From 8f303a49932d670af749e58cebb3d69478a18187 Mon Sep 17 00:00:00 2001 From: admin user Date: Tue, 21 Jan 2025 21:17:40 +0000 Subject: [PATCH] Early Term Default/Fraud indicator v1 block --- block.py | 132 +++++++++++++++++++++++++++++++------ category_orders_train.json | 11 ++++ post_processing.py | 27 ++++++++ pre_processing.py | 95 ++++++++++++++++++++++++++ processing.py | 41 ++++++++++++ request_schema.json | 85 +++++++++++++++++++++++- requirements.txt | 6 +- response_schema.json | 19 +++++- xgboost_model.joblib | Bin 0 -> 503503 bytes 9 files changed, 392 insertions(+), 24 deletions(-) create mode 100644 category_orders_train.json create mode 100644 post_processing.py create mode 100644 pre_processing.py create mode 100644 processing.py create mode 100644 xgboost_model.joblib diff --git a/block.py b/block.py index 3b227f9..3571899 100644 --- a/block.py +++ b/block.py @@ -1,21 +1,111 @@ -@flowx_block -def example_function(request: dict) -> dict: - - # Processing logic here... - - return { - "meta_info": [ - { - "name": "created_date", - "type": "string", - "value": "2024-11-05" - } - ], - "fields": [ - { - "name": "", - "type": "", - "value": "" - } - ] - } +import pandas as pd +import json +import jmespath +import xgboost as xgb +import math +import joblib +import logging +from typing import Optional, List, Dict +from pre_processing import pre_processing +from processing import processing +from post_processing import post_processing + +# Configure logging +logging.basicConfig( + level=logging.INFO, + format="%(asctime)s [%(levelname)s] %(name)s - %(message)s", +) +logger = logging.getLogger(__name__) + + +def __main__(application_key: str, application_timestamp: str, application_source_name: str, application_date_of_birth: str, ownhome: str, employmentstatus: str, lengthatjob: float, payfrequency: str, lengthatbank: str, inputipaddress: str, deviceid: str, fuzzydeviceid: str, trueip: str, dnsip: str, requestid: str, riskrating: str, tmxsummaryreasoncode: str, digitalidconfidence: str, results: Optional[List[Dict]] = None) -> dict: + + data = { + "application_key": application_key, + "application_timestamp": application_timestamp, + "application_source_name": application_source_name, + "application_date_of_birth": application_date_of_birth, + "ownhome": ownhome, + "employmentstatus": employmentstatus, + "lengthatjob": lengthatjob, + "payfrequency": payfrequency, + "lengthatbank": lengthatbank, + "inputipaddress": inputipaddress, + "deviceid": deviceid, + "fuzzydeviceid": fuzzydeviceid, + "trueip": trueip, + "dnsip": dnsip, + "requestid": requestid, + "riskrating": riskrating, + "tmxsummaryreasoncode": tmxsummaryreasoncode, + "digitalidconfidence": digitalidconfidence + } + + data = pd.DataFrame([data]) + + expected_schema = { + "ea_score": str, + "ip_net_speed_cell": str, + "ip_country_confidence": str, + "ip_region_confidence": str, + "fraud_risk": str, + "first_seen_days": str, + "domain_creation_days": str + } + + expressions = { + "ea_score": "EAScore", + "ip_net_speed_cell": "ip_netSpeedCell", + "ip_country_confidence": "ip_countryconf", + "ip_region_confidence": "ip_regionconf", + "fraud_risk": "fraudRisk", + "first_seen_days": "first_seen_days", + "domain_creation_days": "domain_creation_days", + } + + + if results: + first_result = results[0] + for column, expression in expressions.items(): + try: + extracted_value = jmespath.search(expression, first_result) + expected_type = expected_schema[column] + + if extracted_value is not None and not isinstance(extracted_value, expected_type): + try: + extracted_value = expected_type(extracted_value) + except (ValueError, TypeError) as cast_error: + logger.error(f"Failed to cast {column} value to {expected_type.__name__}: {cast_error}") + extracted_value = None + + data[column] = extracted_value + except Exception as e: + logger.error(f"Error extracting value for {column}: {e}") + data[column] = None + else: + for column in expressions.keys(): + data[column] = None + + + logger.info(f"pre_pre_processed_data: {data.to_dict(orient='records')}") + + pre_processed_data = pre_processing(data) + + logger.info(f"pre_processed_data: {pre_processed_data}") + + prediction = processing(pre_processed_data) + + logger.info("prediction: %.8f", float(prediction)) + + result = post_processing(prediction[0]) + + logger.info("Score: %.0f", float(result["score"])) + logger.info("Action: %s", result["action"]) + logger.info("Description: %s", result["description"]) + + return { + # 'prediction': prediction, + 'score': result["score"], + 'action': result["action"], + 'description': result["description"] + } diff --git a/category_orders_train.json b/category_orders_train.json new file mode 100644 index 0000000..4eb16b0 --- /dev/null +++ b/category_orders_train.json @@ -0,0 +1,11 @@ +{ + "application_source_name": ["arrowshade organic low", "arrowshade pr", "arrowshade pr hq", "upab5010", "upab5016", "upab5555", "uplm100pr", "uplm5555", "upr new lead - s1", "uprpadmc1", "uprreact1", "uprrefi1", "uprwebnew", "uprwebrfi", "uprwebvip"], + "ownhome": ["false", "none", "true"], + "employmentstatus": ["disability", "fixed income", "full time employed", "none", "other", "part time employment", "retired benefits", "self employed", "student", "unemployed", "welfare"], + "payfrequency": ["bi weekly", "bi-weekly", "bw", "none", "semi-monthly", "semimonthly"], + "fraud_risk": ["low", "moderate", "none", "review", "very high", "very low"], + "ip_net_speed_cell": ["broadband", "cable", "dialup", "mobile", "none", "satellite", "t1", "wireless", "xdsl"], + "riskrating": ["high", "low", "medium", "neutral", "none", "trusted"] +} + + diff --git a/post_processing.py b/post_processing.py new file mode 100644 index 0000000..aa5d01d --- /dev/null +++ b/post_processing.py @@ -0,0 +1,27 @@ +import logging +import math + +# Configure logging +logging.basicConfig( + level=logging.INFO, + format="%(asctime)s [%(levelname)s] %(name)s - %(message)s", +) +logger = logging.getLogger(__name__) + +def post_processing(value): + try: + part1 = min(value * 100 + 0.00001, 1) * 85 + part2 = max(math.log(value * 100 + 0.000001, 2) * 185, 0) + score = round((part1 + part2), 0) + score_threshold = 1230 + action = "Application Decline" if score >= score_threshold else "Application Pass" + description = ( + f"HD Fraud Score is above the risk threshold {score_threshold}, Recommended action: {action}." + if score >= score_threshold + else f"HD Fraud Score is below the risk threshold {score_threshold}, Recommended action: {action}." + ) + # logger.info({'score': score, 'action': action, 'description': description}) + return {'score': score, 'action': action, 'description': description} + except Exception as e: + logger.error(f"Error in post_processing: {e}") + return {'score': None, 'action': 'Unknown', 'description': 'Error processing the score'} diff --git a/pre_processing.py b/pre_processing.py new file mode 100644 index 0000000..ee51ed1 --- /dev/null +++ b/pre_processing.py @@ -0,0 +1,95 @@ +import pandas as pd +import json +import jmespath +import logging + +# Configure logging +logging.basicConfig( + level=logging.INFO, + format="%(asctime)s [%(levelname)s] %(name)s - %(message)s", +) +logger = logging.getLogger(__name__) + +def pre_processing(input_data): + + # combined_df = pd.DataFrame([input_data]) + combined_df = input_data + combined_df["app_age"] = combined_df.apply( + lambda row: pd.to_datetime(row["application_timestamp"]).year - pd.to_datetime(row["application_date_of_birth"]).year + if pd.notnull(row["application_timestamp"]) and pd.notnull(row["application_date_of_birth"]) else None, + axis=1 + ) + + # for col in ["requestid", "inputipaddress", "deviceid", "fuzzydeviceid", "trueip", "dnsip"]: + # combined_df[f"{col}_consistency"] = combined_df.groupby("application_key")[col].transform("nunique") + + for col in ["requestid", "inputipaddress", "deviceid", "fuzzydeviceid", "trueip", "dnsip"]: + combined_df[f"{col}_consistency"] = combined_df[col].apply( + lambda x: 1 if pd.notnull(x) and str(x).lower() not in ("nan", "none", None) else 0 + ) + + combined_df.rename(columns={'inputipaddress_consistency': 'inputip_consistency'}, inplace=True) + combined_df.rename(columns={'requestid_consistency': 'request_consistency'}, inplace=True) + + combined_df['digitalidconfidence'] = pd.to_numeric(combined_df['digitalidconfidence'], errors='coerce').astype('Int64') + + for col in ["digitalidconfidence"]: + combined_df[f"avg_{col}"] = combined_df.groupby("application_key")[col].transform("mean") + combined_df[f"min_{col}"] = combined_df.groupby("application_key")[col].transform("min") + combined_df[f"max_{col}"] = combined_df.groupby("application_key")[col].transform("max") + + combined_df['Level_1_Link_Accept'] = combined_df['tmxsummaryreasoncode'].astype(str).str.contains('Level_1_Link_Accept', na=False, regex=True).astype(int) + combined_df['Identity_Negative_History_Max'] = combined_df['tmxsummaryreasoncode'].astype(str).str.contains('Identity_Negative_History', na=False, regex=True).astype(int) + combined_df['Level_1_Link_Accept_Max'] = combined_df['tmxsummaryreasoncode'].astype(str).str.contains('Level_1_Link_Accept', na=False, regex=True).astype(int) + combined_df['Device_Negative_History_Max'] = combined_df['tmxsummaryreasoncode'].astype(str).str.contains('Device_Negative_History', na=False, regex=True).astype(int) + combined_df['Level_1_Link_Reject_Max'] = combined_df['tmxsummaryreasoncode'].astype(str).str.contains('Level_1_Link_Reject', na=False, regex=True).astype(int) + combined_df['IP_Negative_History_Max'] = combined_df['tmxsummaryreasoncode'].astype(str).str.contains('IP_Negative_History', na=False, regex=True).astype(int) + combined_df['Identity_Spoofing_Max'] = combined_df['tmxsummaryreasoncode'].astype(str).str.contains('Identity_Spoofing', na=False, regex=True).astype(int) + combined_df['Bot_Max'] = combined_df['tmxsummaryreasoncode'].astype(str).str.contains('Bot', na=False, regex=True).astype(int) + + def