From 8a932796534fb43d56b4c5ea0cec16ce05af1129 Mon Sep 17 00:00:00 2001 From: chrichri Date: Mon, 14 Oct 2024 11:44:11 +0200 Subject: [PATCH] First version. --- 12_bs4_requests.ipynb | 251 ++ 13_bs4_requests.ipynb | 370 +++ 14_requests_client.ipynb | 124 + 15_simple_linear_regression.ipynb | 3305 ++++++++++++++++++++++ advertising.csv | 201 ++ customer_database.py | 69 + customer_gui.py | 58 + doc/image/inheritance-or-composition.png | Bin 0 -> 124550 bytes doc/image/linear-regression.png | Bin 0 -> 31982 bytes doc/image/python-in-dc.jpeg | Bin 0 -> 200371 bytes doc/image/web-stakeholders.jpg | Bin 0 -> 29195 bytes doc/python.tex | 322 ++- requirements.txt | 11 +- salary-data.csv | 41 + 14 files changed, 4742 insertions(+), 10 deletions(-) create mode 100644 12_bs4_requests.ipynb create mode 100644 13_bs4_requests.ipynb create mode 100644 14_requests_client.ipynb create mode 100644 15_simple_linear_regression.ipynb create mode 100644 advertising.csv create mode 100644 customer_database.py create mode 100644 customer_gui.py create mode 100644 doc/image/inheritance-or-composition.png create mode 100644 doc/image/linear-regression.png create mode 100644 doc/image/python-in-dc.jpeg create mode 100644 doc/image/web-stakeholders.jpg create mode 100644 salary-data.csv diff --git a/12_bs4_requests.ipynb b/12_bs4_requests.ipynb new file mode 100644 index 0000000..acf89d6 --- /dev/null +++ b/12_bs4_requests.ipynb @@ -0,0 +1,251 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "daba7cc8-d507-422a-ae76-9cea8809a646", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": [ + "\"BeautifulSoup.png\"" + ] + }, + { + "cell_type": "markdown", + "id": "2778f16d-7641-4958-bc78-3dde9c493d65", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": [ + "# BeautifulSoup - List social network links from website\n", + "\n", + "Largely inspired by https://github.com/jupyter-naas/awesome-notebooks/blob/master/BeautifulSoup/BeautifulSoup_List_social_network_links_from_website.ipynb" + ] + }, + { + "cell_type": "markdown", + "id": "8f1a033f-9362-43d8-8a8f-1878bd2115c4", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": [ + "**Description:** This notebook will use BeautifulSoup to list all the social network links from a website. It is usefull for organizations to quickly get a list of all the social networks they are present on." + ] + }, + { + "cell_type": "markdown", + "id": "5a50c831-2700-4fb5-acee-ed0513446815", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": [ + "**References:**\n", + "- [BeautifulSoup Documentation](https://www.crummy.com/software/BeautifulSoup/bs4/doc/)" + ] + }, + { + "cell_type": "markdown", + "id": "9df24602-3917-4f76-b29a-2be92dea558d", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": "## Import libraries" + }, + { + "cell_type": "code", + "id": "07f7c93e-5f43-4084-a434-d3a591046738", + "metadata": { + "papermill": {}, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-13T12:22:09.049638Z", + "start_time": "2024-10-13T12:22:09.047611Z" + } + }, + "source": [ + "import requests\n", + "from bs4 import BeautifulSoup\n", + "from pprint import pprint" + ], + "outputs": [], + "execution_count": 33 + }, + { + "cell_type": "markdown", + "id": "f0fc7961-2be2-4c4e-a915-e5683952df41", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": [ + "### Setup Variables\n", + "- `url`: The URL of the website you want to extract social network links from\n", + "- `social_network_links`: List of social network links extracted from website" + ] + }, + { + "cell_type": "code", + "id": "8f88972c-5b30-4656-9e8f-6e9215665131", + "metadata": { + "papermill": {}, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-13T12:22:09.052633Z", + "start_time": "2024-10-13T12:22:09.050699Z" + } + }, + "source": [ + "# Inputs\n", + "url = \"https://www.papit.fr/utiles.html\"\n", + "\n", + "# Outputs\n", + "social_network_links = []" + ], + "outputs": [], + "execution_count": 34 + }, + { + "cell_type": "markdown", + "id": "e8d53777-9a93-49ee-a8e7-79bbdf27e029", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": "## Get social network links" + }, + { + "cell_type": "code", + "id": "2577d407-9da1-431a-b11c-2624a8b749e0", + "metadata": { + "papermill": {}, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-13T12:22:09.056374Z", + "start_time": "2024-10-13T12:22:09.053464Z" + } + }, + "source": [ + "def get_social_network_links(url, social_network_links):\n", + " # Make a GET request to the URL and get the HTML content\n", + " response = requests.get(url)\n", + " html_content = response.text\n", + "\n", + " # Create a BeautifulSoup object to parse the HTML content\n", + " soup = BeautifulSoup(html_content, 'html.parser')\n", + "\n", + " # Find all the links on the page\n", + " links = soup.find_all('a')\n", + "\n", + " # Loop through the links and find the social network links\n", + " social_networks = ['facebook', 'twitter', 'linkedin', 'instagram', 'github', 'youtube']\n", + " for link in links:\n", + " href = link.get('href')\n", + " if href:\n", + " for social in social_networks:\n", + " if social in href:\n", + " if href not in social_network_links:\n", + " social_network_links.append(href)\n", + " return social_network_links" + ], + "outputs": [], + "execution_count": 35 + }, + { + "cell_type": "markdown", + "id": "cb5902d1-db8b-4fbd-bbf2-4b660c21a5f2", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": "## Crawling the website and display results" + }, + { + "cell_type": "code", + "id": "92c2d4d5-58c6-48da-ae99-ad5bfc5b97b9", + "metadata": { + "papermill": {}, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-13T12:22:09.429263Z", + "start_time": "2024-10-13T12:22:09.057161Z" + } + }, + "source": [ + "social_network_links = get_social_network_links(url, social_network_links)\n", + "pprint(social_network_links)" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['https://github.com/phe-sto',\n", + " 'https://github.com/pcko1/bscscan-python',\n", + " 'https://github.com/Polve/bitcoin-rpc-client',\n", + " 'https://github.com/HydraCG/Specifications',\n", + " 'https://github.com/mingqian/zigbee-viewer',\n", + " 'https://github.com/CodeforFR/enthic-dataviz',\n", + " 'https://www.youtube.com/@Computerphile',\n", + " 'https://shellchocolat.github.io//',\n", + " 'https://github.com/papit-fr/papit-frontend']\n" + ] + } + ], + "execution_count": 36 + }, + { + "cell_type": "markdown", + "id": "e3c324dc-fea0-47da-8f89-2747ab5fa5c0", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": [ + " " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.6" + }, + "naas": { + "notebook_id": "200a5dcebfc9ff32f08e84aaba44cb6125fbc8bbde5f686f467b8626c7ef5f78", + "notebook_path": "BeautifulSoup/BeautifulSoup_List_social_network_links_from_website.ipynb" + }, + "papermill": { + "default_parameters": {}, + "environment_variables": {}, + "parameters": {}, + "version": "2.4.0" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/13_bs4_requests.ipynb b/13_bs4_requests.ipynb new file mode 100644 index 0000000..7c4839f --- /dev/null +++ b/13_bs4_requests.ipynb @@ -0,0 +1,370 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b3edeaf6-cf15-4876-8903-61232e581781", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": [ + "# BeautifulSoup - Scrape emails from URL\n", + "\n", + "Largely inspired by https://github.com/jupyter-naas/awesome-notebooks/blob/master/BeautifulSoup/BeautifulSoup_Scrape_emails_from_URL.ipynb" + ] + }, + { + "cell_type": "markdown", + "id": "b5bdadc0-3346-4222-a74d-9a9237a2075f", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": [ + "**Description:** This notebook will show how to scrape emails stored in HTML webpage using BeautifulSoup." + ] + }, + { + "cell_type": "markdown", + "id": "14ecfcca-6d08-45fe-9806-a71fd35b5269", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": [ + "References:\n", + "- [Beautiful Soup Documentation](https://www.crummy.com/software/BeautifulSoup/bs4/doc/)\n", + "- [Regular Expression Documentation](https://docs.python.org/3/library/re.html)" + ] + }, + { + "cell_type": "markdown", + "id": "a5b2693c-e417-4a03-ae5c-3c777de5c7db", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": "## Import libraries" + }, + { + "cell_type": "code", + "id": "22494cd6-648e-4107-88ef-f446282e9c50", + "metadata": { + "papermill": {}, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-13T18:52:12.895620Z", + "start_time": "2024-10-13T18:52:12.893260Z" + } + }, + "source": [ + "import re\n", + "from collections import deque\n", + "from urllib.parse import urlsplit\n", + "\n", + "import requests\n", + "from bs4 import BeautifulSoup" + ], + "outputs": [], + "execution_count": 17 + }, + { + "cell_type": "markdown", + "id": "2128459d-e6e6-4c46-8e52-0c5bbeeb68c3", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": [ + "### Setup Variables\n", + "- `url`: URL of the webpage to scrape\n", + "- `limit`: number of emails found to stop scraping" + ] + }, + { + "cell_type": "code", + "id": "fc07a613-0018-403e-a1ca-0678f4e274c5", + "metadata": { + "papermill": {}, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-13T18:52:12.900418Z", + "start_time": "2024-10-13T18:52:12.896751Z" + } + }, + "source": [ + "url = \"https://www.brentozar.com/\"\n", + "limit = 3" + ], + "outputs": [], + "execution_count": 18 + }, + { + "cell_type": "markdown", + "id": "68493b82-d57b-4509-a71c-45c198da4d77", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": "## Scrape emails from URL" + }, + { + "cell_type": "markdown", + "id": "8893303c-85d5-4784-bc07-cf72ac4d655d", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": [ + "We will use the `requests` library to get the HTML content of the webpage and the `BeautifulSoup` library to parse the HTML content. We will use a regular expression to extract the emails from the HTML content." + ] + }, + { + "cell_type": "code", + "id": "15f1e143-fbb8-4fac-98f0-afc3ad659343", + "metadata": { + "papermill": {}, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-13T18:53:48.865373Z", + "start_time": "2024-10-13T18:52:12.901322Z" + } + }, + "source": [ + "unscraped = deque([url])\n", + "\n", + "scraped = set()\n", + "\n", + "emails = set()\n", + "\n", + "while len(unscraped):\n", + " url = unscraped.popleft()\n", + " scraped.add(url)\n", + "\n", + " parts = urlsplit(url)\n", + "\n", + " base_url = \"{0.scheme}://{0.netloc}\".format(parts)\n", + " if '/' in parts.path:\n", + " path = url[:url.rfind('/') + 1]\n", + " else:\n", + " path = url\n", + "\n", + " print(\"Crawling URL: %s\" % url)\n", + " try:\n", + " response = requests.get(url)\n", + " except (requests.exceptions.MissingSchema, requests.exceptions.ConnectionError):\n", + " continue\n", + "\n", + " exclude = [\"google.com\", \"gmail.com\", \"example.com\"]\n", + " # Get emails from URL\n", + " new_emails = re.findall(r\"[a-z0-9\\.\\-+_]+@[a-z0-9\\.\\-+_]+\\.+[a-z]{1,3}\", url)\n", + " for email in new_emails:\n", + " for e in exclude:\n", + " if not email.endswith(e):\n", + " emails.update([email])\n", + "\n", + " # Get emails from content\n", + " new_emails = set(re.findall(r\"[a-z0-9\\.\\-+_]+@[a-z0-9\\.\\-+_]+\\.+[a-z]{1,3}\", response.text, re.I))\n", + " for email in new_emails:\n", + " for e in exclude:\n", + " if not email.endswith(e):\n", + " emails.update([email])\n", + "\n", + " if len(emails) >= limit:\n", + " break\n", + "\n", + " soup = BeautifulSoup(response.text, 'html.parser')\n", + " for anchor in soup.find_all(\"a\"):\n", + " if \"href\" in anchor.attrs:\n", + " link = anchor.attrs[\"href\"]\n", + " else:\n", + " link = ''\n", + "\n", + " if link.startswith('/'):\n", + " link = base_url + link\n", + "\n", + " elif not link.startswith('http'):\n", + " link = path + link\n", + "\n", + " if not link.endswith(\".gz\"):\n", + " if not link in unscraped and not link in scraped:\n", + " unscraped.append(link)\n", + "\n", + "print(emails)" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Crawling URL: https://www.brentozar.com/\n", + "Crawling URL: https://www.brentozar.com/#\n", + "Crawling URL: https://www.brentozar.com/log-in/\n", + "Crawling URL: https://www.brentozar.com/contact/\n", + "Crawling URL: https://www.brentozar.com/cart/\n", + "Crawling URL: https://www.youtube.com/c/BrentOzarUnlimited\n", + "Crawling URL: https://www.linkedin.com/in/brentozar/\n", + "Crawling URL: https://www.facebook.com/brentozar\n", + "Crawling URL: https://www.twitch.tv/brentozar\n", + "Crawling URL: https://github.com/BrentOzarULTD\n", + "Crawling URL: https://www.brentozar.com/sql-critical-care/\n", + "Crawling URL: https://www.brentozar.com/sql/sql-server-performance-tuning/\n", + "Crawling URL: https://www.brentozar.com/remote-dba-services-for-microsoft-sql-server/\n", + "Crawling URL: https://www.brentozar.com/remote-dba-services-for-microsoft-sql-server/sql-server-upgrades-and-migrations/\n", + "Crawling URL: https://training.brentozar.com/p/the-consultant-toolkit\n", + "Crawling URL: https://www.brentozar.com/training/\n", + "Crawling URL: https://www.brentozar.com/training/my-videos/\n", + "Crawling URL: https://www.brentozar.com/my-account/\n", + "Crawling URL: https://www.brentozar.com/corporate-training/\n", + "Crawling URL: https://www.brentozar.com/training/training-faq/\n", + "Crawling URL: https://www.brentozar.com/sql-constantcare/\n", + "Crawling URL: https://www.brentozar.com/first-aid/\n", + "Crawling URL: https://www.brentozar.com/blitz/\n", + "Crawling URL: https://www.brentozar.com/blitzcache/\n", + "Crawling URL: https://www.brentozar.com/askbrent/\n", + "Crawling URL: https://www.brentozar.com/blitzindex/\n", + "Crawling URL: https://www.brentozar.com/first-aid/sp_blitzwho/\n", + "Crawling URL: https://www.brentozar.com/pastetheplan/\n", + "Crawling URL: https://www.brentozar.com/blog/\n", + "Crawling URL: https://www.brentozar.com/archive/category/development/t-sql/\n", + "Crawling URL: https://www.brentozar.com/archive/category/development/t-sql/query-exercises/\n", + "Crawling URL: https://www.brentozar.com/archive/category/development/execution-plans/\n", + "Crawling URL: https://www.brentozar.com/archive/category/indexing/\n", + "Crawling URL: https://www.brentozar.com/archive/category/videos/\n", + "Crawling URL: https://www.brentozar.com/archive/category/architecture/\n", + "Crawling URL: https://www.brentozar.com/archive/category/backup-and-recovery/\n", + "Crawling URL: https://www.brentozar.com/archive/category/cloud-computers/\n", + "Crawling URL: https://www.brentozar.com/archive/category/development/\n", + "Crawling URL: https://www.brentozar.com/archive/category/first-responder-kit/\n", + "Crawling URL: https://www.brentozar.com/archive/category/high-availability/\n", + "Crawling URL: https://www.brentozar.com/archive/category/humor/\n", + "Crawling URL: https://www.brentozar.com/archive/category/development/locking-blocking-and-isolation-levels/\n", + "Crawling URL: https://www.brentozar.com/archive/category/development/parameter-sniffing/\n", + "Crawling URL: https://www.brentozar.com/archive/category/production-database-administration/\n", + "Crawling URL: https://www.brentozar.com/archive/category/professional-development/\n", + "Crawling URL: https://www.brentozar.com/archive/category/sql-constantcare/\n", + "Crawling URL: https://training.brentozar.com\n", + "Crawling URL: https://www.brentozar.com/training/think-like-sql-server-engine/\n", + "Crawling URL: https://training.brentozar.com/p/recorded-class-season-pass-fundamentals\n", + "Crawling URL: https://training.brentozar.com/p/recorded-class-season-pass-masters-classes\n", + "Crawling URL: https://www.brentozar.com/privacy-policy/\n", + "Crawling URL: https://www.brentozar.com/training/refund-and-cancellation-policy-for-training/\n", + "Crawling URL: https://www.brentozar.com/log-in/#\n", + "Crawling URL: https://training.brentozar.com/sign_in\n", + "Crawling URL: https://www.brentozar.com/my-account/lost-password/\n", + "Crawling URL: https://www.brentozar.com/contact/#\n", + "Crawling URL: https://www.brentozar.com/support/\n", + "Crawling URL: https://www.brentozar.com/product/sponsorship/\n", + "Crawling URL: https://www.tiktok.com/@brentozarultd\n", + "Crawling URL: https://www.brentozar.com/contact/mailto:Help@BrentOzar.com\n", + "Crawling URL: https://www.brentozar.com/cart/#\n", + "Crawling URL: https://www.brentozar.com/shop/\n", + "Crawling URL: https://www.youtube.com/\n", + "Crawling URL: https://www.youtube.com/about/\n", + "Crawling URL: https://www.youtube.com/about/press/\n", + "Crawling URL: https://www.youtube.com/about/copyright/\n", + "Crawling URL: https://www.youtube.com/t/contact_us/\n", + "Crawling URL: https://www.youtube.com/creators/\n", + "Crawling URL: https://www.youtube.com/ads/\n", + "Crawling URL: https://developers.google.com/youtube\n", + "Crawling URL: https://support.google.com/youtube/contact/de_cancellation?hl=fr\n", + "{'8149a85a83fa4ec69640c43ddd69017d@sentry.io', 'asxvmprobertest@gmail.com', 'Help@BrentOzar.com'}\n" + ] + } + ], + "execution_count": 19 + }, + { + "cell_type": "markdown", + "id": "2c37e870-430c-4f33-8980-8da03df22cdf", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": "## Display result" + }, + { + "cell_type": "code", + "id": "a788c4a5-1559-49ce-8b97-589dc4ef1b58", + "metadata": { + "papermill": {}, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-13T18:53:48.868477Z", + "start_time": "2024-10-13T18:53:48.866352Z" + } + }, + "source": [ + "print(f\"🚀 {len(emails)} founded on {url}\")\n", + "print(emails)" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "🚀 3 founded on https://support.google.com/youtube/contact/de_cancellation?hl=fr\n", + "{'8149a85a83fa4ec69640c43ddd69017d@sentry.io', 'asxvmprobertest@gmail.com', 'Help@BrentOzar.com'}\n" + ] + } + ], + "execution_count": 20 + }, + { + "cell_type": "markdown", + "id": "7ec95b4b-a905-4a9c-9ab9-e0824c582302", + "metadata": { + "papermill": {}, + "tags": [] + }, + "source": [ + " ### Exercice 1\n", + " \n", + "Développer un script qui permet de faire d'extraire les données sur les dividendes de l'action TOTAL SE en utilisant leur site web https://totalenergies.com/fr/actionnaires/action-et-dividende/dividende pour les années 2020 à 2024.\n", + "Le script doit retourner un tableau de données avec les colonnes suivantes :\n", + "- Nom du coupon\n", + "- Montant, un `float` avec 2 décimales\n", + "- Date de détachement, un objet `datetime`, parsé avec le module distant `dateparser`\n", + "- Date de paiement, un objet `datetime`, parsé avec le module distant `dateparser`" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + }, + "naas": { + "notebook_id": "12ef03c9788da13b430b0d23171c6c0949ff23c86a70281d36e19d8a6237b135", + "notebook_path": "BeautifulSoup/BeautifulSoup_Scrape_emails_from_URL.ipynb" + }, + "papermill": { + "default_parameters": {}, + "environment_variables": {}, + "parameters": {}, + "version": "2.4.0" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/14_requests_client.ipynb b/14_requests_client.ipynb new file mode 100644 index 0000000..feac3ff --- /dev/null +++ b/14_requests_client.ipynb @@ -0,0 +1,124 @@ +{ + "cells": [ + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "# Request pour les clients des API web\n", + "\n", + "Si un client Python d'une API web n'existe pas. Que cette API est bien documentée. Il est possible de créer un client pour cette API. Pour cela, il faut utiliser la librairie `requests`.