From 258963c728665c9e4d4a09c770d43da920a5e48e Mon Sep 17 00:00:00 2001
From: MaxVorosh <ma_voroshilov@mail.ru>
Date: Sun, 10 Dec 2023 09:42:56 -0500
Subject: [PATCH 1/4] Add load possibility for zip

---
 server/api/server.cpp | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/server/api/server.cpp b/server/api/server.cpp
index 69387277..6c4e7f6e 100644
--- a/server/api/server.cpp
+++ b/server/api/server.cpp
@@ -4,11 +4,10 @@
 #include <string>
 #include <sstream>
 
+#include <zip.h>
 #include <filesystem>
-
 #include <crow_all.h>
 
-
 #include <cpprest/http_client.h>
 #include <cpprest/filestream.h>
 #include <cpprest/uri.h>
@@ -22,7 +21,6 @@
 #include "GraphBuilder.h"
 #include "CsvLoader.h"
 #include "DataMarker.h"
-#include <zip.h>
 
 using namespace std;
 using namespace crow;

From d95432cdc403adf673033f06c30650fecead2049 Mon Sep 17 00:00:00 2001
From: Artem Goldenberg <st087953@student.spbu.ru>
Date: Tue, 12 Dec 2023 23:11:16 +0300
Subject: [PATCH 2/4] uploading zip

---
 .github/workflows/CI.yml      |  1 +
 .gitignore                    |  5 ++++
 client/scripts/requests.js    | 37 +++++++++++++++++++++++++++
 client/templates/main.html    | 34 ++++++++-----------------
 py_server/mlcraft/__init__.py |  1 +
 py_server/mlcraft/dataset.py  | 48 -----------------------------------
 py_server/mlcraft/errors.py   |  2 +-
 py_server/mlcraft/server.py   | 26 +++++++++++--------
 server/api/server.cpp         | 47 ++++++++++++++++------------------
 9 files changed, 93 insertions(+), 108 deletions(-)
 delete mode 100644 py_server/mlcraft/dataset.py

diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml
index adea88ef..9554a42c 100644
--- a/.github/workflows/CI.yml
+++ b/.github/workflows/CI.yml
@@ -51,6 +51,7 @@ jobs:
           sudo apt install -y g++-11
           sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-11 90
           sudo update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-11 90
+          sudo apt install libzip-dev
 
       - name: install-cpprest
         run: sudo apt install libcpprest-dev
diff --git a/.gitignore b/.gitignore
index 48b197a5..f966ca0c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,6 +1,10 @@
 Build/
 build/
 
+# Large-files
+zip-examples
+model_data
+
 # IDE
 .vscode
 .idea
@@ -10,6 +14,7 @@ build/
 .DS_Store
 .AppleDouble
 .LSOverride
+*.entitlements
 
 # Javascript
 package-lock.json
diff --git a/client/scripts/requests.js b/client/scripts/requests.js
index 35124124..491cbd73 100644
--- a/client/scripts/requests.js
+++ b/client/scripts/requests.js
@@ -124,6 +124,43 @@ async function deleteConnection(sending_object) {
     return response
 }
 
+function uploadRequest() {
+    if (data_upload.files.length == 0) return
+    const file = data_upload.files[0]
+
+    fetch(`http://${py_server_address}/${user_id}/${model_id}`, {
+        method: "PATCH",
+        mode: "cors",
+        body: file,
+    }).then(response => {
+        if (!response.ok) {
+            Swal.fire({
+                position: "top-end",
+                icon: "error",
+                title: "Failed to upload data",
+                showConfirmButton: false,
+                timer: 1500,
+            })
+            console.error(`Failed to upload data for ${file.name}`)
+            return
+        }
+        Swal.fire({
+            position: "top-end",
+            icon: "success",
+            title: "Successfully uploaded",
+            showConfirmButton: false,
+            timer: 1500,
+        })
+    })
+    setModelView("irrelevant")
+    // allow user to press a train button from now on
+    button_wrapper = document.getElementById("train-button")
+    button_wrapper.getElementsByTy
+    train_button = button_wrapper.children[0]
+    button_wrapper.removeAttribute("disabled")
+    train_button.removeAttribute("disabled")
+}
+
 function trainRequest() {
     if (!train_data) {
         errorNotification("No training data was set.")
diff --git a/client/templates/main.html b/client/templates/main.html
index 15250f5d..bc0de581 100644
--- a/client/templates/main.html
+++ b/client/templates/main.html
@@ -113,7 +113,7 @@ <h2 onmousedown="return false">MLCraft</h2>
 
         <label class="button-wrapper">
           Upload
-          <input type="file" id="csv-upload-button" accept=".csv" />
+          <input type="file" id="dataset-upload-button" accept=".csv,.zip" />
         </label>
 
         <label class="button-wrapper" id="train-button" disabled>
@@ -123,7 +123,7 @@ <h2 onmousedown="return false">MLCraft</h2>
 
         <label class="button-wrapper" disabled>
           Predict
-          <input type="file" accept=".csv" id="csv-predict-button" disabled />
+          <input type="file" accept=".csv" id="predict-button" disabled />
         </label>
         <div class="predict-result-wrapper" id="predict-result-wrapper">
           <output class="form-control-res" id="res-value-out" name="res-value" for="x-value y-value"></output>
@@ -1082,12 +1082,12 @@ <h3></h3>
 
     <!--JSON requests handling-->
     <script>
-      const csv_predict = document.getElementById("csv-predict-button")
-      csv_predict.onclick = () => {
-        csv_predict.value = null
+      const predict_button = document.getElementById("predict-button")
+      predict_button.onclick = () => {
+        predict_button.value = null
       }
 
-      csv_predict.addEventListener("input", predictRequest)
+      predict_button.addEventListener("input", predictRequest)
 
       function buildJsonFormData(form) {
         const jsonFormData = {}
@@ -1251,26 +1251,14 @@ <h3></h3>
       const showBuildNotification = build_status => {
         build_status ? buildSuccessful() : buildUnsuccessful()
       }
-      async function csvUploaded() {
-        if (csv_upload.files.length == 0) return
-        const file = csv_upload.files[0]
-        const text = await file.text()
-        // do whatever with the `text`
-        setModelView("irrelevant")
-        console.log(`Got goods: ${text}`)
-        train_data = text
-        // allow user to press a train button from now on
-        button_wrapper = document.getElementById("train-button")
-        button_wrapper.getElementsByTy
-        train_button = button_wrapper.children[0]
-        button_wrapper.removeAttribute("disabled")
-        train_button.removeAttribute("disabled")
+      const data_upload = document.getElementById("dataset-upload-button")
+      data_upload.onclick = () => {
+        data_upload.value = null
       }
-      const csv_upload = document.getElementById("csv-upload-button")
-      csv_upload.addEventListener("change", csvUploaded)
+      data_upload.addEventListener("change", uploadRequest)
 
       function onTrainShowPredict(training_successful) {
-        const predict_button = document.getElementById("csv-predict-button")
+        const predict_button = document.getElementById("predict-button")
         hideResult() // hide result when new training results arrive
         if (training_successful) {
           predict_button.removeAttribute("disabled")
diff --git a/py_server/mlcraft/__init__.py b/py_server/mlcraft/__init__.py
index 912740c6..2df1fdb3 100644
--- a/py_server/mlcraft/__init__.py
+++ b/py_server/mlcraft/__init__.py
@@ -63,6 +63,7 @@ def make_app(config=None):
     app.register_error_handler(KeyError, key_error)  # no json field
     app.register_error_handler(ValueError, value_error)  # json wrong type
     app.register_error_handler(HTTPException, http_error)
+    app.register_error_handler(TimeoutError, timeout_error)
     app.register_error_handler(ConnectTimeout, timeout_error)
     app.register_error_handler(ConnectionError, connection_error)
 
diff --git a/py_server/mlcraft/dataset.py b/py_server/mlcraft/dataset.py
deleted file mode 100644
index 5fe8bc99..00000000
--- a/py_server/mlcraft/dataset.py
+++ /dev/null
@@ -1,48 +0,0 @@
-import csv
-import math
-
-from http import HTTPStatus
-from io import StringIO
-from .errors import Error
-
-
-def get_layer(type: str, model: dict) -> dict:
-    layer = next(filter(lambda l: l["type"] == type, model["layers"]), None)
-    if layer is None:
-        raise Error(f"No {type} block in model", HTTPStatus.PRECONDITION_FAILED)
-    return layer
-
-
-def extract_train_data(bytes: bytes, model: dict) -> dict:
-    data_layer = get_layer("Data", model)
-    target_layer = get_layer("Target", model)
-
-    reader = csv.reader(StringIO(bytes.decode()))
-
-    data: list[float] = []
-    target: list[float] = []
-    dims = list(map(int, data_layer["parameters"]["shape"]))
-    dims_total = math.prod(dims)
-    for row in reader:
-        if dims_total != len(row) - 1:  # columns = features + 1 for target
-            raise Error("Input csv column count doesn't match data's feature count")
-
-        data.extend(map(float, row[:-1]))
-        target.append(float(row[-1]))
-
-    return {data_layer["id"]: data, target_layer["id"]: target}
-
-
-def extract_predict_data(bytes: bytes, model: dict) -> dict:
-    data_layer = get_layer("Data", model)
-    reader = csv.reader(StringIO(bytes.decode()))
-    row = next(reader, None)
-
-    dims = list(map(int, data_layer["parameters"]["shape"]))
-    dims_total = math.prod(dims)
-    if row is None:
-        raise Error("Bad csv format")
-    if dims_total != len(row):  # predict request - one row with data only
-        raise Error("Input csv column count doesn't match data's feature count")
-
-    return {data_layer["id"]: list(map(float, row))}
diff --git a/py_server/mlcraft/errors.py b/py_server/mlcraft/errors.py
index f9e3575a..86b912ec 100644
--- a/py_server/mlcraft/errors.py
+++ b/py_server/mlcraft/errors.py
@@ -44,7 +44,7 @@ def http_error(e: HTTPException):
     return {"error": str(e)}, HTTPStatus.BAD_REQUEST
 
 
-def timeout_error(e: ConnectTimeout):
+def timeout_error(e: TimeoutError | ConnectTimeout):
     return {"error": "Request to c++ server timeout"}, HTTPStatus.INTERNAL_SERVER_ERROR
 
 
diff --git a/py_server/mlcraft/server.py b/py_server/mlcraft/server.py
index a650235d..682c181f 100644
--- a/py_server/mlcraft/server.py
+++ b/py_server/mlcraft/server.py
@@ -1,6 +1,3 @@
-from json import dumps
-from sqlite3 import IntegrityError
-import datetime
 import requests
 from http import HTTPStatus
 from flask import Blueprint, request, current_app, send_file
@@ -12,19 +9,21 @@
     is_valid_model,
     convert_model,
     plot_metrics,
-    delete_file,
 )
 from .check_dimensions import assert_dimensions_match
 
 from .errors import Error
 
 from .db import sql_worker
-from .dataset import extract_predict_data, extract_train_data
 
 
 app = Blueprint("make a better name", __name__)
 
 
+def cpp_url(method: str):
+    return current_app.config["CPP_SERVER"] + "/" + method
+
+
 @app.route("/user", methods=["POST"])
 def add_user():
     json_data = request.json
@@ -52,7 +51,7 @@ def add_model(user_id: int):
     return {"model_id": inserted_id}, HTTPStatus.CREATED
 
 
-@app.route("/<int:user_id>/<int:model_id>", methods=["GET", "PUT", "DELETE"])
+@app.route("/<int:user_id>/<int:model_id>", methods=["GET", "PUT", "PATCH", "DELETE"])
 def model(user_id: int, model_id: int):
     sql_worker.verify_access(user_id, model_id)
     match request.method:
@@ -63,6 +62,14 @@ def model(user_id: int, model_id: int):
             d: dict[str, str | None] = defaultdict(lambda: None, **request.json)  # type: ignore
             sql_worker.update_model(model_id, d["name"], d["raw"])
             return "", HTTPStatus.OK
+        case "PATCH":
+            response = requests.post(
+                cpp_url(f"upload_data/{model_id}/0"),
+                data=request.data,
+                headers={"Content-Type": request.content_type},
+                timeout=10,
+            )
+            return "", response.status_code
         case "DELETE":
             sql_worker.delete_model(model_id)
             return "", HTTPStatus.OK
@@ -166,7 +173,7 @@ def train_model(
     model = {"graph": model}
 
     response = requests.post(
-        current_app.config["CPP_SERVER"] + f"/train/{user_id}/{model_id}",
+        cpp_url(f"train/{model_id}"),
         json=model,
         timeout=3,
     )
@@ -179,14 +186,11 @@ def train_model(
 def predict(user_id: int, model_id: int):
     sql_worker.verify_access(user_id, model_id)
 
-    model = sql_worker.get_graph_elements(model_id)
-    convert_model_parameters(model)
-
     if not sql_worker.is_model_trained(model_id):
         raise Error("Not trained", HTTPStatus.PRECONDITION_FAILED)
 
     response = requests.put(
-        current_app.config["CPP_SERVER"] + f"/predict/{model_id}",
+        cpp_url(f"/predict/{model_id}"),
         timeout=3,
     )
 
diff --git a/server/api/server.cpp b/server/api/server.cpp
index 6c4e7f6e..ed6e61c1 100644
--- a/server/api/server.cpp
+++ b/server/api/server.cpp
@@ -150,17 +150,16 @@ void extract_from_zip(std::string path, std::string root) {
         throw std::runtime_error("File doesn't exist");
     }
     zip_stat_t info;
-    for (int i = 0; i < zip_get_num_files(z); ++i) {
+    for (int i = 0; i < zip_get_num_entries(z, ZIP_FL_UNCHANGED); ++i) {
         if (zip_stat_index(z, i, 0, &info) == 0) {
             ofstream fout(root + "/" + info.name, ios::binary);
             zip_file* file = zip_fopen_index(z, i, 0);
-            std::vector<char> file_data(info.size);
-            zip_fread(file, file_data.data(), info.size);
-            fout.write(file_data.data(), info.size);
+            char *file_data = new char[info.size];
+            zip_fread(file, file_data, info.size);
+            fout.write(file_data, info.size);
             fout.close();
         }
     }
-    std::filesystem::remove(path);
 }
 
 void invalidArgs() { 
@@ -177,6 +176,7 @@ int main(int argc, char *argv[]) {
 
     CROW_ROUTE(app, "/predict/<int>").methods(HTTPMethod::PUT)
     ([&](const request& req, int model_id) -> response {
+        (void)req;
         if (sessions.find(model_id) == sessions.end()) return response(status::METHOD_NOT_ALLOWED, "Not trained");
         std::vector<float> answer;
         try {
@@ -207,9 +207,11 @@ int main(int argc, char *argv[]) {
 
     // curl -X POST -F "InputFile=@filename" http://0.0.0.0:2000/upload_data/1/0/0
     // Second argument is for request type (train or predict), third - for file type (csv or zip)
-    CROW_ROUTE(app, "/upload_data/<int>/<int>/<int>").methods(HTTPMethod::Post)
-    ([&](const request& req, int model_id, int type, int file_type) -> response {
-        crow::multipart::message file_message(req);
+    CROW_ROUTE(app, "/upload_data/<int>/<int>").methods(HTTPMethod::Post)
+    ([&](const request& req, int model_id, int type) -> response {
+        string content_type = req.get_header_value("Content-Type");
+        if (content_type.empty()) return response(status::BAD_REQUEST, "No Content-Type header provided");
+
         std::string path, root;
         if (type == 0) {
             path = getDataPath(model_id);
@@ -218,34 +220,28 @@ int main(int argc, char *argv[]) {
             path = getPredictPath(model_id);
         }
         root = path;
+
         if (std::filesystem::exists(path)) {
             std::filesystem::remove_all(path);
         }
         std::filesystem::create_directory(path);
-        if (file_type == 0) {
+
+        if (content_type == "text/csv") {
             path += "/1.csv";
             file_types[model_id] = FileExtension::Csv;
         }
-        else {
+        else if (content_type == "application/zip") {
+            path += "/1.zip";
             file_types[model_id] = FileExtension::Png;
-            if (type == 0) {
-                path += "/1.zip";
-            }
-            else {
-                path += "/1.png";
-            }
+        } else {
+            return response(status::BAD_REQUEST, "Invalid content type: " + content_type);
         }
+
         std::ofstream out_file(path);
-        if (!out_file) {
-            return response(status::INTERNAL_SERVER_ERROR, "Failed to open file for storage");
-        }
-        auto content = file_message.part_map.find("InputFile");
-        if (content == file_message.part_map.end()) {
-            return response(status::BAD_REQUEST, "No file provided");
-        }
-        out_file << (*content).second.body;
+        out_file << req.body;
         out_file.close();
-        if (file_type != 0 && type == 0) {
+
+        if (content_type == "application/zip" && type == 0) {
             try {
                 extract_from_zip(path, root);
             }
@@ -253,6 +249,7 @@ int main(int argc, char *argv[]) {
                 return response(status::INTERNAL_SERVER_ERROR, "Error in extracting from zip");
             }
         }
+
         return crow::response(status::OK, "done");
     });
 

From f1cc4353916b02295df9e9912ea40dfc11fe3a35 Mon Sep 17 00:00:00 2001
From: Artem Goldenberg <st087953@student.spbu.ru>
Date: Wed, 20 Dec 2023 01:28:39 +0300
Subject: [PATCH 3/4] review fix

---
 server/api/server.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/server/api/server.cpp b/server/api/server.cpp
index ed6e61c1..6cf7f38d 100644
--- a/server/api/server.cpp
+++ b/server/api/server.cpp
@@ -157,7 +157,7 @@ void extract_from_zip(std::string path, std::string root) {
             char *file_data = new char[info.size];
             zip_fread(file, file_data, info.size);
             fout.write(file_data, info.size);
-            fout.close();
+            delete[] file_data;
         }
     }
 }

From 668799faf572a45947f001e4c5418d4883ffa5d2 Mon Sep 17 00:00:00 2001
From: Artem Goldenberg <58527023+Artem-Goldenberg@users.noreply.github.com>
Date: Wed, 20 Dec 2023 01:32:24 +0300
Subject: [PATCH 4/4] ID-195: Png Upload (#81)

---
 client/scripts/requests.js             |  65 +++++++++++++------------
 client/templates/main.html             |   2 +-
 documentation/png-examples/Ours.png    | Bin 0 -> 68180 bytes
 documentation/png-examples/Vectors.png | Bin 0 -> 14345 bytes
 py_server/mlcraft/server.py            |  20 +++++---
 server/api/server.cpp                  |   5 +-
 6 files changed, 53 insertions(+), 39 deletions(-)
 create mode 100644 documentation/png-examples/Ours.png
 create mode 100644 documentation/png-examples/Vectors.png

diff --git a/client/scripts/requests.js b/client/scripts/requests.js
index 491cbd73..c8049021 100644
--- a/client/scripts/requests.js
+++ b/client/scripts/requests.js
@@ -162,28 +162,22 @@ function uploadRequest() {
 }
 
 function trainRequest() {
-    if (!train_data) {
-        errorNotification("No training data was set.")
-    } else {
-        fetch(`http://${py_server_address}/train/${user_id}/${model_id}/0`, {
-            method: "PUT",
-            mode: "cors",
-            headers: {"Content-Type": "text/csv"},
-            body: train_data,
-        }).then(response => {
-            showBuildNotification(response.ok)
-            onTrainShowPredict(response.ok)
-            if (response.ok) {
-                setModelView("success")
-            } else {
-                setModelView("error")
-            }
-        })
-    }
+    fetch(`http://${py_server_address}/train/${user_id}/${model_id}/0`, {
+        method: "PUT",
+        mode: "cors",
+    }).then(response => {
+        showBuildNotification(response.ok)
+        onTrainShowPredict(response.ok)
+        if (response.ok) {
+            setModelView("success")
+        } else {
+            setModelView("error")
+        }
+    })
 }
 
 async function predictRequest() {
-    if (csv_predict.files.length == 0) {
+    if (predict_button.files.length == 0) {
         errorNotification("Empty predict file.")
         return
     }
@@ -196,25 +190,34 @@ async function predictRequest() {
             showConfirmButton: true,
         })
     }
-    const file = csv_predict.files[0]
-    const text = await file.text()
-    const response = await fetch(
+    const file = predict_button.files[0]
+    let response = await fetch(
         `http://${py_server_address}/predict/${user_id}/${model_id}`,
         {
             method: "PUT",
             mode: "cors",
-            headers: {"Content-Type": "text/csv"},
-            body: text,
+            body: file,
         },
     )
+    if (!response.ok) {
+        Swal.fire("Error!", "Failed to upload the png image", "error")
+        console.error(
+            `Failed to upload the png with ${response.statusText}: ${responseJson.error}`,
+        )
+        return
+    }
+    response = await fetch(
+        `http://${py_server_address}/predict/${user_id}/${model_id}`,
+        {method: "GET", mode: "cors"},
+    )
     const responseJson = await response.json()
-    hideResult() // hide previous predict result
-    if (response.ok) onPredictShowResult(responseJson)
-    else {
-        Swal.fire("Error!", "Server is not responding now.", "error")
-        errorNotification("Failed to predict.\n" + responseJson.error)
-        console.log(
-            `Predict failed with ${response.statusText}: ${responseJson.error}`,
+    if (!response.ok) {
+        Swal.fire("Error!", "Failed to predict", "error")
+        console.error(
+            `Failed to predict with with ${response.statusText}: ${responseJson.error}`,
         )
+        return
     }
+    hideResult() // hide previous predict result
+    onPredictShowResult(responseJson)
 }
diff --git a/client/templates/main.html b/client/templates/main.html
index bc0de581..86db4342 100644
--- a/client/templates/main.html
+++ b/client/templates/main.html
@@ -123,7 +123,7 @@ <h2 onmousedown="return false">MLCraft</h2>
 