map_fraud_risk(risk): + risk = str(risk).lower() + if "very low" in risk: + return "Very Low" + elif "low" in risk: + return "Low" + elif "moderate" in risk: + return "Moderate" + elif "review" in risk: + return "Review" + elif "very high" in risk: + return "Very High" + else: + return None + + combined_df["fraud_risk"] = combined_df["fraud_risk"].apply(map_fraud_risk) + + # combined_df.replace({'nan': None, 'None': None}, inplace=True) + combined_df.replace({'nan': None, 'None': None}, inplace=True) + + dtype_dict = { + 'app_age': 'int64', 'first_seen_days': 'int64', 'request_consistency': 'int64', + 'application_source_name': str, 'fuzzydeviceid_consistency': 'int64', + 'domain_creation_days': 'int64', 'employmentstatus': str, 'Identity_Spoofing_Max': 'int64', + 'trueip_consistency': 'int64', 'inputip_consistency': 'int64', 'ea_score': 'int64', + 'lengthatbank': float, 'lengthatjob': float, 'max_digitalidconfidence': float, + 'Identity_Negative_History_Max': 'int64', 'digitalidconfidence': 'int64', + 'IP_Negative_History_Max': 'int64', 'Device_Negative_History_Max': 'int64', + 'Bot_Max': 'int64', 'avg_digitalidconfidence': float, 'min_digitalidconfidence': float, + 'Level_1_Link_Reject_Max': 'int64', 'dnsip_consistency': 'int64', 'ip_country_confidence': 'int64', + 'riskrating': str, 'ownhome': str, 'deviceid_consistency': 'int64', + 'payfrequency': str, 'fraud_risk': str, 'Level_1_Link_Accept': 'int64', + 'ip_net_speed_cell': str, 'ip_region_confidence': 'int64', 'Level_1_Link_Accept_Max': 'int64' + } + + output_columns = list(dtype_dict.keys()) + filtered_df = combined_df[output_columns] + + int_columns = [col for col, dtype in dtype_dict.items() if dtype == int] + + for col in int_columns: + filtered_df[col] = pd.to_numeric(filtered_df[col], errors='coerce') + + filtered_df = filtered_df.astype(dtype_dict, errors='ignore') + + return filtered_df.to_dict(orient="records") diff --git a/processing.py b/processing.py new file mode 100644 index 0000000..c985077 --- /dev/null +++ b/processing.py @@ -0,0 +1,41 @@ +import pandas as pd +import xgboost as xgb +import math +import joblib +import json + +def processing(input_data): + df = pd.DataFrame(input_data) + model = joblib.load("./xgboost_model.joblib") + with open('./category_orders_train.json', 'r') as f: + category_orders = json.load(f) + + if df.empty: + raise ValueError("Input DataFrame is empty.") + + categorical_columns = ["application_source_name", "ownhome", "employmentstatus", "payfrequency", "fraud_risk", "ip_net_speed_cell", "riskrating"] + for col in categorical_columns: + if col in df.columns: + df[col] = df[col].str.lower() + df[col].replace([None, "", "null", math.isnan, pd.NA], "none", inplace=True) + df[col] = pd.Categorical(df[col], categories=category_orders[col]) + else: + df[col] = pd.Categorical(["none"], categories=category_orders.get(col, ["none"])) + + non_categorical_columns = [col for col in df.columns if col not in categorical_columns] + for col in non_categorical_columns: + if col in df.columns: + df[col] = df[col].astype(str).str.lower().replace(["null", "nan", "", None], pd.NA) + df[col] = pd.to_numeric(df[col], errors="coerce") + else: + df[col] = pd.NA + + expected_features = model.feature_names + missing_features = [feature for feature in expected_features if feature not in df.columns] + for feature in missing_features: + df[feature] = None + + dmatrix = xgb.DMatrix(df[expected_features], enable_categorical=True) + predictions = model.predict(dmatrix) + + return predictions diff --git a/request_schema.json b/request_schema.json index 0967ef4..efc03a6 100644 --- a/request_schema.json +++ b/request_schema.json @@ -1 +1,84 @@ -{} +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "type": "object", + "properties": { + "application_key": { + "type": ["string", "null"], + "description": "Unique identifier for the application." + }, + "application_timestamp": { + "type": ["string", "null"], + "description": "Timestamp of the application in UTC." + }, + "application_source_name": { + "type": ["string", "null"], + "description": "Source from which the application was submitted." + }, + "application_date_of_birth": { + "type": ["string", "null"], + "description": "Date of birth of the applicant." + }, + "ownhome": { + "type": ["string", "null"], + "description": "Indicates if the applicant owns a home." + }, + "employmentstatus": { + "type": ["string", "null"], + "description": "Employment status of the applicant." + }, + "lengthatjob": { + "type": ["number", "null"], + "description": "Length of time the applicant has been at their current job." + }, + "payfrequency": { + "type": ["string", "null"], + "description": "Frequency of pay for the applicant." + }, + "lengthatbank": { + "type": ["string", "null"], + "description": "Length of time the applicant has been with their bank." + }, + "inputipaddress": { + "type": ["string", "null"], + "description": "IP address of the device used to submit the application." + }, + "deviceid": { + "type": ["string", "null"], + "description": "Unique identifier for the device used to submit the application." + }, + "fuzzydeviceid": { + "type": ["string", "null"], + "description": "Hashed or partially anonymized identifier for the device." + }, + "trueip": { + "type": ["string", "null"], + "description": "Actual IP address of the applicant's device." + }, + "dnsip": { + "type": ["string", "null"], + "description": "DNS IP address of the device used to submit the application." + }, + "requestid": { + "type": ["string", "null"], + "description": "Unique identifier for the application request." + }, + "riskrating": { + "type": ["string", "null"], + "description": "Risk rating assigned to the application." + }, + "tmxsummaryreasoncode": { + "type": ["string", "null"], + "description": "Reason code summary from third-party risk assessment." + }, + "digitalidconfidence": { + "type": ["string", "null"], + "description": "Confidence score for the digital identity of the applicant." + }, + "results": { + "type": ["array", "null"], + "items": {"type": "object"}, + "description": "ThreatMetrixResponse emailage blob." + } + }, + "required": [] +} diff --git a/requirements.txt b/requirements.txt index 0967ef4..bc2511b 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1 +1,5 @@ -{} +pandas ==2.2.2 +joblib ==1.3.2 +xgboost ==1.7.5 +jmespath==1.0.1 +numpy==1.23.5 \ No newline at end of file diff --git a/response_schema.json b/response_schema.json index 0967ef4..6137a2c 100644 --- a/response_schema.json +++ b/response_schema.json @@ -1 +1,18 @@ -{} +{ + "$schema": "http://json-schema.org/draft-07/schema#", + "type": "object", + "properties": { + "score": { + "type": "number", + "description": "HD Fraud Score." + }, + "action": { + "type": "string", + "description": "Recommended Action." + }, + "description": { + "type": "string", + "description": "Description" + } + } + } diff --git a/xgboost_model.joblib b/xgboost_model.joblib new file mode 100644 index 0000000000000000000000000000000000000000..72b552082570cc42bb1b1f2ffdc181a31d6d7011 GIT binary patch literal 503503 zcmeFa1$-38`}n^bAp{NXA-F?uI3vmK3=Gmz+(YD&EX0W565K5Wx8Pb_?=F{M#kIH; zr$~`Pks{?kbI0uEAbYf5Ui;~7|G(jNNtWB)ndh13z0b@uvPo_;0~l+Xl&gPua7;{m zLd}qvIDN__j{tI@k4u@6Qe}9`kd#T;B7&krBk?!cgA;|w1R**;Ws+y`fCPO|TwKrq zd|E){1`lRX%TM>q#>GU33E|?gMI)h%AHw_TX&i~Qt^z*v1;pnz2tlpw@JXOVRQOQG?- zts?93shLVxdkD?OD?BbJRM1B!1X?O2lg{#o2Peeo^?^|_q58opd$rWqu}1qsogWsoa2E+#}DA0L=7Al7zok5GMBP-0{P z%^|0?fck`p7@Mlxf)W#A=oub~v7uNAabod`gvZ773+$5^6rCVM>H{N$_=KpS-ugIt zLC#MX1jg(8eDxwx6u0Q0C|fbJSv5y*nJ+$8A0mVaxYj=19MZ46ECOVu0QaEC*oYvp z1TOVObMp)d3W?AM#>6Iw-?F04^M%Aj#s@{kV$p&JMC$wMBeOWkEAvUwxO%^Kj$H-k z^sU*bzAs62>QOmd^$E7J=JKuSTe~qyzP^p<8SddhQBk&YTJ^323W*RRLj(Ki zh42Vl0bFq%Qfcy#v*KeTg@nM!n0T8;GuKkVsF>)O1T00Cy5}nUR{zF-RcL8)#p%O{ zQi)VyHi<z_2*%7qLCZ1%=yAv_0Z1ZY3l# zD3hJqq{~TsPMAI@Au&@XE_LftHRiDRq@cKPy^RFcrgyRYS*h3KlZO-w|JifCM5quS z6pWv|pS)C{9{XToXSm@ZUSlh2o+#|e1k5~n6ouQKd<6(&F^LJWi3t`jPaeLs_?|Jr zz4Z7A*w?0*y!a6n6gNN>8554}LI@G-!o!+#d{#DO@2^~g5^a~+vJfrK{_M{)q-D!v z0S`YuK6B+>@gYH2DX}r}pFe`I;%%nmfh#;7KiX}@broC$R$xSd+*^^Bh*+vG8hJT_ z60oX+6BG3DgT#w+e=>$Z;-NF?qKsH0MS^1SlMg@3iC>A2NsJ58TTT{F@QCRb9TAhs zzkBJigN+#wg5jI1F38dvWp&-?ke9$15cnPDvu zDufFOq}80oy>gIJlE-RvxF~i3i+ZqV#IIvBw$oGrAsVw_Dd3l17PL0uar->0ON)gi z4jeeZ;VJnO;u7@|H_sP}GbD=nGT$OWeZvDCiCKjBRL3U}zwba%1zM8!TVUv^s+#(V+Rtn)7N)QqT1b(Lv$I9%h4{U}N7lZ4sRZxHNv?5vD!|sFeeI_YmdyQ3>^xQZ3>*>{<4Vt3j%AAFXNKI5wid>3lXyjF^dtCikKycS&Eoth*^%96^L1hm{o{bjhHovSΝh*^)A z9}%+wF&h!H2{D@yvjs6*5wi_3+Yz$^F*^~n3o*M9V?c}%F($;MA;yfDbi`yJW)EWa zB4!_A_9Ny1Vtzu*LBt$F%wfbFLCjIa97D`;#GF9PNyMB&%xT1&LCnvHIg6Nch&hj# z3y8Uhm`jMcjF>Bkxr&%;i1`IE*Aa6AF*gx&3o*A5a|bbZ5pxeQzar*7VjdvoAz~gO z<~PJVM$8k$JVnei#Qct!=ZJZMm_HEn5;3n3^BOU45c4Nu-Xi85V%{U>17iL{%typB zh-DG$f>>9?x*^sbvDpyof!OSb^+aqA#O6e7F2v?WY#zksMXVQM^C31rVhbR)AYuz4 zwlHFgAhsxCiy^i+VoM;lBw|Y;)*G><5$l84GKejU*m8(1kJt)`t%%r4h^>s+Du}I$ z*lLKaj@TNAt%=xLi1kHmZN%0=Y+c0GLu`G-Hb87c#5O`~W5lWut46E_v0B9H5ZeT? zeu(u)Yye_8#PWy*h=qu4ir8j|MTl*V*cOOwiP%<%{SL9;BepeSe?V*-#I{9jJH)m} zYzM@4L~JL-c1CO$#CAn&H^g>FY!Ac+BDN=DgAf~x*bu~qB36&sFvNx_t#Ks^t7O{O08;96<#3mp%5wU#{+Yhn*5jy~}0}(q2v4asi1hGRAI}EW& zh#ijD5r`d$*incbjo2}W9gEm;h#imE35cDD*hz?;jMyoNor>6Lh@FnuWW>%uYzks$ zB6b#HXCrnFV&@`u9%APsb^&4+B6bmC7b7+mu}cuU6tT+?yBx7A5W5nws}Q>yv1<^! z7P0FPyB@JWB6b5}HzIZuVmBjp3u3n-b{k^1BX$R3cOrHdVs|6ffLJ49O^8iHtQoQC zh|NIk9>nfN>^{WqN9+N_{)E_rh&_bZ!