstSrUqRFFR0ezZcuWWtPunXQe5PfPIKlBakRNp613q24uJk1EomlIIlLPwIEDOXjwYK1pD3uY9Pbt26YOSTQjSUTNQ96+LUQj1VfbkFqIEI+nRb5ZQQg1NVUXbSHEXVIjEkIIoSpJREIIIVQliUgIIYSq5B5RC2BlZVVrgDTRvOTYC2FakohaAOmNpa57b/QQQpiGNM0JIYRQlSQiIYQQqpJEJMT/U1ZWRn5+vowPI0Qzk3tEos2rrq5my5YtpKWlYWlpSU1NDSEhIURHR6sdmhBtgiQi0eZt2bKFw4cP1+odd/jwYRUjEqJtMVkiWr16NatXr671FuqmMG/ePA4dOsSePXuadLuieZWVlZlFE1h5eTmHDh2q89b1iooKZciJ+sbNai52dnbY2dmpGoMQpiQ1IqGKixcvcu7cObXDoKSkpN5RfO+NtJuamtqcIdXRrVs3/P39VY1BCFOSRCRU8cwzz+Dm5qZ2GEqN6EHuDf8+YMCA5gypDqkNmReDwcCUKVM4ffo0Op0OvV5PZGQkAHfu3GHixIns3buX8vJyvLy8OHr0qDK457Jly5g9ezabNm0iKSmJ/Px80tPT2/xwEybvNafX6+ncuTPe3t4cP35cmT5+/Hi6dOmCo6MjgYGBXLx4EYDu3btz5MgRALZu3crly5cB6N27d50mkry8PJ5++ulazXQpKSn06NEDjUbDyy+/rKwPd5v1RowYwbJly9DpdFhZWSlNhwaDgZCQELRaLVqtlpiYGFMcDvH/2NnZodFoVP9xc3MjNDS0zoi57dq1U0Y5VTtGSUTmo6qqisjISEJDQykoKCApKYmoqChlQMQvv/yS7OxssrOzKS4uZtOmTcpYYtXV1RgMBubNm8e4ceOYP38+7dq148yZM2oWySyYNBEdOXKE8vJycnNz6dOnT63huaOiojh//jx5eXmUlZXx2WefAdCjRw8MBgNXr15l3LhxbN26lerqakpLS9HcN/Z7ZWUlo0ePJj4+noiICAAKCgoYM2YM//3f/83Vq1fp2LEjCQkJtWJKS0sjKyuLzMxM3nzzTeWq9/3336dfv35cv36dgoICZs+ebcpDI8xIdHQ0wcHB2NjYYGtri42NDcHBwdJrTtSRkZFBTk4Oc+bMwdrammHDhhEUFMTGjRsB0Gq1ZGZmkpycTGlpKT169MDKygq4e86aO3cujo6OhIaGEhQUhL29vVncK1WbSZvm/Pz8+OCDD4C7NZp9+/Yp80aNGqX8HhAQQEFBAXA3Ef3yyy84OTkxevRojh49yssvv0y3bt1qbTs+Ph4PDw9mzZqlTFuzZg2BgYEMHDgQgNdff5233nqr1nre3t4sW7YMgM8//1yZrtVqSU1NZc+ePQwePJhnn322KQ5Bm9KhQwdu3bpVZ7qjoyM3b95UIaKGsbKyYty4cfzpT3+iuLgYJycnqYWIB8rNzcXFxQVbW1tlmqenJ7m5uQCMHTuWGzduoNfrmT59OvHx8SxYsEBJRvcupu+/qBYmrhHdP6SyhYWFcvMX7iaNPn36oNVq2bRpk3LDuGfPnhgMBtLS0oiPj+f06dOcPXuW3r17K+sWFBSwbt06+vfvX2t/WVlZpKSkKE0aY8eO5c6dO7WW0Wq1D4x1yZIlDBo0iAkTJuDl5cWGDRueuPxtzYOS0MOmmxs7Ozvc3NwkCYl6ubu7U1hYSEVFhTItJycHd3d35fPUqVM5e/YsKSkprFy5kl27dqkRaouiSmeFXbt2kZCQwPbt2wkKCqpVa7nXNFdSUsLixYtp3749hw4dol+/fsoyrq6uzJs3j7Fjx9K7d28GDRoEgE6nY+jQoWzfvr3RMTk4OJCUlIRer2fNmjXExMQwfPjwFvXCy1u3bpntSf/+e3VqcXR0xNHRUe0wRAsWGBiIh4cHer2exMREUlJSSE9PZ9WqVcDdc5ufnx++vr44OztjbW0ttZ8GUCURGQwGnJ2d6du3L9nZ2Zw8eVJpevP39+f8+fN4e3tjZWXFH//4R9avX1+niW3UqFH8/e9/Z8yYMfz444/4+Pjw2muv8fHHH/P111/z7//+7wD8+OOPBAYGPjKmzZs3ExERQadOnXB1dVV6ubQkx48fb/LntprKvXuAagoPDyc8PFztMEQLZm1tzY4dO4iLi2Pp0qXodDqSk5Px9fUF4Ny5c0yfPp3CwkKcnJyYNWsWwcHBKkdt/lRJRG+88QbffvstXbp0oVevXrz33nskJCSQmJjIokWL8PDwUGpA/fv3Z9WqVXXuEQF88MEH/PTTT7zyyiukp6fj4+PD9u3bee+995g0aRIWFhb069ePnTt3PjKmnTt3kpCQQGlpKZ6enmzdurVOTypz16dPnwcep+Yyf/78eudNnjy5GSN5MKkNiabg7+9f7wVffHw88fHxD5x37/ZDbGwssbGxAGZ74djcLIz1Pc0nRCNZWFjUO6+lfs369u3LsWPH1A5DiFZN3r4tmkx9NQ6piQghHkberCCajDl30RZCmC+pEQkhhFCVJCIhhBCqkkQkhBBCVdJrrgV4+eWXuXr1qtphPFBhYSEuLi5qh2Eyrb180PrL+CTlc3Z2btDjH+LJSCIST6S1d29u7eWD1l/G1l6+1kCa5oQQQqhKEpEQQghVSSIST8QcXt1jSq29fND6y9jay9cayD0iIYQQqpIakRBCCFVJIhKNcv36dV566SW6du3KSy+9xI0bN+osc+nSJV588UW6d+9Oz549lRFxzdnOnTvx9/fHz88PvV5fZ77RaGTGjBn4+fkREBDAiRMnVIjy8T2qfOvXrycgIICAgACCg4M5ffq0ClE+vkeV754ff/wRKysrtm7d2ozRiUcyCtEIs2bNMi5evNhoNBqNixcvNr777rt1lrl8+bLx+PHjRqPRaLx586axa9euxp9++qlZ42yMqqoqo4+Pj/G3334zlpeXGwMCAurE+9133xlffvllY01NjTE9Pd34xz/+UaVoG68h5UtLSzNev37daDQajd9//32rK9+95V588UXjsGHDjMnJySpEKuojNSLRKNu2bSMmJgaAmJgYvvnmmzrLdOnShRdeeAG4++bt7t27k5ub25xhNsrRo0fx8/PDx8eHdu3aMXbsWLZt21ZrmW3btvHGG29gYWFBYGAgRUVFXLlyRaWIG6ch5QsODkar1QJ3RyHNyclRI9TH0pDyAfzzn/8kKioKV1dXFaIUDyOJSDRKfn4+Xbp0Ae4mnIKCgocuf+HCBU6ePEn//v2bI7zHkpubi6enp/LZw8OjTuJsyDLmqrGxf/HFFwwbNqw5QmsSDf37/etf/2LKlCnNHZ5oABkGQtQRERFBXl5enemLFi1q1HZKSkqIiopi6dKldOjQoanCa3LGB3Qc/f0gfw1Zxlw1JvZ9+/bxxRdfcOjQIVOH1WQaUr6EhAQ++ugjrKysmiss0QiSiEQde/bsqXeem5sbV65coUuXLly5cqXeZo7KykqioqIYP348o0aNMlWoTcLDw4NLly4pn3NyctDpdI1exlw1NPYzZ84wadIk/vd//5dOnTo1Z4hPpCHlO3bsGGPHjgXg6tWrfP/991hbWzNy5MjmDFXUR91bVKKl+Y//+I9anRVmzZpVZ5mamhrjhAkTjH/5y1+aObrHU1lZafT29jZmZWUpN7v/7//+r9YyO3bsqNVZoV+/fipF23gNKd/FixeNvr6+xrS0NJWifHwNKd/9YmJipLOCmZFEJBrl6tWrxkGDBhn9/PyMgwYNMl67ds1oNBqNubm5xmHDhhmNRqMxNTXVCBh79epl7N27t7F3797G7777Ts2wH+m7774zdu3a1ejj42NcuHCh0Wg0Gj/99FPjp59+ajQa7ybXadOmGX18fIzPPfec8ccff1Qz3EZ7VPneeusto0ajUf5effr0UTPcRntU+e4nicj8yJsVhBBCqEp6zQkhhFCVJCIhhBCqkkQkhBBCVZKIhBBCqEoSkRBCCFVJIhJCCKEqSURCCCFUJa/4EXXU1NSQk5PD7du31Q5FCIW9vT0eHh5YWsr1c2sjD7SKOgoKCigvL8fd3V3+0wuzUFNTQ25uLra2tjKMQyskZxlRR1FREW5ubpKEhNmwtLTEzc2N4uJitUMRJiBnGlFHdXU1NjY2aochRC02NjZUVVWpHYYwAUlE4oFaylg7ou2Q72TrJYlICCGEqiQRCZPp3LkzFhYW9f507txZlbgKCgoYN24cOp0OJycnQkJCOHLkiCqxNLWysjK2b9/OzJkziYuLY+bMmWzfvp2ysrJmjSMjI4OXXnqJjh074uLiwpgxY7hy5UqzxiBaDklEwmTy8/OfaL6plJSU0K9fP44fP87169eJiYlh+PDhlJSUqBJPUykrK+Ojjz5i9+7dSllKSkrYvXs3H330UbMmoxs3bjB58mQuXLjAxYsXcXR0ZOLEic22f9GySCISrcr//M//MGLECOWzn58f0dHRymdPT09u3rzJO++8Q5cuXbCysmLy5MlUVFRgMBgAWL16NSEhIcTHx+Pk5MSzzz5LSkpKs5elsXbv3k1hYSGVlZW1pldWVlJYWMju3bubfJ9eXl4sXryYHj16oNVqmThxImVlZQwbNowxY8bQoUMH2rdvz9tvv01aWhoA58+fR6PRUFNTA8CkSZNqdcl+/fXXWbp0aZPHKsyXPNAqHiohIYFTp06ZbPvh4eGNXuf555+v90QVFhbGX//6V2pqasjPz6eyslI5AWZlZVFSUkJAQECtdU6dOkVFRQV+fn7KtCNHjjB69GiuXr3K119/zahRozh//jwdO3ZsdLyNsXnzZnJych5r3czMTOXk/nuVlZXs3LmTX3/9tdHb9fDw4NVXX613/vr169m1axf29vaMGDGChQsXsnDhwlrLHDx4kJ49ewLg7e1Nhw4dOHnyJH369CE1NRUHBwd+/vlnunfvzsGDB5k5c2aj4xQtl9SIRKvi4+ODo6Mjp06d4sCBAwwdOhR3d3d++eUXDhw4wIABA2o9H3Xz5k0mTJjABx98gJOTkzLd1dWVhIQEbGxsePXVV/H39+e7775To0gNVl8Suqe6utok+3377bfx9PSkY8eOJCYmsnHjxlrzz5w5wz/+8Q+SkpKUaWFhYRw4cIC8vDwARo8ezYEDBzh//jw3b96kd+/eJolVmCepEYmHepImkoZ0t92/f/9jb78+YWFh7N+/n8zMTMLCwtBoNBw4cID09HTCwsKU5UpLSxkxYgSBgYHMnj271jbc3d1rxf/MM89w+fLlJo/19x5W83iUmTNnPvQ+l4ODg0lqGp6ensrvvz9OmZmZDBs2jGXLljFgwABlelhYGNu3b8fDw4OBAwcSHh7O2rVrsbOzq3OxIFo/+WuLVudeIkpNTSUsLEy5+j5w4ICSiMrLyxk5ciTu7u6sXLmyzjZyc3O5/+1X2dnZ6HS6ZivD4wgLC6v3QWQbG5taSbgpXbp0Sfn9/uN08eJFIiIimDt3LhMmTKgTa2pqKvv37ycsLIzQ0FDS0tJq/Y1E2yGJSLQ6YWFh7Nu3j9LSUjw8PBgwYAA7d+7k2rVr/OEPf6CyspLRo0fz1FNPsWbNmgdefRcUFLB8+XIqKytJTk7m559/5t/+7d9UKE3DDRkyBBcXlzrJyMbGBhcXF4YMGWKS/f7Xf/0XOTk5XL9+nQ8//JBXX32V3NxcBg0axPTp05kyZUqddbp27cpTTz3FunXrGDhwIB06dMDNzY2vvvpKElEbJIlImIybm9sTzX9c3bp1w8HBQWkK6tChAz4+PoSEhGBlZcXhw4fZsWMHu3fvRqPR4ODggIODA6mpqco2+vfvz6+//oqzszOJiYls3bqVTp06mSTepmJnZ8ff/vY3hgwZgoODAxYWFjg4ODBkyBD+9re/YWdnZ5L9vvbaawwZMgQfHx98fHyYM2cOq1atIisri/nz5yvH18HBodZ6YWFhdOrUiaefflr5bDQa+cMf/mCSOIX5krdvizru9V5qq1avXs2qVas4dOiQ2qGYPS8vL1atWkVERESz7K+tfzdbK6kRCSGEUJUkIiGEEKqSpjlRhzR/CHMl383WSWpEQgghVCWJSDyQVJSFuZHvZOsliUjUYWVlVefFmUKorbKyEmtreRlMaySJSNSh0WjIz89/5LvLhGgu915ie//7AEXrIZ0VRB01NTXk5ORw+/ZttUMRQmFvb4+Hh4e8h64VkkQkhBBCVXJpIYQQQlWSiIQQQqhKEpEQQghVSSISQgihKklEQgghVPX/AQi8yoT2AMTWAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# With groups\n",
+ "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n",
+ " groupvar=\"group\",\n",
+ " rightannote=[\"source\"],\n",
+ " right_annoteheaders=[\"Data source\"],\n",
+ " variable_header=\"Covariate\",\n",
+ " table=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "e6dd02bd",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:32.180084Z",
+ "start_time": "2023-03-21T02:22:31.915447Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaIAAAHwCAYAAADkTWuTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACsGElEQVR4nOzdeVxU5f4H8M8wwIwMwzCyKYKsuSclGIioKJjXXDJJUgol3Hek600CBaIUhUq9pbkvISpmV01LbwImIGCumSimgLLIprIKw/b8/uDnuU4sojEckO/79ZqXzHnmOed7zoznO89znjmPgDHGQAghhPBEje8ACCGEdG6UiAghhPCKEhEhhBBeUSIihBDCK0pEhBBCeKXeVIFAIGjLOMhf0GBGQtoXOie2jsbObdQiIoQQwisB/Y6IEEIIn6hFRAghhFeUiAghhPCKEhEhhBBeUSIihBDCK0pEhBBCeEWJiBBCCK8oERFCCOFVh01EZ86cgUAgQFBQEN+hEEI6iaCgIAgEAggEAqipqaFHjx745JNPUFdX16L6GRkZCAoKwpkzZ1QbaAfzzERUXFyMpUuXwtzcHGKxGDKZDCNHjmyL2JolFothZmYGXV3d56oXFBSE3bt3qyQmQkjn8MUXX2DLli0QCARYs2YNduzY0aJ6GRkZCA4OpkT0V6wZ1dXVzM7OjgFg3t7e7MSJEywiIoItWbKkuWrtGgA2YsQIvsMghHRAgYGBDACLjY1ljDEWGxvLADAHBwfGGGMbNmxg1tbWTCQSMVNTU7Zo0SJWXV3NGGNsxowZDIDSw8zMjDHGWHZ2NnvzzTeZrq4uk0gk7I033mAJCQktiik/P5+5ubkxHR0dpqmpySwtLdmff/7JGGOsqKiILViwgHXv3p3p6ekxDw8PlpOT0+i+PIkvPT2dMcbYiBEjmEgkYrt372ZmZmZMIBCwwMBAxlh9bvj8889Znz59mEgkYnK5nHl6ejLGGKurq2Pr1q1jZmZmTEdHh7377rvswYMHze5Ds4lo9+7dDAC3gb9KTU1l48ePZzKZjJmZmbGAgABWWVnJSkpKWJcuXVj//v2VXm9pacl27tz5zIPe3AFYunSp0hv5ZDljjEVHRzM7OzumpaXF9PX12bhx49j9+/cZY4zt2rWrwYfg6YN+8+ZN9uabbzKJRMKsra3ZgQMHmj1whJDO568n77q6OiaRSJiBgQFjjLGPPvqIffXVV+zEiRPszTffZADY999/zxhj7MaNG+yrr75iANiMGTNYbGwsS0xMZIwxdu3aNTZ9+nR2+PBhtnXrVqahocEGDBjQopgmTZrEBAIB27p1Kzt+/Dj77LPPWEZGhlJZeHg42759O+vSpQuzs7NjNTU1LUpEAoGAmZiYsO3bt7MxY8Zw59uPP/6YAWATJkxgP/74Iztw4ABbt24dY4yxL7/8kgFgCxcuZN9//z3r1q0bmzZtWrP70Gwi8vDwYADY6dOnG5SVlJSwnj17MgMDA7Z//34usGXLljHGGHvvvfcYAHb58mXGGGPx8fGsS5curLi4+JkHvbkD8Oeff7LY2FjuDX06Ee3atYv5+fmx48ePM19fXwaALVq0iDHG2P3797lvLzY2Niw2NpbFxsayiooKVlpaynr06MF69OjBDh06xObNm8fU1NRYSkpKswePENK5/PXkzRhjJiYmTENDQ+l1dXV17Mcff2QA2Oeff84tf3IOevq89VdVVVXM3t6eaWpqtiimd955hwFg77//Prtw4QK3PDc3lwFgw4cP55Z5enoyACw5OblFiQgA++OPPxhjjG3ZsoUdPnyYS77dunVjCoWiQTyvvPIKk8vlrKysjFVUVLDFixczDQ0NVlNT0+Q+NJuInmT01NTUBmUHDhxgANiqVau4ZT179mRaWlqsrq6OHTt2jAFg//znPxljjM2dO5e99957DdbT2EFv6gA87VlvaElJCQPARo8erbzDjXTN7du3jwFg69atYxUVFSwvL48BYJ9++mnTB4cQ0uk0lohkMhnr3r07Y4yxrVu3MktLS6amptZor01T562cnBw2YcIEJpFIlHpsWiI/P59NmzaNCYVC7vyWmZnJkpOTGQCl1oifnx8DwKKiolqciBrb3tPdkX+lqanZaO9TVlZWk/vQ7GAFQ0NDAEBWVlaDsrt37wIAevTowS3r0aMHHj9+jMLCQvzjH/+Anp4e9u/fj8rKShw6dAienp4AgPv372PixInQ1taGpqYmkpOTUVVV1WAb/fv3BwDMmTMHkydPbi5UAMC5c+fwxhtvQFNTEzo6OgDQ6Hqb2pd//etf6NKlC4yMjAAA9+7de2ZdQkjn9ccff6C4uBj29vZIS0vD3Llz0bVrV5w4cQLffPNNg9erqdWfcmtra5WWr1ixAj/++COCgoIQFxeH119/vcUxGBgYIDIyEhkZGfDw8MCvv/6K4OBgmJmZAQBycnK412ZnZwMAzMzMuFiqq6tRW1uLW7dutWh7+vr60NbWxvXr11FcXNygvGfPntDQ0MCvv/6KxMRE7qGvr9/kOptNRGPGjAEAbNmypUFZYzuZk5MDiUQCfX19aGhoYMqUKcjOzsby5cshFAq59f2dg96cadOm4fbt24iIiMC5c+cafY1AIGjwIejZsycAwNvbW+nArVixolXiIoS8XK5cuYI9e/Zg8uTJEAgE8PHxgUKhAGMMmpqaqKysxLFjxwAAKSkp3BdiExMTAMAPP/yA48eP49tvvwUAVFZWAgC6dOmCCxcu4M6dOwCAy5cvPzOWpUuXYvv27fj999+hqakJAOjatSuMjIwwadIkxMXF4auvvsLOnTvx/fff44033oCtrS1MTU0B1J+PR44ciT/++KNF+y4QCLBkyRKUlpZi9OjR2L9/P37++Wfs2bMHALBo0SJUV1dj7dq1yMvLQ15eHo4fP46SkpKmV9pck6+6uprZ29tzzbsjR46wiIgINmfOHO4akZGRETtw4ADX5Pvoo4+4+nFxcVyzbPHixdxyd3d3BoB9/fXX7KuvvmI6OjoMALt06VKzTcKnNdbENTQ0ZPr6+uzw4cNs2bJlDADr1asXy83N5V5jamrKJBIJi4iIYPv372d37txhpaWlzMTEhOno6LD169ezkydPsu3bt7OdO3c2GwMhpHN50p0FgInFYjZgwAClgU2BgYFMV1eXmZmZsa1bt7JevXqxrl27ssLCQu41YWFhrFu3bkwkEnHXxm/evMlsbW2ZtrY2mzp1KluxYgXT0tJi/v7+z4zpvffeY1KplAFgXbt2ZTNnzmSlpaWMsf+NmuvWrRvT09Nj77//PjeAq6ysjI0aNYp16dKFvfvuuy3ummOsPjd88cUXrG/fvkwkEjGpVMpdeqmrq2NffPEFs7a2ZhoaGkxfX5+NHDlS6Rj81TM7IUtLS5mPjw/r0aMH09TUZGZmZmz27NmMsfpRc+PGjWMymYz17NmTrVy5UuniVV1dHTMzM+Mujj3xrIP+oonoyJEjrGfPnqxr164sKCiIjR8/nkkkEnbixAnuNadOnWJ9+vRhGhoazMzMjF25coUxxtitW7fYuHHjmFQqZV26dGG9e/dm//73v591eAghhPxNNEMrIYQQXnXYW/wQQgh5OVAiIoQQwitKRIQQQnil3lRBbW0tioqK2jAU8jRdXV0IhUK+wyCE/D86J7aOxs5tTSaioqIifP311yoPijRu0aJF0NPT4zsMQsj/o3Ni62js3NbkqDnK/vyiFlH7sGXLFsydO5fvMEg7QOfE1tHYuY2GbxPSDDs7O1y4cIHvMAh5qdFgBUIIIbyiREQIIYRXlIgIIYTwihIRIYQQXlEiIoQQwitKRIQQQnhFiYgQQgivKBERQgjhVYsSUVZWFmbMmAEzMzOIxWL07dsXv/32Gx48eIC5c+fC3NwcUqkUQ4cORVxcHFfP2dkZAoEAfn5+GD58OLS0tDB06FDcvXsXAFBVVYXZs2ejW7duEIlEMDU1xcSJEwEAGRkZEAgEEAgE3Pq8vLwgEAgQFBQEALh06RKGDRsGHR0daGtrY8CAAdi8eXNrHRtCCCFt4JmJ6PHjxxg1ahT27t0LsVgMT09PyOVy5OTk4O2338bWrVvRs2dPTJw4Eb///jvefPNNpKamKq1j3bp1MDU1hb6+Ps6dO4eAgAAAwN69e7F9+3bo6+tj5syZsLW1RUJCQouDX7JkCeLj4/Hmm29i2rRpkMvluHjx4nMeAkIIIXxq8qanT/z000/4888/0b17d1y+fBlaWloAgN9++w0JCQmQSqUYNGgQAOCVV17B5cuXsWvXLoSGhnLrmDdvHr755hvs2rUL3t7euHz5MgCguroaAPDqq6/i/fffR79+/aCjo9Pi4J/Uf+utt/DGG2+gd+/eUFOj3kZCCOlInnnWTk9PB1CfLJ4kIaC+6wwASktLsWHDBmzYsIFLMLdv31Zax+uvvw6g/mZ3AFBWVgYAmD59Otzd3XH06FE4OTlBT08PY8eORXl5eaOx1NbWKj3/8ssvMXDgQMyaNQuvvvoqunbtio0bNz5rlwghhLQjz0xEFhYWAIBr166hoqKCW25ubg4AMDY2RmVlJRhjYIzh8ePHDW6Vrq5e3/B6+nrPk+UHDx5ESUkJbty4AVdXV/zyyy/44YcfIJFIuNeVlJQAAP744w+l+nZ2drh69SoePXqEM2fOoLq6GitWrEBNTU1L958QQgjPntk199Zbb+GVV17Bn3/+iddffx0jRozAzZs34evriyFDhiAxMRGDBw+Go6MjcnNz8euvv+Krr76Cl5fXMze+f/9+rF27FnZ2dtDW1sa1a9cA1LecDAwMYGJigqysLHzwwQcQi8W4cuWKUv0JEyagtrYWVlZWKC4uhkKhgJ6eHk2fQAghHcgzW0RaWlqIjo6Gp6cnHj9+jD179iA/Px/GxsY4evQo5s2bh5KSEuzevRuXL1/GW2+9BQcHhxZtvHfv3tDX18dPP/2EHTt2QFNTEwEBARg/fjwAYMeOHbC0tERcXBzU1NTw9ttvK9V3dnZGTk4O9u3bhxMnTmDw4ME4ePBgg5YXIYSQ9ovmIyKkGTQfESGqR0PMCCGE8IoSESGEEF5RIiKEEMIrSkSEEEJ4RYmIEEIIrygREUII4RUlIkIIIbyiREQIIYRXlIgIIYTwihIRIe1cZWUl8vLyUFlZyXcohKjEM296SgjhR21tLaKiopCQkAA1NTXU1dVh6NChcHd3pxv7kpcKtYgIaaeioqJw7tw5VFdXQ6FQoLq6GufOnUNUVBTfoZG/4dGjR9i9ezeKi4v5DqXdaJctInNzc+zevRvOzs5NvsbLywtnzpzhJugjpDVUVlY26AIrKipq8zgUCgXi4+MbzK1VVVWFhIQEjBo1CiKRqM3jekIsFkMsFvO2fT4FBwdjx44dKCoqgo2NDaKiotC9e3cA9a1YHx8fREREQCKRYPXq1Zg+fTqA+lmtV61ahWvXriE7Oxuurq6QyWTceoOCghAaGsod12XLliEwMLDtd5AH7TIRtUT37t1hZWXFdxjkJXP37l3cunVLaVlcXFybx1FWVoamboxfV1eHmJgYaGtrt3FU/9OrVy/07t2bt+3zyc7ODj4+PtDS0oK3tzfc3d25z8jmzZuRnJyM9PR03L17Fy4uLnjjjTfQp08f6Onp4ZtvvoGamho34ehfrVixAkFBQW24N+1Dh01Ea9as4TsE8hIyMzODkZGR0rJhw4a1eRxPWkSNUVNTaxctos5q3Lhx3N8eHh5wd3fnnm/duhXBwcHQ1dWFrq4u3N3dsX37doSHh8PS0hIAVNKLc/ToUQQFBSE9PR0ikQi+vr74+OOPAQDR0dFYvHgxcnJy4ODggJ07d8LY2BgZGRmwsLBAZGQkQkJCkJubi7CwMMycORMAkJqaCm9vb6SkpAAAJk6ciD179gConwvO1dUVAQEBAABra2sEBARwE6KGhIRg8+bNKCsrg56eHg4cOAB7e/umd4CpSGBgIPP09GQfffQRk8vl7PXXX2cpKSlc+YMHD5iXlxfr3r07k8lk7NVXX2X5+fmMMcbMzMzYtm3b2LBhw5iOjg6bPXs2V8/Z2ZnJZDImEomYi4uL0jZ37drFBgwYwMLCwli3bt2Yubk5u3DhAleenp7ORo0axaRSKRs4cCCLj4/nym7evMkcHR2Zrq4u09XVZdOnT1da95dffsmMjY2Zvr4+W7BgAauqqmrV40XaJ1tbW962HRkZyRYtWsTmzJnDPRYtWsQiIyN5i4koCwwMZKNHj2aMMaZQKJhAIGA3b97kyjdu3MicnZ2V6qSnpzMALDMzU2l5cHAw09LSYq+99hr77rvvWhxDcnIy09TUZIcPH2Y1NTWspKSEXb9+nTHGWF5eHpPL5ezXX39l1dXVbNq0aWzKlClKcYwZM4YVFRWxf//738zIyIhbr7u7O1u6dCmrq6tjVVVV7MaNG1zZiBEjWEhICPfcysqK7dq1izHGWEpKCpNIJNz+ZWdns8LCwmb3QaWDFU6cOIEBAwagoKAADg4OmDdvHlfm6emJ7OxsXLlyBY8ePcL+/fshkUi48q+++gq7du1CXFwctm3bhps3bwIAYmNjUVRUhBUrVjS6zT///BO5ubnIysqCnZ0dwsLCuLL33nsPb775JoqKijBnzhxMmTIFtbW1AIBVq1Zh8ODBePjwIfLz8+Hn58fV++mnn/D1118jOTkZN2/eRHR0NLZt29aqx6oz09HRgUAgaPDQ0dHhOzReubu7w9HRERoaGhCJRNDQ0ICjo6PSN3DCnwsXLmDXrl34+uuvAQAPHjwAYwxaWlrcayQSCQoKClq0vlWrVuHhw4dYvXo1FixYgBMnTrSo3o4dO/DOO+9g8uTJEAqFkEql6NevHwBg7969cHBwwPDhw6Guro4PPvigQVfzxo0bIZPJYGNjg/z8fG65XC5HXFwcTp8+DaFQiD59+rQoHm1tbVRVVWHXrl24f/8+jI2Noaen12wdlSYiZ2dneHl5QSgUwtvbG3FxcaiqqsL9+/fx008/YePGjTA0NIRAIED//v2V3sBPP/0UVlZWGDhwINTU1JQOUHP09fWxbt06CIVCDBw4kKt34cIFpKSk4J///CfU1NTg5eWF+/fv4/bt2wCaP+ibNm3C3LlzYWJiAj09PUycOJGX6wYvq9LS0uda3lkIhUJMmzYN4eHh8Pf3R3h4OKZNm0ZDt9uBGzduwMPDA8eOHUOvXr0A1J97BAIBysvLudeVl5fDwMCgxesViUQYO3YsZsyYgcjIyBbVyczMhLW1daNlaWlpiI6O5roKp06disePHyu95sl5VyAQKF2XDA8Px6hRo+Dp6Qlzc/MWx2Nqaoqff/4ZMTExMDMzw5QpU1BYWNhsHZVeI9LQ0OD+1tHRAWMMZWVlyMzMBIBmBxs83ToSCASoq6tr0TbFYjHU1NQa1EtLS8Pjx4+VMrNIJOJGRIWHhyM4OBienp7Q1NREaGgoPDw8uLqxsbFYvXo1AKCmpgYjR45sUTztXWlpabs+4efk5PAdAnJyciCVSiGVSnnZfmceodYeFRYWYsKECdi9ezdsbGy45RoaGhgwYABu3LjBfZG9ceMGBg0a9NzbEAqFUCgULXqtqalpgwE2TxgbG2PMmDE4duzYc8egra2NsLAwhIaGYu/evZgxYwbGjRsHmUymlLRqamqUki8AuLi4wMXFBZmZmXB3d8e6deuwbt26JrfVZoMVMjMzIZVK0bVrV5iamgKo70Z70oRUNWNjY2hrazc5FLe5g25sbIxZs2bB19e3TWJtSxcvXsSZM2f4DqNJW7du5TsEbN26Fc7Ozs3+nIB0HkuXLoWLiwucnJwalM2bNw9r1qzByJEjcffuXURFRbW49yQ1NRWWlpbIyMhAZGQkvvzyyxbV8/b2hpOTEyIiIvDee++BMYY///wT/fv3h4eHB9atW4cffvgBb7/9NoD6YeQODg7PXO/Bgwfh6uoKPT09GBoaQiwWo0uXLgAAQ0NDJCcn4+HDh/Dz81P6MnvlyhVUVVXB1tYWurq60NLSgq6ubrPbUmkiOnv2LJKSkmBjY4OwsDB4enoCqB96/dZbb2HBggXYu3cvevbsiXv37kEikTyzL/FFOTg4wNjYGAEBAfjkk0+gpaWFW7duQS6Xw8DAoNmD7uXlhVWrVsHFxQU2NjYoLy9HamrqC33TaW9sbW25rgW+BAcHN1k2Z86cNoykoePHj2POnDm8tYZI+xMZGYkuXbrg4MGDAICePXvi999/B1CfiG7evAkLCwtIJBJ88cUX6Nu3L4D6od1+fn5cL03//v0hEAgQFhaG2bNnY+vWrdixYwe0tbXx0Ucf4YMPPmhRPPb29jh8+DCCg4OxaNEiiEQiTJ8+HWFhYbC0tMSxY8ewYsUKzJo1CwKBAIMHD8bJkyefud6TJ0/Cx8cHFRUVMDU1xffffw9NTU0AwPLly/Huu++iT58+CAwMREJCAlevqKgIvr6+SEtLg0gkwltvvYVly5Y1v7EWD814ToGBgezNN99kw4cPZ1KplLm7u7OysjKu/OHDh8zb25v16NGDyWQyNmDAAG6kh5mZGfv555+51wqFQhYbG9tg/Y2NmrOysuKeh4SEsBEjRnDP09PT2cSJE5mhoSGTyWRs8ODBLDU1lTHGmJeXF+vWrRsXy8mTJ5XW/c0337A+ffowmUzGjI2NWUBAwN86PuR/ADT54Bufo+YI6SwEjDXxq7m/KSgoCBkZGdi9e7cqVk9eIjo6Oo1ep5JKpSgpKeEhov+xs7PDhQsXeI2BkJddh/1BK3l58J1sCCH8UlmLiJCXAbWICFE9uvs2IYQQXlEiIoQQwiu6RtQBlJWVcbciIm2P5o3pvJ6epoGoDiWiDqC2tlbpLhWkbdGxJ0S1qGuOEEIIrygREUII4RUlItIuKRQK5Ofnt/jGj4SQjouuEZF2pba2FkeOHEFycjLU1NRQV1cHe3t7TJo0iaY/IOQlRS0i0q48SULV1dVQKBSorq5GcnIyjhw5wndohLSKR48eYffu3TQa8ymdpkX0ZH72Z91IwtzcHM7Ozp3uHnmVlZW8d4MpFAokJSWhpqZGaXl1dTWSkpIwbNgwiESiNo/r6ROGSCSiuYE6ueDgYOzYsQNFRUWwsbFBVFQUunfvDqC+Re/j44OIiAhIJBKsXr0a06dPB1A//cKqVatw7do1ZGdnw9XVVWl4eFBQEEJDQ7nP17JlyxAYGNj2O8iDDpmIrly5grNnz2LJkiWtvm4rKyvuQ9WZZGVl4c6dO7zGUF5e3uQXBcYY4uPjlSZMbCtJSUnc31ZWVk3Ohkk6Bzs7O/j4+EBLSwve3t5wd3fn5hzavHkzkpOTkZ6ejrt378LFxQVvvPEG+vTpAz09PXzzzTdQU1ODhYVFo+tesWIFgoKC2nBv2ocOm4g2btyokkQUHR3d6uvsCExMTJ5rSmNVUCgUSExMbLRMIBDAycmJlxbR05OI8bF90r6MGzeO+9vDwwPu7u7c861btyI4OJibmtvd3R3bt29HeHg4LC0tAdT3zrS2o0ePIigoCOnp6RCJRPD19cXHH38MoP6ctnjxYuTk5MDBwQE7d+6EsbEx10sUGRmJkJAQ5ObmIiwsDDNnzgRQP1Gft7c3UlJSAAATJ07Enj17AADOzs5wdXVFQEAAAMDa2hoBAQHw8vICAISEhGDz5s0oKyuDnp4eDhw4AHt7+ybjV9k1oqCgIEyfPh3//Oc/0bVrVwwaNAg3btwAUP9GCAQC7N+/H/369UPXrl2xY8cOrm5qaipGjhyJrl27YsCAATh+/DhX1q1bNyxYsADp6encm71gwQKu/Pr16xg9ejT09PTQtWtXTJ48WSmun3/+GX379lXaZnl5ObcudXV1fPbZZ0p1vLy8MHv2bHh5eUFXVxfDhg3Do0ePuPLo6Gj069cPurq6+Mc//qE0vfWTOe1lMhmMjIywadMmrqyyshKzZs3iZq3dsmXL3znkf4tYLIZMJuP1YWhoCAcHhwY/INXQ0ICDgwMMDQ3bPCYASs+pW448LTk5GUOGDAEAVFVV4Y8//lCadbpv3764ePFii9alpqaGsLAwvP7664iIiGhxDOfPn4e7uztWrlyJBw8e4Pbt25gwYQIAID8/H1OmTMG3336LwsJCdO3aFT4+Pkr19+zZg8TERHz66afw9/fnlq9atQqDBw/Gw4cPkZ+fDz8/vxbFc+PGDaxduxbnz59HSUkJEhISntmLoNLBCidOnMCAAQNQUFAABwcHzJs3T6m8sQNQU1OD8ePHw8nJCfn5+QgLC4ObmxvXbZSbm4tNmzbBwsICRUVFKCoq4k7upaWlcHV1ha2tLbKzs5GXl6d0YAFgx44d+O233xAUFMSVSSQSbl2NTf8L1M/KOHHiRGRnZ+PevXvc7IzPeqNnz56NtWvXori4GH/++SfeeustrmzVqlUoLCxETk4Ojh49iqVLl+L69et/44h3fJMmTYK9vT00NDQgEomgoaHBjZojpD25cOECdu3aha+//hoA8ODBAzDGoKWlxb1GIpGgoKCgRetbtWoVHj58iNWrV2PBggU4ceJEi+rt2LED77zzDiZPngyhUAipVMolw71798LBwQHDhw+Huro6PvjggwZTl2/cuBEymQw2NjbIz8/nlsvlcsTFxeH06dMQCoXo06dPi+LR1tZGVVUVdu3ahfv378PY2PiZM2+rNBE5OzvDy8sLQqEQ3t7eiIuLQ1VVFVfe2AFISkpCVlYWAgICoK6ujrFjx2LIkCHYv3//M7d3/PhxqKmpYfXq1RCLxdDQ0ICtra3Sa7Zs2QJtbW28/vrrSgf9Wd5++21MnjwZEokE1tbWXN1nvdFyuRxRUVG4du0adHR0YG5uDqD+msfmzZvxySefQCwWY9CgQRg4cCDi4+NbHNPLSCgUws3NDSEhIfD19UVISAjc3NyaHLptZGQEiUTS4GFkZNTGkZPO5MaNG/Dw8OB6PABAX18fAoEA5eXl3OvKy8ufq8tbJBJh7NixmDFjBiIjI1tUJzMzs8kWR1paGqKjo7ken6lTp+Lx48dKr3mSOAUCgdI12vDwcIwaNQqenp4wNzdvcTympqb4+eefERMTAzMzM0yZMgWFhYXN1lFpInq6i0VHRweMMZSVlXHLGjsA2dnZMDAwUOqLNzU1RXZ29jO3l5mZCQsLC6ipNb1bTy52//WgP8vT33IEAgE37/yz3ugTJ05AIBDA3t4e9vb2XDO9oKAAZWVlGD16NFf3jz/+oEni/p9IJIKhoeEzr8k8/XlqyXJC/q7CwkJMmDABO3fuhI2NDbdcQ0MDAwYM4C5BAPUJa9CgQc+9DaFQ2OJRrKamprh161ajZcbGxhgzZgzX41NSUtLiYePa2toICwtDdnY2goODMWPGDK7u0+fPmpoapeQLAC4uLoiNjcWdO3eQlZWFdevWNbutNhuskJmZCalUiq5duzZ7su3RowcKCgpQVVUFTU1NAPUjulxcXLjXNHUTSlNTU6SlpaG2trbNfvz45I0+duxYo+VWVlaIjIxEaWkp/vWvf2H+/Pk4f/489PT0oKmpidjY2Bf6oPKtrKys3Z/sc3Nz28V6tLW1oa2t3SqxEP4tXboULi4ujXbjz5s3D2vWrMHIkSNx9+5dREVFNegKa0pqaiosLS2RkZGByMhIfPnlly2q5+3tDScnJ0REROC9994DYwx//vkn+vfvDw8PD6xbtw4//PAD3n77bQD1w8ifHoDTlIMHD8LV1RV6enowNDSEWCxGly5dAACGhoZITk7Gw4cP4efnh9LSUq7elStXUFVVBVtbW+jq6kJLSwu6urrNbkuliejs2bNISkqCjY0NwsLC4Onp+cw6Dg4OMDExQWhoKPz9/REdHY3ExERs376de42xsTHy8/ORlpYGS0tLlJSUQEdHB+PHj4evry98fX3x+eefQyKR4OrVq3jttddUto/NvdGFhYVITEyEq6srtLS0IJPJuDdEKBTC09MTK1euxPbt29G9e3fk5+ejqKiIa+q3Z1evXkVCQgLfYTRr79697WI9Q4cOxdChQ1slFsK/yMhIdOnShbtO3LNnT/z+++8A6hPRzZs3YWFhAYlEgi+++AJ9+/YFUD+028/Pj+tN6d+/PwQCAcLCwjB79mxs3boVO3bsgLa2Nj766CN88MEHLYrH3t4ehw8fRnBwMBYtWgSRSITp06cjLCwMlpaWOHbsGFasWIFZs2ZBIBBg8ODBOHny5DPXe/LkSfj4+KCiogKmpqb4/vvvucbB8uXL8e6776JPnz4IDAxUOhcUFRXB19cXaWlpEIlEeOutt7Bs2bJmt6WyqcKDgoKQmJiIyspKXL58GWPHjsXOnTshkUi4YYOZmZkwMTFBfHw8hg0bxjX1UlNTMXfuXPz+++8wNjbGmjVruFEgQP31FW9vbxw9ehQCgQBjxozh+i9TUlKwbNkyXLx4EYwx9O3bF/Hx8dw2KyoqIBaLG2zzib8OSwTqR82pq6tzydDV1RVOTk7ceP8zZ85gxYoVuHXrltIbnZeXh2nTpuHKlSsAgEGDBuHbb7/l+nPLy8vh5+eHY8eO4dGjR+jWrRtWr14NNzc3pZiKi4vb3VQE7aVFZGVl1WRZa/wuyt3dHVFRUX9rHdQi6rie7pInqqPSRJSRkdHp7lCgCu0xEbUXzf3A9a/91i9i+PDhOHv27N9eD+mYKBG1DbrXHOnQmmppUAuEkI5DZdeIOuNtKkjby8vL4zsEQsjfRC0iQgghvKJERAghhFeUiAghhPCqQ959u7MRCoWorq7mO4xOi449IapFiagDoBFg/Hp68jJCSOujrjlCCCG8okRECCGEV5SICCHNqqysRF5eHiorK/kOhbyk6BoRIaRRtbW1iIqKQkJCAtTU1FBXV4ehQ4fC3d29ze5uTzoHahERQhoVFRWFc+fOobq6GgqFAtXV1Th37tzfvglsZ/fo0SPs3r27xfMCdQa8togKCwsxe/ZsxMTEQCgUwsXFBYcOHVLJtq5cuQJnZ2cA9XeODgoKUrrDNiHtRWVlJe/dYAqFAvHx8aipqVFaXlVVhYSEBIwaNeqZkxaqglgshlgsbvPtPi04OBg7duxAUVERbGxsEBUVhe7duwOob0X6+PggIiICEokEq1evxvTp0wHUTw+zatUqXLt2DdnZ2XB1dVUakRkUFITQ0FBu/5YtW4bAwMC230Ee8JqIvvrqK2RmZuLevXuQyWQtntv9Rbz22msoKioCAC4hEdIe3b17t8kZN9tKWVlZkzMY19XVISYmhpefFfTq1Qu9e/du8+0+zc7ODj4+PtDS0oK3tzfc3d25ye82b96M5ORkpKen4+7du3BxccEbb7yBPn36QE9PD9988w3U1NRgYWHR6LpXrFjRKe/TyWsiysnJwWuvvcZ9K3ieud0JeVmZmZnByMiI1xietIgao6amxmuLiG/jxo3j/vbw8IC7uzv3fOvWrQgODoauri50dXXh7u6O7du3Izw8HJaWlgCAjIyMVo/p6NGjCAoKQnp6OkQiEXx9ffHxxx8DAKKjo7F48WLk5OTAwcEBO3fuhLGxMTdHW2RkJEJCQpCbm4uwsDDMnDkTQP28cN7e3khJSQEATJw4EXv27AHQcN42a2trBAQEwMvLCwAQEhKCzZs3o6ysDHp6ejhw4ADs7e2b3gGmIoGBgczT05N99NFHTC6Xs9dff52lpKQwxhg7ePAgk8lkTENDg2lqajKZTMZkMhlbvnw5Y4yxiooKNnPmTCaXy5mJiQn79ttvGWOMxcbGsjFjxrAZM2YwMzMz9ttvvzFLS0vm7e3NGGMsKyuLDR8+nOnr6zMdHR02ZcoUVlNT0yC2ESNGsJCQEKVlTW2TdG62trZ8h8CbyMhItmjRIjZnzhzusWjRIhYZGcl3aO1GYGAgGz16NGOMMYVCwQQCAbt58yZXvnHjRubs7KxUJz09nQFgmZmZSsuDg4OZlpYWe+2119h3333X4hiSk5OZpqYmO3z4MKupqWElJSXs+vXrjDHG8vLymFwuZ7/++iurrq5m06ZNY1OmTFGKY8yYMayoqIj9+9//ZkZGRtx63d3d2dKlS1ldXR2rqqpiN27c4Mr+eg61srJiu3btYowxlpKSwiQSCbd/2dnZrLCwsNl9UOlghRMnTmDAgAEoKCiAg4MD5s2bB6B+1suioiJ4eHjA09MTRUVFKCoqwrp16wAAq1atQmFhIXJycnD06FEsXboU169fBwCcO3cO48aNg52dHby9vRETE4N9+/YBAAQCAZfZL126hKNHjyImJqZFsTa3TUI6I3d3dzg6OkJDQwMikQgaGhpwdHRUagF0ZhcuXMCuXbvw9ddfAwAePHgAxpjSZHoSiaTFlxxWrVqFhw8fYvXq1ViwYAFOnDjRono7duzAO++8g8mTJ0MoFEIqlaJfv34A6qe5d3BwwPDhw6Guro4PPviA60Z8YuPGjZDJZLCxsUF+fj63XC6XIy4uDqdPn4ZQKESfPn1aFI+2tjaqqqqwa9cu3L9/H8bGxtDT02u2jkoTkbOzM7y8vCAUCuHt7Y24uDhUVVU1W4cxhs2bN+OTTz6BWCzGoEGDMHDgQK6bwNLSElOmTIG2tja8vb1hZmYGhUIBADA2Nsbw4cMhFAphZWUFIyMjpQP7otsk5EXo6OhAIBA0eOjo6PAdWosIhUJMmzYN4eHh8Pf3R3h4OKZNm0ZDtwHcuHEDHh4eOHbsGHr16gUA0NfXh0AgUJoZuLy8/LkuOYhEIowdOxYzZsxAZGRki+pkZmbC2tq60bK0tDRER0dzXYVTp07F48ePlV7zJHEKBAKl64Lh4eEYNWoUPD09YW5u3uJ4TE1N8fPPPyMmJgZmZmaYMmUKCgsLm62j0kT09PTWOjo6YIyhrKys2ToFBQUoKyvD6NGjuYP3xx9/oKSkBACgq6vLvfbpv4H6ET3+/v545ZVXIJPJkJWV1eQF1+fZJiEvorS09LmWt1disRhGRkbt4vpMe1BYWIgJEyZg586dsLGx4ZZraGhgwIABuHHjBrfsxo0bGDRo0HNvQygUcl+wn8XU1LTJwS3GxsYYM2YM1+tUUlLS4mHj2traCAsLQ3Z2NoKDgzFjxgyu7tNJq6amRin5AoCLiwtiY2Nx584dZGVlcb1dTWmzwQqZmZmQSqXo2rVrs6/T09ODpqYmYmNjG7yBZ86cabZuYGAgYmJicPLkSVhaWjY5MuV5tkk6ltLS0lY/0efk5LTq+lS1zucllUohlUr5DqPDWbp0KVxcXODk5NSgbN68eVizZg1GjhyJu3fvIioqqkFXWFNSU1NhaWmJjIwMREZG4ssvv2xRPW9vbzg5OSEiIgLvvfceGGP4888/0b9/f3h4eGDdunX44Ycf8PbbbwOoH0bu4ODwzPUePHgQrq6u0NPTg6GhIcRiMbp06QIAMDQ0RHJyMh4+fAg/Pz+l/3NXrlxBVVUVbG1toaurCy0trQaNhr9SaSI6e/YskpKSYGNjg7CwMHh6ej6zjlAohKenJ1auXInt27eje/fuyM/P54ZeNyc1NRW9e/eGpaUlzp49iwcPHrQo+ze3zSfNbtIxXLx48ZlfWJ7X1q1bW3V9qlrn83J2dqafMryAyMhIdOnSBQcPHgQA9OzZE7///juA+kR08+ZNWFhYQCKR4IsvvkDfvn0B1A/t9vPzQ11dHQCgf//+EAgECAsLw+zZs7F161bs2LED2tra+Oijj/DBBx+0KB57e3scPnwYwcHBWLRoEUQiEaZPn46wsDBYWlri2LFjWLFiBWbNmgWBQIDBgwfj5MmTz1zvyZMn4ePjg4qKCpiamuL777+HpqYmAGD58uV499130adPHwQGBiIhIYGrV1RUBF9fX6SlpUEkEuGtt97CsmXLmt2WgLWk7+oFBAUFITExEZWVlbh8+TLGjh2LnTt3QiKRcK/x8vKCuro6tm/frlS3vLwcfn5+OHbsGB49eoRu3bph9erV0NPTQ1BQEM6cOQMvLy/uGtSTZuKlS5fg6emJgoICuLq6YvDgwfj0008RERGhNOTyr0MPm9umm5ubKg4PUZHWbhFNnDgRx44de6G6PXr0aLIsOzv7RUNqNdQiIu2FShNRRkYGdu/erYrVE9Im7OzscOHChReqKxAImixT0X87QjokutccISrSVGuDWiGEKFNZi4iQl8HfaRERQlqGWkSEEEJ4RYmIEEIIrygREUII4RXN0NoBlJWVoba2lu8wOi2awKzzenq+IKI6lIg6gNraWqXbJZG2RceeENWirjlCCCG8okRECCGEV5SICCHtkkKhQH5+fovvQk06LrpGRAhpV2pra3HkyBEkJydDTU0NdXV1sLe3x6RJk2gupJcUtYgIIe3KkyRUXV0NhUKB6upqJCcn48iRI3yH1mJeXl4wNzfnO4wOg1pEhJAGKisreekSUygUSEpKQk1NjdLy6upqJCUlYdiwYRCJRG0Wz9PTfgP1N3MODw9HYWEhxGIxiouLYWhoiGnTpind4Ll79+6wsrJqszivXLmCs2fPYsmSJW22zdZEiYgQ0kBWVhbu3LnT5tstLy9v8s7kjDHEx8crTSWjau+8806DZRKJBKdOncLbb7+NEydOoGfPng1es2bNmrYIj3PlyhVs3LiREhEh5OVhYmICAwODNt+uQqFAYmJio2UCgQBOTk5t2iJqzNtvv43Dhw/j7bffxg8//ICJEyfiwYMHAICRI0fi8uXLqKyshJOTE06fPq1U9/r16/Dx8cGlS5fAGIOzszN++OEHAPWtrYsXL8LV1RVr165FXl4eoqOj4ezsjNTUVMybNw9Xr16FsbExQkNDMX78eABAt27dUFJSAoVCwc2E6uHhgU2bNgGon39tzJgxuHXrFo4cOYKioiIu2b///vuIiYlBWVkZ+vfvj4MHD8LMzAwAYG5ujkWLFuHHH3/ElStX8N5776lsQkeVXCM6ePAgxo4dCwC4desWNxvgDz/8AB8fH5w5cwZmZmbYt28fevbsCVNTU+7NAOpnWh06dCjkcjnkcjlmzJgBoH6q8H/84x9c/+uFCxdgZWWFmTNnqmI3COm0xGIxZDJZmz8MDQ3h4ODQ4EfEGhoacHBwgKGhYZvG05hx48bh1KlTKCkpwa1bt/Dqq69yZbGxsSgqKsKKFSsa1CstLYWrqytsbW2RnZ2NvLw8+Pv7K70mISEBaWlpuH37Nry9vaGmpoaamhqMHz8eTk5OyM/PR1hYGNzc3LgWa25uLjZt2gQLCwsUFRWhqKiIS0JPbNiwAc7Oznj48KHSrNNubm5IT09Hbm4uKisrGySab775Blu2bEFCQgK2bduGmzdvtuDT8/xUkoj69euH1NRUAMC///1vLpGkpKRg4MCBAIDCwkL89ttvSE1NRVhYGLy8vLhbqaxatQqDBw/Gw4cPkZ+fDz8/P27d586dw7hx42BnZwdvb2/ExMRg3759qtgNQggPJk2aBHt7e2hoaEAkEkFDQ4MbNdceyGQyDBo0CB9//DFGjRrV4nrHjx+HmpoaVq9eDbFYDA0NDdja2iq9xsLCAhs2bICWlha2bduG4cOHIykpCVlZWQgICIC6ujrGjh2LIUOGYP/+/S3e9vvvv48ZM2ZAIBBw52YAmDx5MsRiMSQSCQYOHIj8/Hylen5+fujTpw8GDBgANTW1BuWtRSWJqHfv3sjOzkZlZSVu3LiB1157Dbdv31ZKRF26dMFXX32FLl264L333gNjDOfPnwcAyOVyxMXF4fTp0xAKhejTpw+3bktLS0yZMgXa2trw9vaGmZkZ/c6AAACMjIwgkUgaPIyMjPgOjTwHoVAINzc3hISEwNfXFyEhIXBzc2tXQ7ffeecdbNmyBW+//XaL62RmZsLCwgJqak2fduVyeYNl2dnZMDAwUOqSNDU1fa7p5htbLwDs3bsXtra2kMvlOHDgQIPrc08P1hAIBKirq2vxNp+HShKRpqYmLCwscOnSJUilUjg4OOD8+fNITU1F//79AQDq6urcVMoCgQBSqRSlpaUAgPDwcIwaNQqenp4wNzdHZGQkt+4nfaB//ZuQsrKy51pO2jeRSARDQ0Perwk15p133sH8+fMxbNiwFtcxNTVFWlrac9/AuEePHigoKEBVVRW3LCsrCz169OCev8j9EE+dOgUfHx9s2LABhYWF8PDweO51tBaVDVbo168fdu/ejSFDhmDAgAE4efIkGGPo0qVLg9dWVlaioKCAu0imra2NsLAwhIaGYu/evZgxYwbGjRunqlDJ31RWVtbuT/a5ubm81P0rbW1taGtrt9r6CD8MDAzwzTffPFed8ePHw9fXF76+vvj8888hkUhw9epVvPbaa83Wc3BwgImJCUJDQ+Hv74/o6GgkJiZi+/bt3GuMjY2Rn5+PtLQ0WFpaoqSkBDo6Os2uNzU1Ffr6+rCzs8O9e/dw+fJlpetHbUmliWjjxo04efIkevfujVmzZil9e3jw4AF2796N999/H2vXrkXv3r0xaNAgAPWDHVxdXaGnpwdDQ0OIxeJGExhpH65evYqEhAS+w2jW3r17ean7V0OHDsXQoUNbbX2k45BKpYiOjsayZctgbm4Oxhj69u2L+Pj4Zuupq6vj+PHjmDt3LtavXw9jY2McOnRI6XdKzs7OcHNzg52dHQQCAcaMGaPUk9SY6dOn48cff0T37t3x6quvYsWKFfDx8YG/vz8+//zzVtnnlhKwpgbt/0379++Ht7c3iouLoampCWtra3z44Yfw9/fHmTNn8MEHH+DNN9/Ef/7zH1hZWeHAgQOwtrYGAHz44Yc4efIkKioqYGpqivDwcIwZMwZnzpxBUFAQzpw5Ay8vLzg7O8PLywsCgaDJ3x68DIqLi9v1VATtpUXU3A8IX/Q3Me7u7oiKinrRkBqgFlHH8tcftBLVUFkias6TRJKRkdHWm+6Q2nsiai+a+6FjeXn5C61z+PDhOHv27IuGRDo4SkRtg+41R14aTbU0qAVCSPvGy50VnJ2dqTVEWl1eXh7fIRBCXgC1iAghhPCKEhEhhBBeUSIihBDCK7r7dgcgFApRXV3NdxidFh17QlSLElEHQKO++NXUXZgJIa2DuuYIIYTwihIRIYQQXlEiIoQQwitKRIQQQnhFiYgQQgivnpmIMjMzMXLkSHTp0gUCgQDHjx9v9vUZGRkQCATcpHeEEEJIc545fHvNmjU4c+YMBgwYABcXF1haWrZFXIQQQjqJZyaiW7duAQCWLVsGb29vlQdECCGkc2m2a87Z2RnR0dEAgJkzZ0IgEMDc3BwCgQB+fn4YPnw4tLS0MHToUNy9e7dB/YiICJiYmMDAwAD/+te/nnuudkIIIS+/ZhPRu+++ix49egAARo8ejaVLl3LzoK9btw6mpqbQ19fHuXPnEBAQ0KB+YGAg3nzzTVRUVCAsLAybNm1SwS4QQgjpyJpNRIsWLeKm7/bw8MD69evRtWtXAMC8efOwb98+BAcHAwAuX77coP4PP/yAnTt3cvOf7927t1WDJ4QQ0vG98PDt119/HQCgq6sLACgrK2vwmr59+wIA+vTpAwDIysp60c0RQgh5Sb1wIlJXrx/n0Nww7Rs3bgAAbt68CQAwMTF50c0RQgh5San07tuTJ0/GiBEjEBUVBQDw9PRU5eYIIYR0QCq9s0JwcDD++9//QiwW46OPPsLChQtVuTlCCCEdkIAxxvgOgpD2ys7ODhcuXOA7DEJeanSvOUIIIbyiREQIIYRXlIgIIYTwihIRIYQQXlEiIoQQwitKRIQQQnhFiYgQQgivKBERQgjhFSUiQgghvKJEREgHUllZiby8PFRWVvIdCiGtRqU3PSWEtI7a2lpERUUhISEBampqqKurw9ChQ+Hu7g6hUMh3eIT8LZSICOkAoqKicO7cOVRXV3PLzp07BwCYNm0aX2ER0io6XSLKyMiAhYUFdu3aBS8vL77DIR1AUVERr9tXKBSIj49HTU2N0vKqqiokJCRg1KhREIlEPEUHiMViiMVi3rZPOj6VJqKioiKsX78evr6+0NHRUeWmWkxDQwO9e/eGTCZrUHbkyBGoqalh4sSJPERG2qu4uDhet19WVoambpJfV1eHmJgYaGtrt3FU/9OrVy/07t2bt+2Tjk/liSg4OBizZs1qN4moR48e3Iyxf3XkyBGoq6tTIiJKhg0bxuv2n7SIGqOmptYuWkSdSWpqKubNm4erV6/C2NgYoaGhGD9+PADg8ePH+PDDDxETEwOFQgFzc3OcP38eYrEYXbp0wYYNG+Dn54cDBw4gLCwMeXl5SExMhJaWFs97xTOmIm5ubkwqlTIATEdHh8lkMvbqq69y5YGBgWz8+PFs/fr1rHv37kxNTY3FxsYyxhj74osvmLm5OZNKpczS0pKdOnWKqzdjxgw2a9YsNmPGDCaTyZiTkxN7+PAhV/7pp5+y7t27M6lUyszNzVlSUhJjjLGTJ08ymUzGZDIZA8Di4uK4Or/99huTyWRMQ0ODaWpqcq/bt2+fqg4P6SBsbW35DoExxlhkZCRbtGgRmzNnDvdYtGgRi4yM5Du0TqW6uppZW1uzgIAAVl1dzX766SemqanJbt++zRhjbNOmTczBwYE9fvyY1dXVsevXr7OamhrGGGMaGhrM19eXbdy4kenp6bFz584xOzs7lpiYyOcutQsqG779/fff4/fffwcAXL9+HUVFRdzzJxISEpCWlobbt2/D29sbamr14QwYMAC//fYbiouL4eLiguDgYKV6kZGRmDhxIrKzs3Hv3j0cPHgQAHDjxg2sXbsW58+fR0lJCRISEmBtbQ0AGDNmDIqKihrt77ezs0NRURE8PDzg6enJvc7Dw6O1DwshL8Td3R2Ojo7Q0NCASCSChoYGHB0d4e7uzndonUpSUhKysrIQEBAAdXV1jB07FkOGDMH+/fsBAHK5HLdv38ahQ4dQUVGBfv36caMaq6ursXLlSkilUjg5OWHIkCGQSCQ0FB88D1awsLDAhg0bAADbtm3jlr/55pvc3w4ODoiNjVWq9/bbb2Py5MkAAGtra+Tn5wMAtLW1UVVVhV27dmHWrFkwNjZW9S6QVqSjo4PS0tIGy6VSKUpKSniIqP0QCoWYNm0a3nnnHRQXF0Mmk3W6LrH2IDs7GwYGBkpdoaampsjOzgYATJ06FY8ePUJoaCgWLlyIxYsXIyQkhEtGurq6Sv+Serz+oFUulze6PDExEaNHj4ahoSEWLVrU4ELt0/2pAoEAdXV1AOo/ED///DNiYmJgZmaGKVOmoLCwUHU7QFpVY0moueWdkVgshpGRESUhnvTo0QMFBQWoqqrilmVlZaFHjx7c8/nz5yMlJQXR0dHYsmULTp06xUeoHYpKW0QaGhrPXefBgwcYPXo01q9fj2PHjuHgwYP47LPPWlzfxcUFLi4uyMzMhLu7O9atW4d169a1ON6/Jr3OorS0tF2f8HNyctrFtqVSKaRSKW+xEH45ODjAxMQEoaGh8Pf3R3R0NBITE7F9+3YAwKlTp2BtbQ0rKyvo6+tDXV2dWj8toNJEpKenB01NTSQmJmLKlCkoKSl55ui57OxslJeXY+TIkaiursYvv/yC8vJy1NbWPvMX5FeuXEFVVRVsbW2hq6sLLS2t5/oQGBsb47///S9KS0uhpaWFyspKSCSSFtfvyC5evIgzZ87wHUaTtm7d2i627ezsDGdnZ95iIfxSV1fH8ePHMXfuXKxfvx7GxsY4dOgQrKysAAC3bt3CwoULUVBQAJlMhuXLl8PR0ZHnqNs/AVNxE+Drr7/G6tWr8fjxY8hkMty9excAEBQUhPj4eJw+fbpBnaVLl2LPnj0wMTGBn58fvvjiC2hpaSE+Ph5eXl5QV1fnvoG4urrCyckJQUFBOHPmDHx9fZGWlgaRSIS33noLmzZtQpcuXZR3WiBAXFwcnJyclJbfv38f06ZNw6VLl9ClSxcEBARg8eLFKjoy7Ut7aBE93b3xV0/64NvaxIkTcezYMe45tYgIaX0qT0SEtJRAIGiyjK+PqZ2dHS5cuMDLtgnpLOju26TdaKqlQS0QQl5une5ec6T96uxDtAnprKhFRAghhFeUiAghhPCKEhEhhBBe0TWiDqCsrAy1tbV8h9FpFRcX8x0C4Ulj08WQ1keJqAOora19obtUkNZBx54Q1aKuOUIIIbyiREQIIYRXlIgI6UQUCgXy8/OhUCj4DoUQDl0jIqQTqK2txZEjR5CcnAw1NTXU1dXB3t4ekyZNeubNhAlRNUpEhHQCT5JQdXU1tyw5ORkA4ObmxldYhABog0R08eJFzJs3D6mpqRCJRFixYgU++ugjVW+2SYWFhZg9ezZiYmIgFArh4uKCQ4cOtdr6z5w5Ay8vL2RkZLTaOknHVVlZyXs3mEKhQFJSEmpqapSWV1dXIykpCcOGDVOacbQtiUQimuSPqD4RLVmyBLa2tkhKSoJAIMCjR4/+9jqvXLmCs2fPYsmSJc9d96uvvkJmZibu3bsHmUyGgoKCvx0PIU3JysrCnTt3eI2hvLy8ybuXM8YQHx/P27xbVlZWsLa25mXbLyo1NRXz5s3D1atXYWxsjNDQUIwfPx4A8PjxY3z44YeIiYmBQqGAubk5zp8/D7FYjC5dumDDhg3w8/PDgQMHEBYWhry8PCQmJirNOt0ZqTwR5eTkYP78+Vw/tJ6e3t9e55UrV7Bx48YXSkQ5OTl47bXXuB+qGRgY/O14CGmKiYkJ758xhUKBxMTERssEAgGcnJx4bRF1JDU1NRg/fjymTp2KX375Bb/88gsmTZqElJQUWFlZYc+ePbh37x7u3bsHsViMGzducL9Dq62tRWpqKoKCgjBt2jT8+OOPWLJkCX7//Xc4ODjwvGf8UtmouSVLlkBXVxd3797F3LlzoaurC11dXW6Ssffffx/du3eHVCqFg4MDN2EeUP+NY+jQoZDL5ZDL5ZgxYwZX1q1bNyxYsADp6encOhcsWPDMeKKioqCrq4t9+/bhu+++4+r+61//4rY5cuRIdO3aFQMGDMDx48e5uiUlJZgxYwaMjIxgbm6O1atXK33D3LJlCwwMDGBhYYHDhw//7WNHXh5isRgymYzXh6GhIRwcHBr8MFdDQwMODg4wNDTkLbaO1i2XlJSErKwsBAQEQF1dHWPHjsWQIUOwf/9+AIBcLsft27dx6NAhVFRUoF+/ftyX8OrqaqxcuRJSqRROTk4YMmQIJBIJKisr+dyldkFliWjjxo0oKipCz549sWXLFhQVFaGoqAgTJ04EUH+BND09Hbm5uaisrFSajnnVqlUYPHgwHj58iPz8fPj5+XFlubm52LRpEywsLLh1btq06ZnxuLu7o6ioCB4eHvD09OTqrlu3jvuW4+TkhPz8fISFhcHNzY3rUlmyZAnu37+PO3fuIDo6Gps2bcLevXsBAOfOncO//vUvxMbG4uLFi7zNJEpejJGRESQSSYOHkZER36G1qkmTJsHe3h4aGhoQiUTQ0NDgRs2RlsvOzoaBgYFSS87U1JT7fz916lR8+umnCA0NhZGRET755BOl23Pp6uoq/Uvq8fY7osmTJ0MsFkMikWDgwIHIz8/nyuRyOeLi4nD69GkIhUL06dNHpbE09y2ntrYW+/fvh7+/P7S1tWFlZYVZs2bhu+++AwB89913cHNzw4ABA9C1a1fMmTNHpbGS1lVWVvZcyzsqoVAINzc3hISEwNfXFyEhIXBzc6Oh28+pR48eKCgoQFVVFbcsKytLaZr7+fPnIyUlBdHR0diyZQtOnTrFR6gdCm/Dt/fu3YsNGzYgLS0N5eXlmD59OlcWHh6O4OBgeHp6QlNTE6GhofDw8FBZLM19yyksLERVVRVMTU0blAHA3bt3YWdnp7LYXlZlZWXt/mSfm5ur9C9ftLW1oa2t3SrrEolEMDQ0bJV1dUYODg4wMTFBaGgo/P39ER0djcTERGzfvh0AcOrUKVhbW8PKygr6+vpQV1en1k8L8JKITp06BR8fHxw7dgxDhgzBzJkzlcq1tbURFhaG0NBQ7N27FzNmzMC4ceO4AQatfRPKp7/laGpqAqj/luPi4gJ9fX1oamoiOzsblpaWXNmTb0BSqRSlpaXcup7+nQZp2tWrV5GQkMB3GM160v365F++DB06FEOHDuU1BlJPXV0dx48fx9y5c7F+/XoYGxvj0KFDsLKyAgDcunULCxcuREFBAWQyGZYvXw5HR0eeo27/eElEqamp0NfXh52dHe7du4fLly+jV69eXPnBgwfh6uoKPT09GBoackMfnzA2NkZ+fj7S0tJgaWmJkpIS6OjovHA8zX3LEQqFmDZtGkJDQzFo0CDk5+djx44dCAkJAQC4uLhg7dq1CAgIwIMHD/DZZ5+9+IHpRGxsbLj/vHwKDg5usmz69Ok4fvy4UmudD63VGiKto3fv3jhz5kyjZYsXL8bixYsbLXsywMnLywteXl4A0OR6OhteEtH06dPx448/onv37nj11VexYsUK+Pj4wN/fH59//jlOnjwJHx8fVFRUwNTUFN9//z3XUgEAZ2dnuLm5wc7ODgKBAGPGjEFkZOQLx/OsbzkbN27EokWLYGlpCbFYjLlz53InJy8vLyQmJuKVV15B//79MW/evGZPbqRea3Y3qUq3bt2U/iWEqIaANfVLtw4mNDQUoaGhjZY5OzvjyJEjbRtQKyouLqY5cVTEyMio0WtV2trayMvLw/Dhw3H27FkeIiPtQWf/oWlbeWkS0cuMEhF/KBF1bpSI2gZNA0EIIYRXlIgIIYTwihIRIYQQXtF8RB2AUCik3yfxiI49IapFiagDaO/DnF92T35ITQhRDeqaI4QQwitKRIQQQnhFiYiQDqiyshJ5eXk0lw15KdA1IkI6kNraWkRFRSEhIQFqamqoq6vD0KFD4e7uTlM6kA6LEhEhHUhUVBTOnTunNJLv3LlzAIBp06bxFRYhf0u7TUSMMSxfvhzfffcdFAoFDAwMcOXKFUgkEr5DI51MZWVlu+gCUygUiI+PR01NjdLyqqoqJCQkYNSoUUpzarU1sVjc4ab+Ju1Du01Ep0+fxubNm3Hp0iX07t0bDx48oA854cXdu3dx69YtvsNAWVkZmro1ZF1dHWJiYngd6t+rVy/07t2bt+2TjqvdJqKcnBx0796d+2Dr6enxHBHprMzMzGBkZMR3GFyLqDFqamrtokXUGaSmpmLevHm4evUqjI2NERoaivHjxwMAHj9+jA8//BAxMTFQKBQwNzfH+fPnuTnVNmzYAD8/Pxw4cABhYWHIy8tDYmJip7+5qkoT0fXr1+Hj44NLly6BMQZnZ2f88MMPAID3338fMTExKCsrQ//+/XHw4EGYmZkhJycH/fr1Q1VVFRQKBTfNbr9+/bi+8K+++grh4eGoqqqCu7s71q9fT3enJirTnrqcnJyccO7cOVRVVXHLNDU14ejo2C6S5cuupqYG48ePx9SpU/HLL7/gl19+waRJk5CSkgIrKyvs2bMH9+7dw7179yAWi3Hjxg3u3FRbW4vU1FQEBQVh2rRp+PHHH7FkyRL8/vvvcHBw4HnP+KWy4dulpaVwdXWFra0tsrOzkZeXB39/f67czc0N6enpyM3NRWVlJbZu3QqgfvbVoqIibNq0CRYWFigqKkJRURGXhH766Sd8/fXXSE5Oxs2bNxEdHY1t27apajcIaVfc3d3h6OgIDQ0NiEQiaGhowNHREe7u7nyH1ikkJSUhKysLAQEBUFdXx9ixYzFkyBDs378fACCXy3H79m0cOnQIFRUV6NevHzeasbq6GitXroRUKoWTkxOGDBkCiUTSLq4/8k1lLaLjx49DTU0Nq1evhppafb6ztbXlyidPnsz9PXDgQOTn57dovZs2bcLcuXNhYmICAJg4cSLi4uKwYMGCVoyedEY6OjooLS1VWmZrawsdHR2UlJTwFJWyJ1PXv/POOyguLoZMJms3rbXOIDs7GwYGBkpdoKampsjOzgYATJ06FY8ePUJoaCgWLlyIxYsXIyQkhEtGT3p4nvxL6qmsRZSZmQkLCwsuCf3V3r17YWtrC7lcjgMHDjR5Efav0tLSEBwcDF1dXejq6mLTpk2NzrBJyPP6axJ61nI+icViGBkZURJqYz169EBBQYFS12hWVhZ69OjBPZ8/fz5SUlIQHR2NLVu24NSpU3yE2qGorEVkamqKtLQ01NbWNvih3alTp+Dj44Njx45hyJAhmDlzZovXa2xsjFmzZsHX17e1QyY8KS0tbZcn+6fl5OTwHQKkUimkUinfYXRqDg4OMDExQWhoKPz9/REdHY3ExERs374dQP25zdraGlZWVtDX14e6ujq1flpAZYlo/Pjx8PX1ha+vLz7//HNIJBJcvXoVr732GlJTU6Gvrw87Ozvcu3cPly9fRq9evVq0Xi8vL6xatQouLi6wsbFBeXk5UlNTMWjQIFXtClGxixcv4syZM3yH0awn1zD55OzsDGdnZ77D6NTU1dVx/PhxzJ07F+vXr4exsTEOHToEKysrAMCtW7ewcOFCFBQUQCaTYfny5XB0dOQ56vZPwFraJ/YCUlJSsGzZMly8eBGMMfTt2xfx8fEoKirClClTcOHCBbz66quYP38+fHx8MGvWLHz++ecAgN27d+Ozzz7D7du3G6x306ZN+Pe//4379+9DIpHA29sbISEhqtoNomLtpUX0dPfKE7a2trh48SJ3DYBP1CIiLyuVJiJCOhKBQNBg2ZNERP9NCFEduvs2If+vqdYGtUIIUS1KRIT8v5KSEjDGlB5PlhNCVIcSESGEEF5RIiKEEMIrSkSEEEJ41W7vvk3+p6ysDLW1tXyH0WkVFxfzHQLhiUwm4zuEToESUQdQW1tLdxfnER17QlSLuuYIIYTwihIRIYQQXlEiIqQdUygUyM/Ph0Kh4DsUQlSGrhER0g7V1tbiyJEjSE5OhpqaGurq6mBvb49JkyY1uJs9IR0dJSJC2qEnSai6uppblpycDKB+dmNCXiaUiAh5SmVlZYNusLYevq1QKJCUlISamhql5dXV1UhKSsKwYcOUZgjlg0gkokn5SKvpkInoypUrOHv2LJYsWcJ3KC2yfv16jBo1CgMHDuQ7FPIMWVlZuHPnjtKypKSkNo2hvLy8ybt9M8YQHx8PiUTSpjH9lZWVFaytrXmNgbw8Omwi2rhxY4dKRPr6+pSIOgATExMYGBgoLXNwcGjTGBQKBRITExstEwgEcHJyahctos4qNTUV8+bNw9WrV2FsbIzQ0FCMHz8eAPD48WN8+OGHiImJgUKhgLm5Oc6fPw+xWIwuXbpgw4YN8PPzw4EDBxAWFoa8vDwkJiZCS0uL573il0pHzTk7O2PNmjX48MMPIZfLleZ7ycjIgIuLC3R0dGBjY4OEhASuLDU1FUOHDoVcLodcLseMGTO4sm7dumHBggVIT0+Hrq4udHV1sWDBAgBAdnY2RowYAQMDA8hkMri7u3N3JDhz5gzU1f+XdyMiImBubs49P3PmDKRSKWJjY9G7d2+IxWIEBQUBAKKjozFw4EDI5XIYGBhg3bp1XL3du3fj1VdfRXh4OLp37w4LCwtcvHgRQH0C0tXVxb179zB37lwu3nv37rXeQSatSiwWQyaTcQ8ASs/b4mFoaAgHB4cGP6TV0NCAg4MDDA0N2zymvz46a7dcTU0Nxo8fDycnJ+Tn5yMsLAxubm5cK3rPnj24d+8e7t27h+LiYhw4cIB7H2tra5GamoqgoCBMmzYNwcHB0NTUxO+//87nLrULKh++vWHDBjg7O+Phw4dK04G/9957ePPNN1FUVIQ5c+ZgypQpXNJYtWoVBg8ejIcPHyI/Px9+fn5cvdzcXGzatAkWFhYoKipCUVERNm3aBKD+22JISAhyc3Nx6dIlHD16FDExMS2OtaqqCuHh4YiNjcW2bdu4xCWTyXD48GE8evQIX331Ffz9/VFRUcHV+/PPP5Gbm4usrCzY2dkhLCwMAODj44OioiL07NkTW7Zs4eLt2bPnix9Q0ilMmjQJ9vb20NDQgEgkgoaGBjdqjvAnKSkJWVlZCAgIgLq6OsaOHYshQ4Zg//79AAC5XI7bt2/j0KFDqKioQL9+/bhRjtXV1Vi5ciWkUimcnJwwZMgQSCQSVFZW8rlL7YLKu+bef/99rkWTmpoKALhw4QJSUlJw7tw5qKmpwcvLC4sWLcLt27fRu3dvyOVyxMXF4fTp03BxcUGfPn1atC1jY2MYGxsDqO/DNjIyQn5+fotjrampwb59+6CrqwtPT09uuZ2dHfe3o6Mjampq8PDhQ25qaX19faxbtw5qamoYOHAgYmNjW7xN8nIxMjJCWVlZg+Xa2trIy8tr8XqEQiHc3Nwwfvx4FBcXQyaTderusPYiOzsbBgYGSu+FqakpN5X81KlT8ejRI4SGhmLhwoVYvHgxQkJCuGSkq6ur9C+pp/IWkVwub7AsLS0Njx8/hp6eHnR1ddGjRw+IRCIUFRUBAMLDwzFq1Ch4enrC3NwckZGRLdpWVVUV/P398corr0AmkyErK+u5pngWCASNfkCys7Ph6ekJU1NT7jrP0+sVi8VQU1Pj1lFXV9fibZKXS2NJqLnlzyISiWBoaEhJqJ3o0aMHCgoKUFVVxS3LysrivpQCwPz585GSkoLo6Ghs2bIFp06d4iPUDoWXwQrGxsbQ1tbmEs9faWtrIywsDKGhodi7dy9mzJiBcePGcX32Td2EMjAwEDExMTh58iQsLS1hYWHBlQkEAqXk8TxDct99910MHDgQly9fRllZmdJ6W4JumqlaZWVlL3yib4nc3Nx2tZ6/Q1tbG9ra2nyH0WE5ODjAxMQEoaGh8Pf3R3R0NBITE7F9+3YAwKlTp2BtbQ0rKyvo6+tDXV2dWj8twEsicnBwgLGxMQICAvDJJ59AS0sLt27d4gYDHDx4EK6urtDT04OhoSE34uQJY2Nj5OfnIy0tDZaWligpKYGOjg5SU1PRu3dvWFpa4uzZs3jw4AGXcAwNDVFXV4eEhAQIhULuOk5LpKamYtasWdDV1eVaZ8XFxTAxMWlRfWNjY5w/fx4eHh6orq6GQCCApqbmcxwx0pyrV68qDXZpbXv37m1X6/k7hg4diqFDh/IdRoelrq6O48ePY+7cuVi/fj2MjY1x6NAhWFlZAQBu3bqFhQsXoqCgADKZDMuXL4ejoyPPUbd/AvY8fVfPydnZGa6urggICGhQlpGRgaVLlyIpKQkKhQK9evVCREQEevXqhQ8//BAnT55ERUUFTE1NER4ejjFjxnB1GWPw9vbG0aNHIRAIMGbMGERGRuLSpUvw9PREQUEBXF1dMXjwYHz66aeIiIjAuHHjMHv2bERGRsLBwQETJkzA+vXrkZGRAaB+1Jyrq2uDHxEC9SeQf/3rXxCJRPDy8sL9+/fxn//8B9evX8dPP/2Ezz77DLdv3wYAfPbZZzh9+jTOnDnD1T979izmzp2L7OxsaGtr4+jRoxg8eHCLj2NxcTG1qpqhyhaRu7s7oqKiWvz6Jyekxvz190l8oBbR8+nsw6rbikoTEWkdlIj4M3z4cJw9e7bFr2/uh6bl5eWtERJpQ5SI2gbdfZuQVtRUa4NaIYQ0rUPeWYGQ9up5hmgTQupRi4gQQgivKBERQgjhFSUiQgghvKJrRB2AUChUmiCNtC069oSoFiWiDoBGXPHryR09CCGqQV1zhBBCeEWJiBBCCK8oERHy/yorK5GXl0fzwxDSxugaEen0amtrERUVhYSEBKipqaGurg5Dhw6Fu7s736ER0ilQIiKdXlRUFM6dO6c0Ou7cuXM8RkRI56KyRLR7927s3r1b6S7UrSEoKAjx8fE4ffp0q66XtK3Kysp20QWmUCgQHx/f4K7rVVVV3NQSTc2b1VbEYjHEYjGvMRCiStQiIry4e/cubt26xXcYKCsra3IW3ycz7cbFxbVlSA306tULvXv35jUGQlSJEhHhhZmZGYyMjPgOg2sRNebJ9O/Dhg1ry5AaoNZQ+5Kamop58+bh6tWrMDY2RmhoKMaPHw8AePz4MT788EPExMRAoVDA3Nwc58+f5yb33LBhA/z8/HDgwAGEhYUhLy8PiYmJnX66CZWPmgsNDUW3bt1gYWGBixcvcsvff/99dO/eHVKpFA4ODrh79y4AoG/fvkhOTgYAfP/998jJyQEA2NjYNOgiyc3NRc+ePZW66aKjo9GvXz/o6uriH//4B1cfqO/WmzBhAjZs2ABjY2MIhUKu6zA1NRVDhw6FXC6HXC7HjBkzVHE4yP8Ti8XQ1dXl/WFkZAQnJ6cGM+ZqampyM5nyHSMlovajpqYG48ePh5OTE/Lz8xEWFgY3Nzdu0sM9e/bg3r17uHfvHoqLi3HgwAFuLrHa2lqkpqYiKCgI06ZNQ3BwMDQ1NfH777/zuUvtgkoTUXJyMhQKBbKzs2Fra6s0PbebmxvS09ORm5uLyspKbN26FQDQr18/pKamorCwENOmTcP333+P2tpaVFRUQPepud+rq6vx7rvvYvHixXB1dQUA5OfnY8qUKfj2229RWFiIrl27wsfHRymmhIQEpKWl4fbt2/D29ua+9a5atQqDBw/Gw4cPkZ+fDz8/P1UeGtKOuLu7w9HRERoaGhCJRNDQ0ICjoyONmiMNJCUlISsrCwEBAVBXV8fYsWMxZMgQ7N+/HwAgl8tx+/ZtHDp0CBUVFejXrx+EQiGA+nPWypUrIZVK4eTkhCFDhkAikbSLa6V8U2nXnLW1NQIDAwHUt2hiY2O5ssmTJ3N/Dxw4EPn5+QDqE9HNmzchk8nw7rvv4vz58/jHP/6BXr16Ka178eLFMDExwfLly7lle/fuhYODA4YPHw4A+OCDDzBz5kylehYWFtiwYQMAYNu2bdxyuVyOuLg4nD59Gi4uLujTp09rHALSAQiFQkybNg3vvPMOiouLIZPJmm2F6OjooLS0tMFyqVSKkpISVYZKeJadnQ0DAwOIRCJumampKbKzswEAU6dOxaNHjxAaGoqFCxdi8eLFCAkJ4ZLRky/TT3+pJipuET09bbJAIOAu/gL1ScPW1hZyuRwHDhzgLhj3798fqampSEhIwOLFi3H16lWkpKTAxsaGq5ufn4+IiAjY29srbS8tLQ3R0dFcl8bUqVPx+PFjpdfI5fJGYw0PD8eoUaPg6ekJc3NzREZG/u39Jx2LWCyGkZHRM7vCGktCzS0nL48ePXqgoKAAVVVV3LKsrCz06NGDez5//nykpKQgOjoaW7ZswalTp/gItUPhZbDCqVOn4OPjg2PHjmHIkCFKrZYnXXNlZWVYs2YNtLS0EB8fj8GDB3OvMTQ0RFBQEKZOnQobGxuMGjUKAGBsbIwxY8bg2LFjzx2TtrY2wsLCEBoair1792LGjBkYN24c3fCyHSktLeXlZP/0dcbWfK2qSKVSSKVSvsN4KTk4OMDExAShoaHw9/dHdHQ0EhMTsX37dgD15zZra2tYWVlBX18f6urq1PppAV4SUWpqKvT19WFnZ4d79+7h8uXLXNdb7969kZ6eDgsLCwiFQrzxxhvYt29fgy62yZMn45NPPsGUKVPw22+/wdLSEh4eHli3bh1++OEHvP322wCA3377DQ4ODs+M6eDBg3B1dYWenh4MDQ25US6k/bh48WKr/y6tJZ5cv2zt16qKs7MznJ2d+Q7jpaSuro7jx49j7ty5WL9+PYyNjXHo0CFYWVkBAG7duoWFCxeioKAAMpkMy5cvh6OjI89Rt3+8JKLp06fjxx9/RPfu3fHqq69ixYoV8PHxgb+/Pz7//HOYmJhwLSB7e3ts3769wTUiAAgMDMT169cxceJEJCYmwtLSEseOHcOKFSswa9YsCAQCDB48GCdPnnxmTCdPnoSPjw8qKipgamqK77//vsFIKsIvW1vbRj8HqnT8+HHMmTNHaVlwcHCTr//ra/lArSHV6t27d5NfiBYvXozFixc3Wvbk8oOXlxe8vLwAgJcvVu2RgDX1az5CCOzs7HDhwgWlZQKBoMnX038nQp4f3X2bkOfUVIuDWiKEvBi6swIhz4mGaBPSuqhFRAghhFeUiAghhPCKEhEhhBBe0TWiDqCsrAy1tbV8h9FpFRcX8x0C4Qn9oL1tUCLqAGpra7k7+JK2R8eeENWirjlCCCG8okRECCGEV5SICOGRQqFAfn4+FAoF36EQwhu6RkQID2pra3HkyBEkJydDTU0NdXV1sLe3x6RJk7i5awjpLCgREcKDJ0mourqaW5acnAygfvZiQjqTdpmIBAIB0tPTYW5u3qDM2dlZ6e61hLRUZWXlC3WBtfbwbYVCgaSkJNTU1Cgtr66uRlJSEoYNG6Y0AygfRCLRMycIJKS1tMtERIgqZGVl4c6dO89dLykpqVXjKC8vb/Iu3YwxxMfHK81uzAcrKytYW1vzGgPpPCgRkU7DxMQEBgYGz12vJRMrPg+FQoHExMRGywQCAZycnNpFi4g0LjU1FfPmzcPVq1dhbGyM0NBQjB8/HgDw+PFjfPjhh4iJiYFCoYC5uTnOnz/PTbS5YcMG+Pn54cCBAwgLC0NeXh4SExOhpaXF817xS2WJKCgoCGlpaTA0NMTOnTthbm6Offv2oW/fvjhz5gxcXV25romIiAgEBAQgIyODq3/9+nVMnjwZ9+7dw5w5c7B69WqurKSkBJMmTcKvv/6KESNG4LvvvoNUKkV2djY8PDyQkpKCqqoqjBkzBvv37+cu/gYFBeHixYtwdXXF2rVrkZeXh+joaJrNspMQi8Uv1N2kil/XOzg4NLhGpKGhAXt7exgaGrb69kjrqKmpwfjx4zF16lT88ssv+OWXXzBp0iSkpKTAysoKe/bswb1793Dv3j2IxWLcuHGD+0F0bW0tUlNTERQUhGnTpuHHH3/EkiVL8Pvvv7f6l52ORqXDt0+cOIEBAwagoKAADg4OmDdvXovrfvvttzhx4gSSk5OxceNGxMbGKpV98sknyMrKQlZWFsLDwwHUf5sMCQlBbm4uLl26hKNHjyImJkZpvQkJCUhLS8Pt27fh7e0NNTUawU7a3qRJk2Bvbw8NDQ2IRCIuCU2aNInv0EgzkpKSkJWVhYCAAKirq2Ps2LEYMmQI9u/fDwCQy+W4ffs2Dh06hIqKCvTr14/7IlxdXY2VK1dCKpXCyckJQ4YMgUQiQWVlJZ+71C6otGvuycACAPD29sYbb7yBqqqqFtVdvXo1unfvzq3n9OnTGDlyJABg/vz5eOONNwAAU6dOxX/+8x8EBwfD2NgYxsbGAOr7uI2MjJCfn6+0XgsLC2zYsAEAsG3btr+9j+R/jIyMUFZW1mC5trY28vLyeIio/RIKhXBzc8P48eNRXFwMmUxG3WEdQHZ2NgwMDJTeK1NTU2RnZwOoPx89evQIoaGhWLhwIRYvXoyQkBAuGenq6ir9S+qptDnw9D26dHR0wBhr9ETVkrqlpaXPLKuqqoK/vz9eeeUVyGQyZGVlNbgoLJfLX2hfyLM19d629D3vjEQiEQwNDSkJdRA9evRAQUGB0hfqrKws9OjRg3s+f/58pKSkIDo6Glu2bMGpU6f4CLVDabPBCpmZmZBKpejatSsEAoFSgnjW8NjMzEzY2to2WWZmZgYACAwMRExMDE6ePAlLS0tYWFi03g50AGVlZe32pJ+bm8t3CNDW1oa2tjbfYZAOzMHBASYmJggNDYW/vz+io6ORmJiI7du3AwBOnToFa2trWFlZQV9fH+rq6tT6aQGVJqKzZ88iKSkJNjY2CAsLg6enJwDA0NAQdXV1SEhIgFAoRFhYWIO6X3/9NdauXYukpCScP38ekZGRXFlERAQmTJiA2tpa7N69m6ufmpqK3r17w9LSEmfPnsWDBw861S38r169ioSEBL7DaNTevXv5DgFDhw7F0KFD+Q6DdGDq6uo4fvw45s6di/Xr18PY2BiHDh2ClZUVAODWrVtYuHAhCgoKIJPJsHz5cjg6OvIcdfsnYE39oOFvCgoKQmJiIiorK3H58mWMHTsWO3fu5H4fMXv2bERGRsLBwQETJkzA+vXruVFzXbp0wdq1a7F27VoAwObNmzFx4kQA9deLxo4diz179iAnJwc+Pj4ICgoCAFy6dAmenp4oKCiAq6srBg8ejE8//RQREREYN24cgoKCEB8fj9OnT6til1WmuLi4RVMR8N0ievKfsTEv8vud1vYiLaLhw4fj7NmzKoqItHedfVh1W1FpIsrIyMDu3btVsfpOpaWJiG/N/QizvLy8DSNpPZSIOjdKRG2Dxi6TVtNUa4OuyxBCmqPSH7SSzoWGaBNCXgS1iAghhPCKEhEhhBBeUSIihBDCK7r7dgcgFAqVbo5J2hYde0JUixJRB0CjzvilirtvE0L+h7rmCCGE8IoSESGEEF5RIiKEEMIrSkSEEEJ4RYmIEEIIrygREUII4RUlIkIIIbyiREQIIYRXLUpEHh4eMDExgUgkglQqxahRo3Dt2jUAQEpKChwcHKClpYVx48Zh8eLFEAgEmDRpElc/Pj4ezs7OkMvlMDY2hre3Nx48eKCSHSKEENKxtOjOCnfv3sWIESOgq6uLP/74A7GxsXB3d8e1a9cwceJE3LlzB7a2tujSpQs2b96sVPePP/6Ai4sLNDU1MX78eNy/fx+7du1CRkYGoqOjIRAIVLJjhBBCOoYWtYiioqLg4OAAqVSKgQMHAgBu3ryJc+fO4c6dO9DW1savv/6K77//HuPGjVOqu3nzZlRVVaF///4wMjLCa6+9BpFIhNjYWKSmprb+HhFCCOlQntki+vPPPzFo0CCUlZU1KIuNjQUAmJqactNE9+vXD8eOHeNek5GRAQBITk5GcnKyUv3bt2+jT58+Lxw8IYSQju+ZLaITJ06grKwMr776KoqKipRm4XRxcQEAZGVloaKiAkB9S+lp5ubmAABfX18wxrhHWloaxo8f31r7QQghpIN6ZovIyMgIQH3LaOnSpbhy5QpXJhaLYW1tjdu3b8PZ2Rk9e/ZUag0BwJw5c7Bt2zZs2LABaWlp0NfXx40bN3Du3DnU1dW17t4QQgjpcJ7ZInJ3d8fMmTOhoaGB06dPw8/PjytTV1fH0aNHYW9vj2vXruHx48eYOXMmAEAkEgEAbGxscPr0aQwfPhxnz57FgQMHUFpaihUrVqholwghhHQkAsYY+zsrKC4uVpqvZcyYMfjvf/+LgIAAhISE/O0ACeGTnZ0dLly4wHcYhLzU/vbEeEFBQbhz5w7s7Oxw5coV/Pe//4VEIoG3t3drxEcIIeQl97fvrGBjY4Pr16/j888/R2JiIt566y2cPXsWFhYWrREfIYSQl9zf7poj5GVGXXOEqB7da44QQgivKBERQgjhFSUiQgghvKJERAghhFeUiAghhPCKEhEh7VxlZSXy8vJQWVnJdyiEqMTf/kErIUQ1amtrERUVhYSEBKipqaGurg5Dhw6Fu7s7hEIh3+ER0mqoRURIOxUVFYVz586huroaCoUC1dXVOHfuHKKiovgOjfwNjx49wu7du1FcXMx3KO0GtYgI+X+VlZWNdn8VFRW1eSwKhQLx8fGoqalRWl5VVYWEhASMGjWKu7EwH8RiMcRiMW/b51NwcDB27NiBoqIi2NjYICoqCt27dwdQ34r18fFBREQEJBIJVq9ejenTpwMAfvvtN6xatQrXrl1DdnY2XF1dle7TGRQUhNDQUO64Llu2DIGBgW2/gzygRNQKnJ2dceHCBair1x/Ow4cPc3M1kY7j7t27uHXrVoPlcXFxbR5LWVkZmrrpSV1dHWJiYqCtrd3GUf1Pr1690Lt3b962zyc7Ozv4+PhAS0sL3t7ecHd35z4jmzdvRnJyMtLT03H37l24uLjgjTfeQJ8+faCnp4dvvvkGampqTd4CbcWKFQgKCmrDvWkfKBG1kuPHj8PZ2ZnvMMjfYGZmxs2/9bRhw4a1eSxPWkSNUVNTaxctos5q3Lhx3N8eHh5wd3fnnm/duhXBwcHQ1dWFrq4u3N3dsX37doSHh8PS0hLA/2atbk1Hjx5FUFAQ0tPTIRKJ4Ovri48//hgAEB0djcWLFyMnJwcODg7YuXMnjI2NkZGRAQsLC0RGRiIkJAS5ubkICwvjpvJJTU2Ft7c3UlJSAAATJ07Enj17ANR/+XZ1dUVAQAAAwNraGgEBAfDy8gIAhISEYPPmzSgrK4Oenh4OHDgAe3v7pneAqUhWVhYbPnw409fXZzo6OmzKlCmspqaGK//5559Zz549Wbdu3djatWuZRCJh6enpjDHGKioq2MyZM5lcLmcmJibs22+/5epVVFSw9957j0mlUjZ06FA2f/58NmPGDK58xIgRbPXq1czLy4vp6uqyp3fxxx9/ZP3792dyuZw5OzuzmzdvcmUAWFxcHGOMsczMTAaAi2fEiBEsPDycvfXWW0xXV5dNmjSJlZSUKG0zNja2FY8eaS9sbW1523ZkZCRbtGgRmzNnDvdYtGgRi4yM5C0moiwwMJCNHj2aMcaYQqFgAoFA6byyceNG5uzsrFQnPT2dAWCZmZlKy4ODg5mWlhZ77bXX2HfffdfiGJKTk5mmpiY7fPgwq6mpYSUlJez69euMMcby8vKYXC5nv/76K6uurmbTpk1jU6ZMUYpjzJgxrKioiP373/9mRkZG3Hrd3d3Z0qVLWV1dHauqqmI3btzgykaMGMFCQkK451ZWVmzXrl2MMcZSUlKYRCLh9i87O5sVFhY2uw8qG6wgEAi4LHvp0iUcPXoUMTExAIDy8nJ4eHggLCwMGRkZKC0tRXl5OVd31apVKCwsRE5ODo4ePYqlS5fi+vXrAIAvv/wS6enpyM7OxrZt2/DTTz812PaGDRvg7OyMhw8folevXgCA27dvw83NDWFhYcjPz4eTkxMmTJjQoA++Kdu2bUNgYCCysrKQmZmJ8PBwrkxdXR2TJ0/GqFGjcP78+Rc+ZoQ8zd3dHY6OjtDQ0IBIJIKGhgYcHR2VvoET/ly4cAG7du3C119/DQB48OABGGPQ0tLiXiORSFBQUNCi9a1atQoPHz7E6tWrsWDBApw4caJF9Xbs2IF33nkHkydPhlAohFQqRb9+/QAAe/fuhYODA4YPHw51dXV88MEHDbqaN27cCJlMBhsbG+Tn53PL5XI54uLicPr0aQiFQvTp06dF8Whra6Oqqgq7du3C/fv3YWxsDD09veYrtTjt/k2mpqYsIiKCMcbYwYMHmZmZGVf2dAukrq6OaWtrs+TkZK588ODBXKuob9++XOZljLGZM2c2aBH5+vo22H5ISIjSN5OKigomEom4VhCe0SLauHEjVzcsLIw5Ojoqrb+4uJitW7eO6ejosOzs7Oc4MuQJqVTKADR4SKVS3mLis0X0REVFBcvNzWUVFRV8h0L+X0pKCnvllVfYlStXuGVVVVVMIBAotRyep0X0tEWLFjEPD48WxTJ27Fjm7+/faNn8+fOZpqYmk8lkTCaTMalUynR0dBqNIy4uTqkHqbS0lP3zn/9kRkZGzNTUlO3bt48ra65FxBhjp0+fZs7OzkxDQ4O9++67rKCgoNl9UFmLqKqqCv7+/njllVcgk8mQlZXFXXxNT09Hz549G61XUFCAsrIyjB49mutn/eOPP1BSUvLMuk/I5fIGy7Kzs2Fqaso9F4vFMDAwQHZ2dov2R0NDg/tbR0cHpaWlSuU6OjpYvnw5evbs2eJvMkTZX4/ps5Z3FmKxGEZGRp36ukx7UlhYiAkTJmDnzp2wsbHhlmtoaGDAgAG4ceMGt+zGjRsYNGjQc29DKBRCoVC06LWmpqaNDrIBAGNjY4wZMwZFRUUoKipCSUlJi4eNa2trIywsDNnZ2QgODsaMGTO4ugKBgDuf19TUKPVoAYCLiwtiY2Nx584dZGVlYd26dc1uS2WDFQIDAxETE4OTJ0/C0tJSaZSIjo6O0sF4esisnp4eNDU1ERsb2+gb2FjdJ6PVmtOjRw/ExsZyzxUKBQoLC9GjRw9u2ZMD+6w3KjMzE2ZmZo2WPc8HqL0oLS1t9yf7nJycdrFtqVQKqVTKWyyEf0uXLoWLiwucnJwalM2bNw9r1qzByJEjcffuXURFRbV41GVqaiosLS2RkZGByMhIfPnlly2q5+3tDScnJ0REROC9994DYwx//vkn+vfvDw8PD6xbtw4//PAD3n77bQD1w8gdHByeud6DBw/C1dUVenp6MDQ0hFgsRpcuXQAAhoaGSE5OxsOHD+Hn56d0/rhy5Qqqqqpga2sLXV1daGlpQVdXt9ltqSwRpaamonfv3rC0tMTZs2fx4MED7gTv6uqKxYsXIzExEb1798aKFSsA1J/EhUIhPD09sXLlSmzfvh3du3dHfn4+ioqK0KtXL4wePRq7du3C+PHjcfz4cfz888+YNGnSM+OZOnUqPvvsM5w+fRojR47EmjVrYGpqyr0hhoaGiI+Ph7m5OZYsWdKgfkREBCZMmIDa2lrs3r1b6UNy/fp19OvXD0ePHkVqair+8Y9/tMIRbDsXL17EmTNn+A6jWVu3bm0X23Z2dqbRkZ1cZGQkunTpgoMHDwIAevbsid9//x1AfSK6efMmLCwsIJFI8MUXX6Bv374A6od2+/n5oa6uDgDQv39/CAQChIWFYfbs2di6dSt27NgBbW1tfPTRR/jggw9aFI+9vT0OHz6M4OBgLFq0CCKRCNOnT0dYWBgsLS1x7NgxrFixArNmzYJAIMDgwYNx8uTJZ6735MmT8PHxQUVFBUxNTfH9999DU1MTALB8+XK8++676NOnDwIDA5GQkMDVKyoqgq+vL9LS0iASifDWW29h2bJlzW5LZTO0Xrp0CZ6enigoKICrqysGDx6MTz/9FBERERg3bhy++uorrFmzBnK5HMuXL8fs2bNRUlICqVSK8vJy+Pn54dixY3j06BG6deuG1atXw83NDVlZWZg2bRquXbuGcePGQU1NDYaGhvjiiy8ANBxW+LQff/wRfn5+yMnJwcCBA7FlyxbutxA7duzAP//5TxgZGXHbSk9Ph7m5OZydnWFlZYWEhATk5eXB19cXK1eu5NY7ZMgQXL9+HaampggPD8fYsWNVcUhVpr20iJ5unf5VS7tQW9vEiRNx7Ngx7jm1iAhpfbxNFZ6ZmQlTU1PU1dXh888/x4kTJ5CUlPTMeg8fPoRIJIJEIkFWVhYcHR2xdetWlbZCnJ2d4eXlxY2RJ6ohEAiaLOPpY0pThRPSBni715ynpyf09fXRrVs3nDlzBvv27WtRvdjYWPTt2xddu3bFiBEjsHDhwg7XFUYa11RLg1oghLzceGsREdIRUIuIENWju28TQgjhFSUiQgghvKJERAghhFd09+0OoKysDLW1tXyH0WnRBGad19PzBRHVoUTUAdTW1irdYoi0LTr2hKgWdc0RQgjhFSUiQgghvKJERAgPFAoF8vPzO9wNcglRBbpGREgbqq2txZEjR5CcnAw1NTXU1dXB3t4ekyZNglAo5Ds8QnhBLSJC2tCTJFRdXQ2FQoHq6mokJyfjyJEjfIdG2sijR4+we/duGo35FGoRkU6hsrLyhbvBWuuEoVAokJSU1GB6+urqaiQlJWHYsGEQiUStsq2/QyQS0SR8zQgODsaOHTtQVFQEGxsbREVFoXv37gDqW7w+Pj6IiIiARCLB6tWrMX36dAD18wCtWrUK165dQ3Z2NlxdXZWGhwcFBSE0NJQ79suWLUNgYGDb7yAPKBG1omXLluE///kPMjIy+A6F/EVWVhbu3LnzQnVbclf4ligvL2/yLuKMMcTHx0MikbTKtv4OKysrWFtb8x1Gu2VnZwcfHx9oaWnB29sb7u7u3OR3mzdvRnJyMtLT03H37l24uLjgjTfeQJ8+faCnp4dvvvkGampqShOFPm3FihUICgpqw71pHygRtZKrV69i69atMDAw4DsU0ggTE5MXfm9aMptlSygUCiQmJjZaJhAI4OTk1G5aRKRp48aN4/728PCAu7s793zr1q0IDg6Grq4udHV14e7uju3btyM8PByWlpYAoJIvqkePHkVQUBDS09MhEong6+uLjz/+GAAQHR2NxYsXIycnBw4ODti5cyeMjY2RkZEBCwsLREZGIiQkBLm5uQgLC8PMmTMB1E9u6u3tjZSUFAD1c3Pt2bMHQMN536ytrREQEMBNlRMSEoLNmzejrKwMenp6OHDgAOzt7ZuMX2XXiLKzszFixAgYGBhAJpPB3d1d6e4AJ0+ehJmZGbp3745169ZBW1ube4MqKysxa9YsdO3aFaamptiyZQtXr7KyElOnToWOjg6cnJywYMECpXmCnJ2dsWbNGnz44YeQy+VKc9wcP34cAwYMQNeuXTFy5EikpqZyZQKBAPHx8QDqvz0LBAIuHmdnZ3zxxRcYN24c5HI53nnnHaWJ5BhjWLBgAXx9fVvzEJJWJBaLIZPJnvsB4IXqNfYwNDSEg4NDgx/IamhowMHBAYaGhq22rb/zoG65lktOTsaQIUMAAFVVVfjjjz/Qr18/rrxv3764ePFii9alpqaGsLAwvP7664iIiGhxDOfPn4e7uztWrlyJBw8e4Pbt25gwYQIAID8/H1OmTMG3336LwsJCdO3aFT4+Pkr19+zZg8TERHz66afw9/fnlq9atQqDBw/Gw4cPkZ+fDz8/vxbFc+PGDaxduxbnz59HSUkJEhISntnCVlkiEggEXJa9dOkSjh49ipiYGAD1XRQeHh4ICwtDRkYGSktLUV5eztVdtWoVCgsLkZOTg6NHj2Lp0qW4fv06AODLL79Eeno6srOzsW3bNvz0008Ntr1hwwY4Ozvj4cOH6NWrFwDg9u3bcHNzQ1hYGPLz8+Hk5IQJEyY06K9vyrZt2xAYGIisrCxkZmYiPDycK9u+fTvMzc3h4uLywseLdA6TJk2Cvb09NDQ0IBKJoKGhwY2aIx3LhQsXsGvXLnz99dcAgAcPHoAxBi0tLe41EokEBQUFLVrfqlWr8PDhQ6xevRoLFizAiRMnWlRvx44deOeddzB58mQIhUJIpVIuGe7duxcODg4YPnw41NXV8cEHH3DdiE9s3LgRMpkMNjY2yM/P55bL5XLExcXh9OnTEAqF6NOnT4vi0dbWRlVVFXbt2oX79+/D2NgYenp6zdZRWSIyNjbG8OHDIRQKYWVlBSMjI24nT5w4AR0dHbi7u0MkEmHu3LlcPcYYNm/ejE8++QRisRiDBg3CwIEDudZKREQE5s+fD6lUir59+8LV1bXBtt9//33MmDEDAoGAa/UcOHAAjo6OGDt2LNTV1eHv74979+61uP9/4cKFeOONNyCRSDB16lScPn0aAFBYWIjQ0FBuqnLSMRkZGUEikTR4tDahUAg3NzeEhITA19cXISEhcHNzo6HbHcyNGzfg4eGBY8eOcV929fX1IRAIlL5Ul5eXP1eXsEgkwtixYzFjxgxERka2qE5mZmaTLY60tDRER0dzXYVTp07F48ePlV7zJHEKBAKla5jh4eEYNWoUPD09YW5u3uJ4TE1N8fPPPyMmJgZmZmaYMmUKCgsLm62jskRUVVUFf39/vPLKK5DJZMjKyuJ2Mj09HT179my0XkFBAcrKyjB69Gju4P3xxx8oKSl5Zt0n5HJ5g2XZ2dkwNTXlnovFYhgYGCA7O7tF+/N0d4qOjg7XNffxxx/D19cX3bp1a9F6SPtUVlbWptsTiUQwNDSk6zEdUGFhISZMmICdO3fCxsaGW66hoYEBAwbgxo0b3LIbN25g0KBBz70NoVDY4lGepqamuHXrVqNlxsbGGDNmDIqKilBUVISSkpIWjwLV1tZGWFgYsrOzERwcjBkzZnB1n05aNTU1SskXAFxcXBAbG4s7d+4gKysL69ata3ZbKhusEBgYiJiYGJw8eRKWlpZKo0R0dHSUDkZlZSX3t56eHjQ1NREbG9voG9hYXXX1Z+9Gjx49EBsbyz1XKBQoLCxEjx49uGVPDuyz3qjMzEyYmZkBAOLj43H48GH4+/ujpqYGjx8/hq6uLvLy8ugk0wJlZWVtngSeV25uLt8hAKg/MWhra/MdRqe3dOlSuLi4wMnJqUHZvHnzsGbNGowcORJ3795FVFRUg66wpqSmpsLS0hIZGRmIjIzEl19+2aJ63t7ecHJyQkREBN577z0wxvDnn3+if//+8PDwwLp16/DDDz/g7bffBlA/jLwlA3AOHjwIV1dX6OnpwdDQEGKxGF26dAEAGBoaIjk5GQ8fPoSfn5/SNfMrV66gqqoKtra20NXVhZaWFnR1dZvdlsoSUWpqKnr37g1LS0ucPXsWDx484E7wrq6uWLx4MRITE9G7d2+sWLECQP23AKFQCE9PT6xcuRLbt29H9+7dkZ+fj6KiIvTq1QujR4/Grl27MH78eBw/fhw///xzi/rXp06dis8++wynT5/GyJEjsWbNGpiamnJviKGhIeLj42Fubo4lS5Y0qB8REYEJEyagtrYWu3fv5j4kTw94OHPmDLy8vGj49nO4evUqEhIS+A6jWXv37uU7BADA0KFDMXToUL7D6PQiIyPRpUsXHDx4EADQs2dP/P777wDqE9HNmzdhYWEBiUSCL774An379gVQP7Tbz88PdXV1AID+/ftDIBAgLCwMs2fPxtatW7Fjxw5oa2vjo48+wgcffNCieOzt7XH48GEEBwdj0aJFEIlEmD59OsLCwmBpaYljx45hxYoVmDVrFgQCAQYPHoyTJ08+c70nT56Ej48PKioqYGpqiu+//x6ampoAgOXLl+Pdd99Fnz59EBgYqPR/uKioCL6+vkhLS4NIJMJbb72FZcuWNbstAWvqhw1/06VLl+Dp6YmCggK4urpi8ODB+PTTTxEREYFx48bhq6++wpo1ayCXy7F8+XLMnj0bJSUlkEqlKC8vh5+fH44dO4ZHjx6hW7duWL16Ndzc3JCVlYVp06bh2rVrGDduHNTU1GBoaMhdo/nrsMKn/fjjj/Dz80NOTg4GDhyILVu2oHfv3gDqL/j985//hJGREbet9PR0mJubw9nZGVZWVkhISEBeXh58fX2xcuXKButXVSIqLi5+aaciaC8tIisrq0aX29raIioqqo2jaRy1iNre0wMPiOqoLBE9S2ZmJkxNTVFXV4fPP/8cJ06caNHAgYcPH0IkEkEikSArKwuOjo7YunUr/vGPf6gsVmdnZ3h5eSkNE29LL3Miai+aGphga2uLs2fPtnE0pL2gRNQ2eLvXnKenJ/T19dGtWzecOXMG+/bta1G92NhY9O3bF127dsWIESOwcOFClSYh0jlQS4MQ/vDWIiItRy0i/gwfPpxaRJ0YtYjaBt19mxBCCK8oERFCCOEVJSJCCCG8ortvdwBCoRDV1dV8h9Fp0bEnRLUoEXUANKKLX09PXkYIaX3UNUcIIYRXlIgIIYTwihIRabHKykrk5eUp3aSWEEL+LrpGRJ6ptrYWUVFRSEhIgJqaGurq6jB06FC4u7vTPDqEkL+NWkTkmaKionDu3DlUV1dDoVCguroa586dazc3AyWkI3n06BF2797d4nmBOgNqEXUAlZWVvHWHKRQKxMfHN5hSvaqqCgkJCRg1ahTv8y6JxWKIxWJeYyCdR3BwMHbs2IGioiLY2NggKioK3bt3B1Dfe+Dj44OIiAhIJBKsXr0a06dPB1A/D9CqVatw7do1ZGdnw9XVVWlEZlBQEEJDQ7nP8rJlyxAYGNj2O8gDSkStYMiQIbh16xZqamowatQo7Nq165kTQT2Pu3fvNjkDo6qVlZWhqdsR1tXVISYmhvfh5b169eKm8yBE1ezs7ODj4wMtLS14e3vD3d2dm/xu8+bNSE5ORnp6Ou7evQsXFxe88cYb6NOnD/T09PDNN99ATU1NaaLQp61YsQJBQUFtuDftAyWiVhAREQErKyvk5ORgyJAhiIyMxIIFC1pt/WZmZjAyMmq19T2PJy2ixqipqbWbFhEhbWXcuHHc3x4eHnB3d+eeb926FcHBwdDV1YWuri7c3d2xfft2hIeHw9LSEgBUMnHm0aNHERQUhPT0dIhEIvj6+uLjjz8GAERHR2Px4sXIycmBg4MDdu7cCWNjY2RkZMDCwgKRkZEICQlBbm4uwsLCMHPmTAD1k356e3sjJSUFADBx4kTs2bMHQMN536ytrREQEMBNlRMSEoLNmzejrKwMenp6OHDgAOzt7ZveAaYiWVlZbPjw4UxfX5/p6OiwKVOmsJqaGq78559/Zj179mTdunVja9euZRKJhKWnpzPGGKuoqGAzZ85kcrmcmZiYsG+//ZarV1FRwd577z0mlUrZ0KFD2fz589mMGTO48hEjRrDVq1czLy8vpqury57exR9//JH179+fyeVy5uzszG7evMmVAWBxcXGMMcYyMzMZAC6eESNGsPDwcPbWW28xXV1dNmnSJFZSUtJgn8+fP89MTEzYjRs3WuMQthuRkZFs0aJFbM6cOdxj0aJFLDIyku/QVM7W1pbvEEg7FhgYyEaPHs0YY0yhUDCBQKB0Xtm4cSNzdnZWqpOens4AsMzMTKXlwcHBTEtLi7322mvsu+++a3EMycnJTFNTkx0+fJjV1NSwkpISdv36dcYYY3l5eUwul7Nff/2VVVdXs2nTprEpU6YoxTFmzBhWVFTE/v3vfzMjIyNuve7u7mzp0qWsrq6OVVVVKZ3XRowYwUJCQrjnVlZWbNeuXYwxxlJSUphEIuH2Lzs7mxUWFja7DyobrCAQCLgse+nSJRw9ehQxMTEAgPLycnh4eCAsLAwZGRkoLS1FeXk5V3fVqlUoLCxETk4Ojh49iqVLl+L69esAgC+//BLp6enIzs7Gtm3b8NNPPzXY9oYNG+Ds7IyHDx+iV69eAIDbt2/Dzc0NYWFhyM/Ph5OTEyZMmNDg2kdTtm3bhsDAQGRlZSEzMxPh4eFc2bFjx6CpqYkhQ4YgPDwcffr0eeHj1h65u7vD0dERGhoaEIlE0NDQgKOjo9I3QUI6mwsXLmDXrl34+uuvAQAPHjwAY0xp6giJRIKCgoIWrW/VqlV4+PAhVq9ejQULFuDEiRMtqrdjxw688847mDx5MoRCIaRSKfr16wegfpp7BwcHDB8+HOrq6vjggw+4bsQnNm7cCJlMBhsbG+Tn53PL5XI54uLicPr0aQiFwhaf17S1tVFVVYVdu3bh/v37MDY2hp6eXvOVWpx2/yZTU1MWERHBGGPs4MGDzMzMjCt7ugVSV1fHtLW1WXJyMlc+ePBgrlXUt29fLvMyxtjMmTMbtIh8fX0bbD8kJETpm0lFRQUTiURcKwjPaBFt3LiRqxsWFsYcHR2V1q9QKNjBgweZWCxmFy5ceI4j03FUVFSw3NxcVlFRwXcoLSKVShmABg+pVNridVCLiDQmJSWFvfLKK+zKlSvcsqqqKiYQCJRaDs/TInraokWLmIeHR4tiGTt2LPP392+0bP78+UxTU5PJZDImk8mYVCplOjo6jcYRFxen1INUWlrK/vnPfzIjIyNmamrK9u3bx5U11yJijLHTp08zZ2dnpqGhwd59911WUFDQ7D6orEVUVVUFf39/vPLKK5DJZMjKyuIueqenp6Nnz56N1isoKEBZWRlGjx7N9bP+8ccfKCkpeWbdJ+RyeYNl2dnZMDU15Z6LxWIYGBggOzu7Rfvz9MR0Ojo6KC0tVSrX1NSEu7s7Ro4cicjIyBats6MRi/+vvTsPi+JKFz/+bRpslEUQBQFbscEFdWCiUbmIgoorITFREYlI4pIYl4jbjYxRRI1EUTNmJteRiJoMcqOjuQElcn1U3Igho8bRJMh1AUKDsogEcWRR6veHj/Wzg0ijNI14Ps/D83RX1al6T1VTb5+q03XMcXBweG7uyfz+GNU3XRD0UVxcTGBgINu3b8fT01OebmZmRp8+fcjIyJCnZWRk0Ldv3wZvQ6lUUllZqdeyarW6zs5MTk5OjBo1itLSUkpLSykrK9O727ilpSUxMTHk5eURFRVFWFiYXFahUMjn83v37ulc0QIYPnw4qampXL16Fa1Wy/r165+4LYN1VoiMjOTo0aOkpKSg0Wh0eolYW1vr7IxHuybb2dnRqlUrUlNTH3sAH1fW1LT+ajg7O5Oamiq/r6yspLi4GGdnZ3nawx1b34HKzc2lS5cuj51nbm7O/fv3642nJbt9+3azP9nn5+cbZNmGsrKywsrKymDrFxrf/PnzGT58OD4+PrXmzZo1i+joaIYOHUpOTg579uypdSmsLpmZmWg0GrKzs0lISGDTpk16lZs2bRo+Pj7Ex8czadIkJEni8uXL9O7dm5CQENavX8/XX3/Na6+9BjzoRu7l5VXvenfv3o2/vz92dnbY29tjbm5O69atAbC3tyc9PZ2SkhIiIiJ0/t/Pnz9PVVUV/fr1w8bGhjZt2tTbi9hgiSgzM5MePXqg0Wg4ceIEN2/elE/w/v7+zJs3j9OnT9OjRw+WLl0KPPgWoFQqCQ0NZfny5Wzbtg1HR0cKCwspLS2le/fujBgxgh07dvDKK69w4MABDh48yLhx4+qNJzg4mDVr1nD48GGGDh1KdHQ0arVaPiD29vacOnUKFxcX3n///Vrl4+PjCQwM5P79++zcuVP+kJSXl/Prr7/Sq1cvfvjhB1JSUh573+pFcvbsWY4dO2bsMJ4oNjbWIMs2lJ+fH35+fgZbv9D4EhISaN26Nbt37wagc+fOXLhwAXiQiC5dukTXrl2xsLBg48aNuLu7Aw+6dkdERFBTUwNA7969USgUxMTEMHPmTGJjY4mLi8PS0pJFixYxZcoUveIZOHAg+/btIyoqirlz56JSqZg6dSoxMTFoNBqSkpJYunQpM2bMQKFQ0L9/f1JSUupdb0pKCuHh4dy9exe1Ws3evXtp1aoVAEuWLGHChAn07NmTyMhI0tLS5HKlpaUsXLiQa9euoVKpGDt2LAsWLHjithSSVMePRJ7RuXPnCA0NpaioCH9/f/r378+qVauIj48nICCATz75hOjoaGxtbVmyZAkzZ86krKwMKysr7ty5Q0REBElJSdy6dYuOHTuydu1axo8fj1arZfLkyVy8eJGAgABMTEywt7dn48aNQO1uhY/av38/ERER5Ofn4+HhwdatW+Xfn8TFxbF48WIcHBzkbWVlZeHi4oKfnx+urq6kpaVRUFDAwoULWb58OQAFBQUMGjSIoqIirKysWLx4MeHh4YbYpc+N5tIierS1+3v6XpJ99dVXSUpKaqyQahEtIkEwYCKqT25uLmq1mpqaGj766COSk5P5/vvv6y1XUlKCSqXCwsICrVaLt7c3sbGxjB492mCx+vn58dZbb8l95IXng0KhqHOevh/7l19+mTNnzjRWSIIgPIbRnjUXGhpK+/bt6dixI8eOHWPXrl16lUtNTcXd3Z127drh6+vLnDlzDJqEhOdXXS0N0QIRhObFaC0iQXgeiBaRIBieePq2IAiCYFQiEQmCIAhGJRKRIAiCYFTi6dvPgfLy8hf+R7LGJAYwe3E9Ol6QYDgiET0H7t+/r/OIIaFpiX0vCIYlLs0JgiAIRiUSkSAIgmBUIhEJL5zKykoKCwv1frqxIAiGJe4RCS+M+/fv880335Ceno6JiQk1NTUMHDiQcePGoVQqjR2eILywRItIeGE8TELV1dVUVlZSXV1Neno633zzjbFDE14gt27dYufOnaI35iNEi0gwqIqKimZxCayyspLvv/++1tDw1dXVfP/99wwePBiVSvXYsk15wlCpVM/NwIMvqqioKOLi4igtLcXT05M9e/bg6OgIPGh1h4eHEx8fj4WFBWvXrmXq1KnAg3GAVqxYwcWLF8nLy8Pf31+ne/jKlSv5+OOP5eO/YMECIiMjm76CRiAS0TPKzMxk+vTpZGRkYGpqyocffsi8efOMHVazodVquXr1qrHD4M6dO3U+cVuSJE6dOoWFhcVj5+vzVPjG4urqipubW5NtT2i4l19+mfDwcNq0acO0adMICgqSB7/bsmUL6enpZGVlkZOTw/DhwxkwYAA9e/bEzs6Ozz77DBMTE52BQh+1dOlSVq5c2YS1aR5EInpGpqambNq0iQEDBvDjjz8yaNAgevXqxfDhw40dWrPQqVMnOnToYOwwqKys5PTp04+dp1Ao8PHxqbNFpM9olo2lrhiE5iMgIEB+HRISQlBQkPw+NjaWqKgobGxssLGxISgoiG3btrFhwwY0Gg0A2dnZjR5TYmIiK1euJCsrC5VKxcKFC/nggw8AOHLkCPPmzSM/Px8vLy+2b9+Ok5MT2dnZdO3alYSEBFavXs2NGzeIiYlh+vTpwIMv2dOmTeOXX34BHozN9cUXXwC1x31zc3Pjww8/lIfKWb16NVu2bKG8vBw7Ozu++uorBg4cWGf8BrtHlJeXh6+vLx06dKBt27YEBQXpPB0gJSWFLl264OjoyPr167G0tJQPUEVFBTNmzKBdu3ao1Wq2bt0ql6uoqCA4OBhra2t8fHyYPXu2zjhBfn5+REdH8/bbb2Nra6szJs2BAwfo06cP7dq1Y+jQoWRmZsrzFAoFp06dAh58i1coFHI8fn5+bNy4kYCAAGxtbXn99dflgd9cXV0ZMGAAAC+99BJ/+MMfOH/+fGPuyueaubk5bdu2Nfqfvb09Xl5etX6camZmhpeXF/b29o8tBzRpnOKy3PMlPT2d//iP/wCgqqqKn376iV69esnz3d3dOXv2rF7rMjExISYmhpdeeon4+Hi9Y/jhhx8ICgpi+fLl3Lx5kytXrhAYGAhAYWEhEydO5G9/+xvFxcW0a9eu1sCdX3zxBadPn2bVqlUsW7ZMnr5ixQr69+9PSUkJhYWFRERE6BVPRkYG69at44cffqCsrIy0tLR6W/kGS0QKhULOsufOnSMxMZGjR48CDy6ThISEEBMTQ3Z2Nrdv3+bOnTty2RUrVlBcXEx+fj6JiYnMnz+fn3/+GYBNmzaRlZVFXl4en3/++WOH5d68eTN+fn6UlJTQvXt3AK5cucL48eOJiYmhsLAQHx8fAgMDa90zqMvnn39OZGQkWq2W3NxcNmzYUGuZsrIyLl26JH8wheZl3LhxDBw4EDMzM1QqFWZmZnKvOUFoqDNnzrBjxw7++te/AnDz5k0kSaJNmzbyMhYWFhQVFem1vhUrVlBSUsLatWuZPXs2ycnJepWLi4vj9ddf54033kCpVGJlZSUnwy+//BIvLy+GDBmCqakpU6ZMkS8jPvTpp5/Stm1bPD09KSwslKfb2tpy8uRJDh8+jFKppGfPnnrFY2lpSVVVFTt27OD69es4OTlhZ2f3xDIGS0ROTk4MGTIEpVKJq6srDg4OciWTk5OxtrYmKCgIlUrFu+++K5eTJIktW7bwpz/9CXNzc/r27YuHh4fcWomPj+e9997DysoKd3d3/P39a237zTffJCwsDIVCIbd6vvrqK7y9vRkzZgympqYsW7aMX3/9Ve/r/3PmzGHAgAFYWFgQHBzM4cOHdeZLksS7775LWFgY3t7eT7XPBMNxcHDA2tqaqVOnsnXrVr788ku2bt3K7NmzRddtocEyMjIICQkhKSlJ/rLbvn17FAqFzpfqO3fuNOjStEqlYsyYMYSFhZGQkKBXmdzc3DpbHNeuXePIkSPypcLg4GD+/e9/6yzzMHEqFAqd+6gbNmxg2LBhhIaG4uLionc8arWagwcPcvToUbp06cLEiRMpLi5+YhmDJaKqqiqWLVtGt27daNu2LVqtVq5kVlYWnTt3fmy5oqIiysvLGTFihLzzfvrpJ8rKyuot+5CtrW2taXl5eajVavm9ubk5HTp0IC8vT6/6PHpJx9raWr4099CcOXOwsrJi8+bNeq1PaFrl5eXy63v37vHbb79x7949nemCoI/i4mICAwPZvn07np6e8nQzMzP69OlDRkaGPC0jI4O+ffs2eBtKpVLv3qZqtZr/+7//e+w8JycnRo0aRWlpKaWlpZSVlendC9TS0pKYmBjy8vKIiooiLCxMLvto0rp3755O8gUYPnw4qampXL16Fa1Wy/r165+4LYN1VoiMjOTo0aOkpKSg0Wh0eolYW1vr7IyKigr5tZ2dHa1atSI1NfWxB/BxZU1N66+Gs7Mzqamp8vvKykqKi4txdnaWpz3csfUdqNzcXLp06SK/j4mJIScnh/379+vckxIeJIDmfrK/cePGM81vLJaWllhaWjbJtoSnN3/+fIYPH46Pj0+tebNmzSI6OpqhQ4eSk5PDnj17al0Kq0tmZiYajYbs7GwSEhLYtGmTXuWmTZuGj48P8fHxTJo0CUmSuHz5Mr179yYkJIT169fz9ddf89prrwEPupHr0wFn9+7d+Pv7Y2dnh729Pebm5rRu3RoAe3t70tPTKSkpISIiQueL+fnz56mqqqJfv37Y2NjQpk0bbGxsnrgtgyWizMxMevTogUaj4cSJE9y8eVM+wfv7+zNv3jxOnz5Njx49WLp0KfDgW4BSqSQ0NJTly5ezbds2HB0dKSwspLS0lO7duzNixAh27NjBK6+8woEDBzh48KBe1/iDg4NZs2YNhw8fZujQoURHR6NWq+UDYm9vz6lTp3BxceH999+vVT4+Pp7AwEDu37/Pzp075Q/JL7/8QmRkJJmZmZiYiN8H/96//vUv0tLSjB3GE3355ZfPNL+xDBo0iEGDBjXJtoSnl5CQQOvWrdm9ezcAnTt35sKFC8CDRHTp0iW6du2KhYUFGzduxN3dHXjQtTsiIoKamhoAevfujUKhICYmhpkzZxIbG0tcXByWlpYsWrSIKVOm6BXPwIED2bdvH1FRUcydOxeVSsXUqVOJiYlBo9GQlJTE0qVLmTFjBgqFgv79+5OSklLvelNSUggPD+fu3buo1Wr27t1Lq1atAFiyZAkTJkygZ8+eREZG6vyPl5aWsnDhQq5du4ZKpWLs2LEsWLDgidtSSHX9uOIZnTt3jtDQUIqKivD396d///6sWrWK+Ph4AgIC+OSTT4iOjsbW1pYlS5Ywc+ZMysrKsLKy4s6dO0RERJCUlMStW7fo2LEja9euZfz48Wi1WiZPnszFixcJCAjAxMQEe3t7Nm7cCNTuVvio/fv3ExERQX5+Ph4eHmzdupUePXoAD274LV68GAcHB3lbWVlZuLi44Ofnh6urK2lpaRQUFLBw4UKWL18OPPhxW1RUFNbW1vJ2/uu//ouQkJBG25e//fbbczsUQXNpEbm6utY570m/cwoKCmLPnj2GCKkW0SJqfh7teCAYjsESUX1yc3NRq9XU1NTw0UcfkZycrFfHgZKSElQqFRYWFmi1Wry9vYmNjWX06NEGi9XPz4+33npLp5t4U3qeE1FzUdePVYFa17cfNWTIEE6cOGGIkITngEhETcNo15JCQ0Np3749HTt25NixY+zatUuvcqmpqbi7u9OuXTt8fX2ZM2eOQZOQ0DLU1dIQLRBBMD6jtYgE/YkWkfGIFtGLTbSImoa4uy4IgiAYlUhEgiAIglGJRCQIgiAYlXj69nNAqVRSXV1t7DBeWGLfC4JhiUT0HBA9u4zr0cHLBEFofOLSnCAIgmBUIhEJgiAIRiUSkSA8pYqKCgoKCnQe2isIQsOJe0SC0ED3799nz549pKWlYWJiQk1NDYMGDSIoKEiMbSQIT0G0iAShgfbs2cN3331HdXU1lZWVVFdX89133zXZw1GF59utW7fYuXOn3uMCvQhEi6iR3Lp1i8TERF5//XXRy8oAKioqjHYJrLS0VH5dWVnJqVOnag0xX1VVRVpaGsOGDUOlUjVxhLWZm5tjbm5u7DBapKioKOLi4igtLcXT05M9e/bg6OgIPGgth4eHEx8fj4WFBWvXrmXq1KnAg3GAVqxYwcWLF8nLy8Pf31/nXLFy5Uo+/vhj+bgtWLCAyMjIpq+gEYhE9Izq+3AJjSMnJ6fOUSgN7dGBzcrLy6nr8Yw1NTUcPXq0WXS37969uzzEidC4Xn75ZcLDw2nTpg3Tpk0jKChI/oxs2bKF9PR0srKyyMnJYfjw4QwYMICePXtiZ2fHZ599homJic5AoY9aunQpK1eubMLaNA8iET0jfT5cwrPr0qULDg4ORtn24MGD5dcPW0SPY2Ji0qxaRIJhBAQEyK9DQkIICgqS38fGxhIVFYWNjQ02NjYEBQWxbds2NmzYgEajASA7O7vRY0pMTGTlypVkZWWhUqlYuHAhH3zwAQBHjhxh3rx55Ofn4+Xlxfbt23FyciI7O5uuXbuSkJDA6tWruXHjBjExMUyfPh14MLjptGnT+OWXXwB49dVX+eKLL4Da4765ubnx4YcfykPlrF69mi1btlBeXo6dnR1fffUVAwcOrLsCkoFotVppyJAhUvv27SVra2tp4sSJ0r179+T5Bw8elDp37ix17NhRWrdunWRhYSFlZWVJkiRJd+/elaZPny7Z2tpKnTp1kv72t7/J5e7evStNmjRJsrKykgYNGiS99957UlhYmDzf19dXWrt2rfTWW29JNjY20qNV3L9/v9S7d2/J1tZW8vPzky5duiTPA6STJ09KkiRJubm5EiDH4+vrK23YsEEaO3asZGNjI40bN04qKyvTqW9WVpYESLm5uY21C4VmoF+/frWmJSQkSHPnzpXeeecd+W/u3LlSQkKCESIUjCkyMlIaMWKEJEmSVFlZKSkUCp3zyqeffir5+fnplKnrXBEVFSW1adNG+uMf/yj9/e9/1zuG9PR0qVWrVtK+ffuke/fuSWVlZdLPP/8sSZIkFRQUSLa2ttLx48el6upqafLkydLEiRN14hg1apRUWloq/eUvf5EcHBzk9QYFBUnz58+XampqpKqqKikjI0Oe5+vrK61evVp+7+rqKu3YsUOSJEn65ZdfJAsLC7l+eXl5UnFx8RPrYLDOCgqFQs6y586dIzExkaNHjwIPBiILCQkhJiaG7Oxsbt++rTM42YoVKyguLiY/P5/ExETmz5/Pzz//DMCmTZvIysoiLy+Pzz//nG+//bbWtjdv3oyfnx8lJSV0794dgCtXrjB+/HhiYmIoLCzEx8eHwMDAWtf66/L5558TGRmJVqslNzeXDRs2POsuEp5TQUFBeHt7Y2ZmhkqlwszMDG9vb51vxkLLd+bMGXbs2MFf//pXAG7evIkkSTpDR1hYWFBUVKTX+lasWEFJSQlr165l9uzZJCcn61UuLi6O119/nTfeeAOlUomVlRW9evUCHgxz7+XlxZAhQzA1NWXKlCk6l5oBPv30U9q2bYunpyeFhYXydFtbW06ePMnhw4dRKpX07NlTr3gsLS2pqqpix44dXL9+HScnJ+zs7J5YxmCJyMnJiSFDhqBUKnF1dcXBwUGuZHJyMtbW1gQFBaFSqXj33XflcpIksWXLFv70pz9hbm5O37598fDwkC+HxMfH895772FlZYW7uzv+/v61tv3mm28SFhaGQqEgMzMTgK+++gpvb2/GjBmDqakpy5Yt49dff9VrVFiAOXPmMGDAACwsLAgODubw4cPPuouE55RSqWTy5Mls2LCBZcuWsWHDBiZPntygrtvW1tYoFIpaf48OOS80XxkZGYSEhJCUlCR/2W3fvj0KhULnS/WdO3fo0KGD3utVqVSMGTOGsLAwEhIS9CqTm5uLm5vbY+ddu3aNI0eOyJcKg4OD+fe//62zzMPEqVAodO5/btiwgWHDhhEaGoqLi4ve8ajVag4ePMjRo0fp0qULEydOpLi4+IllDJaIqqqqWLZsGd26daNt27ZotVq5kllZWXTu3Pmx5YqKiigvL2fEiBHyzvvpp58oKyurt+xDtra2tabl5eWhVqvl9+bm5nTo0IG8vDy96vPowHTW1tbcvn1br3JCy2Vubo6Dg8NT3Y+p6/MjPlfNX3FxMYGBgWzfvh1PT095upmZGX369CEjI0OelpGRQd++fRu8DaVSSWVlpV7LqtXqOjvyODk5MWrUKEpLSyktLaWsrEzvbuOWlpbExMSQl5dHVFQUYWFhctlHk9a9e/d0ki/A8OHDSU1N5erVq2i1WtavX//EbRmss0JkZCRHjx4lJSUFjUajcyPf2tpaZ2c82i3Xzs6OVq1akZqa+tgD+Liypqb1V8PZ2ZnU1FT5fWVlJcXFxTg7O8vTHu7Y+g5Ubm4uXbp0qXebQvNy+/btpzrR5+fnGyCa5rO9x7GyssLKysrYYTRL8+fPZ/jw4fj4+NSaN2vWLKKjoxk6dCg5OTns2bOn1qWwumRmZqLRaMjOziYhIYFNmzbpVW7atGn4+PgQHx/PpEmTkCSJy5cv07t3b0JCQli/fj1ff/01r732GvCgp6+Xl1e96929ezf+/v7Y2dlhb2+Pubk5rVu3BsDe3p709HRKSkqIiIjQ+b86f/48VVVV9OvXDxsbG9q0aYONjc0Tt2WwRJSZmUmPHj3QaDScOHGCmzdvyid4f39/5s2bx+nTp+nRowdLly4FHnwLUCqVhIaGsnz5crZt24ajoyOFhYWUlpbSvXt3RowYwY4dO3jllVc4cOAABw8eZNy4cfXGExwczJo1azh8+DBDhw4lOjoatVotHxB7e3tOnTqFi4sL77//fq3y8fHxBAYGcv/+fXbu3Kn3h0RoPs6ePcuxY8caXC42Nrbxg2lG23scPz8//Pz8jB1Gs5SQkEDr1q3ZvXs3AJ07d+bChQvAg0R06dIlunbtioWFBRs3bsTd3R140LU7IiKCmpoaAHr37o1CoSAmJoaZM2cSGxtLXFwclpaWLFq0iClTpugVz8CBA9m3bx9RUVHMnTsXlUrF1KlTiYmJQaPRkJSUxNKlS5kxYwYKhYL+/fuTkpJS73pTUlIIDw/n7t27qNVq9u7dS6tWrQBYsmQJEyZMoGfPnkRGRpKWliaXKy0tZeHChVy7dg2VSsXYsWNZsGDBE7elkKQ6fhTxjM6dO0doaChFRUX4+/vTv39/Vq1aRXx8PAEBAXzyySdER0dja2vLkiVLmDlzJmVlZVhZWXHnzh0iIiJISkri1q1bdOzYkbVr1zJ+/Hi0Wi2TJ0/m4sWLBAQEYGJigr29PRs3bgRqdyt81P79+4mIiCA/Px8PDw+2bt0q/9YiLi6OxYsX4+DgIG8rKysLFxcX/Pz8cHV1JS0tjYKCAhYuXMjy5csB3Q/X7du35Wv/Dz9cQvPxNC2iV199laSkpEaP5dGW+O/pe7nYkESLSGhKBktE9cnNzUWtVlNTU8NHH31EcnKyXh0HSkpKUKlUWFhYoNVq8fb2JjY2ltGjRxssVj8/P9566y25j7zw4nj55Zc5c+ZMo69XoVDUOc9I/5KCYDRGe9ZcaGgo7du3p2PHjhw7doxdu3bpVS41NRV3d3fatWuHr68vc+bMMWgSEgRDqKu1IVohwovIaC0iQXgeGKpFJAjC/yeevi0IgiAYlUhEgiAIglGJRCQIgiAYlbhH9BwYPXp0vY/IMJaioqIGPcLkedPS6wctv47PUr/27dvr9Zsb4dmIRCQ8k5Z+M7+l1w9afh1bev1aAnFpThAEQTAqkYgEQRAEoxKJSHgm77zzjrFDMKiWXj9o+XVs6fVrCcQ9IkEQBMGoRItIEARBMCqRiIQGKSkpYcSIEXTr1o0RI0Zw69atWsvk5uYydOhQ3N3d6d27N5s3bzZCpA2TkpJCjx49cHNz4+OPP641X5Ik3n//fdzc3PDw8ODcuXNGiPLp1Ve/Xbt24eHhgYeHB97e3vzrX/8yQpRPr776PfTPf/4TpVLJ3r17mzA6oV6SIDTAkiVLpOjoaEmSJCk6Olr6z//8z1rL5OfnS2fPnpUkSZLKysqkbt26ST///HOTxtkQ9+7dkzQajXT16lWpsrJS8vDwqBVvcnKyNHr0aKmmpkY6ffq0NGDAACNF23D61C8tLU0qKSmRJEmSvv322xZXv4fLDR06VBozZoz0j3/8wwiRCnURLSKhQRITEwkLCwMgLCyMb775ptYyjo6O8ui6VlZWuLu7N4sxduryww8/4ObmhkajoVWrVgQHB5OYmKizTGJiIlOnTkWhUODl5UVpaSnXr183UsQNo0/9vL29sbW1BcDLywutVmuMUJ+KPvUD+Mtf/sL48eOxt7c3QpTCk4hEJDRIQUEBjo6OAPLouU+SnZ3Njz/+yMCBA5sivKeSl5eHWq2W33fq1KlW4tRnmeaqobHHxcUxZsyYpgitUeh7/P7nf/6HWbNmNXV4gh4MNlS48Pzy9/fnxo0btaZ/9NFHDVpPeXk548eP589//jPW1taNFV6jkx7TcfT3A9fps0xz1ZDYU1NTiYuL49SpU4YOq9HoU7/w8HDWrVuHUqlsqrCEBhCJSKjl8OHDdc5zcHDg+vXrODo6cv369Tovc1RXVzN+/HjefPNN3njjDUOF2ig6depEbm6u/F6r1eLk5NTgZZorfWO/cOECM2bM4ODBg9jZ2TVliM9En/qdOXOG4OBgAIqLi/n2228xNTVl3LhxTRmqUBfj3qISnjeLFy/W6aywZMmSWsvU1NRIoaGh0vz585s4uqdTXV0tde3aVbp27Zp8s/unn37SWebAgQM6nRX69+9vpGgbTp/65eTkSK6urlJaWpqRonx6+tTvUWFhYaKzQjMjEpHQIMXFxdKwYcMkNzc3adiwYdLNmzclSZKkvLw8acyYMZIkSdLJkyclQPrDH/4geXp6Sp6enlJycrIxw65XcnKy1K1bN0mj0Uhr1qyRJEmStmzZIm3ZskWSpAfJdfbs2ZJGo5H69Okj/fOf/zRmuA1WX/2mT58u2djYyMerX79+xgy3weqr36NEImp+xJMVBEEQBKMSveYEQRAEoxKJSBAEQTAqkYgEQRAEoxKJSBAEQTAqkYgEQRAEoxKJSBAEQTAqkYgEQRAEoxKP+BFqqampQavVcufOHWOHIggyCwsLOnXqhImJ+P7c0ogftAq1FBYWUllZibOzs/inF5qFmpoa8vLyUKlUYhiHFkicZYRaSktLcXBwEElIaDZMTExwcHDgt99+M3YoggGIM41Qy/379zEzMzN2GIKgw8zMjHv37hk7DMEARCISHut5GWtHeHGIz2TLJRKRIAiCYFQiEQkG07FjRxQKRZ1/HTt2NEpchYWFTJ48GScnJ9q2bcugQYNIT083SiyNraKigqSkJBYtWsS7777LokWLSEpKoqKioknj+P777xkxYgTt2rWjQ4cOTJw4kevXrzdpDMLzQyQiwWAKCgqeab6hlJeX079/f86ePUtJSQlhYWEEBARQXl5ulHgaS0VFBevWrePQoUNyXcrLyzl06BDr1q1r0mR069Yt3nnnHbKzs8nJycHKyoq33367ybYvPF9EIhJalB07dhAYGCi/d3NzIygoSH6vVqspKytj4cKFODo6olQqeeedd6iqqiIzMxOAnTt3MmjQIObNm0fbtm3p2bMnR44cafK6NNShQ4coKiqiurpaZ3p1dTVFRUUcOnSo0bfp4uJCdHQ0vXr1wtbWlrfffpuKigrGjBnDxIkTsba2pk2bNsydO5e0tDQAsrKysLGxoaamBoAZM2bodMmeMmUKf/7znxs9VqH5Ej9oFZ4oPDyc8+fPG2z9fn5+DS7zxz/+sc4Tla+vLwsWLKCmpoaCggKqq6vlE+C1a9coLy/Hw8NDp8z58+epqqrCzc1Nnpaens6ECRMoLi7m66+/5o033iArK4t27do1ON6G2L17N1qt9qnKXrlyRT65/151dTUpKSlcvny5wevt1KkTkyZNqnP+rl27+N///V8sLCwIDAxkzZo1rFmzRmeZEydO0Lt3bwC6du2KtbU1P/74I/369ePkyZNYWlqSkZGBu7s7J06cYNGiRQ2OU3h+iRaR0KJoNBqsrKw4f/48x48fZ9SoUTg7O3Pp0iWOHz/O4MGDdX4fVVZWRmhoKJGRkbRt21aebm9vT3h4OGZmZkyaNIkePXqQnJxsjCrpra4k9ND9+/cNst25c+eiVqtp164dy5Yt47//+7915l+4cIFVq1YRExMjT/P19eX48ePcuHEDgAkTJnD8+HGysrIoKyvD09PTILEKzZNoEQlP9CyXSPTpbnvs2LGnXn9dfH19OXbsGFeuXMHX1xcbGxuOHz/O6dOn8fX1lZe7e/cugYGBeHl5ERERobMOZ2dnnfi7dOlCfn5+o8f6e09qedRn0aJFT7zPZWlpaZCWhlqtll//fj9duXKFMWPGsHnzZgYPHixP9/X1JSkpiU6dOjFkyBD8/Pz4+9//jrm5ea0vC0LLJ4620OI8TEQnT57E19dX/vZ9/PhxORFVVlYybtw4nJ2d2bp1a6115OXl8ejTr3799VecnJyarA5Pw9fXt84fIpuZmekk4caUm5srv350P+Xk5ODv78/y5csJDQ2tFevJkyc5duwYvr6++Pj4kJaWpnOMhBeHSERCi+Pr60tqaip3796lU6dODB48mJSUFG7evMlLL71EdXU1EyZMoHXr1nz55ZeP/fZdWFjIp59+SnV1Nf/4xz/IyMhg7NixRqiN/kaOHEmHDh1qJSMzMzM6dOjAyJEjDbLdzz77DK1WS0lJCWvXrmXSpEnk5eUxbNgw5syZw6xZs2qV6datG61btyY+Pp4hQ4ZgbW2Ng4MD+/btE4noBSQSkWAwDg4OzzT/aXXv3h1LS0v5UpC1tTUajYZBgwahVCr57rvvOHDgAIcOHcLGxgZLS0ssLS05efKkvI6BAwdy+fJl2rdvz7Jly9i7dy92dnYGibexmJub88EHHzBy5EgsLS1RKBRYWloycuRIPvjgA8zNzQ2y3ZCQEEaOHIlGo0Gj0fDhhx+ybds2rl27RlRUlLx/LS0tdcr5+vpiZ2dH586d5feSJPHSSy8ZJE6h+RJP3xZqedh76UW1c+dOtm3bxqlTp4wdSrPn4uLCtm3b8Pf3b5LtveifzZZKtIgEQRAEoxKJSBAEQTAqcWlOqEVc/hCaK/HZbJlEi0gQBEEwKpGIhMcSDWWhuRGfyZZLJCKhFqVSWevBmYJgbNXV1ZiaiofBtEQiEQm12NjYUFBQUO+zywShqTx8iO2jzwMUWg7RWUGopaamBq1Wy507d4wdiiDILCws6NSpk3gOXQskEpEgCIJgVOKrhSAIgmBUIhEJgiAIRiUSkSAIgmBUIhEJgiAIRiUSkSAIgmBU/w+33k6qp6UEXwAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# With groups and group ordering\n",
+ "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n",
+ " groupvar=\"group\",\n",
+ " group_order=[\"census\", \"fnb\", \"age\"],\n",
+ " rightannote=[\"source\"],\n",
+ " right_annoteheaders=[\"Data source\"],\n",
+ " variable_header=\"Covariate\",\n",
+ " capitalize=None,\n",
+ " table=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "2cc7815a",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:32.447500Z",
+ "start_time": "2023-03-21T02:22:32.182085Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# With groups and group ordering\n",
+ "# Capitalize\n",
+ "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n",
+ " groupvar=\"group\",\n",
+ " group_order=[\"census\", \"fnb\", \"age\"],\n",
+ " rightannote=[\"source\"],\n",
+ " right_annoteheaders=[\"Data source\"],\n",
+ " variable_header=\"Covariate\",\n",
+ " capitalize=\"capitalize\",\n",
+ " table=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "92e3091e",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:32.636705Z",
+ "start_time": "2023-03-21T02:22:32.449503Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add groups\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " return_df=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "058929c5",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:32.841152Z",
+ "start_time": "2023-03-21T02:22:32.639705Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAU8AAAHvCAYAAADU0V0cAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABc30lEQVR4nO3deVwTd/4/8Fe4EiXhECGCoFxK8YAqKAgIKaDWai2VikeLsGrVVm2t3bZa+darWiv+6rG7tat2danaSq2rFqzbVURuvG29sIqgQAGPIgRJgmR+f7DMGsMZkkwC7+fjwUOYycznPRN4+/nMTD5vHsMwDAghhHSICdcBEEKIMaLkSQghGqDkSQghGqDkSQghGqDkSQghGqDkSQghGjDjOgDStt69e8PV1ZXrMAjpdoqKinD//v1m11HyNAKurq44e/Ys12EQ0u34+/u3uI6G7YQQogFKnoQQogFKnoQQogFKnoQQogFKnoQQogFKnoQQogFKnoQQogFKnoS04u9//zvXIRADRcmTkFbs2LGD6xCIgaLkSQghGqDkSQghGqDkSQghGqDkSQghGqDkSQghGqDkSQghGqDkSQghGqDkSQghGmhX8pwxYwacnZ3B5/MhEokQHh6OX3/9FQBw9epVBAYGomfPnpgwYQIWLVoEHo+HqKgodvusrCxIJBLY2trCyckJs2bNwoMHD3RyQIQQog/tKsNRXFyMsLAw2NjY4PLlyzh58iRiYmLw66+/YtKkSbh16xb8/PzQo0cPbNu2TWXby5cvIyIiAhYWFpg4cSJ+//137Nq1C0VFRThx4gR4PJ5ODowQQnSpXT3P5ORkBAYGQiQSwcfHBwBw/fp15OTk4NatWxAKhTh16hQOHDiACRMmqGy7bds2KBQKDB48GGKxGM8//zz4fD5OnjyJgoIC7R8RIYToQZs9z99++w3Dhw+HVCpVW3fy5EkAgIuLCywtLQEAgwYNwpEjR9jXFBUVAQDy8/ORn5+vsv3Nmzfx3HPPaRw8IYRwpc2eZ2pqKqRSKYYOHYqqqipUVFSw6yIiIgAAJSUlqKurA9DYI31aU8ncJUuWgGEY9quwsBATJ07U1nEQQohetdnzFIvFABp7oO+++y4uXrzIrhMIBPD09MTNmzchkUjQr18/lV4nAMydOxc7duzAli1bUFhYiN69e+PatWvIycmBUqnU7tEQQoietNnzjImJwezZs2Fubo7jx49j2bJl7DozMzMcPnwYAQEB+PXXX/H48WPMnj0bAMDn8wEAvr6+OH78OEJDQ5GRkYHvvvsONTU1WLp0qY4OiRBCdK/NnqepqSl27tyJnTt3ssumTp3Kfv/o0SPk5eWxP48bNw4AMHDgQHZZaGgo0tLStBIwIYQYgnY9qtSalStX4tatW/D398fFixfx888/w9LSErNmzdJGfIQQYpA6/QkjX19fXLlyBWvXrkVubi5eeuklZGRkwM3NTRvxEUKIQep0zzM+Ph7x8fFaCIUQQowHfbadEEI0QMmTEEI0QMmTEEI00OlrnkT3lEolHj16xHUY3Rade9IcSp5GgGEYmJubcx1Gt0XnnjSHhu2EEKIBSp6EEKIBSp6EaEgul6OyshJyuZzrUAgH6JonIR3U0NCAQ4cOIT8/HyYmJlAqlQgICEBUVBRMTU25Do/oCSVPQjqoKXHW19ezy5om+o6OjuYqLKJnlDy15I8//sDhw4fx6quvwtramutwuhyZTMbZ8PjpR5Xkcjny8vLw5MkTldfU19cjLy8Po0ePZqdj5BKfz4dAIOA6jC6NkmcnnTlzBp988gl+/fVXlJaWIjIykpKnDpSUlODWrVuctP30lIu1tbVgGKbZ1zEMg6ysLLYkDZc8PDzg6enJdRhdGiXPTrKzs8Pf/vY3mJiY0ExSOuTs7Ax7e3tO2g4MDGS/l8vlyM3NbfZ1PB4PISEhBtPzJLqls+RZWlqKGTNm4OrVq1AoFBg3bhy+/fZb9oL6sWPHMG/ePCgUCrz33ntYvXo1Ll++DFdXV8hkMixcuBAHDx6EpaUlEhISMG/ePACNw7f4+HgcPXoUPj4+8PHxwePHj7F7924AgEQiwbhx43Djxg0cOnQIVVVVbE8hJSUFS5cuRVlZGXx9ffHVV1/By8sLQOMvfmZmJkJCQlBSUgIXFxfcvn0brq6ukEgkePnll5GWloacnBxIJBIkJSVBJBLB3d0dwP8K3RHdEAgEnA1Dnx1JBAYGql3zNDc3R0BAABwcHPQdHuGIzh5V4vF4WLNmDcrLy3H+/HkcPnyYnU2+trYWM2bMQGJiIoqKilBTU4Pa2lp2208++QT3799HWVkZDh8+jHfffRdXrlwBAHzxxRe4ffs2SktLsWPHDhw9elSt7S1btkAikeDhw4fsjPY3b95EdHQ0EhMTUVlZiZCQELz88stq165asmPHDqxYsQIlJSW4e/cuNm7c2NlTRIxUVFQUAgICYG5uDj6fzybOqKgorkMjeqSznqeTkxOcnJwANF5/EYvFqKysBNBYkdPKygoxMTEAgHnz5uHTTz8F0HjdaNu2bThx4gQEAgGGDx8OHx8fZGVlYfDgwdizZw8+/PBDiEQieHt7IzIyUi0Bvv7664iLiwMAtjb8d999h6CgIIwfPx4AsHz5ciQmJiIvLw8hISFtHs+CBQswcuRIAMC0adPwr3/9C6tWrersaSJGyNTUFNHR0Zg4cSIePXoEa2vrDg+TxWJxs+W8hUKhSoVaYrh0ljwVCgVWrVqF5ORkVFZWoqamhh0+3759G/369Wt2u3v37kEqlWLMmDHg8Xjsvqqrq9vctomtra3astLSUri4uLA/CwQC2Nvbo7S0tF3H8/Tnm62srFBTU9Ou7UjXxefzNR6mN5c4W1tODI/OkueKFSuQlpaGY8eOwd3dXeVmipWVlcrjHzKZjP3ezs4OFhYWOHnyJIYPH6623+a2NTNr+zD69u2LkydPsj/L5XLcv38fffv2ZZc1Jfe2ZtG5e/cu+vfv32abxLBIpVKNklN5ebkOojGc9pojFAohFAq5DsOg6Sx5FhQUwMvLC+7u7sjIyMCDBw/YpBQZGYlFixYhNzcXXl5ebBliU1NTmJqaIjY2Fv/3f/+HnTt3wtHREZWVlaiqqsLAgQMxZswY7Nq1CxMnTkRKSgp++umndl1rmjZtGj799FMcP34cL7zwAj777DO4uLiwd1IdHByQlZUFV1dXvPPOO2rb79mzBy+//DIaGhqwe/dufPHFF9o7WUQvLl26hOzs7A5vl5SUpINoDKe95gQHByM4OJjrMAyazpJnQkICYmNjIRaLERkZidWrVyMhIQGurq6YMGECEhMT8corr8DW1hYffPABfvjhB9jY2ABovOGzbNkyjBo1Cn/88Qf69OmDdevWYeDAgVi/fj2mT58Oe3t7TJgwAS+99BK7XWs8PT3x/fffY/HixSgrK4OPjw9+/PFHtte6bt06/PnPf8Y///lPrFu3Tq1UspeXFyIiIlBRUYElS5ZgypQpAIBt27Zh2bJlUCqVAIDBgweDx+MhMTERb775pvZOKOk0X19feHh4dGiblJQUzJw5U+uxtHa9XBftdRT1OtvGY1p64lfH7t69CxcXFyiVSqxduxapqakqDyO35OHDh+Dz+bC0tERJSQmCgoKwfft2vPjiizqLVSKRcFrobtiwYRr1mEjnhYaGIiMjQ+v7be1B+qefPCHcCg0NxdmzZ5tdx9msSrGxsejduzf69OmD9PR07N27t13bnTx5Et7e3ujVqxfCwsKwYMECnSZOQnShpZ4d9fiMB2efMEpPT9dou+joaL1PvqBprIS0hB5HMn40nychhGiAkichhGiAkichhGiAZlUyAjweT2USCqJfdO5Jcyh5GgETExOaI5RDdO5Jc2jYTgghGqDkSQghGqDkSQghGqDkSbodmUyGiooKldm8COkoumFEuo2GhgYkJycjOzubrbceHByMmJgYqrdOOoySJ+k2kpOTkZOTo/LoUU5ODgBg+vTpXIVFjBQlT6JTMpnMIIbHcrkcWVlZaiVbFAoFsrOzER4e3mIpjaqqKj1E2IjLQnekYyh5dlJBQQFmz56Na9euwczMDAkJCVi0aBHXYRmM4uJi3Lhxg+swIJVKW6y3rlQqkZaW1uKMRpmZmboMTcXAgQPZiq7EsFHy7CQzMzN88cUXGDlyJC5cuIDg4GAMGjQIERERXIdmEPr37w+xWMx1GGzPszkmJiat9jxHjx6ty9BUUK/TeFDd9k7Wbffw8GBnJx82bBiGDh2KixcvUvL8L0MahoaEhCAnJwcKhYJdZmFhgaCgoFYTfHsqFZDuh+q2a7Fue3V1Na5fv45Ro0Z1+HwR3YuJiUFQUJBKvfWgoCC2BDYhHcLoiYuLC7Nnzx6GYRhm//79TP/+/dl1d+/eZQAwt2/fZpRKJSMUCpn8/Hx2/YgRI5ivvvqKYRiG8fb2Znbt2sWumz17NhMXF8f+HBYWxixZskSt/TVr1jASiYT9ua6ujuHz+UxmZibDMAwDgP3+6Xia9rl161Z228TERCYoKEhl/0qlkpk2bRqzaNGiDpyV9vHz89P6PrsbkUjEAGAAMGZmZoy1tTVjZmbGiESiVrejc9+9tfb+U912LdVtX7BgAUQiEbZs2dKu/RH9evr9evLkCVvJ9dn3kZD2orrtWqjbnpiYiOLiYvz4449swieNampqDD5BlZWVdWq9tohEIohEIr20RTqP6rZ3sm771atXsWLFChQUFMDEhD7t+qxz584ZfA2o7du3d2q9tkgkEkgkEr20RTqP6rZ3sm77999/D5lMhqFDh7Kv/fLLLzFjxgztnEgj5+fnx96041JrddLnzp3b4rqUlJRW12sT9TqNjN6uvD7jzp07DMMwTENDA7N69WomICCgXds9ePCAkUqlDMM03thxcXFhfvrpJ53FyTCNN4yevkmlb3TTovPw35tFzX21hs5999ba+09120m30FKvjnp7RFNUt70dDP2aHWlb09MahGgL3eEghBANUPIkhBANUPIkhBAN0KxKRkCpVLb54D7RHTr3pDmUPI0AwzAqHw8l+kXnnjSHhu2EEKIBSp6EEKIBSp6k3eRyOSorKyGXy7kOhRDO0TVP0qaGhgYcOnQI+fn5bMnegIAAREVFUcle0m1R8iRtakqcT5fszc/PBwC9f9qLEENBydMIMAzD2eMycrkceXl5auVK6uvrkZeXh9GjR7dYOE1f+Hy+wdRJIt0HJU8tGDVqFG7cuIEnT54gPDwcu3bt0mrRMIVCgby8PK3tryNqa2tbLNnLMAyysrJgaWmp56hUeXh4wNPTk9MYSPdDyVML9uzZAw8PD5SVlWHUqFHYt28f3n77ba3t38LCgp20Wd/kcjlyc3ObXcfj8RASEmIQPU9C9I1KD3ey9DAAtvRwaWkplEolwsPDtXoueTwerK2ttbrPjggMDFS75mlubo6AgAA4ODhwFhchXKLSw1ooPXzkyBFYWFhg1KhR2LhxI5577jmNz5shioqKQkBAgErJ3qa77YR0VzpLnk5OTggNDYWpqSk8PDwgFotRWVkJAEhNTYWVlRViYmLA5/PZXiXQeB1t27Zt+PjjjyEQCDB8+HD4+PggKysLQOMQ+a233oJIJIK3tzciIyPV2n799dcRFxcHHo+HgoICAMB3332HoKAgjB8/HmZmZli+fDnu3LnT7muJCxYswMiRI2FpaYlp06bh+PHj7LpJkyZBKpVi3759iI+Px7lz5zQ+b4bI1NQU0dHRWLNmDZYsWYI1a9YgOjra4B9TEovFsLS0VPsSi8Vch0a6AJ0lT4VCgeXLl2PAgAGwtrZGSUlJh0sP29jYwMbGBpcvXzb40sMWFhaIiYnBCy+8gH379rVrn8aGz+fDwcHBaK4xSqXSDi0npCOo9LAWSg8/TSAQoKGhoc14ujKpVGrwCaq8vFwnr+0ooVAIoVCos/0T3aHSw50sPSyVSnHnzh0MGjQIp0+fxrFjx5q9DtudXLp0CdnZ2VyH0aqkpCSdvLajgoODERwcrLP9E92h0sOdLD1cW1uLSZMm4d69exCJRFi3bl23r73t6+vLPoHApdbKDc+cObNd+0hJSWn3azVBvU7jxWNaegJax+7evQsXFxcolUqsXbsWqamp7bp58/DhQ/D5fFhaWqKkpARBQUHYvn27TitoSiQSxMfHIz4+XmdttGbYsGEG35MzRK09vP/00x2tCQ0NRUZGhrZCIkYmNDQUZ8+ebXYdlR4mXVZLvTrq7RFtoNLD7UClh41TRUUF1yGQLozm8ySEEA1Q8iSEEA1Q8iSEEA1Q8iSEEA3QlHRGgMfjqcxoRPSLzj1pDiVPI2BiYsLplHTdHZ170hwathNCiAYoeRJCiAYoeRLCAZlMhoqKCpUZxYhxoWuehOhRQ0MDkpOTkZ2dDRMTEyiVSgQHByMmJsbgJ5cmqih5EqJHycnJyMnJUbmDn5OTAwCYPn06V2ERDVDyJN2CTCbTeIhcVVWllRjkcjmysrLU6mYpFApkZ2cjPDzcIGbpFwgEEAgEXIdh8Ch5atF7772Hf/3rXygqKuI6FPKM4uJi3LhxQ6NtMzMztRKDVCpFSzNAKpVKpKWlGcSMTwMHDmSrypKWUfLUkkuXLmH79u2wt7fnOhTSjP79+2tc+G306NFaiaGp59kcExMTg+p5krZR3XYt1G1nGAZvv/02lixZgm+++UZXp5R0QmeGou2pVNBeISEhyMnJgUKhYJdZWFggKCiIqnoaGarbroW67Tt37oSrqysiIiI0Pl+ke4iJiUFQUBDMzc3B5/Nhbm6OoKAgxMTEcB0a6ShGT1xcXJg9e/YwDMMw+/fvZ/r378+uu3v3LgOAuX37NqNUKhmhUMjk5+ez60eMGMF89dVXDMMwjLe3N7Nr1y523ezZs5m4uDj257CwMGbJkiVq7a9Zs4aRSCTsz3V1dQyfz2cyMzMZhmEYAOz3T8fTtM+tW7ey2yYmJjJBQUEMwzDMvXv3GHd3d+b3339nTp48qXJc2uLn56f1fRJVIpGIAaD2patzX1dXx5SXlzN1dXU62T/Rjtbef50N2xUKBVatWoXk5GRUVlaipqamw3XbeTweuy9Drdv+0UcfYcmSJejTpw+uX7/ern0Rw9P0fuoL3dE2flS3vZN127OysvDDDz9g+fLlePLkCR4/fgwbGxtUVFQYxMV/Q1dTU6P3xNVRZWVlXIcAABCJROx1dsI9qtveybrtBQUF7GvS09MRHx9Pjyp1wLlz5wy+RtT27du5DgFA483Q7l7W2pBQ3fZO1m0nnePn58fe1ONSazXe586dq8dIWka9TgOjtyuvz7hz5w7DMAzT0NDArF69mgkICGjXdg8ePGCkUinDMI03dlxcXJiffvpJZ3EyTOMNo6dvUukb3TDSPTRzswg6vGFEjENr7z/VbScE1KsjHcdjmBY+L0YMhr+/P86ePct1GN0SnfvurbX3n+bzJIQQDVDyJIQQDVDyJIQQDdCsSkZAqVS2+eA+0R0696Q5lDyNAMMwKh8PJfpF5540h4bthBCiAUqehBCiAUqehBCiAUqehBg4uVyOyspKyOVyrkMhT6EbRoQYqIaGBhw6dAj5+flsjfeAgABERUVRjXcDQMmTEAPVlDifrvGen58PAIiOjuYqLPJflDwJ+S+ZTNbs0JiL5zzlcjny8vLUamzV19cjLy8Po0eP5nSybT6f3+1nwqfkqQUSiQRnz55l5wb94YcfqBicESopKcGtW7fUlufl5ek9ltra2hZrvDMMg6ysLFhaWuo5qv/x8PCAp6cnZ+0bAkqeWpKSkkKzfBs5Z2dn2Nvbqy1vqjagT3K5HLm5uc2u4/F4CAkJ4bzn2d1R3XYt1G0nXUNLRdmsra05iKYxaT97zdPc3BwBAQFwcHDgJCbyP1S3XQt1283MzDB58mSEh4fj9OnTGp8zQp4WFRWFgIAAlRrvTXfbCfd0ljydnJwQGhoKU1NTeHh4QCwWo7KyEgCQmpoKKysrxMTEgM/ns71KoPF6zrZt2/Dxxx9DIBBg+PDh8PHxQVZWFoDGQmxvvfUWRCIRvL29ERkZqdb266+/jri4OPB4PLZA23fffYegoCCMHz8eZmZmWL58Oe7cudPu61kLFizAyJEjYWlpiWnTpuH48ePsuuPHj6OoqAjjx4/HmDFjDKbaorERi8WwtLRU+xKLxVyHxglTU1NER0djzZo1WLJkCdasWYPo6Gh6TMlA6Cx5KhQKLF++HAMGDIC1tTVKSko6XLfdxsYGNjY2uHz5ssHWbX962QcffIB+/fohNTW1XfskqqRSaYeWdxd8Ph8ODg50ndHAUN32TtZtf5apqanRfRJEKpUafIIqLy83iLaFQiGEQiFnsRDDQXXbO1m3HQCuXLmCQYMG4fDhwygoKDC6gnSXLl1CdnY212G0KikpySDaDg4ORnBwMGexEMNBddu1ULd9zpw5uHLlClxcXHDw4EGje/7N19cXHh4eXIfRau30mTNn6jGS/0lJSVFpm3qdpAln1TPv3r0LFxcXKJVKrF27Fqmpqe26efPw4UPw+XxYWlqipKQEQUFB2L59u057exKJBPHx8YiPj9dZG60ZNmyYwfcMtaG1h76ffhpDn0JDQ5GRkcFJ24R7oaGhhlc9k+q2k2e11Kuj3h4xRJx9wig9PV2j7aKjo/U+KYKmsZKOqaio4DoEQtqN5vMkhBANUPIkhBANUPIkhBAN0KxKRoDH46lMDkH0i849aQ4lTyNgYmLC2cw+hLtZlYhho2E7IYRogJInIYRogJInIYRogJInIYRogJInIYRogJInIYRogJInIYRogJInIYRooF3Js6SkBHFxcejfvz8EAgG8vb1x5swZPHjwAPPmzYOrqytEIhGCg4ORmZnJbieRSMDj8bBs2TKEhoaiZ8+eCA4ORnFxMYDGOkdvvvkm+vTpAz6fDxcXF0yaNAkAUFRUBB6PBx6Px+4vPj4ePB4PK1euBACcP38eo0ePhpWVFYRCIYYMGYJt27Zp69wQQkiL2kyejx8/Rnh4OJKSkiAQCBAbGwtbW1uUlZXhlVdewfbt29GvXz9MmjQJv/zyC8aOHctWrGyyYcMGuLi4oHfv3sjJyUFCQgKAxvIGO3fuRO/evTF79mz4+fl1aNLfd955B1lZWRg7diymT58OW1tbnDt3roOngBBCOq7Nj2cePXoUv/32GxwdHXHhwgX07NkTAHDmzBlkZ2dDJBKxhdoGDBiACxcuYNeuXVi/fj27j/nz5+Nvf/sbdu3ahVmzZuHChQsA/veZ4aFDh+L111/HoEGDYGVl1e7gm7Z/6aWXMHLkSHh5ecHEhK5EEEJ0r81Mc/v2bQCNCa4pcQKNw2oAqKmpwZYtW7BlyxY2Kd68eVNlH8OGDQMAttZQU6XGmTNnIiYmBocPH0ZISAjs7Owwfvz4FksuNDQ0qPz8xRdfwMfHB3PmzMHQoUPRq1cvbN26ta1DIoSQTmszeTaVDP71119RV1fHLnd1dQUAODk5QSaTgWEYMAyDx48f469//avKPpqKrD19/bJp+f79+1FdXY1r164hMjIS//nPf3Dw4EGVejZNNdsvX76ssr2/vz8uXbqEP/74A+np6aivr8fSpUvx5MmT9h4/IYRopM1h+0svvYQBAwbgt99+w7BhwxAWFobr169jyZIlGDVqFHJzczFixAgEBQWhvLwcp06dwqZNm9pVLO3bb7/F559/Dn9/fwiFQvz6668AGnuo9vb2cHZ2RklJCd544w0IBAJcvHhRZfumUsAeHh549OgR5HI57OzsYGpqqtHJIISQ9mqz59mzZ0+cOHECsbGxePz4Mf75z3+isrISTk5OOHz4MObPn4/q6mrs3r0bFy5cwEsvvcTWQm+Ll5cXevfujaNHj+Lrr7+GhYUFEhISMHHiRADA119/DXd3d2RmZsLExASvvPKKyvYSiQRlZWXYu3cvUlNTMWLECOzfv1+th0sIIdrGWelh0n7+/v4tlj8lukXnvntr7f2nW9OEEKIBSp6EEKIBSp6EEKIBSp6EEKIBSp6EEKIBSp6EEKIBSp6EEKIBSp6EEKIBSp6EEKIBSp6EEKIBSp6EEIMkk8lQUVEBmUzGdSjNanNWJUII0aeGhgYkJycjOzsbJiYmUCqVCA4ORkxMjEHNmEbJkxBiUJKTk5GTk8NWigCAnJwcAMD06dO5CksNJU9CiBqZTMbJcFkulyMrK0ttQnOFQoHs7GyEh4eDz+frPa7mUPIkhKgpLi7GjRs39N6uVCpFS7NkKpVKpKWlQSgU6jmq5lHyJISo6d+/P8Risd7bbep5NsfExKTr9zz379+P3bt346effsKNGzdQWFiIF198EQcPHkRGRgaioqIQFxeHdevWYdmyZWAYBlu2bMHkyZMBAAUFBZg1axauXr0KAJg0aRL++c9/Ij09HevXr0efPn2Qnp6OAwcOYOrUqZBIJPj66691cSiEdEsCgQACgYCTtkNCQpCTkwOFQsEus7CwQFBQECcJvSU6eVRp0KBBbO32v/zlL4iLiwMAXL16FT4+PgCA+/fv48yZMygoKEBiYiLi4+Px6NEjAMAnn3yCESNG4OHDh6isrMSyZcvYfefk5GDChAnw9/fHrFmzkJaWhr179+riMAghHIiJiUFQUBDMzc3B5/Nhbm6OoKAgxMTEcB2aCp0kTy8vL5SWlkImk+HatWt4/vnncfPmTZXk2aNHD2zatAk9evTA1KlTwTAMTp8+DQCwtbVFZmYmjh8/DlNTUzz33HPsvt3d3TFlyhQIhULMmjUL/fv3h1wu18VhECNgZWUFHo+n9mVlZcV1aERDpqammD59OjZu3Ijly5dj48aNmD59ukE9pgToKHlaWFjAzc0N58+fh0gkQmBgIE6fPo2CggIMHjwYQGPZ4aZCbTweDyKRCDU1NQCAjRs3Ijw8HLGxsXB1dcW+ffvYfTfVfn/2e9I9Nf3OtHc5MR4CgQBisZizywdt0dkNo0GDBmH37t0YNWoUhgwZgmPHjoFhGPTo0UPttTKZDPfu3UP//v0BAEKhEImJiVi/fj2SkpIQFxeHCRMm6CpUooGamhqDT1BlZWUGsR+RSASRSKSVWIjh0Gny3Lp1K44dOwYvLy/MmTMHo0ePZtc/ePAAu3fvxuuvv47PP/8cXl5eGD58OIDGG06RkZGws7ODg4MDBAJBs0mXcOfcuXNIT0/nOoxWbd++3SD2I5FIIJFItBILMRw6S56DBw9GfX09/P39YWFhgZ49e7LXOwFALBYjIyMD7733Hjw8PHDo0CF2GH/s2DEsXrwYdXV1cHFxwYEDB2BhYaGrUIkG/Pz8MHDgQK7DwKpVq1pcN3fu3E7vPyUlpdP7oV5n18RJ3fb09HTEx8ejqKhI300bJaod3rKm/3Cbo41fbTr33RvVbSddVku9OurtEV3j5BNGEomEep1EK6qrq7kOgXRT1PMkhBANUPIkhBANUPIkhBAN0KxKRkCpVLKf+yf6R+eeNIeSpxFgGAbm5uZch9Ft0bknzaFhOyGEaICSJyGEaICSJyGEaICSJyGkVXK5HJWVlTRv7jPohhEhpFkNDQ04dOgQ8vPz2frpAQEBiIqKMriJiblAyZMQ0qymxPl0/fT8/HwAQHR0NFdhGQxOk+f9+/fx5ptvIi0tDaampoiIiMD333+vk7YuXrzIzqkolUqxcuVKJCQk6KQtQjpDJpNxPkSWy+XIy8tTq59eX1+PvLw8jB49mpMqlnw+32Bmluc0eW7atAl3797FnTt3YG1tjXv37umsreeffx5VVVUAQBPTEoNWUlKCW7ducRpDbW1ti1P6MQyDrKwsWFpa6jkqwMPDA56ennpvtzmcJs+ysjI8//zzsLa2BgDY29tzGQ4hBsHZ2ZnzvwW5XI7c3Nxm1/F4PISEhHDW8zQUOkueK1euRGFhIRwcHPCPf/wDrq6u2Lt3L7y9vZGcnIy5c+fi8ePH4PF4OHDgAIDGmb83bNgAmUyGhQsX4uDBg7C0tERCQgLmzZvXZt320tJSzJgxA1evXoVCocC4cePw7bfftuvidkttEqJvXNZMf1pgYKDaNU9zc3MEBATAwcGBw8gMg04fVUpNTcWQIUNw7949BAYGYv78+QAa6zJXVVVhxowZiI2NRVVVFaqqqrBhwwYAjXXb79+/j7KyMhw+fBjvvvsurly5AqD1uu08Hg9r1qxBeXk5zp8/j8OHDyMtLa1dsbbWJiHdUVRUFAICAlTqpzfdbSc6HrZLJBLEx8cDAGbNmoWRI0dCoVC0Wo+IYRhs27YNJ06cgEAgwPDhw+Hj44OsrCx4eXmxddtTU1PV6rY7OTnByckJQOO1EbFYjMrKyjbjbK3NplLJRHfEYjGkUqnacqFQiIqKCg4iIkBj/fTo6GhMnDgRjx49grW1tUENm7mm0+T59IQKVlZWYBgGUqkUvXr1anGbe/fuQSqVYsyYMWx9GoVCwc4Y3lrddoVCgVWrViE5ORmVlZWoqalpVx2bttokutVc4mxtOdEvPp9Pw/Rm6O2G0d27dyESiVpNnABgZ2cHCwsLnDx5ki1F3KStUrcrVqxAWloajh07Bnd3d7i5ubUrttba7OqkUqlBJ6ny8nKuQ0B5eTmEQiGEQiHXoRADotPkmZGRgby8PPj6+iIxMRGxsbFtbmNqaorY2Fj83//9H3bu3AlHR0dUVlayjxm1pqCggB3aZ2Rk4MGDB+2ai7G1Ng2hvK4uXbp0CdnZ2VyH0aKkpCSuQ0BSUhKCg4MRHBzMdSjEgOg0eQ4dOhQfffQRLly4gPHjx7M3hNqyZcsWLFu2DKNGjcIff/yBPn36YN26dbCzs2t1u4SEBMTGxkIsFiMyMhKrV69GQkICXF1dMWHCBI3a7OrJ09fXFx4eHpzG0Frt9ZkzZ+oxEnUpKSmYOXMm9TqJGp3VbV+5ciWKioqwe/duXey+Wxk2bJhB9w47q7WHrWtra/UYibrQ0FBkZGRwGgPhTmhoKNVtJ4arpV4d9faIIdPpQ/KEtAc9jkSMEfU8CSFEA5Q8CSFEA5Q8CSFEAzQZshHg8XgqkzMQ/aJzT5pDydMImJiYsNP2Ef2jc0+aQ8N2QgjRACVPQgjRACVPYpBkMhkqKiogk8m4DoWQZtE1T2JQGhoakJycjOzsbLbcbXBwMGJiYqjcLTEolDyJQUlOTkZOTo7KHe6cnBwAwPTp07kKixA13SZ5FhUVwc3Nrc3JkV1dXSGRSLrdhCYymYzzIbJcLkdWVpZauVuFQoHs7GyEh4dzMpP509MhGkp9IcI9o0yeFy9eREZGBt555x2t79vDwwOOjo5a36+hKy4uxo0bNziNQSqVtvifm1KpRFpaGieThWRmZrLfDxw4EF5eXnqPgRgeo02eW7du1UnyPHHihNb3aQz69+8PsVjMaQxNPc/mmJiYcNbzHD16NPs99ToJi9GRFStWMLGxscz777/P2NraMsOGDWOuXr3KMAzD3L59mwHA7Nu3j/H29mZsbW2ZnTt3sttev36dkUgkjK2tLTN48GDmxx9/ZNeJxWKmR48ejImJCWNtbc1YW1szb731Frv+8uXLTGRkJNOrVy/G1taWefXVV1XaPHr0KPPcc8+ptCmVStl9mZqaMmvWrFE5lri4OGbOnDlMXFwcY21tzYSEhDAPHz5k1x8/fpzx9vZmrK2tmXHjxjGlpaXsusOHDzMDBgxgrKysGAcHB+Zvf/sbu66uro6ZPXs2Y2tryzg7OzNfffVVs+fSz8+vw+ffWO3bt49ZuHAhM3fuXPZr4cKFzL59+ziJpzude6Kutfdfp8mzV69ezK5du5gnT54wb731FhMaGsowzP8S2bhx45iqqirmL3/5CyMWixmGYZj6+nrG09OTSUhIYOrr65mjR48yFhYWzM2bN9l979q1i/Hw8FBrs7q6munTpw/z0UcfMXV1dYxCoWDOnj2r0mZ0dDRTU1PDbNmyhW3zaWFhYc0mz549ezI//PADI5VKmX79+jHbtm1jGIZhKioqGFtbW+bUqVNMfX09M336dGbKlCnstg4ODszBgwcZhmGYR48eMbdv32bXffDBB8wrr7zC1NXVMefOnWP4fD5z+fJltZi60x/wkydPmH379jELFixgFi1axCxYsIDZt28f8+TJE07i6U7nnqjjLHlOnjyZ/fnMmTMMj8dj5HI5m8gKCgoYhmGYjIwMhsfjMQzDMJmZmYxAIGBkMhm77bMJraXkuW/fPsbJyYlpaGhQW9fU5v3799XafFpLyXP69Onsz+Hh4cyqVasYhmGYxMREZvz48ey61NRUpk+fPuzPXl5ezLRp05hffvlFZZ9KpZIRCoVMfn4+u2zEiBHN9j674x9wXV0dU15eztTV1XEaR2fOvUgkYgCofYlEIi1GSHSptfdfpw/Jt1R6uEnPnj0BNE58wfz3RkFpaSns7e1Vrm25uLigtLS0zfbu3r0LNzc3mJi0fFhNJR+ebrM9mmJt2lapVAIACgsLceLECdjY2MDGxgbTpk3D48eP2dempqaCx+MhICAAAQEBOHfuHADVcsdN216+fJnKHf+XQCCAWCw26muMNTU1HVpOjAsnpYdbSxB9+/bFvXv3oFAoYGFhAQAoKSlBREQE+5qnk/LTXFxcUFhYiIaGBr09UO3k5IRx48bhyJEjza738PDAvn37UFNTgw8//BBvvfUWTp8+3a3LHetSTU2N1pNTWVmZVvenq312lEgkgkgk4joMo2VwpYcDAwPh7OyM9evXY/ny5Thx4gRyc3Oxc+dO9jVOTk6orKxEYWEh3N3dUV1dDSsrK0ycOBFLlizBkiVLsHbtWlhaWuLSpUt4/vnndXaMM2bMwIYNG3Dw4EG88sorAIAzZ84gMDAQ9+/fR25uLiIjI9GzZ09YW1vDxsYGQPcud6xL586dQ3p6ulb3uX37dq3uT1f77CiJRAKJRMJ1GEbL4EoPm5mZISUlBfPmzcPmzZvh5OSE77//XqU8rkQiQXR0NPz9/cHj8TBu3Djs27cPIpEIJ06cwHvvvQdXV1cwDANvb+8WH3/RBnd3dxw5cgRLly7FnDlzwOPxMGLECBw7dgwNDQ3YtGkT4uLiAADDhw/HV199xW7bXcsd65Kfn59Wz19KSgrmzp2r0batlVTWdJ/aRL3OzqHSw0bA39+/xfKnRLc6c+55PF6L63T0Z0e0rLX3n2ZVIkRHWurZUY+va6DSw4ToCD050bVRz5MQQjRAyZMQQjRAyZMQQjRAyZMQQjRglFPSdTdKpRKPHj3iOoxui849aQ4lTyPAMEyLH0klukfnnjSHhu2EEKIBSp6EEKIBSp6EGDi5XI7KykrI5XKuQyFPoWuehBiohoYGHDp0CPn5+WwN+4CAAERFRVENewNAyZMQA9WUOJ+uYZ+fnw8AiI6O5ios8l8GmTxdXV2xe/fuVucajI+PR3p6OoqKivQWF+n6ZDKZ2vCYi0eV5HI58vLy1GrY19fXIy8vD6NHj+akkmgTPp9v1LP8a4NBJs/2cHR0VJnjkxBtKCkpwa1bt1SW5eXl6T2O2traFqetYxgGWVlZbEkZLnh4eMDT05Oz9g2B0SbPzz77jOsQSBfk7OwMe3t7lWWBgYF6j0MulyM3N7fZdTweDyEhIZz3PLs7nd1tX7lyJWbOnIk///nP6NWrF4YPH45r166x6x8+fIg//elPcHJygo2NDXx8fHDv3j12/c2bNxEaGgpra2uVWbdfeOEF2NjYQCAQIDIyUqXN3bt3Y+jQodi4cSMcHR3h5ubGFlwDgKKiIkRERMDKygq+vr7Izs5m1xUUFCA4OBi2trawtbVlZ39vsmnTJvTt2xf29vZYsGCBynUo0nUIBAJYW1uzXwBUftbXl4ODAwIDA9Ue0Dc3N0dgYCAcHBw4iavpq7sP2QEdP6qUmpqKIUOG4N69ewgMDMT8+fPZdbGxsSgtLcXFixfxxx9/4Ntvv1UZhmzatAm7du1CZmYmduzYgevXrwMATp48iaqqKixdurTZNn/77TeUl5ejpKQE/v7+SExMZNdNnToVY8eORVVVFebOnYspU6agoaEBAPDJJ59gxIgRePjwISorK7Fs2TJ2u6NHj+Kvf/0r8vPzcf36dZw4cQI7duzQ6rki5FlRUVEICAiAubk5+Hw+zM3N2bvthHs6HbZLJBLEx8cDAGbNmoWRI0dCoVDgwYMHOHr0KK5duwYHBwcAwODBg1W2Xb16NXtN08TEBJWVlXjuuefabLN3797YsGEDTExM4OPjg5MnTwIAzp49i6tXryInJwcmJiaIj4/HwoULcfPmTXh5ecHW1haZmZk4fvw4IiIiVNr68ssvMW/ePDg7OwMAJk2ahMzMTLz99tudPkdEe8RisUpp6yZCoRAVFRUcRNQ5pqamiI6OxsSJE/Ho0SNYW1vTcNmAcFK3/e7duwDQ6g2fp3uhT9dJb4tAIGDrtj9bX/3x48ews7ODjY0N+vbtCz6fj6qqKgDAxo0bER4ejtjYWLi6umLfvn3sPgsLC7Fq1Sq2vvqXX37Z7B8p4VZL74mxv1d8Ph8ODg6UOA0MJ3XbXVxcADQOsQcNGqSX9p2cnCAUCtlk+SyhUIjExESsX78eSUlJiIuLw4QJE2BtbQ0nJyfMmTMHS5Ys0UusxkYqlRp8giovL+dk22cJhUIIhUKt7Y9wh5O67Y6OjnjppZfw9ttvIykpCf369cOdO3dgaWkJOzs7ncQSGBgIJycnJCQk4OOPP0bPnj1x48YN2Nrawt7eHvv370dkZCTs7Ozg4OAAgUCAHj16AGh8pvSTTz5BREQEfH19UVtbi4KCAgwfPlwnsRqbS5cuqdx8M0RJSUmcbPus4OBgBAcHa21/hDuc1W3fs2cP/vznPyMoKAhSqRQuLi7Yv3+/zpKnmZkZfvrpJ7z77rtwc3ODXC7HwIEDsWfPHtjb2+PYsWNYvHgx6urq4OLiggMHDsDCwgIA8MYbb6C6uhrTpk3D77//DktLS8yaNYuS53/5+voaxDO3rdVJnzlzpkb7TElJ0Xjb5lCvs+uguu1GYNiwYQbfszMErT00Xltbq9E+Q0NDkZGRoWlIxMiFhoZS3XbS9bXUq6PeHtEFqttOugxjfByJGC/qeRJCiAYoeRJCiAYoeRJCiAaMdlal7oTH49FEJByic0+aQ8nTCJiYmLAz/BD9o3NPmkPDdkII0QAlT0II0QAlT0II0QAlT0II0QAlT0II0UCbyfPu3bt44YUX0KNHD/B4PKSkpLT6+qKiIvB4PPB4PK0FSQghhqbNR5U+++wzpKenY8iQIYiIiIC7u7s+4iKEEIPWZvK8ceMGAOC9997DrFmzdB4QIYQYg1aH7RKJBCdOnAAAzJ49GzweD66uruDxeFi2bBlCQ0PRs2dPBAcHo7i4WG37PXv2sHWwP/zwQ7ZSJSGEGLtWk+drr72Gvn37AgDGjBmDd999F1ZWVgCADRs2wMXFBb1790ZOTg4SEhLUtl+xYgXGjh2Luro6JCYm4ssvv9TBIRBCiP61mjwXLlwIT09PAMCMGTOwefNm9OrVCwAwf/587N27ly19cOHCBbXtDx48iH/84x9Yu3YtAO3WgiGEEC5p/KjSsGHDAAA2NjYAmi/v6u3tDQBsDfSSkhJNmyOEEIOicfI0M2u819TaI0nXrl0DAFy/fh0A4OzsrGlzhBBiUHQ6q9LkyZMRFhaG5ORkAGBLDxNCiLHT6SeMVq1ahZ9//hkCgQDvv/8+FixYoMvmCCFEb3RWephoj7+/f4vlT4lu0bnv3lp7/+mz7YQQogFKnoQQogFKnoQQogFKnoQQogFKnoQQogFKnoQQogEqPWwElEolHj16xHUY3Rade9IcSp5GgGEYmJubcx1Gt0XnnjSHhu2EEKIBSp6EEKIBSp6EGBG5XI7KykrI5XKuQ+n26JonIUagoaEBhw4dQn5+PkxMTKBUKhEQEICoqCiYmppyHV63RMmTECPQlDjr6+vZZfn5+QCA6OhorsLq1rpd8iwqKoKbmxt27dqF+Ph4rsMhRoDrR5Xkcjny8vLw5MkTleX19fXIy8vD6NGjwefzOYoO4PP5EAgEnLXPFZ0mz6qqKmzevBlLlixhC8dxzdzcHF5eXrC2tlZbd+jQIZiYmGDSpEkcREYMVV5eHqft19bWoqWZIxmGQVZWFiwtLfUc1f94eHiwtc66E50nz1WrVmHOnDkGkzz79u3LlgV51qFDh2BmZkbJk6gIDAzktH25XI7c3Nxm1/F4PISEhHDe8+yOdJY8X3vtNfz8888AgMGDB4PH46Ffv3745ZdfAAArV67EuXPnEBkZic8//xwVFRU4ceIEJBIJvvjiC/zlL3/BgwcPYG9vj23btmHs2LEAgPj4eJibm6O+vh6HDh3C0KFDceTIEdja2gIA1qxZg23btkEqlcLOzg7fffcdAgIC8O9//xtTp04F0DgMy8zMREhICADg7NmziIyMxOPHj8Hj8XDgwAEAwJdffokZM2bo6hQRI9HcKEXfAgMD1a55mpubIyAgAA4ODhxG1n3p7FGlAwcOsInyypUrqKqqYn9ukp2djcLCQty8eROzZs2CiUljOEOGDMGZM2fw6NEjREREsOWNm+zbtw+TJk1CaWkp7ty5g/379wNoLDj3+eef4/Tp06iurkZ2djY7nBg3bhyqqqpQVVWlFqu/vz+qqqowY8YMxMbGsq+jxEkMRVRUFAICAmBubg4+n88mzqioKK5D67Y4vWHk5uaGLVu2AAB27NjBLm/qZQKN/+OePHlSZbtXXnkFkydPBgB4enqisrISACAUCqFQKLBr1y7MmTMHTk5Ouj4E0oWIxWK1Etp+fn4Qi8WoqKjgKKpGpqamiI6OxsSJE/Ho0SNYW1t32+GyoeD0IfmmofazcnNzMWbMGDg4OGDhwoVqF8t79uzJfs/j8aBUKgEALi4u+Omnn5CWlob+/ftjypQpuH//vu4OgHQpzybOtpZzgc/nw8HBgRKnAdBpz1OTCRUePHiAMWPGYPPmzThy5Aj279+PTz/9tN3bR0REICIiAnfv3kVMTAw2bNiADRs2tDteqoenf1Kp1KASVHPKy8u5DgFCoRBCoZDrMMh/6TR52tnZwcLCArm5uZgyZQqqq6vbvOteWlqK2tpavPDCC6ivr8d//vMf1NbWoqGhoc1PUly8eBEKhQJ+fn6wsbFBz549YWNj0+54nZyc8PPPP6OmpgY9e/aETCbj9BGQ7uLSpUvIzs7mOoxWJSUlcR0CgoODERwczHUY5L90mjwFAgH+3//7f3j33Xfx5ptvwtraGsXFxa1u4+Pjg3feeQd+fn5wdnbGsmXLcO3aNYSFhSErK6vVbauqqrBkyRIUFhaCz+fjpZdewnvvvdfueOfPn49Tp06hb9++6NGjBxISErBo0aJ2b0804+vrCw8PD67DULsx+bSZM2fqMZLmUa/TsFDddiMwbNgwg++ZdQXNjTL8/Pxw7tw51NbWchAR4VpoaCjVbSekLS317KjHR5pDyZOQ/6qoqEBtba3KV9NyQp5FyZMQQjRAyZMQQjRAyZMQQjTQ7ebzNEY8Hk9lQgiiX3TuSXMoeRoBExMTg5jZp7uic0+aQ8N2QgjRACVPQgjRACVPQgjRACVPQjgkk8lQUVEBmUzGdSikg+iGESEcaGhoQHJyMrKzs9k67MHBwYiJiaE67EaCkichHEhOTkZOTo7KY1A5OTkAgOnTp3MVFukAg0yePB4Pt2/fhqurq9o6iUSC+Ph4qrlOOkwmk2k0PG6u7lVnyOVyZGVlqdVhVygUyM7ORnh4OOczxQsEgm5Zi70jDDJ5EqILxcXFuHHjRoe3y8zM1GocUqm0xYoFSqUSaWlpnM/kNHDgQHh5eXEag6Gj5Em6jf79+0MsFnd4u9GjR2s1jqaeZ3NMTEwMpudJWqez5Lly5UoUFhbCwcEB//jHP+Dq6oq9e/fC29sb6enpiIyMZIcte/bsQUJCAoqKitjtr1y5gsmTJ+POnTuYO3cu1q1bx66rrq5GVFQUTp06hbCwMHzzzTcQiUQoLS3FjBkzcPXqVSgUCowbNw7ffvstewG+tVrxpOvTdCjakVIu7RUSEoKcnBwoFAp2mYWFBYKCgjRK8ET/dPqoUmpqKoYMGYJ79+4hMDAQ8+fPb/e2X331FVJTU5Gfn4+tW7eqlB/+6quv8PHHH6OkpAQlJSXYuHEjgMZrpWvWrEF5eTnOnz+Pw4cPIy0tTWW/LdWKJ0SfYmJiEBQUpFKHPSgoCDExMVyHRtpJp8P2pps7ADBr1iyMHDlS5X/a1qxbtw6Ojo7sfo4fP44XXngBAPDWW29h5MiRAIBp06bhX//6F1atWgUnJye2VruHhwfEYjFb071JS7XiCfesrKxQU1OjtlwkEqG6upqDiHTH1NQU06dPx6uvvsrWYaehsnHRabfr6dLDVlZWYBim3SVmn9326T+qltYpFAosX74cAwYMgLW1NUpKStQuzLdUK55wr7nE2dryrkAgEEAsFlPiNEJ6u2F09+5diEQi9OrVCzweTyWpPXr0qM1t/fz8WlzXv39/AMCKFSuQlpaGY8eOwd3dHW5ubto7gC6upqbGoJNUWVmZQbQtEokgEok4i4UYDp0mz4yMDOTl5cHX1xeJiYmIjY0FADg4OECpVCI7OxumpqZITExU2/avf/0rPv/8c+Tl5eH06dPYt28fu27Pnj14+eWX0dDQgN27d7PbFxQUwMvLC+7u7sjIyMCDBw/aTMyk0blz55Cens51GC3avn27QbQtkUjoBiMBoOPkOXToUHz00Ue4cOECxo8fjw0bNgAAvL29MWfOHIwdOxaBgYFYvHgxNm/ezG4nEAgwcOBADBw4EADw/fffw8XFhV3/8ssvY8yYMSgrK8PixYsxbdo0AEBCQgJiY2MhFosRGRmJ1atXIyEhAa6urpgwYYIuD9Xo+fn5seebK63VTZ87d64eI/mflJQUlbap10ma6Kxu+8qVK1FUVITdu3frYvfdir+/f4u1o7sSHo/X4jod/Zq2qbuce9K81t5/ek6HGIyWenXU2yOGSKcPyRPSEV3tcSTStVHPkxBCNEDJkxBCNEDJkxBCNECzKhkBpVJJz6tyiM49aQ4lTyPAMIzKR1KJftG5J82hYTshhGiAkichhGiAkich3YhcLkdlZSXkcjnXoRg9uuZJSDfQ0NCAQ4cOIT8/ny11HBAQgKioKCp1rCFKnoR0A02J8+lSx/n5+QCA6OhorsIyapQ8CdEhmUzG+RBZLpcjLy9PrdRxfX098vLyMHr0aM4KzvH5fKOdCFrnyfPcuXOYP38+CgoKwOfzsXTpUrz//vu6brZF9+/fx5tvvom0tDSYmpoiIiIC33//vdb2n56ejvj4eJVidqT7Kikpwa1btziNoba2tsVZqRiGQVZWFiwtLfUcVSMPDw94enpy0nZn6Tx5vvPOO/Dz80NeXh54PB7++OOPTu/z4sWLyMjIwDvvvNPhbTdt2oS7d+/izp07sLa2xr179zodDyEtcXZ2hr29PacxyOVy5ObmNruOx+MhJCSE056nsdJ58iwrK8Nbb73FXpS2s7Pr9D4vXryIrVu3apQ8y8rK8Pzzz8Pa2hoAOP/FJl2bpuWOtS0wMFDtmqe5uTkCAgLg4ODAYWTGS2ePKr3zzjuwsbFBcXEx5s2bBxsbG9jY2ODIkSMAgNdffx2Ojo4QiUQIDAxEcXExu21BQQGCg4Nha2sLW1tbxMXFsev69OmDt99+G7dv32b3+fbbb7cZT3JyMmxsbLB3715888037LYffvgh2+YLL7yAXr16YciQIUhJSWG3ra6uRlxcHMRiMVxdXbFu3TqVYdDf//532Nvbw83NDT/88EOnzx0h2hYVFYWAgACVUsdNd9uJZnQ2k3wTV1dXfPrpp3jjjTdUlh88eBAvvfQSGhoaEBwcjAkTJmDt2rUAgKlTp8LR0RGbNm3CkydPcOvWLTz33HPstrt378ann36Kmzdvdjie+Ph4mJmZYefOneyyJ0+ewNvbG9OmTcOKFSvwn//8B1FRUbh69So8PDwQHx+PsrIyHDx4EBUVFQgLC8PatWsRFxeHnJwcjB8/HtnZ2XBycsKcOXNw/vx5rV7zHDZsGLKzs7W2P9J+oaGhyMjIaPfrxWJxsxVihUIhKioqtBmaRuRyOVvq2JiHzPoSGhpqeDPJT548GQKBAJaWlvDx8VGpr25ra4vMzEwcP34cpqamKolTF/Ly8lBSUoKEhASYmZlh/PjxGDVqFL799ls0NDTg22+/xfLlyyEUCuHh4YE5c+bgm2++AQB88803iI6OxpAhQ9CrVy/Oau0Qw9BSae32ltzWNT6fDwcHB0qcWsDZo0pJSUnYsmULCgsLUVtbi5kzZ7LrNm7ciFWrViE2NhYWFhZYv349ZsyYobNYSktLYW9vr/IL5eLigtLSUty/fx8KhUKlAF3TOgAoLi6Gv7+/zmIjbZNKpTpNTuXl5Qa1n84QCoUQCoVch9ElcJI8//3vf2Px4sU4cuQIRo0ahdmzZ6usFwqFSExMxPr165GUlIS4uDhMmDCBvcmj7Vlu+vbti3v37kGhUMDCwgJA4yMmERER6N27NywsLFBaWgp3d3d2Xd++fQE01td5ut750xfkiX5cunRJp5c1kpKSDGo/nREcHIzg4GCuw+gSOEmeBQUF6N27N/z9/XHnzh1cuHBBpezt/v37ERkZCTs7Ozg4OEAgEKBHjx7seicnJ1RWVqKwsBDu7u6orq6GlZWVxvEEBgbC2dkZ69evx/Lly3HixAnk5uZi586dMDU1xfTp07F+/XoMHz4clZWV+Prrr7FmzRoAQEREBD7//HMkJCTgwYMH+PTTTzU/MUQjvr6+8PDw0Mm+U1JSVEZFbWmtfHJH9qMr1OvUHk6S58yZM/Hjjz/C0dERQ4cOxdKlS7F48WIsX74ca9euxbFjx7B48WLU1dXBxcUFBw4cYHuEACCRSBAdHQ1/f3/weDyMGzcO+/bt0zgeMzMzpKSkYN68edi8eTOcnJzw/fffs3+QW7duxcKFC+Hu7g6BQIB58+axfwjx8fHIzc3FgAEDMHjwYMyfP7/VPyCifboeivbp08eg9kMMg87vtuvL+vXrsX79+mbXSSQSHDp0SL8BaRHdbedOV7vbTjqmtbvtXeaz7UuXLsXSpUu5DoN0c5Qguw+az5MQQjRAyZMQQjRAyZMQQjRAyZMQQjTQZW4YdWU8Ho8evucQnXvSHEqeRsDExIT9dBXRPzr3pDk0bCeEEA1Q8iSEEA1Q8iTECMlkMlRUVEAmk3EdSrdF1zwJMSINDQ1ITk5GdnY2W389ODgYMTExVH9dzyh5EmJEkpOTkZOTo/IEQE5ODgBg+vTpXIXVLRls8mQYBh988AG++eYbyOVy2Nvb4+LFi5yVSCXdl0wmM4jhsVwuR1ZWllr9dYVCgezsbISHh3M6Q7yhFLvTF4NNnsePH8e2bdtw/vx5eHl54cGDB93qjSGGo7i4GDdu3OA6DEil0hbrryuVSqSlpXE6X+fAgQPh5eXFWfv6ZrDJs6ysDI6OjuyboY2SxYRoon///hCLxVyHwfY8m2NiYmIQPc/uRKfJ88qVK1i8eDHOnz8PhmEgkUhw8OBBAI2lh9PS0iCVSjF48GDs378f/fv3R1lZGQYNGgSFQgG5XA4bGxsAwKBBg9hrO5s2bcLGjRuhUCgQExODzZs3a700ByFNDGk4GhISgpycHCgUCnaZhYUFgoKCDCLBdyc6e1SppqYGkZGR8PPzQ2lpKSoqKrB8+XJ2fXR0NG7fvo3y8nLIZDJs374dQGOJjaqqKnz55Zdwc3NDVVUVqqqq2MR59OhR/PWvf0V+fj6uX7+OEydOYMeOHbo6DEIMSkxMDIKCglTqrwcFBSEmJobr0LodnfU8U1JSYGJignXr1sHEpDFH+/n5sesnT57Mfv9s6eHWfPnll5g3bx6cnZ0BAJMmTUJmZibefvttLUZPugsrKyuVAn5NRCIRqqurOYiodU01tV599VW2/rqh9Iq7G531PO/evQs3Nzc2cT4rKSkJfn5+sLW1xXfffdfihfBnFRYWYtWqVbCxsYGNjQ2+/PJLg6mJTYxPc4mzteWGQiAQQCwWU+LkkM56ni4uLigsLERDQ4Paw7ttlR5ujZOTE+bMmYMlS5ZoO2SiRzU1NQafoMrKylT+5YpIJIJIJOI0BqJOZ8lz4sSJWLJkCZYsWYK1a9fC0tISly5dwvPPP99m6eHWxMfH45NPPkFERAR8fX1RW1uLgoICDB8+XFeHQnTg3LlzSE9P5zqMVjVdh2/6lysSiQQSiYTTGIg6nSVPkUiEEydO4L333oOrqysYhoG3tzeysrLaLD3cmjfeeAPV1dWYNm0afv/9d1haWmLWrFmUPI2Mn59fu//D1KXWykTPnTsXKSkpmDt3rh4jUke9TsPUZUoPd2X+/v4tlj8lncPj8VpcxzAMnfturrX3n2ZVIt1aS7066u2RthjsJ4wI0QdDfByJGAfqeRJCiAYoeRJCiAYoeRJCiAbomqcRUCqVePToEddhdFt07klzKHkaAYZhaNYoDtG5J82hYTshhGiAkichhGiAkichhGiAkichBkwul6OyshJyuZzrUMgz6IYRIQaooaEBhw4dQn5+PlufPSAgAFFRUVSf3UBQ8iTEADUlzqfrs+fn5wNoLGFDuEfJk5CnyGQytSGyvp/zlMvlyMvLU6vPXl9fj7y8PIwePZrTKpkAwOfzu/0s9kaZPC9evIiMjAy88847XIfSLps3b0Z4eDh8fHy4DoW0oaSkBLdu3VJZlpeXp9cYamtrWyxLwzAMsrKyYGlpqdeYnuXh4QFPT09OY+Ca0SbPrVu3GlXy7N27NyVPI+Ds7Ax7e3uVZYGBgXqNQS6XIzc3t9l1PB4PISEhBtHz7O50erddIpHgs88+w5/+9CfY2tqqTDxbVFSEiIgIWFlZwdfXF9nZ2ey6goICBAcHw9bWFra2toiLi2PX9enTB2+//TZu377NFoFrqpxZWlqKsLAw2Nvbw9raGjExMWhoaAAApKenw8zsf/9X7NmzB66uruzP6enpEIlEOHnyJLy8vCAQCLBy5UoAwIkTJ+Dj4wNbW1vY29tjw4YN7Ha7d+/G0KFDsXHjRjg6OsLNzQ3nzp0D0Jg0bWxscOfOHcybN4+N986dO9o7yUSrBAIBrK2t2S8AKj/r48vBwQGBgYFqn2wyNzdHYGAgHBwc9B7Ts1/dfcgO6OFRpS1btkAikeDhw4cqZRemTp2KsWPHoqqqCnPnzsWUKVPYRPfJJ59gxIgRePjwISorK7Fs2TJ2u/LycrWa7l9++SWAxv+V16xZg/Lycpw/fx6HDx9GWlpau2NVKBTYuHEjTp48iR07drDJ1traGj/88AP++OMPbNq0CcuXL0ddXR273W+//Yby8nKUlJTA398fiYmJAIDFixejqqoK/fr1w9///nc23n79+ml+Qkm3EBUVhYCAAJX67E1324lh0Pmw/fXXX2d7jgUFBQCAs2fP4urVq8jJyYGJiQni4+OxcOFC3Lx5E15eXrC1tUVmZiaOHz+OiIgIPPfcc+1qy8nJCU5OTgAar8mIxeJ214MHgCdPnmDv3r2wsbFBbGwsu9zf35/9PigoCE+ePMHDhw/Rt29fAEDv3r2xYcMGmJiYwMfHBydPnmx3m8T4iMXiZstdC4VCVFRUaKUNU1NTREdHY+LEiWx9dhoqGxad9zxtbW3VlhUWFuLx48ews7ODjY0N+vbtCz6fj6qqKgDAxo0bER4ejtjYWLi6umLfvn3takuhUGD58uUYMGAArK2tUVJS0u568EBjz9XGxkZteWlpKWJjY+Hi4sJet3x6vwKBgK1Pz+PxoFQq290mMT7NJc7WlncGn8+Hg4MDJU4DxMkNIycnJwiFQjZZPksoFCIxMRHr169HUlIS4uLiMGHCBPYaVEuz3KxYsQJpaWk4duwY3N3d4ebmxq7j8XgqCa8jj5+89tpr8PHxwYULFyCVSlX22x40K492SKVSnSSotpSXl+vktboiFAohFAq5DqPL4yR5BgYGwsnJCQkJCfj444/Rs2dP3Lhxg70hs3//fkRGRsLOzg4ODg4QCATo0aMHu72TkxMqKytRWFgId3d3VFdXw8rKCgUFBfDy8oK7uzsyMjLw4MEDNkk6ODhAqVQiOzsbpqam7HXJ9igoKMCcOXNgY2PD9oIfPXoEZ2fndm3v5OSE06dPY8aMGaivrwePx4OFhUUHzhgBgEuXLqncWNSXpKQknbxWV4KDgxEcHMx1GF0eJ8nTzMwMP/30E9599124ublBLpdj4MCB2LNnD+zt7XHs2DEsXrwYdXV1cHFxwYEDB1SSjUQiQXR0NPz9/cHj8TBu3Djs27cPCQkJiI2NhVgsRmRkJFavXo2EhAS4urpiwoQJmDNnDsaOHYvAwEAsXrwYmzdvble8mzdvxocffojVq1cjPj4eb775JiQSCa5cudKu7desWcPebRcKhTh8+DBGjBihyanr1nx9feHh4aHXNlNSUjBz5kyVZa3Ven/2tVygXqd+UN12IzBs2DBOelwECA0NRUZGhsqy1h5Qr62t1XVIRI9CQ0Opbjsh2tJSz456fN2LUX7CiBAuaetxJGLcqOdJCCEaoORJCCEaoORJCCEaoGueRoDH46lMikv0i849aQ4lTyNgYmLCfrqK6B+de9IcGrYTQogGKHkSQogGKHkS8l8ymQwVFRWQyWRch0KMAF3zJN1eQ0MDkpOTkZ2dzZb5DQ4ORkxMDNehEQNGyZN0e8nJycjJyVG5q56Tk8NhRMQY6Cx57t69G7t370Z6erpW97ty5UpkZWXh+PHjWt0v0S+ZTGYQw2O5XI6srCy1Mr8KhYKdjKWleWf1RSAQUM0gA0Q9T8KJ4uJi3Lhxg+swIJVKW6w20FQRIDMzU58hqRk4cCC8vLw4jYGoo+RJONG/f3+IxWKuw2B7ns1pKq0yevRofYakhnqdhknnd9vXr1+PPn36qJTkBRoLwzk6OkIkEiEwMBDFxcUAAG9vb+Tn5wMADhw4gLKyMgCNE+E+O3wqLy9Hv379VIbwJ06cwKBBg2BjY4MXX3yR3R5oHPK//PLL2LJlC5ycnGBqaspeVmit3DHRPoFAwJZi5vJLLBYjJCREbWZ/CwsLdjZ2rmOk5GmYdJo88/PzIZfLUVpaCj8/P5XSF9HR0bh9+zbKy8shk8mwfft2AMCgQYNQUFCA+/fvY/r06Thw4AAaGhpQV1cHm6eKs9XX1+O1117DokWLEBkZCQCorKzElClT8NVXX+H+/fvo1asXFi9erBJTdnY2CgsLcfPmTcyaNYvtXbRW7ph0bTExMQgKClIp8xsUFER320mrdDps9/T0xIoVKwA09hyfLsk7efJk9nsfHx+2RPCgQYNw/fp1WFtb47XXXsPp06fx4osvqtR8B4BFixbB2dkZH3zwAbssKSkJgYGBCA0NBQC88cYbmD17tsp2bm5u2LJlCwBgx44d7HJNyx2T/7GyskJNTY3acpFIhOrqag4iah9TU1NMnz4dr776Klvml3p7pC067Xk+Xa7g2ZK8SUlJ8PPzg62tLb777jv2ov3gwYNRUFCA7OxsLFq0CJcuXcLVq1fh6+vLbltZWYk9e/YgICBApb3CwkKcOHGCHe5MmzYNjx8/VnlNc6WQAc3LHZP/aS5xtrbc0AgEAojFYkqcpF04uWH073//G4sXL8aRI0cwatQold5h07BdKpXis88+Q8+ePZGVlaVSMM3BwQErV67EtGnT4Ovri/DwcACNVSrHjRuHI0eOdDimtsodG4OamhqDTVRPX3vmikgkgkgk4joM0kVwkjwLCgrQu3dv+Pv7486dO7hw4QI7LPfy8sLt27fh5uYGU1NTjBw5Env37lUbfk+ePBkff/wxpkyZgjNnzsDd3R0zZszAhg0bcPDgQbzyyisAgDNnziAwMLDNmNoqd2wMzp07p/XnarWl6Zo2lyQSCSQSCddhkC6Ck+Q5c+ZM/Pjjj3B0dMTQoUOxdOlSLF68GMuXL8fatWvh7OzM9jQDAgKwc+dOtWueALBixQpcuXIFkyZNQm5uLtzd3XHkyBEsXboUc+bMAY/Hw4gRI3Ds2LE2Y2qr3LEx8PPza/Y86UtrJXnnzp2rx0iaR71Ook1UetgI+Pv7t1j+1JDweLwW1xnrr5mxnHuiG629/zSrEtGalnp21OMjXRF9wohojSE/jkSItlHPkxBCNEDJkxBCNEDJkxBCNEDJkxBCNECPKhmB3r17w9XVleswmnXv3j3Y29tzHYbOdPXjA7r+MXbm+IqKinD//v1m11HyJJ3S1Z+D7OrHB3T9Y9TV8dGwnRBCNEDJkxBCNEDJk3SKIXxmXZe6+vEBXf8YdXV8dM2TEEI0QD1PQgjRACVP0iEPHz7EmDFjMGDAAIwZMwZ//PGH2mvu3r2LF154Ad7e3hg8eDBb9sSQHTt2DF5eXvD09MT69evV1jMMg3feeQeenp7w8fHB+fPnOYhSc20d3969e+Hj4wMfHx8EBQXh0qVLHESpubaOr8mZM2dgamqKAwcOdL5RhpAO+OCDD5jPPvuMYRiG+eyzz5gPP/xQ7TVlZWXMuXPnGIZhmOrqambAgAHMlStX9BpnRzx58oRxd3dnbt26xcjlcsbHx0ct3tTUVObFF19klEolk5uby4wcOZKjaDuuPceXnZ3NPHz4kGEYhjl69GiXO76m173wwgvM+PHjme+//77T7VLPk3TI4cOH2bLMcXFxOHTokNprHB0dMXz4cACN09F5e3ujtLRUn2F2yOnTp+Hp6Ql3d3dYWFhg2rRpOHz4sMprDh8+jJkzZ4LH4yEwMBBVVVX4/fffOYq4Y9pzfEFBQWx9r8DAQJSUlHARqkbac3wA8Je//AXR0dFwcHDQSruUPEmHVFRUwNHREUBjkmyqetqSoqIiXLhwQa1YnyEpLS2Fi4sL+7Ozs7Nasm/PawxVR2P/+uuvMX78eH2EphXtff/+9a9/Yf78+Vprl+bzJGoiIyNRXl6utnzt2rUd2o9UKkV0dDQ2b94MKysrbYWndUwzD5w8Oyt+e15jqDoS+8mTJ/H1118jKytL12FpTXuOb/Hixfj8889hamqqtXYpeRI1x48fb3GdWCzG77//DkdHR/z+++8tDoHq6+sRHR2N119/HZMnT9ZVqFrh7OyMu3fvsj+XlJTAycmpw68xVO2N/ZdffsGcOXPw008/wc7OTp8hdkp7ju/s2bOYNm0aAOD+/fs4evQozMzMEBUVpXnDnb5qSrqVP//5zyo3jD744AO11yiVSiY2NpZ599139RydZurr6xk3NzemsLCQveFw+fJlldekpKSo3DAaMWIER9F2XHuOr7i4mPHw8GCys7M5ilJz7Tm+p8XFxWnlhhElT9Ih9+/fZ8LDwxlPT08mPDycefDgAcMwDFNaWsqMHz+eYRiGyczMZAAwQ4cOZXx9fRlfX18mNTWVy7DblJqaygwYMIBxd3dnPv30U4ZhGGbbtm3Mtm3bGIZp/A/h7bffZtzd3ZkhQ4YwZ86c4TLcDmvr+GbPns3Y2Niw75efnx+X4XZYW8f3NG0lT/qEESGEaIDuthNCiAYoeRJCiAYoeRJCiAYoeRJCiAYoeRJCiAYoeRJCiAYoeRJCiAbo45lEjVKpRElJCWpra7kOhRCWpaUlnJ2dYWJiGH0+ekieqKmsrIRcLkffvn0N5heVdG9KpRKlpaXg8/lam1Kus+gvg6ipqqqCWCymxEkMhomJCcRiMR49esR1KCz66yBqGhoaYG5uznUYhKgwNzfHkydPuA6DRcmTNMtY5qok3Yeh/U5S8iSEEA1Q8iQ606dPH/B4vBa/+vTpw0lclZWVmD59OpycnGBtbY3g4GDk5+dzEou2yWQyHDlyBO+//z7mzZuH999/H0eOHIFMJtNrHHl5eRgzZgx69eoFe3t7TJkyxWhqPrUXJU+iMxUVFZ1arytSqRQjRozAuXPn8PDhQ8TFxWHChAmQSqWcxKMtMpkMn3/+OX7++Wf2WKRSKX7++Wd8/vnnek2gf/zxB+bOnYuioiIUFxdDJBLhT3/6k97a1wdKnqRL2bVrF15++WX2Z09PT8TExLA/u7i4oLq6GkuWLIGjoyNMTU0xd+5cKBQKFBQUAAB2796N4OBgLFq0CNbW1njuuedw4sQJvR9LR/3888+4d+8e6uvrVZbX19fj3r17+Pnnn7XepqurKz777DMMGjQItra2+NOf/gSZTIbx48djypQpsLKyQs+ePbFw4UJkZ2cDAG7fvg0bGxsolUoAwJw5c1QeP3rjjTewefNmrceqbfSQPGnV4sWLcfHiRZ3tXyKRdHib559/vsU/rrCwMLz33ntQKpWoqKhAfX09+0dbWFgIqVQKHx8flW0uXrwIhUIBT09Pdll+fj5ee+013L9/HwcPHsTkyZNx+/Zt9OrVq8PxdsT+/fs1Lvt78+ZNNiE9q76+HseOHcNvv/3W4f06Oztj6tSpLa7fu3cv/v3vf8PS0hIvv/wyPv30U3z66acqr8nIyMDgwYMBAG5ubrCyssKFCxfg5+eHzMxMCIVCXLt2Dd7e3sjIyMD777/f4Tj1jXqepEtxd3eHSCTCxYsXcerUKYwbNw59+/bF9evXcerUKYwePVrl+dXq6mrExsZixYoVsLa2Zpc7ODhg8eLFMDc3x9SpU+Hl5YXU1FQuDqndWkqcTRoaGnTS7sKFC+Hi4oJevXph+fLl+Pbbb1XW//LLL1i9ejUSExPZZWFhYTh16hRbpfW1117DqVOncPv2bVRXV8PX11cnsWoT9TxJqzozfGrPoyXp6eka778lYWFhSE9Px82bNxEWFgYbGxucOnUKubm5CAsLY19XV1eHl19+GYGBgVi2bJnKPvr27asSf//+/VFWVqb1WJ/VWg+vLe+//36r122FQqFOenRP10x/9jzdvHkT48ePx5YtWzB69Gh2eVhYGI4cOQJnZ2eEhoZCIpHgm2++gUAgUPsPzlAZfoSEdFBT8szMzERYWBjbyzl16hSbPOVyOaKiotC3b1/8/e9/V9tHaWmpSj3wO3fuGHyp4bCwsBY/3GBubq7yH4c2PV329+nzVFxcjMjISPzf//0fYmNj1WLNzMxEeno6wsLCEBISguzsbJX3yNBR8iRdTlhYGE6ePIm6ujo4Oztj9OjROHbsGB48eIBhw4ahvr4er732Gnr06IGkpKRmezmVlZXYunUr6uvr8f333+PatWt46aWXODia9hs7dizs7e3VEqi5uTns7e0xduxYnbT7t7/9DSUlJXj48CHWrVuHqVOnorS0FOHh4ViwYAHmz5+vts2AAQPQo0cP7NmzB6GhobCysoJYLMYPP/xAyZMQsVjcqfWaGjhwIIRCITtMtLKygru7O4KDg2FqaoqcnBykpKTg559/ho2NDYRCIYRCITIzM9l9BAQE4LfffkPv3r2xfPlyHDhwAHZ2djqJV1sEAgE++ugjjB07FkKhEDweD0KhEGPHjsVHH30EgUCgk3ZnzJiBsWPHwt3dHe7u7khISMDOnTtRWFiIVatWsedXKBSqbBcWFgY7Ozv069eP/ZlhGAwbNkwncWobzapE1DTd9eyudu/ejZ07dyIrK4vrUAyeq6srdu7cicjISL20Z0i/m9TzJIQQDVDyJIQQDdCwnagxpKERIU8zpN9N6nkSQogGKHmSZtGAhBgaQ/udpORJ1JiamqpNLkEI1+rr62FmZjgfiqTkSdTY2NigoqKizc9KE6IvTRO9PD3/ANfohhFRQ6WHiSGi0sOEENIFGEYKJ4QQI0PJkxBCNEDJkxBCNEDJkxBCNEDJkxBCNPD/ASSvVbp2Q3BFAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add groups\n",
