From 2bd0ae7a57d867eb7b0727b257cb0bf51f42e6c6 Mon Sep 17 00:00:00 2001
From: Patrick Cloke <pcloke@amazon.com>
Date: Fri, 7 Jun 2024 13:38:40 -0400
Subject: [PATCH] Add a module for Data Quality Monitoring Job for a SageMaker
 Endpoint.

---
 CHANGELOG.md                                  |   1 +
 README.md                                     |   1 +
 .../sagemaker-model-monitoring/README.md      |  95 +++++++
 .../sagemaker-model-monitoring/app.py         |  30 +++
 .../deployspec.yaml                           |  25 ++
 ...r-model-monitoring-module-architecture.png | Bin 0 -> 56756 bytes
 ...r-model-monitoring-module-architecture.xml |   1 +
 .../sagemaker-model-monitoring/pyproject.toml |  41 +++
 .../requirements-dev.in                       |  12 +
 .../requirements-dev.txt                      | 233 ++++++++++++++++++
 .../requirements.txt                          |   5 +
 .../sagemaker_model_monitoring/__init__.py    |   0
 .../data_quality_construct.py                 | 102 ++++++++
 .../sagemaker_model_monitoring/settings.py    |  87 +++++++
 .../sagemaker_model_monitoring/stack.py       | 149 +++++++++++
 .../tests/__init__.py                         |   0
 .../tests/test_app.py                         |  30 +++
 .../tests/test_stack.py                       |  75 ++++++
 18 files changed, 887 insertions(+)
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/README.md
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/app.py
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/deployspec.yaml
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/docs/_static/sagemaker-model-monitoring-module-architecture.png
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/docs/_static/sagemaker-model-monitoring-module-architecture.xml
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/pyproject.toml
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/requirements-dev.in
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/requirements-dev.txt
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/requirements.txt
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/__init__.py
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/data_quality_construct.py
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/settings.py
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/stack.py
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/tests/__init__.py
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/tests/test_app.py
 create mode 100644 modules/sagemaker/sagemaker-model-monitoring/tests/test_stack.py

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 706db2ca..21af9d19 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -11,6 +11,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### **Added**
 
+- Added a `sagemaker-model-monitoring-module` module with an example of data quality monitoring of a SageMaker Endpoint.
 - Added an option to enable data capture in the `sagemaker-endpoint-module`.
 
 ### **Changed**
diff --git a/README.md b/README.md
index 839eb779..5bb3444f 100644
--- a/README.md
+++ b/README.md
@@ -32,6 +32,7 @@ See deployment steps in the [Deployment Guide](DEPLOYMENT.md).
 | [SageMaker Custom Kernel Module](modules/sagemaker/sagemaker-custom-kernel/README.md)                                     | Builds custom kernel for SageMaker Studio from a Dockerfile                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
 | [SageMaker Model Package Group Module](modules/sagemaker/sagemaker-model-package-group/README.md)                         | Creates a SageMaker Model Package Group to register and version SageMaker Machine Learning (ML) models and setups an Amazon EventBridge Rule to send model package group state change events to an Amazon EventBridge Bus                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
 | [SageMaker Model Package Promote Pipeline Module](modules/sagemaker/sagemaker-model-package-promote-pipeline/README.md)   | Deploy a Pipeline to promote SageMaker Model Packages in a multi-account setup. The pipeline can be triggered through an EventBridge rule in reaction of a SageMaker Model Package Group state event change (Approved/Rejected). Once the pipeline is triggered, it will promote the latest approved model package, if one is found.                                                                                                                                                                                                                                                                                                                                                                                                                                    |
+| [SageMaker Model Monitoring Module](modules/sagemaker/sagemaker-model-monitoring-module/README.md)                        | Deploy a data quality monitoring job which runs against a SageMaker Endpoint.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
 
 ### Mlflow Modules
 
diff --git a/modules/sagemaker/sagemaker-model-monitoring/README.md b/modules/sagemaker/sagemaker-model-monitoring/README.md
new file mode 100644
index 00000000..69d34d41
--- /dev/null
+++ b/modules/sagemaker/sagemaker-model-monitoring/README.md
@@ -0,0 +1,95 @@
+# SageMaker Model Monitoring
+
+## Description
+
+This module creates a SageMaker Model Monitoring job for data quality.
+It requires a deployed model endpoint and the proper check steps
+for each monitoring job:
+
+* Data Quality: [QualityCheck step](https://docs.aws.amazon.com/sagemaker/latest/dg/build-and-manage-steps.html#step-type-quality-check)
+
+### Architecture
+
+![SageMaker Model Monitoring Module Architecture](docs/_static/sagemaker-model-monitoring-module-architecture.png "SageMaker Model Monitoring Module Architecture")
+
+## Inputs/Outputs
+
+### Input Parameters
+
+#### Required
+
+- `endpoint-name`: The name of the endpoint used to run the monitoring job.
+- `security-group-id`: The VPC security group IDs, should provide access to the given `subnet-ids`.
+- `subnet-ids`: The ID of the subnets in the VPC to which you want to connect your training job or model.
+- `model-package-arn`: Model package ARN
+- `model-bucket-arn`: S3 bucket ARN for model artifacts
+- `kms-key-id`: The KMS key used to encrypted storage and output.
+- `data-quality-checkstep-output-prefix`: The S3 prefix in `model-artifacts-bucket-arn` which contains the output from the corresponding [Check step in the SageMaker Pipeline](https://docs.aws.amazon.com/sagemaker/latest/dg/build-and-manage-steps.html#build-and-manage-steps-types).
+- `data-quality-output-prefix`: The S3 prefix in `model-artifacts-bucket-arn` to contain the output of the monitoring job.
+
+
+#### Optional
+
+- `sagemaker-project-id`: SageMaker project id
+- `sagemaker-project-name`: SageMaker project name
+- `data-quality-instance-count`: The number of ML compute instances to use in the model monitoring job.
+- `data-quality-instance-type`: The ML compute instance type for the processing job.
+- `data-quality-instance-volume-size-in-gb`: The size of the ML storage volume, in gigabytes, that you want to provision.
+- `data-quality-max-runtime-in-seconds`: The maximum length of time, in seconds, the monitoring job can run before it is stopped.
+- `data-quality-schedule-expression`: A cron expression that describes details about the monitoring schedule.
+
+### Sample manifest declaration
+
+```yaml
+name: monitoring
+path: modules/sagemaker/sagemaker-model-monitoring
+parameters:
+  - name: sagemaker_project_id
+    value: dummy123
+  - name: sagemaker_project_name
+    value: dummy123
+  - name: model_package_arn
+    value: arn:aws:sagemaker:<region>:<account>:model-package/<package_name>/1
+  - name: model_bucket_arn
+    value: arn:aws:s3:::<bucket name>
+  - name: data-quality-checkstep-output-prefix
+    value: model-training-run-1234/dataqualitycheckstep
+  - name: data-quality-output-prefix
+    value: model-training-run-1234/monitor/dataqualityoutput
+  - name: endpoint_name
+    valueFrom:
+      moduleMetadata:
+        group: endpoints
+        name: endpoint
+        key: EndpointName
+  - name: security_group_id
+    valueFrom:
+      moduleMetadata:
+        group: endpoints
+        name: endpoint
+        key: SecurityGroupId
+  - name: kms_key_id
+    valueFrom:
+      moduleMetadata:
+        group: endpoints
+        name: endpoint
+        key: KmsKeyId
+  - name: subnet_ids
+    valueFrom:
+      moduleMetadata:
+        group: networking
+        name: networking
+        key: PrivateSubnetIds
+```
+
+### Module Metadata Outputs
+
+- `ModelExecutionRoleArn`: SageMaker Model Execution IAM role ARN
+- `ModelName`: SageMaker Model name
+- `ModelPackageArn`: SageMaker Model package ARN
+- `EndpointName`: SageMaker Endpoint name
+- `EndpointUrl`: SageMaker Endpoint Url
+
+#### Output Example
+
+N/A
diff --git a/modules/sagemaker/sagemaker-model-monitoring/app.py b/modules/sagemaker/sagemaker-model-monitoring/app.py
new file mode 100644
index 00000000..613559c9
--- /dev/null
+++ b/modules/sagemaker/sagemaker-model-monitoring/app.py
@@ -0,0 +1,30 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: Apache-2.0
+
+import os
+
+import aws_cdk
+import cdk_nag
+
+from sagemaker_model_monitoring.settings import ApplicationSettings
+from sagemaker_model_monitoring.stack import SageMakerModelMonitoringStack
+
+# Load application settings from env vars.
+app_settings = ApplicationSettings()
+
+environment = aws_cdk.Environment(
+    account=os.environ["CDK_DEFAULT_ACCOUNT"],
+    region=os.environ["CDK_DEFAULT_REGION"],
+)
+
+app = aws_cdk.App()
+stack = SageMakerModelMonitoringStack(
+    scope=app,
+    id=app_settings.settings.app_prefix,
+    env=environment,
+    **app_settings.parameters.model_dump(),
+)
+
+aws_cdk.Aspects.of(app).add(cdk_nag.AwsSolutionsChecks(log_ignores=False))
+
+app.synth()
diff --git a/modules/sagemaker/sagemaker-model-monitoring/deployspec.yaml b/modules/sagemaker/sagemaker-model-monitoring/deployspec.yaml
new file mode 100644
index 00000000..add0f851
--- /dev/null
+++ b/modules/sagemaker/sagemaker-model-monitoring/deployspec.yaml
@@ -0,0 +1,25 @@
+publishGenericEnvVariables: true
+deploy:
+  phases:
+    install:
+      commands:
+      - env
+      # Install whatever additional build libraries
+      - npm install -g aws-cdk@2.126.0
+      - pip install -r requirements.txt
+    build:
+      commands:
+      - cdk deploy --require-approval never --progress events --app "python app.py" --outputs-file ./cdk-exports.json
+      # Export metadata
+      - seedfarmer metadata convert -f cdk-exports.json || true
+destroy:
+  phases:
+    install:
+      commands:
+      # Install whatever additional build libraries
+      - npm install -g aws-cdk@2.126.0
+      - pip install -r requirements.txt
+    build:
+      commands:
+      # execute the CDK
+      - cdk destroy --force --app "python app.py"
diff --git a/modules/sagemaker/sagemaker-model-monitoring/docs/_static/sagemaker-model-monitoring-module-architecture.png b/modules/sagemaker/sagemaker-model-monitoring/docs/_static/sagemaker-model-monitoring-module-architecture.png
new file mode 100644
index 0000000000000000000000000000000000000000..b436677802131a7c7d23e072db865e8a3f3b1e92
GIT binary patch
literal 56756
zcmc$`Wl)^mwk?d)c;ilh;O_1kT!RMp;1b;32@*WGCP+iD1Pz)X!QC6T;BNQf-Fw$L
z_tdHH$NlqFHAPo9&yu;OjxiT8>Z<Y>s3fQ`FfbSjZ)7xKVBq+H9}W-_@QE+0A^{8x
zC5(cMq_(&5;b-JbJXzexA(P*NiixPGZ&J`xXi!qpDsb>Ps1!meLGr3a(ZL`F4Mgn}
zY7I9X*yO4=1hhL<4@Lp}Lre8$)?U`0);k9~-=j8~q%RjS&W+xF7=`zerNRTl!2bIc
zjRS`zu_W_b(VT>`AWY(b*vex{?k#UfB`Y612oxMVf+Ddr=O1E90m_stxQw5$_Be<Y
zD{q>E#`>72P_9|Rf%#R9MdvW#sBmm~$)R*I9z4~wy($%lW0(k4)G)3V_;&H|aD3Eb
zZoZ79`Wq}-Wz9?bEMaD>pq7s?y$NW9<XT7}1e26bQp<?k29itRgP2DWT};5RI?4S4
zl%}uYSj(iA!heu)8%X~zU$U#P+P${VwHh3r5f>aX)kA}0qk(bV=$0KwlU(a#OvdF;
zvSIqGA6$Z>rT)j`_OIbbdw%xGWOrl{adG!8XQ6;Cc0-mWLU!q;Iddvg1P}rxjBD5t
zEHKImbca^?GcQ_tuHCuD-KKtpL>c|>{OECe1hic447G`M_xru!PpKZ8hk*<C*L>~E
z;cuVgbOSNJijsuEfHKu!p#A>+M6d`B@@t4;eHd|BID$-*8&bdUem#_Ior}6%!5rP*
z+faD~7K+k0k2e}-sC-*jiYA?$E3yD{!~&wxpc%&k2}Dbrk9HGM(z@x;JuxwM%yDnj
zx_IwhY;}fb(DDs8$b-P85Rf2C8~X~abSz7nq<27Cic)lW35vP2-tS($BxG!LKh-BG
z@mKn?_Ce2iH6$z^9q-*o1Cdz;l@Vcev4dM&r`;^-DZxqw`q9wHh(7L!Y^_rHgMQps
zsJaAPEGz;Jz2^NHE}ZW%^kBAd3TpvzC^;vKCylGg>r6tIO;B3nQRqiPTR7jN0PD?^
z1NP0+uuFt+s8ld-8IVURJH^BFWYDHy)cPSpPXyv(s?kG{{RY3OPJ)2Sjq6iE%6FzX
z|NP-oWwZN^c|J~uWbUu5BK*k)7V&6s27vO}(nk1Ff@Kl1ReyMyGtM<AZhw(-){aeH
zr!0l2>$$H98w8k|LAJ5)MRb2WXt$1`N$qN5n|<4)5DpY-ixtzy#dT|W?<s7LoB0|E
z3?CL828=1-eQGKM3Rf(Mk#p4&G!gaH0+BXW-1;t-H{7#ZNQo3K)RvRSaS;f9$nze5
z?I!SU=J{S%8b`pL(&=JN-Uu8Gf{o6JHXSIS1na}8&=H`$hw&5nF?%C1vvD%nG93`p
zPNB-m;<i#HA`w~D0_oa2b>v>2%sSuqTy`9TL6GP&0Q7t2tlyT>6b&vx9D~iNzY`KI
zV3!f0(s{fvvCe&+|GvJ@(t~8&7?eABdoZZ8p?h8Y_Wm+rrXvsoDo5|8jSM>kY(y`S
z3_et16NLwr+6mQ~QS$LXH6=0;O%g^XFfxSohEBEM!NZ#u!(>4=<GZ4vQGz-#Fu5i$
zc{;S;l+qLnZd8qdWbC75jON%y#_Vq)L#*lvR+vLhrBxjf!y8%O@9(^B*K_mf#~e;e
z%l+@~Fh!>|2oWSG;SeaDsA0&ZLnTU35ODb&^6#krz}Zy&`u?41<#uy(qNMj=O52~&
z>hMd)j~-3HMXbO=mRW&^mg*-m=|L4Bk!ywI0uiK{=Xe2;Qal2_)n~rcj@8?U4H?x>
z50@2ozxf%8e^F^>bf7Ix)ZpG3hYMaOn1t0!BZ6T<e&GbS#IOX#W5Qumjk)-{xK18q
zjcYS`;pbmfFEs}@ft)e@JPr-q%16~$-Yf1@`sP<?I0QQOb9*T6^o5<TgtyckWcRRv
z)j<+VrtHDNXehSW{3GGz#dg2vz<>PE7BmOG!1wJ{-ZVd**%)G0mq<ftrfYD;hc>2@
zQH|;{&D3z8^%?Ac-y>k;-(_D;(w}ijSs5D$cspZ7lM+6K{Y)d52duzV2`NmH(jN|^
zA0Kl;VVRm;BL`K~vR&6^sz@v2DW#}z-{P`QSG4nJ9@lMu0%d`g?XK1LJOxio*V!05
z=r5X(H3XGd%R0Fz0#WfVdeZOX+qk1M-5bz-_h)Xqtrf)j!2+cGxI5a-@vA@INRdg;
zI!1SzS1VgFNP=NNdP=|w3|5FR5F8{6p61q|+bC2-NW2fq3yU_!q<1Qxa=ObaZ`?6&
zA?hc8tWfwAM19zZwJd1~cn#3}Yy*X#Qo*|7<J;o8iW+5X#W^F`E1w5S$}6wibQ?Sm
zDx23>qe+*?099t816(|(3pz5KC#AacA+F@euS_mx6{qhqGxxg#*SiDl=Z{Thb*b_o
zq^p9Hd=@zY5lhdQOPoj9Ak<p0U$kCu-7JH;{>_Z@*+y+sAazIo0iT9lZ7bD3n|N_1
zTvJ3KghT0qm4Tmq7>2D7>0Iy}PB!>sk$iZPC6Pij1>4|g!-Q$wnOg3(Y;4w09W<hy
z+cyr+q1qgAar47#+x0|Z-_{e3@ntZE1hC-Oz=Db2qa(mwQK?^VNM*+pPd*s#g{+_a
zS(7E_ZLD)IrLX@~LWNQO26y%Iwc8uGy;jWDLlN0IBsfaS7mXo((HIe7xttc_y9e!L
zLoKOrzrZr%)h17o%DX-T_15y0<a1l@#<CL-BBt4G_Q^Fll@nPfHb+PWJ&Y^vrBXaf
zXxAe`-s78`7N16QwJ*AdwDTb|e4g8nQhWS+5nRrZy!pq%l1p<w31*}q4%leYLwK+Y
zRfy0l{3)ITLZ#;G=ny*GL778LQkDMq6+H2x8q_==b}s^b4~BMl8d^FBi&R^s-$%(&
z!obY{4!$mtR}Kz#5nLf^kki7LTaAZdkC#(Cah{W5w{uz@IU0hSXi`0uii$S=lMp5l
zQpN8mbW^;(;S$wD+80ZzDi^quGeebdDs2;;^RcTC8>IIJI2NfnB2<J!skJODG+Qp(
zS}=u$NjCEV=0gp<<3o@4IH&5xD4e{JL6DAUiGQYPs=<;~Qq@^snJbU`d5h_EKw!-U
zwx$IS94r_T4#YazOimDJE-qNdwMU1P3iL2y%$lcjn58z2%JcE<j&r_behtNYhK5b3
z-rcOTQ*wanJMQ>x#~cdHXD~mNne=NgBn=p)w1txhG#4gOjn&}eG`FzlsQXLlHvKqH
ztvJ2IeiuQ{#eY&v$K@S172{K@rYFTBQycR}%rj3B-XG&wIi5VG*8S5D2OsZ^&OEEG
zkr4q;*#UU0!&W{BI)d_R_4BX+-fPkN-yT_5-?TO>J@O|t-G!_1O=_3oNC>W1+2eA)
zcMst>QK%+_VpQ6XP)$^&r+$qfyE3@DGOpH=76m*P2sn)xus1pyTr!Qidzz=~Wc7^t
z7h_1sMU{wnQyQc7EW?yKs6x}@<U(vu!>ms0Z*uvTW543Mu${F7nNrS^9;3telEp*<
ztJR{6!N!cEi{Vwjf>I+YCyyR^crYXr5JF!UCmCoiL?YpOgZ>1mzEbvkb986Rt{vfD
zkyLs`1&n+Lg;CLYro3NfX5SoUMY6chM`e#PPWpI==n-)<lH>ehI2PMJD!-dyeQ3^!
z;^80(fdSb9R$feu&lD<g0j{W#UP=pUAnBWW#Z3QvcM<7vlGd1qMj&`NZ<c%xnO*$J
z|Ii^7n`^?mxfTCjC=AtxeNSH|Z{Qd0@qXT@TXfFuZB%fU3@Z>pD~t@3(GebSE5tNg
zcgo%*YF-3R&ZWvOTQ`@OB$1@9kq+KL#>|t82^g2K{9Lx5xKzA7w(l|YS&#oNZg3fe
z|FCw5#&<S|?F?*akR=BaT6@4g^?HblgM+I<+N8-Q8KTU-hZ&dUXxJP9Jp(@$vNZ&q
z`v>-JajK*H5{1~K1`O^N-z}UBpf23pw+s8s-E((p9UAuTJc+1mV>Pn8B7Lv5;8LNe
zq@ib987BmoQ!*7`!Nh-w@DZpL*X%w+w+94Vd%8`R2Ip|)JsDUG26w*7RS$Z#uv=a>
zpKQC##h$yT(5osGXZQK$|M>G>K{(N=P(EB@U&D`RYlP^a&wQOvCCo)jZ_exq0t+Y{
z|BJDszZm<Mp7Xuz%cv0>oTzdEn(3{tbA)ya)p#Qs+3yK_6PZAD8%HA=i+5MLtR*e$
z-9<K<2Z$FgU#hrr-#UB56igc2{s}4gpbm^lS^pBNhh7zjNyvb9@%iENN!g_(f}&}b
zbjzobqDKsnt$u1s&J9XMA!gNfpPP<i(&H0iXWZ9uK+n3vna*}XP<s<*K1qmzqsf3X
z`&BpaixSKU_cl`Wi~ZpYzL4fuRB}twcE=AGmM&X*g<78t&=%)~aVy9~8j}_Rjrl7O
zzxqB=G+;6TQAs8prdP%C*1`kGph5<vFJp2HBJ#`gK13=Q<|No0_n$`3k?$A0YQKrN
zfI@=xn}Y;J&rUYd1V8X)IrlhIn|PTDsu*3@mHAZvMRdj87b+kJ>B$1lh-rcd8NoqD
zqPB%G`x{R}pjlb2<PN(@5xKm%yH2iV$MIR*aP94OxgC#ZUjbw|vIPb06-ihyEg%_|
zpYf6sUB(DZ7(Ox?l3AKo#q&qHLwpvx=w-Fds^imQ6Q5?=?xT3j_J45l$ofZUrFC@g
z!8=OAAPmz2k%Z0U0u!!@M%@)6=Gv30w<xSbsjN@hApyZr<Xr!7w_D1-`SG)L$D75T
z3n50bs$BSfz~zkr>4DrU_9>*03d)nIwYDESoTW$CT)I~6ztr|FFAsh!%76K(b^CSl
zqa5z$33+MDJXt#9f$uBy|E0F5l)UR38DQ<8`P07cpM%M53|Y>7AihxSQ@wEOOFY|9
z-#%JC{vihDPt^A(+JDJAYm9uAmqrkn!YQ5fXxeb-air{CF|M>9B$U{oiqo5XSGTtu
zhm7c9x#IFkd%(b1;|8~I=5X90!;<1Kh;t-4ea%h}j1ZdHeZ4r1N4-9np!DNDS|+TH
zwUhc!>-xK#<}!Y)#c+({M`F)cyDz!!J7CW3GudNGQzf`9<XuAkKKD<BNrr)pJCkO2
zXbnd$-rt#ZLi86bqC}87Zf2eB#zOy^VYL>r_o~c+$6-O4%D@R*cI{Fi9KI=73SRm#
z;>)82n|-xUJzukvJ8OH?VfD`n5(2P(n~58qC*P2eH=!s7nR$g{0s&w7CE$}7c%Z{w
z(W*Cf2D<iqo1Z$)Q_pM@@-H;yqq^ctu)lm;MVa$RQq3vxkr92kiTn|$;KEg5pmZLd
zwkU9kwCZ$px^J3BkK01HO8+RvdHO5C?|5NUVlk7x^{qm}aOTs%yxpF%jtrmR8z5_P
zLnT53><$6gH<g4mF4#pVM7?i>zS>5s?j5z@^$CHm#e1zq3tPkQ+^2*Y>N|&`3elvC
z?84{>u%RtK>0n?9aTu1_c}7(-Z0<C_an+7lxoUn{80&7LpKV@e_@Z^;<63{fB`SJ>
zB7L|#@hXp0TA~OS%#jQ@{}`8XUeMepiON7hX|8IcPi#|ce{gZ$zoNn*GcQJAAEg71
zDAlM|jkABUq47BxTrJ5BxXrIGZc~<IBRDt#l(tWr-BNkstwJ&{!WXrbz&Ns-A)VvE
z^Yvau|Ktj3Fjt6_b>Ru)GT%lyacl+_%->|}L4*t!3e$_x1Pj#k62GtA!g&tp-7`v2
zYKPMuO`h8-kNQT`;FA;$>8tNP($ze0lnDCqYu@pcaC^YPQJSIxK2Hl$qy>iXhu~1f
zlIBg1x`vt+g@pb@H@M{@EMZ@L$I@zDJL0w2!DmTi^%Ut5srquRfGf5@)$u@uyP`X>
z%pVis7x~H?;2B36q&22XDqema6kT^DqXc4~EO#_-SFR11Nekp-2)`OC&~pZ(0?0<d
z3$o$mXi5wet!uwm=B5AonJ?Dv{a&)#tvw&8{CjUD{deFna(Ta3{oKuQlj9RIK^lEq
zJVPhCn6(W5E<B*xGQbhjb<56Dn(D&!^?>==)18%!?5|U`ES%pAHycHa)s4c7M|dYq
zp-D}(U0p0r$cZ5tyPCrGq??oWCYZ5|V}mkZ{1;38E+K-0a=~2de0RN*XOvYM`?=^(
z$VrA^!~0`RgLWG`y~oH&0j2Ci&8aEBdX%~@jc}Dkg#_E@-^=SB<h4gvR09|XXyibs
z&XfkmBdgiPM{rP~eCOH&UB4`Eoj}{N=n+#~9~=F$tW+Yu)Ad_4G8WajzyThuiV5+(
zMvRCRW9J)69YTuEV}2v_W>{$dj3H@%NHBn<geAZLXoz})u6G_OBC(&6aqSh~H1o<F
zdtd(Z5>1azZgEdgUNoAS(RZJ$tLLrN;%*;N#otW*>vftm3XHPKPb`R{E5yek`cuP8
z99eTYmU8o)czLAUEk$Zzjub#=lX=DoK?30t$$9!1jcKy-Z`UO&H6a9_hP71l%IfP6
z2}2`A<(RKoP#7}fA$zlC^zpk$0YEUxd`UxPT6Reg4iyU^KcW48c}XavsD65B;`0Y7
zv?@0%)T)>(*RyPUhzs;*wsYs-jyKtU_%COssvFGM)AuG2C|AJ4VFO+qSL1<*41rp@
z;6zxTnu{YYx5~~UsSp`ggzS&zV2nH2O#MJi)#sk)SdcI}Dja3OXJFNyIu$5z8q#Yq
z6v^29<1i=9*kJx~NMfe62jDMb{$BPSN_5eONQrWVDMurCCI}FlEAhYs+3pLn^R|Q&
z6EqhsQTP|kU&uC4lMMW-mlpoNzmx>BZCwlgUX@>mW8nV_N>eW|r27X-yJ~xG{)Qge
zNVz5jC?eZC4`pHmiepqDGP2DHqeAJlJ#CTUbY3ceSe|}ZSW;~7wu2tN`hNYgL-Na{
z|M?_fQ^2bz3kcCXwQSo+aF{eFUGP|A%dKAIwt~t?z~a#WQ*Et6I0Vqck3j5%U;__y
zzX*^`vH=+u%<+<h7Yd9MgIZn=mN|nw6$$npsMhO_7rMB>E-#i|UWIpv0Gj~@aHro=
z7TJ`h)WC<h>qYi}A9@7Fyx^8b12W~Cm*HOn!#lj#ht3eJg+x~}@EO^62M!X1q6}b>
z7d5QbNdL9H5C(deqq`5jCqY=6MKUO&-0guIkq=@D(B5nt=d_mZzDGjjqMo4><w{D#
z6Xnw)VoaehAc1^fo#(S)ZWmC9=zU<h@5q9py^^SYc*lc7{DYYFu5GrUU*5x0Di)H)
z<rlTRY>g1j>AgbaS0$fw(r+9GGN7UcRa{m>DOozt97E3Sns4_fzn>FUNX@74T&7;b
zFK`~@M0ngC3htj6*#B_fG4ZXEc{`ZP_`2HgjQ8<+HAuVI3{A*?Q(*e5QGyuJS>CoF
zBXoP_Xptvy0(~%9lvz}_xorFDo$GLTCDcB)Tt#(UKI6)9ciup4C|~7y-!PlUkzo1p
zm~Fa7KVqTDL5`TaB#yuTv{O}cYheWXcqsYvyUWi3+Y3lX8n4ps@y@=u1J6h%Z_>6h
zsajtg-V{%>i?=Na%qI!TSRe?<jGLP?UC}`dqjT<Dp>$^5;SDwiZgwZ!qs>LDSQP22
zNu<0V--{V(%*yC3xoF&-PwU0C+<urf_I)ay6&(p$ZV3kr4?3G({+_oiH7LJG+_Ng#
zyv+Xir<90QQ4RURcuhNUh2*(sZ;`pns*`q^rR#{hX79)+X5C8Lhz0H4Q-7Z4uL{|V
z&i5bqdF?LgXjM|ejh)6b*^Ju`v6JixM+;Y<MU)*Et_wDQr)nfR=ts-iEZck;kCNU%
zgILh3YJL(LiJtvpuyy8f|A+j}aaQc^e#*}Gho;ZnMKM*j<5|s|&DuTB!Q!#))l}Vu
z<v2ahB`y<|%I9JnkPI=9-ZB`fD-U!a;JNm6K0e<ccQ*L{RK8sd3Q3uMbDKr&#OJsy
z_W&b8-OW^~Ra&CME~4h#zM#0WGK96^6c9P)dU{g*wwjvt#w@~N6dD=S`ik$p$jD=0
zC4xqyxjqTOIVSC!kCYWVWupZey(>f%$K8EO^+v@=jaK5gV$Y!+dCk$r?-xFn1>CaY
z`yXl;)LDn+4&ZjDa>|R8*o)4_o^Ae-Joa={V>R(JM14g7b~NNGonhxITY;Aw%f>J)
z&8YN<DVl0sG)$vC?{P~!z95$q_Bt;1_i-QJ$B*0V-rJZe`QW$EWRa0;SbR4MN}e)W
z;CKJye|LVux%argvd3!|_d_|KHv<X%{>{Q4_cbp63xvDNX3?qYp05qweebim&h76!