-zeC*rSL&hS=kXJ%QMhh&_ea(}+ET*q;%5 z7P03LdmgbD5PK1^mk@gyu~!g#6|vV4`wL>PBlZSjZzA>j_8ww?MeKdV zK0xe4#6CjoZ-{-2*e8g6ir8m}{T;E-5&HtMe<1cHVqYQlHDcc&_D{sVMeIAozDMi_ z#QufYkI02VE-Z3!K`ySy#SOW*BbRK*#RIuyM=qYoB?ofJiCl6am)yuD4|2(iT)dD= zKID=gxfDPy1(8c3cem}fCR4N^wF86A(yfE&^uj!GB*ZRRY;vv}{$%^C z)F0{fIH*iw@HpNOid*M6>R?xNe_w_Hr*<)ZehedJ0=cbsz?~XAu4yj-&e#ioi2e%T zk6oe#$YH&l^tv5YRnB-EWsShYb3zcVo6OohwdX0E6!8&e-+Tk2#!+B#?J{7@ka=Lj zy-H#p7AI>z5NiqB;@}=0rnC*D*g~aWi|SfJ!X%Du3ze}AX?|YBHZ5Zbfqik@BE~ir zNaBxw13lHIvq`#rLa}t%e5D39Y;EjcyN)T(+0mwzevfD-%14i-qR56Gc+-DB$UmzH zUn{tio%P`Znz=KhcYB-_JqZ)|d+6ntlKh*|J9+CpoOtCu%$|pV%?qpo^P4RL;Zr=o zf_5LMc5^5VJ$0kjd36sGmZX>Iw^Y;mSEJF*T*-Kvy=Yq6s-q~B&0l4HV2dW@{9aG= zAM&C1qOl8q?A#`P0W(R;0G$*);_U!MPr?Koqn8g$EU(u)&HfA%qMyJTDZ61~VFHLO zG#!|R)Buat1JOzqhhA6}jqdKe73toIZ#Av+A2GWAxzTtmpowX5Sh^^b;?Z-ZqR5Bd z!~WO!lZ{jPS??khh#suG=~II#0&qKk0T4EuXGgUtFUbI>k7Gn{LWBae!%U-A+>1L zDh@qkuUijvW{=J3HQ25i)x-_PP7}@;9|Z3-Ew9u>6iV@4&z*`QAA0BdzTzLG`SAmK zCn*g*pG*x-2^09&(eoMsN2~6_LhBksZrMCAd3i9HYn}?G&%Q&eR&nSNJJD_W;b?k; zrrR|QuTM8d?3-i!aQD7x<;=OFP>M${8x=)9^iD3m4_taJ<~xjPq%`z!gcDYtV{LFs zn84T3lefWn^6_Rk@zqr5@q~l$LV2*X+DkB|c||ZjIfz!R;?Oht?eW(gdHEu})Rmj+ zQ+ZlzU6uf&f4*#{F}D@l*CWAsTU?P0E_l%TkrBNrzw`U2oZ<()E~qs0aC?z^%P@XP z3?pR%Uq{aqOHINpc8RL}+asLokHCRf=fLuV-@(Yd)A-0!!$GU3)4(kki$EglvxDo*iUFFO@QKJ@nGI>p})$j=X&mCMfh@Bz)- zNh6&8KAF6pgb92dJ$b#}shr+$^hj@5DDOw;-}OG2(QYl6_tOtxYUd49yUO!=T^qE~ z9jTw5o^L>`=7+Z`mAaLSac}S()3n_CMWGaro+lMWKJ?6qFZp!^FZ05lX9`2lGPsa@ z!`k4KFagKt$v?Po^1&}KzR+k`-P{1?d3OgKs>=amleJ)xW*@Cu#i6ItjY!umJ$Ns@ zLh@ma@9b8_s&6|PZ@zwNnp2~@D3s#S%Rxnv54|5dJ>c&=Sjjh~|v-b6f*CRvf8F&t- zgb6rCk9s}%!Yn6NZG;oSQ0@w0dAgr@^50Uxz?SPg~neX%oqku!3}k zt##8~b46?3RryQ3cUN6wz{$;~{;w8^ic>s#d8jDzp|`MVUVd>YAHFZRBV~Y2>h(yN zg{#Lf{;e^35+?BX(3AA{-;Cagy<1?PX$xVsKMwLuXY){Bqzaf)egrstK&+Dz? zi|foAx2C(cd#!nO|CIW0;hn~+SGSs?A1J4-b;je9L_yQX~fylDN%hu+-w&-i8BEB*&=mpyp4W|xzq=a0)9 z@DuiWsTe&86L5?k@pfe8f_z@@WR;pQqRmoR|D%Eb{?)IrYumcuH$el2RTsC=R2+Iq zSYx`)kIm+HJ9}!L_6b+-b{%g#@6y6FQ@fqotMbvyM@5kjy{W$(;FC9{@_t*CHj#`r zI7y#R$^;yvNBes6tz0;f_$TZ$W;m>-kLA%~Ul{t^6!7Nf?m+!ixq}N9^d=OWlwP_~ zS51}X6AbfipEh2uP|P&CVt;C{%119h6-7SuCfEOi-*e&^ckvBTsa>L(JE_;Rgjr_a zw}x3HOyKXKCtsN5M7tSq>c^ho&vwUPg;Nmx(d`e=s=xt|eB=Sut}?ye&IwPWuX+;7xB2^)^7^R{qND20VtzMR8ZfQlj?dJ~Ht;%B>?_(}Oz+Hr>uXy#6e9%*n| z=5XTQQYPRSJ<`x5b2w%6dW-MC2v=`dU$Yi=UjK&I2MeIPcNg&PVP&da#i3`|yxC7T z{MwfEQm?OQDjX_ec)UNKY4XaA#^*=Zh(ak0J!}Lx(bALY(*@~)eCUlD^Oip~^?UBO z&}r8EZ9i$|&WfHN9#Ws%iD{CA8=Mj*@OAV^U$3N1X6s*6@^6lC9^Y96PWP+_p6{Fr zD{u1!&rLC)_r#}Q!0no19*P`XSh=>h`EKqrng<#0)vJDbW31NwkqOSUjhHA6J&W6; zRYK4!L=WUcFR|xsevS~$dtU4>Wq?kK9(4Z{W;uk>lQ03t=n?G52j9p(QMG?FdMDbs z!RXa3VU3R_zQgRNFi3YC#1wl6?$};Yqd2dZgmtAGd-h0rUf(JjuPf7x0WqtMyLEq< z#_aYN6{j@xEcH)IPtYq&59C8{V9*xl$~%Yi zglADWao~06UNR2ydt$-zhcpA9}GXF}9}D@Je$dRF)a&_Ua=430R`euH;OpoS zuP0w$@3{L=*gx+*Sms?JenhqEF#O1Huqk;rm=V&4YFBaSskOeBbVJe_r03bbL6hC^ z-q;Dm86Q<_Y8ve?w$hXz;Veq)M?UnzI_=|E-rLO`&D|*zb(TMA=1z*9CBlg(lKJC# z-%=*v7(F_;K)jz_qLP1mgEQA_IQ3Rz@Mi66*sAklu>9O=Fm-7k&?cWaM^JI-C1F+R zmZ<(R-+6RIb8W>b^(swo<0j8E)2K#WM8zrI>lLG-$cJ9!lxTk7i-ElF$5=b-!v{2T zXGPEN(?l|Yo`ebf+vpu%^at#Ny zp6NMS#%Ky19BG*J*J0z*7r&ZfyW2JwRXlpdsrAc;UdN}~_&Es)+_m>OT4A4P=FW;< z5?;AbA=EmqCt(6#N00RN0HzEx+LH7VhRorG;4tdZfW= zMK5a;_&R!|!71O6`msJM;Iz03;OU2tu#&eHyqHu1gmW>V|E?*tY88i`Dli1-!j`N| zcR9C1-F0cS=0u;(#toG}n4%2ZM4=Rh-j@@}ys0Siq1WWtPJT)!6?fw0MX6`M6ZiEj z6Ui`wQYPRSJrd!RcOu!bMWJxY$8 z0rRP_y6W*In`&0wI%w=;sA}qJzDn&?X${UV(JM_wkq^Cq?F0E>Z7lD-vM5%mU80#g zD|&u-Hp_dw4=4UDWdi>?dO!4mvBmGf%46TdE+hZq*YDH;Ly@Oo)*ErNIc1{P`QS10 zhjA5ggR`Dtp6emw@~Ndw5tlYnlTjLaR=cOAC$m|6=z)Cb`KG_&XO$?zohWe3jyrrn zGj~?>l5k&ddUorOx`YXQ9X)x6)Q{fvfKxi32d}E{gT>9qAp6G+5cPXmFf>9>wW~Pv zjK`y|>8AZW-n@6gL(RoTYW4JS<#AOoruxl)5QS1$gA*4YCt7-fo;Wc_KJ@CIQuBR+ zSMwlxpf!KnPg)WuMUO@}{cwq;Ou#XEG{Pz0Y?dPjcEXSmhhd%UD|pSxDzM}B^Po$7 z8}RBvD%Gyy&`ZMl)=g@fU{3QasX0^JMLqFKN8`#W{Y+78m?)Iu(JM} zuS49!+`d?)c8O;0r09`%>seN*@51Own1EySh{q!zf}mZZl7DlA^XRxEFk+7C;?4#v0+2FagKtQLiUog!5?ON^t!B8qlTd z3%+xYYj9+#24KkCf?)I`+eXbwo6VAhO+z>C{&n---TgHOx%28tYaSY_7A|IL(tIs7 z8Rhr&%2QEfM6csLzWKZnyvNySg`r0`h=6Wq87UKRj2@lCDH&k;cCXiL0gQo(uu}8= zygFkG44Kdi%pKYnY%e12{h_!9r>aE7Yq~MM9%j?sUo=HqjwL7>TmB`O+N`fZ?N#~c zRiL8ChhCWikNNg}a_}XOXcUMZEdR#31+Ih%d>uV9u165GOH}ROj$UeR7?TzXD~;F* zv-kZOoS0k|WVmhxQ(2>!htj;BVSS54-LTo4%!d4hH0EtTsFO}VGyG)8X=->(91K%F zdKGE?$cJ8$DUW!rYZbom&$;ZZ48Je=gzHhYTLZB&PW=>4RCU# z4mLQt3G__60{WFw_zRtfpIv6&*xdif%JK{ZjsW$EXJnZYjqt5dzpW_;;Y%y`-Qso-37+5?yO1s``0Ft zxqdP+(zzDjC*ozpG%z|QR3G29e55$4X6KCxWI8imA0DNTPQWL(v_F|-L9xkv>v&-x zx%HQ4yVA3Bh3dnC5+f4=BlTekUCXx@@9SZm;wj#ic*Sb;D*4d#?6#BdG`Klunu>?f z>=Vu0NgJfYGORn6Suo{f2cnVgSJr-s=?+cDC@dMA- z9RanojicIC9D1t7mx}2I_M2s1aJ`kf@A4lsyB@tZ)v5KpA-UOcQ7DC>XML8^(i8N= zAxzoOWoT5O(i$P8dAsKH5FKtC<>)8 z^cV|!wDbf$aSLPl(EGi_XmTy41aJ0RLTS#qeoY<%QxHQ z(8)wNxp*P)}ptq337ar_(agOu_`dj^6(%!ud&4 zw5p^doQEDxhLIEM!3xcP%-0i<(*_f9*{~bb!?bE07FCxZ#iZBErmJ$}ggx#4WK@WnYVYT74M4f?kmM)?Y+G z>DgjI97ICD^p16C9`Yf2zxFP^QPNay`JBO6Cc8v4cjAVrWgx-_M?xh`#WA9!VVWI( z{<(LwuPO(K-W~&|+;{=*=V;ECOezA$zkd#TJ=+EJ<*rffDh^TOp@s)^fhnoxxyMUs zc0Hc1?so5$sYcIZhS_Cai$W=^PiVD!T6*Fg>(T@H(7SZ08((Al4!-!LIoAAbKWXO9 ziXJX0S#oRH*-XL&zK$O8j`Br94~}q$J+HgNniaC~)$8to9ZDPq8y`ZjKJX{1UB#iN zy0B)su1M`M<~t9ssqZmfhHb;YGleECG)}&KP!vk>=+&d5$cNsAaVEZJwLiG6&B^oM zF44@L6}_I;Jzgx~7zq>jx6wPK34^ouoCA9v^3c2cDwwaLE2vw0IB31hgKAfC=&8N? z9nk5c%9tlkTd1iOoI~|+!c%q3%u6QMn>$3I6pvngDvEsQ9X{QYFWT}WU+2adJMQoS z&D=@R^TS1iWn-=D{v=GmF?wWg7c%rt8lHBEO8(93{tjLG0rqrrfwecJf{}~bLhpJP zLD6nAVb0kD#XOWYA=pFoHA)LK% z0NB%Q3SaAC0!;R<2x2!E2l=zRhvo zQtCz%pCU4}N=RR?Aw7@}y(9gL@J)VaxS(BlA%T6OnL8_bxWJa7cO1f%G6Bcvk-!}B zeDZm{pI)qj69=sUkFWm;6Z#DXo*z4bStmb$nx)@T?JBOpX{?bJplknrk$L9)C+e+v z{xX#)q&JN17iG$RJ%=ci(!8DpK3aN$UL$%SBYHI^^VKHJ7j9BcDwPMHE8DK*TJMT1jCtzSO$c6LbRt3Tb(4bMx) zLG2RF+)2?ROKmOtdEy4AlnFRSk9a%c`Q&SG9t_?KC;s&oJf2#bua#6C1 zjOfj5$TvQ*gSee*!$5y@MaK-5rjcK9o;q8w10I2zs&N&})3;{xa>^HJ8k94mMHm?o`$AF6O$) zzfdE?%kf7lb7w^_!}hW;DHHfQdSq~+v`uE~ zUsUpM@9Pce2UpZQ2F9z_Lf_`;uz3Es#S}KZs=q+3IocHw5bC0j>k}^PNMbD3n>s7YSW|1&~ ze;d7@Hm`%d%iV=#oAd!=;_|>s4}Sq4uKI!80MM#coYzw=JbX>p%D0etV8^2BkHw}X zVY@ND&c~~}B;6H-QapM(DvEsQr9K$KXNxP!m%FMsuZOD~mcM9STqI!vj?tq->hgKL zpLSk_-Te{ttr-n&RLci0cN`A0Z72yUvdwALDh|Ef0li0Q?+j~ezFknKsowpV%5$>W z1SZZV2#P`}9=#@16#39w=~sboFncs-j7`C+vr9B{C-!>4Bh~8lBuwDz=#jpjjOaCW zhYNp<1WUt$LF-Fh;K*cu5ETgd4VOPq?J5pE_0GZfb;T$AY+hTqhvrAGF6w+y^^C*c zb~n{ij}V1Y7J6AkIQ^(7@}ZY{ljE!R?ZO3ax?{&3KA@R9DSCDhP6-omjGp`v&Yxy~ zfDh$|XrF3rVI-6H} zUDGV}byGd$w8nfd0!%({SBXL?zQM^+QRG8!T5=J-+=<-WDCWK$cldy2?!@SE*i~E5 zlQ4mQ9liZ7aKh;-;L*`gzG41&IJ)R8(B}9wFd}pT)vn^uOTwn1)2w`A9vGiTQ>yJx zs&Nz6nF^l@*}b>9Eq0_V^gdZWtrF7U-PMGqGg zmgTKs76}t@j2@ZALdNyvn@D!RTY!NbcfqQ6OMo$@JHe98a)EWt^PfNGBr$n7WXnPDdQ>%l{I>#nL&~Z{`^Nak`M=pt+AzU2xLUE#PLmB7E*P_u#ljCHU0lZNP4SThLHx;TUyGp9~#eFt54y{e_w`wcn|J zsXonk>t#=MWzYZ6YIaC%KtA-Q75d2iS}BEl>-~$J_2C1Wxs!TFKU_puW|tK`2@`OP zp8Vr~2WBM0ZpkHJ&6znsU<(y2pWYI>&)5LUyGK#&D$Y9^)Z2NTi(9NY^&PLtGt0g4 ztKkofB~we9D($){3YE2Y6iq7gzDHkdsU)8Dwe6I|6EolLi*1y|vm9)nWHo(SdeSg$ zN)O~iZ&b<@-mAzFZb}}!9g2OTnL8_bNd&!A24*|PNST0R^yo(Nc*3ZCqLP2}gtPrU zw!;aVZ-RSUTY<5oeuh6R=>lT)`9ODeyqJg5yqW&~^4e;swR)T> zY3m2$rk^^9LMa}-W>gdz(ObHM_t{gB8+M8`z3dXr+)2^%?}-N?Vs2OmAtX$|F?ys= zNCqMPd4tocC#oO^4bC}b;LP-1z!-c5JSe>!HhAj757K&r`R~Nl(u(tXNmzJYowy-p z{cr0vE0go8t351X%6EM~`G2Yrg$+XBl9NPBPrM$Y2lAnpRP_O$Q$L#byw}Q_zwIZ@ z+*#4XB^7rrlQ4n5hn{@lnEh||!yeCrVAYS6c<&0EVS6ukur@dWtedagCAG#K{(E#a zo4qhc=WL?Mr5>b8?K;-@>-$COM$i63n+A$OUHQ-(Q7fK1RI3J`&3xSko%Js#N6!zJ zl5C%33A0F;fMfLJ@9XWGQU-SE8xE_lxC{oqS_Vt(GDFwP`9Qf^;+w^k>Gdkk+G39F zR#{ykS53{--|Hsfx-hvl6yLh6G_UvNYW5b?`sG7!z=LDl+277`KQB>Sm<6*(-dsd> zvz9Ue$LP`3?D7r0?@!(hBYt}geHsmfJ=Txl%X@SIWAGTDp;LESwTeVfyZ_uD=6#xn z>a!1`4E4?pHdWh_m*6J~rTD&HODc+d=*2DD#`}~_LMm4epoA4?&*=Ae{f5U%U4<)vhAZ)6Kj;$;?J*H4Brj zs;5tWs^V_nGVU$DNfb))=!yFu%81_0(cGSES9x~b5G74T1x- zcMlaeZ=9jmES$xw&NSDV631;dF8AyqDo*j}iSO8u552@!Mn2boi(J%i7wxPMA5c9y zDS9NrDTY}jOu#XE|APo;wbF3rty5rk88z=cup6BAjBk8w^1thTQ7}oZi|Cq3hV1-G0pmWT0iok7rMST?~(c&7yANRvVEeN zJ1csJa9^(<#?K9VJqZ(VjGp|{toO~m4ad)Az%-h~77S37p&bH?XG1IXGihUA|tw>Y#Xud!W&h{j_Qohn}hs zb4fd=qSpL$KqXCqrw|STgI4ic&6z26lSw5{2GOqUnJ&+H*pqw4~5 z6{GUdi;POqrXTV(?_7CCeSE){p|0;oQ@H|*ldvYKy(%BQHdGY((CakgG=5cPAU8f& zbA_R2iEz@{ED|Q*7(MwToclu8!Uc`o!GbL_!Gkj+AUEa^2>re&zqWdLTD6Kp&v?Fe zqORro%jOzC<TH1&Tr`KFrdViXtC+UBaTcBPs6O-Jos?Lk~>P z&WP*!Buv0DdNjf*-?-l1p-*6y1&?9Zp3nHI!}3D!Ki&gVuTb!|<6v5~ibGGeD7cfZ zYRw7eAIcopWG@t{nzLuH@$`z4YT)`<6iV^vwWFfQhhDcq;avI@J@=xZi^9azJfj2Xx0Q+ri@gR?yqMLzV}{#=&ZYx3cCwjHEI^vWEvzK2i3 z1pXd+B-~<`sM^1ITyO95N3hF^e6X6|0T48^Io`K39TY6K0cKNm5%W+QdWIb@_i9s~ zTr+3v>7WW4Uq&;k!6jphrK?TqdgA`F66ld2ejX}#=9NBQEF7|g`{|iqTRik>Y{1sl z%zW!F77@|2#aF#cFD7EG=hAYJ@Qb)OLp~(cCSUIPvesPP?c40E5+Bf#IO(7RSw3r- zU{;=Cq)fvxl0;w<`TWNX(NDEX6(qf)VQ=x%aEba)Fmg~2IDb@azQLdFz~x0L;O4rR zUaYu=sJbM4p?$EwpLt~JJx$8@S5z10HZT^<-pG`9QoJZs)(ugjx4)013%%RFhop6_ zG%W`~vLii^4@pg@58UI&y}5uwcsR{I(afC`NxIzb+0GN;4Ixrx%6F8c9*HncdhI9#TB(Ybc5*X1?7QUQs+t+8cf{09ty2UMG4WA9@Wu zZ}P79-f*73H~Lfn@fXe9NzwDmz{Br8*4L;=nSf*T$aHJs3IDM-#Mh8S732WD!$!E| zRy#0q;e1%Lb8T3tcR#*O#7xj;Nj`e9;?PUNl4}!QEik`N`dK~3u-llc;A2y0$sWej zoA-!9DIUGfR22EpYu;`#pL^ZofPMG+6Kl$xXy#6ep8qZ@dSsE2lnFRSkMs!%cJhq_ z?#<^3*Z2Mf)Tq)Ks^SJhZ#~CP{<98$taB38t}@Yk{(P1>A!Mfd_T1#gCwC4pc|x%J z#qs~p`aZGmE+2ZT@ozb^{|#=*mCV#x{-(y^r09`xKpGL1G6Bcv;nhi&ozA>J7oAEj z-QcuSkOQxmwiFI;UJJV1y9Z`h84DYHoChWh8w>g_m>}k%w6KhE?o%)Ayc!+N>vld- zCr7CbzkA&@74ED_!a5O!QoPseN=1^ycXtjbphp-T@!A3XQdC2B1w-Nl1ySCQyxN1nQG zKJom7X8P>8s^-jl=nP36opc}*AtgM%ZHxt9V7Q@*gVdqpJb26NzwC9wJtIW zsD~q*5+>jnJ<``BGhpNkv+S7-;Yz>upv%s&e7>zk;gT&TkblTvep*5y(Mpxp;8e{E ztggL2^{P2(?lsLcb2HV+QYQ_GgO-@wj*9D173TFm8$==zPI0NCjOb;b&i%5YB^Uh5 z1Z;$Mi5iEqqK6k5k@bC~(J5sDj?tro3o@cN-UE(XRvO%%y@W5|J`0Y@@f@_A-VF>~ zc#mpVab8cAebhT$k@Bz2>b67Gt4pOD0_w#W_h%cY?zGt!J5s#Y6Q{4rhh8nWN8Fqr zk8zI|9<}2RA5i0PQuO?A5d*4!>g!3EfMfLj2YtO6`C;cK$6%FvonX#pJHY%W)gW7> z8YrjPPPMBz^pddNwad=7G%qbYM?F2cmEm;#!KQrXmjXy(p}o}bm@S;8z5Ch)JL*Kh!wx3m|S*G>&9`cH#-T>eh%dmPqGNDY$1ip?Q>F3cG>xiOL$-jAAZ%?