From 2c0a3a5d2e19ff8248a525b3cbae0d785961b140 Mon Sep 17 00:00:00 2001 From: Johan Kristiansson Date: Wed, 28 Feb 2024 21:16:08 +0100 Subject: [PATCH] initial commit --- Makefile | 2 +- content/conf.py | 6 +- content/getting_started.rst | 572 +++++++++++++++++++++++++++++ content/img/prediction_example.png | Bin 0 -> 175013 bytes content/img/training_result.png | Bin 0 -> 72515 bytes content/index.rst | 29 +- content/ml.rst | 182 +++++++++ 7 files changed, 774 insertions(+), 17 deletions(-) create mode 100644 content/getting_started.rst create mode 100644 content/img/prediction_example.png create mode 100644 content/img/training_result.png create mode 100644 content/ml.rst diff --git a/Makefile b/Makefile index 46f35b9..10101da 100644 --- a/Makefile +++ b/Makefile @@ -21,4 +21,4 @@ help: # Live reload site documents for local development livehtml: - sphinx-autobuild "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + sphinx-autobuild "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) --host 0.0.0.0 diff --git a/content/conf.py b/content/conf.py index d2946c1..e30b283 100644 --- a/content/conf.py +++ b/content/conf.py @@ -17,9 +17,9 @@ # -- Project information ----------------------------------------------------- -project = "LESSON NAME" -copyright = "2021, The contributors" -author = "The contributors" +project = "ColonyOS Tutorial" +copyright = "2024, The contributors" +author = "johan.kristiansson@ri.se" github_user = "ENCCS" github_repo_name = "" # auto-detected from dirname if blank github_version = "main" diff --git a/content/getting_started.rst b/content/getting_started.rst new file mode 100644 index 0000000..2ec8174 --- /dev/null +++ b/content/getting_started.rst @@ -0,0 +1,572 @@ +Installation +============ +You need to download and install two different CLI binaries. + +* The Colonies CLI - `Download here `_! +* The Pollinator CLI - `Download here `_! + +For Apple silicon, choose arm64. For other Macs, choose amd64. For Linux, choose amd64. For Windows, choose amd64. + +Install the ``colonies`` and ``pollinator`` binaries by moving them to a directory in your PATH. +On Linux and Mac, you can move the binaries to ``/usr/local/bin``. On Windows, you can move the binaries to ``C:\Windows\System32``. + +.. code-block:: console + + tar -xvf colonies_v1.7.12_linux_amd64.tar.gz + tar -xvf pollinator_v1.0.4_linux_amd64.tar.gz + sudo cp colonies_v1.7.12_linux_amd64/colonies /usr/local/bin + sudo cp pollinator_v1.0.4_linux_amd64/pollinator /usr/local/bin + +**IMPORTANT:** On Mac, the ``colonies`` and ``pollinator`` binaries will be blocked the first time they are started since they are not downloaded from AppStore nor signed by an registered developer. They can be unblocked by clicking the ``Open Anyway`` button in ``Privacy & Security`` settings. The button is available for about an hour after you try to start the colonies or pollinator commands. + +You also need valid creadentials to access the Colonies server (an env files). Or, you can also set up your own Colonies server by following the instructions `here `_. + +Verify that the installation was successful by running the following command: + +.. code-block:: console + + source my-env-file + colonies executor ls + +You should see a list of executors in the colony. + +.. code-block:: console + + ╭──────────────────┬────────────────────┬────────────────┬─────────────────────╮ + │ NAME │ TYPE │ LOCATION │ LAST HEARD FROM │ + ├──────────────────┼────────────────────┼────────────────┼─────────────────────┤ + │ icekube │ container-executor │ RISE, Sweden │ 2024-02-28 21:11:34 │ + │ dev │ container-executor │ Rutvik, Sweden │ 2024-02-28 21:11:35 │ + │ leonardo-booster │ container-executor │ Cineca, Italy │ 2024-02-27 18:50:11 │ + │ lumi-std │ container-executor │ CSC, Finland │ 2024-02-28 21:11:43 │ + ╰──────────────────┴────────────────────┴────────────────┴─────────────────────╯ + +To run an exector (optional) +---------------------------- +To run your own executor, you also need to install Docker. On Linux (e.g Ubuntu), Docker can be installed by +running the following commands: + +.. code-block:: console + + sudo apt-get update + sudo apt-get install docker.io + +You may also want to set permissions to run Docker without sudo. + +.. code-block:: console + + sudo usermod -aG docker $USER + +On Mac and Windows, Docker can be installed by downloading the `Docker website `_ +website + + +Getting started +=============== + +The Colonies CLI is a command line tool that allows you to interact with the Colonies API. It is a powerful tool that can be used to execute functions, manage processes, or deploy executors in a colony. To use the Colonies CLI, you first need to export several environmental variables. + +.. code-block:: console + + export COLONIES_SERVER_TLS="true" + export COLONIES_SERVER_HOST="server.colonyos.io" + export COLONIES_SERVER_PORT="443" + export COLONIES_COLONY_NAME="hpc" + export COLONIES_PRVKEY="e7957ca33481ce5cebc2571dea98da32d24fbe3db2d6d0916ec0165a26292299" + export COLONIES_EXECUTOR_NAME="johan-laptop" + export EXECUTOR_FS_DIR="$HOME/.colonies/cfs" + export EXECUTOR_PARALLEL_CONTAINERS="true" + export EXECUTOR_GPU="true" + export AWS_S3_ENDPOINT="s3.colonyos.io:443" + export AWS_S3_ACCESSKEY="accesskey" + export AWS_S3_SECRETKEY="secretkey" + export AWS_S3_REGION_KEY="" + export AWS_S3_BUCKET="hpc" + export AWS_S3_TLS="true" + export AWS_S3_SKIPVERIFY="false" + +.. code-block:: console + + source env_file + +The Colonies CLI has several subcommands. It always possible to get more help by adding the `--help` flag to the command, for example: + +.. code-block:: console + + colonies --help + +.. code-block:: console + + Colonies CLI tool + + Usage: + colonies [command] + + Available Commands: + attribute Manage process attributes + cluster Manage clusters + colony Manage colonies + completion Generate the autocompletion script for the specified shell + config Show currently used configuration + cron Manage cron + database Manage internal database + dev Start a development server + executor Manage executors + fs Manage file storage + function Manage functions + generator Manage generators + help Help about any command + key Manage private keys + log Manage logging + monitor Manage Prometheus monitoring + process Manage processes + server Manage production server + user Manage users + workflow Manage workflows + + Flags: + -h, --help help for colonies + --insecure Disable TLS and use HTTP + --skip-tls-verify Skip TLS certificate verification + -v, --verbose Verbose (debugging) + + Use "colonies [command] --help" for more information about a command. + +Or, to get help about the function subcommand. + +.. code-block:: console + + colonies function --help + +.. code-block:: console + + Manage functions + + Usage: + colonies function [command] + + Available Commands: + exec Execute a Function + ls List all Functions + register Register a Function to an Executor + remove Remove a Function from an Executor Hint: use 'colonies executor ls --full' to get the functionid + submit Submit a Function specification + + Flags: + -h, --help help for function + + Global Flags: + --insecure Disable TLS and use HTTP + --skip-tls-verify Skip TLS certificate verification + -v, --verbose Verbose (debugging) + + Use "colonies function [command] --help" for more information about a command. + +Executing functions +=================== + +Let's list all executors in the available in the colony. The colony is distributed network of executors running somehwere on the Internet. An executor is responsible for executing functions. + +.. code-block:: console + + colonies executor ls + +.. code-block:: console + + ╭──────────────────┬────────────────────┬────────────────┬─────────────────────╮ + │ NAME │ TYPE │ LOCATION │ LAST HEARD FROM │ + ├──────────────────┼────────────────────┼────────────────┼─────────────────────┤ + │ leonardo-booster │ container-executor │ Cineca, Italy │ 2024-02-28 11:28:11 │ + │ icekube │ container-executor │ RISE, Sweden │ 2024-02-28 11:27:06 │ + │ dev │ container-executor │ Rutvik, Sweden │ 2024-02-28 11:27:19 │ + │ lumi-std │ container-executor │ CSC, Finland │ 2024-02-28 11:28:00 │ + ╰──────────────────┴────────────────────┴────────────────┴─────────────────────╯ + +One way of executing a function is to submit a function specification. The example below +runs the command `echo Hello, World` in a container based on `ubuntu:20.04` on the LUMI supercomputer. +The function is allowed to use 10GiB of memory and 1 CPU core. + +.. code-block:: json + + { + "conditions": { + "executortype": "container-executor", + "executornames": [ + "lumi-std" + ], + "nodes": 1, + "processes-per-node": 1, + "mem": "10Gi", + "cpu": "1000m", + "gpu": { + "count": 0 + }, + "walltime": 60 + }, + "funcname": "execute", + "kwargs": { + "cmd": "echo Hello, World", + "docker-image": "ubuntu:20.04" + }, + "maxexectime": 55, + "maxretries": 3 + } + +.. code-block:: console + + colonies function submit --spec hello.json --follow + +Depending on the load on the LUMI supercomputer, the process may take a few minutes to start. The `--follow` flag will print the logs from the process as soon as they are available. + +.. code-block:: console + + INFO[0000] Process submitted ProcessId=ad733c56110d444f9f98bfbfa9d96576039c4829a652c2307b86311650075fc3 + INFO[0000] Printing logs from process ProcessId=ad733c56110d444f9f98bfbfa9d96576039c4829a652c2307b86311650075fc3 + Hello, World + INFO[0165] Process finished successfull ProcessId=ad733c56110d444f9f98bfbfa9d96576039c4829a652c2307b86311650075fc3 + +Running a local executor +======================== + +Docker compose can be used to run a local executor. + +.. code-block:: console + + source env + mkdir -p ~/colonies/cfs + git clone https://github.com/colonyos/executors + cd executors/docker + docker-compose up + +.. code-block:: console + + Creating docker_executor ... done + Attaching to docker_executor + docker_executor | time="2024-02-28T14:27:48Z" level=error msg="Failed to set location long" + docker_executor | time="2024-02-28T14:27:48Z" level=error msg="Failed to set location long" + docker_executor | time="2024-02-28T14:27:49Z" level=info msg=Self-registered ColonyName=hpc ExecutorName=johan-laptop + docker_executor | time="2024-02-28T14:27:49Z" level=info msg="Docker Executor started" ColoniesInsecure=false ColoniesServerHost=server.colonyos.io ColoniesServerPort=443 ColonyName=hpc ColonyPrvKey="***********************" ExecutorId=c6ffb4074f7618659eb5fa00040059a4aed5f16277b0520885809d2f793af532 ExecutorName=johan-laptop ExecutorPrvKey="***********************" ExecutorType=container-executor FsDir=/home/johan/.colonies/cfs GPU=false HardwareCPU= HardwareGPUCount=0 HardwareGPUMemory= HardwareGPUName= HardwareGPUNodesCount=0 HardwareMemory= HardwareModel=n/a HardwareNodes=1 HardwareStorage= K8sNamespace= K8sPVC= Latitude=0 LocationDesc=n/a Longitude=0 ParallelContainers=false SoftwareName="colonyos/dockerexecutor:v1.0.1" SoftwareType=docker SoftwareVersion="colonyos/dockerexecutor:v1.0.1" Verbose=true + +.. code-block:: console + + colonies executor ls + +.. code-block:: console + + ╭──────────────────┬────────────────────┬────────────────┬─────────────────────╮ + │ NAME │ TYPE │ LOCATION │ LAST HEARD FROM │ + ├──────────────────┼────────────────────┼────────────────┼─────────────────────┤ + │ leonardo-booster │ container-executor │ Cineca, Italy │ 2024-02-27 18:50:11 │ + │ lumi-std │ container-executor │ CSC, Finland │ 2024-02-28 15:27:46 │ + │ johan-laptop │ container-executor │ n/a │ 2024-02-28 15:27:49 │ + │ icekube │ container-executor │ RISE, Sweden │ 2024-02-28 15:28:07 │ + │ dev │ container-executor │ Rutvik, Sweden │ 2024-02-28 15:28:09 │ + ╰──────────────────┴────────────────────┴────────────────┴─────────────────────╯ + +Handling data +============= + +Execution of functions often involves handling data. The Colonies CLI has a subcommand for managing file storage. The file storage is a distributed file system called Colony FS (CFS), and can be used to store input data, output data, and intermediate data. Data stored in CFS is access from all executors in the colony. + +The command below list all labels. + +.. code-block:: console + + colonies fs label ls + +.. code-block:: console + + ╭───────────────────────────┬───────╮ + │ LABEL │ FILES │ + ├───────────────────────────┼───────┤ + │ /water/Masks │ 2841 │ + │ /water/Images │ 2841 │ + │ /water │ 1 │ + ╰───────────────────────────┴───────╯ + +Let's create a new label and store a file in it. + +.. code-block:: console + + mkdir myfiles + echo "hi!" > myfiles/hello.txt + colonies fs sync -l /myfiles -d myfiles + +.. code-block:: console + + INFO[0000] Calculating sync plans + Analyzing /home/johan/dev/github/enccs/~ ... done! + INFO[0000] Sync plans completed Conflict resolution=replace-remote Conflicts=0 Download=0 Upload=1 + INFO[0000] Add --syncplan flag to view the sync plan in more detail + + Are you sure you want to continue? (yes,no): yes + Uploading /myfiles ... done! [4B] + +.. code-block:: console + + ╭───────────────────────────┬───────╮ + │ LABEL │ FILES │ + ├───────────────────────────┼───────┤ + │ /water/Masks │ 2841 │ + │ /water/Images │ 2841 │ + │ /water │ 1 │ + │ /myfiles │ 1 │ + ╰───────────────────────────┴───────╯ + +.. code-block:: console + + Try to sync to another computer or another directory. + +.. code-block:: console + + colonies fs sync -l /myfiles -d myfiles2 + +That's great, but how do I use the data in a function? It possible to reference the data in the function specification. The +remote executor will then automatically sync the data to the container before the function is executed. Let's try that. + +.. code-block:: json + + { + "conditions": { + "executortype": "container-executor", + "executornames": [ + "icekube" + ], + "nodes": 1, + "processes-per-node": 1, + "mem": "10Gi", + "cpu": "1000m", + "gpu": { + "count": 0 + }, + "walltime": 60 + }, + "funcname": "execute", + "kwargs": { + "cmd": "cat /cfs/myfiles/hello.txt", + "docker-image": "ubuntu:20.04" + }, + "fs": { + "mount": "/cfs", + "dirs": [ + { + "label": "/myfiles", + "dir": "/myfiles", + "keepfiles": false, + "onconflicts": { + "onstart": { + "keeplocal": false + }, + "onclose": { + "keeplocal": true + } + } + } + ] + }, + "maxexectime": 55, + "maxretries": 3 + } + +.. code-block:: console + + INFO[0000] Process submitted ProcessId=d81e3ea76afd5d45902c494a77cf72ab6046e1cf8700e8ac36b6f5a7168a4bc4 + INFO[0000] Printing logs from process ProcessId=d81e3ea76afd5d45902c494a77cf72ab6046e1cf8700e8ac36b6f5a7168a4bc4 + hi! + INFO[0013] Process finished successfully ProcessId=d81e3ea76afd5d45902c494a77cf72ab6046e1cf8700e8ac36b6f5a7168a4bc4 + +Nice, the function executed the command ``cat /cfs/myfiles/hello.txt`` and printed the content of the file ``hello.txt`` to the console. + +Let's explore a tool called Pollinator to avoid spending time on creating complex JSON files. + +Pollinator +========== + +Pollinator is a tool that automatically sync a local file to CFS and create a function specification. It abscracts away the complexity of creating function specifications, making it possible to develop on a local computer while executing on a powerful supercomputer. + +Let's create a new Pollinator project and use the ICE Kubernetes cluster for function execution. + +.. code-block:: console + + mkdir myproject + cd myproject + pollinator new -n icekube + +As you can see, a file called ``project.yml`` is created. Pollinator uses the ``project.yml`` file to generate function specifications. +The ``project.yml`` file contains some generic configuration, e.g. how resources should be allocated. It also contains a reference to a file called ``main.py``, which contains some Python code we would like to execute. + +.. code-block:: yaml + + projectname: a79b82a96a5c132374b26beb78953112f084055e29b73d63fe95fcdce5c4981b + conditions: + executorNames: + - icekube + nodes: 1 + processesPerNode: 1 + cpu: 1000m + mem: 1000Mi + walltime: 600 + gpu: + count: 0 + name: "" + environment: + docker: python:3.12-rc-bookworm + rebuildImage: false + init-cmd: pip3 install numpy + cmd: python3 + source: main.py + +Also, notice that a directory called ``cfs`` is created. The ``cfs`` directory contains three subdirectories: + +* src +* result +* data + +The ``src`` directory is synchronized before the container starts. The ``data`` directory is also synchronized before the container starts, but not deleted after the container has run to completion. The ``result`` directory is synchronized after the container has finished. This is a useful place to store generated data, .e.g model data after training a neural network. + +Let's run a simple hello world Python program on Kubernetes. + +.. code-block:: python + + print("Hello, World") + +.. code-block:: console + + echo 'print("Hello, World")' > cfs/src/main.py + +.. code-block:: console + + pollinator run --follow + +.. code-block:: console + + INFO[0000] Process submitted, ProcessID=24519ebe1d97c0627c971623e33e4a4963f1d8d55920c1a0437b4ad12f3be298 + INFO[0000] Follow process at https://dashboard.colonyos.io/process?processid=24519ebe1d97c0627c971623e33e4a4963f1d8d55920c1a0437b4ad12f3be298 + Collecting numpy + Obtaining dependency information for numpy from https://files.pythonhosted.org/packages/0f/50/de23fde84e45f5c4fda2488c759b69990fd4512387a8632860f3ac9cd225/numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata + Downloading numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (61 kB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 61.0/61.0 kB 1.2 MB/s eta 0:00:00 + Downloading numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (18.0 MB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 18.0/18.0 MB 50.8 MB/s eta 0:00:00 + Installing collected packages: numpy + Successfully installed numpy-1.26.4 + WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv + + [notice] A new release of pip is available: 23.2.1 -> 24.0 + [notice] To update, run: pip install --upgrade pip + Hello, World + INFO[0017] Process finished successfully + + +To run it on the LUMI supercomputer, just change the executor name in the project.yml file to ``lumi-std`` and run ``pollinator run --follow`` again. + +We can also check the status of the process by typing: + +.. code-block:: console + + colonies process get -p 24519ebe1d97c0627c971623e33e4a4963f1d8d55920c1a0437b4ad12f3be298 + +.. code-block:: console + + ╭───────────────────────────────────────────────────────────────────────────────────────╮ + │ Process │ + ├────────────────────┬──────────────────────────────────────────────────────────────────┤ + │ Id │ 24519ebe1d97c0627c971623e33e4a4963f1d8d55920c1a0437b4ad12f3be298 │ + │ IsAssigned │ True │ + │ InitiatorID │ bcaeac1a507036f7fed0be9d38c43ba973be7c0064d1b0b010ede2f088093b3f │ + │ Initiator │ johan │ + │ AssignedExecutorID │ ef9943aa7a7e9aec2e00bac8a739fa5886d9df8fe648349596b44054e18d9d7c │ + │ AssignedExecutorID │ Successful │ + │ PriorityTime │ 1708712143825558275 │ + │ SubmissionTime │ 2024-02-28 19:15:43 │ + │ StartTime │ 2024-02-28 19:15:43 │ + │ EndTime │ 2024-02-28 19:15:43 │ + │ WaitDeadline │ 0001-01-01 00:53:28 │ + │ ExecDeadline │ 2024-02-28 19:25:42 │ + │ WaitingTime │ 35.886ms │ + │ ProcessingTime │ 16.542659s │ + │ Retries │ 0 │ + │ Input │ │ + │ Output │ │ + │ Errors │ │ + ╰────────────────────┴──────────────────────────────────────────────────────────────────╯ + ╭─────────────────────────────────────────────────────────────────────╮ + │ Function Specification │ + ├─────────────┬───────────────────────────────────────────────────────┤ + │ Func │ execute │ + │ Args │ None │ + │ KwArgs │ init-cmd:pip3 install numpy rebuild-image:false ar... │ + │ MaxWaitTime │ -1 │ + │ MaxExecTime │ 599 │ + │ MaxRetries │ 3 │ + │ Label │ test_label │ + ╰─────────────┴───────────────────────────────────────────────────────╯ + ╭───────────────────────────────────────╮ + │ Conditions │ + ├──────────────────┬────────────────────┤ + │ Colony │ hpc │ + │ ExecutorNames │ icekube │ + │ ExecutorType │ container-executor │ + │ Dependencies │ │ + │ Nodes │ 1 │ + │ CPU │ 1000m │ + │ Memory │ 1000Mi │ + │ Processes │ 0 │ + │ ProcessesPerNode │ 1 │ + │ Storage │ 0Mi │ + │ Walltime │ 600 │ + │ GPUName │ │ + │ GPUs │ 0 │ + │ GPUPerNode │ 0 │ + │ GPUMemory │ 0Mi │ + ╰──────────────────┴────────────────────╯ + ╭──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╮ + │ Attributes │ + ├──────────────────────────────────────────────────────────────────┬─────────────┬───────────────────────────────────┬─────┤ + │ ATTRIBUTEID │ KEY │ TYPE │ │ + ├──────────────────────────────────────────────────────────────────┼─────────────┼───────────────────────────────────┼─────┤ + │ 652d5fbe8028b99c9e9bccce9ed9e6bd7846a6a569277b0ca3dc4edf05383e16 │ PROJECT_DIR │ /cfs/pollinator/a79b82a96a5c13... │ Env │ + ╰──────────────────────────────────────────────────────────────────┴─────────────┴───────────────────────────────────┴─────╯ + +.. code-block:: console + + colonies log get -p 24519ebe1d97c0627c971623e33e4a4963f1d8d55920c1a0437b4ad12f3be298 + +If we want to see the logs from the process, we can use the `colonies log get` command. + +.. code-block:: console + + Collecting numpy + Obtaining dependency information for numpy from https://files.pythonhosted.org/packages/0f/50/de23fde84e45f5c4fda2488c759b69990fd4512387a8632860f3ac9cd225/numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata + Downloading numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (61 kB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 61.0/61.0 kB 1.2 MB/s eta 0:00:00 + Downloading numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (18.0 MB) + ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 18.0/18.0 MB 50.8 MB/s eta 0:00:00 + Installing collected packages: numpy + Successfully installed numpy-1.26.4 + WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv + + [notice] A new release of pip is available: 23.2.1 -> 24.0 + [notice] To update, run: pip install --upgrade pip + Hello, World + +If we don't know the process ID, we can use the ``colonies log search`` command to search for logs. + +.. code-block:: console + + colonies log search --text "Hello, World" + +.. code-block:: console + + ╭──────────────┬──────────────────────────────────────────────────────────────────╮ + │ Timestamp │ 2024-02-28 11:37:13 │ + │ ExecutorName │ lumi-std │ + │ ProcessID │ ad733c56110d444f9f98bfbfa9d96576039c4829a652c2307b86311650075fc3 │ + │ Text │ Hello, World │ + ╰──────────────┴──────────────────────────────────────────────────────────────────╯ + ╭──────────────┬──────────────────────────────────────────────────────────────────╮ + │ Timestamp │ 2024-02-28 19:15:58 │ + │ ExecutorName │ icekube │ + │ ProcessID │ 24519ebe1d97c0627c971623e33e4a4963f1d8d55920c1a0437b4ad12f3be298 │ + │ Text │ Hello, World │ + ╰──────────────┴──────────────────────────────────────────────────────────────────╯ diff --git a/content/img/prediction_example.png b/content/img/prediction_example.png new file mode 100644 index 0000000000000000000000000000000000000000..4c30dc69c53e60dc79a3c7abe0dcd18f73887e2f GIT binary patch literal 175013 zcmeFZg;!PEw+DU@lok|~k`g5Z3F$gWqf#OQlG5GX-7O+Y96(B>q#L9TAl=<@=&7XuNVvS=GB|@a`}>bzgiw=k$Ss2I0GwwyacU zf(QEdcpkhX#K6XQhZXHW$KkYAFiWMGeQrNp-zj7HGPdLF&(h4~TZa!04h}~rN$||l z5i(zDtpE8Z@8OKN(JMj>k^k{0>(-M>-2ZtYmMA%4qvrp(3Vdk78*BT2UFX|(N8FnD ze|@1pH??og|GsxA+P$gU|MSKeY52i&EdOhbSQf7^oc`B!BF5g4nJ~iHY>^P=Fl#DMjW*iOAtIOMgn=>z-=I};Rl94rC%-(o*C2--sVN7ya z`401r*K)<)aYqUC&(0ELK47Uk9Kh~IApt5h@h=v&Q8r)9oWQ%jb6}piQ z`?XQJng1v$@A)1|Q9+H>gq$kO79sfbhVgO^Q&@U><*3k0=!@c*WzE)z-8P2E7zs`K z)2oL#w`*6p3L8zblLNsmO@5T{(19z;v7KzwT-|RjW>c!KV^c0OrdQ%rv_AG$5&7o? z9qMdJoc|8)ux3%4pD-)bG^4pZNVyTLKdIZ97o$2SET~!`d+fGZ1oMt^U!tu%=n=4) zaY4-|m=!cOVp7#Aw=u@OIUQ?*2acB*rK>XQo=iKnX*x}F6_n0guJDL41`NsxSmf_> zjssj&rJu4NlpS+HCGUl4U*4ieI6q-&xU@}j-|whIA>4k0FJD|qw6eTl2j8L{9v=Q_ z*5ky&Z30wqa)GVQ(VN+u3ojB#efU5oWLBaihHr z?HjTHQJq`1&%nlY83|u})UfO3Iz1n4h^#xFz*W((xqUokC!hDR#IO!!P^))1X<37x za@J)u@~%KFTY+H?Np2-xrBU$lB%SI?`rKJW6;qmO1kPO!HwX6v3n&uhU~}n_;FzGP zyxEU$XrXl5^f~AirULPE@w=0yW^6f#%9FPTeqmm_a>IoZC*YQ#d_oyDmZ*S< zQv;$yA1PFM;z0#AWQxXQ%h85wu1Bm| z;bH_r_P(}sSnr9~nkU+jBSHO%_v&}#?Um{LGvCJlC@d^oUS6DcYPg^%sM+S%uAWW*N4Cz)&O>f-Rs&t$!)vpMK%XNe`rY$KQ7h9Slh(s!VYBMxE@w)!dsRq46~8E zMi9OsK0ZDz)ubGTbBVK;bb&!ZHhZnalgkf!PxjiV+WMuaB1{IebU+EX1M}Aj#$~C5 zfy|PWlER$X4dj^v*H|%@Ph4N@L~WH%-i;Ez=7oNrnx2ksx6<|cF*)q-@=N&Dn!H}T zrlW|J6)V4hKv6IJVh-W9ZK7V+w_yWL4c5cEhzI^kEi5F+PO`-TA5qRz^;wJ*xI367 z+gxfgXuVy95;aSfUTnCzXeb)ha!YGypla24+YgsuTn4lLC9zGY&(eo#ql%sEY zI-;U(%fcC)v*KcJ!)_BU?^;GI8!vCLJ3PvwV*1hS)wa{5vZV+ixBJ9&VRoyvRoU#D zuz9&68Y<^GwAyWlLa{W3KZc1GfjeF|7a@Ag>g9N#vT>Ksdb-&=IHYA~V_La%s_&wN zZ(Q=%QM=6qQt*_vqfzY?RZoyT3z|EwD(l`izj6zj$Y)O_yOQ{bKt-A~FTpRUTnJ6r zy50>Eo=f$++XPmt!2GDldR{cie&99!L3$Yy6TXYKWXlI7xY-A85yGrHR_=@BXs|G1 z);okQS%6*7Ljir4Z;8;}$qC89+PX}c8M_crb$>Xcr+?Wro>?aIYGTDiKj>?y~xo9l~3a5{V-%=i-9z(r$Q@hqC5 zvGQmn#&m)xtdE9OMl&j$_jE5WQNk4_eS2jim0%Cnzj`rGSvTYFdQefF{=wWV z7ESYpK1m>SNQm&dKKnXQb-ECCFOUWlrp>ayz535M`bi11C@W@MnIMewI3A~WxT?R{ z4g)uygMy^HIz5sfN8PgO8T{s~cQW#*_MoS^l~_BxqW&nKcQw@y3MEoZ3VTA3S?Yg# z_m?|ub{jDlDR!JOXO0S-<^#zs|Fpr6+07fSj-5NzXKuk%%S<2EgQHxm+wow%UKGAY z&s8ZzI@KRgJhtx>Ii23|45DzFvT=`#XEk zwi(>^6pB#3$afV4$L@?0m<@scdmELPVEx7P&VoOY+#i;jOs-!XV{Va z>kP~qm4r}q)Sq=*>4J@DUW^is1aMj5E+_{I(p}+8>&sOs;ie$?Ar0(L%FU&b;PIH= z>2XCvgcOxWsbLCJLFFv~Q7>kW%PVMNJLX2zty;aVQC?5*#FAXsb6`Jwj(jjFgMEC^ z+%FfYq`(#-z*z=9aV5lnD#-34)eQ;Htoy;21GW1YI?y#YFxcVA$)v%s=|kxBj%VDg zE>FB}c=-AGVKAtc{lotjBKa0lqa>f!Fycjksr=W6*~0Sx^~JdpZ^PUHARq&XwSplG zgFxl_v`u*74?2MizWSW)sHW5W@8-MBbcyD^1YW1j-?+>kU4tir4uKSYIZv?o<-J^E z!}SsC6hNQKl>{@>V{IyzrN-almYd84p_5~}~u zPJ#6=LP%17Tvj*_ZCVqr+ft0w0>r1F$N@3@X>B00a-*Q;w|>WG|GuWG{l83mjRc;A zDW@&;)}YEp<~;sSR&SN`!cYII)cXSB)kSuDyWz&u84+}`(?DgEWD}@)C)Kh&#SnEX zI7wf*P%GlS9N+CXj2iBHta&h5Cr% zwX2((h34g&yjPQ%)&be!;o;MAm+1{HOqes+CN`^?+Q79JAB!=xPn(E$LD~_w>K0`R znp+!-7}GK-=k>u3=YyzbtZN`hBJ?!9BYB?` zUHam(fR8}98b582-Q zV`UFPZT>uVEVSbiwY{~K&xZi?l4@&v^o(DZ`RdV8CV;H+&XwMjLbTP3?V4T|^=kW^ z9@N1(*z4j>Q0N>8F#xt|)vBTnT&~7@J-LhUyz9X-$-aKy78up`s=Efi%!*TV?fCpm z%`Cr{5B0ci+%VB3Ki#dre9|&;j3?hq2o%pvxSE;AK{t;X?EIwR#$#G=_d+&Pv46+& zq{g90b;xPP#i+R!*O!ee4Zgo!vopfla9QkmeTF&$8Iyf+aRFU)0}!BWM2*Vpa*xa# z%0R>zh@qWP*ddg4E&Br7m9$0fAP@NCJJ$d`<76+mYN3bs+lOoAD<3rl;2vF`9UOr} zAZnX8Ne0D)f6K-}bE$|Dc9@fm_!a*`J4+M1v(YzXtYXE585Zt{xu?3MTA&+x=bt#j@Q&*I4`PRSyt-O&QXwi!j%0gR(;)ZKOW9F>KX&vZ_f=Lj{mbS=}OTRqEiZHll$P15L~0=mRLMI=T7fY8%(v zpkB8et_|8uJB*5$MSxm)7fS98%ifEFI3|?