zw-J1cBm#Zko$S;<XM8%n)96hwcy}c1@-ffxEEdmEJn)(};j=)(c0hBQ7`VIQP2oVP
zeDp24Z!PI3*0;Gcj(0J0O6Rk`wY24ivu5iwBe>ig@m+h&zF{uk|E}|S90fV+9m5_^
z{*;#A6gY05OwPl}<1rCAY+W=X{;v{(5L>+$LmXjVsT=D+{(L*#7-`Gq!Nrfo#Mt-8
zU$hi-@ui#f(NeW*Oeq?kqWWo)i9PO}68ZHR!1B2JaCr{HPI-Lp92l8WXjEwqTr=(4
zcKOxyVnx|yhi2*i<lJud{JfCMSkW%hGt1`P+L)``py(fTo37RR++k9$8JiQkr8piw
zE?pr}`JRiVZ@uZtXf>6Z#W8#8!g`Uw<7&z0Zu48#+4<)06h*bSrDvsf(9A+}vC-e^
zL_z(b(L)2T?<bdz)5pFv=4>t*fHbCC%*d$<3<k#*ijy`|^6|ml*6UTjPd&%g7Ckl3
zb%lQAi!$|UVsJjc|HS+TyNoU9!6&=}Pb#MGV=YH6wbLAYFZEes=D|#U(5JkdKh7Q0
zeb)Tz)!Ci4#46ZSA_SDuatXzwHp7KUkpt?5aJM1{zxdoU<A(aT+^v4a_l;~OMJY8c
z*_cq7&xL7k??tBAcgUZOg@`|;IT8d3C&>BpP*Efq8?AbbcTy<hBU}J6WqbgwQIgUU
zF1Dr8xD@UbzQz1j^9=UtDKloONMAZD>?d?PgS_)MvgOeB=n(SCc7D^O(vi?m)N^j-
zMs$zllGBqeu3g`k%c(l~c=;tfHbW)Uv}5ZaIR)7_m2zPOXOg!E{e9XcOWc9(PIFpQ
z&}lZ!F@H{<1~AjKRcrpNKfS16Y>QdQ$<L2sX~H(1c2PL#XMet%CG`zCd!(N4&wl&n
z|M8isTaum6PU3*isT8(nz*|a(z3~8wB3f<SoMq79sP=f@Can^lsS#B=x5#z#Sm*ZF
zxhX(l_#A1u%_lCK_lpt=g)hU(4}XCt?(CC!LN`oBvvGmvA%%-EX{^Clj8fs9Hig}x
zvPO8W8}>gfd_SZcS4lvvuRGv*Tn95Q<Z?1BD-zFx)2rVx`>=pRqq88OEtk~p824HM
z<gbap;C;)_NiS}P1$i#xoJ+3b9MNf&3C|*BrNJ&QpdT_jg|Zg`Y-7v%LqfnkRxI)d
zC!yO>#y!EcDE_z{LHAC=^&D0nyJ3zm)ZL1)E^G5{EnyLItvVySpV^$>jAEc+UpYa7
zecEIkx~shO>rT+V=p4&-Lbs2+kSC<DSIlA6%PcwXtbdx{j%^`xihJX`o{ygdLVp^*
z^{ka&a+rJg1}eo!&!Z`Y=<ZKvn1HD=lc(zE-KUyu=x>udb8~`JKNkumn50v2vys)j
ze@$^GDq}mSyAEDvUkobVl7gxKXsT0;bWL?7<hp(`>f5B`ZPHTvnR?(&z=RSuKTFwM
zSl>!DtN8IpW5$|Jzah8%d1pP5QH(ftWBIEk7UPcC^eVmA?OJb{)8lN4n(39X`QQI6
zb?RDaPKNiDToO3Q7pY311Y9<#dtmG@bpZi?A1Wc9S)|&Qbp8DKhX?_MHEjOF_8Z?P
zYDQzd-UpwXii<7?vej@jQPyZTmav%qhy4qECf!HDq#e5F)VHP0p|ASMRKK$zpguqT
zE{doy-6Ij}!$7N+f^s)zNb3{RuFCijF|QN0L*)b`c+J;Zx#S~dQR8y1k*~}8Sy$8Y
zPzexnC(pD$WnXL!S8D4-vow~6O6!-8=HlNnKS#eyua*+1y4+-|qgP<upi?bZix?;|
z9PpgD?~8DcoRjYFW>HA#ZLof{-dl$H6Vev?g@BwZ&%OM&mKfT;k5+#rm_W9mS6DCE
zRBS)>d}Yw#_BnT`@U^_%#m%VbcO|8ucS?rggf%`Jchu}Vr1OcgN51P@(6eH2fs)MU
zWOI|L8jT3!pe@;~UjNH|-oXnOq`^!v^4^5jr=c!~9)R}5MH1mbgcU`Yf|eP5-R6=^
zLwm)%O-9z|-Xq9ZZG6mxsHC*cyB;O5V-ErCKRXes{ffr54!YaY%}OoaTynXI?a}jx
z#-95KtbaN;=6e=MI>WDpYAr!*!rUFsHV3I3*Sn?4*W>Caus<Y58!Vl0+BL<Ava$1g
zd3DUt;-&XRru4_eM)$2qF5Yk+BLV-RhWU7(F+L`ms~g*BR6BX85*}`0g8`QZx38^<
z&!F8+RKEIF`QX_3Wghmb+Q*G=0s9sJ4(A~3*OA#{LyZ-))9a&3rf9(?vT88RG=B4&
zyToM^ocp6fO{q>`6W4~N!<%9-*_T$k|9Te>=lAbi<lczBkzyZr%_BK>rKjrfUnKPX
z>poBQSALA9Y2i>S@tWdM>)~{iUxyLqf7|kwg*%vJ{$g<*TZf-4OyM<s@!>#z;ni1P
zGFNViE^4?zQT|-_o^|pq(DjefRgf9C{PsKp1<Vx}q*;>ja4$>5Q=n8aODgZzdM-X&
z7MFE_J0aWP@ofX1c*`oONUSt`3HpC}0p{*|BHH<vYAjE?194;Voux;cSJS?eE81PT
zA>aAjt3rFHrJ)`;;_=f^ImeBfk)aCpERsAwr?$QXYPc3>%<~fkN;X4X){pBPVj3lB
zLp#rfsZm#B&rjFlS@yl=2@$`R*u_5ih%9>jO@FHo(_l9)v;EDR(3;1cFaL|s{`$qc
zc7uy6L&rU6=@3_E^lTWK->5*+8<b|ofZNuc$ka@ERII7jK5l~?hV9mlBI|rjsRNc+
zq<$s>ulA#?zKU#P>`%Vk1Wm_z88AH;`^1PEviMu8-l=cWkr%qAmigUn2Hs=}Emm&V
zIXt1qd9p>q!tMYu#&sq8r+Ef=t#?ftiqjU=x8+7Ara|~8N|08Hhb(cO4FA|oHk|7T
zo8HB3>lfXtSZjQWotf&zZsBC6UGTf>vn^&#7$3q8m7A0CjkLF97;33PpDt1uBE(yn
z&y426dLo=f#R8$ujBNfRM$6Yg;w}q4<=wM8W%Ca`7@j{*Nfw%=+m-RxUUR`mQ!{xy
zQGldA=a$L4?M(4vqIG%LO}?p3`Qd#I>N9SD4Y7S;caE6jZ$pB6Ktz{!h*2t}+dz#$
z^irovWbUE@n2<kEr>%3#U{S7l0`HtwVKc=+bMZh8GD3i`9UKh*!cDu3n{t6<xB<^*
zYiu-(fl&1VbYR%T16WDH3&ta-UI9>1Yd{Hv!G{ds7}Y@HKKEYG6dfe+Qgyw~z>o`*
zxOm}6R~q|<|64Bw3|uzwr?%bUiU5)g3%oV;1Ip;Rmx{DH9lk#}`1Q;5Zu6!*AQ^UG
z`duT#Vf6o2c~Ta{0DnrST!8>b84SU@f&nJi0)`Q=DmA4C&1Jxd@Lw5`>LJ0^ytH5p
zS`Cy)cBuo~jD*VA05h%wOG3$@TmY~&U}~)Y=c&QLFIdz6`_4g1W-pTqL;#!7(n0kM
z1(2XFcZ=1=5G%?xMPR)(?>v=B5YS)XT?SPTK-OS3KpHM6MWUdWssGvc|1UxZGqAjE
za+q(;;d4xRYi@2{VbU3RcK`HvKh(LgvljelS{p<dhJ;bH((Y&f<n^UFu;lrbscR44
z+Vd-~C-Ewgu#-)s5EqaLCCMs2ZLZiD!Arr9{u*X9!Hj`?7JFvJRms{g>=n3^d^tk1
z>FBPD1MET$E3)>kc{2~i;%K?`N^X=)kY5g0HV8ORGwd#SHWvRxr{O*Djn(3~k}c^5
zm6O9aJPrf|iC{pLOkV+F4p)LPtNfSjf(rrHh~5|TN22Q!!bkPPe`(0SIW}v<NJ!dz
z`0}K9Z-U<p2{$6F{0m0V%avtLGqZwMRda}E#;D6COosvBxWUM|0ki!MLy#+LTu-&<
zHw>Pm1{P(MYalr9E<y7wWlkJ3MlHyXdaY>E|2zU5=D$uD4-TXx_>ac6yfBYS1SFFP
zu(&9cg>(O4NfHv`K<@Q8TvUqKtvOzwlAMp+tFk!@Ljdfh0#Mu*FJaSvOTvt?IHpJ(
z04pG%HCRFdF?s&}1!3P?2P+YrSjR>(4kSRlSOV97VZ%$8{t+Ft-?nHM3vdH0fR>r9
zOIrZpLK4P|(E%QKWB7v8OuKavfn8`|Y4C*qyB#i?a!czm5mEWqd;*rNqgjFcf}4hn
z<nT}W9k<I{3?!C5+@7aWJ6#>G0u|{c0S1}C$H6p4i@~|wDPsgmhoeRc)g~k}M*3O`
z2jmb2N|($1w~C*b@M+cZa+!3h-mC^(lTTM0X3W$WDLu^Jp6_hgFpL8&Omug%b6<$5
z3+Mh}SR}gGLlVh_CrT7jcl#4a)3~e@e|YTS(5mKUE;KnRy$X8Z{PjH?rdyLu-xjS5
z#nl4V5*-#WpG+7(Ti_w-X6Mx_ZRJc3s?VZ+1jeKe6u`EZ5y0sa3Ft4>{4iy~)k>GW
z1(MkX3fy0+;BfQnDqd?;xF))PeST2NH6jpRsw{o*BazApP|8e>7q8>zOsAFyU;+)2
zH3<P3zj=l}symPv%zlW6q#dM_;l3bHEgudD@R@bun;aMAVsL2dYYQR6c)%HynSQV;
z2efCa-eQ7s4IM6n&!J;<%rXLXEUZ#f$N~<cNeCRC$GX%O%u7@k1r`bLeyedAyZbew
zy;5?w6XxoJXI2avR}N|QQpAcnC$5TjGLoz#>c{{(j0kMa?I*QGETt(w9E<HAR%1DO
zdVkf~a0q7+WK2P;6{!^8gvDPS7<EYr2Bq(>k>4;G0t>y1-6Nfl=z-zsWkOjUuJw>&
zjJxIeRJ-eiz_L&vwXGq6P?kwh1Q(BeI9NyB;Hokhk`^%2y_XJn;s8W5agabTOkDQH
zYw;8_dXorQbia2gq8gNJQ`&rMRW*-IIZkB4s<VM{Xf}>Z&~Hy+&?XB4!7LL$MCt+9
zdjym|Og);Y%xFlOGy$r0XfQ6yl8A47V$#j8^72ST3^XhP-WWGaEI;3!Kt07BLe^q;
zahBpBc9X=}S8=(A#~x+MQkw<9q4XvI25Og1RXAtIjN~WTMTMXmbjeHpSM=i({&9?E
zM%tF5Rujc%S!x&4W95p;P5(SCbB8}Wr<i80Y^pVq$5gih+AVa=(t3lIU2OXl(0<vt
zgv!uhd<4CB595WTp9v}Os*55;Mfj7J^ObO&%prJs$Cxdnsj2oZCf=@9bLd3y2-Grw
z>j8xfKq$cp2m*xGUXR<SZM<ZGgS;iRAo1xmEuBQa^Hb+PS>GAmY(hVkK%H`AsOtni
zowPxA<VWkA2@D4!gWd$G<>ELKsq$GThY7ofjt}fmu8F__I`fj6fFZQ7e|!XQbgsR-
z=|;Gx_mb<1H|w1LM4Vo2hYMkE&3W}(kJ=Lm<xV{e7%oF2zUcAbzvDoIqo0c4Xd&;`
zM1ud|>IERT#{SCW2=UZi>-k~iKm309amb=(vH0&ySP4B&^IvZ*-;m7S&t21s(-*WY
zy6rL<UaMxid0YNEtgi70Jatp!2Mfp@g`V6?O1a*kk4v)vIt#%Cw5pqWjn$!ryF>YS
z;%-Dt76a{-7}Y0jviogaMjBjxG-Ona-~ME-oe4Wg7UD(nYV{|s*k#b-J;jhN6niwH
z86s#uM_SD>2&J!P6%Galt`PTx*5Sd&N^i{4VdafG(eM1XXPy?=aH(c&pOED$N9pTs
znDtJZJ|n8GPm3eiM~<q{0IC_|Vl>0sn=nK`Hi-yZ47yRIxcZwTt>WLQ9J!s4K*DD%
z?$EQo0{=@myiaN?IY}M~UvmX6DmDH*F<=$XaGViHGClx?RR7Y%5>i3cwUYYzll{Hu
zUT<N!gVdB|V0!|s`?jSSf#9s?@n!q~;q?~DgR#2VhnwZ6Qve0cd8*v8%%JVJ00YjZ
z=f%ytl<a~Lit@Xj(rfQTZ_~8f3WcBJV<MM?sxnHv*f5%Bamp4}i$2r$_7zo}?8{=;
znH>8USBnABps6T12MdS>a~76>lMa#a;Umr#WB=Q*M>t+Q&Gk;FR=+LoJ~Sd{4!5z|
z)<=z0Rh5l0F}fJ&#X{+uIZNCg2dBqwPxmcJbRobk#=SiuPBb@5^;%-Um77|njr+8G
znca`3g@`Lawy-c+@ZAOiciuVS(e|$MgYA0KOX3l!0fbElJcSE*I5x_)QTv|4if(&?
z#n@o>ke=&xOTY3s6XEG~#tsI^+|^}MwpIga7(~0F7V_ad?B7j5^0+4%GQ+=n`n(*X
zZ5ak%>6yUMf0U0ro|@OMY@!$Wq?_Bqbx@K~%nu)r44Z>1p*OgVhHx&?#fG4&dJ~^`
zLF}C`=qYZr$?6hHi~cn=Wxc&_=x-P~WkC`QPVD8Wlq1-M71rcC-^1UE2X4CgyqISB
zNN4pw;sHf!t?j9CM{Fw&SSC>+Af>(Fh%c}&IYJl^R}pBt=s$YuRJxnAn=j4?ZvWz0
zeeYkeWuGUAfWwNs=v6xTt@G1|&(v$7Y(?-)z!Ad6ZGv&J)7^ea{Zs}=)4(3b{hcEa
z{+u{5C}-adY0hN!aVckYk8Sv~$aqQVlv}TP)r^bMcV+Tg4+Muzzs5}S)_c0Bpq4+n
zW!)Ib#rwVAX}O3vMjA)kw+ZgN;>|ZKP1dy7>GhG{NaaFWTzi--5-Gt*uqITD!W54)
zLb4xzF^*XU>?6DnFKd{P6$L|(0gF4V!-T*gI4E_^F7pW@x7*D76%!4YV&sVW>wOH@
zYHR0zI*V+RHOk_S>LDh0=^tRB0U{ilnFRybg&MZ8T)J*G`ePckUfXlqYbU~vCVMq?