\n", + "Si l'API est documenté avec `swagger`, il faut encore mieux générer un client avec `swagger-codegen`, mais elles ne sont pas documentées dans ce format, de loin pas toutes.\n", + "\n", + "Dans ce notebook, nous allons voir comment créer un client pour l'API web de Digital Ocean avec `requests` en nous basant sur leur documentation https://status.digitalocean.com/api/.\n", + "\n", + "## Installation\n", + "```bash\n", + "pip install requests\n", + "```\n" + ], + "id": "4f4a6af4be0ce1b5" + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-10-13T19:31:57.309682Z", + "start_time": "2024-10-13T19:31:56.556562Z" + } + }, + "cell_type": "code", + "source": [ + "import requests\n", + "\n", + "\n", + "def get_scheduled_maintenances():\n", + " url = \"https://status.digitalocean.com/api/v2/scheduled-maintenances.json\"\n", + " response = requests.get(url)\n", + " return response.json()\n", + "\n", + "\n", + "def get_incidents():\n", + " return requests.get(\n", + " \"https://status.digitalocean.com/api/v2/incidents.json\"\n", + " ).json()\n", + "\n", + "\n", + "def get_status():\n", + " return requests.get(\n", + " \"https://status.digitalocean.com/api/v2/status.json\"\n", + " ).json()\n", + "\n", + "\n", + "get_status()" + ], + "id": "92fa650cda76eea9", + "outputs": [ + { + "data": { + "text/plain": [ + "{'page': {'id': 'w4cz49tckxhp',\n", + " 'name': 'DigitalOcean',\n", + " 'url': 'http://status.digitalocean.com',\n", + " 'time_zone': 'Etc/UTC',\n", + " 'updated_at': '2024-10-13T08:10:42.729Z'},\n", + " 'status': {'indicator': 'none', 'description': 'All Systems Operational'}}" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 3 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "## Exercice 1\n", + "\n", + "Développer un client pour l'API {JSON} Placeholder https://jsonplaceholder.typicode.com/ dans un module Python appelé `jsonplaceholder.py`.\n", + "Le module doit contenir une fonction par route de l'API :\n", + "\n", + "| Method | Endpoint |\n", + "|--------|------------------------|\n", + "| GET | /posts |\n", + "| GET | /posts/1 |\n", + "| GET | /posts/1/comments |\n", + "| GET | /comments?postId=1 |\n", + "| POST | /posts |\n", + "| PUT | /posts/1 |\n", + "| PATCH | /posts/1 |\n", + "| DELETE | /posts/1 |\n", + "\n", + "Chaque fonction doit retourner le résultat de la requête sous forme de dictionnaire Python.\n", + "Tester les fonctions en les appelant depuis le Shell Python.\n", + "\n", + "- Attention aux commentaires\n", + "- Attention aux noms de variables. \n", + "*Faites valider votre script ainsi que son exécution.*" + ], + "id": "b2e919ec4109af65" + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/15_simple_linear_regression.ipynb b/15_simple_linear_regression.ipynb new file mode 100644 index 0000000..9ad0f5e --- /dev/null +++ b/15_simple_linear_regression.ipynb @@ -0,0 +1,3305 @@ +{ + "cells": [ + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "# Simple Linear Regression\n", + "\n", + "Largely inspired by https://www.kaggle.com/code/sushaldevasari1306/simplelinearregression\n", + "\n", + "* Matplotlib is replaced with Plotly Express for more simplicity and better visualization\n", + "* Dataset is local\n", + "* Small evolutions in the code" + ], + "id": "32e45b3052e6d653" + }, + { + "cell_type": "code", + "id": "14c25f5e", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:27.076055Z", + "iopub.status.busy": "2024-10-11T06:53:27.075415Z", + "iopub.status.idle": "2024-10-11T06:53:27.083065Z", + "shell.execute_reply": "2024-10-11T06:53:27.081916Z" + }, + "papermill": { + "duration": 0.019596, + "end_time": "2024-10-11T06:53:27.085682", + "exception": false, + "start_time": "2024-10-11T06:53:27.066086", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:20.729901Z", + "start_time": "2024-10-14T08:51:20.724830Z" + } + }, + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import plotly.express as px" + ], + "outputs": [], + "execution_count": 41 + }, + { + "cell_type": "code", + "id": "626de027", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:27.103937Z", + "iopub.status.busy": "2024-10-11T06:53:27.103451Z", + "iopub.status.idle": "2024-10-11T06:53:27.121406Z", + "shell.execute_reply": "2024-10-11T06:53:27.120219Z" + }, + "papermill": { + "duration": 0.030301, + "end_time": "2024-10-11T06:53:27.124218", + "exception": false, + "start_time": "2024-10-11T06:53:27.093917", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:20.793005Z", + "start_time": "2024-10-14T08:51:20.765940Z" + } + }, + "source": "df = pd.read_csv('./salary-data.csv')", + "outputs": [], + "execution_count": 42 + }, + { + "cell_type": "code", + "id": "994b538f", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:27.142522Z", + "iopub.status.busy": "2024-10-11T06:53:27.141706Z", + "iopub.status.idle": "2024-10-11T06:53:27.165433Z", + "shell.execute_reply": "2024-10-11T06:53:27.164217Z" + }, + "papermill": { + "duration": 0.035876, + "end_time": "2024-10-11T06:53:27.168262", + "exception": false, + "start_time": "2024-10-11T06:53:27.132386", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:20.838Z", + "start_time": "2024-10-14T08:51:20.822361Z" + } + }, + "source": [ + "df.head()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + " Unnamed: 0 Experience Years Salary\n", + "0 1 1.1 39343\n", + "1 2 1.2 42774\n", + "2 3 1.3 46205\n", + "3 4 1.5 37731\n", + "4 5 2.0 43525" + ], + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unnamed: 0Experience YearsSalary
011.139343
121.242774
231.346205
341.537731
452.043525
\n", + "
" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 43 + }, + { + "cell_type": "code", + "id": "ccb01265", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:27.186985Z", + "iopub.status.busy": "2024-10-11T06:53:27.186494Z", + "iopub.status.idle": "2024-10-11T06:53:27.196951Z", + "shell.execute_reply": "2024-10-11T06:53:27.195630Z" + }, + "papermill": { + "duration": 0.022866, + "end_time": "2024-10-11T06:53:27.199557", + "exception": false, + "start_time": "2024-10-11T06:53:27.176691", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:20.893357Z", + "start_time": "2024-10-14T08:51:20.877196Z" + } + }, + "source": [ + "## removing unnecessary columns\n", + "df.drop(columns=[\"Unnamed: 0\"], axis=1, inplace=True)" + ], + "outputs": [], + "execution_count": 44 + }, + { + "cell_type": "code", + "id": "aae1344e", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:27.220595Z", + "iopub.status.busy": "2024-10-11T06:53:27.219698Z", + "iopub.status.idle": "2024-10-11T06:53:27.230343Z", + "shell.execute_reply": "2024-10-11T06:53:27.229189Z" + }, + "papermill": { + "duration": 0.025085, + "end_time": "2024-10-11T06:53:27.232991", + "exception": false, + "start_time": "2024-10-11T06:53:27.207906", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:20.938454Z", + "start_time": "2024-10-14T08:51:20.926995Z" + } + }, + "source": [ + "## Checking for Null Values\n", + "df.isnull().sum()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "Experience Years 0\n", + "Salary 0\n", + "dtype: int64" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 45 + }, + { + "cell_type": "code", + "id": "90632b78", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:27.251957Z", + "iopub.status.busy": "2024-10-11T06:53:27.251484Z", + "iopub.status.idle": "2024-10-11T06:53:27.264733Z", + "shell.execute_reply": "2024-10-11T06:53:27.263415Z" + }, + "papermill": { + "duration": 0.025883, + "end_time": "2024-10-11T06:53:27.267422", + "exception": false, + "start_time": "2024-10-11T06:53:27.241539", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:20.992957Z", + "start_time": "2024-10-14T08:51:20.976567Z" + } + }, + "source": [ + "## check for correlation\n", + "df.corr()" + ], + "outputs": [ + { + "data": { + "text/plain": [ + " Experience Years Salary\n", + "Experience Years 1.000000 0.977692\n", + "Salary 0.977692 1.000000" + ], + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Experience YearsSalary
Experience Years1.0000000.977692
Salary0.9776921.000000
\n", + "
" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 46 + }, + { + "cell_type": "code", + "id": "3243d137", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:27.286834Z", + "iopub.status.busy": "2024-10-11T06:53:27.286353Z", + "iopub.status.idle": "2024-10-11T06:53:27.617988Z", + "shell.execute_reply": "2024-10-11T06:53:27.616649Z" + }, + "papermill": { + "duration": 0.344754, + "end_time": "2024-10-11T06:53:27.621013", + "exception": false, + "start_time": "2024-10-11T06:53:27.276259", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:21.112942Z", + "start_time": "2024-10-14T08:51:21.029602Z" + } + }, + "source": [ + "## visualizing data points using plotly express\n", + "plot = px.scatter(\n", + " df,\n", + " x='Experience Years',\n", + " y='Salary',\n", + " title='Salary vs YearsExperience')\n", + "plot.show()" + ], + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "data": [ + { + "hovertemplate": "Experience Years=%{x}
Salary=%{y}", + "legendgroup": "", + "marker": { + "color": "#636efa", + "symbol": "circle" + }, + "mode": "markers", + "name": "", + "orientation": "v", + "showlegend": false, + "x": [ + 1.1, + 1.2, + 1.3, + 1.5, + 2.0, + 2.2, + 2.5, + 2.9, + 3.0, + 3.2, + 3.2, + 3.5, + 3.7, + 3.8, + 3.9, + 4.0, + 4.0, + 4.1, + 4.3, + 4.5, + 4.7, + 4.9, + 5.1, + 5.3, + 5.5, + 5.9, + 6.0, + 6.2, + 6.5, + 6.8, + 7.1, + 7.9, + 8.2, + 8.5, + 8.7, + 9.0, + 9.5, + 9.6, + 10.3, + 10.5 + ], + "xaxis": "x", + "y": [ + 39343, + 42774, + 46205, + 37731, + 43525, + 39891, + 48266, + 56642, + 60150, + 54445, + 64445, + 60000, + 57189, + 60200, + 63218, + 55794, + 56957, + 57081, + 59095, + 61111, + 64500, + 67938, + 66029, + 83088, + 82200, + 81363, + 93940, + 91000, + 90000, + 91738, + 98273, + 101302, + 113812, + 111620, + 109431, + 105582, + 116969, + 112635, + 122391, + 121872 + ], + "yaxis": "y", + "type": "scatter" + } + ], + "layout": { + "template": { + "data": { + "histogram2dcontour": [ + { + "type": "histogram2dcontour", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ] + } + ], + "choropleth": [ + { + "type": "choropleth", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + ], + "histogram2d": [ + { + "type": "histogram2d", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ] + } + ], + "heatmap": [ + { + "type": "heatmap", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ] + } + ], + "heatmapgl": [ + { + "type": "heatmapgl", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ] + } + ], + "contourcarpet": [ + { + "type": "contourcarpet", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + ], + "contour": [ + { + "type": "contour", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ] + } + ], + "surface": [ + { + "type": "surface", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ] + } + ], + "mesh3d": [ + { + "type": "mesh3d", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + ], + "scatter": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scatter" + } + ], + "parcoords": [ + { + "type": "parcoords", + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "scatterpolargl": [ + { + "type": "scatterpolargl", + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "bar": [ + { + "error_x": { + "color": "#f2f5fa" + }, + "error_y": { + "color": "#f2f5fa" + }, + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "scattergeo": [ + { + "type": "scattergeo", + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "scatterpolar": [ + { + "type": "scatterpolar", + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "scattergl": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scattergl" + } + ], + "scatter3d": [ + { + "type": "scatter3d", + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "scattermapbox": [ + { + "type": "scattermapbox", + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "scatterternary": [ + { + "type": "scatterternary", + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "scattercarpet": [ + { + "type": "scattercarpet", + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "baxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "type": "carpet" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#506784" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "header": { + "fill": { + "color": "#2a3f5f" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "type": "table" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ] + }, + "layout": { + "autotypenumbers": "strict", + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#f2f5fa" + }, + "hovermode": "closest", + "hoverlabel": { + "align": "left" + }, + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", + "polar": { + "bgcolor": "rgb(17,17,17)", + "angularaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "radialaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "ternary": { + "bgcolor": "rgb(17,17,17)", + "aaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "baxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "caxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "sequential": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ], + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ] + }, + "xaxis": { + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "automargin": true, + "zerolinewidth": 2 + }, + "yaxis": { + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "automargin": true, + "zerolinewidth": 2 + }, + "scene": { + "xaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3", + "gridwidth": 2 + }, + "yaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3", + "gridwidth": 2 + }, + "zaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3", + "gridwidth": 2 + } + }, + "shapedefaults": { + "line": { + "color": "#f2f5fa" + } + }, + "annotationdefaults": { + "arrowcolor": "#f2f5fa", + "arrowhead": 0, + "arrowwidth": 1 + }, + "geo": { + "bgcolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "subunitcolor": "#506784", + "showland": true, + "showlakes": true, + "lakecolor": "rgb(17,17,17)" + }, + "title": { + "x": 0.05 + }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "borderwidth": 1, + "bordercolor": "rgb(17,17,17)", + "tickwidth": 0 + }, + "mapbox": { + "style": "dark" + } + } + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0.0, + 1.0 + ], + "title": { + "text": "Experience Years" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0.0, + 1.0 + ], + "title": { + "text": "Salary" + } + }, + "legend": { + "tracegroupgap": 0 + }, + "title": { + "text": "Salary vs YearsExperience" + } + }, + "config": { + "plotlyServerURL": "https://plot.ly" + } + }, + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 47 + }, + { + "cell_type": "code", + "id": "d330af49", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:27.642903Z", + "iopub.status.busy": "2024-10-11T06:53:27.641614Z", + "iopub.status.idle": "2024-10-11T06:53:27.648954Z", + "shell.execute_reply": "2024-10-11T06:53:27.647704Z" + }, + "papermill": { + "duration": 0.020847, + "end_time": "2024-10-11T06:53:27.651666", + "exception": false, + "start_time": "2024-10-11T06:53:27.630819", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:21.232921Z", + "start_time": "2024-10-14T08:51:21.222837Z" + } + }, + "source": [ + "## independent and dependent features\n", + "X = df[['Experience Years']] ## avoiding series datatype for the input features\n", + "y = df['Salary']" + ], + "outputs": [], + "execution_count": 48 + }, + { + "cell_type": "code", + "id": "51d8b91f", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:27.671913Z", + "iopub.status.busy": "2024-10-11T06:53:27.671436Z", + "iopub.status.idle": "2024-10-11T06:53:29.216877Z", + "shell.execute_reply": "2024-10-11T06:53:29.215266Z" + }, + "papermill": { + "duration": 1.559711, + "end_time": "2024-10-11T06:53:29.220718", + "exception": false, + "start_time": "2024-10-11T06:53:27.661007", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:21.359255Z", + "start_time": "2024-10-14T08:51:21.354917Z" + } + }, + "source": [ + "## Performing train test split\n", + "from sklearn.model_selection import train_test_split" + ], + "outputs": [], + "execution_count": 49 + }, + { + "cell_type": "code", + "id": "e4c6a340", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:29.242247Z", + "iopub.status.busy": "2024-10-11T06:53:29.241610Z", + "iopub.status.idle": "2024-10-11T06:53:29.251767Z", + "shell.execute_reply": "2024-10-11T06:53:29.250370Z" + }, + "papermill": { + "duration": 0.02336, + "end_time": "2024-10-11T06:53:29.254252", + "exception": false, + "start_time": "2024-10-11T06:53:29.230892", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:21.503973Z", + "start_time": "2024-10-14T08:51:21.479824Z" + } + }, + "source": "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)", + "outputs": [], + "execution_count": 50 + }, + { + "cell_type": "code", + "id": "f95be211", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:29.274488Z", + "iopub.status.busy": "2024-10-11T06:53:29.274034Z", + "iopub.status.idle": "2024-10-11T06:53:29.279238Z", + "shell.execute_reply": "2024-10-11T06:53:29.278221Z" + }, + "papermill": { + "duration": 0.018007, + "end_time": "2024-10-11T06:53:29.281564", + "exception": false, + "start_time": "2024-10-11T06:53:29.263557", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:21.611768Z", + "start_time": "2024-10-14T08:51:21.607366Z" + } + }, + "source": [ + "## Standardization \n", + "from sklearn.preprocessing import StandardScaler" + ], + "outputs": [], + "execution_count": 51 + }, + { + "cell_type": "code", + "id": "e2520f4e", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:29.302006Z", + "iopub.status.busy": "2024-10-11T06:53:29.301536Z", + "iopub.status.idle": "2024-10-11T06:53:29.312029Z", + "shell.execute_reply": "2024-10-11T06:53:29.310674Z" + }, + "papermill": { + "duration": 0.023664, + "end_time": "2024-10-11T06:53:29.314546", + "exception": false, + "start_time": "2024-10-11T06:53:29.290882", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:21.718067Z", + "start_time": "2024-10-14T08:51:21.699374Z" + } + }, + "source": [ + "scaler = StandardScaler()\n", + "X_train = scaler.fit_transform(X_train)\n", + "X_test = scaler.transform(X_test) ## avoiding data leakage" + ], + "outputs": [], + "execution_count": 52 + }, + { + "cell_type": "code", + "id": "5c5f8730", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:29.334934Z", + "iopub.status.busy": "2024-10-11T06:53:29.334454Z", + "iopub.status.idle": "2024-10-11T06:53:29.439571Z", + "shell.execute_reply": "2024-10-11T06:53:29.438326Z" + }, + "papermill": { + "duration": 0.118692, + "end_time": "2024-10-11T06:53:29.442476", + "exception": false, + "start_time": "2024-10-11T06:53:29.323784", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:21.732914Z", + "start_time": "2024-10-14T08:51:21.727385Z" + } + }, + "source": [ + "## Applying Linear Regression\n", + "from sklearn.linear_model import LinearRegression\n", + "\n", + "regression = LinearRegression()" + ], + "outputs": [], + "execution_count": 53 + }, + { + "cell_type": "code", + "id": "705c1d05", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:29.462920Z", + "iopub.status.busy": "2024-10-11T06:53:29.462424Z", + "iopub.status.idle": "2024-10-11T06:53:29.487318Z", + "shell.execute_reply": "2024-10-11T06:53:29.486148Z" + }, + "papermill": { + "duration": 0.037913, + "end_time": "2024-10-11T06:53:29.489746", + "exception": false, + "start_time": "2024-10-11T06:53:29.451833", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:21.797845Z", + "start_time": "2024-10-14T08:51:21.762181Z" + } + }, + "source": [ + "regression.fit(X_train, y_train)" + ], + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression()" + ], + "text/html": [ + "
LinearRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 54 + }, + { + "cell_type": "code", + "id": "2616189d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:29.510974Z", + "iopub.status.busy": "2024-10-11T06:53:29.510509Z", + "iopub.status.idle": "2024-10-11T06:53:29.517580Z", + "shell.execute_reply": "2024-10-11T06:53:29.516331Z" + }, + "papermill": { + "duration": 0.02077, + "end_time": "2024-10-11T06:53:29.520179", + "exception": false, + "start_time": "2024-10-11T06:53:29.499409", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:21.807443Z", + "start_time": "2024-10-14T08:51:21.800618Z" + } + }, + "source": [ + "print(\"Coefficient or slope: \", regression.coef_)\n", + "print(\"Intercept: \", regression.intercept_)" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Coefficient or slope: [24735.17118781]\n", + "Intercept: 74915.20000000001\n" + ] + } + ], + "execution_count": 55 + }, + { + "cell_type": "code", + "id": "f47a332a", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:29.541871Z", + "iopub.status.busy": "2024-10-11T06:53:29.540782Z", + "iopub.status.idle": "2024-10-11T06:53:29.851685Z", + "shell.execute_reply": "2024-10-11T06:53:29.850303Z" + }, + "papermill": { + "duration": 0.324607, + "end_time": "2024-10-11T06:53:29.854417", + "exception": false, + "start_time": "2024-10-11T06:53:29.529810", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T09:14:15.104253Z", + "start_time": "2024-10-14T09:14:15.004954Z" + } + }, + "source": [ + "## plotting Training data for best fit line using plotly\n", + "plot = px.scatter(\n", + " x=X_train.flatten(),\n", + " y=y_train,\n", + " title='Salary vs YearsExperience',\n", + " labels={'x': 'Experience Years', 'y': 'Salary'}\n", + ")\n", + "plot.add_scatter(x=X_train.flatten(), y=regression.predict(X_train), mode='lines', name='Best Fit Line')\n", + "plot.show()" + ], + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "data": [ + { + "hovertemplate": "Experience Years=%{x}
Salary=%{y}", + "legendgroup": "", + "marker": { + "color": "#636efa", + "symbol": "circle" + }, + "mode": "markers", + "name": "", + "orientation": "v", + "showlegend": false, + "x": [ + 0.30529105077526536, + -0.7293773639860952, + -0.4994510495946819, + 1.0717120987466435, + 1.3782805179351942, + -0.806019468783233, + -0.38448789239897524, + 0.1520068411809896, + -1.534119464356042, + 1.3016384131380567, + -1.1125878879717843, + -0.6144142067903885, + -1.4957984119574734, + 0.6501805223623853, + -0.07791947321042371, + -1.4574773595589046, + 0.7651436795580919, + 1.6848489371237458, + -1.3808352547617666, + 1.4932436751309013, + 0.07536473638385172, + 1.1866752559423497, + -0.7293773639860952, + -0.0012773684132861703, + -0.30784578760183734, + -0.1545615780075616, + -0.844340521181802, + -0.461129997196113, + 0.5352173651666786, + 1.9914173563122974 + ], + "xaxis": "x", + "y": [ + 81363, + 54445, + 60200, + 101302, + 109431, + 60150, + 57081, + 82200, + 39343, + 111620, + 39891, + 60000, + 42774, + 91738, + 67938, + 46205, + 98273, + 116969, + 37731, + 105582, + 83088, + 113812, + 64445, + 66029, + 59095, + 64500, + 56642, + 63218, + 90000, + 122391 + ], + "yaxis": "y", + "type": "scatter" + }, + { + "mode": "lines", + "name": "Best Fit Line", + "x": [ + 0.30529105077526536, + -0.7293773639860952, + -0.4994510495946819, + 1.0717120987466435, + 1.3782805179351942, + -0.806019468783233, + -0.38448789239897524, + 0.1520068411809896, + -1.534119464356042, + 1.3016384131380567, + -1.1125878879717843, + -0.6144142067903885, + -1.4957984119574734, + 0.6501805223623853, + -0.07791947321042371, + -1.4574773595589046, + 0.7651436795580919, + 1.6848489371237458, + -1.3808352547617666, + 1.4932436751309013, + 0.07536473638385172, + 1.1866752559423497, + -0.7293773639860952, + -0.0012773684132861703, + -0.30784578760183734, + -0.1545615780075616, + -0.844340521181802, + -0.461129997196113, + 0.5352173651666786, + 1.9914173563122974 + ], + "y": [ + 82466.62640303231, + 56873.926041291044, + 62561.192788344655, + 101424.18222654435, + 109007.20455594914, + 54978.17045893984, + 65404.82616187146, + 78675.11523832989, + 36968.49242660341, + 107111.44897359796, + 47395.148129535024, + 59717.55941481785, + 37916.370217779, + 90997.52652361272, + 72987.84849127628, + 38864.2480089546, + 93841.15989713951, + 116590.22688535397, + 40760.00359130581, + 111850.83792947597, + 76779.35965597868, + 104267.81560007113, + 56873.926041291044, + 74883.60407362747, + 67300.58174422267, + 71092.09290892507, + 54030.29266776424, + 63509.07057952025, + 88153.8931500859, + 124173.2492147588 + ], + "type": "scatter" + } + ], + "layout": { + "template": { + "data": { + "histogram2dcontour": [ + { + "type": "histogram2dcontour", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ] + } + ], + "choropleth": [ + { + "type": "choropleth", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + ], + "histogram2d": [ + { + "type": "histogram2d", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ] + } + ], + "heatmap": [ + { + "type": "heatmap", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ] + } + ], + "heatmapgl": [ + { + "type": "heatmapgl", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ] + } + ], + "contourcarpet": [ + { + "type": "contourcarpet", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + ], + "contour": [ + { + "type": "contour", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ] + } + ], + "surface": [ + { + "type": "surface", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ] + } + ], + "mesh3d": [ + { + "type": "mesh3d", + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + ], + "scatter": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scatter" + } + ], + "parcoords": [ + { + "type": "parcoords", + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "scatterpolargl": [ + { + "type": "scatterpolargl", + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "bar": [ + { + "error_x": { + "color": "#f2f5fa" + }, + "error_y": { + "color": "#f2f5fa" + }, + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "scattergeo": [ + { + "type": "scattergeo", + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "scatterpolar": [ + { + "type": "scatterpolar", + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "scattergl": [ + { + "marker": { + "line": { + "color": "#283442" + } + }, + "type": "scattergl" + } + ], + "scatter3d": [ + { + "type": "scatter3d", + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "scattermapbox": [ + { + "type": "scattermapbox", + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "scatterternary": [ + { + "type": "scatterternary", + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "scattercarpet": [ + { + "type": "scattercarpet", + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + } + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "baxis": { + "endlinecolor": "#A2B1C6", + "gridcolor": "#506784", + "linecolor": "#506784", + "minorgridcolor": "#506784", + "startlinecolor": "#A2B1C6" + }, + "type": "carpet" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#506784" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "header": { + "fill": { + "color": "#2a3f5f" + }, + "line": { + "color": "rgb(17,17,17)" + } + }, + "type": "table" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "rgb(17,17,17)", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ] + }, + "layout": { + "autotypenumbers": "strict", + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#f2f5fa" + }, + "hovermode": "closest", + "hoverlabel": { + "align": "left" + }, + "paper_bgcolor": "rgb(17,17,17)", + "plot_bgcolor": "rgb(17,17,17)", + "polar": { + "bgcolor": "rgb(17,17,17)", + "angularaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "radialaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "ternary": { + "bgcolor": "rgb(17,17,17)", + "aaxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "baxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + }, + "caxis": { + "gridcolor": "#506784", + "linecolor": "#506784", + "ticks": "" + } + }, + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "sequential": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0.0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1.0, + "#f0f921" + ] + ], + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ] + }, + "xaxis": { + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "automargin": true, + "zerolinewidth": 2 + }, + "yaxis": { + "gridcolor": "#283442", + "linecolor": "#506784", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "#283442", + "automargin": true, + "zerolinewidth": 2 + }, + "scene": { + "xaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3", + "gridwidth": 2 + }, + "yaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3", + "gridwidth": 2 + }, + "zaxis": { + "backgroundcolor": "rgb(17,17,17)", + "gridcolor": "#506784", + "linecolor": "#506784", + "showbackground": true, + "ticks": "", + "zerolinecolor": "#C8D4E3", + "gridwidth": 2 + } + }, + "shapedefaults": { + "line": { + "color": "#f2f5fa" + } + }, + "annotationdefaults": { + "arrowcolor": "#f2f5fa", + "arrowhead": 0, + "arrowwidth": 1 + }, + "geo": { + "bgcolor": "rgb(17,17,17)", + "landcolor": "rgb(17,17,17)", + "subunitcolor": "#506784", + "showland": true, + "showlakes": true, + "lakecolor": "rgb(17,17,17)" + }, + "title": { + "x": 0.05 + }, + "updatemenudefaults": { + "bgcolor": "#506784", + "borderwidth": 0 + }, + "sliderdefaults": { + "bgcolor": "#C8D4E3", + "borderwidth": 1, + "bordercolor": "rgb(17,17,17)", + "tickwidth": 0 + }, + "mapbox": { + "style": "dark" + } + } + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0.0, + 1.0 + ], + "title": { + "text": "Experience Years" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0.0, + 1.0 + ], + "title": { + "text": "Salary" + } + }, + "legend": { + "tracegroupgap": 0 + }, + "title": { + "text": "Salary vs YearsExperience" + } + }, + "config": { + "plotlyServerURL": "https://plot.ly" + } + }, + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 62 + }, + { + "cell_type": "code", + "id": "f8f1984d", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:29.877448Z", + "iopub.status.busy": "2024-10-11T06:53:29.876485Z", + "iopub.status.idle": "2024-10-11T06:53:29.882358Z", + "shell.execute_reply": "2024-10-11T06:53:29.881190Z" + }, + "papermill": { + "duration": 0.020056, + "end_time": "2024-10-11T06:53:29.884895", + "exception": false, + "start_time": "2024-10-11T06:53:29.864839", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:21.991928Z", + "start_time": "2024-10-14T08:51:21.980645Z" + } + }, + "source": [ + "## Prediction\n", + "y_pred = regression.predict(X_test)" + ], + "outputs": [], + "execution_count": 57 + }, + { + "cell_type": "code", + "id": "bb18f8d8", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:29.907171Z", + "iopub.status.busy": "2024-10-11T06:53:29.906681Z", + "iopub.status.idle": "2024-10-11T06:53:29.912108Z", + "shell.execute_reply": "2024-10-11T06:53:29.910849Z" + }, + "papermill": { + "duration": 0.019599, + "end_time": "2024-10-11T06:53:29.914719", + "exception": false, + "start_time": "2024-10-11T06:53:29.895120", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:22.006944Z", + "start_time": "2024-10-14T08:51:21.998956Z" + } + }, + "source": [ + "## Performance Metrics\n", + "from sklearn.metrics import mean_absolute_error, mean_squared_error" + ], + "outputs": [], + "execution_count": 58 + }, + { + "cell_type": "code", + "id": "3fad59fc", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:29.937896Z", + "iopub.status.busy": "2024-10-11T06:53:29.937407Z", + "iopub.status.idle": "2024-10-11T06:53:29.946870Z", + "shell.execute_reply": "2024-10-11T06:53:29.945471Z" + }, + "papermill": { + "duration": 0.023633, + "end_time": "2024-10-11T06:53:29.949342", + "exception": false, + "start_time": "2024-10-11T06:53:29.925709", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:22.028562Z", + "start_time": "2024-10-14T08:51:22.018671Z" + } + }, + "source": [ + "mse = mean_squared_error(y_test, y_pred)\n", + "mae = mean_absolute_error(y_test, y_pred)\n", + "rmse = np.sqrt(mse)\n", + "print(\"MSE: \", mse)\n", + "print(\"MAE: \", mae)\n", + "print(\"RMSE ou Ă©cart quadratique moyen: \", rmse)" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE: 40884772.62082657\n", + "MAE: 5793.506861825283\n", + "RMSE ou Ă©cart quadratique moyen: 6394.120160024096\n" + ] + } + ], + "execution_count": 59 + }, + { + "cell_type": "code", + "id": "680ac339", + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-11T06:53:29.972786Z", + "iopub.status.busy": "2024-10-11T06:53:29.971645Z", + "iopub.status.idle": "2024-10-11T06:53:29.980174Z", + "shell.execute_reply": "2024-10-11T06:53:29.979078Z" + }, + "papermill": { + "duration": 0.022899, + "end_time": "2024-10-11T06:53:29.982572", + "exception": false, + "start_time": "2024-10-11T06:53:29.959673", + "status": "completed" + }, + "tags": [], + "ExecuteTime": { + "end_time": "2024-10-14T08:51:22.088016Z", + "start_time": "2024-10-14T08:51:22.077206Z" + } + }, + "source": [ + "from sklearn.metrics import r2_score\n", + "\n", + "## printing R-square\n", + "score = r2_score(y_test, y_pred)\n", + "print(score)\n", + "\n", + "## printing adjusted R-square\n", + "print((1 - (1 - score) * (len(y_test) - 1) / (len(y_test) - X_test.shape[1] - 1)))" + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9426749383532557\n", + "0.9355093056474126\n" + ] + } + ], + "execution_count": 60 + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [ + { + "datasetId": 2799910, + "sourceId": 4832081, + "sourceType": "datasetVersion" + } + ], + "dockerImageVersionId": 30786, + "isGpuEnabled": false, + "isInternetEnabled": false, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.14" + }, + "papermill": { + "default_parameters": {}, + "duration": 7.575242, + "end_time": "2024-10-11T06:53:30.655635", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2024-10-11T06:53:23.080393", + "version": "2.6.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/advertising.csv b/advertising.csv new file mode 100644 index 0000000..358aad4 --- /dev/null +++ b/advertising.csv @@ -0,0 +1,201 @@ +TV,Radio,Newspaper,Sales +230.1,37.8,69.2,22.1 +44.5,39.3,45.1,10.4 +17.2,45.9,69.3,12 +151.5,41.3,58.5,16.5 +180.8,10.8,58.4,17.9 +8.7,48.9,75,7.2 +57.5,32.8,23.5,11.8 +120.2,19.6,11.6,13.2 +8.6,2.1,1,4.8 +199.8,2.6,21.2,15.6 +66.1,5.8,24.2,12.6 +214.7,24,4,17.4 +23.8,35.1,65.9,9.2 +97.5,7.6,7.2,13.7 +204.1,32.9,46,19 +195.4,47.7,52.9,22.4 +67.8,36.6,114,12.5 +281.4,39.6,55.8,24.4 +69.2,20.5,18.3,11.3 +147.3,23.9,19.1,14.6 +218.4,27.7,53.4,18 +237.4,5.1,23.5,17.5 +13.2,15.9,49.6,5.6 +228.3,16.9,26.2,20.5 +62.3,12.6,18.3,9.7 +262.9,3.5,19.5,17 +142.9,29.3,12.6,15 +240.1,16.7,22.9,20.9 +248.8,27.1,22.9,18.9 +70.6,16,40.8,10.5 +292.9,28.3,43.2,21.4 +112.9,17.4,38.6,11.9 +97.2,1.5,30,13.2 +265.6,20,0.3,17.4 +95.7,1.4,7.4,11.9 +290.7,4.1,8.5,17.8 +266.9,43.8,5,25.4 +74.7,49.4,45.7,14.7 +43.1,26.7,35.1,10.1 +228,37.7,32,21.5 +202.5,22.3,31.6,16.6 +177,33.4,38.7,17.1 +293.6,27.7,1.8,20.7 +206.9,8.4,26.4,17.9 +25.1,25.7,43.3,8.5 +175.1,22.5,31.5,16.1 +89.7,9.9,35.7,10.6 +239.9,41.5,18.5,23.2 +227.2,15.8,49.9,19.8 +66.9,11.7,36.8,9.7 +199.8,3.1,34.6,16.4 +100.4,9.6,3.6,10.7 +216.4,41.7,39.6,22.6 +182.6,46.2,58.7,21.2 +262.7,28.8,15.9,20.2 +198.9,49.4,60,23.7 +7.3,28.1,41.4,5.5 +136.2,19.2,16.6,13.2 +210.8,49.6,37.7,23.8 +210.7,29.5,9.3,18.4 +53.5,2,21.4,8.1 +261.3,42.7,54.7,24.2 +239.3,15.5,27.3,20.7 +102.7,29.6,8.4,14 +131.1,42.8,28.9,16 +69,9.3,0.9,11.3 +31.5,24.6,2.2,11 +139.3,14.5,10.2,13.4 +237.4,27.5,11,18.9 +216.8,43.9,27.2,22.3 +199.1,30.6,38.7,18.3 +109.8,14.3,31.7,12.4 +26.8,33,19.3,8.8 +129.4,5.7,31.3,11 +213.4,24.6,13.1,17 +16.9,43.7,89.4,8.7 +27.5,1.6,20.7,6.9 +120.5,28.5,14.2,14.2 +5.4,29.9,9.4,5.3 +116,7.7,23.1,11 +76.4,26.7,22.3,11.8 +239.8,4.1,36.9,17.3 +75.3,20.3,32.5,11.3 +68.4,44.5,35.6,13.6 +213.5,43,33.8,21.7 +193.2,18.4,65.7,20.2 +76.3,27.5,16,12 +110.7,40.6,63.2,16 +88.3,25.5,73.4,12.9 +109.8,47.8,51.4,16.7 +134.3,4.9,9.3,14 +28.6,1.5,33,7.3 +217.7,33.5,59,19.4 +250.9,36.5,72.3,22.2 +107.4,14,10.9,11.5 +163.3,31.6,52.9,16.9 +197.6,3.5,5.9,16.7 +184.9,21,22,20.5 +289.7,42.3,51.2,25.4 +135.2,41.7,45.9,17.2 +222.4,4.3,49.8,16.7 +296.4,36.3,100.9,23.8 +280.2,10.1,21.4,19.8 +187.9,17.2,17.9,19.7 +238.2,34.3,5.3,20.7 +137.9,46.4,59,15 +25,11,29.7,7.2 +90.4,0.3,23.2,12 +13.1,0.4,25.6,5.3 +255.4,26.9,5.5,19.8 +225.8,8.2,56.5,18.4 +241.7,38,23.2,21.8 +175.7,15.4,2.4,17.1 +209.6,20.6,10.7,20.9 +78.2,46.8,34.5,14.6 +75.1,35,52.7,12.6 +139.2,14.3,25.6,12.2 +76.4,0.8,14.8,9.4 +125.7,36.9,79.2,15.9 +19.4,16,22.3,6.6 +141.3,26.8,46.2,15.5 +18.8,21.7,50.4,7 +224,2.4,15.6,16.6 +123.1,34.6,12.4,15.2 +229.5,32.3,74.2,19.7 +87.2,11.8,25.9,10.6 +7.8,38.9,50.6,6.6 +80.2,0,9.2,11.9 +220.3,49,3.2,24.7 +59.6,12,43.1,9.7 +0.7,39.6,8.7,1.6 +265.2,2.9,43,17.7 +8.4,27.2,2.1,5.7 +219.8,33.5,45.1,19.6 +36.9,38.6,65.6,10.8 +48.3,47,8.5,11.6 +25.6,39,9.3,9.5 +273.7,28.9,59.7,20.8 +43,25.9,20.5,9.6 +184.9,43.9,1.7,20.7 +73.4,17,12.9,10.9 +193.7,35.4,75.6,19.2 +220.5,33.2,37.9,20.1 +104.6,5.7,34.4,10.4 +96.2,14.8,38.9,12.3 +140.3,1.9,9,10.3 +240.1,7.3,8.7,18.2 +243.2,49,44.3,25.4 +38,40.3,11.9,10.9 +44.7,25.8,20.6,10.1 +280.7,13.9,37,16.1 +121,8.4,48.7,11.6 +197.6,23.3,14.2,16.6 +171.3,39.7,37.7,16 +187.8,21.1,9.5,20.6 +4.1,11.6,5.7,3.2 +93.9,43.5,50.5,15.3 +149.8,1.3,24.3,10.1 +11.7,36.9,45.2,7.3 +131.7,18.4,34.6,12.9 +172.5,18.1,30.7,16.4 +85.7,35.8,49.3,13.3 +188.4,18.1,25.6,19.9 +163.5,36.8,7.4,18 +117.2,14.7,5.4,11.9 +234.5,3.4,84.8,16.9 +17.9,37.6,21.6,8 +206.8,5.2,19.4,17.2 +215.4,23.6,57.6,17.1 +284.3,10.6,6.4,20 +50,11.6,18.4,8.4 +164.5,20.9,47.4,17.5 +19.6,20.1,17,7.6 +168.4,7.1,12.8,16.7 +222.4,3.4,13.1,16.5 +276.9,48.9,41.8,27 +248.4,30.2,20.3,20.2 +170.2,7.8,35.2,16.7 +276.7,2.3,23.7,16.8 +165.6,10,17.6,17.6 +156.6,2.6,8.3,15.5 +218.5,5.4,27.4,17.2 +56.2,5.7,29.7,8.7 +287.6,43,71.8,26.2 +253.8,21.3,30,17.6 +205,45.1,19.6,22.6 +139.5,2.1,26.6,10.3 +191.1,28.7,18.2,17.3 +286,13.9,3.7,20.9 +18.7,12.1,23.4,6.7 +39.5,41.1,5.8,10.8 +75.5,10.8,6,11.9 +17.2,4.1,31.6,5.9 +166.8,42,3.6,19.6 +149.7,35.6,6,17.3 +38.2,3.7,13.8,7.6 +94.2,4.9,8.1,14 +177,9.3,6.4,14.8 +283.6,42,66.2,25.5 +232.1,8.6,8.7,18.4 diff --git a/customer_database.py b/customer_database.py new file mode 100644 index 0000000..8441b5a --- /dev/null +++ b/customer_database.py @@ -0,0 +1,69 @@ +import sqlite3 +from contextlib import contextmanager +@contextmanager +def db_ops(db_name): + """ + Context manager to handle database operations + + :param db_name: String, the path to the database on the FS + :yield: Cursor ob\href{https://www.tcl.tk/software/tcltk/}{ Tcl/Tk}ject + """ + conn = sqlite3.connect(db_name) + try: + cur = conn.cursor() + yield cur + except Exception as e: + # do something with exception + conn.rollback() + raise e + else: + conn.commit() + finally: + conn.close() + + +class Customer: + """ + Customer class containing all the method to interact with the customer table + """ + DEFAULT_DB_PATH: str = "customer.db" + + def __init__(self, path=DEFAULT_DB_PATH) -> None: + """ + Connect to database by default, or to a database file if + specified. + """ + self.path = path + + def create_table(self) -> None: + """ + Create the customer table if not exists + """ + with db_ops(self.path) as cur: + cur.execute( + """ + CREATE TABLE IF NOT EXISTS customer ( + id INT PRIMARY KEY NOT NULL, + email TEXT NOT NULL + ) + """ + ) + + def insert(self, customer_id: int, email: str) -> None: + """ + Insert a new customer in the table. + + :param customer_id: The customer id as an int + :param email: The customer email as a string + """ + with db_ops(self.path) as cur: + cur.execute( + """ + INSERT INTO customer ( + id, + email + ) VALUES ( + ?, ? + )""", + (customer_id, email), + ) diff --git a/customer_gui.py b/customer_gui.py new file mode 100644 index 0000000..7c03571 --- /dev/null +++ b/customer_gui.py @@ -0,0 +1,58 @@ +""" +GUI of the customer module +Don't forget external dependencies: + +sudo apt-get install python3-tk tk-dev + +See https://stackoverflow.com/questions/5459444/tkinter-python-may-not-be-configured-for-tk +""" +from tkinter import Tk, Label, Button, Entry, messagebox + +from customer_database import Customer + + +class CustomerGUI: + """ + GUI of the customer module + """ + + def __init__(self) -> None: + """ + Initialize the GUI + """ + self.customer = Customer() + self.customer.create_table() + self.window = Tk() + self.window.title("Customer") + self.window.geometry("400x200") + self.window.resizable(True, True) + self.window.configure(bg="#52e07c") + self.label_id = Label(self.window, text="ID") + self.label_id.grid(row=0, column=0, padx=10, pady=10) + self.entry_id = Entry(self.window) + self.entry_id.grid(row=0, column=1, padx=10, pady=10) + + self.label_email = Label(self.window, text="Email") + self.label_email.grid(row=1, column=0, padx=10, pady=10) + self.entry_email = Entry(self.window) + self.entry_email.grid(row=1, column=1, padx=10, pady=10) + + self.button_insert = Button(self.window, text="Insert", command=self.insert) + self.button_insert.grid(row=2, column=0, columnspan=2, padx=10, pady=10) + + self.window.mainloop() + + def insert(self) -> None: + """ + Insert a new customer in the database + """ + try: + customer_id = int(self.entry_id.get()) + email = self.entry_email.get() + self.customer.insert(customer_id, email) + messagebox.showinfo("Success", "Customer inserted") + except Exception as e: + messagebox.showerror("Error", str(e)) + + +gui = CustomerGUI() diff --git a/doc/image/inheritance-or-composition.png b/doc/image/inheritance-or-composition.png new file mode 100644 index 0000000000000000000000000000000000000000..9d5a60a493b0544caa174fdf3f16b518a60de3a9 GIT binary patch literal 124550 zcmbrmWmr^QA2+JE4I@hGfPjF6Fo1M}k`mG}v_p4yio%eB)F9nmLpO*cIdnJDJ#^RE z>h1G9*ZW@Q!@17>=4Q{j)?Rz9_5al}P+nHzAr>*#jT<)}O1>3Uym901n;SQ7(ck|E zxKn#>t8(M!@;gb0CI=M1|*qZ~f+l0!`oR=dnEBb8>({EoE@k)Yo&$aOeSJWTyi46*@87rX~FMwn;uOb8N2^thupGK*+{+845nr|Wn%5Dw6)Ddfika3cBhjI+Tk1G(@lq%X5sPhs>68lZ> zr^?oc&KT0oLFQMlIHH0^{%t=B-*S1Jf7$u!5`8XrpYd7Ccqk};Kh1AXfOV{(8Db?E9Em=9 zH^);kNUQNv=<}P~(01gXE~eZvgz~Cdj_Ul-)=zaN1tUB`+bzG4Ucr-1P(_j=1W?;Vq$0U$O3mxVdH8IC(8zRNtqf`Vg83EBUBM`V_U;dW_5y zhYttfud6L0QWJG@+rN^o{;*Pu`TX~@@S4C4Q!YAJYkbR*$TzVU7m!@sOOd1(dj&CV z{scxHjj_pO%Y!%B3VvGjcTm^ff(-PQiH+CyB*RR7pHtv)wj(#WVONo{>UVDyY&wQi zPaRd7@cx~}t1e)K-aF@8w$UBuc#5Z~=m3!UM!S6Rk&2I=23&0E!8Ml}SS^tbR}eud z6Yxa#DaDyM^_ZKt4ZgWP1!_Iyb_fNT86h-3wgms5kEJy;rdqRJKFxlDwhT|z&H2Z0 zw=kXIu$#XJ{dHR*YEO;HEt3khw;cyY80+@GG;D}|C7n4#Z|Jhv8${lXM{V;3=EyR) znImQRAzFPM|MAN{rXf9={b%D_m^G2VbA+@6N1Cc?PYt%*=qqjv{b#!!SP{j*7 zt0+G#(1vAgue$M?sohGKDrBQ1q7`1Fg399Gk7OJ~p#7Z~2Ikvt0_0 zS&!M7;IE!)Y^?d(N(eVmx%-cq*eOwZ{&k0s0=~{AX)Q<8Ai@>a;`nE!zw{cxIZxmE zVO+zS9FImm#Z5LnbEBtH45-rhvrLe0;hFXgM;}Jokz;dr7C?-*nqW{m|49URq`EB% z|L!%jwC9#nrOlD@l3cR1xm${rFudgfx!R9$Ci8okRv%ao*A24OqZ|^cr;^v$XQj4%@?SQTdfp-8?G%0HwL>We zT1?RCD&eBACgeUo3}Y}})!;|hY*Pwdza@>4`1~M9V?EB)WvlQoWK639k%2Y-T@gMf z;$Q?lFsZZ&4DQKnET!i^$%VnCs!s5e8tD-Hlug7;+X>%)XfpnJO=u1dnxCi(S=~!` zhnbv=)&9Qq`j;;Qwh5MdPt7ks*ko6BBFAtSR9Fi}Oa0gn^&(*lQ9_>juWxtTfr;L= z7psmh+D>wl_3lxd!kT-AqNfjx1qQ19x1CwG?;r+VouN;ng6QWSH6n{MeF)Gm5$y#x~fTjAIG%A%kE-1*Qy-aJi1>l3MV9purhC$${Ib;DGyZk zXJK!%bs9Py$vf1IQV)3_w@lGVqU>CzVFVu>WG%T&$xdj~GN#X&Pb91Sbn#gca|;eL3asA=a_ zXuc;Lc0%3NXbv)hHd9 zfKenXM5B7=n&{=HJY7V9U>u#BUDT?#Uz#=>CE>1Wdg3L7C+3Su!hI)xZ~56i(eMve zYqT>R(+Y+}sfRDrl=Ml_o6>LhZR2Uf67p*6;5j26B^N*^T?PTK?pTFNYV-pnrj4jh{H*Wpo6uWzU@1GL=ftnTK zy@Z8H;>|C)n50LQhRsC|KHz$UQ}*-KSOzFx;oxWcAia9DpjkW(Z@+3YfEqV7|YD{?UMb%$-q?@19R=XRp6xRFBY~~Op96cqp*wxX0zWV zJWv+G@)gF2+fCq@0t!wZlI97wsS!XQEORiT>~`&#Im^!}YKCgX;e^dQ4za}*@vvx> zUc6fO`X_R;;BLOoMXXX#a)@KCS}Lo9a-3Z49$oJ@o5H;!pQN)i79}=_2E1yW@GRev zrvXgF(bFUsnQzr$*z>?nZ$W_IPv_8J)YTQ1TEp1PbcH`_b;#wD^pz=h){VHF-UCLm zzf1*VRuRTLS`CtREIgxOD{zI}{fl}`T6iIeYtcfi5D{Ttm9i*DXmZ$NUJ_g7^IX*W zpqnG~<7?VUdP8|b&7XLW7u%d+etf0E4gA_GiXa21sIH!$Zw)K9g?p4~o6g8lpjR!5 z3i!G=bq#x_dBqDR%#_a93Wl=Qk#{SUNfBpThsMxA`f;s6N2pKEzXHh+ff;rYPIL_GO&2ZM8aiM50X@r4{nlerN=xfd*}-*N`DrT-27_ zpuxAa;(@l)*4?1Q44P}bNM9e@&h#l^{5vi&w|{@S4^9!V*b-70m1;~kGN&2Wm5Nd> z7Xm*t^ywR{)_*q@Bmej*2_lk+_z6Xd`dOeeY$7IiOZutadZRDI*w9fWvoJesMl-Kl z6Jo0}+0l~$l4gRmj~8jFE4SRYY)%JNe2`9($f8u%Siuwc7N7{J@O%J%xiDPyY0=)# zu#-N!{6TYGZykU`_s08&dphmk$qU5zcs>vjmR2d+VJZ6L8m*e}qW_1=K11ieeMAX{ z@6Ut-s<(9dOy}ThlgzU)rWhCtm9NO%0G)W!(_pC&hx-=&Df0T;%|LIW@GtOe6DOrV z(zapc5P8n$-n`OR9?8ke8k4cx(?9pmPo_>-L+?K9^L*4}b=3JbKreo~IZ{YsE=kAh zA6>CaS(Ajs=(Oehf|wZV6kD+BbJ}1tp^!O}d6F#LkFTakWAY2q2>UP6yYPEL^W6=vQtC`Mh&7XqeHT&<6h`C@+bgqfYWXvY?Z03nG0yp3FAje<@ z;7+NMRzBqfv^<>fg$>D4R(*(Lh+vD)Ot=~8C!)^dF3?`+fNoj~hVA|NsegpTXWfWe zX-(Qp#a-2ZS)8S^|F9n`WLCMq=w%w!KBf1_MCi^+P1-yizO1DO0O|K*WN9?uNJr(I zWWOh5cqg@e>?1*W7;*LChLwaQCpNc5w8$sonu|{XXja78&`bKQd{r| zE+{14HohyOAo60z9;1?LhhQbq@VQmiROT*ZeEiJaEH{Z`I`^hvq`|S=%c{!6nP5Sm z^;e-%%xmNN(VeawQs27xIyX5DKu4STCBd`Aql+z=-F<#MpyU_R*rhoZeRnXN5+Tf? z)!lgNsa8!3agZ)F%9)XyjeXOz-do)PR$XAAQ#a(La4lNG*xK{Y6R{`tsLR0#VNZH+ zqjQCF9794_jRu5|Tkl0{wLZsV5|RGUk4G;=gAbu>$rIS+PW}%NFo_3A13Xy+I+h~i z<%JjuxT285+Z{wNh+vf&%y!8=+J`yUgV4+jd-nX{dw{6Ac=@J`Ag!j`O)!jbd5b(r=IL)F%o%(rcg8 z=Dw3<-=^CyL3z+r8y1-BZS5ZfY7M8oY6Fp@HnNNh_m0B)3hY>^P-gY~#k*ZyG)!^~ zKqW@X?aCEc&A%~~aa49+!f`p0xuj}QyF9h*(5fH)Q_^17bs#tOUF33qFilj-{SG^)?HF0U@Ez;&mP{TtKKNF zJAuM-_R?uG8jpf;Tawuj=ZY-Gmo{Fa(ir`>hJHI=F|Ob&bP=qceUDSlSjaxih{G08FsM=xW=$M70N ze^p5AD->6TcR+fQ1t2{H2XsA~=bqZtv6a?7FEV;tTsXjyImBq&XngRZ=}YsoN2y8C zh1_#Yral*ez%yUhR0dx9s^^2(7^dfq&wQ8exgO(;HVuF1qq^>>>Yet2y01*N#h0e} zx#a&V{a_nIL2~E<|KTJKd)@ELuPk-{qZA=sNQqb>2GBqI>Wv#)^e8}PH>-=GuBOH{!M!gd6Pu4w~Vju4Q--fe{ zp;tXg?Z_|xN&`1;IGpf8RI}9|{YQ%8HHQzouKz37+_;evYykaRJb~{0x2YT5XymJy z$A7y#VG3_iJiUhvCUSt3`|d{4C%c;+`@~4^ubTXQW(an(Tts$I$n7L&H-B!FQJ>Ud zmPXL3il@GEgSoxb6R(0Nl{8)#AW}_a-ZTuR7T2Z)|G`*0EoT@){V?9;ms5%)R zt$B}{qv$JtQ2woyvvZm92t%j}XAy-DqZ_Z69Wxd#g5nP#`GA9fm3)D{0Sf=-N6`Wn zxkiu0lkm%8{t=<12~#pY)&d;yZwGtNU=j>jEbiy{c z5m4Cvodga8Aar}nbic<35b!yk|BHM~K7)b{MYUQKubHvIstoT%;XTAC&yufYUQcx& zhumfPtpD8?%uIH%cN~8`9JE0;Rbz)))YKeZEIyY}gHvN^+GkHo9_Ef23>K{YkSa znYY~5)<@2y$;bSN?DTMXdLm9UMz*1{(YMg~_#0HGfBoS$+4)>&lk>(8j^nG-%dRJr zT#&%9k#L#*vZSlZD}_ki`QYM=wbl2+;ukqncfyLNORm4|Cih%AZuESb;I$R;-1;=h zRdnI7p3il~)eI@*zC?CYC*UpI!%AATe zujTu}UcwBk_UB?4Y4N;2-I$TRrDwijhm{$mSCLn@#hxb(cSlARrJFR8vAxt-8BjD_ z=zRF&{K4<3;Ly$s>7ur%_#V4sE0(aO#9jQ>mJ0`DFCPC?nt*+67{7|-g_{Towh>ez zmstmILoj&pYWuu3TOxm2&}H7g#tE^lAl_iVWWwy&WB7n)lO4iY!5uD8c36EJ}K zBqWd#T=EbYvJCS*|EpFzOoM{`K>1?*z8C9wtluIgI78d?)73-1KWkj7yJyhz9Cxn`W-$+YEvHY;=I}?&IwCoy&MeG=Gz#%K@@xi(_ug1e zONd*}qt7{oDztXrKR`>--m_&VQ;OL8yZKk3KN%lwZa@hMl?`;)$rV2$rRQwicQqtaq{A9gi zv}=W4`X#DsJcv>-uZ@p`t${Ub zX>;hxqji!vI=sGqV)4M9t0r^Nm-5pwDsgPn8eFI#n|ALd=d_%a)}q|dyL&M|zd!VT zT+?A}SgOc}$>CVZkQni5fKxH-2g*!%_~d|VYtp&j7%xVZ?cZfl!gR7xrB6_z%#H{- zX;G|M54$Z~w=m)V6-3SvTU|sQNXjX#HNr&)VOpGre|PUzV4vP0|0;cd3y;=#w@Orz z>dJEK=i9oGE~HED$JCb7vY2RyIuGoqo+4es_euSM0B-j5G}mZu>?t;_`wYwY!i0hf zr(gpkU0Juq>?>thZF+Ux<-NiDH$vHhkVI zy#L0XG8y|Q=V*VP4hFzLoL&57%*FC|0nf?j8k8t3vg@HGxP-Xpu%}MaJM+t5%?5z- z4Ot;^T=s(Du;~6<|6+^R61_<1SvJlD zSElNuBmFN~7KDh4 z2z+CQS%Du6PcewX|N3v=et;Ohy;nzwzX1%x34Gb>JF{Q%S+!@rk{epVqw6l%V_}}G z3I?kVN4Ju%eV}ua9=qMm;c?+$&u?WvrrD!mwr62u)%N@O#X@Cv2^P-$q#Ll8WHA`W z#<*4t-@XZBI4m(Cc?xd>#&P~@0|F1imq~{a!mI{>{bd2bLP@7m5W}6n-~Ss(+Snws zkV?p|^7$)H2rVN!lkn>e83{+zU!{XaKeH?z`&kzn$vwUw7D+8V+x3o>;F$ZJS6F~6 zu@y#j+_i5Autx*35;H_IEoxr4YcYp7vSu4b(2&uv7MztWU25t9@KYDY#tPA&=<7m^ zV#p-Z0`r&EqE=R3RP9)$))P>n)8pb{el3cH0VsFFQ>-1%KTLL;$LF-fA(Q2-u@ck7W z#(lji6FA}AD~ApBd0R~Du^U=+WwTyVYqO!D?EGnej0_;uc>9r3p!ANx$jb{6 zy|bJQ%)p3bF5_t)C@e!=MLI^m3cUQ%qyr@V*laeDJKQl<^XZK7?`=4R$_Pq4c-L`R zo%9f8?l%)>Xs=e%QXI zO=s%2-WoOPlFXlWd0|zo30Thi51mR3fT5X_%6~4aJQE4VOHoZ*S|HsF`deW9!9*g? z9|%(jjT`~!9`{98J545_l5p>2v&V+uEh=3w*jYDxi;ymSNbB-+%$?k$dZR&Pn_R&D z2yXGf=@VG>cEdH>>_~VE=R;>^&*Q7}^W$fNSJTn%hsTcyv4-;O;Fv~w#PrV0sWnc+ z#oh>qoORJmx#Pl-KwYR#_2l~+5Ch#uVm^DcHOJm&Y@lQHeq^8Rp$+QhBgxfH5=e$9~&@?2j&&H%ck-Y^(6+_ ztE-qN{2?wW+9NP<*;`eA&#|eUT`?_J;UB+w_6j#vyIcN&7_*0W_M5%8y=wSi1SwzY zcA3!hu%On(#=4IgHbUu6`V-O`jr3ztL>DpxEVY>t?awUK=ghlX(X9_!e8&=QC~-}+ z!3*86jg9%Wh$r3QhEI5R$I%aibQ}zi*^SUgi^%u1b){CN4w8X-ld}@WKEC}udYg`=wYdbc~gY7{}V zk1DqYw~?#WV7lc(uUxLaAMzbu` zd!2kPy@US|1(EkR3}mpF1*?Afzi2PxY$WQRsj1enBP}DbT!65z&)C-{?%yyoUWQ2rSjwH=i$1{Hkv`)@d9Bp=0U$|p?pKa@Or0}1M) zWUqho>vjIUCQ@+FFH8hY)I?$CJwpNmXL&rVIv-knIB|RI9ODcv8wTKLZs2tb1V zmP7z#QeFFiuz~OVRPul6u#)DH*1rRrvTqEX@KX~n+6!I21;`XzxBoRARu{pDRz=KR zynH~t04VWan*3VR5DF0h0|PsON5$$e@)Q%?l5mJR`S_mwZ9bs=Z*C66=$!9OwRmF$ z3Tm7$dvyh8_UFr4#(Qe5$hpAi$ITB1W zi%U_T*LbF;v!^3wV9Vce9)31)ugY5MbgeGky8dW>{?6e1yxx#iSA4~OQO0iSQ1a}E zf4-~QFNK88GvQ&A6?h|MMbT9(pR3+|)1TpbrVxL0>U`yxP1j-;`9e@5W1+R1H|7hj z5WRErg1Pgikj+K5z4vtOev0bps;uW>>vh&iY5Z|{DgNyRbiU5@!G^uJ&Uta=a&zIV z9O*=L^*7q`*>4=~VHa-uR+im`(%Cwi05Tx1CQtppnez67|G!Lm@(+e^*aQ}$u5e_^ zsRoGFLkrjV96%9@Q=f0468dQv6JRW*YMb27a>O$x9+H^rdgDwwne!`bG9hNKjBRN} z=e54|8CY#^OIPmL;rXq=nNJmXX-11u#(03&*MKDFM~G-*T#a-Vmi*J_4WwnjuQAdKvz|N@85`R$=NLul{x1~(i<7_v6yS`3;HoUiIwkVQR z<$B|&V`45qWOnb7HG6wmjJMat-h#Gu!=?AO$HCmLF4HVkakCy^{JC{z>9$`;QC@8i zWS=`(yI5_sjy_7RR+ZM#M-}#FWd%T@U@ePVHB{JeV$I!U^0qLqv!h1ONu9~dd5ov^ zGeNKQUd?2+l|JCPz~W?AOLW!%tiGpTd9$)`K}Vji+fPO`7>AT)g| zNkF@}t8Ts5dJ9!yFl&Ew^v>ADpuJjlU6zFfRjL6SG!IGyi0D3Dt%&3!b5~07*zL!Q zIlBb+kotzSb_}Hyazp9ulD1B<4x`Vx>i=x*uZ?q2da*jdK4<o`+}hw`A~}m4xaQ znH$i*Nb#D{I7r&VadMGBo9&^PgKSx{sw@0(=Nn~dMsQNiuJ3`XRrOJ;!yaEqs-|~@ z;3hnHl6EygOHw+AH?2S>@^`*r&`z6$yDU2pOw_`nQD{WZ|83X{jH|Dr*^hr%u;nXbhFhRWWjL%jcb$F?-@7GErYP2ME#M7IEXjP85 zm(A7UXC|-{U^*G_>aCr-_ZweBwgPDqxJ1R!U|uwA{1@du14)v3m5Zt#67kQ)3T0O1 zo;pNh)_gY?-xTY78O|QoozY1ci6|~!Hiiy((D(P`#nJT>Zxe}&{afv{IZy-YzJwn@ z`JYRu#&$2>c#7bQ{llw~euu3fXXptteu?6xv)uBUi5X_6Gr1#RW3TmsE}gaDIqYYU zKF3}`o6eG!XVs+QIMh>>hCyvHR6`^qqC&TLZj}K!Ptzuot5u&>`<$!0(XcK}jJ4oCmzvuhp2WUD zk-wQWZB~@xbm*(s-XDMtWAhrrTh^L>#`99D*6#f1dz(n1)`gay5x*(cwGc5#+Dv-nX=YbXZXZ4Z+^f_8>pD3BBv$b5}kW3tSczR#%AL z9!NJ(7^WURj0Q3_N3P7*QU#)p&a+yEaO&iRtZgj-kOIGPteFc}&~;3XF&_K^tJnq- zT-^zB22jI;zj}P1Asa-0)Ycd%!#y!Dzo>eL2A`0$R``13=Z#Gf0~>q&V`T{{wgL*~ z#Ni&Ka!;mbKsZ>nG`uEaUQ65nYIbO7l<-RxHh>CR?bH3Os6Z6S$XY4@gk38|ibyWS z*op&^%rG>|2l9+m~ z1nVh<&bGtJiRN&c@_6uy*(4}<(ECSgV!W>BWo-0`Cd32ilo2JshNoezM*Z6(Aq+sR^1HnH^+yV|d0xYgo~puA)salu5i zlI*s_7eRX$35!HC$B{952CmBXYz0VY9-*yEF+}&~%pXvgf^Q7HsZEc8ma>4b0&&aA7zllFaRRN;>_9}g{^p1 zJkQGddmv`j`(bN^Tq>Y7x31h#(M-Cr@jI2N>hQqQm?hj5OM?}K=R4s{D{G*=N(6TX z{RV!k1z^?JF`dX9kE?->0hfSsz`wQtC*pV!( zv5`1hX^@JK+-0l~KG~iG=I!t~$;;Wcq_1l2 z_$}N!c%RPXh_8R}wOJ2IJJ5;>_kz!_DVTRhN(fPrrmc%o35{ZypS&+Kag_{_Z+kc7|Owt7p^D2i^I ztJA}=y6vsm{avo?qN)5QZySs13C1-~M7^sDBwUP`tLb{LU6b5vZ@fmcqSQLD*rOT( z)sGb1XDvv%?|%?&jqc4{kyaD_L889v`T4@`>U`@5ZQYF9`Eb>vdgp_#-cj;($wtbY z61J)fRVtyF3{1~bq=eA)`OLk#86l6K8_8bRRjP`|-BT~RAADL)%m?Ds2RD0@a@9Di zdPtu#p28P4SRwvA7-)n?NC3!J-#24dN$$bKVchwGPUj#hfZKCMO@DoA3KUl zN1O|7t5aYNdxdrZoOw=TFX7tLRb~JCiwbXDT6FV|6`iN~iAvlV%#)6(;(CgEgamKG z63h2?mhPS5;OkEEi%ZNHjMVVn4zME_iwyejcPiIKI1R&xB-aSx^^e^asic68WLf03>rl=%+ zy*;fIQ#4!rWK`(lcpJMdY*V|;f>lVyxV*nucWoq5_tI@`7mM2y~PRv9iZ)Fsbe*%=zHr6jNy^Y{nGy3La(gHzeEQ^XfPd)aOKY%}XN z>5e`R57;1^IbB(=A(ySMGL~q`6N`O$M$`~A7ow$bdPb{z>9jTSiMJ#p71NxU?|pI5 z;a|sqkR=pd)!CUjuy;)1nD!$(m233G9HA!oRs?6F2pKI-i=GnwT;^=8Tw!I9B5W~J zIZhhfO1SsxR>MDx>i%M_P>jw@4f}dMW@IVKYIvH?a6}+m39N4QhRnxBrCHAzUqGm;{hHYrF^3#LFyQg>yUj_cn!@bYt{pDKIEG$9<)oF2O>n`>?F3Ibw zJXbI)x|8Q;K#1o$ee9pz^&Zo;L~lyiSo^M=RgqigZNq)>nzZXbYwr0kqq~oOyn9O9 z`M~O!w#NJFFcYO!`{!hzz?^9H{T6KK4#ahnfu+;Aqn+VmH? zs`b2vd5V0hKEiY}2zl7Mpd--(czU&O`Tn|}A4bqfWY)jIC4hqC{KxP9O9z3*9cDlb zU*`Uk|G#lVg9C;2%IP5laISB#--@OZrMhwB!UyWj#=*Se}1E{{~yS9pmhRw zqoqy#{X(ELv?D`6h3t)=mOq73@_%oX0RK9%@tH1|^rOc6+YB~`yJ#C5y0w1&nrId3 z7BjJ9vVAv2+J3FGnoxCx`yUwU|iHNvha()Ea=exkG89-?WU>(;!%b$SLDJ}Aai~5H|0K;;nyjMp!k@{f@ zix=I9iY^qp^P<49M~69DWo`j~z^hm6;e%}Z30HS}@YnU3!2_%0hn zg1on5B+6{sbH?baaUI$+z6-e;OCmQU*}j@GH{yPp$i!#!_ytSNiQ_NK_rh(y;E9*l z>v|E%btZ55sAqwkzxy>7^Y{xa)_%nzTW9I)RzWKpQQaP&mL)FZFs)}IM6FY2qZzlN z$-V?t-{$h7(4j+X0e7g#-&MHSmalgt;^xS3Rm?JP)gd)Yy=Q5{^m#`$fphlPIGBRE z56Xhh;8AgDDPtCk9jW&IW@6B0j(x4Biu!olU59#JNZSK_{B?A+! z=ClSSAFsE#?a5I-aq8Y_#oGp!4+tIQ>SrSO8W6b`m*ulq{mh=Ri8@X^Pi(>7GjPA- z^g|q<`v@l1wG)uIzD-VL61K7qnAd!cLwutxi!KY@>Rwy6^)MhuOD0)HX@u)UzJ)uZ zP+N|>0SkocCwZK2G$Wg%QTk z=*lEP6H5bVCxc9~%c{^?Mi@N4&N!oTvJ*isopuhZP*|Ee#U_ zL0+!i7#$xaey;a#Uyr>g9uu?5U19>8KUD{!f#|9E>{DB|lOv1Z#9-nUDXo0RC`7@M z7sj$dokHL;usB1yM%v7Kioo*Vqh6?2fq_J}q<}k9S!v#;cy0!?uoS~Gicl4G?siyM z)sxlLPjz(;&$4xs&-W+1D>xomU3#tewYJ<5Ouf8YH157Q8t-gwZl%q8IB|wo zIWvQYX3%Juo7NZ7Iz6^ZtX`fGYDzxUJBL&6_VY%(bQ>9*9T76yllIt+W+!dZ^9?ys zsKF-Ft<%5uSrAG*-xx`}SMfih-;kR1g>?{fU5%QFDwBmOiAKuOq$j+kw};7dt%A8% z`(kAV73V&BeX+D4z${A=S!jGO5Nb73AQ>IcwRO3;PtL4W>w4@}SY2{Fb9MfG)PDvl zXj$z)$JP74Dr2Y4?sPwwj=SydM^jr{7BjBp?g>{l;>zFRqPcjfg;bc?NKF@JpK;3l z(B|csYtq*&uWJ*Isx@6F;p6(YSzh;zH{DyhI0DhQfh|98-bi6Hf*O=WH_t=ZbT{fYfqI6t>?oT(Q1tBp`5_Me89)Fe#Q?2vd`LS|k)>jML>h{LuY8Pc-ssB zP1pNL(Ue=<(V9Cat|eF5RhWU);RcjLa&W9t$;R(p`y&NNmNp&VWOMu|K~Tab z733(0(Xm5=Hn=3B&99Hqj>+roYckijuMh0@GP+j(AyTtdyWR8cadxHWu+3SwkSypG z*|S7q<00~fEzc=q^ci7h`8^<`$CJ)_kf}p5GIt$z3{23DA_@|_IdIi^gtQquiX7>^; zJQ)9vBoR2#Eabgkl1L1rc9Sj7+OFE8@c6gH(WLipNi|jPu8jBMG+qxJ#f%E=U&M9u z>71U#kQ|m`yPTlP%%q3gC6MzQ#yXRwxd(wU#}{_RZ=4FNnx?B7*2kS28zn(TE#4Mg zY79oHzq3R&AUdsHcP=pLd+2nQ0LNBpmK3ZSU;M_6)eztSEGu-+`yOEQBN89BJ<`@F=t5S8&Yx4DSU>U&Hp+0gq&Xy8ODE2x zw_yb}1E^O3c~6Y`v{YjtQZRJ+RY~@{n$CvkNw+ilY=*m;yszN6Snl-sRe6QEcaBQ8 z(KQC;YhM~&UxI{O!UMr0#Ma)!aX6J9VmG42TcP;^x9%XgWA=I`kKLdj{j72Qa2;m_ z!A8nrUq5WW7dfELe+dc&&fk=JSbJ~1yCLG|5KmvKuhdYT$97M>`9V3^qMoJnmU?J6 zAXJr)9wI;PGk863t%`s%NF==tRSvQC>k3g<(S1xJO04q;J;bA>6|R~`ckr}!ZoxYs z+!Xb>P>f}QYRvy0QTQFwUt!SFIybk$4Mz)(P_uIXn=(Pvy4Stbq=XB~@!#3xW zG5$1dPop2l#xTT=rpG12z_Tlwg~yzUGLl!G?v=rFO(8VOqzWTtl4f#(xSh?vziz!F zv^Iz*zv7NeWFEKlX5!OdHQLmR8^tHl?ru(S}RM#J5mtR`U#Iq30179Gk_<&PS!Qt?|2hs#CZ zxY6gz3fYSNw7!3@16Wy1uwZ=&baxh1N&Uk7Lg zqC1`#`cO^kY+0dDTb2YuiCYB%43EL8O2BCfI`c2aSq`7+#rK|)RiJ^uJ@q!eCfYdwfN-?9JQT{z1@{j2^z6sbh+)flg1^o`J&4~knHQtGO zLbihY{ugQi{a&cg+DfDkL*9SF=DK(jq9();NjPaIQAoiWI8i)mW8jAuE*a1KxPq9= znSgdRB*D%JZ@=z`S`rvMOaxXfD@O9X{J>&qVuY@`28!ij3tF^5`Fc9il~<77#$W9U z5-(oMBGj1!VtD(sdLH`uB06mknbZ*PEaYq&tjTHvm#@)I4E()2J9qUl+2x9RNZf07BoUge>hQU!e2`Js8pF-v8tWH}VMO*UDtL zwYo&F+m~3{g$Q46c6`9@ai3WXK|LO7w=4O6{mVOQV`7cZ&e$7^fMomsEn7zgl|8E0 zFKw&%AL)NiceQdqxU31;qKT`)vF92Hy~hy2To7=L~n4qZ($^i z=ZD&~=H4$4jh2pXcfW$|Y(W1h-*p8t?%LzI^tuZY%G6HQFeMXF2n zvUI(7KjbaYil>ROuvW~@MJWztJWIqI+;fCZ)ek5w;&nW{zAW_~-h7ajq0E&OK!&%H z$X;%}b``7_JPZpDleW8l{pPDH^CD3($_xWcMY9rKh>#)ah<@t`Y^@6k9J8cpY;<9B zo}zIZOy*<#__+|pS|$-|TZEGcv$c;&rWt)W$wqfO`4)ipft`rB>`uiki0d$+G&T^3 z#H~0)va3}NG?5{iMx$t)$k+?)jiISicS^NhewYPJ@%|OX4&*<^kzfR^=GYZ)hQ;VU z+dbUr38=@z9DAW znZDZC?9ay~n~D%`cLMvhXE-O&601|V>f@98F>grrNtyW`7stB7re*<#0*66H-N3c% z+SR?b_%aY3IrcyEO+)!(Q6`%Zkx-6Zq*WaI@CmN20P6}iGN^R14w0Hq>f}f05{6d7q6OrZCbTRq00NOSwnv z*nq>dh+I%fr{9XtD`V?x%2v$*f0hqMUvU6WRM#*zT>@td*IVI%9c5aR6UkJf7cTF-=y7{_C&2m0?V}uQ#B# zy)kjTjU10E22{ZTXid>9Ol8Ycbl)OqlhvI~^y&wslcFkIuGepohAU|2eKyK6cflyUSug_-b&S1wOZ_5m$=RN z8b%UZZR958=qAZvSN9n1lO%JLbcs>j22Z(BDf^Wwzl`Lb7+{wWpEsd>mWWH0Y!{hU z%i>m_AYakdk|$&K8d*XQ%=d*b;<=G6YhH~_k;NR{NOmhX;oFuOk)Kp+R)F}dsp#ud z-_aWQ&_~p9npo~M5dxg;bvo}+EPcC>&E21Uyg2GN#(5$XTFVHuwYQ$Nb>#uN9M8xL zJhhu^BPyfFV8_7cqh}l0qh+-Ezbt3D_DshKV~VHpUiY z<7KR7ZH1v+IX(59h3joJIIvs{?d|FFn!<1!SMre>JwQkMqVEyMEn(8~ZG+OZ z)ZxhYXh-S(&AhvG-;Uzt$i`=zMfHf46LRam5lu#r%)8e2hO{A^S06P+QHzZ2lI~6Q z^N_sZ5!;|KO$hh9o6K}FfGT1Fm-cVqL{6C=w{6OS-=x3H4;O-Wg%QYo2KkfUVZhDzA2mMx^Z3@ z?ftW>m>xGXzFE*VAw~GAfy(`$02l-2!o^2SKH-a4t!1e9K(*@hb$Fph7 z5^I0EXbk3}FZxF2XZe%#@o^HtC*$vF-FwbGsb7sDF=(*e%E9q6=e9U)_W;0;NaL5@ghfKci0*7gE*qT zy;)L>B1cU%_2lHPW5j(FC~!^Zoro@BI#3B_eB|@dfnHyUxg`0L!JF49s=Jsdn?Ap# zqEFB<+`7#wcoWJDMZi0B7!M{T@rZW=dQ_;%c<6wy z=**v(^Sw*&mki~$2dJNTGG*P5g=#~#Fu)&j<3wZEW_!-j9Ji)C6a=k7=|g(9RfVNi z0eVVrp;oc=yOmv%ZWZmL7S!zFsi#WymwqNiyuRrx8~yFGmp`FuyLe8wYcXZ4MkEsY z;1@?X{VpmZLBlvZ>K8lLr>DDYE?0F_r$FeL5-od#8F9u{9#l6EIh@0FI$tg@PMlSR z7;d(0JKNzwEULZ(qt9X)?wuIg@9ck1)@oTC5L4G2EMAr>RSu2kmO(oTN+X zWt&O(NdJ|~bxMO`MhsUMkTP#U>~?ISTJ6YMUqrtr;VPJp0@#}&2k(b!%z=0n zuSjn()0>yMpwJA3Bq5h9D7Oh!@6tf#fZo!i)zB-6|L0>@N7P9S!VTN}!mFFR!xjj*TtrYRR3hYHtA^v&m< zulUXfN!X~3J~bAgFk;To|J>H_)$c12A$izjn(A%|i$Gj7$t%hMtQ%RA%T0C4*(=0u z&81tl=TzRZwmh7uhU+QeA1+cc8ybfR>2(7NPVz~QTu-vhRV*mxVh#Fg-@)pcI%;9nhSAL)MTtPNJ(!MIeY?Y~Hf^3?# z9AQ*5WH8jY@l%ImPq~rsD7)|+gI+Tt!EEwJ;bPCt;sCCw(GNd=kdfQuiX_Pc!T*G^ zF$RXN=>1_=kIN?&|G~(R#b+6C@_hFBdk?KwQc)AXWQd_(A7_sEH%W%o-iW2d=TR7Ifi@8_GIUWdNrr zRA~aTYLjd24%3PQP1&mU$Rwzt=$9oqMF#B~gz(6vllIM?O@H3)yE)#Ssr7nnIRlwu z?Mvda{W+5$uZu7orX9C&=nGjjbvx>|!)v6@cO6%fYhb-pk`)L-)J8sj#XYT7Vv|eAZvZ$x%i8nZoNlXlG$7WE4SYm}*Si<3i{5kODs->k_Iz19 zUs2U`?k`r(Ii-|}idDXF-%YHwxpsq8-^@3eGcS!Tgh>3+mazqxx&X{n90Wb9Zxv_+h2Ke#_&0IT8y@qsW;&1utVRMA|K@way^ zwkW$-*2mK*WV2IcX<8$xJ>hQ=PRNJ*M@kq#>!SMZVVnC24*VbGzEK`^xF2j=R}qZP zvYqZ{<{P}`rn(Qun-wc&kjx0QX7r*~Ap>%gvT|JMN97@}C|X;-(+JcQ{Zn z9Q0ZG{#`d_+#Y?vnS)#AES7Oe(oZB(|085C@_P84)1#U-K+jS|=G~sk2V~%>^uQZ0 zB34xSBX-F*irKFk0Q6#k2W5QyI%i2!X!?Brb+>>=os$P0LnK79#c6?OuEUoX<=)Y( z&JGg#98q{Y^I)Wm+DaX! zlTS9J@knC7AgF0o*e)`sMqH1jS1`B@nAl8oI7O?e4_ulz??