=jp4-^~ zByFq-Yq0xZp@g-3wbeO6hXir9gfh_!Iabho=gKB^zcV!q&m*=Od-_x{eRoG3hn7H( zET+kYKTb2hQ=C5PXp))Tq(OpZ2(=ISuq=1tthoS*&&lrJ~4(UUBXPmmU$z zX&U|Zxdqb9ofJLd2`#G~eDG=q2@`OP9`S_#r_~OhG({EU0KJ#n;kaQpz|9M7;Yf89 zUwMiiv}kz&^ba~kFIJ{U9M><8+0*pexP;aftH?l zJ#m(}eCYYy8pYi%GnXrnKjV`@iN9z`oE1GBGYT-_4<7TAG6Bcv(Jhwb8+gcgtAfkS zuYhp5G)zf0@Xz<{1Kyk7^0V5A?*~vEdd41G+iDlz|7f0yZfhnLIHVfuQNmR01vKWU z_mP^6!o1#Rk5YnO7!^f6^a?%DbLYOV!|8t9A~N?`Nt_kEo)|kk=0~ERQYP?q^yJ-Q zDWh0TIHQ#-*y_8H&zWO8obtzypzO|Iz^!>lt5$L78I~T2*0%BuGvAn3PBXSsfGYQZ zSH`Gfy-ZF0hl@gG?e+d6{lIW4rhHfyzx-;3l!!eemA4stL zB2l$}b3ZVBizi%rlsERt${txCyScSNDG#xl<*O_R1CLDUt0$nsLsDF%Cl~%W zO*ls^$Uh3_L{PQJhjHOcuH5Tx(cGXMQ?S1563yI6y{n%e_O8{f7)zPc*D?O0QA<=n zCI4oOGsg6X^UlP9S*J=sE~PWLQ>GyQ+q+$$VOixySsRaYJ)zx~!J0#BW~f%X9@iv3 zU1>P-G}h$4*|ryP))*6P3Bu&JNQA@C4uRbQJ*|?jE#V~>WKLonHFGv!Ea|0J(cdi1 zP8wI%8UvyylE$z=59GtuGj}w%cjFa~+Z&NtO7b_&+(~gIAt2&$$w$g;9OFtJ_T(Y| zMWT{R;%Z-2(jlPqHyzq0ofXA)o6Gzg41a}{W+j1cosn%7Oj>e4P<>uw(J z(nK?q-KHA9;f*QbWT3JA#~4wltZ@}hDl03Te^6->Vv zO|`4IerV&w+xxVa+T=8M^t-MZmwmPBl;>@A&FA-x`$mb&6qFwV5;q=^552tKMRJ>7 zhH~S-=M;t>bUSMa0a<3@NSJ_Q^zalOnP=gouX2G&870BH`Ez;Z=u0>tegJR2`V%;M zM+_q<4n6f{O(&gK*%s!CJ|ommUN2P*&@h^uQDclFiheBwq#&;sNgs{!p_hN>04}9{ zFK$##67;Z3G;?S5dbqH#Yy`tk@nfV+z%hD6Vj5k@QgX=#r}b>AAn68Y#>hIbbNza- z(rI6ii0;7>w~V|;b1zuB+f;h7;?PUN!fXArZ8jf1Rz%%0sE*O=8Eag*>#C_mk*{rf zs37#BX#L2B9{2Ig58S~e-2*n4SZ`;2_<&~ar07}pl&NeTbCfax$LP^LWxfc{P|3d; zz4Vx6 zE2D8!+()%`>tsd9# z%!9v!Bb6G%?|#b;Tnqby$^({A?JBMxXpA~iR=YiWXLIbashXs1n^Y@57BRfc2r+ry zx4le5Ssw8drL;;2dg5bKKJ;=itGE@vgm9V#gDGiqDObs4)9}KrA)vvdSuLx z3_Oq#W4lBp|K@(6`QjgNY|qKy+RX(#JD~*}*-i~c+=v1VT*UoM6o;O=cXChO(4yUVUkHa>16ZbL2M5kKNJjm@|!pWvgd^O8z{`=Bxeu#W!@;FS z@p|?ixOjV^n1|B(fk{|Z+P_X7Ggmk}T|I4xyJ7L`vc`2AW~o)X{zE%zC(!zl4L#l^ z=O%8<2t4F|{8u~c!v{2TC-r)MxQGG1pSF6EFagKtk-i=obdWFlX^xr!I~MSV6%O8k zUh$j2T0@ ziBuHX(BmGTOXrLQwg${C5{Xr6muTirik{tjBqU70F?w{&PjXk)Z}xiT6(MlVsX3tH z%I>hCHUO3kdBTrj5Pz_x*q2ZydJl_TFqepXuO1gS%+RZSBjegq-PEBjm8r=nzpvMq ziXtC+w+gv)A*#XLQDcA|cldy2?xg7X;Ubci5SCrmBuv0DdjA8jw>}bfSUdq%-2ENQ z;aU>RZFCj$R>AHxF*XAJ?VAl)t_MAx|Ihq20B710Qj;Npa{UVFhWmf&I+;f10Q6JbaJg=DB6Y zbzLi(z~!N$;uMcwe=3T6=siB{%kB0p5|Hv{nv?-LDSBj81Bq@DZ!Kj4j?trDk05B5 zsM^0Bz5T9mtv)v>`+5g#kgGNHPCLxsDVB}r)*ln|P+FM9Fz&coyZuZdbCW|Vb^4*i9T3*}8e}(zb z_6W`374KE-@NCB3lkb~ql>?$sibroC6-7SuUTIo#o3GRgm>qNn8=+mInL8z0*=um-i{2Z%josSyTLUdyMgkp)I58BJ6!Q>6+f$DdwxqoS*l&dp{E|+B2xSI z@guYA{FkaL`kET=jXO166Pp-&wm2aQl{I=~QwoyE>=81L!3}@tvJ$eM*|KQ`y@$hL zcX9`DY5Lbz!hf2qVspxwZ!I|i&65_y!2~qxo#}~WJW!msD<87Qx)$Y{6+F&e9IwM# zuuHTgPKqpPq>@$de8mh#%5)qfO9mv!R7HZVU80gpHdO7aN_rtudL9n8G&g{?d$fkC zC%^Dh24-*{|9A?k^ssHwskDY_5>}P=)xc-w+)pCZP3ufHp4(JV)9q(>V{~P4)|T=k zql2jp$cNsAjecC)`?1{BpO)HLA3mU&J284>=`Gm^U&;i&jvn=xcEVH1CDF5 z#nCG2s;5R!jVK?zAygFk(7SCK$W8eba;YWo{tfntX6~fu`Qg&SveT@6LAd|-z{*rcICk-5ii(rlx)4 zRMna)uEu#`P1L7idWu42-B1;u=9ycHPBHh>(u|>{Ck;+9$SWUucj_1BrWZQIb?JW# ztJE&hk~k@PWbP+-F^Pe0Z5SyNaEulV%MEiby;xIaI1ALQ~6UHM4_@qkF@Sd z`uhu!#Hx^|A1DqDN%sRkbug)97)!(qqet>_c_t}@n^T}3SNoa9sx#Y9nz@s5Njia+ zcYs#MbFwAu!!egcRMH9j$IIeBt1Ic&XnL;PaB<eio2dg~f+d1j-`Op?E8=1$5b@rmTkFl4Eqlzlknk_bsc=wzv&U80gp zwN?MNPfWYh7A~s33Jgi>3Fi*^oiB8L3qMAG8>l9T`ynWfOZA%tub!n9K5T{RKe zHR`x(VXD>RuNb?u6Gs>nAE7~v7;Tb|z4TfWxVojzb2HDAfQ4P67U-nx0gqG$c;8_B zaG|Aaz%hHIElT!gmy}$JJ$wyGR6)}1(X`YOpiR9W;Ihus`RWlnL8ap5U>&dPu;5aT zUaUO!jt@@OzC5H$d!6=19n++Q;c9S{rbWRX#L zX{vUnCd+40llc#{IY(1jV~#$+m$vpk%U#Hn>Auu z8v5Q%6SUS}9n{U#_)v=3xaO$1mF<6ky)o1XZKxsRn(f(e5AMWo- z*nng9Xn*e?k3V4RBZ=0Ibel7+^JUORcmtQ^n$Op$9Stg#S^(pJC;(PWgY;r$`n^CO z);!j|yvB9ryv9e0YK*G(2TXN(b`^!ny3I*qR8BJ{CN5)AqNC4b>W zAvkT=0nq5mJbv8$?NqypV^VeYsGyrU=5<<)0i!kDQg*8K!xMK$W-o6lkn^@ERMt$2 zPcf$(6C|b}md+A`8AoN2kG(CW#&Bi!r*M?nE#w|Yxk|~3)N`>r;V4d zO*FM1WE<#IK6~S71RU&)x)DLGrO@;LmWi3*Y4CTr}C4A3mU&J1cuWc$CJpOg(aW{h{3pg(y!C>1^Zj zHV#G1Bx?ThvA1o*YOa<48Lro)idctsiDvGk?D^rs!g9Y^mn%uwfMfQEKa_X5l1YCB zwtLwSmODQTtSLJlG9k~w+cO71v2C{XtV&}~6;!;L_QLQDX7_@f)dur2RpB9K(}ICZ&TmPoPTG?P43pk4m^B773s|EmF;h3Pr?TNZT8Zt zroi?GI>GW&Pl34mIbgAz?ZLaT13?MjmQ=gSi^JS4QCgc?e2%&L{xtQ5AG;-CQ!&;0 zHN>!eiY>UL{J!86T0!!$w{cNEZgAoJ+}yD8N@LHDEYtnOo`elJW{+;=B;Q;Z(}X|a zpqtad+lW12`qBBY&b$5mLGSwD(2{zzY8A(x>gi7Y}PodD7a&ra{1aCE&koXKGh zY6#V;eVYsyweK5kuQK2Ge(@4fsH}bI-{Kh8ie-;B{G0Hf3xEE899G2hYg~Vtj$!Mq zIpmq1Efz$2PR^Gv3`NXzsu%ew*fv@|4YU-rR>Ksw}e^JLZWU#6rM^h z$*p}|IpFr-GuV9RB3Scc0IYrT6@O5x5;Ml$LtZGNgmPiZTDupy z=Q9oS&5UM8n3ws&qtx9O#;>SW67I-H$_5;>N9WRcXA;`-CzV{%?^!RPr%C%gar^F~ zaZKtAb-l;yMWM3xnWTY25@{ZO5%0zS=Tv>nzY*iL2=bY)71v_R$LtK@4d**-5tkG& zhG;W$q7~qz%=+Q75@w07m9ibj%#wC4>0|!$cCLM&#DTA!vL3bzn*q!2H~@8b!uj?2 zdVn`m{Xj9(Y^q(wwR3m-4(hLcHRVRy;e}Pyx)#C4AsciWmA-(n%5vLY%~>-mwj`ac zkBN-{Ct4+zcCJ`K^07DP){%gthQ8dQ@r$hmu>GV(aZ>gIu)p+A`m~$Bgbg@mkN8XS zqD3-1XP2nt-`>u>^bS_25Cz*z83#**H{?s)4&_}Iu7=G+H;8#C&0iX3_Snj28+{*Kzt@zn zuOlh%8qUpuQMhXdm2?JvFUCXyGNB`U7 zvwnqxwrZaVuwUI!@G-C_>~VJ$zc=a;-+N^`xcN|Ax~@28)!90i&=#Ltz`XkGkzMO* zUsUfL=9PriXDStK+b}k3X6e8aY3dWjI~>cz-~U(UBg~_gBOk|e*EHuwls*%1BB(W1 zoL!=sJE`v_dn1$nCh2!d*^^_AX?)jCYH~m&mu~l3I-T@1X^u_Rcf++Go&wLlt>Cl) zT|m3?t9U-oRDRRlw)A4factZ-XtTC&=v#CBV8gC69ha(S3$+YFM1b*5`8J|ZS#vBZ z*2(&u))0bNI!n8EK9xm2_GXov&2=p`h4U`Z{c{tfnL9aq0e+0Dlnpp$k4y9A?XROm4j*f5x7pfG4+Pjs&+;e-u;9m-Y+6krT#foE3rJXxfcPJ^l zY4`kgn&NKH)jt|)X#6iMG_>A(T@)&7_Gn|}b03O!Vni~8!b)!xbLX&#RsJ|FdeqsAHl#@j z+SMGVk&`op2PSScFnZp?d6DJ+Ji$e-KWxJ0V$FT=85PPor~j+5EHr8d?lQPF-ekIP_3Q++_&i1zs-~9?4Pi%}<-!w>BYra5J zhIE#yWE&?A|7DjLncR<-p|vqy{o*U14YywSNAGG~DDsz0E4dA=0xbO}b+hJdNY8I% ztYt_-l#3J5p0hqHU7{YZ-&J|7Jl&AP_Pfs3$}fUORgc#ZzZVroq;D7esMHHtm3Dui za2Ms3{JJvqO<8uM%&Yo+Q_HjdC~U%6Fs98MA+sVFSwSslRvIQhhp_zI&~-s_b%U#=&f;aW-D8zpsrnu|-+XuIAXoYS$Ta z*XtBDZuBZHd52sEpALNup393^-0MbBp`6FO_H#1Kv0ZpZy#Dg5_l(ALQDS2t`$xyw zD+;;);rgK^P=EE9os>2||D=3PVfxxjGN^Wcpl}yumdC5cNMBVdJWa>49c5)e4IJK9oiS%0`2BHOXw?lVAZ>rbGkR)qSL!o_J zEZI9rR4C`n{;#anrF&)7<91@FkwU&Y1%$D^>)0VHe}qPGRc>R}>WX+71IvECj@xe@ zU;6sF)UKsa?t4{Ht=Cyls!Y4ZRZUw8??e4i<@6e!gGoC%tKmb>JJE~k{LH-^RJv^0 zjy~3sp+1&zomzm&F#4sWFG{{FU8es@ySLxg|6B%gs>kK@fZIZ+PVf0qNhWEGOA-T< z-%lVum1Q5wT$1r37>aZd9@PHb<3;9;RnY2?cTy((H1X(>_h?>ZBQdo{p!oO|wFu4m zQ%n6tRgFXc$P?v%Cl_u4oxx+WQJ=EYWXq7p{#0?!{V5%YvkyXDVb7NzA>>?FNEnm4x`XNB3n<)0xh3o9 ziNBO%S%&>6a|?Y?6=PXbeU!Uu8B}|Ff0VNSNpaQkVByn{WT^7)DWF}=ach1wYqH^8 z|E|&VJWF$L|L9n*R;SD+Y%bP3+39&a3~nJnVa>6Sh9L7W^8PdY{$E)axDpy$J&q^z z$sn|7dRoZWtQ1z9LxRFxlw&#eEtbj_`!eiFnd1bAeOE0;tLq~v(})9N_@+~6{^LgC zkh9Ch@GRv(yV~P8S?Kk^Y3XxEXDXA3TQ)3bfce5m%aNkf18U{$Lxs|Q?7IqNQIEYz z`BDp+XH5}8tR)=4!xvDvtFjk_&j^dQ&3&?LK$$%<_d>p=)jM;+yea_w>~%+aJ3gCK z|L4U>>}ZgN@6IK4ocbF+^Zvkc3cjVtsZKNU)2 z?Ahj9p!RaVb2VJ4$KD9fXdz{ic|wOHzhEnLNKm+|vWF{6=26JH1C|Xavq$_M36SZmk*`vm|q%y=ojhj=ebhGYT7+#6RTSnI5ztC=%lNc>wD!% zZ7^ort$&oHoMqZ=8mBShSNe7CYGXc5*jocepdNeen>P@Qo4W}`bG^Yjbx2USi?Rp% zKnZ^=8&GBs_JNWn{!h@oZa+Yq7%4e0tb!SgYe-*AMWf(-K?lc#tny{XXl|v>+ z1*0q6)z%*R&GR`!z>EO%rb(0{hOdN;LPY7FpyYVjq*F=i>{+2FBr42ZIyqB;o`a?y zn*-{X;@9*)EsP8bkF`zPCs3Y?vKfpQ`;s{ndG3;7Bg$+NA4=v=;47Xg03>I!X`e z9gB-I`#utP52Mptnqv>ETW2htXLwY_aSb@%0c{LffAul=oU)jAWTN|!8SMQptevIj z530v(=Q>sS+x@x;buWeDws1%;&Met$LVP8ew`AFlGPCN>TbgT6lh&l1g{DmzdPdznc1gc5MF~T-LAT8L=U1{km{x`g<-G4{&n$Ez z;`Bk`8TL*v&U&B(=zr3Vu!5g;?9<48b|chZJ!S_<$%Mw!o(Z)Aq8xz57f`sX`dM5> z+W%zOjxw{P|49;bi)>f;FG$XeaUI)AA;w+P7S$;ggmPvXk1C&^CVD=4E&cUGkbFbw z_9IO)Yl!^yMDzjU*2v|%UULig-m>(5zR{ZJX6(ePb7rA4LDc7rS=uR&msgehq+c^$ zE-yySHRb~p?xMW%xSDi7C&O-(c~yTur#a*<3iG)p zt}NCY{UTkLnzw%~=E;0m%p+w3?P`u!{km0w#u_(^N0swh!s%PzHe_j5*WjPn+q|Yu zeCuiLee8dAPuXT@SoN44Rw9Dme5Qxcb$LaNF-yjgh>sO6n(*(HIkz2UW)mPT?&&K{ z=bxe3evPI6!+VK^Qm+=1o;rl4pScQ6t2t&(*iHhQ233qM`15J*Qnpe7TM8ewtRA<9 zE1glGLVcZ&B{4A!`oJMrD2D`vyQ+^3iiwFyKbB!PU&kwa^;79V^6!s{E1g1bQK6jk z>J*wdeN>t&J{D<4MFwfEZ|je40a?^zul>^iLI2wg{$m3Y?KvbU+(p?VZVm za}2=>(cXWxpSlfnpdPa=%dh35n}-QiGmOBBbVyLRi!uxIHxk~n!m=G@W}%-7E`dr9 zk~5jL^=BX(o7u>Rq0*X=VQA{<0BKr}=VJL4CUJ7!a%jxQ3vjb0nT;xT&&OEn&{KV{ z`wuL=w-^lN2Vdectjt1%a?ULMGPDm=T_NtZwLH{b9@pItSL(6XCjSRv;17k&NBW))2_$Fw zJzH+b#%9l)e=yp7_oTQ&{~H=LZi2M2Zz?f=#wKF+rm;VDptbQH^Re*{4D*5qMj!Zz z<5o2Ej2yjhsnvgJI!ng&Z9pT8wMO*YN&|i`9Ar_Cy*}Nx36(sH@|o*vZM=uDN7mR9 z|Hra{_}L>v^Xjehi@eYpZ5};AT$y}=RPz3D6q;n3XvFiI-bqSB(`wG|S%y_TX>7gZ zc~rqA8w_O^8o8W%ng{S_&RZ709z%uFe$2TOWKoa3Ci}bdPwGAq`mA4O`!bLH3x&I= z-;=zS$iHpP;|W!k4JflmVolQ5i!)9Gl7F|~i}VVRDlHF2i_e}B)2-Ygy!_-Nx}B@OyM3N?|!xF~yMo`d>5h7BmQN7lEi>-WrshoBXIcuD!MY>*12UWKN1KPS%o z=q2tl*8=To&hMG9)&j>JH%Gl{UxACbzF6yEWbnT6)#&*-{227BK4R+7k2l{HkPXl$vH!o=$CBx5#8|)v=Tq8h#1Xy97(#bl!NGL=-ert{P7d$Vo z5h{C)z(P4BDBMN)C372eZy3Xll=&qlLiml7KytS4l+6ILvHOgX69=P?XXc`$QcKC* zPytoq$B5otHzVE9(Qvco_~mL|pBrdM-88!DvW{-?|sk_%RV#zDC zY4Q_sX|axI#{K0{JI6*Pl9F;C)>Y@yRWz9UXUcEL znK-_^p2QWA7wxYq`bmd)MV%OzdQx_b>*gfJwL;^m$K|kE2ZPV2NF`Lvj*p{rOi;Ls za!LFlaxbM59^iHB4Es>#l9&iyL@Teya}XUQXZl22ZpfzK6N^Za$Jz^MO=vQ4h15o@ zoMk#%v1YvR!4JXBn&dKY$=z*H=WY$)=9SN=Ph&}>e|&zD#l%;mLOJ(|UlrTNGzd9s z`oD4xE&W|5^*F90as2hs8HMVHm@^G7%5e~GXq01t9N)6+Ntt63)2iH8?RXE>9_EYu z>V`{!?GB<`c|s)7|5xeSEc(r^IgTwkHdYB-wEJz;@e-@JM6F(07S-NsaNqx@rEt&N z@o-E#4T^r1=8Dg!(v0?xi__1fx!67w+W|>Xd%0gpe{@Pc_Nw?@$k@!}{bv;$KAoL-Ner;iF;u=bsWiAF|VzALcd$t zF>l1XooHgW+ERGoU&N<%ZlZxD{H5v9eZ}e4L7-i&`ASc7XvwmMn$4rEzP*x~Q#O;h zc~xTrc;~S$)s($ci!(+`b0w6IwCy{BhLAnvZn$C-NA4nDIEg;nCAiJIOZVQrTeRuW zs$2Vz-c541%?1DADKvGjD0E-gnHm}X0RQQXFwbH5@phR>k#zJrMX!$SJM_WjbnMc$ zS4g)exx2&`g!2)j_OPqnXDBFD?;c$`;`_RHYum9;$L`%6s~Eh*HnQWaW!WSVeWb%L zGO9xp6v!aRQS&T*JW<4($!KfjD6zuuG-$SGPAO!0TKeRKSxZ3I4W%MMSc@(pt=hHd z7t*Fr_g?gu0NsiY8A5UPZr!SPNQ?dlOJh{cOX04n;3Im&;uEXn(FkcvWlh zx?L?vPgI~nX^J0+bD;JzL3`keO%SyU%4-;YJk4pV0z?k9>!LswskTfOeosuQYM-FmiiCLu<6B|;lw|{K(ntl!T7oS2 z#q8NKi2JgwSj>5$$iTg5W1%hLp42H&pGVK6qgNk_>HjJ&cFO-4gw&eP@-p8tJTaVZ zR3UoQ@1BwV*%xv%n~pVMEm}T4IZB0c&ffp(IL%(ri+UVaPf|)KJl30ET)z))3x@=S zyDG;KHjc@-E6bjgIfi)<2dT*gNY3V%d}q;Y3LF=%gjN;3C8d8{4ozCWNvfJ-rP#9T zByrbbdX%u{I5uI)150*aAI(?s4oLT)AGi8?1%1VcJeJ2*GgHO=KgYyCaFYG;KG2JL z95-#5UC1{5gHUtqEnC5{f1z*}bU6nmtNtAP% zjt|l$V%b3a?2)++vb@tFf#huVRYkQkUPjrwL`gjd7eMLEr={1kOG|0T zjDwps=R+;S7e5M|c6ve7l~s4SnJupcY%F?)