^K(re@FSdd}8r@-1DZqe{8|^_A{CV7) z=Ee9kBQh2p4VO9p4OYvnR*D5AClzcCpqu~B1urVeZg=1< z>paMTTZAr^Kt{}%J)~O(Ws)aLHqp>)kVB&6EXT5TPjVBWob$!xtX4@u@_{TMAr=7Y zlo!UIBz7-A#J;bO5F#WIOw$mR0kX$*%_@k(@%IH_{(u3FW=PrDSEU7M0Hr_)ovoRW z$fmxO=wB?001V>$#_R9o|9q^p)>$|K5sV2N(+zuZzcX7t1+hv<&hE55mC$1e_%K)D zskX<_@aaH&y+5R?Y0N8K)YQ4B?FU^gkVhpcS9ru)&NP%ROZUFK zc~+AYzf*-m_@P|5&Kx&(m*cgOp%0m?0cI_L?Ud=>7|499&KyUL^*+w=WW%I%!iuYD zOWo&ZA?nJQB=B@yr6ClQfyba?N)lo?Qg}(Y2>6{<$&E>%!khwbD30xr#Af&{BxB?tq__51U%xRYq+^^7mnQ6@H=E|n!p48lG zdQ<`Fk`@q(B*0dIIN8<7tXKZuCm_^%LF@#M0>h(S|0N_IK%9TznAfI@Z3MD`s1xD3 z&X}iBb)UniM@BXt8OSL)YuovPXan=korK7KMow|HsX1j;Di@hWa1$h84PnpTeuX&O z>+U3lB-rv=_{K3up9 ztdqx(W_@Z|^ZOmO$G1bBS5Mt%K~TV+=y*V>4+0=`Z7_Qg(j(w&u0ciRd2CnVd+}K0 zXtFDMH_Gc0T?!nI8b!@RNCcRJ`*V%{fok4pR1hHa=y!QPbzM9RYxSp;P;mYsNu&E~ z_&HQFA(LhdBqP#&6CeBDR6zN_`Zmx`C((SM~2xW%wKm2 zJa^HPtedcT7lLUak@IP#>pRd6#G3Xob!i0~ml-cmF0}wn_R1^j@BtFCLS~J5aR*(y zVM!&xJ5#z>CIM`CXfVk3u)f@D%eFk27_E2gTEp>WEBh9H?x85a_K&S%=iOUuIg#w>pg@CF89BUwf00`C}u2Bs?z#}ua?uz)bjRO<$$~@R( zY{qRT0{RB$mG4H@H&-WmDIUi@ia2gNbvzI!?Lr8V>yV5j8~ysA<`PN5dL%eqwb(0u z4-|IKv*oYl$#9SA2%Mr0y2Lra&3}%s0P4j9<4hvn0G=cq;lBUc9XvtacWK9?^hJr==P<6Z;7 zzX&!-PDaiNMB4C+-j7Df0g$I9FLd<4amq&OU!X!cSkn#s6tImvp8(Dv6K4+TfFp>$ zh*(u8%z8NxG;Acc*(@#H0Kj<{JOL%d9?-;zGPG=3AAS>Z+1053VB1@nVBhz`lYbBO||RJ#!sQobi{T^8-p2Xa%4pUDXd{9?4oZUT#@= zg#}T%{>*RtNbWuxr1)G18)#P}D1n|9O^aYsV8AND<`Z=`0G&6S;RH!MV9(0by)HFf z12MBc*z;eqysY))icCHZNJRLsn4Tc;_JwZ_gdx0vgg$o{W^^qI;6X9cyW0J1KjCr! z#=XVW1Ij5391jI3<9DG7YOyy#3<43d!iasT{{XACD#2mcbQtFj=3{GE@i;RiH=mv7 zC@&Ok19hibX-xy!`DAFm*~8=G*s01H08;YW0BMT=sX&!-K9s#~89UNumcKV#=*d+y zoxo+bxpC40Z0^YI?d>7BC$NAjL2+e&`O=rC;jEkML{Ee;gTM?KI1=;%7zcnjHLBF_ z$N5XwK++QO(13Gz2MTi8WSRBku(IWL+Nc&t07Iw3wej=1{gqhJs!w}~;EOyfBcp8m z@n*iIXtCXeFxG`O;p-wz<$UG6vO*7hO-;=)tA;CN+|3@++6x#OAKwRpOajS@0}M2` zCmQ>opS{fk{rH&!#K|03alu)-?F_id7~pDc9}pdZm2hkeBOq>DhE=p9^dkB0Kz6Vk z{7fIRJiv09>kpE5<{%Oo<#|XuxyPw%ZB0l8Y{b1xRu60|x5>$WbgtLyn!~c;%CYMk zd%DHfzs+|A@OY-}iDrOdun4$9>q2YTUWAo9I^;wGjXhx-UbYPV9;BtgWB1)gUSNh7 z*{>;TIF1|qV@PR~;3r~;QdAxeyxjw7`2QL`OqW+XUYOCP37+$~+JAtW^n=*<%^uZ_ zk45?T9iTIs!4^wRfhSZgHy?Lp&8EhRjdDERFbU6`RU^MEu*v3rT$0inLXQZBdI?@< zo!YyQGN0!vEr)zV-pk!)a!b28AIvB5o%5iUGRg5RKfuGspI4tfe`MH`WTM@Q@uNxt z!qQrhV{K3*4CksWLjT#-)zunUoEcdj5cz?8Sb$wY2m~cmw9VDWF+{$dZ&u8D@-BaQ zZ{06JJRc)P*$7!b=GH2 z)S`rPOstApADseITzIqL=K7zJ*r|P8O!p;`+Pn+2TE5{I5ljN-+8W3bor|rCikStl zA`VdL_CWcm%RJpW>S>*@1)OCLau^|FH&%`x8?x1b_YnxN;5I}l05uo*1SDSTzy3^* z00DHo|E+d_vy`=R0P=wye%>FYTQTh@rlLYTb3RhBfKGJ^gS@(bmR>V~a5!X#Lih0_ zfCqzTC^fvBuS{x%2Nc6Bg%pLugC2n$L1xYB2kPcUw+rgeO)t#b`9MM0&DFm8OGXW` z1c|UmnOQZ~^G%HNMhMp=lhBcX%Q33$={G>h;AAM3P#n#xXgYjo zK2N>q0Zoiq>zY!x{udQfKeR6B1`C>BT=`P^>%_c)(&W*bxp@{32*|_ z(|~n=o{9$$ZR=n;+K!3TScgXN1JcQCK+>+y!5VWB(6fNO+j2C~v(GQ{1Qp>BICO^4 zhXn)#j-dX<6)3~q1%=AF=ZAyxqv+`9YK$N3W{r&~H_%=|dx~H2x@J}ge91ZB{e7Tb zyCTC$&xL_)eh8gsOC4C0RzJx6Us|QcG25G)Lv?j^t{^T)LBHuHQCfJ5@?>)MTG`3T zX#-R=mBNoDStfiKI$|P_38Mk*>X-PhyjI1i-Y^T#d82c}u0UV*Ns*w%W9=P{A#y3R z>4fd{vXR32^I!0-(!oO@A?#V=2klTj!@&2h^#r%y~?&=|E z0e=`Q0L2=_IaU6}`8lVz|Dz)ysn>|)1>g04V;4i&^3{O@&W7g>xv`jLz6cM9iMar)ey8&zHwWSvDEI0y6?xP zB&}|m6AJFP(~bf2bQh!rtPL~(#Eql~G13?Ztg!zxfJIJrzghF!A?O|tF{f7=aGLl< zXJ{q6AcDXSIo+~-isjo!vR3h*(JcQQ?-pxfIw2rPqV_=3f&lWmtE;O4MI)GljEK8{ ztqpyTxIG5|773LLh_?bwS_z)c1{AMFP)}az-oh0j^zZOJRR7O9nv`AvnIDUQzL@u9 z%5D$f_^07tA0RCY>Usz$s)XRkiIVGHcYy5-=yhM=a0V)ios-iaYGVPTni+o9A z6VDgL4cZ#8hK<|#T#(HUnk3B!baBa?57#=u44mosw{zPGt#dojUL^asN*VkS2QRpZ zAq`V}r}OE25Hy=GZUE2?t)U!l~u;}1V^($HfC8D%C?7;L;WrDa2L{Y99NlZBY2YR!B(m`1SnGKX9TjRY51h@*a*jDPXX7A*0y zFB(6-6QQt?b@b({qkT_YN4hVHadHRt`zj{U(aGtAB&z({Lx;VxDg@ou;=+aJbP>tch6`evWh*LMV$_|ZH&=3_ znXU8+iWW*?vR!5bF^^SmWWrWe|JjIoM;N60Cd@^9#WMu7Q(H<`MV zxE`!=Z^||MtH3`Tg=bWlGQqOIW6WK^ZL2gEVy~SMIoGQ-Bm6N|&v7$fj|S{qFgyx7 zcH>Sgn|z=0eS~GLwi5L{GP_JNQ?Y0{y%^Z5>a3;piaA4%{U!*HrfY?>tAEt?vpWlc zsG4je`Yv+^bg~hsakx+9a=GwxB9S9-H*<=W1DBelSyo1?+HGel(W~f@>a4;&!QQM% zV8sFn2Be~S`bKAp*R{)oFbSpHVeuOKv|}-pmxmpYp9@oVy{&-uk4&-?vuFf|vDT9S zDC~6=SW(6Hg~e-o^08Dc-T%_L9MW^wdt}4nNsoyD)H$y|%w(OP^CQqgwE^?>+8>zV z6c9H?*0LToTvD>%`^R;mb|DzqppNh4qB!ZROP54Mv_7hEm&7OdXgy;_O z53kSzOu4-8R(-?GJvGU_jA27kS#pi4r*p2ANLpu$d~LfEuBFS$QaNZV5n3dRuKZJp z(knVhwizd`Kvn(3MeLcWT%y-~U4f9OVBx_#B1afb6LRYPDs7l=as^rpmVIwg;Ys-M zjM?4ulE>*s*hc*k*BDi3svmpF^qUiph8!bsg5*Is3Aw3%0{#O=Z8eU2@gHhz#SJcC zX6(M{&VUwwd z7X6^}=X6GhuZab%?B>#BOl4bZd#QaQspl6(?3j>&VxDR$GKR%JtVrg?h)EK&19{;qP5_$I*22|MM~8>1i-Xncz4Q@ta6Kg6X?@C1W|;F@ zW;|q8Cu{*Xd;iS6d*44EozTop@>#cGiL&v|`Z^~%>FrEGJ0foMGVhN=XGTBMxbQa@ z8p%U`M%+G8=4ocX-)tU{~h=vQ}YFlDi{eH5mIWDAdP#Y1g0=QkoQ zT>`W1*_&*8w#vdW%DLuh$7-BsBRYc7Lyo^Y1dDyCCn6`lM$RHqpP1nrXQq|;5}O*g zuD>itJ?+K6kbCxSWhypCoT zJQqsoz7i{We#(`p_kWL?WG5+&nN5jIT;943`ejQ@q7{*Jb`Jma$kvoH5#<`jjf)Fo z(@0v2#ADbYSS|B@Tur%A6p~j=U242b%(&dGt+`b( zc~Xt?7M$#;Tp=^7yysKlp(cO!`oM815Mw5Cng<^?R^Eiqbm{V0@Cx+fETkV=O8+=6 zr@`LZ+U(37ehymLa1GbBOkSWgtpA{4X5ef?qd#C6f(V*pvXZAkO6M*HI~MD<;y_M9 zY`uky_%!E_Vb?_SGsGK)%->*?bRJmf&5$1i4VrwLy9R7*4v5Vbpy)!u+)z=@+%*^+ zn*)vya`yU|r^dXvEbcXJB@i2c_p$&j=;;HwwXf{`E});mH|8(fPx*xHOFxLj$k*Tw zi`2b0u5lO0D27M4yMlVjC|@^{CwRB~)oAhBH-vtRx|gZ3qhrDQ2+ZtXG94H1-sAk% zfwJ2boV`2rqjr$VJ4C6gzW(0wst%fh=i!=*mcCN(6zEq+SNpmpnXmh*8XF0a_K&|u zJe;gjxgGu3f1tW0Ras)dL-&(mYo~tTYu+fhm>r9#I_i*&fvWa4lHvZk^QY~c%55RN z(%^%8#B7gJ&4wHqvKj~Zp0NwE|0EDKrud=wOg0nKD#ClE;vaSE^Nu7Gz54Wasc4Xv$ zDav88O!P3zd*h0Vl>Y}a?~jMCPmt8NUgCtmw^At=vWZFd8g=woAe-|3mm3jtO@U11 zg%RJ9zFtpc%zMfcrEFxrlNVgMvn`pDzf|#k>`S?9?$O(e5hi+KjRB0N(!;a8Gx`%{ zb1o}Uy@~Po_&3kOBO`U~?Kx=_KGR#}C^hZwvVo@7NZv<3z^i(hh&>nyG?Zx5@<=uE z90JU#kI$dYf5Y9*S^OxOdv&|<_FEPOyMf4#X8$2t*;ARCyH(zu$w5;a!EQnClcRUH zT?4X*-wDMGb*HO4R=_LgwpntCKZoL0KOUW&6yl!kd3du{YmXJsNm7Z@r*RSeWU-N)}O|xIE1g;_@pvveIDwxLVyBk zcf&+54WSE^RL<6?=Ot-n5goom>TY|21dyKu=1`)beiN9ikt$Pb1x?NXpo$i?Z_bIK zZVs3s2HuhmuvI}1tPFo`m^r+&8fiiB_A7JadwHP%(4ByMO%TseL+RgG8q}QtI3bjC zkpMCS{SVNv@1QmpGzR>yV+%&d8KHsNg%JAkB*`W{7!v(4lC1Cn5WQ>wOCE$ufF>X_ znBshf|B}?+ z-hOP%Vd=vw3mL|jj~Mjbss0{3LH9w4xM)588hD3X#wLSgI0oK6tg3?4^L?7Xh|a|} z|AFyTOR)V=X;b!(P?Y&!6RpRg1GX(16bX85Ru8Oq9-fm^P)HDBsFoPwzsbD+JPrrM zja~(Achyg2^jD<4jzx`Z92`uX=V@M=zQ4N_EO?o}AorTBzmD?7RM2+|EM~E+TA9@!77tS+_WZiYin@blNah?& zXG~Rb2~NgTMF^DZ*;|TSbtWx>7o!}3-0Z_U(V2Mod7x#hC_~d~cL%4=WXAvK*x_I$ zl&=(@w7|vH#K2fWAJt~pa9}@xA?(y(xcqiZXtt_wg7IYq@wex<0~P0=;MC#&IY~cXpfPZ!=yw#a z8>=o@ZR}hKv`kyBr9$c04s5SI@C|BU{M>Cw)b=KqLrsMxp6Cj9_*rX#c8Otx2l6om zMOp94gY&;9S3}WavB?hXEFfarpuY0o5#ekwB?v_N$3$i@EhPtDzsr{KN26nk3r!ajK}VNtLdIQg3>tvyIGZ-(@6+ zs2UYP{(YAsfLFkv(JzUa(_*l0Ouj?X;lbfacYi!Ws(xQ-Ah*dsljiKRS;F@35=Rm; z++R;CC*?1wE!X=FWSzg-gX`Z#)Y?s9Cao%@2~maz@w@c*y$Ti-ln&13T&qN&q|UI= zowed9gzryz%%XpJskKw|r!zSuUv+~FW3$?Mj$~L?|1!9CGCk;8hQtl`%=016t5-#Y zLZRb@u@(>aPL@bRChsSA>O05UPqmTfMll)OJ~=)8Wk{d=m4E`(=6W-^hFKXb|L~y) z#&ZlMm;pWduzOkTTg{CO%VJ~vcji@&j~MKxnHY%Pgw7~@x>ZZt6F{b*M&lp&GA=h~ z$YcxleBXK0U2}gz-fbkk)}}CZwdNM#lLSGoM{x;cG<1wx>z%iCm@9n=h+{P0x!11o z+@IttP>B9|N1on-T*Y0EX;$?$5%JoIb8EG7xmBww+sOW|UEit()?&7%2j2ofc-|`-u|jlP6BignK9nV1@^Mu{jX!oVs|loTJ4+YH3cr4lH-Jl*+a)yLHzf-VXx5AVi;&``ehD3ccv*Y|ES2u1g|xSv80FA4{}M=Guuh8*7O+3Zoc&TXgsvLoe4Oa&90>2BMVE13&7%Hc9!DkOqT&FmGL zPmkyYnF8I4E}ef0du%OPp%s%SM-eZMPct4DcY~z!Xc60{;kU38Wj3C$&sx`ewXjm3 zG6{w_=}ze}Zp}o`yd`=(j;u2n+YBvITG4SKe?qt%-Rt;gObHS44&|bd@?sogp-~`ry90UkZ*eafe5uq=Z28d{)NIX;0N3)G&YA6{yR_-5~W zG4Uh9+R!T~#`IAj8G=~oi$U?nrQ(kd!YIINDB@|+6(td|L2hMg5})o|9iD%)T5Mrd z%6+IL6d?1A9G^_dyN@^hIjyqmio6RQUKnxPN$0X{JIZb)t|ch~h3IIZ+*Wq~fVj6( ztn7Sp6@G8kWNyBhV`k4WI-YQ1TK+s!QFt0nQ#W<>j9Y$bzK31|M}{F@nm6loU!RxF zv>;by0LF+1;{LlmXLay>qQP5^sb4zuH~$1RT$2RS)Ut)onzHR}Euv{Mx2XAiX#2rL z>^a!-2>;a@?`06`yXpbXJ3b$VmZ*{4Qb}YlwGvG!cat}WwiABsL@$dEtlpGG{PQ?Toweu{S;hv8~D_QQ0D z?59$?k2zsr`;{Wl@)I0S{k{?uXe>l!5WB6%&TX%V zP4buW6+66Px=)~#>Zrt2{w!P>c^ca-IcmwBSajt(f+UJwc>5&W_7@t)6FTf$3QP%o z#hm@$!?w42(1|~t?rmVN9PQ79M#rs0e5ZR__C&P$iM$Y60YYJzLG$E7bzMj{)yhD9 zqW)bSE)i~2Nm7S?-fmAJ)jqSs;#>4?e0VUejSWV`S3IK4ohiL1ihLRjf}Gv`EUq%0|L?Mt>1M5 z#@n%^nsSAdO_`FR~MaNMA}({=?W4!niITNEJ%1n^U8 zN-zV_QXJB*&Xh4c3C(YUu9Lh%B(nDl(Nwd7*jitxX#$=1A!m~U4VLJl(BtV!yQ;^w z;|wi$FoCtq><7O>MXOp$%4+-=y0y-5(Gw&zC48A%l}06HZj<*hus(Xp)wPsL(-e(8 zAQ^llNR3x#OwM{AQ|S0pj?%#5=<~D$FVqHUsKp@81Rl-@tb8H=)DT_0dH&Dm7BB*) z+P2T0%!Z#onG4>;(_1E&;M_H%wY{iig=|BvYkK|2Y7gSJ3nrs=C^wd0G8I!M7(Lk?1J%3GXnSifDu zHa@3xt6FED;Tiw2x|53_aK)uztZkO#O^TjAL&qrTkB$i`523$_*jFm}l74pAmpZhO z>dxj=>kNba-S*v21nEDwzCYKqh{PjEyX&&S<3dB=$!Zyv$1D6~Ju?pw1XW|m5(v?ccTi-d*0^Sv01G(_|U&a>{XJZ~Gu zxiylEpFZHZADI|3btHaLT3KbH73Dtd9C6p=mJ->vi;1CXa70%bs(-rSd;4E8hKvBp zdvuhuClTqdDZvagum+Xw4+VRXZwj37D|Ek@N~Uv?X_A`_Mk3w1l%r-%X9s?Ln=!93 z95rA<)<|}a@L1j;oAa#oUfjqb=4)^0(GX!Rmcrc^0xab<4%=`{FvzlU%Ppbb8#!@! zxdb1zrB$8aU`?U-qw+h~bS<0p7!0F|tv}e{-_m;3>-qFEdPj#L`S3fzK)J7BLDUWv z*$uW;N$uo9R{ICvk01R(wuAR*e}nd3T5fJ93z#KC?SdBz)0Ljfe(C{TMLL4_a@GXD zd>-QYjM2thR*Mj-HVRpZb^sL#>|^KlptI7P^?Tk_}Y-;<0&bX3kNn4@r9XI#mHq# zQ%0}2QHtn>{w7B8VW7A!Y@=1jyfT<_dHSuS>g(Wb8S9F|6v^*oq!g{~t60DQ0UDh4 zU6pQA7e)~ejVsY*YWhykW9jrK+*VqKuqzA78-+vv8xy~x`GQf8##28YiQcR z*OBrjwpWCb$ghB{#dOLbb|H zay_vwG-ToB;V@u|ygJCU%INkb&%X!Lul zRIiH7Bf^7C0+FR2m5Uw(oj9DHJ`TjFB~5o@M$spGbYpmGt#yRvOnZ&cRbd zD=a0y=c0?R{|HSovQVEG(-$5q&66^sKX-a1i|XEvcmIPcySW*C6*(FZV$feMNTD^n zw52I9PU%fHugpmBJ=_Xj(yq_ZeoCreqG3JSVH+e@<)CqfXwxD-qD=!K|09}5hB=gO zo@>p4F$;^9>KuITf_)Gtht^sOHJR`xv$E@-MLKA|XaCLV-9|7KEob>6##jUNOi#QC91 zda@;Phe%hMlL^g4GZ&A>i)!Wb2Fc|d`aGTqOJ-g75_|HZa#W4xogTv{&O(jJsKVj> zs1MfiZpiFikphvxnZK{y2F>-LA?H6}U=_66!E87f?P6zR`!srTcxYbgK#S!YjRXkD zK{^{c{lK*uCpWm2)0oy*AmJ-F;%`FRw=CiA+RCl#7z~pYHq0C!dztg}L=GX1-Jozh zxBQWMMYGT8s%tSifAr>!!$&JSDqglO=sMf7>BF~f{nlehbgN0ojA)tjx5!+KCVd*L zSijjA?qo?qXH*)6aYX2Yozkd>v(M|5srXXN$L!)7A#42p-^Tobf8oWDNQ$71PWb9L_+o7#LxMCl=^)n%#f1=Dz3sMMD2py1i?TYSu z&$g9JbK$p$^pWC2@SbUtDF;o)_crQ=sCNuRcL{7p7<%(v*{aWI{mj%71g%VTHH8+@ zc<8v_vc8bNEQuM_pC~RZZKFN5@jDEpKDIE=Q!Tm$x>X{XiXxy#jtW8YZ2N~eB-7(9 z@-;+=4>@AF=)E>#&d|)=dc*pnTiJis)nr(GS#ZiEnY?*AK-hb5FBXM`B}(L_X~tBo`1qKi z-1+G(I|3(*0LS|?Ib_DW9g$XD!V15M;-2^3n}`d=uwIgn2<efZL$hBq1wj+@P&6*FPfUSW&|oH~@FvZ(zZ~(WHs35= z@KD{Mu@+5I?WGxfkssQ4w7;}n zlcpJV)T5odY@FE@fpN*H_o~i=Ec1P#)zU?I!fff))NKCoxE@z()yXfzi_((1sz4)Z zR{?q;b9Ilb%%Q>HklCre7hp6hEjmjqpDAl-JAcZ1;%D5c!8jUgYxQt3L69Qx2lv4!_42DAFaA zzrhyMuo7D6&XIK)fvHXT;6LFoOWny0On_dA-|T2@zoCS%35 znE-|-ILTPf6SDCouqM2gU_fxI9XEzftk@wnVoq*m6D=SVTgExI{b0PFQDlMM&8_L{ z;0Q6@Ys_3xiLb+gse!;*)Fg0kI9Qd~%my3`-N5p!8-`9(OQtKaHr_grw+ zwcHIs6>?QiFza0DMyKVzl(R*eHjB0GInX>!=54;G)FdYs$Y`NEhaSWJgi{h5r;ccy z7f=3EIGG5cWYJK!!z1jgp@M~#uOw4ujxsEwjPIA3y~qTGENeqM?>s$nnA9FCr^*j! z4bYeVdDbZXL+W`rvcmIzwuo!-*c>uP-Stac;(jrhorL%tFr0ZFi0c4 zLAsHa?(UKX5$Td{>5_&`^8g}9cO%`1v~+iONH-{cv)}JH_8(AxfOF41v(~!Kb6p4N zHQtip1*yd9t_XQRMm_ZKzR|`kOqj_izx{H%u&@s$13#ZnrK^gewdv?%nvR%}+D#0$ zi1xBN5>o@mo@ip|yvf9rB zpaw1*=0I483f(PzP;VTbn-#~5k0NnpiFUG$e!&Q?8_&O z9aAI!iHJlaZe^KvcP#1zUrf%9TqSTwv~2W@1H;~n*xKPWZ`7|UQ6z%?;0(*GOSs=X ztSVo={<6qJQXj_TrSwWZnw8^ArR@40( zVH&!$g}5Z<5px!0rU)|IEmb20H9L}LbqQQb-sjvaJ*#R&2ny}tO5SkM0dT+H1meI; zVcO-OtE}q53vx)cak^@U;Jjm?7Z;bSEj_$e^N^}A?Rgu%FsTEL|ChW^jDSqe!u8d< za)H-=sga&Vd+HvaxKB!VGs8)9zlFxMOPwCG_hfo5jZ@A#jr|=CtGV~R6CDXJ-ukNf z1&aG=?sC+;pI6s(B0bmGcTLFA3k>2nREtrv7r2F_2TjI)8&kCY9&e9(Igvu zJ4NM=ufyf{s-cC7ak8_92EII3;qh7BDckqt)o0I)Dg_>4J90EUYWb73Ix$K%cT;jV ziF2w`p?5sF9Uq=aQYzP66rI6zhE%S4g1{~uEZJz_`s?+<+1UULfq@J7fM2g+JOmgW z2*$KAU~4j3(@6&_3ZryH=y`0;rFx-WJWEFAcbdI8D7bnnAi44KW$nO=FtsYuiGzSP~bq zTlBKog@weuo0+H$EP@DpsI1dRM6Iv|ZlPDUrJ^|Le+9!FYb*)Mf84iy!y~+uuB1ir zz(!>fZ;W!F&wI=ve-h@ZEF|OWYe!b!?bLuM3PS!NaOvZ@GRCUkByDK7t^$@iBvIAIWu39Dx6JpM4RI&#Ep9MS>NwY^@e)c@2g`@&wRRh+2egP zcsBEl^lY*swsY5>D^Y1}j`eX}LvOJ8kDTQZI%{eHn{kSb194co(ljtoAT{sdE-vADaR?K%jMN zZejulhJGNKfGqaYihK!; zJ0vHnD>OJ)-~`O8Fs8g^jQzsVZYhAy#H}Zl(&y|c>n_CCr;7cRU)x&h2OXlS7F+rs zZU>zQ1$ExS`VbcMZ(FjTyln$%qLWs0-5(4WwJiGdA+E1UM$#U!8yv86=W2>u_NBv& z{xl+((AO9KbK`jrPb{(ELR-1oloX;_Lh?~$Ew`QV4eg5EgaJy?vlJ#{tN_nj5tGFzMO5WeYkw@1jsJ26BSK2<#txT^F znJD;SyKB$mD=}%CY=(OIPC=orv0D_ci&Gpz=A5mfAfycV8%$nH`2F>qLWG@X@)r*_ zQ`!(C=Es-zBA*{$eo$bQ#37k3n^=pQ7@occBQ@WLJ34=%Ix$Fk#`HUiDPlN_&QD`3 z+DLh&dwoz7@f;qASIo7YYTW(k*<_O}#-82Qna1x6x=J=pW(7EN;yfC*MBxVq2NJpJ z;PV|)wDe%PMAcaRvVV(n9X+YTf$x}mH2})~=||fkFCJ8%AmQ6?UFH*?(4G0H6Uz)F zf)v{C_+#lnjC*doh`dLoZShhLdB&2aqfJGW_DZ*^)N*-_oAK)D$>K-&JPIr@1wt}p z_N|9SAgZ?cziD_=O)fChsB$r#6fFEEzNy{g-lu`%6)5>Q(0kIr=1M z_oPG*e@%Bt4*I1De?+~R2bk|NiE4~Pa&N|CL-R;HNHxfcqlv`{RKjIQdCK&jV)jJ% zf+W_t;acvWRhBjbd8SG%k zdXcL*9wkp^z)>=V@R8)y{AhmRMID=y!Qn&YQk54~T3VJaG?QMW{&8PmMh+6UbE*J$ zm-Dl|`zIv-j~z?$z}rRmUy)n07xq@cf=CKxw`3Cy8|klXhXw+{amp+Cw*iYzdvD-Oy_9o7^DuE<10* zx7H%R^i_@7R4El;O@0!+xP6)VA;serqNKA8Jsb}tVtUG@!|52UmCo-f!4zyMB{4j> zQJwRUmDTOSj@Lc10sMb?szrygeX}bV=o@Ih^M>r_zYB>(B_m~{)1F+BU9_J=KZ#xX z{{57=Tz6%JYA)*Q2d6fjOD+nRHUf>NSsoJTGDK1Dhq%s^%$=Ovf#t)dO(^9lA%m- zB=TV(kkY2ntGu54+AD_59OYSwpHnwS+o4xUbM7B1iE8Y9&XUN&6Q;5`RR5x)WUtg( zQ|T!|GC1!Y-eOM5vj+Nih{b>CgM2hDQ|QU8NS)*vv%eX3Isao+?0g43$)8c=iH(zY zX${G-ZC^wn_3Y3r)s6p*P9O~_h>NR`EX7xe1CXKrBF~IUwKe#X3X3o&6fnT}K))e& z%w))r;(ChapaoBIal!?+j&oc`;|CQ+AyT>-TXlQKFSZp;NnT@Rt5JuF1mYT>H9BMN ztLg>aPzmHtr0u${@XHo)0!lXR&_Cy!g`kR9s|~pHRWjO-lWjzb^I?fV))fni8ec&t zsgrdksNm&@L*VQn%wov1@+OG4jLPcQI?^qglIpQzHYu6x`n*xz&C7~Vl}~bm?JMu3 z+!$O$sH0x%bDLn|)tJ)EkW4bo_74`}eG<^U5RF+c$WbfAuYVyzPA|Gb&hBYjp15|} zx34UVEF8ae{S zUEY;D9kb8g3Bgj_zm{O1^pdPsA?=A>YNkT>jTa((H`{5`oGtRk9YV_7eD!*%BIAzF z(=iC6GWh)Kr#1A^sPr=bn;ZD>#Ox$5A3?CXYaq*W#bK0PPgBN!^fK}y>Y>s{_3C5n zQ8mFuU?Yp3KuIJNq3{yKkFSXgCbnTpA1Wfum7s7 za1^-3CbFO87W%sZI}KL^;2gXTawF)4SYWXcL@jk^Pm#>DJu-HVU_FT>S7g-D*re#| z9f4zCih3Ohdb}U_fmEsSBF!Nj=z`m&jH1<1N-g%=Ez_78V5ab`7~c9%8RP8_l;Ls` zya)>Buhr=|j&yV4kzbHB7@aXc4~Z}OFq5XH62OhK#-kA97lnj=#M=&1AJ{aIqOHBU zKi+j+44Arv-2f$RTSk!XCc>#pb;?S#%jG6`T1>E?=$exPNh1(T3D`u&>!|hM@G{}Y z>{<|Psy5DA$eBIcMN-VAx^N9>7iQLieuzJ4aJwVvnVdQD(s=Tvl9RXdav# zv};~-Vf0^0B_*9Y`c51xg8aZ&nMKI|FX`8`c1fWwE1-0O#$*SDc%>?j#qgpL%oi}k>)gzTz|8&MpX(!v$1lA6ob=XCp zQ@^OP1lN1C0J<+Ykj{R{W4m z0&qye3_yd71k4on*NQAE%{*X z%yA?0&)IZ=01MYC8HZ41kcg#GYXN6_RrRyqme!r;?-ThDk3C+ezv+r!KVsi;ykKhH z_%&pbe11>nqgazhz!K$8@vv^JI)i1O?U^f%BGGehP`(~ zbth`aB_q@e-gETqHE+eYb{u*i4#;d|w%Tuw<|Vp)SL?ZxA}rRrAXWOvmoXANW z9GjsrrgSFz`dV!kFT9gcNOm*>c(eymHZ1OP7w&7|;k1pD)fndj@{Vb!1&QRUtPZ4F_6ZOQe==?QI5f(MkU3&L4?*v?8#v- z-B`<_?%iSg;9%Q-ZOJ*cSa)2q`S?k;xt{AHfg?Gdq=yQkriUA6oy~J5P8D}NHs7-D z{d^3Civ0C?u%$DJmAxmVNA^Joks5MFz@j9K>szR8jCsFeG%pu?^QN_JV0YeZiSJKc zCJ!XpaFa-)oAH1IW%}|%b#=+S6Yr2+UBH_+f8}1ZJqfFHInsAuT_x#!*5(JN9zEh? zw1=CNQhuhIGzI91D$_Yy8aV07(%k3>aMlpicAZK#q^2 zG;JxkP4he!RX(KFfIg(+Vc5dY;x7hQK!3kpSQ=}}44VVJQq0sl4I*qfN#0A7m!k;0 z^>Rcz>Ng^wg-^R7j}Q&!v<=w6htS_L|JQr>5?rdwgE%DfM-G|-`J{56L5uQ9yQ6?t zY04%d#&sHlP<8nvvvgN^lnt8iN(Gc?$(BJ(-==C9+|9ZW=mp?FTZd7H|0SgsTPiLx z{1E7RjnrjI4JSkhtEB7kQcRc<^&)KGZ^J<^at)oj1K|40jr1=l199g>A#E$%*j|$% zSzJlQwv68>&@wdsTqsy$GrbbUEa4%i{ea!rq4B21C7s1&+Iur(P4_^Dwebh%2qSh@ zDts~uCV_YOvDcP9m#R9&y-j@QH;-!CpF+$((%@#zAJipdIRjt6AncpJ_{*b?S%xa@ zK#vo*9LU?OuKbyFe3ht1S%H|5Jk0TOBm;dY6iu_{&U+`d3fC5il+rM9QX-A4KdC^D zK?R=K;$(qHI|ij~D>X~C(R1O}vilAWHD|+HlC=>f-Md@saY+Yqqqwqwi-~0~f-Za1nn_DP-7OON=5xb =IVqUhz$plDIdrBZt6MMZK#d) zZmvHuyxRA6!q=o%aZ`IzeR9q1C(xN18klzJE9IG*_3YyUZ8P8jA+CuXR>Q=B6bEEtz$+NR_Cr_)o{wwpXiihZd19 zi^@AbtXxmG?|6Uk7Hx8kMbdF&S)teqa%!_bc=a?1we|PZ%Rp0+RnhT~TR-b@4E1`slELlO5W;ZO+#Hdpwo$1V>qn|tb|Xt{ z1U>=IW%YZK0t}zulxR~zSWG<~D=h91nSSei zKfWE}4yjwwNTIzjSiV+Vz$}e1wGMrlsKRa-eWRQY-)G6Nxmss5E9b`RkPv;!As48N zc&90{Vv31igi30L+UlWBoXvIVEKgP>EAKs}BpueDM3xATc8iHqd~}?*Rg`NMf}gq0 zX!M!PD11DrOS+LR$wCgzE2o(+@$Lt1{a|3OL*deP(gfB%ex0R-=qwX9-*fG%FdJc- zcFBp0xq5wd_`a-Mox00UmRse0GvUIp&?bM>%8r86_PGkf0f&yTBpOuGH#XRvHx#V{ z%n5}K#!ke9qEj*mcjGF*7^;Kz%F1}m|I=4DUehz)NmdnM^X1bCq96kKbVa&;a__wNJB8IlU z?b&V&aUMu}^_|J{#IE~CtqeezT5}2JKq0Amnho|DzP#tNp13Z znk|p$_0#%I#_MxjXyiZLIlAQD;cHC0Vzm&9TZoU0g2E{v@Ksk#NXT~IHtDJMdm|_y zNaZGQj3G%I~oSwTzFJ?cBY{o`YhLyNZc>l7v;(sT?Ol- z+E=uWQp`S}NScVQD4J9+eO*mqeASkQ$b0J?PoGo>)o!_WL@GY;%mHu># zMgz5@NVdodZBOi_*-vuI7qjYi+T}sqUT#-iYF4adNzQ6=krqaa(g=k^F=$Joa1n9R z>%2IjH5*2y$+S+MkW}&X0)eug0u(IXw@Li*T(~N_6}YqJZUG;Z&63nUvT2_lVwHI5 zA*8?jnH&})J=vpkZHcC0S%JU7!fyMok-|(G+c2BCpfN8;8;*S^syV!>lxI0f#(`l* zU1`}HC3%bDG|2yxwD1ibs+0^Zr$B52!Nrm2d7HO0(u?;cn@^u`f8E?}V_(@EUTnKc z2c&ya{mY`CI&bG?rX-Y8sLwT@(zkb8SA!@`A(qu|JNL+@m-IA|mdodJxWL+0+RU?F z;X2F&!o~3{ulR(kw{b^~G|ouuK4!bimdiDHkQaY=tW2Ii`KJG?Zu!S~Kw|VEUDf}O z8G{S~s6l~fs6C%u55ex$gUtPZRHz_Ut6r(YDIyXxIjNC6{Be2jAT8|Ki?Vk(b1uFu zkB|Lr$H|IX)9-etU5Y=a#(IDML*a{Mdf+T^^m@GhBe%RlpArigf)&fbiPp zGk;~hPkxJ9$w=oJ!yY0_ijsS*YrEL=5vY$E{Ybv!z<@Dua&vP@^2hqez$%6zkv0Gm z2NNKtY{1B?irbe^%nTUy6h=^ov7u{Wlp+}4_Z&v6GZ_oT%mnly0+9S^a@o)H+=8XR z0s5qIEM9OI(NlE?ht#|JNp6tNWwohhMU-?b(bKp^QOhlfLK+)c{Jdf%4?tL{Sk~4i@Z@C+{D}8q}%){>CGs}khLYw6sqNxdr z3L5)eVDw33*!$Q}6PrGdC?^L*&u57*_;loISlgniG(58}9Vor=X%pG*j3Q+;_#|1m z;m$oIbKkXF&y6c2-{7~0S~|4pWs|oCgG!sX#th+)TgXi`HmPoqu z&PKY-C=J>zau+msga_a|^z5ZpWc~(~GO#~{M~*W2Do|}JUw_AwVsSXpb?K|UHSN@5 z^^9etG^j^$6M^T5-lUjnp!WHXijJs!Ld?j8RfWnrIbKKBgn}X{VgXKl`{o-+4J8d& z(IyTPgehp(`g30`eCiNv8SL&6oZw0)%e*{|%58tv!@ZyCz12YyF}>7a#LsEy2hjzB z{rb5QZDyT6_Oce9HpK_3-X!t3PR!pMKibmK^K(%+!+#Z1lql|uef$L$HDKmdRk6X+ zC!U_P+2gcHzd-!>=bgWshe!9FKg+dF`8$Au$k8k{0eJ~9;18x+`~N?Hl&pE1wBL|2 z?qeqCG<-93dTVEsCqztqAXuBVp(?lR+G3ymlR4#}<-fVzD{pY^W^vYPdAOCt>ADhW zW1pq|d+}+9MAobI&j+Q_gEuAhg5u4lK{4<&M5fg1NxVX0F_#bP_7lrK>HUqH8xE_~NY)>)sGcyqsUrYjqTX$`W_UqR@J$ z5*5r)61_0X91?LEAETWha^$@mRhErol5Irj^Tpx2xnto&_%W!gDPCVg+>d42b00pv zS|y4Rtdaa6UjjYSpR0`h1~b)?lY&u{>ej9+2~}2QR|j;mdBWTt3(XIcicrrNc^;wn zL>jAd;Y`oxTg0@nl^?k(zSXE;2HIkyq;6mVcv<|Z|&g#K}pHWGT_la6{4wdrTvlx2`hE@3O; zgXhtLBH&*%%TBlg8d)my|0C9dCxkxK?^Hn6iR%9|dck|9TdME0)lMJWMLSzOTkQfJ zJUUwM#^lVJm%kV+&GJvwseqaAE7d`ZTuv~$2slF!m=WRg^Huge06Yb|wt(mi9-j&9 zn}BFY2vTY_!!Q&n1~#^uN!45y4B8FYMGlK5cOWiJ8ZY+9SUs^ufD@45m?$dR1OhFcPUQlUjJ?~diK!HEftJlTo#)*mp{ z!9&n2N=b?wizN@VH1(`sjl>{xo}T)iwQWk&=Ui;pmwBEPz)X-jz4wOGnm#{RkZ^JDg1A3t=-5r zYyGQdv#+T7AXyam@G;|Ppr!_d1>OdmYOo|W47!1~9risS%{5rK zYv&^i1qt>n4pfoUJrjq9M<5y*P3YBnj0marp}SL*sVYKn0%mxoBtdlHD$jc4?$*xb zg1#VLSt1UrVtX74dV`cNYkpg8=gTBlUfb7(`{e z`|R4#CTH&yh@9j0=k4<6ZPyP7Axb_EzJalal~ahGTF4(e2X3|m&0K#&Rov5gKKFWS zTecK$c|GcE>^e-&$^NY^_9idPbi|udbe^}cu9X5s{p}fu&7!0i5pn%N8wD^aMcbK0iN) zcER>+aCW9btvKJ3vH|~JdBCv(ux#KR0Ao`{^_khS+P`;JV=-od{JeMq7$F@4(7*(5 z3DjUX(EI5>_UNO2FS6;L?2$Dk1HoP57nvF(BqUosR@40vBRk?`F{n)Lnb!zntkyo$ zL7iaU>xjRF=tLDxsTmS**?xgzKu44`nH-n0m#F$sY$Zpr6?!S>O>dg<14+i_;(^`k zgP~dg7b6d3#d}fFxmb`_!I}M4GywQQ`Ex-Z2G4X*!FgT}Rw?1H0At;mB?%E})bU_^$=Q-r}vqb)u#)Y94;sX?RII!#hsg3xoH5;mV zE;vMi7_-CMYEae4%*-tPs{+#8;ME2P2dHPqzfTAX@hwNw!@v=~k+pdo2(RiaN2Nd( z?e}6Gg!4rIBcNLVdiIwNhWe;E63~Dq{iBZ*OGH7@55j8m52S+NHrs?%uqSLCXwl1_ zzLWHiiBVe{Ns?E>#tlEk7HL;=QCsXPh#tGVOBubi$69lcies%m(Vo;h{mJs2z~Azh zuYBL8l3CCS26~0-fDv!O5BzwKapgzbRHkv%c-ECL9W=>=OY0k>-MLi#d>0~Iywd4* zT`%jjgSOy(Bsly(R5AxP)({HWPuPBV#3#llA z%cnx`#O8HxLA>BLUW>4i<&I~&e~u%=1*YMos9#alUVop5qIg+sxJ+#+TvO=o&6fmRcfZ z2&O8C_L32$?npUlb{?Z#5*@GGlCRONNASXP0B04Dp{}3fV{7ou0FVmrt36W?r-t!; z&jH!_6z2X`@M4Ut=M4J3*|q zJ!xkjFU@89$GQ*8P6_h9^hq@@xck`lFMgF~w#vPuU=EXcKV%1My|=oK`y1&z?hH7K zD;kXNUqStxO|v$38?P+V{#?NRJ!y~Vn`@%K8o%A5{3#KGVuRGA0sse$f}(NwApXl6 z<4&^9v*ll^ih#V^6H;r>cwDkLd>DS~ z1Jn^@!A;=ST8hOAaMP6M0Mv;hiL(JBXuW{p*rIv~d_u4E?SuTp)-T0iG*uWen;N4> zM&zmHI|wds|G65cyt3#AG#(ft6^KN#dHjTJq+er5!$uRmfCNk5l~0efs9=L4-<*Al ziC386dEdE2 zGGZ_v%%3ahZNk zaZ;RFz^Egv!ivR5n2$iuN7L^~VE!7Tz7n`S=TPg=yE}LBqmj9X(U=6Uc9&c$a>{9sq1y@JxU*g^*BsI*i2*K<=<<9$;qr%I{<(3Kwu=2{wSuU8xu-7%%$2b^HybRnn zuG~R~kTe*;@j!U@=M`u_%xdQ|7xsmDz*(*k_$s#^Ph)i5Trw+*t>C;p)u*xB-tFvM z?$VWQ!_1WPr~kJWwUOmjb+LuUZ6h^fz-A@-U9p)yH;rE2U335{NAV~E@Tf=E72Tq% zijnk*KnC)`C3LEB{PRfkw@alvL`VFMEn&1%ZPoR=${J`D0zak52*&Per9MSx_!7g- zQ!-m&&#}0Q#RirQ-Pib-7+vZtnfrI;Iv>V8A4e?fZhcF&gZI6O$jKcTy*}l$60REN zyDSCVbYA(dJT43OKz$vw?%i&i&7?5!e?ne?}&y6&T9Sy3kg6 zxhTn2iYA)WYm_d-i%QFWZ;QW9?u?}C(C6boe-j$F74T$4w;~%tioFP?B<+#2_G!Nj zcNfEdJ?nYtKE)!E#JOci_wyl(u+RqCwsU`8gw@w53JyE#Jw5BE+(m*qUYejprgM>< zs5zlrY6drZqaU~2ugJEU=jITE@Lr6B_!7xwb(j))-)Sl-N&XC({JrVjIm!*~%q1u> z^;?J?;MT_fw|Wt-FzmF|w)JDxUw5?`8)wh>eRpwnqvO{Siu9NWYRJSWUGC0JR>B#W zL`e~@?{->QA>T&zUSScViX|}7%Ny;i+0b9_>Dc4=?Yg~bWilRNd4to`rf%nz%SV07 zI}%f%4r=pmK1c+CQ|dxh<{wE+4rI~f-SKI-5_<~^I7DYoOGnk)3i7PYGbc$WjGjvn~PWNK1E-hv}+A`YAJgV^uJv3LffMAwV*f^Lg?J z8o%NY5i!tO1C2Epa2=cgy1|VBJTQP&qPwkvMMZ5{Kx$%l-0xowz586x9%~A&%p8DH z4=UZ@8Ub#K<^YoE5lp`ncez9I0u;PK5u^q%gTMu23&0o}lWsJ~{}br$*kMv>3Xl!W z_ET53M(5UMOLZVBtmm7HxyabI%v)_0uxzuTV{ZB;H?aAzF>j?u(muY~FNRkDqLIL$ z2+l&7?o)tG5BTNx#DkHGI}WGeNt;`E5~CCV2OPA9P}VJ_6KR+ktux*ic|l6CfO_%ngqI`=^p{h+Ab%DSW|a?ZW0G z!;0dk2mfM?Hup_rxaTHLJVbZ^xn17`T<{)noT`Dz2HVI!mXC^Q-+;ksQ@%GWAbzd^K=$w%}%p2}CfH_M7zqQc*UF5F^eyz$oRvEYfYk=Nya zdYSIHTAmk)+^1oPsL6J>P?ipQYKO;zWSq}eCKbW+)6C2Mceh%|MqLB=TLDC zE!7u6(>`gI3fDserrTxvo?BXtcOS;L3KBB*{Jxd!bCm4|LVv##wvLsu3AOyD@HK{c z`HlwOkW(6cmxTvXrnz*XNaM6wW@s7q_Pz2ZHh$whUE{n@=rKOLb}?$+QU+WAg%sas zxG*d%zw-l#d^CE2c~`8nEr?H$D`%s$k3|8O@_f(tqH^ zauL?hlVouq39ao9FWC)~Q;5f)r-o>o#k*g+z32Nd)O_)d-$4xTq{07Q9gQ2ct9$LB z*?-`KY*J9Yf=wkGUS+@9qr2iDx7Yr(bkGD$E&S~&r46XUTQ{Xg$BNy2P2Cy|wB9nb zKZ#1%qg-4f#a11rMfUD*cMKQ6vH;*jnC{eT)Xpdb+&RFPIqHlvUSAk6-It<>z)MB~ z5L96pi23A&sU@7VMVqXHQEQ89*Xa!!VZwAKRY8@l zMetOChrhG4lSIu0Z?}}P$SugLR+Y{6YT*FCEPNn@VchlfuL>Xvjxt;pnqP1*11#T! zp1#u!xVKNMK>AxQlGMH&k)Stoj5Y1sT-==gjrzPlyyBbj?Ui_{-hgQb;DkeJmI1>v z_oIRYc5oN^Aq+HjG+Pd9Fu+8l+RQLzk_XK>a2zd7h+KQX^9v;8dIKefj&m{pOFhnv zNhdK=wj1snk*9BkiceS0{G_x%g8(xn!ock?2D>gGE(2!K@IaM@^V2^@S@373jFLky-z9VG={Q|M zf7T?&+xy^9LYDQI#zy|99V)p}fwk5%U;3CBY}sxBOh=pnPo1HV|I8&pi z6wOR|u`(eMM9^pO1b7Ld51YPyFMJ+KV8`3_QJ1Cm8@mgxrd{+hotcV$4|F^UXZb`Q z$-s@;$%9;OIn-c*H|s&@)spBMU!ot*taddNW1vMVvX4f{SgCL(WYi}r^5;;(LZ5?m z6y+?d$?`cr1Kv%kN)Y7ctFF!5z&u|L-pAthFw2fDVkLuRy4tHx_~hb4;qL}iTHNy@ zZxc=h!#FQBj0S0c+?u%^=@nB%-+c(C;vrmKbr%V*B5kUfMe*zug%j4W0crz+kq3)H z8yeob@chnZu&TkG(?d!aZ=fO03>`49m(`K~%(}C6fwVHeqhZi{vuN7aQ-PpBP zyU98qp)_xd^|Szv528CdX;128#tT2QDY;-_m0G1k=lo)pJcM6Ov0m+7O=||&&-L{r z#E}oMS*!Kf`auMGU-6;G7}$ViEw9%FXS zAJsE<9OQdCeWUOf)Bn;vDR+HA{eRdmSS=Mix&uHFoE&q)T0ssLElha>d|EKQEV#pi z-WrM2RU~S|M8{Xau7)998-YrJvltY*D&RfL&A}myPKmVRC37fl4PF_ggqanQRF5?3 zCt7UtY8$+simUpEi1sD(vpB|NOqKuAhbhMv$lhRc;;G&HWCTv&?>RA9X+OJ>iU*fkYHdPi=$lN!SD|pdwRU2RQ2SHe$TAg$9xu&S9XgaxHkN`n#`<9 zR~F)B`WHn?Dd}@DUss=%?D3&);?KOsxE5-ZxS%i@$4h%`2eA~$^yFS@3hfNKk%eTW zSZ+>o<2(X(Z9!m3$3he0NH$HpYuE((O-&g^_SlMzFP6MVd~80s1kjFYC4=`?R)wA&SYo7a zy?~}mr+G6t!8ZeH;&1#ZDFt*WtScQxjscl({fKJPk<}>QQB<|j$MAjLlh?F;qcJV+ z{A!ia;)=75h%zcRr8LC`zE5FO6Cubv41yo(Y6T{e?RN16&;~U z8ek)m0utpizkp1A;X|K$Ko7IQ|s&s|R)ohZ)adwU7SSBj`z~;GGME z*c}VNOVQtc22?_xelWl>O#6rB%GUzwsJ^WBJyBoum>4VVGOa2P|qj-WLHbwt)l4PP`Y(Co-iq6Q}6WWBCf1L&0ybC1^_c z@|x2I6JMTIkPT_|PcN8niM)ShXFKM1bidweCXBh4rtT=Ue=amdaxMi&(NTkgmaRj? zC&kKQaIJ4gniZNVy!1uJlkNv8CqJ9C!Pt`0K8*uw&VK@=wy(yshMcyR?5rU@tGxyM zhm2nq3nJR$K#!(itL$D+onsT^Fx*&;uC5ArpW=Ese{;D* z-rxGUy`{(|lspcOi?q_$^|A8u4iV4OiT4!Q6a*1=xju-{(|T6h&nrSE9ZxElGxdh_ zz0x($K}~4I{^!S7tR2l&N$xB?dZrGgcN?e`q%~!U2OzrHa2a?UMTAe)O1tcXH2`Tb_p`w@jRPH%7A;y0Var|T~ZH^&;f7&hsvJ@9^dk9el1hDuc?5*ah6Oe`+itcTLDdz5`r zVnKazjH!lf=+j0ux|}&L3cZ^dXx>#I&F0~vFPt1);7n-&g0mCPQyIC)fv5hLH&&q4 zG5|ZcZPqM@-EKdLH7?n**f-4Tn6EVfV>v)VqR~F|cY~2L#dZV<)sDmfOA!@OdXE0A zvb~~G9O$m)L`p7H+5Jy~{frRH!Xxt%KS}SyxpE{C0cEdsQ0^=uy!ktR%u%gG2`3bz zs2}KR6sHumix|oK)Y4L&X*>jUWmD9UC>FTUOXoUI^XBA-TK9cb(F#F<(IiqDIDs~?1-9dw3FQR z!R~(DX^DN&yZS>Ysm7A-CaN!0bVy#FR&5-L@YIpb{vL=SsyQEP&y!|b`R{9VsH5uc z&R%rrd@gMjgPJo}{B3I7vD(EplYp@GGw-u3WkXo})C|YPQc_FVq4p|#o7lA!p%}E{$Z|yz$GSPIcmg2svY`LEqAp|XEuNC}HDY_Q#r_3ro9SAVJs$7j;B6?n(MgXo_5Scc$SNMbjfv))a`=>8QbC{e)fy}q~hu+xh=BOS&0@owUPw&!uNk>Eh9 zJ?rswqZ))(VQ_=un2asC2<_BnD{dJJ#^?lZbg5huh6R1lHM?=7v!3dJ0YqVVtMhYb z8Uw}j#N3p|Ra-;eCALb@HZv;k503WE;~rE(@jSmc;!ngVYW&Sx#N!IFtz`w2A^N1y zAEQ%Sx$hMuUORoFXv##q^ApQPrIZf#1sl0(o0ow*Tl3ZZ@0F5)?P@LJ0~MOnW{d2L zKp7Ipl^dSs&16!VmY|@^si@}DTU?s~$1lY^JrX3br!BEdct5Nz|7eP8W+qVc0HC*% zTU3W?e*S`+vu4 zA-UQdZwlanV~0tz7J$EMa(!JKI4|g7 zPIZ{T@%vfl(-zFg2<#p0lQHW>MH^%1Ie8OYa5>6k*Msu}`2Do$_B@w)H=>lL^fL5= zM3aIt>bz2tsK+S~=qE*N^z~@7rU8n^#C_M~N?p2edTdvrqF_zMc+_=_SJqS7h3&oN zah>Bx_IQ(8+Ug07r6d0g{%}BaNp@59%WQHij0p<-wRwJ(@5@THINiRq?v}5F{Flel zD*vK1{8H2_7ll1?2(=LBNa4FhRGnz%lCtivVfkPtwEo2NvaOz_!TowQ19obN#|dZs z)$)VmH(i?1$KI_r!J^pZEPSo}+b&uEZ5s#C@&?SecrVw{>XcaV=7&)sb=w8U%vZmV zY+A*P<@qpK8VBfK6gG%9iZ-B8_l{cq-mE<6!lXdYZE#p;wgAaV&q7Ts)X>P|QH9&z zfpBEPSD7y`! zUyhkDsHmMAu9{De{{WOb;}pf80h-I1)hafAi*R&GIxS=<0vz6r!E&XvmMZYB>3A;II3#0O3(vTN{`c zAcH+tK#mIPD8S(8fhR_FnE@UNUeMt%0x}Swq0^~H+4-kGYu;nOkCOqZxjr|iC+ilQaeqe-AQ8|j6ee)d74YM& zw6(UvG!&DQ@auOc0aXd(JwKdXvM>9>bosxCI85789or?DG>R#OT$==0g!c4u!4@2+q95P~R;i z|6(qm>VG~tU@w*gH8*5J17~=cGun~Iyct9+<}>*4mJf^HwIs{< zuaY3Pj?(K6y~UtPey-Jth7`(5fdeLp&}$d1_%GhKmg8W2^MIE~H>4=l?FhhA=t=30 z7A4hibk**dJC5Eq6yb}g_0ay*N0_w@R0kt;`6oS87S-tA<`EzvWftx3V0T$tUI|q% zM?2PynK6j5++tf_nUlFzeA1I#!Cf1rw(axCyidUi&E%zbK;pt|-mM(<%%HUWMECQm z_t;&nu`{_YhWAC^m2veU58mSHc4Cg2O}PNWQpJSxan%QS9-a?FJmpsA*NW)-HkBbw zJ`65aT7@MZ+vOG`tDjZENVh}2@oVj-#~`Xe=2Sm~l`5rEwKN{KWFNn+cfXpj_D|cQ?n6&#OexvblHPE^Ax+?f2xnZ7l(5os_aas*wycU~p zIOwQwU7>oM{O;qCA3aQdb>}YxkrAFtjUtn|m}^8{BEm(9?4($U0*r0QzE$3z`_5m4 z9Yb<+p%#N*bqjQElgvEp(#@nkk+B2yHVrC5G7CYdWFTI2Dq(2izv}GK1re`+>qiq_ zRGe@UNg^r^GhdiDCX_Mtt;R|Rl|-qwob^=o|1xAc71;J9i3*gvTx`0c+rgIq5(a!@ z6~;QP>0RZG_9mq+eX1GS8KzuIi8IQ2Z!Hue<4Y?q!hW+u&A(IX3|4twC-=p+vK!vX z5C1B5D)3rMIuiS6TsI1DcNe6}`f<3~Q8mQG@tOvn!d~4TPe%bO8G2vN>{{ppGU)2Dcn;AHH0AITpOj8FM zM;)(8cN3HLZocsSqPTN*Lt2CK_{0#hDce*+cDFxEXj<=I={fQqch%gKQ5Qr#(=69R@nrdU=npji~TL(o1X>;`+vFF5wNeihxuP2NbC99 z@1TjjGVMrlhpa{vtddSI!B^(1&HH9V{8NG~msaO^>mHmGg8MBPr`A35_IZMewM?j< z1WP5Q{IB2w`U^{qLwCEMuSbT5RmN{-iVoFq_&i{%8ThfbVeDs4yE#_e<**{~ZfOVR z%U*D%Sg-xm_dk8siJfuXU5E!bieQP|oA?3g8tk_M6kN-V^@c@R8(5guv<0OCb3UvU z0~eVsy5!i6BX{*Ku~jKQG$|{#3Lt{{Kk6f#sb2j_$%AT}BLr#=`Lr+~cN^Heza^ER zY5R*rsuy9`blZk(U-76;ixE6Xo2lYVknsKm$l2ujQD#A9DWdmsSI5H(IgKvC%mfZH zy~^H2RnNg!w0KVsG4Go?q1aL4Us^j+tu8_}x^^8^CpBBnTsqeCB)R(UZz3znc%$t* z?@bKrwqGyFWyo4{@gK;DHglwFOa@$M&iiFV>#_f>4-ND}*3*OgW<2mp{r_mX3ZN*sXiZ6%fTVyR zlF}(DDIlFHE#2MSQqm#aNQd;&9n#(1-Hq?=|K4MEoPlv>m*wuc=X~c2WqdZ|dW)ng zzmK^BQ9q4WI7ZghCWs@WM&ApSZgNIcBb`g^*++AO$QRrE^78UyhQ&pO2>#K2{VE7# z!L0$HeKbwu6X)8@tOaxm4b(Vws2 z?jLZgzX6jVPa6j;c?h7D_1ckgzCGg2TPa1(CBen})+cUm*&Axw^9w`OLMJi&Q}Ogm<|jD9-{q3EoNu7^cVs@*Cu-`{frME8ant!G>RpH)J(3P zXG&Hqwp@;ytRn-}A|8jP8@}_E=2U!}bXNLz?3#X5w zGLS@vIb*O&7mA_Z0nVCPP4cP34x(T6!-uWtNZFo??IjgT@NOUp=xqd+)wQ$;LPP9< zBkqQnvDEBG1!+AHEDK;ftIrD{dlrNM;)Ca?mA6hTcmO3B8sh2roIebPKd{Ado&T{s zfUNP?e#tFo0)riMDZ5|%6~{;9xq!?wau}19I$Mx4jH||lfG%q?@Iuh4+ZoC8QKGEm zlq^s5ACdXT?561HogXK0Wrcycr^QlFHHP70r+q~_g<`A=rNQnE;bwV$ZOA*sFtR?V z7euc0y?XlD*le%^Tf2V0lV&=KgNVW6h51Wg-;56P{99{~*#Kyi9ByE*(*7fof(Od5HLPnNWP#SCh&{q`LAW6j$4nyV(%RZ1y{y3JZ3 zxE>VH3NQ!(uD2dEzI!c@pu(UZr$oD%81O;Bjw5J#{wM2g<&s^kbh684e*APxuNhB@ z87N1zc_kkuVj0FeakYAt1D&)FHePDoHFtTo*a)Q%nWQXv(=u|G0g6D&Ne)o_rVK%= zEILXfevtfJ|9pRN1`^F=9cp{Jz*&a}>yDU8{#Pg_ z(OiGU&m{2 z0$^_(HXUQBskw0yQYy2M4~D*w*qXgJwI{Bz7PMUl#*KhG3r;sQUj*E<*#MscTQgwe z-3=1xegNK>QlY_(JnquLn%nh7Qyvk*?nEig4e!F27pOR&_vUjOv#~MxgWMS$Ies13 zW|w)_k&bhA2AVRTEym)l9Vm``930#Oklpg(q_MM;6FA@VA^9M#6oZ@{JRv|7mx5v_ zHt31I6rSW?#tusr<)fD_+Y>XI*OZaebe@Htkq~dNs+}qrJ~kwUUjctbPx5%_?$AA| zritbZ>Y03Q%3Z>5=H@2Mc&J}$%;H~7OJzE*l-WLbKBvm*Gl1>1IW! z@Ig;+3Glq+_>KZV01-5YTREQ@mzo*Mmj{&@>G7)EyBi*h|Bc^6ZX2!nHwK1;9&TkE z^0KvIr?pMA>V$DmU#uK+)IIFwtL#hh*fstI9y5kh%UMp(D?>VBqLXIUF{* zJEU&#%YZbE67XB=z5A_|-|IjwBcDT7idi$>eN9bLmvq9B;i#crdmaNP&}}-yYid8r zC0-E1y5S?oBqvl>$X{@rsG!tcPjwbKuLpAQDBlj*c(wkBA~Equ37?Is>e>Yz!Fl4is!I&j{TOZUiO{* zSpO*2=?)H4m9miB6GcdLH3qiMAJZP~=Y(=J*XMB>(gIK}WBW6q6hup!_O$IiC^H7o z!K>yhDC5FOB2(P|D0@w;*VIu~bMwmUH(d9+wa|z@*nCaYkFTyaB`QZ#_bFgS%y_L{ z=pteXbNyl5(tc6TH~lkM;P38MT!f90FQL(rrZdmzwRvjfMn{{`i_TEMK(UR3(mDyQ zlx`>!3K~L;o647^1t@1wh!+$^ry<_FIDwPcN_pITYLGPt)}tWb9toOU3mh$VfdxKE zSG^lp>s2NZqiAPw`4Wp@_yqHZ@K^e?AmCxU(c>hw^DpsZkySVJ!+m>D80aFt^1v4i zY95y4Hk zVjqNQ|4d?p-zp5qq7inSER}PjDt<7$lfMyEP2M&sKaF3jvg?