zZGYvQ2-SLeRP{l((y+*1H+WOiErD1a(<AOfZe_E^*zAK<R0HP(st<~hh68H9MqMmi
z$7oSn;kq@=Udtf6zQinizz@LTtThLH?L#tI&^;S-{!vj!xVZ$~(tP*s-Z5#lIp$!0
z>MK_qxft|w-Te7A%4dn=9!;;FfK5VYL^U9q-C8t4&^%jR1)7Q-S%A#Mf}ThgNLq^D
z6ukmRYr^GB?!@wQU!~yb2^h{gOqZv5@M^!c*67<>9m)vv{7FqKeJ+<K2_k3Pr-7O#
zOyBbUYDJM7nj58Zir?DXUIFsJ?dgFfNlFmxafX81rMd{wzG2X`biKMS$6G~3or>Ux
zIvfJuHxJ6Ec{g0i=hky*9(Iq`SxN4W*T$XPW`*wObFR07Xf&7>K7_=maR*_}9Dl@L
zUxkYQy}yYbKlA$=rKVC^rA~0)PXlCrSqL)`%Th}%F5{e5;4#Inj20Bytjr!wATYBb
zD8VvXro=$7;z){7cP3A01ArhWw<CKqWOBOm;fz-;D1h?1zv8X5IHf5CaN@%jae0zm
zrwIOAU*;ayYe3`#S}PRfuX|M(@|Xvl5tLyN$m9Ua$28=~M1#}8Il))0Z*9>yUq6{X
zT`v}`)f{7Tnp$V3t@>cMK`;-vNFQOa8RPlfk7}D}(&lP`Z8SI`(2eg==;U9&aa=cZ
z9+YoZrBGqM-r^DhA27cV-^V{+-Z0Fdpie*INa&&F0E9Fp1uXH5ew*_4ubUsv{T0_N
zb-G&%HSJuSH{0VIc_k*75dj_Pa^F|!tRlG5uChoZ-M!jY&&VCV2efmeLFtHiEySW)
zI3r*CV$Y&3;UiK4x+4+X*Z*6sd~C0_qcDiw=nO4f4c9905#MK6NF(tu`={%3?xCMX
zt^`y|HKc!Rsj?zdn}*?=Xh=9FJ?X1Juizaiv7kryIi}}$g=-YLXi`yT9ABgGQYo9L
z^wSsnmk$meLUEbf-t1-cFwW&UdwUZS^!8ob&Osn?2Tzjo^(8$^s82||Tz;YcYdfq(
zE6b1;&J?;kIM{O(N){_Ii+C8I{iZ7~4G5eAe$J`p4D?fHwBCo<X2<ApcpYPZ(@ypo
zYG0q^rQxtCroGO2h(1n4*+zsCx}1%>IKA%dHR5__{v6n;8-3K$VwQUGa8h?H(bVgk
zL4t^3Xs1sWP0E@EBy)$-z(HQ=qv^rHrDLzXUWxL<YGdc=HJ6SJ-A;I1=ynVs|2AVT
zay^=d-%&LhJ#=Eppt6aCh$F<}A`njS#~aLVpu_(l1X79^1&j6qh44>R7}yN#lR#!Z
zwR~x{d0&qiT9_Miv8zplR;o<3S5}+4RMG6Bf<nF-5k2;Yj6$OKhWRS<%)Q+S?jBQp
z!Xf&%t(}D4(1x^?Pvgd~Q2G}13$0B7{WgmN<O!-+&FIy_+F8k#Q2532UQhWYN|uHT
zdVFB|)4Iv-fS)J{zz}0-XA-_^u-(Lj=QlqpZD{aX?HW0C!C-{8<A8NAw%^;7n2#C-
z*MgiP1l;^dpFggUU?ScMG5xs}`W|_KL9|f+p6VtI&(9sMJw-B!^+9t)zCV$RCP{v@
z#i=q5l4hv0@Zcl0lsQWDIym?UMCPzM?R-P0ZJ|HKkVo=*l@$Mr=)Nb*pk934*m^hn
z_66HMq4$?g{yR}UxnblNejni!uD`c;>1ek0l>pG#&=Mb9yBH-c*>x*)c#D!2PNvvt
z3l9g>p@ldSQmz%7z<raV;NTRz;dR;|uX%5^)V_F;D^@4a_Q&)rg>H>tBCWBPT8kW_
z&I_Q%qz*tn5aNv>Kz02^0Hu^oC(`<hZmsH22K&Gl;9`oZ(s!3}m256mz+n(910YVg
z91K>=Sc|MQb5#IORgvg6;Jf{*;Hv;8Jo+_Ij`}qNP8Uevi)}DnEqF98fC3Fn0H6kt
zlR{1)gL%PAfcBXG0oLHelK*!)+YypQ#eyFX7MoQB`oowRr(XI6{?#4pC<vNaNgsl~
zDF#Z4&HA6V;Amr@)|EY8K*}MW5&KtVh!fkGA_cUW!YTpvs11s>A!aBfjWwe$Sq^~9
z|9d(4FIWf2&Hiab2o9zLN}+6yLL5-A1PqYc_Fn<Jg5U!}GGvV^?FY<^@oxnMI+X59
z24O1ve}Fk+E6$k}hLl}oGseT0%S46%9PmeH$gGl6&riu!{?hafL*o8c-=;*D55h^X
z`${(OK)0q`vWz&Ge-0ivx2BidL0`9mIVsoPywv3X%L>EIzrL{`0|r+CLK%-)?4Tk@
zNp`DV&Jws%fc-O35{RM?FEHWpO4mZG*HJ>AATY!KKqulGy)Mq?2fb<V7XJasf?+6J
z{w~9Vl)nG-KySjh%=jx{=X$^t-Q7|Bz{)~_5_S&he=ZTo`Trw%pw*+b>8EuhM4LnE
z<{dL2sp=ASps?@40VJ7j+O$Qf=V!<k_c}pJZ!mcXsaUe>3BhUgyL7YDa#?Q-&O{iN
zSjD`l30BMV(|uCSYKsC2E?ofvmT1X$c5M$pZAfjZGd@?#O4WVVMQ#$z>&gr0)B<qT
zEfK~4kJbeHm(~O-Dk4uO18DOy(6zBQZvKhUFnze;E=vD&Kg%k^_v6pwq*6xi&N9x|
z<`o8?Q2$$(fpypSJKwJAc}T=U!?9!n=~Q7Mr>IBWneOd=<AHX`J66R!5#l4g=dkjH
z-<@jXT8$(_ot=w~qU{q!F+1NL)O1RNo*#8%8w13j-#8qcy*=1VU~9Mfyq&N=-X&(V
zfpL5JAUnluEz_1ytDFg76AX&Qkr#zLm0F0oqbFG6g$k3_5e;hSuvTXDASHc}@L*JE
zOUxN!{{^*@X)~DraswcH$F3ZV*f4yzZ*?y2fA*Z+yA~s9j+8U+bEWlR5SEIYB*4dz
zemm4$tn<EoZ_wmM-e@<U=7yr7)ga}_bm1+Q{XAU~?0!k>lsOHs0Tpf$T-u$ghf6)I
zu`LSOGzucg0!~nmJC_HW`g?#-F6vuVJx4E%CVl#ewW?g`pR`FO+j}~ijpEAvOKE91
zt2uh*NIaCwYFMH#j-Y6<*?BT@q;stCV7AgTfl2cLk*P<FNG-K|6w@w0d<b+T*;R=^
zu{&8lx*P(JEHoWBhw*}IM1!7G@`E-^I!x)TMp9x>)2ir#?sxJTq1KZ#j#EIZg2(0@
zisEM`+D6}XAK!y%oeANty!4k=gHv4kN}a~ohP5dCdeOKXL#Uac!<2XS{iEjZqW69E
zJS^MfiXSOMOhyy1J(sbYX6-Jx@bN;o0Q$SZX+urB-rH<{`H^)nl^OY;Hj=BYW}e-4
zCruWI#X6;hrHUtRo)%}XGyYZNSBesE-vj+grTHaF8Elg=olj+AqC)D;D`AxyVGC1D
zZ@&d^xPk1)qLXNoHWgAeQ+M)85#!P|0EVJuzdNi1F9=%Zc4Y1GP@6hY?7lVl)}YlJ
z)9UvF#GxM=iB@aanfJL;_FLoxck}bL_|_;~3~9}fV+#vm(Q!iaz52E?vE6b??G~Bv
zHJJp^%a9uX<t-b#i1x91eTl*^!zG9w$@y<QA+L36e5Q{{Vq|A|OIi$o<z9m*3yE4`
z5tL~PqNAxJD9TN|jy_>s0_R#rSG_{BWy9h`F_e*!S92fQKvRC=2I*R#DEC8t|7iZ2
z$*`L0vzWW;W-d*dRA?L&MUx`%fkQP#Ah~M5tmd@HB*={M^`UQ}tEi^Pn+J()_NF5r
zD&xrO<GoW`h>dw3nB?n>Qwm?R?ZQW6Tg}yD|HTFex$pT5$NKo&;{bW8ruXH!^)q~;
z@O5kH)J8kiM4pVf$kj&|vn!Q|F%%jnObQ_>UecyCiY!HZ#mSON6Ahr_r!t_GfWoyW
zfKDkrJdfoLA%LeXzac_Yv#lefSLJi|+loojTF~eS`Cf!UgGcGblE1)(XkEwXIKXKz
z08I%VTl>7f>ojjCF6LXXPkU9)EEOuJ4~({!0Ah}<J%}Z|xhl7ox%PK2>nojEAWMnB
zN_hKHJ&?cjIL1bsCjETrL+Cpz-3&W_<iy=_e&n_uNzKbK@qCcWAI+3z%@J1%SlxS*
z6SSZTQ0y#0-}1RX<PO8Gd!Bb@zhRb1lpmnrq;S=0abUfLd3L(8Nz;BPGbxrt+mpTd
zuwkC8brwIGOZxio&UKye?B^e>1>QKDxZZUc?IKO1Tgao&h!?QvKDSb6L}_F^$&ObC
zX~yVzH0d9cb&(tl!@v%;r5n-=QR+kDEZ!{(CY=^aUVnhdxt*YPicHF*L>yUkZY(Vy
zOiy#17F0U?Zsw|WTgl~?AofZ;g@ngh{>Xqo;|Nf^W5<4TkH-mT+xtJu7iXl)mY~BZ
z=d#$|JyPu|De~`;;?>4)@&lhD=vjEZ)^YA!N04IoruDsd2geVnXQOubwo<Q4+f~_t
zKyin<Fc6rVUO#HkmBK(%K!EM<YrFasCRMUo1~5oPs8F+Blx7yE?cv8f0Xxr$OfzlS
z@K1l2ZZjyDu}R_9A(&BL7h+t7g^gA|c20k*Fl7g!WezBb9HlOyQi*+;_T#K*L78U5
zjHx3()W1D#WiQ1@!mE~1#EcUvoHJZ<af5W;QrtO);qm7d*9Xq?*PDEhs)K$%<!9Tu
zauL|OKKg3)#<^EMf1;Ps<UJ05>6fVt3Os`1EN)R2Y5R8qxtTyi1#!ALa6QFBn1sV0
zy?uO}_NAZ24P((OfW4r_>{L@0g!4D35X5{Ylt?tD<o&*8u)~1QPt~`g#ib%ncBq+~
zehdl_e^BcN&@tn8gMHaoWA~1L(F6=UqlLD(KHw}^1F1&Sh-TMETR=ekhq7zPtbSzK
zq9(c&_By>I`yX;*)TSZcX4vOD>%|lBJ;q?ng9iU2N8<O;)VJlT`K4~t`RCqFX*9Z5
z+7L(!3&r7s;d3grPb0wFOZKT$csjm&ss;pL@(rLAji8ZgShqRHSC?_6EgJOacR2h{
z{f_@8PwjAL%{)n)A8@pn9_RpGP;28WBzkY5@U#39hdlvhTl&0AM;s2{WVZYHX}Q+k
z>ty~O<I3{EPic8A^`)_s@iDIk*YTancJ3ivnmDmG!`aNDa)-;z8dZ>sv!ym4rAQ&}
z619VyASocp2}E%Om_5=(7DV(IIk@+(lQnPM-%tE#&)wcN3$RLzq;^VshkDiDfVcjI
zmU(8dM2A4~arKB=76FYwwc>Fv!^BE8F$Ex%nFH5OW0(Vf0ew~~+fEKot`u9$#<c%v
zMPS!^eEv_pjPzS`m%D`lvi0ZETwcAi{!#rG=t@h<gm9)^kfah0OJ}sGfEENaCB}jC
zEKWa-mcs=<i98SUb%<S`NK(suM_@Aj_e}SA0k6n*4THXsP}!kM`(sIJ!M2o(;ZHRS
zUEex_p53!&obP^rbJ`Dw_Q)qqzM=Z4-@qI2q<?oaX*Z$NC;uqu9|`c5V1NW-JVXF`
z)Pvpf(W3;@Hnk|6KL2XW<Z@3O7S>Qza;5l#kZe+jcU7TGA)KpOs!SE+w=;%Fh&g+r
zK+Hx)0`=2h0Vwf*)8L6}Y>2HpbY!h5Gzu(g0k`J`3_iSvKG3L6>h83=r|ld*6%s}#
zfr02GLnULV*{Bb|w(qVQMz_OkxJfzDucMebW1*1|(2)(U<65%3OM?a&D5BT|i0`;(
zt&K$Vgdr*opbp8Js3ij>kJ9O*)F_`%#1**!!+pTbI{Ji|2~_U;j$D92tXgcNcVir0
z;R~_uwbeFVT}u{)wkYa8VQUxVHi~hKD<<1VeQ22MS4@-6tgu7pWZ{7Um-ree9R^s5
z(G#uVa*6zRf4TY!NDC?Evjt{`1WAj3*si*eb8!mwT93LDFIUy7A)7}R7bJj+O8uu7
z0QVQ0=)uoWXpO*^k>3sP{4YtJR{F50<s(E58^7w7p@&-7QwiM=-G%C>R<2nj?Q_mf
z{9q};Bo}0A*B7j}I{n@sE6EaiW2yV+aGoK#1y;xa^?zZy!kL}YpIUV2uH7{L;+P*}
z<SS2{lYm%aFA=(p{0><AqdjSX0>Vfa$ulHa35Do1c#-KW<>uz5Qp<)BVE8LsdxXxU
zMDYA@In0laM5Xm?@B!$^@a2*LaGi`AsF>)KHS|%;Dl6X2L@NWm%G7h53_yJ(4kXZX
zq(A^)2QUq$ccHde0Mo?)Sd6r55jWU{78s<}ZJyH(3;`Hw()*f(`E)84D?YR93oO@-
zyvBZI$u4XlaFNw1ml4G@@*{p_7M9f;{4|uP5C+h^Kv}ff$hpW>)&39Dh!eZ~Z6=cu
zBoGSJ1c`cdTJbV^ga1&C(Ek5C@}D~b0ujN5W|h;(8Iylf7e8}(&7lAblZN}8=Nlzv
zz`qok{*%TTE`pn|c+lr7JUVDDF}M(=&tfL20Kb#HEG<SeOK7~RvK}|65ZJ%WtCtkN
zYHy~Pv{F0KZK_TRs|Q_9Z}0_e|K;M^LmD_#hfx-Kq~6h5_*|gOOYj-s%y+2)d9%I4
z{yN+_?8d3NWP0?vDOZCZQfS7watP+vXqM-odbtKk;gSx;^x*)y$Hxl`5fRW;7$RHh
zO#3(xKr(_a)3QK_p#T$TQ`L@J72e|7&Gb_a?1KHzH%-LQeq!#ZPpUw<nue=`!WSAG
z_rmX6)KNL*)~Px*;-K_78Tky8A~*mQYJVBphE@814c72(iN==!o0shY=hNuhm<bvM
zCGl6QQow&;C{*HSf4?0ushO=&NDUH51lS?&^kH<@utqO{G5x8i)T5cDX<2xkPp;<f
zHBy9+OrRvGB_!`-Ue_(2bHB)<GW=5gNzuMAqatg$bq-+uKYH}d26lE*r}U#L<yf<r
zh4404eH)K!&lE)(QWx>_94UWHgqg*KgC28NdFwQnmcF}3v6-~Wp#bUZ?-V-M1F@fN
zl3iRc<ys-8JtcQ927sBeqL6$A>Crh+jOs;a6WXf;WO$x`hw<MyAsitbJB^dy+wSDw
zyPmwao%<3fc7TM-&&=mk#4PoZr{c<^?J91zrg%}RN}JIL=v*^=b^OgzAw|7OIjh3u
z$^UF;)_JKQLD+NbJKA-(6=N!Wxn@Lu0S}{=Iqu7)4H-b3G!P^&`^Xl~IT?=~bGY<~
z((GsvQcP*q`RC8b{85!FEZ2OFf<HnCjy}u#Oo%E5<vkh&iq(x1P6hd>3Avum1q|UT
zFCE@JVlDWcP<~?8NvjtFlI)<T30m{<RBk1L!F*vt)<sCNo8@n1ta2rJp!R%4et%E%
zS<EYMkbsq1_D>P7{oZyp&^&A*H!d&t!|jsk=<ys(>%B|$#jvzKt{J@y6K)#-uQ)Sm
zHQJ?@h-7gdGbOuH!p*M+<9)Ai8FjAm7Phhmc71W}_DAy-LpE3~^Zbg4r`g9c#TJDU
zXDAGao&Wyq9htVD-HU3pXY|`v)-HR4J%2SDaKG2J-lJV<si2s~5rW6xhbE%x<G%SZ
z--H0T&Mn9iI8magAbj<=xF|_nE@^vsk2q)X+2^nYPvx*r5*E05kO%10sq)C~IG|OK
zG-BqhKVm9`{D%p|>J~H@PjzY{W<7AFAAZl;9*eg!7=9t69@u8#%_Vp~s`t<SqSWVQ
zH~X8M$7V-)6crJd|DEgBHmk?!ApUzI!ff+8_v_A9?Q%ETAKth1c>IVIzm>k%Tb3Gn
zIZgg79@rf_-Oz3`g%t`qO?k*$6r&O0eW^eGb?^Fv!0Rk3C&<-$6=>lLN+v}*^h9&D
zbb0T1D5&qX__tes-@UI$dHFuiMz_JK37y~%IRU3tY_8`6<HZdDqsGM6is?L+=n7k-
zpAEOC7@%|%(a019=ynt8x6r=b@>S3A7_IUOjS-SLR$xkk|HIT<#zhrx-@~*Z-3Sr_
z(xDPVgQS9VcQ*_S-6bKdba%IcGIV!`<iHTp-3`y--urt#|989q&YAC7XUE!WuOS2o
z7?YJZI4>ZCw0zvP!2vrMJ&%%@PxqPB0v-(fjmz{lLitH!pU;@ftKe-PXTkc3*|sOJ
zW9DL1R!!w3tXE8>pGY>pt5g=VC`FhJ2(2-=|FNSjX85|#rG843HKnwRr_t+TEzAp9
z9(|Mu+c^<xU{;SHN@4?MBZ&3SJWOvy`WrC7Q2pnvp6bEg`irGY?3}$-<T;_C#w~||
zn-8>bN=H5VJ|9fqOmFTLxtxv4kF15Vg6IBZDr5??#s?5G%1ZtnOiVl=9*Y*(k`_MB
zU1!|h(r+?r#ok(CGT$48Z(qaxRa?r`@v59U4@0A4p2bE{=3Ej$oZ76J#6bCiE2loJ
zpGZ#X8QzF77D=mc9<bWI=CeZ`>&~VZxfR;S_c$h6XMKmmulJ+xRJB#Ffg9*Ky9auF
zGK37PG7@-QZJ6WuIKv2IZut0~7sdF2gfhHp<5G?HAL)xU!8_sHl<3O1dbHon7Z#t~
zo;Wz}*YCj7ouA5~tB9oc&^SIx^{1UODu+m?54!_FsLYC&b|MERN24UGrK_Team>D6
z%ytBCzmQGpjiUpsJs&_6u0-uCb^Qmtlp4GOb~TbPvS`^@D2BUT>+sR;1x12@lv8kC
zXGr)ZO->*HcC=5tB_^TJj)g@d<NR)vsV)@@$6qS26l2j_6hypZML>CCxsUUlX5w`#
zxrKA*uxju?7D`gt&#oVMpi8YVBaM{jhxJmLGTRo=I^`!4?LLPhaig2ljp-6)I&v-x
ztlu_&BZwee_6yv*)1`zX!0^gux;<01s2w+7m8)BxY%_-$y_*goH+fM23auN1ULiwk
zv+gavyGka%bLeE`zXu9h_(76K+u}(2Pff9$xk%vFTV{}Fx*35gXdfNmV80QP@!FAH
z?9D1hyegz8a92GU^San2hTIteCJDoMAb`^@ekIioq(z65O;YnTZP_g*#ru%ws!|wb
z&bDir{5MqjN!ZJRoRaIk1dImGB5)Z>X<_W46~Xuy$gG0H*t|f_<@*+};Eh}z{XmMd
z*86Dt&jJ%$5y*^?Gq+A)_#}iBaTVHw-ORiCle_8ne{x!_=7{iv1Pp3f`5stJ6h`dv
zCL|>Msz;Gt4dlGuP1R6Ooac=El?1aWNUV+!>U+og+jcgFK_TN4#z`8XE++_()g|{`
z^uEecdX}PG5g`D#0SyTF&wnSidmUMX4l%{I!uk)1Jt5hS1z8WCQUQs4!jm7e+R-Cu
z^IiOP0t~*fc+h~IVT8c#H!B(tXTW0VpL|BQEW}we;XC_<ja9D&Xz-8K?$+^NxoQ6^
z2H8w8JtvKlihHhv&IcbCqjWoR1<~B7Xx>BG0AUK>J^S9LD+P2ped@$_w<J?}uiox>
z9mOfshILyr*J4n>L?hEC?&>Fc7Jq6^787(bNTX*c+(hh=4`_<!M`{*nG`!s1eUbQ)
zh756k-Y7WZrU5t$4Eid-x2gHdXQ16$>)+6CU4wmFn;8M4G#U9;h`2@>EH@^^pgTlX
ztI)fm-PUNCmu0*^J{a$~ElqfzzF%y$8`bfpbBhM=yI4(2sPNuC_P?2@qv{siG5Hcf
zkTnQX7}WWxi&ho9w4cjSm*hqo99A@R`Iq}(9L)Z=RQ)hWCBq}EjE`;H{EkJ(aV@9F
zZ;minDUm^~<ewCR_Y9?OXVlYCCSFpb0Kpo=G-XzW;IlndUK!<9SNHzHKa7ve@vLmk
z-1#8^tCL<s1Oi?MPR*X)VP(x-NM5(8Dvb<0{kNagAU$TobOFM)RJu(Ub^vZVtxL=4
zB!(b$i?>ppS!PS7Q_K}ieC+0^=9#AZP{#;^<zESYEsg>PLkSoJ5%+0M)AOutp{V2A
z$Zg|=izn*un;vfJt&WtEs{No;Tc=of{KCs266&h5fAjPPRCY5k%9=tDE-Q33ZkL6Y
zSin_LHOWv<8f6>V<8C?0wXsi0f=w3V{-m)e+;2Q_F?*to-!s2|%f;(WPdc>wQ`_jA
zR9uR`qkyW-V5YfKSGA|QeWga#65maSjDCOmgC-)mesctzPy_H)_&Sp%;s-zH|I)Ks
zrle@8JwmvistBB$Pp=zg$Nx_5159LXGqAgq`SV`od7BzPU90@za<kZMal%U`$GA3R
z2;oV{uY~~XFn850`|=~qj~k!Tf{K!=h`E)uekRBB`G%AwC~4FLn-*r@Fh1g4Ry1<{
zOH}o6C`u?Rou?}2Hxb%HHyYFFTZnnim-~E*4(S|=pI|}>`2=sRTZeh)z*W?e^}JZ;
zwu&!Vd$1Mcq}&W^1hWZ4XEP#>m{-S@w|o=_O_y^M^5iVXN1-(&-nLpaJM8zmp2Jnq
z+?(x}cWE=ESp~Sr9&zU}A-AJ%0)+Q6et(!!nT<#{4j<_*D?bWzQY)b6?2bs^Gn~m0
zl$qVNaZuYJ5_agXDuCh}K1QgFl|Ya$zRq%LeVp$jV|&ea-)+ovr1D;Zmsz@V08-lQ
z6vJ3IU2io1U5a3_7nkdj#S;J}q`}z_QYL#IOYneFW0~(CeK9=#{GQiLzfBKMFMzCV
z>Y((<%O(PgEbG-w7w7x6N_&9YnJh<?+v`(fhiLaa&afOl>fUctpI5)7^U%UWyL8#A
zSj_tm@wHWZATFbOCklGfB`i@RE8mOeYH_rgFh{t7Ot@M%U6{*z3j0^_>7;w)N52PH
z<uc+7RzX4E0`lvT*Ar&_!>k~u{ZX3-O_V-Mx9zx9dA_OB053nzRRY+W$hBs&J0sE0
zkQ{d3a$JQk^OIWMt_oj`7=uH+LeaS*lTo@*fisL`UyBUT?HTELb4dUiFo?pI(|-^T
zE~KRgtF%zCg26TaJGlsdWsip-;skZm5~&wYbKme1s+j>N3Ln|Bl>RAYgT0j{%RZl;
zf7a}UHI~J-$0E$0!uMy6U4|r_sG(Dz5WF?$n3C0>6Z{)CSI8%V#fo!@PUrajo<hi4
zkp)W6$ORvSi|-pWywXxC5c)Id7d51dF~x1#4u2Yngv#eb2r57%=$^=T2Q~|N^~is{
zzzm|Idpeu{bG3n3N|^ix9K=yb$69hla9Kf@JWiB90tf@iY#fV8(H7-k^#05mFul}Q
z{E+xY_YA1Epq7`zJ#k@Hhum7NU~pkY&b|z+X4b;>F9Ra`iV*4O*vVyyW7d!mKHBLO
z4pYn8rhl#I@my|3)!IAtlR_?G(I>IsqGnFKX~CEt==%&rlxf>2VOxZ8rk&2;YZl*q
zyGNc>whDqnO#MH${#Mn?bANOE*2}`aW!hJ5&B7i~m}`!)2~Ix%lFXNbz_PppWYwMp
zGee>?eXV?(n9>GP`%BhzOqlm|nF?6;awB!(|1NV57>j5l2M88ma&<=&cB*XI(}VYa
zsZVx?C++PwV9<aQyfo&pA*QJ2qHEGe<NM0<Zw{-Jw;FsnIHqmc#nqOjs<-<umgvVq
zeD4>~M1KEX_t~cul0D%`T85mDzPg}OY!}>;j+L6L^|InGuX;`k#f77|Uv?`(ezh-f
zAL+;E>lt>fS=7Ms6TL`MB!MB%$9bUYP}o-AYVcsZWs%q+ro8uKF+56Cxm}k-#htZx
zH_VD%hOqTUuVT^Ql|ehQco15nn;grb{FZ^x&niDbZ%e0jt6II9Q5slOB1q)^jd6~Z
zNY&%Q1#dI+HdJK4pD{Q3no;U!8BEnW-(U0)PnJnyc<YO^>)a{th6u!DxdHMCiJ^c-
zX(6WRT-y9@Z0Zw>#c6{#7cLK!XFw-rq&nA(xv!nhsT4f?Klp(IZn7vyc&Q-y<cbmL
zNsu**#$>2<ApvMgZLL?)Pz840vIQ}&mMf966_ssK>YJFtS(C<PN8T-?Cc6LdMPYnH
zX=<_T7<a4L@fADxorXd1Ks}=K_0I9%$U3nLr!V=PDnePO7LFGby*DNuH;R8jY>;_`
z;O$Nmq`6uWWcPkYi*FQ+UmooIF}vkAmJ_%~o%5+;d*lZ-ey(j!)?KeLnD2Q5KdB``
zPo_w(epDG&KpPl>M=t*6Mp9HhFkMt=Sw5q-g1jra_-m|(rvAn6;u(K=coN+E3AU)_
zpG#X+OjWGXYu9MtGO*5a)cDd(04<9m5~PF@+LaZJ;PL_s5cV$9z72$8P;d}LbV-*~
zBMalcJWP!ZYWu}=NrmicY~0n?|NAxStfle&!n4pIGUm@*?ZnR*>9NlL2EWu4GwJ;E
z^JM6@TtdYRx)%+EWvcgh_GF2IbZ0k?%Eh#=Wlyw@{D;V9S%sJV1>VU99Jye6YQcdI
zkaKnB7T2<e`IdcaCOOLg`zQpGz48gCZp%!6`lrGzk9I;k?3BiNGG%Siy!%=p-7vQm
z&M}QE;-`AujNsb!6WN|l0>PX211$4h+5bR#&ZP(|*t^h_437Q<*ILP-Oq060l!F_-
z1#6(<fgl$yxOn2ofMg|rM3%7CI0ar&*&3zT0AfgiVwem4-d<@=)f-rQVrakm!Nl2a
z#`&ESS7|pm{NG~tgJ;+r$B~(8t9KY&!n}J(R3a6$KqdnuSH7f)xp*LQS|j(!{~A2%
zT_pcp-ktTm(bt1=iNH`JF}NWs4`nTKh=&v6r0!uFl!yh%3)%Ck*Q{6HMco_wHugiw
z4y6adx5ja`$%M!uy0Od&X}}IbxPRJWlv^zJ?Y>3r$C;1TKNJFKhJ2Z;Hw5ijBV@Gv
z?mYj4abq<kD;*2jM3`!MW4ElGwqrZ9H;+X-@mgH&mBf%wq9;o2BHSlB3-{^;#1u_^
zf-&rSqn#n~ky-o)qR8-xo+IJwOg6BGLaRYu>2M-E@ULR?iBR(KcFtTn!lm8*t<jjx
zVljYJdpemvGo`Hq*jzO00jz$&Ivr~HOH2y?HR<Pz)Qkk~UxEy|Hp6QYI@I`Oa@(MI
zM|6;=#U@}W-DXGUDpSv?5vsg7FaQjPT+SCZJXE(#_cPB(ixt-9ymOL$$(xC`73dK6
zwfD87b>ABB0O|ZHiV(C6<HCs|7F40Hs8fQewJ?GeLf(m1y0Kn}&pUW6(&TD!{zSOo
zk1ZS=tUmG{c)L~Sh*WbW$9R+5`KH`joTx-j^v71`GR{$6Go@bS02_Bq_gk9sE)_ev
z*wWV*o2^<t$8vnEmcvzrdjYOKONsg1D?S<O>S^tfguLeK0_|BBzHNk;cE`dNK%FSA
zwVN%n8J-^Yq9-DqReVm19UO-l*!4Ey#`?EzDXEWph#~SCgHLD{m5zh9_!RC@_$(cq
zW*<1|+ahBJt~nkNsb-KYGn?J1k0?LAEiq*M=wp#fnV+%6C*)FcX2#}b&+EY_40pCV
z+)RYaePOq`+S|(?|3$XA=e6zIa&>yE14Y{wGx0geOlWv`c*A0~p=c!*(hQerErm&n
zRHjF^l8*lGQbSHuxJX57;#_jL%}@M&@isA4H592tb>}rtyXHj{uOW{T^m(vf081{*
zw{)e?X;V1fmwr`qwF{SNub$w5U)}wZU<j`mxy{>Q{Wk`cb@rq~ZHC(X303!2`dTbE
zQ*2<bfuCdYehgXi^*EKd0`XtInyTUl%~wuiF61H-1Ikte$wJJFue5U*^sY;tYwR$e
zH`Hx9f&NvmCp0hv9RWI_xgb+;luLIbQ*D`c=+jX&CkGw~4a|q!*qL>KjSq5o0oQvD
zkHLkHezSa#c<WF1_mUyEiPUs7;H(&8(6ZG35ACl<ybnCjZWCvV;$vTFqw&ZGGeNsA
zTH8d<87RG<w)C`Lk7%^5t&UkPdNs>Fr9T8(Dm-5c{e?@2Fec!z!OH{K(b_~N9w?AA
zfj`{ggOY)Zs9fWNbT-R}=~9*+H*I@wSL+f2)h>YS;u?uQh7I2z%1RI2BfTXOUX7se
z+bI&T40HCnrXm;l+f&?>fCMpJ33U|HoT~-wK)|X1mJND6!2}!OEqsd1){74`ZHctT
zAtA=4Hb-%^;8FQ9%CVw!f3&tQ@6N`xaMj*5C3@u^@(Uk)SE>lp_}=J6MYOsJW8$1W
zw~XVgZ@jYaT(-X{xm|5Mz@jHuB-XnRrNf?EJ>3{81={U2w4SUG=tP~ekJ<+bn4|z(
z;RbxvumuS|f6+!?%Ji{_@!q7xd6ntG`>|wftQITUw+AOOc!)JLw2`}Uv9M%jhz=Yy
zGN!qubD*)i!}~56?b-Wiik2y81LjCAl{}i0Nvd$SUu9l}bgJ;WFnF(Fb(ZPan%Pw$
z_Nx7{nHP4rcA)zvez)2FukX>+%LXoPELj@$GBua8O?iSa)Dp|FEX2J%e9&C&$BCx0
zpjT@QlNdcZj|caEr`n*##__r9XkPE+aoW5Cr6NUF<IJ@(pcqPhQSuBu(bsDPR(_AY
zGdA@qV^RDbS3s-@Ot=tXx>g|bJ1&ovJImzDJQHSy?-X!If1@~z4SCtNZga4+o^|-3
z&(Tk8BH3@#e&}sn?g)94%cmFAv8b5N8@*8Ppy+-Gd*i2dZ2iff_JubupW?nYJStBa
zW_45Vyhi!7#^4zOVpd-=Mg;wROTsba>uvrECzco#xQhb+d23rxvK*<>8=fw9b~an9
z0X(`}_Gvg0M$c{PjeYLb$6S|gTFbs0)zj)nj!7<A7?bH~CRN6I7iZt}naQvtWc4FH
z$4C1EF0+0y%h8M<iG*)u|KaoNH@Ov}U=Vl+bYx+V5_-=FKnQngh{m|*+A_s({eOSr
z<N6t+==hW+DDJ-2sj_3JOH>^b_m%K7WIfZ=c~cdBrbK}QA-sRWmzhPs_?T-xDIH0{
zZYulpZA?*li;&LZP5IVC&dSp;pHGm9NMJAqp~~6jh&8|r83VsJV=`uw8!Vtelk-^b
zoF~K5#vlh#73L*+U6M8VaR#5%_tMq+=3Uz|C6`C(!R4Xhm{8FCfkUgsForQRa;bC^
z6ypM<MNdQl9pHA`cvxfvtsfJ4gRezx3XR5Y(ISK?eDYKAlU|CH-S7lGEb=cewLw2?