>s+kArN-|6(mI|4&_L?3S6M%Xf873q zP-rUNmf@J7a93t8$6@*G9+nM!9ecKs96RAb^6zFZvT`R>JF+^;er1eQ<=u3Y-TYA8 zT(%WT`g$HMLu-D|gcW62aN%Y2rsRT(l zbf#kmvD{*#=y`e-XjgN7kINZ+KQQBrmC;>hr_kU0y_>~t@^BN@q&0E3UQ{UO?0MsC zB*ADQYd;B@NFsUZ`gX+_RelhW8r#U~-d z+%7`u=$=F>`vir%D8E5BY-bRVu^*NlDf3It9*DCKlV|`WXZudMVIdnkZjIcs4J~`y zTq=EeE$Y+tskH3l0x|T`E%D5i9&oeP`1Rzbw3uPJRb#9n{k2j0-6cXTNmDeT!Z_!a zD%2hpmz;Mz43e;kBas$q{%@UkEdTVbP$3`_u`ftam@~rug?UHf4UyY%owJr@lSK64 zhhJpXDor36gCJY93Yl2^c%sM>CbaF{05M;VG$@#}pu9WjJYWKGL(BW_u@)0nj^T}I zK=jCFPauNFozjriXAg$*%O;uqPGMXGyUTzT9tW}}jkGLGG?5DB+z-M488KKo)2-+e zNlv=jM4i|)5mZ`X4J)ZeY*-|ZsnYpc_1FvwH4BZm3;g+6UF7oZ{y?2wluaJjkHn=? z`WHHujVQB8;!=0~BAhxTkeuOJz2tAh*tTN%RxcD0RSwPG@RKx7+$NM(?cLpT0%740|`3jk)$2k{oM9g>ud&S+h!#%qD)P zSj5XGjc(Q9(*r8b=F^5Jt%uC#F}O`VK5K7j6uhNzF~NUL3t4q`f1q#|Z&f@cnwo>48`&#i?uba#wZ1W7Y_v!SItT3v^NTf`V`_6V9(=*nl#7aE=cddv!>l zb{2avnIRjSy~sL^(SV(QNUwe$DWxcr7}YD#Q|c7fUmB83yKyU5Bhy~%$51z8(ELLB z3n#-ZS?iWH6zb#6WnWqqH1Z!{?*z!A9(yJ33>F$)AHyFt7#z$GUqIn5${rcv3BuKs z%GK1dY(SYkvc`stn-bsWkU;Y9W-sFJs%T!vrc$4=BauhFYN*(dPNGitK&m^o5-me( zeveyP$=A4aZF_6AH46=Xcf+|#mp&TOo%q%4bv5=2#d%yxP0HR;{rh95U-mO(zjqQE zNImw7753zF^w$Y_S{8ONKYRg&yC{3)_j$yXK{{b69tULDfHHfePe}TM-`*#*sR|UN z;P*Uhh+)ZEp-moZMfbJk#b%vH3LihbL+iYEz|EQ*uZc=srI|6Hdv*P#fL|>IQdKe( zUv-M}TG)vSr7`v#+f!!m6v(0;dqo0z3q5LO=ig@CV5>mvUntx~*#o~P-ZJS}HlWNN z_&xR5i7&C9=B>YZaV^8D#2Dq3NXm_q0&)tGh;w5vJx%q=&iH5@&-J9=1?QIVH2R$4~J&p}GItsaFF6S@w#y=b9n4nQylwvyEqlfIma|CbG7)@X82Hh*@x1#f9kQ9J75EUrbZc|NYY-8*l0o`5?T4?TeOW zlSB%HD3q>Vg8~_&FOHgL_5bib|0mvJuF5;nwlm>qT;}r9rb`KZp3M(iZ{umgda?%P z-e*WNXj4G)0s)pg?`u*uY06hQww}xl?GnVp4b}l=h8QU*K!F?XRXu?pSQ6h!6WsMR z+>rS#x?&+dZg5`8jD7W#xgou|;1_rl#YxL5bK{2#B&)V*0?EFYn`Rl&wiMIF{AW_5 zH9L!nEBoc7PfnPz${)s!mp=4yRikf`Tv1ua4d5)9hXx$Z`OJ_eGKYDZIe-eKDSn)e zRsIUHun8jHvc#OpvYmgjwk-RtFg{w>M=0*uh#FkX2PoVbQ7*8yjGVuQ{H!|Sp;$J+ zCXMKgcqS6-fv1X*JJts?h=cr~AeOJf>sN;Fl2#2hpeeVCNog7nmjaglCA`leq6u%- z!_AuOXPME@_X7PdCXG(vbBWu$;b}m(1E08EEyGMS10eV%D2+#dIvYiJw;z^1`rN9Lbryl5faZtl7No zJhvB3I9^TKp7l5JVVOZ_K+mIMqCO|2<(rM5UCr^Te>bs_v7|L5D#^s+oc|0zgZp0@ zxFfF?n5RvOk5@SC4jc?we?|g5_|haiCk4eQj-5C}T=A`Yv9*?6gV{ei&iWU~O)H|X z4#t)jYAiELe_&cYW($=&!q@d|D&*dywKZtLEn}F?-%`i29c5-oT%sxsqMEyLu-y%%ed3W1E_O;~o zqQ5)J@Ud{r88LODe5cIfe@_O=v4<jn0-r4smjG{C`X!Z$Y(`2dSH7`aw^5qz4*ECh-znu}LHWyBrLV!AnSRo5C1t z=>h$Oj6csL1_cT3az@^la}y4cgL-4EWS4}q7H1Pi^x=nJ#JkZ1k}=3~)I5tTJU20* zINBz@5c77(FSTgtiRLtXPM@4GJpI5i*6bVR8MZYj6Fu1qFiB&6<3qYWRMrj2H2z#y^(zo!QYET8n8{6ced-d`W)88E3QYHTfX4Ntc)En)>QoHWM1$JGz*)! zf9kVJW&R)(nf?T8k0vP08Dal|&k9~*qsdvzvPmNPQ0v_Mofk`>Er(NxyvJ-btH&m( zwS|6@CJ;A2%xB5mSc57pHFzHG6L4?I2Fu9I8r?VKgd4id;m326<+oNs(bi=tH28yy zaU;*CkHg=JPFhx(8$T?JD)Z?cH__I!XT-e0AJMF*XQcN2i9u&t{GU8`fZyrxpM7u_ zXB-lOb=paaFJ^=ra0zmvZDU_doEQ@Bg38m%v17_Fe&<<^DSrn;V3Yd2F=e@#$Ag{> zxgq!;xd|e|I~4BBiDc(Hm(c@`6^vA8iRFXY}H{zGy2}Kh6v7 zY@1Tt{&^kRkT#uIIPDJ6@MwvY=ht7*oJJ#P841&$`(fiFUfk%)=?#aUkBeUMI*r-0 z+AU5PxzC!;klNf;NB6}22l{i@pn=q5uXv93g5T6VeCFOJusnE&!d;X-9@mrh=NLAi z%pUo=Cwtme?9WY1hBlqfDbC+C6!pz7N~fRc#FC}%iXQ&j?ay)jed}4>%H}p?+?Pqe z{!=!K?!js>6>Tx+Brd%UlCX&*cacEgTi1CaVXlzB`xtyDO;DIK!v2N+9HEK#!*QvT zmSvMf^nq`3JlPW@V|Xt|&9i(L9)tAiini|VDf(aUfP#kJM|s@d(iWP^oDD94mHpb$1?-y2hAZ8}^?5jZsX%CZL_8N5T`&Zu*N zn37N!w8R!yvh0LSBhgz{{32tO#B3ZANY0=V-zzsPWMgrOV@k0iT0H!uWK44bjhCKF z#jm}Re5&*ki{_XHHz!cP@yErKCakK!2JibuT{9Hte9G1~k9fMsnxUc?IVs;vDwK0R zsdd{!6Ng8dD?S!!M*GLbVUXrx_vd07A8IeNcN4DEV=sM!P5hPZm4)%4lN`(sUqIn5 z%3e?q_JGA~aV5(Jl-VQPk@;?ibBFOYm7L8U$wjlV*^6irhWbCQ-;v*v{&UrRc^T(bxzNDO>$~QuF2; zq?<`np=?j+cev)*vxGIc8CCS!6l0N~ar!OKMp+6C3^3%XQiuDgAl><`HTG;44+bx@ zcL%Q2V=sTQV?yl@?f9sr{ZLUFnJnFYGG3&$mvh^JgEpS##`}_Z8@9oL+IAbw}tWgYM2^ z6IO=Vu<rENPUD%tU4qp+(p@w*GlIcAkRy% zY(SYk(sv|&&(A?@d;yZPV$PWSkWGQT<|V}~jk=)?6&HxDTAdNyYW;*(PirBj_lh0n zNSLwJA3Jsvb!W(kz`>Qen6M_SY4^|5mwmmDJDg$=XoTVSAh;){{{8!l=nCxkVpAJg zxJ;;?VvGv8zoMV`#TcIKFYiGi>M>h<;&EZ?^bY(L?{-)yhXjSYD6_<02IC5o{v!V9 z)OM7aC1X8gE)n{R_@ga>pY@Q$W6h! zvCE$qgC%p;vTTxwKK$^DkVF%xkwK87=2`rZdBm(}>;4p?f2)_MPRX>$ryd;+OdxK4 z+&m&Ta>KR2<@b_CEm>B=;8py0{k-B?xtqJ@S$^6dE0m`AA;YsIL1W7VJ%B4VLF7J} zApHJM_A=zkc8EV+qQ8)3#3NF?eS*SW)Mt_Xcp@GeA@L^52H2z#y^(Ph@=oGShXj%{ zi2JgwSj^!$!UsE%SgQ&uXv!s~pSu$2f7>Ib_#+?6IbFNsE8MJ4+l`ZZrngQw(~-Nq z++V-xV+V7lBU22z3cparIcE>fYtR@#klk@wk!9nmkb<{gYJXE!O1asZh@O zq}FZU5p#vP2V2WS?PcHi2(Hv)FaNf2!iv=!h13}fQqzn10EN3Kd(fW?o~zTbY(SYk z=+BW|N)8DmXR#NP8M3k2iwGWpbU*u{9!c&@_M<+ztyEajS%u_o%~2O43F!DxxS#~_P(?4^EHUC1$HY4EZZ*n}Mu z6z-zzk#h`X{(9iCZ-xyhvqyS=WKA}ie{e`3`FFFovt}s{BRK419n}zA?{Gnx=1m7Cr4(5k1pl}yukH=LcXNXGK@L4Sk8&GBs<{ng>_j`I?+Epe$ z8s}G8D!6r|R6FvtC|)g%hQI3w+SQ!jGYHW$j45j#vHq2ICAaPK$AGQ+Li&`s9$C=F z4pb=ZvquM-Rb*a!f{`&Elh#`-p-T9KDaee%yg6aIEdgWfCQf7ZCqG>I7nC95yLNlZdEZpySbf)L- z+|HBP18QuoV43!A66Y2kLWOe99!xF6cnlezArr6U-$|#NZkJW;50bm-aF#lAesoY* zX?>dPEJ0$~S3ZL)^>|Hxqok1S{AK>Yl-XDf4haf(RbPqgN5*LQigI(Cbz*5XwC_<_-ZUG){B z%q6qyE4Mw*z38%yI~q~al4E@AmymN_;fsz~IF`^&7- zgSFIS)$7?|{={FWg(QdT%jMhsfjYY?tA%W=O62@chRu8(tKS~i%3rHA@K<29*;ds4 z`dgG3uVrhxXAzf?{x=GnDLs-FIXs7tEd{f*qrD_f%WZ&?&LtmQC$ z5&cTbjrZEgeZ#-nik>hKKa*VX9xN(}a( zgF$>K*%TAUf8u|mZpt30ICGce3196$ZIKVY19Wcx=s2uGZdwrqW^H-lu`;uNz?FK; zCQiJbPqkv2;CXl#7Rn((;V#N7IfI+{OX*Vw9m{rTXJkG1%G+`XQ|iw z^eD7zda2H&bi(@qKGNsj!%<1UZlGQ5G23s*Z0pSVu zBYUaHZ(zgl1r;A8XT_>986lejdlmbkP~Y-W&*?jnzQ!QwxjBiLc*Ah1#=Y5av*y?{ zBwaekIPA|8)_l)WaHq@l)8DI9Jo4G-69%{Y@%?5D@sA{tuP*YXr}cGqub~mu<1=O6 zF~NfywiG-nbtjs$Pf)mv@+tep&0)56b__dF=98F6di;VgiwX~tv-pe&c_5ntpAk>R zN4eXfwZ5yx@uSm=!Nx^sWujA}d*gR-v)1_ZG+{MaGlX&6#}9o27Ckv{8Mii=3gdkI zmU=t;K=R-BiHOC)mPhg2G&go8Snt=P7Q> z#?OtzNG3@3z1);&hPJ#rF6Q$ojF$TQONl4@(I;z+8?S(aQ3s>;A4?k8=1%rIO{Zho0Gl+THyFDl;~@@-a`C-uY{FOfmp<=Gin@01DD7UnMEo#hl~nD)Ocd}& zq-7)wdp~YncVv~?lCk^g^wyHh**RAZ0- z<639_+WhQ7A<8+mLMYrt*^`Rbl=m8v@eq~`D6>bVg2^`yVbCFg^ZTibSI<~YMu2c+^n^JmKT>#jEu5QULM$f(G3&Uf>l?N z*B_~M)iU9EVJeiy*dwhO+n#cdi*|%nV^8pyP*fPRH<&;8nK=sXqU_20DX_-KoSg~3 zJF@|0_Q3Bs^v>{;C{*9i-n;eE=Vt9tH*vYNyHAMteuW2WS!=M^qC|IUrdsoR7G1*& z#?%YmMEMV`P4v!9ygZ)!ESxdVxS`SCVfymBRA%pQXdw02OP#p|U-@i9A>{~SbPfp$ zcTx6&O}70^0-m_QAD!BOGJ7P}B>aKy@kd(%$-keyiEX5rUD}}OVU@+x)Bci-)2av` z`&rRsvv%1tVI3KBjq|tu{d*t%qE;CU`L_j@+0%r#Ov&DlD$cpz``k@MIO4LVVBJ8 z2Pi~6X1#Mh7kXt_!SC<%1SErZDBMMvmFM4sZ0lcGwxi4}@xA0seqa{_r;Wh&zp@#C zg4q4eo#~QFpXYg_Zq2-4l-}}lMXB~n5Bxfhvwg(=W{yd^AQ?IJ@(vdR^<Q*I{>GK}6XSgs zEE`Z}PyPMG;T>v77keZ_rm9sXzU^75+aN(~@nQ?=6*?K3R&(qbJf3`v%5lDT;Ios- z^(Fg6TBfW_&ectS$5J41XDXEQ*whNL&9DJw_S9c*9X_uNntNn})NNE% zq|fzSdUoxcnAq!@RLwp1_-d`qbrALflk~eB?fbT4XFBFu2=Db}*p)KRAnG@tQ~cFq zuHmJhp}AADNnOhfM>A^-5c9p>E+zXoN8I1@9B5Z_ajd@VfV|dI{ftJ@|EPXxnKtHo zpE&M*n#)|?!F0b5gJOfT;i>oBh*7(#Fq#^-aa^G<6GwMbv56yhk)iW%-5cRq`IwNz z@Dblh6R6D@VgJJ3h~Oo*)d0>~mQ51T2RTXD;S6(-jL{Qx)I5tHPZXXd9}273LDcuZ zjzV8ImP#y1=sEu%wl~7dgmn~kZg^y1hf+x*Go(0TxnI1z-oNy9F5*lBsxIgJ{140% zx_N*O*yNElCNg>W{hzE2Pj49`RNlUUw?_2APjE<3xHA%6WNmm*P|Q3b!**L*h8=0N^fI=|vYNu+PHyqK_hbSWnQKYMk>Qrqv6Y z*Va$)s77|aIwUCEMLCE5B#CWV_NL4^X(jR^<3tV#BxiB{MO!IwK0mRzZq{0~{^fcx z-~Qub;dW!t)Ub_GYcIN$TWc|`SHSG#3yni(H@7ye|A5;co{KYf9mw5k)57c-)siaC zxo;-Ck`#w?xX&J{IO_x)zFXttR?bYya`xyryh858kXwOM^3d4F%AC^M)Z_GV(5av~ z4Quju=iy^Y9TU{qg*lZP?bZnwO*)pn#Lp@DCWUWPDn3Zg zo5c(-7Kjy=)D=@s7=>27Y6mxKj#K@Vv{6QnTMwg>p31@PY*5aGmBC%#JK8)f;}t5D zb55N?6Ng8dD?S!!Mti*DFi3N;*|UXLG^5NOb;#0$Sd?G6^oFehv45c|F6y&ju7db2 zmJP5;BYGqKIWnXG-3=-_NX{S*d>mwBF^9)*igrYEi>;QrzfFr0@qVaq_QGQFf?iV9 z^>yH8&Bcq{@u}ydvU05guVwevi+7G%W(a4wpc^$Td9VJL<_YOgjB4!hf1N)o44a4e z^*^torWf-8tiy%bBi=2@gy#tvHlWNNtTiR)96BVB{QKE^QVb1j9w9w=RTC9HGGCfg zKrfxRv_ouoJoYHggzE4Te3%C^@GGq{l?%ldo?~oS# zLprwa(5H8k+->QWColc}``3+0uHBCE7?FnCSUiV5NBCWCiPsYI$TIigZf(Vl&h}Wi z{RFb8$KLxti|`ZH_2z%g>+N8E_yP)dQTE7LHpJ&i`CIB(HlWNN88#^5;yVZMAFRD1_F((PoQa~QXejCY2dw}tcmypbIa`xyr<0g=sPH8BNpV$Ua;IVQn zN*7nC#-xz=#(w_k-$?kW;#-gm-k~Zk$|N6zdwYj%bBQe5P-c>hpV)eGAacw*NX}+b zZdk~s5Q|oNiN;?WA#K?hEuOww6b)QDM4EBEv)HfKEVx;Fv1tCxlLE6W-WKf>c3bbh zJJjIr6>OP(J(O#nk~&ST`9mk{C5Hx5k-b!izo;7}_+&rxg#o&{Kjg7;NMDfrE*r}R z;%CnfOASjxr~*LkZ1&`=kWGQT2FK7ZTlz|4LK~uK{acA%{LfNj(?PNFp*3)`=Ge0g zuUR%K_la4?{3lxk)JZ?r(!8CU{_iFw488>$QlXstLuyirzL4gM&kxd!_K%C>|7fmn z^Lx~9tH)lJhdqR}iF)zd9u%df7xMuW>7ss59)k(O?5)6SwHY>`%pMtoA^Q#0V{eE4 z8k%F!;W3!!sNUFS(w3VQrOF}eMPDg)i;&i0QHy`W8c}=JHwrA}&Y7_GEN?z7)UPbm z-?F5=2~0+Feh)zkMJXXKtN5fexa?7n_pIa)RpFKRQl~3c2aTpF*r^%L|W{ znN1B>>M{GEOeX%~$ou@&ArnC|c!$DWlvzF~<~PwKJS)$z9c5<87!5I(dHk9L)96^Q){g}W$waz7E*mW+|IY(SYk;wOpEj59_Gl7GLy4A7xbJy%GFvi3k3 zTjY?gC#fM8y**Ugl7lw1=GZe~jTuLrH(EyzeQ0nCO|SoB)n|Rn_6T!izAy+^nq>pZ?7`Yj_2%k#d;S1B>GiWk4Wjd_K`e6D|X8uzz$M-w3(sMh3QzbaOI~kroP3 zkJC?`P6oYSXyUIVZij_(NKm+oa!U3o@wg{~JZkG$_M*%wF%`n9uY=h50wibo$e3n@ zYzpz|gh(;$ml0^)@SbAv2c5;DL37b6zK-a1`!L+BIZnBezLx{7apBV^45fUW0#i zWE20#oX#u@bW!$rJQ^UcsUhcEKCVJ#~1@3w(8Pt_xzEsr;r*9W8&xIb^_r9wIPk<_~FVQ~fa zuoyT&?Pd0S;Yv03_?KB~3r)&4=gm_a+bR(I7YcV#_DJ6_7}pjhTA;%po!WphdoYjj z&3+G;MiMAUfxUzGq>qssP?xZ`(yp>C#J`i4KyCG_MX$C`;bu*;XUuZ1ZIs))>D<~J zE%a;3N0~bvh~`dz{+$Y?G4^bM4Afp`FFjnT#-8BzaVnoK(<1)js?9coiv0_PyC{3X zHEn*6Fvzk2W%gh#sb8$jwof2AE9Q*J582r4g=bnW^%=Sm&6#jQ+;u2eN;}^h%`DSF zOg2foYiBsOW2+2vM$L&H`EtJ5J<|#O1e~Duvfs-HSL(6% z*{c};`f3=zV8>Nk1!Dg~;V#M^VJ-;QR(!Wx$Fc!s_F&x_>;yop<_)#Jo_G@Q^l3%DZQLdkG`4yiKX_4C zNRww6|0s)y)!>kza2Ms657H$fUvq%mWk#b8EfkMpRb_z*)rWy zuHGUr8Ajjnf7OR(0llcl@$-C@_`0dC3Mm5zBewJHA};Qf8imv-D;+%52DGcWeki9Od)_#-a7t^@v%hh> zcKPc6I=Dab#o$WZ+2-{3wHX}$SJww*g~n8m)4Lz@2AK|q@#lXdtH~S^6z-y&k~mk| z9ERsf{#ehl7iCUKw~3tI`pxqsHcV+q%#L+;gq0UJf0~Kbh1C;l-W(>T%)A<{Jh4g4 zQujG%S96@2u*R$xUQRL=nA(nfwv0%TpIf&e9r;X!(tfO)4P;S|y@#Ej@;Cc0;Ek_} zVBI++DBMNalgEpe;PpAVWA<7(u>ocF$VvX>8;7hDa7Z9Iv!7|p4cQdf>l2I?{#{Mt zPAx&>sxOiXH|sCn$a6xRGq5+@tTpyLxf~nvS)xx);qEU<%~hVQHy2u(p9-TX=4>$% z)LkB-%??*=;>ca(%lBK)M|^o^0RMaXN%n>Yg*hYa-#Q=h1|GF>(z0xlh(7%A%Yh=0 zj6sm2=2`sU^AWSxLt)o;iT*wtC2oC56xy*7eR9H#&-}Ra5lvV})<>DWjL9GWrf+*R z)RMZ|RfEpswEjY!>QpFA@dM-RP| z4haf(MwF}kz6GwZd_E$>2H2z#y}=v@bT_E>XYcX{E1Y}O}oEu!Ic&&8k;2FRg9=BupOufF$hJb^f`7C)$jiHKj&Ynk% zhKa$-a~zOA-nk1JiN?3alssBa&K@0SttsTDKP1DRyNJmOkCpk%0axnrc}tuX+;Pll zes549NCxjvxQp^B_vbi8h+1sQgt%qKAs!kU9O#MjgqSbTobRtkJxJ}f>kOh&8g ze->w!tRNQfnTUqvJS{EuZ4TPiTuiAymiIUA@VY^k3$LC=MjV>XU3@>03geth_(CIk zlext2gjEt+(5(>vHly@_dnTiv@}3NkRVFkiT(Jq2W6;kyVPR<;3b%Q8>E63{i#8ov zb!