`g6UlmDR)4T!n`s)R z6j!0MJW#hS_H%#6&31bfc&2(QWBJ$VoNWh=pPKH%@<}@Z&!LyPs9Zo6!gYlDM9-u%zg>uywvr#3v#FYG^&LK-pP1u*S=2rx+fUSzXO%lJks;2jqCIq|{nZX0mp@o#Sz ze*dKc272uS)D-UJN+em!-rBEYc9@bkpDVq!^tfdMOvRI=G-_FY99!{iA0@iOoHyEZ z3QXpxjs=f1;Gsf$!cJ@`YR}vaG7NG6*BbDkpoGseAb!*Z{(T^(nH~t;f!c^zu1V$O zk?Y&^K4%jJKVb_Q40MOwlQeSRBGb^zaL$L_`|f?o56m~3mW4AHi%@W9)2oJ)faYW&s|q$)|X4A z1(j^S9&T!eH2BcN^<`70ZAa{w8sTkScp7Jve^4;xf+`u#4lGCr>G8v+PuT(X0b20| z+U6&fQnf4<4&OgYMbv^U1oL;V5tRECc(iMm-OM#XdjmyUb_8!eECSFLNaV9*!DzM$ zQq6n$md}1pUV%5msfASdi_Tv_CErQ4$At2ULB1)vItc4QWX*tH`5}_}pIhJx9mn@c zTYK_x{Ahd(eiM#}62bxN#5`sG#pu!g>R2oW{$z|J-RJ_nR(B)zUjOu_c_|yNy>4QC z&nzZ{A4NVhVw*I>4%wfg7a?t3CPz6MtD^PdBUs${ za($U*mR9_mN&`6UCYdeiYD$T4dCE`wSMAN2jRKxWMt>E}L}-=y%$JV{r&u_LpKqEn))G0tYJmz}j{zvuAbCk5WZ<$_m^i5^T`pLNSOlR>g~qRQ8z&RwV$>JlM9f&;vunXi1Qp!!3(xKNj@ zv|MK74T_YZ??8C~B&E<^5_+cq5CHHD>ntg!9NXPqE;2XnQZ717$hv?;G~jOz<<_l1 zgVLc3HOLU)SPkV{g?Q-a->Y|mcNDcFy)6!mR`P4#crG->!daJ;J{ zWrgUGWR1QRswoyq;1(xHU!r>ZD14&yP{6=8i;#YIZd9&Pe5Ub2E>-Rx{?;EK4I-L; zD}#sWA8)ct?f11`5nkdOVn1M?^ib_|m`>8tqUy^xL@084COu#2y9=vG7YN9g z&fuoLlG1|t&C z(^R-!nE~Nj`I3=DVnm39^+@j3fhKk?HY4<-^PlTqMdbvLGMZv2Q!OfZ_wU?gp75t4 zk%l$-_IIX*T`%gVL3Pg1z3+wCAi!U7bMm{*<=KCp%MZ_AHVj>pS}!b)9>bf4*PsuD z7nn*|I}?t(2hs zNxk*{m7Ktp%3O7 ztdX9$AVK3vSji*Z%VTa!I(Pq=b>xV7ZcV$l5@b$Ya`rtVD}FNp!!Aer)M}LQ^^~SF;B1~!=h7BSc}{FNikh74Y5{6qa+k!s z5S{u&Huk(*rFyZd3cYIFfFXXY7JK`WOjQwQ(G-j@VPHB+2dy^WVFPP6EoF`v9uqYi zy_h5ZeB;}8(vWs-wiC^+2yr!a6hn7Di4Yf}u(kBi;%YAZg(F_`K9;+Dd+}c^y^%^B z|Kw_6?|G^w4(G()&ZSRa5~3Xqpzg&vokOJGN6wfpOxMqnxo2K*zrwao>N9@QY}}Hv ze1%e()|v$;wq_J_fhof^?W`lHy0-4iP!Gwbw9L3}Ugmln%5uxLEA|rx30cn0byrSv zc7u##fb$8C_#6vD#QBtk)_g5sLd~{b-a9pO?5-ub3&n72zO|l{I7r@d~eejVs39$ z@B5}yKt^KC1)OHQ&;W2IHuBZftak{@LcuOKa)5pOuCyxM8DV|e8OgrR*RuEq7AvnC{D8&+LMOU#5r7<7Zzja!){ltIT z27kLJ?@jOb0McQjZ=ae^Jh7n6H?Zjq2YML-Ko{zAZn+@UbU&(b*&ta#hN<5#D*jJt z19hGNAVXwAmX02oe=6=O2s(RP?~Cx{v-qe<@7Z zfwjju@#Q+VF?^%-;I}p%Qxli=8Sgg&*Xhn5M?R|L`s_&9@lhzi>ZQ`9Fzwa#(DOU?;^}mt(q2zpOu2(Kd+M1J`E3Z&)>7=T1xbhey^D%IwG^X}h@0@tI zJZhEt+_K%P5@a++`wybYXRM@f8AVB0)6-JLf|OD9=9#qIYlhktPa^6BN34oQ%M^{f zyD9`9&M`2aGy4KNIK~6unfzuhLanx7%cr97O|$(^9;Oc}03;7oykKGnN-%MGd942@ zHC$c-Fa3qkw-I84l`bw94t79slr5C5EuhEFn5K5YN*37@@fC*Z8|!lTP6P(`QMJ<% zsu8~tCk#Wqvc@)9^%4H(@h(XJq9FLd$XWV`#Mq2X_HQ%ts!a!iB$)V)83po@ zjT(E!iL`%Nq=?OG;WHbCY$z46(Gnf*$%^x@8enIos`j{>J%wABstcP7%b!+?6x(t!)zatkDe|1}1qATxue3ei^1P&vV`U|Dm=8-P7vVX%ZASpfGRlV=qMGL$VIRsn=`>si5M(#M8a;`x&yYWiHm?E=wwL zm6sWAGgR^lPeQDBpl&;~KuhKyJ*sS4mW?3CeT~#29V+g6<5o zIPQg&wYfYqR1>!>mf87o->TWovpP>Jo6wfTsjo}gXxYmLp=j^xh8HU6F8tK+z1kHu}su0oJDPO15a&k z%;T_bl1$ZDxfOMeL0TbI% z_;Lxjvq5_r!c`AiloZ5}yGP5HEk_38J=@B$V1^aN{D1(c1JvMx0JWTk_p=|%+J9Zb zNz(=N_whKk&%kXb{eidy{a@Pu?q~ENN44-U(9}}^5<{sO7Er{SK*xiXGcAm%5jo@T zud!J|FZ}hF)p2Q>xMImv%p=_xp(YxuXF178+D#OcYOcyI+xSif;tU69 zyDL|%&Ly^#DtS^bA6O7ctXnYHODr z!zDEag6T?ZFXAHh#gT!fS$>*`Sk8>k1cJ*&&UVw}B%Oxt%~Yda1KnXHLoFmfjpJ=# zkvkO7EDyOVlMz_QYk63n=naE{Dn4GIL%7JFq99`Nf zotp2!%>tU54#g8ls(oEW--3bY{t}90bpa_6G*TxG4M9&oxC|J}2Sd@`30dxLU}I3> zad)2Fzd{pw=5#F5Yw}qeh$6R#QjBRRr+Od)t7NMm zU;FbTE0o0niAg4&YtP#?DGXf79)Ql`{x*Z*mGN*RBk{>cKJb7UNNmX9Oh2Yimf^%f zQ!N>xQ<|egm&0omHy6A!uBOY#WxuyX#30LzLt@?#4(x%bi?12l{b(8&g&DZW%8DvQ zgeg*74nHN6%`JKvU__}FF)u`GVo05(c$sP0bU9~iP^@sxH&Xseu;v2W8Usb5nJQX~ z&YkSl%nI(QFB#v7)Pv0ThkOo_@Mu}#6mn{7+kls!0v%%~Bp2wl#fhvpk`!j{w4ERD zk@On3SI*W@Lm%sg!Wy*eEjz36uC+vi4>c=fx_5dCcM!^E$qM9K`{G3Ie!pC5P?df= z5N=+WOjUBw;vwpHBXtaK(5yiHDA*Pe7a{2mBg2R9J?nr0;b*q`5)ASL{-$ta0dI|2 zw}aA3lQBx5pZ*S}AVB))fpO|4N^h<9m@F=@6#Q!!`I$SxhASm-+V;J3o=OM9L`3gE z^C}4`_fS-7!phkX5S(0nFJ&%os^IxTSXcCV>`sCHI%vz3lb77|pq`)^(wbsi_XMFp z-go_Ggq!Em#JY7XX9> z>-YZ?!*b=y0CAhTdSXP5+ieS1Z%=)XqS8>6usDz4MV)7Bl-QRF;Qw zxkF#UiATXDo1&FizsJqDJd32mXjN`r`pz_4CYey*J7r+Qk#JnK3J%}kqN; zIRyY(kMgf5`WO#fMhFNNrTQds8GGyn7oR4?9KQATYMIWwKjKy$)?uHYON76AxR3^E zfN{-E4Y1*16}Ym^&n})nj*cY#??ukn8G*&p{|ZpSWi2ksr=rlHfA8mI>AR6w0^PC|8K<1(8oo&F(1qH_Cyq~5L ztZok*cGC6v)sT}9S*R$ItaXngqm5n%o3FXPD>u!{uAm>|!ea|+NTEk1h2IDnrWW4f zHaCWm`oJb^9dida_|u))`MlpNPd!NKJtMbA*c~!#ULW6kIeBxj*tC5UoXIyozONt+ z>u~;<3FbX_z>-{*L_YoNPu4H&I0Um`BsTX=I$%I5j(?e&i45xqcj~vkxnya>{3Qu` z{yfL1G;-thC#psU;}q7hB0;{Ou9W_ky>*9;sP~LJG~(@6;tr9{Gk=fq>t0#y`1~yE z-PN2VHo*gV#O&8F%U&_m`7Q@yp$&XjD&X|1|Kp? zmh0>rN4%Vuh$3=fOWBFd?RoItQiu~$u!x`{zkKt)4f}hvLAZc!8@9ybnIDTU%pb(( zkJ#9=v$J|qgcY{4-(zibqp)?Us)vfc9yjl#9+wsU{TKX~`=GR>WdHcj^#_`aU-pp3 zguf+>ko`pYmJqdKLx^4?#R+B%>_pFT`_jmH))Vy18crxS^F^Sp6G=v<$;G}6L5t2Lrk zVDWE6G>w=;}Rb;#(CP4n0noFyv)X*vgp7GFJmcVNK| zhK@^>p`r^H7Ah+0H|;cJ8*hNV`|8~1>2!EMM*e&0-wsH)8d_T71rzQ2`}E7edvRmw z#EToen2M?@KkKJy>uv_^v(Ug#!_)BTsBN$5g}90dVe814{LQ+$ROEYSxU;p z%;g)7Ev+NH#SI*3`rJaXWNOKA1lyQ5a!OB$$*p1#gcuc}M=B-C_}BGs&9hfkVuWqc z%I!y(T>CJczR|by1RrH12ZWZJ4W!0uPRINFfeA8M*;c^ps`3b2)v4mt`sluCcjGRh zmKWS}gTqf_!EEnDfN6^2Fmr(KD|_6&qArD3J$R!VexV~sJ4YAW9T#>b|9=ZF}RFo?I-sPF+qA(=S^>C0%NBHmp4TV|b> z@c8&wCFSM%#>Png?J&+Op4@8c>Xx^#`=Lkn%=ax2rVF;Z-{pF3Y1_vR&ssmSQ>rZ9 zuoKin0IlArL2Kl#1PAgV#1?RA~pg`j}R zvf&jbY#VS6lF0ELGYNp6U=HFnATVjazvq?6i9RY6(=%}4x47{_2*uFmmoM`6Ja*98 z$k)(zUe3nA65dg7*?}ed76h4f9pTi@*mYjO6G4VxVk8a0-n;PE4m(pITwh<09y!78 z3X2vR%ay7PJ~5KmV2x}GgRjA2T-alwyI3JmJg-ysizG?AoMyMcSMIt;LY_Yx5)@|VCg7?!-rPHO1LFV&M^o4hRdb2L5Yn(xx%z#^v z_I*9iB6+m&>UG1M7OmD+iDT=-M~Zeizg-3f z2Equ5+4=d7sbcl9gR8?fnNl@|8=OI5x{)08xW>rm*$wu5bh_j~5^sKE%L=wT&*RzcK@vP1~z0oyY zB2k>!RZe73DUsQYe|Y?4%eH@JR;sOe&LVqaPnU%-bLAulJZ28EmaGSE6G9tv=H~y!=YHB3IyF`!U4%vPLBiMA}dBUfn9b%eC-4c&c zgfjU3E&g?$S}{eD_(!TttutaOh6OEILL_$s>~HwR3NXYapT43?QzUh2VVCIoyAvam z3J15mG%CcFR_24x`ZI<{T3#~u(lGV*#i#d|c0(yS=v8P(kND9QgVF9bMubZAxk|lt zk+EN}m`Hk)x|F+Y!$a;;dRW(aeB=rc)=D|$0HEs~mqF>tbPSwu0&-lJ?= z?7T@PYpQyxd|=3iyZ+nq`;niV)A&MK2PPFU#g(i*RF)<^&_->5k@xSQ;+sEjS zDFwQ7xbj+d3l9tu!w8ZxOt^^QFprrs z>qd)(uQQ?YR!ag0JnE$XyjmkcfmpNo5fOm_-jx(?>vhnlx6=sSNllt@^51R7x@<;& zIt4jp!!dU0o0B=5pZ{OuF6UMG$1m7Boifg^36=oBb?ISWVI>CU$`awF7_4F*Jb=|dw0 zU|%8ZF~RMLJ3TXFd$Z)6;biOQ=ZEvWz@`ucJGi;Z~eHD_|A! zmc8ldB>2MS((|M6AX?G~R*9&;CP?35!2}}hS0NpuyKD=)J}bAoN)i}(Q-orjyvB2} zyBsR^c)n>)ip$+tT73L-`#HzhQ_y^y@3WMbnZ(>u;HS$n_e}MYb0`0pE7dg*x&&k_ zBz9JZ_^Qb$k2~d&~5fN!T2%yW*AT_rprS8u!8mHiRTJ5D^*N%Jq%%Px${WYw%H3z_NRui$Ew{G8To3M@xq%4 z&f=!9L^0dUbLEnM$ERfkerZtbr+6OT{823i>FAzA1q2cXt~VKKTr>(SI9tyVFORQL z)8b9WKXGayD=5jhVg>21Co>yC)1X~$+`FGiIBiAv>+1}dZ6}cymX3@$1yzsq6|fZo zjz5lRZfFl8^xs{;=}5F9Ijqp;VfR*&D#Z7Q*pyqo5lZ+g72N&}U$NXLtnnWW#lE5K z)xK)ep&_$q>x$43<%<_DNJVz=>L1?O*`&&wC-TPG7K?rqfl-2a32XWVWI>opS33LB zjtlK)5{SY`iz`I?iNx7se45s?T70*vfPk+iDlH}gBO;6i$8etYJ}$_eXjN^M$d;Rr ze>E_Ff}`7jS3D+{FtRsECO=6|e{pUJd|TfP2|hFM0}npuYwVP(9_1q|`Mdz7QQHMQ z9|&Xq3GBBDdBv`13yI;=!STs00xqH;S=aG90|xEwC;FZNq|`(|zt3LJ1c>EfRTWBB z@bZ*~AtQ<~JqaVZ_#WI7H<%=N@iEv$ZiiLxM9#}H?dH&S zT_4DCBN`tcA0cLN!)$(wol>0zTtbTt{AE9^?3~xRo%#nV*Lp1HQGs+a@0Z)mn~&lP z0zt=NeCkuI883p1G|!E-TGHVJ8;(1QwyfqK-JC|?TNAe#!`ubL6b*#=k>0jGe z;-1gfnD074Kus{ITWBEr+`@_{X_a;af7l|wA~*tfX1L<-SHJkM(yV>U`FVu-kvo8U z7}td66JNt@!313lRVBr*aSn0FQZ4JUYZ4L6^p@Alt1{>gUq3 zvj4(5(;pUh)_sx4Dq7P(Lt?DHLsma=!uF49mJCI&V{ljKU6$5KU#9ytL{3u1I9sPg zS96sTYw-nkAu^{byzY8@DD7ZfHChwmt_U5lC7DHq-4hIFqp8}&qPUEF6YQ+Q1M{`S zk(8H43I}6x17YKg@L_{Be}WLG*?z<#I3FK=_vUYRVe3v?@}x2?nhA-0ZIhTUBMr-@ z{w5hu#o_66)4fIQ&J=A<^;-RT;GG=?CjUhd3&x#mONUC+d-8{{>H$x@e5_xWitt)9 zzna6p`1Y!g%yPq@g=gY&6ci^~@1>jNMTNoTi6O4gu}{my3BQHdI_m3<&M6Z)Fxq$8 zwe?cujRYcRj(R4KuQC@LIgx;l1HApvdd$VeRngM&(|o2ZYvp94CxQeV7w`ylITA6@ zs`mWpA-KwbWw_z=aNVv*@caJf3&stbC5&I4Gh3N)CmwoF%fEz%9Iexl6>VmtXvg7aKjTB-@Ze|0cpdv|W= zz)K1yu!Z_flAG-Jt*+Zc^EY3wc3q3m{C}!H*0phGh&r<&!ZgZl!$0C!6x=sYnSC84 z>#cloTwO9{Hun%IL_T)XB|cf_{ZRK-3g>b8V0ZvMj*Qg{$YG!Z{l@xX_>$++9o`ad@2?}*A9d#^9zLD4W zY57>ZLYb^w+ikm#+7;wzBM$gZIj2RrvoxRUaB9`Pb{^6Vqu@*IEl#9Z)ED_rg%C;C z+}(yvJiE?04C6{ZSZ`;aAFR`J<@2gHFSqrn*M>8 zeUawbU?u(repYa%4vP?i4Lq2n&*t5m$)G3U&maG*D@V;14s>e&Ca# z{l(_p{i3npDz7(I&Li4&Ne>c1)A%6QQ71o3`9QK_KywAml;xBYh%!*%M=4NX;Hb?ROlt}urh!7do$md|+1tSFv{esz0&J!e~xjeO*^ z0C!VU!}%a(yQoo`;JAI?1F^YCEvU5B*7Zt49L&sQYZxK+5d4>Gy7Ex_pt-fIamm-# z$#m9JH12$ZMkR>(X>`og-X0e)dI+FJaA-(&;SW14t%+@EdHDvY0ByiG==9(7%D+zF zj%8c4^}*SheWUP2(!2M;MnWAuOHARS0^B~osR~>WcNrb(Dpco=;^KH2Vf$#uvE{LE z`%>Rc&TG5;2zDh>e#e(tJ;>E6|5eo2Qi=t>IYwh8fe2M8UouZ5nfeEY!3ufg%M=zi zcXxMinbbQTaIN#Sv)7&Idh_=f5bHZzhpR}-=!b~Wla6Rf)5Zor;}V$|tXVcaY@{-0 zbS~iunCt2uZ2nwX#QNyEt6eKcRx>YyYQB~KdHhvi2+`M_7KVS1qLT5RA12vzdB@q# zcRx00(gWY=JCDy826Y7~dQRDEp_Yuh4lXGneZSMS1RKm}onaYjt+;-hXHj%zXpIs@ zW4%7-*=$0qKG@&Vjq=yWBz7e`4l@97!1OeJP$z}Zq$kcogfi%1^(LQ!8|{~g4w?L zUH!)L4(7G*zbem`-)(8%=_fv9-VSWaUBOnms=nwYkkU_g4er+;^SC=fn3_Ns5ALJ@ zy)lzkV*u2j9Ez*lEW1}WG=zZ81sxHdge_#5Z-6*sV8C8M!7Hg}AT!fdW%>(nYmCY_ zJ^m21PxO3zG;Ge55~Vb6i`};-XYd?*cta0WnFeftnyf9XNN15r8JPb#Z zDt_DNcd)O7=}h0)PB$;JRaYgVV0i?`!GwJnN-*Hl(@k?ca*xOOPH*THaFyCAFsAo? zok!wzFSUhCxC^iNYZ}Rz*)})n-ZmRT^%muU#n+HU+`6T-P8fb~ZpI1|ZY-V9aC@WG zbP@P?3(e$vIOc&z!zP1^U*)8MhjC9cTb&nX+f3vNubx}Fad29e`iI5$%I@bsHEr3H zE925q_qP05WxeP_ii=bF>M61$WM|0gidr$s3D}Lc@D4%*cAW{gi&cUy9FYgaK91jC zrkd6*fGeC39r25nRt;t!02d^3^ai_B5x)+kHvZAvzxX{c#LqyQ!9M@u=>oH)(WJqD zdqQ~ip~O*(fPcuoV9-quJJpnfm@E7vxXX2uf)i{fu9u2i&R=Y8T~B`4M=Z<O8GbaaFc4&Z5buiUtd_?%A?o|bP1Sj%HQ)1SU_L}X_A_gOxc+tns= z9@{5E4$N+3kzSAn{%%>Gn`^&Fzu~vAut;@^_VXKVx_=TpZrCB?^Wjg#h69%(z|lrK zAL<>BeIPb%?7?ZMywmkT-S^D#IGpjm_GoiC$k8yA7fRFt9~q10)NJV{{*HB>)BMIT zIA+jzb8ovNG>yM(Jb_OFHiRl6#5vBZjR|J@JH<_ zHMY_RHflS=OxI2~ENODK55r6`RPE2tWIY=w`BI@gKPlct(SIZ^t|Uu(1(R(-PWlOw zdCT=-?6ZZQn$@?lXB?YqJdp2Qf1yM7k=BqRf9S1qiSb<~-OVq_l@VckK59F1!@@+0 zHMrl*@JD~YTDlzDBG&gOQuO{%Eu%F|+2l@ERqE#A|Eqn6nQotJu@+DCsoipal~Ke< zdT;r?bY=aN8|-H_U&~Bp^A{;d%vz&!<4qq^6YOV7NXqj5zB=}!m-g3YS~%hY6UUfU zU1en@6kGz;n;&dvBwAN`0hUn-MgqA4eNw>QTelA#|4i-NVc*M~(RrG&DN@q+h)Uu$!oK2(;Oi7rdh)b3bGa@73pjJnfuaS>e{Z%3t<8zv8gH zVCJJHklN&Tyvc}cZrg$|{miyK`CZF5;IPCSR;KQ^J!CY|0vaDtjuctV2D=wIW5|ij zI-noo9zD5XeT_MGY!hq$ED)IV*FZ!keavc%_H0jUdiA=dY{#*#|@&Y!;Pa$G1DlY3uJ z;U|JXvLnc6v&}vbj|+nk_9A9&0A2rH7xMf!+G$0vkM2ZwSbiLh}p$Ewy4HaVQV zm0VDaz6fFbEMl+|vGfqP-Yv#vtYPRgixk2WaE(#DYXuyh#;*}nz?f58TMI?0jRg+A z*4u5N0#L-}Xr2>vg%(y;^Dakm9uho{H>LEY{-N3l6C5=^oyb~e z6NAgM+SCzO1XThnXcx*a&iw?j9LoKUJTwSO9;WHcS!_Gs$H&KuI_Jf`UcF06$*Ykg;D0-u)j4W2R!1>oc_)WAgP;C#Z#L~bKgc%G`(Xm~{% zyorYyw5s#JD0|})6ZDnW)C2+`SI^kE7c)w_jFEtLNFEBK!c$gtXRH2L>*lT3=JF6)VPOIZP!?}v znD20!u4~E#D)~pqZGsKIeh@Xo-2c`l&ir|?JvomG;X^T-u^XOvl(Z-t?TaibN-1Us z^u-TBbBo1dKL?8b8GE$c2>+tZ-2`0V*%7?O9HH*Yo zX) zmHe<&MnAO9CP-5(eaWesp690oCvw|?f7X-n-a?jX=d}YebE&cTpGd`08Sq0jCj*9$2q#e z(j-m^ban}rUGpm|BY{+QC*7{XmE~iHlp(2ym!E7CTsL0#&(yEWkxL9BEPQyAYaXks z{b#Ovh9VFtM_YPQHu?1t2X!#oE6B#iKN;!;clEV?#=3pYfgcW%svR$Mu zO~L7({LLqws@{GFGk=2a`uYZ-KcFYGeW)dS;|LDByZeJ=4BkdRf+;;~h(486s0v)j zWD<5XjF>^FLC0*8y!{)8uSarK_}H*$uN*~@_^#>Uqbxr2#V?V(;|>|$O4$+T@y5drNqf7^Ln&C~hRx8|jh_BMi0&?bs)ln1yw=caGtnMcV6Fo2mqEw7rvVy;*@bdiX5-Y5vsm@X#MwaR$?rG z*12|C9fpgC=kS-;xoxR9HIIv1uf;48;uDfsrrSfY1vBgk{1$~pB%*(65Bu;j-aNg* zRbh^0!){&0-c(sWtwZiA`!mWV4LiU=iEUHR-g=q&+vwxufAcKjr-&ilLX;SuvEgfu z8r$Qr6D~?;&DWxQ8GW+2*117ggXFJ{)DXX*9Zo#xZs5rvBVHKms;geZt#Jh7m638k zd^jyj+~9pk&aijdG@eAW+~xY%z`JZb4?5~g5xSC6yReJmi}*N5bl*Nvqa;06#~~#m zV{p;phzIG4F_Dkcnl=$O&6kNihr>5fV3_2>Q{Pfo9j3?Lw?7<#r@Sk`>SLlLZ_B&; zwDz9K-{T_n;7?hR4c#%n&f6~G$c6W_g2nu*2cr(9YJbia_sI4fcmZ_HmHKJ!V+O%k zo);c{@!;ah=3C?Qg*!?XIuc6cEfTCWe*$#wY@(@XYM$u&2BQ4$$=6zhILWLEJ#(as3 z@`hwt*{7o-w=h6y+)BL|_Uc=UMw3^?)M=?)0GXSQswK<}{4WW`0AhET>9UJSe90uZ z81_^pr8h`k+Yaieb3f^_NRY%348NV2Q~HVEmuu1G>6gD{XYNs%ZD|ND9$#zeaJdT{bm+qU@JqbaL!4@g*X9~ zmu9B_Ln79jyM03PHm98iIa_W|Zh>wu8ss8-m+mDkL&t11ygQw_Fw?o`2{#1R!8Z!= ziw`65SUrmAE&2n4JZN6=g{WkSdEN;+qn-k+K9pUVu8*2$E4p5biyR&kkAI48#HOxP z9Mcy~k7Ej8uWwxb|SJlhyuwg}dA8EhKX>t0*{ z>>nN-0Z4+}H0HavcX(HqbB2sQ{IRT4wozu?M=DDAk*k-vwTJ>-g&)$T4aQjCYpBc> zyg2TOD6jWVf9ak@^6I>lrX)nH!d^B=PxWxzOX1bZ2U;D&_R^IYO--)YLf-Roo%jOz zu#%B)QuvZL3ZGniV9z?QzeZ50?)ZBucX!*Ty?vn|^Gj1;qa?R;pdteA-+L+^h8c^g z%)Dv6#R=8D+ZG7+MBo=g*ZMaTp2CiLd?!D(5UX4pT$Y&>O5p^99Wfq!tbc7gS|o05 z>Uwdy-=R3?;2_gh4Y)PwcsBb5%>Yy9hTR1#O+Ovsv-NFz?)PB(6I);?$ z)%w@s6hFW1=yKmM`3pC4pJpsqX59Nrj7C&E_br4Mz%ihBO`O^7Y?Y zy1Tnn1nKTBNy$xjhje$trljjz`+nZ}f9D#MVG!n8b)HA9OlG&nmt#9XdH#$VDd=xy zM)2Rt^}I=HeFAJ|y12B0x*e&hoBY4Iar>yDv~k}yh>K!Ls(Jx}hz`b(>-9boIFvm% z&@ZnFWG0X{iYSPk@fqgHas58S|7(%Pqd~wkPh>ZM&os<>!y5Uga#kI_(R4MHXHW={ijmz(_t3G zQf}Mv+s5KkzXaE1CzIg~bB#FHc%diO{vFl~XY8SgzEudjDLD(Jo!%dVyizN&Sxp{# zwsmE(l5n`L3EqAd{hFd5mmrK;e+^7#> z>upKv51`9vy&r59K3ZoD55l|d;JBAu^nH4`touD>v34`+>r?L%5Wt=}LTQJ}x;fnG z0<}SX+Zbd$oG&-muAKGrm$uwPzrQB|H9kU(plkdIfdN%DJC^^YT5=@MzW@n1DGZsS z$N>U5W-jHTKZx>LeEeulq^xG-yMn*D;}YeKWRhSE19!xmBzZeiS6qAijp;OzyN63C z1*lS;NG#vqb4#bvl2oLG1brsRqTd(%RfsaY@FF(o=vf92IxsZ%U!J{K;)d);qP_IfU#Q=m~-w1T$3TZ;sp`UKX$0mFzS zz`o9f(i96r!48o*LT7iSVXUiJTyY}uHX!LZ4bdns);S$fJU1KPD$!cjYQzS2mpe89 zZ%Ecs_c0e8HAjt*ke+S^0%9*QRN&?Cuj4#^1uw_YD!d6dLR>ERwt+N}h$62LMe89x z$vtIYlxygV*VmD^3zE%3P|!(U7geDnk`6{RI51dS{AmA7v~!yaht0p&JJ6vRrzD&( zSn8hb6{Y%l%j>FCg)@gn$<+s4nBCPQVW?a?ywjS`pnC*O$H=&M+!3qkAnv;a_ANK^ zb1!(Mj+wrX4v7yHO9eFhSHH87jy7qEv`ZN*DY~IkHEQv%k9S653~rr6a}Gc08-YRE->X{1&3$(tC)LJ z1cXpQIBYzX$K0p0!|jY)b)e0hqg;Iwr23;N;2;KyC<9{riM@Y+!kmgNxJhOg7vKF4 z&a(amJCVbFgNp4{yDt?NW4?ZBF#%5ZqoPF{MUupOwoGMw6IP|ZNvsnAgof~p>f&)v z_`P1)_mrV%y-a>4w-g;AulFN;w`a2MOqu9Bzn z?K$@L25tLfm-(;f-}&QY=&-nFd@-I8&?sX$C*tvVh`P3P)-N;Rcs}amUyt-#q7ad! zvTXMAqaNGPq*fFCb*A(xUiEl$!MP>jI@cM;!G;?U_Lb;sk5brI<_ z-}xPxN~6LL8MA-J;dURg$|JC-AxR$2$L4}D(I5?Ly$k}aT0=t{!;3tXP~}rv5k~mg zQq^!k$@?_|_a|k|-FQ#wfI{a~k=m0Fh5CBGC>j5MNkQDR) z8O3KnJ~qxAID;A=bFtw|`rB@}g}{J6Zbo~o8*t@MgMNZf!}W!M`T6D+SKijv*c`q$ zg8(BwJ!pMADELyLN}!|q;6r(};wuIuN$nHtDq!N^@7=?@ZjjN54&Ho1u|T&=LN!F3 zWBUA^$DD<{oQ$xH^u1y;$}{xIzXTt@QYGV=2znM#g$fZ^eIh0aic8&>W1>|Nnh~(m z%x@A5fdr`G$Cw-XHR3#brFvwTAlK;@0G&t2J@_`m?n?gLhonG81yGB*a^lR`^K=9R z7PrLc@Kgx;BowS>Lzha-4(FYZ5H#XH-#$`>8h+^38D$pp)nI?mAolKRD+w73q29Bx z@tr&W5vdJNtKyAAU6#0e{7q&#q)g0~i>-Jh6>%F`%>JCLS4w?~YCXQMx{OUxgFOJc zcmd@-W8^g+O|YGjkC&YNu5F|@)~&2A|Ic0gD}mJXI6p}^4Eh8&T5JGk5v;jx;plc1 zlb1=75Jpo)I`vY(d19ZrJr1A{Cvz$a-BG@DS|D7Sd^nYHXgqXI!J- zuTefy$Ey72o6mTd%Ye-h*xzX`!GpUeAJooRhXg zlG!WscM{HJKmY+rK9RWj!Hu&fa;e8Wqe~`_f>FJoATkk;pJdWOt?&yGTx90+ZF)@G|Ez@g_fE>3hv>-VYY)Ckhv7cvF7a2F8 z;LIBt#=CtZ&LbcRM**c9V86DvP09-ToCLeUB@E&G5tVgyp|rC1qrd2~a@ec*>uEBj zB1;CGJqR}uJ=IVr+6sZB7{{#n|JdBnw^r8HTYj*v+m8Q_qMJkI1XWSE^sB2!iIcRQ zqj)C9-R%CE=L1Kwozz01N0W(izQSF^{?{ACuIr_{dXIy?=GcM04>P{uuxlY|->hfv z!!pF*;)($Jss>M*o{_OI6Z0d>=2-G;u|{^g9jIF8#35DQc4)k07o51r_^Vik3lge7 z=dV>T9#>ZG{ZfLe`o|T^obnilelmUY3m;}TCe)>WD(LK)t%oAbDBPgWs(vCViY2Fw z<4-rVaVA%!CspJ{{0=AfE^c7LxOs+bF&E4Zzl0=ZtDQ1Tw+V_j6F zo`Z`<=i<5rYw+!WX$MbfY3b}3rMRmr&r z=keaNRm2={NxaIzg&=J1fQ}4IAJS%B4y;HL0w)yiB>58}-%}z`63#9!_Wb#dT zpi!|vAkv5I4sTtnV~~_`zW$LTus1AL!JX?X>DL8y*sr%hGq99Zi70XEa1E=tqK{xIKS=aFib+7_NjE5CE}pKolLv*MsVL9 zK}E{!YW1B~En)(AR05OS;ru zeUJU?gD__sFWFrE2_qmN;0}fHw)cI% z?$Lm6;*>}4oaZ{<_BP*W^qdUA^;I`{bH%?8p9)G2>`dXb7$Of0rB`(ZfD0j47D2rv zE1sSz6r!m2MD;$(f4k=mh5hb;E|wFk>v!()rD~Nt`MFqR=)83X_7Ay?O^<>-wKMou zvsHCsB9R5kJSubEgTstkpTutlsv(Xa5-iJ31%Ao=4Ba7NDdq1% zISbX^oLEiSUfg>zgS-1DRevsCnkZ#7RcrWpO#S}WSlv&E9eT?(Sp*>PbcAEY=Q3UY z?LmBj0A=K||7!qvPTjEJfYbrli-KQMw20}ZQ;AU(+=$NXHuXZe4_b<>_&H))I9>6DXdd73$Q|RHs4Cx&pu?Ym+H)EBN)qnTS z_J7cIfU(dRpT&U#!}mhdHy9W)l4qK>-=VaL0)mN}s4e)N%yjMN_s_Cra0S)EEWTOr zpwXQN@_)y2IUqdhYFt9EVxc>F`=%yn#$x`BZ5qQgys^*hD}R2)*Xi<+v_(EyDTXltDGYANpN>ga*I4=YYdL39;3!lQBF*44^$Z37`cs&49v zydG1|=ZAUn!~vCn4&C?@A52)kYk;cVaPgcxfgAL1mEq{ZN;1DU{z|MlCk4i%ROI_B za{!Uj|C~Gq*4D!zu>e8XbrPJO8c91Mh!45SUUd%^6lUxz*XjwW@}TFMAI3Q%ayoT_ z(Kv$uW`e07n^uuI_>b0+kdf2i(}Y$>n#Z;OK^TMlzR`SRl>AMoHLDwD5jnuhMI}$% zSfH~uSGc8;jH-(O{WzT83n9YXmh0c%L*3+;eVrs9mCKZG|I?g|Yn2^OYCuvi4=Fd= z<%AG>LG{7Z&oeq#CVCRVHDF(b3G?Vhq`yn|W1C^km-nv`j|je`!d0IiMkRFwKXQiI zd>-o?Re#|;oTl$>lc=uE7!}8c`dZ39eRN&8+KM7B9=idJN1(F_b9c#IaY5X@r{EmH zckKP(qKhaeyYPWJt=c@A0~|Sz)hG!nv3&WbYGplSUPlvk6j5MVh*c?^vY5W82WArR z;$R9zP|^L*HRFOOy7D0llhoUQRFW|uGc23Aj=R;h-xv!HkoGEahfwJHNSaWhJU!66 z&Mqz0;J9kSS80aL2oN|hV6M4&WqNCj=5WqJEol?!aF&G9a6q96I5q(H03@&y6szD= z0zcEI)s{S_=JRlm7sJ@d1ashF78C~~S#Qy=?d^5Lpu5@Yj1F(tH_pIxutD0gMrsFA ze(kWq@C@gHN|1bl$J447$C28J%$1r3vpeTAlFX-2PXZ~D2$rZ1LV?HllIE;zmiS;l zE3&UX_&F3s|jxfH)&O&#zgm(Iq7cMi}^dZx&WUi z#UIl*^NzjWuWJTUmwsf{h`?P^ZuVtb@@?;QrVYc@<74r}cVmAX`GYy_eIqpVusIm= zHr6_wsIfQ%-L(90=KfwQ-y(zB^Rm|1z51o$+<=QlTb~xwPIv5q9a2>SFV5|DI2VQ) zjOBO_N?%aufyDu8ahTo$@E|{>Uy(-m>5??uMV)Q9-!%?5=;Q|mj0AeIySjQ%Bnpl` zw8Mwv(d9-F zDzbXm$}8h-1ic5S=xD>JEtFVDVn?s$Gd9c%2dfqmnl|acvdO~1!N5rVvV&9qAu#%T z-bXXyhfeh8w^E_LMSS~*KJi6F-UiFTeS5VLbP_WLfnV9kzTVIFn&oD$Ie~M|qaMG+MUXo}!N) z>UrK1;;459&}kPJ7nt6KsO2OWwm$(8$q9_k1wJvNy9Dj*&2PC?cD;-jk=dN5#O-i$ zGbLDlt>?D22ie~5q7Kz3`!u<-&|A@TDm?~dA z*9BT%urdJx7P|@q|4Po zGh61#+2dwIhi{%cwM+tGin`u~`t^SKqlKj#IyhQ@Qw^scu}?q#F@Q#A5Uv4Fi_G>; z+%kTLpM_hyhQsWyTUT6#)f8)g+e^eBG=}bpq5fT1vCMfvYMeR$Fd{p!42t`-$~(Il zxx|?Tj^d){gp1_SUK+pcAIo5)40BcSs(W^+N2fMYsKd0vg=+kY_&e{IE?Rn(onlnT zlvn&k@^fs|`?7PgCcrW-?L4PB26zG)jHRnx0k#3 z5#KsZr0jSCfMC3Ee;EV2h)78i4QLcs0R{q046q$uB28%(hpKZ$aJlX;!CV(FUzV22 zcW&8>w>Bhm{L#0gtV*i6vdJkKfu{lyDb4j;s5TeyuD9bO>$Q%=CAk6ke?wwE%I!HM zwttBUO5m!A@FMq+PV(0%V(lQQcGUm0Irzzi7~Qh5ciOc{C%?26U*APGr_XyAJ8?nx z*{TM;BBU?R7JI+ptK-YN9dr>}Ch+>+?J>j&tju;91?~9NrZ8}AoA!o~(|x8#iw^6s z7fLaHYmnxiw_rYy%3ge8Tc*$!o5ACsG^|z|9Z+t}Y9`wap-PZ&#et%gMLw?@H-i}u zf&I|P2obipVN$O1Z3UPJ9aNgY`pp^pgH$SzvWbiST$baj^7op?nX!{5(zHenZtx&j@ZbisrK=of)e2JB+ssav>^ zbgiRsC3Qov!o^^op}AoGwKTHv=lo_)$k)Pi6|Q1sZy6iRT`+s|9I+O;m~P*{#%njs zet-Brp;tyJ+)+60U+0kFDn@)`mYLjB&eHyBX1HP9Tg3NS{+Vn<43kYwm%Vy(Apxwq zp2^(~e33f+R^G_SQuYgJMv;LD155>MeD4FB^lhlg-KmS-u3@rlo0_sFYv`g{{ztYeMJuH@>e5=z9yl=J zhf0)+s7U9UlsK*iY2HP z1=so;Y##r{){L+`ibwkU$}w;lf6DNyX)du!S`RipuU^W%VQ$qm;UCGsN>;w<@7Oms z|B6Z=us(bl7Gc^hFmg7eAt{=c$Fcz5J#iH~k;Y?mF<=F!=O|A|vMnEXRJav1WFW=3 z(5Az+`?JVGUphnE?*G(70FngD9r$AmfL|Y2B4*0us*yz%47h`STzZ zi;7{l>0974K6(y?bEWx^@|`cCkjTB3JUhi$lm;r<79jD_p*|B0HXmzIxQ9LrpA7MQ||Z}}(3B_!Un)Mfqp^+w{#w7Kk! zY;t~sXC$tQZ&VE+q(Ev998jM6-uL?cRPs5C`JZYaGjHMs32Gw9mBBptO|=M>Bs>Ob zVvhh+_$t$E_385YG7|*g^9l2x+zS8n^UQzHj{7D@S+-fE9q31<38lfI1+E9%t@~o0 z8&OK((NwJ&6Zon12KIlREDB3uI8;Dcc4mBOR8d#4B)F)R6;zqQLO4x>`uC;PsKT9S zi9R>mYB&zf!q5OkY;@3K0`{8xEia4m0{$OJtg%oK1{?C$++F-u97lrw`Pss-)}=A~ zLVyai75RfuD(NrX)oSM#i-QB^eHem{#Ry0LWH}ter8^rJY!~bOVftd2kW0sPDHxPx zfQtiqT>#>Pk9TLioo`P5c$c~Id4+!=e0)jZ6yGf&gpDt+97Iy@w|}sVD%^mXB<|U) z`#xv958icP!MW?aiJjSQr`La9l%yoU_i9S@Jj5*tweOCEVQH&66H;D)H+7(<_e=T} z3?>E}R7y$;fFl4~T}yGr^ZMG))9+Y9qPj)~G40sr{Gt(P*+CBhr$6L=Fiw+YMmo-Tx-^o(RXsQkFUR^&_%k0=%&_}9 zOdlK%$WGvXBu8(d-Vg&H6fReWZ z-42W~0cJY4{i1>qslaz7Qyt)I04I1ujHUP=-fF4_3JlT^>%3SA&ycj|F(Yn*?Iz92 ziQM8Nj&#)7Xi*5+GOmbuaY&hKRa7ncSfwMGd<~k&KOv}5OW#tDYLZk$3$?KG}lOQBNGjBnTREF3y+U@i zpLO@bmCjR6)13qFncFoA99_HpBpUKW9B!Iz0H z2#>ex$AR4y57~%n0UJ#nd+K{p;`bu)V2r^KRDzZaFgAw&qwxS$`lmUz@HF_O5lGSD3{GCXbtnpROf-)hrzX^PQ%cW&2A+G2(mCu!{FOk^8gjhI; zE7<-M=4`eEe$DH6+Z)2gCimyS$#ZN@!~o8hpZnSfS6J~L6diHrQVo_bcP;b_;qKbQ zxoHcg(BSr!;<#!)k7aCl1z3L=xs(aKDny~q)9QgR?x229m|$)Csir0G>d;7Z^=3iy zXmKPH@;pi8j@3#Jo8CQ>4AR^;TDLcpDAgO85^vr>TG=_`TFX$y7VC#+T59DuXjPIL zKp?lONHjR$qFG+z)F0QN7$(&DcSDC{amzHz3bP1ptlD!VCLNOE@*V?~c9+adqYwdu zZ_K9dXte;Sk!OJe1ytBDzr_D61;7|78>Xr%|$5 zY0)9J-DQ-q}{k!lg=8-d#IJ?QT=(z~d zYLZM}$H=8@QhI~5UcE(GzR=yI6qX~?4<`6XHQeFx-2Y7w)Lh1u(9-Af$Qn1C zkdVUTul9vNeVIR7I55A;`KF@lWo`k2W=(^(yo{s9rr@GC)RBbD+1R+dk@6S>6D&H< z=zyLQ#`uFx#*Y6TP-d|ARXGiAHon!VEBms2;_%WbT@8i98^=(Ok)9$fjVzLYCKt%O zfKdd7FYqZlTF(1G?KHG%4#(7S@u%*@Bye9u+P&s5U zQcfOlND$fr1izpzv$P!SvDO20ivH_9kgE}x*BHoqyT75#0X$6d>eNYYX&a9wW1Nk> z9P5dsL|PvS)?lW_4|=yMu!IeOUH$L)=PCmd1vV?cwFRo266Q1BtnoBFgeW{^ls||h zRfEYWJ2f8UGOCjn&ZC_^6eha~HC8Rb0lb|mXOUo|6!NbAHzLQWpT{m7;#d6vq=7noVKTcvMt24`>lZ&;O0`)jN8eA*A%}_yPhkps%G5A@|e_9V=*3uF_W~#?{gx2 z_VUok`F8A?v}oir7Wu|&9(A#Zx@OMG(A#?{B(eddI00A$Jc4Nv9&Ol zfdPaG3y~PtZ+|}fv@@znR*Olk=w4tLiAbZ zlpFsq$`29Ab=)ss6GHKoA}CZ8az*)8R5A4a7Jp41tr&}IVHv$OEwbWz$7=^iK;I{r zhq;%0aYg`1Ot)=O2zYCpW_lW(qY=WT!Rs4kG7#Exp760Ygqf9v-bLfhkp0Zoj>5l% zw|*dCX1>0KyZo@bVyNK@@h8aP6;%^A3i8&bqYh-ny$=te6cBi>D-JsjFSYetW_|FT z8x{)fBb9}E?a93TAXdpO=LgwS7O+?v|1wWdTkr^*c>3*2NEDPv9sDvbuk#k{-#HU< zg|2cuu5+AJ{_@6xrS@h`d?AdI$X~Jv6%=ILB|A9nrR;@qw`)0+54)Ayj_Yj?xKAgz zr?yW=t=+&J(6M;$+I*mM9lmmneGdQ(=EvTrYs%}z9nnyZr!x*ce(xfzNZvJ_*a5o) zI6QQJk7g5t_a#%4xPxiDf=9f9Y3xAP(wJ73ZsR&`<2nW&i<)tZ+A*^~Ltz@7^^=w) zO)2mnUm)e;M`A?c*RqmCTN1v{AnZ%2vebm&yo#YMy7_>|z_iX^x%L$V93;#1#dh1( z-6ggA8fafk5C3At!dNwpAZVsQayMhIVL|(F`cV4mbW+*w_1zkuWfWtz5LeshPiF1x zDZVD4P5;EH%hK%Ye9V{9e4Hg|e6WB*hO8#)n_5&g%sRF{08eDRb4o!cg{C*>Q5`D? zZM+vQ#0t0**H!-puXkl?-g71s4Qm_h$vjcv9VZwuP4NhvmU)yq30&DB;f7=t=XYp+ z&ByhSG{|Ct7Q@E`Rh{lm8Wr4tstullSvC^g9tKLd^5pICd|<8%L4KuyC3E zsS+4#3@kK_OJ&VAg(GPUvGVF#pfn!Xg3P!hW{l>FU;QDS|1l%`_mW@fXr*c|H)Bxj zcKp{mr1cJR3UzHIrMw*r#Yxju2H1(LtlW28uT{kVN(Qex;Oej3cFt~l0MM`7!IzaE z88=B8{oP$2+exM;j$&7i*HM%=&xAo>em%H){S+2Rb-nU*=eu#`b9_ZO5V*>t5W~tq z*aunYuTd+>(J09o(fzYqt}&Vl-SnypOpESZg0tA#{9wPt)FQZx8~~Skt{sV~@YYvF zXz7TmcqHumXuqw0w(-VR+XTZ}spyQO=!;Gr&3cx4c3XH;CoSKOfg9*>r)DPC=UV2t z`udBDV+j3#pUrj`VM|cMvs4laq?Lh~-X!J)^IfXoPd@^_q`lMe`N*xr4^Np0&sk7- z_kOUrw%lPD6-MDIC#(=HCJm7mY3mEJI8AUKO7M4@94~1)0a*pqg$iG=U9)MN{>kY zHI@wNZtE2gyZvkmtFWM4OyF6Bc);R-)^L4^VYdfF@MJvy{SjR4;<_5vdL4E;Khwg? z_tZ)G_=JF{Dsq%fZLAIK16=+Y2wD#lxp8L@@1@sR0gti zA^Z>>{Wt7~lP*;L0O6sR99mYRIV%=*mzy_-_)Y)m^dgFU6`{#wg@DuUD1ttjBbou- z36;Rd-<(ol`7vCdikk5v#|r#>a3G5SyR${k&Yn^ z%)Ldv7`VH11x>l=*5*$5&NuEK)rpCriD&H$8J%hG4q{aQ46P}yj}@>s0pY*<6e}YX zvFP8~Q3!IDXF~e;Zuhb_HFW3SCulG#Ib`!{txmj3PfCWG`?J3a1`~r6m)4#vK z5sN#2ZLh*Bl;WARm=+ES`_@sp&xw5`wO7Iz?(NVvkQXvjy z6Tm$8OT!J5A=F;C!-y!+k(0?YXvAhQqVnALLO`Gi2s!9Lq(nxIm;A+IKDf~te;*u3 zCGuq`OAneS^P043pd6JiT+)SAVU&}vp~}1^`^z$ydhHxXN_TVNXVKm;GV91M>YIea zDP3CZ3sEvmo+}@hwNyJC0u$VwRltyqv6>3PH`2-;3QjgBiMk7VeSXq4#;*4A{6R85m&U`5iD80cg%wBD8$&rxz-DgRz40dea>z<--tfo&)o-ek#+v)B8+ zICZ;vRaoL2=z?L0FaQaFTMIURpbUg*34Mepkrq&|2G6jaot4Mdq^_Qo&n(?($!Wns z|IL_jN7AD2UoW*rK1PBq277GNM4&ZX1{SdbK_lB7k7^(Xyzrd%@fOcuR}fQAYFJf}?TLcFBI zMJXave;rbQQ4||lbi;+1A03!BkV;e#<&iAph*tgG{SkbDAq{nr!P(WqBz>siI1zpm?ifFhP}IrB0({j<^L_VqmMnj2jf@UHY#p z5INOFW+5ZmM7#F&I8-~t7v@R2_<;e6l1@tXE8b<>e@!I{c4VjA&};+;3pWY}{m*Vw z_xS@jp{Kb@l#yk{gAx1unmkSpM6CY&KUS9aoW>3=fY%#11|7;=ps5$wA>`m~H)Y@Y zU)`Qhox))#y4Go~Rb8TiXwTFSXa=5vY0jt1*Z|`sdYb{Htf#2HC#c^xu0Nd%M19_Z zZGJFK!y?FnbkR-Dzg}8-(7C_<^~5iF;*SeDxpk1@I8xIldb^tg8pG54o3XdJYaoBK z?!gB%4nS)0y9qBO&m_VDJ@1FT?eB%2pxlo?8q~h0{XqN37NCqFH$_cTq}OP{BhEC5 z{w>iu7_V^3avQY?<(ZUnABs?%3bmrDJkWjvk(|Omr&Jn671|;fNP*RuI`VlN`=>%8 z1I%4J;iwF?#&IeK*2Bd)D55{_JEc4?KME{qjo4w!S33%*+4Y~$mGF&qx2x4^F>a#q z=qCQvFn?G`{Q78*+o^4guV~cyl4(JEAz^fsO@*1SzJwRT0%3<+a1lS!D27{3yGZys z$10`cg92C~SV91RFu+0Zg=iCqdBD522RJ{_3;mSNk^HI0XNC34^RP$Ig__Wt;R;fI z$BilnV^ONfx{R;LBSSl#%0CvqToEre7B@|DB6Ai{*3Fo(k5QR7>hfHx&(h$R-)Z(3 zAW_13rI)tbsBbPVeJ)O zQ%cH}v)+}n8|;9CWvad@(}9El>F~6~i`}z|q^_ zjZ8k)jf1b3Iw5AyGjKbjMCLc7pr7I>QfWW^41?GZp(F$EKOz-5)e{#H#L80%+$;6Z zrDMk?i_o?q1!c9CT3vej8*a#8r^|Umic#edR-t*-=KSjT1OB=gdL2FYQMb7t-%~vE5E_Yg zm`3|Kl%814i}ugx2!qK0X%3o7m@pcEMKIvv$OV9IuvKEkd&Dc6x!yRBo{K2O7oQ?+ zSC5K3%y89W509-7Q@=1rE)(~6qry$A4Qs}Ja!cIV8_LVrnCYpDx@QovM{|*ZxrE-N zic9ZM4>Y)>(joB>5z1}*n$Si8z#=58bExrzj7(6~{uJD6Yyvh|!88iUtADwZX565n z1`Bn>>r*PgGn#_%K!6x1YQAmo6VYRiVSkV5-}HjJ0%XUI*wameI{-kyzTxr+?ooDW zx?4K#fgy)Lh4dQ?ksFA&^-pNM-@@Edf7kPwu$W{$JvjEX%_Tl@yNUosdROd4mdW%B zyvS#W>%7?5Q$cum+tfOVg#QXP-bUxnQvUMi4vqzGSCGpB!s2L)(j$(>-f#Ea zwr-Mqv0@%^pYo$#Q1Lr;SJ(EPbBcDp(E^ED{|A!VkBVHa4#ct4gX%l|qSQ1Cv|_Kh zj$DLLO=Kj$k$o+28yA1%`w>X>dHXRcB^LMEjZl{+Fd*Xdx$aeyeV8_stdu2>^^D|@nbv{0d!aaDN>}$4?*t&I+0^4=VhEU7K>_8>AfAKQNAEo(011cKZj<1~U z;06Sb`!1#XuBh#-L(02f+8fKEPBc)HzisDzg6aPRJC16lzdX++y7kw2_sn8j!b>px zP5AQ^S0IqV)*pS$#bJ2$A~#w&ngqj7yWJu8uR9#0XX|sMpEsRifucWBo0*lKvEUE; zPo#cNh%q+JQIYGH`ICIA+}Y1Es*08Z1*N{Q!{8V7$EvLn4=J~!l`hg31yl-k)rFDNDCd_(}k{ zX*p6pGHmBXCSaHw7GEn)!fhjvQ24aX*ttv}T;!Avy33$Y%I^#=UMzZ)6koLoUwnSK zyY0+;p`YphyuV!(1fTp*1_J~Eq$E~ADF2^RXF`|s-ch3koPDSh*&;u@!abUn*TR7a z7jfgX-U(8j4gTkq%i6j%Si^mMKXOcF&!nUa>Q10rYMTMtTaYsQzjV%sPicy%<(^9i zCyg`BIH3N0x)FQYA+z%Z!n6R}`ySgaCqa>nwujcItEcq4Wgsp9nq6Fw8+?ZoR~DFo ziODqWPK!kIED3eJa8>c|!NGC3#}AozGI>D(FIQu`uW8LVUW77=ZwnGl696)tVDr^C6|J#h+A5rAq5VCo>W)45XvJ9qH>G|pTj3Do;Pl3jTE7~rf>G$>lhU0E(dcr!06rK)qE@!Yx z#b9jKAqIj90*#8Y3bhI_ui6`S_Q}(OtVE{#7-I8en(u%dHheq4D214B0;hAF7r~+@ zzJ(DP+bTkUBSO$IyCpS3Vg)Y*N9W8>inAE(KO9gH5_IdDei%gvUJc4DRLX3L%mtpD7d#XBn z+bmygOMuwF&VuWEVMcNGf+`pxC@3JJl3nc*A@gI#&Bp|is6mwZ1vO8BwRe-4C&DbmY zmYS1XOTXyISN~TL>8*U809NC%57Za`CCYw_9F>Oc#XRuKMV{Yo#QcueV`>3nmhN z)S{m;R)0}f&w7vG9p7Nnc|k;=#(t&yDwH?aW1Tt!LH}wHSqEtv6i>AM{=alyIB^^Z za1X92BIf*EodMezs13mL;IksQ(2uMXo~^#dJTL%@#`wcrf?K?wSmjxFnBH9I`~c#9 ztO^)n&?($Eqf}Xkt6OApVA1lv`lms%wgYCfy1c=2h6NXNP`tcZn+>f;Lj&o7r5i35iM zWt-CwV!xW>rNYO;XU#n`!KDrGE-)&d<(6AVCE9*gF}ky+HTd{k*En8pZf_{iuCDT3 zxzXdtK0Qspt9eG*woS>I(P!Fp`EU9W6hv3z!++aCLdR(KwK{a$+>K&(YB4@5PFe5( zI~0h1MV%%EB_RlW8+nPrr~IPYJO12zIYDUoVQvSSeIv>Ubp90FxK>4t%MAxf9-L?C z%;w3kW~Ya1R5-98!-wSV?hZuk3Yd9)G>}i~YsYD$=wWvH?Lg2R?##4T7Tq6atIq0>cM{7{LG0^fbYL536F4+EMK)fCpeOvE?FQ=eDm>&W1-(Y_e z@QncxA9ir-I}OyZw9V7wy6t8Vlat+`)8836uOQj&RRlE8Thm%FvvdS#btR7s~-~=QGCYm{bpi9Hrk}jb;G4@Rl7k*D&}S6&}!qQr=v0sUd|@m z1pJW+xp8TqS2Dha9T{|!a2slzLbH*(STp1j$mMHeF#<>HIQTa4@GQdQOV!C=&epDe z;$!zG^tDt+W|=Iq4z18K_4IEytRBnm8K`L%EqeQV8|0t$Lim4TXBVCU7Ap2kS=je1+r0MGGYIcq#{#A;~*ouFPh z-U{c6u)`lEdaxe{G&hTYcnAYuUrN9dPwa8?nb|ArHld0q=NHZ#$V{k(s&M;~)gx*( z^OgA9#aqS|Y+VwsH%Bx6R0gsuKr@2@0*x0;Q_IT>HYr#pBY;YPh5%@&4?=bjcW=)e z2RB%ZU=lcsbQEQuUuP8TPGS(hW$ZbkKZ_Q;DQH< z6x}^awM0s}9SQ!ciWJB-bBTkg)~3P zV7KoDs)t9%AoNw9URA!JGGb0qCkFjbiVEJCYOVIaNX5*EUGv)bzHd|uVjeg8oW$$4L};OMhNi#i!}gA!PhQeMSB0oOQ`p^6?Jn3oe`>xvA$TL+I_O% zh;WsXx6Kk)Oe>-Yw&@>@vNie?_4s7Q`;vnD*ItA)nu_V}V`b%fYo&_6^=@)XKQ(_n z$d%!HWNN<>wZwv$t#e4I2Wp=xxz5LxmkG%eBT^%M{!IvbgP@THS^%KJ06}LkqhyEv z>$d6Xcx3K-Koq~(%V3lOyP5F@c(7JpLF7Gfb4gzTmN-M)k$LNymtgrmqM;}3H`xGEnDL5 zxF|St=w+(q8jo5fQ(z;6mEvGDVW}lRarQs64s6_k)(+68%}M-b9GFZSEHTG0k>lFd zY55A)J#CLBd;h@OOyej%tDia=DD&hu z9BU1{On16Gb#U$y&Vk~ax(T&JXbLImG-IzNB41IsqlqK(hcO03s>~>)hg5~pdfeDc zgy9wsA(kygG8>-`?Y!8UJGg-9sX;xr4pVoq>$O;+PQ5}~0iE`di*>!f6e&jWfH;V2 zU-GVCZoAApXP$xAA=LQJ=hKjV;p*yo3QL2HtmLL$NiYM}!<{oxco(BuCnF0r!G z2Ngf)+W-sYN?n9f9kz z<6Cy1+~6W=1sVdz-CSp=pQi-M;`Z7tO|Bww2rCs$uuQLOCADs@%C}kZVn6@=qDccI zw9J$ve!H1Uaq|;4j8_{?1ZSL>*oTS7i|0wdIWqsmXbktJamn#>PQEpJRURr6g?`e>+!bNSQFwA6%R%&^lOX6> zVbA}N5Wrc1$_^xiSS7ynND^Y6g|e(8UOD6#q4zlQvstyYjzN zFWmzJgj42Xvuq%2WH#~J72L*b$1E%bALbS}dM@{1<8)cpB$I0fW(r_O&jWGDe^M($ z)b~eDf-bB$2>;4*(jZ2G)gp|$n_DF_gZn?Lmc8K%Gpy06VRsS%ivp-HXLnA)y2+fF z1c5<>pR~qC7H0z| zknTo6q;pGcy6d+d&v)LL_l)Cs&iTXP+51`Rj_dkdrwcb9EzmcNb0u4?sPd&c681TV zcZj45D_!(DdT?eGk8-r7HDwzq7BMg~q?mX-8C`4EQGkgy5XpCr>HDo!<8BR{E%6 ztBC&nUVz&KWO?K^@RNRET-=?lJpiE+oAA+ApVjzG>N2 zKjNyw393j9afY59xcxXCt_dgQ&{%(NCcMNNd0+rL@8X_%P@tWOw-JwNd5j;ww&oPT_!>^6sELrPJjI_5EUq~#O8pF2N`LUIY( zm8dv~-MFB5+V4j>XFDGSjhcWuwA+Xl7ag2Wpf2qK7a|Z#KscX&GAjU~RdZ;+YVSR7 z^@5a!d7RTxl1uX?jaEtgKrvlAw-^RSw$QN!h0_xc8-Z(T{4Zd>do};1`}OP>5|)`% zoys{WR-*Sk_0fZIBt%P`8j9zm``P21n2s?Liqw3M<5(U~umBPh_&paQx)-FSbx&O= zDV_aVOU@<&;(L`(6t827uXE{Irup&VRi5NIB6CmD%SGa8#|ASIv+eBEND87ul$^0- zQ%-DKa@n!*TuW)fY0ZcW?f#PP372tZq-)uA{R={+hZ6K7T|8HHLr<*H3i@%=xT>7B zU7vY`xk>fdE;#E{Cfe%uHt&qM^P9a>BOpd=qa=8VqVFo5Q51$@-+O@h*6uCe6Catl ziMX{7;rFDV4+Y=`CpMSBMjnzrfnNW=Y7L@ufGG_CbZBFk!q@<*?unm0ac2odZ2)M^ zHqs@;TFS1pNMiyHaYseV`b?3{+F1@4HG`H=E0Da*6VU3ECaRS*?U8FSNa`oBO6_fJ zA@K%MnOxRA(EUP;MBw8BrqbEEtspm=r0$SQq#B@F%=0;8_Fs6Y`jGA>ZGVsFuQMjC z+a=g|K{}@*gA-OB3OpD^oj8aG&m0E&d>vNMa4qDUjlN{bF7Sg*<2yf)D9vn)CF*ar z$5}xYrP>y!=6g==-cWh)xGz;K93oa8cm(x%gg$F?JI!O$(;}^Tg0pNzr}-yXt5mQ^10YGLC<}uNu8k`hrEnl_lU4gm$j!0n<)Ii0{ z0y!=*>xlHbBMZ83-)Udv(A}>ey#HOkLV&#AXTQ#N+$PKB%{NAc=xnSQ4gYaiKG&qx zmZZuiMskYqOh%E$K;#CxexUSu`vgD?_^(;+ zop=FZ_Y@vE%_&$h8k*6g^iQQ)7>u^9JI790^KMhD5A;h7>~B_p*XK?UKgnXY9WzIxuD5))d^`!