-!+rv3nEy>tmWhdsYw z`ihaNUHukcoYb7*H(HFK5fo**rr6?(CHGQO@?b73s7M?zOpf&xmq)dP>dUi7wh-L_ zSV;rT@0_<+pT32>dAie{6=#n&S^Q{98ja49^}Om(B((PMGV-AAXQFg-t9f@-8|tmI z6L9sM>znHGi$fNZrd5x_pLMMSS_$o%s>H{)l5LVKI7hj2*W7xXR_;z;Ul}`V@HiZ- zx}&KOs?V@dC-}`yF#ySuxBA`vI<(=OZ%>`f%<~Nasf^lN=n#3MtkS-yH3xqW=|h7V zo|`i5(X~k%sm7idK4eWjyjEeHN&_6f@z%ONCS+a`TYZhht-c+ngqXOxE1T^Zs=3`6 z*+>lU31PLmcoL_P&yyl=Tt{3KR@#MkO{cc>b_zM1sxHH(d2TO;G-=i#)T7QB!$a;x z##iW8r&$S(&xq;+foKL`<6s0GlZd6EAy_}V_f0beNy1bhWwn^>6nFXuS-$a!eu_01 zghy+%=7WXdR8*eH%w^eDdt8U?egY+MpJ}))Zb;!%bv|8*AZTE#U+&a3d`1uKY{ps5 z+uUu}gDjL-<}+}-9mU}p;Lo|k&qj<(@5`4`|HCR6z_0~lGd`(!1H2pmk~;yRh|0d= zC0j7N6_t>0o@9I?pNV0#q~v!ediiT@Wvs{z_??Zq z=SGSj0aO1cyTC{~H`!%tscr5(D?|LsrUyrkuysH6DSD%4%i3nBea>L_lsC&a5|kj7j|kikv(^c? z!p(GN_ckL-kZa9R391&ZKd|mxJD-oYbxyoG6cF*|zO#g=F`3*!zDFN?5AVCPQ(YACKWNANzry6h_W3CG6$-tHlY7&>`izgb_Jr z41ij|i}^f$Vt5I$8ycYi;6r~Y5JU?fBJwn7#|5n#zF&T_+i4`*5@oM*z}_9!+8KK& zkM~0MBPZY{am9zV9gzBFV2kA_Xr};LpPr6ln9#8W)V!0%)jT!tFiZ2U1^aNRTO^2J z;69w>C8t zvKbR+MHbloJfE02>#<(WHd7ZRLyoR6gLza=Fu&CfZ(!xlt9_R_7x(K^dnzx3!SQgA zdK~*1s$RXrUiX~&jUrW{v&CvxO_;f-;6R`%f-P**HFI!c>TCfS1WFfjPa*0u79Ki z`XjjTUm~fNopuzl?v9R5*V=4U9Fv+rIC5GK{1nU`PRCIc0b?6kVa;j(u71OKgXVje z@*o*@uFZAxO#uT}zB);AtZfh--XVR|A3x3>uzeT7Ox?{9F!>sIiylZ< zl$tjCwuaZFY{5woaj`&JvQzeM=eEJz#i@L9+k=ezRMBG;$=Lh`xY?~pZ5y{^bGVc< zTgAcqog>(IDB`m2*Wif`o!r*8Lm4dE_(rPHxv#+_RdWfO*gt-8DaPv~%})nb2UqKq zlb!%AACULXDEYz>qGQ-D&yG+!;6m*QdrSLvFY-sFB_}?&tDWfy_fDDa>lgn$bDRF8 zrrD{AGB1&oDeAkVna4Jso=uc%+2kbmcd3CZAhzBVr0bybt_FSLoA(j96;Wf_&x!Uh z^N{287-*Ht=_lOO_bv7`ZkBr={k)pZQEUzl~P;1hx)% z$>d`~w;!fCT-_xTSdo5_8Yon68yB8v9g!PWTP^u6y=z^Q>F9};KW??P3^RUU3DZu^ zuI;-lZVM@&Cl6?^c?I9T7WPMCt;A?G2o@s12Mc1@3^1}LeoHKvpTrsN+@sn?TTLn$q|1GNtm+~vCNi)l2Yf5vIF zeO~y^@E3IZzj73;vKW(MBEg=BZUFDP=)z@WInDM-OS|(#kxM z!l>j$9q{19tvw*k%)TrY6=53iTRey5-Q39Fam}`3Hw-?4uvM$)QM3@xm16RfLph9k z+15i~hLw&DZlW+24Z;mFvmJ8D0k*5Y2}h4;W*eBx#gsnL8~{b=bDE3e#7-P+6I^g! zxF~MkHCkd!v!r~Z_J zap)C*|3ZCl=v1)W0&tsT=>-X~O&kVw;*SO8mgb06$jjl^i;83Axw`Yo;smV5xqH3> zZVTAw0c?EbfHD+^a{vnB6Is7ySemKyRKv4k=B-H4(>dvx;qdzt9-S2!9un%l3kB!oN zw4vOU09Z(pxfHa|FHX~rmHA{OlJhYpYuYZp8hS~?5lH!wnvZy zkpc}o_v=5{jXZJpC-w3wihR}2dY1u;w3Q?`-rsjQEPB4^2=or%1MKIM9$+6e{)kmW z38(^-k;X5riPTgPOid}5*yNZqR$u8AL!9sw3MInCDp_;zMl}Q7l@-FQY(&Mo$I>kh zMWsfbdz^dSx=l11ojjD0&Bc)tMDab8#Gb6OxfLpDHInUUC#`W$ChV!l(x+Ar8=9ut zl3P6g8a`Bjqv6u}bZR9)G&2=Ay}wB2#T}~rWqL1w$*O_%eXk;SmID14P+KY9QbDa9 z2d#Vq{wN#)-yviE?6xjf{tZIIYsKuEdLS!1z3;MfFude&6Xr|gVL9Kl>Q1Oo_d>(P z+9F-gg_mFtWXUQKxXN}dVlrKGJ~Ec1#3ot!Av&nyGg`3NX{?BZ_G!ZVop42aD>o~# ze54;+R3?26vp{YD;O3PB$nUkowZrX{yDm^3hA7s6_qzM1Aisisck%d_rt#wV@`387 z_X-&C9;r#bYR|z``X+BgkX`DT@o8~93|yMP(C@2lzLIb_WYWp&m#AYxI1+&9|4(|L z^ak=a4G?#UBbW4>(OA%#bM|*8y2pd&&h*SeQ&NhCmri|Nn?rj6Y;|!AFmSveHwdOo zldV(@-}(LC68K(48SW#s=e_Nw_$B-bk4B_y!-b;U8z=o@ zmr>2sc`*bkaw8vWa(OvmDfIw=kl#ee7PL3-XEF-HWRH&>0k=qt&z1~yn^ylckU^i5 z08M4@##Jl+<}|YT)dR)lw>yExORA{?-Sy+t?1{lZy5JbJ58z4e@&(tOe!$2ORz2?Q ztbaJd8H{NT`ScG%t1(}M=P~BoaW!csAYOa zOeuQ%C6;+J&7VS30g>-r1X(_v6c$0=#4)o30_wFA`6whgH4YXxdrZz@?T4w^w+Wo#O--z-3;9(5 zSy?^5=wE&C)#vg@GF?`mC7O-G=lmC=rMRM5Mxy=q16`k?YuA5D7B>pEg0xQ}nrel9 z%x+52_dNLw7;|c){8;U2G}l`6X{jnp%&SYCv4?+dCk$ai_O25i`!)#q#J=jEDnY&A zz8qEqbZL!+_}P^XjPi6&gCTj$FCQS_E17W8B4KNh6>z$oe{LA|Ei%Q|{7YF05YzslHf;(8s=Cv7N!y)%#3T4}9lS`j|B1K|7K9l3ma%f%|Ew!>zjm%F1cDUy zyC;E%`cilf_WJS@%|}b)Z;h9XYx?}jmRqrybb3Vf_Mt8 zX5x}?ulKJ!H|=-EMrIlh`;##Hlh|Aj(op7R%MGFBUrb^>+YXoB#W7k5EpH~d98XoK zplq~+deuI$FTB|wCL`D>1hdOO*R0k}ozPa`f!t0d70uRY%n`mAyRpAs*oT^jQ%66? z)%zTaCZ-CU(cbe1h`evb-&A|xeRzN! z1Ze61TEn0p3j@Ix;8lL4*CcM|sj1nZKn?H3S@yI09qph?MF!sD;o!iJng1nhG<@&Z z`}LhKCt&s7z}-WhUE8bmAKE3{AH2!G2^(;5cz`_jH#HH~445b9_wtv?2l(^O98?SU zxeB48RHbSJn;e-QG`!=7(X_tZ6a8_@ItMV&c*^PlTKGuypFb0qzFQ)g^r8DTkH+T= zm+)PO?BC~f9q3Cry^9i+zq@M|5IX^Aw1e%|rOX-1mu~4MfK~F_eZW9e>Z_Jt-^b%pXYTYO{xkxIgOEx;e5N#`{eWN zohu2(s8ANP(31*d1feJ@KYH;o;?xESX@I=uCEe9o5Jo-!9Vw3Z(I@0*5X`$K0H?ZK z?N3WY5C8@L<2xt}N$$`2HFm}OU%%)^q*99191Oh!=B#8(XhJQp(yaG(ao) z1Z|iP)A)G127@EE)|hhi`*jr*B4)@V(DLL*xmG5J{MHI%%y7MCA3(XdAWw!3t!wRR z)1)c$YiZXEd73AJ(Fc}pKDFtAnKXi9&=TsN=ca<}o~Bkg!Z-a#<@nq)%kK4L4&|a`@DP}AJ=0QemhF7)^<#Bl?DK=l9^=}xmsMd zMI<$FT(lX}(x}r>)6fWSx790g?22L&hyu`F*XmgNWv1&i@1gdIyBL}iO@v~(6SS_~ zt@>bhhTXCk;_k+C*m{B_wvZ;oZZ@57{S0eA%?gvV!LI%0LAyKq=~w{=icv)H&R=?d zM=7fRzi@~dW_K~5S#ySU-*1|)p+@#^|G&c%5ey*V6F}JC|QsDYb{n!~;!zT&#_Sk0lFZ zEWYOQi|^PacR1N!`Y=WFD4C3Q$~q9YQ4||rmE*kgbHXkz=h0%I_fnJWUz80r-v2_` z5HGN1JEFeb6ZUX9y66wqaH|J$qqn;W!Q7lT-OJ8P%wW)?Wh{%7S zg?P$-imvCf*CF0-Q>gzh%t?d{xPJ+K1e-|so}E-(Rw{B`_KmUn^73A_w_QcA9H*Xf zi&b*&1E$~lw;wp9_<)ma+I=@10HXnx0tfH1Hx0Fd9#}z`RL&>JqwxsiApM`W}5P`V!v-QJii|xSmCHq$bRW~HAQSt`m;%A;xx|<9`wgOlkS19hQ^ZI*+^S_(0JK@^urJv6QXyBjb%1TVvXyBx7qW* zw8HJ@^%Zb%{U(io3501RruU5)}&2n(pEk`tJ_* z(nw2dQ~se^#xlRo10cj}kTnQw%mxz7uK%JS7FNWhNwz23EY4&v3sk|Cc)p|~CZ}vm zu>7L%@NvqCj;Ug>DlMOW|D6Ly9I3E+~eo(4u9!kQPWLo$ln;7=E@nFB4)t72=X+4j#^4m zH5)sh&N=o;hztO0?CT^3St~I-`l-{;A)L5bg(t83A<8H(o6{k}0S*ST|mfow8SMQ2tn@TCa<^>XLSvI9w*n?>I0!OT}`FaFgYm=r_t(f@W!;`9e6_y zq@?5r18*pGk&d7nA!fq;0&gr^!@wKxgh{070C+?E-W_=3dxxXN9e3ltO$#Cda4zm1 zxBz0prrrpoaqCvDPDP&kEPRBYV+@=`*ZZ83&Z63u6+ms|BydCFDIC|G9rVYSjQI!EX-y*8DSO(tBIXyhH8 zLnj8HbI>>3Sc?c3mqdV;7DK0bq@U}F)&aUt$+-I@>EUKGXA4xq<1G4e4Ct^UyL-X9 z+hNG3`OPGWO{F*fB_{tO+ysKhdG;K=#a{VWiQ@OTV+en^GcNn_*D9We(8NKOLvyI$ z*Cp@0W%HLBT?c=x>!hzVIV}BKUwL48U1?{L{%l*Xt!9$t(a$4-63f*UMGbeo<+l@k zW|5-zCapC1VORH8?ha5DVOKr3H!75m&yTZiS;fct%!qUQ zV{6Oe6440B**DRxUK{Px_6OTCaX*qK!9Jdg((?)6prjN!sczBNc(th`?4;FPGs*O5 zVE;M0o0sRT|E&Kns4P|_y&&6nT8a632G24GiGx-Cr%9!tFEl=OV{rJ+WaKtC1> zG4B+WPE9u$^hb;N;J(byX@R9K&LMO=exlf@`+{#Vx2`+@hshkP|7EKIZYxY6_^R$s zAb1e^iwDBWpvXzn2^n4%SO_q)u;d^V5J8Tc@5_Hp7&3DEqDJyhamQ8pOJD%J{J>Yy;*{Z(;xzMWtNBe zWmCog=w9K^1}pjTlK?&Bmp=a}{)Yl1;X8+>+X!1~PdI8$?X{3g?4z}`)krl^#GGfS zjNpvHD5c*-bN{nqt<>~61(nl)pFxnP++_aFsJueZAP9g8{Q`LOO%By8MoR`cPWgOK zwn4kXX(1wmk4eEEsDYm{;dS`cdNgG^$JWrOCP$y4y8F|*_ z-Tj4G(nuZtIokZUh6B^{nj@EWZ0$o~1s4tC#`s$|j{VNUs#&+=?FYMfT!)9p-cF?+ zPmQ*Es2fK*`bl%@tk0JQrA`}8zZagO5S(3P&D|D6{BUJteQ(_r;RriNO8;_>JaM=i ze5j;+s-=+Ntv7H*`1H{`ur;Z>Q*3fGk3a+CQPLsak00vFI)`s^jp`YohCLK`gv>=% zj*>opG6s>Wud)7Je}bOB0Tw(MfA5ncpi#Fc?c7AoUFDR#!ao?0zkGYT>5AuJ-FcmK zn*ZF>sPSd5_`URf!GD2`AQ;`jMy|uz{(_CzJ^y#uNW0HWzV+)z#pHjEEwL>=3;kH# zt~me$|1A$u`XTP4gb3J3J3^f#8mFsW*4&jV8>^xOvnZ z8eil8XHtd$myG@}i>wb^CWG<8Za%F5(pygOTe0A=;A;;aEtzs~e8e;^C@ z=YC+%YGC=Zwg&7``q%R7fd=~vHlhDJuJT9d;*U_ruaW5Pr~jZ$fvx?sk%1SCAcFh< zY~MfwD-u)=Z*#!+Pt2zL_D`V-uv=_;A_4utd7w<^UAawRkG~oR+wwNj|DZAc{`&3> zr0(B{hkpfMbifh?D}8%|H{7vB8Pew|f7dbmyRAU@B>NQ*EGi(U^sb9|T3i`rA-3>P zuKZWw1UNWC=>Md#|Gnq#k0lX_zFz?v`d@9`&Or8mR}}9m?S0n+VgKG{0XD(^*9vO@ zF5(|pDjY0I^?S+G19J<5HfK{9LH~-@{_9|Ddf7p%ePD0Wu4itB@T(CN@!O=|!?Yj$ z=(GA=WDSlNv$vRiPL==Pqwariq6AUQc_le$!V@4*55s)ky8Pt@-`e%3vAd&)zTd*G4*uf2^WkB>w}s zb=3nWX#G=D2Ic||z7XUm_$N@t3!p7s{y1-V^w0yozYw;-JsGEYzJ^ll!sO=n4}O-V z2-+MAv!vZEu*o-|B>Vl>Czifq7et_7T3RXJ>yv-}ZKv%0XC-BNhC6`HuOIPF0gSme z+P~rJz<-q)p$GJqeD(x?cNw^WH@0BzOcT*HkKg!2V7269fN|GdgjR=|`p-dM>wp1_ z%kTEUP0~Q&t@aI#`jUf3nFRhga6oLRs>oC6UqrF2=qHC@TnkHM!WP~<9q{YId*8*~ zgG%TlgEuAtF72;x0LU<4f#qo-CH#ujWO+OSIDb{fzU=&SYbK*_7Nb?u+?YVyQ5gPz@l6{_C_z#n`vq;R@Q8YS%XM+Ux44c)c)<$K6sO@7;89P?q!%gh5{{EK8Vf#sOWy~=K06XXe#ZU!R;w+YxG*iJL73t zHI3UrFZ`dkWZ<-Tqt)FgX`7t)k>!sbH9w$YHh--TMF2+ef>K!!J=v(Kucn zEPp_7^n2ztMB-205jv*-CruiV7uljqY18sktUnY;MDTByi!|7u{^Q0fh}7&9+U3lv`{j{~0qvy4(ge?%C<`tMT*_&lL} zjtr!i-l->|#I;(b>8gL#?*P^*SMU-d`EcV$TJqx%6!B54xB9dnlaIB9x>iQjr-M&3pAU^2+znD|&A@6cqFgOOf^?_)>Dk}Pt_8opLtujnT*#6O^sQeX*9aDH-m zgn%fHl#$Autdv^adV4yOGj`$6t{EUC_KGLxpeD+h+nyuD8Z}XWthOQ1J!{FH|Uuq(^_Ieiup$ONisru?ToCv4!dzEV~9V5P&<} zDAviV$;*_Zp#*Bz-^y>vk!w5#@|_I%nX{3(w6TLJG5s};+UAgg@!uQKxb1-B8eJqYwQ(yn_=12ZFX{M)4p9g8H z>Yb)HMm&eTS_arJpqe6{OGt@jT0OZLjvlgUfoJ(dN4T8%RHOpR7nVw0KR8HkANgXONoha72b{r3Q~iD-y~z9oz`#)B`39bS zMmqpm<6s}XWN9!BpriFdHxal3JBkhFuRpw@j*&fCIyjcXOnDKwiwypX7@|eRPFn%> zU}b0LCm;Rezj&@edM{k@COO_xS4f%ZtrYhheP5@~+28pNbQga;uy{o4<4xPpGl>ZFd}H|3-i%=nPyXKVs|BMM>E5v51kTMnj!;=w{0;f1Ynuw?vqc z?NVh_U@RS_FIA{Zr?wA{TfpQb9A~Q*vqNN|)u9*2;GuhYc%DE-gXR=C;G9RL&);Zd+2to;VT{T%fDFHlId={7bZX^a@-&3g7@Q_C zdxUvWhasmbpk-Be@W7oRbr)shE2`0hsE4%3tnlc{`MHfo6zGX(3d9PC+umdI1$}$w z-$pX9?}&+bJ?pz!#XBjVtBCZ{_H3@6zi&-O{-93-V)W4gfR>SI?!8=SLl;;;3Gx5YT<8fu1e3OOm(}Ke?CMCza5QE(#cQ%}N)COLrXUwY(Sw$98hbv)^G27~^5%fD zS3^L4nfOhB_&x$3&V6t$ASZkOEncQWQK>?$K`Ev1m48QNt*Te6B*u13k$4)SK6t+- z)jTRYLlM3aEWHltC@ezZfp`{rsXsu zU0|AW*r{+qWUq~?_YZ(c2N^W<#+KD>HV<>N^XXo5A=b7tcIE&vSy8@|s_k({{9C1I z;pJnjid0Jr`Dz<}f^JCbGiV#8T+wKpCbRp3l*lDIY8)i_o5{D0+z=1cl26#LuCg&A zxpPW~(;@u*-yN5AQq{Q3I?uQzXjFyJkEmb2^zLHAdORzWlVXTU=@Zx6d&FD?KTg4& zr-T0DV*z$z9KL|L;x63Q+ER?*v4Xt1(bwmYv7>%-nb%M+P~nfuI0M_`=;nNK%E{+V zR#=fH^q^xOQDDB13?4|J^)Imjz^tC0NL@>-`tJkR2o6X>^dX$w>2zWzy;nzcNyu@U zgN`q>h5aP6^<{yI!@=CCQpXR$>1EbJj&0XiSpxcC>=+>*4Ys-g|Z8U~fSzlAEwk%fsYXEHgSECuU*bh$75B}e`t=Cw+K7rIfj10t=u(GZ11R%2q`5x+jZH+vc55Sv{WAoc0$t7@*9!2 zZRyA~_{t2n(t1XSe#K36-sOB$J_GuaZdvb~YaqlT$cdcR2H)4@c!>Q(*E-p{eIh>T zp)fKP^mFSHvI$vsjtg3AeBht^?wFU0pxE2*>x))dXaDJE_!ov$Ed$F&LKdf@oJOzI zv^N2S(BX~TFKn&Xp_gwS3!j{zwLU(6{~jlS!&z5zA|H`}1-L3e-H;EYz}!+Nryolv zr0%(B8Wra9R&!h2I*QGCO1BT9@n(l~k==TN?+K#s|U#YI4Rsoi~ zHV-_2NLUYm%$aFA{bycAF$^o_wS$eP9rwQ!j!JDgTR-qFdHbLypsxal;$O&pOLkx9 zgSlMQ6)bGddF2C6>eJro_c%^1%R4=f|UWRxw#uOEln8vZGgmpfwt5OlF(zPghrz zN)!@|qeM%B2v)LJlgl>LPW-o?Lr&$*%cvJ`lTTyM?8Co(abal6Rb?UJdhM5~ZGhYT z(r>^EF0!kb|HlJRD~MmoY`IyMCOYFxZ_!;1?4k!iz{V+3$MiPe6#)Z^v4riN5)F~IYJrK$r~6MxH*E2~?pnj^)V&RZw#AJb!PV(*@3IDtrI%m?Q|-k0U| z^&;Tlokku*ft5O;hX?DXr1aMa?)?GxA@SV#l^v`ciDLp8hhzJeE~(HbbBzOJ`5s*3 z0I+}vFyLY0lZpPoHrq~2oW>U`d24y?(+OHGyXeYVeaiI&DMFGuAA7LK-XBv~<~(O{ z8P(lo@A3WQ(*(9Rwv{F^S+i>N+vr{a5rs+e71acB+6J-U1sg3p^^xLoA4#P#iX(h} zJx5Q}CxRaaoh7i9Gf|ZJB}LR&$TOj~!G$--aCnu-VlUJv^w4r8sdY+i3cQ6Z%6Pp< z_ks|`#1=7^y+8!0_4D+w`W;bX)%{XW)tLi$NYn>jx@R#{K(*fZ2W=+3%m%30-Tqff zZgJNFL|Y@X6hteMVRO*Xj?%Y)N&U`)k=|Pk6vG@ybzgn9Am@%j~Ii6pfDrcJ} zC!G)26=V5r`z)V5MSOmjq_%Kkj3zcXTIX^C0d&J;>0ELJfWoVHYSm-=Y)=~tq`j}- z&d%s(Vv4E4ia#Fsc0kWfN;!m!aU=nXSiU6lCWD3Md?&__D1T(ed>?Le)-|1n$zVs)XrBvuR<;jBD|E_5#__REcu%iDQSrfNu(AT;=LVoD0i%DlDrqV+2#v#OirHi z%**vVl;VxjmHJR^G4@k&O1ZawAn$jNb{AZf5sNmA2xxmk%9R@*!_>|J3f^o6tRhLf zGd$l|XF2RXs~9bAXKZg_DE1r#A?*_^qpDDv-Uf(PorS__M4W|EJ`GUI(^o6bF{zbt z^;nGpvIL4wLv2(&s@tIrelg`u#7?CIJi*(jn3)%fe9E!GR*avG2s8>4AFFQk>#!aw zDV*b&U!ZEdkFtvTaZ^oE3p|)~w!&6hTWo50l5n&y{1pFlNtefC!I%sSBFi)mF55xZ zPl9f3c8XN&@qdi^;%pcbOgC6AXMNCs>^D+0)G9;iHJbx4QQXcidvA?eVQx@1`-6f4 zq-*6c= zy)2Obs;C%Qxt1gHo_PuZv5d~|ZhVe@(s4-%S|HM9&8@AU zBPcN8%Yqw>j;577p6ImW+`yR-;A6&)usZi7r(!`@L0FJf7ZV{{O?i3Ei7uJL)fIF^ zzpAl0!mXZwHZrG+RGIE>guLAL$O7yS!lS`GgJCC?MmVuIqEdYn1*4a5hRN!4Zu)}) z;wX`_Fam;DkMdaFI-=DC$)E3)pju_US1~uyU5+M2@DA#e+FxZpSA1eUIgqYDQEv~| znm6=qgI=4Fc9d1-@#s;!V)cwS)W`KG@`KN%rp{58FmsxMvQ#P(hv)W*&8&po7=QKOmrS_GtMSBFJ4K?=iw0%gDdwNiJTH8Y*YTI6>`jb&7VUt2-Fl@vzhh4ODxg2?mO z|6Wn94PkZH@3;_e&S4K$$H#~(JNbQ4B3KYB~DRYAjqcY7jhJM(fTOtyePpOs;{dT&eB> zlffj#Pspq5l@lx-1i47+b+Gq`Gs zwhoZs)%n1yy=3%{#Mr2A-e`UlCJV9EALgHp4$&R)dg1Ws-dx6b9#Y@MUx-|R(oqNSMRGk=I{irSR60XsxmpR@3yO} z2#rcdi4MBJt%z3d;?U9ax;{sMU$ot_vQs<%_(5~RBpm<&diM&$(I{xGlaF6>vFKiq z#ddur11P9i7T@`rL4%3c_-HwtUjBSipMh0i@#|Ulrk>?4z|Q)k*Av9`+h{s z9O-inReQ&-==;`u{d_O205KuEw(di@0-4Reg}TY!L2g0(*Uyn`T}QrO`AUq#^CA$2 z#htxNU>eQ7rkP6CoW9b2+qn6SC6R@rg^iJFnCI)%Z+>AF zg6N|)tL@`)<*6bErCehj#liqWbh1+ldCO(>X9|HiXE-&|++7(cycFdsml{nXVX*vx>Jbd*;x*cxvP3Y8vULg@*KaUeK^g8?dk&N6Q1$?6A^-h8!=LZ z;Sf!kv@DYg&z>TZgpfrNiY3iEtDII(601;smw9JbB{aho$vp_h z_OO94Q0DP8Rs?6pzd&hIU&> zfU>-kB?m~Axm1Ut%%uUxh2<#tjj(^h3-T|8I%#u+v(-;XiJiT!Al3s&RgDKc0{ez9mJEZ&o# zPKl!+uNeFajdo}!u;3h2mxUB9qd<-`CLgTEU~llf`i70T^hv-*5)Xy>Y*({x@cOvt zFqiAkD|p9AS#G0?^64+_kEP;yYWXX(X2&T!oHrc;ix;2JL-eDQLNHboK-xfq1&5_xB_)v$X^v2F)4{dJnOWw@NO zs>;_N|0foJ|DozHquOZO23(lZLT{`T_fjNi zaQEU4#T|+ScXwI}p}{q{ySrN0$u%?Qb;@zveg6_x z7J?URZ_~a~Fn?`W2T>1UH zDcq|%d9MaaQr+DfRH4^Vg&-o)GeBgUhN9*?OB$+l!S#`o9{GAxVs}Bk@I%cuh~k2* z6-&2+oOfIESUjRK_a=S7T4vQAGYV0{3D%h0Y?;b%o6=nKb@BmK+F^zMvJDr9eMyuh zzS<;Ba_vtu9OL`0G)kkccgg$t=u~il>31@N;x!)4=KitE@bsgYx=`Z{^x-rM9i^&s zrX0?a(`8y%%1aN9(6>EBlfla;htY5z0LuWJG28kBJ@9{wS+?8A|E~>=1%_?3%FQP^ zUnMOu-*o)vIh6d@jO>)-&H&C}Oeki6n0a4W3Cph&0yxpoedt$v0FD~M5eu0=C6g3@ z?7!jE#|=Catf&9Sg{JV0R=$AxwL@sR_uPmVyCjnCr~^)q%KXo+Ydk$?!fC25r^Qz$ z?U_S}iNOWATKD{TqrB!sMdp&w`Dc0XBCy^=GJ8BLd;4p7i%HM^kBbV@+4bx}DtXBG z5j>;?)~y4CoDleufT?k0q$SB~{F1kGK)3DdvCmW_1};oiG0D>qAI8j--ER1sE;h}e zUVB||XjebGStr9QDr`uZi4y)KNX+Nf-n>2K(7!^gQcH~kfZaa64>P5fU#0kAb&iPIuuBAEL5Mo;Ertrc*u~cGW4kjOOg5-2L zS#k6Ym<(yaLiVVe=-00#yZccG>a_fp3~V}8fqcbYRlW0W*pf=r#8uX2_JN1IM*GP^ zo>mDN_w__}mSeTHrveCrZoj`${-I0b&ht=nm@HrBS@JlmKZ_Gr*Z}I6aP)9~ZH9Qj zXAI$0wEa*Pc;)R0^KvH@lcBWY*IAL@dctfVoS38s$M2=$^RUndF1Zsyr6M%`c@`9! zOskKPMU?Q7tEmv5ARV;BHTcp>SW*++l9lxKtSUVwdO(;pZUPKIzIuyoFPrwe8!rPs ze6UJCbRBAJkif&phE&8B{{k2(dT!krb#*s*{bTyM%*ZDyfXng zsm>*Tbj>|$zBs^d9wH$I*3VQ695MaJqaFvNF3P))m?jre&he190`WpdfP3wo-dN?z z+)FQts~dRLSa3k?VM4Pt_zokVzTk`b{jJKjoXu)CHjl9*5G^dN%Aj8JNT-E42mE&TRa1b(Nx~Th?HHn;8<1Stbt`eL}UtaJ& zcI?DX1TJoin)p@pNoCNszLcp3c#x?C{?3)z8N&c+BQ{Rj4|P)N0MV~ao3n`UxqDmM|G%m) z_!_S2>-Zm}SSo!I^sE;UbLVbs0oD9e?x5)LlxCqkkF#S5m-AT#T>furS?%A{a^JDS zQ0fb6wUF^@RB8@-XJ%F0`*v?p&A%D}UOrB`XmhVuv1pq3-2MedZ1g%WEgz91;_ZFZ z4fueHGsH)$Q#kK|G<|saTX8ecaL8DiCPnJINfuEX>~{h*ZkpN0F3rIWSm#9SY5Kde zSIR5iBEtDfpQ%!jbY4hLylTV;5aW_z=n)({S9JZ6!{Pt-fCAZ5BmI(RakcUHlT+Q) z5guaRZMNQ8z1OZBUso`r#u_yiUn35Hav!_aYJ`1#R6CCxn@5 z&(TT)OD?QtaL_2Y7Tilr@Ln1mP9&>@TdplgCuNF4qSXDZ=8LnaJ3=dy5j}p|3@IOk zutICkqF=ith28jEwT25hERZX6=ol%u)UEtxEsdM=uMYPs*>`mIcQ^yl_UiU(jQjQW z>y~@%TEf%K-q*j>)z(BVJ|KKs?|TCD*x~W&xdH`@=JfGp zlVg_FwB4o2O;O$O_ zq12pcQMt)!8aKqI(vTRZBQVwVN z+TmN9{SDgpOANa@%N-cjWEk#&qjqKkYi8GaBA14~vX@TvxAGC;r}k^iZ&4^b2ky=zv{2)DdS(+DHwo6q^1h?mYK1&;o-J@ zfTbfkM=FM>5-ChYY~m#8MGIuM@d|5C@4TJLi4kig7xKh))3>{r@nKKqS(VP>g2JE^{JHNUe>4DrKCw}=$dgrNhymruR>WE^`pYz!X? z?#40{@lnf(Q_A4%%$zUIIx%uf%lMVJVKGsIrHOk%x|V&M8u4t3nh!bc+-Y5}31(nK#BQ!ReE?RSPsXCq#_$NM4h0X#T;cL-^9 z=hck@wQ>bfOk)q5;l=KOYt;>;eaq(S%)hbQWsLv)dli*vP6?Ep!1|qR14{Xrk|gNq z-eE~+lw$lh(>oh3OE1Hx{!>c*RfAh0a_~qzISpcV0knRIu*YSn`?V`h6gg08%; zweyRRYTfaR45Z-WX0wA}%`hJ}ViBh%9;f16GSFj)X9D^#+%jL!)jR(WubSc|on0d* z&r!n42Fsy&px4sWJsOKp)$5RR0OJis>Xci!F_pj1U<(#^um|U3$qeRDTKP@ugKMbE zqn1GX<5iTT$R%b%jDAA(0pwTr!p$!^I;Va^0|sP7M0g{@^6_ejwHi5eC+NeXF@V7W zyAm_U!-tq+B7BXHgoW&)>?N5?5;E{?t-0`Ujk3X7SVvKeIe$GlGp9+Hv%B*JE!-~o zwA3YK0mlWSbre%Y!X2Mq)8W=eIEXt)d#Ni9?r8mo{oZc&pY{rFf#+fVA-!|m)e{sA zO3HIC|7dKY+N>KzoAvw_|8zS`O2lGGp2?60qdmw>EQMZc9Ygn%

a+KdB|bfjpfx zxtoxPKH?BZqL@Q9)?Wj;zV6^TVm2{zvB!PM?V3%~z3^YPGvq&xaUNO9Vio%d<5KtM zX8QkrfA+2Uo+Hy*zEHi0Hqc6JYni_LXFE`XCY)KJUF<69p-DYM?gUj>*Ni3^7@wHO zU*B7+fT5f!17!e`Q*Wl86U!z^8H#u9yQa&tNYh4BEtL4yYfC(S!d^~Hi`9uCF`Xfj z#KMt^i)u8hip1O3e~%7;=6(_o76@G`fG<{!=fNu)*p;2)6PkU2?Z#CzRb2zsw|?sJ zc)UF7V7>j-zHN(Uoil`$w|i@a$$J+gi22kJetu=kuPd@ z6yW$AG*BWIFEZQornL8{YCq=rrYF6PHIE9Ut={37Dwy+FEP>k%os$AwvA#bFo_lI%D9*0lSe6 z59}Y##`VsVC8L8Q#Up+Y&x}Zz=*YEF476Xwnd!QtlJP^A5mF?@N<5haUouQEy&KfO zvn^?B=<@ZH#j*_3rzt7&N#!-{^VV=*1)~24BffM;GAiMyB7&{z+!8#J?FY|Nf@hL} zD)mf)lWw|@yzdJ&1^CSlf}y1%FjYa(nnLB@gf!z-nm#;?Fu8MOO<}smKbE5KUDB@b z@THgU|FPFypVpAhaKiF=^aG4->n1a4`bGZIvb9#;{$r*GWa2(D3(4tA!SYXVNK@dO zF=bCF_lkcIcKDcN*H&iB%K1Q1Wy|<*ZA21H^!-A%?%Tx4M_e?L(ZR$@pWaC7*Brfe z->fV*|1hLGBKq`^BDNr$7L1Y7&zdQjTr|P+wDiDwWixYKRr|Rtr=MX2_ydWPO#1xw zl>t?Nw_IIKF*}zDuEWrs9gNd09LgDwEo!efk|{C*Y%z&sqhsfDuY;kV)&t%&cWB6l z#`RWCtVpq5IXT5i4P*?xbm_uFFn9^lY%tIyre4zzn!J7PaMSdVyA?q`@UQkW=yX;? znlUB-$La9MpqsP>&-|XZ7lagA_q9i)J%iM z$Y@}wvb7p!+VKxcw%+gteD#3!i#cQu5xDzRme$&f(O$ zk3OU9y_|ioqf}OKo?di^ze6el_FX~{8OSw9{ z-I^`;_^lbc*Kw01l2rMuqB3!nM1y!{By!yrb@Z|*w=fF>t#zwbDCn|avL;zm7T-Hg z#a8+&n}iRRxURx2=_V09qb5dp$}G4*czD$R{m09`2xuY_B>eEIe2Ql&;4GhZV5?hp z@D`r^wET-c%=A5tWI*ek2JO> z4v>5s&!c5g^qMg{&_8po6o&nde^HbEC&Myg;`h%Y9cYXzF?feN2mFa9pJ9}=6yTs{ zb~Ia`c&mQHxm$=oqL3QFDBsXK--JcD%BkAARPlg3DxX^;gsUk3uxiGkQUoTaKDe7w zF@eHa@*#}ult%;P(4lkr_X(Fa0zF)fnewy?g3BsBNC4CA|3#FQ%$Jg2T)aYC9qMKF zX`YFFqIjnkyS2?1%;K+NYihsjoMKH>!f8%4{VnAP;n}?O- zj%-edW(qn#>px*?;9hbTw>Vpxpj99;!YjF_a@-AO(L*02R|V|cvwcM_oe~mEhc)ql zI^51<11KTSPuz(p>1)kM$Y{Wgy|p8eG3ll3EQ3KWKv(j3 zX(@Cy7oQ_r!~Sd0ZC$=n8tV@NZ!bZ1Tm=q!vU^jL-+NSfIZ6k9eckc0y3&%Xy)4jv zc$8=c?=Gj{PJ|Q;Hc%y{7IRfH1SaP$jE$R|ant;78ClxaJ#5R^Ouq51 z4D;+*A^DyV*Y?%UvB6!n^e{6cqu1!YV(h@(X$oK)=d@v-UbMHc> zzlv&W$Doc_j0Z10=bBtavgf=ORfL|THM9Os>Ls3;gToVdWnE;QcM$i?%R>^1;Oe5j z6zN9}VD?ang3YQJP6YZBI!JrQ(On^d633W&_o^P5)wqmk=t!2hcV~d-Y1r_jcj}SU zTnS#-LQ5+bl+08~3G3;vF3^s z=Ac8gOs^WMa5$gC7ruSodz%4(LI3A~7&+nKCat6u%R2H2A=EL>)5koDqP=ph3`uC& zi4C5Esiw)_jX}KOUr29KQI33xe*eG33wHO*qJ+ZP5Rv5)cDsX*E(F`U1__yX<&S@x zUeF+zJNb6a$V^<+4IY#KIWI-tMlWPn+QNz#VOw?3RR|3gymv*TSa`(0rapg!6h_hk zkFB1XB)TEnE!|YeeOB{g1>yAbhf46|aqZTiOL@ge1l!J5vh8@&Z17f%1iyfzEy_bt zfB3YvKsZ?fZ~E~vOqDV`lok>6G>wOEe%K_GyZ+IcK5g>{!`AZcg`AcB8fQPdfmZz` z=z{QMh(IOCSD>>CMQpfjIq3z+b4T`>IzPJXQ737&NAuv{yDZ==VeUEh=+~&V2^m}4 zTZFm+Z|#y&{pOM&&CukZ6^9~!18&FOwiTDWZZ#;#w(Og@@yIUMDW;yb)8_k3A%POw zE#wc-e^s{SY=-5auZvJ-{V6T_JpBVT6gB5F!vHo2g}t@Avzf=IZcuTl;3RSH>O6iT z)#dCg!{wB3{fPwH?I~`l%}`J%acVVrmX@ZF*Mn_@+yC^64{5LSr75ZAnXY1{=%=5c z0xSs)go)3)c~n=iSHu*{@0VB^i1lYZ$#Cs{bBsw6ylG09XJol4j} z&U$i}YQIa)oqJa6*DQ5A)Dc%`v%8^;QuPl*f11^{*-*c*OoEuF?hLkCf^5O$$~mNx zP}#;=B?B?7JGo+xwBPJ1M>-X{FcZ%OB`9@?)&Mh$u1=pk;wE-Uc~6YJ6UR<^Ly@)i z=?GHn5vtr(R)H~n^LZpEFial;PN*7~6q{ua?7f5r@ux_~4_rswasrL|Khj@>kqjSv zh2?lBN_vhgx`#OS@IP5+@mr%Yx*aq|_;y@-UQQFTWbgAT_y%ex9i##+@#sYw?(QWJG2Sqnu4N<`qH)AvnsfG06A*0RqW4! zg(#Y981k{nIeNCl$u(u7A9GX*rvZyAgYN(m&iUY8S$2S0k|+dCJ}9`cg(vtu2eloM zPOYGZl2@J5V2RqzSQ-(uT_41op-ziQt|zYl5=(6XJ{^xH#;pvaFGqb=d8;-oyG_pB2j~u1-NXWmCbFV7M9yFr{Iy?|6H)~|d-)pl| ztDU4CrDZCgLi+)9p}T8kV(gbZB3v>o(x^!7^s#j0)ith8Dn%9Md@+0SPSu-#P2NRO zv|1{rM1@7#7CjiuIU{F10Y+$6scEI%qhIQ6p1?16hA9>!@!mCWi!%MlIS>$9rm9GT z-H?07G`lTDrHkXWV^_3Kp^>&n%*FBxE?hwVexFjABL2o13kz@~hVeV9hPxG6Y}zt4 zoc7t|pYR3MM9*A_qt%$d0&@N=-ROgy^3yLyJ(3}#>$|MEJGzhZqNZTEZE^#{^=S57 zAGYkkH^);)p2_qZQnsl`Q^qx!*7q1}xKF;bfR{*Qp59=!@@PB1davJvn1J@gSaRskc&^P|UY)8IDcB{uTr}#TzFjW_ zf6xM5`APOt6dDg(>$OziCo zPrgY061T~du8ZHVVUcbju(y>e(PVfevOWt6Dd9*>HnXReESWp<2}9iR<4@Zq`&_HS zmAQ^fA(C!gV(gV{ZpSa(;I~OAuS7Nh1yQREj7mLP! zc6MS&M<) zh`ApaqvD&P1o(3^1Wd`v+ozLmKjrmbYIrkBb0-f;D6f47Lsidxvz<(aN#bt}54mTa znQa8#$~ga4MnAJ`oK4s&UG}b|X%)*}nV#Dzus|j@Mn=ezH$};>(btjXGt`k2tXkOK z%c;|$J{FF}v@!dyk$F9pHt6ZX1Oj&ZhN$)YFlCuMq6sne8w18Y@7}rixhrk>*9=IL zntIw7kEi_S;8uWq!v!QxZMS7NRt}6nI(6rdod2_+JF(*|d6B_hbSh$bnnl6!9>b9J z+n0nNZ_empsy3KA7M46FDGCoFu#z{*jbu$tna0a^Bb)?JADxcD!Uim}a-#^|*$|D( z31eCDkbJ^v290gkLcRqBZ2wMCyUs3-3~q+p?XO>VoyIZXR6T{b$zA(d0ThJMEW;-Od(YD)S z7GoF+x3zhw%4&xF#Bbo@Q4a?1aP`CumdDJ;Zd#Xh<73#g7X2c25qpZ3e?wDhd{HI_ zKYn>tc${KO{8yeSNGXGDglU2ZP;@M52oWXZ>u3nz1T&$@+j8Y{W5wy#{^3K#!-r!O zn5m`*6b$%pMGs&)vX6Q+0nnTb6tMpUZ{keX$WYFC-w}E@l zs}k`$-`zH%8wmp2rc@W+CVZ0IVV2jFWUgQT7$|==7_e8wm0vrxOZGQJ;m4ZyUSR~D zWCJ_@uS~n4wERjT9IEzPlRo98fDqh{)3k;7Pp2%y zBSEt72O939SWb#?Xf;S5iDNno(ZX z_(jB-YWpl*4GMB}t>hjtVYFFkK-VOay=6O(MIe7dIQ!P@t~r2Cdunlcg=IuUtfQRU z259ve&>hZ7ej&7}8`6i*MA1;mC|_dHzsQEym@8pTVmO#Ld1w#py_67_WYB7f4wTO_ zQc>bkCPX{f%aJFUTIs$@O#EdUl876U>^cgS!nVqnaLD;3@7aZ#kik+=ZIy?yw>Rve zQo^0*oLD@DkW=`Rj>!)eYeqoiz?C;J_GzEo@=nQ9?Epptj;I4iPKp9dKUOtY-HCI2S)z};>*;|{H8cS+6W?pOw2@QY2$thh>$QW8 zVWS2i(Yxc5URdkKKsWF$-^AMV{nX=?I;l2@dJspswvnvR%RnqQ27fr?@Vw{+ zFvs2nnTeb-N!~G5quH{^i%)_8lbfn|Q*Sw}Y1N}@?qanR=q$DE3VEE{G<@F|7G@cv z_}-t0dy(nK+ZN@9gY%zrh{4rVf=kOo&S`JWNFp?fWQu~p`B|S-OXOulVU(OS@)~`R z^q$zHn2l53Y4+?