zuV+Cq)D%;tLP5>Kpr6UNKR-e1h8u%TelLNZqWrDlJBlX4Al$-{kGMsbnQ{fsFXp`T
zEs3*51q(q0c0t4oR4O7gaPjvhl`U+hydq6bIH`;An8{dZ;{-rG{lJm4zNt4YfSy=X
z3*CPW4_2BTHWXyf`=Z}xC`w9tnK!i8d&h&j*1MfpTOumNbevOTRgU^PRM7_pg-C?n
z-G`HVfRU<+gg_nczkra8Q(X9b>oe>%TMX*ab2Vx?UXR-r{-QIr5J>7pR=SZ}EmV2;
z`q$HpVbk_G<L{ley~h@=!TX@2s$*LkHewM8MO=%B^vAXCxZ7VX053!6zd_)zaH$@3
zJ2wB#FKWB1-8|y9Dv4cJn#X2(oEv~7x|2Lbk4&Kz5eRr&Uhk2M!KRxT5s?0#v4W*b
zyGK+oyHv>cH*2OPtetO{I6#l+e)EQx(3_CPt@FArYi8lPplP1Hk0+-yg#h1jcqgrx
zNP}NlwlKG4T`U$9q$vASO9j~7B{%byT-M6a@u}vJMkl1Zedm}uo*02}$p$bjPc;8K
zNn=QztxelsmB0HtCt#GaVwdlH4mTdY=004!FT#XDq{(O^Dpfrim9Eon+2qtuF4NIp
zDeBw^>kML)NrPtImmxh{VoQly2r(7CR6dKq13gBxfjsXBiG0T76B7-+4Nh_nlMRu7
z$~L#FvO7lMF-V^quYAa5jqky}tPuQ@@|+X@#k5jN!q9>It0Zim#V>OFP-AIq+5io&
zUG&DT8wNJZZqln~F1>c&uoXTB(cLgU%#Z^f-QXqf!z0Ei{8j7KJiX&SB=gnquUV~I
z8YME=zeETe*!+X?2Fv*CHm6%K@0+nJ=nZO0TW!Or)dsJ<6oCn{@cm&KK&##O7;4Np
zj(?m3xPW!K?ySG9g)kOy3<^G|bX`(B$Lr-rhF|wc2>LgQ9`F%mjyaW%dvx24jeT`7
zm4e((E^z@E=v~*saW2b_F<CE&F4K<X*nw@T+vp`5{P?}5&o1XW`$L01;W&nCp;F4v
z-R9;oE7hEc-&mp!+fA)zEHu^4qrQ1b3tw6`oBG?hrsWUTU=v)Rv$&c;^wxl9JyQoj
zk6j>#FeYD_^$#C}xXWBXC`#acuFH&D|776D+A~4`K!&C1>D85;P&)V?|H%s4s!!17
zHj2xRB^RE16hRQvlJ&>J&P@WVwj>^4dvdnAbz8dFFMe$n-mI~&>P@dn<CESmnjao9
zyf_cN280+K>g%sxUr=;);e&*vlMl*;kK$CW{=PSSPp)4f3-uUZ76a~3a;`Slo{8(R
zE%w}+nVlZTU17am$A$#s_cE}dS+-UERWE<6FCzVIS5LC*8iQWbZ^w0k!TY)y++wOu
zmDTaHi6m;0`&Oo&asr#HLEW|%|JuzO{7C%YGG@9X$%k?*Gl24f)ZE5Xg1-&j<x%zG
zNRCfqvyazxzBPiRq|<!R5|#u{+&KD6ko!Sg&=g>+mN8F&hzD2216|d=)T9R%tKt3~
zHnh2XWVv{vmK}JtwsiWZXS@fUw2U&D(4iww6--(wn1{D+^N6yy=XCbXP{U_oci<5D
zT#86!?+He_To<jge#hnKh!j<EZ?;O4Ry!GreBT^Zo>2Mk=U=GLc*d}6+Emv6X#tE&
zB{Gpbz*#$=t=EKr+;WqjahI<(HsT35X#5#>CM;S4AoM}B@}jF0m<r*v(AeK}j1AP~
z<K8=E_n(OL9z0yyOTmuuGNu=`J*1jLRA?L`L?ML3a_g-8^KkBm%;wW83ui**eA}<U
zM^57TW_Ipw3RJa7Jaj$LZDGFjJ<(U>!L*Y>;ULzTSH{ekOwRqGEqu>qEGSLj#oO=D
zRq6Y2;~&neGxGB?=GCh5%Twqs_Y2AG#veOx-gyz^=sIYxIV-#m8N9(Z)DEDKAQJ=H
zBZP0t%OOB}lubExt3S^@)+}+~1H7??UxiFZZ}#`@*H*g?HHd#NEt}e;hG_^sjA+_=
z3tu?u$l_MM+xu0V-_eLFqR0<S^1Q-u-0HDJoB3vgdQ>L3Uzv$SU7`AQ^s2>n9Nzy`
zPrq$>&#z^84a)-F$b$wBx0=EKHmKQ@NZ-;ISRjNsS-<?OC4F6$gC{QFvs2OV=q4e~
zIls^MR-Uq_R{I0&4$7{NFV-bBvSNKB8;mYPPWgfTkLgaUbwwAT)Ia}XJhC(A4N<{3
zQka;2B`iMzty7BCFR{f2nig9=L3^TSHby~?5{ni*2~>MPV6LBOka=D7^!DUImXh_d
z&wrM4BA2S+3k6Gc;+k}`-VwOX?*S_{>Q(v@UYFf;csv!+{`{)x(r&P+NM%p8wb2h`
zh-rSbc^>mzEkmcP<E+KK{}DRmOv7kQeu2+nxC7zhp51%!1E*5sR+yyZN=*&_-9eL!
z^;vS!!C<o~`#FrvZ6Lbc7#J%=I|U244SuB^C%(<V8mZ@W9vxZWtHxmjRg+YM#ll4Z
zR8G_vNe}n`mnFW<_Z4Wno}BRvo18g(BZ{lWN#^hWKtG@v_{&X)CO!MQL_}ZI@hGUJ
zB9k;?T*b4Iqf?tvdiD$pzrRSPH#6~K^x<95DEkMF`+p98gB~554&7S-p^hR&=^K2P
zv!eH^^>d=LxeDVK$%~#4|6QdYCbBgd>0%7th6LN?9B}aPA2HarmQR>QPnPR;XR6(^
zn!zj{dxr|J@r+7}pa42}!xAN((6gN5(IMsDBYFeN_FP)m2^KJ)al%oF@yC235`{Jc
zzJr@4Cn4CK3z4@i4Oo00b=2mo@Lt8muR)#qh;%p{Yro;MCgY4VVTnNvj|ni<@QeGk
zRpgwpW#Qu6Sab?A+jAOocE0br&Z6+=6&4Vgadvk5!IMQ{-fVORT5|>}oR7*f)VU%|
zLHhAW56g^|Yts5-v)t1Tlvk}vcx%#qoq|x7%Zjh0W0F$<6A8>}fZ<AODR3*6mUl_O
z-!;Q=Mst}i8<|M&AXLM-jrPKQ4bcQ3tb`Wviyqy+7Q<>lSATb4@hxz!Hq<DpQ31%m
z3ZIxnjzj&&<QpxIJoS+NMmCP*K*VoE!Y_!ll^w&gpSf8pUnP_ea-NI{SGui<+0KiA
zy;dag#)D!jSY2Z=I0K-76i~td3W&ys0{1`%a^~gLRvvdaPt|Rxhl5gLxo*z$x6X%f
zG-aW!5%`q4p#p9+bW}wCB8wUZNqwFlthZv$h5<*)d>nh!mtRlpd+#5aTfgJ+gGd~5
z(6PdVDG;}D$R_{$`aRODG57){yxQ3ChWvMq7lkZ~UvMChDYi!6%aYWton1k|C4j>q
zrfffReNwTRJ)JOUL%u_<_|A8t$SY2&TMk5F<{i9A{X}Q5R!!@L6wc(J6(}Usx=b>%
zoH^0MIs~l487772uf!~bHb(Vi{S6u7Nqj!+fcmH32wCZk!u@n$q-ieatj}l3#rqC@
z43yM&V)T?p^@m04MrVUhr6E}q8A&hyyzcco-0LRX8mciWNqE!5XW%=r72tCeb=6cl
zP2AEW#bnHURA5%<kK_OIdN7fVxRT#DO29!^o>aZK9Gcbkr*~4q;Rg*cn8Vn;q@Jo=
zvw)XB_Q-pYfYu`Aa=a|6I3m+u>znqBOeg~kd#pS_XMDS%aEr~>1vM>44?0{^IUC*i
zj!f4-dHMIhVIpA@RF|ns6bK1n4C5SEZKD|c1nF7_q|J*Fz@WsJ_-kW{AwpR)>aO5d
zV6?<FGa$=4a{aUnsIYviEsi7kHDE5WgrLX0)CPs0YZiVPP-`RBu@O_kBmMU#49JHR
zG94of`^EmP2#UU4)s5s~rF?oDds0dF(hfK>kSff`G_*A$)vf!UqjK8>sIhX-YH@5g
zbUCC&N>y&QbLazIU04MbiT8}n+9lQ4^MjsJ@m>TNwhJ$%P(BD@NmeRrdQ^{mJs;%E
z54q7Mzh-(po{b0?0H-#L1YI4lR)^?9N>~^;s2M#tuV&wg!)kI?zX!XcN5Bz88a;@a
zE0kc*+?ucLp=~dal~q3j7RJZaVTEhGH7N-xaX`exeu}PfH#>i{=Qg@3x+@wQ=<*qh
za+1`=#BH@Z+NhKh=4{4Fz+IO^fq3J5EOlVk=-p`b@r<aO3lW%jW(~b&K1`>koIJGv
z1iJUa?G?<-2%^f#%SK#cP%`|x&U8$E^zdg^Ivw4?Mg#M^dGRsq?&zcg6M0IvJ7;j0
zID}xJscukTDdM$ZE=wVYsH0ZG7s7$QWhwr|jU@wiFrWJ-&<2Yv&JrHg0JYCcaitkM
z)V`=7;k}f?4=^PlRjf*<jjv|$zIwP!%k^`Qg}yhoTGFR_HUGWpuy)M46e&A%QaDVB
zVuhehX&`kjMwl@p*7=z?%Xch^XkmB=zUpqe#(Yz{cT!HoH~p7I^W#|T*A~A(38f6p
z{61$hT5=bARUoYM>XQ+UIF&=^DaBy)U$Qe#yDRcu#20Y?X#P{>kS(n6!nAC>ZPq8d
z{qIcV&)+X~n8Cq2q5KZ8#`$RdNADI$Yh-nLkaocrW_8t<IR0<wTdiV6uQpKERJGZ@
zUpxD+g)X{}UKJ2YFwx{B0!Y+Q8LhVb?_B!8ucvJ*R5KA(q3rZ$^0rjjz54@!zLw~a
zMrWut(LL<>NaYLuWdDK8A5hoY=8p-2wf?=v&-NyDMGud4JZs?|l<(Ya%otl|tqwJ;
z#8WMKEv~eXg#No3s9zdQ<p9Y;hNF(n>`-7&w4jD)oi<6DNiMX*x^$dmU{_;5cZcoN
z+Goi*f38!eOXlvg$fbLylyI!rL1h+aud@h{w705_b6!C;VM4E$Fm2cNU&`O~buX{G
zN4v{uhc2W90#X0+ACm*}mH~focUIEqnqP)dkLH}1;+@gMx-;G}1MseAdjF3Gcc^>=
zeC^SM;+GI8Mq(!G!bxe#=%U7e5^>n~>(NxP;*#dvk}kB|I(JmFFOy2Za|vCmld=RD
zF5NF|-vGba-0HYOK+9J;PWqA^ScMX6uS5a*3AaB%TMW~}h8}4^kTRxMkPB&40eoNq
zg%HPEqyI3HHkLzQIP_1Bi}gKj;j8X>KVLNK%F;2Z0sCga<`-1ve^P`tU=n#hmh&y~
z`5ND6F|dJae4$whhA+#f{8?{wDThK};tkVA8A(n%ou&)VCddlc2TN7^6?H>c5M*Q9
zjhE6_TEMPUOKS?{|0DZbk4o*5WyEW5D$J;nt-(jpdse@_io^zFJg!dViGX~54;bds
z7^wm}6#$8xwLk&`q|>GcnMQAcYU%&gB?2*9%lki4MnJiVQI10Kv0dtU+pO2*Sq_v5
zvv~_>JR46_K<IPN-n8<h&&o$Otcrx^<%VbX+W*<huFjHi34uma_$yqHfX!auz69)=
z-44hpg}o9cixoNBl*HOcQ4V1Z5`8h0>+bDJSwfyB{_DW{<c&L^as7q{>AKrLQnh5#
zPg6^HXDsfG9Ol{xte|LxlpA#f)me^F*-Yf2%4dt{lYSCZd%RwcEj8_np;8@8=2UF)
zy2ul7-AyrBe)d)Qt7(|%tC;dG(7^kE=f*eWC9zdkDE8?ct7etbFS7xk82@MMmMkHD
z9xyCrb2!yBB6<R5U96C4HJtK3;k~J}fafXw!x13Oo^}C&VV~sFc?;M3V&$67Hil&E
z7ylGe345ggMlpv=a;PtfzMJw`PX=3zWwE!B*4GhcPp<y*xp6Afs7y1A(Tm-4So{+m
zLCm_zv@A^lNE3hV)=dLjUNWW(UkVjP(mw+V!fMHQE^m#rcV6#=(?InTCE~kB<3CKf
z{U<(@DHYKtvKeSOQ@@vxnF8Fjtc<d&rkj<8M-HZm9hO?<*BM80UIz_0yV{0M%M?(2
zgmqW8k7f#%e)>V1b+Pio0dS0=YY|E7gSYw$5_1}4{4yVserC8ZNjW?oyF?&sDCPrk
zQqG1ttO^-?6LeNYA3fH4v1Q}v!;2%u)<Q+)e$b-+tv1Zw9LuhD)tV+m0Y^UhOcu(?
zBy$=j2?2{xj8cWFFQ0n#0JmUfg6qH}7IhZ#4`%3@0<N+O9av-7PiviR?T*GDug64x
zIxzX&?i5>Z3?`o570M;6M3eK}o9r(&)z_UR8$OOLYX|76yI_0xwmoQ*%`veAy_98Q
zX0LQ{r(-Uq`4kr5;w}sN1R@Cf#6(u|?WLQ$&(qVx*{C_rU6%J{Y17e0hPS1UN3b))
zEO1VTzh{QMRG*e7on<kgpV=#yrspv?Hh!vZ#L02|h}g(V$alz0P!tg?e)6^2B5!zX
zwB@{=1~0eDEVv%9+oyrPS5fMOE@ih$NDl=SmYa)JbEs5XY}5?#b3NYfImDGaq7IxW
zX=t}td8xVT?TgQ_x%#1bT^+Im&QX&Nu>g|dHinYrE_VN3)T<UNB=$s-%JoDLUp(C)
zHlI(*{c=0d(f(tXDs(w#8bm^8+8cHIX1-XF`ex-T?)jGM-pt=L8mey;ymp_s;lOFd
zlN$Oc8~8uC?#xuC&$x~Ih2c;Z08jBYI?rWiGLBV~<7ThA&1|XB^|mtZ_NWDPve?5~
z-JG|$v)s~zMJb?G&*gLN_<(mfksnrNy4D@um<{)TY9V6RQL9%jQF^n=9{O`EQ&97R
zSwD?@8ux_5Z#w~@>sNHHr=j`<pYSW$5t6WA2uyYgDWo`5LQDYU$HzN+G26e7(^ML^
z8E~|mtLQVXw;nd`5p;|Uakf>!Gv@Wahv_yA_W_Pd7rG+;#SXxyZ<=c>RI~RVN@7>}
zW2X)GG9P)zNk2n)Dm{9i`5XP%z-`|AgGo1f!|5RF1?;Ct;I$ag0$f9033)i?y*J)O
z5f^>BceaMNw%9HHk^jo3^WC^BbSF8G-+6P}6{Y5s;&we&v;a7~$zSGcVP`v2#T$=z
zN3#L#<Zpk9jHl%FAcJ9ka{u%joC*!HE6isI_Hu3hmU(5IKQwG*O_^FoA-}+xUa?&1
ztr&?FebhQ^K2xxdd6$g{y5EHPu_{1UufTPQ{bx-_t(bEhZ5X$}{tP8Mmml>#!@6(}
zE9`zt^oe!;EO};Z)>BpHbMAfYPN~(69qxR?R>1krgfjWxQic~els`yc#Eg%}uiowz
zKw5SuTh&c(4z5HCbRI1KP3+?iD(=3z>itn)V3q5mQtTzQBWzXRbJZ0)S*Y)9tybUI
z?6!ivQ*4w!951y|GkDdp!==)y2HAnv#@|2oWvjG&wDsifllX93xO~g6*XV@YaJ1Z1
zXgTXPxt+>!+LLU!_os;&TB^~|j77=+S);X4`>Nh-BIrY%;T8QRHzQ0ag(vcSyF4p4
z<ZS4NDdWF<u54NDzsZQgP5s20dK}el5Xqup9j35lAr9@MF}4wkzey1ra-S<14qW^$
z8_CO-KDIOs1Y0|sum0lMO+5+w=kxCkwthc&G-%`Y?9@DBsGOp{yk*yc=h9}f%vyL!
z(QMp*o9yO3vbwN+y`k=PBryk#RT!*yeWv=8AJ<H-*5^nm*D>L%?UD2_T!dBb#ABMZ
zRe5nPlj&_Cyw7%PC6h0($Z`<F{Lk9qP)PoxU^*tQ7c!{XJU)%bwn!c34)?8p1X<9V
zj;0EG|Cuh=RAg^wJ$J9`k?u@qw@-ac84&TguK5R8fEiCDvoR}*KGgYr+Uoxy;qSIR
z{$?OswCzw-tP9O#*<ikAjtr|H<>W_LnCQcr;I3sCV*4DE#b`z;^`V`a?Mwwex1^nb
zu=nM3`e2oQ6F1E07m@~(qVP1Ln6Wfh8U@vTz)F6sNZD^ZMuiMVdr~MeiF{rw!CP6$
zUx(`=4!{V&e5OL194*!IU%xc2(62)lwUX~<EdsOEfe}CGWY97whNYx?kJ_GE4cse8
z+e7(H9^aq%+#S^43U0>p3_0XDz*`&bTN$ateXP>HIN4<N_Z?xcY~tdDqKzNaqY%Np
z_9{OwSS|jkMEl^Ucz^gE^YqOL#XVro{d=>wLUYDFiA|f^D0M7=0s($dZ?Y2ld#O;4
zw9*r)-{S;gOZpvIQXXkgtLr371qrOu#TL@=;u}qiyGPjVh+f_kj#4eD(elIj{?@5k
zPw>bqXW{?}uagEGm5rSbryf5eZs7s%_XZ36%Pr53UT%MW@uxEG;RQUQss(MwADLP7
z@x1oY`z-W#p?SQ3%F005AXbt#Z&gaUG3%n~+l@cE9|rU0*9#MaDse>w=w3OrDrfD@
z=_vRf{}@iGmrOmaPAacz7H_=)EJpQzefvU{sMPjZ0ow2|qsv|QgDFfpl-t6Jnpr>Z
z+dq!Dm0wDYlE(9m&eexq=}ohrx3Z9Vw%@mg{w|jtFbOH}i;U^Kb`r`^@4|z(I9rut
zkqKyQvKy4{HJpTEowfuCPVOygTH|p$HSfhNZtQOvZXaDb=rh-Da$@jhz304u9FUr#
zgS4T>1k)4-9YLrU$ZivPQchjipzScaB1&!oH1IW!Jx)M7awe!P+y7BJz1D+IAxlWx
z;W}36^qZg6AL}V;hiL>thY9*R&O{dV$#i^&l<5KFczMKw9}_+ZNZwb6e;p+Zs79M1
zXDg^2bB^~@Deq0sC8knXuCu~+%d1;i+HoIN;A}>9bpN^#Q^U9s#HqN2gi7XVJg;l{
za}GXop@`+MuL|C}o&Nib4YE@BK2fG#e(o`jcHE2Of&i*he4^mC%GsCz#LL(mfJx${
zsp%AVI%7JjSO{mVZj%@-1?PjL?hhd9I?j5h^@rI_#F6Ec8n(4MR3SJcgRH)2#Rt4}
z4tGQT)_l@SaREDfCnG^>1x_&}py09%y06fmp<WO~NV`A@Mj-cj>cSP>zCi#Fqs3@^
zy9gwyl8z=1|JUYw=O#Q>XH1~bb5HTj>5kp^Yy?CeEE7w`4%8Ks7gIQn$k5u+akHNc
zh+=-4RysFJh@d)*jFm`WYQtNpz4rF2Xgl`tzf0YZT>}eT4+U83`ZY#@woUDXZGwaE
zUYx&YFGvVTpZ-47I*Ti}KBLc5XJ=Ud&M00&T0t%SNTt$uXX-(_aFve*TgNSK(V<Cd
zhCQ`(6-|pjhxhoEGwD$O$y8zRWWg6|&~)*I)(6X=4B@N7&~%{&r~XNPLi4NT*+S2|
zLvkcuw(NtKAn$rMQvcfNeAFRp$Givsr#lvA)xuoAq&8Qh_)wg9qz?HRwyS|MR8{l4
zL*LW=vxfrlRD#JrQWBnx8eG`I`U~~nDY$(e@_LoUK9s-%rr1Il%onSCRf^1%mn`CW
zmwfDF$pq!QuopP$3^>mzIEFN;lap_SIjQ}fG>VuBbKY03Zq=FhQSB_|$8$Se`Lv&~
zrGq}(@Y+z+7$T@Z2hs`?3g%#*N~Z|oz9SS&xLQ<_LQL2&vNkj$G-^uT7j>^wKbTMA
z%GQwz*)amX1D_tzzyYs#Urqu`_;p^5)>B0~iEYkX3d{!0P)Dy|kS0M9(+V2iyL4<`
z>y?*;N;%yW?``~Yg8dM%&shyyeQpoZ!s@vYL00Z$oDS^Mv7YD$coekbruX<68zdZh
zB_QsV&^9h`Z_vJ@i~0Ho$1W(Mu$e_1A$Zu*Zsr{MENlw5vrWHF!0w%xsw}@;*d1~s
z*-cbY^aw%f(R{7U7-%8m6_>^J3K~0_4)+(@eCg=P1;LzG&Uj814{OsDR$wg$(TDT+
z<!=+M2&2QSIuU>k<K0TgN&Z`;k`&9^UJHjAAzQq0gqXk@vG7~>qvgsw99Y~nCG;Ul
zqe3e;H#(UBa0b{wfg(nEY6D9GSP$<UB_4pDW{Q*cJ}H1_SodCJ{7b`w1{N&k78_PW
zwX`6`I#}Cd{h^g?5BO@vbz<;%XhQX}R=S?TYZz@ZvpwTZ(~<u;V==hlhQWStzU3$<
zlsE@fb>?eq^7IW3>j;{oDL04hjKg09WHtm0`^IJ_UH4`NOv{)li?^+Nb48^t9!24g
zBf{UCpkVK8B(mbo-nzieUTScb`UbU^&?@S@D56zB+ULNPqQJ@4bMM^v*Zh7eHauWf
zMG|lEq8Lir#NE2@?#p-WntvQSnm<7PiQQB$U}iX;^=QIB4dE<pw5U?QwV|r{;K=29
zZd8d#F6tT+l_{iK|AGj-@JF{O+WT|r1c%sz=<XG%oe*W#9sn&())Gump?8=GmD8sD
zjG>iXhF#8TJGKrA)i*1*Yr%Akc5drQ`iC5u3!FIw3Nd6I+BnZzDY-xm6nngMl7-ZI
zxSwtp_BitWci0LVHR7_7XaAbFL??Afm;htR_4^5GUMgP1<<=8+B=B5?N3BIyS8~{?