%p1#n+sk#^_ zE>lh42uf6Zyc%RXnEwg+Omj)A-07zWuLI7j2|3S6@oeeH_Ru8`BP+E-R zYBwIGU4ZZk_-e%~Q+-1=4d^xg+_-%pWcGTM+G^p1BMI!#dCT@`P}WFGrnf;Vcm(fVe~ zd{u$~-{)BejD?7KZF)@T8yys6zBz|{cD=_S`83YCcpJml%DC!@gaRfDJ1)v$R*c1L zVwTA}EMysv%upDWPQi@h&F*>FzWHoI^|%0ZPu+V}39UVchC!^271Q*wIw)RT;^ znmzeK3ybvGqx8_F?IBmGqDU}zK1}&xyumu)lvQFu@Xd>%C!9!oKV_Js!hU9@@*y7P za!O6%F|y-X0j}ww7kSdUT@G0_b0}NJ=7|?+cT^EX)Q7yZxagq7M@xYEaHn2Z+QuWF z%)EXnjSDc#ft%I$wtk>>PxnsA;B#+mgqN_Ud`V8Yk~f zb}fW6eGWmuUjBVx=^>wKDj~1DCe`M_3(qs@7_z&+Pnzw3D^8=x1_AuFc$x#zp>-F-HF=_tYC zjl1F3CyvQyj!y@wta02beXkNMmdseFt{ev_JV=G}LNrrN{`zN6$8PqltRxE;@j4`8)+8}ETUGD=WZ_Lg4*KhN^5h;PFcFFEPuBVFm<2Ibw?kn;^@5^3jpPs9Z9CiNrzG^cB=a%ouTJOJ z9)0Utz>m^_9fvK!3tx)9*lDSBnkAscx45!OT>);Ms)*U>{>7!}-8-8HK14kwmzab8 zK9vKH8{OtU9?v~8h(Z4e0uloygqw?rT{xd?6@MA77wFC1^J%bA(LiW$20!E(GW^aA zcqh<61&kI&wzWr~ln-dB23o2&)57(P7p9CV%pzki{1B2pQ+Dv zFg%uXNTu36?vd`P1KWf4-nySppvgT;`awIdBcX#krM9#O`24{l;$aSn*!42O>O&y3 ztC-$|oV4AU9H=skDrJ*&3^ywzlMKgR`qe`yZY8g!JLi;ycEV&B(M+@H{>r^hYEyf~ zcE*kR^(Uf!*4B)18qxAb^jhr1_UKtd0WA<{olSI@vHa-pdyuHv&;=|B(Ld7BKjgW#Y7 zSIaCK6P9V11fy`FxgZl8m|xw>+Vpq z0oh3%oVA~=ZY`^Bu`7AEqYAWlj>6}HC&dPqrcaHGS#hF%L|{qJh6LFD9-ukC$mA6@ z@{w4Kx!UqtYU(Genr3pZ=iI?H9H|wx1*Q`ax=ZyOe0HXebc&sLa#~2`gnd4;sLy72ll`Wrf#axZOOo3e4-KRRZ-q+eo^sY!zp zM$k?vvX8X2aqZECeeumAb-gz1ka`I=3W@s@H=WbbZ=aZ9)C~>QPMBeQ*z;^bGCAGP z5(zn6bz^(`dJRJ;=M-Q6{S43T??_5<)!e3|w25(jgH}QP7^#+r0ZZvN3fhvEqBsWx zs@s>U39+dO1wgFFFu!*FPzj?>QIVYgr|C8s$ZdKl8_W z_3&8X`HKgXb3;1ukp$HkziCKZYBWyR3^(lDr9a)v&$Ink5XBpUwGMD1bQ#{A7^Yhb z0 zNVYJ+-Jshoo}##lR*|)1ZKHp$L>$8uN@+UwkM;#wIlxu+m=wmvw1i#*PO`AM>e#(R|AP+$v!w6LV0145VnG13 z2~4u~0VkLSGU44`kK9o~lf!@9t%}y}kOngCHJa3ykHKjNrnw*v1RQ=HAbB}L4Z(9J zI5*JQ(L4IKm}lyF)r<@PTjF1Bx`YBN1Ptcp?vB*@AuY4IkOaE&XX0jyLgsdV!RkPw zCs^ye%$rDQOx<#I>Nh+Vf(EtBmSW(bqme}pe~vel8}U<^s`UHpuCccTB~bGa1`&MH z{0O9KpImw|0taXCFI9)%ev9p|`|~JZ(CdU_4S*L&6^ z(=7e2HVrNFhdhP8dzyj=C$bmSWHFa|@JF1?B3Rq+&ADgH+qpS)1(F|!dG>RwFANTl z!AYs{ZyGi^Qu>YDFI2k3(pKGg;K!dBD<7j7ZILbWa7k=FM`k9G?#HYVCp!*l>5tP` z=VNoOzZ_pGm76Btq~s}MWs?P!>}G!mi=A|mu0fKy`$9VHAES=K z)|$I(BC}Mhjz=er8IQt_X&rtI_c5uLhfG zMtxZM0XUg1jSW2$K+*|CZ2ZqcMTJb3loWJ{89qt5 zU=Int&7de1%J)oan@l6yQ)umJhh6vB(8vj=Z)Btr#Qp)kNkMB65Bl?UQ5?#lNOcrv z+2~gmX3Kh>?Te;jEym9u>z%xRo%=~!Qr?ogRBoMJd4MqyR82R5$!5*Z5%8Bw4nWJo zAC%PHeFlJDBUwA!(Z59q>IeC+BohLBbg4RJuWAjWs;K320#^$_Yv@>O7@p`pHOJz- z5IGLJiqS;-GykpWx(c8(-o5xpJqxDe|Jh6bC#wYuLSxX|0WwK@JeNF~#7pRP*e&3C zV#k@zQN)DVKDB-6SP!USTBg8@27X?)(MM#i_kaJ)A2)f7btT-h?MUN?@vRI$&+3ed zmjZ8=GSlP>ADD~)ODSIl{y)^8OXK|9+d`^_#wgME(ZB~T>=aIDcEU-^97ixU7*2!u zO^_*h;_?FwdfkDG?OfO&zV}A@C1ly*+6G_qjLDTJx*3m3y6&Sdo6tIK%>D=q z?zYu7HH1jfYsaFpZds~sufJD&DhI99b3~uL zr#f(4Wfyd#F;AZ$&*2ow_tq5_QB(4CdPm%p=d!sx|5A8X@7Dtaqv1=lB)7-`kxbL` zQ()}?(>owq07~Tl2zp>o3hG?JsOOs(hnO5^pnw?_3D!CEp1L`*-Ag`go8iiHQ}Ki8 zAmrKJ#eQ?0n=?@M8N|C}geg1D6)+*EZv+<%W79)w6|v53E2kP1<}dZj+XwBnKR-19 zr6;iSLh)4TmMx&G1b-tWmH>SX7_cbw+<|hbDi7S$5J(Hm6`>8Gy0WM%tLqt99XWoF z%6-b=yz5lPn`HUp4|q{?(R3MJ;gTpnf_7kUHQH0yoE32gY}63+@{%f&YtlHZom^ycTu zwUdA1(#C2{%)8%Y>%0$2H5EXIjqtx@ov?&`y3+9Xxpk1?RV#%jR<$i zb~U8A^w)AtFi1BkMWQd4>S=C~gVDE_X{Pj=ARA6|B+ZqhGft0MlB*It-n*K5EU-2m z(XW*C6;OCp)TD&x)cHILzg7|E)ZWPwx|82~LvO(tp!em~*#yP{b2!kN{73L`C6N*IL5}3mc#8kbfBQC5ST@&W^b~jAK zatpFDt}fnP`A0%EnfRE=e!o@=k-h)bEF>9#i|%kE(%I28}PxSxh)!A|z^T91$V$wt2l*dYY7I?Yoj zg5_a^cIn}02cpkhWjT=sHJv4CSBlo~Kat5s`yM!Eei=DIAX6v?XIz4z;Qw5S5CAZh|MD=B0%Z{+-f+hzbGy_~ZCG55BprJKjFL1YN_Cv0W)tqLaW z>*9Rtt1rQ_gZ@LcpC`hgjHux{kfafk1fw~hs0hYKv{Uy5jEqM-HA|Hfl z|NimaKy}D85{5y+ZC!F=htb4)zTQyqIl{H9!$ANw%D)DD*RT%@W^7hkt`Hr7jqtGt zm`i?1sep2=G{ZBFOX(0y(>ojP3-fPz6#5H1r2jH2f*dQwct879m_aX(M;;Fdq_&Fr z)296Jo}?^xG*VM2iu)r%N&5S|GK%CqjgGRMdnzh|_LZXAKihY0nnfJ?iQRj!S*YZ5BrH=5Fc$aRjg{{)3J{5))wft{zQYxdfO?97m5Gw-`!g zu{wZMiC1nBXt}<1q3rjFynl({D~$HR^A!v5iEhIsqt-3t_NAvH6@A^}l`x*Dln1q) z%?7m&q7f$Gb%xqesICTM=!J!}8{3QnA)S)f`8|MQ7wvQAtR2ioODv_B$gRIGwDWyx zSN!fsJo4_y|90f_-d&H_>9gy>k!xJw`-S;(fV5mODBlqWB@Z1a+kb$j2!qE)tGhmp zu_5_4keP#;5u~_&mFaLoB3{*}FPVfD&@rI3q1(l%S?678e2ke{oL)9tVXWZ9Rn-`1 zRFfr5P1Qq0KPy!W4$vM$meF-vyp7$>I~uw%Xx1e6NiRX}DP8$iSRNK)8@hc@{zpE4 z0)P4v6>soxyPTltRW#BpGU4z)qy3YlWxFK!j{3qceWXb^TbaM^h@JU**<3>*ahaD4%$$BZ=OVX#n*XBJ zz=GBBKMEkEf&^?F$kPj z*G&etJGnwn;ZyFru)4vQQkU7?y;|W~p|-jS)#l8hV7*_wo!b6kcV|aJ@iQQp`29?G zu14~!>5xw@0{KbAZHDtoZ&HO9}A%xBvJ%@j7s#I+U46OY8P7m6v?N$n}GI%2JjILhso&#cWo})Tg-`?pT-W;dIXB)())}G|c)E~2$m~|Ze#_&b%jS0p$a+jq2>+7VSe-y+{Ap)9z$W8%_ zqQI32k$C^dVF67x$SlAZbEf{Pi4EW#mKW;_BX%#{3SZ25&rDZ!G0{G4$(P7|NoDNJ zjy+r7FX54tODF{vgF(&Z}lX$YsfE98foalI6r}KIjtE3rF;Z4>v`^ zeOn04$n>X6^*eyQ##02a5}1-WyQZ0BRo{>JomQPsh~KCS537;L{^x(}{v6K^y2^Y- zFtvP#p4Y*ftq`>764X~02=r&7-)oFB?l;`mC4b5h7g3cKN)r9KtTdL($jX?y(bu0= zv90@a8Q@WTH{XBIRn3>7Zwg?vmE}r_E-ZFFNos=vD37R>*`|y4j@U()q=O?XhlAD@ zcIUzc0?NvT$y#}IEdvFT)5T-aGzAmqO`BeO-EA${*L>p}#7h6{MCP8u8ZmqCb1nC1 z>4;NcLbg+JPdI+Z3cUIoGjIHT(#By=`lh@gWNL0(lcD6qxn+*HU&{sKGSk}ivR z=F2H-W<&{eLO|yYu5h5=*ard71mO0l+iSVn2f%>o50n`myQpsk0#?nKacGGHpay)j z7@eyy8EK6wQpBK+;Lk+O$G{%AHo_4eq4xIn1NP$54-s3M;6$%l1Ol-!mH8}{Irb%R z@*of#pp}Qn+@KQKwu1(7jZW#*1r_19m@9`55T*U-ASvfk>u$?%Il*r;VIShe=IO{O zvK#~w_`qnde)sIuTm8^E|6qTP?z67tXXe2HZWJ8~aD6CMB2-VaD0-gR47$+Mz4epX z{HRfh;U2C0f;B{At6D%K&lSzN>WLW@g01=sUNpmTdaTfpJga=0Ws0QD(fQboxbxBN zIrWm9)090~+prq*-gy=~m22(*QO$PjOr-CuX76L|aVeE?l?*mVw+fp?>cyd)-}w%N zexg9cko>0py;Ck)GQWGK@>1PQJG+;&f8I~X$~x;hcrA1?QBji^xL zdTxi}{6VAzhv|ZCiBx!<3fu7ioVOs~eLUv{up1?jE!1sZO7)Fecw~Tuo-k{pp+2GB zWN`QNs21r8EAv;~pEQ%L!7UFEBoEUL9rdG+lU2&LwK4!`=YM&wU^GeQrvjM(9vg}d zQ{L1?chvf6@1=z0ll?sJI)|)dISx1e2=`&1uEMRB8r*b=_|Bqyqp){EH;9$fQ`R_tfv(ch?a$Jn3G%mSPYYK2RzBN8`u zizTyg$Km4^HKvO-NAWXNY5VQg(N_*}iyzWCBSJ2^2gy^NtBS5GWi?#qNY$o#)$6fe z+-1Fh^~R$R=fQ91>h>l<>fzj?~Zqam?4 zR+!o6RDThCs7B1$xbCGB6`alm09F*mSKXX!0epxLHBi6MfSg=9G2m+7= z6b9*vh+pOscOC%b#dfKMmGw9BKq>UOxWG+Py74rD84u;p zcp`L91lf7?kqC1#tuQypP95QlchtCUWN3OrWe5O5aP zfAd`B!>xx9$!fyJ(dfPGN-{yR7UvL*8_+mvC87-TM-aG6s;x4&xry-++K!0NR~I1a zEmw>TVi@~)jqAc`Bo40kSGT5iNoXF2G6*m6V(bAuyaak5c)EZt3utZB@>iE9+ipoH z?qa>~@w@dH8cU^)h;)2BrLBm3K-abBvuot>p!dw*er>lHHi)($j( zHyZ`LBLi2tzUiBY#uyk9Juqd-C?W-+bHvK$pdV2TC)e3^PbxW1#W9`<<-8izH^XxugAp}N4ocY53+=LR#JIF+)bSY@-`rzD++2^J%eZ|Jq5)*b#|VSp|80W5{tq8 z?_q|5O{bf>7->w&(K>xtRE#Jg36oEnqyN(p8j<#9A_tN@#XCJ zi#Gv0U~pH!g}J(&)4u16aA5jaL#g&*=|vofyA_@*h;WgdW~*QJ^+;6;NJVe5hz=5(#^j};a2>difS1+ob z)5x@Yf({s!&%`(i8>vTwbD%@0P}hf^{LbZ1aSab z2xNlpZJrO7Bsj$|Nw4Vn@XvNI-h7N0!*_S8wcv0G!Obn8q9tC6cx`O{;isfzhue+5 zxcAY!m2u2W(2@?Q z-cFpB@b?62nCD?O##4tDi@y(Wm_BT1u!w6c{`PCtSnU3Y)QlpwA|||b;`XZl*~7k7 z0Xw%tLb%5LS^GkbH)Z=veMBz($&>d0z}|-5cf{8~kDVy53Oi;^%Duuw{E6RwQ>Iz_ z+gISxFwxqi!^PN(q>W!(h z4irE%2@3KNf#oUquLr%9Xws<}Cn<0d46rtkQ_JK04q7;Hw1Y`XBccJva39Uk!PpZ_ z!c$+dAdfzzgS=F)g^yQ8T`O&W1eSbF+w`2_zSZ5+_l zN~cYw;bkXdB&xQ(0z$?Udng0tKe=1IplBJqLB@960>5kw`9>D=#> z(if9wL0zdyc8TpUZ}9x-YmM;s7e_S1omxCvz!?pGGO)D(GR=ST*)<7UP3Z-$u4Yk% zA3E${firh-%KN&mCuO>#>2{+z{@iWu2AE`bX-8^jY;=~C{MTaOMpjY)Wl()xi2T#; zoJH()q%N82x2I0^%6aOu$t;-$`OoK0Xk56wHeVQqmYs)|wSqw*r2hQRpgSA@K_U$= z;tbn9ieDRDU!>m&0+E?=4izZs^9rPrkPCRm$Z=t1lUw=Il!LZ*G^g}HsrGoH0RIs; zjfu#=Y)TIxU$WC@#c-5u46mFbFa=^i z`_mazeuEl0+YWc3kNY8D_M(V?$ZJ|fHruADK>KXF>phPiRo(t5u9$nlw#v%3N*#IV z_JFKPTJRaG*4HvgIxt~7=24Ek-%7CPYgLz-jf4#oGT0>D5H{}A z(`Nny-@g_Q)W4f6u`gOHs$yY36Rw|~U$6cm)pt(UxOWD9ir0!Pan9vm8&h+!svAX_ z6AJL*LVcIl+2C^DA5Ul@F}%z%3yclQA=PVS)W?&Rn254GDc{{zl_6Y*1%^MdqCmh0QSJ7|t;aCbRv zB0|F%s})0$(5MlmCOk+F<#A{fNq&<5_+Ay;F~&Hl^IIp#blkOEq}(&H_owx~GTC)Y zS8|mnFTl_Zx8{{m9SS(Z3>ZBqc_kK`@X6Y1KFNUp`w3c`8!KgTqApg@07e|j6p-#{ zM;Qcc;#P7FUnLy1toQULjXf{>Rnc~V+EGc%EUK|MbFfxa`D0B^ z6c^6}rZ!#Vz0#tXj-*1Nbsm>-S3xAOw+sYRvVb>wE$2H;h&*v20+PH`c-x)j4fx7} z`Om*$O{76t0?M9I)Gx4cC{(c#>0W&XWKV*7rhB9Slh zE^Pc#Ae_V1>|z8UuF&@AE?&Mq_GNB%8c8yktbsqy5 zjhOwX_{w#T061Q$Snu$%7;mZCDyDl~Bb=+#3?Ex4{cv(Zg7jxA)d;Ii9dGWbelf!NXz_ znoz}$xW!Ep{8xz6TY-x#Xu9R}huZ?MKpC7?CM-+SUPkc`0Y0s6t=;-9%$DopC`xRu znlaJ#`A*}N$=u9*2jaHn^N3g%2q%6;#8@C>9pJN}0)@;IVljdZk@}ZameX#NFHFRp zRzWhkN$JzycQ`}o&|Gd+kuSMFG}3-L-o9%X7w z7PwhrEdBh#PRPtFb4_Y-G#6P_#{b^;q}w9dd)78W-$yl~QRw2SP}5EI@z+udeN>(- ztWWdr8zlC(%W8xaLx;9*(zJzQfw-y!{fDH^Gc0iR1zL=04zog`U zpnib7ypR4C@5B!hZ|GW_`{A5(Ke{=9E8;JWNO_ch_2U!A2Xz3j#@e?<-u#Z7`AK`- zM%($q;4sEy2rP}5|JJ!Ow1V^Nvg`niLccl(!<`&l0VBX^1ToC~9U^ zIHX{z*>^Iik5IG6x4RUAtf(F;5mVpkv+Tb9u}v8eF{qgyCTlxB;&+aOWF*yRihh1= zsE|Td6H&QcuH4;s$1E+|>#YXPz*iCl)@YR!16i1+ zv~y^q0e8A833+WjO_XLZjg|Dc!#Q?5Cz8Ka$`MsQ&bGC?-u9_r#+s~c^cfP$0>KS- zG|HYQSu=C72kD~}7S(Ut=rhY6O~urVx*hI+2J7909;I||FU)v#xkSv4 zBvh-*$M7}WBrzh31B7ciyI+UPuKsQGm%;?SG4TCBTTWo10~1ryI${mbxzz`%c?ytE z&mcA+?%HjqHywzMJi8!bp2E%VQkyxoG>-oKpwNfX?*l<)Qr zo~ySdV_atlRzy&L5tZx?y+wg@1uc^rfp?!2l3Kw0pD zkzs!Oy?ZIgt)Ski5Y)%h?ZL%Ma2}0hsM@{v-Z5ipJ6|D0=b>bCv?azB;|JuZUXlsM zK%id6LP83}y!Zao%iaXsK@@acq{j>Vsx>xGhvt+$HjkS3{mlrQ25I##3lqcmxZz>4 z_zht@>UB@B)+R)}NBc3x^jSWQi)Lj#bsnK^rR2%OcWx4y#THv^cHP` zWmrrTIFIZ?u-p+8H2l%yM)ZY-IEXkCh`?Dk^+C8AmL;2wDTpQWQ{egZCHP<&oHa}@ z1I}vg!9k=yBv%vrE((=XLjFS08#7wXTbk$RJ>qG}XHbG805ze*M9X`Ihw=TkYyAc| zegegn-`$x%Z5e=Yk@mkx^smfkZYk&R(w{YZBlGDy#rOOVI@$BPKY9h`vyvj<9D^wJ z%q#qg^`j?)B-wxccw5683lazByS>~`ZI-8bEP{ig{UU7VcFDB;Z$&g_kTDz^Fx1!c zsvgjuN~wgLMC96Bn1}exgyPXL>DFAQ%=EkpD3$wWWva9jinx$lL4EB^^AUxL|4-Qk zhfjgK0Zm*tw+E(1b+s7vM= zJf^A^v^VQr#!o!KQ~}V&e=Zub=K22<$85<^A@;nc8~<(a_dtlmetc~c8UPIX2c+L_ zrguY$jwqwz9#Go!!N}c(c#kMx!9g4-?-sZ>q=E98N${PK@>IZ*4`Ew-f!~sxke>fR z9ut@=c9qDG6)|NLs2yXzPgw?_v!;R=yrlfx)t2cP9*lW)mhb^yN>lYei>8?e$-c`B zc||poFLI3XOrK>SNkqvC<)Ji{*P9=C)(WmLTEN?=j&h2y-9H>XBFpO-ChiKCnu*A= z!HE0DT^1Z`Te`CC_#l7m$(~ytug|6#9!$F@;ya2MG93~ozR6C9ux(joII3;EPXM~W zOheO*%|=S3nGu@aM^@j%Kmx4Fx?uVk^Je+_Qm9_gfsY0VEj?7zv1`xiI%H+SuD`RwJf4~*<}k^YP;y1c!Cc@Wz+_+HT{9KY@hbF z!@m{EiKRUcq-_O8`2*0FWkKXI>*17=lW zpBYk?ASW(DB|+BO)GC{5?e$BX9SO6v21NOC!CN;h#k1Fe-su*v0$BN#srDa>34(Ln zplEW3r+FWf9^1&YKSMaZ)T!cXocXK$C>!!_^&C6oS(}O4yUpEyWOuV%3b#%h)yOLV zZv@htI{o{UKv+7;@*WUD2&Dko(io&Ohca|J;!4oI!`75uwr2hb>_%^%IGds`L0V$j zv+H7bySAts0kO^w=qCR6l&^*EE#bo;P}}|o{-#V9ki#s#k0KrbJ!=8I=Yt-F;=gfX zHOf&w|54%c%J`Lp3=4c-g>_F>p6D}UoR>is5-flEM7jyNvhDT#j98us52prhYjd`$ z?xhIk@ruOTmt#rLlp?9$)>)UkD^uv!!U1}9ptY10PrPAt?#gku@-~Z)DcU-}{%_8)h z^k`X3pF7+5+%v{SZat%#`suD2${~5JC$I8D%0QRU-J;maiS)Z` z_`i?5@LawzVu6VZ670Y6t~3Z>ieaoz zd+B57!O4U_m2cEF9Skg2e|>s)FaAzpF_Qh7I5XR8^N9I>5BAxTpW67an;A6%wbp4~ zR{P9zOuk8a1J6 zRcBj=FH8ep;`_GIQpK{4kg#3nJhDScLfVruqc^h@HS`=tcNcey3v@R8vR1k4vrJ{a zu8scQCzA;owB|Zuar5w_xuO=2W=AUEX<`6Y1EAD!q*{fba!_zI(7*t&*?d3JSqI;3 zs+{Bb&~i;trKg<-1~NjC1-y&UkPxi0!Q>uEXI@f!QdYS!LLtr+dJd zuaPwv(IVo@X|Vi=4H{5I1~=@`oXk&HB}pkl!5{}7Hme`R0jL>rT|f{Jct9iP?&#Az z*WV^f9}Y4D)e9uwQ^;Qzr3d@bWfTMrCx{IiOo?S z=jm5ol-}yJc{1h0U)mW<3u*7*iJT&_yMG7xgg^VZ@kB~o6IEbdwc56Mb}g*aG~G{* zgI^uW^&5pV+tVcLMD;t={+v^IvauGs~<(GwC-;)Cf0OcbB^=D9;T$NS#( zp^m;-mS5YzN+j2EzI$C8kT!qbTF}J*WluY%bGsr;C*hy|n>`n3?C@-Bza}Q@OR`|e zBiu}bNwM*6-eK9Xj%gZHp9c|Bg_E|p*?^b#?VT%jjv5K<9Npc>S3xYHamDG=GebTc$z74K;|1hS}9<)N$V4NAgBYroNDl7E(Ea0lB6{A-V@ z{zaE;nIqg}^_9PpAm1Ao2rOh_bi{qcvd|cyfz9%n{?b z^hl~(cDB9{wSza+yFY_+-boZ0dyf5#m0_M$jkk?IoOMX>aV%3@W0@Tki9AnDj9ER4 zEM=N|Oc19_J4_)N*5}I1{+;I)SaFww_!uH-H@0-7ZfBQHJCrOP=q6N!z%VT zl>ong{<-EQC~5#S&23);1}GO(ZHf-51apd_518jG35~#{6#hcBYvv|y4rNLJ5K4HxGYS~$qn@W+>ec^e4N=+8$tj~8P0z3Jn`kG>9T~G6{IQxa& zB1BqD&$%=SBc=pWQ*1L&J;Du}NgAO6%#KHiBN+fG34AA@Jp@wo_Cz2MFPpX%18PfS z(3^aiyEKmP*BdVFxPhp0(AN-p_~2{!d+>R!w#wc2UM)k~$%>5U1ff;5viAU8k|O-M z-CGT8ZfVcPW=bgVu>lauC@)0BM2q|y@?9?+fj9a3)c%go5AN=V0X6FfvWCa95Mco= z6({w@lAZW{9+3p?ly06^ATOCAhmHYnf#p}QnuL_2|5p;OS0$_ZjSDQQL$~k0BWY!^ zDPOg6eERiHLjHmo?NL-B46oFINfG=jXt@D6ql~f&m((#Y+rAmx zbzjFsO1lc5Y93jqxuSeIC@NGE&HsC0p!k_l!3i|!?`ope{+wUO{^ZP#qAX>D=IZ(V z#ml!eQCai0O?b_ek#bFNNKrlNIR-Ax=!`)1`x!jU3BVWpSbl{iyEu`y9}^%wL#<(7 zI;aD9=*?FI+ISQIp+JrMw*mS*QfOZqUPgOLEdymkoMkFl$rpT@RcB5fJn?o|tf#Fe z3(N&!?=SNIK1vj(E=e8PiW&NmU2Z(%r21nD`Ql@x=H^?oWa(lNJK?q_tdZ0^27clJ zL*>HjO1+l$1*4}Y5`6p}`wi%XpI*ur?yRS6eSldMb+*-R>*OhWkt}LbZWs@=FexQ84vLyqUNFI7lqXrxpF1afsWb*4*$|VINHRh0LHMp_Tlz)kWiwk zM0>gT{2L*-8#+!a;jQ35fq%52lr0IG$}xgRT`v=O-Vou+Oxyh*OIHCDW!JVT>28o* z=~zOfTR<8KL0Upey1N^sI|WHmK)R7G0VSlnM5H_Y&+~r&&WQ-58g1Qh)QlbJ83xT^Mn4Z%=YcDq-&R>8j*{E-b2mk{F}JF zCA3>hK7=1US|!EGo@vK~C!SZ}Se7Z~_(}Zr^WopZ4aGFCgwalYqP&Xp767h9d)~@P zD1eU(foTE#DP;e8{n4rD_O1;Th%eq*Zt-c)R<8}-^RbkQ&@qn>?093l$r!!Dp^KrZ z&=reEPgD0BGi!4BF+Oee*YN@ z1NIiX#d!}2#XU8rY3qfNbQnWqNZkTBn^L$!Y+zpwMurdplkz<{3J{DBY{CIr1mHxb z_T0c;YQojm8BxWP9t%_0@A?hg;UznkR6XE)0YDniDTL(Q0B;uZr#jkI3!sD&E>yrk zzdpG;Wxo+lw{{?(wOhmvsVwPx`Plu0|F4jne3A2e3UBuH<3)kJ>rb2zK#Y!56laKakTDPam@u;fR}U zv+g_UNamEtW4o3n@RmpI!ryC(k0fZANc1DUBrbiVMcTKhjuhNdnI`Bfq#-fOjxfGL zUm=cP9{nz*R7kDMfW!L-8O4fwp|6v@x&k};;zU?Y?&~?s?3lTkq(gLeX$WhaD+-Yu!f2kzhMEb z)iI=b2(3e)WCEc8!IBCz4f})7M(MfmsSXW%U;g=6#$4V}?0QW*-h+dK_^omv_poaV zoLeWEPDBvrcn+`Hbg*@PPm_c6O6*DwWQlOQEl@q@UJr9SP1G+?Bh;-JN>c7LBPEo0 z(@hHg{027owPFfyNk^zLiN|uKzq6o@V&TVA9ZVnuu)5frNB-fajS;)JJt`F8a)Iwe zd%sCd{}F$|9zL?!cOv;Zp7mA|hp59Jp};nRRlkqFw^#-E*^`D6irQpSZ_IpfOuObE zyx)`b(0`4)l=v(wQ^&Vw1fy;zNaUN*??(={E+t$|Rv$!kY7O=ey#GT_0MyJHfKUQf z5;U#@e&gI!xDdJR;f^Y}>H!_u(NI(C#Ac8R4 z5w!l~coKKq5CI9Q4nfZ<6w&$^2>UQT_x1P!SVv&G4!96|b9!I+J=%BkxDK?yR2PWr z2sMfr&$v~zY}h$^`22^yZ}i>9dH3lQ;j#ulyr5E0Z+g!SV)pezqpsV-PTD2=%et8V z9yfzViNOE~ZWQQOU( z>hOiEYJbkTqT(R%*`n0JL7)AdKqQVUu76snme&;0rNnQ%sB63!{H<8T1Mc;^taaJCHsHV0iz(;?b+8ov*hMpyWX@^TBd=lKuM2@RgMNiZ?)Z{7=uxbIc_#1b`lIU#f)^CEd1zf%Iacs2HyK zqSU|c5gmYejOw`nIXTYK`Grg48Gr&q71AoC+zIV^Rv`-ZM!ZBER0DxN*~3F8f|4(U z2ds#Hq_1}*oAHLG4xx6XX%qt0Ixt`JCP~~5(s%7ZuY@S#fX=jF$Co|2xLPI(mv|P8 zP>pO#RDB6-4cxo|q9;Y9A9)%NfJP?T#&f06bighvd*#leZQst}Iks;k?Wq95dlN&hY7A=ZP&{oL|KV`jXzh1ssiS88`r`Wy#K0S_%HmW-;}=O zMVFAUW#+tye(i+K(aJaWrfPbYD!qG+y+I~LsO}n};Ch3jCUuSK-^+%c^e@s#n2H!X zNtbg=J3kN)sr7vgKT!1FoZL3@S(ZL}esmqYjqx;t(`4EckD010iHU8Umd$}7` z$G&^f$Zo9H;5pjlwS?kTi~a{mtp*HeNCOoJ+d4Rm2fLGfh{%K2ZuKkVKbqS~e2m+V zHrhNC?x3li=lB3>&Qf0!bU%~+#q(zAdq-bFX)rlAd-rayE(VMdiCv38_BKR_jBTwW z#Q;u7e0y$nSvYn2D)QwC4D(w_GE8kspD=Q?Fk#OySRb(&lIkt&@)Ml=f_vyl}@~ZUVxC&wF58vbfb-D7*slC1`@)G26h1 zy<{$t?AnDP;g&gNpJhbb%MSgq2GfG-ra-on&<*JIC~_M6#+RO`md~w`l)brazI}Gv zP0=EWYWxszu`H^czR7_X@Tv1&WUqb4-o^53)q672Wbz<0TY}@Kuiu1pp^3 zow+#|l2js!0$zCCdoqMN_4f~x9O4vo2A6MAT!KQ?grW(#C+|KDIDKA{LXipt;U;C| zEe97Du(kuZxi{9<7+{HL<4F^cc2my6dbqac#5Z`FZQqDjSx*~TMvWT*$)DmzWYujQ zo3obN86VRmqgo-LcGc6Sig1^ID7}g@c=CjU;1uv&r)}JrBu>EdxumiENW;9`T)}Gp zax_?A*vk{VzDH{+G@;=S2h_mkM;Nu(Nv3RG$*9L_;KSk=L(vHX{>YQQh&2m(*_(if zgWE(yLN`N^V~W~55~v(0>!$qFN2VGpag!ZCK>;Z?!G-9uTm~=3P*Mw}%9Hvieb^V2aS~>C9(8%uyvzs{8oe9kI+VGc{copfnuej(8fH~5 z*5DOS9Udk0WbXVrLdql}k`PR+#M_m)*B3S$96i;2)zRu(-kMPC$b7zQ#U~B=1i+LA zp4foccl5V*d>y1r@Nixm7=Uv_1tvm)z3B{n8?axs6X!=qf<{f~i=W-du7p}FvMLa> z`AYav<;lFaAA-b=^8yDQ5m1{`U-9c6PMYWyv2g_G-Y;`y&g< zgX9;jp(jg>m=Ja7QB+BHm5-95@k)x#UsbXG?X@}?iZq>Epd)3DY#V7raYLrGhK*5GwyviTY%@ZFOwo=Q;1vf2R`k`)Um_tBAB@{^(;lZR)pjr$Lq!Xo8t+`x!y5B zv{j9aovT}R^h%E*d+~>-@c|7@DG_`kr*ZnC1#c>E0aaWC7Y};H!vx(zMGy)bH6~

q(DJrC~{Xz_RLX_c2}Uv<&NZK zC3h)3O?7++j;Lyzld|uC7nObZ4@y0Y7gqTDy2#Nm8DCOmXN^zJJhvh;{3UPGl4@EI zbon^MP5SL?28D<#<>QmpWiay_Lq_!Z%d+-nPY3@g|4mNwFw~=KQ5Na#aDGx7FdVy2 zA(J-G?eJlPl6VeI!(xvBWb%j}L@cT0y-fRiHa6)-a${rUM|n4!BaKzR%{nHQKr7pt)0+IP3j}kIk|*L{&btCjttRa^KaDq zlI=$_l0%xtn1edOEJn3|S;;mD6c`p~aym^$1 zZY`1123m93{t>t6wnctUg}1oL3HZa^QYF!w87nV;LHsxPlbOub)h zfBtLzQ;zKp9JglmWai+60t$9#tNS4%WLyNy7t-aEi-WTRP5Ko2_o|)k6H7A18i2H! z=P4(PQ)XaCDXY*4G%|s2(C4ZufK-JPflCc&lm#O?@b>P~Qfu?^ z%n>JkRq9eKa(^sNv%-A!u-s(^km>h_0TTZyz5H9Hy+giR2)K1{I$rPF7)y(Yh#2T_ z`h)HP8^&%#V$^6%L6k}OD#KB9vQb%rGr%K*lA^?jAX!e#{D&N&xEe*0!Ks%g6c{SL zFAj|?CZu}m0pHxqV(1bL2tK>KPPyPyH0VKRs8JQ<#@ZFX_L<04cIQ*3wcCmx$@3EC z9#(Ct9GO*%R~{}qCoqlmTgDZ1xPG&EzZrE#n&Y_r<#qHy{v#a9r(KbnHfmx?Tg$(} z0;M}gs-wT2WsO7e<7X*S=0$@~?&9(zlrNpus#ZPx4M|EAbo4er90-I;Ks-SJdUYQS;E(@YI5&R=LBi^CGc#gfS1M15&Bnvx zxG(Qn?NB2HT8v#q(1ng;p3wNjWDDF4LMB2P!ntl<`@%3wxvzVD4AWFfxr}kB9yZuDJC|Z z>XrG3r-71oySJQD21~B6Wzim!h+$04jA4(>zylNh!XNv>0||s`CAJ1VN}-xnccvu@ z{27MUc^f_;3g$FYp=S(x8j-}vBquiBy#qobbrR<%6e1qOKj^1hD-ExHh`{R=R1<|= zb-O%vu`iw}4PRj>Cv9Cg=?JQRMrI09V`I{nb+|=fGH;GM0*OO+P@{aZ`Lpg**VvF- z#Kw(AvMrPe{+NnJkT`Bq+ne=L_`AFOGUeT~ zaWeYXYjm1nPQyFRdFIi0{g&*#&`V=xMN0vkWqeYGo7Y@VfomL6+=Ni+owBJ#Z>qGy2q;R3=;| z!jie+joQBS+L$A+Qhbhe{3)f_TxO7p;hW`J7&2v--eT?JOMM7KE}7ZclX6;>?#zUF z0a&8P-~oCkSRV0NbgNk>pTsuOpv6NCtue45`%kg4)qRu*BomrTK2^pw+}CVQ{GJm5 z33?b+|AIry;uV5E-ZiBnIX~5uE>9_2C8BlUL88e|Nzh=xDj|$l9o9kl5t~P++Hpmv zthpQpU&{>)wpM0|Jnbfl;l;4Ik;oz;5CBW ztQ{2UF56q7SHQM4sQ=YFBUy6$9QT=v>YYrBi-Z#4cR1q*BZEXE`d#v^pBDeb3^vog zyxu{X<0v9E6rhR!Y2T<`uH|@nU_2Lhf0(oV6Lt~#ZS4pdju)Sd;S;X7 z+&X+41d2LPdV}&0qPD(dO9jQx%W^IJaC#8_fQS{Kw3CO+iO9+cll>Hb_t;IZ%M#`L zgntWmWy5@KUOYY$D6QF7n``p44(gy_>uqxRWQaUV;N4gG*3Dc02rO2{Zf+U!aDS#C z5c$O7HD5HTq06Pd%aCL+Z_%o>z(+%uL77^Q1Dmzh@h?{&)SrXbdhzc-G?Y4xyEwN+d$gLIzb0V=8~N8 z=I^s}&#B-#w4jy98)49Oo5OtiVfHz}P1`=FgAjMk_RA)+ERL@`Z6wOy*sz>4KN>GZ zxfU-wX5~J7jMo%9`Ije-xYl9$J)M}4Vlo(MP$Bmt9Z)n?ygTQp>+#v1Y+S5MSBiIo z&uL2<(?!*LhgH3Hs@OG$)Qm(L0@}H_xBw~?By!N*9jpp0Rd*k0vC`_=Gl+_c9;keu z=%4s3_l*yAyX)5R5(J>5j7Oz$jypf7D6bGWUL7#qZm)8@YC%Is3X=RpGJ=>AOs=j_ zNX$HZ@ft-gCp7d$a!F*W5Q@U$u;3fol)2LA^gusGiGF#PM3NGD%0cX^>9%C%iK5F1 z>r7{bpSbCCZ!cqynXM7O@P6@^Gkux)+G3-BLTh#@p;(3%Ha1!ZiJ#I6SAZaAiz?BB@+*&e@w`ftK-jgSRvK7Ia zHSmk$)d&mz0&%P^BdRd6P*FJ0mT5N{i~JTvJ+JaF6`x6neO6N)GDf zaRS;UKvMuhcnVUjulL1396X@#3|M2sTfAVej;NfpS9!H>#(b&o)wKGMR7?6X7j>bj z%WoU>** z&Hp6Xb7{{gqOs%r3n;$^ayg-Fmg(4n;X&v0sNmH;1|nCeB;DITrg8`{bbJJKMFq4r zEjH_5u~<`d0y>RK(?UVHaxF#S2Pp&s^hm)yGdQ6J=c@2;EfYB6?8$2diij8{QGDa4 za^Aa#up)D9a;FmvcPyd)xp_-ENU?T`Dmu2{DfEina&w=vz!lv6jzsZGG5N z1PyQ9cBH26P%|kv5nxM~iA$Q;2T0*WPtLMiBi44JIT~JcqJ;!8S^f3}Gc|maCdV}- zqpNPRLeQ9ddFc}Ir;v48rGZ(84C%2^sBfvPKu{f*PSuP$JRKbBV_*fXTXihy$T|O) z_j~U7MKIA4d?L3x{ammpC9)75EVHE1!6OCCRB%#d)HfLx+gp};dXVLBv*EnU&&;A) z`OXAI!EgJXeWZPa0RCv(^{B%|Xe$(qBS0`tPB1{gSSU^@>PJgiZ09}^VVn(pex0Mj z$6RTBW%}9rhBZ~isU+GbWH|XpvqF@6rDtmL3>Bd*;0XBOLk-j7K%^Tc38_s z>8%)L&^2;_sYXXK9#UI8?Z8)e&Zj^Llk$Dt@KW&`=*aq154rKqlZ55dZ$NFeI!bA> zqh$cb0?p&eK2w#pp4BD6T~!-TN%FSzlD~XBL@WV^LxuVYgh8$wGTf2;J>-uAYoiZWxsM6K)%}}cA za`ghY(7gg>Fs-Z6#q$6xHF@#f(|~g}&I_nf8W9mhCw7ggJu_GwU_Cj|ePG$f1C> zu>Yr1vAA%uxNcu~9i(evlgDOuI=pShx-x@n3)ufPf`x+hp(1D=d)!h@1ezs9yBIvG zD3niH!bmdRg!<@<0`Yn0{s38fRWe@b(QCu>EYwo-7{8T$$;qMP?j_VN54@SM?{#C} zIVztxcZJNe8&mS`4DHpy#1GegTcs@O&K}b~QI#Y`k5Fq+>y7n2@#DpAPrN~=`1OJL z8AE}V+nV@N>Kry-t6Zt`h38qfBY`!Qmp`8&+u~>b5P89a?GIXPUNuV_-@D)D6#99` zUr0ABuw54(n_o|i#tg_7s>LkSZ-st0QZQW!FB)|2tJX2|OH-os1`ptmgldCN;Zo0r zZO=m`RUP7w9`M@uO;;=fqEXdM&)C?Q^3ycj#~?ML5jNtTp~==LDJ|tC6eA%a1|y)G zV@T$(G=@qNE2Ws0H%%pIZgJ4d)`XOQMv@#vfF+wCap{v=rfoFIiZ)v;Ux)i2&1ou?6)(f_|Z+@S?(}C>(5|l zaW#BKAGAGQQT=QyPx5Dw%d(5ObK#ONMXH}nN&1oASfu+8hpuJ19`c@bW}?(0!81H| zxJ9gp?76A7WB1ZUY37c8GSOeJhoIt=c_8DUB@Lh|pwR_Hm9+HquXS~yfUv9grDXa* zwYfJ*?G1@PrT@X=x;X-AC| z^MM}s-@t(E!Ls4_Nq=DQ{ofaG1$KJ>Q!)W8JP0!R_wQdSk2F42>NWT*?FSaPti2j` zH@PkiI%1^EPZqN%NtB`BvaiY_7h_{h-0QGH&f>mZ(I<=NZoD{UUXF6UMDzpl7xyl; z)-BymIsdSfHEYy##>aC+21YS*=cdl%{6?2WB+BQ4emft$Vde}-PA<01D#7E?rR>Ih zzR4LM+Slo!OleZmJ(m46lDkGYG3mzXW$yS~%0Y@Cl|aE$?KXp2BlyO0(bo}$3%=U# zWqr%FDK%=ko|em=;?9;`Irf{ZWHHK@Zr2_qE54l?ME8&MSo3eN1y zC1KqB%S*}E zRm#W}Q>WT;Z%! zF6%L^p1!6oXxrV>gbC!Os}#CC!7W|c&$xED6@HTP1~{2mIn3%0IQ)4PoII2xWpVq0 z+sN%PYUtNYQOoi^%Wp+I(K9ILC7N@;J;a`AAWoqcVKJ6|m1p0E3HlTvFxLg%U1sLH zT)UTe3hIKC4|FZBPj^6?blMsw;o#s{J=q$8EU8IJNgda^AA#1V(5Om{xPbe|;@k3-|r0>T&o;+ysGyk_!>oRsc1! zUH}7!JPrR>ivuhBsJnxi@mp&&W2K>fe+!P5KgIZ9&TYS361eJ{W42jWZSEA~2_koEDb3o@=m1!B?RW68dL`pou5icArQi;fc+5gQXv zxUG4V4S^(@)$VjPT17Lmn}HxVRKRv(iJ{PtI^(lc{o^^|zp&hox}{hRR-AOq+1%gL_zAL2bTcpSc`dVVQ`vQWpIJ*&A^mp@h zrr7@+p_y-}b_@ z$?*o=qcxsmH(yI9E5R5{N06iyQ4%7HW$+oC-8$aTH0L79vvRq${UVGM#!4Dgux_R> zk>FEfRsIxrn!Y*lq}{zUB=9q$vWZFyiF->;``|Zg@2pyr@m-apmNe|#Efz89a2!?n z(<1{MRcCiz<-ZY(jg?E9e3}z#>}4bd#4UHL-xS%NsN5cX)^&ND_t)iaNNKeHv{Cd` z-NLXEyn*WtpUB3BA6fG@Y}CT(#hYZ7%~oIy@y5giac3;I2Ndqw^*{}6zsFAkQyKhs zsl8ClNt?y@T20yC*P^@YM~QN_u~Wm;AY7{zVZ+KHq&zTfV**%;Kx_i!;O^7IocJflb^~h_d_NlHt|j>~5d*q`Ds7Xr z4nzi6W|qyF$54ZL#1aguOP3q{Pyb9cij<-P>x!iUKWGKxBO5pJD`%Rqd9L%weu^MflvTsxLSj8+Vs_W^ zz3bmaS{54AqO)|R!^WLyd7b68kp zswxxGz6Pbau}0mQm%_Sio_SAdd3#Bsi!coEM5>;j0g0TLo;Ujb_q7dqb% zZ@G`lp8!abKwfx&tEnv`r(P80-TK+U>r_4uv|GogodM36Nu-QBu1v z*bfYBfLa;6GQz>Ph0OGxeJ9{wnYW7S46CbhUH}(cGLxF1`kQZk;f`$!#9Y z;rv_!qrYLOg4c=r6&q%c*;glO$=(m*j!f-~4t5Mq<-}M<&kXCU+Q|7a+2|_IyW`^B z_5ba54U_E`5?G{H5ngNxNGvfS+|MB{+zuRcFS~pVG&x9cbB-U{R9af)zi>=f;4HLb z6YvAaIA|DRWYiCG!`JHSz~W-Y(s(OUuU`;`Jx#U3$Ru9X7Ewc)Muz6xUeLhMU z&*$>4^wnPNy5@8fc&X0F@V@#Qp&rT|&CRsppk5aDwJ9Y}gr0f&g&u?bJF9%jUFj@b z>&RK0nCUm zmeSHk-iiUO@&&t|5o^4F5e$`Y_uQxaX}IX5Xfrf z!fqvefHr{Y+`HXTFUM+zp+#?&FPf+uo<;~$Z7A}OpEhPN+Y)BF#`>7z2w@`}W52?d zhU%562INKit=he%8=f2!a4||gSn%1whtk`$bWXxFIg?1?b}e4K=j`LD=e!Xisk`-A z9&Y#qiNF z9{A=uw~}eh`@rW3Bj?*z^(&vR<_w4V)p0KgvxsI;5cWmhp=DQfzsigi#AhRHPH)S@ zrh2Q7tNe*93?D=)@b*R&^*J(QS2KiL)MzF0~Ic_AsMlc2pbI6D%Yb0m1|i>2J* zpgZ81lS90-CdlegF)b9Oi1qmNa<#+|MJxjWP4{qXx@nkjTLL z6H=%IKocuI-jw)@_7;ndri=Z(IHLcZ02vTeJ!}S|_)7bff`;aBs45+hm`^};4(3-t z(0Q#RoajKNMZKkgXP|KltN=()Vm~kHh%hezn^4gC0Bt09RsbR#V31RVd?FeL!$hI`UKn9y@`WRWG{=OSZF0lgC`mWnD?P3 zkzkw)lA(4*@lxLpq;epo-flGhnrgZ@cx)v3-M^x>vIS?}w0ZGgcCxp14>1Uoo7$ccMJ;dS13B7D!<3@uFMy`4KuA__;s@;0Efb z0l>Qq&)#%?^l%L#rQzBjC-9n}5~Id{iRPj)8ClP4|HkE5unmd#0qM z1R01zrpvt)JAlqxG0ppcKqvP}TfktrOrl3tncS2QmxnT*hw42yc^qLy z`(n)0IY{H)GpZ#W>fR$;!A0fFPLnl^g_?^y< z=)~&sx$n|N>_^*?Alt1brDs{i4LHFF0Hg@kjbw0xZ>j7$ka0C6dfXFZd}j)k_hei~ zGPQGj26*NsX~O$!PV+Cdn)fwe3$^k!%LOn@?>y9mF+r#DxdmVm)6n2}x~;M=y$t~x ziPS`cnDc!JfmbpEUlP(7Xc`_5ag_Y)>%y<>xe!QJPyED#0ok+dwsFKhBdHL`zL%qE^_KvrW%yIAcaDkE&z3c3gPZ2uWgi( zO4`l{EGzhiU0J~#(8+;bZE4I<;iu^wNcFj@FB(rbHTt!i7o75BsNDVw=sh0=<7Czz zh$N1QfElMJ$S-jk<)JLmM`IoxM3CA#A_6e(L!8Sh77WumJSvyTXH7AEO^tMAS&Dfo1yV!=@`Oo;o7 zQl3&DgFdXB*gdfUx5;&1mE2~tXO~5J^j#P3FyGtBpy$=WmZ9}BEqFyzO-aT$RrKdB z{L^E^1rH#iJ90Ae;ps3eaQJ`8OWXZgxGI!G8hywphwio`-JP+tHtY~&=}kPo^fF87 z_M7?Zg7M^c8D|*{64lftF~4TsIa6CK@e<9C8&Y$|)o_k$#*MGPNS3EOuz2I-r2Y@| zcHp^cv87_1*iwqlftBgWw}o(S?D~_iyRV0UfcZallknm8CHu!%T+O6!vM$E*wSt%W zP3pEJ{e6tsQnAUn_%(Vxju$uKTosffS@AB ztU9q76_d?*mt!PLG_ZO8Negc8`=9$4Jh%hD@leTGWWNhW(*bmW#^2t-a_r+T58@-6 z0hG$}2Ed9CT<(#P5j`C1#^;k- z7hWCZVxnV6HG@B4)hkbCZqP48`bqX1s@xI0rIZig+w8{Im>}yxOG$7`A>J(rieNed zA~c=J{+;F4d+^UpO}KY%3ObS72_-D$P5!0#S(|F}-T-W5rxZoTeN0;~FA7kV1K13t zXbmpr8vOH|txcF1!AVh)2gU1{rl%($f%-RT?ZcgOEgHcHvHc|*XBzNkuWRM8F}o57 z51GGViO$)H$9gd*Ac5(7t`qPKXd!fysnh zvTfBG6t`$z1frNyNF$*S5Xf!tfHhJ8wU` z#kRGet{&rm!zLeW(=1>%civx2X{k*>sZ4|Ng{}A;0gs$vq!Akap2l}RIcWSS>?C?&QdW3-2(x``tvOOq(J#Q8D}1) z?AMDOahiA#19&v_VY34p_-0w&qyv#=lXxPYSt)46=4$OVwfLG-Ut|*qrC1A?2k#%T zChTsQI~MU551ukhi7%HX?r-yy+o5VqxL;ULSE_3Me0N$xV_Bke_C0ij7$YQb`ziVF z*A{oSAM&yzkP-rkO;?IM;8e$|n_lq(>N0cwj=2>S>paWsl{RGM8e+whlfD{)!e->l zgB~J2&Ahdn!cKQ6IF5C8LaX*K3>ZY3-_xff{eQFD?6Ol0+!P=QDzK7;wv1!BA`x3# zZvn{91k8s3BjMcJFnM416C>G>#m)%$;(KHx=fhday1p-Y5MOt+t~(o!oDzl8qlO>? zxjSgs1|+Q@lR#iJ1oq^huAcY9W~CZR7a%y-y>?Fg4S$X>p1jwR9Q@IKq?w)E87=vh zy?gGu{{qO^Ho)KYTo`PNp$;5;iX4dm=sO<(9}`+DLmvthi2o9i@)|EM3P0ujI6i6; zSi9kOO!Xm_^-k1s=8=;TH5N^^kefTOP;J5b^wEAC4;c(vxdN_7jvNv z_HkGE!E|-8LXa@*)&p=n*K-ejfqmj{`u`3-5M0!~D+TgrKyBg(86j!xJpSQ#{Q3@X zg8YvU2+7?8owV2rovL+6c+OH$NpnD&!Q32QGDQ(xkr8DJ)0~(-?s+dEc?7|_V7DXR zui*>T#?r+B?DMZi0fC_Tri$anef~vTZ9*xHoKYig(A}8=sU&!3ri*Ulq9>D=QY=t= z1nc&*Ja0mFKZ?^|an3o3Slp-MX6_S9#rAC8oSh|(SA~{LNEW#sdmk;;I_W|`IYrE4 zWPZ*JuK1H$c1!2vnaeh8t6K8N_YmH{$t9G+XjYvfsD|Y!rl%N9${{Z|8#u~t?!QY_C z5fL0-@GFJd^+f7wyFVL)NOc*vM8>g-A>f~LBIA!j_Z;~%8Ts_c9r?Ls!1=Oo1n>Ic zT=qrlr3gSAhBNbFcs%W~l*%Kfa`W*g2V}Ubfqz%D8<1x?w}3!|3kX*pX`nd}#YK4` z-P8$bazWoV?ZX;vKL9O2B?FLqe0T&6UGyTZkAb-+h;4U2@b2-!6*zjoa`pad@P#XRFB;yqJ;f39ZwpJ;ANuwDIhS3W`AL#?AT zWSe0vm(HE6+13WDRbHOovjgYixkC!SUiK;}^F)~UCq0PAO2J|@VXRNI;};JS;%Meq z>*HJG%)L)Sh!1dm!fm8cT2=Mu5I)lEHciFhn=0zB`iCQ}qokbtY}g7FWo(W~p+DaM z6*8b-U~fHXrly-ga`%F{y|$v8>*jD%%Cb zs5v+&1bVfAY_xLt&g~<6RjuhSk50#bn+Z--c3$eUs1*8ZV}7-Od<4z>Np2ysMdj(E z+UwviGBvGQ7f_7GJ&E+Fv~TzUzYSn4GGVs?I)nkFxA!_74F^ z1Ui~+zh$|E)9%3TWKo|k#JXZS>krc3Ci+c7;OoIJUqzfR7dPhMQ3zNs#N@CJpLqVv*0Us(!QE z)g2y;%tD%|6U7pXPqdpUk&3tz7#ZCzez;!ynCbiT8*dZ45Xs-12@k499wn|3hBQA0 zG&ID8$SUIQJ^7@oW~7M2f1kII<3;>s8!$@@>?H@oN-%`ZagM*_FXQyMcHGg|fG4qM zf}RDWeyG}m3ci}G`F@cB+K;efOab91RhAFei_q5$wRf6dJNzo{(P zs|FP^h{SYsx)=Jwq_==iz1jiaT#j<(Dr7fb*DXnb!p|7oiUfBtg8X@igi* zv!CB9E;oL354IS*0}`S?GvAF|-}?iEOkd}X&Oc0Gr@Z=hcr0@lX&FS0R!q@b>7~5c_;_2PS|oFjPGlX@>}d zH3Bu7W5Jsx4Zn*VmKKTl#gR5*NO60!(NB=dgqsQ$_jcV|PBAo5qY2AOhlW+GMC+%9 z)qJMG;O{SESwGB~JB;NYW>Y7YbQ^jE zax2V^EB4P`*67grwv6oF z>q!{=_*>G)EOW9y0_|-EBvqCYKg7>O#z+qS@Qze6{k6^YN~nokwRvH6^c?w#9^WB^ zU0lO5j*KDWT7S4b902WA*$|0_Fk#K0xX-_o*%C2Pi{N*t==6uJ-wo>le(uul`KzA} zZ6n1g_x=~&V!(FT`jQ8%IUqx!{{HZ<+&1Ll=)rHg-z)!uc`mw5nOrESibPU9(ZQ36 zLre}=wO^$RZUf5~Cno~1e0lx)^*2Z(8SEE9PRkMTz)e+rG-{za&~x86i8L>>o;*U4 z-n~@0<4>9lfK`Di4X1tw4!L)=3-GsAiCPDfxyEGS1xDPdk#9O81?rJ68hgz60XXnK zSv#mwuxS(nfr>^J_#FS&TOJ%fRMME`nCFaX$Hny3i)7LrZx}@rzV*W2tCk@jkiYx# zV%`)^Fd|5w7!^y(%8E8m`Nuf(Q!jJmg%(A2(m}1qI`gBk3DMuM5uxX*bxnOa*(M*x zEj?IY2YY)Y{ougNwiWz#CjwCEOPD)MrMv75p=hCIDqIOQfxTQC%$NF{kHM~)@Ua^z16|0wq@^NcVetqK9mZe zr}m8%OM^1%uurQoD|6Rw*W05m)^8sp{=K?tKM}PcxGkmj{S{L2UC?%-ea;pv**}72 z?vkhO_p@duI#})ut7?;r4zF)oSj=BA7!|x;#q{vWAFnLrpPAmC9f-7z-*_F+8tMBV z5>?P2Jo>8Ztg5bs;8y^l9fBU;-HCQ2KNya4es=Gtk`VH7an}IrJ;m%zmw+D zLzH`dn)ex6axJEVgXZoJmwl%P*L{?GLCu zMqwlGv4WC!y;h5u3CLuO%oB5cM@~&0yl7Z_$-}d3SC*Fgwzrx7ry*;$7^BiL8`=~z zwKLPw-8%p1AUZIjlWa;54d>t?=vHIwsi|}4ejU@m$q6si2Y|*4Dz`x65AtOOK*HCi zdp5h6g2e~rCl8u2h#+){YWv(Wuj+#1qt&nPq^eUyyKtHHnOy7|*YAxK&~+FH0TI#R z--W|~fZwFRf0{}UOP#kKd5#i_v%U39s!;; z)rm3S)4?^1kH+fsye8;mY&3^)%|^w8&V8pIh@&wo(G=8Jzi?iv&QUWP9I)G-U~(_% zIG%q}X__6>tZF$~hf#w`2-}JLB}bURW!1iS=jlY@myu%ZAg;85D02PGywsI8?#hkH zsrgDDv6$6|JG&Waeox)wFtwrj*!vga>2}X?jRjNxy&bKD_5saQ4tzVq;w;%fK zW3D_#wHwJYF?Jz5qSMs}ioal1DRNv{uIhepfyj!2&*H&bEHkPBPbEkz?5*;lOKeJ0 zAQel!QG3^!EK#YAgObwE+bq`_N}xxfYI7Z0r$cEYd&De-j1t^k+EzZ+cq2eR67?fZ zuS>k^Uvl(Pi_yOc4E)Tzze?7*Go@c}-%HW(1{FiN~3x1G?B~t+3j!g;=ePN=+JEW5k1>9Y=Wn&=GczONKZaeS-r#V zoxGi~;J;t^1Q#kN7V;-l++^s|4xbNbpu|8x4GD5*l@b>gn%ma+anhAF!Wp_pssA>B z_fKuaK-V`}Rm*1OA*9^KC4o8f>pBXUY@~C?AY=Q;W`6qJmBrT2=}JdrBZ7}PesRg| z{1_a?y>GZ3w|DqL3~mx)^4A>8{8))R4XX{iK>G*kOcOBmh2~kus+AVF?0lOY(2QI0{7Mu{3Ww4)DB;b@#1%E}|%jhky!9dr+|Bvz)zn^)5s2;}Qs zl`g`nuxPe(B0T(?Q(ZX`?N0aV^Pbs6fvK8;C+nnd(acH4q>omy$)N)T&L$H=@qjBZ8H;tMYIKsWm~6^Ufe`!XZf zR>G-z$UV^3=FxxO|$1pB^@7DNoXlTmiF zGZuXtsYx`Y)D1BtHyx^)%`Vc5;*GSkz3nOq&b*B5e%YJ#Wbd~9(9^q}^_FdeFPm;< z1|GrsnX5S2B>yvwG(j;_q0S#b(c{7S=7)B#$bscB!gPHn?WXFJ&>xs@ z6=c{G5ALi9y6CQ!oNL5!lD8!`yfk0SF4`dZ$6r>wGa)EHH!7&L%<^`%u?TZ596ZgD zo2SC!DQc_X^(kWX6K|%y1r6fg4I;2Ayk&qCTZYe31?rx+Jq{IJQ=lgq} zF&w^doFmA-*ShDt=5>9hZ0FvO6uEcgW6v{QlD?E1s)lzd>gZJPlR?GIcgrok=k7Wi zuBqD-vQ=tD6J5((m6u#-+>6zBx5ECpeBzN_>A5whZYstx5kiI4@A%#&1^+L^6#%0F z3$u`E2M~0Ojiq@KfQAaG9*E|E*W}8~#-xIn55c2T>A%9nF;4e7Ud??|pvxnuQ>(bP zDqH+gu6A=^Dt)uHXUx_D!@_&>K<}pRI=(waJ7@uaegPgF*`>X+rt@t)@jaaRbO1L= zp08>wAUx`Zvn3uAbMuv|(zvhzg(|`vE`<{OHIZ=8IEWOOhyq&{?F3{+uJTb`MMhmW z-dk-hH?-z**)BvX zG6iKqm`Qxn(b0iKR8lrmnIt7g=ei;VO_;7Bccim#7Fq1xrz+W3VhT|Cn<1ZazaT~R zLhHBb&{R-@_^uZ(q2<5VP5`q=%7hqw^$j#(Bhs+{3$nLLxH7 z%VTubk83Ls6)9WUd4QTbp6%4$hRd?zpaJq45k-e>`&*;_!Jfa02p>MrCpGXFj z16}{xO~UlXEAHG_GKSN8<2Z?-r(AD9(>XP}DJ+uo2z>efS@Q)uy)Mq&>z}Um_s3{g zkRjb=#cYdU7|H?WX z5}cPL_&V@ym|GA3{AEVg@VtxjWLlkK{ibhciT}txyZ^F=ESC5jv>IR8z$^rS_j^sS z(ctq_UMfgl(77f!I)Gmd=iE2}?13^=9Q1aY!HW4~rIHnsEy^;6PnZku_la4%iq`(K zAsaea(O2GkoU9R4Gdzw*vBJsm{9)neo|||{yHD&?o2M3Ia!!omQx)?FCIxj9K(Su}B`H-9cEIFlCZ=f>aMR3}xwy#0`B<60fV=$NLpeULR) zOs!hMN$nNxc8Py1RK&Mppo6%DnjIi1t9SKb`m8ojaEk?