~j(DxycP!V(Fik7p_+1YjDJi}$+g1+EkM1Sj^cDLQSKOHn+hGZb z%LKwA&le3Ix5vDW$E}R7oEJ!Z>pb!I!-Blsi5-6B!7PG*b}@}e{r7UIGBaA4p7H&M zXQLSO;}`T@FytrZV#%~5?JmfT1YB&#L&)vcUH<&cEgW0(9MLKtwZAP2ka;+ zXiZcm{cCoYf!P?~=(w&W^7qz*s`KE;%a}|63w_k*r{lY=bpiERV{iK0NtR4&sJalY zXU+k4090Pv9iZ}TX%ghwF8?TTepo}v-aV#t~!c(jQL!{ z&V7jyO2hJ`2GJ|-vD1v9p4)3#!aM-&4d&J$Y;)W+!<)_Uv})PnUemr&62^3v&Yuz@ z=tiA`lw0aMxCFF-J%9x?KMDek+R5_-vJKDu;g!k=pziBRXoFfU?7RADofCs+fC zY5~a^txM|)C@sYF^dxgRq%n!xl`llded9O{8d}K)tlShdj1+GAk7;;-*mv%s$pdw@*(#nx z><0p^tX&;8HHW{3jhGe94~rzL_lBJT87%+eM!GUOks&?lT8#Ww1uNv}xr0lY(drYy zL^Hey<-zo5Ze#b;?n7)qMv?)4M@#md_1aNj906`vYN>9lkiDw4zmE06bs7@myUeRY zvn_?E-{^3yhLyJFhf8O?Y>Q^p)k@NQXHzUh{0kI4X6VGi`Uw*K8_5_ZkiDUw6b!pb z^~tl7Q@%Oet*9q8*Zo^Ca&-`J{9;R+@@K7~%nj>NywcW&EuX8V$lDC--a@E(DFYwc z>R3Zl=cVb<`zTU+zd|W(Wrs#QNsM9Jrd~u?;Syhv1*>BklG+#$ewV5C5yx<`o8((l ze5?2BF$0&W;aOOg891gl*BE^wZta;<(m^1=!;n9}c5Y-M!+#1lCx(8*{?B=nxmreh zRjHZZqWF&Q#9F&_G#Ab$eR50UP2;Fhkn7U1+aNnC_LY~Fg(r~$BzfP#1@!gswsuZq zZ!J0p9{-Lwh4pW(Eu*yx+U3c_0N#jr6|7QDA-U;R;OYtNat)C4_93d%pSfRMF`drR z`6Nb!npvVI;GW6jgXXZsFuSt$OF*aKSLb)HUC9O-`a8MbL&1O~Art)0N7$++USXj+ z3|n9QPafWT77=wf_2JB;Fn<2`=9gvTXE?Oadj%*IWSJ#TJ&7!hq2q^#kq4Ume#}Yz zg(!y0+}rXD#?3(>EXh`__@ll==|@17sr6DIKb|D!(WU%!;HY|?j0>h>3Ri=u8%pnz z)np5=-kEVON2x~R)YtU5Pr00rBg_0W3BGpBE-Gy~e4q=fS_qknVv2HW*c+FMUosfp`9(AoCZzB z#)Kp>RK`J7bu{AfixQr9hXQGN9y^UrM}$@;(Pnn;BKXi?&KEh_jYe)zzv5UB$@tI6 zDXEdcx=*pIpppbwyHB-l!o;ktrNC~4gDP>BRz)vb_5aze1jm* ziqzyu8?oEL-@7*~DQp3K^c5N3OLtl+-Y_IiXq=`ahc>hL*s~qo(2rQSEEuNi^hfXR zADVLk!;~_GzWqiO|B3u#!c=?O;m>oIR4@%pOsc7Vi(kp(TToJp5(#fsU)BlT&xYJx zVY^t4nYmd*LqAsMZ^-CeRl6T#KK6r@l^KU7IpCE?9= z)!GU=r%NMw$~lCF!_owYrIA^xLrbcE+1Tt5i85lLNju7u9gD9<%=qvV(?;Slenm-e zhiS-)sdE9ljk`vL=jR+=s(v+G`SuAq)q8a_{J5aP$HYvs-pV-J{VZBy)uy$xc5q53iJMCn`llmd?_(W3xKcarbqba&F=2 z5C2y8Ekje6tK3$e%8ZxC0jS#z5yW_C*;!exWToi@{&-#WKX1BtiD2COaOUqPr4oDC zvxmzC+}sg$-A}83UA$Xe6nW{GpIKU(a(x|x^JY8O@75Z?DUxhhKT34XcC}_Z-L{8~ zUfcdw6$h^`U7w%UuLtm7PDZwXrg_PDnNgg5{z?w~!0hmf%$;+d^YJ`Q@fctAn(@3_ z$#z5W=XVcBO{LK8nrD&u7$TC?k5vLyr6o=eO7=v4vM3Bsjq5Bc$g@i~Fw$!BG}hc$ z(8jcv9%b_-+k|)9?*NM!N^IyhxZ-Ej37B=0ggSuq4BVbcr_pnM0`Gaw0ZH$%8Yc8 zcjw1{Zj&D+BQxS_9fN;k7L~7t0+QK8TLi_e;bAAI`wVZ*@0Djyz2Nt0AZHp1k_3hE z^Fp^H1AHlT$-X?LfwcO%s)COAe#YWTM%@NZi=pjF6j|e3eGMiAF)_61LMEbRcNsrF zr=6)42na%v{nA%*H9ATil)Y4}vP*1FrszkBGhDOF#8P4NF+4u_ik*F`dnqGIzxkEn%=LcL1V}vnX)L|px z=|X}So6! zK1DqKQ@{e76C9VDHQ$ddhlD=Vi#=qez4=9qT^64cXsM0h%4G{?85i_kJkMIB5`)Tv zK)QCH;txL10{_ley^C{PLhJVa`P^r;rn8MoB>(nJsqGFVASjq1s{A6v5)EM@6D4$q zgYvVWuWetTZq2c7f%+ns!Nyif3L)+>Bbl?L3#M$E;=8{WsQrKk69D`&_tR%14j;B zBVouNy8)bfvFGXHf8%S=n&BK&dy4~&`|0;u-%^R(UdgF#iNg@TNYcZa01ez3qzi?6 zmfC@IZ`dUlMnzZQxF&l1MPc- zxn=lUkJ~Dl9H6P-IJ?QDj1vAZX_uvtG7S4zO3JKqu|B|{>AgL)MSHhw{c6JnOZfaZ zBEmiyjiIQ5keYy3E)f zi0G0kLH2XqJ=!L(z=i}I6BN<2??=^#>eD#EB2k!8d%t-R_CG31%hxXceJm&ZqD(SY z0Qs!KMhTx3vO|lyK7;t|4ici9hz*Eb4*}E@y90*jrAV^m0rS>bCASy0bCs;0*%7a&79K_>n=BZsacpNfcIimx!7q@?qi;-$*BJz5z?I zy#qH3%jmF@g0%!W7{4;rvNoABuX)>hG0X>BfEqEB6}@pMvN2kJUlNZYa8@o{B5y{_ zA2(rzudQNc#?oo3iUvGN@o%aLb( zTg$N}c{-OFAAjwM03PT=Y)dlRT(~loXQA>CeHRucmepCb8WxCH zgA?Z*ygf$YTjSZ=d!Y}%@F7K^)n)qo^t2=0Hgstz)d^rpoLqi{yBTLfB)RtzaTz-du zZgd5GZLtjMN(vDs+%Q|~Gj6}1g(xEfHUpu5{(uDbq3MEsHG<|{C_A%36Ke1s#Mb(S zd&~v_TiAJ_v@4&u+S=#0xNs zruytRv)s@ufj{?O#s_%HDUHb6#%r{))Z;12W41PSD))y;6ynlSl?_v67y57X@O0__ zCT?_$Guk`IQJ8jjAMsfe09Ird^?H6d05cU!7yuz8sy2 zMdSUJ29>ES4cB;WQQ5=%%ZR?ogKFZZ0sDC!V1kS)qa(h!)}+V2s4UtqMfKh$R#U=v z2!0oeS6g`!OU*^);2>%iY|ra>APXALf#m#bYl57gzvgYyr~GkZ0D$DMe8=jz=mM@f zeC{iKDiiI&)*bXVkWHkoiw~o7jeUnF21A73EC>@-67sKE)ZII+?(SuD`@el8tP4KZ zRZ+0e|85AYy`u>SOS{fAn zw%KgcQUrZF!+HMtUI+4N)_{A)XqZGAbrqSh-(!)a(!Q=wZ4*1_R8!(Ylu?B@yXYmW zHG$gm>v`k;`)$~i^oZYz1wpl8YPTS&iSZ_BE*@Y6+ie(K#P&W5@=&b5c5Zmsw3%$XS+ZGZdod{j+# z`c8~8T3z>4)Z}ekwqOE06))GTlj#l}4Q3nHS)T)vjoee)Pd;^?sHTiNpjr$DBrJwU zk)u@9-Xvo5G6Y?HX>?-D3^-djC=FP*vG($PopUG@UcY>v`X&ORnA5G_vHPSS-EnR- zZoArg_D`1Ab%!kxMckx`~$0-$Y}X|j@Br>^>R-nB8q(N<>cwDO(O16 z6K#Y}{nI%M&l#6+hu^^yPbQN^6)xr;yWC5?`+SUY0B^v>Zu?WjsNLPs+DWO1Z}Z*5 zp>sos34vU)|Gk5#0m4hJ!(3$jS3#nvsl74oOQhFV92TmqrwVzKS7V)5@4e%bkf^g~ z-#@{;WFeT2QaTfdy~Qg4zE#C%0nb3s59B+9mTW-SK$GvpAHd(oSz73LPOc_?p4xad8$l5H+KfhT4$G zS(o;YrKWT9vuP)gWNFTQOrwBjm|ab*ydMGsLsK?ez^WO4&a2UO&9}`%qP`ve@mHy8 zgW3`KAUD(Y(BS7srY3WE94wS9ZSot+ii^vRh6W;C)u5{VtY80>Y^^QJg!BA6{O;Qd}`GCXZs@|8f{5SDJTiZDL-OO5jjh)tBWZg|CT? zqwZ$jH1n)%2UKfiw!V}1AyL%@s2+rzbTKkS-c4=*<*M&gQx{u2h4ZeH8qP7JfP`w? zJPw1Q4fNIV^IugBG*~^9r0fmD!$R&pk_j^w>-_AhhlDDoCh@rpE*!SRHayf;R9GHt zrq$Hs4J3Wx0DtgSSN85!y+u~_5zaFgXJV?HEXosn%e%dcJy<0-P>;V$7RfbXiEh!_*GpMHKTV)FF(Au=s$@wi#dvAP@{kF>DfOi*K zJi_y?YA*7E5H;1c1`Nv3uD@CF`{7A-7xMaNqykSLfGEAuIo2qsauc%ddhmM)0Ta(y zj^1rKz-K_qt13_|FStVDj-`~}`J}oA&8EY@j7B7|fCFQg=XCb!PFLM%4(BEPZdb?J zOV5DjWiLuIn8m)$>&TzcsPCoIJ~KZn@j?OMQ zh4%ARzP_}0S2J@}#P~D|9t9qariK};i59l4N67Gce_(7vTiZ-lq=y9O{Fm42iktE8mu?7bQ_vgW2+p9l+Bt%W#maa)Ob{#c|+AyyClN zsvK-ub-K>2wv^+ZZ{(|;L1w`_>Iu=wG)W3v?l$nk4>W;}Puy^@TUI4E-uErY=D*1L z4`Gb@+6!4Z!sg<=mIMX2cVVGB^_IiS<#e6k`L&idJ6|im+-85ZP*2pmqJn}X+F8!Z z?9T$-(oZV%W7CZ_*`H}u-33mtNu|}>w=YmpP0UFD(nWwm=OqvPtw7?|9*SH3gsF3e zM%ea>wYlwXTw$t5?K9>Lr%9MxJwYTHg5_TlL_OV-jZd@&C*X0-Br&JE%=2~i4Z~QK zxzq^jzomxh)vY?a#F>U!y!aJu*hY|nehdMPqx>B?lKU_gAPvKx}G&{}D_? znRK!7B;X12*>el4`2D%w>q6s7M7|holV`2P^Y%*lL;K&(yM~T{`{^r>lptxY*BVew z&aZFSdQX!PnlVyNNBt}x>;m>yU!T_d$;npSp9?CUl4mOKnO^lDxBrrj zzglc9HGc5FvY_&cEN>J^r)m69P+|OFanizw`*o?z^XhI(TEy$_?;THj^Hx3C*_oi{ z^AlsE$X5P@Ti#8bzR1lk*ezk)ZtdpEZz|;(DzM(snZL2~>gN_0?WgN+lzPN+ckfj6 z{M?sNn|b>B=Y}aY)9)Zbg>40CD;+vyWrIQ5 zTz?LV#T7!s!T5y9@tDW7sy*oVNxZ2;ZU*nAvZ^SKoZb$Aks~>98kwp4rWSRjh1uOz zRNg=k1N+R;GWOeIbpUMJv~OfD^6`3<{B?8{V*lX0etcC@KxJgWfR&yVd6P}A3kc9N z(RLS5Dfaa6v^YX6WqTNPI#_G7clLQj`cYwYd7kD?~WnnhfL>wrv8?YWfrvMi~_cQqRpCK=1DQOl z)`cNQEjuHL#M5?Y+LY7aARo%0WU(4!P)dv{ErA{R(HqE>=b?EDAwGxs4@I1viJ&6Vd+K<;XthqDFP?Bm{7qnPwW za`MDP?ncc8O9M$wB}1{Lx0X1=ZvTZ0Frb1%hEgdCFxRjW{7{wFgB6VUt4Lht(<4&ENr!Ey z1Z+wBcf(KctQRppNA>f0x~A$B-;1?#)xGRie_GW+Y3ugu%Boh31iaEHB>Z)g0tXjg z`{{sd^YaUg#XM+02{01RCoStxIVZ4gKNfzjB~Ou4z{o~<<^DP=R%DguYZ zK+5f;hFFW$->nm!xt7@~-3q%D(qh}VJ}#3(g(I&z2eyML5N_u!Ntd7fUza`fOPs5b z2oV(K)|*Wz`@{4%rwH7i1MHb1u3>G%Jlv6L(IJG{vUpBS{a0iMwEzrkOt zK4nxW-pq@7%wDzx8Jc2*06uv<_u-5;du*!p1N@`G#Lyqbnc?H{g+KG1kSI(q&?Cf7 zZm7xe;Q;ok4}WIO-$DAgR(bqsV)mSsl)h@sa5zWMmB4%Ql&Lb4E;RCc7@MX_yy&|` z{bN=BV2f%Fm1Zul9w+9G z93kcw5j9uqLj5n3W>B98eC#LzWSN5T=wVTH){6}QY%Y4ysuyAx$jcsSh{A%0M z^%rMEr!XMkRDQM2^5FB=!`vwVXKCQ^rw7x(rfo&D7@iod7FSiXCol9F(qVX~-PGS4 zTXAbDm0_aa&aN~R$54gw|0edGvL=BgUT6942CH1;*54(!_aAP=3`{TTB*;a`ksj9O zL(5ZjQfj!u#iZjdB}P{y2s|F1K)X2K@>|wbPgT4hf=)6tP`OB~z2l+dxHlFExqr5U z%{+9YvHzSgy4kO}=P)yL3eRlnEK2^Zg86DwS}?MEwDN)kuuSRX!a;z+Xh}^5*Tx`l ze!zV}6*o5G9MoCU>*IUb7k*_J`{w>nR4jnOAny+R;T<&M>}(Ld`3SRlq!HuX zSYOoJ&)35^n!4iaNO#l2tIMFMh%>@kp?JxSN^bb2~KBUf8 z<;wIHmLAOQ&Go#A3gVsdzH_u|L7}2Py;&a+)HbRdD2eVbEC1CWV^ugp{gLufe1$)PH1L_yuE z?2LN;1|Zywn(+Hd5WraKQvOQ~;y0_+a6);jjo&Q(-s!B=)btV*)Il5MT&)sK@)r}; z+zi*-4g(Qab^)DOxFS()MgSL7@g0xjvIzy%PRr=K$=q)kT`#OO3H!GBZA)ov8_t_4 zbUz4Kcm|D@pWyb7_$Tn6!B5g)nfQ^h565kI&0ebBeVCrA`xC&T)GDY+x3;LDJ#op+ZQZx%cDjqBBLWBj<+d-32#88Mj(#^Y`v0TsEra6x zmbTw0BoIP^JHZ_i+(~el1ed`X+}$+^?moCPxVsaW;O-8=-CYLGo&SFJ^X^@z-a2*o zI#i9^YxU~xb^Wfcsx-faAbWvV!NQq7aiIxR#gZm;x4+e?+xRHa5k7#P&nT~}F~E*T zyj+~d4BRSTrbTT4+dP^wp!>wZkoWM0&Q?o1d9MiSzp;Oya{tL%Cw zZPcRQRz}VkZAQ*7VzcREQ+%*s?TvGmhrFpvo$0b+W5|PRPgHt20{bP?peJ({V0a z+IRsm@HbMSmtus8@&$q@mMfDZW0=L`*K|V(;TcUZZ~Es-t|P4%U2Db?KBFlJ1KXi5lZHatW|Fo0UMMD zF)w?cpDUwNBP|iF)F3I1#)z<44tb{1MpLeD%PO?WNqBl2rBp?Q0zJcCm8}PERwpzb%8{hn0VTzb*xmYCY%EGt3URMR36{KOA&RLXb{vAw|EF+nxX=BuGrgvIL5Ztal4ECJI}kx6xEJxeOC|I9)388{Fp zN<-!lS#vnp0azu*Pm)v@*jcj&i8}jq8q4`%OQ3_sMq5Fp`PU3?$TNY z{bOmPKebCsGZQM^cLn}Hk zkD)$lqw4E=yuNO;`+Bj|_Vtm2@s_serLVuT{`$xP0n}w&kV`f8DtJYtHF<-H6uy(> ztjN4_Bf5*6`bs=kzM#K1A^Y`vqdpwv4tC7Gl;OA>qjwEr+bUJ4m@O%xoAieeQ5N^D z-(k@ag{b|Q1oUd7RlStFHNi70!~K|fAJ1w@C*UxUpM?#==&+yH60Z)jl~6fiT^uf^mgDwE$7q+2GXb%!iK)! zTURt}G19Lf^bAwSwtV$8yXDAA1B52kV^Ni7nZ&v1DiO{)DjEa3y2zI#TE?M}S0jH) z@Zh$i8~HgE6evZaYNdpy_SutmatikUY6yksX()}fztP2EDPE}oE(yfjMF|G82rjkF zrYBR+GH=I?N_yr}8M90+(fnER*xOVn8K#vC3}Jrr^-lXGA`KEd%b2zEDs&ST`8)FJ zf{GLAPq$lFxwPL)JK?{1+~(;>n9_A7=4WWiCw0ODnH+o|CZQcVV!qGw>mlo(`*PpV zBsXC9bN%UUq5p>Z!|jENLNL8bT!;P8Q-%753K9B|Vox-NwTr4?0;rM(Ro@a#el|ob zzknfVUO@yNeZrDGqJlnJK7c_ecwgkVoJKb{S&k<^%U2c{Zr#%Co+co|Qd(qe4(6OX zLu*unXSw=c=l%AD{r)YB!5b_~|L$J#vsvF)y-5W=7OLQTN~++E*`VHM+h6`Z>Ub7{ z(tfehBQd{Ef`z!s&$jF*`Cc4F8JHo_)xAm$-wyn_8;;u-9Q0At@FA8kSU!@5aRig9 zRc%Qd6UFraC$dy4Ej6CN4CdbJv-gdYY45&lJ=_-+{nJhF)>ywHX@8$X1;WMkcUU@{rZgL{ORI)7?2lFO z@7TPNCoXE-8Ov#O(4lrBC7hIr!13idPQE zWv_h?O8?1aJz|}PvCxd3gct}nZeYjf(Yv#);HYU*6z`GGzA`x}-p}%y$@Hg6FVmV@ zmQFzj;fc|PQvJQ95GsCqU%pT21;(7XfGZS2r0&bZWiF=cU`>VfUh~SX+2j@nXGr>6h#dR(*ym?fnnX$o>@P zKS|Z}Gj5(+``m7II=JkNB^6(XiZ^QNT;luzjn`bztYr&ui_pM74`oqD75`nt)3L?R zH>c6-OCilR>g6wAI!p=49S)W0IhVSUO%Q2KQNl5x(WYgf?s(VAsiOv*dU**RTz0kP zpJns8cjzcSUtcQ76*pG5w$|r1+L($xEV!y+=7mZP2VJ0|;mt`kamag-E}df4U5b}x zIFU6B#MydAdl?dov{o{gq|sKDjm!{W)KnWZjEy}V_tWUv!m{-zRBgIxk=kNLPiSMB zx5qZsW;qb$YhYn>sa7Xvki2GQwZGxcHZzr711OH#cm1hbx_?~7DzXBcS7CE;NR)ag z0LCv7_hIMGAC$BSS15&iQiP_MC`6OAiug%_vkqTB9;Ol1x=Bct?oAtyu_xNlRZq46 zg*=b-LG8t(=N=3j)^Y3ES530^sVs$hd`HKFZ&2dly&n7DHq?PBnA(;BeaVz6w#erU z$C7VcREe(H)lbO?FnjNtT=joq(Ny%1i=k79%bk+13ez|73Vj;XNHEP(;jD-y?`RZb07+xk zOE*b;NZgH6RickM6Sg<6{uVS^Fj?sH<+oV4nPI9<{=(m7Fvs=cE^7pTox3mm{PeJS zl;9KSY1qNP81Y6qEt10H;3l(%NSFOq+dPF9Sg5Yhs3GaKID5?`1~;kF+g!5 zpMC&!`#J8{7HooZowTs-kUDE=7g>PCG2Ii*Yp8tSXy|J8ztsaiQjBqZrQl*))$hpl78ng|%hT)m^2cC!zN?(-ow0q@`M9=%Y0eKUxwll<Op6#PbTe27ZG7Yi!B7p%g0 zKGLqm#}(w=j$1O|1#q6hWQo#AW&B^(&(ED-QAtE%3M9#$A|lR0orO-{E#-!wE);X6$sZU?aw=pi21@bod!|P74Q_3_ zw_+aN$BpYBEQ(b1%tZm+b>hR~|H%Ac9GSIj-|JaL2G=DApS5r#iE$kKJuU7wMJ@yk zF>qq5*D|xmYkAuV^seTUlvtpp?y)3-kS5bO;X!`_QrHHY*a80cuJ=M zdHX~PcqPg4A5sT=Z>uVcZZio8pud-;8^tq4>ngDjj0ag%a`m^`f{a$d{d+ z=$sRYdNMDd+264;*Mz9`y44@Rsw3J6?wEnF9LY(bnIWHX-}EZa6}hKb;pe^F*gO(F z0d#t#!?Fz%`Q-7&O)9#rIbypQL64R7J!R1s_g&jbf1G~k#CY8A>CQIqN=^z%%O-hK z5ReUykEQ0g&-y&arobmK1-E}HOLM1`D<|-FaZDMZ>SJ>5bVh%Ty?6MqK_|ZGtW`OD z_YWLL{*3zOTRf*s@a}*sd_2Ia2Qx>XG*aN_cp?E#_hP-!s9YO{d4x=lkEzj1ApERu3@1QrT?Tvs?fl{Rc@Fwm5x zKQv_f<>IPL)N{sYwxF7L49@_-wjl1SC@+Ikg2gx>W+_1Hh*AA2rx!yODo6{8wpBSz zR$#Q#J3Z)=DBRfoI(l2_b1k=$hk64TD==HI%WME^XQ3zhbd zn4i%+^>n{Tc|l$Ap<-~T1lKf*m_KNO@PB%03piBOsZS}@5^4O+YaOQza3-69;*yzo zAYhZswi6ZAd^ZF-@YQbGvz{~_D}MR4EV8&<@JJ?gXKKM72`oZ(=1>hL zSCyG7VS4vf-W};(V=Bs+Q7`|-JhgXswZm!Dpm`4nb!B&5ZPpMWR{|EUSc{`wjME&* z7h{eb>2%dr zp|kO9w)&NovsU~-6@AXb2!-vCo7WoGqn@)~=#y@%?ePmysrC)_WO)qRzVW%KPT_c9 zKiGiWh)3lPJ}{^v$1ulU(;mg-1^o5z(>xUnIk0LkNN&RH> z4Wg8Go#aV8`C;_t=DCEQm{`|~ZI3F-v2y8ns5G*NtH$khf2v3_2Q>2KToG#rCE2j% z-pEWAmGAeO${aVR6ksf-E=kXetOhF^?51rdLP_}5ZD)py2U6?!{5kjCUzo9BSE z$_$z}1^x3LDxQPA7Wb84(NzydD^XU-D<=%db%Q+n0nW2V;!>yX+r`r!f_O3Z>VwEB1`-AJ@Z&1uw=IfBE zXyg8t$JNzHgG~J1u0h;=UQ)IRLl=5g+Y=}&qOr+w?{o`4jtwF@?kODD^c8FTx!5@9 z$Te3M5(Ec|8CjhngA=r<{y;F*27;;KKf#m)cEKjLi2rLI7TII79GQ+oPA8$iLi%2Z z`OP;ipw$;mVvv<=Y&d-Zf6Kw>3}Q8G%KmES+;Jk!+cokn78^t)IkUBkG1fBMY!@V4 zUGO_>a2rkHsjC2=IcCKMt_gRY7tiHVT1(SgPXuD}ZV>$vx8JCQ4Mpenk^|Do3y{O2carJwhz+Y`AQhX!c>K z>Cw}9ISs(NG`(|#Z%(sb4$U3!>C0=}|6i%DVEk0t8rT-W)H`vP&9|A0HzilY-k!Q= zn_)%Tn!_4(wg*tH`3UX$>B4<4*Vs}X30g3^>@+Z+W$>l%;}+4Vi2CC~mE=5uU*kx5 zsCb)4q1sqjtO|5uL)47V1BXoLHCF!9>Jx`?3<6K5M=v!0T(5ATk7RP0O-+bGXtvE| zLO)nN(i3XZA4xNfBeoV`sEW~BLL(liTKcx3!M89Dw&ub6<}st7!%)rB(d#DX6TVn> z6^+4wx;FVhZzn?%x41DY$|8-GdTKuH^}@u&{&jsy&O$*$KOrT4>n_k6FsYl0UN#tg zt@@t;*p$2n3`7g@XvbG!8S24Lj#cM3T4=5qQ@h;T>f69P0iZCI$XJ=zWa^H7C<0s9 zY{?&=XBh>tLe8Yk=P0sxjV-wZ=Sy`#g(7<^X9sUL?Dizf{Zun&^ONi7Y!O+rB1J8jfTfU-)J!r#A zzJ|Z1Hl@KUCS=y$i{G*0RMVVP*+0)i!L0s!bXBnP zRME{R%p~dS682Me|Jp9`IF|Bnj>fEzY+esjC@0tI|2Hod?c`y}o+3tf0rVMQsT{w< zQ#$@KXxdvx19K$t8~S3#V0FbPw#zi+aJrOej;1UC9)Jh&CRNa>`E25AsfeV^ zSEig8W{;m@NZ?Y|35?{aVx35e6$30@0-xxXfV5D0`C_GXrjf{C_}Fb?)+V5;3rqy1 zDUYTU6!5_GyJUJ38te159jaW=^t*$#*=ro)W2lnl@j zrlN=f!hdmRet{Rlg#l_u+$cT61oDa2+AcY?xHTynJmOvg25IH@k6x}BqUx(c+*L)v zd!;TBv}WLEwoH15ZEf|`-g@_4ZKW}Xx=dTzOe!Aq$-k8>+Kv;-qE07khhC*rum0Hx zD12*vWA7P-(GsMfaa#g;y*kj%Ea-7y>wcQ)@lg4lBaakA-gmi0?xT{t#){0cLtJF5 zI&&*KXZ}0@9v@=rv@$ZM&bT>tI}{BO>ya=UiI}Bf6oN3`Akoa*IOGGUXe(nFJvO0& zMTq)mQIDiQFD*n`DJ}Y_LI+r@vNSgcl?r2`BmNusa+uAk6A^cc`zh1DhCRp>BAZMB zhMp8EHXI;<2yVLLrek|N0C6~_w(84-mJ)phTuxdZIFF?Z|f1%OZ^IjnHuO099p6MJuoMYBkX$;49UpGr=TVz+@yT?pKbIDz@6qsbdmO-YWHrBQB+_ zoNkAAFQtHX*cN83#y`bUyL_WdZa&-dks0|lCC0b&UJZIy(%{HK=K!qqeytgFzDqcH z_RGa$zxO}wBAHbcM*X67;evTq33ruSI91x|fL<}+U}Mfb{29vpLwXt_-ys{YYE+Q(_6b!?FNff!$gyi+6*=UHe+s9am`zU-R7szL=CqoHv^zTFCjT z?NEY%=Y@Zb^}dT?|K{y&-$d+ols!5|lp7N;n$5VFABE0*KWXvKtKI|gMUf$WdF*`q zu*7^z#=FXRda7}^^CYU!0L$CROBtad(RzO|Jdd8NeqHhn_zZW5JPOi-d=1X9?2bXv zv)XelI5`_uIcQI{&2xP_Vv9wy?JlEWr+raFl{rnw@$`2$X-kvU;@LPVCRJPq-28IU z5?j<$dnPG^fBN}!%`OA^Osx0gj9H1c$~GWzzdByvI7(|e%Rf165ZS}HZ|3t3bmazX z;G&TzK}<$;b-|0?BcWs>5*j>V4yR)U{#22`%@n(SH7LxtiEk--#goaN}}sr@nfgn|?FtIhBFG+B94v?C`LQ zKThKIn#tR~_ld6kW+8+G(q_=DZ^_X_IIG4JwGT3Q0#;)Qq0M->SK%J&2yzM8KDBz` z(LV%St+TJH$|{y5p(DI+4)#QqH^Bul|&0g(hN) zaiGD_&^nc|8#ZF1v-O|F?Z!C_M~-xyn}WKgCQu8TRhb7e2;lKx#) z7P*gjw=bob8xnE?TZ?#(A*%L$Vd=BdQN-BTX;Q7&RZzN=$`7SzOx1Y&b0dt0FB=8) zn(26emqv&(AHL~FdM0v-VQg_!BXRoFNiAPBch?Kz=>aouMsrUsf(4d?`7GWobGGNN ztTfvP7GRT9mbhRI#d=*Y6^OitZi06}L*!(lSj{f5u|g_2626?AQI2`=3Fk~*h49g{ zQacK77Q_5370Dx16?9aqElh`Ed$Td4JH&UKymJ~j1`u%gSy$}fppLqh=Ca(FlW`Gr zYd9e-35o+5R=IlmtwdsH2eX#&pB;E8-{_X>!2kTC$G-j=8;$WGbz|c%EQYS3^!QmP zl?O5}>Ni?T8&*33#GCNwdbRgo{0?)tps?6!>;eNRWtx3=FYuFX3e92VydLS`fcS2* z5FvmhDfP$46LAUSP|B@u`1Rq*6YQ~O(C1&GtlP!;AE%IuRGvJU1Pe!$5&526QcFE4+{4U_Nn7((K1SyFr_1b-szf*UhQH$8wndy2|Z_JA@$qO zu?i~KlU=gJhOLU9(*mD!$o0)9iSE0byB-=d$ZcazE>k{Dh`r$pcUL&@8C|a!pu>UR zkB=+xQO*3wN)^PEo<8{ua9au=v>F&T9pZzTu>w`1(No`nUVWbK_^M`?6|`*kc$$dm zF0@c(I3KRMw1Aj;z%;fB0(}6WVS(JMCIk2N2%W0dm6vGwi8{JLdjOfkRF?sy(q=DR z1EDNK1gg+zK~B?wnNio6s!f&GRrALLC@7fs+vV6#K7V=oAH>sE2QXc|1W_*f@c6^G#H_VAjl`95Af zGax}nI$F`MG*g-$D=h1i2|1C#B75?gF5J}>tvNa=c>m|V4Pnl}^Cy5FK@FtP(7)+S zW2dhsjl~c&M|DqgU;bp9KvPfHxYWz(u3c94@u52vIU-3zLxbRGvDxi*&xdeINi^X4 z3R~id3HYz#eeszOA1gm^0eg$b%FKr2PXZ}NN56jPCRA2Rih!6GBU$0eceAg}KNDJ8 zyTEl%o;d6Pv&jE2-+!SFmg{;B;+^KR`%hpAkf|H+mx$I&Jt|V_zUQe*@oTf#2?Y!P zFKP5-1m*>{n#%g{#n#T*)S3|=AG9Co_h0|OK>)3xO>R;Gnn()=GL>y>zA67Z?i;}C zKpc#anT)uq&yAH>w;Byl0v4@y7DNgeJ(#GN zGAoX~V>neV{@wX|{+3YWDLnp~(*n*n&;)Mhj<-;KQ+-@xJq1CVKXxK;x99M}hv!@9 zS>LiWDAjo9c>7QR${;u6Z^Ya$WJbzU z7V4=*3bDkVzE>6x?-CfY9GoUwPs|J&Mv=^~s<540t~Du56aOkumzTaZCZeiwZRxJy z)j#Mn3=Q4BA%GSP2KFM}xb)rKf8T%amN)N|55ey&L*xd@N+XxlU9Dg89{lpfH0tbF z1CXrkC_KL*uZsZ@J^xiMtp^)TUvvv#|7LKRfE8ALu#Wy5+l^Znk+2ODPC)+*&wAK+ zQ2HEgo34X*adJ%Wl}K)(}@h}ZXx(+( zB1PlYkv1%$prQ5%F+9(0y^fLVaywqz`$Xgm`@4vD2%t01K||xx(xuVT8$-3!tW6p` z03A6}UVThfS(j)+TLQ*cc}t`q_}gS`+%oyb%ki11u1)Z_;Sj1ES03bJ(N=k7CkpWG zG!7i@TFOJ`zEkBdhOS<{CacFc=e8y18Q!pznhCo90Js6IK+k!z;L~p_9h@WgmWb^6 zY6~6~1A&s=4Seu$CoEJ9?bldabnAc7^EKg)YGrl&1zJ(SufAfz#W!fEv?pCCX^+bx zgX;`YsPo3*!oh%(_!9wjc=XVs3=Sz4A0%j8UrkETIsVr0pC{A!sg|=K3MG@i#xCwH zA-kP}JxM#>ECt+=CwC=Wn=JrYrmF60Yg=DKKp3tkihY0NhT5>~;$E97c*q5~%A^T8 zh>!=DKhCVA3BW)_QRpFi;A*3@m9>DY)=y+S^;heLK7XOkbMgVjDX$0g6YZRh-91AH z`wTFY`*Xx4yb{A*UFyLp{#&S+n{F?i+DFpw{$lbT6@<6d+%DzJS|BueV^_LDYCbS+8LFZ%R^vz``rm9Uj1P2HZYIEo^)w;f1999Y|CD z{!~2hgdpUH_b)uFmli&;N$V^_6-Ud-eF<;`I!Firt{6b69Bk30G#u`qp4c?B=!?J5 ztN?!Lb1)jH578HFQyVRFXvK5_H1>>w1Osl)hdtrlo=)%gY5+@zs#zjjJkjSS;mn%$ zXF)zlD)@L4gqJ$3k(^5g;D--B;T()K&i)tWnsbqU00{%UO7Ir^afY&cVMtzZF#>nc zYXZy1DZ0L&(jndOQ26N6)LMcunyiaTthUxbVbmpY^Ug-X%PJyPB7W+yH<}j2%I5Fu z`uHI=t`=dA#}0fdMDq!mRkbFq;hDpO{d%?6g21q(M}LZxSle3=Oa zsrtSJvpHXU=-;62rL*R9eJnoYvRTr-<)-L&G0)v~P*0-}50z%i8a`NV>-v>3RQ}lU zrOQ<$?p(W%0B6zZx;VValV$=jK{Os&nOJu4xLTL|$X?4X(CmJ(5ai5R+NXsmU_}EZ zyV+=p_qI(P@}BOXZ?P;jJGWIdz+fl;$r)wk;{X3*m-6?Seps!k2tF=VjH^BZ4hg5% z4<*Yoo~;`u;B2WZWE<`)M|ft3$qr@dhEQWzU(J ziLtqb>*JxYA|cPmjUjK@8bcFz|5yizH0Q*RjSFqK9u2ih>%%7Q7V}c$B>Z7N3ss600WmwQ`OU*h=94`D)f(Zf%{#6tVc z0fvaZ)T%mC!Pc|0AGoU?k#9(V6Vl5Bj6upklNm~-5i5tsZ$cNhpml!tF}<~g^NNwU zdx16X#{bFG+$Rzd2quT}bH1jZKMZn71}|r*YinmE%RKJjoAj+Mfej8d(_Ixk) zO53f27G0eb@NgW8dAJ))RcVzT6%QbQT2GkAtH;)LcpuN-t?Azzcr6>QdOw&bUw3vT z*B$n!Ft_bYA5>vE_d7gR7E(-;Ff@GhI=j&4xH)abQ#S#(+LooYO=r#d%3eD!B^&P) zAK)weNJ6WrYJM;WZw4uA3@@r0T_YPimHeUaD=6;pPPLZzbWdg`2IK$9Y-TEoZ9Hfb zP;&P$g)x{eWarn3RSY|e9VyRBjWM)ZlWRw(fbnLd#0QxF0y(GZEY`_pe%OE08^kf( zE*`t&H+|gca4%_~u1JDxTgG1publ5xx{3wKgwn(LK9~%)a(B<5rvkM>gMp`B2gIFh zMA7VhRp=&Q?XE9xjB1~UP04m@CAshnwAwxt20wPBy^jPPhvb}4mk_4Ee8`ycOisVfpKZ#*qaL)lOV zt#=#Kdt3P1Hqt@q&24Kpj~1GDQ|;Cd7L(s^$fQ{vL{Zu#N4(2@(~zJH1LzQ$pfLMG&d&{~WC z?uI5{>0#MjV_E2a=Z5cFM|P6;EUTLQ=EtBC#I|@5FrE8i4L6{+?d)Ue(mQl4(nU^U}ujl!}DpNnq^rRFG4-*5ip41>tu?jh3= zDkhBgn!aM1byhnyijW!R5RQp*m9WbA%N<>t;xP&F7}lx2_cBCU)l@fjh@pT^wezegRBhX`AdR{cWobqxD z;|_d04#6j@Z1GD3W(DjVOuB8&4<^2UFryQlaG)|1kakA{Aq1BVTk7-;gCDP&>>200 z*$BpLz^lVu*8C?ae3&8PKzvy&gEXi~Z&<}&R+HQ7s!1F7*pYjWYpv(MJli2|r7I2t zZna=3$|S$PbjWbngpn{tWf9yaznDkix_6K;8q=@+X$Q+4@%A&pV<- zu0rjz?oxFfn`g-sT9YH?flI7wY#nh?|A{j6{hGeQL3S(RYo*A-Roo>h0gFEF<G3o@TT(T=wC^DcK{Wt&gvsVirb3ab2Q`krdB@S)w|yMW&aWwaGY*5 zH}rPuuQomiv75&sY^DHgR(hOZHvU0Lt{ zm6tGr__!DvCRB6WsNPjAhzUiG#nD2`50Kl3f%d=&URb3j<68t99)>YPi@s_BWR%E) zMl!bS2R_Q(Jz(&>3b^n%xGS1~lgz>AulQI~K00B9EUB_H9?6FY(OmurBV|(HimTa? z1j!3K`vkXdj>6S&h?{k7La@xFd{7xJgo|S%B`GM-(7H9;&+Pz-dF8r>aDnN~MIw7T znN|U$LClslZ+)nMR;Mw`V(31!!ZppW?D2Dt>D5xYaqh-jXd?Gx!f|6Q=fqcyTuCj& zgSl`0$aQ;1xfM_r3IT5F6Srh+t}D|y8!Y_sJK0L>!3#D~<;}(A^J)GYhU%3uuV~hn zy^M2nu2>~l9{er#t~k_^LRnB6F*Zmhr`Z|B&#Pq#Yo-@~h4}q&tQ-$oTZ;46Hv)Sn zY=f~tQgR)R;YIs~2J7K7uR*&S10`>%1C>jdTZWXFwbg3e2) z|NYf7ffxKdAI|KAV15+Mmhr??sfEl^TdHQNaMq!@`w)zmD*UanbubWGh+V|4IRVsu z+xL0c!B;mR{C#f)!b)up12lyc+7w3{*L0l@U5)nZumPG0=PqAMzU@*Pz8I{RF*5~= zQ!qgVVYU7+(X5~TFn@n+1Jc&UVN);#j;F90_%2?|G}iU^#FSvrL$w9jGq{)t<8w>? z^|tO_y1ewpi%)qMZfN~A_l}i%b8F8#54E*2Ac<6*9@nalIf;;_YR_R}{K~(1S!l94M6!vSh59&lfQj z=B`RF@XmAIud_>JEnVoK{TMrkLhr3RNJS-m8;v4m-NV`0(k_qTLOHEDS80^_NPhXi zOkWGGh65mY(Z+pjZxu#2d)_dPD6bX(7H;ZhfFaEZJSn4;6smv*S`C1$T-znrT)Z7k zF0}}=m!C!t(Tm6$QHhu;2k-RDM!UkDV2ygjuYmrK#4Y5t0i!)1mpL-4ZBzZb%xX8P zlQ9fxxScQ~**03wIy`#V0>(=UMf4O9E0I{FFO@(Vs&G&osgRuj-L+XA6%4{NNXAk8 z{*5(aFS4U>tE6rzkt6o@%4Wdw0CUI3Ow^H0Q9^3V$~gpM15RKG&z$oWg`;fG-jx4t z_+c=vYMu*uedQ}lLYmlPscJxU)@RDve$iPs?$NBgfB;4U7}+h&S?)dFO@SDs{giuS zfqkSCf6A|878*OFCh^)hEEf}%oR@+WI%S+6hLRDERzN(N3OwInQeQ;*fCh0t!>~M+ zhPr;!lm2cnj$wC)s3 zUy09Wv#QT)7PVYH4yI8PSJH>2<}^2Qe;xlKdc~Gt-Ib$m*2m=bkxmlduYf^v$5>0) zHmnv}wTJpG-xNrAUUo~x!^*b&YG|$!zAcGZxN2BS2bh=^Lg?PJU^$n!MhW9*ZR{6y z8YwYia-Mw1gm9#nd^-$n^qou3#G(Jr%b8iJlwuRhnP#uEsC-7D-nCKOros`HDV=O<`n^6KfW z(k7u|qDG$aP9-nBY;)DG+h``tF&xMn3%|(K|-7Vt|DTxJ1i1P7zx0L`qjnbZi zPW1RFy?F4|*aE8;-MkeBjl1_%iVa5^HNnwVjUYTN3*xAE6i4N7-z}PB)=#>Jaz9bw zv3JoT_QTE$ciMF6DQj8m2ccMpVtj10eshzR+U4G+`{8L&^twdA4WNJQQvE!1$R~Pb zes8ydM{yxeHAx}{D$3yWWor!f&W1r|rds{@yLS2VDBe=iZ%k_70fR}IkEs_?IwF9mmLiPy#S zU2mEi?wOUEqlJ)YB1VO>*thSy){591cHaN`n&9w#rd@DFsI}hvi%fMz7Xi-n)v|GN z57A7(E$Zx=Vk=7`v=zBd;GeYN^#E$P#jZ`}R;CmUK+kDDdwdWvrKVD(eucx%KaNn*vp5ON5n!KSt}Aeu7jTVOei zVU;}7=}t@5S?#*uvPE^2Nn?L#cqDEc9Z(f)ZI&3oatfcC?=G|>-`)+C4i*Sj&=639 z>%o{2P?v9~+eK<*#Ld*10TZNdl%+!L*7ut_7SuRlz?M9Rql0oFpO`GPN{D*wd=Il| zg&~&=&%QVcuPpzRgtrA%O{NEXfd z6H_{reY9oWwI_h$4laK>Pt5dnpBSm%fFt@OZU*p38av2;a7i0UWIjg&9n|KapE#kc zzYpN&W6xZoH`$~;#3Ed!J#z}*Z7iV9dH5xwr{QpMFcDrg)Fg({@oqTd@n?INUl-KW z2p&CH%o_SF_wDxdhrR$#H{`rQ@F~RI6GW8g?Km(PVznA{D?