zo%A^&7onf@wKCuj$+Kdg`FN5UNb#>bUAVnVdMN!@AVqrwHrB|f1g<bWuE@0!?FhEg
z*9z+whB(9O&8bblhxo`WoB1a~@A9z{$E-~5&)&$)klLcIpuYeQV|;vS_*ffQglzTR
zS=?KiHF$u?9u))n;`F^75>v(d!Sxp#Xdo+$`SY8~V~RJq7~B?W2)zgO-Hqnh>B+d<
zLicXhQKYyt^uC+$c9DgyMTa*1YJFr7A6I_IM~h5B_Zb#9Abt`p`LP0NB6?h8XE>FM
zJOZ{L#f1h-xk2Y?J2~~0ZI`!6DSSsKoL5I<MKc_V<uYvpQxGIs535zUiOKQZUT%o4
zv(uANU^OJ>ersj>r&1q}1jd%eV{nt|Q@C1W)GGABf5FN=iP<1Grpj{mwuhW%9IfS#
zbt<o~aVG`}h>ythSKe4;;=oJ!5zfKx?l$VNhflO^>0$r`l@y>It0|DoyL&lof}vTv
z=`^C8f<aYtf)067^CF!l<8*}2R>oOn^J?jH8ID}0_wSeu3dCrkZ^lwS*VZ{GMY9ms
z@$TjzWi<{?ysA{rIWcP_JOj$hJE^<XA{Shc6`9foGT!DJ%;V!rX_MM^PDJWtBcOJg
z6gocsy_y?7hUrjdQQOy$EKgmD=`crccW#m2$K54C!j9>X*9@us9E=HSwnk>7-<4U4
zp?iCP%-p<GJ8|5LnK4d+K}hgj9F9mr^=RipKWJ>Tk{j*Q--S$$Zo<`tINgpdLcB>P
z&`O;`g9Xb;vXnqN4Pf9_R~W%&5EkJQ!L+hC7Iv~t_LQx5{K|_ug@++eCc;b4>lA>*
z=q`du3f5u_+(er*!;TB^UcU>uM0?_%Ax=Xdma#jvdNUzSo}I4b*u@t>yPM1YB`c+W
z*<&3WzTkYvp6j`Witw%!U<%M2=#cA_tW2+kPtv8z`;Tz6*6J-*(6&LvnF!8xd_cf;
zsfWMZgJ&cmS$)UP>644lZPIf$T4iWvXa21qhfN`@UBv24fN|{c^mS@M6Xgthlh(8m
z$&2D|X;~evH+RYkH|$_u!?*(*&*|_C1^R}k)KJ3V(8@WBMOVBRXO9tgi?!0%?H%F4
zy#J@WZZhb{yRRhM_#056f-&b09^ELF7#(j?)_3`?O_n?Bdpxlvp}<LCj9}|z$JnP0
z^i~S~hGQ2M?j{b(jf!v7S))^@B<}GJgt7}>lvau+N*S-!1(&PD9Kq@7`rf7#0y(d>
z&q+3fT;5fbf|U^7{p#$(0}eYY6Tu*{5~^ivVN2ZmgEhzb#Sj37L(-b@x1A7>0x~6f
z><iWftmT)U*Jn8>G;;~asfELzS$y21ZbHI%5yZ6Xm=xeh3-8EZDbzSNcF`|e&F@2K
zHv5QUHbZ}<V7<fq`SZJn2eMYm5+BRx4x3SQG~$*5F99z-)nN0^Btrml03rk5N6k_d
zsdSp{HvS?x3aip#VUQh-okxG~HS()k0*8@){4)#;M#YurU^rfJ)v&Uov!Wuf?Dd<Z
zzfymF+Io`?){{kYnmZz19?~#vg+oR<{&EE&#|IZygHgM)HjJI~;)C4#EdVYDcx@O@
z-CqG<DjEAUr8wsdBJlVb{_Ef;i>9@W<PmSnz=$W?<d}I8?iwadScx%yaH-pAHaLW&
zL*z#%CVXt75S6RE=6xnu;JdKu9)*^ej60Kt$a{$12?}#Xty$^cztlC>Cx;q0-zQz`
z9}C`Y=f@)b8NwuTG~J|QuaM~dPLP&99Ymq9i}jjUfrQ;~FCFK#yQKmd2d?OKz@uI8
zLS6B&?6^XllW3a0#TT+7dAXEAEcDz7vD#IKB&Sa7_S217__o*h^onMuC9L*q8_rHg
z#g%Ps?8HBxyQM3YpKi_vd{|_w!7%URPxBW#oo9px*bj&_83Py~cbHpwozf=#;5t^c
z#Y=yZVHvB+tRrE`z#&x45F}6Mq5T26x>6i!x|Q|TVfUf&N8$6fn+If}*)mZv@&%><
ztK~dmS+}lpW~LlW`)K}%m{?pRvq>7)Ck0B^C!CF?Ucw5))knVy2?#VUf(Fi*?UM(x
zUl$})P*&SaDR3Nh$zs7MuJEU-V^2x%3N-2ZKP|wqs3QZnij^J$J{2v4u}#jH7^*|F
z-FG{Z6pZ0Q%M#o`t~yo=)o%q3b{c$!rc~eP-_|dET9B>w%ul75A=o6FK~h@NQ~WWA
z5C3p)Fy5~e>--h-To*|Pfo`}tMfN=+vJe8aK`l<C#^8n>!bCF()TkK6S^w%N6dr!Y
zF}_`4;2Bm?xPjQ+OotUG65jj{;_rT<{W8qW*Rz~<!q9M2L_tT=a?-a0`_sT}t0s4M
zaV^+083y>NNP(5@QDjrx`2P4N3Mh#K-!}x`U`3TpJ!+L}qM!#o+z(Zs4isCyO%Ey`
z8oTpO6W~7xe!>>}syJ@BB{F*;ed{g58VXlP@;;g{g)r2gpzLY#nf`Gkj7gaEpmMf+
z*~NY3Yn0U0FcnFyNKTqfnbk*tesMXv;f*VF95C}bHQud4cZRi?$X=EbqW}d~pfILd
zP0R?Zv;E6-LH>vRb0bJ@p65Fa;up2+h8jo?xQ~rg5yZXd`9+Wb9TgNsbbww|eYNbZ
zXownsF$W_}bfd>#r2FYe=;e33q5ab>KY_)7FZ_nd#X6mipWxFKPR{^-7Q5|Rqqi$9
zD4l^6N4mdxq*(%=t9o8JDFKUgQ9pVhIu18<qQ!C%i=Ykg{B_L6VoY)*;Vsth+?W1h
zR{NvR)P!75utT87AM*(@=F+>RSH<hW3l(H=McBq?Mjkz;ZC9PL?UhX67!PZBk`UH>
zx?bmW6<~A{E#EFM0{A?XW86-evqszM34K{Y3uex|htM>dm;fiWghdFyz$nD*wKKmw
zk@eaqe#XyyCPTjOn17)A2jGgA<fOtbBj7<?vQ9ORk`$g95GOm{2KT9yDdE>o8%3t|
z-Qj4ww9b<JZ_V~K7>h0LeMP^Bsm7>;IrXkf63OiGZxC9qseR|)RMhrSh9*pOi$&Cl
z#Ag%wS7^ql*ER^wI@CREFc{riY}3hf{fKNx3v_GHPRZYxV0eOS*F6;YIyW%j3}*<)
zg_|AXIW4pPn~7;i!QZk`5HyG)igfI%tly9&jZaf2=zLk=MjJE9Md`g;gEAnWkzun`
znq1*w{tM=^j%}>IWqxPOlQR4zV|op}kxQQ9PNm<{EXU$KBCYq~8`=WtG)JaO+69La
z{xuWMm~ba;G9^=vto4|vPg7ykekHN}PW3NH3kxM*l7jhq2Qk<=zN~M%*Cb^0uRmU8
zOA1=V>^qskU(2|cGm@<IiqZA02AY_S{P2%qej%sl^$l08;K$DqbGPXcVGcc`K1=$o
zo*xta%fWmrp!O5Xt=s57ZD`<a+`c*p0WT-MPwx<lJC9WQy}#weW&Gs?5+V_rO8$Xr
zjguZl$Ai}E9hue+0tC!{C)T=#c-FVKL=~d|mj0y_&doJlzE1eJoIIU?Sx;W?b&2Zv
zG!o2oHo;I=-NQ0H)7Nge*sKR`<1y7z_x$Up747*w+;sQps_lvK<}bcWd=@{oBUjpP
zDQBO=e1Ynsg*7HvT<Y#^mP#Eyv_T@YzYX@ei#kSjipoJ7X1J=sS!TC@YW7XN=ZB_W
zyX3#kDgq;Bt$#;K_)SYB0irPI1?~v8W7oymYsxJ*-9yqh(&P5^OGzcSN<aFXw?-?E
zki;drD0yGAGx9Mx+@OJ>*U?Sl?}pwWAFjM<kV3G$xAF}jkGVLdvFt(vkH_T5i?Mc`
zxGtN_lR+25MwUt&jPr}BoL4E__iBty$<GB|jYK!BrroyPpUT1Cd(0pf<%vx|wJj?c
zxyfOf-60Wtqi7M_M{tKt`~aurr!HS97{8ggTa7ir6XporFPAD?@mEl(F1JqXgOrOQ
zt&9ir%(F!!yC~{P7W@uv!$%#mmC$aj5&JHN1mGK$q2atQ`6=3TMSrl4o`EMu9_Yrn
zq`5!qq4Yn9=H_L;h}1d!vwXkGFbBnk9qX?5M8XNLUZn~~HXBR@?#cl)zd~C>Tj4h0
zjY|shWJgzD!EAf7E4R&I(5v?)#Ui88J0{29!gqU@DsS`n)<pF4>Y9Zc>s;-#8biw>
zpPWjq=2&O!;_Pr?#k9eoIK<tm*D-vv)#}<_uC~<@yeL8Gjzj4<=j6w~e9ljbovyca
z5m!UKjYKrBx*gL$aDKedb%}%V*J55x^DX*+mclnI%=>osT8ftw_X{+o_FC1o!1^KW
zmMUAbC{_c%@riD%g-?r8{Ykk@L|-E&+e0%Hdpmbyok0d<Y)t--*OCKC@0U|%YwXsI
zLZx|Y<8~}X+*yeqK}_IS!;jQEcXY_Al=!2)KpT@oc@3U*C!0ApC^zrH>B1ktRi*_q
z)v{epb1LBz+9ybPa=MrNxg$d?;O}e}twTMIL2@Ig)eR=>d^4Ws*oiG_QUCZeH3fYr
zDy$pr^CvW_l~E#=Q@$08g^t%|9DDg99I0Frd6{ry0c3<F+SvRu%Xr3AqmX+_=o>pU
zXK>YTP(3%YQvVzV$ile@2ONbO{Ke=qr=QxW08$4wJbf|X71uaElZt>bA_6k6&n7}c
zYJ0-tkIl@YYJhK@E>`BA=&+8L2k!0@%s-eR*xNYDbG%zpycR{M@juYHNWH-1=D(Ap
z4kR}sbR-vat9Xn?`9OyRf_>}~BACL?;r(d4!|5ooUu2d4{Y=kskC9Z#Nijy(#o1Z8
zAXO7Q+xyynSfwK``^?)pQitjb-Fh&E8NMA1hz`^@!yzHTUY{!0kAI?pP?BEr|C93l
zNJ+X$%%Lg)N71V^;eRCzDY`E^d|dcr5r{)~oDqb~k=m8ef$G8_6tq|y5V^bHa#;BB
zn|xDSL~yiQp>KI_BRc8qf!Zn&x+NYuxRZTMUr=(Lf#vGdGrmyow=@76KSCtLoLjkz
zuP6AUtJ5;ncMJY^|GZV2tY5sEyyB-Ms+CV(?nL!UWJ#ET{5qzrtnQ@2tB=sq#kKSn
z8z?WpgT*bTV2pcyJ=J%L&rh#7_FZ)|1;5?owM2@fC0)}_<W$vbydY=$>g7IFFHEQs
zM5b@ZBF0w5fnb*_uJ4#?TsJT*m`q=U5oUt?jG15jG8BP}7$DfUU2eHlY+5BV2j2Gp
ziT)m05N5H93j+UW8^In7q;(6!1c^l~Lf@C4(4g5lif^zZARzE%q!(!0b<oB-*Rmy-
z=FW?U#QNjl+JWQD&rrZoQT<_@=nhbXC|wlCs(-~)|GsIor;yNwQ2c*vy#-JlQMWCO
z6Ci{HOK_6l?t?=D!QEYg+c3Dhh2ZY)?(XgqTn4v5kl+rl$@ky;zkBNyRRdJ_bf4aP
zpMAEhvl{F9l{B0vG+5s-J3D1eV2LEwiwo4qtbyXr!8v@08@6o5zi|bXi`q3?LooU#
z<h%BhHR;Y2L(SHYptGAEpCb~kSMMbReY=0ih~W;GfuG3oZnxw9m<OGC+;APKgMIh?
zbW$+A(RyHtM^4z+@n*+6B(8fi!3FweE{kbA7vdjV3Nl`eDA<pL&x8$yI~(2TJAPp)
zj<@s*8O#P*0W8l~=Jd!VF9DfG4fgx?9qO}KOD$&6Ac_xs;$}{JjEWnu9OlpH@bHPw
zNUsTKF`x<R$W3I*@~V%zC8=^vRv>KXTd?<fSfT(w|9Mh4O}Gk~MLOnPpw6tCTqBBd
zx*S@-$lS~q`o#-aG*HdVq<oCwl`n#-ug=QS{;OS?v3IB0o;RnIWn)}!$7p7g#Wmc~
zPyWNpUwY8-vA_&ZQXZ<s3La%gf-zzF`9RegA9$(e+7XQ?NHNKW0ILDbS-8hxyY6yn
zvB4Z@EHNVnA8BwzxAxJB??-=QTgY7OnlPOY>=S3;4mIR68B&%K(n|JA(fj4;6Jq)q
zf(-l_)fU!6mi6|>oU|=BH~v_d=C(Cf7nfWwm=ao<Wh0Aj19rBvGY7*EG}z=Mn_!V{
z!)Jc!#&|XTZt_R{h(OafVw0^NsJ>vY`grU9X5=tIrHwl}j!SBTlb|;T^UivOuQA12
z=!d2|3-Ar}sNNLZd3ooF4OoC33TJkkO-TO{)c+S8LI|6+VW<j{GmMm3MlTW5&3&f$
z7dMfXQbbB9=RCXdw+7P%KyydmDSG`Sd0E%H&C<~jK!OP48-mPBbTNr;50Gp?`K`@e
z(uKcw1?yPPT04ZQ)F*rZU%+DzEGPa11~fYycB9ikqK{vzw`KfzPVk+G*_u~#@{S8W
zS)}@-a102rfu(7MMEPQnDgD3|c(P&tPWRTjzrnmqsch^+xfFwJg5-~C=}`)fSvkmb
zm77;a4%6iyy<W!4IfqQ2L^ktGPmv}wa5r^_{f_JH-wV9`OD(rc+uNLr-ykWSgX>mo
zw`{>^f>3l}y;bJ7d;SD)Hkd#4E6%>LP`dw_E#3A@sS7drEr-=PP`emnPi7k(ynqgU
zOWcje-9;@bNGHeg$dcJ)KkG^~yg50}&h17-{v1@j!syZLGy~#DNy%vH<J1iv=KuZE
zSXv>FTZ64Qt$tL&6zu!$zAppe(v|I9qhFVF<=`r>{p2v`S|NN_nC1f&))vh_Wv|zC
zBIy%ajfwn}MKEwA0C~WIQ&Y03N9t~5GGc+CBbd2&`E&RXCzahfb3Qe3V=u0)NQh%M
zaJ{X>2X6`~omRfB9KXOHHr3RBjU(1z&kZ&i5LqPg_LSN5Ou^nV9CULb^PV6dV9vgB
zk9^(R{B27lXB}|RTew67y7(q6OVscQH!^tBnLZW<;4k?%zIbD#$?Toe^!Scske<K@
z5<CN=9Aq-7+&e)?5BJAW<PIz;y4a7fAOQ3+WmBCU{FV4M5OIM_%6R;007J-x$@0gu
z0d!x{#Jo$Z!va$bz(!1+DYIQGZF1B%L575Vr|MhkU3)Tup^kp93bg3D#>DgT3QK(j
z!8+`+$EvCi9h|1QhpYF^mKsTK*WX3D-=|%Zcbv5isaF5|d7-Up_6Gmp1O|tVFl!yj
z#3)-Yg(Y<mkDbiD5vAZ^6X(zN&GN|shjSMB1zcrd#cRNAf8}8}+J!q3GRy|^Y~-J#
z!S58F*(C88`9pKQQhX?6N+wv}$+A@U=kOtwafbcU>rSIko<9erQ>*V+4hK(2!-F(c
zCgyF5pzDFJ)<nZI{-#+P5F%g_@vkEmJt*x%;`KUtXJGB~i>4Jir7KN4ZZ!UOhEc#Z
zV1b?gYI$7F;=h8}f1_PjVO)<PY-E;c1zbJP1`@JPD$x+K*t^#=FlaW;(7S<OhUebw
z4VXDQ%w2S8C6r3rHtruxGs1ob@mM#QzUJH=@moL#cL(!^XS}i96JtSX?2`2Zxow9`
z)8L~hkT!l9!+5An+Pe4U@b_$gyjm9D91?yk;ntn(ME~=e9!F-`+ixGV^sd1aI=CQ+
z()m*$Uen(4z>y+zsuX2O@R*{Tho2B3o=tS$=am%QE*lP{hXk1Zu}-X#T=yZYAX4w=
zaFo(u7p#~BFBW6!?@CE6&QfwxXK*0P846eDT=~Jrjs8X1QKPN{_P3_)F`s-0yhrKH
zn*^YLzjpJUL*XR2*pVt>(!1_V+`(!FrDnTPjW(@PNv3;4+5=g`1qe`Ki}+9cidPSL
z4oqUC-oKZH)B2TS-<xb!O&gvLtM1SnshF>*6FJNA)7lk;&O~+E^!IIiXw=W4gcwy(
zo>AiS^RsSr1}oYLwdThSCpBn?1P*K2Q<a|G<R$v6eC~i_Hi);KyWU@9tQ819CD5pM
z^=qv+D@t{~j+M3ZZ#n|+yyXQu3%HywEGtyFh!!bdQol5GI3)2JZ`X5Jm-cp>!Y9Oz
z%w^HWM+YNL1o-ZoN(cpR4@*l|8l@v9P`Ed`rAzWJ^TZbMm!9)A`l?wRuD;^&xYUQU
zc^3JWinH!X0&m!5E9KtnqYiq$&5$&FsO4&R?=2d>6n3#<kivo(95<oh93>!&yo8wH
z39UXUV=PLB)~Onc?k+Jq=y8UmJ~8|-f|Y}72<-MD3u6Rr;y1&8|L%>A<+5AM-GnE%
zgb^IQ#t_RypvPe9?vRhlnf)sZgbpzY=&|TiWKuq@VVi>op}1Cr(k_u$`b+e1oCKeZ
z(Q|wRuUZ}8L6)yAHz~O5gS*4Ek{AnwnA>SB<2$KP=-+C*<8ZD}%ya{r23-c<`fTHd
zrJ$q6ga>0r;KKYs!!{!Zn4AXFxtN0Mf+Aj@53g{QVzKe(^UpCZA$JB&+kk&na#aOr
z{kqA#?I!7kPH$^z_PY;KlS{=4BE0K?CkJZsJEjTEuxt-gV!O52$(g3vk?_b}cSDUU
z2bU4NCl~<OcTwQZrLu5GMm;m{yEMUDVXWZS&hOATz&Txp?l2#MX))D!p1Mfdbk_3Q
zU((8pICOlIMUF9o-{uf4?Kb|6q!CufhmprxMcU+G;2pa|b3_&U6Q@KUKWvW%_gwB1
z>AjNv!5RP$iV?+_Vr-^ga+(+I3d1_xSoyOZ_SrhXpI|tFPGfMsQ~-FTE4-3gjA=1v
zno^;?!%)he{E?Hv60+Q+L{xe6fdsV%RR#w$J<tz0;P^vY!H~9Nx2j#5ofDD9qDjJs
zeDS8uMa!bC8tN2LLO5@|`Z00ogD%oerKJKV<h*j~!zBP@Nh!&v4Kk?ZAcG0XSvQ^f
zJAlVin&F7*G#;Y(CPCLTX<ZC_wjmrQJAo|fl!soUlq>M6;uFM9k+E2aSeUHhz#*J6
z^~cKigDDDRwYPTr#00b0D-`jSUJRN8T8-wm&0V+Cj1bAErm@)<17K-q<}Ain=NYhM
z@MaYa@hd~tdxr(%gcE>oko$*b>Y*#!=A3A}No4Dtc&-Z!JS#<Tqhx8YA2NpddAzuL
zVC%yk<&x>b(<6HVhlpK=3~2{iMRw%<^>m4AnjHyv##S-#_Pb{ihTZpH?(b!u)t(<5
z;mrm<X~#ruN3b_;91*jkzbT^dcpP)$_I1SFNwvr}w<8%x$19(g=@Tvl&s}jHxpfbv
z*TzqprrmE!HeIJnEmh&WK<y0zg(vuHRe2mw5{f0<x>*x*jyikYf}DPj{1x-r9y~8f
zKC}DUgLUwIO3(IDv&<{C=49MH$U1y5LcJ`Ho39V*pTbn}nEmjY`8^P+Z$glXBW^8w
zkDXKNE>=uxKPL7p6fV|Qw4M$BK)@_hG!qWX)!V(mtmFMp#5#?#9_QYi{`znQ;FhzW
zAI#4CkbUfBrd84Wkm;@wPaQOmQz0dv&|xIqrTnf%c}r01?@%%RCr$wJe7gvVm<T;Z
zVSoXn9E~@uc`)J($NqJPn0n<?nHbB|2B66ZJU)c5*v-b4S?EM*S~o3rhwarw!{IFb
zSfM6W(lq)h4r7PC^h##s-7?J-_6elNd0J@Z?8WZK`JO&Q9WY;my-B5L++s<j0$<OY
zd7(GN2t<{yIFCJ_Qf3S_hb_<c`DBP4i`Ga!E-7!bIGoX@PX!eSMA;p9rhh+B<D!<<
z+I%mIrFU-*l>gpp!40jfm%1y8!d1Nj6|vebOYn-3N^@cl_+?s=lp&NNbjNrHr2O5s
zud>TSfRYW+IaKZFFGtX$r~zCzx0P*GKs6Dw5`sk{Neal0Uj*!ihk;pXT;!ZczAQ@X
zV^0PI=%>t!xZq8L^eGF*BeS9l?sG?|3LG;HaD<tg*>eSe7*-h<-6Y;S|IQ0Y`Cnh8
zh6OnuZy6kKWhKnf;b7Dl-kXv~hLh=m8gCLUUoI`XUzaeK#o0FAO4JZ17%I`(EgdQo
z$}ZVA(7T{x4h*vjtxKX)f;9i7pqZcFQ^!i3)f5~NwXD<chfu0cLu@>B^-F@3NF4a0
zyHtHZ%1vUy#ggP7xl|pK)$nBrQW0|Ciz1Z$$$6Uw-z^!jMimYsP@5lgWqb9-SFxCv
zBuWvc>JaFly#p5oz2~dr9`2(aycbiz>H6`OfC#6e5Dt;vlf+nUQ1I_kw_QzfV;9UP
zHEh*m{*Zr>;;-O;Pyb<g1fd3-gBl!gIA4+R<o$eow5<BfH#I@a#`u}Q#7f$cFRI?+
zToj~xO4abi4@ta2r>$Ejqbgp2tE0j>wZgPt5>IMp->CH$zqP>^{+*P#cy!hV|3|mi
zCVUHRixQn^C~9M2?-gnt)KJt=oGD;Snogx+sWs#!67v*ld+N{Z$pMAzn>Qcnl_7lB
zg~J7Z_X_`=^<VM;4ms=|H3El}UJluRe`q%PuLtUuc1?5P0n_??hy!fpL)wQIy)f4&
zXaHv(eyzl;#QZ`1@}x!kkfYF9Kv2AS^Ew)h;uWmc16Jg3b6)Hx2g`u{Ki^WZGnn^|
z^Ntfdd{N2an0O|!`k1u)sG{pp-Yhite~B&`(AS4$$&#iji_RA{U%jaLYPZ)MFgO`Y
zMn<ttbMT@0{~E)Kb^O1_FsATt<a2aJ|HjbSm(U5Ibn^gQ4GS2`X$Ebq`p}rf<5X^c
zxF8?TpiN^m9NTn5RL3Vq2FSAt?NdCt9y_Rtm#5xZ1#Vv$PF2SxPs?>5;0ae&9RfP?