         <label class="button-wrapper" disabled>
           Predict
-          <input type="file" accept=".csv" id="predict-button" disabled />
+          <input type="file" accept=".png" id="predict-button" disabled />
         </label>
         <div class="predict-result-wrapper" id="predict-result-wrapper">
           <output class="form-control-res" id="res-value-out" name="res-value" for="x-value y-value"></output>
diff --git a/documentation/png-examples/Ours.png b/documentation/png-examples/Ours.png
new file mode 100644
index 0000000000000000000000000000000000000000..3e4a553c2728d819596a7749374fd6c868d1b08f
GIT binary patch
literal 68180
zcmeFZ3piBk-#0!Tb(WAyOgoAwDx@N7?_Cnogq(7iT`GhoMF_KYDniVbm?CCJQc05#
zIZe(<5^|0)gdE1qIE*!Btu^o6-oO1k@4NSN{r|t;bG`3%J-@EKw6d_~UibI@o<HC3
zy(I0DUcySVgQf=wbLP$=90Fei35W33IKbl!fnZ@l&>#>9iwFzntRl<<S98D@Va__j
zg5RzQ1lu`^|8eayNBtl7%q0-!%Kqp5;U0wf|F|EF`P%`W@^z%IPXphjejyN~z}5Wi
zJ9qAg1wVhio-=nI;nzQYzhnFMU+4Vih`-MLV?-&PU+4XCJ+Jb?!hhTY2KfDuye7yj
znpY{MGjGmD!d#g-^JL~oDhWjJ)CF^XJN~#4JZ}Dig;I+aFIft1$XiL6J7?a!x%1~O
zSTG+<eon~O>CBf|u<E-VKP;5BJR!BwM{ehp*!zoAe#|bDw`%08>YTg~x_HTIg*9u}
zZQ87+zC}Y<Z<qe=J$v^bFg|E<$kfdGn2oKSy~A<WQ>V|kxqF<w=<9dMKOpe()oa(o
z!f!-G-io^&pFqEJH!(HsLHfgtM~|Pp$jQxnnP2d#u)LzOs=DS)?c1j2k1efj?H!$*
zzW&bxgF|12M+6g-Q`5p3L^S)AF0e+wlLh|&ow7gCB?IW1JAeMX`BGo$nlslQobzPn
zFZgc9!c{+5N}ceL-MI70BDo)9?`M}SR?)HI%b&c^xMa1eE@zYAD`~$`_RkR(`ro4L
zKM4Czy1EGa3BOY{cMh2C+_`{N^T075kN}Pa3m5!$Ed0kI_1m%N>#_Jh4hb0K>lom}
z^TEHx3l}W>kH7uX7m{uuYQB<A!m@dDfH2LIAwUGYTs<|C@b~%ctbydi-#q=+<XO`A
zH&4Ggo;Ll>({GNa&42Uso8#%nzj^x2@wDY{o_=#YZT*|4-yBcd{^sd7$J4*_({B!M
z`8z-TcJQM=?2Y8_{Pf$?)4%i6Z;z*c=cnHuPyfzOzdfG*ou7VtJpBgpQ$zt@A}b**
z*nlzM-bC`UDM}<G*WxA9Cw;V#CUk!BMcC+6Hzcyqe^1k6)xOxpd{ZVNNV&pg+9V5|
z8ZxpaS3(%L9>7ACrX_^UBz`kqvtL4ZpkRYvzH%WgrMPYLs@x}gUis3$u-;AWxMN?f
zD>C{BzmpKG*d4O?iuDpgXb9d35vQ~}ayXX*=oSL08;SN~4_dcw<7T<o_XQTGZS}W0
z@!5u=Jp)r&zN4t6k$mtWfn6CpB2l`EGS?|DC680`W0!UI-ODvT9vbzE)D^$BiC0tK
z5Oe9*Ax~BZy^Neo54}sR=)*QI<!w8{+uVPyF3Dd)IM;Lfl!WkeTP{C4UfNSy93&xl
zW2EJ6_cS#w;6)6Rw!sEe4#JmYi8bM}9aGHZXQAASBXJgewdYix=QMItUlp9nIWU>-
z8<-_j<Jmy$v)E?l#8W^Lf_Iq+Tfjv`K#mok%kC`R(i<irTyx#uUX>Q$<y_jhSBPP?
z@fH3SrSW~Xm9;I=Ya|5AeNT6-R(@-ffgQqM!F^j{WYZ8f&(IHylSIPp?b=z-d8k5~
za5MPD6*TCo&=-+8-FGAShl?H;FK0bzckJpC*+vXP4N4!GEPM`m;IJ`#kiqwKXh7vX
zO(leEe|rg`@yC*Pti|i%_ngLfwK+94ZSi}Z8Yj?3{B8^4_H_x$UNf?psBFG4v=B?8
z>LG5`mmijRp7y-l{N>W+U}29<XW)&ZXL(Eg*%AVQ`RT2Mpd*d!JqA~|PG1FV71AVx
z)Z@i_+r!s=<Ph`fMarcL%hxtOh6ccmvzGjPR4HCUm_I6jBXikHJbIQQG^Ogt7v&#p
z+nn@3BlE~e6bn~_E)Ft>XIWK_y$7YMS&O7CC?pA?=^9h`_(;pR;d<NEdT`0CN>#w!
zAow)K{s@wm$@d>p<Jo5eX%ks6K|<g=L&$D}KIzJab)N7GwK4r?b*TY5hi^G5Q7T`q
z3iLmo`*^~f;-(ug;nh4&A@z_j2|=4T(N;OpaEmC@5?*mJXc8ff<O>VHS~tLDyWx|`
zR-+ZfHKnS@odUwzG&hH*rj5`A1^D7yZSP{bC4~0GL!N@RD)4CkhOzw_E_%#R>N=#&
z<~lr(*WNrf1HWE1(#LAB9Jm#@G`mjU%5%y<co7Uvg3F9qo+Ro0{n9@(7W>t^niM(<
zXX7h<JX)<YX70Z#4GK6-o*m>m>kfa6jW>&p`heF5&jUJm2`}GUk6xlee1&M=H61Up
z)HPn(X_g}r!tf3j#;1|<p%)}n9uh9V@&{?=ShA7o@a1RO8sm6Pp?1aygFBX6cxVXL
z77v#|UChZ~Bm%Hy9hgxes@3$l)zE~$-=QGvyH|9xg6Ay*HJDHHvva2?Wt#n@j<#|a
zO}-R2yqB~rpy5bSqo1d=+_3q+^v~Mf7ner8DYc8Vh>0FM@5$0mJCbMr0ryxRP_x@A
z{<M%Jv`mfEj5K>+-RN((L_PJF@<{bx=l*fNm@c81@Ox-}eZ-aB#;zIdKepM~DXfUC
zT4woh#@}BYu?|)`Yu5{*>+=NkN_Y|68&6el4&HV_NLSw3qRW%6->8%&bm$m*MS}G<
zxPO9u5?}3TDY-2hPL>c(jg%kt(>SOD=>aV#A_inmeg%6?527I4%3p_c_EaCd84%@|
z%=H@d-MyURu`Y0;Jg}lx6`Fp}+Ns6r<w+yzU5Ab7S4tIY)`~MXGct>$ku@z%toZLQ
z>|t^Z@WrPkgoW>^@1eZ>F$zb!lOl{0FeA9ysN1<VVIds;AUiLz^P}0Y^qm>oe45Ui
z2-fGtIhWp-1n~>D1Z}YhiDSq|gx<O;Hu*w9S2FRXv0?|Hi$`D&#wv6TGR@&F9^UIh
z<GjiXIK#&t-k;Ak^tb)M^)F-<TO@6wh}_7HYC!lpyM)KE6u&6)ir^3=nM0a4qVNHG
z*wa?Iu0A2ju<=~SV5+l)Vj;yMX>>9lUtAAZz6-l0A@ts1E9k*DC4@P_KlF7w9&7cb
zH*Ka>DkR9her~$ensOkod5ld(==gEF2@w!JSVE}nL$#r4HGTY^mdBYpZ;U@&UxWJJ
zEOlakj;K4|l$5yzqg{qXTd*__7T=1DsGZA!7sjTcL5Po^pWntRx$Q{ip<51{{M#dM
z&>@3bvWFe=g8JTELRh<?mn>eR%f>WfSe@PmcAn*3(p*+a9kRYbUMwL1g~tkh)A(Of
zBh?B2#^=0mp;-qv1Iob^?S#V^!o3m#_j(JQ;{N#x`3ukosSvm}4%G#or%gie(#k|9
z<HDtS3SPwf+rU9nCh2!rmlz0a8{#NFg4f|%Skf83O>0qUh<*)qRa3CtL#LhGRX;p(
zr0MO0d@kIo0MaRiWQvzd2v<!ZZwi;R1Zfs76GRUVPu=QK<xjj}Pn2IeP<mzGEwaW>
zC1|bZHDJx+@G2=`DELUQgy6>Rq?GS+fp3(`1z4LFB>xiJ<UVu$K)wfv1ttQm;pb7?
zU`=4bNsP|AN+_Gijp`+Jx*l|MFE)65VD{P$385}zFXdB@F)$(DU7CkIwQD*(eKI?q
zZ_QK3v*EV8z5QSI-Z9(#<aqbR;MQB@HedK58C{(wY>5)egSi9;wDnzz^%KIYMz>1{
z<q&6#$PgdIoDDxp2+V-sS{64MzRkE&tkB1b?17q$h{(YnbIh|+;e&_JcC^moqTj}v
zb<+Nq2zFCxV08_Ef%w5!yE93c#BX~|zE+rfnSM2RL3-8Y=GWrXS0D4-Z*dq<)j-!8
zYb<<cB-Go=Y`=>e;hi&ZZcP+-evcADn(OSCL%U^h=8Ntn&tdWHRThk1znEe##yqZ%
zY^IHvCH8{r+5CNn+txikal(wj#7eX$Y*ErszVIHhLw}4XJ`lj})vIdjdcZ&P3QjF~
z?Of{F{>gAzJNH)n*Jxs4o`mq$W{M$J$fIGa@<bsZ)-+uU)`Av%sfH+U2?&=Ej>y^#
zO9<#XAS7FkH%VdUg*AAj{Fn3Tfwsp+%(*5&cH9(Ja#}WNSc<n%-6e#>z{&08A$#p`
ztD>iHdl6WSFAtehjm$|c!02>%K(nw0iz<Zh$g?7pB(5ilgC_QQ6=7X6fYG=chx8g2
zZKJM~5T3V$<1{k~;jAy0+?UNK;^yRQ(3su{2_dbC)tPKy_wks75E~3tX=9s|=R-Yg
zAgywi#(`=Vp;d5iFRe?(7K;JaGbu&=BdT=4+t8#xu#f-p?#>+!-zmJ|UDW88^1ak(
zF#w_n+p#>{_OMRPS)2#=3bf_OKkz4e{X;Ej9ZbLF=R`G`WlD)^!v<~q$jr%~ChyrL
z$EWX&*N_l`=s@h7(FSX!0IPKA@kzLs%&(bF0xR1Hmu(K7BX$TVvcX<J?%kXBk;_V#
zmY6Fkm=#*Ic7{E@kz<&@MMBv2Q?AL)F>wrcl7EwiU*}g*yq8@PHa_*KEV8k=l$u4|
z3YQh*3!6}|I`g9t5|*^aLC-yJn;9ouU~Y8ZXHr67FM14S!R#!Y4epxpGh#}ILCr=N
zwStE~GCJ{J>}r8LjqMO?;%&^d5u&mo@$}QPJ<5flV)K@G!{~$W9RsaSO`K~U>L`H&
zr9Z*_X0uI^6Vy+eOKW?k!*foMhd}hT;8!3NAAm#y4{#df6>62_E1*GD&6Fb{EOECQ
zu5&$EXd8Fogsg|KnZ<kd^ugVUi6WGT+TcIy;kGQkk7W%CbgXX(yVS&*YH@S1-I$xA
zbq@kg@nuTF>f1(4JG>ihV8Ok2U_P1BHCh9`9J;D2-KEgKuAbj$XH_I16gKNdxtG?t
zJ^a*tF3{U6jbYH|G#0{}F=*QaCJ2`2Y7*oHbxPG-rd@|zOOBAjl;?(;M7DYc^m(5V
zYKunqy$dDfh!}9))e}cz#yv%}Cfy{=(=xv?_l8T~$cS;6`q6X#v0Z1MJi<4U<gqGh
z1)1*wU(sV;pY@MnQJ^)WyGl2H{M9_1FCm1l>*?_2W8b|hN>QZkI@c8FlX?)P_)NBa
zu&F5g<!07+jUe{(ewif~Zc{(fYAJ|{6e_16<RaN%ss|9$UN{n7TTJP*kalQEj}cpZ
z%o`PF8eA7|<>hf7-sPNlWrt|a&Vn^Z;j$lKcL-4<jm7?o+G6(<EutJ-Q4{58)z0|*
z&Q?YL+yX}MmRGXC{quMvp=Jf-#zuBAgk<a%%ac5p+Ct9Z#T1*$^{n`~Zq{4dNvw5W
zzR8fZ;>|#)qJB7b4&x1lbYei;Lhr+6dclfdem^4C97-s>($FH16RmhaF#q_#=fvPG
zn_9|EC_d61oIv~#+{WwqA|d#X+ZlP(8E(_?rK)KMq58Bh-tnb}olR|#J@AC5IX(yX
zl@MfDy~Qx!mL1VloXD%LKU+mcbZ>BV^N81PZnt|s0ffp5?oH2e4*3=TK$f{86c|0p
zln{cKCNt9EG-eqI(eK9>>+wyFguQR(7-vK<H#(Vy^qG$9nVyjlJUGetTLyp8s*<28
zGXF4ysA^?q)N<G>(e;SmnVUt9waruFEp2#b*}!|o%*4ZV_5HmHxwlJI(23F|;L(?X
zeRvAZo3^LqvZFfbH@y2!3?2`NKH1WD7b@glqV1Fry7tImqhI5_P#w4|uoy)53p9%3
zdf}>)&0S?|c`t6~fOl4MN`>u}g=Z2PV4h6Bc*4<C1!e3tK*dlTNOjck#o6NB_-n>`
z!!3Qpj)T*rYleOve%eC2E~8JrU75S0E~`G9ICLUb?O@cqSoQ#g(Jbf}8Y9Dfln$DZ
z&e!J7;h6UHOqM6MJiK4wJ-IQ`cxNSP=5&-V1+Q2)R-0L|y8j6ItP_hvufPJ=4%&NI
z(sbb}Tzhm9Y6}up3nYXnBYA2qQO-y`V8!Uz-l1?qwWlMOLs~22Y728;B)Fe$AKnNh
zjIdPF(%}RtE{F~m1OkGu<6RQMGV9(3u8DvUz^L#c8$U|V5FU&>W&Cl;7ut}0N16Uo
zmE}po;BHOqCwvn!ubiQbukd6qLyt5`2q%y_lfq`L#BO1o&{6DvT?p}ws+k-|eChq)
zLfc5VH<_J%oms>DSvDZX;u5^dVVHzHhUM#7v4(alBm~v-CX@Iu98-F^P-rv6#fbnH
zm^&yT2ub7xwtDL2x>V>gS;%E^8u~wI1@6n7ZtJZ<6&&#;46y;a<pWg;RYdM%G!AX~
z@vMhQr?H6pp8~h59hiK!b<^D%@py|!?g{k^lc$X@t_3E$56Htl;BMgdiyS(4x!_=b
zl}Den{Fg>Dds{-<vR$}m4lP!>)gl7OY=haX`j6CVtC&t|MwHb9n?p6+vsAC(Jz&we
zaG7oJe(_xN2-5L5_}FBz1&1w<kS(5<;1wU*YV$s3O}iD+YR%`&;|19t5y^D#LX-SU
zs4~=cVm^gyDGo#$4kK5@wgH*=s(SK)9K0d-l~_JLrY?l5RiCh{RgnLF%zr0+kku$v
z!RC9jQQ4vj@;pNmvC*)<@>cw{;7CTs*_o%E_qO>A4R1N0&_x_$ZS*Rpzr)xwp2!fG
zAqoi92LTrg+05k5>t%(pavl`sCZ1z)CLcS)o=)lSQUZz+iLp)UVf8mkUoo{6_xdo`
z)Nvi@ZFDkLFm*oi-0ft@h+>|`uPDbiw4f?|iqi7#R#=Moa6!y?r<0~v!on5Nc@tS-
zPLqjPGQ{@*5yWaZznYBZ2OEHx<1HGA{J;s(sb<R;>-2J619DsZ91RR;Te%dCKHq4e
zn0rnWTMhTg5s^(S6h(j-F66@#@|Vx8nq}!Afix&Zxy6L53}U^7t$-RcmN(obu4JtS
z_NKGH8s;ZdaFU!iTj;?#zTHr5P=3)Q>od`l!g@CW%%r$PbGC^2j)JH$&{ft#8?Yq6
zsWFaWNvGOW<EjLmRUsJj5*^-@R`+>qqL)UQZDlqm+KbAa?lIn;4!cH&ph<Y*J7YP!
zwXGoFApE<Y@VC$#@L#1k7eWNn%&8q9Bq(KluEp2E?V}*j0I+8uFojRakDeK(U1s!Q
zGG7MC%OO4vKtZPlWOMixR9gVyi&gmHoSJBFE3rviDbe0zrgb8uBWrwX@!dEaIm4V7
z$6kRTs6mceP0XXkz-Jod!gT`djwN*V*h&cWD1B@oy#~w65BMx0T(O&Fz-61h!c=F1
zmk_5nc|fz@dGa0c6(Fn)H9~{1Y@>|<nnF58L$|0!8k!4D8V&cKrsx&#%w0*HeLp(W
zbRc?wcWW&~!)z`a8Y?V&@0Zqk<f~JH6|paq6Kks-g5B#<FW{x*SRB@1>O5NO=1Lv`
z5!-w{EW%_A*rWLZzW<f!BJv9)qY_YGZq6K6bf##xC~bsiIbPWyZ*!K<M1V;M1+jZs
z2|M4I$Ib4wa1<6J-WNHH@ItL$3m<0fYiVWdJe&ZPMz)>O-)VrQ+Ss!{i*Hu5n&yp%
zyq(fGqRY1cmU|ei`5vlC%6*MHw@cr_Q;)r8wCjoeAc0t5Dk0pCLH$6wIa3MEo=;>Q
z0j{@|CNe9Hl@LyjX9HmJI`t%6W_1WeSAV_n7ZX(8^-u%0^tbe*qKsSt@(LH=3aT$V
z*|P%eQ1eNXS$8`T9WHBPO~iM*;#J*53Bgzoei#kk^+%Pq>VQc&x58u2jS|9?wOw?C
zgb)D6pimEu*Ri@m$kD~Ri&*~`X$JBjShZERVL58UZ!O6(9dKwrn?RQ>)p@BtXm@E&
zh@9OlK#waAF!%=>X1DU;-Xv#$x`%`u9wI(INbI5Gw`h#pYSVN*l$8mceZ;JyAUBfm
zMIB&rsQ{&&-w8~z=I94p7B0I0mL#6N9^do@mNHr$Y!_}LAVyF&HcxfwHRatXZS*_e
zCF9?4dYxJWHe)t1+<Y&+cHWBz{c9%Qp{_vKS@;^VCppKzoEG&mJ0bsr;SWI%k5r^4
zo3*HtFcl_96<j||Rl(0QP`Mo8u4afrY0s~g5OQpqRrkhZyA2KNuL`LPv1&v|fp@rg
zc`ObKJ1Ze<q(!h+1bgyneJis06@9yscf~Q?6)tp;JKh(a4h?X0O^d0NiJUyY+$z(G
zZYyFn2v|KuDKEDa=5DDEVE}_{&O&y1_P@L?px}$i9L9o<Pnu`R($h-j2TH@Cy&}4F
z&{DX7|LGAx`}5!*Z15v6{}7C5uqsK&rka}JVz<+tn~QoGt5j`ERU2i>a~ls<R{3~2
zjX7q9)DQ4PN^8^LVkM|CLkK1tS`3%%fzLK9>qM?{7*!#2n??d!9yCp7zR4{)sDSGR
znP)_^>+o3$Y22W#Y0$IFd~~Iltbovx%c;YKR>z4CeC=u(D`5(){VK<nzBx;v2*QG^
zz5y!E?BR9Yw~F9b(#a)k?3x*>jHSW7fOj3KU46`O>U_Lvol_6gqE~;W!Xn9;73rw7
zxpm9XA?N!h6XVZ_g8&6w64KTqAzUa<q+<3>;Z@qcQ%+7EZ=aT~VSG%7<MYw=)*#2G
zB1J$YbD5Z)L)+|wHjyJ-R;3D8uuDPq+~%z*Az0Y@eeSc#&TT_j!sf;bNO+tj<P8Rz
zpeuQt@o>R@d`TYPuDnO}n$z(rChWd*`=_U~UaNX4Azs01R%<BhEd^gL7{Zr`_!Q!#
z7_9p6vvF3-t<oa-hpUrWC8A1E<f>Awbg>CY$Cuzhu6j#gz7uT~T()oM1$I|LIJ293
z&PZ)^HGHo4<1<%>-o~e&yVr01g;l%lU6MnZok&K`@P@dFl>y@GEhJ>Ol(k^RW1xFJ
zNUhop^N0-}v%ZV+w+S^^N>PQ`YnTa@@2xYBFeWd;p9^7bP4iD4##Zs<0icewYeswU
zPDUP!yXVQLvux#3)c~+)=c{h&&t98w+zf|mhLkUg!*28+6J}E9V%H#VUgTamWewys
z->t?-wP{?zS3i*)?x$IxO6I9Pcig*uhWP~Ujoby#;Q^{Lh>N{pkMB<QD0thvC`@R`
z&Kv3&5YMe23{J8bik~TUMjGVtT*v+}qRxPQBiy?ro_DOQIzd^Fl{95YkBT>&$Y_@k
z6dG>AIS^M#y!T-WE0<WoTNSW!q?(j1y>eJT(c#s^B~chLuVQUnT~CqFO_9FOvpj2s
zmMq3WM`wX8yvkrv$k*XKCf9+(yhffst*%$1!10dn&TCEg8djA(>)&+$Ripx`yYTy8
z4kR^ajuR`$?<`odOmTU^3$MdZ%w+RQcpt}VPGE_jq0XUR^cGZ3UiwBt2%JjN#?;Jk
zf2em%T69n;9E&M*!{eOWrXap2ZYq5p9+L(@%7bBYgA}TCMM6-oc>Wa$JPay1o`n@r
zEE+T`mJssq@L@i%-fb)l{CO8iz??1tO11@ra2iGn;r1LUJZu_2<ia>EAvm&;jSMt3
zt=A2U+75rAxJ(mgG+2GKk-*)|{w5LQQ63)5;s;2hDca={f>_oOU`q;m_*EMmX7dBI
zA|5&7A6bi0<Bc+&ejLvv_bze6f>EFgUs{-P@8IbDD5x@-#!hum%Ir``>`NM;34y(g
z3+1a}H`lr0@g`*M-sDX5sF5s^&{hV?qWb*?EpAs2edKCCu$;NO;jZ(~vs~u%7!m@6
zaXl7F-5hYFrkW~))b`eTQ8*4Nt41#!H7DL-TyQ^?sDE8T7)sr%k{;q`hgT5=)EoSD
z0O=xgFiT;wd>LwlF!`*$@p%0kMsfjh<^tpB;+_Nabru69Q<il()S3Y0119Zt6L6mM
zKtPSVrLi30-}s#KE%Y1WW^ga>WtUhkSZ7AS#M_<iM8o%cLp-t9kDdi9shM5Cr<fu*
zwkwj!Rgp(QIHEIIgD+P1hs$<S=jSs+a~VLNuobD1Qv!tMeIuSSXn0dz`m~uYqXX2+
z3LZXt>Q~kANkSkJ5e*}0R4%+9gnf@Ee~)!6S-owG0RYyUdHj3gl-4M5c9W+V!P2O^
z5FRH#Y6{b-uvmX-P+PC!SBlQPm8PGi(?j<0#Z}n>qh+niTOtfud6i0W&sxW!y=YMd
zbKTCZXW%G~lj^5z``wS;Yi-+n&#IVwEXkDntnD}>q#9QoEbz*dX7p`L+b^%}mvO0N
zw9`E8?6$0_o_AxJXdSC}7+@#S&qkMmn(%lGJRt+{*;JMp)AW7rnbHQ4JyN(k=8zc?
zRG?~|Bn0W;L`|$*{aMnza3ti`l0<AHumL}8C-Q;6`nkWYy3+)|oeneQ<vXrc25Dqx
zq8Ub7w7hf;bM68dBJ=H;$ahlZ6lBY$V#XR=q1zGB?(2T4e0*f5N(jw1QdhL`qm9vd
z0rqCxIw<vos>%0B(67fe>#HoIO)r{UER7DdvUNjds36bdTadfR!VPV1O%j4TGko@8
z?1`oF7B1??hs@}Wsion;^HYk}w$vy#lIHcsrA*_!7b@0&&?|oX;^1grJpJ=o5v7{=