>^?3qGFI zuytR0T#sG~APaK4?e2$l-vdjQC3`)-)sp;br{s#+^Qs-$9l)L*7XRw%-p1M(+!L@m zYns1*SVf%akj^x_t`*`=pG{e6HW^M|X5${#?8?B+n)-iKao*p88PnMpTRc{`X_~G) z>JdIZcdfTOb!~(<2S`F=6uamG@6=&8Lr3YPOKoc{5l+PXmy4w6>KmmYyI$J;Z2RvC zRE)2*VKRQQ*G&JR@N3B+J!H9z-8%yiXbuO9P}65pIJ9Eh(-FsTX^+C-rm z=jK9q+!KEnyIiT?)o{m!vDDo+l9GhTY^Ce8@l+yGogeQGTLmO!QyU&6C-ZY=vT183 zF*%AeU9D3ntj9Cy1Hz$!;@LWalZ*{g(tDghpX13Q5Y(%yDTpgyl!Bk3^{avXB5j(Z zfq6tU@Jfe6doQpEIBl)FLKNlwo}UtW)siii3A{JVoHs{W1PxTqQ-ROnq}%526oT<~ z&mCCp{#(aCA+|++yivZBQ&vxj7R|uBwNzUzaf0NV_$ReE7xn-j>~0 zzU{_vSHzs6yepCq%Em56Fg6PEmdo5P^|pU|zZv$nF;c}={j?cX=uh=-ntb!&F2wwlrpx+%k9X(ol-=Q^UZ-gv zWvFliDGnWz8a2=LKwa==B26*pzkH+Dpu2j9S^7digjcA4X|ytQIPM>ys_|QZ zjr|1wte&9g4}L9kFSCeNA=s!fI-Z=N37BQ1 z4QY?7AM3t)M( z1!}3c-5yX#c=LO&+%6)2`-XnF)M$5dUl2nh_^`d`xR;i$ogg{A@pdXbQAhc4DvHG$ zadrvM#qly9hc``oJ?`{K@a;mst+}|?xodfaX2r1_A}$ANn$VLpZkWOzHQQY7{|qJh z88VabE)1L7``?yA9OaMV*m1FyZ@iB@y#Z^{P3WeC_oL&=^~z!qJvGBlz_Tdw|C?B> zPtnsHFgSg|Z9I_H>IR?Va%!$LwDX+RE=Y=M&M^eNKUj5k+ymCm*t1@r@I zw3^c!rf(6zH*-2X=W=(lEGg0^BE`>vlfYax1VC^M1Kzukf$pn8d!ia&rK6Pw^Cbc2 zE%~)Y`+zB`YghdepvL%o#Lj5nz6^8^$Vs7;c}-2+!I9TLzEL_K*;n`i8Mg9Y|6*|0mU~ef7m;`>)Xgl995sXSq}#QmK0cOQYXi!-0P@E3#t@=$?+J= z|C${Cb7!ijJ`;o}f2GQ(p~~PckCoYT(l;lSLKyOj$>A^r(3LzH;TQqDZ~0^?!K-!J zvrP+&urk8m{H3c*!c*oAm291;0xvSIE}xlN{~r}kq>M+#^;d0oe@2>77dN^L5eC3NX&4Ro3}|0ll+47Fni2(8FIt+3!Og$I zo5fy-El0iQoc9uKtx6bAz0tle&HJR3;O!V{3!cu_``1(DmI}GnDaSGr&7$+l|DxA$ zT_uI!_vxG8&z8Ri(lwG&NFu7pD?e6f1My8&2&`q~q%ZnjgB}_g_{oky$wO^zp^M1o!mcc?s!9Z98%Ht2vY}jEPmZcw z{!7@iG~e>^FTS^0x6tOX`Fjcd%3`*5Eso2%t>*D}qQ)vl;B@V`h|J6@Cz&Hyz|f+N z|GwXSz}Av9`ezx2za_H{oID1i_9~Wmd+XSK`9YKIYzf9^Hz`AV)(I>x-s&D?z# z?o2gQUg3@d3-P;l29W6Zj$y-v*Mq6X%7ODr^w3F4g%JdC$ow$P2V4?ow0(x}dJwur z^k`R^KQ`J#w9clt1h~B*fXMlzPX#ZCmgya*sbhUIOvC z?i$id1!t|(mqz?CI{1ZS4pym5T#WiJ)8Ht7L$dQj5?oVJ%hxzxX^oUW3l}qhFm*k5c6= z_BR<$W3w+{Kr$TjzUh55&|`CDV>Xcab0uu;A488}^)FP&T|E{MGf^SAak1!e7`7Bz zAu8$L<7qFQTpjt*T5dGC5?4E}=;q4D?~?0YT8RXb-v^rUeBPH@&X1Z&mNte=y5*6y za^i#KTZ!Vijr?I$G>mZ?MQ_iF%$Aw8!$aeZn*qd+L$52TNIc>9)0_`pyu`$6aEpND zb(5w+8<%q@CIQ;@HOts>^j^TJN@LuSbIgiBq3y)jE5)Cc z$J>R6NmFi8%PHnKK3LK?daS8+AJd5NyZY!{KHSIzb3Vq37vYxYF6m_BBIfquDyxHd zCcRI5*+UHbCG=TN{r@QR5$3*tNCv3(n@pun6&e)ksn=s;e26~?9dn;d(|0f!VptQ( z<>rz{2X-38-N8EDH~7C=Do0GAMho0f(*&$Q1C6F9GX!!9j8SDRRY#F?o&Tw*XZ4j3 z2!n8jp%2?$23UPiv~)N3>#X{UwSig4QO<)^y0d5apK$wLq7j7TW$S+V62C?kLH13^ zXuNKQ=kNl)Y{n;E1+3NbXTSOIId_qeJ@1;HPDlx{I6}t^c&M^lx52pRzOXfBe_lS5 zmJ4sX8!0gET5benb?1FjP!{$+0T-EjAtBi|{4~{$I;Z2i`?aVZVml71 z%ED5i?)0K=;KqIz=T88!vuerc1rf;oAT>_^u$YA64rT!9F^3a6<9J@H?YCOK$ZKDL z8d$+p&Hk#zNB?HaOB1&*49NRxDh=Z2iIy5x9w5e`jtLuX?ucjX@V|3#BXJ~vQGVJ% z6oHCpB-g<_S%s`%1AlxZzR_d$y`Ms#YG;7la3`&so2HytqyGa_Aiv-e2+Sany0>|< z(9+fCbCc7~F0Fy+<$8b$w(J}-=I?n=vJB*dLj(HC5E(%=(LqQQsZ&XITHeE?SHtCf zX3iC}aMSb9LMvb-){-K2I{z|V;vi6Mv#F_LWae^yvRU(lT%gti-qGW0U&B>HTQHR~ zI=x(fXAR@(sB^gHBKXR7J7mIvoQtcZn2TGm+Gb&0e#WEXU`ELz!rM05C%ntm;)N33`bq$!kt;kguy;s>@m**QlL9GnZJiByhmD7b^=qSM!F3Q~bj?N-iqEIi6nrbLp z`OO>~ijoi4^;Cn3cV=aoTS4EJzRb| zc3^kk?bRIZ9h}Gs%#Ce5?^monZgdh$-IkZ{;}XX2Hp^_0P|0*X!z2P!_u#AW7d0Ot zc6A>QPzPEG)mt>#RniCcNm%uizdv+)cZJ|YMYZ#R6JW7*6PvEA_Cn0lDzD{3pj)Xb z=&7t=y?OJ&DFOAcf*e_a=S(S!x@Hc*I@I@oz;e23W^}T@-*M-7h`e_4!qtvPQz75T z%c^CBtNN&2Z6)vWOnza(x6I=L@pGKon`>KAUv*3H64vDs6k@4+j_5Li5z@N^pcVxw zGz83W39aqQ!uMHSIlul=*U4PfHEl2d zq?7|N*z8VD1ex`x6q^QEC+sXvXWtBHuxJ|hznY~DX>Kyb1)MxyHnK(eQ9s3fL)U`C z_Vms@zZ|d^1Ab?^WxlI`bSrC_jA1RshZ6h1*4Lvyu=Qgr_DCpzU047k>oaldpeZYN zWt&0r7IJwwaxc$1ifN`?t!Kt;E_=FgZ>O5OM-jrj&c9YSQygZk)0`Ext*dIcIIeG) zKI#ew%esfS@JXpO>XifbJSy~3fK^o*pJwGDCuYFL(dOE-h8ugrhWy$B7ZczZ#@D&H zLqY=9-xOn>v&{S4&r!0Mcq#N-?889{8wW%>0Qt*QfwhPK7Xg>8Zij78$fKD4Qg5M4 z^TbdtYUXg`Slz$MP}Yc;5y-C;8Ao;c0(_V_WEQgjRK1=4a^wtusH|+Q|6{}r`q;Ew z#r4vwsrZ$lEdu_|nt-dT+M!NF+|!!*i)ZuH?S9^0ck^$fd;l_WcwssZvDEFQ z^zNp9!UXoDW_^L@C$hv*@h1*6bFd53Q0d(2Ns`%=-z&Wo+wBNS{U89ZM{f_8%%eTa z#lGTyZ!lAOwI#H>5G39(xO=VqNE5|7=oz91;yWFTl zYoiP`H9?!kib$9#w>}<#lULUo9uzUx6q>?^xv}7`De8_lL*(i}VOg(=JuNES*Sjz` z=o2QYH&!lk8*FM0wk|Y@bPzLY+S2>Q{o2JvT*Dvx-Z^IYDFq zb7W$&bs@VFT9Gk97qSm|Bl}SDeh!`)__9TlpvN82o>X>qGCh2P?ct1&3){_D)-9DO zRWyb@Ej>;l&ZXR18V=DV8An#7p45d1@gfeEE*5!KWg3(FQ!>oJ%IB^GM><0r3}xq* zlJYa25e4Wp$bJ?;T@2O#K0$|y9ZEMH9a_D!D6|ERv^NK|Im8^L7lm|ywWI!x2`nPj znP$tw(iqYCKD3?Ad&34-31IhAIfe=u0VI1gN26~fKb4aJFwk!0y9*zna|nx7@CBco9lkM{G#;sMzy;Ze89}t>U_n z#XA1NG&kFb(Uwxg-Z5x{Y*VS-UOgwtr^Gb8rdS@$Q$IqG?R$8EYOvM(YBFPc)P{o~ zs5{vKz4ddN<%na((!&-=%>5_IG>w_dGD^*vLth0tbPCWDtIGO5p!VPJ=L)4Jq))1N*c)^iy+41?6U`Mj$%kaltW@Qklv3#i z0|mIVR*0FM?t-76evPcAWe<|VM@{!+V9 z(E)#}^6blZ%uEd(fMem`Bc(!w->3Q3^;u3sq0vVfXuLYY!-L9j7Vv|T=Nf;k_0fql!w!(7{%^RVbY_< zh+`Y6+kV;YV^qwb#$q)tN=sfkBpBefmtzn{v`vE147 zIA%rt^c>qO)_w=>^j2g0O-X_UuV&+V$Jqm-NV)h30I{T#M$PAEC4$&;cq`@1Y;!no z*;eYV8u&n@ShjHqj4a(U7bwi0kKB=>ghBWQ7?Vi(zXUn2$llCn6G}N^l9cU8DI`}V%imHS5HXFhl zmMcGaK5(dRL0RKFEeJ@iir-wICx^b73>W+X;Zb&%GzIVUU?^PB%4;$Vcq^7%t)FAk zagweXZsbkAlMCcvD|2pr9IlyR{b_@d2*0EtC(g$ZM~lmHVuWBjo8B`615^59EUkz$ zCodK|39<(8MDlzLV@u8msPE-Cy3$!nM-k!wlJTtc-bEvth&}{1LTrIw^#Mh$3hNKp zLw^shs5~`vKofFEFta-1CxPa^fH3S^fBVXY(F4w_PP8dpP_;i(5Nq>6D{y+0wM#iB z!dO$2d)!R=EKAMR$212T;lp{vh{@0<=xUcR0DT2I_ZoyAGY9n3(j;c)y5Ydr=x>?a z>9Fd1023z0KHGV3-LZBO{+(#JSSKH%Knw%)({KGS$q_>hmX@a*B8~m-rEBJx*$gXy z0)*E|wKN}MSnaN=&=_hez4w5VGY4IjMhF6Mw*FnxvTBVftr+#1qNwUnsM+o=p&}Mg z#DU@*P}Zf#CSbmy%V(6K$t@n_0J9HufZ-M&G~$%m*=E(D0suFKOSFr70?s>Io<6B} z-r~+&#EiSW2Z168U?L$sCb% zX5gHhjvewa&T+(rIT{Wav=r%Q3+2Ee72;-01O?o! zhCvn%*Sy(@_5q=XcXGM+wlK7B`#z^Ps$?+sk`woBKXY!aeg#3$d(938nyj{A3c+3++o^lhpqdje4+nXys;~qo-uSu>rZmibmCFsr zn9MZSUZRtM+&i2~gwQEJEq<*M@ES)<0`<|cfD7w$xsPOYecLZ|NSrNs?;T2kGo|aO zvpNsRT{WVz;$QkZj!j+5KTH{y_PW=zn3Br#lwe~=-p|(aU~W|2Mx)lpLwfA%Rog7v zP3w2;N-F3co`dVd=KiU2dFsg9`2?GAdA_HQZ^Nl`?3Lqfjs!Q(*Ar9TXak!j{S?{# zqmo(KR^QS*KZkFj9&~+c!K<76Q{@5-X741PF+G>71i1+?=Ll4^n(ve8C7aaHk$30# z`J@_HD^1p$3Qc&)@=F*4fO@kqz7(dU;N_R5|5ep83@-}(^gpRs-mM5iGK+_Di6ZUc zy|hlGXK9Nq6YM^ECBSyb)I;eu}S!$?cNT*#2gHcc>~qA4D#;3=*Cd9P)i1;DBWKz zrq1-_a`L}t>+BKkU&}<2e?0IGnYKned>GhdSy}vEF&q(u_aCTQZm%=etqm4F&x@RS zRaOu$Z_t*NGA6mR8Yr4@aNp!E*I?l6oILyDT`%ZILaL$SYA!(a;B?7AerbJyXe6H5 z&f2pZN$tuEGE~2bA>=6hO30FS&oVz3KxZ|!UZb<(vLGfx6Q`->RLgG=@F|;yp>IYU z@nUu?^e*3m}dUP@;ZS$ixKSiB;{?%t2!`>|`c(v)^+wP!t+pj~?u<6?mSosS$O zmuOapWB5#lSGcs|DB=PXe`OA=| zv&6HYnahB#!7`WDf;Q4;5B%auiP#6mw5**;icm`LzH9}iUlx)xafc807P*;A$tk8h z9>*`&(}%3nmot^jJRlB4a_|%yCH?g+4I>P;_&XF7B&;3SNwwrpH5obIM^1e!fUm*t z-dWH5OWq>4KW+M#yahQoir&aHwB<9)yp?ON-DQ^x>|bUJo%=FxAGN9(t@hvgIu4Gk zF{`~2oDg09DX6?cK{$x$rdumjqzcE^^7!(&?o!-nII`)nU7Anok$I!xSM9yKS95E! zdx8L(m3@$%VInva4$9hc9i`&P>E5bgJN3$~6Mi*!wO6la)P8o#_biaGx%XThaK0vL zkcqx%cH1wJ{tu-oai?CXgR0m=P*J(DZ zA1vm|b~W?dmFF7zKcd~}`yUPJbM&;g#V}$^=0;lQ157Jj&YJqQn; zJ-GKLFvU$Lmf`_3dNoB2@yrV`8;{mrBOjb?g_jGF*e49+OYHiNtM>wKPt!(|dIPfc zl8I2krU|+);w1ZBhMG}EF1@nBI03s*F6qOK?4F0D7s@ZD4YSh)YIlyJ@5&uDq#sNSx7YtL}w$qJzf zH}a`c+l|AAZbAq}J+nR@zW;-S#5)Y_d{*Zno)xOQP@n>elPUw2d*+Va(lcCNFAj%Y zqG~T@Jpo7*+12(sd>IW*>N%Txcr>3EJ6_!p;w&E1={Dxj<-!eeyI>>`(Z#q@?!->F>P;F>a{oxGR29?Yx07Xbn_#cryK15m*9 zQ%|+pB^Ry{+tCvBzp$njXh5l@&dENU96Lcaix#}fOCJomfJvIK4|NzStU<1TGRalM zA)t2Mm(y#B$DKs_$Af}v3wcuUkJG^ly^G^i9{h?0r%Pp%JYdEIMi@Wj>-0t<(zV8Wma%+2{yk!m#gL= zQ`X-|+`3Dm!vcC&@|q?TIzG<$Aw?5Yda87>x~yNki9f|k0!`d5`ltc0d)F@~^MGpw zn_SdwE`A%4&v;4aZN!rCI*%y{oMdGcoQ|2J;v-54|E5^+kr-Hu zatx00-*ONT=cFfyqyY)}%|oeuc>|S90JzwL9I2y_1@> z;o-=%3x{{HLKpDblTyw>kiQ?g@(?9^T^1sjN*8gyvgIqwcsZQr>yQse415i-A7qSa z*)ydf&Hpd7nWMuzR({4X64zx-v4c)r)tJ^{uy<$iducmXhrR-GU?it&1OEpq7HOhM zzJjMoo>(UTp@_xUoZsTjL;)(Mynu>jZ@%8o0i{)ZKUFy{QUVfNBMpsUV*ZT6E%2?z zM{u;RL`>OIYofIu`a(GrIfI10mj1u+ zx^ljwOYVLW-9cxL-8^$&FKRg7{i3apyhpd({p5wxfM-=%o)*8y`l4Tmkh8;7i^yE@PF$Ueqi>+ug2Y^PjuSs-O;l6iTAIFIS)8e-+PZ(Lgf27^Go;=N9 z!bG37e>Hu9=s!a1V(bb*AT}EI8mrV)WK{dHIo(uE|NqpRC_e?d-!`Din)7=}i3w$7{s z)Z!=^=*V=)d@twYE=-@M17R#FcE1XFlr3wTN`B zuI2Lpgcnx`Hhc2UH}f@%+6pGsk#+KdLaft|Z&mlqe-(1?I`<*qNPO%5ks6R){0Gn& zAD`(7o|-5!UWZ1)LV|trcoznNpTz9Q6k`>6q;lp9P49V6|7hsbaU_mpHJAB{5Ro1J zXi7=;5@dvnEhWzSrcthhB8t`UBC`||y>4xDxxMlH4V|s(`F>c?Nge{~@>16JL2}S} zDW9M2QEdwi5!~t0B#87@O_@tcjMKzU7U-na!wQjWIEKGk6F2N~2eMYjSt1~^4KHS7 z@Cq;iq;rP=t)o(XjIE0rp{f|Hc6<3)rb2$!_YTSjppqk-X0+Eu^!U5>#fZ1dVHaXk zV34X8-IM506ceLHZFYbNm)GW~Xad{a`TRs^o8NJ8a(uksQU0~o>8uauqdp1*aMdXn zMw{WCv)u}Ga>q9}02zugSnA%xj>`c#3POCnyFk6rUm@&Z3bywbYNKueiZ6b@33QlO zn9}rKy_4}t4|r%VIWhPsHIYDrzoWN=DAND_wsivR*1^9{_93qq`dIO!S621|dUq^j z2mT$lx#W@Myh$?ABGDcVe+W>reW+t{v{lfPs=1Lrh_NSo$0yaRK_!MI7M4AS!OiSd ztj-Tf%Z8q4jO-kMBrt=O1o{T5kkk%^&dHe3Sag3uT2qIG7EbuK+E`tn{3P+_xrY*H zh*W^A5)!Fi#H)Vl>Dp3;1M6~>-m&lfgKwJ_-BJ0QcOJ4lak-6VCWV5sOpC%2$r|}$ zrkOhSQPlRMgl@k;j*UT|$2wesWCaS_>hHJpDf#*NtBqL%d#Qv#elZbR=t<$^`1^nq zMOk04;~8WX`ji4+>73ZOGVKQsuOT+e6SXgxKA!2lT?4X=MS)!{m`Pn*mZNWsNmdiP z2%SSZbMxFFZnxS4CPK6pVwMO~>S5a?xP5 zIRMHOC`-eORNq3UwD?pw4+6Vw$2cM?Oh6OyA6+nc2ce7omC{Y1F<}wSQ=~$s39$5P zG3!90LiAp!^R@L)z1V(4+d3I+k=4j{=VgCJ-^aZS<8kgAk(G}xzAR>%0q@q;mS$q8ZBA-NY@`R2 zKF4BZ%EuMyKi6`gp%Y@pWj^uu6Ma30H^LzwoR=58y-xUbaet?sZCa-n`T?*=%T@Mw z5VL?`0lTq@O2gp~8#t)}+{dq8)Ttm`7DsQ?U6rtNb$GDFS<&(s_869kHm6v5octu4 z=&G+ozARVjK8ED9b4`SY$4Vgj%H{cy?&aQxnd5}qx>{AeWH-(GJ)dycE+VAk%Py}f zpB8dGBpO&3m8a6yBBJUz8j}<`$zxOkW8h3>!2l&x2?xk9Il}*@cZPJv)whd3wFD?P z((HpDro9bA#mr*i$noe%oc;-|ocZbGxwa4pTF8xF&Vp}=2R@E?E1ED-=MnVrMI7YH z+cWUMXPk%E%C;o!#{^b_VPY};7YvwfmDi<-8FCrut!qGB9 z%Cl5*%x_M$1gB-#=UuECvAV1&Nbc$puU`jYk!h0L*o@%m7;YQmPqaNRyh<@Qc zJ571lIh%@22}`W5A^kl(W3VtVP-#9oLQ`?lf6>_g@>_iB!nb6w-tf2_x*DngW^ho+ z*v+Ah((`n2EG7FVT^}EE8@!1td`WcPhx^K@_q_jmKYxMgM#Y6|v*H+XwF2-l9zMT! zWmmi8mnC$WCXJ?w>X_jen?7i9wMC)3RDX|wi*eZLH-w`Ky1db9x=&@ytEqI}Qsa!! z30Q|YH`EM7hW zm_?dR&$pTzUaM=~X|6sG_zAsiovD4zQp}f+VS|Tk&l>&Ueh*BHUoB|UQYh`E*4Hn# zF+J{n+H^ty%>Cyvi02Ms$R~LLr8SULhEHZ?9Tq>g$#uywEZ;C|V%o1Tz@{?P(V$)c z-%QAC&+FrTAMwU1n6N8&)>>lawK4cZsE=WG!-mwZF36A#P*><)O9L{&^NQTufmgLb z$V7RASj>wh;S>>E7#{mZ-&=q)m4=IooyWlfHt%3jEKIcRcr5Xj-z}@&>NU?4WmhL} z*Qmi;k2&9J_ZA9!lC6<&3x*NlgSq!Nb6UT8=V1aSrc^=?*(qIb#|*ofN&WJU&8GNw z@7Rh@vt@_^%L-!Y=I^01jvMo1JwiN($5+!6=ZHD^o*5GyvY|^@WV?U#b6Gtzp~^mb z4UDPty?~b!GfpR0h?70>R*zcO1b(!*T)MxM1~mVj(%{-W7QcO{?|Z+H*@$*uX!g-u z*GvdGd~xbzX6A4?c*MTC?qGIrCw~$V7$q{&_q}lGJd>L{C)@SiL0-a6*zjW6Nt z5tI39Cp)HTzi{cKqyk}`Z$U~gRQG;qGyOuy(G9k2r0Z-rbe?NTa(?!zXxB%87jFH< zRlvmZpXRZ*9i_QY&tg1qCQT5YVa#Ynb|nWt?6tq+kkr~X+T@!ndyc%N+va5vhXgl} zq%!MQWOD*yP~f%1L&K7z6&&`x7prUg6p=KY|P-UH17Zy?W7bu8s!T^u-5iza)H${*}yc;=NAh zJ7U(y{?kabGR@UBvFT;Y89(%Rz%2I%!zlr~h=H0p(nz$uEI-$wb}E)|E`QiRXq-3X zVRYF=KE9rv%i63>A3{*^h1E5;LW27jx1!9fBhoD9nK=EydWX z#YyzhvD$Pa`@gJ2!9HvvVWnD6hG%m`V!|PNsPuPh8JrSj6r6!P}<4Z%mAqLLs9)L_n9T`#_In_0iTX!Mde$qXVT+wxjx< zY@g>pEakM{Xlk?DYiom8eCyQsx+zJYAq{EVAX*AG;XA!4>d3GwtjgNAEY` zW>QKDSfBpN(z|STPG8Uz2%8Jm@${<%ai+eR`v&-2HrOQ~;Shw}_<#CbGH^+4@Gpc% z$#dbd!P@O!Y~Lf;=5)g?c)oCLbUDGfl)7T$%C}KUpF?+@Xt(k`4H49#cg5KHSE60u z#652%E6hu3$aVdUgxdXxtU24`sSb15w18I3y9RVW7dST?_V9?=e&^vy<)LU}19CoV zqr4Khls61T&Qe(;`CLF3<(+4{pMHJ=pnHr(C(#GXb}s@LM?z#m4hDu&#R4XC{L6Jj zgGAJ253*hJ0{P2JIhiPLTom<1O?vrVP=}BH{(Y1hD zAbB4M>`Nk(_q*TwufY_L76C9tx-tN!(2MFl9imTjw$zigo_R8Sp37Y-uT;6mF6}f2 zLtEsU`_r^hNB1AkS#l!$7B=8zy%KB~aA?=s-uw#Y?XhxNHq|;C)&1~c3a~NF^~zx{1dBoFpuGJwv7qEA&x0aM=Z#^5Yq$?wPVatWFUxsiDF zEw~tu8qAsT*qlrt)^KhRLGkWuL&?_lC)8TxHvVJiQ%mL1z_^ zrw{2DGg|ZsVEiF3_#<0(K6Bu4*_KZhR`G*#4e4nFS&eZ=t<1UKVRCBVDxtqPeH0XNdkZs$Q7zR_i zbZ)OD`1Q;bcn@+Yk*EIEGU#JZFvrL*~{+ z8~tHl_bLnTy?2Y2D5*9KmA*OmY9;dNAQayl031%`LE4ANiyxVRt?xn~_Y11yBSpI| z+-SeD=8pf$n!DDoH%U<0#MuYFsPHDvb;zgFZmE+v{U~H|S*(vI5RvM{ z$TQh#59x5ylf6BUrEkZZC2YUuT!|0}uq@CAZ4B9rO*qR;#pv!NkWoiwmv1u!lX#Q~ zw!t*jqVT^`clxTV(_A)j#tP64F*b+1oFXo-BXkT$iF%J{D=x_9W1oE#54UeQLDCwBz+7h$?}(^5>B0aFoI!Ar5X z7Dd)uurh^FabC)7@RZ-UWfc zYZ8M46#O!WMcGO$Fg;Y9-!qIW@;;ZX>;X`iwE9*E$Y?=MU`Bm*vzrP|R z?unt9)Gu$b2_2-jnEMOMe|n4I9QA7ElgE}BPY_Zznr;NW#BC^_a?uueia`H$o5rz3 zR;e^L09yhr;O!)LaLbK%8=r53^9{-w)DNKiZ)GX_^<}LNw!8v9`P`vBhp3OUJr#nT zLJIH>L8`ig(8na{!Xe?tCr_BMYPd=7oRg5r6s5Nl{D^3gQ&cgz20h$U@jQDgqwlY~ zjW6&`>j{zfm;>T_C}B$+xF#`=i*Dqc!1)dMLjd-o%UPa-camjm);KPU2_dF2VXC0v#^a=y#iuFeCf0?3)1H&2#> zG5A+c766o%73Dp+naUsi6=Lh(8Tg;56-_eoLbw4qt8oUTUF9j>W#>9AHL?+qX>(kx z$ZNbqmS*satB{*+4=RI>Tq*U%kQfFP$X^(Sy&t7-j?xK3kD%6L5E({|l$+5`0qm7LL=*7mqM!j~<~YQe0EmT@$-ObB>b3E>M<;#euo z^SU$+#wp3#Z8xh#y{9j!Fd3dN57~U$ZneCe8+zZMmjAATq1Htr1MG0ZEYI4YLHMhe zxM}?EB9hoMyE4zBakAMu!kDsUg4$`qAgn81rDd%@s)@aQ?r`{1hc~M-VMZ!a2Xx+; zDGR*zF?y!=;Vu_``2?$Tqe3EqFXs4f{DIbJMO8Fb9?i4|6ObX+CV>JOV!uaoN|w*Qi>zaZ#Ea&mpWBE-kZLav-Q=;=-o0kRjmURlB>TGQ3tMELuwHtN5KV;8umFXsXpcU)~32W-lSy~#_o;28~Kc?zax9i?_JJN+H< zOLR%)$Nak(>$ZJclLyXLMl6HPJyxc!YO5@J`jm|FgcJ*Kj{akZo*gr(|2Ko4npQ0I zs~(Kde)Yyn&Piwm$0MREb?)UOmwrDsOM zIl4!iee(t0S@JL^$UlA4wdN~|H|M~NcVERdsx7W|jh@1-M9bC0{K4-o{pN{3j(kL3_M6i~s(=|VX)Dfnrfv$fXACwOB~bS5=p1jk zh{v3HWZDLAH5YwdQ&VH5f3*nheg+#y4nYnT=AWhX@{Y(-`u`;hiDLafWg!PH@w%rQ zZAPkHw!2eWs#dUarFRd8MI(a!vo7mSYU==79UJL`lsce%_HuVy}2peCAI>8iLlZ<`KwA!?%HIA|DZ{>AsAX~(II%9aC#>aS0@I>&jjU3xE>g~?p@wGMOahQ`sOhnMwr9_A%{xMqgPeMDe7 zbUmll2c3L-db&6nQs&DXgr+XfBO>EkMT*v>9_tcRI;sTeu*R#(2W?gDNQf*(=b68sVH zkFdc5zKEPipd13wv8LRj3nx5Z4qYfG{!>NB#U|yj8NdyBTg1Zz7?u1E z=NKRA6|dA&PrY}bZ}L5FoFjwv-$i%0zC2xO zda0<#1=<2$?#Ke8!0%WEQss;v3yZh$3-uz!5>6WD)5@y_BhFfsmm{sC+CP$LSOQ7b z-yz(?38F4R=j-sImfM^DYhL+Jf6U(p0`?q0ZQUf?pPHDz4M3#+8|LX>hmpA24j|G0 z#qa9xQ}+U#OOrkw9uY$+;G}tffDYQRrCZ=qPZd}vPTGMb)!*MisZ?y#>!4Td2*8o5 z(DkEcM2>d9!!{EDAbwju-nwK)+ME22%5iLIrZ->cPKsQgCkg!VNjG*tCcW3|==eL= zw8y``0o>7%Sr0^_!6KRA;6HEcyg}$U{H;gi2ATGKpU!??0ic|WoIzM4?tu$S(4&!d zF~36?;Bm^RyGi-MBJQn#BJcc>?~giz0JR*w+B!XjAO3m!uIgb*FST%(plWcc_t6lD|WH#kW~m zD2eZnzog6rj8ETys#0Zmt)Kbp;6w(FoMQp#w?D=ZXF#pViriQFJA|W5zy_U(6*X)T z9Xin;44Dxme_SvL!m2VzqKqR#ODZj4tOHaV{2f58J;*NWfd;Kw`5!|nAjH;_bMQ_C z2%>)V%4UB@z18pf@FS0kv{bdc=Ts$8H4e+hAE4MkyQu3BQe1pyo_}% zx&QsvVJEh<3K1w1EV7sXN4sVN^5!EYy(A`z--jZr7cixB5d&zjF{&g1N5mSI><3BbTJx^}niMI6NpPf4ju;H-9lQV`exBc4_D24;% zGGsEfl?s%|xZ@&$KEESz0}dVUS!UWuUAp2_gvw|N>#KKMIUaWJKs&>|0o zB2rteDIPIlpaHOozduFM-u4}G7jc;P(9YRREz|=f2>?0g?g)L|oTZnZpc3HqMg#=S-bpR$vxfCFv=RX9SDEU0V9Yaw~|6 zvht7Zn%rS+wdP8CrW_Yd8vjqK7TR{qIps7NPuRaSMa9|_%0IbFalcL{0TzHNA}1Fg zwtVI+bfRC6Kl}8t$eZ>CN#IHu8+KrS7HNi|`R8pDZ!)tZdd8T(Rqcr%<1@Cu=kFof z^=s|$t>gbVw_AFDu5@0ndiZ_hM}WqqU8LvGvAm|8YvqMf9(hBn+K)o>sP)2%4~&rVF(xDMdQ!wNPQzPz-NEG&uQq663y>H#=!+^83Kf@hv#|2w zl>TrfFK%hDw>iKcAoe&$8;_EstZeip4RL1sHk0$#_C5FzH60>`m( zI@}aq@#jzgZ#Go>DZ9Vbts`1ZZ_Fm#zet`r*h1@_k74`KF1poL@AsKpOrb(=;+~;_ z#S9gyZrXDL0j+ z3phIR!?goSK3h#ISKO75Tk6wA$gb#ZZ6uS+0;`U>IWEAy8=#RoV#P{2a_?ry9mv4Cm$+__M zeUA+-RXubtDtDch+$jsq5et?ltBnSt$RXh|#O z6=IzYr25(F%26FF0wO_VI9c-rLebdpa5#}N5x+=&Y2cy%X>(~Q|9!QC2V5I) z)*?mvo34dsw<96I%{@5A3tB4mwAD);Ba=1^N;+R*a5< zcNiqlFo{qzV+S$B8znrR8=~u=l}g~~D0iV~6!G!CpN;B6*XrvDU599@BxyfX zeE+37G00@?K!CJkCisgLF~^5Q)lp3I?IfZBu+@~$A zbkT-RjJPsxv_UhjQp6Z#dni^`=hGSVE?KPCMIWk;CJy!#7BII@3nUw!4ZY;5t)6KM z(UhFhuIoGBzS6KB4tpdIOPS2gK9W>-Dwm^CyYmct`S4_9;SG4ZMlbVcz<^TXnYP^R z0>8^AWwZ@7pWw89a=6T4&9R{&RldH7c)&oD_|6b4!*GwZ&D(4L$kTurWC&F`yANB? zWG++9J%#hx7#+@m$R%>f8>VB0FUeY?hk|CPf2KelE$X5gg0UzXU`pRoGOYV)7q$&U z?`J1PZDa@*4wRP@&v@#O%MX1dyY;qb!s$36Fv?OWz#l_Mu=eZs=M^VcT2y=>{x8S0 zeDcbdduKsg0l47XjU<7Os-C|0IIoz9?kPOj7faPEpxs%>p72Nj3o?Av6)RFIYumlc zpbB@I8xM0ZL{p=rzdS^ArCe~!lTGs&X^;%Oa2{R|7nPZT!u48;u+PMr&vtYL`HMW@ zP{D^wd8!XM?yn9xHH7Mx#z|DTGA|spPKqe_ffecLJKLS@c3Ng!+~IqCX%KVb$J~1G z%z%(0p@1f8?}~i3yse3HXlt^~qb?V?Bb)$qbJ^k1Z$6oM zJ6Y>$e3E7oCXRY~kp*Y591P|kQ_kkFQDT9JKGUl$fM8A5!q}P@zc^K-h0KxWuMd`J z>G-G|YfpDdFaG?x{6j{CM?@>4g-c zn$g|D=RuJe9f=UVo}dSZc4$QU;;j{;;UC3dPM z)^NuhS97c83^8)o)0J0)M=6e6T{!4N{Zj$AO3}BGqi@Ug61Fy)r?U6RNhfOby_!nJ z#SJ8KXz|hH#Y-jP*$Mft&fe8()j>_$ys9M4x(=$fbG=xH`@+h9@6O(Yh%k5{E`%g4 zFV;Q$az%PmgL&_m24=&FL@hg7BRHvkUtDncbiR#oj&Y1~HHf=NgBG=mwv3y19q8P> zvMq__84@rSN7mYkrq(eT3pDm0M|cKt%+|3}x_ciQ9#_*!Nwvix#Ng(o5?4>w^c#wJ zk2IoaAJ;?}eRoW#4qMK|i(cp3hX=l*ld?`V?kEMenR{JO#$tiTo*!S5*28#|+_5KSn4?hz7vLjww|WA=&n-~JJT^DT2=LQDN1 zU~-&jA>O0$gp@iUp>Qq(0pFc`lswLALP>L}yvH@$j>Y6LQ%xd~Ahi&n<+5?pLAAlz zKu@-s&y|jpL%h>ZZ+x6Q`TI@C!t0qTg%DJ*oVa0~bsv=KT$Nl@<*p)zkt8+-H%4E^ zl2298Rqeo?W)-$ure6jZkd`^;=?9V{{Y^gb=204YcL+SVBh&-4sAro$ko_4@r9saH z0NwPeZ66Ma!R)#)oI7iry1zTW96m}>8;G!)zG6>^_L6SmzoJ%%FT?bTjx7wnJAYl^ zn%hUjCL2wxprgaPy`?4=Fa2_-2_)CUBH2}|E(vG#m|P`^H~tbDBCRHp{e|R8 zOI<2VEoGacg}jS8x!bC6>171?n&ZJV|jLe0JvG#dZ^Ip~;Nd*{DA)GC88g*iXzB+eh&`++YHF z{CKwgOO?}b^c$z$!2=2@#h6My+q=*D)~96dHUr={uA=yNAb<+@0?gzhvr`J$5UGMTP6{7`yv*8K0v3`$o)WtzdSAg#$(b#~j50}XJyq=Gvr=Rb{!AhaI;+vBdenu>E*dbUb5Sr#gloz_XzN~G zovZsP;#^x~<8#bqTWW213@5N(d8At7+*rl^)w~%MOCSO-mfC(R#QtgKg4%fhBetez zlD~V62dnoNBvr?`Xw^UV+}>_&dX(Cu$Y!~?o{FvDx86IS*J>KIa5xW0!2wD_Kpg#HyFPRN?!Bmk! za{RP4{erNv@Z(JDjoVvb-n_*JT!5qxZMu8+WG^*G>mO@Cb84A|8Mf&3i^IGkDpm`2 zx?V(rxJC5G`nr&&MEa`uaS+G-gN*ox(H3QIZ5JemY$tPpr=m{FfFQbI#(dspVvw7? z7ryiS-qWqc8K3Vp-%geWO_LR32WY(tR#fK~UbrQkqY05ai7Tw*43ek2_b{HCbz!yxWj!YPQ0 z*VoRm%PoOzdn;#ThcZ7{OIQVCBvtNP%SF4MQP?xHAlf;jv$&mgXfEt)N$ZvQdRg4M zM^^v2Bo$=L&rD#~f_jMWxEFj#LGXG1z^j${>28f0hgoQH?pWbQ7B0;t*;LLVZ_MUgQLV3(=s@6$ zr(GuwYqRkd8`fX53wiVr!*O9-;RRFcmb;~}SUr&QC18!_{I2~(CG4XKcyp0ly;$nd z2#lmYufSb&3>eOb}(cYmgeNLE(#YV|+g_tzrPHWh-dqvQ8Nn3I-Exfxk@ig36`#JHEj9Y3 zeoKJ#bc|+LjivPSfxN@O@lc7}HrEo)<|@18-g3H^d6*?ps`ScrBdP%P7|h+qbD6l* zLbQtYH(&6vFQySP$qKwQwJW}?ZX4WfQTmb5`$ z@S?=M@~hx=NYkFhul?uIRZg3~be}0oh)!mhX@Nd&_MGV|QHz9dWfHTc5!AhVS|=qq zeQ}SL~ZHTORkPz!IYGL`^EO5jF$`Dg8wT<-<91SNAZXRtI)i*mfLX! zOiRCUZnfZF@k>9 zU=N7-sHjd5dtCUF;R+-?>{aJr-~w18ClWN6q{rw@EL{jWWR>#UE7rUSe(&HQ=HCv) zu&>=;tax`$4y&x@?^c8^;DdL?#P0f^37Yq(|}r5G2_fA2q>m` zC(jcf<~S7DI8utdDTu=>T5z$l;U1##cz5OY@+{(Li;#lmKJIbrmIGf&@>jEcm0+H! zp{(3zw<@w%?YI>9_zhe`9pKy?;9z_Zkw3N?Iz2Y@8Qj6|P^kD2lGIUEjSxIcSm+T{ z+tm^yQ)FSgG}wzkt$)GK9yS5<+_W`x)^QEXGr!FiZUmm5)n4(dFYv3!No?C0g#{c=koQ9C(!eXt3cafS6ev(V#i|OU&3V2~rXk#Du_GniwXx=rm zy3xT_^HyJvZ>y99D12>W_$s^g6%3aw0#KNt>h zbpr@iVq?j-5bW>~yQDP&JJMp$IOfHIi1k>2HeZuo;m- z?#7uepKYa?;IgpuXNPWNWtbrceilv?zvUz_O5`51lfuSAuG~*=hYqKsog2;H+UYXz zVjfi7a@Sk#AQ* z`Msrb=V#u{63W4v6db0S?8+oRTd9nN5i3f~2aIiFT-81}6|VqWsy9m%&)GLU<^p4Y zlpM*OTDwUZy%1`pN|O${vQQkZxrm8z8?)(A8(jRjS`OO_Qeg{<0hSayO4<9DynbfX ztgdAy)7QOSASYZ`ShDK6~r zB)F-1B06Y``McYN$s6nE^G}_(-Xg2&v$7=XpLUsjO)Eyhl5Mz{mw1CK__~cv|kD zvG!WMaD)P1B#oC(y{$>FddGE`7Xtx80;eK+=iNlhGSqV~#faJ&Pxe10!&yhEURK=hpkwXWT?{x(2RtfXSjyMtEKPpWT`c|w(UA3nb^l8{*0U8a5-VpwlW#iE#5-1F|@2KCUgxvqwW$J*ukFgXjC-{o22*|4yZEDA_4Cqv59muBRGA)oJC?xh27kRT&2^m z(Nnl(o$#QjAz6yT05$gD+x#_KH@4H@SV3tJwH3{DK+Z^wMKZ54v3A=TvB&vq=KJ0= z!SboFm{v^E$J#saZZ~1eDy#NHYL?}>mEma^gZOv4A4@Z_Q%!ZUGf%K)9a_|y2^0jz ze31cJUy)MQ%nS2tUb>0j7&z$97%SwUYkye;C99j3$^=eN(>EbUY;qtQtOC<69vM~Y zS0Cbvpb<+`58o3^iDN64d{EnOhP&d{QhIP|ivbm?MAEfGnnv7!5fPBF;@DHhLsTQ% z@DV|VZ+2m+J_40L>lOOhuq`Lk(z{vm7xfD&zrzLJ&t11&Zjz8eaCPsVdmi+)oHwAn zj;}U0&BjkAej4IWRhc=2EVYDTYR~mEgZ*nx8FBIJqx9Be&%)3%Vx?bPC zE%<2y2yfzP!n2$t${HfV*OVfqk3%eL+Y>=NZYb6awJ)7*JI5YnQ6cr{)gZ-DAu z0$eTfr;kr6#T_pd4q3%V$ay6O%iAy}mQ^>JMj!DNlk*E+$TRI*X!g3?x!?qe=wUM5 zzCqR2Tb_0p4CMa+jc{8_Vp7J zS3%FrmAzzEb%q*b9qwH23(;=Npm|9b<_QhWstUq&#dM|lFWkWclC}JfV?`%#cL8AP z_|Vvwdt;X07b{j(vKZLbevn>palZc+e2JZvN<`6SX%%Ei)lWdeHD=6pp{x!48>?2U zOTz`gI;nEG9;Zp@;4{iTKCKG9mD=GGe=A0ICOeEAnfggo zA8Ni?80>sbf%Tk*I8xi5?>5!x5ep`IGE>-ts~Tp8yY)*rI9#uC@f7!7GIZt}ZGNW< z-&$niX$eCvRF^xmZXQgdTbyV_?dRq;15mWKvr(6~4(myUplluiP@3OG*7|Z2&O#SD z%~C`j;U`18rqAF#?eHEqXfU_yG0Ul;jQ`AJox{TDuCA1FuwMD$bAPMvsJKU(CxLR9 zJTOPwt2PhY&4#htQbC&nFoDGcw_s7f6cRux$0w|37Pz+$b}5oRee5p6C)pzEK{+Bk z{*4G4Jyw{mR)x4i_CAa~KF9R^WIRf!b-z&aG<|D^!i=j`t(0ist*AT)c2_!bcw7|} zb2(2hfu1b;tUlW_Sej%-KCJAy(v_bn+5Sy)PbEmF-0{joN&YFNu`xNHlYN>rf7#{9 zg8O(I)mhMnLXE@4qRAL2NzFrrEDs7zuhY;7dP#46%57@ikIh9Vc(A5=`7fXsXT*f= zEJh^%&O!k-QlY;mRqdp1?`GFf9fF@&FK>>sgz;t&JGVb>+f>B$!3x z#U}-olIctJ@itYlMoOKRFLb8!T^W)g4~1>Ww2Jt-&tm>`a^T1*+S^BP?gO{I5P>l4AHD$31-I zSty>JV~yS+*QOz1pOnzD@w!qJTPh)G?sS6^!}Dd&+R42Ix|8Hbi**&h6VycTx4@$`Pg{BvymV9MGi93i(@jjBI>0=MZk z$#@j^1`V$SvEFSd%cx|o?u!2M4(WDqTaYQ zF9CkzpJaSxD8zO{O+b(TRY&2I5{>T|KxI-@H47;xiUJ8i$WK?F8e$$(!t=?Tm))YB zXwb6Vyx_}oPkXXW`8pfk{kF5oFJWO{CLgjTK&LBRHy3ulW~&2fh6Njn zJm=fIwre{tRl&@p5l@!9V4<#T7bo$j1HP^gBF#v3=;+d|CwGs3F4N$BmpIjAiEbI;s<7CV(RqRFW!*ZjOTL9@J;`f!cu{Cr?5DU-&s;dmfj1e!zXZ7hIk;Q zP_i7iHUn}0(mc;r4Q9d8(+{i@yMMWgDE?X}N7G>PfXL$Z9Go#V_KI!2NLokh;8d*{ zp}W515F4R)36sO?$rS|%hS;4ooqc)ir^?LA)PAwUFyB2ycUIOF#hq!H;dK~HV81_q z6wmMGhDmL)F5DAOO_it^%iGeCQPkru1Bv4;9R~_H0`a070XqB375)$Psxdni7L$Gt z>}P7)t7DyB+U_3gJo2hJJHw7cZjDsOD#S?!2#~F^|6me)W^6DfbYYe8!Ry zxOXBFa%K3C)|TDP{?^$spMjQ%=eIXKP6>sqF54LjmKqVT4^m>+2!)F8kene&lG#sZ zLfw!d)gp%MSWhswW-6>w;~x5m{!RvwcWhLI(bW;qvpS=QSK*u1VvvY%(+wLn&mj%y z2l2fkWi!L>2^pYp)+LeO?_bcX_I9#VpY*hn5)?68w&UotEViiPg*xce1$*~(HcAqn zI$p1v8Z1bn#YD_97U;D10B{=Eid{3^WFG>Y1dKCh=Z7rmMz%oay`Q6R=^)CP3EXS$ z>}GSW!Y|kqJ8c$KH__Y{T$YUF(SG_{etRh5+tVx}yCNlhpH>w5Z`=#8zZRszA#Edf z!%8%|p0M2OxKyDw&1?h{%4a4>VFh@+HzS=%J%e@EZw2%ytY*Air6ec)oz~C{=`H8?_U&(mo7O{yYmy&d^v~xSI<0b zY~CQZ+kR!nbaQNKq70xJQ+@QyN026yggv=xeg0Vi?h{Tx26Z{}`Y$ym2a4jDEP4zr zuuVt^VZ9fm@TKh@-a-tkXJv)^d+qh{D>JRTfijhf!Yrnc=I-t;oTszb3kU#O`Jghn zhM{bdmsuJrU92c^l6v8(u)t+C_0$ua@FDb*X5`tEQ=F?tn4{hF- z5iQ%xqtop->R_jd_z_oF?Iu`x_W?)sb@LlgAyFd;yZyH?i6lGSq+||c`-r@`2NfwN zV1bR#H;v!-yf$3L>LNlHOiQ{5tt&^CnrOK*-m9j?0z?$EStvn`)I{4d=$T^91E=gT z{pnv_Jz3o~iAPf-)cmEd8}Uf4aVkf4v@+_E>cKB%3qffqt@dVcwCJaSzxm6hw)`L2 zI3$i>ibaj@M_@a7b8LPH`?Eh+h9fy?iE+r!QLkPs^{-odm1wt{C~NOL_&4_Z>68;7 zfrCu$&&nL%@>aEXK1~)I3c*YNn+xpx0co3Ou7nE4f!oMPvH&ks^Uw|d`~$l_9Ll)u zEwQYUMfoJ_E;zdE_W{;6f38na>-o`-ofIhOHN@XB4s~zo++&moQ#-oN=keD!ZhVNx z_qX~)Z~c{iCZboNCaEe;3x{;=Z}{;S$`R}UgGy;=m|BQr6nMUGCM5qG!HncUE4Sq= znBU!0ngpY!`tPkf6Cm7b>RMyw#$bn1=!{$m3v$la7W3bae?227Rr5{- zD`lvEPMx|9N?jG?{2Mo9*QP=y6Ci1``|lSmP!+0D7%Khyy<9m_X?w~5&ZsbFr*tPq zRsY;4ECic<|N3w2@+=dfzM6cY%lfaoD#BC2JQ-mA3{<7E>8`?Mz_^{*!9S=SmoeB$ zb%5n?=u4I#B2LS}r{sFY{O9^GjGrBQ_?4t#^>5U)$OwGYl|hA@DY8Y;fs3%rA0&Hh z7y3`bj&TAI3Sh0kiOr52bm6;yh}NY{bfJpshfHk!SB1_Bgz&%2eNK+#j5W)uF@C>K z>h`ZE+cyF4efw^!^rG*5(R2Ux-;D+KVHcLc_Qwa|Qq3ViQmGgMnlXTX^)FXW zfEcM3b_2IT<`(E|ae-MwlHnj(O{rgZL_NM881$k1_0_V0rF#l*6V(1`H2j zIr~qq(&PjL(tEEV)CIl*QS?|T??0FQFr-iLv6+Kqnc;(?!7Ji_bzyB^Z2N1hv%sy# zAix*@{Xt|NAqW_oELauck@S<$A9RuaFH@67{Z@F zFal@%&;P);B^gPoR^Qr#!m$|6U)L`kN3hWlBHWmXl-$C$1XE?-MzfSm_)inWK~`Ut z_LpQlGXJ~i*{=X{WE^Z00h=Y!@X$@#Fc)Nm6^Xeq#{P}%vMW-l57=Sn0EZ?uUF%o+ zhTs0j)PldVl)D>Vvd2GxW6yipI-N|6@k85vOszma{owY+7F52kyH3p8F4recj)+@NgYXz*#rdbMny9-5*5~YWi3(BcddFje_xxFJMn?5EjQ+w6DOt