zw4gQjnupuHjI--CuMu6Z$2ghXx4J#G5G>vExK&q+4T`q0Mxu&1!PgRczbCW4+FR=N
z=hBupe)YQQMq}*Ni?B+dgD$YY9eEMiNR7e0@ylfJo<p(<!vd#1%ZO(G2+7iD3=T1q
zXh^Gt#DEJ{-#{fu>&ez<R@KU+EytuYR{=#la!E|^0f*B~*1}gLNc+k3YC)Z0vrD}T
z+cypa-O`p5vaTm-0Vx;laECX5%EjPB+@=A>jz1PyLg(MvLCpMk^={&Tr283AX<=!7
z5~Df+aOr1y&H7jX&N8%<pi9j9SWP5O^CFaz7oluW#G4FUjR6`0bo5^{%286XvpWnK
zEvtLUjCdxRzhptKNcoPik*F?CFcml?ohqw`f6^X6fI-pNom}+)opPIW!3E(lr}g1X
z0IZEOqmymb0}Vth1-YHY1!v=I_0s^q;<S0=c+Qt6rk=N9hagGKiHxFO9-mDyFGKkp
zgx^cc@cpW_8X=4K4j^dx^j#gWQ{Kch+mZrjImx@y?}~AA`*!R5rZa+LiPsT>vd?7x
z@{Kw^(gKK_L^Zp?VyHd`crgWyY~!hX*{+tx)-Qq};9Am95P7*!q{X6g3|}F+he}nG
zdCCRXUwftlZCx)4X$-4)+1Pq=x#6UbIicg)T0hsKsSDY@&MF?px7hPFu|T8W<l^%P
z0mi^%r|%a1GS7I`aEw%C&NAaK)cbbLt)}-nr~ejuDd8uNi#iQKBV+^Fhx@OM=OLTc
z#oY+Ax4&i7?T&LQ558a-N-OIJ564IWmw1;`Mi%fgMEI_Fb>?4w8dD}Xn#B#08St_>
zIsGL0Yr*jRSh0A!ITDhrBCxNEhPtHB_D?#<qP;tchSv~q#QAE@6XIx`jKy;>!_)ND
z8-vrDD*39CQ?S+H^AdCk8=FLK8L*qrbr!vj4Q?-61%$}pTLpT?qFJ}ns&_`+<l`c8
z=^I)#Ez}xMzlOhW2{#b%q?g73$8QOE#uU=dYdbcbRZx?qJv>;zWHJ}5#%4S>y+us*
zO)Q>#xJjvon-$`BcR`}cAb$2QGIwmZjlMnj!%%NJWqFSao;sY#5B5<X3qzh(b6rHh
zFb^*MX^ycS8@PCm;tjtrD&Qif;tAm`m7toYP}Qf7x&4@yaTXKNmj98mZh9{HNU=qH
zIXwsyhUt!0j+rtsRav$9+%vC?dIR-CVj4Gf&Ggb+;{uT+l6YnpiN^HGY~tE4ZtYwt
zhK7knOse19xJQKK^O}n3pt()d(u(lakgYEJcn$7VKaK8^P0vf?We(MMLoOp};;8Pq
ztI3o^%d`U>GIx=nq!Obs^00BCC@;i;4t`3;jw<PPdm9+^ilC^SC6y8(LqyACU`|0<
zDf6bIw8f?5oSyGBl43fv#6<O3-x3DGCl!ZM)5i8x6`5Q%VJLe!QZT!$<kW&{&g0Nq
z1eiase>nL8IO2><`&B+*YS4L8CWN17#;+@9TER*bn~WWe+{{{c3__jWNL(V@qEJx8
zTor*f#3it{{A0Bwq}N2g$m1f4zCTNgA2V5vb8PxKT&Ak~=idEz$d5(#Q9P`+ZLX&1
zSEyBw5Q?5}x4v@&iLe3pLF^^7$0$#7ti`#z%b!+tG%Iv(Y_qR1Gbg>CcuohV(b;iv
z6lV5sr4@3m@~$5M<=vzHI6BpAJk|4*U=UYtq;{Ww)X=nBc6s($n}K(~y&ph$#atv(
z51mr$nwZ^V6z!R*-JD^5465Ea_TYSnjm}f69G<q8THf@4iY^vrw+(RVg$9x=?T&2u
zB*Ljw<p7I$Y;@WDCET0D3?`x5f^58#DW+&bl7vm3_&X^{kLvfK_|d-!U;<T!)|3La
zYzr(8l;Vol^0!|Wp0jNe$%0Z~U3Vs3iw+rZm6M#J@lM)1Pr$8ZpwPF)cZ667PQQzs
zVsMhD{sV(&QYQEdiiM2xf!w2nTsNM8<=~8q=*a5shA7G2KH}ldsT<K!r+~<T+f_TS
zj1iH{dkEPotRsh!g6cuPl`}1tuyL{M!HUTmR<)1C`0UFZp#vdN2eH?Hkwvk@)2Av(
zj62>EzJkm@2V)id&49O%+y*C%gqoB+76n!BqemVaHCFgxe4B~T+AVBu?SvxTyIf0^
z$gj5$(mbdK#-B5O`bfAGE=rvQ90s}A)UK1#WooWIt3{<q7(GR+lO;0xEbT97n{hQ@
zHi%zfe(^zyfc=K>=n5AZo6ODTD9^b}G;=AP)({qxWPsU^CJG?lfyOSp;d*f_emipR
z8>SfM;)Qx0^HcwY1^6^ymXs^%!vZ*$BIogCWW(|03elPI(KGaIPeg80H*T;duDp6?
zaa;2e@g(#9f~pA)=}|O>mzX;gl>PIO<)nC?>pvs(#^N>|N5fLe1dF1AQlp2<9_*#m
zke|6Tlo^pz=U7n2WGM4ISUmaM)3wf3X?_S8rvR&CjiLe1OU&2rXC&v|RcJV$t-r~v
zxA`?SbqkdO+_KBPbLf^f>VnoNe(>jQ=|)wax%jx|3Fg6mqm`MG2SU9Lm72<R7mCKn
z8V_bXE|pSF%YhS0T%V^`6#2UU8yO}d+GQrg2p9|*MObXIQ5C2#q0|T#HB@P_g<_le
zY+ANKY!i9gUJJkg*wSdT0*kJWW4+<<zXgwl;Y#9cJ-^@2C3imu(Sw4@-N2YOQT^)p
z9iC=${M0U$iS(s4e+XGpwW$_2IP48r%I%^e_|9M|q2q~82*WZyN0;1E=U4s;IvrG)
zwq=H9&;Ly=M~lQ9>JpnL!_D4}h0<R;^}JC*FmvXofRtx-+YJDiqN<-iTyu+~`z%5|
z9s7*v8&w~pVH@7y2xxLSG_T@G1DJ^IA>$-?4)i-G6CW9|Y5vf5?B~R=9RHQcP%+fP
zTc?N_<!=}G-pFheK@H>LD0#LX_-55{>~c!+GVUo6fsN>q#kF&By3%5%x&{%*D55&U
z1hj6h-*(=rnJL2MiDmVmfOsTkE>;ZuiiV-Fgkr2%W;{iocWx~Dx}_h+)Ljp%fVJMZ
zW$@vh{QT76udh>VCLgt*7Rw}~y}NH%>O3H<f65-;)fo)Kfr#qqf(tDxN58S~kqZ4(
zom2NN7rWmny{`*g;r)|PMrA~{eqx6uPHU<ZUescd>d8<u6W}Tx8$2xV4V5TqUiw;l
zL39C0#)|0v<Hj4}7`QqdGoGkW5Z_K65EdEpJoTFcmcvEMa<WrsVV2*SZ#GV8e=B$y
z%BZ==3q6ccM<x3to?jZ6G8WRqkbGa?642sM-u572<+yb7E11kk*Wv=|(iq&T8@#^j
z&ZqA*ZY<@1B8&!-3DPOZ2<gbFz>~|J{Ni3LXp<-9p+)1I|9ynalOIsY0bE235<Rqc
zNH}jA{GyUgv<V_&2l_GW1-6km7=T|RNv^(pyO};_lp9I-P;zGcXjn>#U-Hf4Vn2rL
z;QNlJ*xzo7SBWeHb!)9urTlZQH#ROD)<eQBAorX4*NY9zzf9Z+1S+113U&3_?fGMh
zD5F_8tPg<vpwTAzXR9wkxbrlqKxL2`ufbpy7u>2Y0DMH{l#v_#iy@l$nJHZx&B{Cb
zJEb#SDPl`#n<je3q!2mBV@1u>`V&fW1P&_Ast9k-rh6fF?R5OiN1%W}0zEUAFcW(s
zXiyJ{j75~`{qNhm3VHmrEb@}O_5Kdss2}#aF$iMS)Q-U9g7wwk%nT_i3h8<9n?N%Q
zZSGn?=-%eg8<jQjyceJ2^fhobiqGc5!h_=Jr-mS^zArjV+Oj<yAMHCz3P=f|^;&j?
z0O`i5UH~t%o7zmBY2%Q#S^|dBg#TIR*b2*^-#X|Y#$)#!*YnGt3jKT&KI`6ejonrY
zir<H2ZRB^uM~GE)<Jfz!$4mc8&ctEYv=IH?fL*8?^~ykZ`Z&t4!G+Nm0nUt@b5q-P
zFQ6snslu_l2=qMh*z(7i=2J#Z+V_L_LkPTavZHiqi5z8f>280@H^cuKA!exy<&@_&
z!4W(~ekwz5Op<F)XIS>!>L!D*R(<6|7wMF4K}Qq1s`|~RZuC25*8S4sbVQb=K|;|%
z_)%iMn$?Hll5(lGLp{PYWXZOO%tvfJkiiDKbunv9+!c8N63UyJvp$5E9FVdt#`sW;
z3+_&c8%w$al7=mxQM7S)>H`f87?8`)-)B*CF?&~T2;LuI8AaP~$m9hmlnWV~aA1g(
z@zd%FaQzQIzv-p5Xt-Qy*rH?lU3Yob<)k}AeHmn*d5d=U%o@>3!5R$<%1@6>tHERV
ziNJIpE9Xi7BwDh<2Fj1o+7z`1KgkZ~frpP1a^w~gZpck46USBF%W#gpr{dBN6Wb{9
z-IkUSm~vG|1DSaQZn?R?MB*KAL;fkadm9u}uHGr)dmH&yFpWuv-YFdVo#@$_;~RO!
zlyIp&sFrgXuC!6PIszCV)@T$^J~2jqm&!&JLZg1-;L`ZW&1f5Q);dLUIcFApN7AS&
zB}b5LP&kTrFfLUj5|v-`ev59nZ~4;4yPXr#u@#=)tg}xyCTv^b^DIEI!eMtxw1Xb%
z%rt>${5rT9x3eD^^lmO^W4Gw8`KbQSd$M0pDbHdbS-WZD#{f-DAqQM^nRK4xxm~K-
zFNp;Y(|_n)4<gv0g#y1Q6lH67thi3dVHzQ-p}*!hHJK<Q74X4dwcFnhUtmkofPDl{
z&tYw$qsFU}-0c=X_`e2hgLAV6{0|=R)@q1SU9EFz;mlB!>KdgG92raiNI=$72UY3T
zzzO=fEkq@DxkB2x#j0ezuLHVWKwv8UIzKm%)<k$#wBakV=GBz$<Jolv%U$OjS#lbL
zfc4TpWo=iI3q|kifxEp)c8qjByWaOu)Le6pC+9$der&2A`FOO<m3PHI_L7KBXB1=(
zPBm+QDnMGx#iSh&Ope;NoB4ezMr7Joe9biUwh~%$LXxnLYTJIZGeEXx(zdU%uT>c;
z7bJeuJ)_IaC%#IJLtx(c5tbj`u>wuaL^w?#qsjVI;!J5y)Z-g$;V<NRe?;T)t2cG7
z%*ne}co^i~y3$?_A6L~JLYD>fiIah-H#$c0^bN>3l~Z7g;Nm4U!RH=W;4vEcOf*|{
zt=GlRmm1huGTbc<l~!*)s05afe4e!#AN^UlQG047k)KB6@vo#rj@GhCx4}jCrmz_m
zX!ucm)+EvUK~8^K=XGrI0+S1Bb}r&}h?C{-L1;|aR7P#L94_j8`7BFBXHs5v5f$T=
z+(cy422O_Y{HV66mljNlRtRu4g33g$`A)Vi`Xhj5ZmMDzs_4WcCEYb3FjpAdD6jOZ
zlS?u?lkR8)-q#X64GAM-6oh#9Q|=K(0uYlsv6S6HkOM3U!ba$JW1}Vs+)A9m*=9sd
zjWB&l9||ci8fc@`JZ0}Y5R8T)M^EsOb3$P#9EgV)9Y}@>J_h7=8Lk<t@4;ZT!+WN}
zz>^)`-FQ4EQI~xD_GRJ|qCm&PrOD(wxj;uvex1>T2=4n6t%6!Q6W$MPR8%93WlE3p
zR3<W*9@*9*Yy2Ooy{v2NAzMRa!s_BNekq2lNlut?yGZ&CG1B8HfsZM@sjQlPVJs+>
zO((OzN3)Q?(Djkpjn|2Id9N@p-_wV8@WS0blQopp%B^-wYb5s7@*urf%F$K~GD4Y=
z{+Nm{ZeQ*<Yob^)R2gXJb`=ln2rDY?8K;zNK3#H@ne}1(1bkwtuY>PZ3!glPd>Y!C
ztM->E;-mBP3qP)%^9--p&%^FGW-GO5!Vb!pJY9z~4Z0F-M$^8-yO0!q;!*FiPZ}sU
z8FEX?)%7LuzRN*r4VcL0(<lU43>Ro~Ch*wgjttVdRi}(tbi>ZIELm%U8O+M+jVN^D
zXrN!^OqvYr|JF8Y0gfiGNsU#@X;rTXU5O5&k{yq_{h$~c{zOSwajvp=S%-rjDcgUW
zSU0d8#uR0f+S7+Ld86X{ir&FBiqI&|H(!T;o0Z`}lz)^^dFSpYwlPdm+;5p>DA|bu
z%90`FI_EFWhS+^1$-=pT68>`Z6|~(z%19tkmAMG})th@3M8{YM%4c>9vH6_`6xV7)
zEyF`7fubDo;8T_Oqi>J&vj0gzTa{#fu|QO=nQ}7K-o~hWoP)*Qo1OdVx=LHjw(Bl$
zb(mCF$pYcLuB@-?MR9jI8x&HD!k@5G=6O(r;Xoj&NhYUN&X4_N;bLjwk3QLr+{s6;
zPa${vxcp^P&vbY@SiS)SCv!q%>_DO~tifSz{x4+3oM2`C!nze7UMo3yD8+{WJ-je#
z+2TgTlVJ4|L5h*fWYZ21=#<*gol9z%5^AcWFy1(w|BN42L_h)nB`MG*YYH6+v<C*;
zQVhFJ;or@gun5F7`18h8G(MR$RtFb<)TCO({DA;Yb+MxvLkHbwHx)HISqc6YXMn!7
zpWd(Wlf}56gcOHNYg4E<ieIt(D277=$p??&N|3)S^@5X4ln6m7IY*40W3fU!bzTx}
zsff7_?U>D%X$5O>3<S8yheM&o@7DvXpMsm`KnJCNdZFx_>{6;ELF~o9a1JC+?}=x2
z4(QTL|13<id@O}y!YOQn&=_kWfxF|RIWL!ZH^lY+%#|rL+wWJhh{Az}E}NLU*jKo5
z2eG%kQYyXF!;3SD7FbHFM52KmVP7Rjx}{C=775?W{>#`rj!(PNzDGEUK{(T0Aq9jg
zl(BaL>dKQ#iM@MZQsx|u8icVh$#hFR>jc=mVhUR|o%>^XL@olMbfw~ql1zJA1s$iY
zN9%Suh+SNTZs(hfZ!v7pZCRKGh!K`FPrZ~Lik8>o<=MQhmpDMpl`9&t?j!!$hd^Vb
z&ZWKeatj1Y0FJ%Y_n-_HADV@}74ex?kOAr`fh)BfvG@BK9XUFm(!vj=FlA{EhNn!w
z0Bf=R_vyh(Aopd8YU)Q67<WHh^v~J6spd>`T2mVDYHKK0q9`KKa$~M>wL=FfdZ+mD
zXr0eaXp1dT6*lfZ$lEP_diFKwl9rVGQzwZa!UjWlDgS6I8TxVI-NoFkq{N?d2v)fz
zZz7Urp9{(;uy=l`&Vus!cEW30_xUd2;%Ipu#}>dj9sBEVIT0u9%B0GulT0(Gr4FGr
zX7LLKd{70dFn>x`k8HoNTqshMz*6S079nW}U)3tDXT%2(+z$pD{fht{ZNt$$M~+X!
zgRPmKlzj&N@(~!0@rYadU!J`A>*HwL_3N=&suIDTSNDRt=mG-P<)~$ZQDUN(f=3h~
zKXwy?N290~d~DuoCNR|7H$S`4zCLJ%t(K`^c&%nlu%0g{p2n!K=*&b^k4o+nipM$(
zlz2;wZ2E9iZ%7L)=F4ptjS_ARv8kbnzJlXbB<*w0_AO!)w2jPGw$^X>`4I+Q<33Zz
zQqxW$e&6Wtmd>^4-|e`0iPE|Vg{ytwsbk_q$Y*xkU{E7rloAo_TT5Xml@?o31=AHH
zW9SXKSGaiuTvdGreG5fV*<jVj+vV^c3+o`?F~<~hA%2cs`LPL|KrNO5*wh~fY&az&
z0C(?~%|ozcQt<0%e%TkqQ$lUQw{%doM)70(>K(<GqCaosZH@sz649L3z)g-Ym-=w`
z=F-G%veo6JSr#e2C?0`K>Z5n|bv#b>R!(ojFjBF-`s0<xAG@2wfhkKDdr+T(^-j=v
zA;0o<7;IVCEvS;i^7>AAtbzJ(ZY@_u6N)Mav6Np~_eWT-F?3!1^sjdC+lkm^yA*`_
z18`7bGzy@VbMacUM(O{WJddAq+>pw4j>d&BJJ&lMleXbNF03mBJ}`~U!CM=hlUEqB
z!|T=TxxJ4V_w8<5hi3b2E&-`%n-#1r#*$VdaNuMHNqjX{XjTKF3MzjQJDZV7dua$_
z$?`U(Zeuk{10#p7DGH|t`1MRH0A`@(d^X&msN|)G`s<kBg1?Ro?lwCAi<}SbLQz|7
z5{qT+UBsUqFd=q&n$frfyVP_mAp$%1gc+&9G$#+A-LQ5Ly^#{i_IZB!<C<g_pTvE>
zhYSBMQ>Mb-XjaYU{J~%EJLJmxceyICuz5yy?U<YIncgwk&vUEWo%ue?E&Jx>mic~E
zXskZf!?(oQBkwdT0*dR38S%D$_@C*}KtOf-aRaC)sMywPnTx#y2MXiNEH^gGSlU4p
zonuc{up3CGNo9fvg-O@DI*9D|*lZ8)DoqII!K#I^Y=h_iC-)$J9(rl`&X7O?<!k**
z58L%Xj)wZfW1e7~LW2{J$EMec>q5Ff^vZAEh@$vUVVkW8^_GjDfOZFpBr!D#=y5if
ze9y=YD2Km$GE|AGhbOP7CD)nR`bMNLEl6lm4Z#|SNqEx?27*}easE%7(9}amSTF@m
zCrT_#{4C{Ktepfcrp$0bW}fKK&!vJuC6853Sf*4nnIjcAPFO<ec;SkstZ`&(0OK87
zv2THaHG6<%EfGf;L4Jm@^wcGebNV1#l={fL5(jv|@kA@)6Y@v}$n?deank+i5E)VX
zQ#Gxj$xt$^EDs_)s*D7zWWLNnk*zAOhk*^!rIX1SoK$OJ&;8=hGJGJ}o^xMV{nre@
zQ0eVqbi&XW;h8|6UXz73NK+iI9efEvQQmI3_k`6G>m13F6_8N69_}Y%kA(q+y_dbr
zUE!(d_@aBYhfw4gAR(DEfJWKeGr)!m__zJkGP3V4`#DDC<))<oWSDKp_7M^`)K2mH
z0E_MqWRo_3pM@egXKvU5G^W$+@E??)$58>*)}Tn5tN`qxUH$^R54Y=(^9RTypCFU{
zKr`7}%)&|z0X}(&`&udJ`wu_ZpffHMuwd-g4~;HoK8F$|isCTuq61UDDe`_Oa>Kc3
zc*M%f%km{OK~?3TUgFYhDnWPvv_!wmv^dp#J&Si1JXISxis%J1ykz%&-OXr2LSbi|
zE_lfn{wF3+!tikgqt^P~TGw})&iwOoqV?fgl6^Dk<CBk$vp{PEAv7V*aw9hj6{vt`
z4N3V4RRLqp<!5_n%B(9jpHjDwlLC~5;v)WKyeXp{L#<pQd?0TxCayLRVJ$^LQ71YB
z{$?EpWcR0b&Vfyb_ghLWpzS<%?r{Vtn+DsWUsSWIP1*si-t^7sr{*;>z4C+9Utg9z
zu5bOPRXMZ?QC^B|@9Z;`Kk6Bgp_HL~p%1(2#j9FIVFn6339??#-&BcSy}+pDVolCz
z+mGLF`aHec8%B`?KZYTIchk9wtU(-lh6jXsQo3oe6_L`xK%=U^{D<00UkJl^uS<XB
z>)aHlwS3+pRm`A0tNt2plG6?Q?d=4@o_^+b0442+(3`ieLP^Q4mTH)9{Ragqz+bUX
ztWXmr_#%7eG1&M!3SCd+mIw|^6MZ3ymr(<k3&*WbBD(h_tNf)f;4o`TFq~_}{g24%
z8a$x3TQcE6HLIj_vYjvCw8~hb918(<ZNJvaeAnc(5}LUbDG1qeRDHwGIsRi~$cJF*
zx4V4;V|;8)xk=4#JaZG)X6_<TW+?Z$iFz6SF3s}fBt(dHUb{#N6fk0X6e#XJ=HI5t
zwh%k)3M<12UNLz5&h>jwbn6i8xt^~B2j#@N98;cTtJ1*IX51|fL~EOePPPYDX)>DT
znOY29v7a5Q2B)R0^geiEyfhWM43%Nm-!cxHDrc9C3O`=WBk6O%iKOC3eKsN>v!Qu|
z43^3qg?x&AKjxfJ%Amj%+*5@|;sGR`1*JBLBco2S<SOx+ropC0vGKz|gI6PYtQLg(
zk~WytCp3#Fq2Y&T$<B*^=g-DuW7yJFq?BG=z^WY&0=Fr;#uuj+zUj;!C<*b<NWZ;Y
z*6~h3jQMn6P&mrSrz~2`mpq>!z2;G4RcFcL@JZ>H@LI=n_u!AS<xy%%SnsU0;K#EX
zNwy==xbyO9n*>f-8B!L=R)y8+NtNQr*2DPN9!1YEO7NZk{wRtB!Y^LMDx(EoW>5BU
zgM)k~hp-{VPr(9m3vmTGp+FDgm*K#M+)JUrOg+dxxH$gd+E6}HaenUxZ4!o~UkayC
zA?ML7x+3w!!rcnV8j)^QMrk_^>Bt>2y&e}VfBCCyvM4?0LbY=tRj9?GBS$<x-E??~
zWmVEUjKpLK=!QwbaXk$*KIT{xG-j!CUOFmhyz`Pn&6l?EOOew^791Y}N89kY?BFg!
z-B1eB0B4q))+7}IZ2j8mD&=Qtw415p)yz$`r_xYKz)+Uma{m_a027Wu_vSd>rosw!