zoH=G9SR%+H5m80{u2(+V@0!mlD>t8WX7ygI*yLgQzBN{Uk5L(}`=rFDlXVL2y$kcr
z*<Cfl1Z1?Ab%U{-y8dh}CtAn8d0H{~qIHxQIwCeySgez)uW)e3`7Sy1mp~eqJX{1o
zLZL23!)4huPlB}&>t6Qq?gL$EN#-AN#U^BA{mL4$ncXF6*|D?LPpRtn3U0jh9k4*R
zYNA;{O!^Xt{25*p2udx!Mgqs}W*=C(SR7y9lIAE1WKFn!NV{<~O&#8WTeJ9-pgF*x
zT}F17<|oqd#PLzg{!wbl<@S`b+fz#$^zp-i$G#kYnhE9ANeH*D!|T}m3;w7KvoF7f
zDbM5%i?_N@AXjZ;sx?XS?w33UUFww*y+ZL$xw?0?tKXzYFPyj$bA!EyIrcD8AXww3
zza*+JVw96@RBr+0!Z*CR*T?CBo35jj`FtJC>e0N|xF;_XXX{>**T58M+ID-q9+ozA
z?Psp;I;$x(Coi)fIUfJnS`D2rmy2z7+qcV`Ih~6niHUeEtmqdekgBF!FI_3P^ecN}
zI?FwgdS4rx@mof7&M4>o46q-3kwa|;D$jQb?-d8attP3%t%aBM#lvS~+q{&pw;4*#
zP#B!RMCDxZ#Wwu_->7-bzP656Esj^-i$r5g|HmG`>@{7OMDY-kavXUimOk%uV7Do4
zJT;_=Ct5!DQM@8lMdk{J6|rfyW#A48!4KB34}5!1#1*n0$g;Mc3>+$Bid2n&E<fKF
zj>o0L20$$R5NQy|S2lwPdw&XukRHtVVY-$MZn~v;dn|&An*d~0`zria-AL?Ba!H*s
z8KvKr5LRwi6lavcS#7Ay;URpn1AqH0a)yX4ADvzjIrX?t<Zc!|>Bwh^?&X~y_j9!q
zQIK{`J{@1$4IY&zAfa+;Lbs+tWcLQjjZ#8E!py<YfmT&ke!(&GB<($K4g~HxC@4x!
z>Teh8^GMxKH0vsl-fS}Wy}ZWjz~j2RjQ)9oOrZ_-0CL-QfwDZ<kFQ+B(R{Ne%-O0s
z==277mBAwuvas>)zR{s`Xq)(I<8kYYou`g{?va`RC69%XE8(BCmHP4UOa`{g!EV~a
zSiU=^Qln{*3}#pB>KY~eL)iru5B^+ziTTLUW3O{{MxaK8oJ>w`%=b0~H`NrvGf&QY
zW(YGtlho?B#jxYq(O1E9ezE8F{^VPAk)fmm$_i2B8dOw^W(IMtZDezLqE>R<WYCZ6
z(7S>Kfr49aTW@p1FJ9(t`Dl6Ed;HNpxL7zkyX5Vb{b4D4M)%lS9`{OH*i(AWoHRZ?
z+}&s_KkLEg7|R`<^KW=cNxrexa1_U0>J~eHN&K*0?$&y2#fXsEVQ^HRwaA;}nvkDz
z4Annn)6hxgyw4HHz837~v=@uJwp@Fx{QcHN6@()TeRy`ToAjK~QUY?h&_6<DLTl)5
zy8Da8-(Q|<vX<Fvw5HdoO-mqFy4ze)dm@uFKA0*}%+qtzyfAsucsOXfgVDBjNUnEB
ziVWwxPNsrOyr=rhSGS70n|eOIV4n+TSsKe@2&{5l&hq;O|J=EM{+|)RK>ZrK#r!C;
zTFHZ}lkzRd97ERJFSQ`xJxa~aI?v8smPD033vh^rWA+jP@8#SQoeBURo#GENJeuFW
zjDUEz=dy^e%Nl4tI=IueO#n%<0U*^1=Y7tz#I%#?b>+uY(3TOXFd3TM^(8eD`x*WG
z$KH^Cx9^f~s7GG&Ev^?#K}ewbu&)?-EJ$+7=i^sT;4elvrIWQY8xN3D+~RPD)Pp>i
z$K-05YbP)P{11)ByOdQy17g^SgOLKdvzUIk$#**BxwF$j@#X@Uhu!aU13;0XVJ_2A
z^{u9B_R6%wq7?@H!O|-RY%Y40iGKkNiQN7v*=i#HJnb59Is(Xw8~JLfilF7@@_cTb
zg;13uY}}An9Kzs@!84k10AWK>FHlE6(FXC|Kpy(`tiV7?pVT;()~uW9o0os(lF2gl
z$VkT6Mw_=-IsGa^B~jf(-7(nx-RZ|YmnLMam`JihHwH<e&``e{rnur2$Yl+fxV0sS
z7DY&hgmAFp8QlAR6o7s${ZqCK!J_T(<b;VddQ1hNm-oFOzCLd99In8ryWqy>qYOl+
z5P)WSL=ZJGq8U?Odx!94<1CSd3uH_}e?W;S8Vd`K7T4g{e~}PgcZ~hzMw36!#E#Zz
z@{dmv1xMdC;MV~Z#owb`_SYGH{L4H7FnJhE8Je6Rx4o&rHDvC=9|{?4ZTyf>8i5<C
z8)kPYT?Bs6pNu|a1|y0f0OMizP`AEJcpm-%U)yRVKca9rbA9K}VvA6aK6|`0*$bEQ
zy>M}Qu!$2y!<7P{zVPsed{*>RtBF<{k-v1xE_@c^?>pazZb-d<S!afp_6Bk{%!s&l
z(eTwldcgZ5WYJFOnT5Vp^K{hG5LdGT^GwG_t@dZGH`zakJkS#p!wAtBfOP?l2S5#k
zSVLTHq=ls6i`fDLEBevwCNA5KpIli#nN>P9nPrVdtg=be#iblZXYH94+3kxtnMa~Y
zFW|Jm6+Yqb&fm^irYpLyK52sYESX?MlNE7U{5@DWijhX}nYL{x^lLl(w6K6uJQ4CH
zR(9wvz`7IMV~g6J*a;Y78`QED>P>@R)<i&@?+O!0AeUao+|;a_ypQaqU?)>r`-~_C
z0eryS8DIgWw`np}YDZlKGHHheyJupa8}7N?QlCQ%h1#^SVrpnW1-?RtpNwbgF~&yu
z{*~0d*;ig-FFZ;sqw!AF)%mm>3`E%j7vR5$j+*Pk;n{t+FQ17&m++FW^@ej@#?l%f
zcdy9#P5i6Uwc=XF&_hUg?WDZJQ!S@^25-I1`4Rt|WC6INa>HvddtlSaDm4;9<TW>t
z*JaFnjj{J##fg)G96UN4<W6PDZ2$%XDBE8(ZdL>8lkNpL!{-<#^2h}sZ9l$&d%gZD
zVQGIEFSF)L8omLS#;J#(zWaeRZ0UEvN943a90>tZgub-<HK1#|;fX}rU!;|oN<*$9
zkVv!v%=-EuG_^GxU)b=|e=)(ChAS*SfY>`4s;L_Je26Q}Np|J9-1mK(UH?crw_O{%
zlyvH1hM2dofmdi(=~sbB2%NU7xO%{4%2K4WN_*RBGX1=$pTbL%5azXMX_sqgD5Plz
z2zUDnuk7jjHOFx7v7&14I)TY_?Zc7d)a(<Kryh2T{XG5F)h+u_2oi)tNsW!oymTk#
zAOl~-5bsC&IT=-KIk?OKS37GpvU;y`(FiVEaJSSizbD1-37oyrEaxEO_2@p>Tpl^6
zKgUqdqw%qjH07^S&liQQPB;<9(A}i$4zR_tuf@C34WK`9UR5b{@HFD1tAdPs(<kFS
zI~r|PZsZeQGnEnkP3rnjW~_;~?y8V+yead9iNnf6$!ktg^+XRX<`)!gr;}X)_TMB>
z>l(C%M}#uI!aUYgqRJ!SlD8s1|C@F{&XasYTbwkJqrk)Z7t_g7(^)?b6xT&XU+8}q
zTRI7+bx8;U3vzb|yqLj1LK1y9n}LOEK~o7$EGs?(KL`njQU9ra3TDE<f-@w9^h4tD
zNOk70X_0Xb>h|E(L;A%U>RL1eF%?9)2&Av$>(5qLvG{on9e#(<2#(mWD&4v0;i1M-
z_s`-aoEs!h)duE3>mcMV-Kov4^Z+C3PxFX;D`2jr`p9LpaF_M`@N&np2cy(oEeG!u
z#w`m;+%eO!SWKJLZa^0o_%m<47MS6+8F%_rJj~eAlV(mC<DYDLo5R<_PwwhI`+T2A
z5`XNsvZ8B{rAwN5keNEOvR=vwyU%i!?ppd9T4?AYSb7wR;P7r7`tVL~-(XN+eqd1Q
zq-t!eKDVs<`F#p~V7XO5cqL02V4d1sIyH>>=$?Kqi8B*MRqlF{>i%Bf^r>N@hORCs
zLd7wG7LhFVPcF|ht3STd9vf<?SD!epKVzqx$I>pp1XmXI8|C3*(nx7TSCA)(PEYFK
zo}-?l_$TzZaYKSj#1_=X%MD}G9-O)oVp$<Qij|+Y>A7F?44kGp1K+X$7`<WhXZB?9
zF!}4kZ8q8xd<bERca2;gs_Z_;BbVm3o%3EbB0QL49JYIduXDpBCZvc*a-iPFtW`$e
zp?g0Vt#?9=+9*?dv{7^Uyk>i+I;rH<4b!C0#X)q8{_I_aA!Uxag2|^rAuQ6Ri|&2W
z=NN8BFXB%I*XJEOt^WS~QLBNBE$5gj(^iov1uH7vF9@%KUXm)bJBD5x?QTI8A0nyM
zq}=)k?*zN10>gN*{p^`b0A9vfrXWe5LXreAb^Vko?T(<nnn<nUlch@v4raG#J0uRo
zcgN1?6cq*DwW}x+!FnE{eTjYo*yeLvqU9hy<-LXKrtI45qAC50Auc~$H*+@QMeeJX
zJ;#K>Z3tB>eDt)OCHY80g-gv{ypFVq4!T%5+8s%CV%zXXqAoZJ-!#jV5LU5f>fxW_
z(GdI{@C1yjEaBW1XsYX}op3R^wr6AJnHJIv^GiAJ^(#*aAp;g)T!PC%y~(^yZDp9}
z(N~n6ef>@ald6<r_7@@O->|luA(PA9P}w;A5cM(W?x~|;n{t_+<*;ZCu&5b>(2>m&
z!pA@m?!1L(kI_m;2eog4vO9UKK@5#%BW`^|QCYcJKiW7Ly~}oTdjCX1@JaTzG9e*K
zAqM0yHW5Cf9Rp%2=q$X7+Cp8x*NPKd{9Yhu{4BTR`>k}_pPndeuh|ZwkZzpYNc`-b
zWMIb)cDUEK{g-Qx_IJZ_Y#k7M=AWcZ63fm>)lQC8=Pm0j3O!o<)4dZKFL0Z^(Z-P7
zXKL~&IhPsAWVvB>!Yc@*i1d_KFWwx=CiQGej^ovcD|=GN4o0LnaeNoL9HGO4D2~x}
zfzGkUbHN5aPk$JCne30hWDoh`pM&smgncsjW}ZlpK?Q)MG!>9vwkOzIpdh@M9rwEa
zeus;uLr1Llrt3YyLlY@VjLGH;I~R!C%k84j{n%5Z9l=|GX>vjo`k-(>hw);YK01x$
z?IK7F>|bSio~Q1SKOPc01}cU<{o`#)N7RpLnE7SYFKW)v_7^t|%mhus0b;-2+u3*A
zuDm{xytk=JEI0DD`DO@1e`}gz8LY4C7$V;&jy9$)t$B!lVC9%_GeBoUN{PU((nu>$
zaQW`EI`i3S&y$}E_ZrI<GdAz@%tZPrg1UZCA9l6Il2J{8jx*mj+T(sz$jWB5_?3r#
zxi7vU;Pr54Tb}7KUPP0A61_?%(Gwv#*LOt0wzu}kiQ&Pc!c}P+J#7h>EN{Ld7f~rU
zu#!~P4!D=jP^7A%wuoaNX({T|LUe2~RC!vP5hbE}oWA+ET?ydPGvfyAp`k1g2$k7U
zHw7DmLLRH^GQA?}g7}A&p~~}RKARann{o_Yjxh?)TyMSrO4lxVE-I<dk7e_bO(67&
zGyPh$gdp100+Ek7$MjhE%aT`2EmC+=BB<1r$WEI@qM67Q0kLlz9qhV#&0gU(U4#@H
z1aWH56g0cOiuYEf*A`==Wh__dEo)Z;=eVd;Y=Zp?`V4tpQGFTZq-DVlZK#qP=TLu2
zx#Hphd;Nllxw@vh0TvBBmwo5-1}x(>tnQ_2#12acTDZ#CPF7mCSx$JX4?o@FLv)};
zwbj7Q^fA%CHnf}6W2QNogfC7O??=B!#C%8VeB|-&(pFUaaqYvpfVuO|-+1!oy)}ZI
zW}^Yev9-*{bpn3X2~I>B|E*z7|2@C*-8aK^n78{GEHkJ4aPmHq4wjH&u8nLnDJSRX
z(}h{mmXj|5*{Jz68Q%o+67e!kM2y|}nrA^$@YsSU@Nm98b8HohZU|C_*gR{ja(0L3
z>sQ_&BxU2D%7L>BhkQYC<7XYcWFkqhkiIMWNzGu_C#^Q8*x2dyksl&;!#0KOxc)t1
zc1ehQ-FkU>hdwzw15<tP;{dkq*u@>GABcQ3tf57U-_<nie~O*?Li`JWS3dsqXT0R!
z<!4y(4eb=xM9hKx@eO7y$a7~8oNm+7*T#yv+Gae+RZyk&oCfh6ysKvyBHe$dv!<N7
zv(($OLceMGb6xAAu_zeR=?0xupFB}%a(V#yX4?K8*ia{wK)qAEBkCQpxn%45Jp+pm
zl7(ZZdBme%A+^0tXWs#zB<m9|Ceozv#a9LX6)YJ;hkgKjNC@lwh>PKJ$43?+7Z-#j
z*3G2HHag#$-6uAz7QOT#9}Z{`Zg`0liFdXKFF*$R>UgrA>rU1CQTj|Q=ut)v@j`=!
ziG$GtUXw<?<X+LP5Vmn}sbc8!V_(d!S%chkJxin_bgHQtSE=mtI5~1G^0AraZMSvD
z`qk=`kKMZ+_~4%JS&J&hJ>opLH-*<rytxZnkLv}9k0G&rN~@%EhOO8&12yi~9kyEz
zCU?K6rzIOrLTqLjd@jUVXvH_-YBP~r-sBqPm4c!!V|g@XolWHO!=`gzY<x>Te=^-_
ze>6k;(^)+BT=C+4tnh^eIbq)SI|%(AQxJA`au%(*ei2{Szje7i|K+x0(MxjDEuXp7
zS$e3CG!M2oWL9M*nT$K|WPF%&h6=nWH`c8CCE%u^vxZ00wM_>v3`TuEdVA{_Pho-H
zw&PY1FtoQ=ONu@DOySW(h8It3F?_N{^7r05>Xbp>5PB#zLaB-LidEM=elw3p&TAV>
zQs6qIBQE6@{^F&$OxCfpKa|!BnYyWPCg_Pv^1*m1rLR+2WCwZTll=><IW%qDypHk)
z4`>Lsf49TQ+Ai{WX2-GH>6=0Vt(~I!@L{mYlG3roNR9fjR0?~j=(5YAw?Orp2mAEo
zg7=eK2K(QWG%>ds<-2^c(2T~B=6)xbC%kGAFtV+`dYP9|{bwx6mDfk!gR;dO&9O+0
zN1yK;w<#(9j(5?FESxIopqeC+s|+Us)aYVzccDuihsN)RJb>lD64Zv2{$MOmV|sQ%
zVY*S#aHWE&o2w`Bu5OdklT4SK;6%m(vzw#l9nHvlZQ)NMP-M#^O9_L!boZI~iy^_b
zR!#AI<^U64RLf7RB<8AdJ^C8Da_n;w+RA5_KP@DNA3xP4jEXQa0Wi|D^W&3HR{@BD
zMrUs`KcCaDDKB-kJr4ntjxe$8h)wxgs+6Lj`d%Pwiuv*XlA5`+T}MWAb%;IC4RmPu
zdO1?u9Gcnmx+2Br_UVj?Y8S!u0_u7640gjvAKi~!d5YA$X00#Y&v8^bw|{G)mu2yX
zhc?z;r?tF=90fd($7~$YoF(qA-QM1Q!4|#=y3}CWdifd=O}h0lS^M+FloV72!Zdb{
z1xxor?TW7@gyqm_?N!uwE;21cwt~afAw@O?5u0KkCR-j3mGdp%sDUOmh^L2OrP77L
z(ulTrZhNo-G6h=db(a$=R+cn*HyN}f4_u({I5765NPm0CxX7YqHqiLIE8@89%lqWr
zsO3$F+m0HI548`J>JL$rND48TTd3l$xAg~|J{9Ma5*nRKxmk5sv*;Hrp;*CF5GCy3
zuVC?A?FHmWRIj(-W`1Et#BTEg(d63v{I$Pqg?)C3^J}w@z@A>vsrE70tBBV*D)!BB
z@i2V|b|xo{)3&Kh8cGNT7^CQOTl+CPE%S2S^HVBI8d5B8r-RNw^KP_+lqQfKULIZV
zQzw(qB-}1^sc<*5x|v?DnYSk0AI&D;74XJrVzrF1Y)apwIOneo^Viajc^?AcY6$&}
zmgxithfRx^JtEB~SSITXv>0!NmYf2?aMIn}!I%K1xAspqmqLAeZgfG>yL2`;2s4Kx
zHCt1DxE8Q`;5}4`klv;D*<P4zsf^9^GSS!9OAt7{%zJf7Jj=KX%>_c7(xZ)d3ua8Q
z`=#o^mLCoMp18N(>gd`wkP#;ik7#x^o6%v7qpj3<{<Ao~b|1M0Y?aNZj#lKbXw%Z+
zldo?yb=w;c>Q$c0R=YJi<Op^XIgZY5NG%Q~Ej%&!rCh5qTo2c*ON8o!7#XKnhd#AN
zJDt%~Tx6Dh+%kPZ-HJoiI##$+mUiBF*W*ceEK9r-Q4=0T>=Y`93mZ0Z0y{@0CQiIC
zPoj6mbU{~kX*~59$(y?VRZVAsng-EU280c79rJdbJd?OTPhN9`|8dKQ2am0h4b)A^
zLwCdc?=&bzB|Wx%TBy0l%+bNuoWGmZadil|t(IV7$E4SXX(jd;z~X+7V-i@1ids2s
zCG`U%FCz*%SAX)oBYEkUT`#^+l|14oom#3QrDpt9MG<gB=lZd5=7<$5uApCOi746u
z2zX%e0uFl6x_l2+YE71UGff|lp9NJQ@&;<bze{}b|20oo@(sKZ<B#f=<^Zd+S!jqT
zh&_UJDPd&Asn)`<)gE4ytgg4k*>wDJmjz0kY9wBU1Ziy_Z(H9d$9Bu^-lFB8nI^g@
zkVa+HgkKPkfKF(vLy%-%`k@)$#}UZwEZe#TYv?X}q=pG{u*zrtxDx1uT>vur)cd`Z
z_hj7KZra&6#8_GXovXClk{4pyJ00nTyY1wU`w8sVUAWCEV7<YQ!JKB8Z^xe1P+o`*
z{9e@<W+9q9OkR2(6(lVaiL56hAoXK9WS}^`4<yV20<sN$_Y4&GX`tU0Hh9UJOND}!
z5FaAwl#3}WO$zC&a396e9<C0uE|!t)GY?o{7hO?X^U!nf3)Fj?#kbS^VkNBTqlGS$
zB?uCBhP8is_I=}x_j@Nig*C#q#_}Hb!ik&bOgE^tN%@6X^L37U2XT%>hkW;`Z;m2E
z7<ZLC#A*zW^!cRIN0;YUE2rJmc)$A&bC0K*gb=?<MC_Ch4$&4Pl*j_<@Qd&27A$#j
zUn=~FrNyI~Ls{017ocMNEbE^kS`!1?gUOR5kyr(Zz?63@@e-^-IY&W6d`m<3Qt&09
zEMUC<HTxb5eVF!NuDu&xat5B9B}X)a28wy1tS@#ThFt)%zE~)pi1@Nm`58Pi{0eIi
z3~EO?{2F`_B+#juoqqO8d?DBhUg;rxp~`A6TvB{#5)%8bQVo*D-T)TAjK?$@?fVKE
zbTe0&wisNXEC{gE%9_5XOg7WO-K(Gv{pg%t=>@0;|4b5plG943q<y)3Skv3h?QGJ?
zFm+G}VB>qo)Kg2nUv_uQhMH<_U?xZio}~84UNSeG-&ndfn9_WFWQ{|5c4<CEW1^ZY
z8uixa!_5amzDNkwG_sYY@sjZsU#vrK`P?dm=+H`#1FwS5(ZcA_X?Q(jZEg{FIn>`n
zl-a*^RXO7m_Gw)x%vOXxnGO9#+F+ZHb{{SKgR575zU~lGGaw2NMKvR{3=e9~J7Ptj
z`4<)&B!V*Y^gu=Kg&`B6$1DPcyVDRl2aZJ_NeC4Wf%jpurj8jd7l8om?OEv05&$M*
z3y-$Cfs#Zzl1v0U$kg!bKv<8#B3Ti@YQil5k!1MGqX5N8Iw%x^GTfiX#4{fOn23B4
z5{b17$O6J{P5gQ;C~+;oO(sB5VMP+~1f}4$DM$JGLjWZFt<LhNQCl!OOOshqqBr*x
z2{oUY&%^G16`7j<D<b2BJlpZ^Nkzx|``lBdEBQT+<WYM=ITdKo^j{R2z0PwZ)gNsC
zH?0`_@9%l|H+XLXive}b!<VE9a%!NpOx7tLvKfnh_BhL9Yon)&MxpVox7GGtuIT_g
z`2+zqR*f^lc&}uLyw)jx&SU=Cmdr(r52xkPWS|6^K!gt%g6dh9@-FPLp=HL%Dzs^T
zdi|qqPgr6_Z7*P^zDqX+^-l-!dAPANU<fp^>1pGRc4Xlx*1gZO6XUSGoZUnOxWnf6
zJ3v1C+a1Rk{7QglN?}SFF%VzH3OJHHV#h7~{MXOePT5TWSFz0a>t{N?ZtDB(GeD`9
zk-q+_>pvc34I1#?6J4AeM*1RgOBM$_$(uE6Kv@s7xj+vRrr-)$ybGSX)U#VcV08jL
z+%^K|Y(hEH1E26`?#uy2d<{bgqS~~Vf*K5TXp1OEB!sX{SON3}yyZkffb#%3*7!U6
zWOy6>;%t5@>oyHJN$$Fe$28Z#GvePT&aY(sP6}vu5rWvd?kxF#rzI9l-28X?c{tdD
zNk(6$;cMu^Uhv#p0sFV-dfR-(uI?EX7cp8&<k1Ik#VY(0aq3cv!5<R`R_V_Zv%>5C
zL4HppZUu27;B(Tm1|)zs{!TuyIe#AIF?_~cR54oj3Uh2EzcoR3Xmdf&fQd&xOAK~6
zO?3X1I%upG-W?L?4`p7~6dn5OB)+ocPt>LVH)yee&#;E1nOZ~B6k~V`@vlqzUy=9Q
zN1hE$$%~zlb2E;J-@^N@vWHt0=Cp69T~aY$(C+_?COrP4#mh+M_zzFY`8yJ9f7no_
zUjNJapv!iXsqjfsS4fzmFh|fqobLLKm-B?GSpLVKsI63kd3e!RRx!)?43h#&!3w5w
zb5+O3)W>^+i*oyUlarSsor+8SzfiMp2*PXv_A(Y9p_SQnZkhDWnF;jn&JPkfKE|9Z
z|G7n`0>iC61gZTY{{NK7n0(c;e@$X6zjEe|Q88`g|DnVXJ81vUMJ(fY5i9-I)a75+
zW9ScKk@bZ+pz;@`{j2^kgr5It#QrHRT4J|>;+wDk7g&->8f)Ou{uL$uZ-|QZziwO}
z{p*JE|7U@}Iv0!IP3I7fj{tQ{|Eegz*$E$GSe^aVjl5)IO8GI+@22-MuoHjs0@LIU
z=I;XO1Z<u@x&z|o1DogFPy5a0flZ8SqJA^RIf4d!{#Tv<KOXYc82#B-nSgoy$)#ET
z$He@>#2EZ4^8e}HjKN2ozmn1(Fa*57S6b4<JITMfuhF@Y_)%`DDqQ9OoyemoyW_xL
zU2owSKs_Vt&OK*t8j2^fef<Nq;sD;8BFhrHi#2B#VK*T!#x+3yOj!~+im~*eyMyDK
zkGUN*-jq0tWoQk<VgXB#fi9O_c4Udq%=<|DM~A@cPt>37KmR{C6r1-yecv`h!<YOZ
z$Z^I}pcAYJ;%dVkDvl!w>&P8X2W>m~pU8Fcw|8cUeTqi}5<(Ff6p8sqXjc=Va$1LH