+ "# With border + color alternate rows\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " despine=False,\n",
+ " color_alt_rows=True,\n",
+ " return_df=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "f5a82615",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:33.059118Z",
+ "start_time": "2023-03-21T02:22:32.843154Z"
+ },
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaIAAAIECAYAAABbpioBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAACoiklEQVR4nOzdeVhT19o34F8IkDAESFFQNIyKY7VHUSlajYL1ONuqUTgiHByqFSvS+haOKFBOnYJttYMtFbEWqdJqDzjRvgpUBMWhalUQqwIyVAY1MggEyPr+4HV/5iAQlRDU574uLslee6317E3Mk7X3ShaPMcZACCGE6IiergMghBDycqNERAghRKcoERFCCNEpSkSEEEJ0ihIRIYQQnaJERAghRKcoERFCCNEpSkSEEKKhsLAw8Hg88Hg86OnpoUePHvjXv/4FlUqlUf28vDyEhYUhNTW13WI6f/48PDw8YGlpCYFAAFtbW3zzzTft1n5H0Nd1AIQQ8rzZvHkzRCIRwsPDsX79ejg4OGDRokVt1svLy0N4eDgAQCqVPnMcKpUKU6ZMgUgkwldffQWRSIQ///wTpqamz9x2h2KEEEI0EhoaygCwlJQUxhhjKSkpDABzdXVljDG2ZcsW1qtXLyYQCJhEImH+/v6svr6eMcaYj48PA6D2Y2dnxxhjrKioiL355pvMwsKCmZiYsOHDh7P09PQ247l79y4DwGQyGVOpVM3KFQoFe/fdd1n37t2ZpaUl8/LyYsXFxY89lofx5ebmMsYYGzNmDBMIBGznzp3Mzs6O8Xg8FhoayhhjrL6+nn388cesb9++TCAQMLFYzLy9vRljjKlUKrZp0yZmZ2fHzMzM2KxZs9idO3daPQ66NEcIIU9pzJgxMDExwY0bNwAAt27dwrJly7B//37069cPX3zxBRISEgAAQUFB+PTTTwEAPj4+SElJwZ49ewAAd+/eRbdu3RAdHY1PP/0U58+fxzvvvNNm/2KxGG+//Tbi4+MxdOhQHDp0SK3c19cX27Ztw/vvv4+NGzfi559/xrRp09DY2KjR8SmVSoSEhGDNmjV48803ue0hISFYvXo1evfujZ9++gnbtm3Dq6++CgD47LPP8D//8z+YMmUKduzYgRMnTsDf37/1jtpMuYQQQhhjzUcRjDHWs2dPZmBgoLafSqViBw4cYADYxx9/zG1/OIJ6OLJ4HKVSyUaMGMEMDQ01ikmpVLKNGzcyCwsLBoBJpVKWl5fHbt++zQCw0aNHc/t6e3szACwzM1OjEREAdvnyZcYYY9988w3bt28fU6lUzMTEhHXr1o3V1dU1i6d3795MLBazqqoqVlNTw5YvX84MDAxYQ0NDi8dAIyJCCHkGlZWV6NKlCwDg22+/hZOTE/T19TF16lQATaOKtvz111+YNm0aTE1NYWhoiMzMTI3qAYCBgQH+53/+Bzdv3sSKFSuQmpqKCRMmID8/HwDQo0cPbt+ePXsCAFemiQEDBgAAFi9ejLfffhvl5eWorq6Gvb09DA0Nm+2fn5+Pe/fuwdTUFEZGRvj8889RX1+P27dvt9gHJSJCCHlKly9fxv379zFixAjcvHkT77zzDl555RUcOnQIX375ZbP99fSaXnL/+9JYUFAQDhw4gLCwMKSlpeFvf/vbE8ciFovx2WefYeDAgcjJyYGdnR0AoLi4mNunqKgIAGBnZ8fFUl9fj8bGRly7dk2jfrp06QJTU1NcuXIF9+/fb1Zua2sLAwMD/Pbbbzh58iT38zBZPw4lIkIIeUIXLlzAd999h7fffhs8Hg8BAQGoq6sDYwyGhoaora1FYmIiACArK4sb3Twckezfvx8HDx7E119/DQCora0FABgZGeHs2bPcPafz58+3Gsf9+/exePFi7N69G7/88gvWrFmDrKws9OvXD1ZWVpgxYwbS0tLw6aefYseOHfjpp58wfPhwDB06FBKJBEBTEhw7diwuX76s0bHzeDy89957qKysxPjx4/HDDz/gyJEj+O677wAA/v7+qK+vx8aNG1FSUoKSkhIcPHgQFRUVLTeq0UVIQggh3H0VAEwoFLKBAweyPXv2qJVbWFgwOzs7FhUVxZydndkrr7zCysvLuX3kcjnr1q0bEwgEbODAgYwxxq5evcqGDh3KTE1N2dy5c1lQUBAzNjZmq1evbjWe+/fvsyFDhjALCwvG5/OZpaUlmzlzJrt58yZj7P/PmuvWrRuztLRk//jHP9hff/3FGGOsqqqKjRs3jhkZGbFZs2a1eI/ocerr69nmzZtZv379mEAgYCKRiM2ZM4cx1nR/bPPmzaxXr17MwMCAdenShY0dO1btHPw3HmO0MB4hhBDdoUtzhBBCdIoSESGEEJ2iREQIIUSnKBERQgjRKUpEhBBCdIoSESGEEJ2iREQIIUSnKBERQgjRKUpEhBBCdIoSESGEEJ2iRERIK1xcXHQdAiEvPEpEhBBCdIoSESGEEJ2iREQIIUSnKBERQgjRKUpEhBBCdIoSESGEEJ3SKBF5eXmhZ8+eEAgEEIlEGDduHC5dugSgaT12V1dXGBsbY/LkyVi+fDl4PB5mzJjB1T9x4gSkUinEYjFsbGzg5+eHO3fuaOWACCGEPF/0NdkpPz8fY8aMgYWFBS5fvoyUlBTIZDJcunQJ06ZNw40bNzB06FAYGRlh27ZtanUvX74Md3d3GBoaYsqUKfjrr78QExODvLw8HDt2DDweTysHRggh5Pmg0YgoPj4erq6uEIlEGDRoEADg6tWryMjIwI0bN2BqaorffvsNP/30EyZPnqxWd9u2bVAqlRgwYACsra3x2muvQSAQICUlBTk5Oe1/RIQQQp4rbY6I/vzzTwwZMgRVVVXNylJSUgAAEokEJiYmAID+/fsjMTGR2ycvLw8AkJmZiczMTLX6169fR9++fZ86eEIIIc+/NkdEhw4dQlVVFV599VUoFAqUlJRwZe7u7gCAwsJC1NTUAGgaKT3K3t4eABAYGAjGGPdz8+ZNTJkypb2OgxBCyHOqzRGRtbU1gKaR0YoVK3DhwgWuTCgUolevXrh+/TqkUilsbW3VRkMAsHjxYnz77bfYsmULbt68iS5duiA7OxsZGRlQqVTtezSEEEKeO22OiGQyGRYsWAADAwMcPXoUwcHBXJm+vj4SEhIwYsQIXLp0CQ8ePMCCBQsAAAKBAAAwePBgHD16FKNHj8bx48exZ88eVFZWIigoSEuHRAgh5HnCY4yxZ2ng/v37MDc35x5PmDABv/76K0JCQhAREfHMARKiSy4uLjh79qyuwyDkhabR9O3WhIWF4caNG3BxccGFCxfw66+/wsTEBH5+fu0RHyGEkBfcM3+zwuDBg3HlyhV8/PHHOHnyJCZNmoTjx4/DwcGhPeIjhBDygnvmS3OEvMjo0hwh2kffNUcIIUSnKBERQgjRKUpEhBBCdIoSESGEEJ2iREQIIUSnKBERQgjRKUpEhBBCdIoSESGEEJ2iRETIU6qtrUVJSQlqa2t1HQohz7Vn/q45Ql42jY2NiI+PR3p6OvT09KBSqTBy5EjIZDLw+Xxdh0fIc4dGRIQ8ofj4eGRkZKC+vh51dXWor69HRkYG4uPjdR0aeQ7cu3cPO3fuxP3793UdSqdBI6J2cu/ePSQkJOCtt95SWxaDtI/a2lqdXQJTKBTc73V1dThx4gQaGhrU9lEqlUhPT8e4ceO4tbh0SSgUQigU6jqMF1J4eDiio6OhUCgwePBgxMfHo3v37gCaRssBAQGIjY2FiYkJ1q1bh/nz5wMAzpw5g7Vr1+LSpUsoKiqCh4eH2mtFWFgYNmzYwP3dVq5cidDQ0I4/QB2gRPSM2npykfaRn5+Pa9eu6aTvtLQ07veqqiq09D3BKpUKycnJMDU17ajQWuTs7Iw+ffroOowXkouLCwICAmBsbAw/Pz/IZDLuObJt2zZkZmYiNzcX+fn5cHd3x/Dhw9G3b19YWlriyy+/hJ6eXourEwQFBSEsLKwDj6ZzoET0jDR5cpFnZ2dnxy1b39HeeOMN7veHI6LH0dPT61QjIqIdkydP5n738vKCTCbjHkdFRSE8PBwWFhawsLCATCbD9u3bERkZCUdHRwBAXl5eu8eUkJCAsLAw5ObmQiAQIDAwEB9++CEA4NixY1i+fDmKi4vh6uqKHTt2wMbGBnl5eXBwcEBcXBwiIiJw+/ZtyOVybpXtnJwc+Pn5ISsrCwAwbdo0fPfddwAAqVQKDw8PhISEAAB69eqFkJAQ+Pr6AgAiIiKwbds2VFVVwdLSEnv27MGIESNaPgCmJYWFhWz06NGsS5cuzMzMjM2ePZs1NDRw5UeOHGG2trasW7dubOPGjczExITl5uYyxhirqalhCxYsYGKxmPXs2ZN9/fXXXL2amho2Z84cJhKJ2MiRI9nSpUuZj48PVz5mzBi2bt065uvryywsLNijh3jgwAE2YMAAJhaLmVQqZVevXuXKALC0tDTGGGMFBQUMABfPmDFjWGRkJJs0aRKzsLBgM2bMYBUVFWrHm5ubywCwgoKC9jqFpBMYOnRos21xcXHM39+fLV68mPvx9/dncXFxOoiQ6FJoaCgbP348Y4yxuro6xuPx1F5Xtm7dyqRSqVqdll4rwsPDmbGxMXvttdfY999/r3EMmZmZzNDQkO3bt481NDSwiooKduXKFcYYYyUlJUwsFrPffvuN1dfXM09PTzZ79my1OCZMmMAUCgX7/PPPmbW1NdeuTCZjK1asYCqViimVSpadnc2VjRkzhkVERHCPnZycWExMDGOMsaysLGZiYsIdX1FRESsvL2/1GLQ2WYHH43FZ9vfff0dCQgKSk5MBANXV1fDy8oJcLkdeXh4qKytRXV3N1V27di3Ky8tRXFyMhIQErFixAleuXAEAfPLJJ8jNzUVRURG+/fZbHD58uFnfW7ZsgVQqxd27d+Hs7AwAuH79OmbOnAm5XI7S0lKMGjUKU6dObXatvyXffvstQkNDUVhYiIKCAkRGRj7rKSLPKZlMBjc3NxgYGEAgEMDAwABubm5q74zJi+/s2bOIiYnBF198AQC4c+cOGGMwNjbm9jExMUFZWZlG7a1duxZ3797FunXr8O677+LQoUMa1YuOjsZbb72Ft99+G3w+HyKRCP379wcA7Nq1C66urhg9ejT09fUxb948tUvNALB161aYm5tj8ODBKC0t5baLxWKkpaXh6NGj4PP56Nu3r0bxmJqaQqlUIiYmBn/99RdsbGxgaWnZah2tJSIbGxuMHj0afD4fTk5OsLa25g7y0KFDMDMzg0wmg0AgwDvvvMPVY4xh27Zt+Ne//gWhUIghQ4Zg0KBB3OWQ2NhYLF26FCKRCP369YOHh0ezvv/xj3/Ax8cHPB4POTk5AIA9e/bAzc0NEydOhL6+PlavXo1bt27h1KlTGh3PsmXLMHz4cJiYmGDu3Lk4evTos54i8pzi8/nw9PREZGQkVq9ejcjISHh6ej7R1G0zMzPweLxmP2ZmZlqMnLSX7OxseHl5ITExkXuz26VLF/B4PLU31dXV1ejatavG7QoEAkycOBE+Pj6Ii4vTqE5BQQF69er12LKbN2/i2LFj3KXCuXPn4sGDB2r7PEycPB5P7f5nZGQkxo0bB29vb9jb22scj0QiwZEjR5CcnAw7OzvMnj0b5eXlrdbRWiJSKpVYvXo1evfuDXNzcxQWFnIHmZubC1tb28fWKysrQ1VVFcaPH8+dvMuXL6OioqLNug+JxeJm24qKiiCRSLjHQqEQXbt2RVFRkUbHY2BgwP1uZmaGyspKjeqRF5dQKIS1tfVT3Y9p6flDz6vOr7y8HFOnTsWOHTswePBgbruBgQEGDhyI7Oxsblt2djaGDBnyxH3w+XzU1dVptK9EImlxIo+NjQ0mTJgAhUIBhUKBiooKjaeNm5qaQi6Xo6ioCOHh4fDx8eHqPpq0Ghoa1JIvALi7uyMlJQU3btxAYWEhNm3a1GpfWpusEBoaiuTkZCQlJcHR0VHtRr6ZmZnayXh0Wq6lpSUMDQ2RkpLy2D/g4+rq67d9GD169EBKSgr3uK6uDuXl5ejRowe37eGJbesPVVBQADs7uzb7JJ1LZWXlU73QFxcXayGaztPf44hEIohEIl2H0SmtWLEC7u7uGDVqVLOyJUuWYP369Rg7dizy8/MRHx/f7FJYS3JycuDo6Ii8vDzExcXhk08+0aien58fRo0ahdjYWMyZMweMMfz5558YMGAAvLy8sGnTJuzfvx/Tp08H0DTT19XVtc129+7dCw8PD1haWsLKygpCoRBGRkYAACsrK2RmZuLu3bsIDg5W+3914cIFKJVKDB06FBYWFjA2NoaFhUWrfWktEeXk5KBPnz5wdHTE8ePHcefOHe4F3sPDA8uXL8fJkyfRp08fBAUFAWh6F8Dn8+Ht7Y01a9Zg+/bt6N69O0pLS6FQKODs7Izx48cjJiYGU6ZMwcGDB3HkyBHMmDGjzXjmzp2Lf//73zh69CjGjh2L9evXQyKRcH8QKysrnDhxAvb29njvvfea1Y+NjcXUqVPR2NiInTt3avwkIZ3HuXPnkJqa+sT1oqKi2j+YTtTf40ilUkilUl2H0SnFxcXByMgIe/fuBQDY2trijz/+ANCUiK5evQoHBweYmJhg8+bN6NevH4Cmqd3BwcFQqVQAgAEDBoDH40Eul2PRokWIiopCdHQ0TE1N8f7772PevHkaxTNixAjs27cP4eHh8Pf3h0AgwPz58yGXy+Ho6IjExEQEBQVh4cKF4PF4GDZsGJKSktpsNykpCQEBAaipqYFEIsFPP/0EQ0NDAMCqVaswa9Ys9O3bF6GhoUhPT+fqKRQKBAYG4ubNmxAIBJg0aRJWrlzZal88xlr4UMQz+v333+Ht7Y2ysjJ4eHhg2LBh+OijjxAbG4vJkyfj008/xfr16yEWi7Fq1SosWrQIFRUVEIlEqK6uRnBwMBITE3Hv3j1069YN69atw8yZM1FYWAhPT09cunQJkydPhp6eHqysrLB582YAzacVPurAgQMIDg5GcXExBg0ahG+++Yb7rEV0dDQ++OADWFtbc33l5ubC3t4eUqkUTk5OSE9PR0lJCQIDA7FmzRoA6k+uyspK7tr/wycX6TyeZkQ0bdo0JCYmtnssj47E/5uml4u1iUZEpCNpLRG1paCgABKJBCqVCh9//DEOHTqk0cSBu3fvQiAQwMTEBIWFhXBzc0NUVBT+/ve/ay1WqVQKX19fbo48eXm4uLjg7Nmz7d4uj8drsUxH/yUJ0Rmdfdect7c3unTpgm7duiE1NRW7d+/WqF5KSgr69euHV155BWPGjMGyZcu0moQI0YaWRhs0CiEvI52NiAh5HmhrREQI+f/o27cJIYToFCUiQgghOkWJiBBCiE5RIiKEEKJTlIgIIYToFCUiQgghOkWJiBBCiE5RIiKEEKJTlIjIS6e2thYlJSVq3/pOCNEdrX37NiGdTWNjI+Lj45Geng49PT2oVCqMHDkSMpnsiRa1I4S0LxoRkZdGfHw8MjIyUF9fj7q6OtTX1yMjIwPx8fG6Do28RO7du4edO3dqvEDdy4BGRESramtrO8UlsLq6Opw4cQINDQ1q25VKJdLT0zFu3DgIBILH1lUoFB0QYROhUPhUK76SjhMeHo7o6GgoFAoMHjwY8fHx6N69O4CmUXdAQABiY2NhYmKCdevWYf78+QCaFqRbu3YtLl26hKKiInh4eMDc3JxrNywsDBs2bOD+/itXrkRoaGjHH6AOUCJ6Rjk5OViwYAGys7Ohr6+PkJAQLF++XNdhdRr5+fktLmPckaqqqlpcXkGlUiE5ORmmpqaPLdd0hc324OzszK2RRTonFxcXBAQEwNjYGH5+fpDJZNxzZNu2bcjMzERubi7y8/Ph7u6O4cOHo2/fvrC0tMSXX34JPT09tRWrHxUUFISwsLAOPJrOgRLRM9LX18cnn3yC4cOH4/z58xg5ciT69+8Pd3d3XYfWKdjZ2cHa2lrXYXAjosfR09NrdUT0xhtvaDM0NTQa6vwmT57M/e7l5QWZTMY9joqKQnh4OCwsLGBhYQGZTIbt27cjMjISjo6OAIC8vLx2jykhIQFhYWHIzc2FQCBAYGAgPvzwQwDAsWPHsHz5chQXF8PV1RU7duyAjY0N8vLy4ODggLi4OEREROD27duQy+VYsGABgKY32X5+fsjKygLQtEjkd999B6D5AqS9evVCSEgIt2ZbREQEtm3bhqqqKlhaWmLPnj0YMWJEywfAtKSwsJCNHj2adenShZmZmbHZs2ezhoYGrvzIkSPM1taWdevWjW3cuJGZmJiw3NxcxhhjNTU1bMGCBUwsFrOePXuyr7/+mqtXU1PD5syZw0QiERs5ciRbunQp8/Hx4crHjBnD1q1bx3x9fZmFhQV79BAPHDjABgwYwMRiMZNKpezq1atcGQCWlpbGGGOsoKCAAeDiGTNmDIuMjGSTJk1iFhYWbMaMGayiouKxxz18+HAWGRn5rKePaEFcXBzz9/dnixcv5n78/f1ZXFxci3WGDh3agRGS501oaCgbP348Y4yxuro6xuPx1F5Xtm7dyqRSqVqd3NxcBoAVFBSobQ8PD2fGxsbstddeY99//73GMWRmZjJDQ0O2b98+1tDQwCoqKtiVK1cYY4yVlJQwsVjMfvvtN1ZfX888PT3Z7Nmz1eKYMGECUygU7PPPP2fW1tZcuzKZjK1YsYKpVCqmVCpZdnY2VzZmzBgWERHBPXZycmIxMTGMMcaysrKYiYkJd3xFRUWsvLy81WPQ2mQFHo/HZdnff/8dCQkJSE5OBgBUV1fDy8sLcrkceXl5qKysRHV1NVd37dq1KC8vR3FxMRISErBixQpcuXIFAPDJJ58gNzcXRUVF+Pbbb3H48OFmfW/ZsgVSqRR3796Fs7MzAOD69euYOXMm5HI5SktLMWrUKEydOrXZPYOWfPvttwgNDUVhYSEKCgoQGRnZbJ+KigpcvXoVr7/++hOfL6J9MpkMbm5uMDAwgEAggIGBAdzc3NTe0RKiqbNnzyImJgZffPEFAODOnTtgjMHY2Jjbx8TEBGVlZRq1t3btWty9exfr1q3Du+++i0OHDmlULzo6Gm+99Rbefvtt8Pl8iEQi9O/fHwCwa9cuuLq6YvTo0dDX18e8efOaXWreunUrzM3NMXjwYJSWlnLbxWIx0tLScPToUfD5fPTt21ejeExNTaFUKhETE4O//voLNjY2sLS0bL2Sxmn3GUkkEhYbG8sYY2zv3r3Mzs6OK3t0BKJSqZipqSnLzMzkyocNG8aNivr168dlXsYYW7BgQbMRUWBgYLP+IyIi1N6Z1NTUMIFAwI2C0MaIaOvWrVxduVzO3Nzc1NpXqVRs7ty5bPny5U9wVogu1NTUsNu3b7Oampo296UREXmcrKws1rt3b3bhwgVum1KpZDweT23k8CQjokf5+/szLy8vjWKZOHEiW7169WPLli5dygwNDZm5uTkzNzdnIpGImZmZPTaOtLQ0tStIlZWV7IMPPmDW1tZMIpGw3bt3c2WtjYgYY+zo0aNMKpUyAwMDNmvWLFZWVtbqMWhtRKRUKrF69Wr07t0b5ubmKCws5G4W5+bmwtbW9rH1ysrKUFVVhfHjx3PXWS9fvoyKioo26z4kFoubbSsqKoJEIuEeC4VCdO3aFUVFRRodj4GBAfe7mZkZKisr1cqXLVsGkUiELVu2aNQe6VhmZmbg8Xjg8XgwMjJCt27dYGRkBDMzM12HRp4z5eXlmDp1Knbs2IHBgwdz2w0MDDBw4EBkZ2dz27KzszFkyJAn7oPP56Ourk6jfSUSSYsTgmxsbDBhwgQoFAooFApUVFRoPG3c1NQUcrkcRUVFCA8Ph4+PD1eXx+Nxr+cNDQ1qV7QAwN3dHSkpKbhx4wYKCwuxadOmVvvSWiIKDQ3F0aNHkZSUBIVCoZY8zMzM1E7Go9N7LS0tYWhoiJSUFO7kPXjwAKtWrWqzbmt69OihlnTq6upQXl6OHj16cNsenti2/lAFBQWws7PjHsvlcuTn5+Prr78Gj8fTKB7Ssf77jUNb2wlpyYoVK+Du7o5Ro0Y1K1uyZAnWr18PhUKBixcvIj4+HgsXLtSo3ZycHNTX1+PPP/9EXFwcZsyYoVE9Pz8//Pzzz4iNjUV9fT2USiV3K8PLywupqanYv38/Ghsb0djYiFOnTmnU7t69e3Hnzh3w+XxYWVlBKBTCyMgIAGBlZYXMzEzcvXsXy5YtU/t/dOHCBZw+fRqNjY2wsLCAsbExLCwsWu1La7PmcnJy0KdPHzg6OuL48eO4c+cO9wLv4eGB5cuX4+TJk+jTpw+CgoIANL0L4PP58Pb2xpo1a7B9+3Z0794dpaWlUCgUcHZ2xvjx4xETE4MpU6bg4MGDOHLkiEZ/sLlz5+Lf//43jh49irFjx2L9+vWQSCRwdXUF0HRiT5w4AXt7e7z33nvN6sfGxmLq1KlobGzEzp078cknnwAAsrKyEBoaipycHOjp0eeD/1tlZWWnf7EvLi5+pvL2IhKJIBKJOqQv8vTi4uJgZGSEvXv3AgBsbW3xxx9/AGhKRFevXoWDgwNMTEywefNm9OvXD0DT1O7g4GCoVCoAwIABA8Dj8SCXy7Fo0SJERUUhOjoapqameP/99zFv3jyN4hkxYgT27duH8PBw+Pv7QyAQYP78+ZDL5XB0dERiYiKCgoKwcOFC8Hg8DBs2DElJSW22m5SUhICAANTU1EAikeCnn36CoaEhAGDVqlWYNWsW+vbti9DQUKSnp3P1FAoFAgMDcfPmTQgEAkyaNAkrV65stS8eYy18uOIZ/f777/D29kZZWRk8PDwwbNgwfPTRR4iNjcXkyZPx6aefYv369RCLxVi1ahUWLVqEiooKiEQiVFdXIzg4GImJibh37x66deuGdevWYebMmSgsLISnpycuXbqEyZMnQ09PD1ZWVti8eTOA5tMKH3XgwAEEBwejuLgYgwYNwjfffMN9ZiM6OhoffPABrK2tub5yc3Nhb28PqVQKJycnpKeno6SkBIGBgVizZg2Apg+3hYeHq13i+eqrr+Dl5aWN0/rcSU1NRWpqqq7DQHh4eItlrX1o8ODBg5gyZYo2QmpGKpVCKpV2SF+EdCZaS0RtKSgogEQigUqlwscff4xDhw5pNGS8e/cuBAIBTExMUFhYCDc3N0RFReHvf/+71mKVSqXw9fXl5sgTzXWWEdGjl2D/W2v3CadNm4bExERthNQMjYjIy0pnH2j19vbG5cuXoaenh1dffRW7d+/WqF5KSgpWrlyJqqoqiMViLFu2TKtJiDyb5+HF1cbG5pnKCSHPRmcjIkI60uNmOgJNifLhjMzHcXFxwdmzZ7UZGiEvPfqKH/JSaC3ZEEJ0i6Z5EUII0SlKRIQQQnSKEhEhhBCdokRECCFEpygREUII0SlKRIQQQnSKEhEhhBCdokRECCFEpygREY3V1taipKRE46U3CCFEE/TNCqRNjY2NiI+PR3p6OvT09KBSqTBy5EjIZDLw+Xxdh0fIc+XevXtISEjAW2+9BXNzc12H0ynQiIi0KT4+HhkZGaivr0ddXR3q6+uRkZGB+Ph4XYdGSIcLDw+Hra0tzMzM8MYbb+Cvv/7iyhobG7F8+XKIxWL07NkTu3bt4srOnDmDiRMn4tVXX8U///nPZt99GBYWBqFQyK1M3drSJS8aGhG1g9dffx3Xrl1DQ0MDxo0bh5iYmDZXJHwStbW1OrscVldXhxMnTqChoUFtu1KpRHp6OsaNGweBQKCT2B4SCoUQCoU6jYG8PFxcXBAQEABjY2P4+flBJpMhLS0NQNPid5mZmcjNzUV+fj7c3d0xfPhw9O3bF5aWlvjyyy+hp6cHBweHx7YdFBSEsLCwDjyazoESUTuIjY2Fk5MTiouL8frrryMuLg7vvvtuu7Wfn5/f4pr02lZVVYWWvqBdpVIhOTkZpqamHRyVOmdnZ26BQ0K0bfLkydzvXl5ekMlk3OOoqCiEh4dzoxqZTIbt27cjMjISjo6OAIC8vLx2jykhIQFhYWHIzc2FQCBAYGAgPvzwQwDAsWPHsHz5chQXF8PV1RU7duyAjY0N8vLy4ODggLi4OEREROD27duQy+VYsGABgKZVtv38/JCVlQWgaW2u7777DkDzBUh79eqFkJAQbs22iIgIbNu2DVVVVbC0tMSePXswYsSIFuPXWiIqKiqCl5cXsrKyoFQqMWHCBPzwww/cPYWkpCS88847UCqVWLlyJT766CNcvnwZ9vb2qK2thb+/P/bv3w8TExOEhITgnXfeAdA0OvD19cXhw4cxaNAgDBo0CA8ePMDOnTu5EzRhwgRcu3YN//nPf6BQKLgX0oMHDyIoKAjFxcUYPHgwvv76a+4FjMfjIS0tDaNGjUJhYSEkEonaCq1Tp05FcnIyMjIyIJVKsWvXLm6dHScnJ+6YVSoVxo0b167n0s7ODtbW1u3apqYejogeR09Pr9OMiAjRhczMTLz++usAmq4SXL58Gf379+fK+/Xrh/3792vUlp6eHjZu3IiEhIQnWir89OnTkMlk+OGHHzB9+nQ8ePAABQUFAIDS0lLMnj0b//nPf+Dm5ob58+cjICBA7bL6d999h5MnT+L777/H6tWruUS0du1aDBs2jLsicuPGDY3iyc7OxsaNG3H16lX07NkTxcXFbb9GMC0pKipiv/32G2toaGDXr19nhoaG7Ndff2WMMVZVVcXEYjHbu3cvq62tZSEhIQwAy83NZYwxtmrVKjZ9+nRWU1PDzp07xwQCAbt8+TJjjLGPP/6YDR8+nFVUVLCsrCxmZ2fHfHx8uH7HjBnDrK2t2c6dO5lKpWLOzs6MMcb+/PNPZmhoyA4fPszq6+tZSEgI6927N6uvr2f/tyYTS0tLY4wxVlBQoBbPmDFjWJ8+fVhmZiarqqpiQ4cOZWvXruX6TEhIYAYGBozP57M9e/Zo65TqTFxcHPP392eLFy/mfvz9/VlcXJyuQ9O6oUOH6joE0kmdOXOG2draspycHMYYY8XFxQwAu3XrFrdPdHQ0GzBggFq93NxcBoAVFBQ0a7O2tpYdPnyYiUQidvDgQY3iWLx4MZszZ85jy+RyOZs4cSL3+NChQ6xbt25qcTyM//jx44zH43H7vvPOO2zIkCHs119/ZY2NjWrtjhkzhkVERHCPnZycWExMDGOMsVu3bjEDAwP20UcfseLiYo2OQWuTFWxsbDB69Gjw+Xw4OTnB2toapaWlAIBDhw7BzMwMMpkMAoGAG+38X2LEtm3b8K9//QtCoRBDhgzBoEGDuHflsbGxWLp0KUQiEfr16wcPD49mff/jH/+Aj48PeDwecnJyAAB79uyBm5sbJk6cCH19faxevRq3bt3SaHlyAFi2bBmGDx8OExMTzJ07F0ePHuXKpk2bhqqqKsTFxcHX1xfnzp176vPWGclkMri5ucHAwAACgQAGBgZwc3NTuyRByMskOzsbXl5eSExMhLOzMwCgS5cu4PF4qK6u5varrq5G165dNW5XIBBg4sSJ8PHxQVxcnEZ1CgoK0KtXr8eW3bx5E8eOHeMuFc6dOxcPHjxQ28fY2BhA01Uh9shl+MjISIwbNw7e3t6wt7fXOB6JRIIjR44gOTkZdnZ2mD17NsrLy1uto7VEpFQqsXr1avTu3Rvm5uYoLCzkDjI3Nxe2traPrVdWVoaqqiqMHz+eO3mXL1/mFjZrre5DYrG42baioiJIJBLusVAoRNeuXVFUVKTR8RgYGHC/P261T0NDQ8hkMowdO1bjP9jzgs/nw9PTE5GRkVi9ejUiIyPh6enZ6adum5mZgcfjNfsxMzPTdWjkOVZeXo6pU6dix44dGDx4MLfdwMAAAwcORHZ2NrctOzsbQ4YMeeI++Hw+6urqNNpXIpG0eA/ZxsYGEyZMgEKhgEKhQEVFBe7fv69Ru6amppDL5SgqKkJ4eDh8fHy4uo8mrYaGBrXkCwDu7u5ISUnBjRs3UFhYiE2bNrXal9YSUWhoKI4ePYqkpCQoFAq15GFmZqZ2Mh6dEWZpaQlDQ0OkpKRwJ+/BgwdYtWpVm3Vb06NHD7WkU1dXh/LycvTo0YPb9vDEtvWHKigogJ2d3WPLhEIhGhsbNYrpeSMUCmFtbf3c3JN53NLgrW0nRBMrVqyAu7s7Ro0a1axsyZIlWL9+PRQKBS5evIj4+HgsXLhQo3ZzcnJQX1+PP//8E3FxcZgxY4ZG9fz8/PDzzz8jNjYW9fX1UCqVuHLlCoCmyRSpqanYv38/Ghsb0djYqPFVoL179+LOnTvg8/mwsrKCUCiEkZERAMDKygqZmZm4e/culi1bpvZ/6sKFCzh9+jQaGxthYWEBY2PjNmcRa22yQk5ODvr06QNHR0ccP34cd+7c4V7gPTw8sHz5cpw8eRJ9+vRBUFAQgKZ3AXw+H97e3lizZg22b9+O7t27o7S0FAqFAs7Ozhg/fjxiYmIwZcoUHDx4EEeOHNHoDzZ37lz8+9//xtGjRzF27FisX78eEokErq6uAJpO7IkTJ2Bvb4/33nuvWf3Y2FhMnToVjY2N2LlzJz755BMATbPKbt26hf79++P06dNISkrC4cOH2+ksPp8qKys7/Yt9cXGxVvZ9UiKRiJv0Qp4PcXFxMDIywt69ewEAtra2+OOPPwA0JaKrV6/CwcEBJiYm2Lx5M/r16wegaWp3cHAwVCoVAGDAgAHg8XiQy+VYtGgRoqKiEB0dDVNT0yearDBixAjs27cP4eHh8Pf3h0AgwPz58yGXy+Ho6IjExEQEBQVh4cKF4PF4GDZsGJKSktpsNykpCQEBAaipqYFEIsFPP/0EQ0NDAMCqVaswa9Ys9O3bF6GhoUhPT+fqKRQKBAYG4ubNmxAIBJg0aRJWrlzZal88xlqYm/uMfv/9d3h7e6OsrAweHh4YNmwYPvroI8TGxmLy5Mn49NNPsX79eojFYqxatQqLFi1CRUUFRCIRqqurERwcjMTERNy7dw/dunXDunXrMHPmTBQWFsLT0xOXLl3C5MmToaenBysrK2zevBlA82mFjzpw4ACCg4NRXFyMQYMG4ZtvvuFmzUVHR+ODDz6AtbU119ejs+acnJyQnp6OkpISBAYGYs2aNQCAkpISjBw5EmVlZRCJRPjggw8QEBCgjVP63EhNTUVqaqquw2j1A4GhoaEatXHw4EFMmTKlvUJqRiqVQiqVaq19Qp4HWktEbSkoKIBEIoFKpcLHH3+MQ4cOaTRkvHv3LgQCAUxMTFBYWAg3NzdERUXh73//u9ZilUql8PX15ebIk9Z1lhHRo5dd/5um9wanTZuGxMTE9gqpGRoREaLDD7R6e3vj8uXL0NPTw6uvvordu3drVC8lJQUrV65EVVUVxGIxli1bptUkRJ7c8/DiamNjo5V9CSFPTmcjIkK07XGzG4GmRPlwFmZbXFxccPbs2fYOjRDyCPqKH/LC0jTZEEJ0i759mxBCiE5RIiKEEKJTlIgIIYToFCUiQgghOkWJiBBCiE5RIiKEEKJTlIgIIYToFCUiQgghOkWJiBAdqK2tRUlJicbLmBDyIqNvViCkAzU2NiI+Ph7p6enQ09ODSqXCyJEjIZPJOv1Cg4RoC42ICOlA8fHxyMjIQH19Perq6lBfX4+MjAzEx8frOjTSQe7du4edO3dqvFLqy4BGROSlUFtb+9SXwRQKRbvEUFdXhxMnTqChoUFtu1KpRHp6OsaNGweBQNAufT0LoVD43KzCqwvh4eGIjo6GQqHA4MGDER8fj+7duwNoGvEGBAQgNjYWJiYmWLduHebPnw8AOHPmDNauXYtLly6hqKgIHh4eMDc359oNCwvDhg0buHO/cuVKjdfNet5RImpHK1euxM8//4y8vDxdh0L+S35+Pq5du/ZUddPS0tolhqqqKrT0ZfcqlQrJyckwNTVtl76ehbOzM7dgJGnOxcUFAQEBMDY2hp+fH2QyGfcc2bZtGzIzM5Gbm4v8/Hy4u7tj+PDh6Nu3LywtLfHll19CT08PDg4Oj207KCgIYWFhHXg0nQMlonZy8eJFREVFoWvXrroOhTyGnZ0drK2tn6ruG2+80S4xPBwRPY6enl6nGhGRlk2ePJn73cvLCzKZjHscFRWF8PBwWFhYwMLCAjKZDNu3b0dkZCQcHR0BQCtvVBMSEhAWFobc3FwIBAIEBgbiww8/BAAcO3YMy5cvR3FxMVxdXbFjxw7Y2NggLy8PDg4OiIuLQ0REBG7fvg25XI4FCxYAAHJycuDn54esrCwATYtEfvfddwCar4Tdq1cvhISEcIuHRkREYNu2baiqqoKlpSX27NmDESNGtHwATEsKCwvZ6NGjWZcuXZiZmRmbPXs2a2ho4MqPHDnCbG1tWbdu3djGjRuZiYkJy83NZYwxVlNTwxYsWMDEYjHr2bMn+/rrr7l6NTU1bM6cOUwkErGRI0eypUuXMh8fH658zJgxbN26dczX15dZWFiwRw/xwIEDbMCAAUwsFjOpVMquXr3KlQFgaWlpjDHGCgoKGAAunjFjxrDIyEg2adIkZmFhwWbMmMEqKiq4uiqVirm5ubGQkBBmZ2fXjmeR6NrQoUPbtb24uDjm7+/PFi9ezP34+/uzuLi4du2HdIzQ0FA2fvx4xhhjdXV1jMfjqb2ubN26lUmlUrU6ubm5DAArKChQ2x4eHs6MjY3Za6+9xr7//nuNY8jMzGSGhoZs3759rKGhgVVUVLArV64wxhgrKSlhYrGY/fbbb6y+vp55enqy2bNnq8UxYcIEplAo2Oeff86sra25dmUyGVuxYgVTqVRMqVSy7OxsrmzMmDEsIiKCe+zk5MRiYmIYY4xlZWUxExMT7viKiopYeXl5q8egtckKPB6Py7K///47EhISkJycDACorq6Gl5cX5HI58vLyUFlZierqaq7u2rVrUV5ejuLiYiQkJGDFihW4cuUKAOCTTz5Bbm4uioqK8O233+Lw4cPN+t6yZQukUinu3r0LZ2dnAMD169cxc+ZMyOVylJaWYtSoUZg6dWqz6/Ut+fbbbxEaGorCwkIUFBQgMjKSK9u+fTvs7e3h7u7+1OeLvBxkMhnc3NxgYGAAgUAAAwMDuLm5qb2rJs+Hs2fPIiYmBl988QUA4M6dO2CMwdjYmNvHxMQEZWVlGrW3du1a3L17F+vWrcO7776LQ4cOaVQvOjoab731Ft5++23w+XyIRCL0798fALBr1y64urpi9OjR0NfXx7x585pdat66dSvMzc0xePBglJaWctvFYjHS0tJw9OhR8Pl89O3bV6N4TE1NoVQqERMTg7/++gs2NjawtLRsvZLGafcZSSQSFhsbyxhjbO/evWojh0dHICqVipmamrLMzEyufNiwYdyoqF+/flzmZYyxBQsWNBsRBQYGNus/IiJC7Z1JTU0NEwgE3CgIbYyItm7dytWVy+XMzc2NMcZYWVkZc3R0ZH/99RdLSUmhEdFzSiQSMQDNftp7RPRQTU0Nu337NqupqdFK+0S7srKyWO/evdmFCxe4bUqlkvF4PLWRw5OMiB7l7+/PvLy8NIpl4sSJbPXq1Y8tW7p0KTM0NGTm5ubM3NyciUQiZmZm9tg40tLS1K4gVVZWsg8++IBZW1sziUTCdu/ezZW1NiJijLGjR48yqVTKDAwM2KxZs1hZWVmrx6C1EZFSqcTq1avRu3dvmJubo7CwkLtRm5ubC1tb28fWKysrQ1VVFcaPH89dZ718+TK32mZrdR8Si8XNthUVFUEikXCPhUIhunbtiqKiIo2Ox8DAgPv90SWoP/zwQwQGBqJbt24atUM6p8ctKa5NQqEQ1tbWdD/mOVReXo6pU6dix44dGDx4MLfdwMAAAwcORHZ2NrctOzsbQ4YMeeI++Hw+6urqNNpXIpG0OBHHxsYGEyZMgEKhgEKhQEVFhcbTxk1NTSGXy1FUVITw8HD4+PhwdXk8Hvd63tDQoHZFCwDc3d2RkpKCGzduoLCwEJs2bWq1L61NVggNDUVycjKSkpLg6OioNkvEzMxM7WQ8Oq3W0tIShoaGSElJeewf8HF19fXbPowePXogJSWFe1xXV4fy8nL06NGD2/bwxLb1hyooKICdnR0A4MSJE9i3bx9Wr16NhoYGPHjwABYWFigpKekUN547u8rKyg5PAk+quLhY1yEAAEQiEUQika7DeOmtWLEC7u7uGDVqVLOyJUuWYP369Rg7dizy8/MRHx+v8azLnJwcODo6Ii8vD3Fxcfjkk080qufn54dRo0YhNjYWc+bMAWMMf/75JwYMGAAvLy9s2rQJ+/fvx/Tp0wE0TSN3dXVts929e/fCw8MDlpaWsLKyglAohJGREQDAysoKmZmZuHv3LoKDg9X+D1+4cAFKpRJDhw6FhYUFjI2NYWFh0WpfWktEOTk56NOnDxwdHXH8+HHcuXOHe4H38PDA8uXLcfLkSfTp0wdBQUEAmt4F8Pl8eHt7Y82aNdi+fTu6d++O0tJSKBQKODs7Y/z48YiJicGUKVNw8OBBHDlyBDNmzGgznrlz5+Lf//43jh49irFjx2L9+vWQSCTcH8TKygonTpyAvb093nvvvWb1Y2NjMXXqVDQ2NmLnzp3ckyQnJ4fbJzU1Fb6+vjR9+wmcO3cOqampug6jVVFRUboOAUDTTCWpVKrrMF56cXFxMDIywt69ewEAtra2+OOPPwA0JaKrV6/CwcEBJiYm2Lx5M/r16wegaWp3cHAwVCoVAGDAgAHg8XiQy+VYtGgRoqKiEB0dDVNTU7z//vuYN2+eRvGMGDEC+/btQ3h4OPz9/SEQCDB//nzI5XI4OjoiMTERQUFBWLhwIXg8HoYNG4akpKQ2201KSkJAQABqamogkUjw008/wdDQEACwatUqzJo1C3379kVoaCjS09O5egqFAoGBgbh58yYEAgEmTZqElStXttoXj7EWPtjwjH7//Xd4e3ujrKwMHh4eGDZsGD766CPExsZi8uTJ+PTTT7F+/XqIxWKsWrUKixYtQkVFBUQiEaqrqxEcHIzExETcu3cP3bp1w7p16zBz5kwUFhbC09MTly5dwuTJk6GnpwcrKyts3rwZQPNphY86cOAAgoODUVxcjEGDBuGbb77hPi8RHR2NDz74ANbW1lxfubm5sLe3h1QqhZOTE9LT01FSUoLAwECsWbOmWfuUiJ5cZxkRPToyftTQoUORmJjYwdE8Ho2IyItKa4moLQUFBZBIJFCpVPj4449x6NAhnDp1qs16d+/ehUAggImJCQoLC+Hm5oaoqCj8/e9/11qsUqkUvr6+3Bx58uLh8XiP3T506FCcPXu2g6Mh5OWis++a8/b2RpcuXdCtWzekpqZi9+7dGtVLSUlBv3798Morr2DMmDFYtmyZVpMQeTnQSIMQ3dHZiIiQ54GLiwuNiAjRMvr2bUIIITpFiYgQQohOUSIihBCiU5SICCGE6BQlIkIIITpFiYgQQohOUSIihBCiU5SICCGE6BQlIkI6udraWpSUlKh9Sz0hLxKtffs2IeTZNDY2Ij4+Hunp6dDT04NKpcLIkSMhk8nA5/N1HR4h7YZGRIR0UvHx8cjIyEB9fT3q6upQX1+PjIwMxMfH6zo08gzu3buHnTt3arxA3cuARkSE/J/a2trHXv5SKBQdHktdXR1OnDiBhoYGte1KpRLp6ekYN26cThdeFAqFL+3qsuHh4YiOjoZCocDgwYMRHx+P7t27A2gaxQYEBCA2NhYmJiZYt24d5s+fD6BpQbq1a9fi0qVLKCoqgoeHB8zNzbl2w8LCsGHDBu68rly5EqGhoR1/gDpAiagdSKVSnD17llspdt++fXB3d9dxVORJ5efnP3bJZU1X2GxPVVVVaOn7iFUqFZKTk2FqatrBUf1/zs7O3FpeLxsXFxcEBATA2NgYfn5+kMlk3HNk27ZtyMzMRG5uLvLz8+Hu7o7hw4ejb9++sLS0xJdffgk9PT21FasfFRQUhLCwsA48ms6BElE7OXjwIK2e+Zyzs7ODtbV1s+1vvPFGh8fycET0OHp6ep1iRPSymjx5Mve7l5cXZDIZ9zgqKgrh4eGwsLCAhYUFZDIZtm/fjsjISDg6OgKAVhbOTEhIQFhYGHJzcyEQCBAYGIgPP/wQAHDs2DEsX74cxcXFcHV1xY4dO2BjY4O8vDw4ODggLi4OERERuH37NuRyORYsWACgafVpPz8/ZGVlAQCmTZuG7777DkDzBUh79eqFkJAQbs22iIgIbNu2DVVVVbC0tMSePXswYsSIlg+AaUlhYSEbPXo069KlCzMzM2OzZ89mDQ0NXPmRI0eYra0t69atG9u4cSMzMTFhubm5jDHGampq2IIFC5hYLGY9e/ZkX3/9NVevpqaGzZkzh4lEIjZy5Ei2dOlS5uPjw5WPGTOGrVu3jvn6+jILCwv26CEeOHCADRgwgInFYiaVStnVq1e5MgAsLS2NMcZYQUEBA8DFM2bMGBYZGckmTZrELCws2IwZM1hFRYVanykpKe149khnMXToUJ31HRcXx/z9/dnixYu5H39/fxYXF6ezmIi60NBQNn78eMYYY3V1dYzH46m9rmzdupVJpVK1Orm5uQwAKygoUNseHh7OjI2N2Wuvvca+//57jWPIzMxkhoaGbN++fayhoYFVVFSwK1euMMYYKykpYWKxmP3222+svr6eeXp6stmzZ6vFMWHCBKZQKNjnn3/OrK2tuXZlMhlbsWIFU6lUTKlUsuzsbK5szJgxLCIignvs5OTEYmJiGGOMZWVlMRMTE+74ioqKWHl5eavHoLXJCjwej8uyv//+OxISEpCcnAwAqK6uhpeXF+RyOfLy8lBZWYnq6mqu7tq1a1FeXo7i4mIkJCRgxYoVuHLlCgDgk08+QW5uLoqKivDtt9/i8OHDzfresmULpFIp7t69C2dnZwDA9evXMXPmTMjlcpSWlmLUqFGYOnVqs2vwLfn2228RGhqKwsJCFBQUIDIykivT19fH22+/jXHjxuH06dNPfc4IeZRMJoObmxsMDAwgEAhgYGAANzc3tXfgRHfOnj2LmJgYfPHFFwCAO3fugDEGY2Njbh8TExOUlZVp1N7atWtx9+5drFu3Du+++y4OHTqkUb3o6Gi89dZbePvtt8Hn8yESidC/f38AwK5du+Dq6orRo0dDX18f8+bNa3apeevWrTA3N8fgwYNRWlrKbReLxUhLS8PRo0fB5/PRt29fjeIxNTWFUqlETEwM/vrrL9jY2MDS0rL1Shqn3WckkUhYbGwsY4yxvXv3Mjs7O67s0RGISqVipqamLDMzkysfNmwYNyrq168fl3kZY2zBggXNRkSBgYHN+o+IiFB7Z1JTU8MEAgE3CkIbI6KtW7dydeVyOXNzc1Nr//79+2zTpk3MzMyMFRUVPcGZIZ2ZLkdED9XU1LDbt2+zmpoaXYdC/k9WVhbr3bs3u3DhArdNqVQyHo+nNnJ4khHRo/z9/ZmXl5dGsUycOJGtXr36sWVLly5lhoaGzNzcnJmbmzORSMTMzMweG0daWpraFaTKykr2wQcfMGtrayaRSNju3bu5stZGRIwxdvToUSaVSpmBgQGbNWsWKysra/UYtDYiUiqVWL16NXr37g1zc3MUFhZyN19zc3Nha2v72HplZWWoqqrC+PHjueusly9fRkVFRZt1HxKLxc22FRUVQSKRcI+FQiG6du2KoqIijY7HwMCA+93MzAyVlZVq5WZmZli1ahVsbW01fidD1JmZmYHH4zX7MTMz03VoOiUUCmFtbf1S35fpTMrLyzF16lTs2LEDgwcP5rYbGBhg4MCByM7O5rZlZ2djyJAhT9wHn89HXV2dRvtKJJLHTrIBABsbG0yYMAEKhQIKhQIVFRUaTxs3NTWFXC5HUVERwsPD4ePjw9Xl8Xjc63lDQ4PaFS0AcHd3R0pKCm7cuIHCwkJs2rSp1b60lohCQ0Nx9OhRJCUlQaFQqCUPMzMztZPx6JRZS0tLGBoaIiUlhTt5Dx48wKpVq9qs25oePXqoJZ26ujqUl5ejR48e3LaHJ7atP1RBQQHs7OweW/YkTyCi7r+Te1vbCdGFFStWwN3dHaNGjWpWtmTJEqxfvx4KhQIXL15EfHw8Fi5cqFG7OTk5qK+vx59//om4uDjMmDFDo3p+fn74+eefERsbi/r6eiiVSu5WhpeXF1JTU7F//340NjaisbERp06d0qjdvXv34s6dO+Dz+bCysoJQKISRkREAwMrKCpmZmbh79y6WLVum9n/0woULOH36NBobG2FhYQFjY2NYWFi02pfWZs3l5OSgT58+cHR0xPHjx3Hnzh3uBd7DwwPLly/HyZMn0adPHwQFBQFoehHn8/nw9vbGmjVrsH37dnTv3h2lpaVQKBRwdnbG+PHjERMTgylTpuDgwYM4cuSIRn+wuXPn4t///jeOHj2KsWPHYv369ZBIJHB1dQXQdGJPnDgBe3t7vPfee83qx8bGYurUqWhsbMTOnTvxySefcGVXrlxB//79kZCQgJycHPz9739vhzPYcSorKzv9i31xcXGn6FskEkEkEuksFqJ7cXFxMDIywt69ewEAtra2+OOPPwA0JaKrV6/CwcEBJiYm2Lx5M/r16wegaWp3cHAwVCoVAGDAgAHg8XiQy+VYtGgRoqKiEB0dDVNTU7z//vuYN2+eRvGMGDEC+/btQ3h4OPz9/SEQCDB//nzI5XI4OjoiMTERQUFBWLhwIXg8HoYNG4akpKQ2201KSkJAQABqamogkUjw008/wdDQEACwatUqzJo1C3379kVoaCjS09O5egqFAoGBgbh58yYEAgEmTZqElStXttoXj7EWPqzwjH7//Xd4e3ujrKwMHh4eGDZsGD766CPExsZi8uTJ+PTTT7F+/XqIxWKsWrUKixYtQkVFBUQiEaqrqxEcHIzExETcu3cP3bp1w7p16zBz5kwUFhbC09MTly5dwuTJk6GnpwcrKyts3rwZQPNphY86cOAAgoODUVxcjEGDBuGbb77hPgsRHR2NDz74ANbW1lxfubm5sLe3h1QqhZOTE9LT01FSUoLAwECsWbOGa/f111/HlStXIJFIEBkZiYkTJ2rjlGpNamoqUlNTdR0GwsPDWyzT1Qf7Dh48iClTpnCPpVIpTdMnpJ1pLRG1paCgABKJBCqVCh9//DEOHTqk0ZDx7t27EAgEMDExQWFhIdzc3BAVFaXVUYhUKoWvry83R/5F01lGRI9eJv1vmt7La2/Tpk1DYmIi95hGRIS0P519oNXb2xuXL1+Gnp4eXn31VezevVujeikpKVi5ciWqqqogFouxbNmy5+5SWGfzPLy42tjYvJR9E/Iy0NmIiJD/9rjZiEBTonw4a7Kjubi44OzZszrpm5CXBX3FD+k0dJVsCCG6RctAEEII0SlKRIQQQnSKEhEhhBCdokRECCFEpygREUII0SlKRIQQQnSKEhEhhBCdokRECCFEpygREUII0SlKRIQQQnSKEhEhhBCdokRECCFEpygREUII0SmNElFhYSF8fHxgZ2cHoVCIfv364cyZM7hz5w7eeecd2NvbQyQSYeTIkUhLS+PqSaVS8Hg8BAcHY/To0TA2NsbIkSORn58PAFAqlVi0aBG6desGgUAAiUSCadOmAQDy8vLA4/HA4/G49nx9fcHj8RAWFgagaRXYN954A2ZmZjA1NcXAgQOxbdu29jo3hBBCOkCbiejBgwcYN24cdu3aBaFQCG9vb4jFYhQXF2P69OmIioqCra0tpk2bhj/++ANvvvkmcnJy1NrYtGkTJBIJunTpgoyMDG4Z7127dmH79u3o0qULFixYgKFDh6qtfd6W9957DydOnMCbb74JT09PiMVinDt37glPASGEEF1qcz2iw4cP488//0T37t1x/vx5GBsbAwDOnDmD9PR0iEQiDBkyBADQu3dvnD9/HjExMdiwYQPXxpIlS/Dll18iJiYGfn5+OH/+PACgvr4eAPDqq6/iH//4B/r37w8zMzONg39Yf9KkSRg+fDj69OkDPT262kgIIc+TNl+1c3NzATQli4dJCGi6dAYAlZWV2LJlC7Zs2cIlmOvXr6u18be//Q0AYGFhAQCoqqoCAMyfPx8ymQwJCQkYNWoULC0tMXHiRFRXVz82lsbGRrXHn3zyCQYNGoSFCxfi1VdfxSuvvIKtW7e2dUiEEEI6kTYTkYODAwDg0qVLqKmp4bbb29sDAGxsbFBbWwvGGBhjePDgAb744gu1NvT1mwZej97vebh97969qKioQHZ2Njw8PPC///u/2L9/P0xMTLj9Hq7cefnyZbX6Li4uuHjxIu7du4fU1FTU19cjKCgIDQ0Nmh4/IYQQHWvz0tykSZPQu3dv/Pnnn/jb3/6GMWPG4OrVqwgMDMTrr7+OkydPYtiwYXBzc8Pt27fx22+/4dNPP4Wvr2+bnf/www/YuHEjXFxcYGpqikuXLgFoGjl17doVPXv2RGFhIebNmwehUIgLFy6o1Z86dSoaGxvh5OSE+/fvo66uDpaWluDz+U91MgghhHS8NkdExsbGOHbsGLy9vfHgwQN89913KC0thY2NDRISErBkyRJUVFRg586dOH/+PCZNmgRXV1eNOu/Tpw+6dOmCw4cPIzo6GoaGhggJCcGUKVMAANHR0XB0dERaWhr09PQwffp0tfpSqRTFxcXYvXs3Dh06hGHDhmHv3r3NRl6EEEI6Lx5jjOk6CEI6KxcXF5w9e1bXYRDyQqMpZoQQQnSKEhEhhBCdokRECCFEpygREUII0SlKRIQQQnSKEhEhhBCdokRECCFEpygREUII0SlKRIQQQnSKEhEhhBCdokRECCFEpygREUI6pdraWpSUlKC2tlbXoRAta3MZCEII6UiNjY2Ij49Heno69PT0oFKpMHLkSMhkMlri5QVFIyJCSKcSHx+PjIwM1NfXo66uDvX19cjIyEB8fLyuQ9OYr68vt3goaRuNiAghzdTW1urkklhdXR1OnDjRbJVlpVKJ9PR0jBs3DgKBoMPisbCwUHscFhaGyMhIlJeXQygU4v79+7CysoKnpyd27tzJ7de9e3c4OTl1WJwXLlzA8ePH8d5773VYn+2JEhEhpJn8/Hxcu3atw/utqqpCS0ukqVQqJCcnw9TUtMPimTp1arNtJiYm+OWXXzB9+nQcOnQItra2zfZZv359R4THuXDhArZu3UqJiBDy4rCzs4O1tXWH9/twRPQ4enp6HT4iepzp06dj3759mD59Ovbv349p06bhzp07AICxY8fi/PnzqK2txahRo3D06FG1uleuXEFAQAB+//13MMYglUqxf/9+AE2jrXPnzsHDwwMbN25ESUkJjh07BqlUipycHCxZsgQXL16EjY0NNmzYwK1k3a1bN1RUVKCuro4bwXl5eeGrr74C0LSS9YQJE3Dt2jX85z//gUKh4JL9P/7xDyQnJ6OqqgoDBgzA3r17YWdnBwCwt7eHv78/Dhw4gAsXLmDOnDmIiorSyjnVyj2ivXv3YuLEiQCAa9euISkpCQCwf/9+BAQEIDU1FXZ2dti9ezdsbW0hkUi4PwYA5OTkYOTIkRCLxRCLxfDx8QEApKam4u9//zt3/fXs2bNwcnLCggULtHEYhLy0hEIhLCwsOvzH2toao0aNgqGhoVo8hoaGGDlyJKytrTs0nseZPHkyfvnlF1RUVODatWt49dVXubKUlBQoFAoEBQU1q1dZWQkPDw8MHToURUVFKCkpwerVq9X2SU9Px82bN3H9+nX4+flBT08PDQ0NmDJlCkaNGoXS0lLI5XLMnDkTN27cAADcvn0bX331FRwcHKBQKKBQKLgk9NCWLVsglUpx9+5dODs7c9tnzpyJ3Nxc3L59G7W1tc0SzZdffolvvvkG6enp+Pbbb3H16tW2nzxPQSuJqH///sjJyQEAfP7551wiycrKwqBBgwAA5eXlOHPmDHJyciCXy+Hr64v79+8DANauXYthw4bh7t27KC0tRXBwMNd2RkYGJk+eDBcXF/j5+SE5ORm7d+/WxmEQQnRAJpPBzc0NBgYGEAgEMDAwgJubG2Qyma5DAwCYm5tjyJAh+PDDDzFu3DiN6x08eBB6enpYt24dhEIhDAwMMHToULV9HBwcsGXLFhgbG+Pbb7/F6NGjcerUKRQWFiIkJAT6+vqYOHEiXn/9dfzwww8a9/2Pf/wDPj4+4PF43GszALz99tsQCoUwMTHBoEGDUFpaqlYvODgYffv2xcCBA6Gnp9esvL1oJRH16dMHRUVFqK2tRXZ2Nl577TVcv35dLREZGRnh008/hZGREebMmQPGGE6fPg0AEIvFSEtLw9GjR8Hn89G3b1+ubUdHR8yePRumpqbw8/ODnZ0d6urqtHEY5DlgZmYGHo/X7MfMzEzXoZGnxOfz4enpicjISKxevRqRkZHw9PTsVFO333rrLXzzzTeYPn26xnUKCgrg4OAAPb2WX3bFYnGzbUVFRejatavaJUmJRIKioiKN+35cuwCwa9cuDB06FGKxGHv27Gl2f87Y2Jj7ncfjQaVSadznk9BKIjI0NISDgwN+//13iEQiuLq64vTp08jJycGAAQMAAPr6+uDxeACaDlAkEqGyshIAEBkZiXHjxsHb2xv29vaIi4vj2n50uNzS0Jm8PB4+ZzTdTp4fQqEQ1tbWEAqFug6lmbfeegtLly7FG2+8oXEdiUSCmzdvorGx8Yn66tGjB8rKyqBUKrlthYWF6NGjB/fYwMDgidoEgF9++QUBAQHYsmULysvL4eXl9cRttBetTVbo378/du7ciddffx0DBw5EUlISGGMwMjJqtm9tbS3Kysq4m2SmpqaQy+XYsGEDdu3aBR8fH0yePFlboZKnUFlZ2elf7IuLiztFOyKRCCKRqF1iIZ1D165d8eWXXz5RnSlTpiAwMBCBgYH4+OOPYWJigosXL+K1115rtZ6rqyt69uyJDRs2YPXq1Th27BhOnjyJ7du3c/vY2NigtLQUN2/ehKOjIyoqKtq8KpCTk4MuXbrAxcUFt27dwvnz59XuH3UkrSairVu3IikpCX369MHChQvV3j3cuXMHO3fuxD/+8Q9s3LgRffr0wZAhQwA0TXbw8PCApaUlrKysIBQKH5vAiO6cO3cOqampug6jVe01w+dZ25FKpZBKpe0SC3l+iUQiHDt2DCtXroS9vT0YY+jXr1+LswQf0tfXx8GDB/HOO+/gs88+g42NDX788Ue1zylJpVLMnDkTLi4u4PF4mDBhgtqVpMeZP38+Dhw4gO7du+PVV19FUFAQAgICsHr1anz88cftcsya4rGWJu0/ox9++AF+fn64f/8+DA0N0atXL/zzn//E6tWrkZqainnz5uHNN9/Ezz//DCcnJ+zZswe9evUCAPzzn/9EUlISampqIJFIEBkZiQkTJiA1NRVhYWFITU2Fr68vpFIpfH19wePxWvzsAdGOzjIievTyxH97kmvoLZk2bRoSExOfqQ0aERHSOq0lotY8TCR5eXkd3TV5wTy8z/g47fHUdnFxwdmzZ5+5HUJIy+i75shzraWRBo1ACHl+6GRERMjzgkZEhGgfjYgIIYToFCUiQgghOkWJiBBCiE5RIiKEEKJTlIgIIYToFCUiQgghOkWJiBBCiE5RIiKEEKJTlIgIIa2qra1FSUkJamtrdR0KeUFp7du3CSHPt8bGRsTHxyM9PR16enpQqVQYOXIkZDJZp1qkjjz/aERECHms+Ph4ZGRkoL6+HnV1daivr0dGRgbi4+N1Hdpz7d69e9i5cyfu37+v61A6DZ2OiMrLy7Fo0SIkJyeDz+fD3d0dP/74o1b6unDhArcmTFVVFcLCwhASEqKVvgh5FrW1tTq/DFZXV4cTJ06goaFBbbtSqUR6ejrGjRuntnR1RxEKhTpfsTU8PBzR0dFQKBQYPHgw4uPj0b17dwBNo8iAgADExsbCxMQE69atw/z58wEAZ86cwdq1a3Hp0iUUFRXBw8MD5ubmXLthYWHYsGEDd3wrV65EaGhoxx+gDug0EX366acoKCjArVu3YG5ujrKyMq319dprr0GhUAAALVJGOrX8/Hxcu3ZNpzFUVVW1uIyGSqVCcnIyTE1NOzgqwNnZGX369Onwfh/l4uKCgIAAGBsbw8/PDzKZDGlpaQCAbdu2ITMzE7m5ucjPz4e7uzuGDx+Ovn37wtLSEl9++SX09PTg4ODw2LaDgoIQFhbWgUfTOeg0ERUXF+O1117j3hV07dpVl+EQ0inY2dnB2tpapzE8HBE9jp6enk5HRLo2efJk7ncvLy/IZDLucVRUFMLDw2FhYQELCwvIZDJs374dkZGRcHR0BACtrMOWkJCAsLAw5ObmQiAQIDAwEB9++CEA4NixY1i+fDmKi4vh6uqKHTt2wMbGBnl5eXBwcEBcXBwiIiJw+/ZtyOVyLFiwAEDTUuJ+fn7IysoC0LRI5HfffQeg6c28h4cHd1WpV69eCAkJga+vLwAgIiIC27ZtQ1VVFSwtLbFnzx6MGDGi5QNgWhIaGsq8vb3Z+++/z8RiMfvb3/7GsrKyGGOM7d27l5mbmzMDAwNmaGjIzM3Nmbm5OVu1ahVjjLGamhq2YMECJhaLWc+ePdnXX3/NGGMsJSWFTZgwgfn4+DA7Ozt25swZ5ujoyPz8/BhjjBUWFrLRo0ezLl26MDMzMzZ79mzW0NDQLLYxY8awiIgItW0t9UlebkOHDtV1CDoTFxfH/P392eLFi7kff39/FhcXp+vQOo3Q0FA2fvx4xhhjdXV1jMfjsatXr3LlW7duZVKpVK1Obm4uA8AKCgrUtoeHhzNjY2P22muvse+//17jGDIzM5mhoSHbt28fa2hoYBUVFezKlSuMMcZKSkqYWCxmv/32G6uvr2eenp5s9uzZanFMmDCBKRQK9vnnnzNra2uuXZlMxlasWMFUKhVTKpUsOzubK/vv11AnJycWExPDGGMsKyuLmZiYcMdXVFTEysvLWz0GrU5WOHToEAYOHIiysjK4urpiyZIlAACZTAaFQgEvLy94e3tDoVBAoVBg06ZNAIC1a9eivLwcxcXFSEhIwIoVK3DlyhUAQEZGBiZPngwXFxf4+fkhOTkZu3fvBtC0WufDzP77778jISEBycnJGsXaWp+EvIxkMhnc3NxgYGAAgUAAAwMDuLm5qY0AXmZnz55FTEwMvvjiCwDAnTt3wBiDsbExt4+JiYnGtxzWrl2Lu3fvYt26dXj33Xdx6NAhjepFR0fjrbfewttvvw0+nw+RSIT+/fsDAHbt2gVXV1eMHj0a+vr6mDdvHncZ8aGtW7fC3NwcgwcPRmlpKbddLBYjLS0NR48eBZ/PR9++fTWKx9TUFEqlEjExMfjrr79gY2MDS0vLVutoNRFJpVL4+vqCz+fDz88PaWlpUCqVrdZhjGHbtm3417/+BaFQiCFDhmDQoEHcZQJHR0fMnj0bpqam8PPzg52dHerq6gAANjY2GD16NPh8PpycnGBtba12Yp+2T6JdZmZm4PF4zX7MzMx0HdpLjc/nw9PTE5GRkVi9ejUiIyPh6elJU7cBZGdnw8vLC4mJiXB2dgYAdOnSBTweD9XV1dx+1dXVT3TLQSAQYOLEifDx8UFcXJxGdQoKCtCrV6/Hlt28eRPHjh3jLhXOnTsXDx48UNvnYeLk8Xhq9wUjIyMxbtw4eHt7w97eXuN4JBIJjhw5guTkZNjZ2WH27NkoLy9vtY5WE5GBgQH3u5mZGRhjqKqqarVOWVkZqqqqMH78eO7kXb58GRUVFQAACwsLbt9HfweaZvSsXr0avXv3hrm5OQoLC1u84fokfRLtqqysfKLtpGMJhUJYW1t3ivsznUF5eTmmTp2KHTt2YPDgwdx2AwMDDBw4ENnZ2dy27OxsDBky5In74PP53BvstkgkkhYnt9jY2GDChAncVaeKigqNp42bmppCLpejqKgI4eHh8PHx4eo+mrQaGhrUki8AuLu7IyUlBTdu3EBhYSF3taslHTZZoaCgACKRCK+88kqr+1laWsLQ0BApKSnN/oCpqamt1g0NDUVycjKSkpLg6OjY4syUJ+nzRVdZWdmpX/CLi4t1HQKKi4shEokgEol0HQrpBFasWAF3d3eMGjWqWdmSJUuwfv16jB07Fvn5+YiPj292KawlOTk5cHR0RF5eHuLi4vDJJ59oVM/Pzw+jRo1CbGws5syZA8YY/vzzTwwYMABeXl7YtGkT9u/fj+nTpwNomkbu6uraZrt79+6Fh4cHLC0tYWVlBaFQCCMjIwCAlZUVMjMzcffuXQQHB6u9hly4cAFKpRJDhw6FhYUFjI2Nmw0a/ptWE9Hx48dx6tQpDB48GHK5HN7e3m3W4fP58Pb2xpo1a7B9+3Z0794dpaWl3NTr1uTk5KBPnz5wdHTE8ePHcefOHY2yf2t9Phx2v6jOnTvXZoLXpaioKF2HgKioKEilUpr2TwAAcXFxMDIywt69ewEAtra2+OOPPwA0JaKrV6/CwcEBJiYm2Lx5M/r16wegaWp3cHAwVCoVAGDAgAHg8XiQy+VYtGgRoqKiEB0dDVNTU7z//vuYN2+eRvGMGDEC+/btQ3h4OPz9/SEQCDB//nzI5XI4OjoiMTERQUFBWLhwIXg8HoYNG4akpKQ2201KSkJAQABqamogkUjw008/wdDQEACwatUqzJo1C3379kVoaCjS09O5egqFAoGBgbh58yYEAgEmTZqElStXttoXj2ly7eophIWF4eTJk6itrcX58+cxceJE7NixAyYmJtw+vr6+0NfXx/bt29XqVldXIzg4GImJibh37x66deuGdevWwdLSEmFhYUhNTYWvry93D+rhMPH333+Ht7c3ysrK4OHhgWHDhuGjjz5CbGys2pTL/5562FqfM2fO1Mbp6TQ6w4ioR48eLZYVFRV1YCTNTZs2DYmJiTQiIkSLtJqI8vLysHPnTm00T14gPB6vxTItPT015uLigrNnz+o0BkJedPRdc0TnWhpp0AiEkJeD1kZEhLwIaEREiPbRiIgQQohOUSIihBCiU5SICCGE6BQlIkIIITpFiYgQQohOUSIihBCiU5SICCGE6BQlIkIIITpFiYh0SrW1tSgpKUFtba2uQyGEaFmHLQNBiCYaGxsRHx+P9PR06OnpQaVSYeTIkZDJZLQgGyEvKBoRkU4lPj4eGRkZqK+vR11dHerr65GRkYH4+Hhdh0ZIu7h37x527typ8QJ1L4OXZkSUl5cHBweHNr/N2d7eHlKp9KX71vDa2lqdXwarq6vDiRMn0NDQoLZdqVQiPT0d48aNg0Ag6PC4Hl0LSygU0kqlL7nw8HBER0dDoVBg8ODBiI+PR/fu3QE0jegDAgIQGxsLExMTrFu3DvPnzwfQtCDd2rVrcenSJRQVFcHDwwPm5uZcu2FhYdiwYQP3/Fq5ciVCQ0M7/gB14LlMRBcuXMDx48fx3nvvtXvbTk5O3JPqZZKfn9/icsMdpaqqqsU3CiqVCsnJyTA1Ne3gqKC2wqazszP69OnT4TGQzsPFxQUBAQEwNjaGn58fZDIZ9xzZtm0bMjMzkZubi/z8fLi7u2P48OHo27cvLC0t8eWXX0JPT6/F1aODgoIQFhbWgUfTOTy3iWjr1q1aSUTHjh1r9zafB3Z2drC2ttZpDA9HRI+jp6ensxHRG2+8wf1OoyHy6CKbXl5ekMlk3OOoqCiEh4fDwsICFhYWkMlk2L59OyIjI+Ho6Aig6epMe0tISEBYWBhyc3MhEAgQGBiIDz/8EEDTa9ry5ctRXFwMV1dX7NixAzY2NtxVori4OEREROD27duQy+VYsGABgKYVr/38/JCVlQWgaZHI7777DkDzxUV79eqFkJAQ+Pr6AgAiIiKwbds2VFVVwdLSEnv27MGIESNaPgCmJaGhoczb25u9//77TCwWs7/97W8sKyuLMcZYbm4uA8Di4uJYv379mFgsZtu3b+fqXr16lUmlUiYWi9mAAQPYgQMHuDJra2tmZGTE9PT0mLm5OTM3N2dLly7lyi9fvsw8PDzYK6+8wsRiMXvrrbfU+jx8+DDr27evWp9VVVVcW3w+n0VERKgdi4+PD1u4cCHz8fFh5ubmbNSoUezu3btc+dGjR1m/fv2Yubk5mzBhAisqKuLKEhISWO/evZmZmRmzsrJiX375JVdWU1PDFixYwMRiMevZsyf7+uuv2+PUP9fi4uKYv78/W7x4Mffj7+/P4uLidBLP0KFDddIveT6Ehoay8ePHM8YYq6urYzwej129epUr37p1K5NKpWp1Hr4WFRQUqG0PDw9nxsbG7LXXXmPff/+9xjFkZmYyQ0NDtm/fPtbQ0MAqKirYlStXGGOMlZSUMLFYzH777TdWX1/PPD092ezZs9XimDBhAlMoFOzzzz9n1tbWXLsymYytWLGCqVQqplQqWXZ2Nlc2ZswYtddJJycnFhMTwxhjLCsri5mYmHDHV1RUxMrLy1s9Bq0moldeeYXFxMSwhoYGtnTpUjZ69GjGWOsnoL6+nvXq1YuFhISw+vp6dvjwYWZoaMiuX7/OtR0TE8OcnJya9VlRUcG6devGPvzwQ1ZTU8OUSiU7e/asWp8zZ85klZWVbMuWLWon/aH/PsGMNSUiY2Njtm/fPlZVVcVsbW3Ztm3bGGOt/6EZY8zKyort37+fMcbY/fv3WW5uLle2atUqNn36dFZTU8POnTvHBAIBu3z58tOc7hdGQ0MDi4uLY8uWLWPLly9ny5YtY3FxcayhoUEn8VAiIi05c+YMs7W1ZTk5OYwxxoqLixkAduvWLW6f6OhoNmDAALV6LSUixhirra1lhw8fZiKRiB08eFCjOBYvXszmzJnz2DK5XM4mTpzIPT506BDr1q2bWhwP4z9+/Djj8Xjcvu+88w4bMmQI+/XXX1ljY6Nau60lolu3bjEDAwP20UcfseLiYo2OQauz5qRSKXx9fcHn8+Hn54e0tDQolUqufOvWrTA3N8fgwYNRWloKADh16hQKCwsREhICfX19TJw4Ea+//jp++OGHNvs7ePAg9PT0sG7dOgiFQhgYGGDo0KFq+3zzzTcwNTXF3/72N65PTUyfPh1vv/02TExM0KtXL67url274OrqitGjR0NfXx/z5s1Tu6cgFosRHx+PS5cuwczMDPb29gCalsDetm0b/vWvf0EoFGLIkCEYNGhQi5emXhZ8Ph+enp6IjIzE6tWrERkZCU9PT5q6TTqV7OxseHl5ITExEc7OzgCALl26gMfjobq6mtuvuroaXbt21bhdgUCAiRMnwsfHB3FxcRrVKSgoQK9evR5bdvPmTRw7doy7VDh37lw8ePBAbR9jY2MAAI/HU7tHGxkZiXHjxsHb2xv29vYaxyORSHDkyBEkJyfDzs4Os2fPRnl5eat1tJqIDAwMuN/NzMzAGENVVRW37XEnoKioCF27dlW7FyCRSFBUVNRmfwUFBXBwcICeXsuHZWJi0qxPTTyM9WFdlUoFoO0/9KFDh8Dj8TBixAiMGDEC586dAwCUlZWhqqoK48eP5+pevnwZFRUVGsf0IhMKhbC2tn6u78mYmZmBx+M1+zEzM9N1aOQZlJeXY+rUqdixYwcGDx7MbTcwMMDAgQORnZ3NbcvOzsaQIUOeuA8+n4+6ujqN9pVIJC1ONLKxscGECROgUCigUChQUVGh8bRxU1NTyOVyFBUVITw8HD4+PlzdR18/Gxoa1JIvALi7uyMlJQU3btxAYWEhNm3a1GpfHfY5ooKCAohEIrzyyiut7tejRw+UlZWpjZwKCwvRo0cP7vGjCe5REokEN2/eRGNjY/sErYG2/tBOTk6Ii4tDSUkJhgwZgqVLlwIALC0tYWhoiJSUFK7ugwcPsGrVqg6LnWhXZWXlE20nz4cVK1bA3d0do0aNala2ZMkSrF+/HgqFAhcvXkR8fDwWLlyoUbs5OTmor6/Hn3/+ibi4OMyYMUOjen5+fvj5558RGxuL+vp6KJVKXLlyBUDTZIrU1FTs378fjY2NaGxsxKlTpzRqd+/evbhz5w74fD6srKwgFAphZGQEALCyskJmZibu3r2LZcuWqT2nL1y4gNOnT6OxsREWFhYwNjaGhYVFq31pddbc8ePHcerUKQwePBhyuRze3t5t1nF1dUXPnj2xYcMGrF69GseOHcPJkyexfft2bh8bGxuUlpbi5s2bcHR0REVFBczMzDBlyhQEBgYiMDAQH3/8MUxMTHDx4kW89tprWjtGLy8vbNq0Cfv378f06dMBNH1ewNXVFeXl5Th58iQ8PDxgbGwMc3Nz7g/C5/Ph7e2NNWvWYPv27ejevTtKS0uhUCi4oT55cpWVle3+Ql9cXNyu7WmrzSclEokgEol0HcZzJy4uDkZGRti7dy8AwNbWFn/88QeApkR09epVODg4wMTEBJs3b0a/fv0ANE3tDg4O5q6mDBgwADweD3K5HIsWLUJUVBSio6NhamqK999/H/PmzdMonhEjRmDfvn0IDw+Hv78/BAIB5s+fD7lcDkdHRyQmJiIoKAgLFy4Ej8fDsGHDkJSU1Ga7SUlJCAgIQE1NDSQSCX766ScYGhoCAFatWoVZs2ahb9++CA0NRXp6OldPoVAgMDAQN2/ehEAgwKRJk7By5cpW++KxJ7k+9QTCwsJw8uRJ1NbW4vz585g4cSJ27NgBExMTbtpgQUEBevbsiRMnTuCNN97ghno5OTl455138Mcff8DGxgbr16/H1KlTubYZY/Dz80NCQgJ4PB4mTJjAXb/MysrCypUrce7cOTDG0K9fP5w4cYLrs6amBkKhsFmfD/33tEQA8PX1hb6+PpcMPTw8MGrUKG6+f2pqKoKCgnDt2jW1P3RJSQk8PT1x4cIFAMCQIUPw9ddfc9dzq6urERwcjMTERNy7dw/dunXDunXrMHPmTG38SV4KqampSE1Nbbf2Dh48iClTpjxV3fDw8BbLOsMHFaVSKaRSqa7DIES7iSgvL++l+4YColvtPSKaNm0aEhMTn6ruo5eT/5sm9zy1jUZEpLN4Lj/QSkhLtPHiamNj067taatNQp5XWhsREfIicHFxwdmzZ5+qrpmZ2WNHZyKRiGZHEvIIGhERoiWUbAjRDC0DQQghRKcoERFCCNEpSkSEEEJ0ihIRIYQQnaJERAghRKcoERFCCNEpSkSEEEJ0ihIRIYQQnaJEREgnV1tbi5KSEtTW1uo6FEK0gr5ZgZBOqrGxEfHx8UhPT4eenh5UKhVGjhwJmUxGK9Y+x+7du4eEhAS89dZbMDc313U4nUKnHBHZ29u3+VX+vr6+3LLbhLyI4uPjkZGRgfr6etTV1aG+vh4ZGRmIj4/XdWgvtfDwcNja2sLMzAxvvPEG/vrrL66ssbERy5cvh1gsRs+ePbFr1y6u7MyZM5g4cSJeffVV/POf/2z2PYRhYWEQCoXcis2tLSPyonluR0Tdu3eHk5OTrsMgL5ja2tpml8AUCkWHx1FXV4cTJ06goaFBbbtSqUR6ejrGjRsHgUDQ4XE9JBQKn+tl3J+Fi4sLAgICYGxsDD8/P8hkMqSlpQFoWvwuMzMTubm5yM/Ph7u7O4YPH46+ffvC0tISX375JfT09ODg4PDYtoOCgrh1zl4mz20iWr9+va5DIC+g/Px8XLt2TW3bwxeZjlRVVdVs0caHVCoVkpOTYWpq2sFR/X/Ozs7o06ePzvrXpcmTJ3O/e3l5QSaTcY+joqIQHh7OjWpkMhm2b9+OyMhIODo6AgDy8vLaPaaEhASEhYUhNzcXAoEAgYGB+PDDDwEAx44dw/Lly1FcXAxXV1fs2LEDNjY23GKhcXFxiIiIwO3btyGXy7FgwQIATQuU+vn5ISsrC0DT2lzfffcdgOYLiPbq1QshISHw9fUFAERERGDbtm2oqqqCpaUl9uzZgxEjRrQYv9YSUVhYGG7evAkrKyvs2LED9vb22L17N7ds7t27d/H+++/jl19+wYMHD2Bra4tjx46ha9euAIDr169j7dq1uHjxIubMmYOoqCgAwNixY3H+/HnU1tZi1KhROHr0KNfnzp07sXnzZvj4+GDz5s0QCoX46aefMHToUABNT4AFCxbgzJkzcHBwwFdffYWRI0cCaP2kA8Cnn36KyMhIKJVKyGQyfPbZZzAwMNDW6SM6YmdnB2tra7Vtb7zxRofH8XBE9Dh6enqdYkREgMzMTLz++usAmkarly9fRv/+/bnyfv36Yf/+/Rq1paenh40bNyIhIeGJlgo/ffo0ZDIZfvjhB0yfPh0PHjxAQUEBAKC0tBSzZ8/Gf/7zH7i5uWH+/PkICAhQu7z73Xff4eTJk/j++++xevVqLhGtXbsWw4YN40bmN27c0Cie7OxsbNy4EVevXkXPnj1RXFzc9nOVaUloaCh75ZVXWExMDGtoaGBLly5lo0eP5sonTZrExo8fz0pKSphKpWKXL19m1dXVjDHG7OzsWP/+/dn169fZxYsXGQCWnZ3drH13d3e1bTExMUwgELD333+fNTQ0sFmzZrE5c+Zw5cOHD2cbNmxgjY2N7IsvvmDdu3dnDQ0NjDHGZDIZW7FiBVOpVEypVKr1d+jQIebo6MgKCgpYeXk569OnD/vyyy/b/ZyRzmfo0KE66zsuLo75+/uzxYsXcz/+/v4sLi5OZzGR/+/MmTPM1taW5eTkMMYYKy4uZgDYrVu3uH2io6PZgAED1Orl5uYyAKygoKBZm7W1tezw4cNMJBKxgwcPahTH4sWL1V7nHiWXy9nEiRO5x4cOHWLdunVTi+Nh/MePH2c8Ho/b95133mFDhgxhv/76K2tsbFRrd8yYMSwiIoJ77OTkxGJiYhhjjN26dYsZGBiwjz76iBUXF2t0DFqdrCCVSuHr6ws+nw8/Pz+kpaVBqVTir7/+wuHDh7F161ZYWVmBx+NhwIABMDY25up+9NFHcHJywqBBg6Cnp4fS0lKN+uzSpQs2bdoEPp+PQYMGcfXOnj2LrKwsfPDBB9DT04Ovry/++usvXL9+HQAgFouRlpaGo0ePgs/no2/fvlybX331Fd555x307NkTlpaWmDZtmk4u15CXi0wmg5ubGwwMDCAQCGBgYAA3Nze1S0FEN7Kzs+Hl5YXExEQ4OzsDaHrt4fF4qK6u5varrq7mrvJoQiAQYOLEifDx8UFcXJxGdQoKCtCrV6/Hlt28eRPHjh3jLhXOnTsXDx48UNvn4esuj8dTuxwcGRmJcePGwdvbG/b29hrHI5FIcOTIESQnJ8POzg6zZ89GeXl5q3W0mogevXRlZmYGxhiqqqq4YWNrkw1MTEy433k8HlQqlUZ9CoVC6OnpNat38+ZNPHjwAJaWlrCwsECPHj0gEAi4G9GtnfSbN2+qXff96quvUFVVpdlJIB3GzMwMPB6v2Y+ZmZmuQ3sqfD4fnp6eiIyMxOrVqxEZGQlPT0+auq1j5eXlmDp1Knbs2IHBgwdz2w0MDDBw4EBkZ2dz27KzszFkyJAn7oPP56Ourk6jfSUSSbP7mg/Z2NhgwoQJUCgUUCgUqKiowP379zVq19TUFHK5HEVFRQgPD4ePjw9X99Gk1dDQoJZ8AcDd3R0pKSm4ceMGCgsLsWnTplb76rDp2wUFBRCJRHjllVcgkUgAAH/++WdHdQ8bGxuYmppyfxCFQoHa2lruBlprJ93GxgYRERFcvaqqKhw4cKDDYieaedyy3K1tf14IhUJYW1vTfZlOYsWKFXB3d8eoUaOalS1ZsgTr16+HQqHAxYsXER8fj4ULF2rUbk5ODurr6/Hnn38iLi4OM2bM0Kien58ffv75Z8TGxqK+vh5KpRJXrlwB0DSZIjU1Ffv370djYyMaGxtx6tQpjdrdu3cv7ty5Az6fDysrKwiFQhgZGQEArKyskJmZibt372LZsmVq/8cuXLiA06dPo7GxERYWFjA2NoaFhUWrfWl11tzx48dx6tQpDB48GHK5HN7e3gCapl5PmjQJ7777Lnbt2gVbW1vcunULJiYmsLS01Eosrq6usLGxQUhICP71r3/B2NgY165dg1gsRteuXbF37154eHjA0tKy2Un39fXF2rVr4e7ujsGDB6O6uho5OTlP9U7nRVRZWdnpX+yLi4t1Uve/iUQiiESidmuPdLy4uDgYGRlh7969AABbW1v88ccfAJoS0dWrV+Hg4AATExNs3ryZm6C1bds2BAcHc1dpBgwYAB6PB7lcjkWLFiEqKgrR0dEwNTV9oskKI0aMwL59+xAeHg5/f38IBALMnz8fcrkcjo6OSExMRFBQEBYuXAgej4dhw4YhKSmpzXaTkpIQEBCAmpoaSCQS/PTTTzA0NAQArFq1CrNmzULfvn0RGhqK9PR0rp5CoUBgYCBu3rwJgUCASZMmYeXKla32pdVE9Oqrr+LDDz/E+fPnMXHiRLXhWWxsLD744AO4ubmhqqoKEokEe/fu1Voi0tfXx5EjR7BixQo4ODigrq4Ozs7OiI2NRdeuXVs96fPmzUNFRQXmzp2Lv/76CyYmJvDz86NE9H/OnTvX5geQde3hrMuOrvvfpFIppFJpu7VHOh5rYVo90DTzbevWrdi6dWuzsqVLl2Lp0qUt1t28eTM2b978VDFNmzYN06ZNe2yZVCp97CjI3t5e7VhGjRql9jgmJqbF/lxcXNSmoS9btkytv99///1JwgePtXZWn0FYWBjy8vKwc+dObTRPOpHOMiLq0aNHi2VFRUVP1ea0adOQmJj4tCE1QyMiQpp7bj/QSjqP5+HF1cbGRid1CSFt09qIiJCOZmZm9tiRmUgkQkVFxVO16eLigrNnzz5raISQVtCIiLwwnjbZEEJ0q1N++zYhhJCXByUiQgghOkWJiBBCiE5RIiKEEKJTlIgIIYToFCUiQgghOkWJiBBCiE5RIiKEEKJTlIgIIYToFCUiQgghOkWJiBBCiE61mYgKCgowduxYGBkZgcfj4eDBg63un5eXxy3RTAghhLSlzS89Xb9+PVJTUzFw4EC4u7vD0dGxI+IihBDykmgzEV27dg0AsHLlSvj5+Wk9IEIIIS+XVi/NSaVSHDt2DACwYMEC8Hg82Nvbg8fjITg4GKNHj4axsTFGjhyJ/Pz8ZvVjY2PRs2dPdO3aFf/zP/+DxsZG7RwFIYSQ51ariWjWrFnc8svjx4/HihUrYGZmBgDYtGkTJBIJunTpgoyMDISEhDSrHxoaijfffBM1NTWQy+X46quvtHAIhBBCnmetJiJ/f3/06tULAODl5YXPPvsMr7zyCgBgyZIl2L17N8LDwwEA58+fb1Z///792LFjBz7++GMAwK5du9o1eEIIIc+/p56+/be//Q0AYGFhAQCoqqpqtk+/fv0AAH379gUAFBYWPm13hBBCXlBPnYj09ZvmObQ2TTs7OxsAcPXqVQBAz549n7Y7QgghL6g2Z809i7fffhtjxoxBfHw8AMDb21ub3RFCCHkOafWbFcLDw/Hrr79CKBTi/fffx7Jly7TZHSGEkOcQjzHGdB0EIZ2Vi4sLzp49q+swCHmh0XfNEUII0SlKRIQQQnSKEhEhhBCdokRECCFEpygREUII0SlKRIQQQnSKEhEhhBCdokRECCFEpygREUII0SlKRIQQQnSKEhEhz5Ha2lqUlJSgtrZW16EQ0m60+u3bhJD20djYiPj4eKSnp0NPTw8qlQojR46ETCYDn8/XdXiEPBNKRIQ8B+Lj45GRkYH6+npuW0ZGBgDA09NTV2ER0i5eukSUl5cHBwcHxMTEwNfXV9fhkOeAQqHQaf91dXU4ceIEGhoa1LYrlUqkp6dj3LhxEAgEOooOEAqFEAqFOuufPP+0mogUCgU+++wzBAYGwszMTJtdaczAwAB9+vSBubl5s7L//Oc/0NPTw7Rp03QQGems0tLSdNp/VVUVWlqtRaVSITk5Gaamph0c1f/n7OyMPn366Kx/8vzTeiIKDw/HwoULO00i6tGjB7d0+X/7z3/+A319fUpERM0bb7yh0/4fjogeR09Pr1OMiF4mOTk5WLJkCS5evAgbGxts2LABU6ZMAQA8ePAA//znP5GcnIy6ujrY29vj9OnTEAqFMDIywpYtWxAcHIw9e/ZALpejpKQEJ0+ehLGxsY6PSseYlsycOZOJRCIGgJmZmTFzc3P26quvcuWhoaFsypQp7LPPPmPdu3dnenp6LCUlhTHG2ObNm5m9vT0TiUTM0dGR/fLLL1w9Hx8ftnDhQubj48PMzc3ZqFGj2N27d7nyjz76iHXv3p2JRCJmb2/PTp06xRhjLCkpiZmbmzNzc3MGgKWlpXF1zpw5w8zNzZmBgQEzNDTk9tu9e7e2Tg95TgwdOlTXITDGGIuLi2P+/v5s8eLF3I+/vz+Li4vTdWgvlfr6etarVy8WEhLC6uvr2eHDh5mhoSG7fv06Y4yxr776irm6urIHDx4wlUrFrly5whoaGhhjjBkYGLDAwEC2detWZmlpyTIyMpiLiws7efKkLg+pU9Da9O2ffvoJf/zxBwDgypUrUCgU3OOH0tPTcfPmTVy/fh1+fn7Q02sKZ+DAgThz5gzu378Pd3d3hIeHq9WLi4vDtGnTUFRUhFu3bmHv3r0AgOzsbGzcuBGnT59GRUUF0tPT0atXLwDAhAkToFAoHnu938XFBQqFAl5eXvD29ub28/Lyau/TQshTkclkcHNzg4GBAQQCAQwMDODm5gaZTKbr0F4qp06dQmFhIUJCQqCvr4+JEyfi9ddfxw8//AAAEIvFuH79On788UfU1NSgf//+3KzG+vp6rFmzBiKRCKNGjcLrr78OExMTmooPHU9WcHBwwJYtWwAA3377Lbf9zTff5H53dXVFSkqKWr3p06fj7bffBgD06tULpaWlAABTU1MolUrExMRg4cKFsLGx0fYhENIh+Hw+PD098dZbb+H+/fswNzd/6S6JdQZFRUXo2rWr2qVQiUSCoqIiAMDcuXNx7949bNiwAcuWLcPy5csRERHBJSMLCwu1f0kTnX6gVSwWP3b7yZMnMX78eFhZWcHf37/ZjdpHr6fyeDyoVCoATU+II0eOIDk5GXZ2dpg9ezbKy8u1dwDkhWJmZgYej6f283B7ZyEUCmFtbU1JSEd69OiBsrIyKJVKblthYSF69OjBPV66dCmysrJw7NgxfPPNN/jll190EepzRauJyMDA4Inr3LlzB+PHj8ecOXOQn5+Pr7766onqu7u7IyUlBTdu3EBhYSE2bdqkcd2niZe8OCorK59oO3n5uLq6omfPntiwYQMaGxvx66+/4uTJk9xnuX755RfcuHEDANClSxfo6+vT6EcDWr00Z2lpCUNDQ5w8eRKzZ89GRUVFm+8ui4qKUF1djbFjx6K+vh7/+7//i+rqajQ2Nrb5CfILFy5AqVRi6NChsLCwgLGx8RM9CWxsbPDrr7+isrISxsbGqK2thYmJicb1ydOprKzs9C/2xcXFug4BIpEIIpFI12G81PT19XHw4EG88847+Oyzz2BjY4Mff/wRTk5OAIBr165h2bJlKCsrg7m5OVatWgU3NzcdR935aTURCYVCbN68GStWrMCiRYtgbm6O/