z;mH^2h<uH2nC@~&RN*-eMgE#ut_#DJoD(%-t!A<A5rWTl=^rz{E6#_aSN$b~^+am(
zgRu-rtR6&27M7fJZ=mCOiiq*psd&hXtt(s?8II5!!7EXWFf)Y^iVcx^w8ge%*Ud|x
z*(xCiKmqK!`(+I;6`oUMB!{2P@g^Z~pdHNh{yczVqitA8xt-qWZfWuAX<0(EMq>Qw
z!%Z&^-g`C#a5Yuqt=z$cQxL%cC5hRrW{~fk8Ta3=5QFiaF$%l}N+zv<&)ABxoGw=B
zGYK%s;WQOxD9*#w*ihl6WjUu27_A#*Sji^vVBw?w1LI$`+58%GDLJ5C?g&utDrxUO
zx&i1055(T9n-@h2r~}0$m^ajNd_6RCF$Y}dx30Ixs(Xf$@yfPxu#$zfldzymt#zdH
zxe(OU)S~<5fa=Ygtjt+2XJRl+%64a15#@~9;WZHXgD0bwAXvc&j$Sbk#_>yumKfR|
z`u1#U8#8^fM+r$6Kv{W<Qf>w>%1T`os5F?Vv!~P0NvDthSLanI35XrP`q6%3e0VI)
za=%_)xva5J=$9GivM1?nY7}kjWZWpPQ?4YS=h4@HjZxfnTX?Oe4Ng6nUf?6>IgarX
zQIws*S@5N1@NxDfVB;bD<H${DrxC)0E*K8vc<~{?hoPCpna;nkZ{GtxJ*+uCyl)uI
zOU&n>NfP$e8V0nLWjl@eDNSwWMjairk*n2%^;L|}jsK$(0u$RG2d7Bx6_eC)kmI$;
zBju9eL2!L5eZm>$kN1rzxL2?yreNLvJ>v<NvNz*nElR(UQnFvLM8CI<CG*1nHP-g-
z@0@<T+>=(zJH>DYs}MdU+5R;NIFQ^wl5>vlqf##^qGFBC+CF#rw8wz1cZxPaHgQK0
z<pHW?7k0u+_N<Ese(qDH=-E*fGjiC-m{u}GdON&Fu^{-!i1Io%VL5CccuMQ|P~c<R
z)IuEZU$R(!eHB6s=7t6JVX=XRiYO<UaN$8oHG?g~bnJT5KgraOhaoYoTI7}L#e<2S
zz}!eHvFAT_A_hBJ#WD|h6DUR?PwSP4eMBKc20uL7O1<YPh9D*WOr_Rp>>5hqF^9pA
zfhhpG+gtYyT*Sv-+^AMz!2NN5{?9=q-PcDn$IFn@yz&;3km2*;uFR!|oO=`Up8L$C
zr>%e9%1Av*IcYBQ{1#8*!S_3H{6dz~192gA5wC5xe+H`##_B}|K)H~n*3S!C0NLnI
zVw_x0lOK3w#IA*Gt=Ix)l}2YJz51V?(-^cs8?Y~$(^!}fxhf&~L-9@#LCUH%zU2M_
zI21*h$$JKhx9_#4N~aMUlj0!uJaRM;YZdBD(jN#j2-6FZ1*1Y-Mj9(BD3F{^<I(X;
z{Yx&nd{+3@HZ7)u@CDy;%pbVmha5kHpI`rcXSnLY*xmX`?>^Af=1YL&t5R6~llz!N
zr>i^632g=VsIFyqVf<IwxJc)>0!rbfNC779J0RLdyh@uUT0Lwf(y0P1beEf}7I&s8
zhuK!|BSy11b)k_zreI^lh;gEE7$$>DYF(k<HR2A&5mE3Y8K?!$oxB;Z|8md?&k$81
z#-M|`giXJHy%oLX$WY|KZ-iBmdMFTVpy9bU^Z>VNZv$P8xPr1V&3_h=?sP4K-^vng
zKEfX>DWYsaHlN<%@<DoZ^l{m!R_L?sO5AgNJC3>77!=V%x#N6CeZNCLiB^lwYPAm;
zRA)@#FZqMRK?Og5Hz2(g!c%=<kPvrnc-}IQU8az5Z=ZP$%NH~IQIj(mp?emJfVHw;
zp!s{`>~Bny%?_fKw(Um0*%GQT(iVrorY!J=kISZ0<0zmlE)rfJANy}D-%j4|+wMZw
zhS6yTSR*CwT<x!dPS^w?gsp3eb(lVVp^rR<GvTU!SDttfyNW5O`-9I+C?<Fk8&=0@
z1rk$HmehQ7IZSxvR-JdfNQwp;!u^h_x_+`XrTT58|D)O(cB@OeMW(b#gKcqUit_RB
zr;-WJ#KF^fK@69iU(lQTBZQxja7PoV^iA%&23ECvKGgKq0D}z*m$RBYMU{W<!#ZE5
z3;?}k{XA?iQ6N=R{31T*?XVd$ZT+ZlE9E0wSX+t+iBXpEJWYyCVd7M}5?+JXyvQ*o
z4$A)>QZr@Lr=^{tx?j_!*jhY17xNYKmHj4)7oK;PTEEnR^QA1T=I$!q^McZN=o4fE
z5#WVk_JY+-s%Y17^g2(n=dPCYv`sDllp*jTFY;!}vhKfuAwUxd|Kz}>%cS4$z#fM_
z-C3cTU;UR!@n%h)_3=F99Su2*0zI|!8loUK<SsTa8`7EE1im*blm7IWEhYE4p&|zF
zzCOsDd-G)CO%lEho+jxfxuE}vO+h$?*@DY`#dAVpCQN(-p=hmix@a6l5ZXm*RaUD%
z!4fQ_vCR2;9wqBT>JT0b+htx7hXw$+;@D*_3-1O}HdePiG!)99R+)M2OKZHp_Vjst
z)Y~Qaocpcr;i(V2MOXe0+SswR?%A;xs`)3&6gl-BGy>02Gr6&k;Zjq&Lh>BCw__)S
zF*3z%g12oSPMQ+(UF5^cKI4#eB07%~c&15z&+pd4p^7Ab*TyWm@ds{3NxmSF+h`<)
ztU?t6ucYsZU$S&5YZ|h<&1m9h<XWlo0(218{Py!-xjDP7MpP2R+y(&q`i4E>Sd?HX
zB)KQ$pCBsC-Dc+O8U$d!n#F|~$dzB7Lt%nHtfkXB@a?IFOX06zh%%DE5|;4J{<))Q
zX9xpB#40ZQMTt8?{N~<XhePu!!&BhffFt<#1$Nn*%5fV4+-=<?YJRcj-lI*n*(_Qk
ztSM8@ZA#`37=8*_6m%61m(PHkSRMQ|7tQi73D-LLon8$wXkMtZCr2lpPf}DyRS==_
zE-LFpDhm-$ktL4d{}WHuk!tOcVbr`~jF$;hWO=34J^_=E7j%twY0Q1XG%8NtX|_FA
zM=VBRkCTB>1Hsaes7io88hinJdB-3}+rQb<KTcv6t?k+8OE_ZZt6hBmmnBg^iu6@B
zF9p>eeP6!z0ctKaYJo0CL<_KxEzG`q0px9U9YR;z0+8$cRlmXI&P3V15o0F*Rd27w
zA$jGsU2a94!PmfW!ux1AOd?k~ZL@zUEQhUAkv(zQSBdxQeLXp2GXj(HMnsKDn(&!y
z*vVM=N6N^e;cdid@93uC+XaCnMfInhG>G5HsO<9tQKdUMPLH|NG3FdX+}D!cZfR7M
zIh8-b|JK$1<#g-gFZ5B$^1q*ujkL;)@f9ZPrQEDaLKm7TN+rrwjSJ%gBqc$4RUcu$
zwaqg`hf&6GhXyL^v#@w@xf`=cEN54Jf@Pz;*>b<TXAExkFG4L7*UjTQl?79fnecz5
z);lmy<!U+ElG}LC^kqX8D|nYmW&4BdBY?Y*t%-ZO``0}0IBGH`p22j%5tO(BT4Txa
z6YU*(zNiiPQlM43otnKU@}TQsSy;l*o-#_VTY%(R#rEfNH8Tb5gErg>_Uqiyaa9%g
zpcItgkgFU1NZcQa>M)pVEnVn4JVqW;J(1GXFDnQ&qrvjm3qbl<ZHMmU)<=#u>-~P^
zx)(I<`1%{W*|NR^M4d{rC%sSJPEZ)GjKY)0m}&psci`hZW)KR``Q`-HU`600DiEkv
zQ&2_hv8XxVf)(T!>WhB7fEK?;k<&vY=kxzT4{uzz5C6gW%-Pt|Vg;muEfb@Ex$yb>
z`)(JGl;RcbyM_zk-|5bL)M#uf+-wL7ihRk#;s@!qlmFogH~+}nO#ukLUxiJ3NYdfK
zNaK^tAG6H%bB_m5;^2~+KT(qud)|B4zdTGD)Us&iKfXV;%FY15)?_HVvvOaAjqEG3
zm|4uE{yeZZEZ|Vq|GGJzq*qY*AbP^)@J*55N}QEL1n|rpyIohGDqoDDk_CJW9sGy-
zTMJK5;710F0+`#qmz(TiCHA+x^chjwi(&#&O#5zD0O;<o;qmwy%*I6E3_IpL>*Y5u
zxZo@@?EY(zgXISih7|Hhgmwa+HPrqWEa#gSF}<OrCvsTqmgY{j<WT|up}<eYOGkxP
ze92YeE3iH&d@Zh*`FFsFjRClvnY-_nyED*db%(RMenFX+A}|C3qt$v{w9L`-f+B{H
z8=b2IK;@U8o0n@b1iqx@DQf9N%b@>U>A%p%%k=cXB^^Kh=VUb$VLIU7cOj#=V&8zp
zUHqH=a{kK=0GReq;1;=YNm40Wm4Gkan++fS4<Pm1%R_wYv!IpD2hJc<^sa9N0LTCY
z*)<lp<pt-TQ&wZZ)Ob}p9-o5T?-sdUm_*38#z6THi~2hV`CqT+Yp=6`46hgHD@B5~
zt65{8W&1hi&Exgj&a|vRT#9wO`g0Za;|s9tF6G=A-$trOx*aoa=bpqfwj1$$ICbdr
zrg(XC#a8~PyqEF)ori2bPo7=N?wNfPrJ^C-v@v7shC#tWa|_?Hga)Xj;`zz2&-E-A
zj&7>TgJ37Q<e8}QQP=BU+m=sWhj`+#kS?8XwT8c3t3^Eh<XoZi&e2-!lhdk==7Lq)
z-QQZJ!e2^1-&2#a_G6&6q<ZzQ+`o}Hcbt$Mqmdnwd`!pCm>9@#rzn}Xj_O7{lUU`A
z5LwBmPULfQblFRD%GK`)WU<zH=$peA@NDJ1Kdj;B;yvxfIs*{OgNm|zah8h+#d>!a
z`%}frw2!l~)Qa0lCh5Pt7_}NJ50@KcpC5rXMI1o2$gOwZ@pzS@WjDsIP-6`AZtaUq
zJfy%Ka1Psk82pi?>NOHI#$$#6!F0LDN{3em>Gf)x+lV(n0z;rkhV$R;DN^H&-J4*i
zJXgOteiy>E4)OA*Yvm&PjKXCe+lO3$-%I7mV^(>pR$uydzd(08j=aR)!;OO>jt5|!
zIA~r$l~IPApSd(L3*G<<9R7?reD@O}AVt?JMk|0;Y@85d=%;GF^PB)Y2(%jc#g_j}
zF55Ne((4Pjb>psb*%jc6I#U|USE!ZaPh#H(D2{JU9)SI1EN1=g)H;pcN}k2`ldc@r
zYoCvrui}9%OJehH=ySj^zSeD*@!O+G)2he>04*ue2acFoIaC~e*NejKp%_ts3z%Vl
zsjlP!VCkOf@bX$&YO>qg4(B=k+qwfFtZ%*hVKy?%wRQ76H7OAN2-;h&mMrpYcZRE7
zFU=?J5}=-l2ZI1PDI>tqmdOT&ssS?GT2h4vF}B}izb53ItYQA95EYOjmTPpLUytw|
z7pz0brhv<+ON&?DA>;Y5Z-Tc}(K1u0@MXkgxD*kfy)Rc{R=+$jZrb)@h-&BK9&VOi
zHe4R}IO}{&GCKR+Wh>dAVhGSLvKaOX-)@#zlZ|*>i-isE<jJobuo!L&FSgTeluhJf
zenT4$nQ(}N4+<X)ffqHkLOueOs{#y-=5)`uYtL~7v2&#NLh3t!MB?YKI<nTb-T3Bp
zjz`>`vYP=SQEK?W@L7-ilU#j+{K3<PwJ0!=hWK&nqEUBkQ#E7}|MsXs;39uwSDotF
zz<0=S^6zQ2Lf8?0-RW%cRc)z!vLCVblEgk{fYE;OB@6h>@)jWdB^&5bH@b*i)wtJR
z-+f`Xre)~RTIH@3*YVmaWHVh9zd7_$e)b_ysDSM;x^5S;ExO}<-fGHKZMd>sshcPB
zC8!l_(Q(t3plQlP0XWWX)$;FVG98tZS|9;0Oo4NyiH7U>;4lf6zkTK6b2q7oBXxws
z3DgV~U?>C7vujAs`A6oP=Csp1#$x_pe|uihksFKud^StK1`TyBYCu|Vjo69R^}JP{
zKtB7xb@Q$1v0l@D5$`<y6+S(ixBFa&i3xl9SKEuSn5nXPJw5??{CS(Sd9TMmy8q2v
zTsJA*B~8R0Zi;2S^p9hE@BiZ1c5wI~9NS4X2|BLgbLHB!0M&HN0I{3YB(C9TqP*kb
z!bgw0i+8IRx2@onW(_Ph!@;+UmHI;2$8of(G7AX6c832=vF)lI%b=|R7-pW~b3&<R
zgN#HRP2QglfT;*;_HvlE;<sb7(+Pu6(3{ycbP|58Rrho0{r@-1c9y?GSwFwivDQ%J
zM?Zl1P#9p`&EEJuM42&TkUL&uG9eN5>6;<&&O7}0*TOJVfQxB!zgjf0{k#5!S}xN&
zFdh)#Hw&<sY2;jmE@J|X;%5hz<3Hss4DX<=4`(CQ4u4dr74t*m|BH4z?^_72EBLo&
z)%QO4vsVqerm>UVq4?|)7KdlMW3&Jrehk1q{JR;30VaT1sZ2xJ%Vd4`=5*@}YB#ap
zWRN}-)DHksYC8lq8QR21DK-Lw^vWq|22Z>mvOeZX@96|fk@MZ5PZJQLjJ>)QvqT~z
zo}0z#ef@j!8!^3-%rj5M63iN}<JV`8t)ETR-^Y*^^E-p=cVlYqo-GI4GQ3n$Y{U|y
zLb;HC7pc}n^QJOx&}Y=&z;92^RX*`ymL-A0Tge?#940ehHH{>2qZInkMm{f+%w!Pp
zx=S52{4Tto2z38Fwl(~`W$UsxsnV7tu;%uooJ5RyivYUE)g<{v3ZQkpbh<VgCo?5o
zu*W!7D+AfGflPHK-SyAZn*je+=;BIOFyUUjVO;DRHN>j>D}|4O=78!-*b~^#Sb+gv
zxNxKG?3Fd09(J+aOuN=zKH@Q~rPHYz2R)f>=}f`sNBa;Q49Bnrotz`rtTGa%n`M7|
z`++QL1y)$B!djQS^V?Ij@<m5Q)2?|P>_h(Z8|Z728((ba>f$F*wE=^edJUA4Abw)b
z!oTjT?Kt@wY)e1gY=;TuybGeaCf~Bq$d4z1`Kmgl66Y^i@upKk4}K0F|ERFtmg}wX
zNmKJN*S*8S{EhwH$v7aGDL3a60u^I#VctBKE0@GuLL23ui6&tI-u70&vo;e_gnK^T
z4Xrp)!f@`s{{QK)%NsXQbu~?e+n??%R^s;~@Rl}uf-ZNZXw<87c^@yP@k4F5#S-TM
z`xbwCxOI4j#UB-HfZB$*U(Tw!Vws$CM1JoVP3JjjRlE*4DI{@*@AQW4gi*v!P5^fN
znxg+2j-$;3UOVdAvsP!3fCMk4(uulL6vPcfHEJqi2TWQbbl(X6yF$_oEJ~TidNe3(
z2!(tGEG9oI1glsVARms#XE!H{;)A$NOM~_Wa_^5@WMwk=%K%{l&1#VeJiCxkSQgCl
z(FamSU^kd_#A8UD;3t$`GH523*+Ov*QZgcI|L-tlDy~+ywADd$XeJ^I9n43L`j?%H
z8M6eu*5{Ugu|!@+CY>ixIS=O7awO#`Mm*sg!cef0=GGC^izfgC(R44&AJ$U<%k%6~
z8vjbhrP==}?aafW{Qf>Zi!HK*kRhaOB?&VXF$g7NCrkFy2xDxC?7Ko~QW(p~PAFL>
z*`ib!jcheW!<WWVlq^GJey8vA{P8@`zt3Oyb)Ea1&*z-?eO>1|_qon_y>%gROTOas
z9rwamy+?w|XhH|o?5$X79a|Mc1n<5FxqKlEjHjVnJHAy)H{x=$GQ}$QzR@}hLkk&Z
zn@oJP^AT-czKPjxpN-ahX<N%qZ(IGs4Wobm)b8e6Ld}E-)$ZS1ne_Wgc+HL@J~S0k
zk6QL@+G5!vb|SW1PHVBtW_!5!>20k(FC%aMP9LeaGxE_EcpvLAv&QW79tz<{afxoS
zAC9hyT23DS5b}M2w#@W@*+hr5SQ)xLxb@@xgY%*|UDRL7-xC*|9&S{|qAfw!6wWf}
zoNh2%N4Vw0RIzgc*gx{|hI)cam*r!2Rw_h~I~(=~vd6M{dt2w#XNYierUVM(`{(C#
z<x8y&!sI~WrTPKuwkYvq4wi7rW1~B>$p{=3A^tz9*9sdeZ)N&F=&_$r9Q{fOiWXyt
zUHQ8@ha4NOWFh@&^BI!v2G05h+tyXqN7}1aH!KQ(t;a|A#Eo}Ypm_T&7C45dhM3E~
z<XWY5w2RYQnEkrEzt@6+QE_g5()N3?2DU>L+@<J{q~&A;-nq1f4E+ng##TZ!rjj!d
z{(^aO5SafS#!w5$eVwcy9G`Aq>s0nO;ldBWbx-*JrC&q3IKAKv_Y~QBL9?k`Dv{xI
z8mDj^;&+;uaxils?VQJyf^BCG_ivuW;;jSfo{3|<Cmz0)iMgC0NIQDvHZ$#aEFw1f
z8OcNb2UrQN(TgdD^4`<E%S?ONvT*7JG87prfF_~8&>JEt#(#Rhw3sORI8;=FnTL8u
z>Do+uS#=+Z5v?Y3a6+}HVB5e{$Ic{3X?S0>e1V&U5~BIL*<mOgm7@SS&NZDxJ^x10
zfk!3*H%}4GWl**!Z2tVUBM{VewVu<jfzctbiE-7DqN@P);_DWBAHDD+W;Y9Uw?oxA
zY<Uy{N%TOzuQ1bB)ed>YGLL#tDX}i9;^K0bl~D4skqKKBD&IflJs5vAqG!Vb9ub=5
zW_th-ngt`m<87-gP5YneFL9)*<4Z7JY64>?H2~d_se#;XCqDAcFxpzoaGBt&mO$hc
zRrD#m>&x9srxuB~Hm*j!xls14{^b}q%G<TqqCnm&`!jzmJS6T8Fi-Fy6hPe+>5$ld
zCg$ThEIyzp(!yRfN2Q5)gZfK19A86gQ@ccpIF~zr=3?RH)1@x`#uuh~{awLUEs`}<
zV)89RW*Fuq@?}Il>S@{mvWFM*79d#{uy<LVPIm~(HVR9PcQzh_>F1<JcjCDqBpyBh
z5iAAv57<@Aa5<()@GY=VDZ9Dy&vh5J$?=!pPZn_7h~j&^_n6&t2<zIfKteCbj5VD!
zf*x6eV@Ym+{y9v$4@?9URk-M+Nsl({(@L3DA(|ZEw?ZL1!`(@IT2jD9q99O1?8^8v
zFO$z5Q7;8?5-3v2fLTy?#@1eHu}uCi7#H9~*TCrzOk92$KRt0#T=KwdLXl7q@*ZCo
z%&AKyPgB!{sXfI-<~aYy1{~#T@}YKPy2^a?8imi_Os?Xdi)p`~Brf31u1vvY?pzi2
z(Kcg)vkIm!-8E6K01ex~@GHDqS$bDD5-r&7fwOkvLRu|GG+0NqZ$bH+vfcRJWBFUd
za3xx@IYE84K9x-x+bwled_oKb%q5}GC~|J4nf_*1$gSqGF<2H=l5`dVISv-og9#>f
zOTGz&V;x3anCHzOj#37lTls0-b6)IMs8GFee|mY-1#C9eZ~8>~-99*rQG>DM!Xa^!
zWf+&Xvl?HlM9R0P%4df|n-;h!<~PdD7W;#bueB*WWS(^L$QAm}Xj;JA+R0~xYd&Q4
z)#=VcgDtwm^9MsuPXTZ4Ik)SoBeG>>J>ze3zVB$E0+dr$FRHbl^DTrJ<~RGI{OhBx
z0(!f$;MM-e7`MhZIn>Q9Vi}$Jcc)GP2N3n=Xae$zNOL3=4<v&9?CO2TSeb$3C}8qR
zwG;&PcAjz}kTxW!YL@HxoE8kLOubFw_Z+?oj{@ck>*aiF5WU~8reLVeVUnZ!@U?^^
z(|5a*`}e4f3H(`@XsK`XpRnH^bdQGOK0RFtfFAq#wOA)l@^@P99zFS;K&nD<7L;pV
zhH-$bZ;ma49PHv%O&+2{>~o$`zw4|~4QcA*dr)ZphVp`qr3v5Q{R%2AHx6*mXg*!&
ztSi6+#wqskUzl(>YcedfD4ii31(D4S)3nMNNM8_egleY~Bi{*=&KZV+zV-tX8IS4S
znvDK2g2EA@U~owaE`vbksT*!%i=XSS8k=|1Ph9_J?~=tnUL4*XaDd53{cJTCgF>6=
zW8TkY00#~KM56X$lj+xx$=u~umxGa0(M!(pRV7&;h5c#GCWFztNh4LRR&XOSew7x7
zDy=%Hl|_X>Wi+xa_5v33wyWL~Ez|stS5{&YhXPgn-q124M7SzXtdKkoSqVU3?)NN~
z7A^WWtAf|PJA8XQ9XrD-1aTdImbn?~A!f);mIMW}!rK&j7A<H#fvwKRCtL{VP4u7@
zCGEl<tc};Ym<0g5xUNQS_E>)|{{EMEZ{s)<S@QeZ$PkrrpW?X^`_YO<`O~`RcXd%$
zi;k)Mr5JFX*tzj@{6L))dBw21bh8oG$9ZvlzCpx9z_$F+(e7k~St6jVSIUK_=E2d*
z9}|<IG6)DvNDivA8GSD{3pjIJ{})jm%cayc&PCwWRa^fy&hp<l#cEi1?t={Ya(O(1
zk^FgnNHk=b?&#}C6`pE=r2<Sf_69^uc>P-cLyR`KM1k%rJbSBAf!m)0Z{U2`>^zz`
zire9ofMDW1CDvbugbb;zd)IzWy^@TlI!w#@O)&vGd|le`t;YdEW*ovi5NeG+2#G82
z+k?tk+Z@<@M#|Oq`e*F;s_1b#$2V~y&dV@=wDK>H%h;A2#VfDcNTJ>IcVS)pyM{Rj
zw=zTHl2c!}Jo8MV-<a?h!yWpwkG8X53RCAs`5p38@QYBD9NoYeOJDUw6ITqzn<EI|
zV1#R~uCb|I^_)g0srK~Bva-+T(z;{T#MVG_t&AL0*bLD__wDyr-Z9|TcwbNW#iX(q
z#oybEj*hJS7<Jk<Y+ZVoE?L^z7$7IL-vklQOvSLB*11*TOm*Z?<_Fd=6*}cE<~fkx
zT3wy*xZSR445ca*!BqzbF^l8W@}p)Bz{!sh^=NEUB1YEBzI!g2fJrbpoTG{F_%lCa
zvBn5fvT;`D)MYA>UsP~2BnEVFOF<3Cq{w^L`Xy`4b)=)dNvqc6n)bdK8S*pF%E;Bc
zc(=rr(kFQ%&h>t-p%f`a*<T8hytBKzEu$(ZiyeDCP0N4JdAnA7eWd&tA^k^YoW)MS
zZ`Ptzh->Gc<y%z_FJHKtygLwXlJ|*xq8(U>^>9m%Kubv!cN;G+ZxQ(a0#$SRbNmac
z?o}RL8^T^muTR;MnsY_ol1j~TK9z@PuN$4z$w~StCkNdR5%Wf6-VQ#)=U}Lj`23g?
z-+-6j2v!a&(&gdBZHAApvo5>6p<T>=aAb(fNhP>wFHu|I^M8Y?CHZGl-``H`<o#*f
z9gu2s>0dD_BDa1y@y(7MSCE_P9Y|s4r%b3dx`SKqBY4mIE6=7GUHhG6@8@3ZrEG$A
z9Lb_2_l0rvrp~m+Rf=`iF0cRY+TpmI1mXjsUB#k8yK1`g*I%o;T+@xO5W8>twl?iU
z^YbT?2!syyv|^e1ri(W7jL5DISiD?L;1NU<sPlN!8iR#@7HtPGw9lKVXBL`_PcuA?
z4;5QMO_$$?Jlar9(+u>Gd0RorTEO=!woKwDRz9#s#~FPwqcM=j7tq}J1VPF_jx$Z2
zqXjLDa*EAh;-2MT&P?p9`@xrlX~(ZbWe1TnlGeaa^*m-`b1-pOao}uDDXx9po}pZT
z@8j%CXyyzS$$XJE4nUb3P@%v&U#Y|e4a+zrjGy0$M=DvpA~%#jzt}}xk$h-DM)FX8
zz53+2`wrvpeNg$$_r~XnV(KtKyI}}u$W5LTYH`9*aM3`WyV<iz2!ki-Z#LwYF37rc
zVcIanl@$_$87<j}I>pMHS!Oc^rDtC6GxUHI`cg|F`&!RyitaPYlZx}T3?i(JNO|~R
zg_W&J&oB63E6H%*(*3gjaVxY>A7s{P(LZj<ulZiPVf?MixLvJ>GWzwdq{*k?6j;sZ
z;)2KGT1&Vdrd9P(^o!ZnFLEIzwTVPyYG(MOSp4eo=HGWd_H^mRuw7z|*iWUTm({L)
zo5PrPgjTu*Zi{?u@m<&$om*cuBZ})Z*LSC#hAoKMMGPKkXDOVmC*b-s){>d|t|c+{
z<TTysXWJsU-om2AJwmcS<zU^El&9Kj8Q_U1j!cI@VH|~=iHJ*vA7I^>55ranP;h3y
z5blh0dP5;cB0?Mn3V5#Y@t{6m5z`bE!by5+-v+I$I1-6Ug!IoTc#+_`)<fu6v>kN1
zT&14E$C*epK=*@WCrV=R8Z#qr7aYk4uGy;`0d-Iy397{Mofvew_o{v@i1QhgAagnS
zL966XnSbMmLZ=n_4ts6L(O>7+)bR+(TH2w>Reipz1|WeDH3)QPKuMN9aB4j;LJZfN
zn{5hmQ8Qxk!xSaa1|u{%&{0Sh#A%Mj6ENQThM<*Pa|wte1m2~ce4i7=gHoTXJ__R4
zf`L~5qP1C~$;up!`Jg)*ygVok^Qip7Bx0a<nKh^rA}>o1(cn$;+b4v(EXD!i+*6gM
zUm-YBK`WosB_&Yj9C-KG?4-9$H)i0);$L~}z<8?LkZM3MUZ|=fI<_kvD4uR3Q*mwD
zJKwSD0jM*{!-JYkH;{7%GC$({|H~XcH_iMoS^sr*cs!89*7U#BC9>D&D#Sngs>)hA
zyH`vznHv#XG3@#qlnu}+NSpvi$9HKphCoM{WtuQgo7hbb#9Vr12v*!15JDjrjLgr~
I8Mw#)2h(z+`~Uy|

literal 0
HcmV?d00001

diff --git a/modules/sagemaker/sagemaker-model-monitoring/docs/_static/sagemaker-model-monitoring-module-architecture.xml b/modules/sagemaker/sagemaker-model-monitoring/docs/_static/sagemaker-model-monitoring-module-architecture.xml
new file mode 100644
index 00000000..014f0b47
--- /dev/null
+++ b/modules/sagemaker/sagemaker-model-monitoring/docs/_static/sagemaker-model-monitoring-module-architecture.xml
@@ -0,0 +1 @@
+<mxfile modified="2024-06-10T19:00:42.984Z" host="design-inspector.a2z.com" agent="Mozilla/5.0 (Macintosh; Intel Mac OS X 10.15; rv:126.0) Gecko/20100101 Firefox/126.0" etag="ymXan4Qe_-5LTGC5bwpJ" version="10.1.8" type="device"><diagram id="Slb-7FiMrRCHa78ZGk73X" name="Page-1">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</diagram></mxfile>
\ No newline at end of file
diff --git a/modules/sagemaker/sagemaker-model-monitoring/pyproject.toml b/modules/sagemaker/sagemaker-model-monitoring/pyproject.toml
new file mode 100644
index 00000000..ef8db5f9
--- /dev/null
+++ b/modules/sagemaker/sagemaker-model-monitoring/pyproject.toml
@@ -0,0 +1,41 @@
+[tool.ruff]
+exclude = [
+    ".eggs",
+    ".git",
+    ".hg",
+    ".mypy_cache",
+    ".ruff_cache",
+    ".tox",
+    ".venv",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "codeseeder",
+]
+line-length = 120
+target-version = "py38"
+
+[tool.ruff.lint]
+select = ["F", "I", "E", "W"]
+fixable = ["ALL"]
+
+[tool.mypy]
+python_version = "3.8"
+strict = true
+ignore_missing_imports = true
+disallow_untyped_decorators = false
+exclude = "codeseeder.out/|example/|tests/"
+warn_unused_ignores = false
+
+[tool.pytest.ini_options]
+addopts = "-v --cov=. --cov-report term"
+pythonpath = [
+  "."