#8ua8#uyfAZxte20!d{*kqBEO75$xZYmycE62S(vz-j$PXJ3hCA)cNcoR z7pb0mO!Yj-J4sMbs@^@ibj0^{@7A_spN`$TIaZMnNGyTuxcJf%*yPCt%Hr6Kq(FfT z;;`m%f=n#lJkgGZnZ&^IPtfLWnb3OA=3?^n!{Md`;_S!9pvD3}-L@VZdfSAh=id0= z;F|WBVIE~jLWOe98`YE|Q#4n6K96R!e_R}2M{_axfv*9my-W}_L^eU>K4Ji5uKAzD zpqD+1^T)c>=kGjkgP-7#peoLYa)B5W`5ngbXG?kCuL)P&nGLW>BYGpTCwUR-91=** zAnwbyVljtf(AMvyB2S8<#iM(RXL8;XC+!$0C4Lo+rmT8T%Sf31-w!;ard@#t#*7>4 zS~vRK(vKf+Hsp5iU@m(6I(PPDeDm|ku$JKq+o`|9|4)=l8McQi&i)JfBv561tilb@ z)^t&heKB#^g}dahS$ykPoS)%l`*AL)m&|f*xKfYh3ugukNh{>%Pqcu^Sdf%{|F|g2 z#9NY=fDg)I*_1NN&`NL=OB~5rEPws)sHLeRwOKnDg)Yi11=Kzw=5Krg&1#cO^lC%> zS_1jeAI7q$!Fxes?(*u%CakW2Q-v2!k8bV|8EaX95!jL_?V;_?H?D1L7I!{ zKW*RPz?e*29=Ku?NA7YXK^=bomiY6;rHc3t9sle4*5sWeD9jmQ|3ds39DzL|ZrLDH z+?HjNMDzhYKDr|xBx4ZdsCkwz#ABdSYKngQcAzceN}|PAA4XP=KUrkdJXZ|a!W;?u5-!EOFL{q=#g*P|_dzKm&Pg6KX;HbLaR?}<}L~k$#3c9D#gX9e2AU|YdF^A*Nu_w@+ zV}D3pulbNwmtc0cG~!3^y9Jeku8P`_k~zAJC`@sii}fO($i^~x3gw`B{#^57k+;-c&Y-yrk&R(Zb#%LbI$BRxhkj_QYB z4hbaxZuWLOc_0aiPNIdAx``WR*Ay@HtcpTQ=NFSb*hb6HVjOEUKAB`)@N;JFw{UNL z=g`{a-X>mb8GX-4g>udwY$#KVUvW#2!7wuBO7|%y#*q|J56#A-Fwn$0CdZ88RmWd&q2Z&47=R;HWFOv$4 zqqEQ2^RJn6ABhUjUpcTv-W}#TYo=SX%*n|OYIi+g#Q|!sjJ_%zP*h};=8BI^n$iAo zaag3e6xg%1Jv6(_UO~80kG;1|UI+yWq~+H)+iGWg@<%A#McI>MTN6Hq3cpx3pv)fG z$4J(9lQ~|81d=n^v*m_t3hbRdBYmvB8+G}>OLv~67lqQIWL&=&1=gw!H*1bP{ib~b z4YS|&jW)eO+{_D>@W5-ME$>ffGGV1qp`80y`v3N@#PN?b*T2eMA&^Bq_U_Lu&p)_% z3;)J6o>Xv5P`Hb-7yOs)TyVl5%LbI$BcT@YeJbuF?zs=G@3lu<{33_=;qY=ae^ptr zOu?gK((T$Eqva}I8*QESBE2zRfkfskbEgIB^@U%j=|(iAP0S z?p#`CmWF+|M-xx>6-T|3#GTK6hNjhA%xS_JvtFt@*I3~BJ9DMM!@2V{ zUUAR%SU8VuRw|Un*mL6dih?ZavG*kRB>r^&U3{7IP!?9LEx|vyy5D<%{T{;xl-WxF zzqhj?T9o>^6j-n_n&<8=x_#Usdh0q!nF%?z4xL#bl_RZ7G?MP&;n0!5VB5Rg%ms{_(%vkd$6~;Md)IeNoJcYD)tntb{y5b;7Jlx>> z=z3B6O+gBKmX5kl=I-ObF}0_OYy})`ZJUXRH}bl* zsO-O+1FtQq6fmSrZA-qh!}OQyALSws4gf>Y+L(ykjFfJfpb{Vpn;_zLi8&K@`%m^P z-9KXDBTi1`Q#@{opWu+7aA!oh$ePh$Tw&=`|12yUV3S7lM*3rfH0q)7XE}l74B{Zv zfov@1@S4#wqtM8DnWRIb*Pabv!}oow&$=}J9Di*xCmUGIA1KTjVPD32 z3E;Cxj3=Ki=%i)YBoTcOf-*Rhj6slNw7}vA`>g7bC~W7?qR;*NsBhK!(nTo{be2He z{5YS*4LtI@by@O)M(^vv`Vr~YS=?{`YDn_zfc`|$|B}xt1r5X|=zD#Z_4f<>+vQF9 znJ>%R+Z_1}g*zk4MSNBeuBK$b`y3cHz$T684fZ*Z^8p7!Y*!y8V%gf@nxk8j7oj!2WfC2#<7oM?<{JRXd|I>TD zY1SmFI8FJkFWXa&7wMOkdh8wgshUu7=n{UEDb&II@C7K+h1rwiMO{lB%LbI$%Yua@ z@gnG+DgY$^ZuYj%8j1R4@s#dmb4P_dpGm(IDk9eVd5UzbTNo`PVa7Oq9DCgIB#(@Z zau2ZfY;}@*_%KSp-DuY59?V(t?V)R(7=1NZ#z1FdcTtYv z9PFSVJi5ZLCuNRp(Wh-47zi!DgXBz(9ovc(w|b%Q@*5=YvcI4e5s_l2xt+!3IbWd= zQIZZfZbHk@8pkHAqNsE?D+iu%uca4ShFXlc514=4ICDkM5Gs`ReJK6nQ;)qvV^a&6 zlNI38yzAg#e)s|u>7wkBQOzJ+O?ht-!v>VuBV#UPK3u)MMcbE^MI%%5(m~-oO8=&- zbhU92X~TzWV&$?sLAzRuUp=`cV+$I__FH7xIlwn!V@O9X(dhXl zCEqp+rB+-26w6H;g@$d^?D?Hu=6=mr8_rcM8=Y7Zxk-CZo3PF-od;az3RI3gu+6#e zA_^yo7%bhw_HXy)=qgsFzMKpvw71Nr9)u# zSz*GD!+kl1jVQB8)-#i#fp0#mOg66AfSb+c4)0=UX4D_j=yGo*@19mPqNqjcbU9l1 z5E(mcpD=!rc1^z9FLK$UrUvTXWQtCfsBpm4cFzoHEM?3^*JrZ4xFLbbFvev5*Ux?7 zKtJm7d}?YlAx|S;K04nCJCx;*P`HcoOjwqA4#MZYFzia1XAtaeYej2=hbh$2+x+DKa)UVMSTSWHRe-yP z61UJKRe7>g)ahxLL~DM|i;G;cKFVvL5V-I6YXLKsuD6UEAI{~v=546e>fH3s z=gO`7Gl1KF&CT3AaqJh0#@LhH9{nzr*((o5pdNd>bC%|d=zRHz-wrsKAHIOXU6j4x zn%L(>23bI#n4>)+84*!bd68%=grtQeO< z?yu?JkuVeFl_?E^D>kKa|Lz~0M}N9rOJbD#zQa|>J4sNOGb+FA-;wSU)mVIci(;xr z_ZLAy%6p6C^XRcP$bGyotbt7*(FcsG&^{g%$e<42W2bpmtm%oiA8Ib<+Se0pUMq-2 zf&$UHvcdGp3B%ft>)&xFR`!kZ9XUAgx8^hT;=p>A@So(!bk{zXXDGiC8wkCXMI~){4SZ z78M>OXAlQ|5wfwEBYTUQqW)>-N%yvLD8-q_(&>>cq@8nHi`MqB%drxMy&o52a^Yx^ zb+AV2=jg*$xc z1&Nwo%m*mkmD$5pyUU7S4$_w!gb@OA8|xK^fMT{L^jEvd`xiO9WEc~oHA zXi?{RNve7)9cWi`?3u8MSQm%1Hl}OSC}R1YCYB{@_j7wk&Cy@}We62Y`|ODzi+b#B zdfA*`)(M~S*L{Q?cJfCk+=bZ-#uX)J{IP66nLV-^l#FRYFHe@5`~k_oJLcRzWd~Z= zq>U6XZxZ_D+I4a4;UF>VpvjUCx0aTnwV2a{6=dBs@T4(EuKnhsuMTp%^Iqas>|aFw zoeHHf_T-S0)?W5|bX|{n>>ZuIf{!knlrR5c9@d>h0!6wodnnN#>-pUHoH2$C#Lpht z1+OA|P4#HOt4R_kbwzV4w-eLl-Y#BS{!*NC?*V96lYYGk93B~o<4pOo>O4h zfHHf8IWoGbUVm@>@jRWnLU_Qz?1Qg2_*min6qV0De1@8Xt`e-@oeyUF;O3XlyUT7 zRLJ~^mZ7znldE>Dp*6}slQCnmN%|?58=LQD8_oT>uY>;1%6n8O?Xy=AWKoa38-+&l zSADYb1M9YPv_F^kd-57GTxZE^iH>Ch%Iv{7C(Id81%TSWpS@k~Xikz=Qr8`xC{g>J zsKDBv#OzrQOVZPsv<$7WXToZV%J}?5;PIBd^i^BmwusBKaaEcoEpxCZUGvD;`#?h} zmz&>EZISibT&YvbDmxOIt(ny~83 zp0|#3zjk~>h0>bei_2bRkVQTA4!;cI3$Mt{pBdTS!Tj(A6z-zzLCi_UTUa)r%pSy? zWW2>8f#l!M-hnhyvZ}+-@P7Ka8?VH@mzW7^2Oh!Wp|s2Q+Cspf|?s^(O)!~ zjFl!GwAOllnp-|-kUo=7eoLYi)Ad>B90ZeLum@XXh?gPD_UJZr#TeAVC#kb;(*r8b z-d7~oA{Gjn&#G{ndVEILT^pQd_ZmK0Y=af%kf3lE<&&)FMD8)aAI-26Wj=|Ckdt`H z?_4@0keuZkzi2D=y0h&;`@}m^8?^F6S8@7JpTxYqj!5^CM4*PRhte`M=Ntczz4HKT zB6%Nw5D>-Q+u3{Xg)Bi>c1F*$_j=f{_j2mlV($eJMMVYdT@edOQ0$)NEO+*DwzGTI zQ_uRJ+3*et>?|q-li&A0&l8f>*`0mgc|ZHU^Umzesssd>*`B6Hw=_+ru$tA{)bKPI+|~EC2H50(&m~g9QpND zty4K48%L*!22S{9mWTU>`)KL7B+krb;u?Y^eB$U{l+~|&wwY;o zWpPa^#V3F%5f=YG1==LLb3d{B6i8imkHS~J1BJ}&DfKL$B&v@>6S-p^G!#Qu~}#%>OhFoBBq&()T<&a?1Fu0_I@M)x?(^kIqp7wK_bNCh=-$x8? z6>OF(?k_a1M5mqH^Wa0ymd2oZ@~vb~d}^uQXv}FvE!ma}NY0^`>??OHRO9jMhPS`J zfZqMy1^1de3PoT0TY9B?L!_xjjmg(0( z6AthH8iOQ!;=a}YMV?z8D z2>N3G7uE%Dem7C7cI5>g)VwOX;Ip0`+2Q=((Sso-)*{{-B*177ujerUZB5%`VD=9dhDBs2c2o*`+j5|)F}0Q z(5|ETKQ}>W@9mXm)vu=6{*#1o?5igl6o&j=)!=(1ZgHJ5$LxY{88jw{M_H}JSY#C~ z50@YYWwlgdPwW1a*<<%F+K#9eTq{vv@Bp9cFLa54U&5)GF*cySJLoo zK%G6h29yq6zMeg^nm|D+>{Y&pytjA9A^Colo<=N`0wQZk`_opzbKc#9ogI!nJrO=S zD)(buz0}R3@-_Xz_-BS}+H5Ve3L%dZV-J>mP*YbNJAzUyVM@Rz-J3lvAu&G9RFOTD z4xNBgsLf`LRCu)>f5^NxgGOw}>-`P6eTz1A7pIrlPlU26(72uQN^_+?vA&ghk?ZdKFP`_+ZjrEY2)u4--wJJCUVuxktx%JF?=bCAV$?EO|SOspC`Ufhto zt(Eza4QSj>*`v>3!iA1%D1$s3P-lCpK@C{vdjxUK#TS~V~Pc6K;lDU7`7>D3}WXt)H5P9TaWwW&<;L>8N|ZgG4XCq6Q|~mbPW_)%0ktQcJwsM$@54TL zt+BV1|7Ciq)6Em;X3MO&at1NoVirdNi>3HoV~2 zE9s#3I+V$^J)ZaL1>k3H5A5#^{_$)xW9Xim zKi!S07-SH9I~C9qy%{$-$1R{!_GSO8^Y*R5jQBJrb>3q2;LG9~??FDF!zz)!uqx2F z5}kH1Z{dBzJj*EOVmS81r`@e5^zV4Pc6=`$gmgq40O$#)pL|A%F zEeX%pB|S?=dGULePZHG!JpF~u-GgKtg6KYR;;Z<-jS*6T7d`Nn9R+cJuS@7g%cJbb zDHBg7pZ_zCd)(IZZ~s=&cPq3OCQsk%;dJc2vHlOvLYi589Ln`YEDc3U9) z*)IbV%F);(a>QLjW%k;EEVg6s*5J0jm0k=G1GAXq_AUNE<95m(%-vz<<}>x=w3Tc? zojsbnr0YCwcmM4U*MsOiZif5x_!;fl8YaDHc^G#-|47P{t0ZXG@!0cep)Uipm04-XWY{NYXefC;6{o;gg2TdPgCQ^P)%!Qc0oUw4HQ;l`JW{;@smW;;f= zICU0ZdDazkZGT7uhZJ7(0IoG=~J@oYt%QMgZ+F5kB*AUP)@jo(+in3TLU38wLE?Ib7XNfiyLFFF57wrOCOU~LR2N0nQ4B&eO(SP*uAzGhiZ%VrXc4Ph^O z!nCA?=J+f-nP0RD6=i?h0k&+%@`hL2eKXCyBW|5g&3vkHf1zr zrOq<+(pNv<@QdGx8(Cm8^80)k2N&3Zs{724%DjDw13xy9T*|Ydw!`^b*^a$US;~r4!dHryvO)ry!3T}oDSOg?G4eVY8uRjOK%G50)}*;n+s)T+|K~X> zHMu%ocD)R8jchBWtJ4Ra8DhjOoZf(T9ge-I&7(_1XBl!&w<-MrZN6Pqj1|OT+KC?* z3UjuxL=uNR2v{I7lE8nG&XDg*1m##lm4H#%6GP3!I0Y}rNVGh30$!oEI~-n(Te&h+ zl)3eTE!%M$GW?kM=2>IWt@cHtG^+xQ+bOq{S8sB{a{SA&A9Zda{srI3qzB299RF@V zvjvaucoQ8uP!s1GFd1DAACA@pb(IG8TgcjQu=v+in`wAHVP}s##^1VR7cw}lGH4s@ zVZtbnO(6*&lSZ^0KjyVuCr&#f{{Pbp?6==*4BgAZl*AZ^9l##g>Tp%oVJ{Gd1rS{3 zU7cuZ7j!2R-x0R>#M6Pj(>Khitk)f;0*UMU`GH{2m=fXNVNQjTOf5_Pj%QhXlBqsG z_aGQkDu-Ze&GW{uPc1e%*R{Ck4BS9Pr$Ql{Qx>kA%DwUVUpK{>xpu_O5G`D z3asWL9P%a{>t5B;Ep#z<-2R*irOa=pSiSQ21PV;ES%lfVbl4wR1$XY#d-DmIhA zAA_AhjLJs9Tt?kA3S-$$aF%>ZsY<9o-#TxzE;OxJtn7JlTiKc9C{_g;SEAMq=56S+ z8!5pu#T+~1(@gaSsZ1-W=>|y7p*ntF@wg_>2$+!yrOk60hj%|B`M1_e%cm^Bvv33| zohGI4bxyv#ly=X@<6iae4l~txlUq-e<>}OOlrhicl3HnTF{U_WzL{cG8D+H+W0O_1 zJX``6SuHj8Xs@%1vWM&pve=G21IjH<3+wIc^uDs(zQrGC+)mj;l`?C@o#wSZdUD!I zHlWTPy*DyF`PgnO8~M|7>HL(|c=hd((tyJUCC@rf&<*d=xWnq*pxqSmt;xq8)wStL ztL(ZL4b};fw@MpY)SM)2$kamHL|c{#@6N$Ma+9Wy?B0Kr`R)KUtk?}${vk5eF_owykqaVQm_Ga_GrvWxwG9f ziz7#GMee8b;uS?VNuv(?OAB>QxXbcQ=ujiJkkawkEA5ZHsxP1%JXx?AIWH>ooX5E%SVuEoYtCeywr#x(9?aF@7A7rr|dl4h*iTMuA6!+{ePIPEh zpm959PxLlF7nNrNiL*!7>Oq>2Ne_}I-S2(4gWM$#93I(0I@{oZD zYs10vux{FWkuF|tX|I~X-uP)ftLO5}lmDWj(7D>euI5FUP|AMqe|a4OyARuTEU(`` z-&a#@r5I{>#Y{Q&2Xu^`vJ80}x(ohI+a!EF|z8dv|5%B;zY z=hv$xIX!v^+I2WTs-01;n^%RmSxq%+xd{vE(Wxzsa3FA4)b(MDnNZ3s)45Mt@x2yu z#|`v(zBXPyfIr5JOf^BewKNxAbumH;`Y}k#yT--$lW_wMyLJGy>u`JuGuquYg*y-S z%IN1O^nX^>;CHaP@S*Ak?adj(nNZ4n(hDN}d^wkFQX;XKH?~XS`pz+-HWKu+6n851x<{5@!m*k}4;E7K$!(72s)NiW#cccS_+8lHWqb4k|^Q8R&=De}`? zKyn_J=HUuckP4R*`r-u#V^H6Jdq@|TAv{fc)%Sh1r>NoVW2_BFi-Cqswu<mC#m3zMi_hEk&2>v zpk2rFiB7{)=`^$cj=t8~SJ+tc(eA~)4(f>(jp4s-VL~ahmz4DcU&bxHl*$n?oJnH7 zlBrHsM-eU)xrI+v*YnS@wwJCE^T(N z{0pw^S~nojxS;Gq;bb0vL33aL6H1wHrdWIPt>&JGvzK$byG1`0QDw?r$Sn7 zB%UwsmL|Olmt6h!q1?9)vNjwot`!PQE2(o|TqF9QY88d`A9w9q*r<}8D8#rW$ejtL z%-;X^t?cR}^W6vZWjnt2Ein4l7~v}#+72-rZQNgI+)nuxEqyD;&eZu%0pHp@5(m^O zhh`2cf{LHHgNMJrjtbRDBR$uS0PQ-OZ*|oZ3lSpLc$-RjxELzbZY>ntme?~Y)5IDT zjY#Bt68W~g??rKudV=w+RXmeeOe|NX&4QjS-8nbE#7=~pU$S0(EmPVTn&4APXXw9W z-TT^c>!=Lkl39BCO$#)pMCJEd_fD(MlK!O(ZEP_fonLl)O?CXBKV zWd>qt@CjIAwG!iqRkS=@0)AL6J~y=UST&iOejrIA+>rg8={+M*V7K&r`VSuL*QH0N ze%<{Cw=34QDEx=3xVoB$xOmxaxy{%=@Sk784Yf3u$xiGUT%_(dzB`gWd+f1oit;l?L4_MLMIJ*&wj|^h8IVw?el^zx;cY_KbG7p-z*}#vYH; zXfI@6$Aoeye&XL(BYPf}1L6~u)O(<|-8d#Ltk6)L*5NtPsZ{|*DiLJ|_dto{{KP%v zLz1mL8{m^h^+xk0^p(0_y^bbUO`ss2uOjzAJ#B&Keg1?dM7PCd^n=ms&)HGy?1v@Y z!YJ4|h1g5B`!HOE(tF<+t1Vn1?AMgg=4@KQn0rHgCX7QdXC0}_#0>;V_{7O$Bw_(y z8|#H08!H|%TFpH}V@ia@A0wqetcP8iYH;ck8l|4)lSK7FXZ7d|A1fePQhnCRqIgT= z5Gm8#M|kqqVkmrE+$(t8{=CK8UHyq4*&_ zOYU$udzm063!k8*`mFW$H;ZXc*B2L`zQGJG_6MAb5>a;Gv#j13#jycCX;g1C7ii;m zMm64#2Fxmk7u3!#9bE2?GU}G&Hh=tyRy98f+I2Xer6*bwc3g5d2}3U!((W%PjQTW; z38Ty$RW>cu#1rHKVPDH+LxS9e3pfM#PMf8szyntN!Q3h$IgfeMR!Zr}3uaEAfiU zg0wv69Cl=f^l=3;21Ku2U0fKO_V}(^uLc>PW&IqLC+r_4lrnG3P%I5U0aL72Vmz^m zmWNBg5v#@J2QC9}_Og!~0$Y57=zi1y==ItaGJ^08yK^&xZsLa8EyZU?ANiIFEl!SL zRbX!=qU^xOd3&43WprMfX9IlFsNU#YHXWDQ?*91g(<|b^MZ?g&o4=x_7usO2zQ?64 z4~`?_JvOuAXg_V+g&mSokYPS?#G9c1`8nCkTTQYOo1> z9r-ufDRgd(4wUJAO|)~;laJy8t^~}|qp~b@V%*9XO|kdTU%LSi`d?b&lzJYg(*k0q8$~_*j;X$>=__%~n1547J;jkkn4uhP9rukLK8zI@`3D z=m!`F!4qXWUSILqj!fku-6^sFuiATAD)vf{0@e=4)B6RZw$rnMb{)+}y9!6#eDp+B zg0by8Lz;-vLJsdyOc-URnL<_BWVI6WudJfw;Sw;&YH^vfeq*3a92-&diIc~bMEBnIE8!if=gE61q5Cv1j=tQGFC5 zAGWrH{AQAIyd&Kwt`d(Q@~*}bBHohig;eCne{n$GL8$+6CQ1r%lf3hNrY+Ood!@ZS zT2G`m)*aw47#h~m?kW8d`iB$SGId%Sd;;IbYNZrEisMRlpCg~3q>d|>F3BlQo|V_< z^H{1!s{)EtBFYZNm6R~=P_j!c&o<;Nj^97G<5<9JG>4=VK` zkCcDmLX@@n-=N(TVlR2)QPcJL!