*5ha{y&Eba z>=C>-B6(?adg+OJR}XnFj@)~+#U;}8@ms`s_)1q;^z@x`Nqo+NJ47B*CL@$v zl0M`-i+dxi&q^An?kzTvUxz$_+!dYFR0jUmoLlJ!n=Yg?y8awSixIWhnbt}yYFkPc zf5cMUl9n;q*565p1=25Ajuv#5D)+;L28`X{i2-wrTJWDSmBHsag^#ofA0aO+=+mIi z6mi|6L5fe9I>8?z!7S}UwX(y-&uLy*Um8|>+ij|di`K+tBm>vuZa*m)U; zx=tMFhdcDrs#Yn7?msy?iyefIlm}H0Px(Qhr@2}#MmM!t)}0a6ny8Xb81J4ichW;*&%qx{E6=M zFMHwF!teQ~YV_1Ath)wgCEZuVr>y2RGD^i3SCzKfC9ioAQia_5AWQc(J(qDR;A`G$ z{T=M<4=v`1(7H7pwwLcoDCxA`i7g7Lx$!)y7Lr8+e+MGgp5pcUvCFhoT6O4m0u({VzT1B+O>>t!V z-So&;N*VpL;H+H9mD0gN<8&p|QhlCmY+Em*DL(gY-58hdVs4s7iv7L9S*t-VN~ym^ zA8*54b=;YVW6HWbStxt7P1_cuGsW4SrUUh>)JtQ+_196BNks~-M__(XyOKgWC-upK zt;tb_TGgJeAUD=Wl_}ev0_^_7;G6CeyG;fjmwG*&5Z6ShKVUuD(E#yiW^V>c1{e-2 zNA8zvw>%YrOW`5#DPW7vcq<;s5k^h!aw**b=VBdIu`?!@gCSEh6*pZ(%tZ2xJSr%K3U z+PE&&G#ZOWrF zu93V|^pu4|v+jz2Ku4qs%B$TGU{*)sQl zye{=IM?uYs@nmV{PkY^B!fsKUL}DRbI&5DT%9kK*AbbX7m;=GwFI82+2owt*D_n~lij*Gb>${4;l_f3E5IGR6V21Ms0ke4yvvKXI6vBSU8d8^1MG zi-db&A16!|VDB|6zUxgn{mGrfX;!Bf@!4t{6P9U@$Rr0#l^^O5)p1!Sph5ZsWTgY- z7?9;Y#F9r02rmh;m&gkiO5jxqlIYIXhW>fU$1y9C?u+jMN#Qtk7`_~882My)!DCflvvW>iVuqQ>bo}%Dz~RPN@hbQQ;`H5xy?lr{QQ3^5aIVjrr-?y#Hi^ zI6oU>yONYTNv^C|^meEgTeAVPf31&VunT^$RP@f;J0Wa*Woa`GXu4XTcKu~Of6SQ{ zqW)Z#sTMDP_xX0-SK3Q7p1G>iBBhh15y~r?Ufe&1?T_jTJ8FChRDT5ZzY#H~VSco_ zBbrODU(prDB-CU4F;7hnSOV8cD>p0x|_)xyr!JirIoAbr7iyAYON;O zI=C3&LC>7BU4ZKkaUz0`SV&kHlxgspK*gN8=0d4&`8=RhX^IO~uK3y@;%L_p>dpbDq+6EAEXU7ZxzXTk2*plc*(7rjmj_%itfGJyc zu*t)~N2p2PL1zNC$)FZS*q{kryLSD=y1RW=+6rgSqjy0!2e&qIh@t+Rn}Z9u1%a|d z4hGz{3+a|Y8U~!~(NRsB6ihVWhQNc6MD2htHq1hMS6Q_;Z7YNNEW%+ndiA~(ig7&p zRz(25fP-p*L-E1z>6_-?^s`z91)(d8+4-mp5~7I(cxSNnlDUeCFSDcxe_ z(ZUZzA`+ujxxdR`Dn$R_!mXZlzR@qbB}A&oyw6Bb^37L&c}Qr?w*F46%3#f&71c+9 z<8-YDcW|Fu#bTJ+&Bs|S+XsR{J_4u9gZdY zN^?y6)-|=PAmd;ddr&IX|GPN-^Mk`>sMdc`v$8%flE)N6V&qF`1QQ$IV1uh z3n3`c*kzKf>qoY;k*FQ@l7$!M?6}7sXVYwwZ zT4gcJ5u}{+j|;0VF~_B#VggWO6j#jgwc|~vvKhl%AD0&-cqz6IVMd`b-f(>Xq~&j# z&G?ioI5e1;qM9;TYfPQlg9FfFTQUsnq;u&mZJqB(f5hDj&sk&teyfQpn2|ACs%W<> zbYNC?@8fqHJtv-y2OOJBZ8r7;joBq*%f^xV%Rl?U*}Kg`rqlS0(t6?Hmf&%@S=QvI zmo7I}#cTo+p0*Ea_hUBold5O8*0lee#n#C|_f0rfhr^FgtrsZ@&W`txp+s|Y^Lwsj zS2BviNqi}PLQ-M8OK90$9E@`-HCkuiEse_ zwHH^IP2MRRj#%`nY#DiH15giPn-!R7AJv;mq3DO;MUV6R63`5>FkseqEB@d*B48@Y^umAsj=bWkI(KKV zMMlL(XPWkDoKOX0MGogDo>BO3q-xQ7J0hPLMxN4?Jtr=ogMkjR`YhdTKE$MJX&S+p zahT0tXAR}03&Oz0J!kZ1&yPHK{K>I+a1@Q9+{ulhxG673ONx3wYkDF*T%)blZ~aN^ zS+Py!;Fi8;aisF{@npV5VtCvNw?*S8EWPNPA9s9}c`zQJFT0|KU`l!(gBnrEVYqu8 z(l0+c?+SKAzlypP-ol$CO(I7X)XDISMn0dAUT{e;JWhrIg;VFRbuqJgS6Aa|Y++u1 zqZL}`(_8vBO=0Tg{#zRDhQWgIMx8HH$Roqf<%T7;NSmjlwQuOonTJdSn*Niy{iTb* zf{Hk9#%_08;9>ZwJ7GzLuI>VMjgbFu%io>0yVI>C{7l4_--k}oZFhSfSmeB}>3I|7 z`}51L`?GXEtthZMj6eDbS2_~F1@q`a4v!}X0tf-uj{FCp7^Iq39vawlP+YQT9+S%) z3mg9PQrBv%&cxk4d#7x6#6qBXs@4@2{vj*mHa9m_?@N(hyH2VL{FX!>BY1dQyShTt zZ-YQ|H9okL>6XMLr@vo9R5{H0iKCY1-#0GaS-7LDZ+j14=x$Ox9?F!1SeDl@UV@Y} zb3W_NO}|8fnX1TTQ~FC_F#oaPHnq`-#0PlTM**&vI_iT^v|HyA+ifDnhShW;G#6sYH!1YgJh+uaYqq%DJWwV$FM z{R@8)+Q+u{zfGX2>s9^!rzKb(Bo{%)Xt4vJjm5Ly*84pOSOZTN2(n|WnKvMBH4?kukY)-&hFmf3+$|oWHJ^FWmh_n|OjheZ!Y)og#z${0VzX(M zvP~>%WESbS#$BuCeuJ?@M!L_UVx9I0rPEzkZX*UgnW1u7KjBMBf(L6px-Z=5jl_o`#>)=F?`)lY(vQXLJDu zcMh=9e;b;Z^q9@(vOIJv?IoA3MKz8oQTEyP33LcOQ@ugfe;D-GUVfBN>2n=xO8~Zi zRM%6~X#JP)JI%DRRqGZ3H5me)sEPPZb%i^BWF=N4FQJ~nO@!cYkT4?8tG+OSRWB%3 z)p+fjY1!4gs)FwopZq|r9{n{DyAXH&lE&)GsiW^NaYf3bo(}A0u+TGPbMwVygXc|1 z-KHuRt&qNzHSO-{`R_4-*g7CSk*khR=xxy?=UtOTF`dROVcW?1mPdJe;S5ec)341r zp3b4z4Y(y?Dw)>a-l;ah#uM~u*_m;>YBRZwb+Xhxwe*?#WkpS8Y|8v`rE2wtc4(6i zhP+Z+hq+3r%SeKTBv5Tia$-PGf=Z1p@+wXtEG;oQ)7;j(~o-ra=XzR*oleWXqev zwBpfxbQnpD6_1n`xkV0?}<>tB092xv+cL5tgXmt->)k79Q5bk%Xohm>)a zly#{IF%^?0RVWfkut_l)N%FhZN#qDR=?G;>g0Iz5;mg%9G4iu8QT=-I;9GF8**`Kf zEBlNZl3nAr4Bej*cgVTEogQKPDu2r+6-W#>$KEV^@2ojyt|bGGP}l+;Ogq#D=4LsPcD!CLely<&f6)LDWH zY%%=&*#vqy*h16{9+Cy-$*_XykXbz#-_Flxu|9{tscd|3skeOsk-pFH5xC^Gkp-5e~AeUnx=38&E3 z8l%);wr4beE8xU1#6%~>X8R=>n4MpLiY@pCRx2Go*tHIe#-N63gts3+;UtGwoqAWD z%I;aAw_?ID)vNYAavYcZ7ofTa+C%Ns@Et99YW5GEAg~IeLDG!c1pe}zLvKe4t&FYd z?9>7Lte9CW=wO`O02lQ_q_1>^ZNAQ!o~y;KhOnZ+D_Hv zL{0%#9jaHnbZzj|x8J*PfS=F02@;1LDl`l@K0e0M=xJHtMQjt^XAXe#GpPIk*MYF@ zByaQnD~Z=@4>M#ar)bUID0m536D^ z1sUVXWGj1QhMd+0LTns!N-C|c!b$8GvPSget%PAv#oE5H0E6W|wt$~l+c7afx+UQd1- zTSEIbR?b{ShJlC)d(99kpN5wNKWq! zKQl#`Y#JpI-K6=#NI%52`*Y!Ulw5^*01hhvvD$bTQp&!3UU6qMW7MIH zxe>z?rH5Tg!b)*qsGGT(?aMiN3H07eJ}!KBz=sJ2giUlH5$EJP8Grs`ZnkGv6hkaT zx2*0}&H2;ky%gGg&iTg#1r8y2?quM)2O{qmsCmG_1?~`l*uX#H z5vLtMm5eQJTlG@El_!z0V6m^(Zv%S-6uF2S)jZuD7tZDXP?Bw6ckP#b{Neh;oRTv0 zoL;dPi9n&0Zqf!~ayTr3g@y*Xdg|QC!RK1#amWpJHhBH_tvZpkf1Ps)4R;?jp9>?| z-q@hBJ+AT%zp3G#?lTxECX72;Y$4uF2M$;-comb=U+e_!^R4C43n1Tu(Q&*{-;5fD z+kTvMJZ?f(^jjcQM5hXe zw-D@L-Ld@MN`%pB_%M^wDFuYUjB z^FDYcEk_R* z&&1J@Zh;63uMns`p`wJ32Ofp-5xdecY>d1ok(R3z66PzO*ZW5nOrKtNKJ}Vmdos4= zz~A(i@!(X|l!ri4ztnuAqDec`aglo6?Z|R7ly-P}e33@@s(nVkUz1cVCTxy`Lvj*% zU3T;EbbLg>l|EJuvu5j;_IT`gy*~GcDckiiELnVKQChXF0aez-E(itF1zj3BY}Bsa z!_k04Xvh#Bw?+|h^BKT)qJX|wj!xIVQypIFk-u=^u>d=w+kwbu$T?pISXnT>%|Ti? zC|#Q>FtCOe1F=CPXBrF)U<-n2R8Ts|?S4LSWZ>$oa$eUip5urA%hs08xce$`UX(qh z&(k%c3LaSu#%K56CZiay4z0}0mN=WwGzCX*yQ-xTE(OY?4KeV2rIwgTWQ=052g7-m zrbl!0Op_}`7*AvD^T~94^gBM{paXib-IQRAX0&z5fHVG^6*ZPa3=apY)fgX}uQ?iH zUPQBsQ_dv&`u%I67CcHJj``S^LfCIHM*IlIET2`Sz~b+`NpJJLM)iGVTiO7Fd6vH_ zrna8x$LX}+B6mg6i#B4VJ*K((!BRY}U)g;5{nRVRM7&b)s_7l*9`JNO!PhloXN{ni z$7R$#*SHh262nm0o6Q;Slu;4vX_*=&no4r@ayn=K>JScVxaf%}DpZ6+#evtk?CEyh z12a^s>FTR@0N?{uFFvM?jm>N)TL!|EhX=9YZw}8KwBv5S-v_}?mOrpX-Wak+@yc?p zqI-iwfAvLl75vN3H}LhVt;x6L2J6I$4=@Itr=Id6_bSv;NX!XDF63`LUdd2^)}^#Z zvM|IIeK;Ut%HjC}3v(uKx50Tm!EkUJh>b|wPiVM<2{sf2rHn|1(7(XV`_{1|Il{p7 zfmKjxr;x@8jYNr}`p9YYBVsrG13s^`bFm)`&pF2=<{Y+t^b2=xXV9tkq;V>Rl;u{u z;%Q3~e={!GGiTM~ql8Z3bPS=%#?feB-~$b@JlY9>lQ2<8Nl6)P`Xh~+IY{%xnMwrgZ9EZX11_RyJc`bZ_^_m9E>{qiF#dC{j zyIyJrYxY#Rc=HmNl9MZ>CZvRaNs=ZcF3Zy zSt;1*&qL|$sLQM&M_P0FCRf62*xu0iXl)nS5AvaALu`W7stR3DN-6ceIPFE;CNsKH zRDno4>m&;HSJ)p1h}Hj+2>R7;z+eZo3Lq;2L-Yn#CYRtRwPnZVw8p7xRUMWQMSDVj z-pM_v()#PPo&6M9vb;4}?Fa1%!aIPT8yarCO}SQlHrBoVl7SD_ExfHDJj0m=Y!~$3 zNE6l02TjxiI0c160+$kmXHydr>lJmk?wO9 z1r7H9PPI)gR|5H-(WR7c9i=PW&+*+y7V{U6?VkAlcq=9Qj$Bi5h8s2688x=)A{ec> zb^AHXM4s<1RUo53$@q*jRUm@RuAD&HduWMB<)U5K3 z{&1TSwO*QMm%(N}9_)I$v|`AL&6K00eE3m6Fc>A9L*|b$&mI`gf|BcJX7&gdQQ!S^ zDwb@aVX0?OT$I|>{ROS$B^Gi}q#hlrdD*Xf(vDJj#JA}0!HsQM{mwqW92!=qneWAp z)1~DMh4#_g1H0(6sLUpg9HyM{#3;0CE(?o?1_x`bn+_?6>bj2=ZayWEC&w-RdwZZ1 z9U8M~{!R-;_Tj(nC4_Ks0@DP}1Z>`bF=j8f4)mi1Lsq%tHyD`0R@)O>+r+Rkh>G#s$R@~;B}HDbf3{R46?jV8a-0Rd+PhN%a?GumsbQkBj{vA?Ffo9ssY$h}B_HKuNukYoyv8HO3NEc>9SU?!dyHRg6K#FDP4|Hv%7)*vK06oBJvbCR(-k*Pq(hdpo2-j^Z7RoUN(s(OAWs|6sejU z8KG<_(KCxV^{!5STy(UJpWYoiCNc9R zE`gym9R|*Sb7Wxot_PGOE%vt#uI9wpO?}etPHEJOjqmgX?zdbpZ##9pz2rpia#XZZ z2ZIUo4A1LOH2t?Ick*Qq@)HIjNfzE+Ar_p)&lyW!lptFFAXW z>lqjp4D&a-pLxJ+eK4f^9WI<8$-j(eBmYi}%8&dO>@Jq=knV66!B+G9+vUj+Z9Yew z-hWE(otDB=G~8NGj|b177ocnCkv8WKLdfu5**>GysPafvMD(#Ejeo26=JqoF!D^q2 zq_x5ftL7oyy&esSISOtY8N}TU(%E7#zKw{=Utrjt_V$#s%ZZ3 zzhh{;wQ_xGQAuZq`IazgibC)6IWAA9=K&JDSuTEB>h1%6ccWKq?21hEf035DACUb|1{lKu83(l;B*qdBlU%1~m!yFYCdZ z#U0u;{lnT7wZ&g2UL}&oHD23xskI$3GTCHYmJAFQ-xXAQVragJgU)Y=QBJ&h4dACM z@ui*`S`qrxldu*K@{tw-u)7A3rj-+NFwi5x2Dd*}RLth&m-zSyyU!A#%|qT_2;6FC z=8~yfj3I7-U7HqJbiv3rofmSW8#6l&k=e(_9BPPYBHN+D{NCSB*0%76Z*gaqF{iby z4Hv%YKga_HHWql^0LFa9Q3E(1f$+*h#3Jyk{LfP7?q&g|MeV|Xw6wH^?yl&CL9(rr zSSwH79Blt!^5(~+y=1+`20nvt!{a)6&=mtR8Opbc=ku^vt#USV>^rsu2${pbk|<7= z2Fs>#N0CX&urZPpBLRe(D~hNhg<5EmsHYmmdZEO z$`QSM`_9ie#lx9LKQ%O;?oN|`2>G<4&7HPEG=>vwL+*#YQm^(*;?sf+p>2n<`9}*Z zN{!YoJHzU`LmPpAY#i?qrn4(Y%WeGel>7p#00z7_R~i=_)uMUU{w4BcvmsnsBwh!& zt918eYQ#|lGB8yBZH>`J){w$92ILVGeh8-$P86tu((;$5rgLqt?#`D*=lss{pp?mk zCRU%@x<8<+jjm(YsWVSJvS*(wEb5O3-&6MuVs56mAHmPa7wfL>ei720v%-53!xD-* zpN6ls0MR+XboUYB+d3zWgredJQ^?w=YefW{(M^nlkB- zy?*{yrPFq#T>N`&q58}H+thAgDsaIY*mQa80W_5=&r=~JFFaKffV@a+4T?T}VkEi` zlb4pKKSN}JbN9{Q-NC2DLs`>*%geb3!bU({yLXS65gUv%Q0@f-wRWm(th9h#t@bU? zvv&tO9sDH@Cf75fjlFMf=rU3ys{LGvK5%cwPO-@wqZ_2pqDIk~BegLy_xbal*b^W0 zOOV7Qx47>9L2y5asWt>b1SohdD(tAu{8jtkvW!&aW(gKPgAC30omE=*BpB1@~<|*{+%0!gI~InBGlV=2eW-%Gt51g9!ez|6|wX;pz<9E>D;3`|l;lsQz9Z zwInR0aaSJZu)L<@C=oXBG49OA;HzpPpBCQB($B>`mlG8#R*ZSDtcfeh_%*2C9g2ri z-M1;}$ngRJj}qbDA*U@#y8cIBw!;z$ z=uI6f1rH?1o0PxZU7d$6H!e6SAoEbfjpDX-?bd|9n9*Zl4MvN0>FnpwKEuI;VO`XRb_iy6aBFS7aK3WZ62uJI8j@(0`7i@i$}Y;F^PU4iqcKQ1D8~1 zFs7Ce{gvFeTdDbf<^z}7Pgms6y=EAeL%7P`Cg{G{6)>I3qoo(_y^65qK?j5{+02VP z5&x;AxNvbn7gD9-u(zFXUhH08t3X$>R;HFbaJr3Z+jM3qA^Ij>Y>Dkbr!Q}^J#g-X zQYiuq*bdBR31Hab{i^kD@)f9~p^uuEv`;EVTNd0LE)yJTy-2n1%y$%b zb|Aaog(00O*-wx{v>VGEpcp|~%^g#U%NZW$Kk&`Jmry}@E%o`jqu^MvlFR$EKbL*c zA^I)MUL!ei!2wcPwvaF{P2N{1!7)=jVz^Aw%J;16om{rM*G+65(R#I0bq@Co z$(ws8%r^4oKWbQh`ThtQuze%W89~&dVMv#~?=kPj9U9b?dHqh$#=Wg)D{te7tiuJ; z>#t_b2xezj739eb@qDn2VpOra!_RD1gJF%UuRNKBy?{OD_0iT#o%o~p2loDf8DVfZ z*$Dm5HH`*;Y|#;CHOIMqvH0!AOwk22vWeI0~NYpXsuNyM*rx( zWoNo=ITP%+B50xj|@Ez%y9`wt8P`y^qufCUs$BtrARW_6BWvd=izFuS0 zv=z@tf{Dh*F8Iqt`hkosELWRq&hRRetYX}jG>KH}SGgE+X=Mej;Uv1x5Bx5(d>zqq zl`fXX4)Zg*lXS?%QteQUS|=pkKKoKzmFim>s3&yEyXtS#MTd)6!QWpFt=djBxj%I8 zQuZ^y#?AjV&GDqZh`@!}IX+zjy*b*Ln1yzp5h5F<{lkUoWPNU6?|i}5>8f#KY)Pf7 z843;n)&O(}v1(4)Vo5RX_X*4=6Mxh<<>BDol%~7wHV&IxV5*M;7_Vge%J?T9)McAG zU-{L{+6LzQPvN!kKm8w3%0MRhV^}yugvrH|QT(?wE=IhL%`SotTu!m6++;1R?fFW!au_nb)XoU~FpvS8XnWre(twO2$BL5nG&RcMZ z_JyBwvlpKGaW6e-k_qFLXLQp9&8pr!1%jl<>=fYw}Jtd2;fHJ=k4%bQomKaia=yd2jo zp*S>#&Y>h^&)8%szd{m+iS2WM^?5rjrtEdl-c|l%Z=U!!AurKn=L)Vl)D9nh4&29- zW*`m5;D4Ged8Nv4&`7A3c^%KYAiVXF`$N@owI6xQBq|J_6kXfKZk*EKc6RC5sG0nV zY`mN#JZV2>L4SPTE6y%GtYzO>8qSmX8oRoxEXk@z}-M11BxAp8^5#;bT4mkk@a1hrdy0Y ziJrV1B}P^JZgDPesmJ+W1-(JDmsWs&yyBr8H<@w{88`{}U^oVLIuc%ZIR$q02}&(3 z{pRPd>JnUkr=y-uWJ;~*Cegvf6`E`O&4fFVUiTZEDVtqR;3l@4yqH{fsfG22dUJ3_ z%bp}L;Fl4bHDuo6T_tNY!^pEw&8(bwnS#A>c#6Dpnx;WG`J}(?BpUe5Qm-*$u-cu_ zgPwI)(RI3Qz|&FZ?q4>4kaT$U!<9JL&U7Z)w4cUM?Z2o9A}p?Gv|ZWs(wH9St)uJS zZ5RtQKJn@k4kuEj`wnZQktHS68OJ}(5r_1o_rG(tk~6Ri+5^cS*++)h+lni;oO=&J z1f+G<78maphv62tta8WYPt&;p5(5#>p|^9$vWmP`P4``(DmK`Zh+0LeHHu&J1)G(d zU@&&IhB5Y6lz+}M6}6nQ-c!t8Y^RzpmH=I+mSzCMQ`vYu1vbGS`uwvtQd1gEme*Na z9ElXt#Ia8)6~pm+)2?=o8ps85>hKE~#1TjAGhDKyK(C&$^h<}~$6b=fCh?V`A&_07 zlI9|b{~!x?_O2xi6sEGY4?79TCDu{9S6(4v#BCyl_93C^`3J{KZ+7Qy%&Npn<*xfD z1qjG=mgb~?QrgLj@0NV3@J@~?g(Hu-miLY7CjWBu8j4fjfi;~n=a(2^4G!I-K8JXx zYtOytMt8<|bJe2Oaqs4<^2)s1^y~7Ql^1?A&iCkuri9%NqZ5xn7Yn2FVy`1eZFc|E z6KSyFgGTx>K&lx2yv$25EnXE@nOf%%jW0xM!{ej8h3I=wy@9zL*3g@?8XjdvcKHxr z9Qj0bI7kXk1cv?X;AeO+0T>;J(}NeV8Vu_1|L$Wwy=H_I25!dxIFE>=2OlKt4b;b2y6_(Y`gIL1pgmGp& z2&*stciuGlwTIW8!3+&CU2sX7z?2K_VQCU*N!BmKqsSam-B!XxCSDY9W(Z(e!Z3&E z{-$Hj#O8c{UOHUqqS`t-e_#hIY-_Tf+4!rl)qP}VE0Cs59B1F zlYsXfKm`8(z~nmrN|-|b-qH-aVK?_eVEb6W`IWgBkX-5Sa%qUbx;<_9NgLeiG5bxU zT$DOzWkwV-*`*dhrBjb>cwxGz()K%Nl{DQLd6!FUyAyjIx_VRo`%Qn&bhhq&{uw&# z2(c&RN1%<|sRN!+-<{w8@r7=HoneF|G=@C93d2WA>Q?{V>mf0;GM-1#F}7${|HllE zREWy=IAtXgnsn0C5?s5ou}g94>!|7MQEb zGnkWUI_F>I+c@J6sNG~UF99|D=^{!5u5rs~abvhwKBUIu+0-6&?u4BU*riE_)TOvT4i z@%kQ7DVKKTCM^X1HW$Ot^Odng!-E1^^Xs}ll=#s_HIq`KX3HTd3)1N^f;~IB6fQJn zb|WE0CyNe_#y9UA7t!;R0YL;q3Rvh6%mF0}_VUh)$d~H@D+Uk4ginJZpXtDcNspPr z$2j}v3F{6H_1#OOFy30iPR|r87Ib!3zNC z2L^o5nFYoaZ3)~wG+s!?=cm!-e4ntNaq+;&<(p=m+5GPQqUjPXPjWZcJfW@B@{>f; z(H5{ohl2ugAK!PRZdni+Dbons(BNgqjb9nvoTx;4&F+pFOR&F;KUK5l1``0@8wM$G z>HtNNA}~!mRj*m%oR|OK;!@1XyF?7d*01PyZTZ^=>=EVt5~1V)wfN-Dq4*Y|DJQ*` zbAB(UsaQA&jJDBG_z=@QjH%bU{NOS=BN*82R3E!#|b82T(C+9ezb|I8rQ^r&6OkVyXL4v_*I#}StB|I4>!&&O!B8kL!x$Qe9H{)(HRS~!*mt#D)@w2)qFy?2f zh8O*w#Kn2>h1^K1kJz;V4^sw}G1W9P)L7>d0o(7Rr?;&$&B$LJl)~D?BI_e}^}5*c z)a#PYx8o8YxrX|XQx|(Ukq#D%xIGrDi$kAw@x&|ZZQi9Kf+-h#<~zu+2zWK)J70BX zj=B4V*7Y=oX?XOl9#JY?eVWyYQvGv;|DEYxs;rCB8u)&Y~{) z#FY;YzW^ZxT=2;73*3W9Ck#UtWPG8+KWX3iXxH8J)FFR@gSLxa0*gV{Mgt$2K7+3c z^yMsgPs*8G`i=AAKcHT+;b6jZ+Exdfs+rjt?NhP!iQNI>+V0wmqo3lhTos4Z<%RgG z`ncp1pHQC~l!hFjvc)`I-6o{F4$%3gMY^+mv}k4V-43Rs>WtI7=NnLd{0EnR(y;U- zA^>9=t`-ERI189x6w-A(+;my`PZ&nHx5VN*7}F=imGdk-?wt_Ufg?V(z7{u*-xJ`IUvt(b%Xq+HUV2;RMdI_9m}GJ za^s%(fZ%}?pUNjQ&YB~K`fch%)vDkZS5cxOyIO;#xzTbli==;ruBJSg%l1g|X#AkOrgu9v)+t*Ma{*3bQ)Kjg>JZBa4JdEt?0RF4U4}M`H3q2Al0qUm|c#)A6 z`j0+d*-IdO+phap;!wnEXN54^U+lckju9KKe)v2QZ)!ya9Q>~^5c%JP1BrJ48w1P| z{|DW)Wvd$3Q_d$4Q!g86P&@h~$O%#jOou@{G~B6yHI#5z9~&6R{g)L=di=#9SvuIB zY>iV`D5?)e6Y^O3@}BbP;*P?}{3n?sQy*uacV_x)ey`&{f`5kAl42)=r6y&gLoq0P20Auwkw6KYRh~Xl)NfL>UD5*9+!& zXj>w^&ld7drWQn|{KeL1A1b8Y({bb^R}2wR?D#B|U+D+KE|pe(_1`a&e*3=9+rSGQ zF!8Ttoj4AX_@z>UlNn#(J9oWh$D?D{mW(8y^QK>iLKlm5=mXNf+$TR4#N_1(c@cCW7%UT3D;!~Ur* z##2Gg{SYakHprTp5rsUoZx?IlZy4UHI zHJ2EL62ubupnlubN@p94*<552VNT@)awa4g?L-vBSg#+%<}kZ%_7pg!UGJ8Q8|}Fh zX;!w#()13*1*U!uqme z_tZO3_m1|Kol{Swox;gKigzzO_USkIXMb#48Dgp4F(6sZ!?+t3?(;u1IJBqWan_4h zHvTVB0@Ou>=$}T6>hH+xm?(!i8Th8*Mudg~N`X%Ywv`il`&)WMLvkfOG8Odlp4|P< zcVCmODiLm73A%qS44eDFIMo*)ZjybJV=li~EAfM?2V-Nxh1lb#x~T_MAlz85>M@dE z2!HCP89ZIo`#9uc^qY^iE|N-)6v@?|b!MD}3{YMG7Hnt8=zNGoW;O(f~M*mZ7w)av@ERXC21k^QzT*aRbb z?ZJQ)yY?SW_b;=S%*P2R#=pm^Skx+J5Ae&3o8&~54cuholvy8CQfxRKqDhNWdsPW> zV+sDu;E0}aL>fi0EotLlgkLuJS!_-~85p*kOQynWN#60HGcV`6qNNTA-`7%ei#G<@ zr>2XUwXuI~`}vx-wAq;=a#x4Mm||V!mCXjDLyIVz?KxUPa*LXtaqD&!Wa(7bO8dD< zKCM(*;xbL^d8pRIFTzRo&GV;R$=*>(uxpKZ!OJoYuaHgAg!l|`83|51-N36`h3^#E zMD0dAQY_eHh60LKVh<<9Bd!mGKYeY@=}nMI_3NdW^uSTIZ`kR{f&Xbe7Fv_s0pOy4 z$FEn=YrMLESnAh0IzjDxPx%C+FlkM{f>hC$dstvHfq~9AaiCe>f5<+w*wAjc?ayOn`E5Jh;t*r>UG!UWKZf4zY7$JaA^w*S z1*0sSiQK_*625auMSG(y?)zWbZNO;p-)!_xr1zv!UH#k@yT+cgpFPm-EC_oo2=4^J zYwW)e?OD*j9ePM~i#*h;HzY<(`+xAfcktv-KuI`l_-_XzN`z#u+2~@)Xdc-GfvjA` zXWW5TVXp{JPOHYhzZwh3vR0^oZ%*&vB6w!`cThLfop0K;Ll6P1K7V@t9p6*P8yIt) z#{NeRTRohf$Vk!m#+(o;6U-T0?vE^FZR7~A|HAQ4#q(WWL)XAd*=)k`%j3ywc8u&Z z8(zE2EvcP?Rc7kBBx4yTRcwx_`1W2rxm^#O=jGIEv{wn!Sj!w_K6?K>Z~FdS`K7f} z`siKDfE4_c=zDXh83TKNK7KCaYc95`qH&}_*A9Js2Uh>CC^t3))svj!l+IsRrm{~5 zEoqfkuZY@Sq!-;sQ&05YVjGBwcFZy~bKc1#h4oV!R7OrQg?vr!8l4u$Sk8 z-?0eZrgkAZbm{Ommr&P!qCP9xeN4a9ZadIXg%Bm+^+R(Nibc3T05AI$EGAH+A=qP3 z;vm!pYeojY2@47R{eu_-?d;ZZG~k4Og`5$*-xfr^cm9JR34*5GbSdX~`D7~H%uV#_ z&wllBPpVtqlH|UFTLMf?X7;yFXuEFF|C7vkQPps2`fe%f?k47tUg^rmJ*86x-`LRv zdTh{xkdAl$WPhF98%dBO(-=T-uVi@B0hF>GmeIYfX!tz?Dlr6REL*){15Uljp{_I- ztjhIZt~FfT0=;MiE?$;B433XHytlXK@VsX6b|hx@B*<61R};Mmw!IE({{TFn^8X_r z+nrX}wJb#5i+ELk72`k49>TKJxLDLc3@qm}|IUxz)1NTb!9ktyXyeD-UKEos*wLbD zO~xi^4|zg;g9vWZV5^eWHR2aCG_e+fbK7os3I03z1%^~3DVH139E!W&4O&!k8gTMW zOytQ}FYn35bM~w9j%&sq%6vS+>3UUT2o}w|n$=?3L?d0wUJr8J=d;b%{w3$}I6Fl5 zF}dUNPA?nWAfuRk{>;BG`SxkK(@osx`TXd{;hr&)|bsG)_w zb?@9~(X3PT4r5sSLG0L~2NnxJH3d2WAY)x$FwN@A5OB5yR};9IKpHqeMJZF-m}1Zr zF(G8@H9#!{;U?uo*5}1je?}?V@F#^tD1+9~fo{r@8`7jyR%UyO#;w|^c4PU<@2if( zOyu@p31bO>|28Fdn72;{Utfma8) zPoeUjs0JPUZ;sf!=2o{V|GEgTZBsA!x9ESW28dyyAm)#5?}w;oj2R2Zf<~~~fB>gR z#F&qnz?-%{=lwYMZ$E3}u|aT(_Pi!C9X{{o;zG!b8er=^m9`SV)3&QH`c+l#0eJD~ zK~#>{OB>gpI#5vHc-$4v@l6l>Vu=;ek8VNa5 z`vK46I-X@?YDo5)6e^m2kCw79BrqB>2LwL$fRMnU9lBZN>iEgghJ4IvW;4tDeAdAM zpWhXTXA`IyEDA>N%=?uH`oAJep%uLRTEK`cMhCB&4_0<}Q@)jI{V-c+{Sz2uuz@~r zKD|3y?DImU+qGfXo;r(;5a5xulJ)w%KzAOR4@-hWu;b@yUfjbykvX-n9_Cc@m*WpF z!>qio;OL287z(K(%M;%sP`T1@_Dl321j4K8*5Q)miqT z@2RAhbadfH>u|=iR_PL&?BKC+PFQ1vO*bFb(R912yJ}ZZZ7gR=&CHO}xSLuZ3i~QT zYnWG=FjVi3uUNa8V47%^3@EX<)>ijx+t3_T)Y9M+3`YB#fJ)1S*@Z4v<< zjcCAn=84&pXpgIKI&v$J@wz>Z`-Gk)tlbWUn|JEu=6?EadOibBw`>fc9Uz`5y(U@Fz+&CZ7B3;MLCX&2> z>=_}$(*7z4DE{Uwsl!8_ulX9B&ZiSmUfAGi1OkGw@+ozn0?Phs!wOo1%g^AlXkGNQ5ECyd)WiwT?uJWse zBv~pamCi}k7x2yT^Y~3MnzAeuA2?v4++Qw|W}_}X5=sV&VJ%~unn(|%B6TJpE|UH! zB~z0vc&JLVjYRs;C>R3c&7sS1%jLmfRK=S?Ysf1Ya13xIw_@I?_#_X_ZQ7iiFhL8KL1Osqzw}P$ms|SQcw_k;KmJ@gI_j*=K?_U zhekd$ML-0JtlR)~!1gTy=aTJ{$KU)avI0%o&?aM(TrtRJ$_ISR`&v#Y1^Evm7iJqp;A*M(i%8Iw^?t7mZeUps=1rt-i96-MGE|e`> zS8?!BEC=xMD=-Fxl~M@hGPHAzH)5oUU0R1L(8u5XyNtB$~MN6$Eu{+ znfvAdFA~UQzu@AO0WphHXHq&xL7f|ayFwKfX^dv#v`|DB^|IuEDiaw}-hi1uvFC*f z1d;^422go{iW*oQKwTclNf-H8+h_VZcqS2c;gB!pka_j6mT7YI+$nXD(*BkBp)f+s z*IFAa6WuCB#|+(mTfce0YJJEsQeAk`KXuQ;r!@KjR7(8ruPTSPh(^YBgce1Dfa_>uSnN;PHF{q8VRS9J| zKK6TQw@=E(!*J7;R-1+E=?+h$ELaTb6y zwa#oWSmHf&Zimy(C+UjwuTSzIZ0>&i|FV1rj=_u-g7W4cSzJuD(*qVruz;Lfx&b2s z*@yY4$K|x7av!z;^8nJ06Ait(Y3|LY1$TOR}mqB_Wl?l1(P58#A9`(>X<=LxB z9u~_Pr|1~M8ip=Kw*H|QwQd?&0jBu#E2t2M1xb~>VdhC@p%7l&yw<`|HAb?)v&VM^ zPz7)}fASjh*wy;vC1t`K9|UwDhiao3+W)+QNT+u5B=65j=g7uynx;%V&vtHKRKfIp7*l4>3|(5q z1tDO=;%5=#VbMVO+g9ZIu&77{3fG#!qtZL$k3CT>SLbTGgiVe^VV^}{$4dA0@;nI# zfRY{*i4Zd;$ZEj00wEqCnh@lxLD+skME&?{ZLCX!zxgbghoN)BHpcXKbyk!RR`+Y} zeY_&1Ar}q+>`OzlhmJL_Je?;%Enz~aUi#{$pGW#D4Qb7YNtOAMHMm6K zbk)Zl*}Z7Lelh(H)uTWzG3|S+WOCtF-(}lI`FJDrAIh1Y4YQv@kVTzIPY%QHivODo zH2Z&&fuNxv`9KiH#+b)82meUc<3bi$HGKGlRqXvMv$#QQW; zSQ0}{sur{&-MKvB3iT$|>Se@=;h15~H&0bl?sKlbd#z@dZTYsQ#wg(^bEiPGhz-SX zJ!CjxfFj1lp}X>y;~NEmBF6Cu)+StI!rX&L3dRDA%^^kR9G7Os5(8?^vxP%rzWggA z)jj7AawSlKvVO=uT2&@LH#uL-wMjLTNb4w87TzuTv*O0YN){hW#(co$hUR2?(mLOI zgKd((MP3&^if)@g5*5s_^k0r2L=U3VV7&%}Ns!phqoZ>D&Dh`E%DP(Z(R5Gd##?rr zwlgWEZt;@MOHu`;BE`4{AQ175Imx2On%vP71w#e#l--Aa@nB<%sKywk53Oy-7Vj;| zGfGxuzX>VK=+_E0oW~~Z#KCFuVT6vFvQ98kA8lklH+eLDebFj(PFi7EGklzvm?O=G z?HZJBJGOUz(ui8EKMxb7b*C`k3m)sHaK0#atahf$6JCD8knXmrT|5S9k@FD_mxHPS zTR>|Sycie10f7%H4-aF{g8FB%Nq-jWzWj^f1rrtzu;=B0`cu+zS903V(~co><1Z5O z@%i%O09Z3dJq$+u0a2VwnVMrxj@5ONy7cAjv~NT35Mki#P(mbjnFGc*b;WqUV)D(t zJc{r17lv>xlWZ|?(qsjH#_#0;r-=NcS zkqmqJF;65#nF$X(&7Fr>rFhJdD&-a~gKNXvVp>08q~sOr#Ue~mLQ)M4#52|Pzt;QR zn4~SqMuhqz<8bdA4HDKQE^y9aZe?lkwHAf+BorC+`z0T|Q+HL$IDd}l=dKsy zj=5w{s@`?>qHb`Gv5sqMdh6lZ0QGlxzreRoe;mzH-_)9=x*Eqzqc6XFPaa~o!F;dq5`>8RxLCnZ`EdER~2 zCK$}BiJz3U#r9OPdR;>zli6DTn+v%pB!+r_-Ye^CViyZ2NkwY#G?iZJdQuJ3;CJ}+ zCe@(BfYt=`qbk@y2}OX62RmMq?ngTQnb|$Zh%A6@DRifYd(_y|`)KBAMytE@7$Mkd zFo7LEJl4RJmvHYAZV*o(e2toA%t^qA;18{mbSP*io@Z?yaUi=etc3zs`QUg=h{)vx z!T@Uo{FwIJv<`d_hADVt>FSbhL5R5a1nFX39``?1cu!&H{ZmMhJa2gafrOku1bpHm z7vhkqBxD-6PC;^uxOdsyzJ2X=e0@S8az=5JXmg7LbPNscmt`*3Evs!69t&ZKd0+8F z;lgB)4HYWGNgbKQ16m@*Jx4BsHHm`Z4Et7OcaO5;+yqTF8`TE#*R=iCDeHLO+wUrx zVwz?TekBr-59A4am#`6ML6zF zz|U%mW6A*iGEQX-(f?|e6>)u!YW+mT+Cfz>i!f-~e&J81VTjG`ZS={0`N?-H0U!Loi;TtC_Hyrx5il@NT zrHpCpY|Z-fn~7K09F>g`Z=Lw3MYcNVDxAEkm3wX7SUSCI%oGB7BQNFiLG=TKCxE+U zQCGbGvTnaNn+i(E8klcGzRM6C(OROzxxKSPZ|sWN`88VMnK3XVp#q!wm?q+#DgQqKpm5ZPhmhSTH6*d=P*Uh{z<8aI%j>p9N5YkVSUZorBa30+ZOBPN(B`xp2FH7E> z38qZzyD0(8^mw^rEi&tyw(`XR9? zvTJY4K-ZtVx~(h5Jb$+%Eh{r(GIwRGTXWK-!?TT5*|RRiRUP|lY&Zxo6)ZBH2(aLM zx&7jfuYpM9%{L(S1p;O2rQIb3J7lWGlmv&J+e@p#p-xUR`B@vyj)*8CD@|o5kxDaS z6F}UXHP`?j)uw+ex_-(l91RWjPsotI7^sDr^_ufc^C0ssMpVy<>D*v+ChClW~(ZvZNr0J()&&f&yv zp~Pks!}Y8D<~3e;2`EvE&o6EVlkC#dqtuB5B}ijO#j>x+Wb>?5qb#jOi+yof8_JFLFX4@BJ_3X=A#tR_fLJ^8tJBJNjt6v%Tgk zA8XEin}tqbsP_jrXX?K(Qt{Hj=+dv4pT7Q;#^8aokd=VuZlERbN|Ub<<&7ZWSoq-; ztWSdcRig?(#w>9ZkxkwmNjRz;st^?SC14S4h zwR7GwOH}*NM~@f*KPhWCIxT#p7=BTy~gCbXSv0>qU;!_V|zO8V8Gy zT|II4IG{{CbK8l^$U2t?$5(B6rwwXm1BUjmHc$$ClS(L__U_`4$m=3N(pGf0K zflyzOdP6Or)J)MQ8Rd&~Pt;+k$k=f5sB#P%QFssPkzplGti$FSRC|SF?jKmgB$dyr zw}a$MzxH}26-*;V=jafShR=@Q%(tAezRUF7Sq=zCglEmMUOeukIo4Vjb7R>($Y(a% zGG26ih??GTKywY(UD#C9_Z)F&1|AB_I&C1v1&KteMP`PctaxT~9L$<9t|xi-r(MRM z(qAA*mXlB$?AdwDqYeF%T_6uL(@fP`jn+bea&J1y^N;&3hIlyX&+t1GJ^%bdk6IGU zyl0Ng!7B>xlWx{&<~*ndUf)mNUvyWCOIvp`u6g-vF*c_MHjoLvURT!Q9dlyzdfiz& z5fT#@z5?Y)*8T4tpu&dKlPUx%NUa%HCnxg)K>j+~;A5qN@M)r5)|3S*K$P_T^Ewh) z=ACWSv|&zkQMG^*`eAAaj!eQqd?a~`uY;Y`3=6 zP!rS4{q>MZ==cCr->ruz5kt>HM>d14v^OGQ5WxBpLvoWQg#ceQO|;t!%Z>>O$tr!^ z+H8F~8*00eMj1W?iVpfq+=AG1Zk%6ztmx@9J0DKTdtcVt{nq%h)k)q_*F9Ok6$zZ( zb{h64JQWWac2~`A;Q_xBXG=pU%KY0;uIcx9l*U*`BYG&4^b$3Ua6Y8jtnwHiMGs>O z7e`dP&4VHi5c7bNV&Tj_CUi{*2DFvnJO{y!&`5PKm9+N5bz)X9U(Xs-U8=)^_iN4Os6T*qT_hE zxGOn4$bvvJz*~pxZ~CXR*rZ$f10Bd`f?bpYTB>SP~iy6wR|HQxX7C4(Wl9C-%e^N zu%k0{i)a{ePp?NCsYTNd#a|@)N|ZiS7xw#5mVZbN0IG_RZdx{Ovu?ewH{+Bo{Ipyu zfBzcMC2>bjk_rx;h#E@-@Z2Lrt2DOFz2;S#-Ljh z!C-z-vvZ&V-H{Y-qGae~| zsV!)i&Eex)A4{DlK6?)qKQm7*qlz4+oK#Mklr-+8KSsKwdu-xs6krrOB@YP)ULMvC z){(CUw@v3h>U*nx>X>_Id3Qt^`Vg@J@yHqA?Nz=-{~K5}B!q%-1eAbv+6pD{vb&0_ z^z=Mo{?G8gpPp+%F0`WDM^CfHQm9vi zyMW-rZxGSI{rtcQB#-uP9;gcKo*%E>yO(=5pun;2+;YBOTd?oVyT*+lB|E<_)JFAP zh%9xh*VSJrVOK-0NXfi<`TH~+AGnf%a(*E!ci>X88f@xMt7F~v&lDlW85vdYWmmZaIhJhkw&@eAVz(2GL!vYQgZT+y0|JvL)>zn4Hj@8f}1sdoH?zK^~JGYqoS^=4Ip3XjLIbrUpzT9g@#^S`91b^ z$x;8rTR(`96Noo9Q#FW4uvJG=3aF{x;O{M#s#c(2lW{s(?Y>xMh6|A2gQHnOv*@J$ z&_?z9C+ua9U$|}kSc{sqq%1FPS2UN**qz=c@qw?N2BFiu*3^cv1l$Xf-sU5!eE@fR zb^iv}TycpN<Vlkpqo7*u_Hj6#rp$`aZFaOFfeZ$?NEX%zIIZ;&@do z?Rx03nJa}a9EYsT>lt1o@iE)AZ``VfLsrC9iC~AiLu+N|n?lwo-9Qrpr~_Rq;P@!h zs5`#qjeKRFQTTJo+8U)k>RiyiaZueW>WVF@M;fQg`q?fCpxDttg#!Kn_rEtoNW>WX zpQb$t4WTOUrBzm?My2)R=f{pH$nXVd^9C|rN5KZPA=&|wKvMe!mB%_(*7yMMoaqB? z90Wu>5F;7oP6!@W2Gj$TIqP_I>b)%{T z`48i257UB%mVX(p{ymw>5h*G6K`kJTqew*<%RMU*?S<3JC>)JHSJ2J9PqHstA zdh{=Lk3~iMG09~zwZLzQF3iD$-Y)ORdD0=@zA)F}2{GDb8VPR0HV_|yrZ?qRuU^)L zP@c{Z1JXO60fRU6lb>ruX~f|!A_kickM*Q7$lhDU<2D!w%8->2+3&~ocgwAWO@EiT zROupCmCJn3J$WspJjSSOAhSS>n4PyuA=xO9Nzun+9?u|*xI>M7xh>yov%0--%SbhT z$VH9tC7=zZ`rw?|F9&gmgGnF8@l%rpYf1Sg5lbvH3x_-FuzGL#MKucHm5rB3xr44T zXaFjkn~Mue%7I!J;A_F}UVAsw*_(S;ZV8AlLFx(cSU?h2{})*aYEN*tq|Xs@SIdYC zpk39hW%~+$idAxz3MIczQopwRZm`(4)%K-6$Nz{50Qg>h0`6|e)D@U$f%gmaF?Q$M z3J|$1@ZCeS9s$HLR!-W?_Py#hLW=O>zESzSO|tC(cHPeHlK9hjqXH~b>jVH}<3Fz$fZlt$|8;d%NADeXg_|<@p6v7Dy*E6^R z*KEy3TK_zzmbR0V?caXENG|pVCXQP(4ZbXB7mfX25YWU%gV%n;38YP(u5%}*126H) z{mS+F^F!8iZq%~#swZSNclytkoy-yC{u+{_v2r`=ybhsL09lt)!6L-{xYThNRiTWj zm!tKk)wiI89bHIDA|?D)jrvd+X97|kt;C&9jXxtQ`J*mhOfM!@3gUKk(4ZI{X>;so)&3wIyy3X6$2X-#z^# zBGEvpUfcJz!eFdX+XpSB6@SiRWS&nxL`o54MK$;aMXP$QSoBXL9ur?sHJ(K?EaM_@ zyDdp5v%kH=+T|Z~dRm$(;0^sC`YggOcPc=qt82%0N#Hi6Quxy93tu=G{UpADO!|rcc364cuKIF_mRfE^pLp&?${^ zb^r2;EeRtO>!_Z5E^_SePhJ#n$#atdgF=xn9^AUdO5MT0c{qecuJ%6(JD{K_jF@gs zBm`+TWm(Q2m0Je3AiG=j99}by`S3HXkl*qtT>er|Om{(0rC?ynly&D&%j~s(~JIYSH%-5wpnc0<<6=lflNMaBD!JhIOe1KY}MSIZr(>g!Lx60 z<_rf`Ai$W|tAqZrg8ue6wTUM@#!;IjoWM;tXt^c=1oImIFDvE8vV6uRJKs0ZdO_q0 zKn8eO1s+M@3;a@6%nGQ7oDLw)_p#gx(pP>S*%F%t2CC=*oq*aIxkS?_RS6fT$< zNcVboe(HBfuOd%I66;fti?}d*lSLl(f^NRg=&V=ki+vj6A+O5JfEd#cZ9jAwy&AK# ztU-Na>~SK(eBC4%@-XU<0a3(x=Q5#Co3KJ6*zRZN-?3m$hWH$!j{l))RN3!k$VwhKLQ56sS;NiSdXR zWGQVjsdGQ4zcdvb26h#u1!1$LXeyMJT>I4*bqn#yhUdeJWlQY%#qR~nXMP$X(G4md zrslhyJ^G=9ay8BP%3yh9GaKFXp@7v*Fls zM>^ziL4Q^hh>-5T-5|KTasY=yyKGd#UirftIG#7Jberr!W-k`dd!ju7xgs#z)}_HN zp7H7?OT{YrKOQZe8pj;gcQ5O+&O2rxOJeVF4`oSGW7E-S5+s>!W-DG_U2#MF*$_}4 z2#ke9qXI?*AW4HsP4lvKwHHcSl|kXalzkK0BHF~B-3e&KoAu+qy9yF32@2qba=&8E zRZ;2L(wDuQ(yh2@>G_$cHYDMLMJCJf`X*7=8!GfZ1vui$KEcN>$ey2{r`8tDSb(k` z0-!XL%M)TTGM zx7Fpx$C?x5OIEwUA@g)y7lsS&onZPzkbSP}EFt&B3PhZ^M!IJV z9PUsnH-l<>!Sty(L|Rc4hTQHFMl{67Sd{KO@RPBqG4Z~`Ixl>HX!h5Sa<96XR()-2Z^TN?6amg}A-1zkFN50*YlS*G2 zlS#1ECQkojI)*Bf1#6^jwAYyHKA6SHVjt&V%6fAfn!7+GHm6Mf#br&9neaA1wpJ;6 zfM2@au4lB|f7&VEnCMT(kc&ibi|AcBf=3p{N$m#&#Kuj?mT zWVXi7BZ&#`!=~6P7m!`svm8vCyk;xihjf74w_yp&2N3jADrin@>i?V~QUc6iwgFPiP-0IO-|G-ba z4iumeT{&n|*CFyVU|oFGBc52X&B!He6MSfY%8UQU8XpV`t85F9-OYP+9s6E;tEdX? z-)I$UKIj!z=T%|TO%1V11qjfnL7N#9)P1d;?FTGpU~>Z+s;6aF!P*m^{GKc-k%5@G zk2S{>6<+BYlaH)>*2D`SxLKUTnMpkF9^Aj+2Z3jOrKDRxYT4 zOlnh1E)){rabxp**kQnmN9gPn`3k^DdAbmGt}a-`%LYPb<7Cu>8>ehWgz-P1^h+I7DKbQpSa;Tw@fD>mKw{^X zNx-K!po=Y`Oz@9Jx6957kG9AWy-X6;rI+a1rXQq)H7}y`%b0s{pOQ>zu08RAQfAm^ z4+Z0zd%*IewHSX?a}SPm|9E1|UEk+1sw1vd=INS5iyUDv-&oukIN+8JChL)a4wk&n+FaNaCkt{yTF11xE8^w#}z7mIxo>x`_^f~qiKDRob1Q9KWpbW z=1VNQnKOzDr!67ZTCZL^c^$GB?sPqJnD!m2R-K=?!bJ=W^%w|JXfCh*bl)dG4(oT; zX8rZyt&V#EN=#t@ph$wl7g&HmQtmUDTmdXSC_DiTweDRdm|6mc&XB7%cA9R0EFIU7 z(&%K$=WpjQRbR0H6k1oRdl zuLtA{{`7E5=lr241&%%Aj4=VP3dUit`NpJGw5T?5xlmw-+(3IiK?6rS&1gkw=^yn9 zx7XV{J5glL#5B;LLCJc4*n#+U21vX;#6CF8LIOk5lndVyInL|C;Xx_Ly`%IR4E@19 zy_Q<45gtmvzGR#79kCrGdizoSij}LuhO@|dAC65Kt5Zng|JxQS0zRJ2s5Ha^E@T7I z7d?c+OsJ_K_#3KHsjQ2mW(1tEZst%ugMC(2+TBOWm-e#4t2w&Alm{iKvf`bQ-VRY> z2gsb^$b^3AMZ}I_`D|Yk*BrMdSQal@I(_X6Ww@n5jR-f$g(Ae$mR#l-b(aoDjv>z4 z*Xjlr9lhxI&6CNbLY5+pNXadYB)An;#9| z!2X~$3-TF%&hMbg)~ovBj}RVI_#@OwPqTA{#p#=5_ZNRujuXmbekPRkbQU^sP1z2A zqaXuGv9ZhmG>>vMd?8YO#u*UKopM<+YKZ-4v>Z+ zGjCw%GlYypKuX9gGxFeAPofJNMP99YFo$^kL zY6;27{pZ?Q#i(c7RO1&`JW@m$Kzxb+X$)~}{Q5FsP&T*%|BN=s{4?~YrrtGj#+ z(O-g2Jyam027Nn3KMa@~0D9klxjzSyZv40Gfdtx3?SlUqpb|dMx?!v@OO`5eL@zx$ z7kk&=^MG8#Fd*0J=rk3%*D5^SovHBRTDdHDUW0fX*)~TuC_h00LtMw)Pk^HXbkx!< zaRMd02>}AYSy1ydg2uwudNHLMeEu2Ri(Id*aAwz+I%`HWHO^BE<3zP-DSDHK-+)q5 zDp(qGt>WA&rYZLDFKvNCW?lfcph5y#21zqZPLm1gVYYd7LWokCg=PR9#cw*E2kn=i zohT;D0Zr6V8ClLq_zY>3#nXWb;|l4Je{HM>2(h@l0d}!k8mQD3!kw zm4%lt?~=Wq1B!=6oIO-FW3)KUs*sq;KDhpcNsFxE9=|@J_2Z4ifKXhu$v|kWe)J_+ zr1Ro> zik21KvOmqzv5--Wp_V~m-xm3DcyCSCXHyK<07jwr9qk8`>t{3TOwaBmJs^pZ(6m6#!P3Q&_lpmqR+3%cG&UT5NgK+uWI{rSf| zU2b;#t;LVQ8yIk(*PKy0)%qDB&!YZfhKt1Vk0aQii(BpD6sNC9C;{@0b}%CbWL#RY0$ zWgV-o($g$9frDD2xK)A@Jsi(2-3c=gJ!GbxyX>#Wmg5It z%9VnuX-!pXMpCtr;FyOa_Jhs06eR{5!o18aVMV?i?4P{qjbozCkY8z@3$`R!a{+Z2 za9x2x9I#^n#9O_7Gz*G2cOafOHSw#`FnbF9#vT0y+ecAe+=6(NTf6 z0DR+si&&=711?{nyqJiLThEBPr)Bb6Ms0~GE@v&T9^`k{ok!;Lir!sVMRi|u5{@$l zo--8j0D};4aRT_QMIG?#LatT_xDzNMC2L!j%i9YOC-gTTI8SV1AInmxh{3@UQ2{vE zH-R5-UI6tll8yKM(rMZ1T^V4@MNxE9L<#z>J}$5J0Tq3w+g{Pe=xAsc9l*cN!*cHV zC=mRHxp>RvSzA-%^yzh!+OQV+^3)6bcM&d11yQg?>`9Jyh6(lL-<$pjld-;sNyd?U zE%SRU&-Jy`%3qj81^Zzyyz2za{>mO%#ri^H6ewsoL&uKTVNs^_HzA$0Uy)v;ZuaOM zBEW>uMds-`MB;@rP+_hfMTZzekzwDC+9Vwg44*_h&HrtcCmKXRa%G9>RR~{7)vb51 z`hZc8^CCNfEG}EwRnIA=Y708RVcVMALt~DW;c>c>17Ak|ps@FTldpa36Zei`_l-zaQuBBkTWl>tObl!Z)TTrPcK51a0$C!4Ad=NDZZ{&FO_;6k; zSV6mG^xS#DiATI&W$`81g<(qVU#^edz-TBWUZh&YyX>#(b;IkAeNo94#L}mpS|6^i7jPSGp{$4W*3fT?-_+SMmq6qp)mUyiE$Qi z>Zy&Q+q)A*14630FnwVNx<4(jYez5vi@arEx0r@#a-|U=ya9G;YBUurETW%QvM+vs zNzM+B&h^E`g~Mw5z0jAfh*UMPxW7{7q(ztj5)D&N23L|F~($W#Z`+Plte2fc)n!Q{>LdxK~Ejt8S8?AV$~K2~qew*|H6R~tJN z@@K4_txTk2I{QaH4H8$yJcYjDn!2v0+0XBY36KSLPH+4#yUKIF8qwFkBH?NMi1S9a zj+o5_>a@!}GqFTG?zX4LTXSa;*1&V@Rw#@*dffh#-?3I?O>0i_fQ){L1bds3*#U<= zOM$Noc06gUvDhGD>#3$|VIQ^Z+_i~|$AW}eZa@pYUCTkb0SQKdCKWRZK0d{|sHKiN ze)oA2QOR6jTm}p+;y!=I_-Ey-naojsX7^+gB$}LWOxnqFu1#v+Q5J;PTm-1|hMWup z=4@&DlI*_CwSkd9!JqI`#FUepxP{<42!^rYH@C6|)g6L*Jw z2U9MpYB1b0pVfaHD=9%zbLM#KFLFz&?W$3r9Ky4<;DP^*B{#wCXSq1}+>h*s5`@-L zM$E{9#AaEQI3u5~PNU2-*t~_jvLb~T6S=xNZe*UL03#}d8(jh}iXS-J;s*Sj%pdCN zhX0@s_pn*wU1#$}ags2)&U$Ryug6}L zd}~i4+#ao1D=|6`lQCC0f>G5r0?SF?sDqrgxn>e1HvA*3YUQseBGSaQ)=e5q$35Gr zo|2EoHZ(rg*kxP!$F#ZIiO)gfjU-qBhK4>7(zTzUv1uH>Dg5AQ8%7g zDw!NN-`)Q{g#*NfQv?KGhwiHRr?6-(qO@OrpYkWR`NA@%EP>UJVOKKBq4;J=_StX> zluW%l$@7H!XqR?tsu5=E5I7wqmeZ{*^4BkgbiS|f(ow{HAjtysS$2z3I@qi(swQPC4;r3+P`vX<*?#q6z2)kJrtCsYtkv zP1|b-oAC5IZd-_-KojGFv!D9`bdwxm34i$rKk*}UkV|R!V0qH|T6vGQ(K|ez(?Z!l z;`KV=oU+kI>pB*e%xe1{ott9cM+u2)g)C)fllG?*xQC8m?dwXoBz zG7DdN-}%imW97c-kjzgD%tM-OK^OGlg2$o5M9!O?>5w(fevwx+ZDlPZ%R#pAW?yLN z{2{el+KRW5waX}{IiAYCSZM$|62H*PkCsDxsqVnW&olUpecOe7Wj0UI-rGG5|AT~s z^yW&e$JQYwZhknq+sROGjewf7#^H~1WiBa_&rl>+SjOGjYrf@-Q}ivXN?xNJvyo}Nr`j|3^(?ua%(`^RmA9Slc2?Kk*!C8%?9*YT4hpGcCYPgaj672% zY+%eWb7~6BosyG}{#F;KVrks*jx4N7s4sM;q22lOwPEQ;kX9ozg$)@kf;a{4G%xa* zo?x`x2{WK~+356z^*U3B5^fFd{f1kmC!m_pw>i6Cd^c&1t<|td%pzr$lwbay4e^}_ zbHB>%;f!G`clq8bY#X!3xv_vT%1_pBbKjzWzF_;FA>@t&ale6aYI*CK95{9koMsUh z*se1Epu&+mn-rDL?R$NqzDHctQGow)ieSg2Hv7ry<$Nk`>#`TKehVA3gFF*5+0>7g zXzpK9u)m~;ScmUt@RAQ&&DY`IAo+00#-PIE<$cFyP+4@h-TYn|@*o^_6sL{zV(*7& zN`@TrL%w*1vJjdkK>}JCliS->H#U8V4;%Xn+vW?UmW$_F2|X~kloe7#_tdMXe8$`P znUrVfP?WI#oU#UgT2~Cd9BD&|;*gM-@6~FDi~Yd&hM^Fv##XV{DM-~ogKGO><3RV? z_b{&MGX6BEEz9XBv?!}IjZ{MTMaX{M9|uy197+A zaHD?r#&+S}2djC+7b*G`JKu;fh5vy4;)jnP2Ow_6tu14Kd~}5tPFLpAC>USj+?MHT zx96Xb${%N_AMw|yAi(uhvevX@5Ln$>sh67B;f3dT)G91om6wf$gY@2DG7Yjvz^w1! zfDr(hBZ-B=7%EyPD_YjW7$5>UplH=7QFn2d4aO{+u?TEP%2hN)v@NiRdqn-tAvucxV@Q3=iq;F|-@KZ!o=l@9uSS((Mhjd-qu zq;9}kznt@)8b?K3VE7HzdpDOKpB)KBya@l9(lM#GE2L=^DR?owiwIJs=36 zhYKy_mB3e0ONNaIEK@7u{er8_vmITJ*s0U@>kW>_K)dcGf-S7sihKOf$$$ zMqd9nq8zqr$#BrTPSWG0e#}1qMcep??x-Gygn1jkAUgOwkCqndCTQu~X9Ow#N&CHX z?KGvxeFi2Q?~M^%bm7WAxJGt^_TiF5^lBlo2|d9jfYF5r=z)^Rq-OVc%A`h%w_c9* zmerBCO;#qTPpEdZA5mm4CZ6Dc7Ys-u>%B=W3Oh zpE={${xPR~X0mVYEg6gqB~`-VI^VbIXL?vt-yy*Th15>!lpM0EO7rzz zO^TQ;V^YLCcvnkjzBr~N3o7T+!