Pz8VusMGjQI7733HoYOHYqePXsiODgY2dnZGDNmTItTWB9SKBQIDAzEzZs3IRAIMGnSJKxcuVLjeJcsWYLffvsNPXr0gJGREUJCQrB8+XKN65Onc+7cOaSmpuo6jFZFRUXpOgRIpVJIpVJdh/HS69OnT4vP1+XLl7f4mvHwFoOvry/3YfrO/rzvKDz23zdgCOlgnWVE9Oh1/oeGDh2Kc+fOcTejdYlGRORF9dJ9xQ/pfJ6HF1iagUmI9tAyEIT8n5aSYWdPkoQ87ygREfJ/KioqwBhT+3m4nRCiPZSICCGE6BQlIkIIITpFiYgQQohOUSIihBCiU5SICCGE6BQlIkIIITpFiYgQQohOUSIihBCiU5SICNGh2tpalJSU0Cqd5KVG3zVHiA40NjYiPj4e6enp0NPTg0qlwsiRIyGTydpc7oSQF02nHBHxeDzk5eU9tkwqlWLnzp0dGg8h7S0+Ph4ZGRmor69HXV0d6uvrkZGRgfj4eF2HRkiHoxEReWnU1tY+1SUwhULRrnHU1dXhxIkTaGhoUNuuVCqRnp6OcePGQSAQtGufT0ooFNJy5KTDUCIiL438/Hxcu3btieulpaW1axxVVVVoaRkwlUqF5ORkmJqatmufT8rZ2Rl9+vTRaQydVU5ODpYsWYKLFy/CxsYGGzZswJQpUwAADx48wD//+U8kJyejrq4O9vb2OH36NIRCIYyMjLBlyxYEBwdjz549kMvlKCkpwcmTJ2FsbKzjo9ItrSWisLAw3Lx5E1ZWVtixYwfs7e2xe/du9OvXD6mpqfDw8ODeEcbGxiIkJETtctyVK1fw9ttv49atW1i8eDHWrVvHlVVUVGDGjBn47bffMGbMGHz//fcQiUQoKiqCl5cXsrKyoFQqMWHCBPzwww/cNfewsDCcO3cOHh4e2LhxI0pKSnDs2DFa9fIlYWdnB2tr6yeu98Ybb7RrHA9HRI+jp6fXaUZEpLmGhgZMmTIFc+fOxf/+7//if//3fzFjxgxkZWXByckJ3333HW7duoVbt25BKBQiOzsbBgYGAJruC+bk5CAsLAyenp44cOAA3nvvPfzxxx9wdXXV8ZHpllZHRIcOHcLmzZtRVlaG5cuXc0txa+Lrr7/GoUOH8ODBAwwePBjjx4/H2LFjubKdO3di9+7dGDNmDCIjIxEeHg4ej4eIiAiMHDkSeXl56N+/P5KTkzF+/Hiu3fT0dDg6OuL69etYsWIF9PQ65W0yogVPe7nJwsKi3WMZNWoUMjIyoFQquW2GhoZwc3N7qmRJOsapU6dQWFiIkJAQ6OvrY+LEiXj99dfxww8/ICQkBGKxGNevX8ePP/6IWbNmoX///lzd+vp6rFmzBv/5z38watQovP766zAxMaEZk9DyZAWpVApfX1/w+Xz4+fkhLS1N7T9ea9atW4fu3bvDyckJUqkUR48e5cqWLl2K4cOHw8TEBHPnzuXKbGxsMHr0aPD5fDg5OcHa2hqlpaVq7To4OGDLli0wNjbGt99+i9GjR7ffAROiIZlMBjc3NxgYGEAgEMDAwABubm6QyWS6Do20oqioCF27dlUbsUokEm4p+blz5+Kjjz7Chg0bYG1tjX/9619obGzk9n34pkYbb26eZ1odET0ckgKAmZkZGGOoqqp6qrqVlZVtlimVSoSHhyM+Ph6lpaWorKxsdi1eLBY/1bEQ7fvvv/NDIpHohVucjs/nw9PTE2+99Rbu378Pc3Nzuhz2HOjRowfKysqgVCphaGgIACgsLIS7uzu3z9KlS7F06VKcPn0aEydOxKhRozBp0iRdhfxc6LDrUgUFBRCJRHjllVfA4/HUEsT9+/fbrGtnZ9dmWWhoKI4ePYqkpCQoFArY2tq23wEQrXtcEmpt+4tAKBTC2tqaktBzwtXVFT179sSGDRvQ2NiIX3/9FSdPnoSnpycA4JdffsGNGzcAAF26dIG+vj6NfjSg1RHR8ePHcerUKQwePBhyuRze3t4AACsrK6hUKqSnp4PP50Mulzer+8UXX2Djxo04deoUTp8+jbi4OK4sNjYWU6dORWNjI3bu3MnVz8nJQZ8+feDo6Ijjx4/jzp07bSY50qSysrJTv+AXFxd3ir5FIhFEIpHOYiG6pa+vj4MHD+Kdd97BZ599BhsbG/z4449wcnICAFy7dg3Lli1DWVkZzM3NsWrVKri5uek46s5Pq4no1VdfxYcffojz589j4sSJ2LRpEwCgX79+WLhwId588024uroiICAAn332GVdPKBTC2dkZzs7OAIAff/wREomEK586dSrGjx+P4uJiBAQEYO7cuQCAkJAQeHt7w9raGh4eHvjoo48QEhICe3t7TJ48WZuH+tw7d+4cUlNTdR1Gi6KiojpF31KplGZZvuT69OnT4v+V5cuXY/ny5Y8te3gVyNfXF76+vgDQqf/PdSQea+kDDc8oLCwMeXl59C0Iz4nOMCLq0aNHi2UPbwZ3tGnTpiExMZF7TCMiQtoffaCVAOj8L7A2NjYvZd+EvAy0NiIi5El1xllzLi4uOHv2rE76JuRlQSMi0mm8aFO0CSGaoa8VIIQQolOUiAghhOgUJSJCCCE6RYmIEEKITlEiIoQQolOUiAghhOgUJSJCCCE6RYmIEEKITlEiIuQlUltbi5KSEloVlHQq9M0KhLwEGhsbER8fj/T0dOjp6UGlUmHkyJGQyWTg8/m6Do+85CgREfISiI+PR0ZGBurr67ltGRkZAMAt6kaIrlAiIkSLamtrdX4ZrK6uDidOnEBDQ4PadqVSifT0dIwbNw4CgUAnsQmFQlqdlmg/EZ07dw5LlixBTk4OBAIBgoKC8P7772u72xaVl5dj0aJFSE5OBp/Ph7u7O3788cd2az81NRW+vr7Iy8trtzbJ8ys/Px/Xrl3TaQxVVVVo6Uv2VSoVkpOTYWpq2sFRNXF2dkafPn100jfpPLSeiN577z0MHToUp06dAo/Hw7179565zQsXLuD48eN47733nrjup59+ioKCAty6dQvm5uYoKyt75ngIaYmdnR2sra11GsPDEdHj6Onp6XxE9LzJycnBkiVLcPHiRdjY2GDDhg2YMmUKAODBgwf45z//ieTkZNTV1cHe3h6nT5+GUCiEkZERtmzZguDgYOzZswdyuRwlJSU4efIkjI2NdXxUuqX1RFRcXIylS5dyN0QtLS2fuc0LFy5g69atT5WIiouL8dprr8Hc3BwA0LVr12eOh5CWdJZLT6NGjUJGRgaUSiW3zdDQEG5ubjpPlM+ThoYGTJkyBXP/X3t3Hhd1tf8P/AXDMskMzMgyMkCsgltYoYmgQYgLpWYuBBqB6RVNUcqwFEpcqjHscbG6di277ivWTUQTFEURcc3lW9gQoSCjAi6IKMvAnN8fXD4/J0BBGT4DvJ+PBw+Z89neZxg/7885nzOfExKCAwcO4MCBAxg3bhxycnLg6uqKDRs2oLCwEIWFhRAKhbh06RKMjY0B1A8YUSqViI+PR2hoKPbs2YO5c+fi4sWL8Pb25rlm/NLZ8O25c+dCIpGgoKAAkZGRkEgkkEgk3LTLU6ZMga2tLcRiMby9vVFQUMBtq1Qq4evrC6lUCqlUivDwcG5Zjx498O677+Ly5cvcPt99993HxrNz505IJBJs2bIFmzZt4rZdsGABd8xXXnkF3bt3R79+/ZCSksJtW15ejvDwcMhkMjg5OeGzzz7T6upYs2YNrK2t4ezsjB9//PGp3ztC2lpwcDB8fHxgbGwMU1NTGBsbw8fHB8HBwXyH1qGcOHECRUVFiIuLg5GREYKCgjB48GBs27YNACCVSpGXl4ekpCRUVlaiT58+3EW4Wq3Gxx9/DLFYjCFDhmDw4MEwMzPj/R6iXmA65ujoyDZt2tSo/Mcff2SVlZWsoqKC9e/fny1atIhbFhwczObNm8c0Gg2rqalhly5d0tp23bp1zNXV9YniCQ8PZ9OmTdMqU6vVzM3NjcXFxTG1Ws327dvHTExMWF5eHrfN8OHD2b1791heXh6zs7Nj69evZ4wxlpWVxczNzdn//d//sVu3brE33niDOTo6PlFsRP94eXm1an2xWMwANPoRi8U6irB1Kisr2Y0bN1hlZSXfoXRI27dvZw4ODlplb731Fps5cyb3evXq1ax3795MJBKxhQsXstraWsYYYw2n23Xr1rHw8HDGGGN+fn7s8OHD7RK7PuPtC63jx4+HUCiEmZkZPD09UVJSwi2TSqXIzMzEwYMHIRAI0KtXL53G8qirnLq6Omzbtg2xsbEQiURwdXXF9OnTsWnTJgDApk2bMGHCBPTr1w/du3fHjBkzdBor0W9NTXX+qPL2JhQKIZPJ9KK7sCOys7NDaWmpVhdnUVER7OzsuNezZs1CTk4O0tPTsWbNGqSmpvIRaofC2/DtjRs3YtWqVcjPz8f9+/fx9ttvc8tWrlyJJUuWICwsDCYmJlAoFJg8ebLOYlGpVLC2tta6Yevg4ACVSoWbN2+ipqYGDg4OjZYB9aOiBgwYoLPYyOPdu3dPpyf6a9eu6dV+noZYLIZYLOY7jA7L29sb9vb2UCgUiI2NRXp6OrKzs7F27VoAQGpqKtzc3ODq6gorKysYGRlBIpHwG3QHwEsiSk1NRXR0NJKTkzF48GBMmzZNa7lIJEJCQgIUCgU2btyI8PBwvPbaa9wAg4abf23l4ascExMTAPVXOcOGDYOVlRVMTEygUqng4uLCLWu4AhKLxVonwYe/MEjax9mzZ5GRkaGz/X/33Xd6tZ+n4e/vD39/f77D6LCMjIyQkpKCyMhIJCYmQi6XIykpCa6urgCA3NxczJ49G6WlpbCwsEBMTAx8fHx4jlr/8ZKIlEolrKysMGDAABQWFuLcuXNwd3fnlu/YsQOBgYGwtLSEjY0NN/SxgVwuR0lJCfLz8+Hi4oLy8nKYm5s/cTyPusoRCAQIDQ2FQqHAiy++iJKSEvzwww9YtmwZAGDYsGFYsWIF4uLicOvWLSxfvvzJ3xjyRLy8vLQ+P20pJSWlVd2tS5YsaXaZPnTbUmvo6Xl4eDR74RMVFYWoqKgml7H/DXCKiIhAREQEAOj0AqpD0fVNqKYGK9y5c4cFBgYyiUTChg4dyrZu3cpsbGy4AQsRERGsR48ezMLCgvXr14/t379fa3uNRsMiIiKYVCpl3bt3Z6GhoS2Op6nBCowx9scffzA/Pz8mlUpZ3759WXJyMrfs7t27LCwsjNnY2LBnn32WLV++nGk0GsYYY9XV1VwsQ4YMYf/5z39osEIn0trBCmhioELDDyGkaQaMNfOV6w5GoVBAoVA0uczf3x8///xz+wZEOoUBAwbgzJkzLV7f3Ny8yftVYrEY5eXlbRkaIZ1Gp0lEhOhCaxMRIaT1aD4iQgghvKJERAghhFeUiAghhPCKEhEhhBBeUSIihBDCK0pEhBBCeEWJiBBCCK8oERFCCOEVJSJCOqCqqioUFxfTpGqkU+BtGghCSOvV1dVh586dyMrKgqGhITQaDXx9fREcHMzNBEpIR0OJiJAOZOfOnTh+/LjWdCPHjx8HAISGhvIVFiFPRW8TEWMMMTEx2LRpE6qrq2FtbY3z58/DzMyM79BIF1NVVaUXXWDV1dU4duwYamtrtcpramqQlZWFgIAArckd25tQKKSZX8kT0dtEdPDgQXz77bf49ddf4eHhgVu3btGHnPCioKAAubm5fIeBiooKNPeMYo1Gg0OHDkEkErVzVP+fu7s7PDw8eDs+6bj0NhFdu3YNtra23Afb0tKS54hIV+Xo6AiZTMZ3GFyLqCmGhoZ60SLqCpRKJWbOnIkLFy5ALpdDoVBg9OjRAIAHDx5g6tSpOHToEKqrq+Hk5IRTp05xk3uuWrUKCxcuxPbt25GQkIDi4mJkZ2ejW7duPNeKXzpNRL///juio6Px66+/gjEGf39//PTTTwCAKVOm4NChQ6ioqEDfvn2xY8cOODo64tq1a+jTpw9qampQXV3Nzffep08fri/8n//8J1auXImamhoEBwcjMTGxzacPJ6SBPnU5DRkyBMePH0dNTQ1XZmJiAh8fH71Ilp1dbW0tRo8ejZCQEBw4cAAHDhzAuHHjkJOTA1dXV2zYsAGFhYUoLCyEUCjEpUuXuHNTXV0dlEol4uPjERoaij179mDu3Lm4ePEivL29ea4Zv3Q2fPvevXsIDAyEl5cXVCoViouLERsbyy2fMGECLl++jBs3bqCqqgrfffcdgPppwMvKyrB69Wo4OzujrKwMZWVlXBLat28fvvnmG5w8eRJ//PEH0tPT8f333+uqGoToleDgYPj4+MDY2BimpqYwNjaGj48PgoOD+Q6tSzhx4gSKiooQFxcHIyMjBAUFYfDgwdi2bRsAQCqVIi8vD0lJSaisrESfPn240YxqtRoff/wxxGIxhgwZgsGDB8PMzEwv7j/yTWctopSUFBgaGuKzzz6DoWF9vvPy8uKWjx8/nvvd09MTJSUlLdrv6tWrERkZCXt7ewDA2LFjkZmZiXfffbcNoydEPwkEAoSGhuKNN97A3bt3YWFhoTetta5ApVLB2tpaqwvUwcEBKpUKABASEoI7d+5AoVBg9uzZiIqKwrJly7hk1NDD0/AvqaezFtHVq1fh7OzMJaG/27hxI7y8vCCVSrF9+/Zmb8L+XX5+PpYsWQKJRAKJRILVq1ejoqKiLUMnXYi5uTkMDAwa/Zibm/Md2iMJhULIZDJKQu3Mzs4OpaWlWl2jRUVFsLOz417PmjULOTk5SE9Px5o1a5CamspHqB2KzhKRg4MD8vPzUVdX12hZamoqoqOjsWrVKty8eROTJ09u8X7lcjmWLVvGddlVVFRgz549bRk66ULu3bvXqnLStXl7e8Pe3h4KhQJ1dXVIS0tDdnY29x2u1NRU/PXXXwAAKysrGBkZUeunBXTWNTd69Gi8//77eP/99/Hpp5/CzMwMFy5cwPPPPw+lUgkrKysMGDAAhYWFOHfuHNzd3Vu034iICHzyyScYNmwY+vfvj/v370OpVOLFF1/UVVWIDty7d0/vT/bXrl3T+pcvYrEYYrGY1xhIPSMjI6SkpCAyMhKJiYmQy+VISkqCq6srACA3NxezZ89GaWkpLCwsEBMTAx8fH56j1n8GrKV9Yk8gJycH7733Hs6ePQvGGHr37o1jx46hrKwMkyZNwpkzZ/Dcc89h1qxZiI6OxvTp0/Hpp58CANavX4/ly5cjLy+v0X5Xr16Nr7/+GtevX4eZmRneeecdLFu2TFfVIDqQkZGBjIwMvsPAkiVLml22ePFipKSkcENz+eLv7w9/f39eYyBEl3SaiAhpjr60iB7u2/87lUqFsWPHIjk5uR0jaoxaRKSz09svtJLOrSOcXOVyuda/hBDdoGkgSJfWXDLU9yRJSGdCLSLSpZWXl/MdAiFdHrWICCGE8IoSESGEEF5RIiKEEMIrSkSEEEJ4RYmIEEIIrygREUII4RUlIkIIIbyiREQIIYRXlIgI0WNVVVUoLi6mWTxJp0ZPViBED9XV1WHnzp3IysqCoaEhNBoNfH19ERwczM32SUhnQYmIED20c+dOHD9+HGq1mis7fvw4AHCTsBHSWXTIRHT+/HkcPXoUc+fO5TuUFklMTERAQAA8PT35DoU8RlVVVaNusLKysnaNobq6GseOHUNtba1WeU1NDbKyshAQEABTU9N2jenvhEIhTVNO2kyHTURfffVVh0pEVlZWlIg6gIKCAuTm5mqVZWZmtmsMFRUVaG6aMI1Gg0OHDkEkErVrTH/n7u4ODw8PXmPgi1KpxMyZM3HhwgXI5XIoFApu8sQHDx5g6tSpOHToEKqrq+Hk5IRTp05BKBTimWeewapVq7Bw4UJs374dCQkJKC4uRnZ2Nrp168Zzrfil00Tk7++PkSNHIjc3Fz///DPKysq4/2BXrlzBtGnTcPr0aTg7O2P16tXw9fUFUP+Hfuedd5CTkwMAGDt2LDZs2AAA6NGjB8rLy1FdXc3NBT958mSsXr0aKpUKkydPRk5ODmpqajBy5Ehs27YNAoEAGRkZCAwM5K4yN2/ejLi4OFy5cgVA/YyhY8aMQXJyMmbOnImCggJ89NFHiI+PR3p6Ot577z1cvXoVRkZGiImJwYIFCwDUzyT75ZdfIjw8HF9++SWEQiF27doFLy8vJCYmIj4+HuXl5YiMjMScOXMAABcvXsSzzz6ry7eePCFHR0fIZDKtsqFDh7ZrDA0toqYYGhrqTYuoK6qtrcXo0aMREhKCAwcO4MCBAxg3bhxycnLg6uqKDRs2oLCwEIWFhRAKhbh06RKMjY0B1N/3UyqViI+PR2hoKPbs2YO5c+fi4sWL8Pb25rlmPGM65Ofnx2QyGVu/fj3TaDTM3d2dW/bSSy8xhULB6urq2DfffMNsbW1ZbW0tY4yx4OBgNm/ePKbRaFhNTQ27dOmS1n7XrVvHXF1dGx1PpVKxI0eOsNraWpaXl8dMTExYWloaY4yxw4cPM4FAwK27adMm5ujoyL0+fPgwMzExYa+++ipTqVRs48aNbNmyZYwxxk6fPs1yc3O57YyMjNiDBw+4WExNTdn8+fNZbW0tmzhxInvzzTe14nJ0dGSbNm160reR8MjLy4uX427dupXNmTOHzZgxg/uZM2cO27p1Ky/xkHqZmZlMKBSyqqoqrszPz487V2zbto1ZWVmxDRs2sPv372ttC4DduXOHrVu3jr3++uvctocPH26v8PWWzodvT5kyBeHh4TAwMIBSqQQAnDlzBjk5Ofjggw9gaGiIiIgIXL9+HXl5eQAAqVSKzMxMHDx4EAKBAL169WrRseRyOV5++WUIBAK4urpCJpOhpKSkxbHW1tZiy5YtkMvlCAsLQ1xcHABgwIAB6NmzJwDAx8cHtbW1uH37NredlZUVvvjiCwgEAnh6erbqmIQ0JTg4GD4+PjA2NoapqSmMjY3h4+OD4OBgvkPr0lQqFaytrbVapA4ODlCpVACAkJAQLF26FAqFAjKZDIsWLUJdXR23bkMvTsO/pJ7OE5FUKm1Ulp+fjwcPHsDS0hISiQR2dnYwNTXlbgqvXLkSAQEBCAsLg5OTE7Zu3dqiY9XU1CA2NhY9e/aEhYUFioqKmu1rb4qBgUGTHxCVSoWwsDA4ODhw93ke3q9QKIShoSG3D41G0+Jjko7H3NwcBgYGjX7Mzc3b7BgCgQChoaFYuXIlYmNjsXLlSoSGhtLQbZ7Z2dmhtLQUNTU1XFlRURHs7Oy417NmzUJOTg7S09OxZs0apKam8hFqh8LLF1rlcjlEIhHKysq4n6qqKgwaNAgAIBKJkJCQAJVKhSVLliA8PBx3797ltm/oc/27xYsX4+DBg9i/fz/Kysq07sMYGBhoJY+H9/c4EydORLdu3XDu3Dn89ttvra1us/GSjunevXutKn8aQqEQMpmsy96T0Tfe3t6wt7eHQqFAXV0d0tLSkJ2dzQ2pT01NxV9//QWgvqfEyMiIWj8twMuoOW9vb8jlcsTFxWHRokXo1q0bcnNzIZVKYW1tjR07diAwMBCWlpawsbHhRpw0kMvlKCkpQX5+PlxcXFBeXg5zc3MolUp4eHjAxcUFR48exa1bt7iEY2NjA41Gg6ysLAgEAiQkJLQ4XqVSienTp0MikXCts7t378Le3r5F28vlcpw6dQqTJ0+GWq2GgYEBTExMWvGOEaD+RK+Lk/3jXLt2TSfr6opYLIZYLOY7jE7JyMgIKSkpiIyMRGJiIuRyOZKSkuDq6goAyM3NxezZs1FaWgoLCwvExMTAx8eH56j1Hy+JyMjICL/88gvmzZsHZ2dnVFdXw93dHZs3b4a1tTX279+P6OhoVFZWwsHBAbt27dI6cfv7+2PChAkYMGAADAwMMHLkSGzduhVxcXEICwuDTCZDYGAgli5diri4ODg5OeG1117D9OnTMWLECHh7eyM6OhqJiYktijcxMRELFizA0qVLERERgX/84x/w9/fH77//3qLtly1bhsjISEgkEohEIuzevRsDBw58kreuSzt79iwyMjLa/bjfffedTtbVFX9/f/j7+/MdRqfl4eHR7OcwKioKUVFRTS5r6JGJiIhAREQEAPDyedZHBqw1N1EI4REfLaKxY8ciOTlZq+zh+wF/13DTmk/UIiIdTYf8Qivpmvg6wcrlcp2sSwipR0/fJqSVmkuG1Aoh5MlQi4iQViovL+c7BEI6FWoREUII4RUlIkIIIbyiREQIIYRXlIgIIYTwihIRIYQQXlEiIoQQwitKRIQQQnhFiYgQQgivKBER8j9VVVUoLi5GVVUV36EQ0qXQkxVIl1dXV4edO3ciKysLhoaG0Gg08PX1pdlQCWknlIhIl7dz504cP34carWaKzt+/DiPERHStegsEa1fvx7r169v8/k24uPjcezYMRw8eLBN90vaV1VVlV50gVVXV+PYsWOora3VKq+pqUFWVhYAcFPY80UoFNIMraRToxYR4UVBQQFyc3P5DgMVFRVobkoujUYDAMjMzGzPkBpxd3eHh4cHrzEQokuUiAgvHB0dIZPJ+A6DaxE1xdCwfizP0KFD2zOkRqg1pF+USiVmzpyJCxcuQC6XQ6FQYPTo0QCABw8eYOrUqTh06BCqq6vh5OSEU6dOQSgU4plnnsGqVauwcOFCbN++HQkJCSguLkZ2dja6devGc634pfNRcwqFAj169ICzszPOnj3LlU+ZMgW2trYQi8Xw9vZGQUEBAKB37944efIkAGDXrl24du0aAKB///6Nukhu3LiBZ599VqubLj09HX369IFEIsGoUaO47YH6br0xY8Zg1apVkMvlEAgEXNehUqmEr68vpFIppFIpwsPDdfF2kP8RCoWQSCS8/8hkMgwZMkRrKnoAMDExga+vLwDwHiMlIv1RW1uL0aNHY8iQISgpKUFCQgImTJiAv/76CwCwYcMGFBYWorCwEHfv3sX27dthbGwMoH5QjFKpRHx8PEJDQ7FkyRKYmJjg4sWLfFZJL+g0EZ08eRLV1dVQqVTw8vJCQkICt2zChAm4fPkybty4gaqqKnz33XcAgD59+kCpVOLmzZsIDQ3Frl27UFdXh8rKSkgkEm57tVqNiRMnIioqCoGBgQCAkpISTJo0Cf/+979x8+ZNdO/eHdHR0VoxZWVlIT8/H3l5eXjnnXe4q95PPvkEAwcOxO3bt1FSUoKFCxfq8q0heiQ4OBg+Pj4wNjaGqakpjI2N4ePjQ6PmSCMnTpxAUVER4uLiYGRkhKCgIAwePBjbtm0DAEilUuTl5SEpKQmVlZXo06cPBAIBgPpz1scffwyxWIwhQ4Zg8ODBMDMz04t7pXzTadecm5sbFi9eDKC+RXP48GFu2fjx47nfPT09UVJSAqA+Ef3xxx+wsLDAxIkTcerUKYwaNQru7u5a+46KioK9vT1iYmK4so0bN8Lb2xsvv/wyAOCtt97CtGnTtLZzdnbGqlWrAADff/89Vy6VSpGZmYmDBw9i2LBh6NWrV1u8BV2Kubk57t2716hcLBbr9WRyAoEAoaGheOONN3D37l1YWFhQK4Q0SaVSwdraGqamplyZg4MDVCoVACAkJAR37tyBQqHA7NmzERUVhWXLlnHJqOFi+uGLaqLjFpGZmRn3u4GBAXfzF6hPGl5eXpBKpdi+fTt3w7hv375QKpXIyspCVFQULly4gJycHPTv35/btqSkBJs3b8agQYO0jpefn4/09HSuSyMkJAQPHjzQWkcqlTYZ68qVKxEQEICwsDA4OTlh69atT13/rqapJPSocn0jFAohk8koCZFm2dnZobS0FDU1NVxZUVER7OzsuNezZs1CTk4O0tPTsWbNGqSmpvIRaofCy2CF1NRUREdHIzk5GYMHD9ZqtTR0zVVUVODzzz9Ht27dcOzYMQwcOJBbx8bGBvHx8QgJCUH//v0REBAAAJDL5Rg5ciSSk5NbHZNIJEJCQgIUCgU2btyI8PBwvPbaa7CwsHj6CreTe/fu6e1J/+F7dXwRi8UQi8V8h0E6MG9vb9jb20OhUCA2Nhbp6enIzs7G2rVrAdSf29zc3ODq6gorKysYGRlR66cFeElESqUSVlZWGDBgAAoLC3Hu3Dmu683DwwOXL1+Gs7MzBAIBXnrpJWzZsqVRF9v48eOxaNEiTJo0CadPn4aLiwsmT56ML774Aj/99BNef/11AMDp06fh7e392Jh27NiBwMBAWFpawsbGhhvl0pGcPXu2zb+31VYa7gHyyd/fH/7+/nyHQTowIyMjpKSkIDIyEomJiZDL5UhKSoKrqysAIDc3F7Nnz0ZpaSksLCwQExMDHx8fnqPWf7wkorfffht79uyBra0tnnvuOXz00UeIjo5GbGwsPv30U9jb23MtoEGDBmHt2rWN7hEBwOLFi/H7779j7NixyM7OhouLC5KTk/HRRx9h+vTpMDAwwMCBA7F///7HxrR//35ER0ejsrISDg4O2LVrV6ORVPrOy8uryfepvSxZsqTZZTNmzGjHSJpGrSHSFjw8PJq94IuKikJUVFSTyxpuP0RERCAiIgIA9PbCsb0ZsOa+zUdIKxkYGDS7rKN+zAYMGIAzZ87wHQYhnRo9fZu0meZaHNQSIYQ8Cj1ZgbQZfR6iTQjRX9QiIoQQwitKRIQQQnhFiYgQQgivKBERQgjhFQ3f7gBGjRqFmzdv8h1Gk0pLS2Ftbc13GDrT2esHdP46Pk39rKysWvQ9RPJ0KBGRp9LZv2fT2esHdP46dvb6dQbUNUcIIYRXlIgIIYTwihIReSr68Aw5Xers9QM6fx07e/06A7pHRAghhFfUIiKEEMIrSkSkVW7fvo3hw4ejZ8+eGD58OO7cudNonatXr+KVV15B79690bdvX25qdn22f/9+eHh4wM3NDQqFotFyxhjmzp0LNzc3eHp64tdff+Uhyif3uPpt2bIFnp6e8PT0hI+PDy5cuMBDlE/ucfVrcPr0aQgEAuzatasdoyOPxQhphZiYGPb5558zxhj7/PPP2YIFCxqtc+3aNXb27FnGGGPl5eWsZ8+e7Pfff2/XOFujtraWubi4sL/++otVV1czT0/PRvHu3buXjRo1imk0Gpadnc1eeuklnqJtvZbULysri92+fZsxxti+ffs6Xf0a1nvllVdYUFAQS0pK4iFS0hxqEZFW2b17N8LDwwEA4eHh+PnnnxutY2trixdffBFA/RQQvXv3hkqlas8wW+XUqVNwc3ODi4sLTExMEBISgt27d2uts3v3brz99tswMDCAt7c3ysrKcP36dZ4ibp2W1M/HxwdSqRRA/XTYRUVFfIT6RFpSPwD4+uuvMWHCBNjY2PAQJXkUSkSkVYqLi2FrawugPuGUlJQ8cv0rV67g3LlzGDRoUHuE90RUKhUcHBy41/b29o0SZ0vW0Vetjf2HH35AUFBQe4TWJlr69/vvf/+LmTNntnd4pAVoPiLSSGBgIG7cuNGo/NNPP23VfioqKjBhwgQkJibC3Ny8rcJrc6yJgaN/n222Jevoq9bEfvjwYfzwww84duyYrsNqMy2pX3R0NFasWAGBQNBeYZFWoEREGjl48GCzy2QyGa5fvw5bW1tcv3692W4OtVqNCRMmYMqUKRg/fryuQm0T9vb2uHr1Kve6qKgIcrm81evoq5bGfvHiRUyfPh2//PILLC0t2zPEp9KS+p05cwYhISEAgJs3b2Lfvn0wMjLCuHHj2jNU0hx+b1GRjuaDDz7QGqwQExPTaB2NRsPCwsLYvHnz2jm6J6NWq5mzszPLz8/nbnb/9ttvWuukpKRoDVYYOHAgT9G2XkvqV1BQwFxdXVlWVhZPUT65ltTvYeHh4TRYQc9QIiKtcvPmTRYQEMDc3NxYQEAAu3XrFmOMMZVKxYKCghhjjGVmZjIA7LnnnmP9+/dn/fv3Z3v37uUz7Mfau3cv69mzJ3NxcWHLly9njDH27bffsm+//ZYxVp9c3333Xebi4sL69evHTp8+zWe4rfa4+k2bNo1JJBLu7+Xl5cVnuK32uPo9jBKR/qEnKxBCCOEVjZojhBDCK0pEhBBCeEWJiBBCCK8oERFCCOEVJSJCCCG8okRECCGEV5SICCGE8Ioe8UMa0Wg0KCoqwv379/kOhRCOmZkZ7O3tYWhI18+dDX2hlTRSUlKC6upq2NnZ0X96ohc0Gg1UKhVMTU1pGodOiM4ypJGysjLIZDJKQkRvGBoaQiaT4e7du3yHQnSAzjSkkbq6OhgbG/MdBiFajI2NUVtby3cYRAcoEZEmdZS5dkjXQZ/JzosSESGEEF5RIiI606NHDxgYGDT706NHD17iKikpQWhoKORyOSwsLODr64uTJ0/yEktbq6qqQnJyMubPn4/IyEjMnz8fycnJqKqqatc4Tpw4geHDh6N79+6wtrbGpEmTcP369XaNgXQclIiIzhQXFz/Vcl2pqKjAwIEDcfbsWdy+fRvh4eF47bXXUFFRwUs8baWqqgorVqxAWloaV5eKigqkpaVhxYoV7ZqM7ty5gxkzZuDKlSsoKCiAWCzG1KlT2+34pGOhREQ6lXXr1mHMmDHcazc3NwQHB3OvHRwcUF5ejvfffx+2trYQCASYMWMGampqoFQqAQDr16+Hr68voqKiYGFhgV69eiE9Pb3d69JaaWlpKC0thVqt1ipXq9UoLS1FWlpamx/TyckJn3/+Ofr06QOpVIqpU6eiqqoKQUFBmDRpEszNzdGtWzfMmTMHWVlZAIDLly9DIpFAo9EAAKZPn641JPutt95CYmJim8dK9Bd9oZU8UnR0NM6fP6+z/fv7+7d6m+eff77ZE5Wfnx/ee+89aDQaFBcXQ61WcyfA/Px8VFRUwNPTU2ub8+fPo6amBm5ublzZyZMnMXHiRNy8eRM//fQTxo8fj8uXL6N79+6tjrc1duzYgaKioifaNi8vjzu5/51arcb+/fvx559/tnq/9vb2ePPNN5tdvmXLFqSmpsLMzAxjxozB8uXLsXz5cq11jh49ir59+wIAnJ2dYW5ujnPnzsHLywuZmZkQiUS4dOkSevfujaNHj2L+/PmtjpN0XNQiIp2Ki4sLxGIxzp8/jyNHjmDkyJGws7PDH3/8gSNHjmDo0KFa348qLy9HWFgYFi9eDAsLC67cxsYG0dHRMDY2xptvvgkPDw/s3buXjyq1WHNJqEFdXZ1Ojjtnzhw4ODige/fuiI2NxbZt27SWX7x4EUuXLkVCQgJX5ufnhyNHjuDGjRsAgIkTJ+LIkSO4fPkyysvL0b9/f53ESvQTtYjIIz1NF0lLhttmZGQ88f6b4+fnh4yMDOTl5cHPzw8SiQRHjhxBdnY2/Pz8uPUqKysxZswYeHt7Y+HChVr7sLOz04rf0dER165da/NY/+5RLY/HmT9//iPvc4lEIp20NBwcHLjf//4+5eXlISgoCKtWrcLQoUO5cj8/PyQnJ8Pe3h4vv/wy/P39sWnTJgiFwkYXC6Tzo7826XQaElFmZib8/Py4q+8jR45wiai6uhrjxo2DnZ0d1qxZ02gfKpUKDz/9qrCwEHK5vN3q8CT8/Pya/SKysbGxVhJuS1evXuV+f/h9KigoQGBgID7++GOEhYU1ijUzMxMZGRnw8/PDkCFDkJWVpfU3Il0HJSLS6fj5+eHw4cOorKyEvb09hg4div379+PWrVt44YUXoFarMXHiRDzzzDPYuHFjk1ffJSUl+Oqrr6BWq5GUlIRLly7h1Vdf5aE2LTdixAhYW1s3SkbGxsawtrbGiBEjdHLcf/3rXygqKsLt27fx2Wef4c0334RKpUJAQABmz56NmTNnNtqmZ8+eeOaZZ7B582a8/PLLMDc3h0wmw48//kiJqAuiRER0RiaTPdXyJ+Xu7g6RSMR1BZmbm8PFxQW+vr4QCAQ4fvw4UlJSkJaWBolEApFIBJFIhMzMTG4fgwYNwp9//gkrKyvExsZi165dsLS01Em8bUUoFOLDDz/EiBEjIBKJYGBgAJFIhBEjRuDDDz+EUCjUyXEnT56MESNGwMXFBS4uLoiLi8PatWuRn5+PJUuWcO+vSCTS2s7Pzw+WlpZ49tlnudeMMbzwwgs6iZPoL3r6NmmkYfRSV7V+/XqsXbsWx44d4zsUvefk5IS1a9ciMDCwXY7X1T+bnRW1iAghhPCKEhEhhBBeUdccaYS6P4i+os9m50QtIkIIIbyiRESaRA1lom/oM9l5USIijQgEgkYPziSEb2q1GkZG9DCYzogSEWlEIpGguLj4sc8uI6S9NDzE9uHnAZLOgwYrkEY0Gg2Kiopw//59vkMhhGNmZgZ7e3t6Dl0nRImIEEIIr+jSghBCCK8oERFCCOEVJSJCCCG8okRECCGEV5SICCGE8Or/AYrJ12hOWIBLAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add groups\n",
+ "# Add annotation on right\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " rightannote=['source'],\n",
+ " right_annoteheaders=['Data Source'],\n",
+ " return_df=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "1fb52354",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:33.295243Z",
+ "start_time": "2023-03-21T02:22:33.060119Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc4AAAILCAYAAABhK3wqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAC21UlEQVR4nOzdeVxTV/o/8E8SIGHJgmyCRjZHFBdGXAu0omCta6vWCIjC+HOp1VG0dQa0VdAWQVDbjlWLUrBFVMblK3VtizBVVKDO0GqL4AIIcUFAVkUgnN8fjHdMAUlcCOrzfr3yanPPPec+9+Sa555z7w08xhgDIYQQQjTC13UAhBBCyIuEEichhBCiBUqchBBCiBYocRJCCCFaoMRJCCGEaIESJyGEEKIFSpyEEEKIFihxEkJeOZWVlViyZAns7OwgFAphamqKyZMn6zqsZyo0NBQ8Hg88Hg98Ph/dunXDihUr0NTUpFH9goIChIaGIi0t7ZnF9J///Afe3t4wMzODUChEjx498NVXXz2z9juKnq4DIISQjtTQ0AAvLy+cP38e/+///T9MnToVVVVV+O2333Qd2nOxYcMGiMVihIWFYd26dbC3t8fcuXPbrVdQUICwsDAAgKen51PH0dTUhAkTJkAsFmPLli0Qi8W4fPkyTExMnrrtDscIIeQVEhcXxwCwwMDAVstXr17NALAvvviCDRw4kOnr67MRI0YwxhirqKhg77//PrO2tmZmZmbMz8+P3bhxQ61eamoqY4yxgIAABoDl5+dz2/zggw/YwIEDmUQiYe+//z5rbGx8bvv5x3hSU1MZADZ8+HDGGGOff/4569mzJxMKhUwul7NFixaxhoYGtdgffdna2jLGGFMqlezNN99kMpmMGRsbs6FDh7L09PR24ykvL2cAmEKhYE1NTS3Kn7RvGWNsxIgRTCgUsvj4eGZra8t4PB5bvXo1Y4yxhoYG9umnn7LevXszoVDITE1N2cyZMxljjDU1NbH169czW1tbJpFI2LvvvsvKysra3ReaqiWEvFJ++OEHAEBAQMBj1wsJCcHkyZMRFBTELQsMDMTWrVvxwQcfIDIyEgcPHsSkSZOgUqk02vb27duxbNkyjB49Glu2bMHu3bufeD+0NWLECBgbG+Pq1asAgOvXr2PhwoU4cOAA+vTpg82bN+PQoUMAgODgYGzatAlAcz+lpqZiz549AIDy8nJ07doVsbGx2LRpE/7zn/9g/vz57W7f1NQUU6ZMQVJSEgYNGoQjR46olT9t39bX1+Ojjz7Cxx9/jDfffJNb/tFHH2HlypX405/+hH379mHr1q3o378/AOCzzz7D3/72N0yYMAFff/01Tp8+jUWLFrW7LZqqJYS8Uu7cuQMAsLGx4ZZlZ2ejrq4Ow4cP55ZFRkZi4cKFOHXqFKRSKW7fvo3/+7//wxtvvIEPPvgAAPCvf/0L3377Lc6fP6/Rtv/2t7/B398fffr0wf79+3Hs2DH4+/s/w71rG4/Hg6mpKW7fvg0AiI6OBgAwxtDU1ITvv/8eubm5AIDevXvj1q1bAAA7Ozu1qdp+/fph586dAJqnvWNjY/Gf//xHoxj27NmDTZs2Yd26dZgwYQI8PT0RHx8PkUj01H3LGMPx48fRt29fqFQqmJubgzGGzZs3o2vXrti3bx8MDAzU6mzduhWmpqaIjIyEQCDAv/71L2zbtg3ffvstBAJBm9uiESch5JViZmYGACgqKuKWBQUFwcfHR229vn37AgBef/11rFy5EoWFhQCAbt26cet0794dALgyTbdtZGQEoHn01pGqq6thbm4OoHn06+joCD09PUycOBFA86itPTdv3sSkSZNgYmICAwMDZGRkaFQPAPT19fG3v/0N165dw5IlS5CWloYxY8Y8k74F/veZzZs3D1OmTEFpaSlqa2thZ2fXImk+bPvu3bswMTGBoaEh/vGPf6ChoYE7aWgLJU5CyCtl1KhRAKD13Zy2trYAgBs3bnDLlEolV8bnN3+dNjQ0QKVSIS8vr822CgoKAAByuVyrGJ7GxYsXUVlZiWHDhuHatWuYP38+unTpgiNHjuDLL79ssf7D/fnjVGlwcDC+++47hIaG4tSpUxg4cKDWsZiamuKzzz5Dv379kJub+0z79lHm5uYwMTHBb7/9hsrKyhblPXr0gL6+Pv71r3/h7Nmz3OvhyUVbaKqWEPJKCQgIwFdffYV//vOfUCgUmD59Ou7evdtuPSsrK7zzzjtITk7Gpk2bIJVKsW/fPgwdOhSDBg3i7soNDg6GsbExLl682KKNzZs3w8LCAl988QUAwM/P79nuXCuys7NRWFiITz/9FDweD0FBQXjw4AEYYzAwMEBdXR2Sk5MBAL///jvq6+thYGDAjfgOHDiAYcOGobi4GO+99x7q6uoAAIaGhvj555+5a6b/+c9/HptEKysrsXz5cowYMQLm5uY4ffo0fv/9d/Tp0weWlpZP3bet4fF4WLx4McLDwzF69GgsXboUMpkMJSUlCAgIwKJFixAUFITIyEjMmzcPAJCVlQVHR0dYWFi03XC7tw8RQshLprq6mn3wwQdMLpczPT09ZmNjw2bPns0Ya3kH56Me3vnZtWtXZmZmxmbMmMFu3rzJGGOspqaGjRo1ihkaGrJ333231btqJ06cyLp37866du3KoqOjn+s+PtwPAEwkErF+/fqxPXv2qJXLZDJma2vLYmJiWK9evViXLl1YaWkpt05UVBTr2rUrEwqFrF+/fowxxi5dusQGDRrETExMmI+PDwsODmZGRkZs5cqVj42nsrKSubq6MplMxgQCATMzM2NTp05l165dY4w9ed8y1nxXbVvprKGhgW3YsIH16dOHCYVCJhaL2fTp0xljzXfVbtiwgfXs2ZPp6+szc3NzNnLkSLU+aA2PMfpD1oQQ8jzFx8fjL3/5C+Li4hAYGKjrcMhTomuchBBCiBZoxEkIIYRogUachBBCiBYocRJCCCFaoMRJCCGEaIESJyGEEKIFSpyEEEKIFihxEkIIIVqgxEkIIYRogRInIYQQogVKnIQQQogWKHESQgghWqDESQghhGiBEichhBCiBUqchBBCiBYocRJCCCFaoMRJCCGEaEFP1wEQ0hEGDx6Mn3/+mXuvUqmQlJSE9PR08Pl8NDU1wd3dHQqFAgKBQIeREkI6O0qc5JWUlJSEM2fOoKGhgVt25swZAICvr6+uwiKEvAAocZIOU1dXh7q6Op1tv6KiAgDw4MEDnD59Go2NjWrl9fX1SE9Px6hRoyAUCnUQoTqRSASRSKTrMMgr7O7duzh06BAmT54MqVSq63A6DUqcf5CVlYU7d+5g3Lhxug7lpVNYWIi8vDydbf/UqVMAgJqaGjDGWl2nqakJJ0+ehImJSUeG1qpevXrByclJ12GQF1hYWBhiY2NRUVEBFxcXJCUlwdraGkDz5YqgoCAkJCTA2NgY4eHhmDVrFoDm78FVq1bhwoULUCqV8Pb2VkucoaGhiIiI4E7sli5ditWrV3f8DuoIJc7/WrFiBfbt24fbt29j2rRplDifA1tbW1hZWels+6+//jqA/404W8Pn8zvViJOQpzF48GAEBQXByMgIs2fPhkKh4E4gt27dioyMDOTn56OwsBBeXl4YOnQoevfuDTMzM3z55Zfg8/mwt7dvte3g4GCEhoZ24N50HnRX7X+NHz8ev/zyCyZPnqzrUF5aIpEIMplMJy8A3P9bWVnBw8MDBgYGavEZGBjA3d0dVlZWOovz0Rclzudn48aNsLe3h0QigaOjI77//nuurK6uDj4+PpBIJPDw8MD777+PwMBArjwlJQXOzs6QyWR46623cOPGDR3sgWbGjx8PqVQKfX19+Pn5ITs7myuLiYlBSEgIZDIZXFxcoFAosGPHDgCAg4MDHBwcnktMhw4dwsCBA7l/i5GRkVxZW31bUFAAHo+H3bt3w9nZGV26dEFsbCxXLzc3F+7u7jA1NYWpqSkCAgK4Mk9PT3zyySfc+549eyI+Pp57v3btWtjY2EAikcDe3h4ZGRnt7oNGibOtg+xpDrDjx4/D1tYW1tbWWL9+PUxMTFBQUAAASEtLg1gsRmpqKpycnCASibgzm6qqKgQEBMDKygp2dnYIDw/npt1CQ0Ph7e3NbWPOnDlcPGlpabC1tcWuXbvQo0cPyOVyHDhwgFvX3d0dhoaGmnQHeQkoFAq4ublBX18fQqEQ+vr6cHNzg0Kh0HVopAP069cPWVlZqKyshJeXF8LCwriyjRs3Ij8/H0qlEtu3b8fRo0e5spKSEkybNg3btm1DaWkpunTpgqCgIB3sgfYyMjLw2muvAWi+nn/x4kU4Oztz5X369MH58+c1aovP5yMqKgoDBw5EQkKCxjFkZmZCoVDg448/RllZGa5cuYKJEycC0Kxvd+7cibNnz2LNmjVYuXIlt3zVqlUYMmQIysvLUVJSgpCQEI3iycnJQWRkJDIzM1FVVYX09HT07Nmz/f3XpPG2DrInPcBqa2vh5+eHqKgoFBQUoLq6GrW1tWrbrK+vR3R0NFJTU7F9+3bo6TXPKi9evBg3b97E1atXkZKSgi1btuCbb77RqJNKS0uRlZWF3NxcREVFITAwEJWVlRrVJS8XgUAAX19fREdHY+XKlYiOjoavry89ivKKePPNN2Fubg4ej4fhw4ejpKSEK0tISMCCBQsgFovRp08ftZPxb775BsOHD8cbb7wBPT09+Pv7c1OfndnPP/+MuLg4bN68GQBQVlYGxhiMjIy4dYyNjXHnzh2N2lu1ahXKy8sRHh6O999/H0eOHNGoXmxsLCZPnowpU6ZAIBBALBZzyVuTvv3iiy8glUrh4uKi9pmZmpri1KlT+PHHHyEQCNC7d2+N4jExMUF9fT3i4uJw8+ZN2NjYwMzMrN16GiXOtg6yJz3Ajhw5AolEAoVCAaFQiPnz57fYZmNjI3bt2gUbGxvMnDkTH330EVQqFXbv3o2VK1fCxMQEjo6OmDNnDr799luNOsnQ0BCbNm2CoaEhpk+fDsYYMjMzNapLXk4ikQhWVlY0LfqKOXv2LEaPHg1LS0ssWrRI7Wax/Px89OjRo9V6165dQ0pKCjed7uPjg3v37nVU2E8kJycHfn5+SE5ORq9evQCA+z5/dMBSW1sLCwsLjdsVCoUYO3YsAgICkJiYqFGdoqKiNkd0mvTtw0TP4/HUPrPo6GiMGjUKM2fOhJ2dncbxyOVyHDt2DCdPnoStrS2mTZuG0tLSdutplDjbOsie9AB7XL2HeDwed23qodLSUtTX10Mul3PL5HI5lEqlJrsBPT098Hg8rn2xWIzq6mqN6hLNSSQS8Hi8Fi+JRKLr0AhBWVkZRo8ejenTp6OwsBBbtmxRK5dIJGozUY8+QmVjY4MxY8agoqICFRUVqKqq6tSzVqWlpZg4cSK+/vpruLi4cMv19fXRr18/5OTkcMtycnLg6uqq9TYEAgEePHig0bpyubzNO+ufpm9NTEwQFRUFpVKJsLAwBAQEcHUfTbKNjY0tZje9vLyQmpqKq1evori4GOvXr293e+0mzscdZE96gD2u3uOYm5vDwMBALVEWFxejW7duAFqehTyu0+vq6nDnzh3Y2tpqtG2iubZORugkhXQGSqUStbW1GDlyJBoaGvDDDz+gtrYWKpUKADB69GjExcWhoaEBBw8exLFjx7gpfD8/P6SlpeHAgQNQqVRQqVQ4d+6cLnfnsZYsWQIvLy94eHi0KHvvvfewbt06VFRU4JdffkFSUhLmzJmjUbu5ubloaGjA5cuXkZiYiHfeeUejerNnz8bBgweRkJCAhoYG1NfX47fffgPwdH27d+9elJWVQSAQwNLSEiKRiLtnxdLSEhkZGSgvL8fChQvVvoeys7ORmZkJlUoFmUwGIyOjFgO21rT7OMrjDrKHB9iECRNw+PBhHDt2jOtAPz8/rF+/HgcOHMDbb78NoPnZoOHDh8Pb2xt//etfcfbsWTg5OSE4OBgA2r2+9PC6VEREBFxdXVFSUoLY2FisXbuW66BLly7h1q1bOHLkCE6cOIEpU6Zw9cvKyhAfH48ZM2YgMjISTk5OT3SG1VlVV1d3+uSkyzsQH25bLBZDLBbrLA6iWwMGDMDixYsxaNAgdO/eHSEhIcjJycGIESNw+vRpREREwNfXFxYWFhg/fjzGjRvHfZk6ODggOTkZwcHBmDNnDng8HoYMGYLjx4/rdqfakJiYCENDQ+zduxcA0KNHD/z6668AmhPnpUuXYG9vD2NjY2zYsAF9+vQB0PyoSkhICJqamgAAffv2BY/HQ1RUFObOnYuYmBjExsbCxMQEH3zwAfz9/TWKZ9iwYdi/fz/CwsKwaNEiCIVCzJo1C1FRUU/Vt8ePH0dQUBDu378PuVyOffv2cXfNL1++HO+++y569+6N1atXIz09natXUVGBZcuW4dq1axAKhRg3bhyWLl3a7vZ4rK0nwR+xZMkS7Ny5kzvINmzYACMjI+zZswe+vr64cOECxo8fDz6fD0tLS2zYsAFA852swcHByMvLa9EJmzZtwrp162Bqaorly5dj7ty5qKqqglgsRlpaGry9vVv8sgvQfFftokWLcOLECYhEIsybNw8rVqwAj8fD3bt3MXHiRGRnZ2PGjBlgjKG+vh7x8fFIS0uDv78/3nzzTRw8eBCOjo7Ys2cPN99ua2uLyspK3Lt3DzweD4aGhjAzM8PVq1fb7cTOIi0tDWlpaboOQ+0OxT/S1UPShw8fxoQJEwA0357u6empkzhI51deXg6hUAhjY2MUFxfDzc0NMTExeOutt3QdGukkNEqcbXmaA6yoqAhyuRxNTU349NNPceTIkec65ZGWlobAwEDukZeXUWcZcT6cOm+Nptejn7VJkyYhOTkZAI04yePt378fS5cuRU1NDUxNTTFv3jz8/e9/13VYpBN5ql8OSk1NVTvAFi5cqPFZ2cyZM3Hx4kXw+Xz0798fu3bteppQCF6MhGBjY/NKbpu8OKZOnYqpU6fqOgzSiT3ViJOQ1kgkklZHvmKxGFVVVTqIqOWfFSOEkCdFv1VLnjldJUdCCOkI9Fu1hBBCiBYocRJCCCFaoMRJCCGEaIESJyGEEKIFSpyEEEKIFihxEkIIIVqgxEkIIYRogRInIYQQogVKnIQQQogWKHESQgghWqDESQghhGiBEid5IdXV1eH27duoq6vTdSiEkFcM/cg7eaGoVCokJSUhPT0dfD4fTU1NcHd3h0KhgEAg0HV4hJBXACVO8kJJSkrCmTNn0NDQwC07c+YMAMDX11dXYRFCXiGUOIlG6urqdD4t+uDBA5w+fRqNjY1qy+vr65Geno5Ro0ZBKBS2Wb+iouI5R9hMJBJBJBJ1yLYIeZ7u3r2LQ4cOYfLkyZBKpboOp9OgxEk0UlhYiLy8PJ3GUFNTg7b+7npTUxNOnjwJExOTNuufOnXqeYWmplevXnBycuqQbRHyOGFhYYiNjUVFRQVcXFyQlJQEa2trAM2XPYKCgpCQkABjY2OEh4dj1qxZAICsrCysWrUKFy5cgFKphLe3t1riDA0NRUREBHeCuHTpUqxevbrjd1BHKHH+1+MOMALY2trCyspKpzE8HHG2hs/ntzvifP31159XaGpotEk6i8GDByMoKAhGRkaYPXs2FAoFdwK5detWZGRkID8/H4WFhfDy8sLQoUPRu3dvmJmZ4csvvwSfz4e9vX2rbQcHByM0NLQD96bzoLtq/2vw4MG4cOECysrKYGdnB4VCoeuQOhWRSASZTKbTl5WVFTw8PGBgYKAWm4GBAdzd3WFlZdVmXQAdFiclzs5v48aNsLe3h0QigaOjI77//nuurK6uDj4+PpBIJPDw8MD777+PwMBArjwlJQXOzs6QyWR46623cOPGDR3sgWbGjx8PqVQKfX19+Pn5ITs7myuLiYlBSEgIZDIZXFxcoFAosGPHDgCAg4MDHBwcnktMhw4dwsCBA7l/05GRkVxZW31bUFAAHo+H3bt3w9nZGV26dEFsbCxXLzc3F+7u7jA1NYWpqSkCAgK4Mk9PT3zyySfc+549eyI+Pp57v3btWtjY2EAikcDe3h4ZGRnt7oNGibOtg+xpDrDjx4/D1tYW1tbWWL9+PUxMTFBQUAAASEtLg1gsRmpqKpycnCASibgzm6qqKgQEBMDKygp2dnYIDw/npu9CQ0Ph7e3NbWPOnDlcPGlpabC1tcWuXbvQo0cPyOVyHDhwgFv3cQcY6TwUCgXc3Nygr68PoVAIfX19uLm50YkO0Uq/fv2QlZWFyspKeHl5ISwsjCvbuHEj8vPzoVQqsX37dhw9epQrKykpwbRp07Bt2zaUlpaiS5cuCAoK0sEeaC8jIwOvvfYagOb7Ai5evAhnZ2euvE+fPjh//rxGbfH5fERFRWHgwIFISEjQOIbMzEwoFAp8/PHHKCsrw5UrVzBx4kQAmvXtzp07cfbsWaxZswYrV67klq9atQpDhgxBeXk5SkpKEBISolE8OTk5iIyMRGZmJqqqqpCeno6ePXu2v/+aNN7WQfakB1htbS38/PwQFRWFgoICVFdXo7a2Vm2b9fX1iI6ORmpqKrZv3w49veZZ5cWLF+PmzZu4evUqUlJSsGXLFnzzzTcadVJpaSmysrKQm5uLqKgoBAYGorKyssV6jx5gpHMRCATw9fVFdHQ0Vq5ciejoaPj6+tKjKEQrb775JszNzcHj8TB8+HCUlJRwZQkJCViwYAHEYjH69OmjdjL+zTffYPjw4XjjjTegp6cHf3//Drt2/jR+/vlnxMXFYfPmzQCAsrIyMMZgZGTErWNsbIw7d+5o1N6qVatQXl6O8PBwvP/++zhy5IhG9WJjYzF58mRMmTIFAoEAYrGYS96a9O0XX3wBqVQKFxcXtc/M1NQUp06dwo8//giBQIDevXtrFI+JiQnq6+sRFxeHmzdvwsbGBmZmZu3W0yhxtnWQPekBduTIEUgkEigUCgiFQsyfP7/FNhsbG7Fr1y7Y2Nhg5syZ+Oijj6BSqbB7926sXLkSJiYmcHR0xJw5c/Dtt99q1EmGhobYtGkTDA0NMX36dDDGkJmZqbbOHw8w0jmJRCJYWVnRtCh5ImfPnsXo0aNhaWmJRYsWqd10lp+fjx49erRa79q1a0hJSeGm5X18fHDv3r2OCvuJ5OTkwM/PD8nJyejVqxcAcN/njw5YamtrYWFhoXG7QqEQY8eORUBAABITEzWqU1RU1OaITpO+fZjoeTye2mcWHR2NUaNGYebMmbCzs9M4HrlcjmPHjuHkyZOwtbXFtGnTUFpa2m49jRJnWwfZkx5gj6v3EI/H465NPVRaWor6+nrI5XJumVwuh1Kp1GQ3oKenBx6Px7UvFotRXV3Nlbd2gJEXi0QiAY/Ha/Ei5KGysjKMHj0a06dPR2FhIbZs2aJWLpFI1GaiHn0My8bGBmPGjEFFRQUqKipQVVXV6qxVZ1FaWoqJEyfi66+/houLC7dcX18f/fr1Q05ODrcsJycHrq6uWm9DIBDgwYMHGq0rl8vbvDv/afrWxMQEUVFRUCqVCAsLQ0BAAFf30STb2NjYYnbTy8sLqampuHr1KoqLi7F+/fp2t9du4nzcQfakB9jj6j2Oubk5DAwM1BJlcXExunXrBqDlWcjjOr2urg537tyBra0tgLYPMPJiefREiJDWKJVK1NbWYuTIkWhoaMAPP/yA2tpaqFQqAMDo0aMRFxeHhoYGHDx4EMeOHeMuBfj5+SEtLQ0HDhyASqWCSqXCuXPndLk7j7VkyRJ4eXnBw8OjRdl7772HdevWoaKiAr/88guSkpIwZ84cjdrNzc1FQ0MDLl++jMTERLzzzjsa1Zs9ezYOHjyIhIQENDQ0oL6+Hr/99huAp+vbvXv3oqysDAKBAJaWlhCJRDA0NAQAWFpaIiMjA+Xl5Vi4cKHad0R2djYyMzOhUqkgk8lgZGTUYsDWKtaOX375hQFgV65cYZWVlczPz4917dqVNTY2shkzZrCJEyey+vp6duDAAdalSxc2e/ZsxhhjV69eZWKxmO3fv581NjayxsZGdvbsWcYYY3l5eUwgELAzZ86wsrIyNnXqVAaAXb9+nTHGWGpqKhMIBK3GExAQwMaNG8dqamrYtWvXmFwuZ/Hx8YwxxrZs2cJsbGzYzZs32Y4dO5hYLGYBAQFcm3p6eiwuLo7V19ez0NBQ1rdvX9bU1MQYY8zPz4/Nmzevve4graiqqmJKpbJTvAC0+ho0aJDOY3v4qqqq0vVH9spbvHgxk0qlrG/fviwhIYENHDiQubu7M8YYKyoqYh4eHkwqlTI/Pz/m7+/Pli1bxtVNTU1lw4YNY6ampqxLly5szJgxutqNdgFghoaGTCqVMqlUyvr378+VqVQq9te//pXJZDLWrVs37nuUsebvUqlUysRiMQPAJBIJk0qlLCYmhjHG2LJly5hUKmXdunVjERERWsV06NAh5urqyqRSKbO0tGQffvghV9ZW3+bn5zMArKioiDHG2KlTp9ij6SswMJB17dqVSaVS1q9fP3b8+HGuLCsri9na2jILCwu2efNm1rdvXxYXF8dtb+DAgVwsgYGB7N69e+3uA++/nftYS5Yswc6dO9G9e3eEhIRgw4YNMDIywp49e+Dr64sLFy5g/Pjx4PP5sLS0xIYNGwA038kaHByMvLw88Hg8DBkyBMePHwcAbNq0CevWrYOpqSmWL1+OuXPnoqqqCmKxGGlpafD29m7xCzFA8121ixYtwokTJyASiTBv3jysWLECPB4Pd+/excSJE5GdnY0ZM2aAMYb6+nrEx8cjLS0N/v7+ePPNN3Hw4EE4Ojpiz5493Hw7j8eDoaEh96hDjx498Ouvv7Z/5kGQlpaGtLQ0XYcBAGp3Rz5q0KBBmDBhQgdH0zpPT094enrqOgzShvLycgiFQhgbG6O4uBhubm6IiYnBW2+9pevQSCehUeJsy9McYEVFRZDL5WhqasKnn36KI0eOPNcpj7S0NAQGBnKPvJBnp7q6utNMkT6ctv+jQYMGITk5uYOjaZ1YLIZYLNZ1GKQN+/fvx9KlS1FTUwNTU1PMmzcPf//733UdFulEnuqXg1JTU9UOsIULF2p8VjZz5kxcvHgRfD4f/fv3x65du54mFKJDL0oisLGx0XUI5AUwdepUTJ06VddhkE7sqUachHQ2Eomk1dHvoEGD8PPPP+sgIkLIy4Z+co+8VKqqqsAYa/EihJBnhRInIYQQogVKnIQQQogWKHESQgghWqDESQghhGiBEichhBCiBUqchBBCiBYocRJCCCFaoMRJCCGEaIESJyGEEKIFSpyEEEKIFihxEkIIIVqgxEkIIYRogRLnK6aurg63b99GXV2drkMhhJAX0lP9PU7y4lCpVEhKSkJ6ejr4fD6amprg7u4OhUIBgUCg6/AIIeSFQYnzFZGUlIQzZ86goaGBW3bmzBkAgK+vr67CIoSQFw4lzg5SV1ens+nRBw8e4PTp02hsbFRbXl9fj/T0dIwaNQpCoVAnsT0kEokgEol0GgMhRN3du3dx6NAhTJ48GVKpVNfhdBqUODtIYWEh8vLydLLtmpqaNv+Yc1NTE06ePAkTE5MOjkpdr1694OTkpNMYCHnZhIWFITY2FhUVFXBxcUFSUhKsra0BNF++CQoKQkJCAoyNjREeHo5Zs2YBALKysrBq1SpcuHABSqUS3t7eaokzNDQUERER3Mnu0qVLsXr16o7fQR2hxPlfiYmJCA4Oxt27d9G1a1esWbPmmU5h2trawsrK6pm1p42HI87W8Pn8TjPiJIQ8W4MHD0ZQUBCMjIwwe/ZsKBQKnDp1CgCwdetWZGRkID8/H4WFhfDy8sLQoUPRu3dvmJmZ4csvvwSfz4e9vX2rbQcHByM0NLQD96YTYYQxxphSqWT37t1jDQ0NLDIykllYWOg6pGcqMTGRLVq0iM2bN497LVq0iCUmJuo6tA4xaNAgXYdAOpENGzYwOzs7JhaLmYODAztx4gRXdv/+fTZ9+nQmFouZu7s7W7BgAQsICODKf/zxR9anTx8mlUrZmDFjmFKp1MEeaO/o0aPMxMSEe9+/f3924MAB7v2CBQvYBx98oFYnPz+fAWBFRUVqy1evXs1Wr179RHH83//9H/vzn//MpFIps7S0ZBEREVxZW337MI7ExETWp08fZmpqynbs2MHVu3TpEnNzc2MymYzJZDI2a9YsrmzEiBFs7dq13HtHR0cWFxfHvV+zZg2ztrZmYrGY2dnZsXPnzrW7Dxo9jrJx40bY29tDIpHA0dER33//PYDm63Y+Pj6QSCTw8PDA+++/j8DAQK5eSkoKnJ2dIZPJ8NZbb+HGjRtc2fHjx2Frawtra2usX78eJiYmKCgoAACkpaVBLBYjNTUVTk5OEIlE3JlNVVUVAgICYGVlBTs7O4SHh3PTkKGhofD29ua2MWfOHC6etLQ02NraYteuXejRowfkcjkOHDjArWtjYwNDQ0M8ePAAeXl5mDx5spanIJ2bQqGAm5sb9PX1IRQKoa+vDzc3NygUCl2HRkiH69evH7KyslBZWQkvLy+EhYVxZRs3bkR+fj6USiW2b9+Oo0ePcmUlJSWYNm0atm3bhtLSUnTp0gVBQUE62APtZWRk4LXXXgPQfH/DxYsX4ezszJX36dMH58+f16gtPp+PqKgoDBw4EAkJCRrHkJmZCYVCgY8//hhlZWW4cuUKJk6cCECzvt25cyfOnj2LNWvWYOXKldzyVatWYciQISgvL0dJSQlCQkI0iicnJweRkZHIzMxEVVUV0tPT0bNnz/YranKGcOLECXbnzh3W1NTE5s6dy9zc3BhjjH366ads6NChrKqqiv3+++/M1taWOzO7ffs2MzU1Zf/6179YQ0MD8/X1ZdOmTWOMMVZTU8NMTU3Z3r17WV1dHfvoo48YAJafn88YYyw1NZUZGBiwcePGMaVSyb755hvujCEgIICNHj2aVVdXsytXrrBu3bqx+Ph4xljzWZCXlxcX9//7f/+Piyc1NZUZGRmxJUuWsHv37rHdu3czsVjMKioquPWHDh3KALBhw4ax6upqTbrmhXP//n1269Ytdv/+fV2H0qFoxEnaEhsby3r27Mm979Onj9qI5NHvkaioKDZ27Fiu7MiRI6xr164dFeoTy8rKYj169GC5ubmMMcZu3LjBALDr169z68TGxrK+ffuq1WtrxMkYY3V1dezo0aNMLBazw4cPaxTHvHnz2PTp01ste1zfPozjYfw//fQT4/F43Lrz589nrq6u7Pvvv2cqlUqt3ceNOK9fv8709fXZmjVr2I0bNzTaB8Y0HHG++eabMDc3B4/Hw/Dhw1FSUgIASEhIwIIFCyAWi9GnTx+10d4333yD4cOH44033oCenh78/f25ufUjR45AIpFAoVBAKBRi/vz5LbbZ2NiIXbt2wcbGBjNnzsRHH30ElUqF3bt3Y+XKlTAxMYGjoyPmzJmDb7/9VpPdgKGhITZt2gRDQ0NMnz4djDFkZmZy5RkZGSgqKoKRkRECAgI0avNFIxKJYGVl9cJcU5RIJODxeC1eEolE16GRF9jZs2cxevRoWFpaYtGiRWo3z+Xn56NHjx6t1rt27RpSUlIgk8kgk8ng4+ODe/fudVTYTyQnJwd+fn5ITk5Gr169AID7Pq+treXWq62thYWFhcbtCoVCjB07FgEBAUhMTNSoTlFRUZsjOk361sjICADA4/HUPrPo6GiMGjUKM2fOhJ2dncbxyOVyHDt2DCdPnoStrS2mTZuG0tLSdutplDjbOsie9AB7XL2HeDweZDKZ2rLS0lLU19dDLpdzy+RyOZRKpSa7AT09PfB4PK59sViM6upqtXW6d++OiIgIHDx4EFVVVRq1S56fP34+7S0npD1lZWUYPXo0pk+fjsLCQmzZskWtXCKRoLKyknv/6GNkNjY2GDNmDCoqKlBRUYGqqiq1dTub0tJSTJw4EV9//TVcXFy45fr6+ujXrx9ycnK4ZTk5OXB1ddV6GwKBAA8ePNBoXblc3ubTBU/TtyYmJoiKioJSqURYWBgCAgK4uo8m2cbGRrWTBQDw8vJCamoqrl69iuLiYqxfv77d7bV7V+3Dg+yzzz5DcnIy9u7di08++QRA6weYnp6eWickJye3aPNxB+bjmJubw8DAAEqlEg4ODgCA4uJidOvWDUDLs5DKykoYGxu32lZdXR3u3LkDW1vbFmUikQiMMahUKo3iehlVV1d3+uT06DXz57G+psRiMcRi8XNpmzx7SqUStbW1GDlyJBoaGvDDDz+gtrYWKpUKAoEAo0ePRlxcHCZMmIDDhw/j2LFjeOeddwAAfn5+WL9+PQ4cOIC3334bQPOjG8OHD9fhHrVtyZIl8PLygoeHR4uy9957D+vWrcPIkSNRWFiIpKQkblawPbm5uXBwcEBBQQESExOxceNGjerNnj0bHh4eSEhI4Gb9Ll++jL59+z5V3+7duxfe3t4wMzODpaUlRCIRDA0NAQCWlpbIyMhAeXk5QkJC1L7XsrOzUV9fj0GDBkEmk8HIyKjFgK017SbOxx1kT3qAeXt7469//SvOnj0LJycnBAcHA0C7P/0mEAjg6+uLiIgIuLq6oqSkBLGxsVi7di3XQZcuXcKtW7dw5MgRnDhxAlOmTOHql5WVIT4+HjNmzEBkZCScnJy4M6wLFy6gZ8+e4PP5iIiIwIgRI2BqatpuB76szp8/j7S0NF2H8VgxMTHPdX1NeXp6wtPT87m0TZ69AQMGYPHixRg0aBC6d++OkJAQ5OTkYMSIETh9+jQiIiLg6+sLCwsLjB8/HuPGjeO+TB0cHJCcnIzg4GDMmTMHPB4PQ4YMwfHjx3W7U21ITEyEoaEh9u7dCwDo0aMHfv31VwDNifPSpUuwt7eHsbExNmzYgD59+gBoflQlJCQETU1NAIC+ffuCx+MhKioKc+fORUxMDGJjY2FiYoIPPvgA/v7+GsUzbNgw7N+/H2FhYVi0aBGEQiFmzZqFqKiop+rb48ePIygoCPfv34dcLse+fftgYGAAAFi+fDneffdd9O7dG6tXr0Z6ejpXr6KiAsuWLcO1a9cgFAoxbtw4LF26tN3t8Rhr48n4RyxZsgQ7d+7kDrINGzbAyMgIe/bsga+vLy5cuIDx48eDz+fD0tISGzZsANB8J2twcDDy8vJadMKmTZuwbt06mJqaYvny5Zg7dy6qqqogFouRlpYGb2/vFr90AzTfVbto0SKcOHECIpEI8+bNw4oVK8Dj8XD37l1MnDgR2dnZmDFjBhhjqK+vR3x8PNLS0uDv748333wTBw8ehKOjI/bs2cPNt69Zswaff/45GhsbMWTIEMTGxrY6Gn1VdJYR58PZhNZoOkUPAJMmTWp19uNZoBHny6W8vBxCoRDGxsYoLi6Gm5sbYmJi8NZbb+k6NNJJaJQ42/I0B1hRURHkcjmamprw6aef4siRIzh37tyThtKutLQ0BAYGco+8kBfDw2vSrdHm0B08eDB+/vnnZxESecnt378fS5cuRU1NDUxNTTFv3jz8/e9/13VYpBN5ql8OSk1NVTvAFi5cqPFZ2cyZM3Hx4kXw+Xz0798fu3bteppQyEuqtRu4Hi4n5HmYOnUqpk6dquswSCf2VCNOQl4UNOIkhDwr9IesCSGEEC1Q4iSEEEK0QImTEEII0QIlTkIIIUQLlDgJIYQQLVDiJIQQQrRAiZMQQgjRAiVOQgghRAuUOAkhhBAtUOIkhBBCtECJkxBCCNECJU5CCCFEC5Q4CXkKdXV1uH37Nurq6nQdCiGkgzzVnxUj5FWlUqmQlJSE9PR08Pl8NDU1wd3dHQqFAgKBQNfhEUKeI0qchDyBpKQknDlzBg0NDdyyM2fOAAB8fX11FRYhpANQ4iQvjLq6uqeaEq2oqHgmcTx48ACnT59GY2Oj2vL6+nqkp6dj1KhREAqFz2RbT0okEkEkEuk0BvLiu3v3Lg4dOoTJkydDKpXqOpxOgxIneWEUFhYiLy/vieufOnXqmcRRU1ODtv7+e1NTE06ePAkTE5Nnsq0n1atXLzg5Oek0BqJ7YWFhiI2NRUVFBVxcXJCUlARra2sAzZcbgoKCkJCQAGNjY4SHh2PWrFkAgKysLKxatQoXLlyAUqmEt7e3WuIMDQ1FREQEd3K2dOlSrF69uuN3UEcocf6BUqlE79698Y9//AOBgYG6Doc8wtbWFlZWVk9c//XXX38mcTwccbaGz+d3mhEnIYMHD0ZQUBCMjIwwe/ZsKBQK7gRy69atyMjIQH5+PgoLC+Hl5YWhQ4eid+/eMDMzw5dffgk+nw97e/tW2w4ODkZoaGgH7k3nQXfV/kFQUBDq6+t1HQZphUgkgkwme6IXgCeu+8eXlZUVPDw8YGBgoBafgYEB3N3dYWVl9cy29aQvSpyPt3HjRtjb20MikcDR0RHff/89V1ZXVwcfHx9IJBJ4eHjg/fffVzuJTklJgbOzM2QyGd566y3cuHFDB3ugmfHjx0MqlUJfXx9+fn7Izs7mymJiYhASEgKZTAYXFxcoFArs2LEDAODg4AAHB4fnEtOhQ4cwcOBA7t9SZGQkV9ZW3xYUFIDH42H37t1wdnZGly5dEBsby9XLzc2Fu7s7TE1NYWpqioCAAK7M09MTn3zyCfe+Z8+eiI+P596vXbsWNjY2kEgksLe3R0ZGRrv7oFHibOsge5oD7Pjx47C1tYW1tTXWr18PExMTFBQUAADS0tIgFouRmpoKJycniEQi7symqqoKAQEBsLKygp2dHcLDw7lps9DQUHh7e3PbmDNnDhdPWloabG1tsWvXLvTo0QNyuRwHDhxQ28/jx4+jpKQEr732mibdQl5hCoUCbm5u0NfXh1AohL6+Ptzc3KBQKHQdGtFAv379kJWVhcrKSnh5eSEsLIwr27hxI/Lz86FUKrF9+3YcPXqUKyspKcG0adOwbds2lJaWokuXLggKCtLBHmgvIyOD+26rr6/HxYsX4ezszJX36dMH58+f16gtPp+PqKgoDBw4EAkJCRrHkJmZCYVCgY8//hhlZWW4cuUKJk6cCECzvt25cyfOnj2LNWvWYOXKldzyVatWYciQISgvL0dJSQlCQkI0iicnJweRkZHIzMxEVVUV0tPT0bNnz/b3X5PG2zrInvQAq62thZ+fH6KiolBQUIDq6mrU1taqbbO+vh7R0dFITU3F9u3boafXPKu8ePFi3Lx5E1evXkVKSgq2bNmCb775RqNOKi0tRVZWFnJzcxEVFYXAwEBUVlYCaD4JWLp0KbZs2aJRW+TVJhAI4Ovri+joaKxcuRLR0dHw9fWlR1FeEG+++SbMzc3B4/EwfPhwlJSUcGUJCQlYsGABxGIx+vTpo3Yy/s0332D48OF44403oKenB39//2d27fx5+vnnnxEXF4fNmzcDAMrKysAYg5GREbeOsbEx7ty5o1F7q1atQnl5OcLDw/H+++/jyJEjGtWLjY3F5MmTMWXKFAgEAojFYi55a9K3X3zxBaRSKVxcXNQ+M1NTU5w6dQo//vgjBAIBevfurVE8JiYmqK+vR1xcHG7evAkbGxuYmZm1W0+jxNnWQfakB9iRI0cgkUigUCggFAoxf/78FttsbGzErl27YGNjg5kzZ+Kjjz6CSqXC7t27sXLlSpiYmMDR0RFz5szBt99+q1EnGRoaYtOmTTA0NMT06dPBGENmZiYAYN26dXj77bfRt29fjdoiBGiePraysqKp0RfM2bNnMXr0aFhaWmLRokVqN3vl5+ejR48erda7du0aUlJSuClxHx8f3Lt3r6PCfiI5OTnw8/NDcnIyevXqBQDc9/mjA5ba2lpYWFho3K5QKMTYsWMREBCAxMREjeoUFRW1OaLTpG8fJnoej6f2mUVHR2PUqFGYOXMm7OzsNI5HLpfj2LFjOHnyJGxtbTFt2jSUlpa2W0+jxNnWQfakB9jj6j3E4/G4a1MPlZaWor6+HnK5nFsml8uhVCo12Q3o6emBx+Nx7YvFYlRXV+PKlSvYs2cPVq1apVE7RHckEgl4PF6Ll0Qi0XVo5AVRVlaG0aNHY/r06SgsLGwxyySRSLiZKABqj0DZ2NhgzJgxqKioQEVFBaqqqtTW7WxKS0sxceJEfP3113BxceGW6+vro1+/fsjJyeGW5eTkwNXVVettCAQCPHjwQKN15XJ5m3fGP03fmpiYICoqCkqlEmFhYQgICODqPppkGxsbW8xuenl5ITU1FVevXkVxcTHWr1/f7vbaTZyPO8ie9AB7XL3HMTc3h4GBgVqiLC4uRrdu3QC0PAt5XKfX1dXhzp07sLW1xdmzZ6FUKmFjYwOZTIbTp0/j/fffV7vuQTqH6upqrZYT8kdKpRK1tbUYOXIkGhoa8MMPP6C2thYqlQoAMHr0aMTFxaGhoQEHDx7EsWPHuCl4Pz8/pKWl4cCBA1CpVFCpVDh37pwud+exlixZAi8vL3h4eLQoe++997Bu3TpUVFTgl19+QVJSEubMmaNRu7m5uWhoaMDly5eRmJiId955R6N6s2fPxsGDB5GQkICGhgbU19fjt99+A/B0fbt3716UlZVBIBDA0tISIpEIhoaGAABLS0tkZGSgvLwcCxcuVPuuyM7ORmZmJlQqFWQyGYyMjFoM2FrF2vHLL78wAOzKlSussrKS+fn5sa5du7LGxkY2Y8YMNnHiRFZfX88OHDjAunTpwmbPns0YY+zq1atMLBaz/fv3s8bGRtbY2MjOnj3LGGMsLy+PCQQCdubMGVZWVsamTp3KALDr168zxhhLTU1lAoGg1XgCAgLYuHHjWE1NDbt27RqTy+UsPj6eMcbYli1bmI2NDbt58ybbsWMHE4vFLCAggGtTT0+PxcXFsfr6ehYaGsr69u3LmpqaWmxjxIgRLC4urr2ueWVUVVUxpVLZKV4A2nw9rt6gQYM6LMaqqipdf2SkHYsXL2ZSqZT17duXJSQksIEDBzJ3d3fGGGNFRUXMw8ODSaVS5ufnx/z9/dmyZcu4uqmpqWzYsGHM1NSUdenShY0ZM0ZXu9EuAMzQ0JBJpVImlUpZ//79uTKVSsX++te/MplMxrp168Z9jzLW/F0qlUqZWCxmAJhEImFSqZTFxMQwxhhbtmwZk0qlrFu3biwiIkKrmA4dOsRcXV2ZVCpllpaW7MMPP+TK2urb/Px8BoAVFRUxxhg7deoUezR9BQYGsq5duzKpVMr69evHjh8/zpVlZWUxW1tbZmFhwTZv3sz69u3Lfb+npqaygQMHcrEEBgaye/futbsPvP927mMtWbIEO3fuRPfu3RESEoINGzbAyMgIe/bsga+vLy5cuIDx48eDz+fD0tISGzZsANB8J2twcDDy8vLA4/EwZMgQHD9+HACwadMmrFu3Dqampli+fDnmzp2LqqoqiMVipKWlwdvbu8UvswDNd9UuWrQIJ06cgEgkwrx587BixQrweDzcvXsXEydORHZ2NmbMmAHGGOrr6xEfH4+0tDT4+/vjzTffxMGDB+Ho6Ig9e/a0Ot/u6emJwMBAeo7zv9LS0pCWlqbrMADgsbMAj3sA+/Dhw5gwYcLzCKkFT09PeHp6dsi2yLNXXl4OoVAIY2NjFBcXw83NDTExMXjrrbd0HRrpJDRKnG15mgOsqKgIcrkcTU1N+PTTT3HkyJHnOuWRlpaGwMBA7pEXornq6upOMxX6cFq+NY+71j1p0iQkJyc/j5BaEIvFEIvFHbIt8uzt378fS5cuRU1NDUxNTTFv3jz8/e9/13VYpBN5ql8OSk1NVTvAFi5cqPFZ2cyZM3Hx4kXw+Xz0798fu3bteppQyHP0oiQCGxubpyonBACmTp2KqVOn6joM0ok91YiTkI4mkUhaHf2KxWJUVVW1WW/w4MH4+eefn2dohJBXBP1WLXmhPC45EkJIR6DfqiWEEEK0QImTEEII0QIlTkIIIUQLlDgJIYQQLVDiJIQQQrRAiZMQQgjRAiVOQgghRAuUOAkhhBAtUOIkhBBCtECJkxBCCNECJU5CCCFEC5Q4CSGEEC1Q4iSkA9TV1eH27duoq6vTdSiEkKdEfx2FkOdIpVIhKSkJ6enp4PP5aGpqgru7OxQKBQQCga7DI4Q8AUqchDxHSUlJOHPmDBoaGrhlZ86cAQD4+vrqKixCyFOgxEleOnV1da1OiVZUVHRoHA8ePMDp06fR2Niotry+vh7p6ekYNWoUhEJhh8b0RyKRCCKRSKcxkM7r7t27OHToECZPngypVKrrcDoNSpzkpVNYWIi8vLwWy0+dOtWhcdTU1IAx1mpZU1MTTp48CRMTkw6N6Y969eoFJycnncZAnp+wsDDExsaioqICLi4uSEpKgrW1NYDmywhBQUFISEiAsbExwsPDMWvWLABAVlYWVq1ahQsXLkCpVMLb21stcYaGhiIiIoI76Vq6dClWr17d8TuoI5Q4/ystLQ3e3t7cF9mQIUPwww8/6Dgq8iRsbW1hZWXVYvnrr7/eoXE8HHG2hs/nd5oRJ3l5DR48GEFBQTAyMsLs2bOhUCi4E8itW7ciIyMD+fn5KCwshJeXF4YOHYrevXvDzMwMX375Jfh8Puzt7VttOzg4GKGhoR24N50H3VX7CA8PD1RUVKCiooKS5gtMJBJBJpOpvQC0WPa8X1ZWVvDw8ICBgYFafAYGBnB3d4eVlVWHx/TH16uaODdu3Ah7e3tIJBI4Ojri+++/58rq6urg4+MDiUQCDw8PvP/++wgMDOTKU1JS4OzsDJlMhrfeegs3btzQwR5oZvz48ZBKpdDX14efnx+ys7O5spiYGISEhEAmk8HFxQUKhQI7duwAADg4OMDBweG5xHTo0CEMHDiQ+zcSGRnJlbXVtwUFBeDxeNi9ezecnZ3RpUsXxMbGcvVyc3Ph7u4OU1NTmJqaIiAggCvz9PTEJ598wr3v2bMn4uPjufdr166FjY0NJBIJ7O3tkZGR0e4+aJQ42zrInuYAO378OGxtbWFtbY3169fDxMQEBQUFAJpHf2KxGKmpqXBycoJIJOLObKqqqhAQEAArKyvY2dkhPDycmw4LDQ2Ft7c3t405c+Zw8aSlpcHW1ha7du1Cjx49IJfLceDAAU12n5AnplAo4ObmBn19fQiFQujr68PNzQ0KhULXob3S+vXrh6ysLFRWVsLLywthYWFc2caNG5Gfnw+lUont27fj6NGjXFlJSQmmTZuGbdu2obS0FF26dEFQUJAO9kB7GRkZeO211wA0X2e/ePEinJ2dufI+ffrg/PnzGrXF5/MRFRWFgQMHIiEhQeMYMjMzoVAo8PHHH6OsrAxXrlzBxIkTAWjWtzt37sTZs2exZs0arFy5klu+atUqDBkyBOXl5SgpKUFISIhG8eTk5CAyMhKZmZmoqqpCeno6evbs2f7+a9J4WwfZkx5gtbW18PPzQ1RUFAoKClBdXY3a2lq1bdbX1yM6OhqpqanYvn079PSaZ5UXL16Mmzdv4urVq0hJScGWLVvwzTffaNRJpaWlyMrKQm5uLqKiohAYGIjKykoAAI/Hw5kzZ9CrVy+sXLkSDx480KhNQh5HIBDA19cX0dHRWLlyJaKjo+Hr60uPoujYm2++CXNzc/B4PAwfPhwlJSVcWUJCAhYsWACxWIw+ffqonYx/8803GD58ON544w3o6enB39+/w6+dP4mff/4ZcXFx2Lx5MwCgrKwMjDEYGRlx6xgbG+POnTsatbdq1SqUl5cjPDwc77//Po4cOaJRvdjYWEyePBlTpkyBQCCAWCzmkrcmffvFF19AKpXCxcVF7TMzNTXFqVOn8OOPP0IgEKB3794axWNiYoL6+nrExcXh5s2bsLGxgZmZWbv1NEqcbR1kT3qAHTlyBBKJBAqFAkKhEPPnz2+xzcbGRuzatQs2NjaYOXMmPvroI6hUKuzevRsrV66EiYkJHB0dMWfOHHz77bcadZKhoSE2bdoEQ0NDTJ8+HYwxZGZmAgBGjBiB+/fv45///CcOHz6Mjz76SKM2yatNIpGAx+O1eEkkErX1RCIRrKysXtmp0c7m7NmzGD16NCwtLbFo0SK1m7jy8/PRo0ePVutdu3YNKSkp3FS3j48P7t2711FhP5GcnBz4+fkhOTkZvXr1AgDu+/zRAUttbS0sLCw0blcoFGLs2LEICAhAYmKiRnWKioraHNFp0rcPEz2Px1P7zKKjozFq1CjMnDkTdnZ2Gscjl8tx7NgxnDx5Era2tpg2bRpKS0vbradR4mzrIHvSA+xx9R7i8XiQ/ffa1EOlpaWor6+HXC7nlsnlciiVSk12A3p6euDxeFz7YrEY1dXVXLlAIICLiwtWrVqlcceTV9ujx48my4nulZWVYfTo0Zg+fToKCwuxZcsWtXKJRMLNRAFQe7TJxsYGY8aM4e6FqKqqUlu3syktLcXEiRPx9ddfw8XFhVuur6+Pfv36IScnh1uWk5MDV1dXrbchEAg0nqGTy+Wt3vEOPF3fmpiYICoqCkqlEmFhYQgICFCbTXyYsxobG1vMbnp5eSE1NRVXr15FcXEx1q9f3+722r2r9uFB9tlnnyE5ORl79+7lLrS2doA9nFJ92AnJyckt2nzcgfk45ubmMDAwgFKp5C5cFxcXo1u3bgBanoVUVlbC2Ni41bbq6upw584d2NratijT5kAgHa+6uvqJElNH38TRGW4aEYvFEIvFug6jU1EqlaitrcXIkSPR0NCAH374AbW1tVCpVBAIBBg9ejTi4uIwYcIEHD58GMeOHcM777wDAPDz88P69etx4MABvP322wCaH90YPny4DveobUuWLIGXlxc8PDxalL333ntYt24dRo4cicLCQiQlJWk87ZybmwsHBwcUFBQgMTERGzdu1Kje7Nmz4eHhgYSEBG7W7/Lly+jbt+9T9e3evXvh7e0NMzMzWFpaQiQSwdDQEABgaWmJjIwMlJeXIyQkRO27Izs7G/X19Rg0aBBkMhmMjIxaDNha027ifNxB9qQHmLe3N/7617/i7NmzcHJyQnBwMAC0e93n4fWiiIgIuLq6oqSkBLGxsVi7di3XQZcuXcKtW7dw5MgRnDhxAlOmTOHql5WVIT4+HjNmzEBkZCScnJy4M6yioiLuOaWNGzdy+0E6n/PnzyMtLU3rejExMc8+mE60vdZ4enrC09NT12F0KgMGDMDixYsxaNAgdO/eHSEhIcjJycGIESNw+vRpREREwNfXFxYWFhg/fjzGjRvHfZk6ODggOTkZwcHBmDNnDng8HoYMGYLjx4/rdqfakJiYCENDQ+zduxcA0KNHD/z6668AmhPnpUuXYG9vD2NjY2zYsAF9+vQB0PyoSkhICJqamgAAffv2BY/HQ1RUFObOnYuYmBjExsbCxMQEH3zwAfz9/TWKZ9iwYdi/fz/CwsKwaNEiCIVCzJo1C1FRUU/Vt8ePH0dQUBDu378PuVyOffv2cXezL1++HO+++y569+6N1atXIz09natXUVGBZcuW4dq1axAKhRg3bhyWLl3a7vZ4rK0ntB+xZMkS7Ny5kzvINmzYACMjI+zZswe+vr64cOECxo8fDz6fD0tLS2zYsAFA852swcHByMvLa9EJmzZtwrp162Bqaorly5dj7ty5qKqqglgs5p6p/OMvrgDNd9UuWrQIJ06cgEgkwrx587BixQrweDzcvXsXEydORHZ2NmbMmAHGGOrr6xEfH4+0tDT4+/vjzTffxMGDB+Ho6Ig9e/Zw8+1JSUncNPTEiRPx+eef05l6J/UkI85Jkya1OvvxtB7OdrRG00sIzxONOLVXXl4OoVAIY2NjFBcXw83NDTExMXjrrbd0HRrpJDRKnG15mgOsqKgIcrkcTU1N+PTTT3HkyBGcO3fuSUNpV1paGgIDA7lHXsirZfDgwfj555+febsPr5m35in+aREd2r9/P5YuXYqamhqYmppi3rx5+Pvf/67rsEgn8lS/HJSamqp2gC1cuFDjs7KZM2fi4sWL4PP56N+/P3bt2vU0oRCiE3+8wezR5eTFNHXqVEydOlXXYZBO7KlGnIS8KJ7XiJMQ8uqhn9wjhBBCtECJkxBCCNECJU5CCCFEC5Q4CSGEEC1Q4iSEEEK0QImTEEII0QIlTkIIIUQLlDgJIYQQLVDiJIQQQrRAiZMQQgjRAiVOQgghRAuUOAkhhBAtUOIkpAPU1dXh9u3bqKur03UohJCn9FR/VowQ8ngqlQpJSUlIT08Hn89HU1MT3N3doVAoIBAIdB0eIeQJUOIk5DlKSkrCmTNn0NDQwC07c+YMAMDX11dXYRFCngIlTvLSqaura3VKtKKiokPjePDgAU6fPo3Gxka15fX19UhPT8eoUaMgFAo7NKY/EolEEIlEOo2BdF53797FoUOHMHnyZEilUl2H02k8t8QZHx+P+Ph4pKWltblOQUEB7O3tERcXh8DAwOcVCnnFFBYWIi8vr8XyU6dOdWgcNTU1aOvvxDc1NeHkyZMwMTHp0Jj+qFevXnByctJpDOT5CQsLQ2xsLCoqKuDi4oKkpCRYW1sDaL6MEBQUhISEBBgbGyM8PByzZs0CAGRlZWHVqlW4cOEClEolvL291RJnaGgoIiIiuJOupUuXYvXq1R2/gzqi0xGnvr4+nJyc6EyGPFO2trawsrJqsfz111/v0Dgejjhbw+fzO82Ik7y8Bg8ejKCgIBgZGWH27NlQKBTcCeTWrVuRkZGB/Px8FBYWwsvLC0OHDkXv3r1hZmaGL7/8Enw+H/b29q22HRwcjNDQ0A7cm85Dp3fVduvWDZcuXcLkyZN1GQZ5yYhEIshkMrUXgBbLnvfLysoKHh4eMDAwUIvPwMAA7u7usLKy6vCY/vh6VROnSqVCeHg4/vSnP0EqlcLe3h4//vgjV75p0yZ069YNFhYWWLhwIXeNOj4+Hv3790d0dDSsra1hb2+P8+fPc/WSk5PRq1cvSKVSWFlZYcuWLVwZj8fjTqSKi4vB4/FQUFAAALh37x6mT58OCwsLSCQSDBgw4JncgT1+/HhIpVLo6+vDz88P2dnZXFlMTAxCQkIgk8ng4uIChUKBHTt2AAAcHBzg4ODw1NtvzaFDhzBw4EDu30hkZCRXlpKSAmdnZ8hkMrz11lu4ceMGgObZSR6Ph927d8PZ2RldunRBbGwsVy83Nxfu7u4wNTWFqakpAgICuDJPT0988skn3PuePXsiPj6ee7927VrY2NhAIpHA3t4eGRkZ7e5Du4mTx+Ph4MGDcHFxgbm5OVasWKFxJwBAREQEunbtqnaAnThxgvuH++jB9JCdnR2io6MxYsQISKVSzJs3T628rYO6vU4oKCiAl5cXJBIJXFxckJ6e3m4HEfI0FAoF3NzcoK+vD6FQCH19fbi5uUGhUOg6tFfaxo0bERMTg3379qGyshLp6enclPXRo0exefNmZGRk4NKlS0hJScH27du5upcvX8atW7dQXFyMwYMHIyoqiiubO3cuIiMjUVlZicuXL2PcuHEaxbNz505cv34d169fR2VlJfbs2QN9ff1nus8ZGRl47bXXADRfZ7948SKcnZ258j59+qidBDwOn89HVFQUBg4ciISEBI1jyMzMhEKhwMcff4yysjJcuXIFEydOBACUlJRg2rRp2LZtG0pLS9GlSxcEBQWp1d+5cyfOnj2LNWvWYOXKldzyVatWYciQISgvL0dJSQlCQkI0iicnJweRkZHIzMxEVVUV0tPT0bNnz/YrsnYAYOPGjWM3btxgV65cYcbGxuzkyZOMMcYyMjKYgYEB279/P2tsbGRVVVXst99+Y4wxFhcXx0QiEQsNDWWNjY1s6tSpbPr06a22f+rUKbVltra2zM7OjuXk5LALFy4wACwnJ4cxxtiRI0eYg4MDKyoqYqWlpczJyYl9+eWXjDHGfv/9d2ZsbMyKiooYY4wplUpWWlrKtTt06FAWERHBVCoV27x5M7O2tmaNjY3tdQF5CQwaNEin279//z67desWu3//vk7jIM169erFtm7d2mrZ+PHjWWRkJPd++fLlzMfHhzHW/L3WrVs3plKpGGOMrVmzho0cOZJb18nJifn4+LBff/21RbuPftcVFRUxACw/P58xxtju3buZubk527lzJ6utrX0m+/iorKws1qNHD5abm8sYY+zGjRsMALt+/Tq3TmxsLOvbt69avfz8fAaA+059VF1dHTt69CgTi8Xs8OHDGsUxb968VvMAY4xFRUWxsWPHcu+PHDnCunbtqhbHw/h/+uknxuPxuHXnz5/PXF1d2ffff899Ng+NGDGCrV27lnvv6OjI4uLiGGOMXb9+nenr67M1a9awGzduaLQPjDGm0VRtREQErK2t4ejoCE9PT25KIzY2FpMnT8aUKVMgEAggFovVzmB69uyJ1atXQyAQwMXFBSUlJRqdBQBASEgIevfujX79+oHP53N1t2zZgvnz56N79+4wMzPDpEmTuDl7ExMT1NfXIy4uDjdv3oSNjQ3MzMwAAD///DN+//13fPjhh+Dz+QgMDMTNmzdx5coVjWMi5EmJRCJYWVm9slOjnU1RUVGbI4tr164hLCyMmxXbsmULampquHKRSAQ+v/mrk8fjoampiSs7cuQIeDwehg0bhmHDhmk8gvPx8cGaNWsQEREBKysrrFixAiqV6in28H9ycnLg5+fHTSMDgLm5OXg8Hmpra7n1amtrYWFhoXG7QqEQY8eORUBAABITEzWq016/p6SkcP3u4+ODe/fuqa1jZGQEoLnf2SM33kVHR2PUqFGYOXMm7OzsNI5HLpfj2LFjOHnyJGxtbTFt2jSUlpa2W0+jxPnolIFEIkF1dTWAx3cCABgbG3P//8cDrD0PO+iPdR93UD+uE65du4Z79+7BzMwMMpkM3bp1g1Ao7PBHFEj7JBIJeDxei5dEItF1aOQlIZfLW73zGgBsbGywdu1aVFRUoKKiAjU1Nfjuu+80atfR0RGJiYm4ffs2XF1dsWDBArXyh1/2lZWVLeouWLAAv//+O1JSUvDVV1/hxIkTWu5VS6WlpZg4cSK+/vpruLi4cMv19fXRr18/5OTkcMtycnLg6uqq9TYEAgEePHig0brt9fuYMWO4fq+qqmq1n1pjYmKCqKgoKJVKhIWFISAggKv7aJJtbGxUO1kAAC8vL6SmpuLq1asoLi7G+vXr292e1jcHFRUVwdbWFsDjO+F5ae+gbqsTbGxsYGJiwtWrqKhAXV0dhg0b1qHxk/Y9PDHTdDkh2pozZw7Cw8Nx7tw5MMZQWVmJa9euAQACAwOxefNm/PLLLwCaR2L//ve/222ztLQU3333He7fvw8jIyNIpVLI/ntjGgBYWlri9OnTKCoqwuLFi9XqnjhxAlevXgXQPBrU09NTq/uklixZAi8vL3h4eLQoe++997Bu3TpUVFTgl19+QVJSEubMmaNRu7m5uWhoaMDly5eRmJiId955R6N6s2fPxsGDB5GQkICGhgbU19fjt99+AwD4+fkhLS0NBw4cgEqlgkqlwrlz5zRqd+/evSgrK4NAIIClpSVEIhEMDQ0BNPd7RkYGysvLsXDhQrXvkezsbGRmZkKlUkEmk8HIyEijftfocZTNmzcjMjIS586dQ1ZWFvbs2cN1goeHBxISEjB9+nQwxnD58mX07dtXo519EoGBgVi1ahW8vLzg4uKC2tpa5ObmwtXVFdnZ2aivr8egQYNadMLw4cNhY2ODjz76CCtWrICRkRHy8vJgamqq1fTEy6y6urrTJ6eHd9l1dN0/EovFEIvFz6w90rGWLVsGlUqFWbNm4fbt25DJZIiIiICDgwP8/f1RVVUFHx8f3Lx5E8bGxpg9e3a7ozGVSoVNmzZxd3S6urpi27ZtXHl4eDg+/PBD7Ny5E+Hh4Th58iRXlpeXh4ULF+LOnTuQSqVYvnw53Nzcnno/ExMTYWhoiL179wIAevTogV9//RVAc+K8dOkS7O3tYWxsjA0bNqBPnz4Amh9VCQkJ4Wb6+vbtCx6Ph6ioKMydOxcxMTGIjY2FiYkJPvjgA/j7+2sUz7Bhw7B//36EhYVh0aJFEAqFmDVrFqKiouDg4IDk5GQEBwdjzpw54PF4GDJkCI4fP95uu8ePH0dQUBDu378PuVyOffv2cXezL1++HO+++y569+6N1atXq90UWlFRgWXLluHatWsQCoUYN24cli5d2u72eIy18YT2wxV4PHzwwQdITEyEQCDAtm3bMH78eK48OTkZYWFhuHr1qlonxMfHY9u2bdwZwyeffIIff/yxxQ8i8Hg8nDp1Su2MyM7ODp988gn3Yejp6eHHH3+Ep6cngObrnP/4xz/UDuq1a9ciLS2tRSds2bKFO/MoKCjAkiVLcO7cOTx48AC9evVCQkICN+//qktLS3vsD1Z0lLCwsDbLnvQh68OHD2PChAlPGlILnp6e3PFICHm1aJQ48/PzYWdn10EhEV3pLCPObt26tVmmVCqfqM1JkyYhOTn5SUNqgUachLy66LdqCedFSAY2NjY6qUsIIQ+1mzjbGZAS8syJxeJWR76dPakTQl4NNOIknU5VVZWuQyCEkDbp9LdqCSGEkBcNJU5CCCFEC5Q4CSGEEC1Q4iSEEEK0QImTEEII0QIlTkIIIUQLlDgJIYQQLVDiJIQQQrRAiZMQQgjRAiVOQgghRAuUOAkhhBAtUOIkhBBCtECJkzw3dXV1uH37Nurq6nQdCiGEPDP011HIM6dSqZCUlIT09HTw+Xw0NTXB3d0dCoUCAoFA1+ERQshTocRJnrmkpCScOXMGDQ0N3LIzZ84AAHx9fXUVFiGEPBOUOF8ydXV1Op0affDgAU6fPo3Gxka15fX19UhPT8eoUaMgFAp1EltFRQX3/yKRCCKRSCdxEPKiuHv3Lg4dOoTJkydDKpXqOpxO44VLnIGBgbCzs0NoaGib68THx+Mvf/kL8vPzYWdn12GxdQaFhYXIy8vT2fZramrAGGu1rKmpCSdPnoSJiUkHR9Xs1KlT3P/36tULTk5OOomDkI4SFhaG2NhYVFRUwMXFBUlJSbC2tgbQfEklKCgICQkJMDY2Rnh4OGbNmgUAyMrKwqpVq3DhwgUolUp4e3urJc7Q0FBERERwJ59Lly7F6tWrO34HdUSnifOzzz7DqFGjMGDAgGfarlQqhZOTE/T19Z9puy8CW1tbWFlZ6Wz7D0ecreHz+Todcb7++uvc/9Nok7wKBg8ejKCgIBgZGWH27NlQKBTcCeTWrVuRkZGB/Px8FBYWwsvLC0OHDkXv3r1hZmaGL7/8Enw+H/b29q22HRwc/NgBzMtMp3fVfvbZZ/j111+febuTJ0/GpUuX0K1bt2fedmcnEokgk8l09rKysoKHhwcMDAzU4jIwMIC7uzusrKx0EhcAtfeUOF9tKpUK4eHh+NOf/gSpVAp7e3v8+OOPXPmmTZvQrVs3WFhYYOHChdz1+vj4ePTv3x/R0dGwtraGvb09zp8/z9VLTk5Gr169IJVKYWVlhS1btnBlPB6PO6ksLi4Gj8dDQUEBAODevXuYPn06LCwsIJFIMGDAgGdyyWX8+PGQSqXQ19eHn58fsrOzubKYmBiEhIRAJpPBxcUFCoUCO3bsAAA4ODjAwcHhqbffmkOHDmHgwIHc90VkZCRXlpKSAmdnZ8hkMrz11lu4ceMGAKCgoAA8Hg+7d++Gs7MzunTpgtjYWK5ebm4u3N3dYWpqClNTUwQEBHBlnp6e+OSTT7j3PXv2RHx8PPd+7dq1sLGxgUQigb29PTIyMtrdh3YTJ4/Hw8GDB+Hi4gJzc3OsWLGCKwsMDMTcuXMRGBgImUyG119/HXfv3gUAMMYQHh4OOzs7WFlZISAgAFVVVQCaE6ZMJsP169cxf/587svs+vXrANo/qO/du4eZM2e22ObHH38MmUwGExMT6OmpD6bb6/i6ujrMmTMHXbp0gVwux1dffaW2vccd1G192K8qhUIBNzc36OvrQygUQl9fH25ublAoFLoOjRAAwMaNGxETE4N9+/ahsrIS6enp3NT90aNHsXnzZmRkZODSpUtISUnB9u3bubqXL1/GrVu3UFxcjMGDByMqKoormzt3LiIjI1FZWYnLly9j3LhxGsWzc+dOXL9+HdevX0dlZSX27NnzzGfMMjIy8NprrwFovufg4sWLcHZ25sr79OmjdhLwOHw+H1FRURg4cCASEhI0jiEzMxMKhQIff/wxysrKcOXKFUycOBEAUFJSgmnTpmHbtm0oLS1Fly5dEBQUpFZ/586dOHv2LNasWYOVK1dyy1etWoUhQ4agvLwcJSUlCAkJ0SienJwcREZGIjMzE1VVVUhPT0fPnj3br8jaAYCNGzeO3bhxg125coUZGxuzkydPMsYYCwgIYEZGRmz//v2spqaG9ejRg23dupUxxlhcXBzr1q0bu3LlCquurmajR49mgYGBam3b2tqyb7/9tsU2169fz2xtbVl2djZjjDGlUsmuX7/ObVMmk7GjR4+y6upqtW0+lJqaygQCgdqy/Px8BoCNGTOGVVRUsH/84x/MysqKK1++fDl7++232f3799n58+eZUChkFy9eZIwxtmXLFjZ8+HB279491tTUxH777TfW2NjIGGPs9u3bzNTUlP3rX/9iDQ0NzNfXl02bNq29bn0l3L9/n926dYvdv39f16GwQYMG6ToE0on06tWrxffGQ+PHj2eRkZHc++XLlzMfHx/G2P++11QqFWOMsTVr1rCRI0dy6zo5OTEfHx/266+/tmgXADt16hRjjLGioiIGgOXn5zPGGNu9ezczNzdnO3fuZLW1tc9kHx+VlZXFevTowXJzcxljjN24cYMB4L5XGWMsNjaW9e3bV63ew+/NoqKiFm3W1dWxo0ePMrFYzA4fPqxRHPPmzWPTp09vtSwqKoqNHTuWe3/kyBHWtWtXtTgexv/TTz8xHo/HrTt//nzm6urKvv/+e+6zeWjEiBFs7dq13HtHR0cWFxfHGGPs+vXrTF9fn61Zs4bduHFDo31gjDGNpmojIiJgbW0NR0dHeHp6qo3+3n77bUyZMgXGxsbo2bMnSkpKAAAJCQmYO3cuHB0dYWJighUrViAxMRFNTU3tbm/Hjh0IDg6Gi4sLAMDGxgZyuZwr9/f3x9ixY2FiYqK2TU188cUXkEqlcHFx4eoxxrB161asWLECIpEIrq6uGDBgADetYmpqiitXruCf//wn7t+/D2dnZ+55xG+++QbDhw/HG2+8AT09Pfj7+6vdhPIqE4lEsLKyeuGnRSUSCXg8XouXRCLRdWjkCRUVFbU5srh27RrCwsK4mbAtW7agpqaGKxeJRODzm786eTye2nfakSNHwOPxMGzYMAwbNkzjEZyPjw/WrFmDiIgIWFlZYcWKFVCpVE+xh/+Tk5MDPz8/bhoZAMzNzcHj8VBbW8utV1tbCwsLC43bFQqFGDt2LAICApCYmKhRnfb6PSUlhet3Hx8f3Lt3T20dIyMjAM39zh65CTE6OhqjRo3CzJkzYWdnp3E8crkcx44dw8mTJ2Fra4tp06ahtLS03XoaJc5HpwwkEgmqq6tb7MjDnXl4ECmVSrVkJ5fLUV9fjzt37rS7vcd1LgAYGxu3uk1NtNbxd+7cQU1NDUaPHs19aBcvXuSmlh93UGvyYZMX26PHuybLSecnl8vbvPvcxsYGa9euRUVFBSoqKlBTU4PvvvtOo3YdHR2RmJiI27dvw9XVFQsWLFArf/idU1lZ2aLuggUL8PvvvyMlJQVfffUVTpw4oeVetVRaWoqJEyfi66+/5gYiQPN3er9+/ZCTk8Mty8nJgaurq9bbEAgEePDggUbrttfvY8aM4fq9qqqq1X5qjYmJCaKioqBUKhEWFoaAgACu7qPf9Y2NjWonCwDg5eWF1NRUXL16FcXFxVi/fn2729P6rtqioiIMGjSo3fW6desGpVLJvS8uLoaBgYHaGU1bc/gPO9fb21vb8J6ImZkZDAwMkJqa2uaBs2DBAixYsACZmZkYO3YsPDw8MG7cOO7DTk5O7pBYXxXV1dXPPDE9j2vPneF6tlgshlgs1nUYL5Q5c+YgPDwcrq6uGDZsGKqqqlBWVgYHBwcEBgZi1apV8PLygouLC2pra5Gbm9tuUiktLcXZs2fh7e0NIyMjSKVS7sY0ALC0tMTp06dhZ2eHxYsXq9U9ceIEevbsCUdHR5ibm0NPT0+t7pNasmQJvLy84OHh0aLsvffew7p16zBy5EgUFhYiKSlJ49my3NxcODg4oKCgAImJidi4caNG9WbPng0PDw8kJCRg+vTpYIzh8uXL6Nu3L/z8/LB+/XocOHAAb7/9NoDmx2KGDx/ebrt79+6Ft7c3zMzMYGlpCZFIBENDQwDN/Z6RkYHy8nKEhISofa9kZ2ejvr4egwYNgkwmg5GRkUb9rlHi3Lx5MyIjI3Hu3DlkZWVhz5497dbx9/dHaGgoZs6cCQsLC6xbtw5+fn7cFAfQfIaRmZkJPz8/NDQ0gMfjwcDA4LEH9fMgEAgwc+ZMfPzxx9ixYwesra1RUlKCiooK9OrV67EH9dN82KRt58+fR1pa2jNtMyYm5pm297za1Janpyc8PT11HcYLZdmyZVCpVJg1axZu374NmUyGiIgIODg4wN/fH1VVVfDx8cHNmzdhbGyM2bNnt5s4VSoVNm3axN3R6erqim3btnHl4eHh+PDDD7Fz506Eh4fj5MmTXFleXh4WLlyIO3fuQCqVYvny5XBzc3vq/UxMTIShoSH27t0LAOjRowf3JMN7772HS5cuwd7eHsbGxtiwYQP69OkDoPlRlZCQEG42r2/fvuDxeIiKisLcuXMRExOD2NhYmJiY4IMPPoC/v79G8QwbNgz79+9HWFgYFi1aBKFQiFmzZiEqKgoODg5ITk5GcHAw5syZAx6PhyFDhuD48ePttnv8+HEEBQXh/v37kMvl2LdvH3dn//Lly/Huu++id+/eWL16NdLT07l6FRUVWLZsGa5duwahUIhx48Zh6dKl7W6Px1gbT6s/XIHHwwcffIDExEQIBAJs27YN48ePB9B8V62enh53C7O3tzc8PDwQGhrK3VUbExODuro6jBkzBps3b1a7LvTTTz9h/vz5UCqVMDExwaFDhzBkyBCoVCpERUXh66+/VjuofX19ERgYiK5duyIiIqLFNh9KS0uDt7e32q/XFBQUwN7eHkVFRejevTtOnz6N119/nRvC19bWIiQkBMnJybh79y66du2K8PBwTJ06Ff/4xz/w+eefcwf14sWL8eGHH6ptLzg4GHl5eVp92KRtz3rEOWnSpCeeFXjcY02PzqroCo04CelYGiXOV/EXeMjLZfDgwfj555+fqC6Px2uzrJ1/PoSQlxD9WTFC2tHWaI5GeYS8mtq9xkln1ORV9/DuakIIAWjESQghhGiFEichhBCiBUqchBBCiBYocRJCCCFaoMRJCCGEaIESJyGEEKIFSpyEEEKIFihxEkIIIVqgxEkIIYRogRInIYQQogVKnIQQQogWKHESQgghWqDEScgroK6uDrdv30ZdXZ2uQyHkhdfuX0chhLy4VCoVkpKSkJ6eDj6fj6amJri7u0OhUEAgEOg6PEJeSJQ4CXmJJSUl4cyZM2hoaOCWnTlzBgDg6+urq7AIeaFR4iTkOamrq9Pp1OiDBw9w+vRpNDY2qi2vr69Heno6Ro0aBaFQqJPYRCIRRCKRTrZNNHf37l0cOnQIkydPhlQq1XU4ncYzSZzffPMN1qxZgzt37sDExAR79uzB66+//iyabsHHxwfHjx9HY2Mj6urqWnwpENJZFBYWIi8vT2fbr6mpafMP0Tc1NeHkyZMwMTHp4Kia9erVC05OTjrZ9qskLCwMsbGxqKiogIuLC5KSkmBtbQ2geRo/KCgICQkJMDY2Rnh4OGbNmgUAyMrKwqpVq3DhwgUolUp4e3urJc7Q0FBERERwJz9Lly7F6tWrO34HdeSpE2dtbS3mzp2L2NhY+Pv7o66uTm1a6Fnbs2cPACAtLQ3e3t7PbTuEPC1bW1tYWVnpbPsPR5yt4fP5Oh9xkudv8ODBCAoKgpGREWbPng2FQoFTp04BALZu3YqMjAzk5+ejsLAQXl5eGDp0KHr37g0zMzN8+eWX4PP5sLe3b7Xt4OBghIaGduDedB5PfVdtaWkp6uvr4enpCaD5H4RYLH7aZgl54YlEIshkMp29rKys4OHhAQMDA7W4DAwM4O7uDisrK53FpuvEqVKpEB4ejj/96U+QSqWwt7fHjz/+yJVv2rQJ3bp1g4WFBRYuXMgNBuLj49G/f39ER0fD2toa9vb2OH/+PFcvOTkZvXr1glQqhZWVFbZs2cKV8Xg87kSmuLgYPB4PBQUFAIB79+5h+vTpsLCwgEQiwYABA57JNP/48eMhlUqhr68PPz8/ZGdnc2UxMTEICQmBTCaDi4sLFAoFduzYAQBwcHCAg4PDU2+/NYcOHcLAgQO5YzQyMpIrS0lJgbOzM2QyGd566y3cuHEDAFBQUAAej4fdu3fD2dkZXbp0QWxsLFcvNzcX7u7uMDU1hampKQICArgyT09PfPLJJ9z7nj17Ij4+nnu/du1a2NjYQCKRwN7eHhkZGe3uQ7uJk8fj4eDBg3BxcYG5uTlWrFjBlbm6uqJ///4AgL59+3L/KMrLyx/bCZ6enti8eTNsbGywbt06fPTRR7C2tsavv/4KANi4cSPs7e0hkUjg6OiI77//vt0deaitbRLyKlIoFHBzc4O+vj6EQiH09fXh5uYGhUKh69B0auPGjYiJicG+fftQWVmJ9PR0bur46NGj2Lx5MzIyMnDp0iWkpKRg+/btXN3Lly/j1q1bKC4uxuDBgxEVFcWVzZ07F5GRkaisrMTly5cxbtw4jeLZuXMnrl+/juvXr6OyshJ79uyBvr7+M93njIwMvPbaawCar3NfvHgRzs7OXHmfPn3UTgIeh8/nIyoqCgMHDkRCQoLGMWRmZkKhUODjjz9GWVkZrly5gokTJwIASkpKMG3aNGzbtg2lpaXo0qULgoKC1Orv3LkTZ8+exZo1a7By5Upu+apVqzBkyBCUl5ejpKQEISEhGsWTk5ODyMhIZGZmoqqqCunp6ejZs2f7FVk7ALBx48axGzdusCtXrjBjY2N28uRJrjw/P58BYEVFRWr1bt++zUxNTdm//vUv1tDQwHx9fdm0adMYY4yNGDGCeXp6sszMTCaVSllkZCT78MMP2bp16xhjjJ04cYLduXOHNTU1sblz5zI3N7cWcaWmpjKBQKDxNsmrbdCgQboOQafu37/Pbt26xe7fv6/rUDqFXr16sa1bt7ZaNn78eBYZGcm9X758OfPx8WGMMRYXF8e6devGVCoVY4yxNWvWsJEjR3LrOjk5MR8fH/brr7+2aBcAO3XqFGOMsaKiIgaA5efnM8YY2717NzM3N2c7d+5ktbW1z2QfH5WVlcV69OjBcnNzGWOM3bhxgwFg169f59aJjY1lffv2VavX1vc7Y4zV1dWxo0ePMrFYzA4fPqxRHPPmzWPTp09vtSwqKoqNHTuWe3/kyBHWtWtXtTgexv/TTz8xHo/HrTt//nzm6urKvv/+e+6zeWjEiBFs7dq13HtHR0cWFxfHGGPs+vXrTF9fn61Zs4bduHFDo31gjDGNpmojIiJgbW0NR0dHeHp6qk1ptOWbb77B8OHD8cYbb0BPTw/+/v7c3DoALFmyBBYWFtDT08PSpUthbGzMTU28+eabMDc3B4/Hw/Dhw1FSUqJJmO1uk5BXlUgkgpWVlc6nSDuLoqKiNkcW165dQ1hYGDeDtmXLFtTU1HDlIpEIfH7zVyePx0NTUxNXduTIEfB4PAwbNgzDhg3TeATn4+ODNWvWICIiAlZWVlixYgVUKtVT7OH/5OTkwM/Pj5tGBsB9v9bW1nLr1dbWwsLCQuN2hUIhxo4di4CAACQmJmpUp71+T0lJ4frdx8cH9+7dU1vHyMgIQHO/s0dufIuOjsaoUaMwc+ZM2NnZaRyPXC7HsWPHcPLkSdja2mLatGkoLS1tt55GifPRKQOJRILq6up267TXCTKZDABgYmLSYkri7NmzGD16NCwtLbFo0aI27wzUdpukc5JIJODxeC1eEolE16GRl5RcLm/zjmcbGxusXbsWFRUVqKioQE1NDb777juN2nV0dERiYiJu374NV1dXLFiwQK384XdZZWVli7oLFizA77//jpSUFHz11Vc4ceKElnvVUmlpKSZOnIivv/4aLi4u3HJ9fX3069cPOTk53LKcnBy4urpqvQ2BQIAHDx5otG57/T5mzBiu36uqqlrtp9aYmJggKioKSqUSYWFhCAgI4Oo+mmQbGxvVThYAwMvLC6mpqbh69SqKi4uxfv36dren9c1BRUVFsLW1bXe9J+2EsrIyjB49GtOnT0dhYaHaxfXntU2iW22diGlygkbIk5gzZw7Cw8Nx7tw5MMZQWVmJa9euAQACAwOxefNm/PLLLwCaR2L//ve/222ztLQU3333He7fvw8jIyNIpVJugAAAlpaWOH36NIqKirB48WK1uidOnMDVq1cBNI8G9fT01Oo+qSVLlsDLywseHh4tyt577z2sW7cOFRUV+OWXX5CUlIQ5c+Zo1G5ubi4aGhpw+fJlJCYm4p133tGo3uzZs3Hw4EEkJCSgoaEB9fX1+O233wAAfn5+SEtLw4EDB6BSqaBSqXDu3DmN2t27dy/KysogEAhgaWkJkUgEQ0NDAM39npGRgfLycixcuFDteyU7OxuZmZlQqVSQyWQwMjLSqN81ehxl8+bNiIyMxLlz55CVlcU9EvI4fn5+WL9+PQ4cOIC3334bQPOzQcOHD39sPaVSidraWowcORINDQ344YcfUFtbC5VK1e5PhD3pNl9V1dXVnT45Pcubu56mLbFYTHeLv0SWLVsGlUqFWbNm4fbt25DJZIiIiICDgwP8/f1RVVUFHx8f3Lx5E8bGxpg9e3a7ozGVSoVNmzZxd3S6urpi27ZtXHl4eDg+/PBD7Ny5E+Hh4Th58iRXlpeXh4ULF+LOnTuQSqVYvnw53Nzcnno/ExMTYWhoiL179wIAevTowd2E+d577+HSpUuwt7eHsbExNmzYgD59+gBoflQlJCSEm4bu27cveDweoqKiMHfuXMTExCA2NhYmJib44IMP4O/vr1E8w4YNw/79+xEWFoZFixZBKBRi1qxZiIqKgoODA5KTkxEcHIw5c+aAx+NhyJAhOH78eLvtHj9+HEFBQbh//z7kcjn27dvH3U2+fPlyvPvuu+jduzdWr16N9PR0rl5FRQWWLVuGa9euQSgUYty4cVi6dGm72+OxduZBeTwePvjgAyQmJkIgEGDbtm0YP348V15QUAB7e3sUFRWhe/fuanXT0tIQHByMvLw8tU7w9PREaGgo7Ozs4OnpiYKCAu55oNDQUCxZsgQ7d+5E9+7dERISgg0bNsDIyEjtmbSHz3H+8QcQ2tomaSktLQ1paWm6DgNhYWFtlj2rh6oPHz6MCRMmPHF9T09P7pErQsirTaPEmZ+fDzs7uw4KiXSUzjLi7NatW5tlSqXymWxj0qRJSE5OfuL6NOIkhDxEv1X7CnsRkoGNjU2nbIsQ8upqN3FqekcrIU9KLBa3OvLt7EmdEPJqohEn0bmqqipdh0AIIRp76t+qJYQQQl4llDgJIYQQLVDiJIQQQrRAiZMQQgjRAiVOQgghRAuUOAkhhBAtUOIkhBBCtECJkxBCCNECJU5CCCFEC5Q4CSGEEC1Q4iSEEEK0QImTEEII0QIlTkLIc1VXV4fbt2+jrq5O16EQ8kzQX0chhDwXKpUKSUlJSE9PB5/PR1NTE9zd3aFQKCAQCHQdHiFPjBInIeS5SEpKwpkzZ9DQ0MAtO3PmDADA19dXV2ER8tQocRLykqqrq9PZ9OiDBw9w+vRpNDY2qi2vr69Heno6Ro0aBaFQ2GHxyGSyDtvWiyYwMBBpaWkoKCjQdSgvDEqchLykCgsLkZeXp5Nt19TUgDHWallTUxNOnjwJExOTDotn4sSJHbatziI0NBTR0dEoLS2FSCRCZWUlLC0t4evri/j4eG49a2trODo6dlhc2dnZ+Omnn7B48eIO2+azRomTkJeUra0trKysdLLthyPO1vD5/A4fcb6qjI2NceLECbz99ts4cuQIevTo0WKddevWdWhM2dnZ+OKLL17oxEl31RLykhKJRJDJZDp5WVlZwcPDAwYGBmoxGRgYwN3dHVZWVh0azx+pVCqEh4fjT3/6E6RSKezt7fHjjz9y5Zs2bUK3bt1gYWGBhQsXctdp4+Pj0b9/f0RHR8Pa2hr29vY4f/48Vy85ORm9evWCVCqFlZUVtmzZwpXxeDzuZKK4uBg8Ho+bHr137x6mT58OCwsLSCQSDBgw4JlMs7/99tvYv38/AODAgQOYNGkSVzZy5EjIZDKIRCJ4e3u3qPvbb79h9OjRMDMzQ5cuXTBlyhSuLDQ0FBMnTsTnn38OGxsbCAQCpKWlAQByc3MxcuRIdOnSBf369cPhw4e5el27dsX777+P/Px87rN5//33uXJPT0+sW7cOf/nLX2Bqagoej8eVzZgxA9bW1hCLxRg+fDgKCwu5Mjs7O0RHR2PEiBGQSqWYN2/eU/fd4zw2cfbp0wcZGRkAgH379uHGjRsAABcXF/z5z3/Ghg0bMH78eJiammLy5Mmorq7m6q5duxY2NjaQSCSwt7fn2vH09MTmzZthY2ODdevW4aOPPoK1tTV+/fXX57WPhBAdUCgUcHNzg76+PoRCIfT19eHm5gaFQqHr0LBx40bExMRg3759qKysRHp6OpycnAAAR48exebNm5GRkYFLly4hJSUF27dv5+pevnwZt27dQnFxMQYPHoyoqCiubO7cuYiMjERlZSUuX76McePGaRTPzp07cf36dVy/fh2VlZXYs2cP9PX1n3o/x48fjxMnTqCqqgp5eXno378/V5aamoqKigoEBwe3qFddXQ1vb28MGjQISqUSt2/fxsqVK9XWSU9Px7Vr13DlyhXMnj0bfD4fjY2NmDBhAjw8PFBSUoKoqChMnToVV69eBQDcunULW7Zsgb29PSoqKlBRUaF2cgEAn3/+OTw9PVFeXo5evXpxy6dOnYr8/HzcunULdXV1iImJUav35Zdf4quvvkJ6ejq2b9+OS5cuPXX/teWxidPZ2Rm5ubkoLS2Fr68v9u3bB5VKhfv370Mmk2H79u1YvXo1iouLUVRUhOjoaABATk4OIiMjkZmZiaqqKqSnp6Nnz55cu/v378ehQ4cQGRkJiUQCf39/HD169LntJCGk4wkEAvj6+iI6OhorV65EdHQ0fH19O8WjKDt27EBwcDBcXFwAADY2NpDL5QCALVu2YP78+ejevTvMzMwwadIknDp1iqtrbm6O9evXQyAQYMCAASgpKeHKTE1NkZSUhAsXLkAikcDOzk6jeExNTXHlyhX885//xP379+Hs7PxM+kkqlcLV1RV///vfMWrUKI3rHT58GHw+H+Hh4RCJRNDX18egQYPU1rG3t8fnn38OIyMjbN++HW+88QbOnTuH4uJifPTRR9DT08PYsWPx2muvYffu3Rpve8aMGQgICACPx0Nubi63fMqUKRCJRDA2Nm7R7wAQEhKC3r17o1+/fuDz+S3Kn6V2E+elS5eQnp6Od999F5mZmbh69Sp3FrBw4UIMHToUxsbG8PHx4aY6TExMUF9fj7i4ONy8eRM2NjYwMzPj2l2yZAksLCygp6eHpUuXwtjYmB6OfglIJBLweLwWL4lEouvQiA6JRCJYWVlBJBLpOhROUVGR2sn8o65du4awsDBuKnHLli2oqanhykUiEfj85q9OHo+HpqYmruzIkSPg8XgYNmwYhg0bpjaN+zg+Pj5Ys2YNIiIiYGVlhRUrVkClUj3FHv7P5MmT8dVXX+Htt9/WuE5RURHs7e25/WyNqalpi2VKpRIWFhZq16/lcjmUSqXG226tXQD45ptvMGjQIJiammLPnj0tbj4zMjLi/v+Pn8uz9tjE2bdvX+Tm5iI9PR1//etf8csvv+D333/nztIenUqQSCTcVK1cLsexY8dw8uRJ2NraYtq0aSgtLeXWfXjNwcTE5JlMR5DO4dGpek2WE6Ircrm8zTuObWxssHbtWm4qsaamBt99951G7To6OiIxMRG3b9+Gq6srFixYoFb+8Mu+srKyRd0FCxbg999/R0pKCr766iucOHFCy71q3eTJk7FgwQK8/vrrGteRy+W4du2a1sm7W7duuHPnDurr67llxcXF6NatG/f+Sb7zT5w4gaCgIHz++ecoLS2Fn5+f1m08S4+9q/bhVG1NTQ3WrVsHIyMjnD59GkOGDEF6erraukVFRbC1teXee3l5wcvLC0VFRVAoFFi/fj3Wr1//fPbiFVddXd3pk9PD6+O6VF1dDbFYrOswSCcwZ84chIeHw9XVFcOGDUNVVRXKysrg4OCAwMBArFq1Cl5eXnBxcUFtbS1yc3Ph6ur62DZLS0tx9uxZeHt7w8jICFKpVO3GJEtLS5w+fRp2dnYt7ig9ceIEevbsCUdHR5ibm0NPT6/Vm5qehIWFBb788kut6kyYMAHLli3DsmXL8Omnn8LY2Bi//PIL/vznPz+23vDhw9G9e3dERERg5cqVSElJwdmzZ7Fjxw5uHRsbG5SUlODatWtwcHBAVVVVu7NSubm5MDc3x+DBg3H9+nX85z//Ubv+2dEemzidnJyQn58Pe3t7CAQCDB06FLt27cL/+3//DwCQkJCAiRMnQqVSIT4+Hhs3bgTQfLtxfX09Bg0aBJlMBiMjo2d2EJCWzp8/z93R1ln98UK+Lpw/fx6enp66DoN0AsuWLYNKpcKsWbNw+/ZtyGQyREREwMHBAf7+/qiqqoKPjw9u3rwJY2NjzJ49u93EqVKpsGnTJgQEBAAAXF1dsW3bNq48PDwcH374IXbu3Inw8HCcPHmSK8vLy8PChQtx584dSKVSLF++HG5ubs9n5zUgFouRkpKCpUuXws7ODowx9OnTp81HjB7S09PD4cOHMX/+fHz22WewsbHBP//5T7XnRD09PTF16lQMHjwYPB4PY8aMQWJi4mPbnTVrFr777jtYW1ujf//+CA4ORlBQEFauXIlPP/30meyzNnisraeU/8vJyQkzZszAqlWrkJCQgLlz56KmpgZeXl5wdHREeno6bt++jWXLluHjjz8GAKSlpWHZsmW4du0ahEIhxo0bhy1btsDQ0BCenp4IDQ2FnZ0dPD09UVBQgNDQUADg/ku001lGnI9Ox/yRNtc4nodJkyYhNTWVRpyEkKfWbuJsi6enJwIDAxEYGPiMQyIvqkefufqjJzzMnpnBgwfj559/1mkMhJCXA/0AAnlm2hrN0SiPEPIyeeKf3Ovs19RIx6uqqtJ1CIQQ8tzRiJMQQgjRAiVOQgghRAuUOAkhhBAtUOIkhBBCtECJkxBCCNECJU5CCCFEC5Q4CSGEEC1Q4iSEEEK0QImTEEII0QIlTkIIIUQLlDgJIYQQLVDiJIQQQrRAiZO8VOrq6nD79m3U1dXpOhRCyEvqif86CiGdiUqlQlJSEtLT08Hn89HU1AR3d3coFAoIBAJdh0cIeYlQ4iQvhaSkJJw5cwYNDQ3csjNnzgAAfH19dRUWIeQlRImTPJW6ujqdT4s+ePAAp0+fRmNjo9ry+vp6pKenY9SoUQCAiooKHUT3PyKRCCKRSKcxkP9hjGH58uX49ttv8eDBA1hYWCA7OxvGxsZt1gkNDUVBQQHi4+M7LlDS6bSbOO3s7BAfHw9PT89ntlEej4dTp07Bw8PjmbVJdKOwsBB5eXk6jaGmpgaMsVbLmpqacPLkSQDAqVOnOjKsFnr16gUnJyedxkD+58cff8TWrVvx73//G05OTigrK6MTG6IRGnGSp2JrawsrKyudxvBwxNkaPp+PUaNGYcOGDXj99dc7ODJ19KXcudy4cQPW1tbcyYyZmZmOIyIvCkqc5Kl0lulHDw8PnDlzBvX19dwyAwMDuLm5cYldJpPpKDrSmdy4cQPOzs6or6/HgwcPuOPC2dkZZ86cQWBgIPT19dHQ0ID/+7//Q//+/ZGcnAxTU1OujRUrVuCrr75Cjx49kJiYiD59+uhobx4vNzcX7733Hn755RfY2NggIiICEyZMAADcu3cPf/nLX3Dy5Ek8ePAAdnZ2yMzMhEgkgqGhIT7//HOEhIRgz549iIqKwu3bt3H27FkYGRnpeK90T6PHUa5cuYI33ngDUqkU8+bNAwCkpKRgwIABMDU1hYWFBdavXw8A2Lt3L8aOHQsAyMvLw/HjxwEABw4cQFBQUIu2w8LC4OXlBZVKBaD5mtmcOXPQpUsXyOVyfPXVV2rr83g8JCcn4/XXX4dYLFabQl67di1sbGwgkUhgb2+PjIwM7XqDvLAUCgXc3Nygr68PoVAIfX19uLm5QaFQ6Do00snY2NigoqICW7Zsgb29PSoqKlBRUcHdTAYAiYmJmDRpEpRKJa5fv469e/dyZYcPH0avXr1QUlKC1157De+9954udqNdjY2NmDBhAjw8PFBSUoKoqChMnToVV69eBQDs3LkT169fx/Xr11FZWYk9e/ZAX18fQPNd6rm5uQgNDYWvry/CwsJgYGCAX3/9VZe71Hmwdtja2jJnZ2d25coV9ssvvzAALCcnh2VlZbG8vDzGGGPffvst09PTY/fu3WO//vors7e3Z4wxtmjRImZpackYY2zt2rUsNjaWseaLUezUqVPsu+++Y3Z2duzOnTvc9pYvX87efvttdv/+fXb+/HkmFArZxYsXuXIArF+/fiwjI4MVFBSw0aNHM8YY+/3335mxsTErKipijDGmVCpZaWlpe7tHXjL3799nt27dYvfv31dbPmjQIB1FRDqruLg45ujo2GJ5QEAA8/X15d6PGjWKhYWFMcYYW716NZsyZQpXlpWVxXg8Hnvw4MHzD1hLp06dYiKRiNXV1XHLRowYwdauXcsYY2z37t3M3Nyc7dy5k9XW1qrVBcDu3r3L4uLi2Ntvv83VTU1N7ajwOzWNRpxr1qyBo6MjBgwYAD6fj5KSEgwePBh/+tOfAABubm5obGxEeXk5nJycoFQqUVdXh5ycHPz5z3/GlStX8Pvvv2PAgAFcm3l5eZg7dy72798Pc3Pzh0kcW7duxYoVKyASieDq6ooBAwa0uH4VHh6OoUOHwtbWFt9//z0AwMTEBPX19YiLi8PNmzdhY2ND1yxeQSKRCFZWVp1i+pi8uB6djuTxeGhqauLePxyVAYBEIgFjDDU1NR0anyaUSiUsLCwgFAq5ZXK5HEqlEgDg4+ODNWvWICIiAlZWVlixYgU38wf879IGXeJoSaPE+ejt2Q8PIqVSiZkzZ0Iul3MJkTEGAwMD2Nvb49///jfEYjGGDx+OzMxM5Obmom/fvlw727dvh0gkgr29Pbfszp07qKmpwejRoyGTySCTyXDx4kVUVVWpxfPotYaH5HI5jh07hpMnT8LW1hbTpk1DaWmpdr1BCJq/DHk8XouXRCLRdWikkykqKoKJiQm6dOmi61Ba6NatG+7cuaN23b+4uBjdunXj3i9YsAC///47UlJS8NVXX+HEiRO6CPWF88Q/uffuu+/CyMgI//nPf3Dx4kW1MmdnZ8THx+O1117DsGHDcO7cOTDGYGhoyK2zdu1aWFpaYvr06dxZjpmZGQwMDJCamspdd7h37x6WL1+uUUxeXl5ITU3F1atXUVxczF13JUQb1dXVWi0nr5affvoJ586dw/379xEVFYUZM2boOqRWDR8+HN27d0dERARUKhW+//57nD17lvtBkBMnTnDXO83NzaGnp0ejSw098V21ubm5mDNnDmQyGRITEwEAlZWV6N69O5ydnfHFF1/g+PHjcHJywpw5c1o8CiASiXDw4EEMGTIEH3zwAT777DMIBALMnDkTH3/8MXbs2AFra2uUlJSgoqICvXr1emw82dnZqK+vx6BBgyCTyWBkZEQHwQumurr6uSanGzdudIo2npZYLIZYLNZ1GK+sKVOmICQkBOfPn8ebb76J6OhoXYfUKj09PRw+fBjz58/HZ599BhsbG/zzn/+Eo6MjgObLZQsXLsSdO3cglUqxfPlyuLm56TjqFwOPsTaeHP8vOzs7bNu2DW+99RaA5g/jxx9/xPXr1/G3v/0NQqEQgYGBuHnzJg4ePIjffvsNKSkpmD17NiorK2FgYICePXviL3/5C1auXNm80Ud+ACErKwtvvPEGvvzyS8yePRu1tbUICQlBcnIy7t69i65duyI8PBxTp05tUfdRaWlpWLZsGa5duwahUIhx48Zhy5YtaqNc0rmlpaUhLS3tubR9+PBh7jb89oSFhbVZtnr16mcV0hPz9PR8pj9IQgjRTruJk5CO8jxHnJMmTUJycrJG6z56DeiPHt5YoUs04iREt+gHEEin8bwTgo2NTadogxDyYqO/x0nIH7SVvGmURwgBaMRJSAt/fPyJEEIeRSNOQgghRAuUOAkhhBAtUOIkhBBCtECJkxBCCNECJU5CCCFEC5Q4CSGEEC1Q4iSEEEK0QImTEEII0QIlTkIIIUQLlDgJIYQQLVDiJIQQQrRAiZMQQgjRAiVOQjpAXV0dbt++jbq6Ol2HQgh5SvTXUQh5jlQqFZKSkpCeng4+n4+mpia4u7tDoVBAIBDoOjxCyBOgxEnIc5SUlIQzZ86goaGBW3bmzBkAgK+vr67CIoQ8BUqc5KVTV1fX6pRoRUVFh8bx4MEDnD59Go2NjWrL6+vrkZ6ejlGjRkEoFHZoTI8SiUQQiUQ6276uMcawfPlyfPvtt3jw4AEsLCyQnZ0NY2PjNuuEhoaioKAA8fHxHRco6XQocZKXTmFhIfLy8losP3XqVIfGUVNTA8ZYq2VNTU04efIkTExMOjSmR/Xq1QtOTk46276u/fjjj9i6dSv+/e9/w8nJCWVlZa/0iQTRnE4T52effYZRo0ZhwIABugxDI9nZ2fjpp5+wePFiXYdC2mFrawsrK6sWy19//fUOjePhiLM1fD6/U4w4X2U3btyAtbU1d/JgZmam44jIi0LnidPc3PyFSZxffPEFJc4XQFtTkDKZrMNj8fDwwJkzZ1BfX88tMzD4/+3de1wU973/8dcCC8sdFKQuICAIlURsNBfcYMEbaVJr8kBDJMYDpiZiTRpPEtuC9idoqkRIq22qtSc5akwJanOqlCZKvaDIxWuMbbR41Ci4GMDLiih35veHx60ELywKw+XzfDx8mJnZmXl/cbKf+c58Z7DFYDDctriLzldeXk5oaCgNDQ3U19ebj4vQ0FAKCwtJSEhAq9XS2NjI5s2bGTZsGNnZ2bi7u5u3kZyczOrVqxk0aBCZmZkMHTpUpdbcXUlJCYmJiXz55Zfo9XrS0tKYOHEiANevX2fGjBns3LmT+vp6/P392b9/PzqdDnt7e1asWEFSUhJZWVmkp6dTUVFBUVERDg4OKrdKfe16HCUvLw9nZ2d27dpFSEgIOp2OlJQUAH7zm9/g7e2Np6cnc+bMaTUIYvHixej1elxcXAgICGDfvn3AjYLp5uZGaWkps2bNws3NzTwN8Otf/5qAgABcXFwIDAwkNzfXvM2oqCjeeecd83RQUFCr+w1RUVEsXbqUGTNm4O7ujkajMS+bNm0aAwcOxNnZmfDwcM6ePWte5u/vT0ZGBpGRkbi6uvLqq6+al33nO9/hJz/5CV9//bU5609+8pP2/OhEHxcbG4vBYECr1WJnZ4dWq8VgMBAbG6t2tD5Lr9djMplYuXIlAQEBmEwmTCaTedAWQGZmJpMmTcJoNFJaWsqGDRvMy3JycggODqayspJRo0aRmJioRjPuqampiYkTJxIREUFlZSXp6elMnjyZU6dOAbBu3TpKS0spLS3lypUrZGVlodVqgRujwUtKSkhJSSEuLo7U1FRsbW05evSomk3qPpR22LVrl2Jra6s888wzitFoVD766CNl8eLFyt/+9jdl8ODBSllZmXLhwgUlJCRE+f3vf68oiqIcO3ZMcXR0VMrKyhRFURSj0ahcuHCh1Xb9/PyU9evXt9nftm3blKqqKqWlpUV55ZVXFIPBYF4WGRmpLF682DwdGBiorFmzptVyLy8vZe3atUpLS4sSHBxsXvbpp58qtbW1Sk1NjTJ8+HAlOTm5VRZ/f3/l+PHjyj/+8Q8FUI4fP25evmbNGiUwMLA9Py7RDY0cOVLV/dfW1irffPONUltbq2oO8W93+n86Pj5eiYuLM0+PHTtWSU1NVRRFURYuXKjExMSYlx04cEDRaDRKfX195we2UH5+vqLT6ZS6ujrzvFu/Pz/55BPFw8NDWbdunXLt2rVW6wLK5cuXlTVr1ijPPvused1du3Z1Vfxurd0vQGhqauJPf/oTer2e6dOns2DBAlauXMmsWbPw8fGhf//+TJo0yTwAw8nJiYaGBtasWcP58+fR6/XtvocQHR2Nh4cHGo2G8PBwKisrLToZmDZtGvHx8Wg0GkpKSszzY2Ji0Ol0ODo6EhYW1ma7SUlJfPe73+Xhhx/GysrK4v0K9bm4uKDRaNr8UZtOp8PLy6vP31fsKW69HKnRaGhpaTFP3+yVwY3jTVEUampqujRfexiNRjw9PVvdR/f19cVoNAIwdepUFi1aRFpaGl5eXiQnJ9Pc3Gz+7M1L2Grc4uju2l04NRpNmx/g6dOnSU1NNV++XLlypfkA8vX15fPPP2fnzp34+fnx/PPPc+HChXbtq6ioiAkTJjBgwABee+21O45MvJNb70Xc6qOPPmLkyJG4u7uTlZXVZrt3+59F9AxXr15VO4LoQ8rKynBycqJfv35qR2nD29ubqqqqVvfXz507h7e3t3l69uzZHDt2jB07drB69Wq2bdumRtQe574GB+n1embOnMmbb7552+Xjxo1j3LhxlJWVERsby7Jly1i2bJl5+a1nbjddvHiRCRMmsHz5crKzs9mwYUOre5oajcZc8Jqamrh27Vq7sm7bto25c+eSnZ3NqFGj+PGPf2xJU2+bVfzb1atXu33RKi8vVzsCAM7Ozjg7O6sdQ3TQnj17KC4uZvjw4aSnpzNt2jS1I91WeHg4Pj4+pKWlMX/+fHbs2EFRUREffPABcOM7MSgoiMDAQDw8PLCxsZHeZTvdV+FMSEjg//2//8e4ceMYPnw4165do6SkhBEjRnDkyBEaGhoYOXIkbm5uODg4tPlH0ev17N+/nxdffJHGxkY0Gg1Go5Fr164xZswYGhsb+fvf/861a9dobm7G2tqaAQMGsG/fPi5dukRSUlK7v6xLSkrw8PDg0UcfpbS0lC+++ILg4OB2t1Wv11NZWcnp06cZPHgw1dXVuLi4WPLj6tUOHTpEXl6e2jHu6o9//KPaEYAbA9iioqLUjiE6KCYmhqSkJA4dOkR0dDQZGRlqR7otGxsbcnJymDVrFsuXL0ev17Np0yYCAwMBOHHiBHPmzKGqqgpXV1fmzZuHwWBQOXXPoFHacR00Ly+P8ePHt3kDCsDKlSv53e9+x/nz53F0dOTll19m8eLF5OXl8eabb3L69Gns7Ox45plnWLlyJfb29uZ19+zZw6xZszAajTg5ObFlyxYee+wx3njjDdatW4ePjw9JSUm89957ODg4sHfvXg4ePMiUKVO4fv06CxcuZNWqVbz99tskJCQAN76Uxo8fz4IFC1rlNJlMPP/88xw8eJBhw4Yxe/Zs5s6dy8yZM/nVr36Fv78/77zzDi+99BJw46Dbvn27+QtOURRefvlltmzZgkaj4amnniIzM7OjP/dep7v0OG+9DHWrkSNHkp2d3cVpbk96nEL0bO0qnEL0FHcaCDRy5EgOHjzYxWmEEL2R/Fox0atIT04I0dmkcIpepbq6GkVR2vwRQogHRQqnEEIIYQEpnEIIIYQFpHAKIYQQFpDCKYQQQlhACqcQQghhASmcQgghhAWkcAohhBAWkMIphBBCWEAKpxBCCGEBKZxCCCGEBaRwCiGEEBaQwimEEEJYQAqnECqpq6ujoqKCuro6taMIISxgo3YAIfqa5uZmNm7cSEFBAVZWVrS0tPDkk08SGxuLtbW12vGEEPcghVOILrZx40YKCwtpbGw0zyssLAQgLi5OrVhCiHaSwin6jLq6OtUvi9bX17N3716amppazW9oaKCgoICxY8diZ2enUjrQ6XTodDrV9t+VFEVh3rx5rF+/nvr6ejw9PTly5AiOjo53XCclJYUzZ86wdu3argsqup1OL5yHDh0iMTGRkpIS7Ozs+MUvfsFbb73V2bsVoo2zZ89y4sQJVTPU1NTc8Rdrt7S0sHPnTpycnLo41b8FBwcTEhKi2v670vbt21m1ahWHDx8mJCSEixcv9pmTBnF/Or1w/vSnP2XkyJEUFxej0Wi4fPlyZ+9SiNvy8/PDy8tL1Qw3e5y3Y2Vl1S16nH1FeXk5AwcONJ8o9O/fX+VEoqfo9MJZXl7O7NmzzYMe5OAUaukulyEjIiIoLCykoaHBPM/W1haDwaB6Ye8LysvLCQ0NpaGhgfr6etzc3AAIDQ2lsLCQhIQEtFotjY2NbN68mWHDhpGdnY27u7t5G8nJyaxevZpBgwaRmZnJ0KFDVWrN3ZWUlJCYmMiXX36JXq8nLS2NiRMnAnD9+nVmzJjBzp07qa+vx9/fn/3796PT6bC3t2fFihUkJSWRlZVFeno6FRUVFBUV4eDgoHKr1HfPx1Gam5tZsmQJQ4YMwdXVlYCAALZv3w7Ajh07CAsLw93dHU9PT5YtW2Ze76c//Slubm6cPXuWWbNm4ebmhpubG9nZ2QCcOXOGcePG4eLiwvDhwykoKOikJgrRvcTGxmIwGNBqtdjZ2aHVajEYDMTGxqodrU/Q6/WYTCZWrlxJQEAAJpMJk8lkHqAFkJmZyaRJkzAajZSWlrJhwwbzspycHIKDg6msrGTUqFEkJiaq0Yx7ampqYuLEiURERFBZWUl6ejqTJ0/m1KlTAKxbt47S0lJKS0u5cuUKWVlZaLVa4Mb3fklJCSkpKcTFxZGamoqtrS1Hjx5Vs0ndh3IPy5YtU/z8/JQjR44oiqIoRqNRKS0tVRRFUQ4cOKCcOHFCURRFWb9+vWJjY6Ncv3691fp+fn7K+vXr22z38ccfV9LS0pTm5mbl/fffVwYOHKg0NTXdK44QHTJy5Ei1I7RRW1urfPPNN0ptba3aUfqkNWvWKIGBgW3mx8fHK3FxcebpsWPHKqmpqYqiKMrChQuVmJgY87IDBw4oGo1Gqa+v7/zAFsrPz1d0Op1SV1dnnhcZGaksXrxYURRF+eSTTxQPDw9l3bp1yrVr11qtCyiXL19W1qxZozz77LPmdXft2tVV8bu1e/Y4P/jgA37xi18wfPhw4MbZmq+vLwCPPvooQ4YMAcBgMNDU1MSlS5fuWawPHjzIsWPHePvtt7GysiIhIYHz589z8uTJ+zgFEKJn0el0eHl5dYvLx6K1Wy9HajQaWlpazNM3e2UALi4uKIpCTU1Nl+ZrD6PRiKenZ6t75r6+vhiNRgCmTp3KokWLSEtLw8vLi+TkZJqbm82fvXkJ++bf4t/uWTjLysoICgq67TKj0cj06dPx9fUlLCwM4I4jBm91+vRprl+/Tv/+/XFzc8Pb2xs7OztMJpNl6YX4Py4uLmg0mjZ/XFxc1I4merGysjKcnJzo16+f2lHa8Pb2pqqqqtW99HPnzuHt7W2enj17NseOHWPHjh2sXr2abdu2qRG1x7ln4fT19b3jEP4pU6bg4ODAF198wT//+c9271Sv1+Pk5GS+t2Aymairq+OJJ55of3IhbnH16lWL5gvRUXv27KG4uJja2lrS09OZNm2a2pFuKzw8HB8fH9LS0mhubiY3N5eioiLzSza2bdtmvt/p4eGBjY2N9C7b6Z6jamfOnMmSJUsYMWIETzzxBNXV1Vy8eJHBgwdTUlLCzJkzcXNzIzMzE4ArV67g4+Nz122Gh4ej1+tZsGABycnJODg4cOLECfMgI9EzXL16tUcUpvLy8lZ/q8HZ2RlnZ2fV9i8enJiYGJKSkjh06BDR0dFkZGSoHem2bGxsyMnJYdasWSxfvhy9Xs+mTZsIDAwE4MSJE8yZM4eqqipcXV2ZN28eBoNB5dQ9g0a5x7XV5uZm0tPT+e///m8qKipwc3MjLS2NuLg4PvroI372s59hZ2dnvk/5l7/8ha+++ooBAwYA4O/vzzvvvMNLL73UartnzpzhjTfeoLi4mPr6eoKDg/n4448JDg7uvNaKByovL4+8vDy1YwCQmpp6x2ULFy4kJyfHPAxfDVFRUURFRam2fyHEg3PPwinEnXSnHuet922+zWg0MmnSJPOjUGqQHqcQvYe8q1Z0WE8pBnq9vtXfQghxP+T3cYpe4U4FvCcUdiFEzyI9TtErVFdXqx1BCNFHSI9TCCGEsIAUTiGEEMICUjiFEEIIC0jhFEIIISwghVMIIYSwgBROIYQQwgJSOIUQQggLSOEUQgghLCCFUwghhLCAFE4hhBDCAlI4hRBCCAtI4RSih6mrq6OiooK6ujq1owjRJ8lL3oXoIZqbm9m4cSMFBQVYWVnR0tLCk08+SWxsLNbW1mrHE6LPkMIpRA+xceNGCgsLaWxsNM8rLCwEIC4uTq1YQvQ5UjiFuIe6ujrVL4vW19ezd+9empqaWs1vaGigoKCAsWPHYmdnp1I60Ol06HQ61fbfEYqiMG/ePNavX099fT2enp4cOXIER0fHO66TkpLCmTNnWLt2bdcFFd2OFE4h7uHs2bOcOHFC1Qw1NTUoinLbZS0tLezcuRMnJ6cuTvVvwcHBhISEqLb/jti+fTurVq3i8OHDhISEcPHixR5X/IU62l04O3J21pk++ugjFi1aRFVVFU5OTmRlZTF69OgHtv2oqCgSEhJISEh4YNsUPZOfnx9eXl6qZrjZ47wdKyurbtHj7GnKy8sZOHCgueD3799f5USip2h34eyMs7Ply5czduxYwsLCLFrv2rVrvPLKK3z44Ye89NJL1NXVtbrvI8SD1F0uQ0ZERFBYWEhDQ4N5nq2tLQaDQfXC3pOUl5cTGhpKQ0MD9fX1uLm5ARAaGkphYSEJCQlotVoaGxvZvHkzw4YNIzs7G3d3d/M2kpOTWb16NYMGDSIzM5OhQ4eq1Jq7KykpITExkS+//BK9Xk9aWhoTJ04E4Pr168yYMYOdO3dSX1+Pv78/+/fvR6fTYW9vz4oVK0hKSiIrK4v09HQqKiooKirCwcFB5Vapr92Po9zu7Ox+R/ItX76co0ePWrzehQsXaGhoICoqCrjxxebs7HxfWYTo7mJjYzEYDGi1Wuzs7NBqtRgMBmJjY9WO1qPo9XpMJhMrV64kICAAk8mEyWQyD7QCyMzMZNKkSRiNRkpLS9mwYYN5WU5ODsHBwVRWVjJq1CgSExPVaMY9NTU1MXHiRCIiIqisrCQ9PZ3Jkydz6tQpANatW0dpaSmlpaVcuXKFrKwstFotcGMEd0lJCSkpKcTFxZGamoqtrW2Hvq97o3sWzvLyctzc3Jg9ezZff/01bm5uuLm5YTAY2LFjB2FhYbi7u+Pp6cmyZctarbt48WL0ej0uLi4EBASwb98+4EbBdHNzo7S0lFmzZpm3WVpaes/AI0aMYNiwYQA89NBD5nUvXbqEoigsWbIEf39/vLy8iI+Pp7q62rxuTk4ODz/8MP369WPMmDGUlJSYl1VUVDB27FhcXV157rnnqKmpad9PUIguYm1tTVxcHBkZGcyfP5+MjAzi4uLkUZRO8OyzzxITE4OjoyNBQUFUVlaal0VGRpKQkIC1tTUvv/wy+fn5ra4CdBfFxcWcO3eOBQsWYGNjw9NPP82oUaP45JNPAHB3d+fkyZNs2rSJ2tpaQkNDzcdSY2Mjv/zlL3F2diYiIoJRo0bh6Oio+iC57uKehfNuZ2eurq58+umnXL58md/85jfMnz+f2tpaAI4fP867777L/v37qa6upqCggKCgIADmzp2LyWRi0KBBrF692rzNQYMG3TPw4cOHzWc9X331lXndfv36sW7dOlauXMmOHTs4deoU58+f54033gDg5MmTTJ48mfT0dCorK4mIiOBHP/qReZTi9OnTGTJkCBcuXGDmzJmqDwYR4k50Oh1eXl7d4vJxb3Xr5UiNRkNLS4t5+mavDMDFxQVFUbrlibbRaMTT07PVvW9fX1+MRiMAU6dOZdGiRaSlpeHl5UVycjLNzc3mz968hH3zb/Fv9/XmoEcffZQhQ4YAYDAYaGpq4tKlSwA4OTnR0NDAmjVrOH/+PHq9vtNvvn/88ce88sorBAYG4uTkRHJyMpmZmbS0tJCVlYXBYODpp5/GxsaG+fPnU1paSnFxMd988w1///vfmT9/PlqtlokTJxIaGtqpWXszFxcXNBpNmz8uLi5qRxPigSorK8PJyYl+/fqpHaUNb29vqqqqWvWGz507h7e3t3l69uzZHDt2jB07drB69Wq2bdumRtQe574Kp9FoZPr06fj6+poH+NwcMu/r68vnn3/Ozp078fPz4/nnn+fChQv3n/geeXx9fc3Tvr6+NDQ0UFVV1WaZTqfD09PTfA8DaHVAiY67evWqRfOF6En27NlDcXExtbW1pKenM23aNLUj3VZ4eDg+Pj6kpaXR3NxMbm4uRUVF5pdlbNu2zXy/08PDAxsbG+ldttN9Pcc5ZcoUwsLC+OKLL6ipqSEgIKDV8nHjxjFu3DjKysqIjY1l2bJlre6D3nrJ40Hw9vY2X4aAG2dXtra2eHp64u3tza5du8zL6uvruXDhAt7e3uaBRTU1Nbi6ugL0yFG6V69e7fbFqby8XPV9Ozs7y2Ay0WExMTEkJSVx6NAhoqOjycjIUDvSbdnY2JCTk8OsWbNYvnw5er2eTZs2ERgYCMCJEyeYM2cOVVVVuLq6Mm/ePAwGg8qpe4b7KpwlJSXMnDkTNzc3MjMzAbhy5Qo+Pj4cOXKEhoYGRo4ciZubGw4ODm3OZvR6Pfv37+fFF1+ksbERjUaDra1th/O89NJLpKSkMH36dDw9PVm6dCkvvvgiVlZWTJ06lXfeeYft27czZswYli5diq+vL+Hh4cCN3umaNWt47bXXWLZsGSdPnuxwDrUcOnSIvLw8tWPc1R//+EfV9x0VFWUekS36rjs9p/3ttwJt377d/N8pKSmdG+oBCwkJueN3wuuvv87rr79+22U3rxze+jPq7t8tXem+Cufy5cv52c9+xqJFi0hISOCVV14hKirKPGjnzTff5PTp09jZ2fHMM8/wn//5n63WX7x4sXlUrZOTE1u2bOGxxx7rcJ74+HiMRiORkZHU1dXx1FNPsWLFCgCCgoLYtGkTc+fOpby8nLCwMP76179iY3PjR7B+/XpmzpzJ0qVL+fnPf87w4cM7/oNRyciRIwkODlY7BqmpqXdc9uqrr3Zhkn/Lyckx71t6m0KI+6FR7vQeL5Xc7Rr71q1bzT1E0X1pNJo7LlPrcHv00Uc5ePCgKvsWQvQu3e5dtSaTSe0I4j45Ozvf9l6r9PSEEL1Btyucoue79aUTQgjR29zX4yhCCCFEXyOFUwghhLCAFE4hhBDCAlI4hRBCCAtI4RRCCCEsIIVTCCGEsIAUTiGEEMICUjiFEEIIC0jhFEIIISwghVMIIYSwgBROIYQQwgJSOIUQQggLSOEU4gGoq6ujoqKCuro6taMIITqZ/HYUIe5Dc3MzGzdupKCgACsrK1paWnjyySeJjY3F2tpa7XhCiE4ghVOI+7Bx40YKCwtpbGw0zyssLAQgLi5OrVhCiE4khVP0OHV1dR26JPqgf0l6fX09e/fupampqdX8hoYGCgoKGDt2LHZ2dg90n5bQ6XTodDrV9t/dKYrCvHnzWL9+PfX19Xh6enLkyBEcHR3vuE5KSgpnzpxh7dq1XRdUdDudVjjvdoDl5eWRkJDAmTNnOmv3ohc7e/YsJ06csHi9/Pz8B5qjpqYGRVFuu6ylpYWdO3fi5OT0QPdpieDgYEJCQlTbf3e3fft2Vq1axeHDhwkJCeHixYtyoiHaRXqcosfx8/PDy8vL4vVGjx79QHPc7HHejpWVVbfocYo7Ky8vZ+DAgeaTi/79+6ucSPQUUjhFj9PRS5Bubm4PPEtERASFhYU0NDSY59na2mIwGDpU3EXnKy8vJzQ0lIaGBurr683HRWhoKIWFhSQkJKDVamlsbGTz5s0MGzaM7Oxs3N3dzdtITk5m9erVDBo0iMzMTIYOHapSa+6upKSExMREvvzyS/R6PWlpaUycOBGA69evM2PGDHbu3El9fT3+/v7s378fnU6Hvb09K1asICkpiaysLNLT06moqKCoqAgHBweVW6W+ez6OotFo+Mtf/sLw4cPx8PAgOTnZvCwqKop33nnHPB0UFNTm0mxycjL9+/fnkUce4fjx462Wbdq0CX9/f3x8fPj000/N83/9618TEBCAi4sLgYGB5ObmtsmUnZ3N6NGjcXZ2JioqypI2C/HAxMbGYjAY0Gq12NnZodVqMRgMxMbGqh1N3IFer8dkMrFy5UoCAgIwmUyYTCbzoC6AzMxMJk2ahNFopLS0lA0bNpiX5eTkEBwcTGVlJaNGjSIxMVGNZtxTU1MTEydOJCIigsrKStLT05k8eTKnTp0CYN26dZSWllJaWsqVK1fIyspCq9UCN0aLl5SUkJKSQlxcHKmpqdja2nL06FE1m9RttOs5zg8++ICtW7eyb98+fvvb37Jr1652bfxuB1hlZSXFxcUcP36cjIwMZsyYwZUrVwB4+OGHOXDgAFeuXGHcuHGkpqa22fb8+fN57733+Oc//4mtrW278gjxoFlbWxMXF0dGRgbz588nIyODuLg4eRSlh3v22WeJiYnB0dGRoKAgKisrzcsiIyNJSEjA2tqal19+mfz8/FZXHLqL4uJizp07x4IFC7CxseHpp59m1KhRfPLJJwC4u7tz8uRJNm3aRG1tLaGhoebjtrGxkV/+8pc4OzsTERHBqFGjcHR0lOeU/0+7CmdaWhoDBw4kMDCQqKgotm/f3q6N3+0Ac3BwICMjA3t7e1544QUURWH//v0AREdH4+HhgUajITw8vNVBe9OSJUt4/PHH8fPza9MjFaKr6XQ6vLy85L5iL3Hr5UiNRkNLS4t5+mavDMDFxQVFUaipqenSfO1hNBrx9PRsdZ/d19cXo9EIwNSpU1m0aBFpaWl4eXmRnJxMc3Oz+bM3L2F3xi2Onq5dhfPbB8rVq1fbtfG7HWA2NjZoNBrgxoHp7Oxs3m5RURETJkxgwIABvPbaa7cduXjr/QYhOsLFxQWNRtPmj4uLi9rRRA9RVlaGk5MT/fr1UztKG97e3lRVVbXqDZ87dw5vb2/z9OzZszl27Bg7duxg9erVbNu2TY2oPY7Fr9wrKyvDz88PuFHwbha1pqYmrl27dtf17nSA1dXVUVVVhZ+fHxcvXmTChAm88MILnD17lpUrV1oaUYh2udMJYHtPDEXftGfPHoqLi6mtrSU9PZ1p06apHem2wsPD8fHxIS0tjebmZnJzcykqKjK/mGPbtm3m+50eHh7Y2NhI77Kd2jWq9v333+fdd9+luLiYAwcOkJWVBcCAAQPYt28fly5dIikpqc0Xzs0DbPjw4W0OsIsXL7J27VqmTZvGu+++S1BQECNGjOAf//gH165dY8yYMTQ2NvL3v/+da9eu0dzcLPeNeoGrV6+qVpjKy8s75bOdxdnZGWdnZ7VjiG+JiYkhKSmJQ4cOER0dTUZGhtqRbsvGxoacnBxmzZrF8uXL0ev1bNq0icDAQABOnDjBnDlzqKqqwtXVlXnz5mEwGFRO3TNolDs9wX3zAxoNb731FpmZmVhbW/OHP/yBH/7whwAcPHiQKVOmcP36dRYuXMiqVat4++23SUhIICUlhQsXLvDVV1+ZD7C1a9fi5OREXl4eCxcu5Lvf/a55ZG1WVhbBwcEAvPHGG6xbtw4fHx+SkpJ47733cHBwMD8zp9FoyM/PJyIiopN/POJBy8vLIy8vr8v3m5OTYx6Gf9PtBp3dtHDhws6OdE9RUVEyYlyIbqhdhfPrr7/G39+/iyKJ3kytHuekSZPIzs5uNe/Wez3fdnMAhZqkxylE9yQvQBBdSs1ioNfrO+WzQoi+5Z6F8x4dUiF6rFtHcn97vhBC3In0OEWfVV1drXYEIUQPZPHjKEIIIURfJoVTCCGEsIAUTiGEEMICUjiFEEIIC0jhFEIIISwghVMIIYSwgBROIYQQwgJSOIUQQggLSOEUQgghLCCFUwghhLCAFE4hhBDCAlI4hehidXV1VFRUUFdXp3YUIUQHyEvehegizc3NbNy4kYKCAqysrGhpaeHJJ58kNjYWa2trteMJIdpJCqcQXWTjxo0UFhbS2NhonldYWAhAXFycWrGEEBaSwil6vZuXRE0mk2oZ6uvr2bt3L01NTa3mNzQ0UFBQwNixY7Gzs1Mp3Q06nQ6dTqdqhq6kKArz5s1j/fr11NfX4+npyZEjR3B0dLzjOikpKZw5c4a1a9d2XVDR7fTYwpmQkEBeXh5nzpxRO4ro5s6ePQtAfn6+ahlqamru+EvhW1pa2LlzJ05OTl2cqrXg4GBCQkJUzdCVtm/fzqpVqzh8+DAhISFcvHixT504iI5rd+HcvHkzVlZWTJo0qTPztNvAgQMJDAxsM99kMrF8+XLefPNNXFxcVEgmuhs/Pz8ARo8erVqGmz3O27Gysuo2Pc6+pLy8nIEDB5pPFvr3769yItFTWFQ4bWxsuk3hXLp06W3nm0wmUlNTmTlzphROAfy7ILi5uamaIyIigsLCQhoaGszzbG1tMRgMeHl5qZisbykvLyc0NJSGhgbq6+vNx0VoaCiFhYUkJCSg1WppbGxk8+bNDBs2jOzsbNzd3c3bSE5OZvXq1QwaNIjMzEyGDh2qUmvurqSkhMTERL788kv0ej1paWlMnDgRgOvXrzNjxgx27txJfX09/v7+7N+/H51Oh729PStWrCApKYmsrCzS09OpqKigqKgIBwcHlVulvns+jnLw4EHc3NzIzMxk/fr1uLm5macBNBoN2dnZjB49GmdnZ6KiogAwGo1ERkbi6emJq6srsbGxNDc3A3DmzBk0Gg2ffPIJoaGh9OvXjw8//NC8z5KSEp588knc3d1xd3cnPj7evGzMmDG4ubmh0+kYP358q6xTpkwhLCwMgIceegg3NzfztBBqi42NxWAwoNVqsbOzQ6vVYjAYiI2NVTtan6LX6zGZTKxcuZKAgABMJhMmk8k8UAsgMzOTSZMmYTQaKS0tZcOGDeZlOTk5BAcHU1lZyahRo0hMTFSjGffU1NTExIkTiYiIoLKykvT0dCZPnsypU6cAWLduHaWlpZSWlnLlyhWysrLQarXAjRHgJSUlpKSkEBcXR2pqKra2thw9elTNJnUfSjvFx8crP/7xj9vMB5SHH35Y2bdvn3LmzBllwoQJiqIoitFoVHbv3q00NTUpJ0+eVGxtbZXc3FxFURTl66+/VgDlqaeeUkwmk/K73/1O8fLyMm8zNjZWeeONN5SWlhaloaFBOX78eJv9Lly4UBk3blyb+Te3XVZW1t6miT5g5MiRakcwq62tVb755hultrZW7Sh92po1a5TAwMA28+Pj45W4uDjz9NixY5XU1FRFUW5878TExJiXHThwQNFoNEp9fX3nB7ZQfn6+otPplLq6OvO8yMhIZfHixYqiKMonn3yieHh4KOvWrVOuXbvWal1AuXz5srJmzRrl2WefNa+7a9eurorfrT2QFyAsWbKExx9/HD8/P3Jzc4EbZ3Xf//73sba2JjAwEC8vLyorK1ut99vf/hZXV1eGDx/eapm7uzv5+fls374da2trvvvd7z6ImEJ0CzqdDi8vrz53T7EnufVypEajoaWlxTx9s1cG4OLigqIo1NTUdGm+9jAajXh6era6d+7r64vRaARg6tSpLFq0iLS0NLy8vEhOTjZfFYR/39pQ+xZHd/RACuet1/5vamhoYP78+QwZMgRXV1fOnTvXZlThzYNTo9G0WpaRkcHYsWOZPn06/v7+5svCovO5uLig0Wja/JH7xUK0VVZWhpOTE/369VM7Shve3t5UVVW1uqd+7tw5vL29zdOzZ8/m2LFj7Nixg9WrV7Nt2zY1ovY47S6ct55ltcfChQvZvn07W7duxWQyMWjQoHav6+TkRHp6OkajkdTUVOLj47ly5Uqn5BStXb161aL5QvQ1e/bsobi4mNraWtLT05k2bZrakW4rPDwcHx8f0tLSaG5uJjc3l6KiIvPLNrZt22a+3+nh4YGNjY30Ltup3aNq9Xo9ubm5XL16FQcHB+rq6u76oHBJSQkhISEMHjyYPXv2cPHixXYXvw0bNjB+/Hj69+/PgAEDzKO82qN///7Y2tpSVFTE888/T3V1dY/qLV29erXbFqny8nK1I+Ds7Iyzs7PaMUQfFhMTQ1JSEocOHSI6OpqMjAy1I92WjY0NOTk5zJo1i+XLl6PX69m0aZP5Mb4TJ04wZ84cqqqqcHV1Zd68eRgMBpVT9wwa5dvXT+/g/PnzxMXFcfjwYezt7VmwYAGvv/46Go2G/Px8IiIiWn3+8OHDTJ8+naqqKsaPH89jjz3GokWL+Pjjj3nooYcICAigrKwMHx8f9u7dy+jRo82Xa2fMmMHWrVupra3F19eXjIwMnnrqqVbbT0lJYe/evWzfvr1N1vfff58lS5Zw/fp1XF1dzQ/A9wR5eXnk5eWptv/U1NQ7Llu4cGEXJrm9qKgo88htSzz66KMcPHjwwQcSQvQ57S6comuo3eO89f7Ht90cVKCmjvY4pXAKIR6UHvvKvd6qO1+K1Ov1akcQQgjVye/jFK3cqWh312IuhBBdTXqcopXq6mq1IwghRLcmPU4hhBDCAlI4hRBCCAtI4RRCCCEsIIVTCCGEsIAUTiGEEMICUjiFEEIIC8ibg7rID37wAy5cuKB2jNuqqqrC09NT7Ridqre3Udp3dx4eHmzduvUBJhJ9mRRO0SdeR9fb2yjtE6LryKVaIYQQwgJSOIUQQggLSOEUvPrqq2pH6HS9vY3SPiG6jtzjFEIIISwgPU4hhBDCAlI4+6BLly4xYcIEhgwZwoQJE7h8+XKbz5SVlTFmzBiGDh3KQw89xIoVK1RIapmtW7cSEhJCUFAQaWlpbZYrisJPf/pTgoKCCAsL4/DhwyqkvD/3auOf/vQnwsLCCAsLw2Aw8OWXX6qQsuPu1b6bDhw4gLW1NX/+85+7MJ0Q/0cRfc68efOUpUuXKoqiKEuXLlV+9rOftflMeXm5cujQIUVRFKW6uloZMmSI8tVXX3VpTks0NTUpgwcPVk6dOqXU19crYWFhbfL+7W9/U37wgx8oLS0tSlFRkfL444+rlLZj2tPGgoIC5dKlS4qiKMpnn33Wo9rYnvbd/NyYMWOUp59+Wtm0aZMKSUVfJz3OPmjLli3Ex8cDEB8fz+bNm9t8ZuDAgYwYMQK48Uushw4ditFo7MqYFtm/fz9BQUEMHjwYW1tbpk6dypYtW1p9ZsuWLfzHf/wHGo2G8PBwTCYT58+fVymx5drTRoPBgLu7OwDh4eGcO3dOjagd0p72Afzud79j8uTJDBgwQIWUQsil2j6poqKCgQMHAjcKZGVl5V0/f+bMGb744gueeOKJrojXIUajEV9fX/O0j49Pm0Lfns90Z5bm//DDD3n66ae7ItoD0d5/w7/85S8kJiZ2dTwhzGzUDiA6x/jx4/nmm2/azP/Vr35l0XZqamqYPHkyy5cvx8XF5UHFe+CU2wwO12g0Fn+mO7Mk/65du/jwww/Zu3dvZ8d6YNrTvrlz5/Luu+9ibW3dVbGEaEMKZy+1ffv2Oy7z8vLi/PnzDBw4kPPnz9/xkldjYyOTJ09m2rRpxMTEdFbUB8LHx4eysjLz9Llz59Dr9RZ/pjtrb/6jR48yc+ZMPv/8c/r379+VEe9Le9p38OBBpk6dCsCFCxf47LPPsLGx4bnnnuvKqKKvU/cWq1DD22+/3Wpw0Lx589p8pqWlRZk+fbryxhtvdHG6jmlsbFQCAgKU06dPmweW/POf/2z1mZycnFaDgx577DGV0nZMe9p49uxZJTAwUCkoKFApZce1p323io+Pl8FBQhXS4+yDfvGLXxAbG8uHH37IoEGD2LRpEwDl5eXMnDmTzz77jIKCAtavX8+wYcP43ve+B8CSJUt45plnVEx+ZzY2Nrz//vs89dRTNDc38/LLL/PQQw/xhz/8AYDExESeeeYZPvvsM4KCgnBwcGDNmjUqp7ZMe9q4aNEiLl68yE9+8hPzOj3l5ejtaZ8Q3YG8OUgIIYSwgIyqFUIIISwghVMIIYSwgBROIYQQwgJSOIUQQggLSOEUQgghLCCFUwghhLCAFE4hhBDCAvIChF6surqayspKGhsb1Y4ihJmjoyM+Pj5YWcl5u+iZ5AUIvVR1dTUVFRV4e3tjb2/fo15mLnqvlpYWjEYjdnZ28mvBRI8lp3y9VGVlJd7e3jg4OEjRFN2GlZUVXl5eXLlyRe0oQnSYFM5eqrGxEXt7e7VjCNGGVqulqalJ7RhCdJgUzl5MepqiO5LjUvR0UjiFEEIIC8ioWnFP3/nOd6ioqLjjci8vL7755psuTNS71dXVkZuby+7du6mpqcHJyYnIyEiio6PR6XRqxxOiz5Mep7inuxXN9izvDJWVlcTFxaHX63F1deXJJ59k3759XZ7jQaurq+Pdd98lNzeXmpoaAGpqasjNzeXdd9+lrq6uy7IUFxczYcIE+vXrh6enJ88//zznz5/vsv0L0V1J4RQ9Uk1NDY899hiHDh3i0qVLxMfH88Mf/tBcbHqq3Nxcqqqq2jx729jYSFVVFbm5uV2W5fLly7z66qucOXOGs2fP4uzszIwZM7ps/0J0V/IcZy91/Phxhg4dap6eO3cuR44c6dC2du/efc/PREZGWrzd733veyxfvrzN/DVr1vA///M//PWvfwUgKCiIESNGsHHjRgB8fX3561//yve+971W67m4uLBr1y5GjhzJ2rVr+a//+i9GjBjBRx99xMCBA/n973/PuHHjLM5pqQ0bNnDu3LkOrXvy5ElaWlruuNza2prAwECLt+vj48MLL7xw22X+/v7MmjWL9evXc/78eZ577jlWrVrV5rLw4cOHiYyM5OrVq3z99dc88sgjXLp0CSsrK2bOnEl2djaVlZUAvPTSSzz66KPMnTv3tvv89vEpRE8iPU7R7URGRpKfn09LSwvnz5+nsbGRgoICAE6fPk1NTQ1hYWGt1jly5AgNDQ0EBQWZ5+3bt4/Bgwdz4cIFUlNTiYmJ4dKlS13aFkvdrWgCNDc3d8p+//SnP7Ft2zZOnTrFiRMneOedd9p8Zs+ePTz00EMABAQE4OLiwhdffAFAfn4+Tk5OHD9+3PzZjpxMCdETyOCgPuJ2Pbv2as/jA3l5eR3e/rcNHjwYZ2dnjhw5wokTJ3jqqac4cuQI//rXvygqKmL06NGtXtdWXV3N9OnTWbhwIa6urub5AwYMYO7cuWg0Gl544QXee+89/va3vzF9+vQHlvV27tSza4+33nrrrpebnZyceOuttzq8/Tt57bXX8PX1BWD+/Pm8/vrrrYrn0aNHWbRoEVu2bDHPi4yMZPfu3Xh7ewMwZcoUdu/ejU6no7q6muHDhz/wnEJ0B1I4RbcUGRlJXl4eJ0+eJDIyEjc3N3bv3k1RUVGrnkxtbS0/+tGPCA8PJykpqdU2vL29WxV9Pz8/ysvLu6wNHREZGUlubu5t3y+s1Wo7rRd3s2hC25/TyZMnefrpp1mxYgWjR49ulTU7OxsfHx++//3vExUVxfr169HpdG1OboToTeTIFt3SzcKZn59PZGSkuXeze/duc/Gor6/nueeew9vbm9WrV7fZhtFo5NZb+KWlpej1+i5rQ0dER0fj6emJVqttNV+r1eLp6Ul0dHSn7LesrMz837f+nM6ePcv48eP55S9/2aanfvOSel5eHpGRkURERFBQUNDq30iI3kgKp7gnLy+v+1reEZGRkezatYva2lp8fHwYPXo0W7du5eLFizzyyCM0NjYyZcoU7O3t+eijj27bu6msrOS3v/0tjY2NbNq0iePHj/PMM8888KwPkk6n4+c//znR0dE4OTmh0WhwcnIiOjqan//85532HOfvf/97zp07x6VLl1iyZAkvvPACRqORsWPHMmfOHBITE9usM2TIEOzt7fn444/5/ve/j4uLC15eXnz66adSOEWvJpdqxT2p8XKD4OBgnJyczJcGXVxcGDx4MJ6enlhbW7N3715ycnKwt7fHzc3NvN7nn39uXueJJ57gf//3f/Hw8MDLy4s///nP9O/fv8vbYimdTsekSZOYNGlSl+3zxRdfJDo6mvLycp599lkWLFhAeno6p0+fJjU1ldTUVPNnb70HGxkZSXFxMYMGDTJP/+tf/+KRRx7psuxCdDV5HKWX6uvD/deuXcsHH3zA3r171Y7S7fn7+/PBBx8wfvz4LttnXz8+Rc8ml2qFEEIIC0jhFEIIISwgl2p7KbkUJrozOT5FTyY9zl5MzolEdyTHpejppHD2UlqtltraWrVjCNFGY2MjNjYyoF/0XFI4e6kBAwZgNBq5fv26nOGLbqOlpYWKiopWr0YUoqeR075eysXFBYDy8vLbvr5NCLU4Ojri4eGhdgwhOkwGBwkhhBAWkEu1QgghhAWkcAohhBAWkMIphBBCWEAKpxBCCGEBKZxCCCGEBf4/kqUxcZzT63UAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# No groups\n",
+ "# Add annotation on right\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " rightannote=['group','source'],\n",
+ " right_annoteheaders=['Group', 'Data Source'],\n",
+ " return_df=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "99b0091e",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:33.468253Z",
+ "start_time": "2023-03-21T02:22:33.296635Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# No groups\n",
+ "# Add annotation on right\n",
+ "# No flush\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " rightannote=['group','source'],\n",
+ " right_annoteheaders=['Group', 'Data Source'],\n",
+ " flush=False,\n",
+ " return_df=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "a880b389",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:33.657290Z",
+ "start_time": "2023-03-21T02:22:33.469252Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# No groups\n",
+ "# Add annotation on right\n",
+ "# Add row colors\n",
+ "# No flush\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " rightannote=['group','source'],\n",
+ " right_annoteheaders=['Group', 'Data Source'],\n",
+ " flush=False,\n",
+ " color_alt_rows=True,\n",
+ " return_df=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "4dc50e72",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:33.997331Z",
+ "start_time": "2023-03-21T02:22:33.659287Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# W/ groups\n",
+ "# Add annotation on right\n",
+ "# Add row colors\n",
+ "# No flush\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " rightannote=['group','source'],\n",
+ " right_annoteheaders=['Group', 'Data Source'],\n",
+ " flush=False,\n",
+ " color_alt_rows=True,\n",
+ " return_df=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a8f3a1d0",
+ "metadata": {},
+ "source": [
+ "## Add more annotations on left"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "acbff129",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:34.200762Z",
+ "start_time": "2023-03-21T02:22:33.998332Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# No groups\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " annote=['group','source'],\n",
+ " annoteheaders=['Group', 'Data Source'], \n",
+ " rightannote=['group','source'],\n",
+ " right_annoteheaders=['Group', 'Data Source'],\n",
+ " return_df=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "8f3b069a",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:34.451327Z",
+ "start_time": "2023-03-21T02:22:34.201760Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " annote=['group','source'],\n",
+ " annoteheaders=['Group', 'Data Source'], \n",
+ " rightannote=['group','source'],\n",
+ " right_annoteheaders=['Group', 'Data Source'],\n",
+ " return_df=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "d44fb122",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:34.732428Z",
+ "start_time": "2023-03-21T02:22:34.453327Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Color row\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " annote=['group','source'],\n",
+ " annoteheaders=['Group', 'Data Source'], \n",
+ " rightannote=['group','source'],\n",
+ " right_annoteheaders=['Group', 'Data Source'],\n",
+ " color_alt_rows=True,\n",
+ " return_df=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "698fb1f2",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:35.107473Z",
+ "start_time": "2023-03-21T02:22:34.733967Z"
+ },
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnUAAAIECAYAAAB/idgwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdeVxO+f/4/8fVorSnjUgpY5cZGWUZosy87UtvIUNNw1iHNOP9ZuyyF96WkclSjGnSMENkeQ8yaJIxmI+1sRQVSqVStKjz+6Of83W9I5elruR1v9263ep6Xa9znq/XOdc5z+v1OuekkCRJQhAEQRAEQXiraag7AEEQBEEQBOH1iaROEARBEAShBhBJnSAIgiAIQg0gkjpBEARBEIQaQCR1giAIgiAINYBI6gRBEARBEGoAkdQJgiAIgiDUACKpEwRBEIRqIicnh8mTJ2NnZ4eOjg6mpqYMHDhQ3WG9UXPnzkWhUKBQKNDQ0KB+/fp88803lJaWqlQ/KSmJuXPncvTo0TcW09mzZ3F3d8fMzAwdHR0aNmzId99998aWX1W01B2AIAiCIAhQXFyMm5sbf/75J59//jkeHh7k5uZy8eJFdYdWKZYvX46hoSHz5s1j8eLFNGrUiNGjR7+wXlJSEvPmzQPA1dX1teMoLS2lT58+GBoasm7dOgwNDbl69SoGBgavvewqJwmCIAiCoHahoaESIPn4+DyzfM6cORIgrV69Wvrggw8kbW1tqWvXrpIkSVJ2drY0fvx4qV69epKZmZnk5eUl3b59W6leTEyMJEmS5O3tLQFSYmKivM6vvvpK+uCDDyQjIyNp/Pjx0uPHjyutnf8bT0xMjARILi4ukiRJ0qpVq6TGjRtLOjo6ko2NjTRx4kSpuLhYKfanf2xtbSVJkqTU1FTp448/lkxMTCR9fX2pffv2Umxs7AvjycrKkgDJ09NTKi0tLVf+qn0rSZLUtWtXSUdHRwoLC5NsbW0lhUIhzZkzR5IkSSouLpYWLlwoNWvWTNLR0ZFMTU2lESNGSJIkSaWlpdKyZcskW1tbycjISPrnP/8pZWZmvrAtYvpVEARBEKqBX3/9FQBvb+8K3zd9+nQGDhyIn5+f/JqPjw/BwcF89dVXLF26lF9++YV+/fpRUlKi0ro3bNiAv78/PXr0YN26dfz444+v3I6X1bVrV/T19bl+/ToAt27dYsKECfz88880b96ctWvXsnv3bgCmTZvGypUrgbJ+iomJISIiAoCsrCzq1q3Lpk2bWLlyJWfPnmXMmDEvXL+pqSmDBg0iMjISJycnoqOjlcpft2+LioqYOXMms2bN4uOPP5ZfnzlzJjNmzOC9995jx44dBAcH07p1awD+85//8K9//Ys+ffqwefNmTpw4wcSJE1+4LjH9KgiCIAjVwL179wCwtraWXzt37hwFBQW4uLjIry1dupQJEyZw/PhxjI2NSUtLY9euXXTp0oWvvvoKgN9++43vv/+eP//8U6V1/+tf/+LTTz+lefPm7Ny5k/379/Ppp5++wdY9n0KhwNTUlLS0NACCgoIAkCSJ0tJS/vvf/5KQkABAs2bNuHv3LgB2dnZK06+tWrViy5YtQNlU9qZNmzh79qxKMURERLBy5UoWL15Mnz59cHV1JSwsDF1d3dfuW0mSOHDgAC1btqSkpARzc3MkSWLt2rXUrVuXHTt2UKtWLaU6wcHBmJqasnTpUjQ1Nfntt99Yv34933//PZqams9dlxipEwRBEIRqwMzMDIDk5GT5NT8/P4YOHar0vpYtWwLw0UcfMWPGDG7evAlA/fr15fc0aNAAQC5Tdd16enpA2ahXVXrw4AHm5uZA2aihg4MDWlpa9O3bFygb7XqRO3fu0K9fPwwMDKhVqxbx8fEq1QPQ1tbmX//6Fzdu3GDy5MkcPXqUTz755I30Lfy/bfbFF18waNAgMjIyyM/Px87OrlxC92TZ9+/fx8DAgNq1a7NmzRqKi4vlhPZ5RFInCIIgCNVA9+7dAV76rktbW1sAbt++Lb+Wmpoql2lolJ3qi4uLKSkp4e+//37uspKSkgCwsbF5qRhex4ULF8jJycHZ2ZkbN24wZswY6tSpQ3R0NN9++2259z9pz/9Of06bNo09e/Ywd+5cjh8/zgcffPDSsZiamvKf//yHVq1akZCQ8Eb79mnm5uYYGBhw8eJFcnJyypU3bNgQbW1tfvvtN+Li4uSfJ4nv84jpV0EQBEGoBry9vfnuu+/46aef8PT0ZMiQIdy/f/+F9aysrBgwYABRUVGsXLkSY2NjduzYQfv27XFycpLvnp02bRr6+vpcuHCh3DLWrl2LhYUFq1evBsDLy+vNNu4Zzp07x82bN1m4cCEKhQI/Pz8KCwuRJIlatWpRUFBAVFQUAJcuXaKoqIhatWrJI2U///wzzs7OpKSkMHbsWAoKCgCoXbs2p0+flq/RO3v2bIUJXk5ODlOnTqVr166Ym5tz4sQJLl26RPPmzbG0tHztvn0WhULBpEmTWLRoET169GDKlCmYmJiQnp6Ot7c3EydOxM/Pj6VLl/LFF18A8Mcff+Dg4ICFhcXzF/zCWykEQRAEQagSDx48kL766ivJxsZG0tLSkqytrSVfX19Jksrfafm0J3do1q1bVzIzM5OGDx8u3blzR5IkScrLy5O6d+8u1a5dW/rnP//5zLtf+/btKzVo0ECqW7euFBQUVKltfNIOQNLV1ZVatWolRUREKJWbmJhItra2UkhIiNSkSROpTp06UkZGhvyewMBAqW7dupKOjo7UqlUrSZIk6cqVK5KTk5NkYGAgDR06VJo2bZqkp6cnzZgxo8J4cnJypLZt20omJiaSpqamZGZmJnl4eEg3btyQJOnV+1aSyu5+fV6qVVxcLC1fvlxq3ry5pKOjIxkaGkpDhgyRJKns7tfly5dLjRs3lrS1tSVzc3OpW7duSn3wLApJkiSV0kpBEARBEGqUsLAwPvvsM0JDQ/Hx8VF3OMJrEtfUCYIgCIIg1ABipE4QBEEQBKEGECN1giAIgiAINYBI6gRBEARBEGoAkdQJgiAIgiDUACKpEwRBEARBqAFEUicIgiAIglADiKROEARBEAShBhBJnSAIgiAIQg0gkjpBEARBEIQaQEvdAQiCoF7m5ubY2dmpO4x30uXLl2nevLm6wxDUJCkpiYyMDHWHIdQgIqkThHecnZ0dp0+fVncY76R27dqJvn+HtWvXTt0hCDWMmH4VBEEQBEGoAURSJwiCIAiCUAOIpE4QBEEQBKEGEEmdIAiCIAhCDSCSOkEQBEEQhBpApaTOy8uLBg0aoKOjg6GhId27d+f8+fMAXLp0CRcXF/T09OjduzdffvklCoWCAQMGyPVPnDiBq6srpqamWFtb4+vrS2ZmZqU0SBAEQRAE4V2k0iNNbt68SdeuXTExMeHChQvExMTg6enJ+fPn6devH9evX8fJyYnatWsTHBysVPfChQu4ublRq1Yt+vTpw507dwgNDSUpKYnDhw+jUCgqpWGCIAiCIAjvEpVG6iIjI3FxccHQ0BBHR0cArly5wu+//87169cxMDDgt99+Y8eOHfTu3VupbnBwMEVFRbRs2RIrKyvef/99dHR0iImJISEh4c23SBAEQRAE4R30wpG6q1ev0rZtW/Ly8sqVxcTEAGBjY4O+vj4ALVq0ICoqSn5PUlISAPHx8cTHxyvVv3btGs2aNXvl4AVBEARBEIQyLxypi46OJi8vj9atW5OdnU1aWppc5ubmBkBKSgqPHj0Cykbwnvbk3w/5+/sjSZL8c+PGDfr06fOm2iEIgiAIgvBOe+FInZWVFVA2Yjd58mTOnTsnl+nq6tK4cWOuXbuGq6srDRs2VBqlA/jiiy/YsGEDq1at4saNG5ibm3P58mV+//13SktL32xrBEEQBEEQ3lEvHKnz9PTk888/R1tbm0OHDjF9+nS5TEtLi927d+Ps7Mz58+d5+PAhn3/+OQA6OjoAtGnThkOHDtGlSxeOHTtGREQEDx48YNq0aZXUJEEQBEEQhHfPC0fqNDU12bhxIxs3bpRfGzJkiPx7Tk4OJ0+elP/+5JNPAGjSpIn8WpcuXThy5MgbCVgQBEEQBEEoT6VHmlRk7ty5XL9+nXbt2nHu3Dn++9//oq+vj6+v75uITxAEQRAEQVDBa/9HiTZt2nDx4kUWLlxIXFwcvXr14tixYzRq1OhNxCcIgiAIgiCo4LVH6nx8fPDx8XkDoQiCIAiCIAivSvzvV0EQBEEQhBpAJHWCIAiCIAg1gEjqBEEQBEEQagCR1AmCIAiCINQAr32jhCAIb7fS0lJycnLUHcY7S/S9IAhvikjqBOEdJ0kS2tra6g7jnSX6XhCEN0VMvwqCIAiCINQAIqkTBEEQBEGoAURSJwiCUA0VFhaSnp5OYWGhukMRBOEtIa6pEwRBqEZKSkrYtWsX8fHxaGhoUFpairOzMwMGDEBTU1Pd4QmCUI2JkTpBEIRq5ElCV1xcTGFhIcXFxcTHx7Nr1y51hyYI1cb9+/cJCwsTd4//DzFS94bcv3+f3bt3M3DgQIyNjdUdjqCCxMREjh07hre3t7pDEdSsoKBAbdOcT5+UCgsLOXnyJI8fP1Z6T3FxMSdPnuSjjz5CR0enqkMsR0dHB11dXXWHIbzF5s2bx6ZNm8jOzqZNmzZERkZSr149oGy02s/Pj23btqGvr8+iRYsYOXIkAH/88QezZ8/m/PnzpKam4u7urnTOnTt3LkuWLJH3zylTpjBnzpyqb6CaiKTuNb1oBxMqx+PHjxk8eDBxcXE8fPiQwYMHs379evnxEOnp6YwcOZLY2Fjs7e3ZvHkzTk5OAPzwww+sWrWKxMREjI2NyyV1rq6unD59Gi2tso/Hzp07cXNzq9oGClUqJSWF69evq2XdJ0+elH/Pz89HkqRnvk+SJE6cOIG+vn5VhfZcDg4ONG7cWN1hCG+xdu3a4efnh56eHr6+vnh6enL8+HEAgoODiY+PJzExkZs3b+Lm5kb79u1p1qwZZmZmfPvtt2hoaNCoUaNnLnvatGnMnTu3CltTfYik7jWpsoMJlWPkyJFERkaSk5ODq6sr8+fPJyAgAIDx48fj4OBAVFQUEREReHh4cP36dTQ1NWnZsiX79+9nz549LFiw4JnL3rt3L66urlXYGkGdGjRogIWFhVrW7eLiIv9eWFhIXFzcM9+nUCjo3LlztRmpEyrHihUrWLNmDZmZmVhYWBAcHMzHH38MlI0o+/j4sG/fPhwdHXF0dOThw4eEhYUBcPjwYb788ktu376Ni4sLmzdvxtraWo2teb7evXvLv3t5eeHp6Sn/HRISwrx58zAxMcHExARPT082btxIUFAQ9vb2ACQlJb3xmHbv3s3cuXNJTExER0cHf39//v3vfwPP79ukpCQaNWpEeHg4AQEB3L17l8DAQD7//HMAEhIS8PX15dKlSwD069ePLVu2AGUDCO7u7sycOROAxo0bM3PmTHx8fAAICAggODiYvLw8zMzMiIiIwNnZucI2VNo1dampqXTt2hULCwuMjY3x9PSkpKRELj9w4AC2trbUq1ePZcuWYWBgIG+kgoICRo0aRZ06dbCxseG7776T6xUUFDB06FCMjIzo3Lkz48ePlzsAyjpp8eLFfPbZZ5iamqJQKOSyvXv30qpVK+rUqUO3bt1ISEiQyxQKBSdOnADKvrUrFAo5HldXV5YvX07v3r0xNTVl4MCBPHjwAAB7e3t5J6suhg8fTr169TA0NMTFxYWbN2/KZTdu3MDZ2RlTU1NGjhxJ9+7d5QMCwMqVK6lfvz4WFhZMmDCB4uJiNbTgxbS0tBg4cCDa2tqYm5vTu3dvzp07B5SN0kVFRTF//nxq1arFyJEj0dPTY//+/QC8//77mJmZvfGYSkpKWLRoEe+99x7GxsY0atSIQ4cOyeXP69uwsDBat25NUFAQ9erVo1GjRvz5559yvaioKJo0aYKxsTFWVlasW7dOLqtov3348CFDhgzBwsICIyMjHB0dKSgoeOPtrgl0dXUxNjau8h9A6W9LS0tcXFzKPZBYW1sbFxcXLC0t1RLn//6IqdfK06pVK/744w9ycnJwc3Nj3rx5ctmKFStITEwkNTWVDRs2sG/fPrksPT1dnrHIyMigTp06+Pn5qaEFLy8+Pp4OHToAUFRUxIULF2jRooVc3rx5c6VjYkU0NDQIDAzkgw8+YNu2bSrHcOrUKTw9PZk1axaZmZlcu3aNvn37Aqr17ZYtW4iLi2P+/PnMmDFDfn327Nl8+OGHZGVlkZ6ezvTp01WK5/LlyyxdupRTp06Rm5tLbGysSqPjlZbUKRQKOWs9c+YMu3fv5siRI0DZFIOXlxeBgYEkJSXx4MED8vPz5bqzZ88mIyOD27dvs3v3biZPnszFixeBinfqJ1atWoWrqytZWVk0adIEgGvXruHh4UFgYCDp6el07tyZvn37lrt25Xk2bNjAnDlzSElJITk5maCgoNftokrj4eFBYmIid+/epaCggJCQELls7NixODs7k56ejoeHB7GxsXLZvn37WLt2LfHx8Vy5coXDhw+zYcMGdTThpT19UPjrr78wMzNTStxe5qCgpaXFoEGD6N69O6dOnVI5hhUrVhASEsKOHTvIyckhNjaWpk2bAi/u26tXr3L37l1SUlJo164dgYGBctno0aNZunQpOTk5XL16lV69eqkUz5YtW7h16xa3bt0iJyeHiIgI8d8L3gIDBgzA2dkZbW1tdHR00NbWlu9+FWq+jz/+GHNzcxQKBS4uLqSnp8tl27ZtY9y4cRgaGtK8eXPc3d3lsq1bt+Li4kKXLl3Q0tLi008/laczq7PTp08TGhrK2rVrAcjMzESSJPT09OT36Ovrc+/ePZWWN3v2bLKysli0aBHjx48nOjpapXqbNm1i4MCBDBo0CE1NTQwNDeXEUpW+Xb16NcbGxrRp00Zpm5mamnL8+HEOHTqEpqYmzZo1UykeAwMDioqKCA0N5c6dO1hbW6s0GFFpSZ21tTVdunRBU1MTBwcHrKys5IZGR0djZGSEp6cnOjo6jBkzRq4nSRLBwcF888036Orq0rZtWxwdHeXRiIp26ieGDx+Ot7c3CoVCHo2LiIigY8eO9OzZEy0tLWbMmMGtW7eUrmepyIQJE2jfvj36+voMHTpUaQSmuhk0aBC6urro6+vj6Ogo93taWhq//vor/v7+aGtr079/f2xsbOR669atY8yYMTRo0AAzMzP69ev3VhwUgoODefToEf7+/gBkZGQoHRDg5Q4Khw4dIikpiZ49e9KjRw9u376tUr2NGzcybdo02rRpA5R9Bp7074v61tzcnGXLlqGpqam0zaDsoBAZGcn58+cxMjLCzs5OpXhMTU25du0aP/30E48ePaJFixbikRhvAU1NTTw8PAgICMDf35+AgAA8PDxeattZWVmhr69f7sfKyqoSIxfehLi4OHr06IGlpSUTJ05UusYyMTGRhg0bPrPejRs3OHz4sDxlOXToUB4+fFhVYb+Sy5cv4+XlJc9GAHJC+/RAT35+/ktdHqGjo0PPnj3x9vYmPDxcpTrJycnPHQlTpW+fnHMUCoXSNgsKCqJ79+6MGDECOzs7leOxsbFh//79HDlyBFtbWwYPHkxGRsYL61VaUldUVMSMGTPkqaiUlBS5oRXtmPfu3SMvL48ePXrIHXjhwgVyc3NfWPcJU1PTcq+lpqYqJTC6urpYWFiQmpqqUnueHuEwMjKSp1+ro61bt+Lk5ISpqSkRERFyvz+ZlqvooPD0dQzr1q0jLy+vqsJ+JT/++CNhYWEcOHBAnhKysLBQOiDAyx8UjIyMmDp1Kg0bNlT5m96LDgoV9a2uri4aGmUfR4VCQWlpqVwWHR2NQqHA2dkZZ2dnlUcchw4dyvz581myZAlWVlZ88803SpdACNWbjo4OlpaWr3T92vM+t9X98/yuy8zMpEePHgwZMoSbN28qXWoBZcelp++WfvpyCmtraz755BOys7PJzs4mNze3Wj/uIyMjg759+7J582b5izCUnWtbtWrF5cuX5dcuX75M27ZtX3odmpqaKt/VbmNjw99///3MstfpWwMDAwIDA0lNTWXevHl4e3vLdZ9OAB8/flzuvOXm5kZMTAzXr18nJSWFZcuWvXB9lXajxJw5czhy5AgHDhzA3t5e6SaCinZMMzMzatWqRUxMzDM34rPqPrlLsSL169cnJiZG/ruwsJCMjAzq168vv/akc1+0sZKTk7G1tX3hOtXh4MGD+Pn5ERUVRYcOHeSLNaGs76CsfU8S36d3eGtra0aNGiWPeFV3sbGxzJo1i5MnTyol8o6OjmRlZZGZmSkPV1++fFnp2ktVvcpB4Vmjx6/Ttw4ODoSHh/PgwQP+9a9/MW7cOKVp4Yr223Hjxsnv79mzJ507d1Z5+lZ4OXl5ea+UNN29e7cSoqk+63seAwMDDAwM1B1GtZKamkp+fj7dunWjuLiYX3/9lfz8fEpKStDU1KRHjx6EhobSp08f9u7dy/79++VpeS8vL5YtW8bPP/9M//79gbKnMzx9I051MnnyZNzc3OjcuXO5srFjx7J48WK6devGzZs3iYyMVHnWKCEhAXt7e5KSkggPD2fFihUq1fP19aVz585s27aNIUOGIEkSV69epWXLlq/Vt9u3b8fd3R0zMzMsLS3R1dWldu3aAFhaWhIfH09WVhbTp09XGiw6d+4cRUVFODk5YWJigp6eHiYmJi9cX6UldQkJCTRt2hR7e3uOHTtGZmamfNJxd3fnyy+/JC4ujqZNmzJt2jSg7ASqqanJiBEjmDVrFhs3bqRevXqkp6eTnZ1NkyZNKtypKzJ06FAWLFjAoUOH6NatG4sXL8bGxkbeKJaWlpw4cQI7OzsmTZpUrv62bdvo27cvJSUlhIWFqbyjVLWEhATMzc1p164dt27d4uzZs/KwdpMmTbC1tSUkJAR/f3/mzp3L/fv35WkdHx8fZs+ejZubG23atCE/P5+EhIRX+oZU2Z7cBRYQEIC5ublSmaWlJQMGDGD27NmsXLmSiIgI8vLy6Nmzp0rLvnjxIi1atGD37t0kJCTwj3/8Q6V6o0aNYtGiRbRt2xZnZ2dyc3PJzMzE3t7+lfs2IyODuLg43N3d0dPTw9jYWOmDXdF+e/DgQRo3boyDgwPm5uZoaWmpdFAQXs1ff/2ldI2qqrZu3VoJ0VSf9T1Pp06d6NSpk7rDqFYcHR2ZNGkSTk5ONGjQgOnTp3P58mW6du3KiRMnWLJkCcOGDcPCwoLevXvTq1cv+TNtb29PVFQU06ZNY9SoUSgUCj788EMOHDig3kY9R3h4OLVr12b79u1A2QzS//3f/wFlSd2VK1do1KgR+vr6LF++nObNmwNll9tMnz5dns1o2bIlCoWCwMBARo8eTUhICJs2bcLAwICvvvqKTz/9VKV4nJ2d2blzJ/PmzWPixIno6OgwcuRIAgMDX6tvDxw4gJ+fH48ePcLGxoYdO3ZQq1YtAKZOnco///lPmjVrxpw5c5SOH9nZ2fj7+3Pjxg10dHTo1asXU6ZMeeH6FNLzHor0ms6cOcOIESO4d+8e7u7ufPjhh8yfP59t27bRu3dvVq5cyeLFizE1NWXq1KmMHj2a3NxcDA0Nyc/PZ/r06URFRXH//n3q1q3LokWL8PDwICUlhWHDhnH+/Hl69+6NhoYGlpaWLF++HCh/i/DT9uzZw/Tp07l9+zaOjo5899138oXsmzZt4uuvv8bKykpeV2JiInZ2dri6uuLg4EBsbCxpaWn4+/sza9YsQHkHe/DgAUZGRko7WFXLzs5m8ODBnD59mtatWzNu3Dj8/PwYNWoUCxcu5OjRo4waNYoHDx4wefJktmzZQlBQkHyXz7p161izZg137txBX18fX19f+TEh1clvv/2Gq6srhoaG8rSll5eXPF3x5Dl1J06cwN7entDQUPk5dcOHDyc6OpqioiIKCwsxNDQEyq5lad68OR06dODixYvY2NgQFBSkcjJYUlJCYGAgmzdvJi0tDRMTE/kgDM/v27CwMBYsWMC1a9cA5C8fR48eJS0tjWHDhsl39rZt25b169fL07wV7bdr1qxh1apV3Lt3D2NjYyZNmsTXX39dLu4PPvjglZIRQdmrjNR5enoSGRn5xmNxcHB4bpm6nsf3v8RIHXTp0oXTp0+r/P6srCx0dHTQ19cnJSWFjh07EhISovIXT6Hmq7Sk7kWSk5OxsbGhtLSUhQsXEh0drdJNC+rYqV1dXfHx8Xml6bvq5s6dO1hYWKClpUVMTAz9+/cnMTGxUh7xIbwdRFKnPl26dOHYsWNvfLkVPaD4f6/bEdTnZZO6nTt3MmXKFPLy8jA1NeWLL76Qn6MmCKDGhw+PGDGCCxcuoKGhQevWrfnhhx9UqhcTE6O0U0+YMEF8S3kJq1atIjQ0lOLiYmxsbNi+fbtI6AShhjEwMHjmqOG7PjL2tvPw8MDDw0PdYQjVmNpG6gRBqB7ESJ36VNZInfB2eNmROkF4kUp7pIkgCIIgCIJQdURSJwiCIAiCUAOIpE4QBEEQBKEGEEmdIAiCIAhCDaC2u18FQageFAoFxcXF6g7jnSX6XhCEN0UkdYLwjtPQ0MDY2FjdYbyzRN8LgvCmiOlXQRAEQRCEGkAkdYIgCIIgCDWASOoEQRDeoIKCAtLS0igoKFB3KIIgvGPENXWCIAhvQElJCZGRkcTGxqKhoUFpaSmdOnXC09MTTU1NdYcnCMI7QIzUCYIgvAGRkZH8/vvvFBcXU1hYSHFxMb///juRkZHqDk0Qapz79+8TFhZGTk6OukOpVsRInfDOSkxM5NixY3h7e6s7FOEVFRQUVItpzsLCQk6cOMHjx4+VXi8qKiI2Npbu3bujo6PzzLrZ2dlVEGEZXV1ddHV1q2x9gvA88+bNY9OmTWRnZ9OmTRsiIyOpV68eUDbq7efnx7Zt29DX12fRokWMHDkSgD/++IPZs2dz/vx5UlNTcXd3V7qDfO7cuSxZskTez6dMmcKcOXOqvoFqIpK615SQkMDnn3/O5cuX0dLSYubMmXz55ZfqDqvGe/z4MYMHDyYuLo6HDx8yePBg1q9fj7a2NgDp6emMHDmS2NhY7O3t2bx5M05OTgD88MMPrFq1isTERIyNjcslda6urpw+fRotrbKPx86dO3Fzc6vaBgoquXnzJn///be6wyAvLw9Jkp5ZVlpaypEjRzAwMHhm+fHjxyszNCVNmjShadOmVbY+QXiedu3a4efnh56eHr6+vnh6esqfheDgYOLj40lMTOTmzZu4ubnRvn17mjVrhpmZGd9++y0aGho0atTomcueNm0ac+fOrcLWVB8iqXtNWlparFixgvbt23P27Fk6depEixYtRBJQBUaOHElkZCQ5OTm4uroyf/58AgICABg/fjwODg5ERUURERGBh4cH169fR1NTk5YtW7J//3727NnDggULnrnsvXv34urqWoWtEV6Fra0tVlZW6g5DHql7Fg0NjQpH6j766KPKDE2JGKWr/lasWMGaNWvIzMzEwsKC4OBgPv74Y6BsZNrHx4d9+/bh6OiIo6MjDx8+JCwsDIDDhw/z5Zdfcvv2bVxcXNi8eTPW1tZqbM3z9e7dW/7dy8sLT09P+e+QkBDmzZuHiYkJJiYmeHp6snHjRoKCgrC3twcgKSnpjce0e/du5s6dS2JiIjo6Ovj7+/Pvf/8beH7fJiUl0ahRI8LDwwkICODu3bsEBgby+eefA2UDP76+vly6dAmAfv36sWXLFqBsAMHd3Z2ZM2cC0LhxY2bOnImPjw8AAQEBBAcHk5eXh5mZGRERETg7O1fcCKmSpKSkSF26dJHMzc0lIyMjafDgwdLjx4/l8v3790sNGzaU6tatKy1dulTS19eXEhMTJUmSpEePHkmff/65ZGpqKjVo0EBav369XO/Ro0fSkCFDJENDQ6lTp07SuHHjJG9vb7m8a9eu0qJFiyQfHx/JxMREerqJe/bskVq2bCmZmppKrq6u0pUrV+QyQDp+/LgkSZKUnJwsAXI8Xbt2lYKCgqRevXpJJiYm0oABA6Tc3Nxntrt9+/ZSUFDQ63bfa/Hy8pLq1q0rGRgYSM7OzlJSUpJcdv36dal9+/aSiYmJNGLECKlbt25SaGioXL5ixQrJ2tpaMjc3l8aPHy8VFRWpoQUv71//+pfUp08fSZIkKS0tTdLW1pYyMjLk8ubNm0t79uxRqhMaGio5ODiUW1bXrl2lmJiYl47h8ePH0sKFC6XGjRtLRkZGkp2dnfTrr7/K5c/r29DQUKlVq1ZSYGCgVLduXcnOzk46ffq0XG/37t3Se++9JxkZGUmWlpbSt99+K5dVtN/m5+dLnp6ekrm5uWRoaCi1bt1aevToUbm4nZycXrqtQnnh4eHSxIkTpS+++EL+mThxohQeHv7cOqLv323P2v4HDx6U7t27J5WWlkqjR4+WOnbsKJctXLhQat++vZSbmytdunRJsrW1lc9/aWlpkqmpqfTbb79JxcXF0rBhw6TBgwdXVVNey5w5c6QePXpIkiRJhYWFkkKhUDo/r169WnJ1dVWqk5iYKAFScnKy0uvz5s2T9PT0pPfff1/6/vvvVY4hPj5eqlWrlrRz507p8ePHUm5urnTx4kVJkiru2ydxfPLJJ1J2dra0Zs0aycrKSl6up6enNHnyZKm0tFQqKiqSLl++LJd17dpVCggIkP92cHCQz8eXLl2S9PX15falpqYqndOep9JulFAoFHLWeubMGXbv3s2RI0cAyM/Px8vLi8DAQJKSknjw4AH5+fly3dmzZ5ORkcHt27fZvXs3kydP5uLFi0DZt5jExERSU1PZsGED+/btK7fuVatW4erqSlZWFk2aNAHg2rVreHh4EBgYSHp6Op07d6Zv377lroF5ng0bNjBnzhxSUlJITk4mKCio3Htyc3O5cuUKHTp0eOn+epM8PDxITEzk7t27FBQUEBISIpeNHTsWZ2dn0tPT8fDwIDY2Vi7bt28fa9euJT4+nitXrnD48GE2bNigjia8tPj4eLnf//rrL8zMzDAzM5PLmzdvzp9//qnSsrS0tBg0aBDdu3fn1KlTKsewYsUKQkJC2LFjBzk5OcTGxspTXS/q26tXr3L37l1SUlJo164dgYGBctno0aNZunQpOTk5XL16lV69eqkUz5YtW7h16xa3bt0iJyeHiIgIeXpaePM8PT3p2LEj2tra6OjooK2tTceOHZVGIAThRT7++GPMzc1RKBS4uLiQnp4ul23bto1x48ZhaGhI8+bNcXd3l8u2bt2Ki4sLXbp0QUtLi08//bRKp/Zf1enTpwkNDWXt2rUAZGZmIkkSenp68nv09fW5d++eSsubPXs2WVlZLFq0iPHjxxMdHa1SvU2bNjFw4EAGDRqEpqYmhoaGtGjRAlCtb1evXo2xsTFt2rRR2mampqYcP36cQ4cOoampSbNmzVSKx8DAgKKiIkJDQ7lz5w7W1tZK57TnqbSkztrami5duqCpqYmDgwNWVlZyQ6OjozEyMsLT0xMdHR3GjBkj15MkieDgYL755ht0dXVp27Ytjo6O8tRGRTv1E8OHD8fb2xuFQkFCQgIAERERdOzYkZ49e6KlpcWMGTO4desWJ0+eVKk9EyZMoH379ujr6zN06FAOHTqkVC5JEmPGjMHb25uOHTu+Up+9KYMGDUJXVxd9fX0cHR3lfk9LS+PXX3/F398fbW1t+vfvj42NjVxv3bp1jBkzhgYNGmBmZka/fv3eioNCcHAwjx49wt/fH4CMjAylAwK83EHh0KFDJCUl0bNnT3r06MHt27dVqrdx40amTZtGmzZtgLLPwJP+fVHfmpubs2zZMjQ1NZW2GZQdFCIjIzl//jxGRkbY2dmpFI+pqSnXrl3jp59+4tGjR7Ro0UI8WqMSaWpqMmzYMIKCgpgxYwZBQUEMGzZM9LnwUuLi4ujRoweWlpZMnDhR6VrNxMREGjZs+Mx6N27c4PDhw/KU5dChQ3n48GFVhf1KLl++jJeXF1FRUfIAzJOE9umBnvz8fCwsLFRero6ODj179sTb25vw8HCV6iQnJ9O4ceNnlqnSt0/OOQqFQmmbBQUF0b17d0aMGIGdnZ3K8djY2LB//36OHDmCra0tgwcPJiMj44X1Ki2pKyoqYsaMGbz33nsYGxuTkpIiN7SiHfPevXvk5eXRo0cPuQMvXLhAbm7uC+s+YWpqWu611NRUpQRGV1cXCwsLUlNTVWrP0yMcRkZGPHjwQKl8woQJGBoasmrVKpWWV5m2bt2Kk5MTpqamREREyP3+5BqEig4KT1/HsG7dOvLy8qoq7Ffy448/EhYWxoEDB+TrhSwsLJQOCPDyBwUjIyOmTp1Kw4YNVf6m96KDQkV9q6uri4ZG2cdRoVBQWloql0VHR6NQKHB2dsbZ2VnlEcehQ4cyf/58lixZgpWVFd988w0lJSUq1RVenpGREQqFgtq1a1O3bl1q166NQqHAyMhI3aEJb4nMzEx69OjBkCFDuHnzJuvWrVMqNzIyUnqEx9N3fltbW/PJJ5+QnZ1NdnY2ubm51fpxHxkZGfTt25fNmzfLX4Sh7FzbqlUrLl++LL92+fJl2rZt+9Lr0NTUpLCwUKX32tjYPPemq9fpWwMDAwIDA0lNTWXevHl4e3vLdZ9OAB8/flzuvOXm5kZMTAzXr18nJSWFZcuWvXB9lZbUzZkzh0OHDnHgwAGys7OVEomKdkwzMzNq1apFTEyM3IEPHz5k6tSpL6xbkfr16yslcIWFhWRkZFC/fn35tSed+6KNlZycjK2trfx3YGAgN2/eZP369SgUCpXiqSwHDx7Ez8+PVatWkZGRgZeXl1z25OTydPue3uGtra0JCAiQ+z0vL489e/ZUXfAvKTY2llmzZhEdHa2UyDs6OpKVlUVmZqb8WnU4KLxq3zo4OBAeHk5aWhpt27Zl3LhxSuUV7bfjxo3j0qVLHD58mO+++46DBw+qtE7h5f3vF70XvS4I/ys1NZX8/Hy6detGcXExv/76K/n5+fKXsR49ehAaGkpxcTG//PIL+/fvl0eCvby8OHr0KD///DMlJSWUlJSoPBOlDpMnT8bNzY3OnTuXKxs7diyLFy8mOzubv/76i8jISEaNGqXSchMSEiguLubq1auEh4czYMAAler5+vryyy+/sG3bNoqLiykqKpIv+3qdvt2+fTuZmZloampiaWmJrq4utWvXBsDS0pL4+HiysrKYMGGC0rHi3LlznDp1ipKSEkxMTNDT08PExOSF66u0pC4hIYGmTZtib2/PsWPHyMzMlE867u7uXLx4kbi4OLKyspg2bRpQdgLV1NRkxIgRzJo1izt37gBlj6d4crKsaKeuyNChQ4mNjeXQoUOUlJSwePFibGxscHFxAco698SJEyQnJzNp0qRy9bdt20Zqaiq3bt0iLCxMfmbOpUuXmDNnDuvXr5dHWtQpISEBc3Nz2rVrx61btzh79qzc702aNMHW1paQkBCKi4uZMWMG9+/fl/vPx8eHtWvX8tdffwFlo1tnzpxRW1sq8uQusICAAMzNzZXKLC0tGTBgALNnz6aoqIitW7eSl5dHz549VVr2xYsXkSSJXbt2kZCQwD/+8Q+V6o0aNYpFixZx8uRJJEkiJyeHGzduAK/etxkZGezZs4dHjx6hp6eHsbGx0ge7ov324MGDXL9+HSib0tDS0lLpoPA2efDgAbdv364WPxWpqE5VxigSzOrN0dGRSZMm4eTkRMeOHenVqxf16tWja9euACxZsoT79+9jYWHBjh076NWrl/yZtre3JyoqimXLlmFhYYGlpWW1fqxHeHg433//vTx74ejoKJeNHTsWFxcXGjVqRO/evVm+fDnNmzcHyi63efr9LVu2xMTERL5GOSQkBAsLC7p168ZXX33Fp59+qlI8zs7O7Ny5k5UrV2JhYYGNjY18V/Hr9O2BAwdo1aoVJiYmTJs2jR07dlCrVi0Apk6dyoULF2jWrBmOjo5Kl9ZkZ2czduxYzMzMaNy4MQ0bNmTKlCkvXJ9Ckp7zcKXXdObMGUaMGMG9e/dwd3fnww8/ZP78+Wzbto3evXuzcuVKFi9ejKmpKVOnTmX06NHk5uZiaGhIfn4+06dPJyoqivv371O3bl0WLVqEh4cHKSkpDBs2jPPnz9O7d280NDSwtLRk+fLlQPlbhJ+2Z88epk+fzu3bt3F0dOS7776TL2TftGkTX3/9NVZWVvK6EhMTsbOzw9XVFQcHB2JjY0lLS8Pf359Zs2YBZQ9QnDdvntIUy7p165RGyKpSdnY2gwcP5vTp07Ru3Zpx48bh5+fHqFGjWLhwIUePHmXUqFE8ePCAyZMns2XLFoKCgujbt68c+5o1a7hz5w76+vr4+vrKjwmpTn777TdcXV0xNDSUk2kvLy95uuLJc+pOnDiBvb09oaGh8nPqhg8fTnR0NEVFRRQWFmJoaAiUXcvSvHlzOnTowMWLF7GxsSEoKEjlZLCkpITAwEA2b95MWloaJiYmLFmyhGHDhgHP79uwsDAWLFjAtWvXAFiwYAGHDh3i6NGjpKWlMWzYMM6dOwdA27ZtWb9+vTzNW9F+u2bNGlatWsW9e/cwNjZm0qRJfP311+XibteuHadPn37FLaFeR48e5ejRo+oOAyg7FjzP8x5+unfvXvr06VNZIZXj6uoqHtVTjbzsZy8rKwsdHR309fVJSUmhY8eOhISEqPzFU6j5Ki2pe5Hk5GRsbGwoLS1l4cKFREdHqzScqY6d2tXVFR8fH/nZMW+zO3fuYGFhgZaWFjExMfTv35/ExESV7qoRaqa3Oal78OBBtRl9evpSjv/1vGt3+/XrR1RUVGWFVI6hoaH8JUZQv5f97O3cuZMpU6aQl5eHqakpX3zxhfwcNUEANT58eMSIEVy4cAENDQ1at27NDz/8oFK9mJgYpZ16woQJ4lvKS1i1apU8fW1jY8P27dtFQie8td6WJKWiB8BW14fDCtWPh4cHHh4e6g5DqMbUNlInCEL18DaP1FUnz7orHsoSzyd37/8v0ffvNrH9hTdN/JswQRCEN+B5iZsgCEJVUf/tmoIgCIIgCMJrE0mdIAiCIAhCDSCSOkEQBEEQhBpAXFMnCO+40tLSav3vhGo60feCILwpIqkThHecJElK/9tYqFqi7wVBeFPE9KsgCIIgCEINIJI6QRAEQRCEGkAkdYIgCIIgCDWASOoEQagWCgsLSU9Pp7CwUN2hCIIgvJXEjRKCIKhVSUkJu3btIj4+Hg0NDUpLS3F2dmbAgAFoamqqOzxBEKqh+/fvs3v3bgYOHIixsbG6w6k2xEid8M5KTExky5Yt6g7jnfckoSsuLqawsJDi4mLi4+PZtWuXukMTBKGSzJs3j4YNG2JkZMRHH33EnTt35LKSkhK+/PJLTE1NadCgAVu3bpXL/vjjD3r27Enr1q357LPPyv2/5blz56Krq4uJiQkmJibMmzevytpUHYiRujegQ4cO/P333zx+/Jju3bsTGhqKiYmJusOq0R4/fszgwYOJi4vj4cOHDB48mPXr18uPh0hPT2fkyJHExsZib2/P5s2bcXJyAuCHH35g1apVJCYmYmxsjLe3t9KyXV1dOX36NFpaZR+PnTt34ubmVrUNrEKSJKntWWmFhYWcPHmSx48fK71eXFzMyZMn+eijj9DR0VFLbE/o6Oigq6ur1hgEoaZp164dfn5+6Onp4evri6enJ8ePHwcgODiY+Ph4EhMTuXnzJm5ubrRv355mzZphZmbGt99+i4aGBo0aNXrmsqdNm8bcuXOrsDXVh0jq3oBt27bh4ODA7du36dChA+Hh4YwfP17dYdV4I0eOJDIykpycHFxdXZk/fz4BAQEAjB8/HgcHB6KiooiIiMDDw4Pr16+jqalJy5Yt2b9/P3v27GHBggXPXPbevXtxdXWtwtaoT1FRESdPnlTLuvPz85Ek6ZllkiRx4sQJ9PX1qzgqZQ4ODjRu3FitMQjvjhUrVrBmzRoyMzOxsLAgODiYjz/+GICCggJ8fHzYt28fjo6OODo68vDhQ8LCwgA4fPgwX375Jbdv38bFxYXNmzdjbW2txtY8X+/eveXfvby88PT0lP8OCQlh3rx58mibp6cnGzduJCgoCHt7ewCSkpLeeEy7d+9m7ty5JCYmoqOjg7+/P//+97+B5/dtUlISjRo1Ijw8nICAAO7evUtgYCCff/45AAkJCfj6+nLp0iUA+vXrJ88Qubq64u7uzsyZMwFo3LgxM2fOxMfHB4CAgACCg4PJy8vDzMyMiIgInJ2dK2xDpSV1qampeHl5cenSJYqKivjkk0/48ccf5WtkDhw4wJgxYygqKmLKlCnMnz+fCxcuYGdnR0FBARMnTuTnn39GX1+fmTNnMmbMGODFO7WrqyuffPIJf//9N7t27SI7O1s+aezdu5dp06Zx+/Zt2rRpw/r162natCkACoWC48eP07lzZ1JSUrCxsSExMRE7OztcXV3p27cvR44c4ffff8fV1ZWtW7diaGgIlB30n7S5tLSU7t27V1a3qmT48OEcOXKEvLw8WrZsyfbt27G1tQXgxo0bDBs2jL///pu+ffuSkpLCyJEj5Z1o5cqVBAUFUVRUhKenJ//5z3+q5cNRtbS0GDhwIADm5ub07t2bc+fOAWWjdFFRUdy5c4datWoxcuRIlixZwv79++nTpw/vv/9+pcRUUlLC0qVLCQ0NJT09nTp16rBhwwbc3d2B5/dtWFgYy5cvx9vbm+XLl6Orq8uOHTvkkcWoqCi+/vpr0tLS0NXVZc6cOfKXhor224cPH/LZZ59x5MgRCgsLsbOz49SpU+VGnWrVqoWLi0ul9MmLFBYWEhcX98wyhUJB586dq8VInSBUlVatWvHHH39gZmbGmDFjmDdvnpzUrVixgsTERFJTU0lJSaFnz57yl8/09HQGDx7Mrl276NixIyNHjsTPz4/IyEg1tkY18fHxdOjQASj7knnhwgVatGghlzdv3pyff/5ZpWVpaGiwdOlSdu/ezVdffcWnn36qUr1Tp07h6enJjz/+SP/+/Xn48CHJycmAan27ZcsW4uLi+P7775kxY4ac1M2ePZsPP/yQEydO8PjxY65fv65SPJcvX2bp0qVcuXKFBg0acPv2bZWORZV2TZ1CoZCz1jNnzrB7926OHDkClH079/LyIjAwkKSkJB48eEB+fr5cd/bs2WRkZHD79m12797N5MmTuXjxIqC8U2/YsIF9+/aVW/eqVatwdXUlKyuLJk2aAHDt2jU8PDwIDAwkPT2dzp0707dv33LTPs+zYcMG5syZQ0pKCsnJyQQFBcllUVFR1KpViw4dOhAUFESzZs1eud/eBA8PDxITE7l79y4FBQWEhITIZWPHjsXZ2Zn09HQ8PDyIjY2Vy/bt28fatWuJj4/nypUrHD58mA0bNqijCS/t6YPCX3/9hZmZGWZmZnJ58+bN+fPPP1ValpaWFoMGDaJ79+6cOnVK5RhWrFhBSEgIO3bsICcnh9jYWPlLw4v69urVq9y9e5eUlBTatWtHYGCgXDZ69GiWLl1KTk4OV69epVevXirFs2XLFm7dusWtW7fIyckhIiLimQm6QqHA2NhYLT+Wlpa4uLiUi0tbWxsXFxcsLS3VFtuTHzH1KlSljz/+GHNzcxQKBS4uLqSnp8tl27ZtY9y4cRgaGtK8eXP5CyPA1q1bcXFxoUuXLmhpafHpp5/K05nV2enTpwkNDWXt2rUAZGZmIkkSenp68nv09fW5d++eSsubPXs2WVlZLFq0iPHjxxMdHa1SvU2bNjFw4EAGDRqEpqYmhoaGcmKpSt+uXr0aY2Nj2rRpo7TNTE1NOX78OIcOHUJTU1Pl/MDAwICioiJCQ0O5c+cO1tbWSue056m0pM7a2pouXbqgqamJg4MDVlZWckOjo6MxMjLC09MTHR0deRQOyqZcgoOD+eabb9DV1aVt27Y4Ojpy4sQJoOKd+onhw4fj7e2NQqEgISEBgIiICDp27EjPnj3R0tJixowZ3Lp1S+VppwkTJtC+fXv09fUZOnQohw4dksv69etHXl4e4eHh+Pj4qJw8VJZBgwahq6uLvr4+jo6Ocr+npaXx66+/4u/vj7a2Nv3798fGxkaut27dOsaMGUODBg0wMzOjX79+b8VBITg4mEePHuHv7w9ARkaG0gEBXu6gcOjQIZKSkujZsyc9evTg9u3bKtXbuHEj06ZNo02bNkDZZ+BJ/76ob83NzVm2bBmamppK2wzKDgqRkZGcP38eIyMj7OzsVIrH1NSUa9eu8dNPP/Ho0SNatGhRLe8mHTBgAM7Ozmhra6Ojo4O2trZ896sgvGvi4uLo0aMHlpaWTJw4UenyhMTERBo2bPjMejdu3ODw4cPylOXQoUN5+PBhVYX9Si5fvoyXlxdRUVHyAMyThPbpgZ78/HwsLCxUXq6Ojg49e/bE29ub8PBwleokJyc/9zILVfr2yTlHoVAobbOgoCC6d+/OiBEjsLOzUzkeGxsb9u/fz5EjR7C1tWXw4MFkZGS8sF6lJXVFRUXMmDGD9957D2NjY1JSUuSGVrRj3rt3j7y8PHr06CF34IULF8jNzX1h3SdMTU3LvZaamqqUwOjq6mJhYUFqaqpK7Xl6JMHIyKjcHTe1atXC09OTbt26qbzRKsvWrVtxcnLC1NSUiIgIud+fXINQ0UHh6esY1q1bR15eXlWF/Up+/PFHwsLCOHDggDyiYmFhoXRAgJc/KBgZGTF16lQaNmyo8je9Fx0UKupbXV1dNDTKPo4KhYLS0lK5LDo6GoVCgbOzM87Ozip/aRg6dCjz589nyZIlWFlZ8c0331BSUqJS3aqkqamJh4cHAQEB+Pv7ExAQgIeHR7VMQJ9mZWWFvr5+uR8rKyt1hya8pTIzM+nRowdDhgzh5s2brFu3TqncyMhI6aamgoIC+Xdra2s++eQTsrOzyc7OJjc3V203QKkiIyODvn37snnzZvmLMJSda1u1asXly5fl1y5fvkzbtm1feh2ampoqP/fSxsaGv//++5llr9O3BgYGBAYGkpqayrx58/D29pbrPp0APn78uNx5y83NjZiYGK5fv05KSgrLli174foqLambM2cOhw4d4sCBA2RnZyslEhXtmGZmZtSqVYuYmBi5Ax8+fMjUqVNfWLci9evXV0rgCgsLycjIoH79+vJrTzr3RRsrOTlZvkbtf+nq6qr1xHnw4EH8/PxYtWoVGRkZeHl5yWVGRkaAcvue3uGtra0JCAiQ+z0vL489e/ZUXfAvKTY2llmzZhEdHa2UyDs6OpKVlUVmZqb8WnU4KLxq3zo4OBAeHk5aWhpt27Zl3LhxSuUV7bfjxo3j0qVLHD58mO+++46DBw+qtE510NHRwdLS8q25hu15X3iq+xchofpKTU0lPz+fbt26UVxczK+//kp+fr58TunRowehoaEUFxfzyy+/sH//fvnLj5eXF0ePHuXnn3+mpKSEkpIStd0ApYrJkyfj5uZG586dy5WNHTuWxYsXk52dzV9//UVkZCSjRo1SabkJCQkUFxdz9epVwsPDVR7x9/X15ZdffmHbtm0UFxdTVFQkX/b1On27fft2MjMz0dTUxNLSEl1dXWrXrg2ApaUl8fHxZGVlMWHCBKXBonPnznHq1ClKSkowMTFBT09PpadqVFpSl5CQQNOmTbG3t+fYsWNkZmbKJx13d3cuXrxIXFwcWVlZTJs2DSg7gWpqajJixAhmzZolP7cmPT1dPllWtFNXZOjQocTGxnLo0CFKSkpYvHgxNjY28gXilpaWnDhxguTkZCZNmlSu/rZt20hNTeXWrVuEhYUxcuRIoOwA/uSullOnTnHgwAG1ThslJCRgbm5Ou3btuHXrFmfPnpX7vUmTJtja2hISEkJxcTEzZszg/v37cv/5+Piwdu1a/vrrL6BsdOvMmTNqa0tFntwwExAQgLm5uVKZpaUlAwYMYPbs2RQVFbF161by8vLo2bOnSsu+ePEikiSxa9cuEhIS+Mc//qFSvVGjRrFo0SJOnjwpPybkxo0bwKv3bUZGBnv27OHRo0fo6elhbGys9MGuaL89ePCgfFGuubk5WlpaNeJRO3l5edy9e1ftPxV5mWVUZowiwXy7ODo6MmnSJJycnOjYsSO9evWiXr16dO3aFYAlS5Zw//59LCws2LFjB7169ZI/0/b29kRFRbFs2TIsLCywtLSs1o/1CA8P5/vvv5dnLxwdHeWysWPH4uLiQqNGjejduzfLly+nefPmQNnlNk+/v2XLlpiYmMjXKIeEhGBhYUG3bt1e6kYJZ2dndu7cycqVK7GwsMDGxka+AfN1+vbAgQO0atUKExMTpk2bxo4dO6hVqxYAU6dO5cKFCzRr1gxHR0elS2uys7MZO3YsZmZmNG7cmIYNGzJlypQXrk8hPe95Aq/pzJkzjBgxgnv37uHu7s6HH37I/Pnz2bZtG71792blypUsXrwYU1NTpk6dyujRo8nNzcXQ0JD8/HymT59OVFQU9+/fp27duixatAgPDw9SUlIYNmwY58+fp3fv3mhoaGBpacny5cuB8rcIP23Pnj1Mnz6d27dv4+joyHfffSdfyL5p0ya+/vprrKys5HU9fferg4MDsbGxpKWl4e/vz6xZs4Cy69Q6derEvXv3MDQ05Ouvv8bPz68yulQl2dnZDB48mNOnT9O6dWvGjRuHn58fo0aNYuHChRw9epRRo0bx4MEDJk+ezJYtWwgKCqJv375A2bVfa9as4c6dO+jr6+Pr6ys/JqQ6+e2333B1dcXQ0FCetvTy8pKnK548p+7EiRPY29sTGhoq3006fPhwoqOjKSoqorCwUL6LOS4ujubNm9OhQwcuXryIjY0NQUFBKieDJSUlBAYGsnnzZtLS0jAxMWHJkiUMGzYMeH7fhoWFsWDBAq5duwbAggULOHToEEePHiUtLY1hw4bJd/a2bduW9evXy9O8Fe23a9asYdWqVdy7dw9jY2MmTZrE119/XS7uDz74QOmGmeouNja2WsRb0UNN58yZo9Iy9u7dS58+fd5USOV06tSJTp06VdryhdfTpUsXTp8+rfL7s7Ky0NHRQV9fn5SUFDp27EhISIjKXzyFmq/SkroXSU5OxsbGhtLSUhYuXEh0dLRKw5nq2KldXV3x8fGRH/vxNrtz5w4WFhZoaWkRExND//79SUxMVOmuGqFmetuSury8vGoxAvXkUUbPoupjCzw9PSv1kRMGBgYYGBhU2vKF1/OySd3OnTuZMmUKeXl5mJqa8sUXX8jPURMEUOPDh0eMGMGFCxfQ0NCgdevW/PDDDyrVi4mJUdqpJ0yYIL6lvIRVq1bJ09c2NjZs375dJHTCW+VtSFTq1q1bKe8V3m0eHh54eHioOwyhGlPbSJ0gCNXD2zZSV11YWVk9c8TQwMCAtLQ0lZbRpUsXjh079qZDE94SLztSJwgvIv5NmCAIwitQNXETBEGoKpV296sgCIIgCIJQdURSJwiCIAiCUAOIpE4QBEEQBKEGENfUCcI7TqFQUFxcrO4w3lmi7wVBeFNEUicI7zgNDQ2MjY3VHcY7S/S9IAhviph+FQRBEARBqAFEUicIgiAIglADiKROEARBEAShBhBJnSAIQg1UUFBAWloaBQUF6g5FEIQqIm6UEARBqEFKSkqIjIwkNjYWDQ0NSktL6dSpE56enmhqaqo7PEEQKpEYqRMEQahBIiMj+f333ykuLqawsJDi4mJ+//13IiMj1R2aILwx9+/fJywsjJycHHWHUq2IkTrhnZWYmMixY8fw9vZWdyjCW66goOCVpzmzs7PfWByFhYWcOHGCx48fK71eVFREbGws3bt3R0dH542t71Xo6uqiq6ur1hgE9Zs3bx6bNm0iOzubNm3aEBkZSb169YCy0WY/Pz+2bduGvr4+ixYtYuTIkQD88ccfzJ49m/Pnz5Oamoq7u7vSY4Hmzp3LkiVL5H1sypQpzJkzp+obqCYiqXuDpkyZwi+//EJSUpK6Q6nxHj9+zODBg4mLi+Phw4cMHjyY9evXo62tDUB6ejojR44kNjYWe3t7Nm/ejJOTEwA//PADq1atIjExEWNj43JJnaurK6dPn0ZLq+zjsXPnTtzc3Kq2gcJb5ebNm/z999+vVPf48eNvLI68vDwkSXpmWWlpKUeOHMHAwOCNre9VNGnShKZNm6o1BkH92rVrh5+fH3p6evj6+uLp6Sl/FoKDg4mPjycxMZGbN2/i5uZG+/btadasGWZmZnz77bdoaGjQqFGjZy572rRpzJ07twpbU32IpO4N+euvvwgJCcHCwkLdobwzRo4cSWRkJDk5Obi6ujJ//nwCAgIAGD9+PA4ODkRFRREREYGHhwfXr19HU1OTli1bsn//fvbs2cOCBQueuey9e/fi6upaha0R3ma2trZYWVm9Ut2PPvrojcXxZKTuWTQ0NKrNSJ3wfCtWrGDNmjVkZmZiYWFBcHAwH3/8MVA2Iuzj48O+fftwdHTE0dGRhw8fEhYWBsDhw4f58ssvuX37Ni4uLmzevBlra2s1tub5evfuLf/u5eWFp6en/HdISAjz5s3DxMQEExMTPD092bhxI0FBQdjb2wNUyuDJ7t27mTt3LomJiejo6ODv78+///1v4Pl9m5SURKNGjQgPDycgIIC7d+8SGBjI559/DkBCQgK+vr5cunQJgH79+rFlyxagbADB3d2dmTNnAtC4cWNmzpyJj48PAAEBAQQHB5OXl4eZmRkRERE4OztX3AipkqSkpEhdunSRzM3NJSMjI2nw4MHS48eP5fL9+/dLDRs2lOrWrSstXbpU0tfXlxITEyVJkqRHjx5Jn3/+uWRqaio1aNBAWr9+vVzv0aNH0pAhQyRDQ0OpU6dO0rhx4yRvb2+5vGvXrtKiRYskHx8fycTERHq6iXv27JFatmwpmZqaSq6urtKVK1fkMkA6fvy4JEmSlJycLAFyPF27dpWCgoKkXr16SSYmJtKAAQOk3NxcuW5paanUsWNHaebMmZKtre0b7MVX4+XlJdWtW1cyMDCQnJ2dpaSkJLns+vXrUvv27SUTExNpxIgRUrdu3aTQ0FC5fMWKFZK1tbVkbm4ujR8/XioqKlJDC17ev/71L6lPnz6SJElSWlqapK2tLWVkZMjlzZs3l/bs2aNUJzQ0VHJwcCi3rK5du0oxMTEvHcPjx4+lhQsXSo0bN5aMjIwkOzs76ddff5XLn9e3oaGhUqtWraTAwECpbt26kp2dnXT69Gm53u7du6X33ntPMjIykiwtLaVvv/1WLqtov83Pz5c8PT0lc3NzydDQUGrdurX06NGjcnE7OTm9dFuFN6My+j48PFyaOHGi9MUXX8g/EydOlMLDw9/4uoTX86ztf/DgQenevXtSaWmpNHr0aKljx45y2cKFC6X27dtLubm50qVLlyRbW1v5/JeWliaZmppKv/32m1RcXCwNGzZMGjx4cFU15bXMmTNH6tGjhyRJklRYWCgpFAql8/Pq1aslV1dXpTqJiYkSICUnJyu9Pm/ePElPT096//33pe+//17lGOLj46VatWpJO3fulB4/fizl5uZKFy9elCSp4r59Escnn3wiZWdnS2vWrJGsrKzk5Xp6ekqTJ0+WSktLpaKiIuny5ctyWdeuXaWAgAD5bwcHB/l8fOnSJUlfX19uX2pqqtI57Xkq7UYJhUIhZ61nzpxh9+7dHDlyBID8/Hy8vLwIDAwkKSmJBw8ekJ+fL9edPXs2GRkZ3L59m927dzN58mQuXrwIlH2LSUxMJDU1lQ0bNrBv375y6161ahWurq5kZWXRpEkTAK5du4aHhweBgYGkp6fTuXNn+vbtW+7ak+fZsGEDc+bMISUlheTkZIKCguSyjRs3YmdnV22m6Dw8PEhMTOTu3bsUFBQQEhIil40dOxZnZ2fS09Px8PAgNjZWLtu3bx9r164lPj6eK1eucPjwYTZs2KCOJry0+Ph4OnToAJSNmpqZmWFmZiaXN2/enD///FOlZWlpaTFo0CC6d+/OqVOnVI5hxYoVhISEsGPHDnJycoiNjZWnmV7Ut1evXuXu3bukpKTQrl07AgMD5bLRo0ezdOlScnJyuHr1Kr169VIpni1btnDr1i1u3bpFTk4OERER8vS0UHN5enrSsWNHtLW10dHRQVtbm44dOyqNhAjV18cff4y5uTkKhQIXFxfS09Plsm3btjFu3DgMDQ1p3rw57u7uctnWrVtxcXGhS5cuaGlp8emnn77Rqf3Kcvr0aUJDQ1m7di0AmZmZSJKEnp6e/B59fX3u3bun0vJmz55NVlYWixYtYvz48URHR6tUb9OmTQwcOJBBgwahqamJoaEhLVq0AFTr29WrV2NsbEybNm2UtpmpqSnHjx/n0KFDaGpq0qxZM5XiMTAwoKioiNDQUO7cuYO1tbXSOe15Ki2ps7a2pkuXLmhqauLg4ICVlZXc0OjoaIyMjPD09ERHR4cxY8bI9SRJIjg4mG+++QZdXV3atm2Lo6OjPKVQ0U79xPDhw/H29kahUJCQkABAREQEHTt2pGfPnmhpaTFjxgxu3brFyZMnVWrPhAkTaN++Pfr6+gwdOpRDhw4BkJGRwZIlS1i+fPlr9debNGjQIHR1ddHX18fR0VHu97S0NH799Vf8/f3R1tamf//+2NjYyPXWrVvHmDFjaNCgAWZmZvTr1++tOCgEBwfz6NEj/P39gbJt8vQBAV7uoHDo0CGSkpLo2bMnPXr04Pbt2yrV27hxI9OmTaNNmzZA2WfgSf++qG/Nzc1ZtmwZmpqaStsMyg4KkZGRnD9/HiMjI+zs7FSKx9TUlGvXrvHTTz/x6NEjWrRoIR5poUZGRkYoFAqlnyevv0mampoMGzaMoKAgZsyYQVBQEMOGDRPb/i0RFxdHjx49sLS0ZOLEiUrXSCYmJtKwYcNn1rtx4waHDx+WpyyHDh3Kw4cPqyrsV3L58mW8vLyIioqSB2CeJLRPD/Tk5+e/1KVNOjo69OzZE29vb8LDw1Wqk5ycTOPGjZ9ZpkrfPjnnKBQKpW0WFBRE9+7dGTFiBHZ2dirHY2Njw/79+zly5Ai2trYMHjyYjIyMF9artKSuqKiIGTNm8N5772FsbExKSorc0Ip2zHv37pGXl0ePHj3kDrxw4QK5ubkvrPuEqalpuddSU1OVEhhdXV0sLCxITU1VqT1Pj3AYGRnx4MEDAP7973/j7+9P3bp1VVpOVdi6dStOTk6YmpoSEREh9/uTaxAqOig8fR3DunXryMvLq6qwX8mPP/5IWFgYBw4ckK/VsbCwUDogwMsfFIyMjJg6dSoNGzZU+Zveiw4KFfWtrq4uGhplH0eFQkFpaalcFh0djUKhwNnZGWdnZ5VHHIcOHcr8+fNZsmQJVlZWfPPNN5SUlKhUV3jznhwzVH39denq6mJlZSWuYXuLZGZm0qNHD4YMGcLNmzdZt26dUrmRkZHSIzyevuPa2tqaTz75hOzsbLKzs8nNza3Wj/vIyMigb9++bN68Wf4iDGXn2latWnH58mX5tcuXL9O2bduXXoempiaFhYUqvdfGxua5Nzu9Tt8aGBgQGBhIamoq8+bNw9vbW677dAL4+PHjcuctNzc3YmJiuH79OikpKSxbtuyF66u0GyXmzJnDkSNHOHDgAPb29kp3qVS0Y5qZmVGrVi1iYmKeuRGfVffJXYoVqV+/PjExMfLfhYWFZGRkUL9+ffm1J537oo2VnJyMra0tACdOnGDnzp3MmDGDx48f8/DhQ0xMTEhLS1PLBckHDx7Ez8+PqKgoOnToIF+sCf9vRCAnJ0dOfJ/e4a2trRk1apQ84lXdxcbGMmvWLE6ePKmUyDs6OpKVlUVmZqY8XH358mX54tOX8SoHhWeNHr9O3zo4OBAeHs6DBw/417/+xbhx45SmhSvab8eNGye/v2fPnnTu3Fnl6dua4MGDB5WWNL1Jqo4GVzZDQ0MMDQ3VHcY7KzU1lfz8fLp160ZxcTG//vor+fn5lJSUoKmpSY8ePQgNDaVPnz7s3buX/fv3M2DAAKDsZoNly5bx888/079/f6Ds8R8uLi5qbNHzTZ48GTc3Nzp37lyubOzYsSxevJhu3bpx8+ZNIiMjVZ41SkhIwN7enqSkJMLDw1mxYoVK9Xx9fencuTPbtm1jyJAhSJLE1atXadmy5Wv17fbt23F3d8fMzAxLS0t0dXWpXbs2AJaWlsTHx5OVlcX06dOVjlXnzp2jqKgIJycnTExM0NPTw8TE5IXrq7SkLiEhgaZNm2Jvb8+xY8fIzMyUTzru7u58+eWXxMXF0bRpU6ZNmwaUnUA1NTUZMWIEs2bNYuPGjdSrV4/09HSys7Np0qRJhTt1RYYOHcqCBQs4dOgQ3bp1Y/HixdjY2MgbxdLSkhMnTmBnZ8ekSZPK1d+2bRt9+/alpKSEsLAweUd5Mr0LcPToUXx8fNT6SJOEhATMzc1p164dt27d4uzZs/KwdpMmTbC1tSUkJAR/f3/mzp3L/fv35WkZHx8fZs+ejZubG23atCE/P5+EhIRX+oZU2Z7cBRYQEIC5ublSmaWlJQMGDGD27NmsXLmSiIgI8vLy6Nmzp0rLvnjxIi1atGD37t0kJCTwj3/8Q6V6o0aNYtGiRbRt2xZnZ2dyc3PJzMzE3t7+lfs2IyODuLg43N3d0dPTw9jYWOmDXdF+e/DgQRo3boyDgwPm5uZoaWmpdFCoSf7880+OHj2q7jBe6OnrXtXJ1dVV3PWtRo6OjkyaNAknJycaNGjA9OnTuXz5Ml27duXEiRMsWbKEYcOGYWFhQe/evenVq5f8mba3tycqKopp06YxatQoFAoFH374IQcOHFBvo54jPDyc2rVrs337dqBsBun//u//gLKk7sqVKzRq1Ah9fX2WL19O8+bNgbLLbaZPny7PZrRs2RKFQkFgYCCjR48mJCSETZs2YWBgwFdffcWnn36qUjzOzs7s3LmTefPmMXHiRHR0dBg5ciSBgYGv1bcHDhzAz8+PR48eYWNjw44dO6hVqxYAU6dO5Z///CfNmjVjzpw5Ste4Z2dn4+/vz40bN9DR0aFXr15MmTLlxQ1R+daQl/Tnn39KLVq0kCwsLKRhw4ZJK1askExMTKS9e/dKklR2J6CFhYXUpEkTacOGDRIg31Gal5cnffnll5Ktra1kZGQkNWnSRNqxY4ckSWV3+HXu3FkyNjaWvLy8pE8//VTy9/eX1/u/d5M8LSoqSr77tWvXrkp312zcuFEyMTGRmjZtKu3cubPc3a++vr5S06ZNJRMTE2n+/PnPXH5MTIza7369f/++5O7uLpmYmEgfffSRFB4eLllaWkrffPONHKODg4NkaWkpLVy4UGrSpIkUFRUl1//222+lZs2aScbGxpK1tbU0c+ZMdTWlQkePHpUAydDQUDI2NpaMjY2lcePGyeVpaWnSJ598Iunr60utW7dWupvUy8tLMjY2lmrXri1paGjI9S9duiRJkiS5uLhIhoaGUosWLaR9+/apHNPjx4+lxYsXy3eqNmzYUOmOw+f17f/ehRsQECB17dpVkiRJunv3rtStWzfJ1NRUMjU1ldzc3KSrV6/K761ov129erXk4OAgGRkZSTY2NlJgYOAz467Jd7/m5uZKqamp1eIHKPfj5OQkAWqP7cnP03f1C5XvZT97mZmZUl5eniRJZedCGxsbaf/+/ZURmvCWUkjSc55UWcmSk5OxsbGhtLSUhQsXEh0drdJNC1lZWejo6KCvr09KSgodO3YkJCRE5dGUV+Hq6oqPj88rTd9VN3fu3MHCwgItLS1iYmLo378/iYmJKt1VI9RM7dq14/Tp0+oOo8Z7cmPE05ycnPjzzz+f+8BgoWZ72c/ezp07mTJlCnl5eZiamvLFF1/Iz1ETBFDjw4dHjBjBhQsX0NDQoHXr1vzwww8q1YuJiVHaqSdMmFCpCV1Ns2rVKkJDQykuLsbGxobt27eLhE4QqoChoeEzr+8T17AJqvLw8MDDw0PdYQjVmNpG6gRBqB7ESJ36iL5/t4ntL7xplfZIE0EQBEEQBKHqiKROEARBEAShBhBJnSAIgiAIQg0gkjpBEARBEIQaQG13vwqCUD2UlpZW638nVNOJvhcE4U0RSZ0gvOMkSVL638ZC1RJ9LwjCmyKmXwVBEARBEGoAkdQJgiAIgiDUACKpEwRBeIcVFhaSnp5OYWGhukMRBOE1iWvqBEEQ3kElJSXs2rWL+Ph4NDQ0KC0txdnZmQEDBqCpqanu8ARBeAVipE4QBOEd9CShKy4uprCwkOLiYuLj49m1a5e6QxOEF7p//z5hYWHi7vH/IUbqhHdWYmIix44dw9vbW92hCO+IgoKCctOc6jgpFRYWcvLkSR4/fqz0enFxMSdPnuSjjz5CR0enyuN6mo6ODrq6umqNQag88+bNY9OmTWRnZ9OmTRsiIyOpV68eUDaK7Ofnx7Zt29DX12fRokWMHDkSgD/++IPZs2dz/vx5UlNTcXd3x9jYWF7u3LlzWbJkibzvTJkyhTlz5lR9A9VEJHVvgKurK6dPn0ZLq6w7d+7ciZubm5qjqtkeP37M4MGDiYuL4+HDhwwePJj169fLj4dIT09n5MiRxMbGYm9vz+bNm3FycgLghx9+YNWqVSQmJmJsbFwuqRPbU6gsKSkpXL9+Xem1kydPVnkc+fn5SJL0zDJJkjhx4gT6+vpVHJUyBwcHGjdurNYYhMrTrl07/Pz80NPTw9fXF09PT44fPw5AcHAw8fHxJCYmcvPmTdzc3Gjfvj3NmjXDzMyMb7/9Fg0NDRo1avTMZU+bNo25c+dWYWuqD5HUvSF79+7F1dVV3WG8U0aOHElkZCQ5OTm4uroyf/58AgICABg/fjwODg5ERUURERGBh4cH169fR1NTk5YtW7J//3727NnDggULnrlssT2FytCgQQMsLCyUXnNxcanyOAoLC4mLi3tmmUKhoHPnztVipO5dtGLFCtasWUNmZiYWFhYEBwfz8ccfA2UjvT4+Puzbtw9HR0ccHR15+PAhYWFhABw+fJgvv/yS27dv4+LiwubNm7G2tlZja56vd+/e8u9eXl54enrKf4eEhDBv3jxMTEwwMTHB09OTjRs3EhQUhL29PQBJSUlvPKbdu3czd+5cEhMT0dHRwd/fn3//+9/A8/s2KSmJRo0aER4eTkBAAHfv3iUwMJDPP/8cgISEBHx9fbl06RIA/fr1Y8uWLUDZAIK7uzszZ84EoHHjxsycORMfHx8AAgICCA4OJi8vDzMzMyIiInB2dq6wDZV2TV1qaipdu3bFwsICY2NjPD09KSkpkcsPHDiAra0t9erVY9myZRgYGMgbqaCggFGjRlGnTh1sbGz47rvv5HoFBQUMHToUIyMjOnfuzPjx4+UOgLJOWrx4MZ999hmmpqYoFAq5bO/evbRq1Yo6derQrVs3EhIS5DKFQsGJEyeAsm/TCoVCjsfV1ZXly5fTu3dvTE1NGThwIA8ePKiEXnszhg8fTr169TA0NMTFxYWbN2/KZTdu3MDZ2RlTU1NGjhxJ9+7d5QMCwMqVK6lfvz4WFhZMmDCB4uJiNbTgxbS0tBg4cCDa2tqYm5vTu3dvzp07B5SN0kVFRTF//nxq1arFyJEj0dPTY//+/QC8//77mJmZvfGYSkpKWLRoEe+99x7GxsY0atSIQ4cOyeXP69uwsDBat25NUFAQ9erVo1GjRvz5559yvaioKJo0aYKxsTFWVlasW7dOLqtov3348CFDhgzBwsICIyMjHB0dKSgoeOPtFlSnq6uLsbGx/AMo/V1VP5aWlri4uJR78LG2tjYuLi5YWlqqJa6nf97VqddWrVrxxx9/kJOTg5ubG/PmzZPLVqxYQWJiIqmpqWzYsIF9+/bJZenp6fKMRUZGBnXq1MHPz08NLXh58fHxdOjQAYCioiIuXLhAixYt5PLmzZsrHRMroqGhQWBgIB988AHbtm1TOYZTp07h6enJrFmzyMzM5Nq1a/Tt2xdQrW+3bNlCXFwc8+fPZ8aMGfLrs2fP5sMPPyQrK4v09HSmT5+uUjyXL19m6dKlnDp1itzcXGJjY1Uaua60pE6hUMhZ65kzZ9i9ezdHjhwByob+vby8CAwMJCkpiQcPHpCfny/XnT17NhkZGdy+fZvdu3czefJkLl68CFS8Uz+xatUqXF1dycrKokmTJgBcu3YNDw8PAgMDSU9Pp3PnzvTt27fcNSXPs2HDBubMmUNKSgrJyckEBQXJZVpaWgwaNIju3btz6tSpV+6zN8XDw4PExETu3r1LQUEBISEhctnYsWNxdnYmPT0dDw8PYmNj5bJ9+/axdu1a4uPjuXLlCocPH2bDhg3qaMJLe/qg8Ndff2FmZqaUuL3MQeFVt+eKFSsICQlhx44d5OTkEBsbS9OmTYEX9+3Vq1e5e/cuKSkptGvXjsDAQLls9OjRLF26lJycHK5evUqvXr1UimfLli3cunWLW7dukZOTQ0REhPjvBYJswIABODs7o62tjY6ODtra2vLdr4L6fPzxx5ibm6NQKHBxcSE9PV0u27ZtG+PGjcPQ0JDmzZvj7u4ul23duhUXFxe6dOmClpYWn376qTydWZ2dPn2a0NBQ1q5dC0BmZiaSJKGnpye/R19fn3v37qm0vNmzZ5OVlcWiRYsYP3480dHRKtXbtGkTAwcOZNCgQWhqamJoaCgnlqr07erVqzE2NqZNmzZK28zU1JTjx49z6NAhNDU1adasmUrxGBgYUFRURGhoKHfu3MHa2lqlwYhKS+qsra3p0qULmpqaODg4YGVlJTc0OjoaIyMjPD090dHRYcyYMXI9SZIIDg7mm2++QVdXl7Zt2+Lo6CiPRlS0Uz8xfPhwvL29USgU8mhcREQEHTt2pGfPnmhpaTFjxgxu3bql8vUsEyZMoH379ujr6zN06FClEZhDhw6RlJREz5496dGjB7dv337lfnsTBg0ahK6uLvr6+jg6Osr9npaWxq+//oq/vz/a2tr0798fGxsbud66desYM2YMDRo0wMzMjH79+r0VB4Xg4GAePXqEv78/ABkZGUoHBHi5g8Krbs+NGzcybdo02rRpA5R9Bp7074v61tzcnGXLlqGpqam0zaDsoBAZGcn58+cxMjLCzs5OpXhMTU25du0aP/30E48ePaJFixbiURWCTFNTEw8PDwICAvD39ycgIAAPDw+xj6hZXFwcPXr0wNLSkokTJypd+5iYmEjDhg2fWe/GjRscPnxYnrIcOnQoDx8+rKqwX8nly5fx8vKSZyMAOaF9eqAnPz+/3GULFdHR0aFnz554e3sTHh6uUp3k5OTnjoSp0rdPzjkKhUJpmwUFBdG9e3dGjBiBnZ2dyvHY2Niwf/9+jhw5gq2tLYMHDyYjI+OF9SotqSsqKmLGjBnyVFRKSorc0Ip2zHv37pGXl0ePHj3kDrxw4QK5ubkvrPuEqalpuddSU1OVEhhdXV0sLCxITU1VqT1Pj3AYGRmVm341MjJi6tSpNGzYUOVvBpVl69atODk5YWpqSkREhNzvT6blKjooPH0dw7p168jLy6uqsF/Jjz/+SFhYGAcOHJCnaywsLJQOCPDyB4VX2Z4vOihU1Le6urpoaJR9HBUKBaWlpXJZdHQ0CoUCZ2dnnJ2dVR5xHDp0KPPnz2fJkiVYWVnxzTffKF0C8a6xsrJCX1+/3I+VlZW6Q1MrHR0dLC0t39lr2KqTzMxMevTowZAhQ7h586bSpRZQdlx6+m7ppy+nsLa25pNPPiE7O5vs7Gxyc3Or9eM+MjIy6Nu3L5s3b5a/CEPZubZVq1ZcvnxZfu3y5cu0bdv2pdehqamp8kO1bWxs+Pvvv59Z9jp9a2BgQGBgIKmpqcybNw9vb2+57tMJ4OPHj8udt9zc3IiJieH69eukpKSwbNmyF66v0pK6OXPmcOjQIQ4cOEB2drZSIlHRjmlmZkatWrWIiYmRO/Dhw4dMnTr1hXUrUr9+faUErrCwkIyMDOrXry+/9qRzX7SxkpOTsbW1fWbZy+xEleHgwYP4+fmxatUqMjIy8PLyksuMjIwA5fY9Hau1tTUBAQFyv+fl5bFnz56qC/4lxcbGMmvWLKKjo5USeUdHR7KyssjMzJRfqw4HhVftWwcHB8LDw0lLS6Nt27aMGzdOqbyi/XbcuHFcunSJw4cP891333Hw4EGV1lkTPe8LSnX/4iK8O1JTU8nPz6dbt24UFxfz66+/kp+fL38Z69GjB6GhoRQXF/PLL7+wf/9+eWTVy8uLo0eP8vPPP1NSUkJJSYla7qxW1eTJk3Fzc6Nz587lysaOHcvixYvJzs7mr7/+IjIyklGjRqm03ISEBIqLi7l69Srh4eEqX07g6+vLL7/8wrZt2yguLqaoqEi+7Ot1+nb79u1kZmaiqamJpaUlurq61K5dGwBLS0vi4+PJyspiwoQJSoNF586d49SpU5SUlGBiYoKenh4mJiYvXF+lJXUJCQk0bdoUe3t7jh07RmZmpnzScXd35+LFi8TFxZGVlcW0adOAshOopqYmI0aMYNasWdy5cwcou0jxycmyop26IkOHDiU2NpZDhw5RUlLC4sWLsbGxke88s7S05MSJEyQnJzNp0qRy9bdt20Zqaiq3bt0iLCxMfmYOwMWLF5EkiV27dpGQkMA//vGP1+u815CQkIC5uTnt2rXj1q1bnD17Vu73Jk2aYGtrS0hICMXFxcyYMYP79+/L/efj48PatWv566+/gLLRrTNnzqitLRV5chdYQEAA5ubmSmWWlpYMGDCA2bNnU1RUxNatW8nLy6Nnz54qLftVt+eoUaNYtGgRJ0+eRJIkcnJyuHHjBvDqfZuRkcGePXt49OgRenp6GBsbK32wK9pvDx48KD8+w9zcHC0tLZUOCpUhLy+Pu3fvqvWnIuqM6em/RYL5bnN0dGTSpEk4OTnRsWNHevXqRb169ejatSsAS5Ys4f79+1hYWLBjxw569eolf6bt7e2Jiopi2bJlWFhYYGlpWa0f6xEeHs73338vz144OjrKZWPHjsXFxYVGjRrRu3dvli9fTvPmzYGyy22efn/Lli0xMTGRr1EOCQnBwsKCbt268dVXX/Hpp5+qFI+zszM7d+5k5cqVWFhYYGNjI99E+Dp9e+DAAVq1aoWJiQnTpk1jx44d1KpVC4CpU6dy4cIFmjVrhqOjo9KlNdnZ2YwdOxYzMzMaN25Mw4YNmTJlygvXp5Ce97Ci13TmzBlGjBjBvXv3cHd358MPP2T+/Pls27aN3r17s3LlShYvXoypqSlTp05l9OjR5ObmYmhoSH5+PtOnTycqKor79+9Tt25dFi1ahIeHBykpKQwbNozz58/Tu3dvNDQ0sLS0ZPny5UD5W4SftmfPHqZPn87t27dxdHTku+++ky9k37RpE19//TVWVlbyuhITE7Gzs8PV1RUHBwdiY2NJS0vD39+fWbNmycvt0KEDFy9exMbGhqCgIJWTh8qQnZ3N4MGDOX36NK1bt2bcuHH4+fkxatQoFi5cyNGjRxk1ahQPHjxg8uTJbNmyhaCgIPkun3Xr1rFmzRru3LmDvr4+vr6+8mNCqpPffvsNV1dXDA0N5WlLLy8vebriyXPqTpw4gb29PaGhofJz6oYPH050dDRFRUUUFhZiaGgIlF3L0rx581feniUlJQQGBrJ582bS0tIwMTFhyZIlDBs2DHh+34aFhbFgwQKuXbsGwIIFCzh06BBHjx4lLS2NYcOGyXf2tm3blvXr18vTvBXtt2vWrGHVqlXcu3cPY2NjJk2axNdff10u7g8++EDphpnKEBsbW+nreJGn7yL8X+p6OOnevXvp06eP/HenTp3o1KmTWmIRql6XLl04ffq0yu/PyspCR0cHfX19UlJS6NixIyEhIWodSBCql0pL6l4kOTkZGxsbSktLWbhwIdHR0SoNZ6pjp3Z1dcXHx0fp0Slvqzt37mBhYYGWlhYxMTH079+fxMTESnnEh/B2qIqkLi8vT+2jUA4ODs8t+98HAlcVT09PIiMj5b8NDAwwMDBQSyxC1XvZpG7nzp1MmTKFvLw8TE1N+eKLL+TnqAkCqPHhwyNGjODChQtoaGjQunVrfvjhB5XqxcTEKO3UEyZMEN9SXsKqVavk6WsbGxu2b98uEjqh0lX3ZKVu3brv5LqFt4uHhwceHh7qDkOoxtQ2UicIQvVQFSN11YGVldUzRwsNDAxIS0tTQ0RlIzXHjh1Ty7oF9XvZkTpBeBHxb8IEQXgnqCtxEwRBqCqVdverIAiCIAiCUHVEUicIgiAIglADiKROEARBEAShBhDX1AnCO06hUFBcXKzuMN5Zou8FQXhTRFInCO84DQ0NjI2N1R3GO0v0vSAIb4qYfhUEQRAEQagBRFInCIIgCIJQA4ikThAEQRAEoQYQSZ0gCIIgCEINIJI6QRAEQRCEGkAkdYIgCIIgCDWASOoEQRAEQRBqAJHUCYIgCIIg1AAqJXUpKSl4e3tja2uLrq4uzZs3548//iAzM5MxY8ZgZ2eHoaEhnTp14vjx43I9V1dXFAoF06dPp0uXLujp6dGpUydu3rwJQFFREaNHj6Zu3bro6OhgY2NDv379AEhKSkKhUKBQKOTl+fj4oFAomDt3LgBnzpzho48+wsjICAMDA1q1akVwcPCb6htBEARBEIS3xguTuocPH9K9e3e2bt2Krq4uI0aMwNTUlNu3b9O/f39CQkJo2LAh/fr14//+7//4+OOPSUhIUFrGsmXLsLGxwdzcnN9//52ZM2cCsHXrVjZu3Ii5uTmff/45Tk5OxMbGqhz8pEmTOHHiBB9//DHDhg3D1NSUP//88yW7QBAEQRAE4e33wn8Ttm/fPq5evUq9evU4e/Ysenp6APzxxx/ExsZiaGhI27ZtAXjvvfc4e/YsoaGhLFmyRF7G2LFj+fbbbwkNDcXX15ezZ88C/+9/HrZu3Zrhw4fTokULjIyMVA7+Sf1evXrRvn17mjZtioaGmFEWBEEQBOHd88IMKDExEShLvJ4kdFA2PQrw4MEDVq1axapVq+Rk7dq1a0rL+OCDDwAwMTEBIC8vD4CRI0fi6enJ7t276dy5M2ZmZvTs2ZP8/PxnxlJSUqL094oVK3B0dGTUqFG0bt2aOnXqsHr16hc1SRAEQRAEocZ5YVLXqFEjAM6fP8+jR4/k1+3s7ACwtramoKAASZKQJImHDx+ydu1apWVoaZUNCD59fdyT17dv305ubi6XL1/G3d2dX3/9lZ9//hl9fX35fbm5uQBcuHBBqX67du3466+/uH//PkePHqW4uJhp06bx+PFjVdsvCIIgCIJQI7xw+rVXr1689957XL16lQ8++ICuXbty5coV/P396dChA3FxcXz44Yd07NiRu3fv8ttvv7Fy5Up8fHxeuPIff/yRpUuX0q5dOwwMDDh//jxQNqJnYWFBgwYNSElJ4dNPP0VXV5dz584p1e/bty8lJSU4ODiQk5NDYWEhZmZmaGpqvlJnCIIgCIIgvK1eOFKnp6fH4cOHGTFiBA8fPmTLli2kp6djbW3N7t27GTt2LLm5uYSFhXH27Fl69eqFi4uLSitv2rQp5ubm7Nu3j02bNlGrVi1mzpxJnz59ANi0aRP29vYcP34cDQ0N+vfvr1Tf1dWV27dv88MPPxAdHc2HH37I9u3by40ICoIgCIIg1HQKSZIkdQchCIL6tGvXjtOnT6s7jHeS6Pt3m9j+wpsmbhUVBEEQBEGoAURSJwiCIAiCUAOIpE4QBEEQBKEGEEmdIAiCIAhCDSCSOkEQBEEQhBpAJHWCIAiCIAg1gEjqBEEQBEEQagCR1AmCIAiCINQAIqkTBEEQBEGoAURSJwiCIAiCUAOIpE4QBEEQBKEGEEmdIAiC8E4qKCggLS2NgoICdYciCG+ElroDEARBEISqVFJSQmRkJLGxsWhoaFBaWkqnTp3w9PREU1NT3eEJwisTI3WCIAjCOyUyMpLff/+d4uJiCgsLKS4u5vfffycyMlLdoQlP8fHxwc7OTt1hvFXESJ1Qo9nZ2eHq6kpYWJi6QxEE4f9XUFCgtinPwsJCTpw4wePHj5VeLyoqIjY2lu7du6Ojo6OW2N4Vc+fOJSgoiIyMDHR1dcnJycHS0pJhw4YpHavr1auHg4NDlcV17tw5jh07xqRJk6psnW+aSOqEt5KrqytaWlocOnQIgP3799OrVy9CQ0Px8fGR3+fg4EC9evWqLK5du3ahoaFBv379qmydgvC2uXnzJn///bda1p2Xl4ckSc8sKy0t5ciRIxgYGFRxVO8efX19Dh48SP/+/YmOjqZhw4bl3rN48eIqjencuXOsXr1aJHWCoA6XL18mMzMTMzMzfvnlFxo3blzuPYcPH67SmHbt2oWWlpZI6gShAra2tlhZWall3U9G6p5FQ0ND7SN1JSUlLF26lNDQUNLT06lTpw4bNmzA3d0dgJUrVxIUFERRURGenp785z//QVtbm7CwMJYvX463tzfLly9HV1eXHTt24OTkBEBUVBRff/01aWlp6OrqMmfOHMaPHw+AQqHg+PHjdO7cmZSUFGxsbEhMTMTOzo6HDx/y2WefceTIEQoLC7Gzs+PUqVPo6uq+Vjv79+/Pzp076d+/Pz///DP9+vUjMzMTgG7dunH27FkKCgro3Lmz/OX9iYsXL+Ln58eZM2eQJAlXV1d+/vlnoGwU8M8//8Td3Z2lS5eSlpbG4cOHcXV1JSEhgbFjx/LXX39hbW3NkiVL6NOnDwB169YlNzeXwsJCTExMAPDy8mLdunVA2UDCJ598wt9//82uXbvIzs6WvxwMHz6cI0eOkJeXR8uWLdm+fTu2trZA2WzRxIkT2bNnD+fOnWPIkCGEhIS8Vt9VpFKuqdu+fTs9e/YE4O+//+bAgQMA/Pzzz/j5+XH06FFsbW354YcfaNiwITY2NvIGAUhISKBTp06YmppiamqKt7c3AEePHuUf//iHPM9++vRpHBwc+PzzzyujGW+trKwsPvvsM6ytrTExMcHR0ZF79+4BZdMeo0aNok6dOtjY2PDdd9/J9Xx8fBg9ejQ+Pj6YmJjw0Ucfcf/+fbk8ICAAa2trjIyMaNSoEfHx8UDZdtHS+n/fD7Zt26Z0HcTztufr6t27N7t376a0tJS4uDg6dOgAQH5+PiYmJpiYmKClpcWCBQvK1d29ezcffPABJiYmWFlZsXTpUrnM1dWVxYsX89lnn2FqaopCoZDL9u7dS6tWrahTpw7dunUjISEBgNOnT2NiYkJ4eDjff/+9vP7w8HC5rkKhICoqio8++ghDQ0NcXV0BSE1NpWvXrlhYWGBsbIynpyclJSUAJCUloVAo+PHHH2nRogV16tRh06ZNb6T/BEFddHV15c9IVf9YWVnRuXNnatWqpRRTrVq16NSpE1ZWVlUWy7OsWLGCkJAQduzYQU5ODrGxsTRt2hSAffv2sXbtWuLj47ly5QqHDx9mw4YNct2rV69y9+5dUlJSaNeuHYGBgXLZ6NGjWbp0KTk5OVy9epVevXqptK22bNnCrVu3uHXrFjk5OURERKCtrf2SW7y83r17c/DgQXJzc/n7779p3bq1XBYTE0N2djbTpk0rV+/Bgwe4u7vj5OREamoqaWlpzJgxQ+k9sbGx3Lhxg2vXruHr64uGhgaPHz+mT58+dO7cmfT0dAIDA/Hw8OD69esA3L17l3Xr1tGoUSOys7PJzs6WE7onVq1ahaurK1lZWTRp0kR+3cPDg8TERO7evUtBQUG5pO3bb7/lu+++IzY2lg0bNnDlypXX7r/nqZSkrkWLFvLJbs2aNfJJ/NKlSzg6OgKQkZHBH3/8QUJCAoGBgfj4+JCTkwPA7Nmz+fDDD8nKyiI9PZ3p06fLy/7999/p3bs37dq1w9fXlyNHjvDDDz9URjPeWiNGjCA1NZVz585x//59fvzxR/T19YGyvs3IyOD27dvs3r2byZMnc/HiRblueHg4/fr1IzU1lVu3brF9+3agbFRs6dKlnDp1itzcXGJjY585MvYsFW3P1zFw4EB27txJbGwsH374IRoaZbuzvr6+/KHs3LlzuXqnTp3C09OTWbNmkZmZybVr1+jbt6/Se5714b127RoeHh4EBgaSnp5O586d6du3L48fP6Zdu3ZkZ2fj5eXFiBEj5PV7eXkpLXfGjBksX76cCxcuyCcVhUJBQEAAd+/e5cyZM+zevZsjR44o1duyZQtxcXHMnz+/3AFMEISX4+npSceOHdHW1kZHRwdtbW06duyIp6enukNj48aNTJs2jTZt2gBgbW2NjY0NAOvWrWPMmDE0aNAAMzMz+vXrx/Hjx+W65ubmLFu2DE1NTRwdHUlPT5fLTE1NiYyM5Pz58xgZGal8A4KpqSnXrl3jp59+4tGjR7Ro0eKN3CFsbGxM27Zt+fe//0337t1Vrrd37140NDRYtGgRurq6aGtry6ORTzRq1IhVq1ahp6fHhg0b6NKlCydPniQlJYWZM2eipaVFz5496dChAz/++KPK6x4+fDje3t4oFAo5xwEYNGgQurq66Ovrl+t3gOnTp9OsWTNatWqFhoZGufI3qVKSuqZNm5KamkpBQQGXL1/m/fff59q1a0pJXe3atVm5ciW1a9dmyJAhSJLEqVOngLKd6Pjx4xw6dAhNTU2aNWsmL9ve3p7BgwdjYGCAr68vtra2FBYWVkYz3kp37txh3759rF69GktLSxQKBS1btkRPTw9JkggODuabb75BV1eXtm3b4ujoqDQV0b9/fwYNGoS+vj6NGzeWdz4DAwOKiooIDQ3lzp07WFtbY2ZmplJMFW3P1+Hm5sYff/xBaGjoS013btq0iYEDBzJo0CA0NTUxNDSkRYsWSu951oc3IiKCjh070rNnT7S0tJgxYwa3bt3i5MmTKq970aJFtG/fHltbW/773/8CZQftLl26oKmpiYODA1ZWVuU+9KtXr8bY2Jg2bdpU6gFBUGZkZIRCoSj3Y2RkpO7QhNegqanJsGHDCAoKYsaMGQQFBTFs2LBq8TiT5OTk535hvnHjBvPmzZNH+tatW0deXp5crqurK3+5VSgUlJaWymXR0dEoFAqcnZ1xdnbmzz//VCmeoUOHMn/+fJYsWYKVlRXffPONPJPwugYOHMh3331H//79Va6TnJxMo0aN5HY+i6mpabnXUlNTsbCwUJpat7GxITU1VeV1P2u5AFu3bsXJyQlTU1MiIiLKXbOpp6cn//6/2+VNq5SkrlatWjRq1IgzZ85gaGiIi4sLp06dIiEhgZYtWwKgpaUlT2spFAoMDQ158OABAEFBQXTv3p0RI0ZgZ2enNIX19JD184av32XJyckAz7xj6N69e+Tl5dGjRw/5oHDhwgVyc3Pl9zxv57OxsWH//v0cOXIEW1tbBg8eTEZGhkoxVbQ9X0etWrVwd3dn+/btfPzxxyrXq+ig+cTzDgpPvjFD2QHUwsLitQ8KRUVFzJgxg/feew9jY2NSUlKee1BQKBTPvchbePOeHJNUfV14u+jq6mJlZfXa14e9STY2Ns+9icTa2pqAgAB5JiAvL489e/aotFwHBwfCw8NJS0ujbdu2jBs3Tqn8yXHlyYzZ08aNG8elS5c4fPgw3333HQcPHnzJVj3bwIEDGTduHB999JHKdWxsbLhx48ZLJ5b169fn3r17FBUVya+lpKRQv359+e9XmVY+ePAgfn5+rFq1ioyMjHKzM1Wt0m6UaNGiBWFhYXTo0IFWrVpx4MABJEmidu3a5d5bUFDAvXv35AsLDQwMCAwMZMmSJWzduhVvb2969+5dWaHWKE+SjqtXr5YbfTIzM6NWrVrExMTQtm3bl162m5sbbm5uJCcn4+npybJly1i2bFm5RON/DwrP257Gxsav0EJlEyZMwMnJSSkZfZGKDpoVqV+/PjExMfLfhYWFZGRklDsovGzSNWfOHI4cOcKBAwewt7enUaNGLx1bTfPgwYNqnzjdvn27WizH0NAQQ0PDNxKLoH6jRo1i0aJFtG3bFmdnZ3Jzc8nMzMTe3h4fHx9mz56Nm5sbbdq0IT8/n4SEhBcezzMyMoiLi8Pd3R09PT2MjY2VBkUsLS05ceIEdnZ25e78PHjwII0bN8bBwQFzc3O0tLTe2ICKhYUF33777UvV6dOnD/7+/vj7+7Nw4UL09fX566+/eP/99yus5+LiQoMGDViyZAkzZszg8OHDxMXFsXHjRvk91tbWpKenc+PGDezt7cnNzX3hqHxCQgLm5ua0a9eOW7ducfbsWaXr7apapSZ1q1ev5sCBAzRt2pRRo0YpZeOZmZmEhYUxfPhwli5dStOmTeUdc/v27bi7u2NmZoalpSW6urrPTAaF8urVq0evXr0YP348W7dupWHDhty6dQt9fX3MzMwYMWIEs2bNYuPGjdSrV4/09HSys7NfuBOeO3eOoqIinJycMDExQU9PT/5gW1paUlpaSmxsLJqamkoX50Llbs9OnTrRqVOnl6rj6+tL586d2bZtmzz1f/XqVXkU+XmGDh3KggULOHToEN26dWPx4sXY2Njg4uIiv8fa2pr//ve/PHjwAD09PQoKCuTrGZ8nISGBpk2bYm9vz7Fjx8jMzHzmt+V3yZ9//snRo0fVHUaF3tQdbK+7HFdXV/mmG+Ht5+/vT0lJCSNHjiQtLQ0TExOWLFmCvb09n376Kbm5uQwdOpQ7d+6gr6+Pr6/vC5O6kpISVq5cKV/f3rZtW9avXy+XL1q0iK+//potW7awaNEipWt6//77byZMmMC9e/cwNjZm6tSpdOzYsXIarwJDQ0MOHz7MlClTsLOzQ5Ikmjdv/tw7mp/Q0tJi7969jBkzhv/85z9YW1vz008/Kc1qubq64uHhQbt27VAoFHzyyScvnFkaOXIke/bsoV69erRu3Zpp06bh5+fHjBkzWLhw4Rtp80uRKkl4eLikq6srFRYWSpIkSQ4ODtKCBQskSZKkmJgYqX79+tJnn30mmZiYSE5OTtLVq1fluj4+PlLdunUlY2NjqVWrVtKBAwfkel27dpUkSZK8vb2l0NBQSSobFqmsZryVsrKyJF9fX6l+/fpyH168eFGSJEnKy8uTvvzyS8nW1lYyMjKSmjRpIu3YsUOSpLI+/fzzz+XluLm5SXPmzJEkqazvP/jgA8nY2FiytLSUfHx8pIcPH8rvHTVqlKSnpyd1795dWrlypWRrayuXPW97vo4n+8HTnt4nnn5fQEBAuffu3r1batu2rdyer7/++oV1JEmSoqKipJYtW0qmpqZS165dpStXriiV3759W+ratatkaGgoWVpaSqtXr5bLAOn48ePllvnnn39KLVq0kCwsLKRhw4ZJK1askExMTKS9e/dKiYmJEiAlJydLkiRJx48ff+P7u5OT0xtd3puQm5srpaamqv0HeO7Pm1i+k5PTay8jNzdX3ZtLeEXV8bMnvN0UklT1F+gcPXoUHx8fkpKSqnrVgiD8j3bt2nH69Gl1h1EtPf04m//1Jg6dou/fbWL7C2+a+N+vgiAIz/G8a9XENWyCIFRHavmPEq6urmKUThCEau/pO8MFQRCqOzFSJwiCIAiCUAOIpE4QBEEQBKEGEEmdIAiCIAhCDSCSOkEQBEEQhBpALTdKCIJQfZSWlr7zDztWJ9H3giC8KSKpE4R3nCRJr/Q/D4U3Q/S9IAhviph+FQRBEARBqAFEUicIgiAIglADiKROEARBUJvCwkLS09MpLCxUdyiC8NYT19QJgiAIVa6kpIRdu3YRHx+PhoYGpaWlODs7M2DAADQ1NdUdniC8lcRInSAIglDlniR0xcXFFBYWUlxcTHx8PLt27VJ3aMJb4P79+4SFhYm7x/+HWpO6jIwMBg4ciLGxMXXq1GHw4MGVtq5z585hYmKCiYkJWlpaLFiwoNLWJbwdEhMT2bJli7rDEIQqVVBQQE5Ojlp/0tPTOXnyJMXFxUqxFRcXc/LkSdLT09UWW0FBgZq2zLtl3rx5NGzYECMjIz766CPu3Lkjl5WUlPDll19iampKgwYN2Lp1q1z2xx9/0LNnT1q3bs1nn33GgwcPlJY7d+5cdHV15fP9vHnzqqxN1YFap19XrlxJcnIyt27dwtjYmHv37lXaut5//32ys7MBcHV1rbT1CFXj8ePHDB48mLi4OB4+fMjgwYNZv369/HiI9PR0Ro4cSWxsLPb29mzevBknJycAfvjhB1atWkViYiLGxsZ4e3srLdvV1ZXTp0+jpVX28di5cydubm5V20BBqCQpKSlcv35drTHk5+cjSdIzyyRJ4sSJE+jr61dxVGUcHBxo3LixWtb9LmnXrh1+fn7o6enh6+uLp6cnx48fByA4OJj4+HgSExO5efMmbm5utG/fnmbNmmFmZsa3336LhoYGjRo1euayp02bxty5c6uwNdWHWpO627dv8/7772NsbAyAhYWFOsMR3jIjR44kMjKSnJwcXF1dmT9/PgEBAQCMHz8eBwcHoqKiiIiIwMPDg+vXr6OpqUnLli3Zv38/e/bsee6I7d69e0XyL9RIDRo0UPuxtrCwkLi4uGeWKRQKOnfujI6OThVHVUZd632ipKSEpUuXEhoaSnp6OnXq1GHDhg24u7sDZYMhQUFBFBUV4enpyX/+8x+0tbUJCwtj+fLleHt7s3z5cnR1ddmxY4f8ZTYqKoqvv/6atLQ0dHV1mTNnDuPHjwfK+vz48eN07tyZlJQUbGxsSExMxM7OjocPH/LZZ59x5MgRCgsLsbOz49SpU+jq6r5WO3v37i3/7uXlhaenp/x3SEgI8+bNk0fbPD092bhxI0FBQdjb2wOQlJT0Wut/lt27dzN37lwSExPR0dHB39+ff//73wAcPnyYL7/8ktu3b+Pi4sLmzZuxtrYmKSmJRo0aER4eTkBAAHfv3iUwMJDPP/8cgISEBHx9fbl06RIA/fr1k2eIXF1dcXd3Z+bMmQA0btyYmTNn4uPjA0BAQADBwcHk5eVhZmZGREQEzv9fe3ceF1X1P378NQzIyDqIgIIoArmLpZa4pLhnLpmkoYUSmUsukWkfUTNcUhL6qH3KJSt3XOtjLqWGiguCpqV9csFc2VRARUTZhPv7w5/3KyGICgzC+/l48NCZM/fe9zlz5877nnPunVatiqxDqQ2/BgUFMXjwYMaPH0+1atVo3rw5p06dAmD9+vXo9XpWr17NypUr1Tfu448/Bu4NDwwdOpRq1arh7OzM4sWLAYiIiOCVV17Bz88PFxcXjhw5gpubm9p4CQkJdOjQATs7O6ytrRkwYAC5ubnFirewbT6Lrl+/zjvvvIOjoyN6vR4PDw+1F7Soevr5+fHee+/h5+eHXq/n5Zdf5saNG2r5jBkzcHR0xMrKirp163Lo0CHg3vtyv1cLYNWqVbi4uKiPY2JiaNu2LTY2NtjY2BToGXsSxsbGvP7665iYmFC9enV69uzJsWPHgHu9dJs3b2b69OlUqVKFwYMHY2Zmxi+//ALc67W1tbV96hj+KTc3l1mzZvHcc89hbW1N3bp1CQ8PV8vnzp2Lk5MTdnZ2jBo1Sh16WrZsGU2bNiU0NJSaNWtSt25djh49qi63efNm6tWrh7W1NQ4ODixYsEAt02g0HDhwALjXA6PRaNSD3Z07d3jzzTexs7PDysoKDw8PGVoS6HQ6rK2tDfpnb2+Pp6dngRsvm5iY4Onpib29vcFie9pk5Wn9+9//5ptvvmHjxo3cvHmTyMhI6tevD8DPP//MV199xaFDhzh9+jS7du1iyZIl6rJ///03V65cIT4+npYtWxISEqKWvffee3z++efcvHmTv//+m1dffbVY8SxfvpzY2FhiY2O5efMma9euLfEbZh86dIjWrVsDkJ2dzV9//UWjRo3U8oYNG+Y7JhbFyMiIkJAQXnjhBVatWlXsGA4fPsyAAQP45JNPuHbtGmfPnqV3797Ave+U+6NBKSkpVKtWjYCAgHzLL1++nKioKKZPn87kyZPV56dOncqLL77I9evXSUpKIjAwsFjxnDp1is8//5zDhw+TlpZGZGRksXqQS3VO3bZt22jSpAnJycl4enoyYsQIAAYMGEBqaiqDBg3C19eX1NRUUlNTmTNnDnCvEVJSUkhMTOSnn37igw8+4MSJEwAcPHiQnj170rJlS/z9/dm9ezerV68G7n3B3c+Uf//9d3766Sd2795drFiL2uazxtfXl4SEBI4dO8aNGzdYs2aNOpTxqHqGhYXRp08fEhISiI2NZd26dcCT72D3t/kkO/XjePCgcPz4cWxtbfMlbo9zUDA2NqZfv3506tSJw4cPFzuGyngwFuJJ9e3bl1atWmFiYoKpqSkmJibq1a+V2bfffsvEiRNp1qwZAI6Ojjg7OwOwYMEChg8fTq1atbC1taVPnz7qkCVA9erVmTNnDlqtFg8PD5KSktQyGxsb1q9fz//+9z+srKzynXgXxcbGhrNnz7JhwwYyMjJo1KhRiV6dfOTIEZYuXcpXX30FwLVr11AUBTMzM/U15ubmxZ6eNXXqVK5fv86sWbN4//332bZtW7GW++6773j99dfp168fWq0WS0tLNbFcsWIFnp6etG/fHmNjY95+++187Q7w5ZdfYm1tTbNmzQq0+/79+wkPD0er1dKgQYNixWNhYUF2djZLly7l8uXLODo6FqszolSTOi8vL/z8/NBqtfj7+7N//36ys7OLXEZRFBYuXMikSZPQ6XQ0b94cDw8PtTfC1dWV/v37Y2Fhgb+/P3Xq1FHvb+To6Ej79u3RarW4ubnh4OCQr3GfdJvPksuXL/Pzzz/z5ZdfYm9vj0ajoXHjxpiZmRWrnq+99hr9+vXD3Nwcd3d3tf2edAeDJ9+pi2vhwoVkZGQwbtw44N4FOA8eEODxDgrh4eFcvHiRHj160LVrVxITE4u1XGU7GD9LHBwcMDc3L/Dn4OBg6NAqLa1Wi7e3NzNmzGDcuHHMmDEDb2/vSruP3hcXF1foCfP58+fzDUsuWLCA9PR0tVyn02FkdO9rXaPRkJeXp5Zt27YNjUZDq1ataNWqVbFPcn18fJg+fTrBwcE4ODgwadKkYo+APcqpU6cYNGiQOhoB946FGo2G27dvq6+7ffv2Y00ZMDU1pUePHgwZMoSwsLBiLfOodt+1a5fa7j4+Pty5cyffa+5/52g0mnzzRUNDQ+nUqRO+vr64uLgUOx5nZ2d++eUXdu/eTZ06dejfvz8pKSmPXK5Uk7oHewWsrKxQFCXfDvgwycnJpKen07VrV7UB//rrL9LS0gDQ6/Xqax/8P9zrtp08ebI6/BUfH1/oZNzH2eazJC4uDrg32fefilPPB5OhBw8KT7qDwZPv1MWxZs0ali1bxvbt29VhEzs7u3wHBHj8g4KVlRUTJkygdu3axT7Tq0wH42dNYcedRx2PROkzNTXF3t7e4HPZygtnZ2fOnDnz0DJHR0dmzJihjm6lp6ezZcuWYq3Xzc2NsLAwrl69SvPmzRk5cmS+8vvflQ+7RcjIkSM5efIku3btYvHixezYseMxa1VQSkoKvXv35vvvv1dPhOFe3tCkSRN1uhbcS/6aN2/+2NvQarXFvqn1o9q9e/fuarunpaUV+1YqFhYWhISEkJCQwLRp0xgyZIi67IMJ4N27dwt8b3Xu3Jk9e/Zw7tw54uPj1dHMopTZhRJxcXFYWlpSrVq1Il9na2tLlSpV2LNnT4E3MSIioshlP/30U3bv3s327dtxdXUt9MqYx9nms+Z+z9Dff/+db04CPH09O3fuTOfOnYmLi2PAgAHMmTOHOXPmFDgz+efOfn+nDg4OZsWKFQwZMoSePXuqF8g8qcjISD755BOio6OxsbFRn/fw8OD69etcu3ZN7U08deqUOvn0cTzJQeH+hOYHOTo6MnToULU38XHcPxjfunWLjz/+mJEjR+YbFn7Uwfj+63v06EG7du2KPXxbEtLT08t94nTlyhWDb9/CwgILCwuDxiHKh6FDhzJr1iyaN29Oq1atSEtL49q1a7i6uuLn58fUqVPp3LkzzZo14/bt28TExDzyeJ6SkkJUVBRdunTBzMwMa2vrfJ0i9vb2HDhwABcXF8aOHZtv2R07duDu7o6bmxvVq1fH2Ni4QIfKk/jggw/o3Lkz7dq1K1A2YsQIZs+eTceOHbl06RLr168vMNxZmJiYGFxdXbl48SJhYWH8+9//LtZy/v7+tGvXjlWrVvHmm2+iKAp///03jRs3ZtCgQcyZM4cff/yR1157Dbh3axVPT89HrnfdunV06dIFW1tb7O3t0el0VK1aFbjX7ocOHeL69esEBgbmuz3LsWPHyM7OpkWLFuj1eszMzIrV7qWa1O3bt4/o6GiaNWtGSEgIvr6+j1xGq9Xi6+vLJ598wrfffkvNmjVJSkpSb0dSlJiYGOrXr4+rqyv79u3j2rVrxcqmi9rm/S7hZ0XNmjV59dVXef/991mxYgW1a9cmNjYWc3NzbG1tn7ieRe1g9vb25OXlERkZiVarzTcfDIreqZ9UZmYmfn5+zJgxg+rVq+crs7e3p2/fvkydOpW5c+eydu1a0tPT6dGjR7HWfeLECRo1asRPP/1ETEwMr7zySrGWqywH48dx/PhxIiMjy3Sbj+vBe2AZavtt27albdu2Bo1DlA/jxo0jNzeXwYMHc/XqVfR6PcHBwbi6uvL222+TlpaGj48Ply9fxtzcHH9//0ceR3Jzc5k7d656kVrz5s1ZtGiRWj5r1izGjx/P8uXLmTVrVr656GfOnGHUqFEkJydjbW3NhAkTaNOmzVPXMywsjKpVq6rztmvXrs2ff/4J3EvqTp8+Td26dTE3N+eLL76gYcOGwL3pNoGBgepoRuPGjdFoNISEhPDee+/xzTff8N1332FhYcFHH33E22+/Xax4WrVqxQ8//MC0adMYPXo0pqamDB48mJCQEFxdXdm8eTMTJ05k6NChaDQaXnzxRbZv3/7I9W7fvp2AgAAyMjJwdnZm48aNVKlSBYAJEybwxhtv0KBBAz799NN8x8rU1FTGjRvH+fPnMTU15dVXX+XDDz985PY0SnHGJ59AUFAQUVFRZGZm8scff9CjRw++//77fPce8vPzw9jYmG+//Tbfsrdv3yYwMJDNmzdz48YNatSowaxZs7C1tSUoKIiIiAj8/PzUOXv3e4p+//13fH19SU5OpkuXLrz44otMnz6dVatW5bt8+p+XERe1TW9v79JonlJ148YNxo8fz44dO0hPT8fZ2Zl169bRqFGjIuv5z/ejS5cutGvXTm3zf+5gCxYsUJOz9957j7CwMDw9Penduzfz5s1Tr8J855132L59u7pTh4aG0r1796eq4969e/Hy8sLS0lIdthw0aJB6Zej9+9QdOHAAV1dXli5dql7a/9Zbb7Ft2zays7PJysrC0tISgKioKBo2bEjr1q05ceKEGmtxk8Hc3FxCQkL4/vvv8x2MBw4cCNybV/ef//wn38F4xowZLFu2jJkzZ3L27FkAZs6cSXh4OBEREVy9epWBAweqV/bePxjfH+b97rvvGD9+PA4ODur7eP9WBP/5z3+YP3++ejAeO3Ys48ePLxD3Cy+8UGqJV3npqXvYdIT7DHnPtgEDBrB+/Xrpqauk2rdvz5EjRwwdhqhASjWpu3jxIsuWLSuN1QshSkhpJnXlRVE3sv3nPJay1L59e/bt22ew7QvDkqROlDT57VchRIVXWC+Y9I4JISqSUptTV1l/okMIUf5cvXrV0CEIIUSpk546IYQQQogKQJI6IYQQQogKQJI6IYQQQogKQJI6IYQQQogKoMx+UUIIUT5pNBpycnIMHUalJW0vhCgpktQJUckZGRk99U+2iScnbS+EKCky/CqEEEIIUQFIUieEEEIIUQFIUieEqHQyMzO5evUqmZmZhg5FCCFKjMypE0JUGrm5uaxfv57IyEiMjIzIy8ujbdu2DBgwAK1Wa+jwhBDiqUhPnRCi0li/fj0HDx4kJyeHrKwscnJyOHjwIOvXrzd0aEKIx3Djxg2WLVvGzZs3DR1KuVJpeuouXrxI3bp1URSlyNe5uLjg5eXFsmXLyiYwYTAXLlxg3759DBkyxNChVHiZmZkGH+rMysriwIED3L17N9/z2dnZREZG0qlTJ0xNTcs8rtTU1HyPdTodOp2uzOMQoixNmzaN7777jtTUVJo1a8b69eupWbMmcK9HPSAggFWrVmFubs6sWbMYPHgwAL/99htTp07lf//7HwkJCXTp0iXfFeRBQUEEBwern6EPP/yQTz/9tOwraCDPZFJ37Ngx9u3bx9ixY0t83W5ubuqOJcqvu3fv0r9/f6Kiorhz5w79+/dn0aJFmJiYAJCUlMTgwYOJjIzE1dWV77//nhYtWgCwevVq5s+fz4ULF7C2ti6Q1Hl5eXHkyBGMje99PH744Qc6d+5cthWsYC5dusSZM2cMGkN6enqhJ3V5eXns3r0bCwuLMo4K9u/fn+9xvXr1qF+/fpnHIURZatmyJQEBAZiZmeHv78+AAQPUz8LChQs5dOgQFy5c4NKlS3Tu3JmXXnqJBg0aYGtry9dff42RkRF169Z96LonTpxIUFBQGdamHFGeQUuXLlXc3Nwea5kLFy4oz2h1xUPk5OQoP/74o5Kdna0kJycrjRs3VqZMmaKWe3t7K++//76SlZWlLF++XKlTp45y9+5dRVEU5Y8//lBSUlIK3Y86dOig7Nmzp6yqYnAtWrQo9W1kZGQoN27cMOjflStXlPfff18ZNmxYgb9Ro0YpV65cKfOYWrRoUeC5jIyMUn8/RPnwsM/e3bt3lc8++0xxd3dXrKysFBcXF+XXX39Vy//9738rjo6OSvXq1ZX3339fyc7OVhTl3vdikyZNlJCQEKVGjRqKi4uLcuTIEXW5n376SXnuuecUKysrxd7eXvn666/VMkDZv3+/oiiKEhcXpwDKhQsXFEVRlNu3bysDBgxQqlevrlhaWipNmzYt8X30559/ViwsLNTHTZs2VX788Uf18ciRI5WPPvoo3zL3v9Pj4uLyPf/pp58qn3766RPFsWnTJuX5559XrK2tFXt7eyU4OFgtCw8PVxo2bKhYW1sr3bt3VxISEvLFERYWpjRs2FCxsbFRvv32W3W506dPK23atFH0er2i1+uVwYMHq2UdOnRQZsyYoT52c3NTli5dqj6ePn26UrNmTcXS0lJxcXFRoqOjH1mHUstyPv30U8XX11f56KOPFBsbG+WFF15QTp48qShK8RrBy8tLsbGxURo3bqxs2bJFLXNwcFCqVq2qGBkZKdbW1oq1tbUycuRItfyvv/5SunTpolSrVk2xsbFRXn/99Xzb/Pnnn5UGDRrk22Z6erq6Lq1Wm6+RFUVRhgwZogwdOlQZMmSIYm1trbRr1065fv26Wl7Ym60oRX+QMjIylHfffVexsbFRatWqpSxatKgkml65du2a4ufnp9SsWVOxtrZWmjZtqiQlJT1ym4+qZ2E72J49exStVqu+buXKlUqdOnXUx0Xt1CXl448/Vnr16qUoiqJcvXpVMTExUVJSUtTyhg0b5tuPFKXwk4MnTeqe1YNxWSR15UVYWJgyevTofAnd6NGjlbCwMIPEU5naXhT0sPd/zpw5Sp06dZRjx44piqIoCQkJSmxsrKIoirJt2zbF1dVViYuLU1JSUpT69eurx4OlS5cqpqamykcffaTcvXtXeeONN5Q333xTXa+9vb2aKN28eVM9TihK0ceRBQsWKJ6ensqdO3eUvLw85cSJE+oJckn59NNPla5duyqKoihZWVmKRqNRTp8+rZZ/+eWXipeXV75lCkvqpk2bppiZmSnPP/+8snLlymLHcOjQIaVKlSrKDz/8oNy9e1dJS0tTTpw4oSjKve8UGxsbZe/evUpOTo4ycOBApX///vni6N69u5Kamqr85z//URwcHNT1DhgwQPnggw+UvLw8JTs7Wzl16pRaVlRSd/LkScXc3FytX0JCQr7vtMKUalJXrVo1ZenSpcrdu3eVkSNHKu3bt1cUpehGyMnJUdzd3ZUpU6YoOTk5ys8//6xUqVJFOXv2rLruwr6M09LSlBo1aij/+te/lIyMDCU7O1v9cry/TW9vb+XWrVvK/Pnz8zX8ff9sZEW5l+yYmZkpP/zwg5Kenq7Url1bWbhwoaIoRb/ZilL0B2nChAnKa6+9pmRkZChHjx5VTE1Nlb/++utJmjufV199Venataty9epVJS8vT/nrr7+U27dvP3KbRdWzqB3sUUldUTt1SenQoYPy2WefKYqiKDt37lRq1KiRr7xfv35KUFBQvucK2486d+6s2NjYKB07dlQOHTpU7Bie1YNxZUos7t69q4SFhSmjRo1SxowZo4waNUoJCwsr8S+p4qpMbS8Ketj7X69ePfW4+089e/ZUPv/8c/XxhAkTFB8fH0VR7h1HnJyclNzcXEVR7p2Ed+zYUX1t/fr1FR8fH+XPP/8ssN6ijiNr1qxRqlevrixfvlz9HilJv/32m1K7dm0lJiZGURRFSUxMVAD12KkoivLdd98pjRs3zrdcYUmdoihKZmam8vPPPyuWlpbK1q1bixXHsGHD8h13HxQSEqL06NFDfbxt2zb1O+Z+HPfj37dvn6LRaNTXDh8+XGnevLmyc+dO9b25r6ikLjY2VjExMVGmT5+uJCYmFqsOiqIopXr1q5eXF35+fmi1Wvz9/dm/fz/Z2dlq+Zdffom1tTXNmjUjKSkJgOjoaOLj45kyZQrGxsb06NGD1q1bs2bNmkdub+vWrRgZGTFr1ix0Oh0mJibqPKr7Fi9ejIWFBS+88IK6zeJ47bXX6NevH+bm5ri7u6vLrlixAk9PT9q3b4+xsTFvv/12vjkyNjY2rF+/nv/9739YWVnh4uICgKIoLFy4kEmTJqHT6WjevDkeHh4cOHCg2DE9zOXLl/n555/58ssvsbe3R6PR0LhxY8zMzIq1zcLqaWFhQXZ2NkuXLuXy5cs4Ojpia2tbrJhsbGzYv38/4eHhaLVaGjRo8FR1/KeFCxeSkZHBuHHjAEhJScHMzCzfa8zNzUlOTi7W+sLDw7l48SI9evSga9euJCYmFmu5b7/9lokTJ9KsWTMAHB0dcXZ2BmDBggUMHz6cWrVqYWtrS58+ffLtJ9WrV2fOnDlotVo8PDzy7ZuF7UOPYmNjw9mzZ9mwYQMZGRk0atSo0t+2Q6vVMnDgQEJDQ5k8eTKhoaEMHDiw0reLKD/i4uJwd3d/aNn58+eZNm0aer0evV7PggULSE9PV8t1Oh1GRve+1jUaDXl5eWrZtm3b0Gg0tGrVilatWnH06NFixePj48P06dMJDg7GwcGBSZMmkZub+xQ1/D+nTp1i0KBBbN68mXr16gH3joUajYbbt2+rr7t9+zZ2dnbFXq+pqSk9evRgyJAhhIWFFWuZR7X7rl271Hb38fHhzp07+V5z/ztHo9Hkm7sbGhpKp06d8PX1xcXFpdjxODs788svv7B7927q1KlD//79SUlJeeRypZrU3Z+0DmBlZYWiKPl2wIc1QkJCAnZ2dvmuQnN2diYhIeGR24uLi6Nu3brqTv0w5ubmBbZZHA8mCQ9+WB71Zhf2QUpOTiY9PZ2uXbuqy/7111+kpaUVO6aHiYuLA+5d8PFPxdlmYfV80h0MnnynLo41a9awbNkytm/frl7tZGdnl++AAI9/ULCysmLChAnUrl2bbdu2FWuZynQwftbpdDocHBye6atMrays0Gg0Bf6srKwMHZp4Cs7OzoVeVOTo6MiMGTNITU0lNTWV9PR0tmzZUqz1urm5ERYWxtWrV2nevDkjR47MV37/+/BhtwgZOXIkJ0+eZNeuXSxevJgdO3Y8Zq0KSklJoXfv3nz//ffqiTDcyxuaNGnCqVOn1OdOnTpF8+bNH3sbWq2WrKysYr32Ue3evXt3td3T0tKKfSsVCwsLQkJCSEhIYNq0aQwZMkRd9sE85O7duwW+tzp37syePXs4d+4c8fHxzJkz55HbK7P71MXFxWFpaUm1atWKfJ2TkxPJycn5evTi4+NxcnJSHz+YLD7I2dmZ8+fPl+kX16Pe7MI+SLa2tlSpUoU9e/aoy965c4cJEyY8VTz3e4b+/vvvAmVPu83CdrB/Jsj/3NmL2qmfRmRkJJ988gnbtm3DxsZGfd7Dw4Pr169z7do19bnycFCoKAdjUT7cunXrsZ4Xz4ahQ4cya9YsoqOjURSFmzdvcv78eQD8/Pz46quvOH78OHDvZPX3339/5DpTUlLYsmULGRkZmJmZYW1tjV6vV8vt7e05cOAAcXFxBe4qsWPHDs6dOwfc60UzNjbOt+yT+uCDD+jcuTPt2rUrUDZixAhmz55Namoqx48fZ/369QwdOrRY642JiSEnJ4e///6bsLAw+vbtW6zl/P39+e9//8uqVavIyckhOzubEydOADBo0CAiIiL48ccfyc3NJTc3l+jo6GKtd926dVy7dg2tVou9vT06nY6qVasC99r90KFDXL9+nVGjRuX77B47dozDhw+Tm5uLXq/HzMysWO1eqkndvn37iI6OJiMjg5CQEHx9fR+5jKenJ7Vq1SI4OJjc3Fx27txJVFQUAwcOVF/j6OhIUlKSuqPf72nq1asXiqIwbtw49fYFx44dK5W63VfUm13UB0mr1eLr68snn3zC5cuXgXu34Xja2z7UrFmTV199lffff5/Y2FgAYmNj1Z3qSbdZ1A5mb29PXl4ekZGRREdHExISkm/ZonbqJ5WZmYmfnx8zZsygevXq+crs7e3p27cvU6dOJTs7mxUrVpCenk6PHj2Kte4TJ06gKAqbNm0iJiaGV155pVjLVZaDcWV269YtEhMTS+wPeKplC1OSMT7pnySXT2bcuHGMHj2awYMHo9fr8fDw4NChQwC8/fbbjB8/Hh8fH/R6PfXq1eO///3vI9eZm5vL3LlzcXJyws7OjiNHjrBgwQK1fNasWcyZM4euXbsyatSofMueOXOG7t27Y21tjZeXFxMmTKBNmzZPXc+wsDBWrlypjl54eHioZSNGjMDT05O6devSs2dPvvjiCxo2bAjcm27z4OsbN26MXq9nyZIlAHzzzTfY2dnRsWNHPvroI95+++1ixdOqVSt++OEH5s6di52dHc7Ozur9al1dXdm8eTNz5szBzs4Oe3v7Yt8yZfv27TRp0gS9Xs/EiRPZuHEjVapUAWDChAn89ddfNGjQAA8Pj3xTa1JTUxkxYgS2tra4u7tTu3ZtPvzww0duT6M8zhjkYwgKCiIqKorMzEz++OMPevTowffff4+5ubl6I+C4uDhq1arFgQMHePnll9Ueh5iYGIYPH86ff/6Jo6Mjs2fPpnfv3uq6FUXB39+fn376CY1GQ/fu3dUhvZMnT/Lhhx9y9OhRFEWhYcOGHDhwQN1mRkYGOp2uwDbv8/LyokuXLkyZMkV9zs/PD2NjY7799lsAunTpQrt27dQ3NSIigokTJ3LmzBk0Gg0vvvgi27dv5+rVqwwcOFBNLJs3b86iRYvUIbrbt28TGBjI5s2buXHjBjVq1GDWrFl4e3s/VdvfuHGD8ePHs2PHDtLT03F2dmbdunU0atSoyG0WVc+IiAjGjRvH+fPnMTU15dVXX2XBggVqcvbee+8RFhaGp6cnvXv3Zt68eVy8eBGAd955h+3bt5ORkYGzszOhoaF07979qeq4d+9evLy8sLS0VIctBw0apB6o7t+n7sCBA7i6urJ06VJ1fuVbb73Ftm3byM7OJisrC0tLSwCioqJo2LAhrVu35sSJE2qsxU0Gc3NzCQkJ4fvvv+fq1avo9XqCg4PVE5IFCxbwn//8h8uXL2Nubo6/vz8zZsxg2bJlzJw5k7NnzwIwc+ZMwsPDiYiIeOQ+9N133zF+/HgcHBzU9/HChQu4uLjwn//8h/nz55OcnIy1tTVjx45l/PjxBeJu2bIlR44cecJ3onKJiIggIiKixNa3detWevXq9UTLTps2rdCy8nCzVS8vL7y8vAwdRrkmnz1R0ko1qbt48aL8MoMQ5Zx8sRTfrVu3SrQHqk+fPmzevPmJln1wSso/FWcOcmmztLRUT5jEw8lnT5S0Z/IXJYQQwhBKI1FxdHQs0fWV1jqFEOVfqSV1lfYnOoQQogxYWlo+tNdQeseEqLykp04IIZ5BT3v7IyFExVNmtzQRQgghhBClR5I6IYQQQogKQJI6IYQQQogKQObUCVHJ5eXllcgvfIgnI20vhCgpktQJUckpilLoT++J0idtL4QoKTL8KoQQQghRAUhSJ4QQQghRAUhSJ4QQQghRAUhSJ4QQlVhWVhZJSUlkZWUZOhQhxFOSCyWEEKISys3NZdOmTRw6dAgjIyPy8vJo1aoVffv2RavVGjo8IYp048YNfvrpJ15//XWsra0NHU65US576lxcXIiIiCjyNX5+fri4uJRJPKJiunDhAsuXLzd0GEIYxP2ELicnh6ysLHJycjh06BCbNm0ydGiiEpg2bRq1a9fGysqKl19+mcuXL6tlubm5jBkzBhsbG2rVqsWKFSvUst9++40ePXrQtGlT3nnnnQK/fxwUFIROp0Ov16PX65k2bVqZ1ak8eGZ76mrWrImbm5uhwxAGcvfuXfr3709UVBR37tyhf//+LFq0SL09RFJSEoMHDyYyMhJXV1e+//57WrRoAcDq1auZP38+Fy5cwNramiFDhuRbt5eXF0eOHMHY+N7H44cffqBz585lW0FRIWVmZhYY5jTEfeqysrKIjo7m7t27+Z7PyckhOjqal19+GVNT0zKP60GmpqbodDqDxiBKT8uWLQkICMDMzAx/f38GDBjA/v37AVi4cCGHDh3iwoULXLp0ic6dO/PSSy/RoEEDbG1t+frrrzEyMqJu3boPXffEiRMJCgoqw9qUH89sUjd79mxDhyAMbPDgwaxfv56bN2/i5eXF9OnTmTFjBgDvv/8+bm5ubN68mbVr1+Lt7c25c+fQarU0btyYX375hS1btjBz5syHrnvr1q14eXmVYW1EZRAfH8+5c+fyPRcdHV3mcdy+fRtFUR5apigKBw4cwNzcvIyjys/NzQ13d3eDxmAIubm5fP755yxdupSkpCSqVavGkiVL6NKlCwBz584lNDSU7OxsBgwYwLx58zAxMWHZsmV88cUXDBkyhC+++AKdTsfGjRvVk9nNmzczfvx4rl69ik6n49NPP+X9998HQKPRsH//ftq1a0d8fDzOzs5cuHABFxcX7ty5wzvvvMPu3bvJysrCxcWFw4cPP3XC3bNnT/X/gwYNYsCAAerjb775hmnTpqm9bQMGDODbb78lNDQUV1dXAC5evPhU23+Yn376iaCgIC5cuICpqSnjxo3jX//6FwC7du1izJgxJCYm4unpyffff4+joyMXL16kbt26hIWFMWPGDK5cuUJISAjvvvsuADExMfj7+3Py5EkA+vTpo44QeXl50aVLF6ZMmQKAu7s7U6ZMwc/PD4AZM2awcOFC0tPTsbW1Ze3atbRq1arIOpRaUhcUFMT58+ext7fn+++/x8XFhdWrV9OwYUMArl+/zkcffcSOHTu4c+cOtWvXZteuXdjZ2QFw9uxZpk6dyvHjx3nzzTf55ptvAOjYsSN//PEHmZmZtGvXjvDwcHWbj9qpL168yLvvvstvv/1G3bp1WbBgAW3btgWKbngo/INUHhXVtpmZmYwePZoff/wRc3NzpkyZwvDhw4F7Q9omJibk5OSwadMmmjZtyubNm7GxsQEK38EiIiLo0qWLeta/atUqpkyZon7oHtW2T8LY2JjXX38dgOrVq9OzZ0+OHTsG3Oul27x5M5cvX6ZKlSoMHjyY4OBgfvnlF3r16sXzzz//VNsuTGU5GIsnV6tWLfUYd5+np2eZx5GVlUVUVNRDyzQaDe3atSsXPXWV0b///W+++eYbfvrpJ5o1a0ZiYiK5ubkA/Pzzz3z11VccOnSIqlWr0rZtW5YsWaIeD/7++2+uXLlCfHw8Pj4+hISEsHbtWgDee+89Fi1axOuvv05aWhrXr18vVjzLly8nNjaW2NhYdDodp06dKvHvvkOHDtG6dWsAsrOz+euvv2jUqJFa3rBhQ3788cdircvIyIjPP/+cn376iY8++oi33367WMsdPnyYAQMGsGbNGl577TXu3LlDXFwccO87pX///mzatIk2bdowePBgAgICWL9+vbr88uXLiYqKYuXKlUyePFlN6qZOncqLL77IgQMHuHv3boGTusKcOnWKzz//nNOnT1OrVi0SExOL9Zko1Tl127Zto0mTJiQnJ+Pp6cmIESPUMl9fXxISEjh27Bg3btxgzZo1+c4M586dy9KlS9m/fz9Llizh9OnTAOzZs4fU1FQmTpz40G0+uFO3bNmSkJAQtezNN9+kW7dupKamMmzYMPr3769+WO43/PXr10lKSiIwMFBd7sEP0unTp9m1axdLliwp0bYqSUW17dSpU0lJSSExMZGffvqJDz74gBMnTqjLhoWF0adPHxISEoiNjWXdunXA/+1ghw8fJi0tjcjIyGKfRRfVtiXlwYPC8ePHsbW1xdbWVi1v2LAhR48eLda6jI2N6devH506deLw4cPFjuH+wXjjxo3cvHmTyMhI6tevDzx6Hypqv33vvff4/PPPuXnzJn///TevvvpqseJ58GB88+ZN1q5dW25PRCoLnU6HtbW1+gfke1xWf/b29nh6ehbYH0xMTPD09MTe3t4gcT34V1lPPr799lsmTpxIs2bNAHB0dMTZ2RmABQsWMHz4cGrVqoWtrS19+vRRhyzh3gnunDlz0Gq1eHh4kJSUpJbZ2Niwfv16/ve//2FlZVXsOek2NjacPXuWDRs2kJGRQaNGjUr0QpojR46wdOlSvvrqKwCuXbuGoiiYmZmprzE3Nyc5OblY65s6dSrXr19n1qxZvP/++2zbtq1Yy3333Xe8/vrr9OvXD61Wi6WlpZpYrlixAk9PT9q3b4+xsTFvv/12vnYH+PLLL7G2tqZZs2YF2n3//v2Eh4ej1Wpp0KBBseKxsLAgOzubpUuXcvnyZRwdHfN9pxWmVJM6Ly8v/Pz80Gq1+Pv7s3//frKzs7l8+TI///wzX375Jfb29mg0Gho3bpzvTZw+fTpubm54eHhgZGSUr5GKUthOfeTIEU6ePMn48eMxMjLCz8+Py5cvc/bsWaDohn/UB6k8KaptFUVh4cKFTJo0CZ1OR/PmzfHw8ODAgQPq8q+99hr9+vXD3Nwcd3d3tf2edAeDJ9+pi2vhwoVkZGQwbtw4AFJSUvLtS/B4B4Xw8HAuXrxIjx496Nq1K4mJicVarrIdjMWzrW/fvrRq1QoTExNMTU0xMTFRr34VhhMXF1foCfP58+fzDUsuWLCA9PR0tVyn02FkdO9rXaPRkJeXp5Zt27YNjUZDq1ataNWqVbFPcn18fJg+fTrBwcE4ODgwadIktTPkaZ06dYpBgwaxefNm6tWrB9w7Fmo0Gm7fvq2+7vbt2wV6uItiampKjx49GDJkCGFhYcVa5lHtvmvXLrXdfXx8uHPnTr7X3P/O0Wg0+aY2hIaG0qlTJ3x9fXFxcSl2PM7Ozvzyyy/s3r2bOnXq0L9/f1JSUh65XKkmdQ+eBVpZWaEoCunp6WqXZlEXOjzYa/fPnbMohe3U58+f586dO9ja2qLX63FycsLU1JTU1FSg6IZ/1AepPCmqbZOTk0lPT6dr165qXf766y/S0tLU1zyYDD3Yfk+6g8GT79TFsWbNGpYtW8b27dvVM3s7O7t8BwR4/IOClZUVEyZMoHbt2sU+06tMB+PKysHBAXNz8wJ/Dg4Ohg7tsWm1Wry9vZkxYwbjxo1jxowZeHt7S+JvYM7Ozpw5c+ahZY6OjsyYMYPU1FRSU1NJT09ny5YtxVqvm5sbYWFhXL16lebNmzNy5Mh85fcTkYdduDNy5EhOnjzJrl27WLx4MTt27HjMWhWUkpJC7969+f7779UTYbiXNzRp0oRTp06pz506dYrmzZs/9ja0Wm2x77/4qHbv3r272u5paWnFvsDJwsKCkJAQEhISmDZtGkOGDFGXfTABvHv3boHvrc6dO7Nnzx7OnTtHfHw8c+bMeeT2yuyWJnFxcVhaWlKtWjW19+Lvv/8uq83j6OiIhYWF+qakpqaSmZmpTjosquGf5oNU1opqW1tbW6pUqaIOYaempnLnzh0mTJhQrHUXtoP988zknzt7UW37NCIjI/nkk0/Ytm2bOu8PwMPDg+vXr3Pt2jX1ufJwUKgoB+PKrLCTufJ6klccpqam2NvbV9o5bOXN0KFDmTVrFtHR0SiKws2bNzl//jxwb97zV199xfHjx4F7J6u///77I9eZkpLCli1byMjIwMzMDGtra/R6vVpub2/PgQMHiIuLY+zYsfmW3bFjhzoPrHr16hgbG+db9kl98MEHdO7cmXbt2hUoGzFiBLNnzyY1NZXjx4+zfv16hg4dWqz1xsTEkJOTw99//01YWFixe579/f3573//y6pVq8jJySE7O1udmjRo0CAiIiL48ccfyc3NJTc3t9gXOK1bt45r166h1Wqxt7dHp9NRtWpV4F67Hzp0iOvXrzNq1Kh8t2c5duwYhw8fJjc3F71ej5mZWbHavVSTun379hEdHU1GRgYhISH4+voC925H8uqrr/L+++8TGxsLQGxsbL4v4ZLm6emJo6MjU6ZMUbtNz5w5ow7JFdXwT/pBMoSi2lar1eLr68snn3yi3hMoKSmp0ETkQUXtYPb29uTl5REZGUl0dHS++WBQdNs+qczMTPz8/JgxYwbVq1fPV2Zvb0/fvn2ZOnUq2dnZrFixgvT0dHr06FGsdZ84cQJFUdi0aRMxMTG88sorxVqushyMy1p6ejpXrlwpF39FedL1lWR8z3JyKe4ZN24co0ePZvDgwej1ejw8PDh06BAAb7/9NuPHj8fHxwe9Xk+9evX473//+8h15ubmMnfuXJycnLCzs+PIkSMsWLBALZ81axZz5syha9eujBo1Kt+yZ86coXv37lhbW+Pl5cWECRNo06bNU9czLCyMlStXqqMXHh4eatmIESPw9PSkbt269OzZky+++EK9yHLhwoX5Xt+4cWP0er06R/mbb77Bzs6Ojh07PtaFEq1ateKHH35g7ty52NnZ4ezszLJlywBwdXVl8+bNzJkzBzs7O+zt7Yt9y5Tt27fTpEkT9Ho9EydOZOPGjVSpUgWACRMm8Ndff9GgQQM8PDzyTa1JTU1lxIgR2Nra4u7uTu3atfnwww8fub1SvaVJ06ZN+de//sUff/xBjx498nUdrlq1ivHjx9OmTRvS09NxdnZm3bp1xZ6n9biMjY355Zdf+OCDD6hbty5ZWVnUq1ePVatWYWdnx/bt2wkICCAjIwNnZ+d8Df/222+TlpaGj48Ply9fxtzcHH9//yfq+SkLRbXt/PnzCQwMpHXr1ty4cYMaNWowa9YsdT5DYVJTUxk3bhznz5/H1NSUV199Vd3BGjZsyNChQ+nWrRuenp4EBAQwb948ddmi2vZJHTp0iLNnzzJ8+HC152rQoEHqgeqrr75i8ODBVKtWDVdXV/773/+q951766232LZtG9nZ2WRlZamJTlRUlFqXEydO4OzszI8//ljsC0LGjRtHbm4ugwcP5urVq+j1eoKDg3F1dX3ifej+wfj+vfSaN2/OokWL1PJZs2Yxfvx4li9fzqxZs9i9e7dadubMGUaNGkVycjLW1tYldjAua8ePHycyMtLQYTzSgzdILYvlHqZt27bqFf3i2aTVapk4cWKhFwO+//776tWuD/Lz81NvhQEwZcoU9VYZDg4O+Y4N//Tuu++qV2sC+UZexowZw5gxYx63Go9U2C114N4VrF9++SVffvllgbKRI0cWGK140BdffMEXX3zxRDH16dOHPn36PLTMy8vrob1zLi4u+erSrl27fI+XLl1a6PZatmyZ79YsDybUXl5eT9R5pFGKatmnEBQUxMWLF9VMVwhRPr3wwgvlOmlKT08vNz1QRc0DLu6tCh40YMCAfLdFeFoWFhZYWFiU2PpE6Wrfvj1HjhwxdBiiAnlmbz4shKgcnpVEpUaNGmW6nBBC/FOp3nxYCCEqEgsLi4f2Gj4LSacQouKTnjohhCimq1evGjoEIYQoVJnd0kQIIYQQQpQeSeqEEEIIISoASeqEEEIIISoASeqEEEIIISoAuVBCiEpOo9GQk5Nj6DAqLWl7IURJkaROiErOyMgIa2trQ4dRaUnbCyFKigy/CiGEEEJUAJLUCSGEEEJUAJLUCSGEEEJUAJLUCSGEEEJUAJLUCSGEEEJUAI9M6uLi4ujYsSNVq1ZFo9GwdevWIl9/8eJFNBoNGo2mxIIUQgghhBBFe+QtTWbPnk1ERARNmjShc+fOuLq6lkVcQgghhBDiMTwyqTtz5gwAH374If7+/qUekBBCCCGEeHxFDr96eXmxa9cuAN599100Gg0uLi5oNBoCAwNp3749ZmZmtG3blkuXLhVYftWqVdSqVQs7Ozs+/vhjcnNzS6cWQgghhBCVXJFJ3RtvvIGTkxMAXbt25YMPPsDKygqAOXPm4OzsTPXq1Tl48CBTpkwpsPynn35Kt27dyMjIICQkhAULFpRCFYQQQgghRJFJ3ejRo3F3dwdg0KBBzJs3j2rVqgEwYsQIVq9ezbRp0wD4448/Ciz/448/8v333/PZZ58BsGLFihINXgghhBBC3PPEtzR54YUXANDr9QCkp6cXeE3Dhg0BaNCgAQDx8fFPujkhhBBCCFGEJ07qjI3vXWNR1K1LTp06BcDp06cBqFWr1pNuTgghhBBCFOGRV78+jX79+tGhQwfWr18PgK+vb2luTgghhBCi0irVX5SYNm0aO3fuRKfT8dFHHzFq1KjS3JwQQgghRKWlURRFMXQQQgjDadmyJUeOHDF0GJWStH3lJu+/KGny269CCCGEEBWAJHVCCCGEEBWAJHVCCCGEEBWAJHVCCCGEEBWAJHVCCCGEEBWAJHVCCCGEEBVAqd58WAhR/uXl5XHz5k1Dh1FpSdsLIUqKJHVCVHKKomBiYmLoMCotaXshREmR4VchhBBCiApAkjohhBBCiApAkjohhBAAZGVlkZSURFZWlqFDEUI8AZlTJ4QQlVxubi6bNm3i0KFDGBkZkZeXR6tWrejbty9ardbQ4Qkhikl66oQQopK7n9Dl5OSQlZVFTk4Ohw4dYtOmTYYOrVJSFIXx48fj4OCAXq/nueee4/bt20UuExQUhJ+fX9kEKMqtStdTd/HiRerWrcvSpUsr9AcgJSWF9957j927d6PVauncuTMbNmwochkvLy/8/PwqdLsIUd4Y+pYmWVlZREdHc/fu3XzP5+TkEB0dzcsvv4ypqamBogNTU1N0Op3Btm8I4eHhLFy4kN9//5369etz7dq1StcG4smUalKXmprKvHnzGDduHFZWVqW5qWIzMTGhfv36WFtbFyjbtGkTRkZG9OnTxwCRlay5c+cSFxdHbGws1tbWJCcnGzokIcRDREdHG3T7t2/fRlGUh5YpisKBAwcwNzcv46j+j5ubG+7u7gbbviEkJiZSs2ZN6tevD4Ctra2BIxLPilJP6qZNm8bQoUPLTVLn5OTE6dOnH1q2adMmjI2NK0RSl5iYyPPPP68mr3Z2dgaOSAjxMJ6engbdflZWFlFRUQ8t02g0tGvXzuA9dZVFYmIijRo1Ijs7m6ysLPR6PQCNGjXi4MGD+Pn5YWJiQk5ODps2baJp06Zs3rwZGxsbdR2TJk1i8eLF1K5dm7CwMBo2bGig2hQtJiaGESNGcPz4cRwdHQkODqZXr14A3Llzh3feeYfdu3eTlZWFi4sLhw8fRqfTUbVqVebPn09gYCBr164lJCSEq1evEhUVhZmZmYFrZXilNqfujTfewMPDA4DGjRuj1+vVx3Bv/L93797Mnz8fR0dHtFotERERAPz73/+mbt26WFlZ4ebmxs6dO9Xl/Pz8eO+99/Dz80Ov1/Pyyy9z48YNtXzGjBk4OjpiZWVF3bp1OXToEAA7duxAr9ej1+vRaDQcOHBAXebIkSPo9XrCwsJYuXKl+rqwsLDSap5Ss379evR6PatXr85Xl48//hgAFxcXQkND6dChA9bW1gwbNizf8mlpafTt2xcbGxv69u3LrVu3DFGNYtm6dStNmjShWrVqdOzYkZiYGLUsJiaGtm3bYmNjg42NDUOGDAEgIiKCV155BT8/P1xcXDhy5Ahubm68++67hqqGqOSsra0N+mdvb4+np2eBmyCbmJjg6emJvb29QeOrTMOOjo6OpKamsmDBAurWrUtqaiqpqakcPHhQfU1YWBh9+vQhISGB2NhY1q1bp5Zt3bqVevXqkZSUROvWrRkxYoQhqvFId+/epVevXrRr146kpCRCQkLw9vbm3LlzACxfvpzY2FhiY2O5efMma9euVffP3NxcYmJiCAoKYuDAgUybNo0qVarw559/GrJK5UapJXUbN25UG/nEiROkpqYWaPTIyEjOnz/P2bNn8ff3x8joXjhNmjTht99+4+bNm3Tu3Jlp06blW66wnfrUqVN8/vnnHD58mLS0NCIjI9Vu++7du6sfkH9q2bIlqampDBo0CF9fX/V1gwYNKulmKXUDBgx4aF3mzJmjvubrr79m8eLFREZGsmTJknw9l4sWLWLSpEnEx8cTHx9PaGioIarxSGfPnsXb25uQkBCSkpJo164dvXv3VucFTZ06lRdffJHr16+TlJREYGCguuzBgwfp2bMnLVu2xN/fn927d7N69WpDVUUIg+vbty+tWrXCxMQEU1NTTExM1KtfRfny2muv0a9fP8zNzXF3dycpKUkt69ChA35+fmi1Wvz9/dm/fz/Z2dkGjPbhoqOjiY+PZ8qUKRgbG9OjRw9at27NmjVrALCxseHs2bNs2LCBjIwMGjVqpF6FnZOTwyeffIKlpSXt2rWjdevWmJubk5mZacgqlRsGvfq1bt26zJ8/HzMzM5YsWUL79u0B6NatG9WrV0ej0eDp6Zlvp4XCd2oLCwuys7NZunQply9fxtHRUeYiPERgYCANGjSgSZMmGBkZ5WvfkSNH8tJLL2Fubo6Pjw/h4eEGjLRwa9eupU2bNvTo0QNjY2MmT55MbGysOj/JxsaG/fv3Ex4ejlarpUGDBuqyrq6u9O/fHwsLC/z9/alTp47cl0tUalqtFm9vb2bMmMG4ceOYMWMG3t7ecjuTcujBIUaNRkNeXp76+MHeVisrKxRFIT09vUzjK46EhATs7OzyDa07OzuTkJAAgI+PD9OnTyc4OBgHBwcmTZpEbm6u+tr7w9L3/xX/x6BJ3YPzAB4UFRVF165dsbe3Z/To0QUm8Ra2Uzs7O/PLL7+we/du6tSpQ//+/UlJSSm9CjyjHuegUF6HXxMSEnB2dlYf63Q67Ozs1INCaGgonTp1wtfXFxcXl3xD6Q8eCOSgIMqKg4MD5ubm+f7uP19emJqaYm9vX6nmsVVUcXFxWFhYUK1aNUOHUoCTkxPJycn5ehHj4+NxcnJSH48cOZKTJ0+ya9cuFi9ezI4dOwwR6jOnVJO6J/mh6mvXrtG1a1fefPNNLl26xIIFCx5r+c6dO7Nnzx7OnTtHfHx8vmHHR5Ef1s4vLi6OOnXqGDqMh3JyclITOLg32TslJUU9KFhYWBASEkJCQgLTpk1jyJAhBr91hKjcCusxKY89KeLZtG/fPqKjo8nIyCAkJIS33nrL0CE9lKenJ7Vq1SI4OJjc3Fx27txJVFQUAwcOBO7Ngb8/v6569eoYGxvLCXgxlerVr7a2tlSpUoWoqCj69+9PWlraI6+CTUhI4Pbt23Ts2JGcnBx+/fVXbt++TW5u7iOHAo4dO0Z2djYtWrRAr9djZmb2WDuCo6MjO3fu5NatW5iZmZGZmWnQS/kNYdWqVfTu3Zvc3FyWLVtGSEiIoUN6KB8fH2bOnEl4eDgdO3Zk9uzZODs7q1cSrlu3ji5dumBra4u9vb161ZSofNLT08t94nTlyhVDhwDcOxmysLAwdBjiCfXr14/AwECOHj1Kt27dyu2caGNjY7Zu3crw4cOZN28ejo6ObNiwATc3NwDOnDnDqFGjSE5OxtramgkTJtCmTRsDR/1sKNWkTqfT8cUXX/DBBx/w3nvvYW1tzaVLl4pcxsPDg7Fjx9KiRQtq1apFYGAgp06dokOHDvmuWH2Y1NRUxo0bx/nz5zE1NeXVV1/lww8/LHa8I0aMYO/evTg5OVG1alWmTJnCmDFjir18RdC7d2+6du1KYmIiAQEB+Pj4GDqkh3J3d2fDhg0EBASQmJiIh4cHW7Zswdj43i69fft2AgICyMjIwNnZmY0bN1KlShUDRy0M4fjx40RGRho6jCKtWLHC0CEA0LZtW9q2bWvoMCq9wm4Cv2zZsnyPH5zzHBQUVLpBlbD69eurd7z4pzFjxhT63Xt/OtaDbVTYeiojjVLYXSeFEJXCCy+8UO6TnqdRXnrq7vdCPKhFixYcPXpUHWoyNOmpK1vt27fnyJEjhg5DVCCV7mfChBCVy7OQqNSoUcPQIQghKgCDXv0qhBCVRWGJZXlPOIUQzw5J6oQQogxcvXqV27dv5/u7/7wQQpQESeqEEEIIISoASeqEEEIIISoASeqEEEIIISoAufpViEpOo9GQk5Nj6DAqLWl7IURJkaROiErOyMgIa2trQ4dRaUnbCyFKigy/CiGEEEJUAJLUCSGEEEJUAJLUCSGEEEJUAJLUCSFEBZWZmcnVq1fJzMw0dChCiDIgF0oIIUQFk5uby/r164mMjMTIyIi8vDzatm3LgAED0Gq1hg5PPIKiKEyYMIGVK1eSlZWFnZ0dx44dw9zcvNBlgoKCuHjxIsuWLSu7QEW5Uy576jQaDRcvXnxomZeXl+y0xZCSksLrr7+OtbU11apVo3///o9cRtpWiIph/fr1HDx4kJycHLKyssjJyeHgwYOsX7/e0KGJYggPD2fhwoXs27eP1NRUoqOj0el0hg5LPAOkp66Cmjt3LnFxccTGxmJtbU1ycrKhQxKiwsvMzHzsoc7U1NQSjSErK4sDBw5w9+7dfM9nZ2cTGRlJp06dMDU1LdFtPi6dTidJShESExOpWbMm9evXB8DW1tbAEYlnhSR1FVRiYiLPP/+8eg8sOzs7A0ckRMV36dIlzpw581jL7N+/v0RjSE9PR1GUh5bl5eWxe/duLCwsSnSbj6tevXpqwiL+T2JiIo0aNSI7O5usrCz0ej0AjRo14uDBg/j5+WFiYkJOTg6bNm2iadOmbN68GRsbG3UdkyZNYvHixdSuXZuwsDAaNmxooNoULSYmhhEjRnD8+HEcHR0JDg6mV69eANy5c4d33nmH3bt3k5WVhYuLC4cPH0an01G1alXmz59PYGAga9euJSQkhKtXrxIVFYWZmZmBa2V4pZbUBQUFcf78eezt7fn+++9xcXFh9erVNGzYkIiICLp06aKeSa5atYopU6bkG3I9ceIE/fr1IzY2lmHDhjFr1iy1LC0tjb59+7J37146dOjAypUrsbS0JCEhgUGDBnHy5Emys7Pp3r07a9asUeeQBAUFcfToUbp06cLnn3/O1atX2bVrF15eXqXVDGVu/fr1DBs2jDt37qDRaNi4cSMAw4YNY86cObi4uDB69Gi2bNnCsWPHePPNN/nmm2/U5Qtr2/Jo69atTJw4kcTERJo1a8aiRYvUL4qYmBj8/f05efIkAH369GH58uVEREQQHBxMjRo1iIiIYOPGjbz55pt4eXnx3XffGbI6ogKoU6cODg4Oj7XMyy+/XKIx3O+pexgjI6Ny01MnCnJ0dCQ1NZVly5Yxc+ZMzp49W+A1YWFhrFy5kq+//ppGjRqxbt06RowYAdw7JoaGhpKUlMSYMWMYMWIEe/fuLetqPNLdu3fp1asXPj4+/Prrr/z666/07duXkydP4ubmxvLly4mNjSU2NhadTsepU6cwMTEB7s0XjYmJISgoiIEDB7JlyxbGjh3Ln3/+iaenp4FrVg4opeTTTz9VqlWrpixdulS5e/euMnLkSKV9+/aKoijKnj17FK1Wq7525cqVSp06ddTHgNKrVy8lMTFROXv2rGJubq7s3r1bURRF6dChg9KwYUPl0KFDSnp6utKiRQtl6tSpiqIoSkJCgrJ3717l7t27ytmzZ5UqVaooO3fuzBeTjY2NMnbsWOX27dvK0KFDlb1795ZWExjUkCFDlHfffbfA83Xq1FFcXFyUU6dOKf/73/8UQDl16pSiKEW3bXnz999/K1WqVFF+/vlnJScnR5kyZYry3HPPKTk5OYqiKMqAAQOUDz74QMnLy1Oys7PVOu7Zs0extLRU1q9fr3h7eytNmzZVLl68qJiamhqyOgbVokULQ4dQaZVW24eFhSmjR49Whg0bpv6NHj1aCQsLK5XtiSdT2Pu/dOlSxc3NrcDzQ4YMUQYOHKg+7tSpkzJt2jRFUe59v/Xr108t++233xSNRqNkZWWVcNRPb//+/YpOp1MyMzPV5zp06KDMmDFDURRFWbNmjVK9enVl+fLlyu3bt/MtCyg3btxQli5dqrz22mvqsnv27Cmr8Mu1Ur1QwsvLCz8/P7RaLf7+/uzfv5/s7OxiLTtr1ixq1qyJm5sbXl5ehIeHq2UjR47kpZdewtzcHB8fH7XM0dGR9u3bo9VqcXNzw8HBgaSkpHzrrVu3LvPnz8fMzIwlS5bQvn37kqvwMyIwMJAGDRrQpEkTjIyM8rVRYW1b3qxdu5Y2bdrQo0cPjI2NmTx5MrGxsURHRwNgY2PD/v37CQ8PR6vV0qBBA3VZV1dX+vfvj4WFBf7+/tSpU4esrCxDVUWIEjdgwADatGmDiYkJpqammJiY0KZNGwYMGGDo0MRTenCIUaPRkJeXpz6+35sFYGVlhaIopKenl2l8xZGQkICdnV2+HmNnZ2cSEhIA8PHxYfr06QQHB+Pg4MCkSZPIzc1VX3t/WPr+v+L/lGpS9zQ72D+XvXXr1iPLsrOzmTx5Ms899xzW1tbEx8cXmFvy4NyDyupxDgoPtnt5kpCQgLOzs/pYp9NhZ2enHhRCQ0Pp1KkTvr6+uLi4EBYWpr72wQOBHBQqFysrKzQaTYE/KysrQ4dWorRaLQMHDiQ0NJTJkycTGhrKwIED5XYmlUhcXBwWFhZUq1bN0KEU4OTkRHJycr5Onvj4eJycnNTHI0eO5OTJk+zatYvFixezY8cOQ4T6zCmzW5rExcVhaWlJtWrV0Gg0+ZKtmzdvPnLZOnXqPLLs008/JTw8nO3bt5Oamkrt2rVLrgKVUFHtbmhOTk5qAgf35hGlpKSoBwULCwtCQkJISEhg2rRpDBky5JH7maj4CjtJKa8nL09Lp9Ph4OAgc9gqiX379hEdHU1GRgYhISG89dZbhg7poTw9PalVqxbBwcHk5uayc+dOoqKiGDhwIAA7duzg3LlzAFSvXh1jY2M5AS+mUr369f4O1qxZM0JCQvD19QXA3t6evLw8IiMj0Wq1hISEFFj2q6++4vPPPyc6OprDhw/n62lZtWoVvXv3Jjc3l2XLlqnLx8TEUL9+fVxdXdm3bx/Xrl2TL/LHVFjbljc+Pj7MnDmT8PBwOnbsyOzZs3F2dlYnyq5bt44uXbpga2uLvb29etWUMIxbt26V+8QpMTHR4Nu1tLQstxcmifKvX79+BAYGcvToUbp160ZoaKihQ3ooY2Njtm7dyvDhw5k3bx6Ojo5s2LABNzc3AM6cOcOoUaNITk7G2tqaCRMm0KZNGwNH/Wwo1aSuadOm/Otf/+KPP/6gR48ezJkzB4CGDRsydOhQunXrhqenJwEBAcybN09dTqfTUa9ePerVqwfAhg0b8g219e7dm65du5KYmEhAQAA+Pj4ATJkyBV9fXxwcHOjSpQvTp09nypQpuLi40LNnz9KsaoVRWNuWN+7u7mzYsIGAgAASExPx8PBgy5YtGBvf26W3b99OQEAAGRkZODs7s3HjRqpUqWLgqCuvo0ePEhERYegwivTgVeCG2q6Xl1eFuhpfPBk/Pz/8/PwKPP/Pm8M/OOc5KCiodIMqYfXr1y/0mDBmzBjGjBnz0LL7o3wPtlF5P7aUJY3yz0lnJUR+skSIZ0PLli05cuRIqW6jvPTUPThn558eHM4vK3369GHz5s3qY+mpq1zK4rMnKhe5+bAQotQ9C8mKo6NjpdquEKLiKdWbDwshRHliaWn50B7D8p5wCiFEcUhPnRCi0khLSzN0CEIIUWrK7JYmQgghhBCi9EhSJ4QQQghRAUhSJ4QQQghRAcicOiEquby8PLlJtwFJ2wshSookdUJUcoqi5PvNX1G2pO2FECVFhl+FEEIIISoASeqEEEIIISoASeqEEEIIISoASeqEEEKUiKysLJKSksjKyjJ0KEJUSnKhhBBCiKeSm5vLpk2bOHToEEZGRuTl5dGqVSv69u2LVqs1dHhCVBrSUyeEEOKp3E/ocnJyyMrKIicnh0OHDrFp0yZDh/ZMUhSF8ePH4+DggF6v57nnnuP27dtFLhMUFISfn1/ZBCjKLempE0KIZ1RmZqbBhzqzsrKIjo7m7t27+Z7PyckhOjqal19+GVNTU4PEZmpqik6nM8i2n0Z4eDgLFy7k999/p379+ly7du2ZrIcoe6We1B09epQRI0YQExODqakpEydO5KOPPirtzRYqJSWF9957j927d6PVauncuTMbNmwosfVHRETg5+fHxYsXS2ydT+JJ6unl5YWfn5+c7QnxjIiPj+fcuXMGjeH27dsoivLQMkVROHDgAObm5mUc1T1ubm64u7sbZNtPIzExkZo1a1K/fn0AbG1tDRyReFaUelI3duxYWrRoQXR0NBqNhhs3bjz1Oo8dO8a+ffsYO3bsYy87d+5c4uLiiI2NxdramuTk5KeOpzyqLPUUojKrVasWdnZ2Bo0hKyuLqKioh5ZpNBratWtn0J66Z0liYiKNGjUiOzubrKws9Ho9AI0aNeLgwYP4+flhYmJCTk4OmzZtomnTpmzevBkbGxt1HZMmTWLx4sXUrl2bsLAwGjZsaKDaFC0mJoYRI0Zw/PhxHB0dCQ4OplevXgDcuXOHd955h927d5OVlYWLiwuHDx9Gp9NRtWpV5s+fT2BgIGvXriUkJISrV68SFRWFmZmZgWtleKWe1CUmJjJy5Eh1smxJnHEcO3aML7/88omSusTERJ5//nmsra0BDH5ALC2VpZ5CVGY6na5cDMt5enqqc+ruMzExoVWrVtjb2xswsmeLo6MjqampLFu2jJkzZ3L27NkCrwkLC2PlypV8/fXXNGrUiHXr1jFixAgAtm7dSmhoKElJSYwZM4YRI0awd+/esq7GI929e5devXrh4+PDr7/+yq+//krfvn05efIkbm5uLF++nNjYWGJjY9HpdJw6dUr95ZXc3FxiYmIICgpi4MCBbNmyhbFjx/Lnn3/i6elp4JoZXqldKDF27Fj0ej2XLl1i+PDh6PV69Ho9mzdvBuCtt96iZs2aWFpa4unpyaVLl9RlY2JiaNu2LTY2NtjY2DBkyBC1rEaNGrz//vtcuHBBXef777//yHjWr1+PXq9n9erVrFy5Ul32448/VrfZsWNHqlWrRpMmTdi6dau6bFpaGkOGDMHBwQEXFxdmzZqVb7hh8eLF2NnZUbduXX744Yenbrun8ah6uri4EBoaSocOHbC2tmbYsGH5lk9LS6Nv377Y2NjQt29fbt26ZYhqFMvWrVtp0qQJ1apVo2PHjsTExKhlhe1DERERvPLKK/j5+eHi4sKRI0dwc3Pj3XffNVQ1hHjm9e3bl1atWmFiYoKpqama0PXt29fQoVU4r732Gv369cPc3Bx3d3eSkpLUsg4dOuDn54dWq8Xf35/9+/eTnZ1twGgfLjo6mvj4eKZMmYKxsTE9evSgdevWrFmzBgAbGxvOnj3Lhg0byMjIoFGjRmrHUE5ODp988gmWlpa0a9eO1q1bY25uTmZmpiGrVG6UWlL35ZdfkpqaSu3atVm8eDGpqamkpqbSp08fALy9vblw4QJXrlwhMzOTb775Rl126tSpvPjii1y/fp2kpCQCAwPVsitXrrBgwQLq1q2rrnPBggWPjGfAgAGkpqYyaNAgfH191WXnzJmjnjW0a9eOpKQkQkJC8Pb2VueqjB07lsuXL3Pu3Dl27drFggULWLFiBQAHDx7k448/Zs+ePRw9epSEhISSbMbHVlQ97/v6669ZvHgxkZGRLFmyhNOnT6tlixYtYtKkScTHxxMfH09oaKghqvFIZ8+exdvbm5CQEJKSkmjXrh29e/dWJ2sXtQ8dPHiQnj170rJlS/z9/dm9ezerV682VFWEKDYHBwfMzc0L/Dk4OBg0Lq1Wi7e3NzNmzGDcuHHMmDEDb29vuZ1JKXhwiFGj0ZCXl6c+fvB3hK2srFAUhfT09DKNrzgSEhKws7PLNzzu7Oysfn/6+Pgwffp0goODcXBwYNKkSeTm5qqvvT8sff9f8X8MdkuTfv36odPpMDc3x8PDI9/Zho2NDfv37yc8PBytVkuDBg1KNZaizhpyc3NZs2YNkydPxsLCAjc3N4YOHcrKlSsBWLlyJd7e3mqP0T97vsqjwMBAGjRoQJMmTTAyMsrX9iNHjuSll17C3NwcHx8fwsPDDRhp4dauXUubNm3o0aMHxsbGTJ48mdjYWKKjo4Gi9yFXV1f69++PhYUF/v7+1KlTx+BXEApRHIV9QZeXL25TU1Ps7e2fublsFVFcXBwWFhZUq1bN0KEU4OTkRHJycr5exPj4eJycnNTHI0eO5OTJk+zatYvFixezY8cOQ4T6zDHYLU1WrFjB/PnzOX/+PLdv32bw4MFqWWhoKNOmTcPX15cqVaoQHBzMoEGDSi2Wos4aUlJSyM7OxtnZuUAZwKVLl2jZsmWpxVYaHudMr7wOvyYkJOR7T3Q6HXZ2dur7UtQ+9ODZnZzpiUdJT08v1aTpypUr5Wo9T8PCwgILCwtDh1Fp7du3j+joaJo1a0ZISAhvvfWWoUN6KE9PT2rVqkVwcDCTJ09m165dREVF8e233wKwY8cO3N3dcXNzo3r16hgbG8uxupgMktTt2LGDgIAANm/eTOvWrQvMZ7KwsCAkJITg4GBWrFjBkCFD6Nmzpzrp/8HEoyQ8eNZQpUoV4N5ZQ+fOnalevTpVqlQhISEBV1dXtez+GYWlpWW+xOfBicLPuri4OOrUqWPoMB7KycmJPXv2qI+zsrJISUlR35fC9iEhHtfx48eJjIwstfXfn8pRXtbzNNq2bUvbtm0NHUal1a9fPwIDAzl69CjdunUrt9NnjI2N2bp1K8OHD2fevHk4OjqyYcMG3NzcADhz5gyjRo0iOTkZa2trJkyYQJs2bQwc9bPBIEldTEwM1atXp2XLlsTGxvLHH39Qr149tXzdunV06dIFW1tb7O3t1cuY73N0dCQpKYnz58/j6upKWloaVlZWTxxPUWcNWq2WgQMHEhwcTPPmzUlKSuK7775jxowZAHTu3JnPP/+cKVOmcO3aNWbOnPnkDVMOrFq1it69e5Obm8uyZcsICQkxdEgP5ePjw8yZMwkPD6djx47Mnj0bZ2dn9eqnR+1DQhRXs2bN1C+bkrZ169Z8oxSPMm3atELLHmc9pUV66UpGYfcLXbZsWb7HD06PCQoKKt2gSlj9+vWJiIh4aNmYMWMYM2bMQ8vuX6T4YBsVtp7KyCBJ3eDBg9myZQs1a9akadOmTJw4kYCAACZPnsxnn33G9u3bCQgIICMjA2dnZzZu3Kj2oMG9m+R6e3vTsmVLNBoN3bt3Jyws7InjedRZw5dffsno0aNxdXVFp9MxfPhw9QDq5+dHVFQUzz33HI0bN2bEiBFFHnjLu969e9O1a1cSExMJCAjAx8fH0CE9lLu7Oxs2bCAgIIDExEQ8PDzYsmULxsb3dulH7UNCFFdpDynWqFGjXK1HCPHs0iiF3Qr8GRMcHExwcPBDy7y8vOQ3CIUoxAsvvFCqw4uicO3bt2ffvn3Ffr2Dg8ND5/dZWFhw9erVkgxNlIH27dtz5MgRQ4chKpAK89uvEydOZOLEiYYOQwghSo0kbkKIohjsliZCCCGEEKLkSFInhBBCCFEBSFInhBBCCFEBSFInhBBCCFEBVJgLJYQQT0aj0VSom2Y/a6TthRAlRZI6ISo5IyMj9ddaRNmTthdClBQZfhVCCCGEqAAkqRNCCCGEqAAkqRNCCJFPZmYmV69eJTMz09ChCCEeg8ypE0IIAUBubi7r168nMjISIyMj8vLyaNu2LQMGDECr1Ro6PCHEI0hPnRBCCADWr1/PwYMHycnJISsri5ycHA4ePMj69esNHVqloigK48ePx8HBAb1ez3PPPcft27eLXCYoKAg/P7+yCVCUW+W2p05RFCZMmMDKlSvJysrCzs6OY8eOYW5ubujQngkpKSm899577N69G61WS+fOndmwYUORy3h5eeHn5ycHBiHKWGZmpsGHOrOysjhw4AB3797N93x2djaRkZF06tQJU1NTA0UHOp0OnU5nsO2XpfDwcBYuXMjvv/9O/fr1uXbtWqWpu3g65Tapk5366cydO5e4uDhiY2OxtrYmOTnZ0CEJIQpx6dIlzpw5Y9AY0tPTURTloWV5eXns3r0bCwuLMo7q/9SrV4/69esbbPtlKTExkZo1a6r1tbW1NXBE4llRbpM62amfTmJiIs8//7x6Dyw7OzsDRySEKEydOnVwcHAwaAz3e+oexsjIqFz01FV0iYmJNGrUiOzsbLKystDr9QA0atSIgwcP4ufnh4mJCTk5OWzatImmTZuyefNmbGxs1HVMmjSJxYsXU7t2bcLCwmjYsKGBalO0mJgYRowYwfHjx3F0dCQ4OJhevXoBcOfOHd555x12795NVlYWLi4uHD58GJ1OR9WqVZk/fz6BgYGsXbuWkJAQrl69SlRUFGZmZgauleGV6py6EydO0LVrV2xtbalWrRr9+vVTy9566y1q1qyJpaUlnp6eXLp0Cbi3U+v1ekaOHMmFCxfQ6/Xo9XratGmjLjt37lycnJyws7Nj1KhRckf2B6xfvx69Xs/q1atZuXKl2n4ff/wxAC4uLoSGhtKhQwesra0ZNmxYvuXT0tLo27cvNjY29O3bl1u3bhmiGsWydetWmjRpQrVq1ejYsSMxMTFqWUxMDG3btsXGxgYbGxuGDBkCQEREBK+88gp+fn64uLhw5MgR3NzcePfddw1VDSHQ6XTqZ9VQfw4ODrRr144qVarki61KlSq0bdtWnd9lqL/KkNQ5OjqSmprKggULqFu3LqmpqaSmpnLw4EH1NWFhYfTp04eEhARiY2NZt26dWrZ161bq1atHUlISrVu3ZsSIEYaoxiPdvXuXXr160a5dO5KSkggJCcHb25tz584BsHz5cmJjY4mNjeXmzZusXbsWExMT4N7FPDExMQQFBTFw4ECmTZtGlSpV+PPPPw1ZpXKj1JK6W7du0aVLF1q0aEFCQgJXr15l8uTJarm3tzcXLlzgypUrZGZm8s033wCP3ql//vlnvvrqKw4dOsTp06fZtWsXS5YsKa1qPHMGDBhAamoqgwYNwtfXV22/OXPmqK/5+uuvWbx4MZGRkSxZsoTTp0+rZYsWLWLSpEnEx8cTHx9PaGioIarxSGfPnsXb25uQkBCSkpJo164dvXv3VucDTZ06lRdffJHr16+TlJREYGCguuzBgwfp2bMnLVu2xN/fn927d7N69WpDVUWIcmPAgAG0adMGExMTTE1NMTExoU2bNgwYMMDQoYn/77XXXqNfv36Ym5vj7u5OUlKSWtahQwf8/PzQarX4+/uzf/9+srOzDRjtw0VHRxMfH8+UKVMwNjamR48etG7dmjVr1gBgY2PD2bNn2bBhAxkZGTRq1Ei9+jonJ4dPPvkES0tL2rVrR+vWrTE3Nzf4nNTyotSSuq1bt2JkZMSsWbPQ6XSYmJjQokULtbxfv37odDrMzc3x8PDIt2MWZcGCBQwfPpxatWpha2tLnz592L9/f2lVo0IKDAykQYMGNGnSBCMjo3xtP3LkSF566SXMzc3x8fEhPDzcgJEWbu3atbRp04YePXpgbGzM5MmTiY2NJTo6Grh3UNi/fz/h4eFotVoaNGigLuvq6kr//v2xsLDA39+fOnXqkJWVZaiqCFFuaLVaBg4cSGhoKJMnTyY0NJSBAwfK7UzKkQeHGDUaDXl5eerj+71ZAFZWViiKQnp6epnGVxwJCQnY2dnlG853dnYmISEBAB8fH6ZPn05wcDAODg5MmjSJ3Nxc9bX6/z8sff9f8X9KLamLi4ujbt26GBk9fBMrVqygRYsW2NjYsHbt2kIn6P7T+fPnmTZtmtolv2DBgnK505Znj3NQKK/DrwkJCTg7O6uPdToddnZ26kEhNDSUTp064evri4uLC2FhYeprHzwQyEFBlDYrKys0Gk2BPysrK0OHViidToeDg0OlGPKsqOLi4rCwsKBatWqGDqUAJycnkpOT8/UixsfH4+TkpD4eOXIkJ0+eZNeuXSxevJgdO3YYItRnTqkldc7Ozpw/fz5fdn3fjh07CAgIYP78+aSkpDBo0KBir9fR0ZEZM2aow4rp6els2bKlJEMX/19cXBx16tQxdBgP5eTkpCZwcG+Sd0pKinpQsLCwICQkhISEBKZNm8aQIUO4efOmocIVlVhhJ0bl9YRJPLv27dtHdHQ0GRkZhISE8NZbbxk6pIfy9PSkVq1aBAcHk5uby86dO4mKimLgwIHAvRzh/vy66tWrY2xsLCfgxVRqV7/26tWLcePGMW7cOD777DPMzc05fvw4zz//PDExMVSvXp2WLVsSGxvLH3/8Qb169Yq1Xj8/P6ZOnUrnzp1p1qwZt2/fJiYmhubNm5dWVSqVVatW0bt3b3Jzc1m2bBkhISGGDumhfHx8mDlzJuHh4XTs2JHZs2fj7OyMp6cnAOvWraNLly7Y2tpib2+vXjUlKodbt249M0lTYmKiQbdvaWmJpaWlQWMQJaNfv34EBgZy9OhRunXrVm7nRBsbG7N161aGDx/OvHnzcHR0ZMOGDbi5uQFw5swZRo0aRXJyMtbW1kyYMCHfxZKicKWW1FlaWrJr1y4+/PBDXFxcUBSFhg0bcuDAAQYPHsyWLVuoWbMmTZs2ZeLEiQQEBDB58mQ+++yzItf79ttvk5aWho+PD5cvX8bc3Bx/f39J6kpI79696dq1K4mJiQQEBODj42PokB7K3d2dDRs2EBAQQGJiIh4eHmzZsgVj43u79Pbt2wkICCAjIwNnZ2c2btxY4Ko+UXEdPXqUiIgIQ4dRLPcvEjMULy8vvLy8DBqDyK+wm8AvW7Ys3+MH5zwHBQWVblAlrH79+oV+RseMGcOYMWMeWnZ/qtaDbfSsfNbLgkYp7mQ2IUSF1LJlS44cOWLoMEpUeeqpe3Ce0D+1aNGCzZs3l2E0BUlPneFUxM+eMKxye/NhIYR4Us9SouLo6GjoEIQQFUSp3nxYCCEqu8KSy2cl6RRCPDskqRNCiFKUlpaGoigF/tLS0gwdmhCigpGkTgghhBCiApCkTgghhBCiApCkTgghhBCiApCrX4Wo5PLy8uTXNgxI2l4IUVIkqROiklMUJd9v/oqyJW0vhCgpMvwqhBBCCFEBSFInhBBCCFEBSFInhBBCCFEBSFInhBCVWFZWFklJSWRlZRk6FCHEU5ILJYQQohLKzc1l06ZNHDp0CCMjI/Ly8mjVqhV9+/ZFq9UaOrxKTVEUJkyYwMqVK8nKysLOzo5jx45hbm5e6DJBQUFcvHiRZcuWlV2gotyRnroKKiUlhddffx1ra2uqVatG//79H7mMl5eXHBCEqCTuJ3Q5OTlkZWWRk5PDoUOH2LRpk6FDq/TCw8NZuHAh+/btIzU1lejoaHQ6naHDEs+AZ7Kn7tixY+zbt4+xY8caOpRimTdvHp06dcLDw6PMtjl37lzi4uKIjY3F2tqa5OTkMtu2EOLhMjMzCwxzGuI+dVlZWURHR3P37t18z+fk5BAdHc3LL7+Mqalpmcd1n6mpaaVOYhITE6lZsyb169cHwNbW1sARiWfFM5vUffnll89UUle9evUyTeoSExN5/vnnsba2BsDOzq7Mti2EeLj4+HjOnTuX77no6Ogyj+P27dsoivLQMkVROHDgQJFDfaXNzc0Nd3d3g23fUBITE2nUqBHZ2dlkZWWh1+sBaNSoEQcPHsTPzw8TExNycnLYtGkTTZs2ZfPmzdjY2KjrmDRpEosXL6Z27dqEhYXRsGFDA9WmaDExMYwYMYLjx4/j6OhIcHAwvXr1AuDOnTu888477N69m6ysLFxcXDh8+DA6nY6qVasyf/58AgMDWbt2LSEhIVy9epWoqCjMzMwMXCvDK9WkzsvLi+7du3PmzBk2bdpEamqqeiC5ePEi7777Lr/99ht169ZlwYIFtG3bFrj3Zvv7+3Py5EkA+vTpw/LlywGoUaMGaWlp+Xb4QYMGsWDBAhISEhg0aBAnT54kOzub7t27s2bNGrRaLREREXTp0kU9M121ahVTpkzh4sWLAERERNC7d282b97MiBEjuHTpEhMnTiQoKIhdu3bx4YcfEhcXh7GxMRMmTODjjz8GYNmyZXzxxRcMGTKEL774Ap1Ox8aNG2nRogXz5s0jKCiItLQ0hg8fzujRowH4888/qV27dqm0+fr16xk2bBh37txBo9GwceNGAIYNG8acOXNwcXFh9OjRbNmyhWPHjvHmm2/yzTffqMunpaXRt29f9u7dS4cOHVi5ciWWlpalEuvT2rp1KxMnTiQxMZFmzZqxaNEi9cy2sH0oIiKC4OBgatSoQUREBBs3buTNN9/Ey8uL7777zpDVEZVArVq1CpxgeXp6lnkcWVlZREVFPbRMo9HQrl07g/fUVUaOjo6kpqaybNkyZs6cydmzZwu8JiwsjJUrV/L111/TqFEj1q1bx4gRI4B7x8TQ0FCSkpIYM2YMI0aMYO/evWVdjUe6e/cuvXr1wsfHh19//ZVff/2Vvn37cvLkSdzc3Fi+fDmxsbHExsai0+k4deqUepPu3NxcYmJiCAoKYuDAgWzZsoWxY8fy559/GuSzVN6U+py6+fPn4+XlxfXr16lXr576/Jtvvkm3bt1ITU1l2LBh9O/fn9zcXACmTp3Kiy++yPXr10lKSiIwMFBd7sqVKyxYsIC6deuSmppKamoqCxYsAO4djGbMmMGVK1f4/fff+emnn9i9e3exY83OziY0NJQ9e/awZMkSjI3v5bzW1tb88MMP3Lhxg7lz5zJ58mQyMjLU5f7++2+uXLlCfHw8LVu2JCQkBICAgABSU1OpXbs2ixcvVuMtrYQOYMCAAaSmpjJo0CB8fX3Vbc6ZM0d9zddff83ixYuJjIxkyZIlnD59Wi1btGgRkyZNIj4+nvj4eEJDQ0st1qdx9uxZvL29CQkJISkpiXbt2tG7d281aS9qHzp48CA9e/akZcuW+Pv7s3v3blavXm2oqohKRKfTYW1trf4B+R6X1Z+9vT2enp4Ffs3CxMQET09P7O3tDRLX/b/KPPT6KK+99hr9+vXD3Nwcd3d3kpKS1LIOHTrg5+eHVqvF39+f/fv3k52dbcBoHy46Opr4+HimTJmCsbExPXr0oHXr1qxZswYAGxsbzp49y4YNG8jIyKBRo0bqxTs5OTl88sknWFpa0q5dO1q3bo25uTmZmZmGrFK5UepJ3VtvvcWQIUPQaDTExMQAcOTIEU6ePMn48eMxMjLCz8+Py5cvq2clNjY27N+/n/DwcLRaLQ0aNCjWthwdHWnfvj1arRY3NzccHBzy7fCPcvfuXVavXo2joyO+vr5MmTIFgJYtW/Lcc88B0KZNG+7evcv169fV5apXr86cOXPQarV4eHg81jYNITAwkAYNGtCkSROMjIzyxTty5EheeuklzM3N8fHxITw83ICRFm7t2rW0adOGHj16YGxszOTJk4mNjVWHsorah1xdXenfvz8WFhb4+/tTp04duZ2DqHT69u1Lq1atMDExwdTUFBMTE/XqV1F+PTjEqNFoyMvLUx8/mKRbWVmhKArp6ellGl9xJCQkYGdnl69H1tnZmYSEBAB8fHyYPn06wcHBODg4MGnSJLXTB1BH6e7/K/5PqSd1D47133f+/Hnu3LmDra0ter0eJycnTE1NSU1NBSA0NJROnTrh6+uLi4sLYWFhxdpWdnY2kydP5rnnnsPa2pr4+PhC5408jEajeehOkpCQgK+vL87Ozuq8uAfXq9PpMDIyUtfx4IesPHqcg8KtW7fKNLbiSkhIwNnZWX2s0+mws7NTDwpF7UMPvsdyUBDljYODA+bm5gX+HBwcSnQ7Wq0Wb29vZsyYwbhx45gxYwbe3t5yO5MKIi4uDgsLC6pVq2boUApwcnIiOTk5Xy9ifHw8Tk5O6uORI0dy8uRJdu3axeLFi9mxY4chQn3mGOSWJo6OjlhYWKhDg6mpqWRmZtKqVSsALCwsCAkJISEhgWnTpjFkyJB8V4gV9gPYn376KeHh4Wzfvr3AMKdGo8mXiD3OFWdvvPEGZmZm/PHHH/z111+PW91n9ge74+LiqFOnjqHDeCgnJyc1gYN7c4RSUlLUg8Kj9iEhyqvCelZKq8fF1NQUe3v7SjuPrSLZt28f0dHRZGRkEBISwltvvWXokB7K09OTWrVqERwcTG5uLjt37iQqKoqBAwcCsGPHDvWCourVq2NsbCwn4MVkkKtfPT09cXR0ZMqUKUyaNAkzMzPOnDmDjY0NdnZ2rFu3ji5dumBra4u9vb16xct9jo6OJCUlcf78eVxdXUlLS8PKyoqYmBjq16+Pq6sr+/bt49q1a+oXub29PXl5eURGRqLVatV5b8URExPD0KFD0ev1ao/PzZs3qVWrVrGWd3R05PDhwwwaNIicnBw0Gg1VqlR5jBYrO6tWraJ3797k5uaybNmyx2qnsuTj48PMmTMJDw+nY8eOzJ49G2dnZ3Wi7KP2ISH+KT093SBDVVeuXCmV15YmCwsLLCwsDB2G+Id+/foRGBjI0aNH6datW7mdE21sbMzWrVsZPnw48+bNw9HRkQ0bNuDm5gbAmTNnGDVqFMnJyVhbWzNhwgTatGlj4KifDQZJ6oyNjfnll1/44IMPqFu3LllZWdSrV49Vq1ZhZ2fH9u3bCQgIICMjA2dnZzZu3JgvCfLy8sLb25uWLVui0Wjo3r07YWFhTJkyBV9fXxwcHOjSpQvTp09nypQpuLi40LNnT4YOHUq3bt3w9PQkICCAefPmFSveefPm8fHHHzN9+nT8/Px477338PLy4sSJE8VafsaMGQwfPhy9Xo+FhQU//fQTL7744pM0Xanr3bs3Xbt2JTExkYCAAHx8fAwd0kO5u7uzYcMGAgICSExMxMPDgy1btqgXtzxqHxLin44fP05kZGSZb3fFihWl8trS1LZtW/VuBaLk+fn54efnV+D5f94c/sE5z0FBQaUbVAmrX78+ERERDy0bM2YMY8aMeWjZ/RG3B9uosPVURhrlcSadCSEqnBdeeMEgyUx5Y4ieugEDBrB+/fp8z93vrXiYf97jzlCkp65ktG/fniNHjhg6DFGBPJM3HxZCiJJmqESlRo0apfJaIUTlI7/9KoQQ5UhhiaX0jAkhHkV66oQQohy5evWqoUMQQjyjpKdOCCGEEKICkKROCCGEEKICkKROCCGEEKICkDl1QlRyGo2GnJwcQ4dRaUnbCyFKiiR1QlRyRkZGWFtbGzqMSkvaXghRUmT4VQghhBCiApCkTgghhBCiApCkTgghhBCiApCkTgghykBmZiZXr14lMzPT0KEIISoouVBCCCFKUW5uLuvXrycyMhIjIyPy8vJo27YtAwYMMHRoQogKRnrqhBCiFK1fv56DBw+Sk5NDVlYWOTk5HDx4kPXr1xs6NFFOKYrC+PHjcXBwQK/X89xzz3H79u0ilwkKCsLPz69sAhTlVqn11C1btoxly5YRERFRousNCgriwIEDhIeHl+h6K5qUlBTee+89du/ejVarpXPnzmzYsKHIZby8vPDz85MDg6gQMjMzDT7UmZWVxYEDB7h7926+57Ozs4mMjAQgNTXVAJH9H51Oh06nM2gMIr/w8HAWLlzI77//Tv369bl27Zq8R6JYZPi1gpo7dy5xcXHExsZibW1NcnKyoUMSokxdunSJM2fOGDSG9PR0FEV5aFleXh4A+/fvL8uQCqhXrx7169c3aAwiv8TERGrWrKm+L7a2tgaOSDwrJKmroBITE3n++efVG5va2dkZOCIhyladOnVwcHAwaAz3e+oexsjo3uyXl19+uSxDKkB6gMqPxMREGjVqRHZ2NllZWej1egAaNWrEwYMH8fPzw8TEhJycHDZt2kTTpk3ZvHkzNjY26jomTZrE4sWLqV27NmFhYTRs2NBAtSlaTEwMI0aM4Pjx4zg6OhIcHEyvXr0AuHPnDu+88w67d+8mKysLFxcXDh8+jE6no2rVqsyfP5/AwEDWrl1LSEgIV69eJSoqCjMzMwPXyvBKfU5dcHAwNWrUoG7duhw9elR9/q233qJmzZpYWlri6enJpUuXAGjYsCGHDh0CYOPGjSQmJgLQrFmzAsMUV65coXbt2vmGYnft2kWjRo3Q6/W88sor6vJwb+i2d+/ezJ8/H0dHR7RarTo8HBMTQ9u2bbGxscHGxoYhQ4aURnOUuvXr16PX61m9ejUrV65Er9ej1+v5+OOPAXBxcSE0NJQOHTpgbW3NsGHD8i2flpZG3759sbGxoW/fvty6dcsQ1SiWrVu30qRJE6pVq0bHjh2JiYlRywp7PyMiInjllVfw8/PDxcWFI0eO4ObmxrvvvmuoaohSotPp1P3fUH8ODg60a9eOKlWq5IutSpUqtG3bFsDgMUpSV344OjqSmprKggULqFu3LqmpqaSmpnLw4EH1NWFhYfTp04eEhARiY2NZt26dWrZ161bq1atHUlISrVu3ZsSIEYaoxiPdvXuXXr160a5dO5KSkggJCcHb25tz584BsHz5cmJjY4mNjeXmzZusXbsWExMT4N6FRzExMQQFBTFw4ECmTZtGlSpV+PPPPw1ZpXKjVJO6Q4cOkZWVRUJCAi1atCAkJEQt8/b25sKFC1y5coXMzEy++eYb4N4ZSUxMDCkpKQwcOJCNGzeSm5tLRkYG+v9/1gL3fi/xjTfeYMyYMXTp0gWApKQk+vfvz6JFi0hJSaFatWoEBATkiykyMpLz589z9uxZ/P391bPlqVOn8uKLL3L9+nWSkpIIDAwszaYpNQMGDCA1NZVBgwbh6+urHhTmzJmjvubrr79m8eLFREZGsmTJEk6fPq2WLVq0iEmTJhEfH098fDyhoaGGqMYjnT17Fm9vb0JCQkhKSqJdu3b07t1bnbtU1Pt58OBBevbsScuWLfH392f37t2sXr3aUFURFdyAAQNo06YNJiYmmJqaYmJiQps2beTqV/FEXnvtNfr164e5uTnu7u4kJSWpZR06dMDPzw+tVou/vz/79+8nOzvbgNE+XHR0NPHx8UyZMgVjY2N69OhB69atWbNmDQA2NjacPXuWDRs2kJGRQaNGjdBqtcC97/5PPvkES0tL2rVrR+vWrTE3Nzf4/NnyolSTOnd3dz799FO0Wi3NmjXLt/P169cPnU6Hubk5Hh4ealmjRo04ffo0kZGRvPHGGxw+fJhz585Rr169fOseM2YMtWrVYsKECepzK1aswNPTk/bt22NsbMzbb79dYL5K3bp1mT9/PmZmZixZsoT27dsD93ai/fv3Ex4ejlarpUGDBqXVLAYXGBhIgwYNaNKkCUZGRvnel5EjR/LSSy9hbm6Oj49Pub0gZe3atbRp04YePXpgbGzM5MmTiY2NJTo6Gij6/XR1daV///5YWFjg7+9PnTp1yMrKMlRVRDFZWVmh0WgK/FlZWRk6tCJptVoGDhxIaGgokydPJjQ0lIEDB6pfUkI8jgeHGDUajTo3E1B7s+De50VRFNLT08s0vuJISEjAzs4OU1NT9TlnZ2cSEhIA8PHxYfr06QQHB+Pg4MCkSZPIzc1VX3u/g+fBjh5xT6kmdebm5ur//7nzrVixghYtWmBjY8PatWvVycSNGzcmJiaGyMhIxowZw/Hjxzl58iTNmjVTl01KSmLVqlW0atUq3/bOnz/Prl271GEFHx8f7ty5k+81D849eFBoaCidOnXC19cXFxcXwsLCnrr+5dXjHBTK6/BrQkICzs7O6mOdToednZ16UCjq/XzwQCAHhWdHYftied1H/0mn0+Hg4CDDnaJMxMXFYWFhQbVq1QwdSgFOTk4kJyfn60WMj4/HyclJfTxy5EhOnjzJrl27WLx4MTt27DBEqM8cg1wosWPHDgICAti8eTOtW7fON5/p/vBreno6s2fPxszMjAMHDvDiiy+qr7G3tycoKAgfHx+aNWtGp06dgHvzEbp3787mzZsfOyYLCwtCQkIIDg5mxYoVDBkyhJ49e6oXGlRGcXFx1KlTx9BhPJSTkxN79uxRH2dlZZGSkqIeFAp7P8WTu3XrVrlNoB6cO2solpaWWFpaGjoMUYnt27eP6OhomjVrRkhICG+99ZahQ3ooT09PatWqRXBwMJMnT2bXrl1ERUXx7bffAvdyBHd3d9zc3KhevTrGxsZyAl5MBknqYmJiqF69Oi1btiQ2NpY//vhDHV6tX78+Fy5coG7dumi1Wl566SVWr15dYCJ7v379mDRpEv379+e3337D1dWVQYMGMWfOHH788Udee+01AH777Tc8PT0fGdO6devo0qULtra22Nvbq1fZVDarVq2id+/e5ObmsmzZsnzzIMsTHx8fZs6cSXh4OB07dmT27Nk4Ozur77W8nyXv6NGjJX7fyZJyf06uIXl5eeHl5WXoMEQl1q9fPwIDAzl69CjdunUrt3OijY2N2bp1K8OHD2fevHk4OjqyYcMG3NzcADhz5gyjRo0iOTkZa2trJkyYQJs2bQwc9bPBIEnd4MGD2bJlCzVr1qRp06ZMnDiRgIAAJk+ezGeffUatWrXUnrlWrVrx7bffFphTB/Dpp59y4sQJ+vTpQ1RUFK6urmzevJmJEycydOhQNBoNL774Itu3b39kTNu3bycgIICMjAycnZ3ZuHFjgSvWKoPevXvTtWtXEhMTCQgIwMfHx9AhPZS7uzsbNmwgICCAxMREPDw82LJlC8bG93ZpeT9LXosWLR76OSwr06ZNK7Tsn1dxG4L00omSUthN4JctW5bv8YNznoOCgko3qBJWv379Qk8Sx4wZw5gxYx5adn+q1oNtVF5PNg1BoxR2Z0whRKXQsmVLjhw5YugwHkmj0RRa9qwexp6VthelQ95/UdLkt1+FEM+EwnrCpIdMCCHukV+UEEI8E9LS0gwdghBClGvSUyeEEEIIUQFIUieEEEIIUQFIUieEEEIIUQFIUieEEEIIUQHILU2EqOSqV6+Oi4uLocN4qOTkZOzs7AwdRqmp6PWDil/Hp6nfxYsXSUlJKeGIRGUmSZ0Qotyq6Pfxquj1g4pfx4peP/FskeFXIYQQQogKQJI6IYQQQogKQJI6IUS5VR5+07U0VfT6QcWvY0Wvn3i2yJw6IYQQQogKQHrqhBBCCCEqAEnqhBDlxvXr1+natSvPPfccXbt25caNGwVeExcXR8eOHWnYsCGNGzdm/vz5Boj08Wzfvp369evj7u5OcHBwgXJFURg7dizu7u54eHjw+++/GyDKJ/eo+q1evRoPDw88PDxo06YNx48fN0CUT+dRdbzvt99+Q6vVsnHjxjKMToj/TxFCiHJiwoQJyuzZsxVFUZTZs2crH3/8cYHXJCYmKkePHlUURVHS0tKU5557Tjlx4kSZxvk47t69q7i6uirnzp1TsrKyFA8PjwLxbtu2TXnllVeUvLw8JSoqSnnppZcMFO3jK079IiMjlevXryuKoig///zzM1U/RSleHe+/rmPHjkqPHj2UDRs2GCBSUdlJT50Qotz46aefGDJkCABDhgxh06ZNBV5Ts2ZNmjdvDoClpSUNGzYkISGhLMN8LIcPH8bd3R1XV1eqVKmCj48PP/30U77X/PTTTwwePBiNRoOnpyepqalcvnzZQBE/nuLUr02bNtjY2ADg6elJfHy8IUJ9YsWpI8B//vMfvL29sbe3N0CUQsjwqxCiHLl69So1a9YE7iVvSUlJRb7+4sWL/PHHH7Rq1aoswnsiCQkJODs7q49r1apVIAktzmvKq8eN/bvvvqNHjx5lEVqJKe57+N///pcRI0aUdXhCqIwNHYAQonLp0qULV65cKfD8Z5999ljrSU9Px9vbm3nz5mFlZVVS4ZU45SE3GNBoNI/9mvLqcWLfs2cP3333HQcOHCjtsEpUceoYEBDA559/jlarLauwhChAkjohRJkKDw8vtMzBwYHLly9Ts2ZNLl++XOgwVk5ODt7e3rz11lv069evtEItEbVq1SIuLk59HB8fj6Oj42O/prwqbux//vknQ4cO5ZdffsHW1rYsQ3xqxanjkSNH8PHxASAlJYWff/4ZY2Nj+vbtW5ahikpOhl+FEOVGnz59WL58OQDLly/ntddeK/AaRVF49913adiwIePGjSvrEB/biy++yN9//82FCxfIzs5m7dq19OnTJ99r+vTpw4oVK1AUhejoaKytrdVh6PKuOPWLjY2lX79+rFy5knr16hko0idXnDpeuHCBixcvcvHiRd544w0WLFggCZ0oc9JTJ4QoNyZOnMiAAQP47rvvqF27Nhs2bAAgMTGRoUOH8vPPPxMZGcnKlStp2rQpzz//PACzZs3i1VdfNWDkhTM2Nuarr76ie/fu5Obm4u/vT+PGjVm0aBEAI0aM4NVXX+Xnn3/G3d0dMzMzli5dauCoi6849Zs+fTrXrl3j/fffV5c5cuSIIcN+LMWpoxDlgfyihBBCCCFEBSDDr0IIIYQQFYAkdUIIIYQQFYAkdUIIIYQQFYAkdUIIIYQQFYAkdUIIIYQQFYAkdUIIIYQQFYAkdUIIIYQQFYDcfFgIUaby8vKIj4/n9u3bhg5FCJWJiQn29vbl+neEhXgUSeqEEGUqJSUFjUZD/fr1MTKSwQJheIqikJGRQUJCAoAkduKZJUdUIUSZSk1NxcHBQRI6UW5oNBrMzMxwcnIiKSnJ0OEI8cTkqCqEKFO5ubmYmJgYOgwhCqhatSo5OTmGDkOIJyZJnRCizGk0GkOHIEQBsl+KZ50kdUIIIYQQFYAkdUKIZ1aNGjXQaDSF/tWoUaPMY0pKSmLgwIE4OjpibW1N27ZtOXToUJnHURoyMzPZvHkzH330EcOHD+ejjz5i8+bNZGZmlmkc0dHRdO3alWrVqmFnZ0f//v25fPlymcYgRHkkSZ0Q4pl19erVpyovDenp6bz44oscPXqU69evM2TIEHr27El6enqZx1KSMjMz+fzzz9m5c6dal/T0dHbu3Mnnn39epondjRs3GDZsGBcvXuTSpUtYWlryzjvvlNn2hSivJKkTQohiWrp0Kb1791Yfu7u7M2DAAPWxs7MzaWlpjBs3jpo1a6LVahk2bBjZ2dnExMQAsGzZMtq2bcuYMWOwtramQYMG7Nq1q8zr8rh27txJcnJygQsJcnJySE5OZufOnSW+TRcXF2bPnk2jRo2wsbHhnXfeITMzkx49etC/f3+srKwwMzNj9OjRREZGAnDhwgX0ej15eXkADB06FHt7e3Wdb7/9NvPmzSvxWIUoD+Q+dUIImzwRvQAABOtJREFUgwoICODYsWOltn4vL6/HXub5559/6Bd/hw4d+PDDD8nLy+Pq1avk5OSoycT58+dJT0/Hw8Mj3zLHjh0jOzsbd3d39blDhw7xxhtvkJKSwo8//ki/fv24cOEC1apVe+xYH8e6deuIj49/omXPnj2rJkr/lJOTw/bt2/n7778fe721atXizTffLLR89erV7NixA3Nzc3r37s3MmTOZOXNmvtfs27ePxo0bA1C3bl2srKz4448/aNGiBfv378fCwoJTp07RsGFD9u3bx0cfffTYcQrxLJCeOiGEKCZXV1csLS05duwYe/fupXv37jg5OXH69Gn27t3Lyy+/nO/+e2lpafj6+vLpp59ibW2tPm9vb09AQAAmJia8+eab1K9fn23bthmiSsVWWEJ3X25ubqlsd/To0Tg7O1OtWjUmT57MmjVr8pX/+eefTJ8+nZCQEPW5Dh06sHfvXq5cuQLAG2+8wd69e7lw4QJpaWk0a9asVGIVwtCkp04IYVBPMxRWnFtQREREPPH6H6ZDhw5ERERw9uxZOnTogF6vZ+/evURFRdGhQwf1dRkZGfTu3RtPT08CAwPzrcPJySlf7HXq1CExMbFE43yYonrEHuWjjz4qcl6ghYVFqfSAOTs7q///ZzudPXuWHj16MH/+fF5++WX1+Q4dOrB582Zq1apF+/bt8fLyYuXKleh0ugKJtxAViezZQgjxGO4ndfv376dDhw5qr9DevXvVpC4rK4u+ffvi5OTE4sWLC6wjISEBRVHUx7GxsTg6OpZZHZ5Ehw4dCr1ptImJSb6EtiTFxcWp/3+wnS5dukSXLl345JNP8PX1LRDr/v37iYiIoEOHDrRr147IyMh875EQFZEkdUII8Rg6dOjAnj17yMjIoFatWrz88sts376da9eu8cILL5CTk8Mbb7xB1apVWbFixUN7hZKSkvjyyy/Jyclhw4YNnDp1ildffdUAtSm+bt26YWdnVyCxMzExwc7Ojm7dupXKdr/++mvi4+O5fv06s2bN4s033yQhIYFOnToxatQoRowYUWCZ5557jqpVq7Jq1Srat2+PlZUVDg4O/PDDD5LUiQpNkjohxDPLwcHhqcqfRL169bCwsFCH+6ysrHB1daVt27ZotVoOHjzI1q1b2blzJ3q9HgsLCywsLNi/f7+6jlatWvH3339TvXp1Jk+ezMaNG7G1tS3xWEuSTqfjX//6F926dcPCwgKNRoOFhQXdunXjX//6FzqdrlS2O2jQILp164arqyuurq5MmTKFb7/9lvPnzzNt2jS1fS0sLPIt16FDB2xtbaldu7b6WFEUXnjhhVKJU4jyQKM8OAYghBCl7P5ViJXVsmXL+Pbbbzlw4IChQyn3XFxc+Pbbb+nSpUuZbbOy75/i2SY9dUIIIYQQFYAkdUIIIYQQFYAMvwohypQMb4nyTPZP8SyTnjohhBBCiApAkjohRJmTAQJRHsl+KZ51ktQJIcqUVqst8KPwQpQHGRkZhd5gWYhngSR1QogypdfruXr16iN/S1SIsqIoCnfu3CEhIQF7e3tDhyPEE5MLJYQQZSovL4/4+Hhu375t6FCEUJmYmGBvb4+VlZWhQxHiiUlSJ4QQQghRAcjwqxBCCCFEBSBJnRBCCCFEBSBJnRBCCCFEBSBJnRBCCCFEBSBJnRBCCCFEBfD/AA94gycw1cGmAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Keep borders\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " annote=['group','source'],\n",
+ " annoteheaders=['Group', 'Data Source'], \n",
+ " rightannote=['group','source'],\n",
+ " right_annoteheaders=['Group', 'Data Source'],\n",
+ " color_alt_rows=True,\n",
+ " return_df=True,\n",
+ " **{'despine':False, \"figsize\":(4,8)}\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2a47b759",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-09T01:54:01.330997Z",
+ "start_time": "2023-03-09T01:54:01.313998Z"
+ }
+ },
+ "source": [
+ "## Legends"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "b72a425e",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:35.419513Z",
+ "start_time": "2023-03-21T02:22:35.109476Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Color row\n",
+ "# Change legend label\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " annote=['group','source'],\n",
+ " modellabels=[\"Model 1\", \"Model 2\"],\n",
+ " annoteheaders=['Group', 'Data Source'], \n",
+ " rightannote=['group','source'],\n",
+ " right_annoteheaders=['Group', 'Data Source'],\n",
+ " color_alt_rows=True,\n",
+ " return_df=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "af1d7ae2",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:35.731958Z",
+ "start_time": "2023-03-21T02:22:35.421513Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Color row\n",
+ "# Change legend label\n",
+ "# Add x-label\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " annote=['group','source'],\n",
+ " modellabels=[\"Model 1\", \"Model 2\"],\n",
+ " xlabel=\"X-label\",\n",
+ " annoteheaders=['Group', 'Data Source'], \n",
+ " rightannote=['group','source'],\n",
+ " right_annoteheaders=['Group', 'Data Source'],\n",
+ " color_alt_rows=True,\n",
+ " return_df=True,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "1a066189",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:36.031439Z",
+ "start_time": "2023-03-21T02:22:35.733958Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Color row\n",
+ "# Change legend label\n",
+ "# Add x-label\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " annote=['group','source'],\n",
+ " modellabels=[\"Model 1\", \"Model 2\"],\n",
+ " xlabel=\"X-label\",\n",
+ " annoteheaders=['Group', 'Data Source'], \n",
+ " rightannote=['group','source'],\n",
+ " right_annoteheaders=['Group', 'Data Source'],\n",
+ " color_alt_rows=True,\n",
+ " return_df=True,\n",
+ " bbox_to_anchor=(.5,.95)\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "f539879d",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T02:22:36.298630Z",
+ "start_time": "2023-03-21T02:22:36.033438Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Add group\n",
+ "# Color row\n",
+ "# Change legend label\n",
+ "# Add x-label\n",
+ "_df, ax = fp.mforestplot(**std_opts,\n",
+ " groupvar='group',\n",
+ " annote=['group','source'],\n",
+ " modellabels=[\"Model 1\", \"Model 2\"],\n",
+ " xlabel=\"X-label\",\n",
+ " annoteheaders=['Group', 'Data Source'], \n",
+ " rightannote=['group','source'],\n",
+ " right_annoteheaders=['Group', 'Data Source'],\n",
+ " color_alt_rows=True,\n",
+ " return_df=True,\n",
+ "# bbox_to_anchor=None,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "002bc5e8",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T03:25:01.805714Z",
+ "start_time": "2023-03-21T03:25:00.903945Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " n \n",
+ " r \n",
+ " CI95% \n",
+ " p-val \n",
+ " BF10 \n",
+ " power \n",
+ " var \n",
+ " hl \n",
+ " ll \n",
+ " moerror \n",
+ " group \n",
+ " label \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 706 \n",
+ " 0.090373 \n",
+ " [0.02 0.16] \n",
+ " 0.016309 \n",
+ " 0.839 \n",
+ " 0.67 \n",
+ " age \n",
+ " 0.16 \n",
+ " 0.02 \n",
+ " 0.069627 \n",
+ " age \n",
+ " in years \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 706 \n",
+ " 0.048081 \n",
+ " [-0.03 0.12] \n",
+ " 0.201948 \n",
+ " 0.106 \n",
+ " 0.25 \n",
+ " clerical \n",
+ " 0.12 \n",
+ " -0.03 \n",
+ " 0.071919 \n",
+ " occupation \n",
+ " =1 if clerical worker \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 706 \n",
+ " 0.041229 \n",
+ " [-0.03 0.11] \n",
+ " 0.273948 \n",
+ " 0.086 \n",
+ " 0.19 \n",
+ " construc \n",
+ " 0.11 \n",
+ " -0.03 \n",
+ " 0.068771 \n",
+ " occupation \n",
+ " =1 if construction worker \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " n r CI95% p-val BF10 power var hl ll \\\n",
+ "0 706 0.090373 [0.02 0.16] 0.016309 0.839 0.67 age 0.16 0.02 \n",
+ "1 706 0.048081 [-0.03 0.12] 0.201948 0.106 0.25 clerical 0.12 -0.03 \n",
+ "2 706 0.041229 [-0.03 0.11] 0.273948 0.086 0.19 construc 0.11 -0.03 \n",
+ "\n",
+ " moerror group label \n",
+ "0 0.069627 age in years \n",
+ "1 0.071919 occupation =1 if clerical worker \n",
+ "2 0.068771 occupation =1 if construction worker "
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import forestplot as fp\n",
+ "\n",
+ "df = fp.load_data(\"sleep\") # companion example data\n",
+ "df.head(3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "3fbc7e52",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T03:29:04.012686Z",
+ "start_time": "2023-03-21T03:29:03.870689Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fp.forestplot(df, # the dataframe with results data\n",
+ " estimate=\"r\", # col containing estimated effect size \n",
+ " ll=\"ll\", hl=\"hl\", # columns containing conf. int. lower and higher limits\n",
+ " varlabel=\"label\", # column containing variable label\n",
+ " xline=.15\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "6737b60b",
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2023-03-21T03:26:41.397601Z",
+ "start_time": "2023-03-21T03:26:41.236225Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = fp.forestplot(df, # the dataframe with results data\n",
+ " estimate=\"r\", # col containing estimated effect size \n",
+ " ll=\"ll\", hl=\"hl\", # columns containing conf. int. lower and higher limits\n",
+ " varlabel=\"label\", # column containing variable label\n",
+ " ylabel=\"Confidence interval\", # y-label title\n",
+ " xlabel=\"Pearson correlation\", # x-label title\n",
+ " )\n",
+ "ax.axvline(.15)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "2faf81ec",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.12"
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {
+ "height": "calc(100% - 180px)",
+ "left": "10px",
+ "top": "150px",
+ "width": "165px"
+ },
+ "toc_section_display": true,
+ "toc_window_display": true
+ },
+ "varInspector": {
+ "cols": {
+ "lenName": 16,
+ "lenType": 16,
+ "lenVar": 40
+ },
+ "kernels_config": {
+ "python": {
+ "delete_cmd_postfix": "",
+ "delete_cmd_prefix": "del ",
+ "library": "var_list.py",
+ "varRefreshCmd": "print(var_dic_list())"
+ },
+ "r": {
+ "delete_cmd_postfix": ") ",
+ "delete_cmd_prefix": "rm(",
+ "library": "var_list.r",
+ "varRefreshCmd": "cat(var_dic_list()) "
+ }
+ },
+ "types_to_exclude": [
+ "module",
+ "function",
+ "builtin_function_or_method",
+ "instance",
+ "_Feature"
+ ],
+ "window_display": false
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/forestplot/__init__.py b/forestplot/__init__.py
index 345716c..7ce6452 100644
--- a/forestplot/__init__.py
+++ b/forestplot/__init__.py
@@ -1,7 +1,8 @@
"""State version and import user-facing functions."""
-VERSION = (0, 3, 3)
+VERSION = (0, 4, 0)
__version__ = ".".join(map(str, VERSION))
from forestplot.dataframe_utils import load_data
+from forestplot.mplot import mforestplot
from forestplot.plot import forestplot
diff --git a/forestplot/graph_utils.py b/forestplot/graph_utils.py
index 4d8a1fa..a81ba09 100644
--- a/forestplot/graph_utils.py
+++ b/forestplot/graph_utils.py
@@ -1,6 +1,6 @@
"""Holds functions to draw the plot."""
import warnings
-from typing import Any, Optional, Sequence, Tuple, Union
+from typing import Any, List, Optional, Sequence, Tuple, Union
import matplotlib.pyplot as plt
import pandas as pd
@@ -544,6 +544,7 @@ def format_xticks(
hl: str,
xticks: Optional[Union[list, range]],
ax: Axes,
+ xlim: Optional[Union[Tuple, List]] = None,
**kwargs: Any
) -> Axes:
"""
@@ -596,6 +597,8 @@ def format_xticks(
ax.set_xticklabels(xticklabels)
for xticklab in ax.get_xticklabels():
xticklab.set_fontfamily("sans-serif")
+ if xlim:
+ ax.set_xlim(xlim[0], xlim[1])
return ax
diff --git a/forestplot/mplot.py b/forestplot/mplot.py
new file mode 100644
index 0000000..662c7b3
--- /dev/null
+++ b/forestplot/mplot.py
@@ -0,0 +1,563 @@
+"""Main functions for coefficient plots (coefplots) of multiple regression models."""
+from typing import Any, List, Optional, Sequence, Tuple, Union
+
+import numpy as np
+import pandas as pd
+
+np.seterr(all="ignore")
+import matplotlib.pyplot as plt
+from matplotlib import rcParams
+from matplotlib.pyplot import Axes
+
+from forestplot.arg_validators import check_data
+from forestplot.dataframe_utils import reverse_dataframe, sort_groups
+from forestplot.graph_utils import ( # draw_ci,; draw_est_markers,; draw_pval_right,; draw_ref_xline,; draw_ylabel1,; draw_yticklabel2,; right_flush_yticklabels,
+ despineplot,
+ draw_alt_row_colors,
+ draw_tablelines,
+ format_grouplabels,
+ format_tableheader,
+ format_xlabel,
+ format_xticks,
+ remove_ticks,
+)
+from forestplot.mplot_dataframe_utils import insert_group_model, make_multimodel_tableheaders
+from forestplot.mplot_graph_utils import (
+ mdraw_ci,
+ mdraw_est_markers,
+ mdraw_legend,
+ mdraw_ref_xline,
+ mdraw_yticklabel2,
+ mdraw_yticklabels,
+)
+from forestplot.text_utils import ( # form_est_ci,; make_tableheaders,; star_pval,
+ format_varlabels,
+ indent_nongroupvar,
+ normalize_varlabels,
+ prep_annote,
+ prep_rightannnote,
+)
+
+rcParams["font.monospace"] = [
+ "Lucida Sans Typewriter",
+ "DejaVu Sans Mono",
+ "Courier New",
+ "Lucida Console",
+]
+
+
+def mforestplot(
+ dataframe: pd.core.frame.DataFrame,
+ estimate: str,
+ varlabel: str,
+ model_col: str,
+ models: Optional[Union[Sequence[str], None]] = None,
+ modellabels: Optional[Union[Sequence[str], None]] = None,
+ ll: Optional[str] = None,
+ hl: Optional[str] = None,
+ groupvar: Optional[str] = None,
+ group_order: Optional[Union[list, tuple]] = None,
+ logscale: bool = False,
+ annote: Optional[Union[Sequence[str], None]] = None,
+ annoteheaders: Optional[Union[Sequence[str], None]] = None,
+ rightannote: Optional[Union[Sequence[str], None]] = None,
+ right_annoteheaders: Optional[Union[Sequence[str], None]] = None,
+ pval: Optional[str] = None,
+ capitalize: Optional[str] = None,
+ starpval: bool = True,
+ sort: bool = False,
+ sortby: Optional[str] = None,
+ flush: bool = True,
+ decimal_precision: int = 2,
+ figsize: Union[Tuple, List] = (4, 8),
+ xticks: Optional[Union[list, range]] = None,
+ ylabel: Optional[str] = None,
+ xlabel: Optional[str] = None,
+ yticker2: Optional[str] = None,
+ color_alt_rows: bool = False,
+ return_df: bool = False,
+ preprocess: bool = True,
+ table: bool = False,
+ legend: bool = True,
+ xlim: Optional[Union[Tuple, List]] = None,
+ **kwargs: Any,
+) -> Axes:
+ """
+ Generate a forest plot from a DataFrame using Matplotlib.
+
+ This function creates a forest plot, which is useful for displaying the estimates from different models
+ or groups, along with their confidence intervals. It provides a range of customization options for the plot,
+ including sorting, annotations, and visual style.
+
+ Parameters
+ ----------
+ dataframe : pd.core.frame.DataFrame
+ The DataFrame containing the data to be plotted.
+ estimate : str
+ The name of the column in the DataFrame that contains the estimate values.
+ varlabel : str
+ The name of the column used for variable labels on the y-axis.
+ model_col : str
+ The name of the column that categorizes data into different models or groups.
+ models : Optional[Sequence[str]]
+ The list of models to include in the plot. If None, all models in model_col are used.
+ modellabels : Optional[Sequence[str]]
+ Labels for the models, used in the plot legend. If None, model names are used as labels.
+ ll : Optional[str]
+ The name of the column representing the lower limit of the confidence intervals.
+ hl : Optional[str]
+ The name of the column representing the upper limit of the confidence intervals.
+ groupvar: Optional[str] = None
+ The name of the column used for grouping the variables. If specified, it allows the plot to visually
+ distinguish between different groups of variables.
+ group_order: Optional[Union[list, tuple]] = None
+ Specifies the order in which groups (as defined by `groupvar`) should be displayed in the plot.
+ If None, the groups are displayed in the order they appear in the DataFrame.
+ logscale: bool = False
+ If True, the x-axis will be log-scaled. Useful for variables that span several orders of magnitude.
+ annote: Optional[Union[Sequence[str], None]] = None
+ A list of column names in the DataFrame that contain additional annotations for each variable.
+ annoteheaders: Optional[Union[Sequence[str], None]] = None
+ Headers for the annotation columns. If None, the column names specified in `annote` are used as headers.
+ rightannote: Optional[Union[Sequence[str], None]] = None
+ A list of column names for annotations that should be placed on the right side of the plot.
+ right_annoteheaders: Optional[Union[Sequence[str], None]] = None
+ Headers for the right-side annotation columns.
+ pval: Optional[str] = None
+ The name of the column containing p-values for each estimate. Used for displaying statistical significance.
+ capitalize: Optional[str] = None
+ Column name for which the text should be capitalized.
+ starpval: bool = True
+ If True, display stars (*) next to estimates to indicate statistical significance based on p-values.
+ sort: bool = False
+ If True, the variables will be sorted based on the `sortby` parameter.
+ sortby: Optional[str] = None
+ Column name to sort the variables by. Only relevant if `sort` is True.
+ flush: bool = True
+ If True, aligns all the estimates along a vertical line for better visual comparison.
+ decimal_precision: int = 2
+ The number of decimal places for numeric values displayed in the plot.
+ figsize: Union[Tuple, List] = (4, 8)
+ Size of the plot specified as (width, height) in inches.
+ xticks: Optional[Union[list, range]] = None
+ Custom x-axis tick values. If None, Matplotlib's default ticks are used.
+ ylabel: Optional[str] = None
+ Label for the y-axis. If None, no label is displayed.
+ xlabel: Optional[str] = None
+ Label for the x-axis. If None, no label is displayed.
+ yticker2: Optional[str] = None
+ Secondary y-axis tick labels, if applicable.
+ color_alt_rows: bool = False
+ If True, alternate rows will have different background colors for better readability.
+ return_df: bool = False
+ If True, returns the processed DataFrame along with the Axes object.
+ preprocess: bool = True
+ If True, performs preprocessing on the DataFrame before plotting.
+ table: bool = False
+ If True, displays a table at the bottom of the plot with variable names and their corresponding estimates.
+ legend: bool = True
+ If True, displays a legend for the models or groups.
+ xlim: Optional[Union[Tuple, List]] = None
+ Custom limits for the x-axis. Specified as (xmin, xmax).
+ **kwargs: Any
+ Additional keyword arguments to pass to Matplotlib plotting functions.
+
+ Returns
+ -------
+ Tuple
+ A tuple containing a modified DataFrame (if return_df is True) and the matplotlib Axes object
+ with the forest plot.
+
+ Notes
+ -----
+ - The function is highly customizable with several optional parameters to adjust the appearance and functionality