@N?xo=&iTN;|dfOeT~=`7Sr}P>?Y% zdoQ-o)pqRde*9Wov$=+tb4@tWqg4S#+9`YJQfrOqt#QUqAsRh7aU~m2XODU~nhUd< zB_!Ld6FA;3{&kY)@5orN$0Zyzpc3kTs2=_$V{X*!$AVIDrrD@y^aRkZ!?9;v_LHya zl2ljsd3|Z2=%9UuK4N-deaJ`c)-GL`P>#hO?Q>G#>}B?Tg)Q5$H-Fn{apLnkJ{P>a z%qI}{7aF%y_Nd>JpS?!>9?u5U*`t1sMvXSSKd4i098%{Qs&)L5^yqd6JZqXk%3JRw z%IZ-ZwCiZ>xkhD?UYb1bPZo|2C|Yakf%3-jk2*489Ev&X5ra(JNRWh29NmjL%C8-( z?eAGY+}Tzld$IzJDG~Oa#%ew>geHZa<&#A9QHXr3o*W92alDtc=6Sx0%mHrrgg1}w zClx=N4llobT6(Z3?pBqQ$zLYhSj|=2C-X2*kGhwPYnnMl)$waARB~(soZS6j5n8WBUKuZ6VD4ckJ?|& z&yMV1+_(u3T}BzZ{W#F8^WB5mZ1)Vt@_!Z=o(vwZC%R)oITSyNS37KYX=j`vDlMix40{Z9QBO>S!~DNu3f9dnPc~gt9Kk_rWgAI8n;vSeBP4h z8<9KRQ02xNo(-t8N5@xmuG@C(ZEwE@tuP=m50(>U$yplJ__?Dr{q$2jZXa6-=xF0C zH$i{-sm^)ujp!S_o(a)Chj^UJKEv4X>MS8o#<+<-2V>6+9~ivM-dNbO9eZo)t`?{J zzY@op<~kUAB2kVHxeZnvPOiHg8%Ufz%Af7-<%ul53kMcxizenDDis*;3ePTc7Ww;L zl+s<5plcnCJy&A|K`Zz-Txi@dM<=u&p^fUg*+HM_XFbxEiPJ;3@QM4@9LK_``@|63 z(vmW0Ov$@_ha3kTtI@2XQqS^9qWYj?HM2Hj#RJJWk)yTdRdO78x8O|^@<>%)Y(tup z)9})s>~W_l#7(m0INXE}pB{T@A~Kmgi}`z8`lpd+p|jzF^OJLiZZlsobt(HS8lcmK zGqlk38vRWtMqJ2;s*(l}G#ICAvuH`I4!z)|Cm*&1Qgxo2wnU43R5;Vb=DcAi^RDKd z>2J0&%d*J?Ye`^l+9WM-g-#F6bJv)-DZS%<9PGxYI;rEwSy#LH=3L)P41agae9Ccu zp>ZY3?O^-}>$>PS&o24&Q@w#{#)%yJ3nb@U1>*M=?>gXyBemI3#~vGTaJi4Dy5J#| z+i?PoH0{6xdpYd=MQ*ir{?yqNP++B3x(ru@6>UlwvJ`DAEIZvrJH8)#zx4ls^(o`Q z2yDmRqGJWbsog_;ZjY)P-vps?J7tf~)A^DyB>m>ufI540o{ln@hkUFGNX}y~wlY-X zv$y@`4jeM>Po(|qE~U4h0uf%&+x3bM`5QF@^#6^pquvW^y0er9W|yEheinc z-7y|Fa(prr=-N^U67eFJN0;Anf94qtUy>f?M?S|0WQckaF)9XfIwc6K<9g&hxm_dHs1;GW#hQq<(N zuY{aG-_^EXyUBQd|0O2W_u`n1kZd!iWJzM~n3DJh**HKGGRIS3%XS+GS8mWInGAJ{lQA)*bR`J69LEXD?Z2D!$;%rhAzl`#bNBX zxgYxNN;RqXuO+1A)7fn=j>qxaSNXhLj?^#(hW{aKbM9kUpGojodElOL&D#j3xbMX= zOO1Rtj?I^Nb{;avQ$a7b<9Jt*7rr^FVP9d*)%X?-joT^5lwZ+XCI2cQyl&P%5&HNc~8d_q6Cu~5s=ICj=q!b}VQHGo)WH1u_;>2&_ltj*A^it6gEMieJbE;{KPP?XPJ{jZ zhWYpG-eZW>lkD8|L{FYSY`eForcb`8=4a*z<(}oB|7P4c%oz^F$pzUyFKeH1>~zoz zpT?x-l_qA`AkJPg!snPVJ?RUp0*x!tX%BfNaWx0P&FU@>vMm>o zoag`IjX6~OU-byQw$?sr%c&e>{oQQTcwn%kS?nzNxs+mUq|CfZ^5vBbkJGv7&Q@$< zy1w?h5ZM1;ZIJ%8$E`&V4R`9qP0BiyAEdTG3v`L>31`5T?bw@fyP?my>2<|PRco40 zAnq?TZm;ZhB&+pKlUxwF?}KLp>g>_DldgZw9VfH-7f8-$Pp${mRM;C?6X}I89N4Fk zRPSI9)ZlO_oUg?QoNhuf*g1uKXtJ^Aswc7wn{v!DUT&Ypka^h-A@|GzOc;k^P9gSW zPv_thC&!+#lkF`21O=$fL(Z+ciCT>~=|X?{O$+R$L|FXTGX>TH(ADI$XXUj3@p_g| z64eK#h!(mUM=l^4hahXs^Y|h6`0jWv{SY}7Z$4cg2bUOwsyAehs7oPkk}vl3Ozm@5 z_uT1&sZak;21B@)uwmX|k58%28}}5BX6jPr$M&%&GsVQleX+ytINMbn|3U39$f3r2 z#+~f{*uoD!jY*9?gL)72&EY!VcW{oPV7u@QouWji9mJkA=A?NS`r+9VpIV4FY@2(D ztQ?A_l)QrHbzdi4X!9E?5`G$w=~Myb*&P7dO(Bkx&HuRx-Hw+xO+VIJ_oivjT2H%e zHa7luthP|Q8^Yf3#B!*NGD~Q_e-4J&f($BjiOk+?*s>jafj29O>w0z+e?8`C_Z(9X zNx2gxjfQ6f>g>@mAI*8f%6{_GTtMv{&k5W@HJ)osOE)Y zs3fi zFSEy9W?(z^rf+yD28pM{<=2^L(RtD!j%~}a%Ui%x~v|;fZXFkJj{h_(% zp-W_c$Oa3xV{iVRyW;ttjm4G61~Jo%{Q;+9r|ikGXpDIto@WE;cy+kW;X9_l2azkl?_8QW$?CmZ%ayBc~(yB<649E6?-Z;Et(?&V&%hoR)d z+d^Q8>B6+X`qO_0jW`;6*4I**y?G#u?butMqlP$oITkhLh7;Xc6=>X!*~88+Hi*SY z4u)d`>g>^sDZRZNGN?>?kUZ(^bz6Z$%0?rP3zhJ~CC8*JpBhWomS>O_WMZ@Djuwl$ z>WP|!@C<29xtB+4C-)CEO!H$t!m*gM&V#Q3DgF__H}@XiSN) z?==TOdKP_5qlw?Me3C5ZAlRr5B;ycdt$CjBB6ASVO{D_bzwzcQBXQcoYj88C#_Y%` z6E7y;9E8X36_)67xduhAd2(HFEz~aRLi>z{d}#+74e7fxp_KC{)HSd)exhSIHro4+ zV>sEFfmAYC^I?lm79D@k9ce7|E%!(*ZC_WMxAvB}2v!9eS0c?0<`cwP=4ZLl zaU9P!_ykhDQ6H9IB|23BNX{XV>}%CmJQm6G>L*pfV}I$7PL+IsKD_e5nhy=p`snmh zz=mP0jg()%QnqYvenrR=ORi{?m=PX62t*8;-`Yc5SI{(E%_2(p8yM)R1{k zq$z#d&qBRvl{_l?Cl;IjuX4NqI@@*}hrVCxn|^u_UBL!0M&gjI&CrkcxA8LqgL_V}=KJrhPb zHm1+xpoK;;G>J`vM;G#;Lkt=arGfnujhmTsu}$2}PK4`kt)J2&d)tL@_Iygebvzn` zN)h#F#ObH#qfF!ijVV$29mb<_G)$~PUK1D38u;{4eNaQ7CApuEv%UDgQl-6j@uuak z(F@@S?p%cRY6`KIeB)6)(NFZu4<~h5oDO&tTU6S((`&xRnewlM(?S(61WxSBNKs{q z)k=&fR?+fs-*7(@%wNIT%LE0(7N4M`jyos&&h{<3;efcbwbdIxsR2UcN<`VgxKoZ- zZ;-L4bMu)z8{m^h^+pM!^A|LaYE?jTe!MDIhiWS0&e5&We{Y`So}YH3Z2>n><`YG5 z$Jqs>TxnSdlS1qz-?&pxWY_I}P$D|*A9IDZE#GMaCg;(XU3JB9_j6njuI%q@AFr}W z`oy@E69=>xp%Yd4h1y>-?ljkh!^#{lf-T!|9J;ZASnTGHVn9|1DyVRBfyV8WW1pDV zH2|N}Xn6Ld&N0kCa!1@;j;;HO&v8UxUSxECh$o!xD2Z)oXfWnXxHI5 zHcXr~O((dWiXL8Vso>G3zoBxSKw)yNmWH!$UNfPTIaY+m9@e8;_ovL>Vvxml>;*l` zBHm0hQJizq(bl7ih0M8IDWs!@X9Mc&LGBjf7xN{D`~|gh*)!LKYAWnq^}s&fcW|*` zv(WA`d(g2~?vncfcbxBd2iV!+*b|PAo$I-wz`Z?Q9`*G^5kige8|k+(ruFYkC}s9+ z??de~ce@1iVmpo(nQDns12T)b-^-&*(jTlqHLY;KqQ zW(6eYb1YwUp&Fm#$OZ_n>-ALHT)aJ=eK#j+UgC)4^jkrx?KpOcc07*Tb=c=QsX&E2 zKLrmnOsnOjT{L;J@n}|=Wzfj~fpI8%aD(mGo10~bIIr(`pM53ih|H>hBJGqtk(?}L z5B;-N!?OW(_Nc^kEDD!)^3z;Eaz1-A%7<5*I<-GWe|tK=>S=gCW2MKZxjUFp%083@CzgXgJB?qLf-JUU zZ`#p`;m{{K=P!sS9!IxC-5v@ zQ@5wovA3J_gDC{vnD2~##%EX?jy7khCo1wP(5t9v*sh}?iy>6LLAnq?TZl~x1P|EDVVqqGwE6q33L3|qWv3y4WOL?mLO8JP;x@~f= z8Q}2TIY@Hw?UZ4-Cz6gEdA6j^up+-y z1t2+}VXMC4$F7l?_Tohw%AjV&HsUJ(YOtnLbCkLKLTS=JWmy{z#;~gp8nq&-RQ=L| zsc>Vhd(=gvX6sfaj551Sp{g9RT8S~pDq0@y8|Ez)=KVuK5+ST0R*`4e&{$dZYJF(R?R_L*%EqfaDzF;`bGgIkMio!9^UBc`NdG z;Dg)j$%RaZ=Sc-t4MkaN-(hVyn9p+4uJ~1>D|n+x^rDQtgdCr)8FIRR6na#-*vA5uOR&h_KVPZg6`ZNiv0@h)t?1|N4=L;Vc((r6RojuAN zUD^mNG3i0_q_fw&CH|#f3v^@17WDG@X!Q0`c`3)50CaM1+~d+5j6GLj)thC88E;nz zrplcS?tT9fGVWsUZE~#n1%-FGt$?oQ6Zft0;!5LQarUcv%*emn7sreJPvOlCs!PS1RlsxSH9~zaRAxs`8E%p-UUbzH z<#^`I-ozNH&lpwbbqk^Jm?lgZhw@d{y(fFBl^{v-a}zk@fH>Z8hM5-m0gc%SHzFA- zQFfGiR-GF<+h#S-0g@$^o3?rIrWV~K?*+f$d8t;TwhNffQfO{1*|>2t4t?2GcQb6e z=`Z7bVcN>4M9~@{&-1;8VFs2@Um;f}hh{ppJamG* z1=MDPeSXd`wkn*5Ox7yc;**us@z>0^FT~oXMvD`U{Y9m+EYP?TX?8IFqPaq`5*dGy z{6Eh&_ykhD(bO}I1I^bo@&gJ;&LPn)USILYUlH0isDpn-ykOQY>CRh?bna|E>0=`w zJbCv4)<(+svSeF#?J8`nm2KCp_IrhOVEm08FNs!@qg?@`2J63Dh>(R|E&SN@M%n{|6BCCw^+>Wofww4 zDl^{LAJDiGop#{=sNbVL(A%33%dsauwN!85_h=5%s(|DidgDJ|lE*K}KQ_LB(h0?I z*n^Q$-?Xiz< zVe=IaCX_PA?1FC@G$x2gS*^raWECwBmmmgZwN%(M_dcAx%-&kqvK@PiTR-#7TWz%H z=iI`|{Ky70Zl~3m+T_)^ zqlBd#p9g?;Q)oPxZ0xxbm1~59FR~h!JZfi1owJno%HB9(9Ev&X2uLPw9drwyIJ(!j z#Gd+%Tf`|>mXW<#fyR^w`wp?EPiSl&MWJW;BvF0P_Xb+MNf#vJcrRH_IO`+J+r6Wpv zJsgJ}ohkJk873|JJOpWB7U84TKWH2>!&O#kPIZbHe6(S^$v6`B|FiyFP}t}xec zz9FCi^B$ahC=019gGGCYJ*hv73;1MDxB)uIcI?f1GfXr!SR_u1nG=f~`+~;pls&rE z85cULK?QDTcs8KU9?X5ir9FY<9M4I)r3Dnk^PObeC+5HfwwAzk{&Yow=Qf~q(?g~7 zH7?@XnHR#&4#%FJNUqb38W25X)Grjafttpmc3BVcdB*kBoGc48Zl~;dlXImXX|}h9X9Mc&(RU_gB_Cjk{4^Jk zJjv`ue5{Nc+&_hLXPJ*HUT7*kn{glQ9oq?Ys>5DK=aB4qi4F4@-+vyfC;AdT1~k)F z&pgcV`(XC8X@~QBvg3npm)Y9{Tef4b|G}qX=Xck{kTLMIl34qTyR6$Od#JcxBZiVW zzk{*&mMhqRI(u-B9e1@`(%Cz9PntYq6tsub*o$D+v^&5_6Vsjog5pOol1tfR zc--r|Xl%}Au(PB2Jy$&uUI=b}+mvHsZ$rtJjkK@URARy?$C~uMIa;W9QJO1c4_j1? zMXh{OV)GDkW!fg3n&qJr%tt_Nb|Tz)359!lwm=hnO645sH@x3^+?Xv?2614f!StIJ zXiSO9_&HLlYqs7fv3q)APmkT#0}ZL)(?e(bs5Q{phxpdOr;qA`o*XS~y%{vf@p#sn z=P~DsBc@cAs-zu_H@^NG&kgH z;^cxC#1>~OlA~A^P_Pndc98EB>yit@9`k%V&o=l3QoT{%mmuz>DgenjB$9pQ3nosoP|Y?p80I$AYe@ zjV+fs3H@4k_gFbEiV3C6BvY&^kE~W=EV7E0hfCnwSS>z#a&N|UyBvFN16gdx-gwhg z@zhnV&-uH0YIT+c8n;vS(D~dN(Oct8=i7NUpw1q>JAq!a=uDwi0m=F7$)}9`*J#}6rg+eaE~x(NB1m)VUz92r3s@YFy)~QsO~14_sk?b_sxY>Mzae)_dSQll zh@R*KG{PD8!Ao>xZ%3+A<-3rNE9_?pk)n@ePAoAlV{wW*CCfu6;1g=6h7(cY)La)T z%A7{PmJK;Qv|gNgFi>ne;SN!lRe{FsmeU*N^=L69O6Ax~;+)b*)oLXvRRKuO<b zR5-0#7zfsEjK;Q{APvYe2hTWi5IMbxk={j5VQr*L+?s4_V%!Ax`?E|V^Y`;|H|D7s z(<0nhv%oE3Tc?KFSuH+$w9iR_E|J;W4qLWk zZ~lVz;=pAUd@hbmZ$5#zztFgyvL~-c3pL-1&a(k^_EO+p^mEw6ARHjtv$xH;%Qos0~fWPIm&ozpDo{Hm_D67Czit=UHAvX za(elqznPyTzv1TO#PT_Ga6#+PXC+ay{jzZ=ZHX4SWial<_=cU#yT%So$c8%{K$Uyg z+kCAypD;aAdf1zPJ#bQZo>C<2X1nXbtcA$eC1+7_1-4pWMo$_Vx6|tZ%@o0hXP4^N z129c0tW^QYdA>MaU#a-wVM|aa;~c!uyELlde@rUhDjOR0t}E{EV_wUhKjb=sENqK50wSjfq_9x#)#gvd^P@eb%9+p#xn@)@5ShqU6ZC$Fu{ zk8D8WcFG=`DA%1}*(y*}%a`^p|TJa>NS?8O(7%U?$9 zQy>*~&dTCahxEl>URB?ky!t-W6HN$j!wYNkJ&ZJ5+#2_=8^_8ODLqGUC-koE*bDmo zh3HrFsJJjQNqJfqXxvWOgXi$lT&F}SRU58`OxCl>*E;Xl#ZbMl=ZI+q$jJp4d38O|e*Om=nzJlZT=*5l}s~8v* zq3R32Dt3jalX(xzLnj!cLT#3?;>V`(^7Haobr+n!?HFD2Lss9kyBdnQvad7iFYYfi zZl{dOV^wmtG(P3oiaMhO$li1vK_>FCDj+%EKgt~o)%gA~V#j+tF8D1vI3y#^gQGIEy)#?!^5q{}v7x7Iz-wo}EWQLkP}k)iCC9EW4i*m2-Yulz?lnN0oC>xmwO zEyI0S_8%TC9IY);m8?1eY)DAvRg;!H0`drv4G7y1+;?`I+J zis0FRI(sx!qH`m*yKf_+^iY&;^KUqGdx$iqV^b-(d@pJD%r`iw%n4?uj+T>&I<&Zp z>2rmfy7>!gYs>UJXDqQ;Cydz?<*{i)I1@_Q@BLqlO<8iyc8vC`G)sKa-B+x2aS^dr zs{#tQQ~zicn{sSLozWDCO$S}Vw&+;?ToRxJzyAJ0c^~6Y` zQ@_ii3m;TdTW;`mV+Bw09v6Jy;Jy4;CX_Oxj^rPWAdBtToA$1c__=3hpL>0;T7gG4 zpm95A&zl$n&j!AXJsajtGZn_;js&1X1$=O>)BVwf(f(+|`5&ZuJ`Vd12sa@xcZ5lA zoTGcVCYw-aYh{D>!z5v3i?km3BmV=F;l!qNl1QGngnFtmDjj>F1&tD$2@o_(luN!Q;|GqK^io+gFy z{OQZkFVzZ2m&X^!lW&cb-aqauJsat`?-kUJ%|9!8!bf*qVd*zL(VlTz$Qy0y$ehB? zP3^&CI9xL8R^^e^N^IVrRkS=@f}AO<#b=L5K?|I{%pQ9fy6xDT({Q?XO_Xgume&XzuBiu_cx0d@B1bEYVFHhj+1&f)04hP!Z&L-Wy|KKrFdQ~tz$ z?G{Qom!AXeI$S&|?D*JD_ixshre^)TJnp|Z<(YF~q~MyVzF}}l_Do(5d;fo353x2{ zzHwd89xxi)T@NPym(@4b%J<^>Mt#hu8uu3(x6|tZtm&cOJiAoC9#B85SU_@K{`Sk) z^(?=N{Ccgz3nQkW>h8^@(&HpFx?2-GAYI&0&cSj>uEtNJ$_b0aKTPvhpAsrot8MUE z8N(E&JT6TWt7RJX$}uweb|D{{Q=)78*zJ#&PBlSZm+sB{Wnz9>u57u3<)IV!YpBgm zgzLAh?*^2;_Fj;lPbn4D=^O6DoPInHl|h_e)t`RT0*xtA`MvJLB-TJPy78@nPao9> z&_{pE1tjB8XRUeOoQW&mM&jKn-Rt0ujeL-s&n>*9y9+yV%CMG<&#Jq-vX9BH*8wk0 zuJVR9`EF>RmpH5aJ-@H;=kNb8p_G|phGJ>>37BHF661+gv^-n_j#w=&KZ^HT#(*q* zf|7c_WzbJ^#R*l;ie*Y%1bc&TXk3XXJGkGH#=Y`=U*rKnJR9JXM)gMTbf)7@x-8nN zfaDzF=)SZ-H6C;1e#_hSaL|B1QSZP_c+kwbs8e%)RKH|a-}hZF!p;sC_v(q{o`y5i zqOWP!3%w`xtJQb)Ok>}I?}e%l*|WGgaWB)DB`o&9p7s5+viI5t9b`N9Cf%zpPC7JE z+)?2kH7CmgjoT@EVq^0=HRwIhJR4AFkKXG{J)G^>+n#y`4%)C4^*Vn=dN{=ePjU7} zUXO1|71ucS`W(}>pdWOL(G+d#mUoS1)9(|yRjRGc(j*8>hQl6&6IQV%?4!z~ya&`w z%pXF;sEB$3zX-LzaSh#mI4j#R+Ot#--!#9U5uNkDu;i2ehQ{rbQLA}Mj;*LOYWsQ0 z?Q_QC@w#;A(2tjJ?)ERxMeR@0AHrBP_t&^-g_Ma+*_!su)JXmM_;>2&_ltj*A^iuj zCj&WE9zA*_bb9*Eod)~+4fF5Wy~mKj?TU3R3jg6|tahTh?poEQrn3#_c)SX(>Y1uZ zMxon2XG5DgiQVtzPOJ*Te=APOzf*qM{a(WEcVJ|zf9m|vReiZkQ4iV?~^#c*%8_wBIS%#brs+3v7vnh3!p_jgTT~NHf zQi*l97DOEe1>=QICs5Tl8KvU?l#=GnK8a^t{0p?}kg=}mVWyqB@S9t-4Fk&>%U#VZ zbgq$6TWxs*CY16x^Z%m1JqR+}j!}KUD_^$-seSJ5*bHpKH#Baij9U3yj;*LOngaed z)p|TG=5KV!EeFo^F$i5q(_8wZQwub=LJVlv(HM2r6Z;UN`sOtrdpEAu#U&b}XMsyh z7-cqD=w|8IzW+GXe93@wmq($8V2e*2-RoO&sA0E%qGXAFfj;z`7HCX~uAD?