#?EqgH=p?&6^TEVlI3eXjB{D-5Fo)_w7HpuP}#i zXTd>5yp4U`Y*s2qdL5|pip6rE=T=3mEnSzG_)i4W;1L^LVx8UR80OGlFW+zDzj5~= zXkdB6zk}_niczf@-Ia;hW;&KB3BCZZ&H@H&RuPdX0_#R-1XRLKbxpm%je#il3Yk!Z zR`rU`4}>@DV+XdnWIvOW3H#0GJbinGXLlxV5rs~N?DQFll^0&%g18b-16E?X%1cBXz&37R$;Q5HH7H#}cE!gE6Bx2#5z86jUPqP4Q81 zXMiiIM|*$gEV{M#uF)W%4fcTpB_DD#Tp(J=3@X>j5 z5aVG}>4`G)@xb)haCFdV0i*$Gwx7L*?A2}nyUgFIrEN(ol^AqR=M_bCo0pJLOO~OEHtP7Q;5T@ z5c9?#yR*}n1@}c8DeCbzCc8Dg1y3gIjc*8g)2Y)W#T_ z$V68!V9yq)!ffefVGCa5)Q6<+ZFr^`3Sp0$K^cj;F_nnGrs&dTQNFfaIrjRKQgl#$ zWOamhh(&_4^qIX*MgRJHIqt)%RVmDQb)sdMbp*bCP(zehR<_|MhD(EUbfzaW1~l^9 z9t{}BtT4p*U#6tjq};01Xov^Bh(SH5s+uy2rI7&mAo_N8?48vjZzvu^*NJt&z^SmtGFiuQL;>D;Q9a*#nb{|E%M9K{R-Sh zpll6BCF)Ml)JK8>R1`3idQvEO_-1gkQ}e;Q{Jwm?k-1-EaYkdof&i@}>Rihk?Zs84 z%`5RM<okWwWIZ8)bhw6Z* zyB^$b)BzD=pyU=lPZ|4Dll55o@%s0UFz%T9$~kT0vC0Kk0#AZWj3+~*rpirKq#zVF z34Ch{+b6a8#9kNsf9Ci>|I>{mGYd+2DP!4E7mSqa&3)^Ki4i?7Jz=V2>$ZtHCYXB-dL|8pW{=nAdKc(+0i8CN z!afyC>vbwQ(VI1PhVJCuEiaomr|TUrUuAqq!-s*5N_{cED8{}Rv=JNUZvBvo@5UP* zsu~bIgt?+a{st@@S=K|Ym%(rq=+VHu1`=%!?lD*dRF|CmZSi)iv3IB0{xD8XQrF5o5lUhXi6k-*nzLfpsa6r_+9U@P+eD;D@8TZ`te{k;=xFuYR)27B3nk3=(^h%t$AO9yHsaZPfl;`h12H zhq}ZK>^Zv*F9&w-y?_!6xHZ6jWhGayd+6`Dp__12vYoXWksbX(OlP6fNYX*xmRPV`y^ zvd>eXM475-^Yf%>jQZ@zjKW?jnTi^X`u|wE3ZSUluZyA}osyDLB8`MdC?zY6(%sS^ z63Y@&0@5KNC4zK!cem8i-Q7#`J^TK@8HZ73gk5-k&%O7YbI(!9;P=8A%-pXdsyn&Z zmKHU~TjA&a_7eh4VzzBi3xE*5qHqGl$(WT>|6u=by*xv+Onm+EIVsfaNtJz10?OmS9wa36bIKHef;@tESOutPmSKv z)86b3Sx;~=>V zOGCou3^Xo6v(8p6-%sQyD&&vcIGyrV&u%Ct#qH1Y8^0H-u4;FX@#57*9jI%#5Uj$V zf2#G(pQ`7`pH?hP%d=$u9bEO78x1nhz(|jXm{)t{{%9k{yZUEs)zrQB({{YUGJcx} zR{5lJq5s|mt?G~8RjH^G4CN>T!11N8I11gbc$XT_VS!EqD70pgP6TwZ3=sR>Np2wS zBr~>OY<>VbBfvu$8X7(T_ZOI;K-D_YTVI)Ni*^%a;T`c$6ExC0)poNo^D`j8R6d?) z1~yCJC;=UKee+Yy13)iiDW-OU@FjcXFAkI!B$LpFCkBS&zvA`!7~w>HD}ts^{JnUR zH}Q!Gql}mhud7c(-12@~H^s;2iVQvw(9_Y^2c}#{%hzBK0EZIXuk~@K!0-?VSHJ;9 zzDhunT~F?JRtp|nCTU&zMNi0^yg=KM^D)c$WgQH8in{`FL^0?0EJ!*fWBCWFNKFim zLe%iuWl)R_L!S8As*EvkXEX94)cYD{JKE-^i9NE1`B0-_d2P7Rs^Iq(nJm@s(W?J2 zxsfiS5P1?D5U#Na*E_L1;LX^wVRHHo`;;r=oThVUx0ysp~4)-?F@@z$5~u>7PQvW>(xmQsp!_Hi%*jqObh%4`n|7Ub-aVdaCI*Q@q+Ux$n7*M4X z)7FD+$u!~mxZSRz6XqO%f<^|4c_8KjkX@#+aT{U<#F+oLjD666*tZWu@Lwy~<9Yp- z=&ME$mXY{=MM)G=bR_?TeRZsrNVFK;-pYiL5Al{mkz~Su_)QQ$xJuF}$s86nHvG9- z(C17Ghqr)a`;5X&i}!QIEXwfLy5a{A` z_hE$+tGNAFj?(|~L{IKyup@*HOsz)f@FI-@5+Jio0&Eu*dYcnQl}WPL)ZXwC!W*es z1ijbdp0&qPsZjX@ye{b_cW2Hl#OIe2^*&!BZN&?NWbckv6sEJ*FTchURr}}$)KpuF zkLaE0jzzFIX|Wlz>dQ`C`KOp(iwdeQ<*_diPci07%?x{{7wI!)o2MCCG9fIB82RGc ze{&cqLk*K_|OpNO_#e(mJQlx_Gx6+?X=u0 zG}+2^uYI_fAyQdyD4;ovi;Z=6ZvivlGeLV4V9+UOzlc)UbmxXFI)bi;v;auvA{G#q zwl1bPQGruCE?t!xzY>atse1UO{4(wOOqa=aAhfXTDt%oK%1+5P>rv#Q*@15JZ%oh6XS&LmIsnRxe{d6Llv8$4&6dDsmy(%NN4b8+)ED zuud(;3-LF?2pud3zC39cZSvxRq=#>MXp37=pig~woS z1}h+d^f$1u=uwnutgKYSKQK2ln?123QCuKf!KqMDwD@(Uu`k3XUj#pCdZBfL=Y?fN zf71aJ{ZSdiXkVYuPld0*#F@YsU$|KpIMQx9({>$nOz}n9kGW2irBuvJO~<+4UoUi# zHeGbkF_WPPy6itoab3m$*XykFj19nO5JM8633Zu=ZYY?$43!-`LPRLJD~=LdoVO)s zqH6G^16&DhygR^dw91HnrZ$pb&qGK#sgJyZ2HN%bC6J?zMt zBQcwFoXdLkL}@B;z17iH%h3{XWXPUdCRF#7FslmyK2;0ZQ( z{mKNz_AJ^7bmj8_&m#o)>2WozWLK)=pd{Ol-#3bQnnO>3tD|ot3Ein@No@{cp7HlD zM|$d2T%m zd?UezGQjYWne_nL6@(r$AW;+WtReAyaFD<*Q)8HvOxzWcfq6Iss31EojBA8mk$Swl zD&>Q(DdLp1Guuig&weSUG@&xy8DLTMoVR(zvCHA`kY*2-$XI z*h9F-uCc$yu8*f$_3inLLl>0`ab?`=-H0#ee;27?zfVKEw2ngkRoybXu$sFc>u@%I z*u-i!amYTCNI&WSNnX2PdxNmo zPka9`yiQt(Tp7yOb86TzzC}@Q-_G7F+-bjX>W)5>jkIfXvM+UWRtf$@jm_(zYjmY8 zNFeI%EzcIAMT#Z*^ho>m(vkqGV=j8!9BJCC-%Ai@o$VpH-T8C`w*YgLqfSmWZpd$8 z?6RRna^XFs@e~oly*>W|bMJA>-1<{vLj$=x+E`BA#GwJ&lHMm+Mc9OBT+Z%64Z9Cs zverv+;?kMu# zJQ97$mpITW;i;+F>KIE-)hYD|&p{}n=kU}(>k(Sej3>A{k^ddszQ_^A4qK*S8-gp9 zfj1fo&5QfVS1G!y{i5~&=hTCn_3LOxp@rtmpUuYW7~KG+uW?Sb_tA}#lGDz0d-~8O zaC89#5A;zX+~C3ma6cGk?*xAT`|SEp?`nDSf|n`Zl8&E$kg_YiDPOd8sKm)IKHgqi z?lb9;&?y<-V>^t|GH|RwIY7Q3aI!!e_-V9$(SP3ZS3!z@Q{ihr|GJL#ojt=w^S>f~ zo*xFM=B4mEdzEu7aIQ`K1Hz4pb&V&^f%9dE6V&pVg**Pi6p@`OsyEKqoNoVuKXk1# z4F3Pdnz5tfXi?ok<26`QdH-W0+TC~ai`fFkep)v*uAt77I30IVzOkTj1trDta4UK7 z4h9HaV;&LCiMKjCdPzxOQ&uZbT*K_HW|ZjP^)BkS?Fs+Sj9%Zl51NaugbCILpLIkw zTD-rs%w4%BzWvI%&s?!rsN47~=YAdMc^LaGVFrP=>MH|ci7{6!WjacT(SS z;-k^(9{xwyO^7Am8bNAukL3YLu(ur|hji+J?uvG8O0u= z>$3;d`v+Dyz~zz5o|(CMNpbOF8&x3lVs)!*LbbkA{$O0iL;xx>78`g0U)?sQ#w%gT z5aJ?@INOj#y}CLOnQIKt4GHS~lBQCg&ki=T-X2qD>@y0P0i}=^-aYzNxu?CA$}%&W zxgi0D`Yb6OBZ{AkzHU{4F15b75kQHc&@L^u_<}}2w7egL(j35c&V-OdwktU_?8Hu6 zI!VmP(CiUAllm=gcWuE*L7v+SaQ5HXb7BcYSn+Xrcl5=jjfEB-s=> zlGMT$vnTZ|o}-vj5gas_j4EiDkykk#{24@Jns`1xAX3WMAjdt9M>0Xu_WeR<6$^!x zLWTqLd#SD}_8seND4osRA~7q_8@kl(e-flp=~rUhi=uD}BPN$g*z4cA7f( zw?OU$+SKHJ`6MlC8Y5x|&W&HLg{8-b#-FdRA2X!XNG)Dw_v(Mf^+aXx?)?(Ni_KPf zKSEU*_`>rT-hII+chtz$Id1Xrc0JG==E%@<@bX^3o#S$SI`l;$+l%)t!x=j+CR410 zjDB(=$M}Ub+aNSMgnNF+7#QgR!UshMTS8(MlEQ4g$%9J@LADkw+2N4 zdaW?bsd7rW5m;=9V*b3u1J#MGzhP2^p@Cqi0b>c6vAH@gG*-{t8io;l&QyP-u@0^V zo;y?%Mv4&|ts$hym{(=;3j&N_2}?Xo(gCd%B=b%eWCVST&q7kLVL-=nUjPPIdy(ZS zj_9QCK8<6(dc74`IKF(EA`-xiHByJ8tiX&cxs+@u10sb z`Hy$Q8G0w~5B#0- z%bKu`0Z-AS?40qcNb(1~aZGLe8@14nqmHcTZ0B8OvCv0C81Rnso(WRZ6#}Lw?9U$e zWi!|J6om_XVAy{+!Jvb!v+KO^E@qW`)>Jo&Hm8P*w}Rn8Oh6rPJfq6TVzm%zw4f51 z4!P(#*+ZBaoQr6tVbhk8Y9*axt8^6=X8tWG^rUY;y+qhZke_xnitvOQo92({aTUO~ zK+gdxAW*R^2Z-IIk#Y6SysQ}}W%r$ z5~4y@MW8KnT~9Cv+IWYHLqpKNfebxl>3;_#`e_mYHw>x&3y%cj$$m}I)ah-hb#%|$ ziYGK!yhN0!ouXZySw_*RvCy(Ua}>QtaiTL?r2Nv7&Na0IhGn_)&kvFaPPJoH@bZ&p??cDY#`ok}3*U~>HSC6K3$>ND+qINYbw5L=nb2%Qi zG`OxC(#_M8nLOmUQJ!$VRV}_$fj5zk*i1P4>^<3jYx9(BGeB5F>hU#@OEE2{A0<%Hn6S4$Jr!O)4 z3w_;;5Q`&GF-q~GHw#pLi$y8KnHHGV0W}W6V?04_3!);obUEv-gOqmZ33e!sPf6jt-AlwthT+TaPfiym6(rYJV%&v1lBb)>NWc>Cv*4V9-F76+2FQ-Q@#AQ(50fST zqlj0Uti07&c8ZLQTUlE~&fnnM!WSw8>fA}}oT-3U*D5k@6}(n3eFJ##n{Cz3#wPMp z$hgv-Gw`1GS8jXl-d)Vl?_}t63Kio}()D6zO#fD5YF5nk3crnQU%r&}?8Tn-i;x}K z8qGSo9P(-`E(9rUp?2=iA0v>Ss-W+qyx;M< zy`>>bbuj-1;$s@uZ*+}>_zm>;z7Nn)R1#qeq#f(=Rcy54CoC-<+3t*ZylzctEqY7( z1TTIW7qPmy$A%rJ|L1*bV(1dAdfG+ExwfFo2%;)cN7e0BQ^= zGyL7FGSPSQ>y`eG00%Y0DCf*fij~H7?terk|0LZLqS-tfV-_~v z2Vg71<Phbv5;)dZjhZ>qz*52W5mCmTW|qe%yHh z4sEGu6ZQ6h@9<%yuJ*wc$4FfUdjLeV;KT&(#JJb9z?*aOHM}FQoac3^F#aa`wOlcc zlv!NPr08zNr}Y+IhVtv$^9s2q-*OhlHAd@p7$JKfvLw;@b*YQT8_rtX zQ2E><>K1b0PFOg4o4-qhRTIS!L>d|DP%_&Q`QfhJw*e^ErmX29ghwC&1S_Mj&gkn% zX2Ahv8rXNPLxM#_LqPlbXU-P(yZ~1<{a_(}lX^a`rcku<#B3+Kelx+K*kS#TyhwywH7 zD=RJUrF=t_+F%}7q|I2^_OO#)o`}qNsnh$z*#sH}XLxvQqUy;{v$(30{183Aa5mL( z;t-YbY#r0k4&8}ar3iQ=`&i-_(I+Z5O5gI27V*YJ{9*NvvG>RWElSyVU4u%}hKrxj z8JAEERq_}L$YpICx{dv=`0xn#+M59aMpYzKjO6!0g9YvwK#T(9Lhmg>Nv2xfX1u?eN3^>@*0HP((HX>un05t#*iuRF_C{hguv{Evf)|=qN-%UG?p)XTnU!z(} zx&Iw*tXis|CzVKO&U>u2=f|)U#c*V|4N9nSWAG-&QU`;(9JrY1-SWo8fi3`qE`w5O zXeDWH$DcSatJmco*P|ij7gx+kN55@JNA)(Rn!}E>M+hn_i?u(JC5!D6)JA;=K-hcc zls#_LsSceYGHt$Uh2*ih)L!ndAfPxIaqsaP*7 zrL!Ow;{(yJ?Abd8~ekr-l$uiyel}j9`ZLcNtx^2 z(S<^T&8uhvvkG@Deo+Om>FN{a$)Z3Az!rOk$XX)ymfW?6LmIV&gPzs7+d+ z2`iA%`_)X+?VUa7`VyaRLj8&3^oO-c%wUiX2 z9{q2t_9Bwzl0X=&Fm!<{%wd2J?yAg;=cv9b`}GD&5SjvAC;v}u0&*J>P4^y19STxS zsiz0l?a`1#9M?xRv|DCF!ml2o^l}mbYJvVff#X)yo=F}(`zj}P0qbzLmq+(KYmj~} z3JRjOJ8|%S#nSzEiVp}5Tn==8LYrk%^Ch5=cyi4wW=&v`jpUZo%#muShDAJT;Xoj$ z1Tu(=a;*Zj)7SF#Q;bb0^(Y*-H5HY`3cbwpnLykoA-~aUuBFFG@t3x3cg3&-_eL(_9!kVn5VS#L^Hd*k!4ssCYq%ai=ArD zUH8-3D|x&smJMMlr(9uDlCQ58WSfU_Yd{UPDcjT3@Qy(5TuhRw*7w+mP8mHYptxtP z=CDN{&xpy~o7B$e((-mXO(XzK`e?GMvt2kKdD^P{L!O_WW^IH>?rwLR??o;qniL5% z`xouy9~R*ll{;?4`cU`)&!#Bjai%0wd0R6B-@ORLQuE7~fzqJ~)|NTfw7I}+YsYZJ zCrR3LCKW!`L8zH9zTLhg_Tx;lSedvwTBbJr?>BXX{tYs0K2R3%oXQt;uvhf#csRSS5=-e7A*5 zP_zKvxn}~bed;-b$gDA()jgKVX;*E+j?^Y3D0FA43BS}u6WqZ9jYpv+2(S5*lmLOI z%Yo-OA#bGe?;)ea$odc5W$&zI=kH85CIft693wwasD&64yJ^NmrElK_i1oCa8<%V3 z2|Je^zUmm}O)HOuD!zXtTlE@$v&>14LF$N3vhq3!t<}XaSz#!+rY!|^VqI@y&`|`> zc-c?&DXkO+@xCj&PuCj;UtzXTwJG_B8apFZK?7(ag=lL9k8;%YtrL?ucfCq$@j5(n zP^%g>)S5WtBYP{y%;My>hq6Z)=gH{5qtu*3q5#vC!{|Tp$cpFRTx*7=&0iErhQWMx zLo$jzj03bej^tNVwDJXZ0nmCEQvZ2>34ynS3TT!m((5x^$LHA4I$F}{IlhQW+Z#UC z+{tN~XvTw4F3~x9O_A$fuHu}YcITbGzs6OtC0(Y_5$;(JO1RB)u7@USkMD>7-hKZS zt!zp$&D0qv++cLSJpT~C&0qPNr4EPAM6MUD&eX_ylTp1wQPXY7*O`T+3%g%+E2!8e zeN=|Iwa$)^S{@(<_3p zsm0F>`%P#O`EjPzBKcN1zC4D^!d`N&&tU=aRr!m_Pw0J;xC#xeW<89%Y}Ry4%*oWh za=zhkW;gEY8ce%p*(z$oPyuG|fP+o7E(f8uU|Jq98-;}o0nwkMV;Merqgo!6PG3@w zN<|uL3mhe^z0w$`(k7BVDIIuPtEAroXfc5Z1jKlN!w;s*n^IQWYqk9*2g#h=9sd1W zb!QLGP6Ou45r=c9RLP~}h(2FXCf%2?^qYYsa1pNSG_HDq%*I>peOWYH;*MPGrd+r{ zQ%DlzE+5beM($DiD@B;pP6EiT<#{b_JtZT(&QIh}(nE-iqKbDegRDYewyC|G)#^4Dd2s!_W209m){c;^2mke*) zhd<1Vb!bNn3!v<}bY&*%O|YnYSB6s&UjSD^7=6zQzwW325d1@A||#Qhj=F*z{j zX(ZApG6vU#Bd%5EJ~nR0&>FKDtc~OPzDlfn`^etr=ATd9by6-m5R*P_+mo11A?a>F zZz|>ATwiUPF`5r`EAA%zdS>R{5Hy*h=$e0>YKZ!%>%cGOghS(buZ#}%7SD& zfT$2qpwC3ykeZkCCDU@|29jY$8gL#Ji`jkZ{T0eS1w!DG~Ap@|@1(;0w}bH~juc z4AXcI`0V|4ZNbtjPWQP6N~^nz@O!dUpf^sR`J2i-+9T=7es|1yPbhZ6E9Pre)Iicn zhCI`UGvLuhTAM8ah>jb%khNC_RDP(4y6s->fv6fa=l^BDPM&>dvI#F%)FpWN_U%h`RkI_=iCC5&hpmD4^?#B=2zHbT+4!>zGl-UDD?^ z2v5CUmow+}iBsOTI>(AqLJZ1*82WNhF42n;0R}&#T*5s0=l~XMy<2vq{^w<}uP}yzyp@GaXbGQh*m9^)=n}U5sUkR{X6O{KrX7h(g4e3w6N$ z#?7zP@I}DHN{;D*d?Pf8jCNq83_@GHezZubY2Ebessy)Wf}Sd4kWx@Sa+-LMamqEa zgyj^yEAQ)RDVNgm{BRrIsVUw~R447z@Tv!B(`_Ors{?;>%$GAiD8@>k550I2{=~0a z&U%1PU7*3dAQoC}eso@eULv2o$leOoXlhIu9qSkzIyNc5QjD55x;bc}#Zu>yDce(n zBCgS**QOwo6J+rWq;m}fZ$sFFh>T~Q&dw&c4Roe0j7NyC5n4F?QyH@bIY^LFY} zsxN#=U4`o>t8=85yj>5XsdR*M=q9YD{KFH|D<|jvJcNVyw3EErv*pS;-t>jl-Q$=3 zgv0V`Q0dlvhU3?GbOb+OIE>ofHU&0u^8 z15j@IKbB`NQEdr~zfx#FB^r4p1%PBAHUFq6;*a!?+;Ku0R{V9sCwl%jmAFJ2CicB6 z?0IQ`(;plhp7nn#LB%&hp~`S3u=RGC`R;dubY=l39&_H9bZ#+D$nggp1V)3F1jkPe z{+zEsY4aohsWYNB(yWFx9 zq+)E?_R18|tOgH&)8B}0Qz#tY{Uh4oM`|MFC$cQGo+LQuBvgVQOJ6b)6{NXYMCTS0 zJAlu99hJWT`OT_2u)PZH4|xj*EB}Q#9tA1JG=^eTS0#abuzxli3A-Fb1he`eBphjt z=J9m~a5aZ(oL)7>`%Sl1_umt3Ycarj$Rp%3v+!Xv>cxrJy(92WUub!$cZ7-3d~knv zu#yErBoC44y4sfYZPcACPpqf&%2{rt@s|XNu%%Fj_}9CB{Shcdh!0Y;7@=Y_E109c zu`(<@B=@H|dg2o!5Y27JZy z`^WH(`nlK})(5oQ3vH)os3D}V6P8#sSWTqDOAn_roprJoXnpCZ9O6c9){8a&TKo+ldT zT4B|qTR*Xe!$L4G^*N4gf0|pW%a7DSSA4AfndVpWwjtA)+gP2DC0N#QQ>vB$Uey7^ z=tLYUbW@mn9skQ~BouYMUsqHN=r~+JNdquyKFxrbr|7@P`8WI3zI2A?+;xO)NT#ln z3@JrKvA^D{S~*;5y9+=;v2DCGV}SU)IjAQRyDk%Z<2+sQi-_5DDjN0w$beUi|Gc$NB4s^fGkCG3SX^I}CpUo90t*+>`>iorbCPvl5Yzh#&kL`)N- ziY=16a$0X_;$|%C8te@-MDVNn)P`526krK^IB&gs*W>HyK5%rC&-e>q6^!NmnxZ*IYlZN#Xl1x9*+= zL>A}?ad)&8WS=9|pw7XYFUWa1*N7ros#V(L_y4X)4fWB=%;GUM~igU7))1B`dAc-v(LIzM5$ zzpWF_8kb#2v}^&67{vBT>09TfH>eSQ-w9WKc=L*1$WeMRuiEj*h+Nb$95_n4rjk7H zB#tZPWM+`O_w>huYKQW{xSPv=xDPjMB`gVqedvFrP_Topr5Z=gk zJzv59aT8TldK^*Um~(v$L;?(uo7)HNQi$T)?=}uGTwq~+-NKl2!-IJ;Y?2&vc_k&i z*IsjCDE75FyB5clP_0(3F9$-+aFjMS5j4w86-Ow2N*!$ z6rlK*XY+p z4Z}uCR4uBfH+HKR=Rv}0BccHh8H#IvxcCmGIf2*Qeq2@kDX&`5e>MP)>vFG>!5aW> z6HUO54F$zA=v{-EQW0Y|90vp-ow?xvmL=3|F6b~+h%lO+QIt{%zu3Q>jE0p-xu{vl zVUD={Olu&h;7m)mW8OLKEg_ZHY&AyfRRu-9eB>CKOj$sLNknx7UC=vAcDZe)HouC5 zCwLk5X?pn;WZl0lxa|M9SeD^)UGftwJNiESllphe-}`42n(4yWw4ChMKQK?Z#Rt|8 z$byME+GT#B$nYvxZ^{<d{Jh2+Dkz>-) zeqE*hR(HN$mz=SjImk83bcc{2 z_oS&ll1wAf#B^{vWLAB`C<6D3mE7AqwI8@AgeNFN$9W-47_A|zok{Lat7SN&JS7T($FyV_wz<<>mL*sXRx2wqfJ^7*r}Z^7DGSo5tlbu#$(OFL-hqpRpVa zb?nG4OIl_550~kRS{eO;jVF?+&PXdWX6#8OzT}OOryuBBO2L@32Ym;bv3vhH*gSvi5;Qjt#y%l}Sw_Ej61edn zsHRx%!m}UbEtStx^gr|tmZ(0^yKB!;z(?(Ip0A&RIRD{1KwMYvRn8ph15)^Gg-V>m z1sUtfPwDn+U{$Jvddji1Cgyb+P}q+K_moN!O3~0txL+nt82)b>krT&Y6yV(Tf(U z1edZN{r8T4tfDZ|rck9VdF&R9Hi@uEjXGQDAsPeL_fb)4YaSxL%Sq{7|T zs`Slm8@gS^isOxz7f*tyY(u&)r-TZU(0pPv`Sb$A+G|v8 z-WBSPrxF^StvMapJ}SfKR-M zK5h(R16*nqS_8r1gg<`E)l;m^d6w)|ged#$3QFe(Pc^ZH?!~e*VIO3{vUlA&BoU=& zrq>FX1P$K8F~R3wir_n<(icD(4G3XGa6S7=q9jW^1b`mF<|k))mc{k~yUj(xFBH{@ zP-C5J%QtE7R*VpNxw4viAp|-3_34dq1&L_RxtvWaVQ-M!_=S?BA3hupqEUoS?TWH+ zHBrTi@LG+05B8Ybxp?9*-Y`}7;k6+5>Sk=~2DJ4aEM6R~fF&kt!+W4f0PQpI6%hV4 zUvz&}w4(00rhbC}oD@=ggf!3KqXc`QpDQTh6D)wD*2pX~C?P>@eQEyNKk9wGzzVX{ z;1o?r)Nf@w!J#v^IlONaI2%**5yh`GHOQGs%s&43abYR9zLgSOYVnJHs|KPT)d+h6 zL4R>|+b-`sHMHD`bA`gDV(dMJF_9zxPw~1qr>;iVl|rC;L~mBXnlyYB_;4wx6++=-M-jw@@sm z5uK4n`L0qV8&nXpCnZu6G8|f2nvb4ofGFC;P}^jAg+Tx_><{q#7=7I zy96IQ70%ZD+T+oEEYWO~%_ZvA)7!6znAs)u<1QKU}z8<1A?(N8>}ptgvXMe@zia^+s*-Zd<*H0+jt~5b$&e+&iD4 z*w5Hh(aC?TKmJ)1k~sw|=PWC}Pt>{Yomo3OXbQb6*DHD|GW%15=}-9p+A|)Os6zt6 zDqZn_G0QVH9MVjtp4Py?tUOZGwE&@(VWDUSy>I-GWxx4$+7gTr2B$4o0aHGMBhga+ zlWrG!cgtYk-($EizL25KmZE`A&;zQFFGb$FD4eZ$sR~##TGaz_X&Dwjm1$owU+gvB zv{_tyY{O_%iEVY_Rfvq`5%Pv(?`5rA!-||$117eM63AQEQ`>Hc9bbN^ad*awPQ+>b zI3X`ZQAwEmyv8WVEf`qeb$S*VltC+Y9~g3DnJMH(@^|(-vUT+n&XgeZ1FI79J$EI5k4sJS=JNraJt?x_R z1nGYs%%F&7Qi<9}HT3@7?DIap(`nTX6lBq>Hciy$lV;*$!Iz+XslC#Y9Jga!{sqUp)BPs{6!mmB%==yckkLm43>Kx{e zzI+d6;FcME1c`D}p3_MF{=&~DQsY8e{M9>uv*QF6AHiIL=ig|O5*G`}D9UFRpDoeO zHm}A8yBBx`{#eUqsU#Ko_NRv9<)CB&0C4cdyU*h*8*cz}dNf~ioYmIrN4$WapJHqf z^I4}9X%Qago9I(m0{HVn_er{KrBEE~P; zEC+WaeyKXrxDVMT)$f{ewjsv`q%}7X_skx-lfChdoP{^tIoJR#v%3lam4i) zS5qjTxn#J>i1qiPinavGpVh z`UL#bX6VDGQh)2&(L&@ZsZ*MMC`%W!9^CBFTgYst_@d)2*X|Uy0gI?G8nH0IQ2_55 zn@ONU1?$GhBwUU<!=L+JIaen^uGLNF z6-5O%bX4XMF5p^o-~O0dyIJ2qIAG|U`4h)z`*TH-ORejlx(5)^>MB<3V3Mqp2hl|L zz2d!NWkKp#sF*GhSeH?M=V-7EJ_ffmW2`W7XT!G#qi0Y$zdQV<(rO>z;aJTf_n9tPoW=U5N1f)Rkmo~qhc*r1oYE&2U@aLGoPl&*2Qev z;y$MjrgoG(yLPv#T6w>draAntsgs^A8m4%u0HF!JaC@D$@WSm~Q0_I4v3DWrndXRG zGQ5(=qpZ?cHNhk@+mVre*1Yf0TT26;B8T*8TQCZs%@g`EU0b_HwxXjF_tH9?{>6rd zl7yBFb?Eszwuu5i z1Eux*^&WS2b4P{iu#kDW{_6wFmAn1E$FGq0fp}#XxEGFv>_XycMS9yrD(w;i95ic9 zw?3836+b0?&Z_u&ACl@w*cF<1UJXzG;JPqavl1o|rc_SCEfA7Gy-$OAP}4S9 z{6zG}q2~);9e;$%c#Sl)F1)u(fxCb`$=%;y zUjN?vgp6z6(SS?l-$5|KWgGpah0wPOrIeu>1E!J%%22dl@&ZSe4g12gjP3mfT=vmv zxGJa7o-K(2R2dRP(}CvYY$q)W9N%DT|EeRNDiq7RXGgYcFz|araI6QY%;nE5pR?sd zl;RDD($V?VgntL%m(;OvF!R)Gk^QM-YinwcE0MJ4%)n!;dP$(ZJy29SMFV=!`}qkp&Eik%ndV~Q`W{#yL9kvMWvHr8>CGn$P5^FUG+Y#vt!*A!Bth_~)g0_Ci=@kYVx-G?;$aD++I@N zww5hpgTr*In*W`0s_{y*k}%#%b)V?3_--nqnX?krA=nH-r-X9jhgr@y2nPS{(mO+y ztq&I(w;@CmV&EI_`~a>Dcq887C7I|J7TZRt;MHx=rD?j8#d-&GvoB}3mQxykaz z3a!x8b7x9^oi(ZIuD5kGq*bKwz)f4FS zi}J1p8pxKM$2_$Oi1Us$D)sYsVcyDTYN~}6yncS2$+>5Duh~n-W{izHcpTmkFBs3X z3V-@(O1xA-4)+FviQY=Pwc2o=Vw-??B8{Kk5%}Uyf=a+zcYxx}JuneRp*<0dt%gFF z>a!BMQ<}oEyxy3CWFxRm;0^u&$PIi101H4K-5T~AMorhX_i}!FT}YKzO^_HNwivmD zzhREPJi#O!S~#RLj_H!9ae-A2rj94$L6ey@v#F}mslQ=UqPPB~F5iTo=hln23U~IB zPh{yhqOdx<>J_QDxJ6Lb#R_>q-^P4Bd-TRlJeli2wDHP7NjM;vpYiBA$Z(Dx!Lfi@ z;+;m4=R`@t^WB8JwDSMjJNIZP_xAsjqCz@4L?*kF$XO(2>_}=CYL|%27@FjeQ{*t1 zBBl`SndQAO-`5_#GYWI#}j76TL2dG!8-PJD=h;;O?ltLZm%?MF)spTuLd z%avMdRtyWNZ|Z|=9hK=3`$2Pa#Qsv>0Z;^}QUcLqfgZCYe}gBR=lzxOK9Q%HWX=hN zgMgKsrF5~$dX405u@z>Ba@?j-QBAYnrk5~#T{!^JtkZodS7FB&K&z6R&&j;iy0Fz# z%(gSwc48#f8BtW)61?R=V*|HIUaU12D zK{|NQ;cQhv`U>}rK4trm6#|Vp;VXx+M_4ZG)^yDjLszwSAJ)^pAquy;h@w=-XQOkx zx@7eNCU4=t5v{ch?)MOI9s~^r{N}@24QFD0xv5Xtsc-k_GHvoZ%G%a1A5qk9zTUPV zvCc^*z48U2^~wI~l4PVXZB$t~Dev&_b)Rl(Ya>RjQ_lLKmtWT0XZ-3bBY&-gHa^0@ zFv{9T!TsI4ngFm{knb0t4EE%gmkSP4Qp3V}XOvhG3gzUUGTe!A4^MU|TxNtf#16A~t<3h!B zMOGUGw5WGult1ypMBO8{1ZCeT%xIuf_MYiBNx*(XHZo;a)`I8PCFPbGGAsx)X49wR zx37GP?ArQ@?Ne&f3Kx4u-mv$k!!%;&(8P0>7PaR)erxHNei56Ne+J`NA}i*)unCjg zpUEe>(cf3yHJ2U}O|q$UkhRNu^LG0EuRiji=Ti3pX9b|{4tTu;aw>2DRqk-}M*IQS z%?gfjsv=+re}X)1u7|2!8jJmRAND6aF& z@8yX1(41txN3qsn~b)ht{e@}s*3kV!>3JeFOiQlinv7U_>qxL3Z7 z*R2n4i5hk=L^GW4coXo*invQBT|DvP4H&9gdxg#wFJXII_U9X1YR)Z!&?TZr-@-$q zyIv$p|IPkWD_?r zFCRo&-D-@HrCRnn+6Q%~>=pB#7(+~pT4Jj#r4I`3UaGF4TX8ti$%dO3w)|Q)XXmrL}LgM&@BW7oREPdhjg1p|kcy$9i9qaHJze`@VyMNq# zP8S;>w7P~o56qb+{&tCac2DfJOQg0AMQ`eaqAe<$Z8>Ii*ky5dD&u(46Q?%68LaW8 z@}{nAOMKMB2|Ijh)pOo69NXucVZ^xM+;h4~egMo<1F<%rIL@aD5gUTcS}-3;JBF5K za;rv>0hyoRbrUs?2hS)!eg$SK^{j||z;UNnuPthZ=VYXQxg1M*XpEN~x@*r(H_;6C zTd>_m!gOEOsHN171XlY$w>E^8es`aF_Z$3)POXNF-nVaKhfc5V?QVJf!g`lwk#vlN z_KqDxy~m&BO~&G}6*C*$x7Dg|2zrh3l;p+uDX);;4wyW*x^jQ_i%BC>d8y6W=gjJd z<xEY~l4J*KVI!JRqS@K=2y)oteavO|FxqCEIZw&PNHW_+4+z^lr?b z9eM0&Fg%!l<}tTR@12iVt@dyB4;dA`{!M>ww`o&SX*MEx4Iw%Z>RjEKg?>_j^WXNh=(*Cv5=7=eqq);&)!>C49KKoK<=|oA5&C{Ubtgky&TT$PUh-gB0ir9_DCKEGeXxJZrc?=_HibV%zQK}yhk?c84K zj0@E~5#6YpTAo~-*;t(U&WYT6_>|I~h4a{#imovWDocuriPIHYfksRHcHLB}`Z@LM z&RzGWW)`Bylmi7*tg-zca_&2k?blps1?zeC!0cDhVYDUN9@!^bj z@cYM%^*=!bP*q6`o2hG-SNA!<(8Y6x_b#!kJBDU_uu_fsgJeS3Y|R3WJ_s;iFFjf9b+PE z$eh<_ZIabx8&ogbVPYP(N}P8uJt3g9Dkv8a?``JCPAW&78cKWF69*5LPHuCnZ)IeZ zOWPg^lx{G%_Qzu4-AS>arPVfAn@LdT+lgTe}B^*bJx`EW}h8X{0r{~h8FE{I<#^%w03vgMXe>- zBAMtgr~HyGmGO;$Mq(P>C6&OJ%YOvwv}RIVcuIk|8=v6@-ZDLE zdR_62$Cf>~wOjkt@BE(g>2g-avL48@aRDmNsTy8u6NuCIChyiOW{8jfNZqOn2LanE zz+WGQT<+weBa7_ZTJmxR=()CO!Ddp~(-vv@q;)OkaZ=)&3av`1b~S%eWP6~JaR@?h7MI+x}@Dh=Ht_}$PUPtFw%VzZ*ddQKEW?pLr~!AB(FxuSwqHa73%k^GIj*X_zB(kyUHBWiLT4 zr!OwyHT<6B7{^D+em(;Jj_~k>u6NH?^B5c1Kphst(6(W zb-U$b$4I?*YYrQ9n|TM;l%1%F-|Zfgm|*bg-QCs8t-nGGwwqaFHAgjNJ~Ccr@m_Sc zyaG1K2J1ZYz&>y_Xs;07H=d+@^^8~T%O+a?agED(GS6YLmw(SkB?c{GE((|RKjou7 zh)OlSF17Kn-Y+-mL!YQBZti#|MTs9f`4VGREt}rxYCf-@lI4p{_EXt^@F1RgsNFFQ zuSgE&IE2p3b-LdI^e~Y2>o2uWxBSK6akGopogegCs#e-POl%CZd%(dg?NUVH zd3*A$?vIXm8Gz2kgXb$3;OCQM{Za{R&T~cPSN}K$S#2~bh9W^?eaRfsbR!nCWyS#7 z^-UoKpubjEJB21Ai+P4lt%V8KZr+pzs-T?!-QXHOhzF+r^S&^AHViqD?67ms1l~yt zZ*lCwg^c}o$~$J9%xX@j>y$XHU(Q~1`IDB0t|z)Eq`UT=uWX1fe|lma;>)Qt z%Z$zoku~${+?aw(6Z3!2&p5^DbiS6nCc1yR=IXsjJa%AAzVZpfOBOOH9g$pN@Lq zk=whosAA}Y$6oJ0C{d}d0ks`|62pBCrX_D9nu64+Q~q1$wD7vy%`|;9QzNWfU%Q_2 z%yz=3Y}ybM9(K-`nvJ+-@`Cb6*ZaQURN}&<_$cwmQn1?MWok%IBt~^)=G_OgOEdV4u1PRO>JBC5$O!;S>^bU zRl7}X=$iY!>H-kZE?ezWQm;aC-l7G1fix6 zc!J`{f?51d@cR|B;|Rce-==;b>;wVF>k6J87W>$=dzqM(c+=y5B<;B$lYCPTg5uEKv#z7mBpK zDCu(nP#-E1do$o&qTpnD9%RrcEUz4kQRK`nx$!f$*vAaJ5$G^y6v^qBLDm*d=$dE> zdUyW}Poh87M~*Ym(}>h+M0T3i>7ElyY8U1*JD06aKLxa0pv(~!0fvOiLy8G8m^AQ7 zg`Xcj0gi*Z?)mEt11Y2%eC7(cEYad+g7B~Jko^17_zQ0vN_YV!RJKg9R8JlBA}Oq( zSSt(hukS(cPP??Gg~5@8R_{Rm2-+b2`ln^fuk{)K{KdwnBK+Tceaanx*J9ojBo-LA zFTa;=)7~??q&vH`Dt4rCq60~&A!g$4VA5p&`u@9u3o*kkreB8teRrV6>ef^ny-Q%z z37G!yf3?I}9?dW*Z~H$kV53USN78~XltldZRo#}{%>0jEw5)$IYW?rm!B6Kz{-3w> z+ePwWtM#x^qt1{mK+ZbXYDd~01e(^{?Qkm|v8b||L1qU*sNbuQ-|3L>d)8<+URiCn z2T1sef{2n3Y#pHVN4U*~pyou@NUl=i58xEgj@JohVQDi|Mzk(O$l>M#ZPd5^5?9E% z4;A_RDfX`^mlckgu1Y}6Pv`|`2LgJ7S(k)cAYdL5t}Ty)!@v(RCdmheX)~$un`DUDnRAtUYjRb#T_-?onl!@6Xf8o2`3ZRTGmD- zOpC!mIzjL{YvnMuQQEK{q{GOa#x$Na78F1lBt$F~aF{i$_k_^if>}?H2XSf-Gy>g` z8V<0YuEIXriX#Wk3Q0tnGB7~)UIrbfGN4-ALxA6z!2zDy5(uw@hDC7Ew-nYSEJnYIJP0KCxUq^t5jr`ZYtz8aQqhd)l^~!>H7h#5}=F23w{`q-LsZ! z=>rwD6B-vU!~nA#mi@_aP{_uuC5F${OEAFsueVS2)ImNFj?_MC_D)5o51b9JD(4rN zx}iweVpAHA^eCK{8x8uPo)ot1jOr-iMO@QbqR+Mk!8jAMZCVxz91j%9XZa=FoUfh?Fj%vl+Ixe6DWz{+F%68z!tx@Wqr0W~hrmrmWPwyt-MZomS_I!4 zqt`k;{U&^ko#jIYE|Wp1hV-(jI5t}f3|amxO;CfY2*9T2aezjPLtaf4exqt=XbfB~ zzzD$%4?gtH{-cd>(Pj{}l8aI+B?jdfLxu+mcj$xHYml{`dYOSjL+R+O9iMV864MK zqz*zSL)BA)1v4la=M^?g*E+(7EVvEH)Cu5=R}qG^Fg;+-%Lp2&8V^y%19%o-odcAW z2)0zpxCzN>yGtAdQ;g=+pJkj^rF9L3K!7`z`PnM|l(OaM*-nZZ;a|-FT0j~!k-B-f zUB_`WL{I~ap#lP_x_E86fY2NzgQz@PwL4MYY99F76Aa{gb3oj=lf0l#j-+uP(&~ap>^-XmxFrGr z9?ie6Abz6j^%do1OOZLA1HrS_U&Pfq2~+NgA^$cF5$z?OjKU$ZTgUTy(5ANi zNCFkGl0LsaauI;``6J5+FkO7=0WnK-mZ&?sA6um*!STj*fboyUG1K~>8PNweN8@5G zT6llz&vwC)j&l5=w*)z(5PL9P;3e=;$@*|DHnb!|CapPO-Sey{eRse*)8qk|mGGan zmY+U-I^5Cm9vq279Wpma7J%aNKYJN01a}evW;J+laO8bkmEtFelKvByo{v~MyxNku zx{*m-M%FG9Sxx0sWX+)kG7Tg+g4xe#QXp-&@;Q-t`*zEgVmW9K_lWY@Q(zWP{JnTq zeJM62*Zy@Ahf>ptUs73dk96&>`fczi|JpU%4#9N5sXYmF*C)^g-a}wD;(n!)Vxa9i zLI8nY7`IEx$}aWe(pzsqm{^c{3La=f#(+|C;IB{ExFWa35)lc01_K~;y3H3*6-F(z zLNB0)B~e^6llc!jL`K<0ZyD1N7iHcPblA^=r?uQBt!7icn@~!)f)aX$O`5~jX$yXK z7$p%#87Os=9OMJ?y_{VBn{x~M=D6dD<87$5cNNv^u=!Fo^+?9wV>T;6x7al3oFl4* z6ov);5z?P(W2pf3SBcg&90|_x_}QiZ*96h5{#b7gReTF7BbsU>A>8_72ne9oz!)iuw?ET3ci7 zA_Q-M_CR6C*S0xVFz$mVv+SR!fG}b#6U&_EL%3*Y-~b0ekV&V`cgsvCKDtA>!4XU2(7aa!-liQXH`Huy_XCO;nn%vs1({xQLAw{w9KC4*T54F0qEgE zTZK2hytv^bypEu+Kwefq0xtBgO%&{=3~&$APVGxK7Nx%SS>qI#)iauo1S$iXp4e|6 zHt|2&M09t2`ZOREkcAaAItX2g;bGij!8bYb4YE+c8pHu(ZOK3POlaOC!Jf?NbMz@s zM6CQN02Nf+2mltyXRQsB+5B^kYj$>a3}B{(^NFnR&UM9Peht}^4CW5+X)Xv-AcY(s z*do6C+_XXUf|Q?o5p5x*;+%y7z&wXHDvmg3Efu;AfF7;z#RVPDczw80zch8l-*edw zYF|1UM`A;*dsgzVcI;>*J$GdbT9DJ71F0;qZVsfPVs&SGNnx~&Ab-o}lZAXvjG}ij zSoubPbB&W=%?3#n_>m__6)vE@?z2qj2gVWLAmW#DKna|$#B+%! zxUR)=t#kRfm3)pRZqf2)LGL>)U^AWtIDH|p7@Rlq0jrdT3}5Pf-|I1u#eDz(=zve8 zIq|-wwKX;z6qs@K0R}f?Jv~=pGmWdrF$6J%gwaWFu{wTEzh!8kSOfp#Ta)t!s0|9vl9y0IvW2OvVj)K!2kb4 zHkD=vPfLD1bQ1gTSou|K__oIX4Cn`Ls#gBzn|9oZH2%kDfI>m^zi$D}_}_MchSGlr l!_VpT-@)*IU@(jdWh{tv-&_f?K@srhjD_{dA~Wa6{{hEiVpsqG literal 0 HcmV?d00001 diff --git a/content/img/training_result.png b/content/img/training_result.png new file mode 100644 index 0000000000000000000000000000000000000000..9d937500c218bb4cabbb8b1ae8b8ef30754e3848 GIT binary patch literal 72515 zcmce;WkA$%_b)htfTDnfG>8ET64H&JfS`a%DUEb@$Dk4-A__{EBHhvq-5t^lLw9$> z?3w5J-@SYH)xO#ns0_}JZ=CqVfq<6^G9<**#0Ug}ME2R!*9Zju0s?Vv=K>+Tl6{|u z4gL~zkb2{wWNqZ&tY>G4kk@mtv9NZqFnxE+$tEV-biem?CQ!FlqePoHm)SKQ~zCdqkMLBVR*fEWK^ihw{u>W0+kglFp&gp&6c z8Dk3~w@>qonW#b@d*2PMc8fQTixhN>&x^^--_zDeF^%%OB6)$)2lof9-1-9H|NI+X zz;pQT%RX0rtA0ah{jV>i65M@E@xR_;cJ5-g@BcjDlltTT$6Idx|MnKmK?fnaoQl1u z#AwEBrLFb&|E%Y}Jf4HC{NYkYPWPgNQ%*v{t)sowHtVX>xrMm^mYv0v_^p059lJ&O)cWn_fQ9!P$oo|}P_cttnnGEH*(&Yd2fpg(`^Rvs;}TA^0?yv`1d z3CZX!&}%1$+X8|uNJ7V+lz1<>$Bz;EOvG5|#JZ|5@z33OhZltgJjZIN-DzE#Z2<8m{Bj(!oFe;^oUL z?Ck6XX8oVL#EvuDOYhviO)28SS%p0ljum!p?C1!3n{U*Ea<(2Rw$`z7kLI^lz@D9Q zxN23M?$K1Z?>Dx!U9z^eE^}C{Y8%Sa?rQ%h@cw3PdKIC~+wQRu1O>Cx_sD4u}o>c=7? zA|=b&sAsaWdB^hm>*HPV$TL%#)^1oAO8?|=K3-&RNdG(mK~I7NKDsjA>*zt2MsZ_9 zgKuswCq44SmWzvPW#rY7^YU1Qu$7h7Q)y`~`?(irK0!f27Z;a}J|)GUhaC#>VnH>! zx=Vd&U26+}!@<=!o-Kju;fn8+vWm*FS9xqLKMXNMd7a%gDp? zLwLPBw4|h@%_cgqlE>sqogWD+|KqOa=7~t-IL6zz@hB)LsCi7P7kUz9 z<>d=4L*wJS%yTNF^Nl)e93Ah$qfqOW(L+OT5Chp-feI=5t0RR@Oq{Aob>iw$Khbr89{XvuQ_DU$-#86;ok9Fv^9KUFXB3y>S^T+0NQ*XJey@;qNmAIG4@!o2p zd^BH?Ww8~e_4^$em&4g`j*-Tk%A?Oj3?APGvNX6|w+uWyJ%>x}ncKoS<|~ia@-4%| z!WygJ<5LOR-A$AZx-B3Ou|40_3jy(!PPnl?;CjH9F9toorM}P!hkf~SS);quZdPus zVqg1cci9-V_mPO~uh*#?nh(khHEd^g(w`yOd@$R<&@j&u&F8c-RKr$0idTJhdR)4g z9G$9DCB{*CaGRc<-eVu*e3^>NXT1s=hgvIZTN{aUnYsw~?Xugi77!Syf3&msB1Yi5 z?rS|hBt3_zaNAJ$>kGXS!m~B;k!)&lu|>-n(@^Vs zDU#2Un($*y(R%T?S75Sfk+?RCIVAPY%J6kaxv>0PoJKL`_9xX4LLY)fl9}op#`PXtP_f2>G2xs5p~cgTwu|$ayYvd zV%NLGxGRoU#N`|Aj^NBgqM};=B|R7PJmNWb?p(wRCa9?GOZ^$R3sMx_y#brSJ=*hl z?H6y#%Nb7Q=siskn`7j&@Ap3kGOp zSDYwrH^#=s^sX~kVS%55f@bIAk#pnNGk(|=qlichl+N%&l zcX$}H8Fjo4lL&vfmX?&5=y>j`M6RA&g?>@!iG+LOeeAwbL$q3if+ADkw!1XU*4Ea> zYF`f5ZyrR$U!*aR`sxlzcNm9`Rk6sOJ5TH#9s9LiCJ9ipieiU<<|Ze9&CbjyyTnpa zQALG^hu@^5%Ze38j#nIanVH#KI`I{1cR+(T zw8cQHkVE%}4<8C@YbE7-c~;?G1`(?ePx=dn9foHp8=@+$vih1m2(2cgxOme3+Y`0oG8 z%ga~7ep&@5n~uP1yijOS$DVd}f9Gaq44kWOOsO+zjW+NuhAN8b&9?r;g`(^BTo3d= zdanaLuY*Z{xm9d1@}zFf9pX&(`SUxhtZhZ@9UUEe!%=zb7!-d~Fat9;cdr$;xw)B3 zYrxaPqhz~N*m77E5!zA@2}s3dZ~^KAd66|d-@w>-dn%A)YH7)=SOIFcr?aiC-e`%f zQ=8Z6u9~EzWCsAXhq#Z6L&-ZnEkB*LVVfvqM@9r8x_R@;F6^!mKE-s$H zjeVhf^kHSi;T=Kjm?&7_$?m~=)nhW#Bg1e{P%sjjIR2IE z*Ppz36QQ+V2g#ZTSuVFfkjoYMBJ)k&2gWCU-6gjA=&kPVmuskXv9q&dYjhPd{HOyn zI?72Ml&OUZv!CzOQWXYVBY-O%7fDHzt;Z|9%TmVeyF?$p$%W%OUk#z92z9^BATkTB zQGD^jg^2*>xKx{H)<=4^K3r{bSkWKR(a+7ySRjsNdU>4IMlU{=lOsl+?oyD69o&Le zmzgV?C=;BVkl@`ANP!Mx(=7QmH8s^%nM3?aP1c(|TUHC@bdQP25AtKJ3hMvM|*kOOJMec1{V< zfrOf80&>gXaBJ4-xO}sb#=yX!JM%5~NRee5oJCWdsJq2-FrBbpvT6BND=YNrkqT`n zO^<{8IkLE_ut}N+(Hc2v5T{OULDF}i5V2oB@%Q!p>H6#+JO+Ulu&U7R0tnC*a__kX zFY#Pgd@um9I)Abp2MvkS&5-bLwPeqPvr=fn3b8^2nn(N)hLf?*W0R27cc5iLncakI z42g(vd24x1^1>_o7fjbL-F%n;Hx?sc`vKsu?aI)j--(H`a&qr>m-@YrXeM6oV*#N= z@mp&r`P#(B#H^T=y=iD_;&xhjb8>pRxwCT@Fzi@`JN`W+8J)NnZOP6!8=HDT0^m9) zvPuBKT|xX~_kXT5IQ|FRb}#SltfIqxe0+%Wzb5_cEDtm4aA<05#6d2IbzEO-3uDuV zq!QU~=SIL@P^WU@TI^ZSJ>+zyCtT-B=`_qg?^5!w~YOz_iy7`uYdxUt0|nI*5B!4f$PS=F9yy zlgqWyYe`<%){>~@N?M3CCT3>;d(XoXOsU5`wn+d#G&VJ*jC8uDjnhs5_n2$`e&l(qGb2KO$7ovrPI zZQXH5+BUZ0T#I2YTwe)$__nt7C#xmF9Q%oTDwlLHeFq@kmc`zb09ZJn=nzqgLGlOJ zn6qgb8XCM=vh50SB!-xn7&e@yRpi_e#T)KO`?03lb05>BrsLTF5Va1Xq}8E=J-D!> zt{{8!4UL4yZjy+WTN-ru0==K00kOi3!l$t(zK!42l?|;Je zEAJVQC*LEvjjxfDH^6S$-7-^C@AFxYy?FKNyVkkBf0-4%>@h7fc7CC&7*zNjnXjDA zYnpJ-mKt7@-2%&=`>$6CDFM5LGRaS&t*d5n)KFL$(sp0DOkT3jF+_r5(D(Q6+p3vw z-uIXkI8Ikm4iX|yScUX4*12){5(1< z<3-qE5!&j`qenfepV* zBPRZ>7%$cy#Ty6-!)5tE)N^DOO4t2unTCe?`g&a+>cfS^;1#dL;e6xJ$jFuiiH|Eq z9PI2yaEnFjQ2KChg(8O|XvM4eWFpm{$yp=BJcS^+^&vyTJw*vWzSpp>_z5hk#fqf> z$CD4|Xn?T2FD~Y{SsWMP;K*sOqImV{m5ZzEaM4w$8tyUT$T-}Y*L)=6wiwFg%7J?i ziH+?5Ku9Iza3AHo&h9M4wR~#1(ESUT#TIlkwGw%VK2FNZC%c0>PRrt_JH2wnDCq1w z^7+wU$@`uxKyi8m5M^q5y3I0J1;{u)5vjpgxhpPe&fybYxpL*@BHzVVgR(dR?sdG% zufZn(EzG*|&=2x;3)=6+CLTRZQpN+t<$g!Z>opvmyx zdvwB1KqpT`2yr66BieES|5|w*48fFjtt*xz7x!8KJc*dD_t9) zvw%;ZbT_9OGIgrrATg(BX9=q7$i!c`xd{Pj=EfC&03ta0L`o+#MDKv3<6@pi-Dyh9 zP$q|qENKEMIE<$11B$ji0R!NGFd#fGuM-z)eybO+Utgo)x0=~m>;<%U{MU=y8!Gtb zuyOq6fQEI?AKB}G(@GBKqFG19pxU;CGH)L(=Wy#*Bi2f$Nl6*R+HnE~0QFW8%8QpS zO+(FRWM}_s)De|uGb!n`I?{kW9moD`ksfs(_Y}dNY~$$QiwMqNwH6IYI=d|$?sCGNcgTYttNOz~Ju*Ss19Ke<0dc;igceOq~ z(3$#;7yl&z46<*cbN+!kYoxKpwFSWE+n`Y7x@^AlBV*|NNGA3yMIrW?q9X2px5o&E z!ntz0?U+=a9ho!9N7X~yUKq}2E-fw1R4@G8MDP9u3fXlA1_s=_A!C5M0?^-VWBcG^9i=oou@DJAM$YL4vwk~|2140DQvSs z15Adv{{&cD6dyngWng+O1f~x9Pf0^@o zHtfd~!cBcJTdNQhtbw9R=k+mlpaX3f{s#|a;pSs*Ub&J$6(pTyi7s+dN;ip0X45Wz zgG2CzpnP?h@R$Jx>Vwkqij9%6rlu4ZQGdk}r*aCzMz^zgv# zvIz;PL;kI^U~r+tJHLmv9>g6m?2NdWO4uoLZe=AiDLL89)YNnY$bKQPdK|+s?@oBn zXVgx~#>?AZ@Twlw6bl{4sgrPuf3UnT%UGZhmPGfWO8pHffhEoe(EyX%vB6MMRj1XafPQ(z#gQjKO`Ih2BL zQBmq?d3LJK7)J{C{k7SlJpKM5F4*wYh?=J6i#Km50j3G(8+SQ5*!!fu;v&?#K-9|< z1eLuPw7ZL)%c(v-=OII!S{65<2VSr>eIE9Z@!q|L?2VW!gO{j2vip35zWdi<@ikQc zI)G${fK+HPcWomTVgzd7%nqSQ+BiAQ!Tuc`Lg5*ogv>!Ff`07}H7u0Is-#A>K=spd z!1)D9foA}~LHu9<$q^_2k>B*YS~!S~bSC^V8|F;W>3|+%O9DFw z_ETG1+r2#d_NYI^y#yz=*%j{FTeVASmu2jTnMeo ztxsM{PyF(l6o{x;`T}Ep;X_u|Kv2xk6*8K1rT&)yusu+7CksbZgk)+>l~+{E z&as1BF8$1TC7tnqKZz?>{{M@5-k6~FD757%AdbXn+YT=3AgT;0i{reX{ zElDfaAZa(^26}dnk@3AB2~Df@Ls+R?vuOEIi>T%WMiv>o9Tr`#NDKZwP&5R~1P2SC z@58Y^x3zr);`CRmuekeGfalBn_xW5`Qit{P&-@^}+f5_lgU>A!7dLh@P_DI(OtKm(r`XvpZs* zbCrU^xVU|MJRagPAF794Fb=W2i~$@Ebsn@$ zmDyQh_zr`YaW_?8_#AI%Sy@u@!zwT6Y;aerVWP(?`9+pE!Ye6>ha-!6dU}`XMIr#i zprAp|;-qPu6gJl$sg%Z7QdY+0zGneoQax#q30AJzHbW2BJ;;8sJ4cC;k+CQ|IG79~ z&?+(|CB+gA$9VPHHA#>uTo#kUn_FAoL9RG8X%v`T%~CI%0s=9UQ*}1gm!=eM@dUoK zh%V;99t~EdpB&**%lzkPoiF6}z3l`weED7h9p$qdw|yI!Iw>L_EjYTADW7(&&sn4v zv7`Y|QLYCM zO_T>3)+YPq|8t*?TY)d`8k2wf5v!>ED`4RnQZtssu&Aw-L$bHJsblzDR=EH~U(Mm| z>siSsYv1e{ToT3C8q-gkMk?H$Aq+v+F^Q6fR9YC!iMKq39ywfKdR_cv10MkkdiU>- zZ28GnTlmS7M4*W{ae_kI<$ZsKnwlvJ9HdWe5aGCcGV`Cw^iW8i?!JaG87L z-;3)Spq;ibs>GBb6e;M}s9H{YNH*;p=WO2b3Lo$RLuQ{1l2%&KF;?cV+g zM3wvjP4%z+yh0`R%sq<7v=(@cZ@zs?Z?d5MTz3@`iHC=Wz-gt;?d>zric^3&6&|Zo-%=m~hs|?w>!EXWhN!d3B{H%U)81qr%aI>bQ}1xi1G^ zJDaA|vHo(Ws@X#0tkc?mfnFsz?AKV4;h_{$@<~DPdQmK4bz6Ucv9)C<-D=&2qqB5M z?<)hY?cVHskFq_=CMCOJyW4aXq({Z1zciFZ;XUyL8dFqg(GNy7+Pq#BJlLuPNBt&avBYJN?^zy97#c)JX zTAC30MYzb?j|WPhK7W2!^MRm$$PM-~HHF*DGA`k43Mx{#Aq5JEw~I6?kCh3pS7B<> zcD4}?7xoSRv2{eC7{B)Whq$`cuzN+hT+i+#?4*ctnL(o8IP;Kuy9@bmk9yCYcPSg9 z>m5!oev?8t>iEP{mHyd`fjWJ0A<4bbaXRnarq_p_$ZOcc-CH_A%j)>x6#i?d@Pmsx z@fpq(EV-u!=dw8ys<;JMBQ!j`2^tC&I5;4PrQpno!B1E3fDLB|%JNSkD;pb594|}^ z7E7OF#Z|m)MLRMINr8V@zDC>QCZs)DX1Qd2TmHoHE^Rzf9Wr*vaDt69yk8 z$lnj%`}&t)9>GCs5fG}~G*b5p zYdMf|1GLe~P@drc86{`+ngB?Uqe$$ji@W>u@^ae~GSR2t@f2!J7rwxi8kqx!)koTg zrs4=8I*U*8`a3afPZhN~qN`{Vn*TgXaJ3I3nf-WE_xJDLjm=F)Zf-C$ zj@hXIWZ~qg=H_RbS{&L0-39|gNWSade0pLFyZzj;t%XZ=UgprtGuWNFY;k3S3pj;Q zXN)ZD6g(nhFotNsk4i{L;6g)bS97n#=neT}oAC^*@zPOA zx2j^l%#(LxbR%D{YSrc(MF1$N;v;(7|1N3THZ=K{%zun|$2t(OD8WL5rQqvAQ+udU z^aTpY2J9hhcx-%peC_xH!6h4KXXAs7NvAd~P0b4zFFx3hAtIy4sgf3$vVOk7J>XHe zvgv|7-3P9i@%j06$xqAD3KEYl71f7^X?!C6+2h17)RS+Duv|VKB4}amwL7%bx&2El zdvy5MnPL3$ZampWzn=g?yDW&}TOz1`+*%TR0cmb3h~ zcMayYk%_`RLhbW^(XZ*n$?hnQj{ZPm-M;Os(Hhwtzw{qugp%V2;{IhfI;Q;O#$Rfl zHLAGk*Ghi#=3mcaCnm)>3ytK#<$!s0A-Kh;Y)pIbwy}Z0e;c9SP zwl71C%p26xspVz!OP%LH>;=uyVyrw8{JV^HS5VD>+va+9wYHXJnv+ALR>^B=_i;sA z5)8<>ukY9S9HVSCqF>@wXdW0U;-M4_hX!a!