+]
+
+[tool.coverage.run]
+omit = ["tests/*"]
+
+[tool.coverage.report]
+fail_under = 80
diff --git a/modules/sagemaker/sagemaker-model-monitoring/requirements-dev.in b/modules/sagemaker/sagemaker-model-monitoring/requirements-dev.in
new file mode 100644
index 00000000..e338a527
--- /dev/null
+++ b/modules/sagemaker/sagemaker-model-monitoring/requirements-dev.in
@@ -0,0 +1,12 @@
+awscli
+cdk-nag
+cfn-lint
+check-manifest
+mypy
+pip-tools
+pydot
+pyroma
+pytest
+ruff
+types-PyYAML
+types-setuptools
diff --git a/modules/sagemaker/sagemaker-model-monitoring/requirements-dev.txt b/modules/sagemaker/sagemaker-model-monitoring/requirements-dev.txt
new file mode 100644
index 00000000..7a1ffc7a
--- /dev/null
+++ b/modules/sagemaker/sagemaker-model-monitoring/requirements-dev.txt
@@ -0,0 +1,233 @@
+#
+# This file is autogenerated by pip-compile with Python 3.9
+# by the following command:
+#
+#    pip-compile --output-file=requirements-dev.txt requirements-dev.in
+#
+annotated-types==0.6.0
+    # via pydantic
+attrs==23.1.0
+    # via
+    #   cattrs
+    #   jschema-to-python
+    #   jsii
+    #   jsonschema
+    #   referencing
+    #   sarif-om
+aws-cdk-asset-awscli-v1==2.2.201
+    # via aws-cdk-lib
+aws-cdk-asset-kubectl-v20==2.1.2
+    # via aws-cdk-lib
+aws-cdk-asset-node-proxy-agent-v6==2.0.1
+    # via aws-cdk-lib
+aws-cdk-lib==2.115.0
+    # via cdk-nag
+aws-sam-translator==1.82.0
+    # via cfn-lint
+awscli==1.32.0
+    # via -r requirements-dev.in
+boto3==1.34.0
+    # via aws-sam-translator
+botocore==1.34.0
+    # via
+    #   awscli
+    #   boto3
+    #   s3transfer
+build==1.0.3
+    # via
+    #   check-manifest
+    #   pip-tools
+    #   pyroma
+cattrs==23.2.3
+    # via jsii
+cdk-nag==2.27.216
+    # via -r requirements-dev.in
+certifi==2023.11.17
+    # via requests
+cfn-lint==0.83.5
+    # via -r requirements-dev.in
+charset-normalizer==3.3.2
+    # via requests
+check-manifest==0.49
+    # via -r requirements-dev.in
+click==8.1.7
+    # via pip-tools
+colorama==0.4.4
+    # via awscli
+constructs==10.3.0
+    # via
+    #   aws-cdk-lib
+    #   cdk-nag
+docutils==0.16
+    # via
+    #   awscli
+    #   pyroma
+exceptiongroup==1.2.0
+    # via
+    #   cattrs
+    #   pytest
+idna==3.7
+    # via requests
+importlib-metadata==7.0.0
+    # via build
+importlib-resources==6.1.1
+    # via jsii
+iniconfig==2.0.0
+    # via pytest
+jmespath==1.0.1
+    # via
+    #   boto3
+    #   botocore
+jschema-to-python==1.2.3
+    # via cfn-lint
+jsii==1.93.0
+    # via
+    #   aws-cdk-asset-awscli-v1
+    #   aws-cdk-asset-kubectl-v20
+    #   aws-cdk-asset-node-proxy-agent-v6
+    #   aws-cdk-lib
+    #   cdk-nag
+    #   constructs
+jsonpatch==1.33
+    # via cfn-lint
+jsonpickle==3.0.2
+    # via jschema-to-python
+jsonpointer==2.4
+    # via jsonpatch
+jsonschema==4.20.0
+    # via
+    #   aws-sam-translator
+    #   cfn-lint
+jsonschema-specifications==2023.11.2
+    # via jsonschema
+junit-xml==1.9
+    # via cfn-lint
+mpmath==1.3.0
+    # via sympy
+mypy==1.7.1
+    # via -r requirements-dev.in
+mypy-extensions==1.0.0
+    # via mypy
+networkx==3.2.1
+    # via cfn-lint
+packaging==23.2
+    # via
+    #   build
+    #   pyroma
+    #   pytest
+pbr==6.0.0
+    # via
+    #   jschema-to-python
+    #   sarif-om
+pip-tools==7.3.0
+    # via -r requirements-dev.in
+pluggy==1.3.0
+    # via pytest
+publication==0.0.3
+    # via
+    #   aws-cdk-asset-awscli-v1
+    #   aws-cdk-asset-kubectl-v20
+    #   aws-cdk-asset-node-proxy-agent-v6
+    #   aws-cdk-lib
+    #   cdk-nag
+    #   constructs
+    #   jsii
+pyasn1==0.5.1
+    # via rsa
+pydantic==2.5.2
+    # via aws-sam-translator
+pydantic-core==2.14.5
+    # via pydantic
+pydot==1.4.2
+    # via -r requirements-dev.in
+pygments==2.17.2
+    # via pyroma
+pyparsing==3.1.1
+    # via pydot
+pyproject-hooks==1.0.0
+    # via build
+pyroma==4.2
+    # via -r requirements-dev.in
+pytest==7.4.3
+    # via -r requirements-dev.in
+python-dateutil==2.8.2
+    # via
+    #   botocore
+    #   jsii
+pyyaml==6.0.1
+    # via
+    #   awscli
+    #   cfn-lint
+referencing==0.32.0
+    # via
+    #   jsonschema
+    #   jsonschema-specifications
+regex==2023.10.3
+    # via cfn-lint
+requests==2.31.0
+    # via pyroma
+rpds-py==0.13.2
+    # via
+    #   jsonschema
+    #   referencing
+rsa==4.7.2
+    # via awscli
+ruff==0.2.2
+    # via -r requirements-dev.in
+s3transfer==0.9.0
+    # via
+    #   awscli
+    #   boto3
+sarif-om==1.0.4
+    # via cfn-lint
+six==1.16.0
+    # via
+    #   junit-xml
+    #   python-dateutil
+sympy==1.12
+    # via cfn-lint
+tomli==2.0.1
+    # via
+    #   build
+    #   check-manifest
+    #   mypy
+    #   pip-tools
+    #   pyproject-hooks
+    #   pytest
+trove-classifiers==2023.11.29
+    # via pyroma
+typeguard==2.13.3
+    # via
+    #   aws-cdk-asset-awscli-v1
+    #   aws-cdk-asset-kubectl-v20
+    #   aws-cdk-asset-node-proxy-agent-v6
+    #   aws-cdk-lib
+    #   cdk-nag
+    #   constructs
+    #   jsii
+types-pyyaml==6.0.12.12
+    # via -r requirements-dev.in
+types-setuptools==69.0.0.0
+    # via -r requirements-dev.in
+typing-extensions==4.9.0
+    # via
+    #   aws-sam-translator
+    #   cattrs
+    #   jsii
+    #   mypy
+    #   pydantic
+    #   pydantic-core
+urllib3==1.26.18
+    # via
+    #   botocore
+    #   requests
+wheel==0.42.0
+    # via pip-tools
+zipp==3.17.0
+    # via
+    #   importlib-metadata
+    #   importlib-resources
+
+# The following packages are considered to be unsafe in a requirements file:
+# pip
+# setuptools
diff --git a/modules/sagemaker/sagemaker-model-monitoring/requirements.txt b/modules/sagemaker/sagemaker-model-monitoring/requirements.txt
new file mode 100644
index 00000000..500e6fd0
--- /dev/null
+++ b/modules/sagemaker/sagemaker-model-monitoring/requirements.txt
@@ -0,0 +1,5 @@
+aws-cdk-lib==2.126.0
+cdk-nag==2.28.27
+sagemaker==2.207.1
+pydantic~=2.5.3
+pydantic-settings~=2.0.3
diff --git a/modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/__init__.py b/modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/data_quality_construct.py b/modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/data_quality_construct.py
new file mode 100644
index 00000000..9cae0694
--- /dev/null
+++ b/modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/data_quality_construct.py
@@ -0,0 +1,102 @@
+from typing import Any, List
+
+from aws_cdk import aws_sagemaker as sagemaker
+from constructs import Construct
+
+
+class DataQualityConstruct(Construct):
+    """
+    CDK construct to define a SageMaker data quality job definition.
+
+    It defines both the data quality job, corresponding schedule, and configuration.
+    """
+
+    def __init__(
+        self,
+        scope: Construct,
+        construct_id: str,
+        monitor_image_uri: str,
+        endpoint_name: str,
+        model_bucket_name: str,
+        data_quality_checkstep_output_prefix: str,
+        data_quality_output_prefix: str,
+        kms_key_id: str,
+        model_monitor_role_arn: str,
+        security_group_id: str,
+        subnet_ids: List[str],
+        instance_count: int,
+        instance_type: str,
+        instance_volume_size_in_gb: int,
+        max_runtime_in_seconds: int,
+        schedule_expression: str,
+        **kwargs: Any,
+    ) -> None:
+        super().__init__(scope, construct_id, **kwargs)
+
+        data_quality_job_definition = sagemaker.CfnDataQualityJobDefinition(
+            self,
+            "DataQualityJobDefinition",
+            data_quality_app_specification=sagemaker.CfnDataQualityJobDefinition.DataQualityAppSpecificationProperty(
+                image_uri=monitor_image_uri,
+            ),
+            data_quality_job_input=sagemaker.CfnDataQualityJobDefinition.DataQualityJobInputProperty(
+                endpoint_input=sagemaker.CfnDataQualityJobDefinition.EndpointInputProperty(
+                    endpoint_name=endpoint_name,
+                    local_path="/opt/ml/processing/input/data_quality_input",
+                )
+            ),
+            data_quality_job_output_config=sagemaker.CfnDataQualityJobDefinition.MonitoringOutputConfigProperty(
+                monitoring_outputs=[
+                    sagemaker.CfnDataQualityJobDefinition.MonitoringOutputProperty(
+                        s3_output=sagemaker.CfnDataQualityJobDefinition.S3OutputProperty(
+                            local_path="/opt/ml/processing/output/data_quality_output",
+                            s3_uri=f"s3://{model_bucket_name}/{data_quality_output_prefix}",
+                            s3_upload_mode="EndOfJob",
+                        )
+                    )
+                ],
+                kms_key_id=kms_key_id,
+            ),
+            job_resources=sagemaker.CfnDataQualityJobDefinition.MonitoringResourcesProperty(
+                cluster_config=sagemaker.CfnDataQualityJobDefinition.ClusterConfigProperty(
+                    instance_count=instance_count,
+                    instance_type=instance_type,
+                    volume_size_in_gb=instance_volume_size_in_gb,
+                    volume_kms_key_id=kms_key_id,
+                )
+            ),
+            job_definition_name=f"{endpoint_name}-data-quality-def",
+            role_arn=model_monitor_role_arn,
+            data_quality_baseline_config=sagemaker.CfnDataQualityJobDefinition.DataQualityBaselineConfigProperty(
+                constraints_resource=sagemaker.CfnDataQualityJobDefinition.ConstraintsResourceProperty(
+                    s3_uri=f"s3://{model_bucket_name}/{data_quality_checkstep_output_prefix}/constraints.json"
+                ),
+                statistics_resource=sagemaker.CfnDataQualityJobDefinition.StatisticsResourceProperty(
+                    s3_uri=f"s3://{model_bucket_name}/{data_quality_checkstep_output_prefix}/statistics.json"
+                ),
+            ),
+            stopping_condition=sagemaker.CfnDataQualityJobDefinition.StoppingConditionProperty(
+                max_runtime_in_seconds=max_runtime_in_seconds
+            ),
+            network_config=sagemaker.CfnDataQualityJobDefinition.NetworkConfigProperty(
+                enable_inter_container_traffic_encryption=False,
+                enable_network_isolation=False,
+                vpc_config=sagemaker.CfnDataQualityJobDefinition.VpcConfigProperty(
+                    security_group_ids=[security_group_id], subnets=subnet_ids
+                ),
+            ),
+        )
+
+        data_quality_monitor_schedule = sagemaker.CfnMonitoringSchedule(
+            self,
+            "DataQualityMonitoringSchedule",
+            monitoring_schedule_config=sagemaker.CfnMonitoringSchedule.MonitoringScheduleConfigProperty(
+                monitoring_job_definition_name=data_quality_job_definition.job_definition_name,
+                monitoring_type="DataQuality",
+                schedule_config=sagemaker.CfnMonitoringSchedule.ScheduleConfigProperty(
+                    schedule_expression=schedule_expression,
+                ),
+            ),
+            monitoring_schedule_name=f"{endpoint_name}-data-quality",
+        )
+        data_quality_monitor_schedule.add_depends_on(data_quality_job_definition)
diff --git a/modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/settings.py b/modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/settings.py
new file mode 100644
index 00000000..2f328ba9
--- /dev/null
+++ b/modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/settings.py
@@ -0,0 +1,87 @@
+"""Defines the stack settings."""
+
+from abc import ABC
+from typing import List, Optional
+
+from pydantic import Field, computed_field
+from pydantic_settings import BaseSettings, SettingsConfigDict
+
+
+class CdkBaseSettings(BaseSettings, ABC):
+    """Defines common configuration for settings."""
+
+    model_config = SettingsConfigDict(
+        case_sensitive=False,
+        env_nested_delimiter="__",
+        protected_namespaces=(),
+        extra="ignore",
+        populate_by_name=True,
+    )
+
+
+class SeedFarmerParameters(CdkBaseSettings):
+    """SeedFarmer Parameters.
+
+    These parameters are required for the module stack.
+    """
+
+    model_config = SettingsConfigDict(env_prefix="SEEDFARMER_PARAMETER_")
+
+    endpoint_name: str
+    security_group_id: str
+    subnet_ids: List[str]
+    model_package_arn: str
+    model_bucket_arn: str
+    kms_key_id: str
+
+    sagemaker_project_id: Optional[str] = Field(default=None)
+    sagemaker_project_name: Optional[str] = Field(default=None)
+
+    # Data quality monitoring options.
+    data_quality_checkstep_output_prefix: str = Field(default="")
+    data_quality_output_prefix: str = Field(default="")
+    data_quality_instance_count: int = Field(default=1, ge=1)
+    data_quality_instance_type: str = Field(default="ml.m5.large")
+    data_quality_instance_volume_size_in_gb: int = Field(default=20, ge=1)
+    data_quality_max_runtime_in_seconds: int = Field(default=3600, ge=1)
+    data_quality_schedule_expression: str = Field(default="cron(0 * ? * * *)")
+
+
+class SeedFarmerSettings(CdkBaseSettings):
+    """SeedFarmer Settings.
+
+    These parameters comes from seedfarmer by default.
+    """
+
+    model_config = SettingsConfigDict(env_prefix="SEEDFARMER_")
+
+    project_name: str = Field(default="")
+    deployment_name: str = Field(default="")
+    module_name: str = Field(default="")
+
+    @computed_field  # type: ignore
+    @property
+    def app_prefix(self) -> str:
+        """Application prefix."""
+        prefix = "-".join([self.project_name, self.deployment_name, self.module_name])
+        return prefix
+
+
+class CdkDefaultSettings(CdkBaseSettings):
+    """CDK default Settings.
+
+    These parameters come from AWS CDK by default.
+    """
+
+    model_config = SettingsConfigDict(env_prefix="CDK_DEFAULT_")
+
+    account: str
+    region: str
+
+
+class ApplicationSettings(CdkBaseSettings):
+    """Application settings."""
+
+    settings: SeedFarmerSettings = Field(default_factory=SeedFarmerSettings)
+    parameters: SeedFarmerParameters = Field(default_factory=SeedFarmerParameters)  # type: ignore[arg-type]
+    default: CdkDefaultSettings = Field(default_factory=CdkDefaultSettings)  # type: ignore[arg-type]
diff --git a/modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/stack.py b/modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/stack.py
new file mode 100644
index 00000000..c5e9cea0
--- /dev/null
+++ b/modules/sagemaker/sagemaker-model-monitoring/sagemaker_model_monitoring/stack.py
@@ -0,0 +1,149 @@
+from typing import Any, List, Optional
+
+import constructs
+from aws_cdk import Stack, Tags
+from aws_cdk import aws_iam as iam
+from aws_cdk import aws_sagemaker as sagemaker
+from cdk_nag import NagSuppressions
+from sagemaker import image_uris
+
+from sagemaker_model_monitoring.data_quality_construct import DataQualityConstruct
+
+
+class SageMakerModelMonitoringStack(Stack):
+    """
+    CDK stack which provisions SageMaker Model Monitoring.
+
+    This stack is deployed to all the deployment environments of the project.
+
+    It creates the data quality monitor job construct and the associated IAM roles and policies.
+    """
+
+    def __init__(
+        self,
+        scope: constructs.Construct,
+        id: str,
+        sagemaker_project_id: Optional[str],
+        sagemaker_project_name: Optional[str],
+        endpoint_name: str,
+        security_group_id: str,
+        subnet_ids: List[str],
+        model_package_arn: str,
+        model_bucket_arn: str,
+        kms_key_id: str,
+        # Data quality monitoring options.
+        data_quality_checkstep_output_prefix: str,
+        data_quality_output_prefix: str,
+        data_quality_instance_count: int,
+        data_quality_instance_type: str,
+        data_quality_instance_volume_size_in_gb: int,
+        data_quality_max_runtime_in_seconds: int,
+        data_quality_schedule_expression: str,
+        **kwargs: Any,
+    ) -> None:
+        super().__init__(scope, id, **kwargs)
+
+        if sagemaker_project_id:
+            Tags.of(self).add("sagemaker:project-id", sagemaker_project_id)
+        if sagemaker_project_name:
+            Tags.of(self).add("sagemaker:project-name", sagemaker_project_name)
+
+        # TODO Add back cross-region support as a separate S3 replica module?
+        # sagemaker requires model package and inference image uri to be in the same region as model and endpoint
+        sagemaker.CfnModel.ContainerDefinitionProperty(model_package_name=model_package_arn)
+
+        monitor_image_uri = image_uris.retrieve(framework="model-monitor", region=self.region)
+
+        model_monitor_policy = iam.ManagedPolicy(
+            self,
+            "Model Monitor Policy",
+            document=iam.PolicyDocument(
+                statements=[
+                    iam.PolicyStatement(
+                        actions=[
+                            "s3:PutObject",
+                            "s3:GetObject",
+                            "s3:ListBucket",
+                        ],
+                        effect=iam.Effect.ALLOW,
+                        resources=[
+                            model_bucket_arn,
+                            f"{model_bucket_arn}/*",
+                        ],
+                    ),
+                    iam.PolicyStatement(
+                        actions=[
+                            "kms:CreateGrant",
+                            "kms:Encrypt",
+                            "kms:ReEncrypt*",
+                            "kms:GenerateDataKey*",
+                            "kms:Decrypt",
+                            "kms:DescribeKey",
+                        ],
+                        effect=iam.Effect.ALLOW,
+                        resources=[
+                            f"arn:{self.partition}:kms:{self.region}:{self.account}:key/*",
+                        ],
+                    ),
+                ]
+            ),
+        )
+
+        NagSuppressions.add_resource_suppressions(
+            model_monitor_policy,
+            suppressions=[
+                {
+                    "id": "AwsSolutions-IAM5",
+                    # TODO
+                    "reason": (
+                        "The IAM policy for create-ssm-param-provider role is already restricted "
+                        "to invoke only create-ssm-param-function"
+                    ),
+                },
+            ],
+        )
+
+        model_monitor_role = iam.Role(
+            self,
+            "Model Monitor Role",
+            assumed_by=iam.ServicePrincipal("sagemaker.amazonaws.com"),
+            managed_policies=[
+                model_monitor_policy,
+                iam.ManagedPolicy.from_aws_managed_policy_name("AmazonSageMakerFullAccess"),
+            ],
+        )
+
+        NagSuppressions.add_resource_suppressions(
+            model_monitor_role,
+            suppressions=[
+                {
+                    "id": "AwsSolutions-IAM4",
+                    # TODO
+                    "reason": (
+                        "The IAM policy for create-ssm-param-provider role is already restricted "
+                        "to invoke only create-ssm-param-function"
+                    ),
+                },
+            ],
+        )
+
+        model_bucket_name = model_bucket_arn.split(":")[-1]
+
+        DataQualityConstruct(
+            self,
+            "Data Quality Construct",
+            monitor_image_uri=monitor_image_uri,
+            endpoint_name=endpoint_name,
+            model_bucket_name=model_bucket_name,
+            data_quality_checkstep_output_prefix=data_quality_checkstep_output_prefix,
+            data_quality_output_prefix=data_quality_output_prefix,
+            kms_key_id=kms_key_id,
+            model_monitor_role_arn=model_monitor_role.role_arn,
+            security_group_id=security_group_id,
+            subnet_ids=subnet_ids,
+            instance_count=data_quality_instance_count,
+            instance_type=data_quality_instance_type,
+            instance_volume_size_in_gb=data_quality_instance_volume_size_in_gb,
+            max_runtime_in_seconds=data_quality_max_runtime_in_seconds,
+            schedule_expression=data_quality_schedule_expression,
+        )
diff --git a/modules/sagemaker/sagemaker-model-monitoring/tests/__init__.py b/modules/sagemaker/sagemaker-model-monitoring/tests/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/modules/sagemaker/sagemaker-model-monitoring/tests/test_app.py b/modules/sagemaker/sagemaker-model-monitoring/tests/test_app.py
new file mode 100644
index 00000000..0933827a
--- /dev/null
+++ b/modules/sagemaker/sagemaker-model-monitoring/tests/test_app.py
@@ -0,0 +1,30 @@
+import os
+import sys
+
+import pytest
+
+
+@pytest.fixture(scope="function")
+def stack_defaults():
+    os.environ["SEEDFARMER_PROJECT_NAME"] = "test-project"
+    os.environ["SEEDFARMER_DEPLOYMENT_NAME"] = "test-deployment"
+    os.environ["SEEDFARMER_MODULE_NAME"] = "test-module"
+    os.environ["CDK_DEFAULT_ACCOUNT"] = "111111111111"
+    os.environ["CDK_DEFAULT_REGION"] = "us-east-1"
+
+    os.environ["SEEDFARMER_PARAMETER_SAGEMAKER_PROJECT_ID"] = "12345"
+    os.environ["SEEDFARMER_PARAMETER_SAGEMAKER_PROJECT_NAME"] = "sagemaker-project"
+    os.environ["SEEDFARMER_PARAMETER_SECURITY_GROUP_ID"] = "example-security-group-id"
+    os.environ["SEEDFARMER_PARAMETER_SUBNET_IDS"] = "[]"
+    os.environ["SEEDFARMER_PARAMETER_ENDPOINT_NAME"] = "example-endpoint-name"
+    os.environ["SEEDFARMER_PARAMETER_MODEL_PACKAGE_ARN"] = "example-model-arn"
+    os.environ["SEEDFARMER_PARAMETER_MODEL_BUCKET_ARN"] = "example-bucket-arn"
+    os.environ["SEEDFARMER_PARAMETER_KMS_KEY_ID"] = "example-kms-key-id"
+
+    # Unload the app import so that subsequent tests don't reuse
+    if "app" in sys.modules:
+        del sys.modules["app"]
+
+
+def test_app(stack_defaults):
+    import app  # noqa: F401
diff --git a/modules/sagemaker/sagemaker-model-monitoring/tests/test_stack.py b/modules/sagemaker/sagemaker-model-monitoring/tests/test_stack.py
new file mode 100644
index 00000000..9dc24515
--- /dev/null
+++ b/modules/sagemaker/sagemaker-model-monitoring/tests/test_stack.py
@@ -0,0 +1,75 @@
+import os
+import sys
+
+import aws_cdk as cdk
+import cdk_nag
+import pytest
+from aws_cdk.assertions import Annotations, Match, Template
+
+
+@pytest.fixture(scope="function")
+def stack_defaults() -> None:
+    os.environ["CDK_DEFAULT_ACCOUNT"] = "111111111111"
+    os.environ["CDK_DEFAULT_REGION"] = "us-east-1"
+
+    # Unload the app import so that subsequent tests don't reuse
+    if "sagemaker_model_monitoring" in sys.modules:
+        del sys.modules["sagemaker_model_monitoring"]
+
+
+@pytest.fixture(scope="function")
+def stack_model_package_input() -> cdk.Stack:
+    from sagemaker_model_monitoring import settings, stack
+
+    app = cdk.App()
+
+    project_name = "test-project"
+    dep_name = "test-deployment"
+    mod_name = "test-module"
+
+    sagemaker_project_id = "12345"
+    sagemaker_project_name = "sagemaker-project"
+    endpoint_name = "example-endpoint-name"
+    security_group_id = "example-security-group-id"
+    model_package_arn = "example-package-arn"
+    model_bucket_arn = "arn:aws:s3:::test-bucket"
+    kms_key_id = "example-kms-key-id"
+
+    # Instantiate a settings object to avoid needing to pass default parameters.
+    app_settings = settings.SeedFarmerParameters(
+        sagemaker_project_id=sagemaker_project_id,
+        sagemaker_project_name=sagemaker_project_name,
+        endpoint_name=endpoint_name,
+        security_group_id=security_group_id,
+        subnet_ids=[],
+        model_package_arn=model_package_arn,
+        model_bucket_arn=model_bucket_arn,
+        kms_key_id=kms_key_id,
+    )
+
+    return stack.SageMakerModelMonitoringStack(
+        scope=app,
+        id=f"{project_name}-{dep_name}-{mod_name}",
+        **app_settings.model_dump(),
+        env=cdk.Environment(
+            account=os.environ["CDK_DEFAULT_ACCOUNT"],
+            region=os.environ["CDK_DEFAULT_REGION"],
+        ),
+    )
+
+
+@pytest.fixture(params=["stack_model_package_input"], scope="function")
+def test_synthesize_stack_data_quality(stack: cdk.Stack) -> None:
+    template = Template.from_stack(stack)
+    template.resource_count_is("AWS::SageMaker::DataQualityJobDefinition", 1)
+
+
+@pytest.fixture(params=["stack_model_package_input"], scope="function")
+def test_no_cdk_nag_errors(stack: cdk.Stack) -> None:
+    cdk.Aspects.of(stack).add(cdk_nag.AwsSolutionsChecks())
+
+    nag_errors = Annotations.from_stack(stack).find_error(
+        "*",
+        Match.string_like_regexp(r"AwsSolutions-.*"),
+    )
+    assert not nag_errors, f"Found {len(nag_errors)} CDK nag errors"