}JU0tFRnqWmfKM9L8$36QyyDopfaDzFzC4Gz zePBI2|7?3S%`UMv9Bqs!OnsBx)G+H4uQX+X3^hy6)IJ(G zQV6M?T01t?cqWu%u@~F>aP~5LM_|i#?9FJkOl%!7%I9jsKGyaZcg?p`_Gr8aAD#`U zvqzuDL+3E$xll{#LG4LruhdSwA`!Sh*u?fdj16UxEZQ+W2xQIN%U?2X;m(C4r5^TkGk4_aCu{SA%V zDSJL-{sI>nu0c0iYj`%G&K`YI5lzQY|7TS|@+7ktG3y=bm%bvNe_|+d->Q)g@9u#0 zC*PogFXLXv=4kBciKmz%Zj<$2IPHn<0edDigPgb%)Jk1FZ;dU zV9R#w4WIF+IMwh}bS~S$%KXR%G;XKtL7oJ?oz#M71M2KSp2UXhRl8ikbbkmj_3!gZVDkCJ9><5Sl8Gtlb3dJ zjv`DbM`KT(bbzy$**gYXwqtLxF}K*bcX_d0pN9^{9u074Rz;q-=h%Qcdo;5`Ken5< zkJ!5b&-2uv@fkNs`77VVvziV-&2QF}JfF>gu5~o_T!j<;?(2!xgtc|@Y6Gt2Gt`f% z!Gv)r=BzViGI7U25IG3cwwn%#lqPA_I=#AV_SCQl!+IUFGuN7s%u5hEj7ACU+-E$sNQ=1?o!pV z*BZLoWSll@1rth{ADHN*Hb5soX~1r|wwflO==y7VA*1u|^u-J5$>+c=p7nmg)^=7Uh&Bi(%eE#o{d1A zQ?0-w#^saNAFU?+mz&)N=WzZ{Ph=ND7QHhbJ9SHYXH2l6NWTl93C?;oco73tn-afN zo4o%^8r!f`A{CrrVtm66^pt2}(-RSgG?`b z6a=4M*`E?iWWJO-FF1&bKOOMkpg85W)hcq>ONrL_{*+#6QeZ4A`&0!h;ZsTVQHXr3 z3P{HDr&gL*@uyqQ;Y|y>Nkz+_K@%oE!83Q3Wk+^2f2z&&Z%(%|ENC6B~jMsGWgI|pPF%Va$+j+{@XTA5#_Df{xBG-`^w8q1#ZEOb4exNnU;gO*hnr*y0!w;B5f z8dDfk@=1c&(-!k6+f!Y^n=T7d@$6}Ex-$cDqucB*)fD0;`Q}lC`$ZR- z@>I>PJ9i*VtG|5Cuw+bmt$(c_g?$hEfgy16uy)E1iD%>sA)LKT&>yhHCn%}0XX9~s z#Ysgsigm|@TGB*+L*q(B*+J|H>u$uEBwNa{0X}I|Z*;9Gy`$o*b1!5cT0lYk*mHaR z6FBHYR@7_K8Jz0Ba9rxsIOKIaOsa4{26j#%_L6PgjjI-I?=CFv{n{A*=OUp>#%WRi z6fZ7{}XXU{U`6Nvi@jVlpl zCq9m@Z^NliXm~cjCynZj-cv#6_^l#JDnCfhAr3CtP>shN$*;7Ug_l(8h&=N2l2W(1 zOzxKtKpAI+N@XghbZ#@*e4LzL@hV*EovF@|yn3Q6;ncE{wch+C8SAZJ>oFZIzBGG9 z=uerw^RQ(*_WT!35GOymE-s$+JGDB?0*%`#d-R<(@_S8N$G%rl!3NaXqqz_oTf!O} zCOk-Idbh6l&Tgwse8Rb7M<#y|s#QWj@)O zBHQuVsInl|Zhh8gR$A@~FgxWF?lq({d^|f*=ac%zLgYiu#;QPX@%gmsD;3|EU&KqQ zv_v&qb-@d650lbf`3 zR4U5?onogPQ{Ui18@b}J}I#fPpah9=$m0SA;>D*YL892M?$ z7LOV<6y=(c6?S$sj$O4UrhPWnsFFtrdikgJ(f);oG{q8|w^xMa`{#7b89e9+nYhca z#V1bAiBijd-U_^JKpV^(>uE0*TD;X2CD*%E74{L`BI;^Bv)D}SbldK&p!ARQoYf5l!imp zRICa}&Y>~>_?^ci$(OF5gTe#f;OVXb$i0pcX>U}Oc3&EYM?HPP+DI8LlP_l@XlpFj z-Do|>)N6K6kKpu0JTpA*tNnY&YC|vorA#PgF8}|#qhihM8{Zvu74&Pn>p^ePB)+)n zCC(^6#|jCu0gc<~^?=5=@Zs5|`t=~ebpSK~lJl+yU;OT^}i$^q#%A--_+54M)2k=!uqed-7*7O@2F#{`PcxFhzUjS|&rENi6>2%%A-K>jBXh zE#G)OxCTaJyX%2aqOkb5VrFr~?P2Cqjr$9YJHYioPtID&F2DQrp!+1$;ZQleVDn$7 zYRnd?RF;?M*N7i+zis6}yN)*AHLq8H|1QQ<`PoRScVXhDG#d$UNInXOd1Uz|?}GNZn|IuGHjkNJ?}LewCiw8>WQj6`+HrE{!kRr-$JFL^E}Sy zEozJ?AD5g{_J^QsIYUKuP5%40SYj$MUrJ9wF3=B_mxu&D6>75!3ZLV6wjpzT0~)a% z#|`}Zh;84O6@y1P+B!jRy?H*Ca!h_I+LJoRbpD2}he%LB?Mdf2n-##GA0iCy_>KPIO*}e6u+o*iB`AXYiQ^WDkwl{ikB|n-xUG2`_(pD?NqSn0qrN^qhavaB`F^N(bHXK@SZht`wurd7a|En^^Y9;2| zSVhajCGcsimYOdkGR2v(Oc1-^@d--m9L~H5t=Px4sn3y!`*Qmhf51AFh_Zt@9J;Q^ zhnz0`=Gg$BG^#i1$LRW^Jmh0lKynUobYEJa8jm?LhchTEUXrmI5(>P;fw|gCW3D(! zlUi1jp51fYoUNxO)8AgD`<^oPs@PRev>^QM{G-R*mm`d|q9=ex9F0A5%n4^Nv&R-j z+m5~Qk*meVk5h|tB7=w?tqPoqowA22SF&F7u3!V|?9ulJ*m%wR^D)xj%~s--A(GV3 zb&1qIY$Kktv^S2$JJ$Anp+rF9Wb24>9qByGpjoT@ovTr17Z)x<&vlDeb z!8cN~u__=r-#5w^Q>dom8!LRkOVZs%9=SK-`PbV>XxlcFarP6bOo?}}v%~Qz{L#Oq zZdaYVrWF(N2xDu_taUG{j39(u5%rN)1tjOQCs&7RD(syah73pN z;)(g2p&YsUqK?D2ORGbj@!)Q&U}wi;=4Q@=+KbtiW=(cV0E+R&~`cHuyyZQ7ZU zU71kI?Abn7$|fZeObi^L7qLSb4;HbLJMWts({+L99#DlpX2T6N8+G|9Z}EBf1qxUQ{zE- zVthY16-7VJ-NM>PncPnDtr64{Rq0HkXxi5Konex1pfKgqYHjtu1C6E9u}5!k#+SC| zm|^+dI99rM6cD@O*^@fQWJep{yRvO(D>Uio zGCWtRBwZ+gQK3|MaLqRx(V4>Cp=%w^AM1(MbZtI1kIpi%k+#yucEXz7kG22o-D9}a zDei#}-^(A{!Q7?7n*ICG*|y`jk(f!WvVWf#v&xs6wPk_E?bILBr{wvP;VAXVJbO~- zn63w+Ii~~#Bca<@4{3P2OrgV>q)+!V*~2!(XlLz zgGo}#x`5<-_T>6dO@+PMP4T>|qtVEmt5LRYS+KspQChgeA5|1y!p;uIp2tU*4Z6J% z7fo~Sc?+G>^fvmHTOdT=>u1P)eI66avDl04eK>oWy@#-6JN8<1UM~K%Bfq$2*9mL; zi@U7bDSPxTQ5wHW#C`E>K%G5$wdgq0 zoX*U~v#YLSZ8+jM)U)yHa(l|9o-Zsr{-oAobj!FqYK)=FQudx>&N!60AWKJO2YxTM z@$t;`;+=|}vgboildj~UxgeemsIy18qbqvoyPK^F zs6FZIO)HDn7=}q3AJvv}PVI(Qq^{=s>8~YJqAhm#L>OJWnEm~>cm*dy13Tkd(m%NpfM%FzSp`q(zBGP z_&v)fiRuH^#W9jVG7dr3n&-uhWL@0xLsG#?Zg|sK36H9K2<_Q5g&jF%d{*+UixW`) z)VhZ|hna?D&fxLS9PF8{;Ck&pBhna#Y-TYQ$7lWj`za|cq_8`9RK|}Axtk|oG<>RQ z{6&YJbbikjo@N5yuse6vtD87>>KO56NU#_bOpjnyU~eVL?O?4Q&Dp?*XP12Xsoqjq ziEFU|l5?&CZeM~w)uoNxi^K0m4_$}v3-(dgz~IHb+{QwPJP`Fd?V=j_77J~^0B%KXr0;?V*Z zdb)s$s*onX=!Gl|`OqY^I~+%Kj7X1SmmWCl9N3l=g{Q2}H)!%hYy+9nD zD!b38zqS%JSQTj8PW>H?ZoSC~%X1YR`{7ec^+uyy`p%IAeh(z)&`S2DHpBXg7x$92 z>8@$qa1DA=%y!r!-;=wzjnaJ95VsGj^k%wP`2Z^Q-cg*r&~?M8I@;}{;(?0xSeuL=R4@U z2j!S&PwE`g`y~^s|Dh@X$&<|Sw(~i0==uD}?ej@gxcg{4b6t6k6OtGqdmDNhIImdX{W!ZXNn@JDnW>|(XQ;BYnwL|W52k4@Mf5}qLdb*c z+Eleu8?J`M-7u;g`!cHRjy>9)?CfOr*h3U;$6os;WyK%XE*EE<@sZoN_yZPbr|ikk z;L)37Sn{Q41M2M2ArFmTzxsL4WFJ~UL45WiTvnsBFC-j#_-AQ`&j4xaid?w%@gVH9 zuO#g3aPh0BOV81!74@TaA^Y-q%$&EynETqVLjUoZwLQvtF`*obJ$W<|*Pk+bY(a+Y z*!$Vzq&R7pr_aslW6TB>_ZJjtr|h9C9nH^L*OPZ9aBM)GJvx-3^Nu!LYqPy59y%)k z{k5$Zt`z<|ns#oA6u#;X+U3SV8b@Q#Rl9R}uxHk54~#*VgQDtpX(|+06E_j$P|R6p z>}29zfzk7cqkB)`?{Pg*pE1xi z?t-GsUZz+r)9WuyGSew#?py`=Ke~u8J^9FaQs@-baUMOYd~~RtSgs|0uAB9XWituZ zd&6EVfeX#4V zbs6^;8n;tkt>*qYcB9TKo%^S8Ff1iuqJ!joUahXJd|tP0$bD3PCPX4=2PgG`XHaSMydC3xCcQ|{*)c=7w!~dXz zY{y>v#X7O=#0Fxu-6fdm#r}ZC?U}t8vH*Ujc^s-_1M2M2Y!78G!F|FYIiEdQMNo~; zUc?WZ@cg5fQLkkocuMgi(q&;Rs=Y*#%4O&RJ3E}O6z0r*Wg1iL58Xvmknr>N>xOLl z5<+#&Ej6*y-*Ncx9D$rb+g+J|GHt&1jjc*f-M1`MAr-rOOO(bF=d5AE4E>jt#slt>S}csGNJF`ocM&&k<+)_ zht+ZP4r+^{u6;fFO$#)pL}dIq5o*|MwP0fF$LX4JQlG6MhlbSGkIO6Ch$YZyHNGYA z$)oy!d|O`fTQ1Nbhd67^^LQh3BJ(dx9{(-G8xLhf&jNqOoxJ<7Bd1I(ntXF2wN9q( ztc%X5G0nZ!PiS+pk5QUFR0yw7*pPkkBqo%yKV*iY$`q@W7*DLC<>3}7&Jz!sk%x*tW4y7h0l=c%#R6LJ4aNt{xQ8<8myWe0O2qDf=EZ@)y0hGzqO(x~2S zf8YMLb5+r}TqSV8oSx|am3Jm!QB~~&A5g?Sw-9qpT(UB?TwpGv%;lb=l89;Hl8K-r zU?9knpPDviDw??BUVi@FO{_pmnMEln*U!qd+_Kcnq*A|JbN$Y_!+V%v?zxCMIP?6^ z^NcWZ?m6du&-=UYd$xNczB?rK9DP>uS*6FBF%i(U9v6!miRN_6TV`5LtsbSVvGbtt z-ij^4tn7WJLCwEnLMgN7;3MpTQS@mpjyqZLDon}^X7I{P-T@h1$7Djw;bO~uW5hXY z&k|ibB&gg?nbhao&San_zi4>2q0S_|k5R3|Y7>(lBnolgBIgHTZACru)r^BrUn`RdCuGh zwPivnGs!fj$|K8Fj{eZ$ZXvUG7i4iAdx0&QimeO26SKl#;Ou09Zpt3I8>hj|$%mY$ z;MssWdvrfHm6|I#mpz+~pm+G}<=kkB{X=f!mp>8Fv#0&h@mhc43i>K&&WU8W*dzU+ z<%-W|x|s=n+PYH?n4hvV(4Kq$Thon`eoQD&V^8i-XuZrHJJ#zu_F_NI7k9MXCRVG| z+GbG2|3XvTls$P(BA@KhSxlat$gu%+_8Jjc>HZwLBhDd#TJy%nw^} zjm~w^-b-(x?~h*%y_emD)!|`&&&NnqWuE(N8)3#9SA!-U@iBXEsKSKtDCQhT@sv1k z=5zVP$@3>f2W8z;8s4P380P2jzxst>vfPdyn+AQ^`sdQI{45zlw|;GFE`I6LcIDWF0Io-Is7BX^fKH;-=q#7HC# zj=ec&dmUr7yuG=dwYT4CX8zd_Yr=8G3zQzk4;|0b1f4At#B7vL5WS9?^MlTxyp!Z5 zX8x2VqV{RDdiw-TQ6kC>=1=I^Tk5yyhi3zP(x~3(*(2(=8j_Dg0?9eVmFz1Xb7ZU* z`33&Jg+^4#+ZPWx^(@-GC|i2s+<&ElTJ=~R9_F)rjYL&CVfshb7Gj>zaa9eI*K9u_ ze&JG6=8ocxbRNc@JXCXJkIk>Uj=dfWu(&2QS&Yzm+B5S-vII`YX>^{1X9Mc&(RDdG zPAmI73Auh?$LH|>@xi#4&XFb6L7w6U6xDRb8WAyZgp zX?JT}-rl}z1>@+BOc-V6;ATZl+-biVT&p^FBEtbWOPfEjk!06F_C-6bD?sl1TAw4C zp%t=stN`Emgv#+{(E=EYG2t?m=Q|~R5KN6s4AcKZf6@e3DS5+^@nw0f&k;+Yab`(N z;FCx70qb*Yw0;DbCX_O7ws5?dHTwPj*TGrD=Nis@pz&o|Gw^2n zs31$Sg7aMY_AnAwip!$a8}@RNu$8W`HXm((r7BPbAeFjos;9PKQw+ zRRKuOA+ro?29d9#Q43;l*5vi5?lZNd&yTIfJziRfzF1fMiiYxG^wF&ueAofn`ajfOBV3W_K!X7ejhO_Iq zj63nBIPchg{h!rWP>Zxrpkz1Y5**+a&$4|OhK4;fu&cSs=lLvxwaGZAM6 zPrr==t3>*J{lno3P-uR!_@<5(S@#-)*{%BtD_t1jbIoVLUE2=jA?!i6QDRMz%s zUmOr9bIERasywn>rTIvf(Y`pR7?kDWvscvl&?R#8$$Yx&*facHQM{0FSZq3fri1yB zFVGY>We?U9I(73Bt}%Zv+9SR#X~kt|Z|;YnT~8Yy z+U8~o@>*M_H@q9Pa%oNB!v0NxohQsOH~U~e6H1xA>cpyGXh4T$^miJVD4qG0{}0Nu zhs()#(h_KrON1**;}$NmU240S{?496YG0)j&u}%2En#2Sefe1VB50?~IUAa~j&teY zXmMkM1o4dp+}RK}<(%#kg%8i()Hw%}qbB8$pc8mL_WqyS?dOjMdl~V<1;3*g-@Goh zifn<$_WA}zyv@QVkK{bKbxy$c&QrVP&G5RXJ$6?z=Ux5CNL0uar_4F~yFEls+_GGy zvC1;q7w5zz%T+cX%Z?wqj=kv1DI!{ROaJ)`Sq|oBr${$tPb5vGeijvetKr#zI(u}z zo}MM--gS8Fk!xrIOXJN6k@b&mpWzLQrbsg;d*QKuxoAuKkEJ@3wn^Uag~7!h$DWY3 zqK8GA(NVX%a~JLPiMgiN%y)%P-yWo$wW;`qqRbvBx-|bvT^5}XV9(S5W!XdK#4Ih< z#q&q(i5n^$+x#xHSoWc8PlM|?7GDh%GkhD1zSmk4H8><_ikosw8Kyo|x|pxw*^@fQ z@B}KD>Sxk}-0Jl*U=k|2p*1;J9iAdx3((k(M`|l@WgSd> zOE237V<=YUk_FVR1SwyB-duW{eB+FGAi!7skaZU`fTzvM5hOp3jnZ0W8 z&2{VzUb0y{+Egb7T%|_mkf3rmWsmwqJ!!C5P{f{s4XCq6Pao3ww(N7a5F@3uGNMTPoCSz;z6p(8i7z;9`$s&qyQ>Zoa<%c7MSrM6}4E-}6knKQymB z{TvfY*(WlM*~8)%>=7A?`%`9*y~53P?CCEAiGf$M^|LF{5tc&&MY<__lsnWWSwnBW zJR4AFkFMa-wG$Wa1%K%;ye{pEwDIB`X4qk_`UzHASeMvHEq3e#*U-%AH4Sy0< zK3lw8;fdo)-SXgrmZL%agxJp#jl^iQSA6_U>6Q9|MmQY1tq*nVPuYjEv9Igci#`3e zIO5nE5$irBI&?^&NOxtAG!{3rXprBh8lDZPvj_WQ%RZ-L(-SC2g}u*3WPbT0{O+0l zsMW#ED578m()>0A8#3#|#UAHFg`XL{?tVX0T-<6LhzLKSa(BHC6!~B}hs3i-_4@$$U=W!71j)H` zNREA_av%6>AD%t&44Q6Ufm()y;Pg#frI0n}(6I2YSsk9{gU!_r`s>ymA7{x=vwbxuquL+|pE!CIb>Hl~ ziT$Brl`|*9)-DvoPNmQ)AwgwIgq1vVLaSt}zpgpcEYHebA~Y%VET1H*k7ndUXJc6c z$v6Z#YM#drc_y5XKhC}wAT{5<0k5ueMaum0PgZjI_^d~F<|Jrg?V*-;w8wNi(?W$F zt5%o-HT8vUW7}vaw<}~qDf2@^Ir{OW{p_|SE=IoW&+34je7fj(NT!SYe30kGp`8U{ zRzy|N|6Y4if^

xO({5r0V59s8}iHg4pvri{$0!h5IXbx9_aXR&9yl{&Il4`gv2 zdm-oi#mIk}>#z4C!y?B7mAk3mL%$5rpnsFkotqnZHlWTPU5lh2*Rhw|stH~eun`5; zU4;HNF2_1wUuo?peWX2Oeg^G&9DBm0jCkG3FNRtERoPbex}Yad)X?cb5T7vwB0 zUM+HU#a3=#v{T#)x!EEKKYlIB3hj{NSN5z**Kr&&WUqK;_XY7cuU15X4hfp#rX17t z2a&8rgoF@|IrgN^F_o6G?6jX1Bq z$S*B`)loikI_$ntiyCQEf+2cD)LVvOX-O&lpe0@%CQKL)U#iDMry8Qh7~*5&(o$b< zF`Tv6S9|`9$tI4k11IiTE^TH^)vm!r57-I1YQHJn@+ z6nbmueAF|U&6RqZKlU*a(=dNMvb~V?VP8}B?Ri00=dmLf9DbQ8**iTaf68)|#vsdR zU!0QIw$w;!Hn;#?A&buF5=hP=vt(cK*d*tfdsW1f+C7H~QptN!_s>B; z2D~r*ur?aa+VdY)ho{A;!A)-XSlh?O=-Ny=(|OZ@dFG5W)3i0>t_vA0=Q5!@Y@Wxl z+hz8i0$E(gUZ+oyxW4^v@p<$jSRVX@%H5bfJ!vcUt}}&a1M2LR!}`YRpV5t~f8toF zC$jdwDHUGag9ipTl7_zPvF!N>O^!sGvX*rcCWlDI2S1ob2X`%G=E9Y@$_ZQIkWnEdx<>Rv+U0i7-$_bu1wyE`a z$3nqxN^)MWBUl?*wYPb8?b7B|XkbNCb@E|TjrPW`7*DcjwKSd}LS*)6U$hffkefA{ z%U8)~eaeJ2f)3;p_OS6}pP^rg880M=bH|U7)n@k(RIWsv8^n|J-N7`LL@O(6cs9Z( zk?M_Z*{6yA?vOxo4v{7MiXTtr>>P}jZp}r3Z}dX*8urEs(c7h|(aWU50qj*_`mUf?;ggyb3C6SWlDsV^l5aA%tpPX?f)!l9(%71RHXh+VEr~*&(isll0C~OiRuGLVrQYDLJmQW zn&*r{z6H!osnQwY^?n zVOlhGI1|dF_<{Q-v|c8Ny>y6A(8Kzyu3_EuD{B^rqpp1kB*9N;iV{(7;IrsDdkASO z_S!E$b4JMq_@sf)qGuM${w#5uia%Y@MfuRRxC5Z2;dt9Il`+?Zw7~`>rAgYb=?alD(2mu(oTE)a0@1kGON^w(ggmsB&+w&DT|_AGk?k&!u74>EoMXtkXNR(Ieg<& z`k-?;eG{LhdJ|E|Jo=L+s7%R|K8Cp*>NTk~&^3yZ*1)Ha>VtYqn%EizNXDV=e%~LL z+srC;SiA~n&%c2)n`EN#8zWiC<-^*eTc0rZZn!jf`OxnFv8hdirL+fQv$l?IkvDdCbPx05edj zr4$!Xu@h?B0m`lula!R27BwOzDKRSgEkjClY;i^}maEFB^u(xP3DK#ktQlVIp@?eq zk0T7xY3X*Ac)#=#{Jkpuds=i#tRb!V>JF^^Rgz*xl7l1hZy8vt9R+?OCVo_O%2;he zQfz!`TKq65w`PhVHYy=0HMNAywNi&gCm5oVlTwS$o7mSnfz|6vq)m-a8udE!sukkB X2#BG#yJ_ literal 0 HcmV?d00001