+z5+EvUW-FH4elmam*fq+Wu*Lzhp!^Ps)euNPYi2BhhOZ> zdFn_);$+LUv0YDJXta=bet|S$aJl+v)`O@2nPMo$5tAZIjWVag_*Nqj0*bnTye5H& z1r$9GGzYnkI;}X6D!5Jm-9_(bW zjLBs?JB@40SBq+`gLebc|1M{;7v2*fy4X!utGg(q7lz{?pM-ATx`p^y^Z51a5X{z} zKYxguf;DD=C;>Wz0g<5RaVfUbjpxsww*l=NSQ1WJ28+fCeS?A`G%iki(iIZP#x~8R zl@6}%qU_tl^3Aq$B3}qc`u2Z0Mv$>RsYrMDlAmnqv1j~non8F$ro`#=oMU6gnW^{6D#D1Q|G~#K99&B#@Vis0=839 z`&s}^2?z+jQ1dQ@%;T(C;LARK>Ec&Vj?2=}n$gA9Dd2u1aP|@i>!9=Jto?>(M$O!~ z!M)a&Mf>a}FJ~p%iTb5hqlT|*@4edi?5k%EK|3j9Qga)X5w}Al)xuWvYX+2x46$gJ zkmEAGf=i#3?1>MWu*%ZzFVQdIMrZzZk*}<_%IuF-r*iOZ19ox<*f4gP|0^0QrtbNJ z&34hHRN&F_dj*%WXCUuAyc0PmlMB5)9kIE>m)PgC~}6 z*miRuN2d#f1E?B*lx-*^`{Wv!xUW|Y*Sz<6h$j*xGRFV8vIGC(hC@weO(pkRk5aL( z7q^|SoW}QioHX^c(H}+q)T#fdV`&ImUvS*e#LkrnEDHXJ==geI?}YX$;tMMnl~ng} z**x1|?J{u=Ce{TUgK$AMOmbQBMe7bM+;1%370!Ti;2A6SKECWbJyV{vRcFxK7x;QR+K_RH=f7?Z& zU)KGr&jVx3-I>2SBUlvo%y>J1=j+|sjkC{pGDTx*{r4SijgFs&%)fEG6%Zc2a_12% z1HUmo_gcmK2-TYUq`AK)$EI_ZpHr0X@OBu!Ru$XkOFOL7Da*QN)tC`2Y37mBcrvcj zB-_fO+ZNzZCiPRq1>l5!wTqO?h|((xhGb;Q-((MVfsnGwF1_8-K% zv#tgf#TyOBo!6%C3vr8M_kcV7@Qyo{<`5cTwTez+VCZ}Fh~Hn`mG{n?#?DSg@{&B z!wEl@{Vvc%upkt>_B#hRfC7_C#Dmr&1+rQnTk65;kO#TX#@@aTPIzI#r1D@YP%d5u z$K`+Gv=p=8c&FH3>qO?RZj_6RGz3mF2Kt9ywPxG-k3J6Kz1Z1-zL4|U3su#dz?`Q? zOYMJ(1>+z*iy}Z-fw+2sv9jvQZ3b`I*fqA&BSL{D~@!}7-?l{)~RF5#!DsWuG z40`j~sVPY>ugcY9&`tcMFIyn_%KxY2nO?@4@H6{1zVhlmBWbHPgHPmaWUpPW-IOr2^4WK z*#7NRI5-Zmq?o?^p*Csu1Kn9Yr$*xmi|)a? z_~JEp%vn4uZII44v5CSunZh6pus#vy%e{BNGJQrvGmN)mY-LJ_s`6EeewdSG(}lg2 zV44)H7Ux9b@hNp)K~tSR=d?V&eOn56>J_@T>F%iHno%_4E~QA(IS(4`!;A7#OZyL- zeTc#yE01TGAuUyx@peEmcm#fshN{Q^3)`a<4dWKdN=o`hmBxRI94I!}=eyxqW-O0# z#Ab!0yi0OiAFF6Dfayj-@1uEMa5g~t#|`JfG{rnj>luL2r!qo_Ll4rLQ}o(dz{0cj z2pX6gkrlBqC$}r9kou+5DdrzfZeNFQm5a5wNp$_MKtx1C&mUUihYj7C9-}dlyN{Wz z9$J?>ZZSrPU*_tMnTWys!gI=LZMqE%ooUR&P{P5$n+Quc{QkpjZmruVdWRl`lIxcr z5KUr_s$=6HFEgq+c)Z*kgbIDI5UhVvvV9o=bUm*_m7qG3&c-R_sN9`#$7}6#mrN}^ zc?^E03l;t8rJcg<@n0D#8F)J|rBq}+-U%j~WgAdjF#lnUF|YR2&d$!HFZHTXek9J; zkH?;*w7X;!nh##Pal;2jK5*uob;WL&fC^RCjlj%gnxJn?8|#c_w%a(8 zFR-Jjci55Tqhx65=qVi9#T`3FuIi5zL`C6l@BEZ7p2TdBrPPhI&=Xhi@ z@tDtQ^i$2tv(WG~rIal&9(9I&1yC6&6Xf^#A_XHNNFGOXuCuU>c;~zK)3x1(xjgXl zluNX8278m9Q{cvmK{e_qciqO#OCP{cs+57jEbAMbwoB?9;OOSV8^@DrC3^GB<+}Pf0sE}TT|p#iWu;Q=_3D0#C^8?uCn}=e)UBn)X#m3j$ZzcVt*xk@!I}|dF*IiLsCQs zHIhzVZ!9@9Q|!kVqcqo1ke))VOr`y8bWp3;xw^JjrZC=74DNt-2AY!XSVV(uu<6MA zjt|6Fg@7@8Vq!P#`KRXBUL?BFKb1MUjwzuBu$1%geGxK%xbq`A{qfK+Nz|^|Iky$+ z`|OAm*36HN6U+xzJOZVX$KP$H^;sq=Bc>#Wj$@BTC%ty9Y(8j=dAIlGVu=pU^jsXY zWD_(r5mi;^Wr-%ntZO>E}y+TwNi~zy_P_B2891wXG5C*WltRz_l`>pFKbHO5eX97QLV}AXR4=G#b-2T zwkNo{;q8q8#4IZ->(mw+62clHm|uNb6;@M_wf-dZmSWtI69tv4 z6ns`!aCKEMT%*}%!xbgVjxn)&>OyOC~9sYdXz ziTehz@5=f9(+b(cyrz4r+6iNU+j_@pOZ^4nqlb@N!gQWRC$cKrEK%XT;tzi~xTw3q zBTz{2FSu@tqAy~n+~JLlc)j&Y^lB8cg?(e+b#-cOgN)Npoa~32Zm#opH*3-JQ6w+V z9aXMRhVl15`M@<;e8ns3f=TYC{xRZo^kTETDrToHu^-=WUApclIANM{BX6g%o9AHG zbl0YOfj~b@^09rtsMq*@t|h6(k+R{?`a#KwQy*R-3l9%ak3Zc4T)5ovUu?W_^oW~r6Op<7x;^t-$vj84Tl0+g=)#J-}yeAo%!Z!WKajyY>mc_&^@W^9kpHuAtheTeCdtTkDQE ze+;5CyL*e&WQgQ*S6%I^+&#Mfx{2W8z9$5+=lqZaHCg?RGCMCL_ZhkS%P`}$&SZ~! z4nOB~ymyFFMcuB)>84<&GX5V&c3u!EGUygXqJm$;h7y1WKv`ksL% z4#Tk%75iiQEg|ho+-Ww{>|LGeOlYY z^drD6Urq)b`)YIq91WQ3oQoJAjXw*#!cpm!%PKKuh^3-eY|-o4>s=8JZ5iW^G?*bj z2mFw(FJk-j`Td6iiYZBF2J;l$*hv#Bvuif}@*gg~wY>kJpdS-3(Tm&WRt&-U}YTY;Q&2uyJscx5?F1@BwEQK}6tWUdI(>iJXXj z>*_KxxyoZ6A3gg%%C+B`l>0P1OIB6E!+*+ZtmD!uQG-g6N7ACY?OiqpYHwV`U3_b} zk5!zv03j3&cb{pOm>ad^ea(DX6;%4nu}*OaU)Ej453PRQYB4ldpM7-aM{68@%vg5z zxTfY_6rm?Vi=G|pMs`XZ*!Uq0aoauZ0Xn^e`lNrX&RomD1t#6Tg@n`sr^1mEn3i~` zQ#qW>xkL%zhj+1?_Qjdpi*{BpCau;qzVZq}~uvNq$K>f~O+CmF=K>v4uvU1RIY!pqL-0s=$} z+;4+|#ZmZ6&Z^U$q8}4FFuB{vT+eJzZ*9#~`kS;zQl3?_@+N|mV#~kM>#UD%C|Ij3 zkBn+@4WKX=$P*Y&s0ihi^f&ptUK1?0OLZSv^$Y7_h*%zrAK1%!dzt0CkyYjWp(7DW zOB?u_^%TR4n(+Mi`>VZaw0TCnvgATBve? zQEU&Zx#x-Hv)ofC9Ix7b!V>sadv|4PCOLhxmU$3;Gj?r{Np#?;p2NTV-6TqnQ4S>W z!_c?Wy}V5aHvL!IseO)0LLz;<8qSMMif=pLu|Bk9?ZFAmCo z*;xEMTD5XZ-=a|eLAK7PI=r%p98%L1M=5ofX7|?BTfXFwW8+}=ep_*C_8YMuO2lE) zKBnuXR#)_xI+xSgj?=-E(XQ@fyni+3^{>-?WZI)C!o*geVyg5o>*Lo!SiX`}{|gO= z8_n@o1|+fuc@C_Fn?I?MNqo&>iM&(Mpxb{BGm$y>4a=iWhb?`x`)yLI&BkZ`tBy9o zap2)J+rhHvh2>PQL6*!FufqKebzZ_#x7+^_vA}0bRb34=U5eqNuK&c2 z*UiWMYDI>yiAVH3`BNV(<=LdVGN-$@xmCU$RG}s(ILL!{#VVx<=ErtbINz!dkt~%& zmHvq?OS^D0NU5f@N69dcqoG61@Ou_OlGCqOMx`AI#`V+ABQ1UscS<;ZEGC>s#5SfE zMG!07Xy>G{d^1k!l|Wxz+SXZ5n;2~%vchtFIna>}_N|^X(^2}xV&`lYs7~LVx%9!_ zJ3Bc2^8v8?7jA5~&y{_o+;L2K7W1ExlM+IUqsycm_>aTGrAOoK1;J_qQw<2W$XN$z zoK`_J$6)-#GDBFmB=Ym^*zXehOotaihZ4sUtyJ|3^Sf%p-kN<87$VA~FmuXq3m!keoLqwxPJPVlR7jm8nvp`C z;iYF`lMu7EnzZYsU9ql>NNbun_U{wd|9EMXTanxtbxkOixJ)7l+bQeEfc;hJ?E0o~ zzIJsz;+$333wN}hAsW3#|8tdy_lEA&O~iNp@?Z`@b=q$1g6KmD?ddU=XU;h(TnXc28D+ZR$)-yZ)gRnd=8A0@$YY53 z)TmVWk@uUYvTyO8j<5Ab#3L{aWG7~+*R@lINsfA`xjcH z{HHPEW4fkx9AT`=Plt~4`TEMd_8+fGd*Q$G8{Z&IbSkMa-;sy z#QKK3YnhAQD(0n=r!Ke3Q>#(C{v=Gs2h#$Lx7oW3asrjAo>p&4sVdl??+2u(yRR_V zIH~nBV2NeDwSC*euUalIck`GR2K;ydr~QhKeI5sLM(fNK@>*UvdA(}+uuYY2S6KRK zyhDph=>X5yjsJIn%i4~hA83&Ir_uQn->v%g9qW80{ZOfCSq^kE!we$1R9}v?9p46P z5Ct+QV=!H@KJ}g~PbyBN`d7=QDNB&HvNzSNU!D`52+xg6mN26|p1V%5&W=4Sn}*)1 zG(H#V%;LJ3an)%jxpVQ-zSK3gU-b*XUWKV z$A=rO{4LJob7NMbmc7lE!|qhAmE*U;h3X@$>gi_A%dCtk zZ3-By1;q$AJIBd+C9&tz+BILo_67oz2HzWV<}>qZTCYBsM<$zsH3*8TjZ@{xyW4V308C}WSu-G!zZJ6Q*&HO+qB)%E3b`h^>xtXj@Df11x^kC-QJ>Mb<9+j%ZgcX^%# zZFw;YC4H1{_nL!?ucK)S z$4KuX@r9d?!ZM-uLzK~t-h97iwH580#Qrl=(D0tkgkeo%v!N;5&z`w&Xs)QPZM<>f z@+!+4F6J~Ym}mLVW{IL zRS&vtdD>|RO=a{HkQb~n28t;iHq)x9rJrm|n0-0u=14fKeqNmPS18CA6L#2lj3xS@ zu8PTHeYZMSxu~>@5l#4`_Cy7>_+SWif%M_~9kujzk#Gr^4+LKre*X3@3?}9qv#KrJ zE>4KBca<^_UTzVeFIgO0qK;L-{rEH|Wx7)(SkzYrQ&>y=16l9DTx2mDd+er;^>mEk z+2&7iWLtH={l$k036#ud-^H(5S0ThG$IfZR#S?c2pOBj76%kLYNi&ZsK2#+tpFG>* zZby6<)vMR!Wfv5G;^^zNOBj4>Vf%NKTZTvw8z#HUB2i7oxN__Q%{$i41Z2t9eOF&5 zA)jNe60Jjt@{TZUeu4WBPlQKlEgRKNFIq)aJ4X#u-qDcG?;V_^;n}OvUp|&5!!cHY zk+Z%poZnQI1dS#h{i7dC-Y?UXxJZc^*l;I`R{%REuW-VlY7 z&|_;C{hz9Di?9E?88wR6q+07o#d%P-B-my64N>tKMn0+eES|w|CR6BQ2pVg9KN6WE z`1qJm>;-E6w*7TtVHn!9(}&;G@G6OY|GzaMWAGow*mVzuS$J_cdebg0<%@W)$f4SO zzkGEB#|_bTMo*>6s;bbaf%b}k^fJ#KXI_R~%k^~p*uZ?{!T|~YV|K59bNG{``b+jw z+kQID{F*9@3c{^HW%vsY(qEb8zlCT$P6+q>xAg2a-=*S4{EZw5HjXjWz0(rv{LA5S zsw=NQsDI2yMLDtUeu|PA6*?0s@RZF>?M+K-ObuBYiG0)1v$~|=#o>2pkwk?d z=3`l7G*)G|sp7|m$!;z)f2kXs*}$|ZdBXY;;Za3;*`DyX^9w4?BbFIlTE(NInu4L0 zwHz65=J3cN1!-68aKb%b8&dn((7^s7`a$Ha`OD2O+jt!wI#JhW2s(%QvtlbV$SrAp zP}6u!pNGfBr2MS`(fM1_{kPL%6X=b9%sCdi+Uk8B-<)oAaU*+f&sdQ%8RRXxP!|`I z<)c@`tLW=9YrF>-9Rf<~57x5s&yhsc|7a)jO1i9ICYK+ItXs?qLtwbhME+p<=}=rT zm_C86SgexoOw5;lWao&qwYOJJYQnIPsD`7d!}XoWOyW&JAPmq(8{4E#cZLreNUZ|? z+eyt_7dHlvy^|YtbgU+#;t5>S!bJ(4`rqHhE3TAbKJ5wd?WDglLXXL^esn8=uIWs` zFW&$AahdiN8~(LKmOuaxy~#fZTt{aMv35@}naRw7T2J;3z1}qm1)+ zWpk!|--nGQ`?`7;4kdt?)>pDI^N}TjKt-aQ#m5;&IW!Wc@so(_3#$&iRHUr$N6xLd z_1hM>sqn`tkhG=VyZhMr3WwURxaI%+c911bd8N0NE} zIo>zRIhYcX#&k^05-h*TQNpwr5_w5dj3@+!7CF@I;W3S?O6YOKl3IDajYYF66U6^o z?Jt@B6c;{t)^^o4G@Z|D?L0rxEEmm?L%9KM84Ob$qga~xmKvp>61r4(Dc0?AaCm7} zT`+Nb-d~U>L9y#)#u_32tw6^!C*X2fNw%!_+O4?krIfDk|NRvwzpdoNNyX)TLYMoU zv5nunB;|L>hw#d@rTO;TNqNI}x56iS#8)$%QX10DCOZfpW0CmjWrub4#dc3N=`Tx@ zuq6nVrHX|kN!W<$+FJV6d@@AXwavb4w(L6atV-rwntp1=9uRrxb5QbkNterA!5BBZ zw>ig@?)-uGiFQD8bmZLe+BQT2n(nK-E#KA}_UB>;YyT@?_6iyu+ zZ;e^}80g;@=;yjJ%_N2D7)*W7DYob1j;~o`$4c=t=t<6eI-kqlWxR1|Z`F`e zGE*f-GK5bmjCJ!`&WpIPp3jMwOMcM&;M>Fh4D~;ay;k*#pto~vV@R4e{%;MHn+X2u z+N^~Thd{UihCAtZL1?S8Xr{9px{aZy^=+&h7d>+#uwjoC_62PHy1Eq}w&P^Hq)5R`zi3JoT!od{9Xqn(^^Dq8!PNY9EGzUJ z&v0HGV>iPsO@94+!+a0<+{6RlssD%!OUZ2U8T&Lj@DVy zZR*Dz{%61Lxu590-{VB`a>mYLsRdClsyU|K1K4h`aZ34SmJR^E$%v^zvtlAf?CyzPgF* zw+KoF%j$|-k#jZLJAH5G=Byk-qoOj{dlqjUy+TmO9}p&LPrqn%g*rX4x>Wx}^mf0K ze^^=^evKuVj~zvM62`~tyec(XnuB*A=a{m?@)8^fE1KVv;C?{E=SsL?lO{P2--21V zihOJ9yoKLA%KgCe`)&!5{XDu9`W*@G{*r+;5w)m9?%C-duKyQb=N*rA|Ni|`Lbi%T z=2eJ{viC@&gk)tmkiAF9h@=QbD0`G~+GJ-{$R>MlPV2Pyx{r^(_x<~R@B8<=|LBkF zdURbrKI8p9-pBEJJzt^!gxtTlA-VHfO;3uJp4ON2l54)9+D85H{e6KsEmCT2+<{<} zmf;4C-8*9OC%OkP3g0QwPDw9tvSEC%zC>)6;l_r-#CCslys6Gd*lrQUntf8E;;>-$I-&P-;O zQKUHJzUlyj*X!+beZ4cT%~2dfg6S)&p@ACCFJdhiQSv30CXXC!-V~^ZgrJjg$~x#p zgK)+qJ@KmBhCk;CY3I+n&e=|=Y?gNG3yezo@C$7H1NltYX7GDs(ia9O{i&Cpz$WvnP z+29vql&!L0_(W7){xZrWGkbpRI%b2vaj3B!U;AD~c~({=yT4~1NC${eMb4`1)lfCq9g>Qzm?zw4?-HnxhgvNPBAf_|d+Wx#+h{KGan4 zrP{t6=lr>nC07kX%|a{i zNG%850%BKbh9oC#&aDmik9WMxPNC1$3DQVyXbJwznuXpGe09NhY^?1?yXpCFrNu_E zm&=QFH=oNpIV=m;*;!HaQZ*#>@>}2!>%EHaAW`@r4A1`N8y#l55Te#i<@TrN#7lAU zD{*D3P_Z~$oZcl)rlJz$Sc{)2lXK56lHQ{k3Yb>eegYzI@m@pYg3+TT3ih~&B$K!M z>MMq4Ej|e6Tqg=pT71`r8jIr|f8p$P8&sr(pV6TuYWw5ngEyP_EuEm@Zq{+WYai=} z))jk*F4iq8E_RmQcD|;?2*u*k_*;r@Fu6pTkhbG^rQSs4|4WKC0qh8b;R6`o@I~Iz&jqI_;=#nkX=2!aquSiKl|tx5XeK11yyglqoTKgn}I{d z1>e5mh2w`APE%P2U*=y<~SSepM0ZaSGwTHd=x(xridIoWf$7#63VBm=DsCU zRLN|bpfu+6-z>a&C*yKDnT>LG(&8$LN%!PyNyAN1imuyPoum=6rbB^u)Cit$^JhMP zYQqw^vsYhKTdv3(!qEE)9eOCIU)#Q(f%zw48#1f`(xz z#TLvWU8;WbWcTVbGb?;Z&_OEbG}n6$;U zfP;5+Wd)EMF!Tr98kjVkn?^nNtw1(ePbxH24G5Rpc6mc$ass({n6u7-ReD}NsTUTL z`ZDdF`Cm5)nS1cq)_OB!MD=3qhGmOQ!Uc8ptJ&%=OF$C3#MXw>F7T)7Ul%&Bth zb`(l}X&tm+x03diO+ik7h)ZL9HM^~n@ADK@6u4$mwBPq?=)Ivx%0}+fX^f z%RD!Ou?c`P>bHo<$#d2g&N}_>2w#ccvmHwfw0Xwi)7&{} z#{??z(9qDu2sRcLeS6F2*4Eqr`4~&|XW($D5D=CEgvm9n>~BqRk!+%(QQ%Mll1igK z{A&;(^I7Gq?{(gPt6G%*T2^9{7c5ovaN8LSjezmHoqMlvCM6xEUxx@J)0X~A z!CYhvvK^QKcLKU85L<5A@eio;FAA8ee|G8_I{<7NBIyGko<7iqoT2*eJx@ugj&%dt z590qbm=KLHX8+-A&NuZ%{kwiTcF7_ng?IOMH_PE_r7Bdrc5wI(RT)f_7RR?>VqFz!TN~ z-IWiP&Dy4>Krkh&HS@JyH}AR%1Tl(<&`carS~_hqdd90>Vv62z)0*-1v&+>+Jth0E z_r%>T)-yys;%8pc^>w{DdTljL9Z>LX*(i~`AFmc9)Zw4Yl+M^4zDEt8<)m?>E+A?b zAhjnBlzX3VK6&yFcq|`*ez53=-RkNpW^*fc9iaw{dL6fb zS+0?885TcI{W3~#1YVG(TVO&8?{E#^X#_WRu&orw)iHSG zC)1rv%-Oo2OZ8!q7NVR6{hg}OpWm&K$m#9Yl91iREmq~2huAXE!$fHJ05*6*(v zY^X%N+D?moA3*M{?=0qr>e3ru-oQW5(lT?Gf=)#^Js<3w1wWq{;l{UTxlg2$O_ydnsp66 zWb(}qmrH&tQSy+?r)x%wxjxSO>_20DnVJ2pO)Q#}l5QlkF?uLfJ0UC7y|E*U-5{h>_HAEI-6~qq&RWF#W{WiOA^U5;XRCv15@y&qwLg-~uK;yg zZ=3gyi{p2mlU*D8`x}2xZBzq$c#Bcwq7tu)w3@j4Yb(^f$=dat9C##Gh>s7fsZr!3 zly}@i9Ly`cjHralezivr(VxV$Xg!$V&@A^@DUymS{a9iucbqR)-!yG zf2w_3izP_BkE%n^x2ye@&fnDAHaGS@YG8|}ID7Ubz@IugIslya^@mjzz)c-RV~3l% zyDQgHQp^Cj<_AI2(=ct!)1ztWQtE$a~s60V2P>~A~#>WFuX0$>q>eWgW_jAqn!QTndIE| zK*$GZPntjWuKXWM#~&WBP{a0|TcI2$ZdQB*M3HH*Q9c2ID>$-f$jQlp5uxH)>Fe_Z zig_?$$BClOv7GQ}Z&{_7t!z8)EF4Bjz;IhbdclAk-|LJh{SN>A1#Ut7VM}g8Z!Q{h zrOutI#b{K?Xi2cGjjxWO8ctb;5PyZ7$4CK%J*U^GTW`+DI=oKrKy<7UEf@rj5Cm(a zQ)pfbi=G{r~B4;L2HeN2r*x-G-=g-k83fi8Sh?|a7quws3;xnq=`2% z-JqnZ?E>{|_vq_-H3#jFov*L7koW#@6yD*Zq>eC}$PkkzF!d;Q8(o!>#;quD+X16h zS3asDH}^dlQ_r72|McH{a8%gHurOJ$W}hJ^KT-JtK(5G%O*w`M5JT8cAhH1(uHnWf zFa!bSvcCfTuI7%D%_$%KEF3qPZhFI$BQ6IEqmN-c&n}!FCag04)P;0^H23__Zl>2@ zpL3t;c{Gs*lL5oRj$_-S&0^|YtO5}$$-$D<=kp%>S{%eVpKBUgF8tQYFgdL0rzhg= zcFDQl-iwxM@S`A8&p5IH;6*@#QGSy*E*RayK7D%lf7GW3fa`6J79ua`zqgGY7V*%L zAS}eXh}56{BS#iHvl69&+Ki0A#~%a?#oT0jRQa?F2~Mcg;q zW~TGi?Ol3XC+Cvl=I;u*Ag9?b(W+zOP;&3v6hk|obRu3P?6vLBirxQ6yeSs0ZpG6g zYAu%GgF5tKZw7mYrDzp)SD$inmO2?VE4Ke~Pq z;2Zh6aUVb4g7d}K;PJ)9W~4|52r$ZWUmtq|3~4J{TSe{~?1Ork{?qQ|X@bVkhk}cF zqcc_gpifZOqtb%))|O^`7+OSHMFL$Gk2|y`zx&xrH?c(VG$umY^VxxjJ+V^P`t?5? zUFBbzUc@z`driGZrXoV4ZW$nGhr6I49yaCw0{|mLou_Le7_D95CNNy)l+kqqxN(3m zVc}Po;0l7t4{$)RpR~2L;hQe~Q=fUEsI=X|N-gUS%ikNs;pLS!QZ7ZPv?pVGZBt?? zjU!uAf9v>66k*ga>02Rd#d#M3nlc}8JL-C8AF+OOwy8?LgL11-)(=tn8M<_MIU{L0 zd~#7IRF2$Q-(i;OW|vzbhcv+_sI-AcA_Cf^Y2e!c&gdn~59)%{R7Ain)`AGd2deB2Zs);H1w|d5-P^nArR}nu zIAxRpa7;)SbEzMir>tz}t#wC4m5h(3b`ULG&mNNFnjH->xgf*%ASdn(A37h8Oq?>K6SB9e;?y%4&)0j47KE>zM9-KLrV3_QW4pr-3!QbV z`VPh-=O?VW&dpNYl{a8^Z%sqbNkrpESUUW~&2>h*jg2ung$GsMYqe%^NP^m3E{nJw z2kNumVAg8VFLqwiDPIN<7&H7CmkUYloC7rF5AJgbg8{!{nZ>Hk_!{_^cdVsmrG(EFPuk(D^OYZhC~2W2AMUR)X!V?x=3V65mnEZzIj7HNM2FZT9bS9}ExT zHZi1j$5I?BPze~o@gVp#CiuxEUjyg}qEEVPNp+^Q2YZ}f=zL<=8?)OonWV|{NiJt* zr}wP!b#0j2uCo6gI;?3RMa_P{^+e5HyOKvWtH7jf_@F&T&kAqCO^`S(PLP=S7GM^J zRV_7!94z&-LJNqmM+*=L-bGgA-XPg3=>z#q5s9KjH;Y6;inG*;Qt_K!HE>{1BlVq=pb)C~kU3{bM!#F?8A0%vSQJ=OtbILm$*|OO6p1JLRh}TGaSX zs#rnV_?ND`(fF6%JOM1-ew)cakd&d*bwY3Dpo6=0Y4B@svEY;?LzyFXY2);Bow`KD zzaPAMv6Vv?r8$EPhZ-r18d_W9qYQ!W1^tX*J4_FHaXPm6BeV@-Y0Q6*#eOisFVa|# zZ5yT_&_?^X$5~MD9SP%CTP@wpsLX=uq!va|lolUKZVJ@h7-d*kKk8^g3XD*(Zu z{E|_WBW}ecR`qFXymF|wFlGT+H09xxns?#twcj}J{}#__Gz*gVW!xSS3y_yM9WDRC zaZ{C?V$EoyK8=Y=$>YdkK#>NjtZe706#iNMCtrn-OKl8>y&cjwybYQvK z77h3qlAS&Y;nkX)Q;A1Ck_{l1_l?_rUHCJhS3_wZei>S*+^>F}ks=>>w z_lYZdR8A{h7nZ50n|IeqziHRQ)ZZ@~BvSmlm1lx+y=Z-$;TdW`G&a%oJsW#J-q8Lo zYvn^1I;9Mwn!)wiE?;kAjVA$x0{&qlp&w;mtG%~k1cLl0>$51zI5nD$TP^Wy`vQsD zxmtL)&)s}8AP2uYy8yZ9$N35FlLiNvZP<1BXn02d3!zTsoBE{>5%+;QJ-)3z_t)tx*6X8Oto&$oT z9P;nyapIi_)bb9UwW-@cTtv&5qdM6rR%~Hmw#?qnkHt{D&MD{HY(}HYZ%YdU{Q^Bj ze&rQKFq}1#FD}(54Dw>M@q*1iAonQSIK$BYi^muP%H@S6@pr|tlE}t{NHr!b7~KD5 z>8iTzo|u!m<)A3_W5Zo^MS+J3lOq+Ovo%!fcYWFV6Fsh1CGInqh?s&6*Or+FRDDh4 z?NuWe>sxn7hJx^4Z_J@DT$qveWCdpvcA4@`l`@NTTuBCXEB>y7))`fo-^Y1$wW9dL z>Zp`|{(Y&f4bFb06pwC`mBh;#3w1jBFfYLq*tvULsmqkAkBr{PTxhE9blN$aEg;e+hWc^YUwJY0$FD{W?#J7>(nk&JFL~ z8vR*T&Ej|_=MQ$X_Za$;h7kP2z&&{XIRvQ7LZbP&mFF36=f9Ih@-c2{^auCk zarD3UJar)mr{(k#_9a$jAinQHLS$=#F0SJ~5f&gk&wKwA9vb@UoW(915A$hI?Su~e|YC#f~D zgH@Z&-J)%#ggeHbEO3b$$R!fb-rNqoX$SY~RoW@nx!fI@@Cs`_O3@&$g10cs2ar-g z3$5pP3(oZzF`0WF=ka6Z^IH1_1wDGxNl*Y#sCl%cgPqSB32c+KV+QtCgq%tn`>V{; zg_Y|i_I%qVdwuyU1THp7>$(|zMeZRwTIj(2t*|+Sw8K^r>_u)Ci2WfwseaC6 zT(ZpT$q82?adK%hHzWTp<|V)=4ESLjtErYo8fRdg_YF=4{j@G*$zgHjPu(*7=JFgf zA_=4eBq=uLRpcyQmTdK`&Z4+SSmKHEy?T@LAI^Kjb<*wTOOrlw9cxmLH6l!UD!^Yww7gZ2`;AOJkBU7U@V1q|IiY{4d)s zw0a4up`)N(WJ%*N(>x9+FV2FBs;a8tZD^v7VX@Z4?E?SNS3tcu-0X#;ae-08Ir(6^ z2EgfRSH2JdKId0B)1VMn_@H%p5HL;Sb8~a&zfYBoWA1K_e3RnGkQgLV{K5ZWebvQ5 zsq>RbLtF@U)3=->)%RhqxRvpCo_$08QHl9^CnxpymvJ!j;YtbZ`&%O>TMJXTP zNvAlV{7mS1j&iBJ$76W_s14wscTnC>J(0p6)~S^MyoFLHT{j0(VZQ6?Qil_6O-+q+ zldrGuoqPAbPaOd=>oGt~5ngbSanB*Qb2A*<0L#1BBPJp;zPxNW?h5d{fRK=oB`O96 z1FUoJs~x3;&ow;x%|qkU4N$qsDsCOrFnlO_CxqIh9kgcdbPjq>*B?oS~2CYPvI(`atM?kXLbL$+=R12Wd15JZ0~$GD7^9{dG(_x zCiajC5Y19X34wONFRBaC4dRAVX`0BMs$mVVly6pp5r7uZ+%E-;(mfNClqDx1QkzSq z{(P9Z}&xW%W)Ga#I<6Io&J147fsc>RP$LY6Q&~p%pps*put3C5VM) z1(wgBnwhsmbQmBD1%>hCg7x>`t;inR0^ZB&N7vtf{Ag4x4$%Gg@81VvqobpnfMbQ6 zBNrodw-xW+{fD2w3;PM-L|QpKK3fJOt3REc*Ti!GsRx$L@Um=C9_v`Q5RAq+>s+bd z_tkaJh{XqLp9D5sW_`~tt=hR1jkZ^*yST*0?TxF_1-391-`B9Wq4vxpDT8T$>fYd2 zVIf&A9ya&NHR*rs%v^U$MEHQ?wU`gB5@xUGy|a0esvFi9z-pF5l%oh0s9dNF?0qvb z{;>BE((sa<3@;w@)6R9Jp9dC05f@){OQu0Z6aX*v9Y^H?FTen$8WN)xBLI;Hlk_Jp z%>YCKKDnis3D|?dM)wF{WJOj8JsvQh(AL$kGjrEV871?Jqiq4U$@-=S>=j~(A}(&$jkPu_iRd^L`~ca0A-up2=9>u?m@u}9TG zLAFAoGPalYNng-{!r4@9lz`3mAf4k?Nu>h*@CWWs1oR1Z2?YM<3f?L;B-#Wf5IIvK zOWVkoJ7I{e5-5L2TF$+A$yn&H=xS{LmmAQ$cod;=K^O)Ai3)Uq;`w}UF4Yw%+@=HH z*uh4Qu;dYKgwbyb6kzfjym4?5gc;1-zoezT0dP34{ggubn5X^a1eprfF?t;=D;Q-c zqC*3#{6C01E&mwHn#I4MZXt4KZ16qz2hSpnrN&EMWGpy4cybdl0r}MmpHUvjXEecg zopu9;eu)?Gi}R&YTn+;U!FkpT&`a2cUE6V@PP^i~rBiBT_hN*PubrWxp+V@~@V6)DbwZKk z7fD#|z8F?{Vm94glhHRq=8?JwwT@OFNL{6l^g8)XwDY@RaA3DOHq^-5O1^F{XRFV~;PS7+G+z;o4Hg=Cp4_~% z@dqH};LEe&F3;-yejbie-hY`P%(?0-31?)KytCQE-5&))5?T2ZvE8|T z$0H87gxa%aXCD;xUAk`)C2)UusG=>hCBbWTn~JnY9Uh1Hrve0)Qg9|qHu431IS09WDGXq?5@bTeu*sNH0EX5z2Gaxoykcz z43T?Q;;H{ddMJHEJYq@JAx`SgHFWbHhw-&@k$5J2m`!w`*cQ!32|rctzWc?dW$Wcd zBA1rTks>14x0zsL5TU7gbXtu$X5iFZy;a63$Iq4u5hpeAFDD+Z3lWlppHsW^rYnP( zcD;49l)aJ1(oDNyenBB4m#8jSi%OT;S*g3rZnJLm=hu5w+vn3cq(ewn(nhvm?WRZ0 z<}?!HFGLrkaw=h3sxB>&FB}o$vFZUTi8FRqf%}&(1p7ckV*6bf%K}Kp{SSxM;2Es7 zm}roC+*~$qjq`1Mp&LfJ`7vg+C?&*r(EJx9EcCX@;_A}%mFO2%^{NRMZpB(8XMCCI=C>mUZhXLK8LJRwq_NLlAD`fS% z)uOYFlUdYEI=aVwag9belG442hj)D9OX|ku1DoPsNSz5ROOU9cX9ngcvQ9Zd_v_fc zE`hQ5G$shC_umBm5i7&#m3W$dNyEtIj46?K6*mD}fC$I%(1|xau>Z7IMULdQ8`1WW?@l6UhQ)-e3L4I^`Q5+woX%p#v0xm+>;b<=Sngev>TGEg@$8y_@)vZK@%(<-_`K!SZKOf;@xS;&s}LZW z51oIAK2(7L*&Su&N{pwSot-$Kqc;|{oy*R`hJ+7g$0K(S(Cc+~95l^7q46ETu&(49 zHA?uR;PeJCV&r{p5h)^)eEa%xRiys2*qdBwg~Jm;d1ePTVd#k?XfNEm)bSE8WJn>5 zX*1W$a$8|QU?r zykr84g;}Hn$51`w!@zkDfmn3{Zr#2Zu9z8yEL&^q>lxXKCF0{9^A!s_p~eg^QC*kA zp7K&7vTQr6JAr<3lT6bTme*#NFInJAlw6T+yT&==x4ezAwds95)OAaut18bM6C0h~b4wEPd`4ic*gmG5&* zqCdxw2>?uxEJl!OK&YLxj?RGG-~*70Xlh0bXXrT6;_}4$X}UykUJI8|Y2v!Vm73tz zim)ec87% zrMyVDbPw&)bP=XR!D2vZ=B z7qmtI30z(QCIK&iZSJwE`RyY)K5$GKye2Mw(8!JEeMdc%%Sp4LASCcwF&~iy{1TAv zgb_KKxcu35Oe`}G6|ZuHrP?Qgx%%#BiqzY_gxW6(naRAU3`aFNWa@ zw1?o^r0g%iBq(%#lpS+zzuJnorrlizr}xQ#DH@Cz+@jno6nvo(;HFl z&8wNuL%Turz37H6~mNl85{73xtX%*9Fye3Y?IQi)=cQ@L&dM z46KTxUV4`y891Ev7g}if4gZ1293>qc+QdW7|qMe zLy}nd&HlUs`cf~ZP$Mdps9hqU6UT@fAtEMaE2>lV5r*K$e*L723+k|3f&k*022(92 z>z{e*J&cM!`x7P`Je4deTf&Wr+nY?4P<<|eQobP!fhG4c$=8r+z zXhTn}KCyX=yQ0R{!4XEDf5jnZ?t+$qoZQ4!!banRQef39|HtsqCGUqd3X&Pahh6?f zdE_wHCSARcx9k}8xsJh)uE~i-QX-@XD@kVk30c&+qti>S@G<~EZK5n-> z{xjQkf`lLyN!03`Yp~_tk%GD#C*`bf0m07gfgFo=Ja6B@9$V8kR@6kZ%=fhgLKHw_ z?!1q*2ol`Rr>Q_G79aX>mUCb=Ar|W9n??W_7vMzT56VGv}I|5ZyqhbMh1F5Zl|y+F~)&W7$P@_DPvXDv=} z-wz*BBRe~eo*@fTX>+pmh4u1`om?i~#N807;`Vu$TLk<)Z1%-obYEn9F$R|Nx<~xE zg%KG-ltyTn7Uf~MM{F6O{p<7H+-w+*J88yOd<}H9c`=)@U6dBcMZ;&1wgz1X%e(Eu z)?_$L98Z09E)JnnbTpm7{NI);o47YvJBB4l!vYg(8X>q-v*5T{8Gk00xSx~4`PXcf z=F6|7l#EX?klj45?NytvXmQHBH8bT(LF-F{)Q7km&1x)x;&42G|2q6K@?Qfx>l+EG z)np1-w_>?6a22mgEJfhP5{XKj?tfNC4#vDKTcYxoujp@LrQuvxw5T7}Cp`O=;qr|9 zMTPnY;m^2GF>t7y+8Ahruey+lo|;X9wLt!+e5LOt7GzUtdeRa{z>oV(s9dAq=pA0Q z#C%<-pA1*yh0qM*Oqz{%YDLSk)@dpr6129Uo-c7GggO?vwCTiCj{4TT<45y^8+X_# z5prM`7Zv3jF%RyL`0XpG>uIB0k8&whGXjSPWvJfzf-E?L{7~0F_h8NdgzV0GyNgpqjg@fL~E$?~F(7RA8}~QWqD0FYH9ul*SiIhN6A$7eS(r zd%;SKwEF#}`KOL$@<){A*O?*_y0YE}i>YkeptUn7rXdyrZ@^yhD>)biA}_3}cF`$2 zmi745*$er5_s^kziV4}?%0S=#Oj3qipB>l?b6Pmnvhd~#aDH=NWnF*q;j%6a{U$`W z{%?ibbkg86Bcm0_4LVOt8vwfxB;HLz20>v~$eTCPsh#1j63{v+vI5nXn#rNm(Q1f! zc^!vF>&`lhSlfN0Kc>2)vjb>r?vpQ!kjB>_TDvZ>d@A+qRQIQ;#ZwcV>nlz|q9u>v zS!4?lQ*$F6VkDmmh^Q$l@km^@$cvrpGBPs8MLe9GQxUq>%#c0@iAo3*38Zarb8>R5 zqCv$BT6W9PZ9oY^p70OwLo5Xg05=CImyVA6Le#BGBxUEKzvkhj? z@EQDbE}_>XuIDbcfq%p1DRKLtz>1S;0o+DCum7)C0b0$>5)!c>4jEfqBuRVcY6j9J z=TSu44-tAGXDS}Hho20vGW3eMxp(@-Q1Z042$aX@=X+p-eaw$3P4@VNdr6D*3gib- zXxuC-={4y|@39ZHa!6E6MC>{OS^sUvcN$v&NkhQ5tD6jwQig~GtATIhQpdX?`gI3C z96;R_0#U&fvC7Yit$|7mc$*AwhVB*P zUl6*7Iw4qwOnL%xO4(l#q@navbP%IJ=l_dLpT;^I?AReKGbHj8Nm_*hr4FHg0&Z+}~eIZi_NkQcKzH$nZ3unN%l9pQmDmjSW>#KZbY^-0` zt$9}WWl2#&uiAafCk@;J+q)~uy&z{tu~FOFYml>mcod!(h%0(cKz-7p?#;l1yjX8U zt1SgVq5caATLYU62AY8&E*u9y7Q}+bL$V7{+^=vpS1xQL@vZwqKu^CZD?8Vl!wAIy zP}9TRvHv10YAxaEXP<^yp|0|mun$_dAeRJmIR-}cqRqAC>fYFe_7pgw>a*w%Srj~Y z+J33~@8|jyZu7sX$JEFBRzL&_3E;159_4abK=vK9x+pJP7_f3*o4NzEu3Ct&d(lt? zNFxo=o-C?LC>Ief@rJCIHe7+r282jRyn!v7NUgBEPC zDE|86QxJF|zS*TlCu08!z~QSv5v{ilcDVoYDALfg0jvPF_W6vi)R!(b0cX1b##cz3 z9H_>S&{)VV?0^pYd==(exZSxmKAB~bms}{}xKLtg^@P;Rx|$W4+78cLY|H8b#$dN0 z{cr?BxFd_G8Bls`LPC*{e1-HU;jE!o zLG50cIoal`GjOVVGQEdn&xs;I5eyrzN}j-L?OYk8E(G!GX6iX{TqkN=b0l{SDDzKB z7mzcGi8get`=Gd$3qg9lNoG2w3qOAT+=VtNPkAhvOU=&u;=wlKzFOzUWJPIz{^91Cm%Mmxr8p>_7*BeK?CGh;`%GjPR{BX=y>EfF@Xj~%HXbC z8Z?mjzn#Xgb!LyFhAm$|&0yvk?%+betl7 z!J8_f%WAClmaqxCi;#yXs8zh55=_l+- zOLvXiqw!sFY&k_h(-1Z}pdQPsjNaau47T!z_4qQRt4(59^$gFsWNf=Bspn~BCzH4} ziH(g*C5%$uF1`h|6%2nZ#75!EJk(2{ef;J3m%L+3lYT2Dx%V#=TB>xksM0ubXHSfV z>V8PLC8U-@q+cz3bacZp7KT0^+s;>GWvc3M9V-}U9Zx+I`uG3s>-mc71jD-yAR!_5 zrf1`8v@V|+T`}XQd-&jKONPB4M-vmG<4H1yUczhWu;)YkA`&tQyVx$I>|N#Lbad>@ zR)QHfGl#TLv;edzE!@bEDox`ia_9P~zTfPgeJ3m`xQ6#=Hr>IvSfWCyLN|V-R}KmR zH&512IUUvquqOLL1QU`)-dAWr9W7*oU@(!uduaC~(K`9=+t#;*RtM~5@DD+kMikI; zk<^WLr&KH#*=FZY5wUjy-P+vblM9&qhiA38~8bv3qzju=NXjM+z71X2xX#0DlNK=&qGv~wa&unv<*tT2*-l?vH4Ab}E#G3oJmyWdsr;<1uOAZ?jHPs56wwr;Aw4okko#F41Z z;^LBgp6lj!h^GmJgYKF2Ldqv1F8N0LWic|v&UOSe{>UDSgkO&Vd0noPA2OzKkO?@r z*PiMwkB`^vFITBR8aJ-4Ymh=N3H2Fvb_y5qO;L6VBq-o67&oawrbX7Cmk3A{6_e{F zvD4(}Kb@g}UDdS^83v0LK0@$?x!APzc?t@q&O8mjU-?u+S!$X3>kcOltaI>*EST)`L!FFjDF@U zRN5ol_n5czHUMqj-{l3WNTA>AeAFH(bFu&h!kqU7{p79Vw2{m1FK?qzY@Ge;D3!}F z9tbx7jO_1Udhjs+st&*J&1b-l=?j}dXO)*%Xjm9enW3H@9poT#LM%IH0rr3JI(T|I z>C1Qjxl}Er=g}(sRylPNU-5#+v+rM{%LRO`ucNoiM9C_oc`?UrBeDKM+Q#H`$E;>y z*h^n8QR+B1YH~hkn$S6|rS8}+qv~jTYv-+F9Uk>iZMYpBjjBAQ3ni5*Wf#ZQ`$hkV zeT*$?cl;_g9C~n6a%aFXnTy?O{6$=<%Af5D*U@N_$)$$UZ9Q;`u_kvYn3|f#PQsXv z^>VUrFx65Aw}rRl80$W>`%B@5I8a@hCOK0lv_VY=D-^GBBPEoU524WuzUNKlwgQN< zxfjL%_F0_kYe-!cjwyJ^iR7P)ul_p!j!`NObPeku{ji4sRWNq;G%nY@JwO-h;9eYP zA@|NoXRA>s#50?J(T6vmciE)9#U$+`a9Dpvne>cudztj{ z!lJ*GZf3)t11woe-Pxx$0s@HO0lW2}sUhm9$#G#$K}Q9CX*iXTaI|>2Kdv!s?EEWu|Cn z4Nw}h5&T7P|6BzGH@qxb%NDSKHi6$3TmXaf5;pv_OTB3xN`s|)A0s2x3=FJ~!S9jF zZj-p#g`SeUGDID#DJw5SQ);%4IX%WmDA{AFaJxC7H)e$F(>OF!&)PGS$Ex!bEoV z_6EFQ507;_G|4EWF7qGp^JE@D8PSbowBp@D``EYN;KNWA@?nqx&9BdYO!*Oi3`G7G zJpPFfWOii(0|q#Zm@Q<-UdrFPxn-b%n=&e}_0y!l?{bj<=Hy~KZo!XdxOnl6a_VJh zaE?DWF=2(^MW+EqQO7rsS!+M+)V)vv-N%G2N2NP=@~XJuZzU=y!(W4uIO&!#C>p?Q z(B}n*Fv~%v;ZZwM(KIt`xeDcjm^?%JGZ>tap0;#&iLP0?Cs?2Yp|QuA(DBVU2R4(K zvFYhrKWc-%o?+qbzWiB<9F&XH{`lgAeIrK;<{Ryg!{Nac8`zmdW1OiH7B=0WjSNQ4 zZ#LoJd;kfE5x97r2DTvv8NL%yI`@gUY*#rrCPt5sgdnsW!X;s>4^GP@2`0EWB&+FO zv|v_EC3ta3@O?W+25Htq)I)0J)5P(zvF|YbZ$kv>lK=U2w zq$L>9jaPE;IXqJ>zjOnx|GZHur$pCO2L7}1NV5vNXn5CC2X22D8QP?)&X9)1| zM@B|S=!7XM3_|3S$7=`}r*>!Kk)(;mq0%rYkHHY3`K)Tgxn-Df!~Cw;F8ay-^r7#{ zwk^vq$D8!z$PF*tqLRCBpx)*;aAT0tB`0BiX~KveKH!)S(0h-8%;;Q~WdkHsoa5TH z{t9=Ys-wMY@C{lGR|Io8P){)c`C-ps+P3kbEs-~cVQ~=#S!&79`bd{mIYzR%;3b{u^&d|8s|9LWgB`<$yjN%uD0Z>v6TNm!_;mXL0_ARMk$LGT@Z zw2Av_E%h#7>T4m6dv$AT26@DwWH^9K-y9b&#}1P6$n^S=r}OWMi%8tkPFgKdHD)v$ z&<-egQcJYIOfGeB9ZVZYNG4Pd0t-5PCd~+896s;@yGi*cPoFN$!oJ!92juoK3n{47 zMfamE_-T>#3e3^Q#>Vhv@xV_{)%Gx_KA6vzjpwhX@=Xc78yI}g>b7P1-}=&awr^AZ1+yhPvsksdo8U3p zS3v6Iq`8<2303fZm6T`va}@~bNYuKPfvX>^2|$6K&K!&xU35=mEMyGmN?Y8uQ)Du< zF2tXrFT5XPMOrqZX59W#!au~Wb|ItRUj394EO`J)@d^m&3QgtKFUz&)O_1R+j{I!%B|oz2 zhRZ0rg3|>?inJyLUni{#H5~%V{iRUs{vq~P%U@B6iS@akz4^v@0=|+NnCjq5nsK9Jc0rOjHi>bu}*4<|8Gjf7}YZN z4dnqUzk?+kucw&y#KqC7c%X04dPAjk{_NS4d+_5m`fi>Gd#(dJNhRKzI{t8uqM`8V zc&od{jv=f@?OYcWJQ>U2(CFKGb2d8RyF9*rGH&%(y~EY8lU^6Uu7(B`xV$CcJ;amF z=w5^D-6Ff3R_4^T?x$HKWwlQ}{DX*hb$*$t4M7gA3REyKs(P{6t>rlXrROON8=J$R zRk6r|;H=Q{qmmuw%@^I48qzIMGK|-4ucD-u8;sPl2a+V*Bfi9&aLjbcE@B$S)tBAaCEs$&T!()5+Sz7`z8(JJsqbDz2)7vxuTWA0WA4*2@ zb-^$n+!y*!oxB+MevmLfr(mh|X1>-kKh#B$^Uj{>`IstkgJsudFX(RRC2I^u_dL2r(c7RFQX}UQA%+|#E<5PpdjJC@ zQ@_0DX#Ze$9qQ2;$Qr-KrV{7aWA!SKA=_P6VstNYV403|=k`jMld4_^&ztt_52#nB zDo=Q$wZ9*k4lfvCHA7OB(VWum_p{L?y+bA~gL`&dr}`v zPbQV*XGt|Qd?3BBGy5^`evlS3Zv~<>;}hYM_JVEyDyMo)S8J@;E(9mnKvZzchs(DY z@g`q|IWpo<-^)H4W+TxXE=h=%S{`;{J}%wnKnyKnRU%p4gkJ4y)IT z1IoCoCr1&kDfmpg(o~`FxNbkCAZRu43rQd7tMZZpI)qb?)h#8}-k*z(wpp{}sAY=Z zBTZ>zcfXTx)3vfcK1|e;-y(XIIUH<7tP&G@6c-E&NAXWa@yd_y{mJJZG{EDGT7qrN za^w3Fu~WyrAUsTwM7zgun@I@tDq?VBitrD?qWA+)3||!^k+fPQQw8ODuzDK=$FrG( zZwBUxTV-Ic{F%;aT_$~Kv#R>%hEw*;o`WePjbmV~&I*}8t^Vvyzd&@rrKzM-Cn;sO z)>~pkI>%?BW}M9~$4-p6FHghXZ`o5g18cyoTc;86d0kyTNSoycXJ=>mAaNTyl{YSu zz@`KZ)14a6BQQ@wIW2s!vC!K#P78Y$A`euK6&;5%>lNX7NM*LvtkRWh`NyuXuP5Pu zFL_hnNZg=xv;#kRf$kVK+38H(H!~|_sv&an)>Ua@jI8vNvlX8&5;va7)37DSByOqN zkkf3Sd2`bwp5AzlbANuqw-Wt^`K8GgjWH=y8Q*Ssh^5mB+j_&buC~jP3+#$2MsPw= z`4Uvu6wt9l(h6Yjh3ySm_G!xda8`gyP8KplA2g-m2NJgwF6l`2lZ~VyJ^F6+JyxjJ z>L9)XM*xGwabg_v2{78wKvnxF6aUEO$z|NW=T}171i$h&3D#C^v>YAFOL&c!cbc7>i&HgFmto86AW@XZGivt@>vvF@>&%wr**Z@CuMh5xt z2x0{75y8gBVt*LSRwyVEIBaKUX6)hjT(8C@&xJbg+3;O{KM7wre*Q1U-ZCtz_U#uQ zKtO4w1O#l9RFDuDLIiI`Lg_}OI|YUo1#b|sP&$aE#H9I(=hriiLrXFUT-R4Ag_H|ok%`hj9iFD3h} zr+InA#NZaItOuPLv#azW6H?L}>p}jl$l;QvQk^c=s~F} z4W}m&rG}kq0^B1%t#0S_^+mIApE>jDr@UuaE zX4{+Xe7u8%D8En^s_ywMi+IjBATrBlT9D-NbM<%0zTR4N7NZky6892DZ06pTcJjOq z`yRcl^s;&6Vu;IqUWU!`CGnx)IFB8a$Kchi9XyB`5%5Ih(=KKE6_^l$s0| zVd%F#U3IWCpYzlNLIGfLLg6Y1Ix+~edd)4{0cDX5eOF!up4WR9-~>hv4rMsAiNl+T z&Aqri7#H`1OFC~-Rj!G$z9LxSZ>pj)LB`exip~emSRt~PGt~a9M9RA{g4Fn zsr-%LfekuFiMojy83fx}3&v%k73m(e|snlSj=hS_6p`5hX zri$a8#vpA7Ix~){WxYpY;$;*g7)n&ekt(P-pqq3Z2C=;due!v|U3ebcw#kFm)^McM&uW3QBK^ z>bn}l@rNb`D@AKeQr~@OC9w53zi4dTx&=K{cE7TICqv1^% z8X^XPR8>h6O-CTU(SvPXsAlUt&?Kd$+c??7??9PJpw_R<_vPW>@@}VhJ3|#rG7iJg zk(w4)A93GyE(mf zij&zI!>-D_64p7BxdKvmS!HblMs+EwXP7om5k&%|<3ywyj^bR`y)1ODO)vX80RHdd z|Z2&sa2H91@dRyp^8kmsL_wIOyh)6>(CboKG@V6#?W>tftDvFZ^lnc)HvAg@{m#n-U4Cos^%j4YQdRI&tl>9+yi`3H)3D=#V)wVfrwE> zdTmWwrTJGxy6d3?U0$?HJ)L0Hy1i_=jG05*$BKf2G4J!U_bl_M^A;5O4q;q*!LWQtHk3LoY>69^Ux8cYN3X zs|=^ml~7xXkd$uYx`RlLOI>NdA13X65irO$rD=U*xI8e2tmVs?v=)I87{R>>=f@PS%rp8~dHIz~on=hBS$LvBpa; z)K9qj_qSvi2U^O$H?|G+HV(hK6vf-69eHX7*Zgz%;cHxC7DrNFLW)UD_YY2(sPuXQ z6c)eJVjU)7P7`tOMO?gmc@+Ze{(#XAV0&`$E7+mOx%c!wgk(+t$dkDOk`T@^V|~Y ztL#EdI+fqziMs)5z?Ae3b+YfzF+!O>|QD<=uI)w zIpIXuag81&;v(i3W1rb zoh1~rS`_eYH}d}E^ioBjTi(d`ZV*qnV|7rP-&IydgC^q76rK0GFpGTVf6)LzD;x>1 zEP)|kyQ?riQH7Os3l;9Ny3tl`&5(fNGfmh&)kWI5~w*4a93x$y-S|YLLg}RBjn?5b`Ws!lV>DPHe zg%q=XBXy>H{5;)o!cP9+%QFLLnWzAXn8xAO`kzExw`hwJThOD_R-+g(!}Qyhx)J_n z)U`q(TvvhBZ@)Kdq;nYLNTcTb!h)~$Kzg)l-rk3@ri%LAjQGB&Xj<7PZOsSTnQ7@9 zC<8Q2xA;dT|Y&7Z$~ADBskx`x^4MCb zplrbxe|=NEdr(I!;4bqEh2^^r1*lw)pOd5JNjqd2g~wFwQvEY_QgLf4qG_W;HM&j& zgt*BHjb^PfaVwmKQ-K)i8mVJ^4klAV33dR`XOSyT73hJX3U5vgq~fI58SN(>FHRnm z&HnD>BQDVk7hYy`5Z@LRY7*u*cjkUc#A!4nT5qe=8V8C_8Nb68Z!n8uT)VxU3pL4S zw)M{n;7yqy$P_?<5ODI$IqV|<)+-+5aE$G| z-S3g>V^pUzxs>iIFMdcNs2*nDS~R(kR#FOsvB_o)7Y(w>J@ME-FMsAQdrMS&OipDi zvrxan_tawLSH$j?>5mmWO~s-wNE+Ym@f#b}#GYVvGgsFcOCu-(N`IYLkwckahUQ(zCOsa%UCsa{gq$5+?|noCV*|Q~+E+u*wSf ze0a-?WGl-$!cXhw*26ZBAvJYl>~q;k{*U;8@=P{219Fcc7Tcy0vh@e}>+WPxyk1sz zCWh|p+UaIROQx!XeLE47Y?2-Bp^ZQFJE_v!i@9k81-LMIINL7@3%>)ap|rF#k)?-< z{!xGaBd{h`%{qXaoQSGy;jzeVC+5uclGuKljPIO2Wu z))K{mL|0u5Y@}(AC==&C8+*`*6O1$;YnwV#jq?iqf z;CeJ7AF0>>c%LkdZiw9t;=+wDcAzZ+mdfZj$Cuu|z3sM|^j^>C@Vm*HZvG5|EcXN4 zg^|`W2dC3eXMJcp|L|4%wu?ORjR&y(m_-p=fMufZM}RG_K_oY1Q&EokthI|R8BuE5 zhVJGvz953Y^Go+MGmdafXNy6j02#+oX_#*L0|p?z3=Mq@G6R^sn{V|q1vO-Xn)@;g zZe$|n0UeAmj4Y?1=V}`)vE>|ulL{Wvg6zS8O7=f~HOKQU9-x{Ok_LagGG$JBUlJnD zqtwm!E$r1Z;U!PU3p_dUZk#2g>+VCFgNfYVY|hGIw4D3AN#E$C^yYi4W}i&*SaLK9 zF{a`Ue>O;F2?HdoIFz_~uWAAl#|8ZVG_{Wzk{Ei;VBXPKFqFY@p( za&tS%reSS>KIgf5b*?xMAPA@i0cUA|41)!Tea2&n2A@(#6HuZmIXGOfP3gRI-J_ma zt$yoJn|r>88n|?S+f?KWvzB|F29%@v_y@ad`_WB3tt?3# zJ?!7#f8izL8n@1Hn98Tyr{8^KvUayPD&NZO)oX2yRWhle-fmU}bGAPE2i=>W9AyKW z9$WubfaSKPASV~lsBN3VW@FxEKi@fJh9VlXc&uO&v8pQF<@f&r#U3&Rw*AxL%@ig& z>goZXKCz;z6Kr$KgAey`vai@gn*IF1Z{-64aKwTaST;a^*>fxKSxTFJ0zyLR`T1QF zxVV`avQ);p%4W-DJVktuq+{U*!wjwi?yjY8B+}k`TY767Q_)vo-j$;k8+lnIHX>`k)10`;9JeIip0by>cai;&7_pwD7OIlF zb?aH6}BQ!3(y@5`{gQ zgwgs@{)+iqhQ;iDgYUm5FX-zz!(wAPMJtz-77)@5DaGTrA_p3N4!^6|%*ZefGPV}h z&`lFwqhoW+@ZgkGd<_TXcG<)urxM2!C2PSY6sL|-rV!U>UC`~m6nV^d3OCczF-87C zI|?Y`FD5TNVxNLt{%d(Mylt?bf^rAyI?mUY78XEt{2HGx))#H090Jf9kJyf3Um%Zz% zI7-s0!)#CLD3N#b{lgr9E~Tm>vUEH-2HDo4<2Yl!pwaSLswzI^iMmd_?xSE-w%%_# zc-%J;hTJ)%Tg*}-*P_j1;Ej680`O(t=wa3SqwQgWX^~g1Z=L{YEW}I;*}rmti-Ll= z-}|n|wgZwV?kNKjY_P@yM$TdP<(6K)T=?ta++)8abrRSG%A~Tgs1PpHO8`BI*)uTll@09r#C-+SPWG!@QcUyO zwr1%WH09W+3+fL9<99Cvf1gG zUr+Zz=IN|z?Q!7;Q3cr10hrBA7@h^Es$RLvmue?N8yjAId%`9a^mW7jhx?F~Gqtp& z3O+R=4-1mj^9aBZA)GrOWRSo|pP;6mf_ndVIWD2m^jgml+KNiq z$jgK;Md;j-X(=dg+|(BZA=UD~Pz=Mx1_xr&BmDUU^?`=p63*9-h0$$AbWn%yxhIwS zAr5FfouTZ-SIknvTMph7MS1v$Uj4I6rsYEE>%G1+?U7FS&&VJL^zU4c%s(yn!+Dpk zTJv&n|NNdhA>)oeF*Wu~X!%%J32&8J4q`+j=WQwRsCM5>N7qWt@u>Z29lf8+@o-)g zUbWj#ctf*VIK^do@82Q0R(8Y%G~6`1eKOrLb|#^uWn$%vuhi7y%(H_0S1NbbGNd!p zVl8zguM-Ln#?uOCKbSG%=Yu^IB8L~XhN}lGMkoX%him`H(3X)rUPd2O*I!-2vblvT zHHIr-^$Cs#AFThS^y6Z)Dg?1`<_Nof}^qJM!JwFuf$ZBA#hiao-t0mV@{%56-NA~pqU4|9g2w_-N0(LN7qrGWrc*-xSlD38uX5pEBGkY}{H~0QhrnhYbt{GWo~#`7?b* zjDf}!RH|C1o>K)2oe};getjXEE37Dxg10DYW^b%4SEK{FD*;T&Eg^_kQWcJ_Sj z`^)pHYN>&IiIh3i3wjjGuY!x)H@e?Ht~{A6bUVEuLkyF-xN&s}LsJohf%lP4b2%{A z{gHCakI&-P``dG6l#tt=xkJy3mJ=dl-P9)86aG%j8@1v!pcrYVhrUvonW&iPIDaA3 zDkizKaRgnLC-pnMA*CSykCB{tvwuzcCmS4R8pa|>Qe#-bCyTF~`+EV!Oj9&Mmu7UK zh$SLyX~tt_-`$<8+MUxo=aw@<+_;Nby?a=oM0i1Lo^IxiU*US&?s;e(hn;@9MU`;m zdY*#sZ9P(I9DQ#^ZsT~3tm*i%$Y|s3msGtZ_HRWQ7l*!7_~x8<7KJa&&ry(#IxgoY zcf*4E*zW1$1a}Wre~v3ml-JVyuNhOY{!