zMd9@anpk>YR6t(lXf(?(`ce@GMD(9xR+G^n@$~F|5W9oG?DmOZ5QY@!<0-kbB7Gsq
zBI8aV6tI!_>u%x)mUdYnkXbajgS~c2W0U;>rW8^nfSi$_K6w6@S=C(=CVl%(_=+Fi
zbxuBcOD&`}yI+Kp``NZed(k6pMhfn;EADgJy$9otwQbd{E&cGU>twRf;9(7I=vgL6
z-yzT{KyDktO^P=ji<q1qEGE@Jxprl=FdQ^tT_aV^Hg&PLdZ_+Vv%IRV`c_Cy(i_uV
z@axe>f}v{ZFd*W-LC&t#ovHQ})GqHf*Sf9j@gE~pSeQ7iGw5E~7)m?T@q+#t=LTMi
z7i4f;@_P+vk?YRo%}-pO!pn6I9{ntWLzIkWA+fUa#mj131HQJ)2S1XWN8unBI%uC>
zoM`U(Xq9fPPzB}Ju-?JrlwYNNAM4-^A~drSog+3uWszhiT&~@l?4zY8tzGXJ_+7!v
zKw0td(1Re5(#bWf{aVeQk1Hc7Bq@aDBwjwXENWw3UWGC7PEvF5o0K0zc%orvLJ$=O
zeV$Ofsf(RpX}?=J@A@U%z2Px_r*mk>*g~?_7Pr7+*0}0oP!%uE8{~;k;qL_YCXe89
z8(B>qD)*-X57!ACM{X$%gYK}HpN;Nd1H|HI`*77@h%^r_e;0DR+jn(%gZL7t_y>}C
zZTkGter7ooIWx14{IlLQR$(5k{?_Uk`%PUK7Wd%XFy3kF(!l<_H0a*Y6Y2!5$L8%8
z@%AnFZ&&KVpRB(QpLyGI>~)6tEfi>{p4M@NG;^Ce@yyaBXD)-Mjtw}a(#|Y^dMw3n
zUl}XETLKrS&BR}b+;>L~V1p(+jRCo!|GDD<073cPqRFppeqsn`+p1>~nC1gjIE?x2
zGZ7aOXm04_BVbf}9?RxQ_x!A382F^=QYNh@lXaQ!NPtd@c;Zz~wc>4X*-1a?P<$1z
z{(N>-_X_9zW116HN*@>d_zkAQ&H673K!95ir$@bNF{3$IQNfx>W{0wbnxOPCyt>G#
zq4#c<_Dwt;;B<UxuRqYb|B2uKr|)S*p8{;73x2!3R1N;5C?SxJhXf~sciq-L|N54h
zZ1O?Scc`8@MnkqT!}CaBcebw47LVCu-m0<3hudxfJ7t)qr)mC}fg=%_99DamOEbD(
ztPyO$YCh$l5>+8w{f<4=+SL8sU9c}avBZmonB0v)-br^h4MHneKjW(GO!zbcS0+r3
z$f|dLF59>_kcn3dpLq(eArav9ReR}Is6<r1<>_?2*=VJ$LXY#!T8QrHQ8E}W45?(k
zbPMa5=rlKY)9QZO`Gv{Gaa*&&;vM`M(4TsB^R3CUS>@yhwLW<EQ*P=NpuZ8$a##zf
zxLkzEJ`I+m@c0A}C-Pu0O+dDx_2x$f+X$|5Xg76F7bl;jALrwbRmr6R8%2h6lSxkE
z0r38|6h~gS6R29R`d{sR2~<<p)<3NSRaEMLGo%$26){yo6fn1nifA>0A|gnNs7zvt
zf=q#1MMOYI5rqmus(>JfDf65#BO)S`$QY6^Pe~Y(8*+2~pJ?BEeYM|P+OO;XY(JMP
z8k5|6&pCUaJ)OOO+s(&VdKXm{%p-qpj;OFK_=%Y`m&D^5ZANW-B|TZ<o~&Jw*7zD3
zI&Pj8-j_8?tALEn+iqQwd!i>U&$Z=#T7WrKGF<QF93i@jYIBmcC8}i}UXS9=4Chtm
z`l<zDh{uohS@;RG*aV_yqkKWlr5HYINF;D5pTSjETx7_ZcG>)Xy(8yx$FgfevUr}u
zHPPeijMJX+!`1+V**6Jpit@v5?k4SSMz<rb*6jX#oXt=D&-=A;gAc7U{T+e*;;kI1
zlBsoKN{NRsxC7Vp(2=JpHc?7G<G<4X29z@jRUY?*QZO8Pb8W*xqi}@!BV@bS+K;oS
zc>75ulk5YYkIkUKCpX$f@tCgVDgmC;6iiUFh3BU0QWw~IFR35j!mM9pkbg<7AV1(U
zh9s|ArDii`HWV~CzVnsb4n9b=jw(;Gp4JdH&s~_TX<IXk*#T6r69{tb>zUyB!V0L#
z1NfX<Qi+FU9Ee^+i;i9#t9m8pl}k>zgI{8RlBjEp9-Je|h}ach?lCL%06@KZX5d&Y
z4F|Ob_Z#R(5Nk)W;_wN<&W^>!6;3uW`&V#z(9MbQcytA0ktaA^muzWzR%h~}oVZH6
zCDuO$rHxQ%YL!Pd(v|1bnB)p(N8S0HWw}nHtkh{m)g}YcTo#WRZhpYhg2e&#XV+KZ
zUBgiTZz@)U9TU}tLfAPP8x~d=*6G=)TYmEbWb*`cywH7caUUP!Q8wn`D@jKIa+Rry
z22y($-P^!eW81MVzwYcvnC|v1&pKwD%81%R83{M0gfN<3$(fQ)^fQ+6JA&d2@Agf4
zB`05hSiLI$tA|e7w?)`4G30&>TZWMNyrS?M_9}|corhO*Oj=ilT@3lU8k5{RQYV7x
zBe7)D4pP&Y1&>k*0ai?;ZX%8WdpEJeMl8eI*o=bUr1|Zz|M2bC3qO7t@^KLWpZr%B
zAyjmW1P)W7E~6fpHoE513Yi&YiuQHDEkDgzlZc&^)QLl2+ABGe3zrD5<ix#3AXaB2
zX7!>G)YsRUem!&aWRhXa8=g1Hr->TnHg<^z$MQ;mr5#0+nHB@2$=#2d`u0}_phCo!
z%2h-*G?m=eB(mUQb+&oU@NDL2&C}EdAu#_7AH%%F9(ZcC9mQs1Ey(fz-qY#>uK4`m
zD?58pb2dp45f$ggUqa38vmy?r**ICdpJQEgaIa<GhKBELHXYTz;0RD>J`)S}0L;{K
ziEgz6drpqKM$J{!&;b|OC8mv50@VSIk*;|I12jrIrb##hRK^74uVO>X5s$%Q?`?HM
z6UnOu7u(EO=5f{emC_2|x?LVa#hii=Uwey+&gnkDdwAmgWxaLddH|T^y|r7C<N}i&
z@ltUV7v$qGT{3AIq#-6aJyZoJrpVURS907&;h6&9$H+i|Y>-gn&?5~DrIrfK<eac3
zqejOS0J=bb+K??xB!iw}SArsc-sCC}e3$nCLVmq^l4NH{#l#ZYS`g$n^{(pj9^)AJ
z0!P*9^eefFL?Qxi+w6k{y#DNh?6af+DsrBL&XZvNZs1U$BLf7vXF_k^IA$>2XJ9ko
z7zh(Tk^(QaFV@WzJQcXN-c-b%*9^;U3cq>I-~jwC_gw4ceT@;fxtosIvzk4Bb-gSg
zo-7S#{_7bYj5u)cwh9ao&+H4QqRN9L^ye6CIT*-P1~}%ng!rz>@Mtlu$xgoE3<XSL
zwz&ik*Y4%hu{rCR$OMkx$V_dLE}$v^Uy%c}KGn2=$?sw!t3=Xy0$|-0IDk`y1#rm?
z@O?OIe18QtXM&C$Gn#m^11zToTyhkvB8?mC;lXbM@z{0)REs<Wp7U$UP2kaOcx(nZ
zci)u{P&+`iRktth?T2`s|G{gIO%>^_Apt1^hOHqRHuKG}z4n9CLh!mwf@|>rVEzSD
zY-R8}53z{F8QmUjdV5UZpx`$HCm93Q`0Xs;e#-vA27N$pFb6=2Fc~RGZ^-Qd$jxeY
z_=SgF^HtIS>7D2;{VPn|plR*DSm@WZ_`p~Qi}_{e{2M9WY@L6j*E?<<>LcSt|J*wN
zx8|*w@Ko%8EzJ@FZoe18hSB9_uwVdU16PthxmINn5Ibc+(x}iMz;6l0HNPX525-tl
z<)68A)=YMPF?qcvjQQ4>V%{3}Wcb^1@poiAA!je)&u5`Oe<^+cZ1Kw|*aiQ|!jd?6
z^G_e<UqVa#>B7=@a^mwpnbF}tUpfBgX^ViFG4p?6X0U*nq5f+#1K5MW%wYavAHJWJ
z0kjqin3caCQY|nuPDp?u^H1|g>P39p0{DG90|K(r8e5tt1m*ycm893Qa+3P5Pu@t+
z$w~UVN+A;1jGkB{D-B0N%>E^86IjBeUkuHESRM?JL-h_uAoWol5JRA1sv8`-s3MA;
z3e%rsN*(y%d=nQ*5JaqVt(i|$dmPzA4CR3g6tXM*IT2YIKcpqt+<AqtTKW*OD{B?#
za`ufxG%~PAD^)Se1|HE1PRaL2XDqi9iJCfapMWHKYO|uyx&g{0Oh=(Q=k5CE8W}G|
z+5xn-{dw^>oQa~9^oQz!O2IvTE9V4kwKS~(X;SLXbV0(@zq%8BVDA+_bW{^{F4Q6t
zie+$~CudJ*9YNY3YI*<^FO6X8Nt#{5xll>}9He%>G^YzhSI-rsfv9gah}|}GJN*I}
z+DIIw3R37#8<?$fQCzc>5~3zKPiO#D7^b7Wl7;A!7og#VheS9oP27TnmPKpihIwsS
zR@Oc(>LEEr`Aay2FjD1=O*Ls24Kfvcdqh1>oD_@rCK_ML3XJ{|9wzz%9uCMD25w42
zhu3{Jr4*p1&fdg^1d|XOApz!<E+q!Q{7oVmyvT&TK|rSeiH>sW=pCB*?NJB?kp^K5
z$Q&{h5V7f&vV>cz4D?aft7K0ohlb7qa-dtw%OivnKRSjrs(>r~Ui460K@BHU3Jkx#
zItn;YycGUA3l#@TfICqei^PLtDm+LlC7l$XmxVM=Ku<u#8pWKkBm?o3!3zWsmiO!M
zZeWhv5rEfNSjBn+hmsGnhJJNNdP+WB2ogqn4Q^p9G1@O#3O&Y|-xk!MgfUrW)W46q
zSC*vp>p=%~!&w-tL)w4`5yQa;LQUugLe^$3nBZ@JisMUaTEej)wK51<0#5dx*h_F#
zfgrRv**6NJq!5<7-51xTnEVvsVmNnMp4P7>Y4G-F7!|)<rkBmE0W~n;DKY4!i5%K;
zxP%AUlO{E33xKRX4J5(qG|b<ugy~Dnf&}u^nhe4hfgtBZ?U3y&xi7rV*;KqePKYg{
zW#E5JV<Gg*Rc}tTET2(F<pIT<0L6Z@yZ|fXw{sy`i=AE*Oy$i8_P>0NeLdM$6a3b5
zfRp#zsU!`-Z<add&D!;Q{z9*cw^!(Qh~PziJz{6~Uq%2}?T-(f_*Wgc!GDcaod2uj
zs>KfdVLtnZT=*~W+5VURi-8a108j3ZZfuz-{^R?@WT+1S8UI0<Lin#e+Sya*jSBcf
zq=u~DXdjRc^-kIceIvc8Z=_m+P!oO+1+wfHmFG?x2JzfywA2{%u1p1hNZ4-$=L05R
z0+3Cp|E7Rcf4M%|g85n(q}=_d3ISQa&~J4J3u}OXrA<v=Mnd@+DmCI>8HdV5_zysY
zvohpms)G5(9B82NQG5&h>!(h#>tdW=$uaCCOL0$ts_la1A<&ZOQ!U<NeE=FIyu<g-
z;Zu!sPaW%O2pKusgykJb?En|RkDFh~ZC6$oX&-1vmpXit^+MD08h!mpjM?zWm(F2p
zSA=NC#Kf}<=OcssDz1DH-4C}s|4XM%$iKzn_^qH~#*5R^Aq{W~E0{sWT1=@R{DH$Z
zB4eFu!!y7s#%fyGfqf_TAE+B{HRXFXmQX-j39*U;c=E|z;m?{ybGbChM3sNBL1?u6
zo@GkH)vy7m?{fEZ`+%XOKl#wHgV3Kr5cuVRRaxl#`5fmT($pPm!?90RXPlyvRJ|+t
z6^@b(sCKYYOENoZ6|>XWY}dpD9bMRp8Tkryu};>cNBtl;pl?2m9e~+PX~3j57P8xN
zL>^HC*%JVpgkw-f_XDYC>8)PY93|09$C3M^U!J~d)?s*&+?+Z!1Vn*TF%<wB1PKg`
zL-qLwGn5*~_va*^GIV^j1%@l5R6Y1`>lE|Qk|y9>PL!r)H!N)`TR18WtJbUXX9C_>
zu^JH-9Le#kz%9cx-JpsYY>*r>qn|MEhG%5pu=$hA1E+3i&}{Y^b$Q)9ob;4A%#Dc8
z^<rUVd;Pncy5&om0h5Hwqm)Ak#Gx*=H#Q##Id_A-L5+`At}3rguI<2mIlrfQSyKvn
zzR{&xn=@S2Tjph5%E0lVmz`J*gOAb|d=AV%4MqolB~{A8!<7f4NEcZz+KPq>#&|VM
zp0PU&j`t9Vd+U|lwP8A{o&cY9yGry^zn^!)K3e%!M1Q<kFEa4<PvQ<`8etsMN%7<)
zpc|6`+(^x3iU~}2JBkf>tr*~N`g<k%?J?5ZJ>b;6fP4EQMZnwV9LFO`+G6onBr#R8
zgU5!*?MY+QLRPw>zb5?}b8fy7r?v9b^K<LZWz3#^>Q=<6K*L+ZXZ9XO^eS3j$*tO4
z;tDBgz4TT_<r^u659~xsGpU4vWP78hEON+7uYU5ZnjRf5o`h|G*EI5${v-<xjM`vH
z9?TNcVkFxWnukeCkSQhtzY<(fL`9)=zeNFn#n|8{&53WbC-!!<=ARei=U1b4s1uK_
zjc90J(}bHP*is)$!IpxD_O*6dq9AJ*kI|Q#D?m0C@KFknQXNz*;lYRS4o?XFK{AC)
zEPag4p=dTRRvfUF{*>!_3kyyao99;=5wJ?A!1Atw_<7QBYmTdFHx8r|Mz7D8hTcbV
zIILw35n&G!TAE2G%rc(9HrllH#O_s$>T4k*nBqv&Kv^WH-YOY`XC57F@9D(~>bKm>
zaaUL-n-a(*0vO8AzXI=S?6oDe%#QD8M>m`m#=r%j$&B3p*^dq0oM|7BtwjP_GluO}
zd7Yn;Ci+^BIfflDNNb55gKES|IF=|`F4UXHH0dI0Bv!Pca7}@!g!lE_ToYH`QRRU=
z(WCFy?SH}4&EJRt;V`Wo(G`;0rAfsi?4m4TWhY2ULBMWdIE?SH%n-M-S>l7eMP!N6
z1Wvl5$-#vG&5Q7I*f`y2H>Gy?J#cB?6~FdR`yK8>hett^fb?&^50-niTIui|_%V>3
z#G@voq@jdX(AY%LPZ#Plt%Jt{)=9sYCKIMKWA$*FO%P#9``(|k{L^zBlY7WH%1x|H
zK&_X-r-OjQtA(<FUe{%4x0$;gB{$<Z4UYE^N#T48yHPt4DL2ga3%C=Lv`Q<XmnJZm
zZjQ(1_E<AEkI?*S3QYDXdxla2p<M_edopY@PB2U(d);mOyS)&h7mqpCl-$;8-eGQN
zb3QNT)(JDXIbq&64Zy}_J&N1k*0q(v+9t4Ir5Xg|iq!ehtrgFr6$4J&o;_86(&5^R
zZImuzI+==qM7k(XgHq~MXpx=`>`rF$lws?>EWUW&vCMGt`6rPV36)Xc+}jN6m=sO*
z2z{NFarj6MV>8j#Z3?;sz{N3V_c0WKKtIFBB4c01(L$Z#%RGDC;n60~d`}#JS9$n=
zdAc2kEtp+VC~-7)i7<;0xa`?AW}QDq;ia!I=pF(d|0VVQAZ(m0iaXrV)3Z5lgr){S
zU3T+Xft1;utSR?@5~d&~x6a(Q7W0z3nuR~odc}n2gG^+w!CM_&@){$?s1`M22OTHP
zMgn)RgvvWRG@}--C7_3Qf)c$-tju#dkYnN1<WYFC;Q&ySS>N;NS3%5%r>FYJzGIsp
zGY9Xlci>@b+@0{conckV`SAHQj`bsI0?-mnJa~caTC4%Fc|}!_&tz%Iv5c&&?97Ng
z)GEU;S64Wc5=ju&FfG$S1|h&~A->Mg+AsN@LVW05>Aju7KSld&nDM0r-pAX7O3be3
zM02*rI6DUpdvd)(fT<kqBAN>2_*!EF!-?3hlDrOFx=;<eGNITJcjgdGd-6a`>qP_f
zWU@xiVhnx>G~6u}vIN&Vnh5ZB|Ct;1^&&l%5US}mh{P&DzAx=I20xB@O}InTYP6-)
zF|kn($Pon{!Qx-bFqxEE@X5zVeO$ozVhc+aUStbi_TdpMVDwHTYG4!3r-zB*yhA)P
z&t$u7JO88*{hBdjToWbI0qFI{_<EjhqpOE92(6mBKKf4H1Lg5qz+{}(g5cA7n%SOG
z8D_^_2Nw}BkaB{}oQimifgmv>kXV0K)&1Ot`;HHmnm%Un_bE<y^AV;?vni*+#Zwy|
z_GIv>ej22bjzxA?SvqEmtaIU}t(1yTX`U~}t>qVA(25h#>URUk4#EeX_Vs}yaj1`}
z3I~9uG@~d;Gc(NLYgBiaPTIAFGXu#S4Gq|%gVZMZMwdI5&lI1*PU^t0O(p66_|cn*
z&j{$Ofx2EOLLOXg3u*~a5Da>WO-I=56Z*u!?qElwRg%MM63_9fidS-vc?Uqy!V@kc
zgP41&+agT*N=_8ayuVbPE-^O1H=Kkwv-mtRq5%T_3yGfsy~o4^AlryXMK;L)>l4%Q
zoZYyV8;S{~m@P=<Vu5aDq{;QsQ$b!BNy-H{5)*)Z0KUt;s!oywyziKag|CT`80$}7
zSL^{$+;4piu~{U(h2rFT#<bV>=%n|b4}daO;*2h#wII~NV0LEX#=+u%Ol_v5$N<$H
z#1t-pv&Ha2rf3k9yC_LF7#Rqoc6jYk8#4e0f|Fo1I^o*We7qFA<xRu!dGyy)Aju|0
z$M|oi;4)=kBNPE4u1)BoDOe!>63hc$pc`01KQFlGJE$)e0c!+{E;HkvfD;D$BSSbN
z|92nJe#ya~-fKkA@V+RY_ZSjv*YHmw{QCm_4@8KUJ~;d{7BfW*JfYuAk^0+JP@lB8
z7cPvmES|hhd>^W<6TaV=V*b2UQZK<)U^OiMF~zG(2iz`{(iT(HH0sM!si`gHeTk))
z@)`b1loi`&Bc>C#Nl~=S=<mO18mG-GX9@%gg}v=_j(Fc^MiXvYer1DxS*(=p^JV;u
zhPX8s);=&izt1AMWm8~5%iz5{$eOQKawq0mc0jaI<Uyk=T=lK#v`wb_h7Hfs4h(r8
zaB~nU1O97t%i5VKQ1KJQ7pAtHxR1On@d>^%S9+;v>bEa?-{xQmELmw!^x}tn@k3YZ
ziT#T~v+r&zwAxFT6oVY*Y(KYx{cw)^*0^=!>@8tW4s19@cRj^($hs?_z(vlZXL(Au
zc4s~S2r(md9;9b4a^9UuNk74WuPJ_D^J~Jt-6lrAvzOrgH;u9S1Sp~K&F+79#$&|H
ze^<t%zTZw*gEc&ONqG0$$4d?-yw}b&6~-MbnpjM$#=S*3kb3zW`9!MgULadk+@bdn
z76#x6CGRO9*IiunK4deJ?f&<gHhx&=()-N%m0ZTUi|@PrjpM(4FA+m(xq)l=_IJ3|
z_%$W6K(|>lJ(;QiO%KaRb;E!bdr306{X1Xp2Mi88Hkq<G1(byZC<`UP;9#Xd)*7+L
z6H^Ax#55+*WtBjeiGVKCAtA2u=)y59Q0)@L1FooB(&V>5P{zoneO~4{O*KSVg3!_}
zxxMHD1@2VF>iV-?W2XB2Nq~W*Exj0`QHMjO-3M{-I_6JAISPRf>Tsv_GiPJV`Y%py
z@Qc}*`QqZm2bpV50%t^zDr#?z8vOZQN>bo0()EG3eRBamY)<uuos01tEB+8G5dYYi
zm@7cgA&$g9;)N4xN)(HLYn*%5ay{~ZzAocYL~Dz};#f)eqDX@47}R}dZ5k5QuG-9`
zY*^@GQ~6DA87G0w9#*G4x@jsP(%o9InRbGE(tI<4E;lTV?HNeDeb#wNTzY^K)>E}8
zjVM)=iXOs<z6>;F8ws59bXI^gfo@+fmkn}HPpi005qx7)x8LWx3AKZdwD9}~fPEdI
zteNUaC>Ry)HDJJxf*Nd=3m!8AhSO){*GMXxxioY!zz|4FhB(SS&|@b6;8(-fmdfLE
zNvOXx(}+|WkA6wY1XkbjnqZi34NzB#L$S}{R)8sET>&8*0Sb)`5&QCm4N7Zjy8te)
z;~Pk)(Q|060G7uPG`Uukp$I&cf#6Kn2?y!?AZGI0@zjCnwCj%mo(BwUK2*pWU(V=<
zN7aPQr1@A&%_4L~i=GWnntW~YtUU%YP}%Y_#G4*H@H8J~FwZa-q3ck_J&J9uX4Em%
z8VP@d>fbOsxuwD^H|Ngr#H($p=7Evd$&V|SdAQQMaPh%A0-ofre=1n~qiy3>wEO4`
zTm!5REpfBHmcP63bo0@*2kA_8v*D%Z$<DbrCMi`Z^f<bDjP+1-<L61apI}vzu_-_*
z2;3=6bgA*zc@)R*<<bHuYB74>oA-O1ZXeq6eA=OhN>&X2O~>Z#-BC&33}(FfH3h={
zL4l?LmH{+lvxWR8-HYvv?GhKXp15-_me=b_zb$qRdL_3nct%qBlE`QsZIeWUGuV=?
zJje9sSnC=(hlqV%BU^m)e=NQM`XvouH!RQkg*?xg_Fy@kB0yeC+9(N$2nNRYPmQ3&
z0=Ru4Q09|29Pyj+$T-60HAiU3I0C>uq$Pm6c;1%XB?em!Ut;!c^8$40A`YhpU@HL;
zX32=qo&QfFIK#zDWTdY8H&Va31vu#Or*)Di=a8J4;`x%Z_n7_=vIAr@0bZv5lb54#
zd><K%&;^xkAdD9b5^$<?=!l<LI4W6$9*~~`KX>+i!xy{ZdGOo6h2CNe5PIS$pTSj1
zy~=R{&HTBbq|#x;M%es6T|fKvoKV@EX3H3B0l0qo8Pa2%Kx_F7aB<Qrxld>yasfMn
zO{@0yE=ph({gW0}vaJ%1>R+!A&xSa*z@_pr#irn~U053+BZSSxx87?Ng|X7Jf?9S-
zl2+e+aQ2m4y|332J`tOFS7Ps7uClV;nc6ZyM$AZaMphqN*?4ysR+~oRiCKALv>r*g
zxoG%h=qe{}wwm(J<r80cY0q}!73Y+%Sgbc^<3Vo=K-0RI`IBAuvO$Hd8(2|Ti84P9
z-HUi8>`t=vsLr)C>oBL?u#J^afn(@3{-~JowbYd>0~!B2yr2&qnd5zQjyhtF;5bqG
z!cb&TuuPaQpiS<H<IFzEQ9n`P+T1BtUIE<qqU9R1HiBlD8PYm6drSeS2pVp5j|)*U
z+XC+2Uf@k-XM9Ff=Fy(Q`<K_uy~3WET2f=S4_uLT8jr|#D6RAw&`BZHs)=Wq73{pS
zZ(Z@lM?Tf5ifWQ^?}31|?RT)+X$y?@S{+R$)6eeLx>+;B$|ohD%afD%!aK!%)m5rX
zf__Hq<%PFg;d)Iv?%L=brm|0xZ}r+e0F!n}**^TElpA(~kCHC5vG0gBR|&=i?k09d
z$%{sw&HL^K`M|1$5w)!bX__-?RtF#s*bK4ckXx@X4be^jy+$rsTg7)AADsWvU}5x)