+ of the plot.
+ - If `return_df` is True, the function also returns the DataFrame after preprocessing and sorting based on the
+ specified parameters.
+ - The `preprocess` parameter controls whether the input DataFrame should be preprocessed before plotting.
+ """
+ _local_df = dataframe.copy(deep=True)
+ _local_df = check_data(
+ dataframe=_local_df,
+ estimate=estimate,
+ varlabel=varlabel,
+ pval=None,
+ ll=ll,
+ hl=hl,
+ groupvar=groupvar,
+ group_order=group_order,
+ annote=annote,
+ annoteheaders=annoteheaders,
+ rightannote=rightannote,
+ right_annoteheaders=right_annoteheaders,
+ )
+ if (ll is None) or (hl is None):
+ ll, hl = "ll", "hl"
+ if preprocess:
+ _local_df = _mpreprocess_dataframe(
+ dataframe=_local_df,
+ estimate=estimate,
+ varlabel=varlabel,
+ ll=ll,
+ hl=hl,
+ model_col=model_col,
+ models=models,
+ capitalize=capitalize,
+ groupvar=groupvar,
+ group_order=group_order,
+ annote=annote,
+ annoteheaders=annoteheaders,
+ rightannote=rightannote,
+ right_annoteheaders=right_annoteheaders,
+ pval=pval,
+ starpval=starpval,
+ sort=sort,
+ sortby=sortby,
+ flush=flush,
+ decimal_precision=decimal_precision,
+ **kwargs,
+ )
+ ax = _make_mforestplot(
+ dataframe=_local_df,
+ yticklabel="yticklabel",
+ estimate=estimate,
+ model_col=model_col,
+ models=models,
+ modellabels=modellabels,
+ groupvar=groupvar,
+ annoteheaders=annoteheaders,
+ rightannote=rightannote,
+ right_annoteheaders=right_annoteheaders,
+ figsize=figsize,
+ xticks=xticks,
+ ll=ll,
+ hl=hl,
+ logscale=logscale,
+ flush=flush,
+ ylabel=ylabel,
+ xlabel=xlabel,
+ yticker2=yticker2,
+ color_alt_rows=color_alt_rows,
+ table=table,
+ legend=legend,
+ xlim=xlim,
+ **kwargs,
+ )
+ if return_df:
+ return _local_df, ax
+ else:
+ return ax
+
+
+def _mpreprocess_dataframe(
+ dataframe: pd.core.frame.DataFrame,
+ estimate: str,
+ varlabel: str,
+ model_col: str,
+ models: Optional[Union[Sequence[str], None]],
+ ll: Optional[str],
+ hl: Optional[str],
+ groupvar: Optional[str] = None,
+ group_order: Optional[Union[list, tuple]] = None,
+ annote: Optional[Union[Sequence[str], None]] = None,
+ annoteheaders: Optional[Union[Sequence[str], None]] = None,
+ rightannote: Optional[Union[Sequence[str], None]] = None,
+ right_annoteheaders: Optional[Union[Sequence[str], None]] = None,
+ capitalize: Optional[str] = None,
+ flush: bool = True,
+ decimal_precision: int = 2,
+ **kwargs: Any,
+) -> pd.core.frame.DataFrame:
+ """
+ Preprocess the dataframe to be ready for plotting in the `mforestplot` function.
+
+ Parameters
+ ----------
+ dataframe : pd.core.frame.DataFrame
+ The DataFrame containing the data to be plotted.
+ estimate : str
+ The name of the column in the DataFrame that contains the estimate values.
+ varlabel : str
+ The name of the column used for variable labels on the y-axis.
+ model_col : str
+ The name of the column that categorizes data into different models or groups.
+ models : Optional[Union[Sequence[str], None]]
+ The list of models to include in the plot. If None, all models in model_col are used.
+ ll : Optional[str]
+ The name of the column representing the lower limit of the confidence intervals.
+ hl : Optional[str]
+ The name of the column representing the upper limit of the confidence intervals.
+ groupvar : Optional[str]
+ The name of the column used for grouping the variables. If provided, the DataFrame will be sorted and/or
+ grouped based on this column.
+ group_order : Optional[Union[list, tuple]]
+ The order in which to display the groups defined by `groupvar`. This affects the sorting of the DataFrame.
+ annote : Optional[Union[Sequence[str], None]]
+ A list of column names in the DataFrame that contain additional annotations for each variable.
+ annoteheaders : Optional[Union[Sequence[str], None]]
+ Headers for the annotation columns. If None, the column names specified in `annote` are used as headers.
+ rightannote : Optional[Union[Sequence[str], None]]
+ A list of column names for annotations that should be placed on the right side of the plot.
+ right_annoteheaders : Optional[Union[Sequence[str], None]]
+ Headers for the right-side annotation columns.
+ capitalize : Optional[str]
+ Column name for which the text should be capitalized.
+ flush : bool
+ If True, aligns all the estimates along a vertical line for better visual comparison.
+ decimal_precision : int
+ The number of decimal places for numeric values in the DataFrame.
+ **kwargs : Any
+ Additional keyword arguments that might be used in other preprocessing steps.
+
+ Returns
+ -------
+ pd.core.frame.DataFrame
+ Dataframe with additional columns for plotting.
+ """
+ if groupvar is not None:
+ dataframe = sort_groups(dataframe, groupvar=groupvar, group_order=group_order)
+ dataframe = insert_group_model(
+ dataframe=dataframe, groupvar=groupvar, varlabel=varlabel, model_col=model_col
+ )
+
+ dataframe = normalize_varlabels(
+ dataframe=dataframe, varlabel=varlabel, capitalize=capitalize
+ )
+
+ dataframe = indent_nongroupvar(dataframe=dataframe, varlabel=varlabel, groupvar=groupvar)
+
+ if annote is None: # Form ytickers = formatted variable labels
+ dataframe = format_varlabels(
+ dataframe=dataframe,
+ varlabel=varlabel,
+ form_ci_report=False,
+ ci_report=False,
+ groupvar=groupvar,
+ )
+ else:
+ dataframe = prep_annote(
+ dataframe=dataframe,
+ groupvar=groupvar,
+ varlabel=varlabel,
+ annote=annote,
+ annoteheaders=annoteheaders,
+ **kwargs,
+ )
+
+ if rightannote is not None:
+ dataframe = prep_rightannnote(
+ dataframe=dataframe,
+ groupvar=groupvar,
+ varlabel=varlabel,
+ rightannote=rightannote,
+ right_annoteheaders=right_annoteheaders,
+ )
+
+ dataframe = make_multimodel_tableheaders(
+ dataframe=dataframe,
+ varlabel=varlabel,
+ model_col=model_col,
+ models=models,
+ annote=annote,
+ annoteheaders=annoteheaders,
+ rightannote=rightannote,
+ right_annoteheaders=right_annoteheaders,
+ flush=flush,
+ **kwargs,
+ )
+ return reverse_dataframe(dataframe) # since plotting starts from bottom
+
+
+def _make_mforestplot(
+ dataframe: pd.core.frame.DataFrame,
+ yticklabel: str,
+ estimate: str,
+ model_col: str,
+ models: Optional[Union[Sequence[str], None]],
+ modellabels: Optional[Union[Sequence[str], None]],
+ groupvar: str,
+ xticks: Optional[Union[list, range]],
+ ll: str,
+ hl: str,
+ logscale: bool,
+ flush: bool,
+ annoteheaders: Optional[Union[Sequence[str], None]],
+ rightannote: Optional[Union[Sequence[str], None]],
+ right_annoteheaders: Optional[Union[Sequence[str], None]],
+ ylabel: str,
+ xlabel: str,
+ yticker2: Optional[str],
+ figsize: Union[Tuple, List],
+ despine: bool = True,
+ color_alt_rows: bool = False,
+ table: bool = False,
+ legend: bool = True,
+ xlim: Optional[Union[Tuple, List]] = None,
+ **kwargs: Any,
+) -> Axes:
+ """
+ Constructs a forest plot from a preprocessed DataFrame.
+
+ Parameters
+ ----------
+ dataframe : pd.core.frame.DataFrame
+ The DataFrame containing the data to be plotted.
+ yticklabel : str
+ The name of the column used for y-axis tick labels.
+ estimate : str
+ The name of the column in the DataFrame that contains the estimate values.
+ model_col : str
+ The name of the column that categorizes data into different models or groups.
+ models : Optional[Union[Sequence[str], None]]
+ The list of models to include in the plot. If None, all models in model_col are used.
+ modellabels : Optional[Union[Sequence[str], None]]
+ Labels for the models, used in the plot legend. If None, model names are used as labels.
+ groupvar : str
+ The name of the column used for grouping the variables.
+ xticks : Optional[Union[list, range]]
+ Custom x-axis tick values. If None, Matplotlib's default ticks are used.
+ ll : str
+ The name of the column representing the lower limit of the confidence intervals.
+ hl : str
+ The name of the column representing the upper limit of the confidence intervals.
+ logscale : bool
+ If True, the x-axis will be log-scaled.
+ flush : bool
+ If True, aligns all the estimates along a vertical line for better visual comparison.
+ annoteheaders : Optional[Union[Sequence[str], None]]
+ Headers for the annotation columns.
+ rightannote : Optional[Union[Sequence[str], None]]
+ A list of column names for annotations to be placed on the right side of the plot.
+ right_annoteheaders : Optional[Union[Sequence[str], None]]
+ Headers for the right-side annotation columns.
+ ylabel : str
+ Label for the y-axis.
+ xlabel : str
+ Label for the x-axis.
+ yticker2 : Optional[str]
+ Secondary y-axis tick labels, if applicable.
+ figsize : Union[Tuple, List]
+ Size of the plot specified as (width, height) in inches.
+ despine : bool
+ If True, removes the top and right spines from the plot.
+ color_alt_rows : bool
+ If True, alternate rows will have different background colors for better readability.
+ table : bool
+ If True, displays a table at the bottom of the plot with variable names and their corresponding estimates.
+ legend : bool
+ If True, displays a legend for the models or groups.
+ xlim : Optional[Union[Tuple, List]]
+ Custom limits for the x-axis. Specified as (xmin, xmax).
+ **kwargs : Any
+ Additional keyword arguments to pass to plotting functions.
+
+ Returns
+ -------
+ Axes
+ A Matplotlib Axes object containing the forest plot.
+ """
+ if models is None:
+ models = dataframe[model_col].dropna().unique()
+ if modellabels is None:
+ modellabels = models
+
+ _, ax = plt.subplots(figsize=figsize, facecolor="white")
+
+ ax = mdraw_est_markers(
+ dataframe,
+ estimate=estimate,
+ yticklabel=yticklabel,
+ model_col=model_col,
+ models=models,
+ ax=ax,
+ **kwargs,
+ )
+ ax = mdraw_ci(
+ dataframe,
+ estimate=estimate,
+ yticklabel=yticklabel,
+ ll=ll,
+ hl=hl,
+ model_col=model_col,
+ models=models,
+ logscale=logscale,
+ ax=ax,
+ **kwargs,
+ )
+ if legend:
+ ax = mdraw_legend(
+ models=models, modellabels=modellabels, ax=ax, xlabel=xlabel, **kwargs
+ )
+
+ format_xticks(
+ dataframe=dataframe,
+ estimate=estimate,
+ ll=ll,
+ hl=hl,
+ xticks=xticks,
+ xlim=xlim,
+ ax=ax,
+ **kwargs,
+ )
+ mdraw_ref_xline(
+ ax=ax,
+ dataframe=dataframe,
+ model_col=model_col,
+ annoteheaders=annoteheaders,
+ right_annoteheaders=right_annoteheaders,
+ **kwargs,
+ )
+ df_subset = dataframe.query(f'{model_col}=="{models[-1]}"').reset_index(drop=True)
+ mdraw_yticklabels(
+ df_subset,
+ yticklabel=yticklabel,
+ model_col=model_col,
+ models=models,
+ flush=flush,
+ ax=ax,
+ **kwargs,
+ )
+ if rightannote is not None:
+ ax, righttext_width = mdraw_yticklabel2(
+ df_subset,
+ annoteheaders=annoteheaders,
+ right_annoteheaders=right_annoteheaders,
+ ax=ax,
+ **kwargs,
+ )
+ else:
+ righttext_width = 0
+ remove_ticks(ax)
+ format_grouplabels(dataframe=dataframe, groupvar=groupvar, ax=ax, **kwargs)
+ format_tableheader(
+ annoteheaders=annoteheaders, right_annoteheaders=right_annoteheaders, ax=ax, **kwargs
+ )
+
+ format_xlabel(xlabel=xlabel, ax=ax, **kwargs)
+ if color_alt_rows:
+ draw_alt_row_colors(
+ dataframe,
+ groupvar=groupvar,
+ annoteheaders=annoteheaders,
+ right_annoteheaders=right_annoteheaders,
+ ax=ax,
+ )
+ if (annoteheaders is not None) or (right_annoteheaders is not None):
+ if table:
+ draw_tablelines(
+ dataframe=df_subset,
+ righttext_width=righttext_width,
+ pval=None,
+ right_annoteheaders=right_annoteheaders,
+ ax=ax,
+ extrapad=0.03, # To tune where the right tablelines start
+ **kwargs,
+ )
+ if annoteheaders or right_annoteheaders:
+ negative_padding = 1.0
+ else:
+ negative_padding = 0.5
+ ax.set_ylim(-0.5, ax.get_ylim()[1] - negative_padding)
+ despineplot(despine=despine, ax=ax)
+
+ return ax
diff --git a/forestplot/mplot_dataframe_utils.py b/forestplot/mplot_dataframe_utils.py
new file mode 100644
index 0000000..d387d1c
--- /dev/null
+++ b/forestplot/mplot_dataframe_utils.py
@@ -0,0 +1,203 @@
+from typing import Any, List, Optional, Sequence, Tuple, Union
+
+import pandas as pd
+
+from forestplot.dataframe_utils import insert_empty_row
+from forestplot.text_utils import _get_max_varlen
+
+
+def insert_group_model(
+ dataframe: pd.core.frame.DataFrame, groupvar: str, varlabel: str, model_col: str
+) -> pd.core.frame.DataFrame:
+ """
+ Inserts rows for group labels into a pandas DataFrame based on specified model groupings.
+
+ This function iterates over unique values in the 'model_col' and 'groupvar' columns of the input DataFrame.
+ For each unique combination of model and group, it inserts a new row with the group label.
+
+ Parameters
+ ----------
+ dataframe : pd.core.frame.DataFrame
+ The DataFrame into which the group labels will be inserted.
+ groupvar : str
+ The name of the column in 'dataframe' that contains the grouping variable.
+ varlabel : str
+ The label to assign to the inserted group label rows.
+ model_col : str
+ The name of the column in 'dataframe' that contains the model variable.
+
+ Returns
+ -------
+ pd.core.frame.DataFrame
+ A new DataFrame with additional rows inserted that contain the group labels for each group and model
+ combination.
+ """
+ models = dataframe[model_col].unique()
+ groups = dataframe[groupvar].unique()
+
+ df_groupmodel_asvar = pd.DataFrame()
+ for model in models:
+ for group in groups:
+ _df = dataframe.query(f"{model_col}==@model and {groupvar}==@group")
+ addgroupvar = pd.DataFrame(
+ {varlabel: [group], groupvar: [group], model_col: [model]}
+ )
+ df_groupmodel_asvar = pd.concat(
+ [df_groupmodel_asvar, addgroupvar, _df], ignore_index=True
+ )
+ return df_groupmodel_asvar
+
+
+def _insert_headers_models(
+ dataframe: pd.core.frame.DataFrame, model_col: str, models: Union[Sequence[str], None]
+) -> pd.core.frame.DataFrame:
+ """
+ Inserts an empty row as a header for each unique model in a pandas DataFrame.
+
+ This function iterates over a specified list of models or, if not provided, over the unique values in the 'model_col' column of the input DataFrame. For each model, it filters the DataFrame to include only the rows corresponding to that model, inserts an empty row at the beginning, and then concatenates these modified DataFrames.
+
+ Parameters
+ ----------
+ dataframe : pd.core.frame.DataFrame
+ The DataFrame into which the headers (empty rows) will be inserted.
+ model_col : str
+ The name of the column in 'dataframe' that contains the model identifiers.
+ models : Union[Sequence[str], None], optional
+ A sequence of model identifiers for which headers are to be inserted. If None, headers are inserted for all unique values in the 'model_col' column.
+
+ Returns
+ -------
+ pd.core.frame.DataFrame
+ A new DataFrame with empty rows inserted as headers for each specified model.
+
+ Notes
+ -----
+ The function relies on an external function `insert_empty_row` to insert the empty rows. Ensure this function is defined and properly handles the insertion of empty rows into a DataFrame.
+ """
+ if models is None:
+ models = dataframe[model_col].unique()
+
+ df = pd.DataFrame()
+ for model in models:
+ _df = dataframe.query(f"{model_col}==@model")
+ _df = insert_empty_row(_df)
+ df = pd.concat([df, _df], ignore_index=True)
+ return df
+
+
+def make_multimodel_tableheaders(
+ dataframe: pd.core.frame.DataFrame,
+ varlabel: str,
+ model_col: str,
+ models: Optional[Union[Sequence[str], None]],
+ annote: Optional[Union[Sequence[str], None]],
+ annoteheaders: Optional[Union[Sequence[str], None]],
+ rightannote: Optional[Union[Sequence[str], None]],
+ right_annoteheaders: Optional[Union[Sequence[str], None]],
+ flush: bool = True,
+ **kwargs: Any,
+) -> pd.core.frame.DataFrame:
+ """Make additional column for table headers taking in account models and groups.
+
+ This function is designed to prepare a pandas DataFrame for tabular display or plotting, especially
+ when the data is categorized by different models. It adds additional columns for table headers,
+ considering various models, groups, and annotations.
+
+ Parameters
+ ----------
+ dataframe : pd.core.frame.DataFrame
+ The DataFrame to be processed and enhanced.
+ varlabel : str
+ The label of a key column in the DataFrame to be used in header formatting.
+ model_col : str
+ The column name in the DataFrame that contains model identifiers.
+ models : Optional[Sequence[str]], optional
+ A sequence of model identifiers. If None, the function uses unique values from 'model_col'.
+ annote : Optional[Sequence[str]], optional
+ A sequence of columns in the DataFrame to be used for left-side annotations.
+ annoteheaders : Optional[Sequence[str]], optional
+ Headers corresponding to 'annote', for left-side annotations.
+ rightannote : Optional[Sequence[str]], optional
+ A sequence of columns in the DataFrame to be used for right-side annotations.
+ right_annoteheaders : Optional[Sequence[str]], optional
+ Headers corresponding to 'rightannote', for right-side annotations.
+ flush : bool, default True
+ Determines if headers should be left-aligned (flushed). If False, headers are aligned as per their natural alignment.
+ **kwargs : Any
+ Additional keyword arguments. Includes 'variable_header' for the main variable header and
+ 'col_spacing' for spacing between columns.
+
+ Returns
+ -------
+ pd.core.frame.DataFrame
+ A modified DataFrame with additional columns and headers, formatted for plotting or tabular display.
+
+ Notes
+ -----
+ This function relies on external functions '_insert_headers_models' and '_get_max_varlen'.
+ """
+ # No table headers
+ variable_header = kwargs.get("variable_header", "")
+ if (variable_header == "") or (variable_header is None):
+ if (annoteheaders is None) and (right_annoteheaders is None):
+ return dataframe
+ col_spacing = kwargs.get("col_spacing", 2)
+ spacing = "".ljust(col_spacing)
+
+ # Get the pads
+ pad = _get_max_varlen(dataframe=dataframe, varlabel=varlabel, extrapad=0)
+ variable_header = kwargs.get("variable_header", "Variable")
+ if flush:
+ left_headers = variable_header.ljust(pad)
+ else:
+ left_headers = variable_header
+
+ # Insert the rows
+ if (annoteheaders is not None) or (right_annoteheaders is not None):
+ dataframe = _insert_headers_models(dataframe, model_col=model_col, models=models)
+ # return dataframe
+ # pass # function to insert the rows
+
+ # Get the indexes where models start
+ if models is None:
+ models = dataframe[model_col].dropna().unique()
+ indices = [0] # init
+ for ix, model in enumerate(models):
+ if ix == len(models) - 1:
+ break
+ else:
+ _next_index = indices[-1] + 1 + (ix + 1 * dataframe[varlabel].nunique())
+ indices.append(_next_index)
+
+ # Prep the headers
+ if annoteheaders is not None:
+ for ix, header in enumerate(annoteheaders):
+ corresponding_col = annote[ix]
+ pad = _get_max_varlen(dataframe=dataframe, varlabel=corresponding_col, extrapad=0)
+ pad = max(pad, len(header))
+ left_headers = spacing.join([left_headers, header.ljust(pad)])
+ if right_annoteheaders is not None:
+ right_headers = ""
+ for ix, header in enumerate(right_annoteheaders):
+ corresponding_col = rightannote[ix]
+ # get max length for variables
+ pad = _get_max_varlen(dataframe=dataframe, varlabel=corresponding_col, extrapad=0)
+ pad = max(pad, len(header))
+ if right_headers == "":
+ right_headers = header.ljust(pad)
+ else:
+ right_headers = spacing.join([right_headers, header.ljust(pad)])
+ else:
+ right_headers = ""
+
+ # Fill in the na
+ c = 0
+ for ix in indices:
+ dataframe.loc[ix, "yticklabel"], dataframe.loc[ix, "yticklabel2"] = (
+ left_headers,
+ right_headers,
+ )
+ dataframe.loc[ix, model_col] = models[c]
+ c += 1
+
+ return dataframe
diff --git a/forestplot/mplot_graph_utils.py b/forestplot/mplot_graph_utils.py
new file mode 100644
index 0000000..76b9e0a
--- /dev/null
+++ b/forestplot/mplot_graph_utils.py
@@ -0,0 +1,399 @@
+import warnings
+from typing import Any, List, Optional, Sequence, Tuple, Union
+
+import matplotlib.pyplot as plt
+import numpy as np
+import pandas as pd
+from matplotlib import rcParams
+from matplotlib.lines import Line2D
+from matplotlib.pyplot import Axes
+
+
+def mdraw_ref_xline(
+ ax: Axes,
+ dataframe: pd.core.frame.DataFrame,
+ model_col: str,
+ annoteheaders: Optional[Union[Sequence[str], None]],
+ right_annoteheaders: Optional[Union[Sequence[str], None]],
+ **kwargs: Any,
+) -> Axes:
+ """
+ Draw the vertical reference xline at zero. Unless defaults are overridden in kwargs.
+
+ Parameters
+ ----------
+ ax (Matplotlib Axes)
+ Axes to operate on.
+
+ Returns
+ -------
+ Matplotlib Axes object.
+ """
+ xline = kwargs.get("xline", 0)
+ if xline is not None:
+ xlinestyle = kwargs.get("xlinestyle", "-")
+ xlinecolor = kwargs.get("xlinecolor", ".2")
+ xlinewidth = kwargs.get("xlinewidth", 1)
+
+ if (annoteheaders is None) and (right_annoteheaders is None):
+ _offset = 0.5
+ else:
+ _offset = 1.5
+ models = dataframe[model_col].unique()
+ _df = dataframe.query(f'{model_col}=="{models[-1]}"')
+ ax.vlines(
+ x=xline,
+ ymin=-0.5,
+ ymax=len(_df) - _offset,
+ linestyle=xlinestyle,
+ color=xlinecolor,
+ linewidth=xlinewidth,
+ zorder=0,
+ )
+ return ax
+
+
+def mdraw_yticklabels(
+ dataframe: pd.core.frame.DataFrame,
+ yticklabel: str,
+ flush: bool,
+ ax: Axes,
+ **kwargs: Any,
+) -> Axes:
+ """
+ Set custom y-axis tick labels on a matplotlib Axes object using the yticklabel column in the provided
+ pandas dataframe.
+
+ Parameters
+ ----------
+ dataframe : pd.core.frame.DataFrame
+ The pandas DataFrame from which the y-axis tick labels are derived.
+ yticklabel : str
+ Column name in the DataFrame whose values are used as y-axis tick labels.
+ flush : bool
+ If True, aligns y-axis tick labels to the left with adjusted padding to prevent overlap.
+ If False, aligns labels to the right.
+ ax : Axes
+ The matplotlib Axes object to be modified.
+ **kwargs : Any
+ Additional keyword arguments for customizing the appearance of the tick labels.
+ Supported customizations include 'fontfamily' (default 'monospace') and 'fontsize' (default 12).
+
+ Returns
+ -------
+ Axes
+ The modified matplotlib Axes object with updated y-axis tick labels.
+ """
+ ax.set_yticks(range(len(dataframe)))
+
+ fontfamily = kwargs.get("fontfamily", "monospace")
+ fontsize = kwargs.get("fontsize", 12)
+ if flush:
+ ax.set_yticklabels(
+ dataframe[yticklabel], fontfamily=fontfamily, fontsize=fontsize, ha="left"
+ )
+ yax = ax.get_yaxis()
+ fig = plt.gcf()
+ try:
+ pad = max(
+ T.label.get_window_extent(renderer=fig.canvas.get_renderer()).width
+ for T in yax.majorTicks
+ )
+ except AttributeError:
+ pad = max(
+ T.label1.get_window_extent(renderer=fig.canvas.get_renderer()).width
+ for T in yax.majorTicks
+ )
+ yax.set_tick_params(pad=pad)
+ else:
+ ax.set_yticklabels(
+ dataframe[yticklabel], fontfamily=fontfamily, fontsize=fontsize, ha="right"
+ )
+ return ax
+
+
+def mdraw_est_markers(
+ dataframe: pd.core.frame.DataFrame,
+ estimate: str,
+ model_col: str,
+ models: Sequence[str],
+ ax: Axes,
+ msymbols: Union[Sequence[str], None] = "soDx",
+ mcolor: Union[Sequence[str], None] = ["0", "0.4", ".8", "0.2"],
+ **kwargs: Any,
+) -> Axes:
+ """
+ Plot scatter markers on a matplotlib Axes object based on model estimates from a DataFrame.
+
+ This function adds the scatter plot markers to an existing Axes object for different model groups in the data.
+ It allows for customization of marker symbols, colors, and sizes.
+
+ Parameters
+ ----------
+ dataframe : pd.core.frame.DataFrame
+ The pandas DataFrame containing the data to be plotted.
+ estimate : str
+ The name of the column in the DataFrame that contains the estimate values to plot on the x-axis.
+ model_col : str
+ The column in the DataFrame that defines different model groups.
+ models : Sequence[str]
+ A sequence of strings representing the different model groups to plot.
+ ax : Axes
+ The matplotlib Axes object on which the scatter plot will be drawn.
+ msymbols : Union[Sequence[str], None], optional
+ A sequence of marker symbols for each model group, defaults to 'soDx'.
+ mcolor : Union[Sequence[str], None], optional
+ A sequence of colors for each model group, defaults to ["0", "0.4", ".8", "0.2"].
+ **kwargs : Any
+ Additional keyword arguments. Supported customizations include 'markersize' (default 40)
+ and 'offset' for the spacing between markers of different model groups.
+
+ Returns
+ -------
+ Axes
+ The modified matplotlib Axes object with the scatter plot added.
+ """
+ markersize = kwargs.get("markersize", 40)
+ n = len(models)
+ offset = kwargs.get("offset", 0.3 - (n - 2) * 0.05)
+ for ix, modelgroup in enumerate(models):
+ _df = dataframe.query(f'{model_col}=="{modelgroup}"')
+ base_y_vector = np.arange(len(_df)) - offset / 2 - (offset / 2) * (n - 2)
+ _y = base_y_vector + (ix * offset)
+ ax.scatter(y=_y, x=_df[estimate], marker=msymbols[ix], c=mcolor[ix], s=markersize)
+ return ax
+
+
+def mdraw_ci(
+ dataframe: pd.core.frame.DataFrame,
+ estimate: str,
+ ll: str,
+ hl: str,
+ model_col: str,
+ models: Optional[Union[Sequence[str], None]],
+ logscale: bool,
+ ax: Axes,
+ mcolor: Union[Sequence[str], None] = ["0", "0.4", ".8", "0.2"],
+ **kwargs: Any,
+) -> Axes:
+ """
+ Plot confidence intervals on a matplotlib Axes object using data from a DataFrame.
+
+ This function adds error bars to an existing Axes object to represent confidence intervals
+ (or similar intervals) for different model groups in the data. It allows customization of
+ error bar colors and line width.
+
+ Parameters
+ ----------
+ dataframe : pd.core.frame.DataFrame
+ The pandas DataFrame containing the data to be plotted.
+ estimate : str
+ The name of the column in the DataFrame that contains the central estimate values for the error bars.
+ ll : str
+ The name of the column representing the lower limit of the confidence interval.
+ hl : str
+ The name of the column representing the upper limit of the confidence interval.
+ model_col : str
+ The column in the DataFrame that defines different model groups.
+ models : Optional[Sequence[str]]
+ A sequence of strings representing the different model groups for which to plot error bars.
+ logscale : bool
+ If True, sets the x-axis to a logarithmic scale.
+ ax : Axes
+ The matplotlib Axes object on which the error bars will be plotted.
+ mcolor : Union[Sequence[str], None], optional
+ A sequence of colors for the error bars for each model group, defaults to ["0", "0.4", ".8", "0.2"].
+ **kwargs : Any
+ Additional keyword arguments. Supported customizations include 'lw' (line width, default 1.4)
+ and 'offset' for the spacing between error bars of different model groups.
+
+ Returns
+ -------
+ Axes
+ The modified matplotlib Axes object with the error bars added.
+ """
+ lw = kwargs.get("lw", 1.4)
+ n = len(models)
+ offset = kwargs.get("offset", 0.3 - (n - 2) * 0.05)
+
+ for ix, modelgroup in enumerate(models):
+ _df = dataframe.query(f'{model_col}=="{modelgroup}"')
+ base_y_vector = np.arange(len(_df)) - offset / 2 - (offset / 2) * (n - 2)
+ _y = base_y_vector + (ix * offset)
+
+ ax.errorbar(
+ x=_df[estimate],
+ y=_y,
+ xerr=[_df[estimate] - _df[ll], _df[hl] - _df[estimate]],
+ ecolor=mcolor[ix],
+ alpha=0.5,
+ elinewidth=lw,
+ ls="none",
+ zorder=0,
+ )
+ if logscale:
+ ax.set_xscale("log", base=10)
+ return ax
+
+
+def mdraw_legend(
+ ax: Axes,
+ xlabel: Union[Sequence[str], None],
+ modellabels: Optional[Union[Sequence[str], None]],
+ msymbols: Union[Sequence[str], None] = "soDx",
+ mcolor: Union[Sequence[str], None] = ["0", "0.4", ".8", "0.2"],
+ **kwargs: Any,
+) -> Axes:
+ """
+ Add a custom legend to a matplotlib Axes object for the different models.
+
+ This function creates and adds a legend to a given Axes object, allowing for customization of
+ the legend's markers, colors, size, and positioning. It's particularly useful for graphs
+ representing different models or categories with distinct markers and colors.
+
+ Parameters
+ ----------
+ ax : Axes
+ The matplotlib Axes object to which the legend will be added.
+ xlabel : Union[Sequence[str], None]
+ A sequence of strings for x-axis labels, used to adjust the legend position. If None, the default position is used.
+ modellabels : Optional[Union[Sequence[str], None]]
+ A sequence of strings that serve as labels for the legend entries.
+ msymbols : Union[Sequence[str], None], optional
+ A sequence of marker symbols for each legend entry, defaults to 'soDx'.
+ mcolor : Union[Sequence[str], None], optional
+ A sequence of colors for each legend entry, defaults to ["0", "0.4", ".8", "0.2"].
+ **kwargs : Any
+ Additional keyword arguments for further customization. Supported customizations include 'leg_markersize'
+ (size of the legend markers, default 8), 'bbox_to_anchor' (tuple specifying the anchor point of the legend),
+ 'leg_loc' (location of the legend, default 'lower center' or 'best'), 'leg_ncol' (number of columns in the legend,
+ default 2 or 1), and 'leg_fontsize' (font size of legend text, default 12).
+
+ Returns
+ -------
+ Axes
+ The modified matplotlib Axes object with the legend added.
+
+ Notes
+ -----
+ - The 'xlabel' parameter is used to adjust the legend's position based on the presence of x-axis labels.
+ It does not directly set the x-axis labels.
+ """
+ leg_markersize = kwargs.get("leg_markersize", 8)
+ leg_artists = []
+ for ix, symbol in enumerate(msymbols):
+ try:
+ leg_artists.append(
+ Line2D([0], [0], marker=symbol, color=mcolor[ix], markersize=leg_markersize)
+ )
+ except IndexError:
+ warnings.warn("'msymbols' and 'mcolor' have different lengths.")
+ pass
+ # Handle position of legend
+ # bbox_to_anchor = kwargs.get("bbox_to_anchor", None)
+ if len(modellabels) <= 2:
+ bbox_y = -0.12
+ else:
+ bbox_y = -0.17
+ if xlabel:
+ bbox_y -= 0.04
+ bbox_to_anchor = (0.5, bbox_y)
+ bbox_to_anchor = kwargs.get("bbox_to_anchor", bbox_to_anchor)
+ if bbox_to_anchor:
+ leg_loc = kwargs.get("leg_loc", "lower center")
+ leg_ncol = kwargs.get("leg_ncol", 2)
+ else:
+ leg_loc = kwargs.get("leg_loc", "best")
+ leg_ncol = kwargs.get("leg_ncol", 1)
+ leg_fontsize = kwargs.get("leg_fontsize", 12)
+ ax.legend(
+ leg_artists,
+ modellabels,
+ loc=leg_loc,
+ handleheight=1,
+ handlelength=3,
+ handletextpad=0.5,
+ frameon=True,
+ ncol=leg_ncol,
+ fontsize=leg_fontsize,
+ bbox_to_anchor=bbox_to_anchor,
+ )
+
+ return ax
+
+
+def mdraw_yticklabel2(
+ dataframe: pd.core.frame.DataFrame,
+ annoteheaders: Union[Sequence[str], None],
+ right_annoteheaders: Union[Sequence[str], None],
+ ax: Axes,
+ **kwargs: Any,
+) -> Axes:
+ """
+ Add custom y-axis labels (rightannote) to the right side of a matplotlib Axes object based on a DataFrame.
+
+ Parameters
+ ----------
+ dataframe : pd.core.frame.DataFrame
+ The pandas DataFrame containing the data. The 'yticklabel2' column is used for the y-axis labels.
+ annoteheaders : Union[Sequence[str], None]
+ A sequence of strings specifying additional annotation headers to be displayed. If None, no additional headers are used.
+ right_annoteheaders : Union[Sequence[str], None]
+ A sequence of strings specifying additional right-aligned annotation headers to be displayed. If None, no additional headers are used.
+ ax : Axes
+ The matplotlib Axes object on which to add the labels.
+ **kwargs : Any
+ Additional keyword arguments for customization. Supported customizations include 'grouplab_fontweight'
+ (font weight for the group label, default 'bold'), 'fontfamily' (font family, default 'monospace'),
+ and 'fontsize' (font size, default 12).
+
+ Returns
+ -------
+ Tuple
+ A tuple containing the modified Axes object and the width of the rightmost text label.
+
+ Notes
+ -----
+ - The function adjusts the position of each label based on the presence of annotation headers.
+ - The returned 'righttext_width' can be used for further layout adjustments, especially in complex plots.
+ """
+ grouplab_fontweight = kwargs.get("grouplab_fontweight", "bold")
+ fontfamily = kwargs.get("fontfamily", "monospace")
+ fontsize = kwargs.get("fontsize", 12)
+
+ top_row_ix = len(dataframe) - 1
+ inv = ax.transData.inverted()
+ righttext_width = 0
+ fig = plt.gcf()
+ extrapad = 0.03
+ pad = ax.get_xlim()[1] * (1 + extrapad)
+ for ix, row in dataframe.reset_index().iterrows():
+ ticklabel = row["yticklabel2"]
+ if (ix == top_row_ix) and (
+ annoteheaders is not None or right_annoteheaders is not None
+ ):
+ t = ax.text(
+ x=pad,
+ y=ix,
+ s=ticklabel,
+ fontfamily=fontfamily,
+ horizontalalignment="left",
+ verticalalignment="center",
+ fontweight=grouplab_fontweight,
+ fontsize=fontsize,
+ )
+ else:
+ t = ax.text(
+ x=pad,
+ y=ix,
+ s=ticklabel,
+ fontfamily=fontfamily,
+ horizontalalignment="left",
+ verticalalignment="center",
+ fontsize=fontsize,
+ )
+ (_, _), (x1, _) = inv.transform(
+ t.get_window_extent(renderer=fig.canvas.get_renderer())
+ )
+ righttext_width = max(righttext_width, x1)
+ return ax, righttext_width
diff --git a/forestplot/plot.py b/forestplot/plot.py
index d7b622b..78acfc4 100644
--- a/forestplot/plot.py
+++ b/forestplot/plot.py
@@ -250,11 +250,60 @@ def _preprocess_dataframe(
**kwargs: Any,
) -> pd.core.frame.DataFrame:
"""
- Preprocess the dataframe to be ready for plotting.
+ Preprocess a DataFrame for forest plot visualization, handling various aspects such as sorting,
+ normalizing labels, and formatting annotations.
+
+ Parameters
+ ----------
+ dataframe : pd.core.frame.DataFrame
+ The DataFrame to preprocess.
+ estimate : str
+ The column name for the estimate values.
+ varlabel : str
+ The column name for the variable labels.
+ ll : Optional[str], default=None
+ The column name for the lower limit of confidence intervals.
+ hl : Optional[str], default=None
+ The column name for the upper limit of confidence intervals.
+ form_ci_report : Optional[bool], default=False
+ Flag to determine if confidence interval reporting is required.
+ ci_report : Optional[bool], default=False
+ Flag to determine if confidence interval reporting is enabled.
+ groupvar : Optional[str], default=None
+ The column name for group variables.
+ group_order : Optional[Union[list, tuple]], default=None
+ The order of groups for sorting.
+ annote : Optional[Union[Sequence[str], None]], default=None
+ Annotations to add to the DataFrame.
+ annoteheaders : Optional[Union[Sequence[str], None]], default=None
+ Headers for the annotations.
+ rightannote : Optional[Union[Sequence[str], None]], default=None
+ Right-aligned annotations to add to the DataFrame.
+ right_annoteheaders : Optional[Union[Sequence[str], None]], default=None
+ Headers for the right-aligned annotations.
+ capitalize : Optional[str], default=None
+ Flag to capitalize certain text elements.
+ pval : Optional[str], default=None
+ The column name for p-values.
+ starpval : bool, default=True
+ Flag to add stars to significant p-values.
+ sort : bool, default=False
+ Flag to enable sorting.
+ sortby : Optional[str], default=None
+ The column name to sort by.
+ sortascend : bool, default=True
+ Flag to set sorting order.
+ flush : bool, default=True
+ Flag to flush certain text elements.
+ decimal_precision : int, default=2
+ The number of decimal places for rounding numeric values.
+ **kwargs : Any
+ Additional keyword arguments.
Returns
-------
- pd.core.frame.DataFrame with additional columns for plotting.
+ pd.core.frame.DataFrame
+ The preprocessed DataFrame, ready for visualization with additional columns for plotting.
"""
if (groupvar is not None) and (group_order is not None):
if sort is True:
@@ -354,11 +403,60 @@ def _make_forestplot(
**kwargs: Any,
) -> Axes:
"""
- Draw the forest plot.
+ Create and draw a forest plot using the given DataFrame and specified parameters.
+
+ This function sets up and renders a forest plot using matplotlib, with various options for customization,
+ including confidence intervals, marker styles, axis labels, and annotations.
+
+ Parameters
+ ----------
+ dataframe : pd.core.frame.DataFrame
+ The DataFrame containing the data to be plotted.
+ yticklabel : str
+ The column name to be used for y-axis tick labels.
+ estimate : str
+ The column name representing the central estimate for each observation.
+ groupvar : str
+ The column name used for grouping variables in the plot.
+ pval : str
+ The column name for the p-value.
+ xticks : Optional[Union[list, range]]
+ Custom x-ticks for the plot.
+ ll : str
+ The column name for the lower limit of the confidence interval.
+ hl : str
+ The column name for the upper limit of the confidence interval.
+ logscale : bool
+ Whether to use a logarithmic scale for the x-axis.
+ flush : bool
+ Flag to align the y-tick labels.
+ annoteheaders : Optional[Union[Sequence[str], None]]
+ Additional annotations to be included in the plot.
+ rightannote : Optional[Union[Sequence[str], None]]
+ Annotations to be aligned to the right side of the plot.
+ right_annoteheaders : Optional[Union[Sequence[str], None]]
+ Headers for the right-aligned annotations.
+ ylabel : str
+ Label for the y-axis.
+ xlabel : str
+ Label for the x-axis.
+ yticker2 : Optional[str]
+ Additional y-tick labels.
+ color_alt_rows : bool
+ Whether to color alternate rows for better readability.
+ figsize : Union[Tuple, List]
+ Size of the figure to be created.
+ despine : bool, default=True
+ Whether to remove the top and right spines of the plot.
+ table : bool, default=False
+ Whether to draw a table-like structure on the plot.
+ **kwargs : Any
+ Additional keyword arguments for further customization.
Returns
-------
- Matplotlib Axes object.
+ Axes
+ The matplotlib Axes object with the forest plot.
"""
if not ax:
_, ax = plt.subplots(figsize=figsize, facecolor="white")
diff --git a/setup.py b/setup.py
index 9860f31..6293fce 100644
--- a/setup.py
+++ b/setup.py
@@ -10,7 +10,7 @@
install_requires = ["pandas", "numpy", "matplotlib", "matplotlib-inline<=0.1.3"]
setup(
name="forestplot",
- version="0.3.3",
+ version="0.4.0",
license="MIT",
author="Lucas Shen",
author_email="lucas@lucasshen.com",
diff --git a/tests/test_mplot.py b/tests/test_mplot.py
new file mode 100644
index 0000000..dc71f2c
--- /dev/null
+++ b/tests/test_mplot.py
@@ -0,0 +1,53 @@
+import pandas as pd
+from matplotlib.pyplot import Axes
+
+from forestplot import mforestplot
+
+dataname = "sleep-mmodel"
+data = f"https://raw.githubusercontent.com/lsys/forestplot/mplot/examples/data/{dataname}.csv"
+df = pd.read_csv(data)
+
+
+std_opts = dict(
+ dataframe=df,
+ estimate="coef",
+ ll="ll",
+ hl="hl",
+ varlabel="var",
+ model_col="model",
+)
+
+
+def test_vanilla_mplot():
+ ax = mforestplot(**std_opts)
+ assert isinstance(ax, Axes)
+
+ df_processed, ax = mforestplot(**std_opts, return_df=True)
+ assert isinstance(ax, Axes)
+ assert isinstance(df_processed, pd.DataFrame)
+
+
+def test_more_options():
+ df_processed, ax = mforestplot(
+ **std_opts,
+ color_alt_rows=True,
+ groupvar="group",
+ table=True,
+ rightannote=["var", "group"],
+ right_annoteheaders=["Variable", "Variable group"],
+ xlabel="Coefficient (95% CI)",
+ modellabels=["Have young kids", "Full sample"],
+ xticks=[-1200, -600, 0, 600],
+ return_df=True,
+ # Additional kwargs for customizations
+ **{
+ "marker": "D", # set maker symbol as diamond
+ "markersize": 35, # adjust marker size
+ "xlinestyle": (0, (10, 5)), # long dash for x-reference line
+ "xlinecolor": "#808080", # gray color for x-reference line
+ "xtick_size": 12, # adjust x-ticker fontsize
+ "despine": False,
+ },
+ )
+ assert isinstance(ax, Axes)
+ assert isinstance(df_processed, pd.DataFrame)
diff --git a/tests/test_mplot_dataframe_utils.py b/tests/test_mplot_dataframe_utils.py
new file mode 100644
index 0000000..a146da1
--- /dev/null
+++ b/tests/test_mplot_dataframe_utils.py
@@ -0,0 +1,209 @@
+import numpy as np
+import pandas as pd
+from pandas.testing import assert_frame_equal
+
+from forestplot.mplot_dataframe_utils import (
+ _insert_headers_models,
+ insert_group_model,
+ make_multimodel_tableheaders,
+)
+
+
+def test_insert_group_model():
+ # Setup test data
+ data = {
+ "model_col": ["Model1", "Model1", "Model2", "Model2"],
+ "groupvar": ["GroupA", "GroupB", "GroupA", "GroupB"],
+ "value": [10, 20, 30, 40],
+ }
+ df = pd.DataFrame(data)
+
+ # Expected output
+ expected_data = {
+ "varlabel": ["GroupA", None, "GroupB", None, "GroupA", None, "GroupB", None],
+ "groupvar": [
+ "GroupA",
+ "GroupA",
+ "GroupB",
+ "GroupB",
+ "GroupA",
+ "GroupA",
+ "GroupB",
+ "GroupB",
+ ],
+ "model_col": [
+ "Model1",
+ "Model1",
+ "Model1",
+ "Model1",
+ "Model2",
+ "Model2",
+ "Model2",
+ "Model2",
+ ],
+ "value": [None, 10, None, 20, None, 30, None, 40],
+ }
+ expected_df = pd.DataFrame(expected_data)
+
+ # Apply the function
+ result_df = insert_group_model(df, "groupvar", "varlabel", "model_col")
+
+ # Assert
+ assert_frame_equal(result_df, expected_df)
+
+
+def test_insert_headers_models():
+ # Setup
+ df = pd.DataFrame(
+ {
+ "model_col": ["model1", "model1", "model2", "model2"],
+ "data1": [100, 200, 300, 400],
+ }
+ )
+
+ # Expected output
+ expected_output = pd.DataFrame(
+ {
+ "model_col": [None, "model1", "model1", None, "model2", "model2"],
+ "data1": [None, 100, 200, None, 300, 400],
+ }
+ )
+
+ # Exercise
+ result = _insert_headers_models(df, "model_col", None)
+
+ # Verify
+ assert_frame_equal(result.reset_index(drop=True), expected_output.reset_index(drop=True))
+
+
+def test_make_multimodel_tableheaders():
+ # Setup
+ df_input = pd.DataFrame(
+ {
+ "var": ["var0", "var1", "var2", "var3", "var0", "var1", "var2", "var3"],
+ "group": [
+ "Group 0",
+ "Group 0",
+ "Group 1",
+ "Group 1",
+ "Group 0",
+ "Group 0",
+ "Group 1",
+ "Group 1",
+ ],
+ "model": [
+ "Model 0",
+ "Model 0",
+ "Model 0",
+ "Model 0",
+ "Model 1",
+ "Model 1",
+ "Model 1",
+ "Model 1",
+ ],
+ "coef": [
+ "Coef 0",
+ "Coef 1",
+ "Coef 2",
+ "Coef 3",
+ "Coef 4",
+ "Coef 5",
+ "Coef 6",
+ "Coef 7",
+ ],
+ }
+ )
+
+ # Expected output
+ df_expected = pd.DataFrame(
+ {
+ "var": [
+ np.nan,
+ "var0",
+ "var1",
+ "var2",
+ "var3",
+ np.nan,
+ "var0",
+ "var1",
+ "var2",
+ "var3",
+ ],
+ "group": [
+ np.nan,
+ "Group 0",
+ "Group 0",
+ "Group 1",
+ "Group 1",
+ np.nan,
+ "Group 0",
+ "Group 0",
+ "Group 1",
+ "Group 1",
+ ],
+ "model": [
+ "Model 0",
+ "Model 0",
+ "Model 0",
+ "Model 0",
+ "Model 0",
+ "Model 1",
+ "Model 1",
+ "Model 1",
+ "Model 1",
+ "Model 1",
+ ],
+ "coef": [
+ np.nan,
+ "Coef 0",
+ "Coef 1",
+ "Coef 2",
+ "Coef 3",
+ np.nan,
+ "Coef 4",
+ "Coef 5",
+ "Coef 6",
+ "Coef 7",
+ ],
+ "yticklabel": [
+ "Variable header",
+ np.nan,
+ np.nan,
+ np.nan,
+ np.nan,
+ "Variable header",
+ np.nan,
+ np.nan,
+ np.nan,
+ np.nan,
+ ],
+ "yticklabel2": [
+ "",
+ np.nan,
+ np.nan,
+ np.nan,
+ np.nan,
+ "",
+ np.nan,
+ np.nan,
+ np.nan,
+ np.nan,
+ ],
+ }
+ )
+
+ # Exercise
+ df_result = make_multimodel_tableheaders(
+ df_input,
+ varlabel="var",
+ model_col="model",
+ models=None,
+ annote=["var"],
+ annoteheaders=["header"],
+ rightannote=None,
+ right_annoteheaders=None,
+ )
+ # Verify
+ assert_frame_equal(df_result.iloc[:, :4], df_expected.iloc[:, :4])
+ assert pd.notna(df_result.loc[0, "yticklabel"])
+ assert pd.notna(df_result.loc[0, "yticklabel2"])
diff --git a/tests/test_mplot_graph_utils.py b/tests/test_mplot_graph_utils.py
new file mode 100644
index 0000000..4e6a31d
--- /dev/null
+++ b/tests/test_mplot_graph_utils.py
@@ -0,0 +1,151 @@
+import matplotlib.pyplot as plt
+import pandas as pd
+from matplotlib.lines import Line2D
+from matplotlib.pyplot import Axes
+
+from forestplot.mplot_graph_utils import (
+ mdraw_ci,
+ mdraw_est_markers,
+ mdraw_legend,
+ mdraw_ref_xline,
+ mdraw_yticklabel2,
+ mdraw_yticklabels,
+)
+
+x, y = [0, 1, 2], [0, 1, 2]
+str_vector = ["a", "b", "c"]
+models_vector = ["m1", "m1", "m2"]
+input_df = pd.DataFrame(
+ {
+ "yticklabel": str_vector,
+ "model": models_vector,
+ "estimate": x,
+ "moerror": y,
+ "ll": x,
+ "hl": y,
+ "pval": y,
+ "formatted_pval": y,
+ "yticklabel1": str_vector,
+ "yticklabel2": str_vector,
+ }
+)
+
+
+def test_mdraw_ref_xline():
+ _, ax = plt.subplots()
+ ax = mdraw_ref_xline(
+ ax,
+ dataframe=input_df,
+ model_col="yticklabel",
+ annoteheaders=None,
+ right_annoteheaders=None,
+ )
+ assert isinstance(ax, Axes)
+
+
+def test_mdraw_yticklabels():
+ # Prepare the input DataFrame
+ str_vector = ["a", "b", "c"]
+ input_df = pd.DataFrame(
+ {
+ "yticklabel": str_vector,
+ }
+ )
+
+ # Create a matplotlib Axes object
+ _, ax = plt.subplots()
+
+ # Call the function
+ ax = mdraw_yticklabels(input_df, yticklabel="yticklabel", flush=True, ax=ax)
+
+ assert isinstance(ax, Axes)
+ assert [label.get_text() for label in ax.get_yticklabels()] == str_vector
+
+
+def test_mdraw_est_markers():
+ _, ax = plt.subplots()
+ ax = mdraw_est_markers(
+ input_df,
+ estimate="estimate",
+ model_col="model",
+ models=list(set(models_vector)),
+ ax=ax,
+ )
+ assert isinstance(ax, Axes)
+ assert (all(isinstance(tick, int)) for tick in ax.get_yticks())
+
+ xmin, xmax = ax.get_xlim()
+ assert xmin <= input_df["estimate"].min()
+ assert xmax >= input_df["estimate"].max()
+ assert len(ax.collections) == len(set(models_vector))
+
+
+def test_mdraw_ci():
+ _, ax = plt.subplots()
+
+ # Call the function
+ ax = mdraw_ci(
+ input_df,
+ estimate="estimate",
+ ll="ll",
+ hl="hl",
+ model_col="model",
+ models=list(set(models_vector)),
+ logscale=False,
+ ax=ax,
+ )
+
+ # Assertions
+ assert isinstance(ax, Axes)
+ assert len(ax.collections) == len(set(models_vector))
+
+
+def test_mdraw_legend():
+ # Create a simple plot
+ _, ax = plt.subplots()
+ ax.plot([0, 1], [0, 1], marker="o", color="0")
+ ax.plot([0, 1], [1, 0], marker="s", color="0.4")
+
+ # Sample parameters for the legend
+ modellabels = ["Model 1", "Model 2"]
+ msymbols = ["o", "s"]
+ mcolor = ["0", "0.4"]
+
+ # Call the function
+ ax = mdraw_legend(ax, None, modellabels, msymbols, mcolor)
+
+ # Assertions
+ legend = ax.get_legend()
+ assert legend is not None, "Legend was not created."
+
+ # Check number of legend entries
+ assert len(legend.get_texts()) == len(modellabels), "Incorrect number of legend entries."
+
+ # Check legend labels
+ for label, model_label in zip(legend.get_texts(), modellabels):
+ assert label.get_text() == model_label, "Legend labels do not match."
+
+ # Check legend marker colors and symbols
+ for line, color in zip(legend.legendHandles, mcolor):
+ assert isinstance(line, Line2D), "Legend entry is not a Line2D instance."
+ assert line.get_color() == color, "Legend marker color does not match."
+
+
+def test_mdraw_yticklabel2():
+ # Create sample DataFrame
+ df = pd.DataFrame({"yticklabel2": ["Label 1", "Label 2", "Label 3"]})
+
+ # Initialize Matplotlib Axes
+ _, ax = plt.subplots()
+
+ # Call the function
+ ax, righttext_width = mdraw_yticklabel2(df, None, None, ax)
+
+ # Assertions
+ # Check if righttext_width is a float (or int, based on your implementation)
+ assert isinstance(righttext_width, (float, int)), "righttext_width is not a numeric value."
+
+ # Additional checks can be made for text properties like content, font size, and alignment
+ texts = [text for text in ax.get_children() if isinstance(text, plt.Text)]
+ for text, expected_label in zip(texts, df["yticklabel2"]):
+ assert text.get_text() == expected_label, "Text label content does not match."