&YL+TTvIy*Zpf#-T29Q+tOCEe+uE?NoN--A8890dO$ zP`V6OBo2qNK)~NaYz?7UJ!&#`mn!o%aysaA#8(!nMr|k=qbK2oYZ!n<+defz%{UtL zEv)`=aQmS~3v~|jPhU6*0X-{R4B0t`)eouhXGTaNrw}|Uj-}S0)#ECSTfR~^l6cOw z_(rXEn=X5(d!BiHAYXdHWaarh&tB?^xfo|=Y#_KH*V=&{hnTPN%=CoEK(^7a2|tJ6 z;&+jeT8{rAUmKzG(5rBR^xLaM38J7;R?EMlw!PPYWhPGafF19?x%nkfBEgn^iLNgO zth7L7Z4k9dU$n+-HMIJ}zFH5K@xV*i!F(zyY^K}l?9&)jLe**Bd&x;PG^p_N&b|C@ zjs_ISqJPMj=4=FZBbXHsFClT>Sk{&$6y0)YG)m1a&bq-Cw&mMMVS8BlXEy++rzuJo zP!n_Gqn)a|aUv|vpcrvSF3@J`{Ay4WROpgEI=)0=mA{m6fyL<3E_1n(EG4F1gCj5{CS% zq&{x>_M~F*{ltRtJ{4xuq3ugdY3M0}c^CRelA(%qsg{fE8!Z}2e+qsE;V3Lyt{k6v z7sv6ged%>+Cq+kun1i+nlP1N+lbO+)DnoZZgmH{;@A9D9BfT$cJAj99-d9v4hbsVS z>`;Vti9Uo3L;sz%Dcbr;h(}QHHAu}EVfsp4AQ@4=0Ua>yD9lnp1c0OhFlwLG6HvT? zOz;hmCmQ;L8wC0L7Gb{c8G=;%F!99mx#JDOsQ8sOW#h6|r+AGq|ybyHEZ+ zw518k65e*$J%J-Y{U{j)*6F{2Ty!lE$OX_Cp=Ji$b;OYs@4tVA6;TIK6yE{T?EtXf z#L>HGpbZAEe1oYsY#?;p-!eJe(UCdWdg8acC=SZlc8KWt3f#n~m49n%>s2sBY&nY= zY@DgXD*oMt={{kW0%q%iN9k&-kLy*+KiSVspJDP)?{4D@)e0ER=hAmln0p=7tCgdwr*w(70kwf#7?MCUuW6#&WAX^td8+ zD);+LSi3dgBTH2^C(eDn+40vmR=HdQK*$B);2;-b4Fol-JsN6QYgt$qPZtN9hz;lK zG2j3Ce{ZKw><+K_9rCMqn43S^Cx)Cu;FTw^%sU-kfJh=7W`dU@B+9c`XHVx z9Lqd6uZ$7rP(O8(mX3@6M6GPN8W*kn-}F+EiZ2@V>{i0@eOujB^c0-OPzhrvy;(aJC?})l_$1` zTUC|5t1|P)ikV$V;WLU@>$b}c{P>8D)ENe@$_iQbaEd*x0IvBw-VULGg+197;Wk>-$CQ?SWL$`KH|Cns_bpUdH!s{qNPy+P1p<>+L!k zr~O6gzhq=n16l$|hATMFN#mb-|L z_EM@|T8&NNa7Y<`{GTY!Yaq=>5Dhc%I2RYwp<9P73P3KHZ&|$pQTUhEtLqx4k zgzQ0-n(RK4qoX7IM8HkMPDkPdD$)e+rJEq9zX=2=Y!8;JzrP#${Ar@$lHOYILzHO7 zXugoh94DS7(Po+_EggQ71yEENs&5)1+1v^>&K{m-i4XiX(MLMIICIN!o@-8(`MN%m zYd>{DtULtKMZWQSXO>-q58$A~P?}r5Bj1E_ey5N0&c%Dz1|2pveoyUKE&|S50TQi# zm-HDwfpVY7V#1@=&NZ|aI`b(e<{kh{)xKa4Kx^kbhK3g|Eec@60Ekc_3LFQAsvyMz zzuz?Ioab`ByDR_E`meIs0VqrH16<^7%c?1`|`v<9r=TuHc0L_Emb zTHtMQEsxN0j0cLV^fwKjJri+6zFk@!sYB1whQ>m)w{cd2EU?R{sp?FYyWwh(Rf z#OpBq0!h@@D}<;5GS%szN|O<>UK+`G8!fVpIZ}4cDBd!O;?UB7_!jEA$AN7lSt^5R z+W0c)5;xkkFLr1V-96{x{!wE7Sz)8)%rkxGpP?j-`MkH*{MZ-|lO%zZ|IJ{XBk2=V(IXuX8Fx)hJXB5~X#0ezWMfa@X7`i{-u*CH?3a6GVWQo;? z>t$$egklTkCgv@%cW@pBaK`BG_VF*gr8%wRsT+4F`w7fRfq&NOvHJ@I7%d~d^!%4} zi|ckvkC+`wXoV_wS08W^RjwyaIwlCi!p)2)O9%J|MEXo(88mDhM~rjB(dQ|rW(qP< zGI(>lRn9JK)JvTv-Bn+fblcro`&Qvy7UUc1-A;qT{UXEbu3scX9cgjn9PKoQjg0gk zQJx~+r~pu8^F=udn-Kwg33jnE{psa-?$QZE-*#Lx-pb4V2)M>AePjB0Y|idp^L>&V zHbUz$L*KxUB7uu+l_CCk`hl-_QwRh$N(VouM$#^Cj0!h9FO%gMS#<&dr(R7_y>cu; zl2PZ_?-Z9Ai2Kx#4S^TrmiAI9XOTeEm^KSm@Hc=_|HP${*V8BeTRGe|nww83)U$c`8)mz&X6D|tY{5MJ{XBn!VPQ zj>p!qyHw}CdSy3!J{aOVTBsct;e%>vAhDr2Ad}S3SDw?>YQG#lB%y{pz^?Q-uamhq zDp1k^r27;kI~`xHiJzg{bJ@aelPIp-)pQWWzlc+4E9opn%%E(%clXlry0%6v( zAH4HSM>5gpf3L@SOY`MvT1hguF#D>USfR4*0e{*BFA@~1fTFq9nN~jXAl73WT09~i zrN)W2$}uMU(rQO*CYJZ}QDm$(@fpinyF0ZAd(N5?WN_h`ZxuaGaNgIV@|zsk`Yn`=m|S)e;A@ zHd(;g*lv7L^}jd4b1@CtR|L(@THOGJ@H;`jrMN3srsBuw<&)qoNYbiwzET;L8^fQQ zZ>LE)nHJ>#8I|BsrbT?}DKQH~gJX(laq9zf2s$99JI~B0L1hywCR*i-1$?$W|4}0- zz8br`iFp#lu;UOhmarFKgk*p)i^@tVP&b~D=&A_(AknfON~uHtvVsI5uESZBr;QzE z&AxdX6YC!1qdITVMQ_F;qF725-`wD^`H0~RISB?~)SC=;tbvEtg-|lt4>J_E+a+M=j~^cg3KhWqe*qRF)(qecYRJ+;FW4Jm zqC%9C0+aJ+eccRTzYmd-@j0cJBrCW+)h)Q47HjgGjge2Li8!8={i}`7Alm>FIdki- z1KO?ralxCn(cf>6I3lXFnL59}3uXWNlTF&eeoXrpj<~((pc(ytZ>)r>*B?4m{ZS$+ zr9fX0ebedL?Vvt6H=i~{PjM54ErESnZ-gKTk23?p`*z$chPyP7DJofP5 zn|+GOKkGh8sXkm{OH=)g=~#FbH%S$&W!Ipr(R|%rqE?G`ayOn0t1)bjhS+KeTi!3k zX2d_S_?oSLu_|;c203{49$xES0iyU1ruoG zv#oqz0#V6#tEXO@m&xNAI?8YG1|qak3Bg`75JN|T)FdM=_^)~zf{Mh^)y2=Aie>?8 z1H%Jh6y{S2uD|-s6?e#`@bvOZ?wcWS>V`y6TIg za@^FxO^gu0448PThm`u(=#n5k#r0ojD3c5lldVMaMMV>DWSh{$NmE#8poa~h*10f1 zNfbWWO7JK#LlFo@h-OG-_JWzV(7u}j>tpHGPHgzp)lCmUS>mc{*>p3#s5DUT$&ORk zFY*AYsT%F_&id@fD9E*6UI~1)zpmvf67CDkx& zp<+*l*>gxl&%k1|eBm1_`gcQ3f#(XbtpD-yaYHOG@IIhH?E5_*)o$^lwUy-M-}yxo zF~sqy!(|0}eM~9W1tkSM4Ab#vj%k{`DIVL7UdYPcw-RN^qB$66`xg1&8~}V09}Rxo z4WjBbN0&U!PWhbUefGIi%DwmGZ+MB=WgL1WocF|u6GVK2=nDf29FaT&vzkU)#$wKY z*XZygwgTSKHqjU|Q0XBAt%W4F@A}EoF+Zs!UVEZ7j2IHeZ&DKnu0vs%MFr_4WfQ?1 zgOdWGu02UI)mO1zsaRc4$AQidIyW7Wp7ojcNR@L2{&e`tr`C6mH)xSz`QJEd&?3yz zm)r-DFBmzEX7_OcQ{%J>i7 z)I1UuEc}=IYpImlZRSVe>DI|K8U5Y7Ge*c~5g_{`4p}86ppEtxf!M&opW`|Tb^;;~ z41c|PMocNjg7v-=UoBA9uh*8plHI02xs1HY7pYmQ&pr=6XUWYX?&aU+<0Ic2{~3#- zllA-O`Q`T}8y0WN#KSm(pWd9>rQ*3Noy=9V@vMoIU1ezF&T(fYz;CKUkIdw^B;LQ` z1=F%AH$rgnL&SHxM>9D8)%L_WOP_%ty`~L;-r3>Oj_q6|C8DeG5=VZ1pRQ-~CX=ce zI@jbQeN%L}81t=Se+&Wl*Z%8hCAZ*m`?b8UsKsI(YD#d^B&%MS=54Q zV*fjT`@cTBH_q0Desz+TtZYBUL6?7JMMr9jw|qK!oodR@jh$Kx#SJC#P+b$EW&+{X zcY461#-i)cla}sMgNMjDoTn!kfD&om^Tvv8ftyUFomHMy{v#TE`alb5eMFb9U|*re`zD#VQ6jth{! z)A89gP_?>eEp8vs&ly7w#aaf(&>vZzxXs4)n%~LUr%-x)WtG9}j%CUI7ZE|oRYd0B1vBPI(RmljB3o@I$BS~{ zrZlQ-;#1P9sejh<|KCsf zyo?M}Fs+d9{9{KlVqGN~_T+<`Socy>g+ z>30X3W(T8|bVG-^HLLD z@zyXPLIxz-mY}tA89PK0S(Pd>4#JDgB!vYt|Z%|KsH4_%yj`@%Oq?ov6LY9H; zN(};J)R4m@xhL`7KD6>b)Q>PIx}7i`y$GbYP!#WC$end6GqXHZ%^3cwXwRfT);=u< z=>T-|?Z`0Jt>>b{U9zMIUqu<25Bai1FL^bjuDt6V-0-91i3q5arKzso@tkFN8JnAs z=fjlsV<^oZJoqw?7|e`PAQyVp)WyZ+TJ-&6lu}FQPaf48*_)yuW3zx4BIt}?;@VEeL3x7Cf5zWG0EYqqPtBw*70@5-axvHSth(->Wlj7^vc7apIm3-ql| zWsH+N!7=(&!rUON=ElwV{pj>gr%yW3D_1m!UPP1a-Y~4^tQ)6Ih$op{j8X84j7}|A z>Fn|NhlM)ZUjtd|#5;@R>@-=;AN;uV`(*!C$G|eTT%fx*ax51sdJNz|9LfK7iCn*a z{eGOp+ZJyBIIw&b?^IjDcy4+5zrVq60xuN;U6@|D=%%N36gbH zV=+DW=^9Us|1}HhVF`auYJXWflUChCfjery7@5aK_2K=HBtP(rxE;{EsURNvXj2$Q z<=lz%hOt!WoWXU1MMp;y z9apA0j{ zmN(ZD{yIZKjq@CTi9UJ!*vZ}9-Rk|jceiY8Y=SnC9K0&{+PNbmj*}Rh-g7Hjc3Q(- zp{|OC1MWv-oA|P(Te^P2CY$^;eGRhtr&SaF>Gf_f6z-n(ABrr)+b;qCwjD*`LtJ{ z2M~r4*|0GB`aTgyZ9}g`Bo_cTjRrX!7-tOKekxjSl4T^LxZSozh{OF{%ZuG9pG#P} zFHv8xY~aqz@ln7N0t z3CH%?hALZXRN;8`Ts&4kO}W-ftCDAme#s7ahR@vGJK!DuLx`@$6)k!eq841_rxq(B z)Q9pG^(go(8{5NrQ2Wij>rz4X^llIa?XJ^FwktOy_-)j3jJ?x3i+4PgBk3YXnxoB5 zE!(*mQy3)x$sT|lp8;qXqBpV)%YPaF77!I>whuq-eg1zlkyx*alKjtJ5zFQ9zSIW& ze@Fk8H>zm`x;Aaq%(T4x{9oY-!rq>qXU>Sr|DmxmCZYAYt+|QTkj5rrDe5Yd$u|3^ znu?gXNf$WQn?_R4X9`EN5mp_aGcS(YHg+d%KD*P6rx>KYa&IimVd9df)sL%{3v9!J zUR?$CDb8hbfAZS( z=I+|wV^?;1|B|5AUGjq2T|SJygsl~nodhUPwZ7B)>Qj@oIYgP zdP;UfU5`|+@=>GzME_v#+>_*zXO(K7@J}#bsB#{B_w@+ZV_=ht^Y=Y>3^9FqNM?4` z^21RD_g3*`Z||D$KmF828+BhIo>?YIis9wm{k9MPd@{D!Ip+P=ME|?LAF_^zBVywF z)!g1}9ecs3;f0|zxAJJ_v;Vf#CR!*p2OW|YJ#Ao&zV?KgrtAUd*oO7|`cLEfYEU}yZQvH} zEk&B=Z|>s9L@-jDJGYKk-a8_>QX;>7JO6cHocS}x1U*;SlH7Xj3SXW1z?hehp(BEY zhjTiD?51J*P{61Ul_cSrLwla~uuxBkzxHU0^QMf|J=f@WlCcRfQ?H81_gPgmA_A+m z^66}P`y9YvtKc0-;D0t|-<#c>DGp%yjXlYM|MK`@{_i2vI z3@eG?l8t~*0;4S2sCRDhx<}@`&PO?8GOfKA43@Vyj_gMIW@aZ-1h((giRPhkw#G99 zx+40t>)6k~iXJEGSIYdxuozYNzZ6ICv>n{f*`w5w6qgpbgxK5cIh}Q1v=Chn<1|op zq=~A}_j*vd{RoZ7!M>pxE500D?p)8^Z^(><5G@@illXVxO{8PX-;&Cz@aug)tI=AOi&9E#g}GXs(fj~rEBtnn0T^mgg5cAzVvgJpoz1CYgv0#h8q8+B zRa_!pnlavQsQ7#NM3vtYf8*E16xzOd54)!f&I)%iI*OOPpZq$X*J9pKsoUlBO1Nl)w<$IZBjHurxy2is^Y%=M@IjwJBPQ03Jq$PI~@i~D8{I)#%H;+epN!!mAci4Ma~Q;-j-5(rheRkjkMFpapMCw zb`*c`*2d!YEQ5PhISI;|>$8J&QOyl({cXZ>R>>uyU~!5P)dw=pqYx!b1ftJFxoxkK z`XF)?NqWwfUVLUhV)lKn-7L8WW~&hJ2<|b));pUtxQ(z1g&xlvn>+<&o&ML8r_x8F zUkk0!1xwXx$QvJA*Y)B2%!97;IdJN)INe)i=t1TE(fwXkn0xsC&yt*4y6QjzPAZ2) zvQDisT&41(iNx*K+MT8TORq++ns4)3QMAxV)=ft!4AXSYO{_TPo8H)4QE!zk9U04L z2^7!tS4$4UE;n1S?C;LV=(=69)9otsyMZkrto%{IkLhYD&X3wQ4%sMu>y6Ogl$or0 zY!GzBeH^!Z5BteRod`qjZYiqfQB6$4VmCR;*iY#b=c%QZ+0l43{V{^&?c$h&y>5pK z9|uX2)uO0=?N?;BZ5;~g1eP~xat5T^KlKT>Z$}-@Yu4$x-KxfX5q_FMb1;FWExlQz zh3q}vRYcYLjhDCdFriGSRfd*O9K5H6bU1ADG7)6bEy8id_dN9$okKoapuXn&zT{mM zxmY!IORwmmj5)c}I1j;R{20NiGiljsXZPy&2O3NAT2qd91)inttUV#gcpOE{wfrXg6#9>nmgEAT~;iiifs2-8ng+7|@UJb`;6-ILn3NA^~@*UxFtyzTP-h*n?9mi_9HWP z(@pu_dW7Xz7Rf^{G11zUZ-cao(X^%R!EMNnoHn6Bfg|ZqN(pSTx4m7kt>Z(qhDeY> zPz@Wp8xHE2V|7Gt&<@v14VSVk8IfuD1vs$EduB`O@W_>FJJG*>c6?s*&qtQfp%NyD zWx<(~uQbKG2YqdrQh!IzZseX8g-7`Qqa!=HOG&oUop4#zwa@!jk0-%rh$r3Ajr7PHnU4fgkUl_wj76FWZ~E?Lp)h zCQ4+Scx$)wSUK;xzm@n;$@ZOi%aco#oBMPkVrc7`9J7T0281@&IK;S8=+RHCyvddm zA*!6?2Nia0^?Zpj=UFSnZQZa$&izJb8~2G5B?;BnBh$0U8YVWMc?VGS>L6$O0lkp+ z3~20ehLB-^ipyOBMCHcf^*q@96;g7#hdq3fH?BCg<#lEXF(7)YNwlWjhi+U7a(FVt zfh=MpL9IS639h`z@r<&5CG$1Te!eUA)Lw$59+G^oA@iDF4XiGiGdm@7zBZwYy*As8 zX`2353+Ie*qm9tpFZU=T6C7f8UkmkQhtoQW`_peL)IMv<4wbCf6)j3lNqsANL@kCv zt5ht$bTB?Ny}sB{XTJZ;32QA8rPY?aFqu~UP3qWQ1sRKkL;Pb0^s7bYl&nmTY6dro zD;?RR6ggKIN2{3*JQSz8Tf_y`nSc9MG(=fWq`e5Bz*JF6)nq&L$pw}fwO~I{1Xb(^ zr=-U;JM!C^vitj1L_CL>h`Et5RY%V(m*%Jc9LOQXx3XUO`5F`t^d^Z<`zw1>_%6?p zDQGb7tz7fjL`3nO!&87y)$^DH23=0K@AlB|m}}(DyG!}3>ztI0OAl}#N0zHHm$t33 zS_hPBnkHWn3x-+3T^*Y5G>{i2-rd1YO<=?GzRRx1qNF2rkRqQm?S_U4Y(rIj|I%fq z+}oEr+MNIHUTbe6V)>krWF%Y8mP*|wR*5q;caeis{|=De*D1x{-+eo#b!{7q|iul5AW@t?8Jg&8G!{Jav)DO80STdlJY$yzb3d9t@LBhQ zeBz#r9qJCUcHu-xu+g$!snI_o!n58rS`nC6Vs(+7Xi^VFHp?2?xc1kbBw_kg6JtjE z-c)San7N^f{+pZm1?HVWDM@3Z_%(t1A;SuUQXwH1!y0EZmF{KptSrI&J_GQK1_}iI z&vxZ=(U98GX%`eCOwG!rR>69W32axaAPB59vuNfw4#-EBMuYpFmjA$LxXU&_pOJ$4{I;0kHbZ5yIyZO!wN|~FFcU|UI9BGS9(k(9bpK(wMNT|^hV02nT z3x2rLVa=>%6CD0m8f*teopVBrle~`L{7`h^J&{eH{OCrNXuJcp3$)l*$2Vwp>hNM1 z_t{+?==jh$_<6}3wL9&jU1DD?=9|Ao`Ax4S<@`y!ltXt};KfzhhOcU-d;X6W49f^2 z#~17!En=HxGQ#rq`^|lWoPOH$C+fAmjeFN!D;`U|^qlKcmJoSOd~RBt0l!UaZepUQ zy%JA`squ31h6p9W*uHyG;Nwh=dS0ZS$sBhN)F1$N*KJHN4#y^yL_Jy20P4Nd|Ao8W3ALryjUd8^4&5R0?a>_@W;`si| z_t@pyt6*|Dps}CdnScMD6pEp5B`S{`U-@#PE|BabnB%Y8_>9<9<#@)!8pF8nJeb0M zq7=(ra;i5YR9!S^$3S+dU#Y;CjKv7A{EhJ7WvzDxBeC2%{LHXL$y|N_|SIIo@Nx3&jg?C z!}`{@D_JErWp{X5FyRH{v*9YvrRJTLbY$`Kb9vU(lN^IKIaOt-MYnbWP7ISX$iDk4 z>3Z6|{vtyxT|RSfk&0v9+`ABTU$?9q!{w^<*NIz24lnkG72a&o?5#4L=D70P!oYvD zT-Gy7pZd8XI>pbN9BZ&W@H<_8iG<*IbM+nGoLwb)CLuA+0%=v;H6Pkt%8Gmbf3|vF zf?ch3lUEz(erHVr`m?ONaUiABN(3NVM~aO(+m8IVtlHpzZT3su|u z`e%6d7@=&+b;~7`w|QoUy3}`cGAGj|wDtQHb@EAyo^MHHhT<1#go3E=xZL|k^21OS zHGOQ##L}0m}H;tk<=<@irNC4YU&Jmime`z1;y+o3cl~Eg>L*-Xm zmS)ubQC_wn=U|P}@1e#v8A?J>Bfr4+&%?OP!e8wL)4oxx7%~&K*Ghn;$VR#5()9{Ou$j$9)1RLT2Q{kBwrV-J4-e4RMYh4;~3? z7@J!dy%3c$w2K#WK#v=1d^%mSRJFnK#3&?_=1V!%L+y-L(*oQXIo0|Q?SX_QN+@V* z#{{0qR4SHzMNO3+wrbrNr?A+Bf;E7Th`m8)>U^DZ*7V zyv(2ba8aT`qdf>DKYMYm)9UdvWBQv_IWDLkS^{gVh^Jm@FIi!1l%ja-L^{v-E@kpX zYM8mKNh-a6!nK3|?PH)ZpCootD1H-`cE$MLDvi1>~cd9GV1_ z`utCOlFG%g$8z*5b6KIdfsf2R=_$pMsY1Jni8{QCL)oJFVb1`l`3YkvsLw4}n2gXv zewEZO>Mc7BUPbdr>BDL&7M>ROJLo|77Ien(jDne}n#`Z!|5lxzOw`8q+Z))$2k!8e z^)WHeD7ckzYgtg6TuzVwv#+o9By!lkdq{!eCX1d_eAtpsL}hJeEO zV3V<)Th5RmslR4q64*=b;6o|smtk!?Jkea(Md3c(2_i)5P^2g&_!QzKuyg!o%Hsn7Y zG1GA>0DwO?dQ-}ALT7_y9IJIzy2M9ZPjMRf+tq&TJ{#76T>5IR=(D%u78IA+!?R|& zJp3EI|5s~g85iZ+h5JEJ*nnVc>9Rn|0O?XuOu(XBx}{?%6OmF7kVa5?0I8vd5GiSq z96E)8p}Wp{V88Eq`*%JZzresaGd#~7>t5?x|I1mVGQ$=AI$>_*gK>b%tg^5IEouE3El;cCbQpoUah|TF3~^{2!5|^)qw2{~>E-sVzew zU^|pBp3O3e0o~8Xh^INKBbH@8P#o-#nz*|-$VE_gUT&vsF?mcPE+UgRgD3B-fZ)2Y z)|VA~i(uok9CP^3w>hdDW8}*vt04;OSU&N9JAlcJ&hSSg%_f>i?ebd%E4>33&o6J_ zQ@Y`l4oWv`${+$D5!Ft+-FNI6Ow4YNSF%Fkx9Poxxr)Ko{DoCxQRnV!R31)Nf~Goi za_=D!+p70-?}&bEOLZ4N?SHT`Kc%DZyxER}rP>nztn3Y+9-Uszl;_(Smy#wQ`QITf zD}8J3qS^ITG5>|Tru&1|xWt0wzWI*j4Wb1e1Al0(Z#&y;-_7S$)OZ=Cwt=!jMSjw` zz{lO28}|MW+?S}IH$-RIJQLS0ZqBFP@Ui5n)Q%u8E`80;_Ifq*naZg&-nROsmBj%5 z7sRPkIt`HhewyLP7}xwS71cv4-wx89*R1{BnlQh*S~D;ZySBC_J~LZHIDeVRzp@$3 z57jpSG%rIr_pXQ8j4h@?FQl&F!>WkQ zKusN=s$H_urdecv|7l1AVP7XbEG9VID~RJo#ac;rAXg~Ao8n+fyZPs<^6c0dv4LJ{ z@hbyq^Wgec!bfkohr8S`C$vxmNQ$9#4vFcs69shPp>~7;V zn?xQ_vp#A5pAmg*uHLR&i~6dYMXAZe;X|J5(3nK>oV*+oLE?6iJtRenAA5FaeK!sa zx5s4JQ(Cx^2VkJxUM?;5C%z-!cky|*#iyU2OVfYucRDF_5amLF5(I+!@<)nNRUH@& z#AF#Tu4j39)B0Dy25%f-O(P%_ISo24aQ4V3S-1nJG-8VtG&lo7uFF#zJT7zQ9bf)_ z_oQfZQP<5Hz6eefO>qM*gueRvt9OASnM7?8RbstpKm%NDd)WXm_NlKY0lf*o~ zyG!vKy*#Nycyhnn?5U=AOwm#4Xo?e6Jb1U&J9B9gk;8t!`2KVnR!lzku&qt@P|C=I z&NS|2uE1}Z9qxoo4~(hKF|w71?!;pWsa@pPJ1pDU)Z3+2<9_^dB4$e0F!#Skcb4mO z4Q9*|tOOwx4>8KwE==1OvKq`-8T=1jnauj=aRfI6jiX2%c6W1N_u`%!NIX}Nff_1w zU7p~P++2-68ei#pv6NOvp80B4U}U8Y{_^Tc)w@)iat&YV|BxTbxZ6zz}A+jyJ(Mc59Vw?Q5KIrPlOv|qFIeVGSV zjh0iY!wwM!9&h4SafdkF+lSq!nGNgXjETzlg=anWy&cv#F6xN;ebO6_1%m;JIs+G2 z5_c#))iih4TX!FuFJ+>S8_m3)WFAZnKs)%kfPvrpjV5q1%TaySt$ z|7VC$RG(r!ui-+xeD8d}+|F!{O!(r=`F?Hp6MEwqp(KO7$79^)WtWI{ApPabe4?wZlcL6 zyXZN_73OAKH&%vAbR+v|_DhY@VQnH}=)ae`6^5v3Xp8`lAYW7s229t$XG8X#40twL z6-{yiaYxMl_mM!U6$UUyI{`Ys-%QEnNFP1))P#pZRjlbjhB$vG4b4cx;TmU4B}%RZ zMH{{AC>=|AND^)=byEykmAgNl!PP8|@pQU7RcMP?)*t_&|*DprOfSfBH9R z+>+%l0(XU@%1Uycfi%Csc%F_?3A%H4~^({OqXol~teiV(x|*1C~dcCJV255`)?mt!Aw z#b|qF7V~D_V`wW^CnP zS#G*w_hww`fgsGIZ{B_GM%$*8_{&cBm4->tot7hbrRR1w9bE_Par?|-%AWS$$NtTM zz`t|_dQC>YglP{a#dl$lX? zS9W>)V}>6ygPAq`fXtf;Eq89rMKN6bCXKlx`swkG*iPXr-wU&fg-4uJSfP9{K8_6r z^a-Vx42{8JQ$!`IL{jgfXW_-DGJj%)U?=VO8)5oVt8p+i)2AJ)|Tg6e2qS8OGG+%{^;9Uin%7UVtx$WO*g`>VS(R`~3>XyVSlE zgCk{!C;DlFyMrIpuB{WCUA}R!t($ShrIrRVt8Q1tWqR`hfkf5wTv+U?!2-5bs%cH? zSA7*qF#n1Tr?dS-^BTPPx%R>Ic2!2TECzXMvKae&5EfP*T9lmQX}o;0b<2RMXE>W>b$&-l{H>W?R=dvb!px?Fa?){$MXSZ*)4h-0$URmU{QZza0g>gJI3?5r^1x*# zuk)jzF%4AVE%5pN&|KO>Rr4h=G3fn!J?mXSHavRpprTP^;GT&|^7cet=VKwAXa%5$ zOB4V-44S=YS9|SfVGwMAH1$U=f$IbWLifXu#O zv;GKiN0*8{UFOHDqa>Pw1!H&bIjVQYu2L?1ll2_mWn2^}m?Mtrxh+oEoFbK)q<`qy zGSEIysU5!4>8^I~jaXoQKV|Brgu!oRd0H|rP4ri|iF-2hR!Rf=qt~KNgsoB;^#CKu zc{Gicr7oqcrDy5`AKTirVvKfaq@pmJ{$i^nrTL6hX{9*M{XV@+(z0Sw`%}AnDo=_; zV!p7p=@|BCxJRJTZ4L|!ZX5*ve*QiHdrvQc$g8h5Bw6d-gE(^{*2|RQ>Uh)JfSU3eMU;S8X!ksqWNU@0T*E~ zs=pUbvg>cWb6YwS88ANI`HFdsFlW{4e3iav1O4s^A0qcz*xZ>G&s_XPaCTa_2yAh( zRII8*@bUz|5GT(|5l^YwS@LY|w97-|>P|dcVs(P|XGAjW4r1)e@Y`@O%-qh61^$)G z<_bfSwuWfueyg@F(2fB2y#Nfei;mN(0K1}~q=e>R5F&m4{JG1s^H*xxeY z1psO#@V!|AWFWi*8DINOF&4WTUK&mJe!q|j9cxF1(`{N)mit7SbZUH_3uy1U$Yk!8 z#9q~M>voSv&yneN`aD-IEPWc|vN(PTjIz-~9U%Wgz|7$2 z^c`>}>a$>}A)lb}r9*lZdVOuX4Z~U!yhjxN0Lzo4KHFuB{SCi@UWWKLbZL!4=+SWJ{;`}Dc23`Q~ z0>UFe3qJT{tjv*d_A=Aq`3F4bb|>8;$NTTB7}Jp;DZJr@RAHjO$*unolie|!a{!pG z{cL|U1o22;1F^4|*&;GLybf62`_@Hh7%+&LB((aD0p|ZpYO3W9rdHS-X#xvIn3~4X zNfodDxTF<+q%CAA_{&zQjCbit?G^WSbK6dW^K$6Pt+D7ckoybp6*6y^s7>p?Loluc ze2aAdyB`iBX50d(W&-=5#-yZ6SH+cOwZy z%F!dYhgzyDO?xX3I>*hG_A&`sh^f>-xe0w5iE(jWo!V%B#P$XJ--;YD8U{A=!&S~` zv|XFLh!~6K;4|`q!RJ&I6coD9hlyCU`}t9Ws8eOu9ciJsZ~?okt*YA9i^X$jcv(ST zIjn`e$d}ecm<4m4UDep>qKl`zxKE!_%Oz68THQOSd!PB9HMTJMCJGKVun@Z}5u#}( zJh~$dJu}+OezT5Nm7gz##`F5MlUj4jPo?mEmYqKpLLVxd=I@p^tDYm-5Cfb~0H`-N zXHU!d#eq1l1Z?6ZVdZq_xuBl==5{b=JNKC|08D#IJJ0DZxk`D$`2j2?t#BHN0Lu*n z>#J&?+0PMsRe{zBP$*urr=azpski1TmPu z{t92(Y)o$&85sq4zAi2*60rY$A3_z?iCz%pU%hjO5-9j$GY&ulPf1N3hV%6jAmEzT zp`Sy7Y#CY|K*J@H5}5Sp{G&a@^eKcU%=#QK4{0K_HT^o?CfiUa7gK-76!>@1M-qx&Fijp-7yU+NC*GkOVo<3JAyHFP|EIDxksY19&VEurgy~rqK0;Ymx#1WEXH>!?YY3Va+*n_Ut7PUL)-Ot?lL=TMF)D zh^e0tB2@l;--@B<3#Pc`)X7pSxA|33qFPBfe~p4|4Vu{n<}Xlw(lN!#neo|oVzwOV z;h4$0K`wZvH&cnI&wE6~N|$0_R`luvmlHLMimmNBp(MFCp)cc%ghV8CnL*6s1O9p7 zU$XMe27ve`dF{^#0PjaE>g5uSf@cr3$EcQhNCAkLrgIz2QopM5^*Z7$9f+nE84&YS zmyO9Jn3-I_k_3-Ov3q(lkv#V}uk4G4#4pqNR{iXV{!KwiMK!;?`~|=f?CjwYJTFbc zAD!TYGaqKi+T!0gip*r`jQhD)Q;AuE>a@zXVD=z-XF|Qob++6hcUQ{1ryJ>eP`Lf!aK*5o5 zf*kY-pwzt2_XutNx$3y`B?7cKb}#(S!z+hQ<}$G{b_Qa(w7inEZ~h$8%bBSwEtH)RTwRJ{~Ximv>Jv@@ZRNyON`GoPRuZ>(yKn6pAgB zAv*kU@azt*o7u(J*8RLAK>6ciiOF%h(!Lv}H`+~gipP?Fd~~9k(=~w2ZsdcLF?8r{ zs)E?0!_GU$7eWZJZI5fBFZLlT{!3l{A+7uaa6^aOki+|R2_(m`dH%tx5jM4=gesCLazemd^98KFfJVXO z^YbNkH>sNg*lQ8u;P)DTWGT|l^?|+buy$oAe_8TPt|u6Dp0#v@cef9rrJhHgrIDWm z+Crfv$m3*(!*9&RFWMBwfAs*LN$`a*;P`GyHZA=!Mcn6a-Ii@zMXP&;kb^zuNUMF`^dFiHYB8qk1jORrO+oQdt{hDSF0kSP#jp;Z83C^@M}fm z0(FuTCJviF^qxdgfBV>AUhG3am^nNsiXb#wo}c>E@yS{|Vj?%LJHJYOrgVj7K`!B0 zNf2eWZ+*1wg_BWre@7TV7d$fho1p6_hFRu_wFtfAXZkFYzV~u?&*E)Si9q^6!>4*3 zAEo7sYCd-nfw}U!>Hw|V4%hDH$i=f`O4GNn88TQpZ&HR|RkR{1{J>skdHT>{xd$4r zdzZyeNw^%yW``RFz5Dz9tF4rpJw>DtdQDL-*o^p?L&v|0MEL5W$McfDTaCPi%|6!x z#zR{~zDFLFk~rEX<)xyMh`KoQGltBSF~Tj-xQ6z6Qv00V&r2~nU&FrR)IK)Q6|EH> zXB*VBPI7ucXz65aFdP}uM7J-8^6;dMI`43!fXIYX-o4L`p!SHm=M&IQ(h2B4hAcuj zg?z8?wZWlsxzr9#a9aAGZl^x7@d+xj$7 zwTD9&&*IKzFdvg!RbWe(`B1;ys^`#DW4~%_A|kVMuW@3Q{p@1n_Gz0=kzJ~1vfWh> zEi?NcA{LyB?-y3byhdLjRwU@mj^greeq^CPS@F(9gvXE_aYx47lA}NQ@^?9SI~lV? z;US=`aSvNc7ny4@6)KV9ehmV>O}`rrJ4HmcDf#)KjRX{!fPJ)zW+JX0mMw1S#$S=U z8ZH~+awPiOP|?0sdOt2Q4{8Mv_4Qya5Iz6}ki2}6cVz+ag)4ri zysDlICH2W=xGd7f$FBRtIx^2pgmNZ5dZ-t#@{ayAx?O8R8?U2ZJOr}@@=j^1#$vmT z6s`Bbwv&etb|ZTlM*4O0cYCj&(<{gm1h?j)VgAL%MN7@gBJY#JX2%JbNzL63apLy5 za5!6X^JET}1_rOYJ>r4apv6=T5m}Bt151S&ceg&R@IUc~y$+_)VyDo@;<5!3V^=0JCj5P z(;bG|m%7ym2u*Gf02=gkzjw4zf6&~MKeMj4bfwg_M26OajD z;Z%w3uzSd#X1D+L-7weLaH;Ib9^lE+Fhs!Abi0>$T_Sy6=wweT?!uU*%17qHjI4v{ zxe5+tXE|A#ji$}nh6&ZtHb=LtXO6O|7e%uh1#tfA?E54ySHTT1PyU|QDW@1vD5lT1 zuU~y^)TEZrRzG24#a%VV*^S+1QMMEF{tF&Zs{=`Zlj;pOlE$)2uWELPBsYlx4zY4% zg{_e>L<)X0Hc0aUs)<(%&CbslJ=*J5cET@Igh$*&lYFTHX}YU={lc9N5fk zJk5Sw!06V@A3(`1Q`-L!y0K|M+w$egUi<#3(|!=X(dfC^)9(nR^U_g)2ir+diWsj} z3wZuKXiqiA0htD;4i>YyWp+zZBhQ!!l^^jAH=}-LE_>U4RgH6cM-KtGLSdpwERO;0 z-lV@L#{d_JwYsg7b`Z9H#&+I!V}f$W+N6N*)l@37S?tL&etjoJJQMFw;stErf~m`r zHu9dR{*7f0wO5A5y-70DZTPcjkBs2`{0Qg%hpd#H{RYv?#7J4yv2hixM)%%wgtK*D z*>pT4WOJ&7sBgZqmHO-x0;KrVw{;G4asEf@2SH*m=1Q;0A1%!;5H53=@9nlRj$+^b z4IFqlUkf~7!Bn?;V1ONBd_cYtasllOF5KSGi3XWC06tFu@eQ*r3|WwdVQ$9lvGJ^KGUk;=w)rhF3mE0}5fmKzjKTKVcKoiaGXG!k}?70cW_Eew9XQtms=w}!b+@pN%a_i zv$W^IZ0=fOmb^84Ph*+dX0dNT%D2yyRCo4Pn!McNqelO|1$7s!>kD>wHsQ#W2!3H( zv!1(^7Q(?FKT?1PDq<#gTv4(DEH)S=oiBnD-bpTnDBbRCL*w~q#4OrUQ5zpiRkZ#9 zHm%WB;rXi2%hLVHiP!Ui6bos1$N{ zclYu4w_J+&TU#mA+f4?xB$wR8mrrG|vfKftbLCy9r=rDVinst~Z$}#w=FySr?8(!N z$1)CVkV|g{tKH3ia9>?*HqVLmf-VI0V@f=}W&#@1YOdfw?~$cs6Sl7mzFW+s_qU1~ zxdaO>4NbMlW#LJtK**V;GLmIG3W5gfe(?{JVavJf#q-b4 zJGToS1c6cTm({9Ei*Nf)gytG!YkZ zX^c+foR*6HmdyhP9fscaS-w))R%ITHd5hMb0_u&jtpfi?Bx8mgT-9){LRMDB`SdeD zM7w?KRu+<5I(HQsF6@uMUJu0U1gCc*aCWX(s&^IY>QG8DgisMW?*s!qbAplJsoym! z6U$ZuRA3vI6DV=aA&Bjz7+-0w#^zo3-XysgZ_FW%Nvt6F+IjDLUFCy&H2I-J@oke} zfoLxp6CMuldn+N+9rF0j$j5?$1cRh=)^@>+1JWA$`n9;GptyKZ1p!#{)Q4oL`eCfU zSs8x)Nvq&f$FG&w-|bf?YQhuN1^HvoM*dv0s`&%roH^kFNQGJTik&(D5xN>&vAzmT zFhMy0fokM%kM{fseRZORC9v`1jco)db z-p5*hdSqiL9(wW33O<8>6fs})E)THKRH7TeqJ*MVyhq841`#p*n;q9bv+BTQ(Gcl4 zhTJVwX~-Zg0j~5mHkaadx?JZf$X#~UC&2PUOu~t10F|AWuU^?eK`XaP0}hO>B+iVQ zZ)RFkntB{C%9Xiy(b)?Xtw<8(8>wVZvbUxFzhHSR&9Y_y%IPJSV6&EjBbxzhk<>OL zP)*QSE-Wk{u7QyFURz(cX_i{;s#(vOgk|4lY`o%LNfutM3=4N>QMNc@nC7C*@b&DR z9H7q806h=TK6`+=h0utIx5^sZxNoq;$wS5$>Z>`G4hV=R#$&@2#pbc5cjwNX0?2vQ z0ofH?FQB<{!LKs~p<;P1Q!ZE$&PO@?FAvN9P7ukw3krI&iyK#V5(caBk?qw1NSmU4 zxZji-#?iM5Oh5nCuo7j9}0FnYx zMYGyL@(@AHx_~7uDvz39QZj0Hvut;y^(H%}Z3p<8gHYr+BO_B*Vcrkc7LW|fvFOfr zZJzBb4oglx2dsJvo$7qxfMk?znEh;P1M;?nWf`6@!HrOM?Gp7BiX#z3C5(1(u75r{ zYOpDsi2A$BBa@pJ3;^Ea|!{76j>pvuK9!8cnT>;c_3R}fn_s9E+j10;3`OiJ(T zb4p9IVU+6uTok=T+)WFFeV7N*A=?uH8nLuH({UoO@U;)k<$kljwRM(!>7`lHphXWjO0S0QdvE)vm$ck#5**28UqiJ^kyL2 zS!gncd)}6&a-lkamFfxrEEz?tSP&R5K#|imumO-oehLFqIORD)9BF-D%Y=k$*Dlxn zPfWbiE?71jO#MoM?t75?K-E_dst^G8C5daB1e;iLU-}E2K(NWmx`+s>kVVoP*Mew= z5Om`S70qYLX@=ik{!y|%9%;PVh} zITI)(zrOb^n3Z2a@M!yw;#v199Q%(<$oDVh-lHCpfBG*gSFKOst?VIl{}<#-9Itv> z;*+?y-w?cPQ>Y+o<=HFNU~hQ}g}5~B!;$H4+_C?BqJ35&I0xv)tTVI!kR&>G#d4E~ATPZ0jWvH>ESj#e$pbpM1Ul z`0;gBRR(oTx}3x#f!El>>*;&HeczmhJUJ$xrSdFX3YfteTE*ha5wMIdc)sHd`sdd& zot!uuZa4A%Qi)}qal7P#i%_7OcH`+-mBrjDhVwf0$Ti)&QZrtA$;Z7%*CjYeT$wL2 zP)jcVdIScU`NTWLT(L@vwG;pF3Y~?wcbqK6|MgRCmF#8Pkoy1wg=QaFzV{aY>w+Ix z%CY#jje~GLj|!Qq->5Ep$Kxa8;yA1dh7Li&l%)qCX_o-h3udV=!F2@Cq8#7=>hId? zQL^;&E@Y?J+~%%sURqCQVU_WSf~{fCE15`aio5!vE8Ea_y96vffprS;z%bYsK(t3r z!(vj&hGhl7F~E&)8yK7+5{byN0gk5u5o33nCYlL|`(qIy<1`;1H5?bS4eME&M8qQu&_%EPE6Dwj+Hhx^J;GN@m~z6Gh_XR___4gChHjb?FC+oWK{YM(b;sk!3Il* z)3$~(-g`r^Rt*JHVRi7@;)AuvvM*0q1nR=|0DrRX&NB})#OGUvf+cIuPmG4hT^pOP zxJJa){SR7NEJ#h%^DVlc6oQ2?A1r_-mD*UGe59}%RKEG3KA7JC#?u~}(rIR}N`*qH zQ-cUvPh`pF2mDAr2vUC7f-fLCGECdGZkRwYSIf5uH{4vA2?e-w|1m~JQ!%LZGOv_a zBKnn3@S9dE-Q7Xg11*LRVu&wQP(xgRkR9JY?zU5ca7^k)0%fe$Ve#Vk8jG|pwGkco z(2Q*Mp(kZus{(FZcO9O<2L>0}NXf%^J^Iaf(4`VR7~Xzu_ z?l8M_FK{31H)lD6>yFXU86h=5=9N_UA3uI%qe1~nDV57@)NK~R$5PA7kQ??!mI!jSd%8)}4y^?6B`daF!Tj`{zntE(^&0FKS{ zQ%OlD2MS_JoOWPrY^*FEe1iPs^qH5kE!|<*moUvg?hI8SLN9|uU7|b44@3@J^w{>+n#G^A5 zPBb+%+ye`%o@AAoW+hbtv~A~Gw{;7>k z1$ffKfS((Wv<8mxwWm+B+?0i2`8syu#MskxsG)yOOgzvfb9{X_aRH3k=Yh;@3mdk8 zNec(DV1x#-pal;DlJyd%whzsmXU@C?n>z1BB_*ZNv9ajYSRFK{zH=LVT;!Gq{@+`! z2@5lrSpPea2HYAqb-$`21}Xz?i-*g0HhAB^e@`><7mj9a3zq3y^72x%(q+5Wv&3uh z>iCNRI#x1rRlUl0Zm*pPP5DA*B!B4WNrz+YK881fu0G~EX~_EK$PI>wgdoxqHktm20T&!N5@Yi6+SN5QYp*zQ@@M0&JRm$}j5IXt!_!?~O>@X=Qbpx`t zWVd7cnqs5~7)DlB=+406Av)w25cmnl2umCex5J$KVoR`BjaNrVNC?(X3%f#1VJOl| zI81$Lwh64!hX`L70IBffeEZ3Vgz4#}Hj{006O&pH3F^T`qGMyTLTsb6vjv!$nHM{@ zng~idI=kIvN)UP(376(g&dy@tQ0@EnZ8n?`@wukKhiSp`On6P*U~S_4(7@mC+y$x+ z)U*PEn>L*zBq;b-jvZvPN4`O^cpYNh`-VL3Dmn5^If+Tj-gBO!nEs!h642Jt5(mM` zVH%nZ^f?r2koVnC`Rb?t^lGtl&XTFg$@lNvc?(G}2&(zVh}q z2f3K**4o!*u?%foDl8v`n&;1QaiwKv|D0Is>iP&Lj|9+Bz)wM@I0b8)v=Bc(KP=J@ z3=BR)w?}eQQ`4^FFbYK`D!@Wvarrk&8k7g0z?qo+S4n$E; z8wBRt4<=X6w;$^03^+9(MS1BQWuzf1J>p4=^2#Z3S(FQU3^&cREpeR%2Cy{AE(UIC zwGurO(^MZVC1udkD$W50!y^OHBWnfEY044fMp!GfOWjfc`5DW9@??cZ=dWL*ee4Vj z_f=HF;0%BEHYkP7EG(A9to8L1z>6yd_R_|1!JBM>H4`49DAb&L?Ng39n}e)gfqxw5 zG=YtZhnxF-%?QYEeU~&p6WOE_}4Bx`t`IDJBO({+Jc90{n zHw8p}rf}v{&oS~R_T$o^?`0Blu0fw+2Z9YLrJz6+?(dJLCS^s%KtS+5zJGr(Gldj& zq^0)hApPKMuReu&EBb!O zYte>Qd~Y_>TzNr*eB(trcfx7!CoEntK9GN+sKfvIoR&CJ`_ using +this `dataset `_. + +First, find a target executor. + +.. code-block:: console + + ╭──────────────────┬────────────────────┬────────────────┬─────────────────────╮ + │ NAME │ TYPE │ LOCATION │ LAST HEARD FROM │ + ├──────────────────┼────────────────────┼────────────────┼─────────────────────┤ + │ icekube │ container-executor │ RISE, Sweden │ 2024-02-28 20:05:45 │ + │ dev │ container-executor │ Rutvik, Sweden │ 2024-02-28 20:05:45 │ + │ leonardo-booster │ container-executor │ Cineca, Italy │ 2024-02-27 18:50:11 │ + │ lumi-std │ container-executor │ CSC, Finland │ 2024-02-28 20:06:01 │ + ╰──────────────────┴────────────────────┴────────────────┴─────────────────────╯ + + +Generate an empty working, targeting the ICEKube K8s cluster. Note that the target executor +can be changed later. + +.. code-block:: console + + mkdir waterml + cd waterml + pollinator new -n icekube + +.. code-block:: console + + INFO[0000] Creating directory Dir=./cfs/src + INFO[0000] Creating directory Dir=./cfs/data + INFO[0000] Creating directory Dir=./cfs/result + INFO[0000] Generating Filename=./project.yaml + INFO[0000] Generating Filename=./cfs/data/hello.txt + INFO[0000] Generating Filename=./cfs/src/main.py + +Dataset +======= + +Copy the ``water_body_dataset`` to the ``./cfs/data`` directory. + +.. code-block:: console + + cp ~/water_body_dataset ./cfs/data/water + +If the dataset is already stored in Colonies CFS, you can copy the dataset directly from CFS to the project directory. + +.. code-block:: console + + colonies fs sync /water ./cfs/data/water + +The dataset will upload next time the project run and will be available in the container at these directories: + +.. code-block:: python + + projdir = os.environ.get("PROJECT_DIR") + image_path = projdir + '/data/water/Images/' + mask_path = projdir + '/data/water/Masks/' + +Build a Docker container (optional) +=================================== + +We are going the Container Executor, which comes in three variants. + +1. **Kube Executor** runs containers as Kubernetes batch jobs. +2. **Docker Executor** runs containers as Docker containers on a baremetal servers or VMs. +3. **HPC Executor** runs containers as Singularity containers on HPC systems, managing them as Slurm jobs. + +As the *function specification* is identical, meaning that we can easily switch between these 3 types of executors. +To run containers, we first need to create a Dockerfile with the following content: + +.. code-block:: docker + + FROM docker.io/tensorflow/tensorflow:2.13.0-gpu + + RUN apt-get update && apt-get install -y python3 python3-pip wget vim git fish libgl1-mesa-glx libglib2.0-0 + RUN python3 -m pip install --upgrade pip + RUN pip3 install pycolonies opencv-python tqdm Pillow scikit-learn keras matplotlib numpy + +Build and publish the Dockerfile and publish the Docker image at public Docker registry. + +.. code-block:: console + + docker build -t johan/hackaton . + docker push johan/hackaton + +The ``johan/hackaton`` Docker image has already been published at DockerHub. + +Training the model +================== + +Now that we have prepared the dataset and created a Docker container, it's time to proceed with training the model. + +Configure the Pollinator project +-------------------------------- + +.. code-block:: yaml + + projectname: johantest + conditions: + executorNames: + - icekube + nodes: 1 + processesPerNode: 1 + cpu: 10000m + mem: 15000Mi + walltime: 600 + gpu: + count: 1 + name: "nvidia-gtx-2080ti" + environment: + docker: johan/hackaton + rebuildImage: false + cmd: python3 + source: main.py + +Replace main.py +--------------- + +Download source code from this `GitHub repo `_. + +.. code-block:: console + + wget -O cfs/src/main.py https://raw.githubusercontent.com/johankristianss/colonyoshackaton/main/src/main.py + +Note that the Python code saves the training result and a random prediction example in the result directory, which is +automatically synchronized back to the client after process completion. + +.. code-block:: python + + plt.savefig(projdir + '/result/res_' + processid + '.png') + plt.savefig(projdir + '/result/samples_' + processid + '.png') + +.. code-block:: console + + ls cfs/result + +.. code-block:: console + + .rw-r--r-- 55k johan 12 Dec 21:40 res_076e273a1d082dd2886892dfd7d1723e12c747cf2899f2c2ede27ceb55e06ae2.png + .rw-r--r-- 266k johan 12 Dec 21:40 samples_076e273a1d082dd2886892dfd7d1723e12c747cf2899f2c2ede27ceb55e06ae2.png + +Train the model +--------------- + +Pollinator will automatically synchronize the ``cfs/src``, ``cfs/data``, and ``cfs/result`` directories to Colonies CFS, generate +a *function specification* and then submit the *function specification*, follow the process execution, and upon completion, synchronize the +project files back to your local computer. + +.. code-block:: console + + pollinator run --follow + +.. code-block:: console + + 67/67 [==============================] - 1s 18ms/step - loss: 0.3434 - accuracy: 0.7024 - val_loss: 0.3263 - val_accuracy: 0.7038 + Epoch 25/30 + 67/67 [==============================] - 1s 17ms/step - loss: 0.3307 - accuracy: 0.7092 - val_loss: 0.3146 - val_accuracy: 0.7121 + Epoch 26/30 + 67/67 [==============================] - 1s 18ms/step - loss: 0.3139 - accuracy: 0.7140 - val_loss: 0.2947 - val_accuracy: 0.7249 + Epoch 27/30 + 67/67 [==============================] - 1s 17ms/step - loss: 0.3226 - accuracy: 0.7110 - val_loss: 0.3027 - val_accuracy: 0.7244 + Epoch 28/30 + 67/67 [==============================] - 1s 17ms/step - loss: 0.2994 - accuracy: 0.7208 - val_loss: 0.2910 - val_accuracy: 0.7259 + Epoch 29/30 + 67/67 [==============================] - 1s 17ms/step - loss: 0.2910 - accuracy: 0.7239 - val_loss: 0.2781 - val_accuracy: 0.7261 + Epoch 30/30 + 67/67 [==============================] - 1s 17ms/step - loss: 0.2856 - accuracy: 0.7258 - val_loss: 0.2733 - val_accuracy: 0.7313 + 23/23 [==============================] - 0s 4ms/step + + INFO[0141] Process finished successfully ProcessID=61e597845ed3df4456c5be7d358e35141b8dc4c1f76a89d7caad0f31f792106c + Downloading samples_076e273a1d082dd2886892dfd7d1723e12c747cf2899f2c2ede27ceb55e06ae2.png 100% [===============] (5.0 MB/s) + Downloading res_076e273a1d082dd2886892dfd7d1723e12c747cf2899f2c2ede27ceb55e06ae2.png 100% [===============] (1.7 MB/s) + +We can now open the sample and training plot pictures. + +.. image:: img/prediction_example.png + +.. image:: img/training_result.png