z*pq9xm$Doq%vdmQ88X<<40t8Cn6U_*!_RZ8;$&u#@AW_KI9|04?)VB@uorWMh4XYq
z;%?W5scgLkeb-l$P25=6<8t1E&sec3Yo%B3Q^|SMAkN5gE#F4?1F}S-f2`deme<=o
zJw5X*gW~is<w>+nTl<3kWr=WBYBmI(mf1U$!Z#>Q?&SGLZ_KQp&|I@JD|p+;62(~N
z>8r#wlI^=K%6-@DN$*xMbpO#R+kA6UK=kyj$5WFO(<(QRQTedmhH+CINO<7L`w-S5
zgsKW}IR^Deoy)W{mwUcold5b$sKN|uNi{7erJu=izmGLC6*Lis8j*dBzET|so&ocA
zLzSd4{zJY&*Mu1I5)mekx;-s3>Lw4%C|Vf&497nH61CtPi_|`Qa=e^$Mz1YD<shkB
zNM+j6!@R%pZegYJ3dsw!FMF?dOWm$+a>UeuoOZ$@_2HcuD0Eh&dJADG#R%~f1Qr82
zu!EE4q{UhAj`e0i6*!iuffz`ammYm3TwrkMILB8%`Ht)6xv7L56PUEqC=P$s_<GLi
zepLp@4vrPbEYfMCTo3>H(}qXa;BPM(KXT(@LZ6OZNM%b7(D;a_f#95vJG;O`DLXCS
zmlLrC8@lyen}3Adk)5(2r+>iH-I8!$B}1oyu^E6YXy<X@fK`Z*KwW4nm{skfSmNkT
zs8H3O%%)?{sq<hby}@m(fsMb1-glB2K|-`8*nVgjs1&PYRiIh50<f?ou^JRtdHv28
zaDJPze-tHN@i@FZW(nMB6bM9LeoSBS2bRSAM~r&K4;@zHeFWhA3>X9e`9!i<Rfj6Q
z8V_`vrw29;KAsLFUeLp66~2vs{*1&V{RehSyOLZKyb#utz3}+fNK8zxLxBkfL$?^=
z<2l(oNgOJ6)2sIA{0!53%)7+Vqsc4E_T4y><Ssk!x#3fjv^RyJ&F)JaKN|hKs#&~n
z4Tz@qv3LgQn}w$XN(I_zpeqQ#58^SO<IdlNR4bT2NvusBK5ZpR3jZo@*!JLMiOm_(
z;pU_9CgV0^AdEUSPfCYu6u+mXjXYp01`^iz?P;)Sdi3bVj4!i8BD610-6L%~4=>H|
zz@ZCNO97@kfIgaqu(?jsWd7|t)q3~UZnQd&q)m^&;YapHnxA?4_!`S^V6F5Pd}d)c
zW4YTA;Cud{1$6ilx=}9Q;4&{?9e0WB?672f>%C*9#2X!IX~*hE@Xf-rtvJyZ)AEWH
z6*cn9SASU|qU7gRS(18caSb_H0VtjrfScF-^TXc5QAc{ZsOxR!9O>Vu_u{6jh%qMc
z6FN2$l+nGwA--eZp)Cy?=2D9?a~D%hqMyiTriIz59ucdKawTK#aM9S14gCjHSD?@-
zDmnoP{rU34_)}Jh|0BZPg^}C4L)$bv&J(-c=bsI&98+!-q1XDJxS|=LOPhWnrof*b
zF$sO2?w~xUvDLH4ima6H2?D>F3xd?g4s&@!)e?8~)C+V6yN}|)cB7~z@7MeM_E|rn
zZzfImm0W`1yqDmZ5g1Y=@DH8#?EI|Vv$VGEzEC5ISd)c=Ga18-Dgy5kdb}#_n}Jjp
zuQ27E*S%r~MosLm=VVZB823mH9d$InHL=|ln{ly~X+@r*oydawy~-$JiQ~#335?Z5
zPX9XRJj@$41&&N1@rsT?A<kz~u~<>@nP|(TMpk%lc1vBQYF^bB#LkYPn$*16)`ij2
z1q%zTIMwi;pBassF_G%6k+!kX?YY>1=>Y*;s6Mh$Y_c!=td^GW^bELDjqObNy2xs4
z-lk{CH8W|)y6oVZvNa_KJ4SQFs!nXG0#bv`d?lCMr-H9{%y8JkPt`T=*qK(wd>n}2
z0>Ih%<*)VU+-Af6jAiv{%0YhqUFL2E?Lm9jz=AT8q=$JVw9tF1U->4=4!_+$pYT4G
zf4?E@1wJF)OOKg;mX#$98h0ZWf}T&f7Qai*y0aGzkGf~!tTF;vHKCZt{;pWhNNLui
z^^tz|Y$u~f-5?SHjk>x?E3(Q6o2@p_y6mpKlDF=dTb#?2c*DwP=F%j(<pbq7B@$eq
zB-HC2vq@WTWFnGfwoq+Vo~B9CV_g%+jfQ7$r-61f8@tNRI2*^Vj7rp5^DuG9!|ga>
zl;8tqBnMZXk;X$qTEHpj-;)ADH?SrU2V}4Gi16#6e<fA9Reeijl0$@jYc)DcQ1##`
z$Sdd)fQY_{biL^)`E!^7K5@%lHQM#k7CsM6ezOy_)LA_F^SyvIzeddcE54udcj`&4
zE(Vs*<$K;0Bqit+vt|BqX)a-UKlzc{qOw$XY+e0uV~hE+2RKTT;w!mt&f!EIu6*51
zgi>dg)Z$Qo!SQW`(;nla*IP2@Wo2C&(>qc8Qm=QK-gF(k+7R@R8ziJ5OSlTt@-qcW
z$$^{D=L7TN(o+DFzyM^PkqcPn1Zz6fN3MnV1Q5Opr1!;e0E__W48;<-md<yJDTil{
zXXIy#V;#4cCu=MLX+i?KdUIL84$U3=9ee=kK59S`=7lT&k@eHayx3lyW0iYU>^DL3
zz<+k7ECwg9%w0f=0I{+m7C<Pr^R2O~!}EdY0-;4DSK0=SVpajW{y*abWB^B<t|%5>
zfJ*~AnSEPG$Sn9V3QV2f-j9S>LO_Z3ovVfUR^(T5WlbZj->JKQySN|Nsq5=OlCc3E
z-5aMkIR{2Qg+2pQaC<$4JTQeKUnXd8Wq{%peQ@L2wlw6cEO61F=)yY{%)x?%;0&$i
zClDo=QvyE+0>97*0eqlP(pe#$-J*ug(vYpkA059EPOuOx2O)^b+4UW5Tm=Y@X_yUL
z4aMUwgNU%UE%VKAfk5}=@=1UMi$JhyA?UMr!W$6c9e@Q)0Xq9h8afG#OwO)^H#3-v
zfasS(MJE%?0RPJjAhsI{?tM3J_dk}5ln1}P-ftl`90nxLAYxt$*vdVAQh6r&3GNDw
zpYIKPyyxxrfTLF|W7imL5w!@OT$WBk7n_4l1}+jngm*w%Afmey!1B`vM|5D$E<QXC
zA~JvW3K_h4#yyC$>nrB?S0K+9H}<FU5J{i}isA?**vkE~NKGo>A#2Qljr$Et_Wy$f
zvW-_1B;#6A-n)Qi$ViZa6OWV7y^laBhla^9pZ?w^1NVQuD@y*cv6-%KBaf{4y^X!1
z01^xFNQea_m50!2IH33Vd5l@`bJjh$)9cOt+Q5_TuRa=rd%b^o^6#{NnVb#!807}z
zayI;C^UAMAy7?!S>~Li*+Lh8)8LngVU{MC|y2@A5d-+7gp<W5DKTBneU{3*dy=h^8
zrn+0KWRwSIhk%%zA?>6Zi$$uR3d!1ABdeEhNL4Eq<iG_F2SE@bXQm{kGi!*)#|vHf
zV{W8Q@|AIxLUUEtGxKH6!Dji)?6Cu)9ypShPqn-Vm5Li<Di7+#zvNS&v({HR{ZPtD
z+DFG5u8ct_2L4zfDFySBD0)9_fr@5tVdFDahGfh>Ir-H<`0?u!y&mwmqNVG<tH4Sf
zP#2-^0@H4n#Ic6n+tOQpKRu{F@&a@gKDr0|b?B47_)GpnuVH;3SMHbJe)>lUqq5^K
zPRU<$qWp(mpz-ch%~ucxNbjMFlFe@GSQXxS83p<2xq0SFC$_J+LDFiZAstYt$kF2E
zQ%9Wzai((#$4bY~pAA>~@uc;YLjCAi1~7#-^3qLv<$ai)_gT|WM@|sFc+%!-K5;=y
zM#ItPm0Gb1^YTZo1@nZooH5h7CTNNGm->>OMSK^%*`8{C_x-8~tH#WSo^%{$v_~JT
zVdOzgujG{6e>}Ic@aPpAzX#R4^O9tg<TT;No0aV|<8ZU}SC8(9PvhMaJX4Tlch8PU
zp+T*tX$1^CD~GutwDg0(Z%70JZ6M4Avz3C);B-P`k5^1p*veOOhr24$q-0S?tn>zC
z&qM436+gGfy@bFYZ9~VbVUpcgekn|oe&b0PUQAd~bW&}x5v{Dc3Y>RHQt@B$D|Cz5
z101IX7FGu}yERNpARl@QszdwM$nvxxltcGp%%EsDfY$Ag)B}Sc!y|Sv8At5QpPnLy
zD07J%kidG21|o-CydPsVMcIc7UDbFro#t+%(RQePYVe7a5izdHeJ+6~abX?aQc`Xl
zw@o6TYBEctsyzw(7drPBF3xo(rJe8Yk?66Wcnm9zx(@kB4gp9dH~B*XrVuAoe2I^!
zsFV;}T-}{id91Dq>A+<9brmc9`3JWKD7J@K=$CA5OHw*KCHOwuSY_xQD1^Egz4$*D
zLV3F(S;9VnI>o6Gn+}@M!56s7`uax~o%dp>FIcuEM(oKB?Fwo(&VN{?SJElAzD6tK
zgIusWVglP+;b~gLt+m|^ZS7mf4AmCI;CP_x8}a#odN0n0wA6bAx=#@APtoAwKea@R
z>vxAb#tk<luQwg+$vsDGt3YScu@r2=OZmhxJ?D*@F~@1e?&yvmPM&WgHaZ<Awj;;G
z%XsHvL9^6qkfLBS{26=(_H`6|Weaf9BJnFSC3u>UJQ0aGN>*Y#k@`!53X+G-ukoA2
z1rut7q~R!n0#6OT-7OZV4zVPln%(1m^yz)c?pAEbTQ8p_6cyX~v)dfk=SJIX^&T+3
zX^rO@aL{MP0mvX%G;HfV9sQP1EQV#~ZU)5OlzoiQD5R?nVW*4r^K3#v9J7EaJ!$$f
z{oAzVgcUAUJK<S5r?D@p-AKwlB}U~Zttw~M_E1GJivV}Uf$;o^_^bb^@z`JGJNQGd
zUU*m0s6JYS&FltXv)ou9Ns8pL&^FTnN4G`8N)jD6obWc^gn3EN-Nn<!#=$M?NsDLM
za)!OSnjn^@##_qJ4^EAEi6%apuOI;Az2QG;a~a)zr4pe{i#UTTj^AKM>cFhI#OAaj
zh=1raP1e+b<IF%k0ycAW{b`4-T%5gRdZQE+w4{J2q?(k8D1R4GfyT))J%1))+%xnS
z&<r;+k#FPc%#!c_X7qUf#T2vRdgW(TpRNFmC&Z5PCA4PO!bMQJGn6qaJi<>nQNU~t
zYd;k@<VlJ58*$ggxUhFV#r3nMxCxV;=fgD)+Fj7Zs;K%C7WDEv(^WS;O<6qfUEIu@
z4u}2H?l)=1<1hAGcElIqQftsyKaNQ1(E;K)CIv(gB@G5qO!-p0WF~N3`sOvYd&_~=
zlArK-T(ZBno^5!<l@?}zYMAbiXKt*{AZ-j`Rqnc~jVVb+Ch$XppimH!-hMa{2z}CF
zuN|1&wyLp0cqPR!12lo(qK^|LJ!MDFudosvGixHva)7()di+NOtU$BX+G<a~I(9th
zS={>d)+5qHBWZ7YeGVJu8?&x<ECL#!I?*l7Jg8-?M0dkkGm^bJas462I0l6zRWMIN
z&1q~uKgcGM*fM2b0GpzpWUDQ(*jul=t4dYJt44AvW73h!`vf6#Tz$0ge%M!8l0A`$
zJD*z^<T-!{rIjq7brWU2^cuFDB45z3L2oVHL3Fg`*7ZqGGuDaSs~)b^jmazapXG_`
zmH@;IE$5!LFSqqHIyuG0)$9+C;I)Sr&^aMv6je^ya_y-MT-d6*JN9E+6E3VhEONgq
zu*63m7PJaaN$)t518J#h)O;__c55SFJwj9XmW4;h+%HzSknPhn(^l6+b%_s4%jkO|
zg@H&3@WP9<oFfZxM{>=ZC;FYYG$^$W&uuQJZ>iDd#fzXe`U~O}X6m96*oP*M?%<P3
zv|DbKhjXBGuSACjE9{zTvi6d!V>iaPk+=qNe1oA2d{Pl@$|I&t-nDZXHFG-Jv>E~v
zbTqNEkpySAdE28cS?x{LhdO6H3C1;BnO~3FQzv3HX}^+FjjL%)tHHV1;DR5Re?`rV
zpJlSG{@}uM5kav$N0N3vSG}Wxd+rv0zVK$Pv*Q$wX(9Df`)HNM<QKYmK~AWFgRAnm
zr|XDY?8fqIujD*=L(QXvNz6Z8A!_H?uC)9YUz&SXTKV4(GItH%P!k35a*=f<*o-v(
zo|diSRn-?tn_4sv<Zj=<1!*?=B;mz-KtkVb>f5yPyL;s{7l)y2c|XAtFC9k920hm4
zC!2t>GB$!#CwID0!)#cl$Cj);Kj!)5PRs@~%Er)}t?-ThyU6h73Pn_D6xx<4&OO)I
zj*<i#iGcHYLlbypT^99`b92~ktR`BcYHW31T`dli<~FtBRG^b!rPFcO*Q4&7@&;$A
z<uk3o;p1ofr#udkmU{K8i5Qb-J?MN`sDj}6+8p1CGFZ+qp~Pi-q?t6#?#6x-!!2Yu
zr<W&_1kpr}z4)ox%rl3|>aX<EZI<3zci{r8tu3axDlXW1(o8>L&|BIW<JZ+yAHAuk
zr>7ueTuck`Rz<YAidQ}2uTiWd7H*2AmTMt<y9$5jYGU_QMczHN+t@3)XZ_M@e@mLg
z9R03Q3j)sTXAB%gsX@z7PaT|6U$3`F&gkw9S!eDQ?Lf_@it=kZSz}FYOKIqQ>(266
za5BunFDQw9(i&UGZ3rDYFve?6Vbh%iSwn$*Tm@~WCez2GoZ8(txnj5;4R^`TfVs|*
zl2N$ofJD?3?$>#pZIyJ$H>SFZu3ezMza!Aj+iBwY<T^}?@B7VBQc$_~=#j4a%hzKL
zZWLa;esg6<N_aulj8$VPVkdq{XVx&p59gAuq7Hm!p^o3>^vy10$E23FL1C6qWMsHb
zHShl6-j}RlRC3YS&5x}^u>nEKD7U;q*U7k!@c1^f7?RfY=v`^%6{pFPWY8ibL@1^W
znfBo>!Qaw+2{Qzip<IP_a;e8ex&J1jwMue=yFh<EeBtB@1Iyd@ysM%=c@EnK?HAro
z&u=h4(Wrs?CwJYzrzDDv)E-BJ<{IKt%+b1nv$!c7W;6RZ8uDQ6K0TIASo;b_(=NAW
zYH*JB3#Y|THmr+p>^`_DXbTO}xoMHpy`?2c+MC%<eNxj}(%Iw3mj#MI*M_U2MGG%x
zioykEZQo$0eohx1<uPID=8H+*TF4pr6st9lT}CTOzHlU$w7~FOL?Ee6%ya5()0|I+
zxnuKt#h?u))7X2PcNJ3+gWQsevGoGqo)`xwwz^+*_1SL!qkCBMF$rZ8h)^71UO2s5
zuwQ7#S1e-&b}U9}Il9$5m5Ig4^N;T!uiQU1a@APqGlQ!JFijGC)1>p^*^P%wpA#cn
zcUJ(#5N^LEBy0ya(?lBOTX<%EPvG5aCel)#F{LiP{)9{23!9#b;m^I5DX!9l{2iT&
z(-FmE$R&>Q7A5mCox1*uAgE!p%V5-~NixKQk$x7Rh+l>@^ur6i7dX^gC_}q4ZY7@`
z+2GwM1j1&of&VIE2x9>4A0@N{2wBp3ioVnbn~Cm0;-RwUM-yJS!yp7hZLAx?s+F2V
zA~X_oqR0|ODyzG8Rt#D3!#fENK!QeLxX$JH0Jg1KR>a;2b+;_2(oynbJEeeC&a=?W
z*4H}L&slvhryyP%-_mnE$HU`Xb8Dc$<_foXP(8?Wn?z^B#+#?rmWJGP&tR_iXsNV|
z$w8=m-Oeqyxxjp=s9-9&B%2=!AkMbfPoUY5x3ro>Z@uSws~+jt)k5Ph?MDyrTg?Q-
zA>DYak+EK|CndoxtawyickZg1k>uf+Y{{l|cou7v$6_$887kgov{{5@l+Oi=3b)Tc
z)Oe;&@0+@UhNgMu82~DJ1$3i-mK_R}Qw{M$=KNxEGXrY&KA>-c6$X&EpVO;?GszNz
zC=nV(gQWpn%jI0JD>w1gLmUQP?7oCTLKF|Tmq}NqnsMWfZs|Ujkd5`jc@o_tpm{iB
zRo;lV1J(pOyKit{P4}LK=(LOuRtdZ#$rlo}@?XiF3Y#RgtKAggoCsrjkr?r|tMmzt
zO)Vm~c(S$2nX{25Hu-xk#c8&%eO6}U@HrQWxx_Oe_SW3?dJ#-02Ut+Ot*OjI`R0-p
z=pq5HsCrQ+?Yf2yqdp%ZFIcF3V0G(bN_sQ1dKa}9$V6IRGgjs<`sZG~#Z{;Vdv$zr
zW##tk9+`K0%VwoWtFQShd!(}0SN9|-8K1KpKV4lNd&FABb{OtyHMme-<W^Jce16|;
z?}c-TqPE(oZCV8P{bBpV>`1rDHaLqN?+SzCtjLM|SxZm!@Kz6K2OMCwg={e$s|M<8
zFS1RbAbbo?tBT0;ikw>%{bF(*_Hv_Mn2e6B*abF1*{H7R_<oWWMNb+=`GjB3b-jk^
z^_j{{BL6UxoU5F@5zUlJW1CT<FM}{p)v~O>i@5MRn((T&f=ThF>+U%j5<LbF`^I})
zXGK7g-&aeLSDmQ4W$z@sXj*X4cCdSdb$GO1xGWR{`EEhpkYVS`<3wcl@Hs}wEZP=c
z>VDU*7;t_*l1!=PXB9$AAUo1$gQU+Rizc&z&>b!=E1ev;q{|I2Ycful4h6?ZEqT15
z8KbM8NVy0kQAhO<H7-qw@-@G#QQFuP*yGNN$#;wOr&L-x{%}tpS1EY`j5tmUPz2$f
z4uc|(3ZD!OxHyHCIT*NI1+);z2*u?3Rfj-r=2N;4Wm<&ZhJ}&&H?7w^(W^z`RyP!M
zarvkOSHRBqWV`;z-MCH=wYRqW!B#{1`G}ys84KfVG+evGO{_W0mgVT#Odz-~nD@cB
z7?-AW-sd|Udk*NCZmOK>Db&qZRI3@=1jF4AnJs>$9V-QjzTR?JO`ZMWK5UslB{UA4
zGagVF9@DEyD;WdmS(;)YoI#3Xtda(Lf9@9Axt%%0TOQ#X?Bn1f?7q?A;&4CwLS9~e
zzuIKQ8Ej?)5+lK(%a9^|-VVf+yLBWsi{F@kw8d-u{JoByA*KEz;aMqXotU=z$#~j^
zSx>tL3P{>1Eyt^xQKR!Ck_o-#;pM@L;@0bw?mn(1P|{fHnBckhc+}qVVLJ_X4_8PH
zwk2I=EJbEZj-e~~kk5qYV7vD4i^CN*o=~)q*`Gj7llZS@<wz&&u}eu~l5fC5oTE&w
z%Rd0Z=8Me-mU8Vaak&BA=T_$i806Y6Q6|*)=!;Za(@vhHKVLfe?9<1Bt!p^j^OtXn
zt6o+W+1_o?9j%L83h#A0n;AU+^MPkqPA@U62-&tTUTawDJ^&m|FEKhG%cJ?LhwSA4
zM$Nik2VHdmZoxqgNOZa}6_Du@S$nmgM}DD{@y`~(we_~@kwpsfFaMGTwE_HZ#x(Gg
zxNmL2*H*Gi{)$KC|I?WN0*!J5<lZ&p@bPzV*6Qz+|ND`qztFVq?^HkZaZk(m`tOv!
z^l_j5vQHa6?$f^;FZ_K@t3S%!fAHqt<(Tas^ZEEM(5D|bqRmGdy}$f<^|z{<fB*Ua
z9eL)XfBN_1gTGVB-QRJ~{gF9+^iThW`}CuK`nQWGfAmlPhWqrz$2ig-(ODnzH6Q)c
zzu`W8?VmC~#k5hf^gh%XLrO2tktkth#|3=aC3Izn!F4^WbGYg;*C9`H8={7Yca(Tz
z7b}C|yh|*KJ2-hKyUlrxaqn%30=K5cMo30ZJb<mygNQGiKBq$sO=;9}P&b5m{=LE3
zc;p=GB`m|(WAcBhhY=~IgfGE9`vfFXj`Ep)iw+8E{K%9O4+uTk4O$2GO`KclP5`Bx
z?gz*?OdnvMzjy%>Ii`XNyvx@8%zXH&ZVWa$r~|4+)~lCSX2*Q-bR+3diM7?bDlb=1
zJsB1<DrPNcr~(xi7W6Agm3_=-eUtOCWm!VpYveyNx<-?QK?bNcc?bfqv!R77<d7W`
z^=5z+K|k;tS@G^|xZ4KcmdP4tgETH#d+zyo^r5WXH@y}H8EM<V-37~2>0LBX^FYS^
zq#}pp@oAibNPC<D#VFS8hLWVt&NWkH%j9oW**CrqJ&NRjIcQ0vIJ*TELyn2|tj|!#
z`;UeRqvewWo=3waX)AdvC6G@SNSy)w`ts<An(OcbfprD8O`tYpC;8UAEDm79;3vyX
zS{FVzJqpL^qqtJ~C?)v%BifK#bC`j#AEPFheQsOT7%Vd7;gZLVcDu#D1O*0vT7!a*
z_xk_4mN*b^h==TG%LiZurj6n?+<Z+Ug7SN>PB<Q9VYw}4`!~VdLDD?HvT~TR8(hrf
z6G?O2IK|sr!UM@J%BF`R_O#Vmcx5_hfOPc1AW&h;Wp&VN$=57r)e}~_O|d{+>68~b
zLYhl_8{DLx9lZ$TQ7&aFgRIkQtYwd|S^d$Vs^Bu2a`tpR#g5N1E|AR5_o<Rx4A*10
zMk<QXtTT~V_FiV2hZxhV+W2FKO1V`kkCP3qC$(F~*YqIQtOQ#<z!vdc;>n^GjNZB}
zRiX@k*(>LqaNqabw{ENZ26t_0ZM&p*ZuwCHJ!$t@>MUYTYu6|6RpzsfS?u-PxskOc
zR%>cn9$fV1-C>4R^jQ!~Z=b{AqbMeOJvW#(dUhCL4&voX0JVH*Vr7G|C#`4No;#5{
zNZ*5sfFB=XbK#<c&}k@GW${tJV}d=&knhCw>!AH&+6_)eqjtQs6x4=Qz&Rx5EmVNC
zmK_BJyoacWdi>>a`07w@`1i0)T$seTQFYl*p=O|xwozYOfK9GBjJ*Uc6Wq-v_8KT|
zxG;g2|8AngX~tnhRe*cG3Jm2YuKDbTtj|A=?LX^tSxiWMj4T9sc9+QrPMF@1{z@(&
zTJgn(d<B8-4il_WusY&dDm`2@&yl(;7cQ)=V;ZhWwmW)9t!BzP#O+A@&;ahT0HD6i
z`3%vp0*UorG+)YGftjP|p+{-xZpZb3=(1X#GgAsS+>}HdzYgL%$xA<nKLtDI1V~!e
zG?DOjdmh<5`LnB00}_EP>DE%KHV%-~6jBj89J191y9Ql?`5RcT<RaEV>{z&yqd55m
zHVu@}=fRk5lBgqqIg#}FDO95p>Qhnc+{5IDV+v*xyJK*%qJVpxFDfE^){ejRK%Xrd
z<Bi<IGz|<N0p$bIrPGO#qH7bAS&}taC2l%M;UxP$N7a#SC!e>DjEy|HultC;0SY#w
zA>i3x)8p6Bp+!HMlu~ROPA}i?Q^l_IrLHmBt<)1;_@B!Q7s!45{)1hEPd*0F{<DDi
KD+<t8&HoSTu9x)y

literal 0
HcmV?d00001

diff --git a/documentation/png-examples/Vectors.png b/documentation/png-examples/Vectors.png
new file mode 100644
index 0000000000000000000000000000000000000000..6366e8861da802b061d3835230907f563bd38a34
GIT binary patch
literal 14345
zcmc(`byOV9yEQrq!GaT9gS)%C1$PVX9^54aC%C)2y9^TCA-E6j?hfDZzUTbTS$Ez0
z=eKUJHB((P-Cf;JRqbc*JvE^UauNuiaXte800b#XQ6&K2qc(Vd2IeF9ofKsMUcmm4
z)N}*@P@UdiA3&yrZUDenfRw0^id*{0s;kDAMGU}snlQ|#g3u5@V*Q*0>Rie`|D8q8
zv&yitN(4{M)xO$9RTblkg^|*5;$q5N;@oUM|IfJ^g4_YbWP!%JFDU33Qz_AmnQM0^
zcbPIRcbO|GaVag1B3<@)AHX*tz+2i%11<sPp9VwTOW|mg_s>!Of2zSus@AVf6%`?U
z>KtV#1k!_;TOee`3POU>Db`>k#tjy44$o{?^LJ5owcP${Uv>RDx#_c`q8+1|VrHAH
zutS(xd=wY1QTTGxCAsqUq%9!~GFV!I=N9|3ciDh1K7MH_D*^+%7L1SJ9c*DWeL>wm
z{)M6yNBR+!>Wm*l&Lu$?`}fPe@t=roe?xrNtg$T{(N&3Al<2fl8l~Ig<Bs*-XX4V4
z+=}UARcD`%g1o9aB(>HnP)^jHm~J~39SUM%Ap_n%`nS)W{&so`-0kWV^NX1LbCeyM
zkNp?Q!7Wi&zBDe%uX(epbabtiVY@Wnsny~WbQE9Y8ya+FbXaRO`h<0&ki_NcF*2TR
zT}JtUZm);ZfsMAh-aL)>k9<LMqqVfgBd5N44l+E>R%Ty!++th_nQ263t&SGgD(_wN
z6@)kDPxBsO2BmJ$Cu<J4s#z$Q&y}ogMeunnxefiul~l#^ahIKNm!=yxIyae)O`*SY
zzTPc*+Hc^dGs`n*x^P20HU4HhHNO0{=Ii186tf_EP~nM)&+L>BOz3XtzpOgux)oPw
zr*Qty4OcuvlW?eo-`>_weV3WHxqSXP9yv$81Va?ScpEp8bYIu=r3Z-?`^46Y^u|GN
z+<UO{cVlS9(O2~&oC+I1m_dmf^c-AGApD_4Sw-o~d_f@zlsTz0p+P_%vt}+XHx%F8
znYP=k%|wi2$@Kh^H(!E9n)_(l0>!Gvb75khs~&!ZOb)udVeF^zVbx@F%hGVeK57ih
z9RVyzm^D7H%ap0f<ty#s?y#)P+s+ZZ7KipYU5L{ynqlA9*{>+k!Tl-$f~ii|ADyj=
zW7x2QLiN5<j>%2XRlPvUb}wzJCk9NKJob(+T%7|K*>2TPl1k4Ol`U1Ro_!6(Km+wr
zklzESM`%dv0SSCp%U{wNEU1KIwHeGjN#}A;Z)=Y(37>PzY1x}j58HCn{l7tKkrrtD
z){ak5?fue;>3&<Wy)+9)&8*woF&<~1hBOl8agDRs?B1A56rgZ$#j=c8=%UqToBOfk
zcZjzngW$8Cm6%}5I5~YJDvxf4s);k!MOJKmhoV3%t~PK)n$M7wP5QglHn%!JwrHP?
zn1NjXqLOA}x|2}`pQ2K`)YtjxK;kUCVGKBNzRHnd@3T<_y%laT=26Aj;aJZl3`5j*
zKQyFsVbV%TLCreua4>}5qwO=+O*ZkW+d?yL_{Z<|`QG>JhxpmERjlmk>{{ZhJNa|N
zYGRte6-gFf>yL<yFD@5mxT(nr%S^_qiKZt9rhys0nS&CEG6BfK8oK8QLV9{%m}sty
zZr|GI*G;Ww^P`R5I+jA-ZvD^JEGl?C7WNaxb=nRI7auMW2#=PU#y(ZOEmpsrcQSOw
zpS#c-;wtVp8u{K`Jo=c)7#{7|MCEIREN4;|(vP(L?)5o9$q#<5+5F)F^dVr^>ch_B
z!Z$6?ToA$~0zGBZ@emi^j-S9&gD6N7xfx!)#U=Ox&{sf><|9KqupV&2FUtc1XjaOX
zxppC1GrVF-HU4+%FXIJF+6|U!56_1-E^7!pd#zYXR>4}*!yVexZS2Cuq_6uy?e_f{
z<&y*3cznz373J`mXRX%0Cz(+V+Z{^S_~?2jyeoAi5D8=idTskYXCp;s^$N#uMlZLD
zkDKvTzUe>XyjcpX^8<8ydphZ2@P7_)#4VL`)|U45{PBEPQgN|1k3UT}f~N33sodm-
z(@~r0bLI^<d*c(2&PODv=nUZ}lkyfJf2|`Kxzm+()Aqw&Le#d`KM{-@hSnyp049o9
z%$c|>#AJ~XXd1RYYizK=>Zp6w1z>MZ$S0ol5frQx`LN81aocd#<TU*h#)mCNscg<2
ziPL7qcA%9H+2YhisrlRQbeX_BnH#1J_rw6p@c0-tP2%*MM~*-G4>*rt?tZ$SuhYZt
z>9NNffIN#rv|8Ml4?)Enu>YRy?)F1EDr4v)_=_QJ;DOVA(}p3`UBcV`Dai|J8EF-*
z^hS)3jQASFVs{l=7>LnCnO1%Cux}u^x*S9NhdmwxQtCk?aq6A(hr6E>*PT<O@sw_L
z6~M^p$L7+vXVq^<J9bg`T9S*pUOJXEEls173r2fK)ZnH;Jqd`kTSMy9KMYQ1vrbxV
z+_Wy78%pC>y{#qip5{)Udmx;(-A4szE5$a$=#Ww^Z9#VPSKu=P-7(3NHAms;9~!I0
zi%pKTyBfl)CTwl^Uk)+B*BxKgE7y+XitD5KHbIN>Ega^o%MjNiZsX@c75#~Zz*qrn
z#Y4XDf|8NsF+V4)@2%~s+1^MMUHRh=%imlgIWW~)p08~bhj5YLz&iMp#}wS*(??35
zS;uZswmi+3hg>6)oG8aGah!)a=B3S<TdztEl)L=3JyX`{1WHSkhrbe6)S$MuEmYDp
zXc~^o$NKkmF!w0UJE`ag%~V3OhB3R!B0$R$OtC&5-tfW`iJGxaRy1Sc=>{PScgx%T
z?ti*wD<5xKQPYj%W<e1SvDBXvrg%~g0uTk<Pd>S>Fkvyx>RjV|nzhy!SPsaxvJeiS
zY~_}r?M#{0m$nHGeCz+NGlde@R!d7ey(_B#3q%%yA+mi2wI4IV0l)c}Pv~3v0%5k3
zk_tba+yYaSNCjamT=50+fY<iuhLYy(@%{7UjToP;84}O8q}E7Mymu$iBW#K^TO-rC
zePzsSgt~vqVmbxO9Y5O`^R=&T*QmL&pEWCoA`6EU^z<$~(i`=9Wg1#&18*D~Z7U^&
zU=-7C_CbyN4|PauYE>wfT(@*@OKq4NNDi_UHcsHP4D9UsI$V!nO&5m0>uITDc6i=%
zLZqnh2@u$@U)@3A_BZMW<MBT!=5$5gEI{8rTt5oLwR%oCJ}+?`RIIdWzZ3z7A_eJd
z31^kBYf+}l1NnJK+EIu0|Et4_Lw<uhj3r@-!`RR%gDuZ$H(@#^H<HQ?y^6;&$Lh;a
zM8eEY->HsA-C<_deyqO<>#nhuqWE80X}2Tbg@UCqLfJ%s!J`p_&RA;upKbg2+juT=
zpCnuKD4ezJn+oEip<On9-*3vw%5!(V3drPW!~xOg({V)ySi>GzZj?gxGRf1UlfQ?0
z#6&)u@6OF}ud&B9*3zQ!VZhl_(=Y{m%k$zWir}uF6YV&);IzFWoENVmIIPZ`ovK{+
zv#|2jGo<t^(<%tJX(v8GQ4fFYg&+z*<{+nzw7akZRv|T+tK~J};Y38AZ_N&(8L&+6
z&U*WouC=AO=+3;5zJ65?+QyI)JY#*^-f8PSkK>szG4j}V&y4Qbko5VJ`?rIvvckk>
zO^t$-K`#Uu-{3e`i7rjo#^lDK{44b%n=RMr-fU+CQxVa1=fm{z_^b1=M)z|CJ@eTZ
zO*0a$z+vyjV7i@6UK4(YwZE*Bn^WMTuvKC+zO)j}N3@_&O~=DKU&S9e+210^$%!H_
zoqRX;BsKBHH_b}**NP+NTn@|mm**gZY>xy$#g`iq4oQ7<B}zCWvdGIjeX*0Y+@;Pw
zu{g9rjcqT`=1@ERsfQkNc#~fH3E9^Nx0B5So0|KVe$pI^Bs?pxQ$9flzRZY_ij=4>
z!c0d@&Y<VBD9v34v=@dT<Xm$WXUfZRTDZW1B9R;=s)ZuQaQ2;vj&&>gyLmRt;Fh-z
z9BfP<3TAfh=gT>Rw-MlrbyHC}W*iNu2yJ0O)0;;3pH!Bt)jJyJ_!M?W1&QIJ=G*~e
zr23HvRhfaH>N8QBoNiy4+iadvzE`Gm*iJhao9|{;i_tS;#cK;2$<d#P6NY?S%7G4(
zDp?yg$A-HS6KK~!_7_4rhr1WGG$h&s%CaPNafv?Fl;2n!z0XI^(N`;6r_f$<_^s{z
zCK_L`acNqkN;gOE2&XzTUJhhC)?v2PVUZ&W*9$}|U=+~!rg~3zaNS!w@$ki`%u3DI
zik125nCgOU(!Dn?_n5Y___94Jo?f%%tc^x=L(VQ6RNCaJs?8~Ynhg{3!x=PS=6UI%
z3mgcD*_CI=;(rO)-39d;bnmkxG3X(5>YOqbxA1!AH=IsZunj+6*Yta%8jK&!8wPt(
z)jQY-6Nyh&y48Cv4K*&`MlvS=TNd{6M!bxQcXfitE*BkWX>XT!4^RG*N^PN2p#>mE
zBBSntno)_2=0Dd<SkvjINv*ziI#Z!5f6y_*lsMdTwP4fz*6*;^MrAR(x`>CqyRCMH
zNi#ma#rjYJ%sXaiZ3yc_PV}+9*gTrElCL0KNDW0sg$V#NTJKh$lM?DRmOX*+87*vQ
zr+Qr<p*SI*CV#K*WHJgWMsfGSH3i)C1boSBuflbihkP@fcWXVEb=z$}Vmt{|t~Syl
zA$?qpLwUX&IN3KAp&Rd^zR9J>LPvdH%`z>p4kpUA!-9WwZ<CrSVNn!<ee79Dp2DTc
z8L49mICRnp%N<iX{{DeAt=6>}d$m8x_G*+tVSiBscXCM<%j)h2(C$JW!m`8nw*hDO
z5BRDJyXPZy2Ad|bBd8=D1bBu=4`aiJ`MV6Mg0BHT;KA9t3?#EOT)Y0AUjF>@8r!RH
z2%)kz_|F#SYel!)Y#L1waVJ@Pq0N#;vUWYPZ-o#G6N^baT6G`{tRqb^opFQi&)bj+
zNa^9*hNCH!@7^c7<tfHkr@s5MO-3Etw_Vd!D0O$W4KJ6KdLdQMk7iwIbxF$H3_5&E
zlH%cq7}8??$JY}pg{By}d#)M=D@WFJ-zm{{JEewtUcXpkKZ#4$G+fjM7a{S}Pcc~(
zl2FRLeJ5rag8_+)n<;R&dd}b>oAVl;YK(-Pi%6jEcyML=JY_FW=&)pB+Y_;#JyATe
zp60Dv<svtHQ~Okn!@#+Y6-0tZBqMGXhbJ+#+9@t(?1VMsnKa3P9J!U;+ho~c&^nem
zwc-B9KbTH}%ZHDVj9pDBNn*3L^4fHkPe2M@?ctZKH&4q`K<$Rk@BUwn?pLM-?D?te
zBb^u7H&e0@V;10is%w8HGuxc;WjVY<%-}eLkH&}R;Va$KRgtU3_qxpIb#&aQRqu?K
z2jy=|m|K~A<zw7PhXvlAPgz}d(p<;e)sFKc(2t}03V5yFH@D$Y{61b;m+TL8^ZnB`
z*yu#1In4?9*N3~vU1>C!YmE-I&yPBlq#HAO6jzUg2nbjvR8|@?7ccGLR^8up#QTGh
z`W`d56G0Dm&K4GOYKl@mhc9&lv3Tm`4_SftRUO>y6_BpCdXiScQeOTysi4(18IL1R
zms27=&-1B;5%t44e=0J9hQm!$s={G3KH#gaY3QqO`nQd|+NPMKs@>~n=R{@Y)R-%M
z*Nxeer?aA@+BFbg0}tbv&3vfyDHK{tR#CgiiJ=9ZP3q1Hmpz%(NOIx>=QjPEZ}~<>
z9?{u7dnQDgu<!CU-wggq-ADCri>|@)!IoZ(wR5KiR$U%IyUBj#u6cSLPRHl<NE^=y
zzCl)(8wcjfWr$C9^tMa&XM-^#Oo6Is1WzZ+->l>*zEBGnC_W{<xKk0;(J~MbKkBH`
zOc1Dzw%U_g6NcoP31r(%d-|TXB?QAcZrSR(D=5TZV`E=2vq_h=s~>H9JBWUzVBy>G
z)?~q~@Wl1yaibx6a(qm?J0{oR1-geF(YA_B@hg&09M(m*;#X}73=GN>+|JQ&^1#!#
zce?#PH6zNglld{oTYK3Qcemy}ejk0CGn{Lelo%WN-I9d{)bnMB<Ym|S)n#9jS6TA#
z63t!$UUkae&l?fN(I@stJTo!{8RvRdQortWP$-Z3hcT5X`%;q@F1?N@n%(Ukw4p10
zQJa<L8B7LHoqO$kypf4PV`oy#Rc?5wJ9?j;aATx%^+6pIuS7}Bgnw=~F;Qfa32A>n
zxes;XD?3EwmYe%rS+8s0Wy2P3N<@+(oYeA&Hm2<c5R+l*^U-gIz3qYynV}K|)*psp
z71XcS%%|>_9mOG~49BQ_#QBuAD_Jj3l_7&qx;Le{@mBnmyKiukc4#8&T<#^I4Aat|
zI5~L8n07?if!|#w;^KrQQvFx;N)SZ^*VcDUFvBX+di%faUv5TWaitZUw|q3G|Ezn5
z;y^+!BfvLgGoE1m`&(X`JN@m`Qxww)sSgu$K8egr-CaQJs{Grr?$(sXy^s1@j%G)w
zPbT9j65uPs5Hqo`WHkO4C%(qs6{{6wi5BuM04cEyTsrTST2#hsxJT*~iZBd~9B+&D
zBzh5qy0?$zpT)cnfC!WaX5#xU1F=vc3V&S(XH9tOQfh{xMtokQ+%oKg-Fj#MG9oiE
z*b4Jg=y|z?1n*=oekFM~?O=q&KY<I;|NFK5!%A>N0Q60PC4LKOW3q%{8X2?cv9X&H
ztUkkIz2Lot$r&BC2(X#=ebpHNC?;UonF$IHqG3ni2;>nVC2{k%wuvs7c>GD1?^E9v
z0vUNUTFD362c#&Va<T*ddaWSM`{FLmS&uHFlDYnoM@T>LUN%_LmkcHqbxr0>+~hDB
z(_t^1a=4dQb7ei_KO3wgo=waX|KSFXMfJ018q^)$ksjmmIVcqB+ez;6<XPP-`>NBA
zLONb@B8v7?E2OdedY9LOC}H%(?){pLYp9VBGH*T~{;Qy}ZvPo*aClS8kB1T`jT-w?
z>6?*TJ>6&uP_?8MEYGx0J)1nRQFXYoxy&ny9_jK<l7RwZ+1*O1&(|Xlf7{!`Cq}V%
zy{SYJ7S(0J9g*GgjhKBD^q9PC{}3Ypol5CieVKW(_@n8mknNP#{|Jf|zF{Z82Cn4Q
zO0J-cRhj8{7t)&0_I~5ITQ9PmLPsv(H;i8)YTIWGUsBb-UfZb!t0}`L!uJQgb`lL{
zRd|-7*0Ui$?XTi`o_EJ@<kfbZWl4kt8O`Td)DdJBYp#SKW6;ZfS#nv-{=S{*Ue<10
zQMm1DEc6FoHE46-Q)bwnk_@ywfnoVJ{iiB9JnvI(J5x_tyzd$)z6a+w+jsUTOerS$
z_$5RP{{A`ho*>coktcf7@a5n}^*=xjVW?E*@1`=R<$)%U_;AA{^Agb5D1b3iN!ZRe
zMZrn?+aJoeK@=R^=fXh)%^OqDJ7sVq?whe(J@^szl!uj}P+zIBoQh!cDu^eZucR98
zSS%XbS1Zij9`eqE@e(j*{<2<5egJ%ZU7nHuD9YAYt-?*j&xxtB&t#pwjl$-C>EM8f
z{cJzEgoJI5PKcI2B~%16som6=O<ex$U22)7#m)-0i_OUm+##VQ(A1{Mzv;4{Z}pHY
zM%of=f)@TXyI0vhcmiFMeM;JN8$P85*`A$Ro)d5C{`_WVrj*7$3Faf}@k#H~s(5Ao
z3y#?0vU#_BRHkwL@ycx5xMN<eWT#l!Ga;H;5kCW(KBEQtkh!b9efMTwX7RmC;S|1d
z9{60pbhoNlC90EjJZ$Gg)`JFC{m!%87#FB~-jbK|>yu;J;n+C-KLFjn_haJ&u<bzV
zSehF9B|ze-jpls;KNvWu)z%2eSE3z+EI;ZObA2TWfTUD(Mn<rfhKBj3Cnm9f{Q55<
z*oj;?2aDjwGmkmv83qw+wx&jEH43copap6mLurmCoQ|BD+J_*m9=0e$@W2%O*8R-O
z4w@0vbCeHt0-{JCi)X8LmH~-V{r>7JXwd4kF)|=A=XQV91w<>M2agmnI&1t0d2^$r
zO{CvcQHixgGw<=U5(Th+QPT`13b>*!jbBO~+1WtDP)^Gp-iEBoaQxb#G^I=*rdC!1
zj2w4G%}}5$#S1Qe&2mzu#j*^6QVs4C^&*gW?wf1!w50u~qkfO|BX^Hnjl^?(D{<nE
z@V|2N3J6KwOanW_5`!@A^J>0RN>qLRIYH+7AAQiL43V#GB!#ipfJM~O7C*p05d4*K
zl9uNFhKAF`q;%L%p)3&`gsC2HFsNX|A;)C9m_$weOS~&kRZ=^vPY{MkSCc8Jv?7qC
zHPd#LLqxKS$mpjdCvWeJLFwgA>fvcgw=fO?uQ9+c-aJVBF@E^+^Uyp6RuEBu!JGGj
z3P#ORgH96}k?5$Ke?r@5o{nr_PRsmdPg0g~=x1vA1<=Ht`%2i$2H}nekKm=euw<#_
zf3vi?2O)PUIMNrLEkmNSGo$sLodh(JFJHLCPf-`enf-pl0H`L%#$**0g?=VaqWdSA
z&CzMHx-NATX=&NN*6qHwy3K}S>dDs#%ULk-u+Wmm`aQ^%i0eo+V_iA%wKr8HPgfxz
z5cxc=Ix1E)_K|^LG&pkG@zlkpd{BjzR0GqM*wb`|ORoH+r#@2o&gW|kzCB@?EOL=)
zjcKP2$Do8-lVJbRQ3gnc+M2AUW~Rk-i4@;1CZ4j|EO%IJa<E`|P_p^%Z1|B1QxnO6
zU5f#O^xzM|A!#mGy*J%*%3ix8j)kvbJG}OxECS3H?a8=)v8AN~gA7c{E90be(bujB
z;ej*yGo*u~qXim>)iD$!sLTERNbjH<Y5=nE!wfbvDcg=BIdncWr)f@%r54md=NYZ(
zcC-D0NgQON52+ZXq<wQ;z1_wS^f2o7>j4&}A$w?tHJ6sQ0TKpsarVa2oWz48T^#sR
zR4OB8SL0ObsNWxmHSQ|~)w6Ez%K}p0u#NoL--_^!qFzx*j)Bj%gtAsVZ3rlPT;p5C
zd$a?lXCEU221rE%R=lN-x2HwbRCgeYIWgGI_4+%v7lF-#9KKn#Hsz<8`8ewE^Y0k*
zE?YLR3XhYa3q1umD$pmH5(JQ@6MV~R;pg5k+)$bQq6yy^8*4Qg!s#8!d0>{vb+T%X
zj>AA8wnD|Og$*9{EZN<8t|Fymo!wK-L;9_BIek@CUB6L{84j#9*gC^ZAKU4&s&p>7
zMRqk;d8LS<pWuO_$#x>phUu%U0dJ?F_iz?^z~kvcR_M0zR6M|yQCN|&o*j&gv(3_}
z6Xgw^Il6Gt|J(>Q+x(Vl^pZgD_fNnUYl`g{JGyG^Kr+@WUan?bXDOw;ArWvZY><BC
z#pFGOh?{{rp`|Jk2O2^%c`7t_x{0|~=&iq+CaR~Df%K*{Ub2(-zJ$M;H3mOJ-E!S8
z!4(~_WcX&Q^M!tT&jq5rteQ|F7_##~AKv<qX3HV5WQ<ndk;gxr>4`p1n{mYOM5NE@
z(c{y50Z-$ao=j4wIj>+m^X6&752qh&_cec_f5Wwiuq&18HdN%mGE{TNc4IEtJ1((N
z<zETRuWMG6<X=MtM5t~+K~Gl<xz#ClK??Q6gWwXKEv=(O#yRrlc)CeYYkL;vO@X!+
z&is!^s*#=OC8wDwLOm+FTEBk2gIHW*L<5F!{q9NXycvVa71eU$LHdFl`7afSuYOo7
z3#-1p*Ec$qk4_<$F7m45==1CE2x@zc2=|h7`K*>1oGxj(6XorF>hWktXr6tV%4!Nm
zqpv(cFaCe%#v*C2r2|S@B|nd}cNpGWF-g207p=6NuhWDO0JbG;n5@@I4$e5LS~8I^
z!?sD>b~=w`(sVGrxLHi9;PZb5p8(7YAICS<;M&KUf2j|k)Y4=d>_>((d{1mkelvf{
zr;ABYp{`=gkmcZ*FET_6ukpptG*XX3DIv}1LwKK6QmnFxe{<4e>zY4&?f#+nWVfId
z;D!Q+H=lBXu(&TMh*}07#~#`rPE$W-ryTNyYtyyGE7Nf3O#A{Cg73%My5Q_&1?t6I
ziaQ+FSQOv`c%J!_0&2o9L|_jT$@JPs{4${QTv*<sy(ba-(|`RO;CDSt@WOv&H!TZo
zw$yEe>M(WGar^hTywzUT>%u+x%_QYNSREi6r;6IR^pyAns?ZGzn1M4V)jBHi88PSC
zJ(Wjcm305l10=`Mh{Di}m97oqfa>^gPhHmP`!mE8+WmrZ8`G<8h-Q7qO0I*N<-ik?
zu@(xD?GP}!N&f7#*_5|br;ez)Q3c}@_#cjBn;ec-OZ3%;^(dtbs_=N>AzS#^(5A}I
zwI%?bRg5tl7mz)P(#CCn-E!2Ha-#Y=t|9hZ&@&&mHXzn(oY-}a*oT59&<?sHKhyyg
zjZVmX2zVb1hAaDj;IIj{f|?Xw?8hB4n~leRNRZGe=`gY4<!(y2rZO&3Uycf7=?6q8
zy&tc(0=?(|nJ)-|bRYyr$el}Ogc`TvCHkk@g^&>Az6#Yp5rV&xgJ^4eyjAeP;PCNs
zBVC>x%d2_A_}D+@={&Nw+}?97y>nP8O(NLj>dNMZVqYcLz#&%#q$n}9{{?1vrl_)U
z&H}f;VvS@2vk3Tx%okhA-1GR262u<qw07RIIeBi}a{wf>)#9p?r<<DreG+^d#r5%r
zr&6Uzknba>q@%9+LYJ&SX^D%AIix}j!fGnd6nhW=z^r;-3t(mO$7fB9<OF{GLqXer
zGnrziQHIe?D1bTdf2a(behMf3BNAnB_WfkVvc@{066hSZcq$5t-1(zl{HMi5_u{}n
zF^E+b^!!hR@KSCVI?>WR_1^P!m3cnchRelv^X%2!7uu}7YKz{A2xD6N4z;zP8E0@R
z-O(W4F-B#=qBh{c-MX#hrw>F1>VXSM;zERAnU7uareyHnd&Pg*jC=w%im5#WfHm6#
zJe&G9E~#YjG4M782tJ1wgma=NlzM&m1;&#uw)ZJB(ys+a2A7cDhp^?~&KcM@gHcDx
z;C7M@agh+4si9b}6|w5<)G<9D2N9Ut%|z#B<aJzp@ge`PIyq!wtE6%v6`XZMGT%E|
zT!lMByvv=JU$~*@zA!a%0fkxkl+T-Q&v2!dK~)7R!XK_Ix{*KpC$ex`ts%XtHk^bL
z-)cW!p(@HZ$ZDdkVAy+A$#A0GW#s4&wj}_;Z!-A!IO8Q>En^kSw^bJ|AXgE_+7k&o
zo=K&h1S)wAJO#A(>}hU;edDdZZz1twa}r&|arkit_lU^glb2M2aG=0*STfYqJYT+q
zw(9GCCFyMO5e%kLW@XV`Bf8^bLk>}|e5WUU>1<<jFYbpU@%p5#&k~2mb0#QdI?K-5
zsKf?^=<q$r-HbWBY4HLJGfi<odGidy_@sKlsWp=sDWXrk@~?}3E-o*>g~f!1;{Eb|
zXB2|(<aU2|x3IW4+pl^Oy}Ld*$`Nmc4<1=~r9RE~N#Zc_Iz^zmVdZW&U(S?nJ07Es
zrAL_9YD|aP&E0f0R?M;J#Iv*jeNVvZv?^RZ!;L7qH8fgz*tAZX%Na`Oo7UHzGebB9
zx%MrJH|zEPO=oP3wxB1#XiV0c;B4h#D-MN3B%G;W@c&99?gN+f_j6{R6M`XPEnhPJ
z<vgEla{r|-P_Y=2kHGwo@wuD#v;W~QdyW+K5u^Yx3y6->EsAXPua8&pCs?#6kl-`p
zV)w-SK?+u##M`IR-9=-)pSN0MeU!{OLr~KwgPK385OyBsg4(3aoc7Hr_Be<Vplg`k
z6B6m4u(-1T@xAI}j~mw}TO~(W20GsTiih>C+ed2JjGm267)7ilnH?9wcNUYQXK2WD
zXsPsec)ms0uf~34GHEhy3@x;rf5hUFp)<J*+=W}m;_=!$tQ&gfMxv)0rFXoebxvZ+
zz*GD2WUjRgxrLs*FCHq3CZhj=I!Z4hSNEOfO#FzkgD_bxE*Q&Jj;;=qsBPK&0T9$l
z4|rkepU4y_h(ZW2H4`{`h8DW1y_EifP^{AP3azB7@v}64Y+NfOm*rj~rxr-b&oMV>
zJ$Li@qa}$XXtUd4IfXn-c($x!HErR6cayS%1oTU9nX4jlV^&iE74xB7qsE)6CbaeQ
zS6ZJ~i2L?pBwzRaC28#~fp{B|vkg>j?pz$%4q?%^DXbs!XaIXGmpTY~ytk+0_U3a0
zxs;+LTAqvxZ&m`Um7#6u&bRBwTM~4&?9JJ-yN{x-`;#IEYaG@~zHSV!zp9fTJ4+(a
zMftupIGmYKwZ>-ixIMws@HHG6Hg=Psk;$1>oE<N!b|q5Rgr<J}O7FvL1~KqoM9Jx$
zC{Ztqiw|Uu%a&+pI!tLZw|{#_Bl}{RM0#|h0C<n`wWhxvq{o9TGlvFgOQr-@<hK?%
z$950HInM_7Tg<)3+@>;~1!s$jvO%)=y>LKORn4qam}%iVJ555Y;OQwlJujsIqJV&`
zFH`Q1=|9%EtQg3L_#_phQQPeH8jU6)Tkeo-)^>bJD)<{Ld11n{zJKWDht~7lVD&Dn
z8>W!?OUURGLZupw=kwG~Z5D22e%K)iDYylz)aWujby_DNqVdvni93RsKCZ4B+MOPk
z_q&+&szm)Vuy#JtAGfYB@1fUs;nOUfd2=adCl?2y3vZcEySQB2UMFy0q5fE%f0td<
z9^qpp%7^H{e^ykG3CKV5hX6+4I*9gp0{l>D3==?Wt#sGYBTPJvk>z_Z-Zn{MBS5jU
zmnZa;Q|k|~j4u12t3l7L_(TK;L$l|4ud_?~-y9OYJgMS|BcfPVpZ#Rud3dz7>>rB^
z;Zqb*gcF!vIb;j*I7)$q>+XI{XBomd+t7SypRXv+IysO~>uN&IuL{H*qtINmU2p#8
ztKAUnNV0*M`eI2A?u5*fs~XMyM;Xh13Ek@9-ju$b(te8#zb~WB-{%N{GpF{JMynHS
zCtM=193AXuwgG)=H^wv^{2kVO;dxg(@W~0?6_n$eS$B3XN<dCWGUa?j*3r=A={fGX
zJyoRR0^)7V=V8hd-^a&zWI)KOzigWiEQ$UyRQ6m`HK8N_whW=ly->{V0mLrqxlxnV
zWVM99$-1KP#9_N6fC7)5MM@7^j7=3aLzo2d2U|H@XY-2u<rH{65t0@?{IZC*&E71b
z`p~40K4g^mVWq~MUw=ps-v|20B_+8kU7m<%PgbuS(WnU!I+7Oa^%Ri?-6Y#c)Pb&7
zpXV#w`HHaEoi2LcogZto#7xA%Zw2~U<8({$0#E)`E%{f7os=&kx`8uRqCo~U%NUz>
zj7+U|t(#d~Ua?0SYrgUfhviPD6%k8@3mwWUWFzz61=`HquEby22xiFthqIP#JVl;6
zo?j}~G3-A(Jj~>aXCk5qqqQ-;8d3ld!r$D)B&wbu8eM#S%K9qHI$OTUsQRm$%{@q<
zOS?ygP%hoZc_-Z@dR?w}f&}XC!tyJ9SKDvPNMtG@S+Np5y@l37DQd9a_<1=4;Po27
z>Gdn_87LPKA_|S?)r<Oi9VT=>H~^*a@#bvz%e1Mg+qDY^D!e*ioAlYu%L(aBTh_M)
z-S<yfXh6a+p*2niY3|kBx{gQ$n}CU>55fm?H-8TGaRK_b*NNEP;E9ptF;0TxHNXKf
zk*Jk`>&dp-b3Q~F5_z172G7@w+@my()j_ixosQb5e5a87XU-&XaBv0jHH3O|^f0Sl
zD5yGXN!gs1Iq!y$+UZ5{2$bKFh_?F<*_`VUDu{0fHzdw`oCUua9PA-MnHb4F$q`UE
z!_>Wg?d%<mH`>x-4Ktpmq=psj$z><xUZuG^&j<TiYzNoUqG@Y(pyxcj9)d~uJ&^5K
zvHx}TI%n)lGvF&E?U~wO+~@CQab{Kh0-1$4zu6$O>9vjy_OcprJ^$N^7Gd*poT;^1
z3kq@&XqTiEJl#dm;|ENsko9-&Zm4`oYb-Qwt$ZIR8rO-HTYJFLDzDU-7=Co3az+76
z@XQeGQQ5()W)iirERL)SFBK{62M7|ga^n*Pz(F#SQT^o=&OshP$+e0(D*X&*kzl79
z8B93<0Kre-+PZ|otG@D@+$n#Kb)Rn&!80Sc7Xdz>B93J3vkA66sKM(}HxH05rAJj<
z$^3$Tfs-M4BWf1^B&e)tA!9_6N6p7AvdZ=$JMx{Uj!?fFN0jO6D&I-Vd)K{1vwsdQ
z@<}CtK72*_SCT^+k-&a1l7&@W<&#2}2OsT6_yHW2+Agpo@Fxn;pZale9S2Mz160A&
zZlmpUbMc4N;QZAuU|9Pr)1CgENZ8Fnt)|uLqagn5>KAoa)sRpB2!1+TE4l#lv1K-O
zS6M)DUaP0lj1D^SzZN_)IC_A4ra#M=g6#jc*yjDg_*V=Y*eD2cFZ!U1mzhujzNRqZ
z`7LBlDUd>TRh0-89HjrUC<6ZG;DYZlwW!szTSFP(H{3;QEBFii_8yDS|7pXokobUA
z(+^K_iO;|o0gws{=C?S%!6X)Zh#-r_qJ~wDF%g)I!*u)Bdru_}expuMPaZE!OFL3#
z3hP_wM4YHm-h>Q0JcR{oLjVqq?r=#$TIF5|5XaBWe||vi5j38_c^kLUal2Mst<6zY
zc{Xf@xP<FKLwmf-R4_&44sK_CpzA*dy|VNCC*-J8Mtj;myWvzIqhiJsxOdO<C_S&A
z$~$E_@Y5~e<fR9ts-BiaSokY4d>``^R#h$X*9QTDEGS^*`LD$uoYw{)x=8p}w0=(c
zC2{pS71-&yz|5nX33`{H-@&eWis-cQYSfG1poa4Q5`?`Vzuo^4giZ;%6#qCSY=Q4u
zh}Z#xW25LxC;n_^yF;<!%N-d+|Cl`DRT|H{fM)h(Eo-KSzffIfi>3Z>WCjwoiU!O-
zDklAZZ1IG(_0o_|r+bgfr{<94QD&tKs)U>l{r#Iv4#l&}j_^gp@Y&nXZkWKypDM0A
zp&!A3Ub`g@tvh&*#nBdch~%1h)l23W#DilIb4bQUR>Jf@-Z!lH0wvVD;tH*{sBK0X
zheY>)$AuxWl$21=9Y^mBnDZGFEW6MCnt;Gfc0g<Uk2uV=sIB&x*zAu&iZbSDb;m+h
zrptz9v;~!Ezk*Kj3-zcmJE2xVtF!B3z3m^-SF0-iTO4b#&uPI-9`b~zoloacVAJuq
zvIP%_8!KWQG?^#7{n|X9*$ezAqa-}_A5B<@`tG7}3=)C$jAfg;R7t#xTqL}+`X}T9
zsj7kxPu`dj^(@h;zyDhU{z=w@d?);)|4#|{)fwuS?P~wWx9H2Ds>p6!n&dht0P`1P
zv%MS)3=9OP36*G6FGkW0O(!AxlfSn*6RnYtCLt$Co<Oy+u56sthQB+;Cg}RbY~LRT
zVgHF&vgXSFhxB7jYyBl;P~&vb-Nu_>EE+q$`JQ6ONK?tB_y1OCC`3Utg!SwwCv(#_
zOWt3+Ti(4T#b~9QqIzJYaQ4Of=kn1OwT$#h!O9vkHufWz{`2Ep$a+)<RG4CAvkN*B
zdpzDeQVNvRc&Z^~4_$eNUFLW>+5c)ll)5G@$$t$K$=~0KrYSk21|*8d(biO^QFw&K
z2Rj)iQ*gEty-RYL&C$MV1lHeZ!UrI4CZIc(ENOA(9v!fc3sr<cZdpxDoooE-c85H%
ze<Jnsqyj`^zdPHG)G%r4UufLXUA%-`MI5Vkf*AycP{%@)GOOFODz2K*pLzs_*{Wkm
z>wbPgg+qse*!$rYQqn^@3-^oqJrc}$*f<Bu;5EV_trSvhhuqzL$wfy8?KXYsJ~rks
z7t?2%;g$__^cUiPT2W4RnyF*iKe%Z2TF$$yCI-x8S`<8Y6?SB-cncprbGPL~#=g>*
z08EgP;R^gO(1Q$M43f7kmd^jxfUqS&9mQB+cpLm}Yik=8_W5&28b~Sm_S`=57x2Hl
zW4kxW)foOO=*GmS-Sm3c>cI3VLl;vGNz$hAwMA<es-khyRIvPd04{utS3c9AM2GJh
zVL3{qP35s!Q>LrneA9IF1+UNTg=4}@{%`dsEFMqDD*+yc`)YF)2QApxya6F#tKpsT
z+ssb)#9lofA4b4JAf9E~3a?;V{mKbex>6@Vlq|h*eG&2rP1$6Re%G{Q=-Ftq{lbPi
z2XfPmCu!u4jzXrU^nDI~vRhu&W#m61U;rft?`E~6v=rGP5&E9}jANovo$Ch)u=hnQ
zeA+?k0g@?a%v|24Ku3fos(d%8b)9$G+~dag|4t$@=YISr0g0NKPf|)!uFs$Cx$NV&
zIx}5M%g~DJ$ift(3%nXwo7CxI=<Le4AlJ*b@*B-BqPMqOwS9=J>2a;(PaCbeT955M
zW_F!Wa>bq=GJtG~Ds0eU)HQK^grOBQrJccne;v6`;(fxVFHPx0diOMh(ddHMOX$nM
z0G*w(Pd6r8LYa|~#ZWwtFaN(C><ZU{fU`V;J*U)07yn-b!sgKv&n|qo_-@QbO}JOf
zI4WDOR*^UAt$zRd+&HtqTm%KbV~t`KtnTvUqO9fX!)0-{HM;6HUiL`JYYYrJsRR_M
zSuB90=u;5^SUW8wCBahN0Jj$F-_CWPp$(Wmwf!$q#yvKL-{u{Zkh$c{q`eW77EAtT
z&h_@VbV|>Gv>dQ$m=mV2zsO-n-iXcLS{HVj;^Q8ZOfKleqpnV(M24co21XYqJXZT3
zj-_A8Sno~Rm567J7iNUos%aDxZb~B=>73pYZ+_Zy(!JdFQHWs)OWt!4WfV=o-euI?
z8pf{t;((;;dUCPl0b5d@Z(u-r<(N{rVL2-m(V$g9hd*{aZ@`qBHsdZMCo+U=suZA=
zklCx*!XI?bipf14iUR;*VPYHIuUF1T^$!br<MJYoE^ZPqfsM<_@<(y>ztuNhB(s@5
zg{FOn=G8lYUb0SDnMP|{IRtqdr4Nnzeu<1ImhYV5&9{UHYzv<?^XmWdj7tx<nh%~m
zN^tm(mQu~jB!L=)HVQuFi)!PLQye4Vx19p@0kdFjOi$PNe}6wfe&+*uOgvSOd!tp6
zEd!=<_g7Limr^m7{3grH8DDTGjH4}eO}|2MxZDvkd3z@Ti#HK4Y!6dfj5zphxmV6g
z-(Zw4caSa{U;s)vsR*lI?9HmwLE~MzN2f_N?Svk|fv?i;J~R^|a-<EH10DRXd@oH%
zDqZ)a8_PXgkE5M-HP@FtBb}VgCU$@C|2T>Qa3D_y263}!#jk5h1|*?qIkx97B&-p?
z>w-e#i|Pmoz+AtpS;XcJ`oT%95BfKHZy^7y1K~{Q_bq8FFuD2@C3=2w8M`wHf%Jr6
zS9w|r@Q2ks$-3n+8>*SDd_1iDmIn!jI56jg$^2(+1Ti>ef~)UVEx7o<UHcOSM-$oZ
zcEYCj_^lg>gMojvXGRNFb$)}UwG=K|y6*@#DRUd9k0GDYrk(tzF_+Cc!MJ-NN*-!O
zlAdzT{%(;MBtBhA!C+va8<SWPTG@I;6u1&Y@9E;A_ruT!W!7YJ&f?Z707vXfrP#iy
z<NDwLqKn}w{Gc+tN#^vgA9QlEPyX+I<d-lrPc^89yVY^<ublxG?jM8Lx1N;vlcdd<
zOJF9;zehyTt<tVEwL}qJU@E><h_aRE-oweR`B70TR&wjRBSjG+dMYcFui5nkq3nK}
zQDvz_Y51+xRL3MI&^h&#gs(W*`YQvx>3C{O8+iy>uRlKcf~b^S5sq>X8*Yy6)V+8Z
zDRUHr>61Rv3=dZ-2vwl<`qsAs3&iGCCz(4)N)uLM=KkluK$Yh0;*-1yiY7;@Q@&Ow
z@g`gB*~$;?e`w^d&;|Y+=E(`fie&f|H=m(geu!Vu?PT*E4l*#!W&J97?ObPm#$@@}
z78t%efwfw+{P#q@Gf{}`uyaFw=`}&9S1*6I^ph|+so6b_r!*Mug@&6wvsZz<S)k*Z
z5LJF5X1*+K2c*MDQFkSjMw%Ln2BqX_XAwbgv*jtt;6GhExH^Kjt9`y7GouX>b{VOC
zqcWJqz%XZvw1rkghX%Dn8q!2xlZhIRLp!u~=ZPGVph%~tso$QEsDro`tuYNF*_n+?
zv%cnNW6J30jk;tnO}BCf{p_njxAivn6P4g6tFRSRS-uOo2e?h#o{r-;l&i-bwiDaf
zoGypZ?2QNW(%7=ytoO-g&cZoo_+qQKn2og8dZ1GSQM<3h9fR!l#+HDdW5j0{Hq2GF
sYpBW8@lA+JW6Qu>SBna-zi&uP<32^PA5yTvgC8IzCMQ}ctndGS0CZ@nMF0Q*

literal 0
HcmV?d00001

diff --git a/py_server/mlcraft/server.py b/py_server/mlcraft/server.py
index 682c181f..2271bc1c 100644
--- a/py_server/mlcraft/server.py
+++ b/py_server/mlcraft/server.py
@@ -173,7 +173,7 @@ def train_model(
     model = {"graph": model}
 
     response = requests.post(
-        cpp_url(f"train/{model_id}"),
+        cpp_url(f"train/{user_id}/{model_id}"),
         json=model,
         timeout=3,
     )
@@ -182,17 +182,25 @@ def train_model(
     return response.text, response.status_code
 
 
-@app.route("/predict/<int:user_id>/<int:model_id>", methods=["PUT"])
+@app.route("/predict/<int:user_id>/<int:model_id>", methods=["GET", "PUT"])
 def predict(user_id: int, model_id: int):
+    """PUT method is for uploading the png, GET method is for receiving the result"""
     sql_worker.verify_access(user_id, model_id)
 
     if not sql_worker.is_model_trained(model_id):
         raise Error("Not trained", HTTPStatus.PRECONDITION_FAILED)
 
-    response = requests.put(
-        cpp_url(f"/predict/{model_id}"),
-        timeout=3,
-    )
+    match request.method:
+        case "GET":
+            response = requests.put(
+                cpp_url(f"predict/{model_id}"),
+            )
+        case "PUT":
+            response = requests.post(
+                cpp_url(f"upload_data/{model_id}/1"),
+                data=request.data,
+                headers={"Content-Type": "image/png"},
+            )
 
     return response.text, response.status_code
 
diff --git a/server/api/server.cpp b/server/api/server.cpp
index 6cf7f38d..395fb8b1 100644
--- a/server/api/server.cpp
+++ b/server/api/server.cpp
@@ -174,7 +174,7 @@ int main(int argc, char *argv[]) {
     std::map<int, Graph*> sessions;
     std::map<int, FileExtension> file_types;
 
-    CROW_ROUTE(app, "/predict/<int>").methods(HTTPMethod::PUT)
+    CROW_ROUTE(app, "/predict/<int>").methods(HTTPMethod::GET)
     ([&](const request& req, int model_id) -> response {
         (void)req;
         if (sessions.find(model_id) == sessions.end()) return response(status::METHOD_NOT_ALLOWED, "Not trained");
@@ -233,6 +233,9 @@ int main(int argc, char *argv[]) {
         else if (content_type == "application/zip") {
             path += "/1.zip";
             file_types[model_id] = FileExtension::Png;
+        } else if (content_type == "image/png") {
+            path += "/1.png";
+            file_types[model_id] = FileExtension::Png;
         } else {
             return response(status::BAD_REQUEST, "Invalid content type: " + content_type);
         }