rT#VD_N$=c?@yMOgZReN~TP>pv;_D^2YeJwF_{pknIw~{H;S5jK@CGR|SbhfTf zE6{tG4ui@aY7r%$F>1zlP23NI!=_$%DbLP6nJoanrF6bc&G9Pw&9!I7vY8h1ghrr+ zO!>CMHlUCG%n24s%4Yt!%7pn>Ckc+!%P6HD4ne`F zN3)l^?Qdi?;Lt_pNItNOzHp7QqZf*O8jqaxIXVlwJEc`rLw$Ta*fDwp#nK_<-y$R{FJef0^zT8IQN?S*6$s*<)egf z+V<>n_TPDj)8Qxq@95HcQ%Yr?hcW4~hzTD?;nH2Bg>-j}{sR+#!uLlH;`(RR^nVO% zDsfis$}iV{2XA^nVnx#xq6bwSeAtm%vXkJ~(3FF7l$C0>_2nfZ^&6QRY%ToO^Z)Hm z*`M{0ua%YFI0PIXFl|OrjE;5lBRp_b0g-(Mi*}5wr#BD)QRpbAqw@k zm(cg{#YeQ&LK4fcUwdwq``+=$=rX+IGbZAKiHo7ftXRQ?phidPFf^{YY3hXfS$MpF zdSc6`v3;lb3yiJs)ShTvf96b6N@3(=8QLcE75!tLF}Bwp^GhG%nkNRvFAU$8jI z%v~PXmvJRPmlyqIn+%kuTQth9L<-#1Z_VVG-7V8LI`JmSzO1&{Y^y5#%0fiq3A|F%JY_`#9Q9FhLcfr{H@Yh3MK|5fGLf~%9>XK5WC9=mDbQ%1+00LT>Os*bh! z?`yC`9mXg^JLuJz#}cepb-ee^ssOB`^4x`MtA$%W5_d-*GwuNwWw~o zl=h+F+d;3pA-Wa6BY(YPrQoeyU_fN8?Z^yykNx)_BlCxNZl!q%LXb!=?)Xz#VPxnw z&k`)*PXv{L!3WhML-4Z}PM?g`>u!?flz69QpbaXHw>0!9PZpV!hTc{_TIz>QC`jb}An3rybUWk)VD>W}wP-hDWAw}I@ot7wGi))IH z1pyf=eO9+*9JJM!bjYkhJH(Pi1vH{&iN^`_B*S!miZ`~pce@f z-)3gU?FQ<|IBg@~}5KvLb)=LtSC9me`myo#yMu!owpPXDks9igdX z0(cbBy``HfdJt851>_d|A^TuP52QF|yP~=_g`&mWpwCk=-g%l#K9hT9zZ#`Gc2St1 zS8H?hdlns2x~*4twi7=PVO@QGGIIVZP-85~t=|#m2_#t-5%gLcE&a->OW#_#w-XQL|Q z(~eC7_bAlVY;|m(*?h?_^E6*M==r~5RfE=luqr|p*D4b}M-X}?@VHTc^aqg`OU~0| zrGq^#)$x~Y$}Bw`@rkyR@p7<201SELmgn?hI2tdyVYF+A#-A!Q1o@7trKMwi9LJ@t zZV^pgzM7!3CRo8VKnry2Vs5hLY4YXFO)BaK?>4S-EEDqAA!PMZfdsqCoz^&nmXck9 zS9+a%U!gunLOTj_-4h83dgJXQAZVM>NK%V_D8%o7gQ}P*O)nD+xy=<(<9W3*%~aP= zl|@=?G9UM_yye^QnGJjER$?|_HJ?xjlNZNFaW%UGisqE`9~W}FW11Ks7f~f!wagNI zY8leGjI+MF5=$}}A>gX96<)FNRN59;+2}cA$6T3|f%~24Ly?~f@0)m2qhj7wR2n0C zBAkzh%})qMrE&(DJPPS1-_4Mt90%883ULdHcb1sFG;;LU`7MY~L8<(VFgJC~EsnMO z9SW)gekN@d6$|r81#3ebx0YA0LP&V$+_DW&hiyzoBU&drb*%>Mrn8~D7&e~)j$}Db z*r9@@MWuzy8wrn!2!`UJXHT&bSSLSEfFPx$p1x#YAcn(BD6RV(D}G(v!362q$GZ|6 zfiblcgOSIse`d9CD0mOX!q_F@gI&X3Wu6o;ulT0MK`LB$2vZvv3~U9RSq6lc&D!$M z1!1~sxcOEL_dO1*%B@Cgz5j(Dsj2l?@)dL>gmFdLiw@xEi|6?)Sg0NJh?RPh+~g51 z4Y5~{8O}{AMTkh7pIT_{T}lU(y{U7%b`)Q#RaOt7x;c?{1r^7cOeg-0)YFIdU0wnTht=%@Pjg5G?)*g` z?PsQ&z!zyxF4I9xdo6{-XH4wD*Z7x*3gvchipk)&HtDr&;Vk*+|8~9V+5mFO=^Wmg z6wi?yak$)M3OTaCq;?nzPILK>CuN6FA&p0z+~NdDvfO7?7s-(&YzbNl<)z^o>z7X<58st0^8)^$KokEj6sYy(_Rgp*uL$wpvMwWUUAT~Z&;T!yVOflg zkHrMgv+(tJ_N26!;4p`cdRtKRIol!l>Z0Fowjk0Zf8(2N#EP3`%<+D2=J-;l@F84C ztgjCj$m~cMC@6-pvm)_=6Bh8aoMr~Z-el2}Zv9~E#TaOZ*t2_}I58@`5XQ0E;z8#S zL?A5ngP#lFv~bcf$nRe9g^7m~3Ws80poKB^BMhg3MgD|hrL6Gq092QNyaqcA|5~dt z*C9igDwV~xbl^){3eYkQOKkk!q%U_F=BR6Ci#@(b#zmg{7X?eeKF`M6bxAms_z|yD z3xe^qvb2&*2EIsD>l6Q)I_4>AdyT96(@d))hrakSvHMd{*_|2rnl~gKLL(bj2ES3t zwRe~OSMpxSK@B>&z^->wS`xzQjHOhwGK*}bUWqEr1j%&07>IIqlX`_D){;P-Yakt^ zMX9LM$39n0#y0#5;Ne0Q5=qqPCF8yGz)_3&)8-yL0adjDPbu5`I?lmqo%sPGf4^Q0 zGK8aME{ogQS@|MbxrrPZQkQ|J{fnqopD@FCq2m7B(N{0>8VzI)|H zSCUiR1h?uo;qIh2!FFcXlJZ$4=T*SPimI7GREf4>{m;)u?S(Dv%-h#Z_?>Rhu(Y%M zM(+)*sPW~)WNxrg+mJ7v@GA8iu_IJRVcbLt4!&hhdk@n}t}?zM`Zp1@8y^G}Z{pmX zNK}NAhz(X3D6JMjMh~HlqZvD$>!A>}(600EQEA&bD81-FV;l5sYZoiMMDZ! z2OZ}Kd@?&lh44+yB@vh}iW8(|V^vyor2Scm9EoKCM*Ffoi{nftQ(L1oFKl(b1O-AXtpzwK<61@1)!X55+*p zZBzfevMLn2R`09TJ#u`<2#thprwl*DBUk4qN1FfGDLrrDOuHZ93!|v{-tx->SGe}r z-rsC-ZF?1>Ib=@>HwB_6B{>Xxrn~a@6J@vniZPKniWv^`i}9~KD3@8%dQ*A5Hk*sB zwR%n;%9XGs83gm}el4l7Jcu)N^X-><<(Z#reUarM#lCfa=y5D=ghXLOc5;WIn77kc z!gksD6bbAW2zG~8T+C=rV{vjp*ieGjohek!Li;FbgWcLqboflG^PGQazbINcMJ%-} zy^JW@(IQ{_{=F^=Q4^=&j7J{FTxzf1lj%~BKWD!bIIK8rwA@ll$8*l)u<~-s8=Pni?)@ptr`DfJxmi2VM5u!>(zL z_N>c_K#5;E&$ovBBB<3l^kShvdQW?#_9f0`~w~We~T2D@u=m! z1X>e>{!9K59!ElTIS-Fh+=<*JrML*YAcY5IsB=^pl?WdK1~A<%QkkzRD;zet+hH|z z)p&1BZ%(mnSZ-}V&X7I-cKMV6m?27$0*iu8!clbEI5LGaGZBv8B9;B7NU#+OS(^jSSPA#iaT%Ae{UY}#LJQ255;icvT>l+T9JJ`^+Tfs}E zJr;sX5uB)R+|~jTb$nRxx??mSKh`Zxx{pSmxw6tbZ{*FMS-}ym=KGhf9u8std#ttH zvsAS?=Z8?8yw^^Hk^ZNu&onSw{r$EDLP>c9Y^|wNzi)yb>UJ|DJTs5DtOpJMN~6Bd zL@OI&lkps+8rkWBzP7-m)EMoS(sSxrPT>jLh|t}ErT;5s@%#^E(ewkIi`Yq{c4o4# zN=Qsv<-Fd>fGI)0@*$M>()5^3$`mx!P{)jIY-C25*XZE;TkykZVfJHE>-F37&v)6vsd`hGQ>9 z&W@UjJz55Opzcrlc>VOL5}IEW({x8_rmF2MOyw^*py<)((GIPqwK4|A}bZF;j@p9`(LX_6)cgfkoe0XpBHOGyx70i~!(&u2Zj9@W{HdF|`f(KR+TTud10*e} zK^QGO#ebwwxmNUgJs)+AI^23Kfegc;4 zW?uJ|*K!urINs%86j%5BY7+0Ml(DWiS7v?|X<=+WNyMygn`c{9NPiG)OtZC>Y5wbJ zlnNHGmE-0z!70_t2@7FXy!?qnRsC9{jbPj^HTG@B{IhXy`H906?5QJaW)|gyS{Gu; zCl`565AA!8#mvcTE@X(%W39aclyH6h<{$#ia#GHv5r6B~59OF)$MMYfh)q!I=DIm1 z(-|$;4Zhbi%Z^uJ7>gU@AvL(`HLT2@T%cCab|W?f!eIgqoKRJPtMMouECsKEES@&# zO~!4v<;d7mB1P+FCMDbk*e1K&_e9DPQ&OHEqdQEZ%B=JRUC)1Ksde}s2C-Wb!&vfi zbxm?+T=r(F*os6+kl&l=eNGefjHW@NwI-Jbkoa3^tb@6sp#!{ICue>8!8lFH=covB z(|bJl+r(pUmVc@msLK>TpolAHSj2oC!R`Qk`Pf#*Q$c;{DPgSsoXvx0na0OH4!rCL|5qZFr}D1kw=%7=E1$yU0QlRLREadm)9ymjCRe=AF< z%2S?XIX`(?*jOFr%wd{vw7Ff z3N}7SDulk`o$t)Dp?N1s)K|E8kmEJ&a#@>Lyg}{>J6^CG|Lij`N8SU6jA%fc;d1s7 ztUuvES=q_Lv*U#>`(=ggr$bq7kpl}+WHY*B1C^CM)w99a6#aDz{=O<6UJ&I^+zdQE-W-Fb<)8e6eJv&n;1rn_qF3{zy&$xh00 zF@4RquJ@B+cPEo#l|~0>dMRC!tOkHFFl{?4itJkPxFN^QAo8=cJ&QlZm2AoOedcHU zY=-9oa+S(*BOH$Ja{rVU!YbbRuSf9PVIP>*bBwM`w^Pb>cXK%Zzyu$0z&=pS4Gj-M@HZ!K&gRa(EdUHMzdNlS)c7@myTbxsqi%DPlRh`2~Qmj3dz%cQuJ$vzj(j9=BD4n0vWP$^Cu1N0<;CKeQtVEk91Iz**nI+yHYUk z*_y6}wv8{8++&?Q1vArYf1J^!S#E9U_>A8XFsc-uhmdYMW!uunc6;f)ps6}*(fs|v zk~5ko+RtmpH~^iuwr{wQT@RH{<53XX5{eJDS$G%u%vSvRR4Dh84sz{zFK%+A zPY>!zAKBN-Ckba2Ood@)LcZb&P}MWbp{^w-#W~v@t>Z>-Pf8-IA>!I(aYVXMM+?e-2&TcBl6 z@reSVi$n+{iUwOVw=ub?N+F?Y|G-hT4Q5+J^79Uv3&uE`f0SkbIkH9z)>JH* zvh&CY`jTP{DDyqtr0-brx*W~2lXwn z0W(-yT2gDWux>Ms&unUPs1SH9iT&qEu%+v;7~9Hxckf-$rn&IQV~lnIW~@+>_d{@Q zPf!WuRLym3e$E}zXotj4H?8R3lPk8saDvuuzt`%U|r9W7wmv&S>{)>3C#N__F*iZWkf zhcA0lUU!0#&t;FvJD0|F@R(v2jFJj@BHSajEp<>zuQ0TL-%;usys~OOOkL};*tdS{ zDsifTtSpG?Ip>XAwyH{CL3%2khkh5GIkku6ldX09WtTTS0)W7wFA7?`%&84*Dy*i%F+q-T!qHtwPYNbJPt8P=7|izfe`*=#kdBa3@OS&MFBw9_}W}AIStQ_TuaG3!PDqUrPvB!eW*`1(O<^F?tFEy zlxn5dt~M9f2q0ItcIzhRG#fMT8O|s((@gLPIak**oVyo(6w3*MH<=A|T5F^SxoYwM z=oSEgrh7siD%2I^PHxsMg^zuK#4gDYZQB2E-ahB)1SK>SQ$#{=>u6xl--)LxCTvq{ zQ&CQpLR@iw^cvO^6l#I?RvQdnD4yor4F&bvLz^`F=VDYQ?%Te_?)bUBKIP(r#(Jlw zWm3=EW$2rg&$O^rPV9h5zrqON-LGF@I8s%=K3nlNcl1!X%b^wr!KJDWn<%?V`H9TJ zQe$Fn3E`p+m6U75Ih7+xIL@$gJ0=59xz^{x0?{Mb>^OtLYK0KzulA}kGih&2ALkda zi#=(;*=c{kDHS)x=hHi=_E+>H&qcsf9Ta3Q|MNsQR@(D7V%jn+MMeV*TXbAfr=NnN zAUI=>8QWqP6NUW?v@7xm-XaX*98}l854C&_mt+-OoKicQ|o268zSILW3Gr=Nh;~=&D#8KKIpuiyGLvD zUrXMwho{!gCTe*(=Z=pk=p0@=P~$>9Jr!%vcT`)%K3qFqiE0G#@BudZc9UkW!GpZL z3Ubyu&BGn}nO+6JpBCqToD_nEjH z^|H%!ZC-G$?yN#`brbF3^1Bg4)am&*e#+H#S)SU86e>8W^M-W zL-0E>0aaQwZ8Mx{JAR^GR5m!EEd<}6J2O=4JMYwB_WpU**4cBs*v2UTs+BRK85Wl* zmBLmG8h`*3i+R%F>OyWifOY-9L|AeNqjS>RUPm$*xW;wLuEAMlaN-k6zT4GyFBPBu)wduyr`s^lb*e z0HKko_hU#^AS%R8)>A$b!W+1ohwzdYXyuNifbRTTb$Hd2Qe#>y>7e&)7q=L`a-!Z) z9&Ir=z)MErhZ>5}P0Vv;UTtB_R9-2mVX1e-fS?9=xd@buE{qIOwRwUa&)F zhH*ehh1lcuNdl?vnperSbZr&v$*Jw;^$#eI$Pf@HVCA=3PgDBT(eY!9^TIZ!VB-$# zG!GN3W#M9G2Ex+`|Etga`T?okJSpY?YohxDS+N{8V$7LM-V6`;;u*!!mv2an~K7Dd(Q96X`pN@ay<|7iRVtFsN zir2ENpK%wbgKjEp!*;hcsC&oI#|8cMdgP1T@@pyE!3aJi!Kj1z@^HnAjK3I%>ap@; zVNlF7u0y^G*qbdaInV$$#j~f8s+6e-Fef z+MV!tg%XCYA`bKUQ63;joV(OtNL{n^&45BByw|_x<4VksA4+p!kJ4`EFC^XPW<5y5 z?lO+a%WF!vJK%l?#OvGh0xF|*b0RGJSJE_7Vn0D0$M+_VVGKE7o(z0s8|Ld*S#0@I zCA&nf&Zk$8+n6`{t{cs-16|S{mDZBwC&8LWw;EeHZzUr%%vDN$)?*r-q$?!Dn3^75r5{Hg{j3jUa zcGpUj+PA--q({Odi&5=>o5e{11oJjTV7&5rw96OBK@ZPs+iIusa<9B$ymuHUdw{Cg z|BP%ljZXo)h~9Ur)mfivW3kYY#n+owFTj3zDT4kr*w^+5t=YE@9!!^F<@tu3qiuw@SdOxH&^Pi0-J90K#L1Xzz9bhnD zrhG0lgp-#j>Bn?@k2E3PNGcF6N34hmf)LiF5aU<{gW;YCf(-qwPJNAQO3Cj5Xa7@vQ7ur^u8aR@RnBWCnNNV-ipoku@RMDbfDGA;6EmD zo>j)Mv!b1yFDKH2B<@1|2Q$~us9@n#{^HK}kP*LEhp^JrTA;BhY3Gq{0E-rN5`AZ( zv~=_NaQSRiYokw4IVaSoDR$8B`KRSdJLh~*>cA*=g`WSeNcj2M&eXhPhZ56xtlMKT z8aj*PcW&=7Qe3qgWZn7b7{AoMk`zGkx?4@0MX;0d(Csj>aN-E#|Bd%5#6!bYuX8w+ zb1`NW@J5;$oq@53Z(&HUl;^TyF(L3-rIcTX-Y^OEVr%YKG6xoTvnI_6h>A_4x2y=v z;w5q&&6jq{l1hj{DCWv>d`>1#-r87@<%9NaWN~w&ut^ldL`x_kF&h;1d3!&}4FtlM z^xrO_R2Ns_%&?G8Jz*<;Q8bfx_9b+4tMnC!c%jxc!cE((E}J;J{_m-b7Dx*iVAwBS zkyQ3kL@E|$IdeR<(GvPSvv`1`0bUl5(?$*z`=;uLfAL-5y!;QV>|vY(DB>a^tS47~ zMlgPVX|WT2_oE^^k@O0w5{0^C^uz zEaHMn8mr5=f4_?;!_7O%_fL5f;QI&6tmT`bD@%RJMJHFXgIA^ zg|c75&M$zKww3AD@(1rOZt&g{VT!*8^A!aP3K-!?HqnPa(Dzy}5Jt#|)Enb9*?9F9 zFfjZ*=&mF?t-$Z%N0z2?!I~?D5|yeyTr#-^ZSXas1?4V>n}v*xmoWJDAapqjGRFJK z2#7fS-MDN3t`9EeURYG&D`5E}9>GVd)FcAo^CO59NU*N?LA!XRCD zBbA6EbpE+%SFQlGHLD(Eg%LyX6DaWn`w}S5hT-H*Hba6hk!FwB1Zc{o|FQz07(nN{ zU#KMhzR;)EK0{Jf7{oo@D!@q0+DhUR8=L;)%JzV*^|Ye*<-fdQZ2%#9sI)V^*G(2j za7m4O7=91B2takE{#WGz9F zSMLwp+z|j=Q5`oaNROZ?mjf`j0D#BqORN`jgq8hYV-{a}3FopPOAJRNLdBS==W}hW z#r_xs?i4W9*RZtq>C2XQ0Qd;E9gZ2CK?-r%@5$pUa0lE4QPn*?AN@Zu`)H`q24A+E zMU(ux_d<5{jXzNDNg!_wqSULr@dx-G3soE))+iSIb1aJvLN^B|%1t=iXh?`ILrX6> zfcNhmf0_6s0#TiAx*S^8hLG3{$b7rty7upE+Qn^)=0)}s$y(Y@%LTB5sa7kJ)TNTS#CR$`NedHyPDC9#!sH?2+w51g2-p$G<9yLaD)x@<)(4 znxyhIO5Wd3iY=;dq&Z`=NQIw9=lXv7fZ>cSq<-6>G5IYZLSh5mhwhdH@rE*mWpUDt zJTAZM<~k?eo8FQ?#yH%acJi6=wC3+~Kr|0>mUY)sS>siVvn496XUk$qbz-FV=)OviOj8N_7XKZ-=JCWb4`;aCuxnc_? zHje}^0D_PP`vg$~2)V9$9Nc)=nv)x;<9t&L3pX%r1aIXNG;%X&uTo%WH3|CFG2wb2 z)Ag%eH_X(qhePBJ>Ex@MooJDN=|Mbx&)oH)V9NmY_PDM>vX5P28S6P^^=E!hhT&y_ULN9(_T`OFnoOW<3D%5bP6W-iw zV+*02cB()aH=(Cvc+>C<4`1k<-q~BcKD*D|oo{}^e3kNc-h*?tCrGPX_?pA0vD|o^ z08+`Px)EC&$K%-fQVCFw9V?0e-x8oKHD;zAJ#)<7)B=S{Tcb9Qz zdhO)5g!o0*LIDR}L#nL+|Ly5I7YBp$Bd9A4S;YPePoJwbU>V3($7e$ND71d{S+v>{ z27E~gkqkP>#FwMZ)Uw=QEoH+ie|L*AJp=o4!zseZM%;vh{@WNe1hJtx{G`$Z1NV2EB%A z@)Z+t`)milRhTGKygFaq__Q?Uc!S1rY_!#Je?DoDpWVmSqH);P;b!npk4pPlTA@?1 zlgh2{2xk_7dE$Vk41J74&bhsXmsMP^XIIs%fFmn`j`zhO42+2 z>s3JEqciQ6ACyxT%h$pb_D-F*tDY6rF8xgXaWEj|Oa=-otwOWrL<`&4Krm;t+XCXf z)>K!d*$Q5SPXXQhE#klw+N@(j?~fGTt1aY7P?aCo^Bz4x*M5%F+-G}$)T!EE?UByx zp$r>sD0q)4Lt)q(J3`RaR;>_mO07ksSd%edr$LKYl$~N45g>7gp3pKmxH!Cs4iVSV z7YLD6J9pBe(RXWP`M>*yYJ|{MS$8Mtt|JVb{(s=cGezrq)NV?T9|ubnOHiH<^S(M& zKlCkde#l$gKkKf%WBewe=V#)=cv4j;Xp6B>$rt34xbdh9?#FS;!(M4EW;b(t{cFNh zNR2q9E|WPxU6TR$MNhrCCRg*VDBHWY91?d&J++!i${iS~PYwFaawm)UfU+x`rH7R$85;bzgHER2kB zZ9{xy`4FKHf4p{*qdS3{$mh6?XkUwf-ZYunp3C(elu}_hJ2_dKL3NCnN=-T*t*GJK za<#QszkK;x-cq*{-zjiRTv5S~IS6YIjAQOXz#-4XjhdFM50!r+;<~+lE>Z2phMc-0^y#)X12Gp-BDX!muf?kuhe9^p}<#~ zvhL)E$a7nqA*aQl9(bT*dCn$!+Y>#D#}`=x>hF*8t>jX!<>78Lt$pmAk#U1d8RJLZ z{<+r0;{RrD1^#Tjl5qrQoR@vyo}~)a=l#pY)6tG`!(!gzRq&F}_Ups=e{4LTK1G(i zBf?pwj;5kLDX3F!chJ`=@RhF~M)a9brwEcNjTt3@g=3&*YfToaH%OIa+aInZ9Tki} z(v0ka(pl`|WSJY?tJzG1w0N=!W$(J&2uh7gO6h+j4pVgu-nr%=UsMxh5Nat<_L4WuZ#^tf*kUj<@{7`OV|@3P-FWJ7U#FQA#8|fU-d@LQ>g;5vU#V7;p~I{a zm;cN^{-J~>nqv8_C&~C1TAU4c&-{|G#d98|(!Ivq)0H^AN$ScHKcqoBy}!IJYLNKs zpzHa*58r10*8t?Tm@N`7Q3X1&qLiH5|Jl=%6bAT1gc%~US3ABGHw2TpzR%qYpFgSM z0XHfaS-OrRBn^6(k8BMv{lwD=pxJ~y>wM`+?ih7lU9p^VkBZEA6(B90l1I&L$*9%tmU*xS zI)&-p0s_zv4OxED>bWO^1SrF4>bz&^vz@1NJ8Pyo6SndANQHw-0gTxztuym1`m`>Yp2nNG^Y(n4vuC)-Fg>ng-E5w&7AftTH}T?SaO%YB6;2 z^i7oZllaMsLF`gvrTHYgyXdI!f)tB_@wsKree=KIPpc8>7RX3bR}FvlJr^PN62}e+ z9C4?Q5B}-U@F@F80OElp=3jAZ87>qQ z!pqA|oOq`bB|s;znRFb(d_d#G^w2Ob)t$IxH}4jFx%fl8wM2>CZA8J2plXL@&B!2lD0A*N*BI||3>?X1L&JNQ20PZO0AmD5_6H3K}B07Xk{DRllPN@-rROt)KQ zPRFK42dpQ7{M!g-BwNR^%V{=|JIR~k`2?+{b;lRO+6!9e1w2Kf0xTCZOm;KEn=i-{ z(W(QVc{-SEBWB>rIyN`O{mz z8)3>DGzU?REchmF)NoBcqWx5j)MY$HuM3@3ug)*phiA1}9zD`ovm-1FHLC)EC{gD~ za`Cq<;G5kHW3r#lGbmTfXC++VY945&yXpCfh z;4&0G9L)c{6Vhc$88;RLlKEZ?8IbO3hUMk%2&jtVCdsEdJ&maGSZJT2*MbpxWtrmP zy$Ll35xV{(dyjhYkQ>;xw8#=nKk}-%_D?PvYN(ip$SvGyAsMoe*EqxWyQGHo7V}48 zEUDX=&jT~mJkgn&$^Oq1P4>hA?w?)@u(jM7xs%Dp3TWW?uJzB!v}u*nG7JrleW8s= z%C=}pUkqLDtg4~C+ksg?qjbjD0Zvc4FtDuGFqej+Y`1Aq+nN^!mj5&U-4=|@9X#g4 zCv}&oCHE~m*b3kH%(3Wr5w&>{)DDkGfCCOS!DM}r?Uh22*?Io#AZmBn1mHwbVgI8t z=WQT|%DtsC#s8L!=dAzFWIT1?|ALHfn%~p;Phh-}06jl@{+-mtpdg8)+sHx|+Gf!Y zhMFNbdF?&b_#ujtZ29fAJ*BF46Welb?rj0rbmNMR8-Gn6WB?eVVyn1UUZbksG+?|R z3^2UFaZ2NhYsm?h)MhNz0T4SD9$DtfUSFb1qDqYB085XiX3)yKZQ4EmEMl{|{5Ubj zlqp4Ke%M}tw7G9n&`F@ke^oe^VO991QX#J7CWORoha(v`pfalLK}NZnVqLo^MM}6< zm6;xW{6oW@AH*e%{zL@!xgMr2uF&YZVU}mWGpi#UgTT#8HGYslI^1feM;dpq@R>6n z@HWiN#|=2V&}Tg9sebnIl~!6li4;ytei@ql)Yug}=_Xh-hr zY{=?MT;QKydM!~JRwc2{Rc*!&!BQ0!nh{TIJjdfLc;SbE374t`lmrzuI+56pm*8&{_5fK#`-cCITXk#pHc zs{D1cH1z!m-iYTyn_jlAtIF%Vo`8w~_D$*wD4a->NQ07)ri|R?2StUu>&gx%4n_NA zR{$=JTqZ1lOJj8oLdIc>{7~AZPYIy2{S~rz_I5ahN`r6PVb3J1%q?|p;1i{y-7@`e zuB1xRUb~)IccEc=z7^~+>s!aZek;f1r>tNbG6blcW?U1g*jK?S1u93Tr}cNRqZS1} z+Hd7d!}i!ivb%rJa?D7p!L{XXeO1oZFY$LsiMK;kFt4*$VuHE$%jDfR&bLWS$?{4# zW*|^IYe*N8}dy!C5_Eaf$uiaJGh;fHa z4LMWC+aqMn8>wFPBfga;h~|+PXvH(Mn}_lDM@PpOr?eC7~J89@`QGC1>W?=>;RoKP{j)fO>x8rP53s?yy7_G(Ec z=yA_uBVCq}%>0$4i3`)k*WDo*BKw58z`FemX$7R-EKfLw6hs)DV6}x7zHioZvF+w)dl<%MyySCQ!ifcVIcl95 zOcmkLWIELX6x#ndW#KYtNxDM@~{b@crq$%2MU z0+QE7?GV_sYZ|R(vyyD*a2M{NGBW0L9EG&VHA5w<8m_@8E8`UzPUY4w$mZNlQdl2) z8&}|DGueA`XJ&EbN@P>yXW2T9Ou78{Iv<}~d8@xxz1yAe2<)5d2}5Ms^o;O$4u5!d zRkn=x!v3wO<+0$Zz`!I4u16+HztdFVk_Vgj~dz$-$rH@5PoUrc72Xod` zQ!4Cia}iv>dcOwu#W_xgTzyhfawnX#Y3qOkaJgu~3Z6Rk88-t+wVvwmO2_Ty4|N3z zb;i0nTW1<1iSy!8(a^S7Ke0!s4teP|Nh{4s-Y7dK^o(v*ND`0brk$u#*q0wt?z_0p zl^W#t`dc8JAA4$DS-{o`pCi5b>4%Ph6q{`bCkQ5 zf`~2>IM%6Uv@4AV9xp^{l_=ZgQ&DOhZMS|rH7uMAO$d^AMKQX%l2#dJydLfJvS^>C zC<4%D*$_n}JBW6A33bHO@qjS@D{m>U@n9DRp5`aP;5%&-w1kXRV$?rF-5%glSg)Yj zX0qrtP@+;Ktb_{I{L308@`{L>)%~7rU}FgJ^mZunT{wGZEFkzmYx)|eHWT&C^JD>P zftg1CVDnv*ualXknM<3<^fIm{Io*AAF79S5tZ29I2EoEh*Zh+}ea4?rPhFaa#ctr( zhY?RspMUC&+$;`^R~*KRE8DOu+?dmq_RBxH*~535`evl2(PCteb*yt3aNMq))ts}_ zA8-y7FTu0lALP&u?4-w`l+BE7DEUjRNJ;!v{AV1}$;TzGkjF z$(eqyVc_6Y$0%@18NDODWxW3s!*Oz|KhA7X(zSqoZc0$F^?rQswbZu&8 z5qL9JVyC(Co8j5ExG*Yu+5AIP=^mkS0~XV_EIIdh^6p&}fYPWM`vo zq3jxVRug+7ut6?r54>IC-;&Xh4Gjn;nFmy8us8U=9DG5`dw}Y)+rO0LYWDcpkKvZmY0+;w3283E7kB836C;~0>JjSVWkKV;94f9?N)$Uwpl zj*t4^iVP4t8h6j_FPitlht6U^T3I`6Inu?J8r7SS*N4~9P{FJRAu5kA!o5gN1{Q4A z#o}~)HB|Ed9w6xM-*Y;7S4Es7@nvccTkh%S6$9(4$D7;^Oh5p-3LC4VXRui4e5HpOFxNbD5YFlr+NP2pAYj4{)bPjxH*MK9y|XdDg`6q zwOY6Km7w?u%W)H;jDKL3m**RippU*=JUkgcfEW#S-RK?|;khA_LGaO3sQcJU5a*a=hVC9tL6p@PO7RueIVtqf90IErk(0xdI?D z0;)ys+xRSe5Bvj@h=Jzp+1L+%cW8P?i>QPT?;!~wa3!vpboUPJLfhNiLfFIc&7HpG z?J&Cf(4PYa2>TUrB4=|SDyav#VsgL;bBT>F3Q7L{;}z{p9LbEnNYyGvu`Xkf$f4o~ ze$;6JZA1}x906Z2Qtz0J&o_~dWuTnHV?KQXfZFTRP29U?=DpR6-*+Hu( ze%U8iHLx&j4(~kL8QRnpA|EM!&Q#QB!|=dePGl)6L6zCKd9(i*zsBsNJO>Z5#B7Sz z=_nTA%cAMHbL6Tidls2tzLr}Vbv9%-ZIf8F?p6pn64?}EICEL*`Ou)*di6IOVhre> z6~&9bFlhZ~O9cEB0eyjOO-eJ`82Zw5q*$t`lap5|G$-VF*;S1+y+oXj5y3Axx-Bk_ z4>A}5MAB(JWH~iblb&eD#67xWfW0{v;BJG?Jy>}QYd~_C{P5 z--;3#e_QJ%69ZOzxd_`4sr-9N_-;iSzC#m<);@u%d*h`XD+Q{VvGx4xPw zL$3tvd%dUe_(Q2v2~v9OLkfa}%qKz>MfTYaM)`;*ADC1>OkxHRZ$(TS->G=WudEbL z$5hLM2)aW8*!N$&UaYqRd1kV7*qz)=RlW4x8n(_7dnFCqY#blZvi5f=!c;1G369qH z(qEKDxb*MH4*>*X17n5ju?*Nar@al%$HaX)nz;Uq6I^DaF(t0j7D>1~Q38mNIPoQW z7Q$o|rfL*l(wOFLY2Kv$DNJyVxDY0|4%V#_!Wq&c)GH1yT)EUweqGKL1S2vv>JB(h zQNt*oX7Hde%|Iakf!gfDn9}=YhKEmw>BjCT&<~4?AqpX`_qmPcw~(acF`hR}ct|-j zIB38*OFD$LePgzgLsF{}Bhay1cxSy8y?!{7V&clCFCuh;W|o58D0Z_Y*q?+GlBX@qc1&| z2Xm6$TX+jjM!c0L2WsLOQZ@^C8CKvW6Ar5b^Ha${9z-my3*I7z7`k4+NxBQER@+47C#{Lq z@7@_}pF|3{Y?Mx5tP0tK-qG3_+hOwpNK!+^F`T?oCKL5*b}^(|bpFm1qjPO)3UDWg z(sQKMrr9`6n#^DZ?CKmD;a8`8YHEtWE;uCNOA6j`TgR6pd%mwT-wD(10fY4shn(bQ zW}H(~y!(hNl^%5{x3wh+nxQrdzuI$zpANe~xaILp_IdmKUT+)xir61*;cr>g&wusW z6$Fs69t#dVQtg}7u*IZ)X=raKGP=V~nvl*xeRCOf0&NcM|iF zwUFtGkK7SEN)SVDV@WopdWOW9J}t<<@I*Uw%N>nxa2%?7Og^Hl3Ya>?hot3Z$a7ps~rqAd) z;%!dCU9Kjwx69a{_^Pt!j6Lwm`TdWh zP4>G*o;Z@kx+=xKoZ5Kh9JU^cnQkXx_vtD4hztd!#>#CQ!ZQe$PQmubFl!e7Z1gKD z=D@e~`6o4j|4FnEwrzh3+0$|SQ?&5Uon}N@C6_Ru7%_;(U}@|xW$dy4RknZ_fy$o3 z!RZy-J3Lojvgha0zU4ec>#)&O*72OVlN}#bh=xdXJi12PmY48yoza$I#YUZ;u)@~<$&+;hO;}368IAIW z_!N4zK5xDzaBiCA!->XhR9#aj3o|44+by5ns?ULFRIKUkMHJ^DA{umSLZBaSMBvxG zdco8IzpubaV{@Qsi+HemLu*wumk~xY7BlWQ74`1R#`6WtV4S!GS31A~x6^puy`re3 z^w<$k^MkL(HTL{|6Gm? zs=iwiwN=`XzPF|V4VUv8COEU$aQ2_A>5@LJ`Gu-*n0Lyrtf19~^fDxaN1uQ*#haUsUNN4bVd zw06#s6V9W3*f>$6WS^inMzYxRZ{LO>Xn}ysVMPra(utfQUxXBvWmZ>Xk;9htNuG=~ zJ|37<7=qd#PRJ^*Xg22vXbX%rX~bGP#Cz@GIRs8`$AFOSrcNfg8+E!eX+g$z~{i>Vt}1hK{#mXYP#`D_HygxY=m5wKsp0`7aW}xb2ic`zk?gg;nuxIDNC)ia6e@v;-%xf?oTwIau9Y8_Arbe!+w+B;mecRqoF?|Mo=A{y+-z zGVsW#EemyIqMn{{9@4t2)A3wX^sylsA#Hwyh~i(^!;Kc%H@xE0aPzebgpFeOtW`!l zh~8@Z(3R;~ycH@Ri-o3r4(#jkCo+NpbJv?`Yw>{4^@g$m6qufq_++x6i}`SU;-uy- z27NZ#`Vnl>5w6wpSc8`NvxzG>wX3OneY%;Uvf`6Hnrz2Qu?a)_jSt5TIaoZsyX`F_ zAs*nEQk*65sx{Ib-7hA}P`+1sJE81Ug+B5QMa<~<*X#RoC4dcyj|9B+uH;2<(|&Ix z`FPP+hrYsYb9k0Y=zAe#t@j6_ybX)V$Y>GvR9XG-@1+h9&S2-3aXqnlXAoSha0Hc| zr2sx{^qPBu;^U#++6UamsYf=s;lt7Q8p}+e3NOKF^w!n*#r=t=0sNbJ*LW-NEw?5B zg0RO4Bw{STw{I>+)0YTYe35S=obJ-0B0GH@*p&61O9&v=KFYdD`OS_Uf_-aOv>JLy zb}+S0Db$h>?|t+j`Qky}*<%V#%3IoLz(F;kl8drh4-b2!(XSKBO@~qomhG(`>a{*R zypTpfQ=QvX5L&OzG+vzo0K#3N2x|h*v@-{WRR7Ns|GiY=#dM@u>!fAaTARZu>n+HDI$JP)_7*rmMdhmP>J)l&nVC)u(CY$*msx zeP01PY_-XV-qQC`z>9N$d6J) zAfP=q59~M>)1T45T(i;ZF|9XO>$4OdEg=CD9LKiOz{@On9>=}IeMZB{4R<$h4KB5$ zud}Tzr!(=UC@#idf)I|SHVr;%OtkQGygjDDq%tJuyPy&>lv}J_`Sh)Q9Ot>+>W^BB zrIWJ+>tj2YVWtyP$Pa>GwdjniMWGjTPbvA_i--hY-Jp*jhnW>WhfqHT>3yvh=C-+KxAuju$>+{(S* zp~l(TJAmpV{X>9p#TqalT<~^r45wo(?H|JIXoz7cYW_(`{~qD>fwm9^*GchibziWi z?@v|!Zz%@sze+Ix6XnA4e&%YcP&yTbRmLt+^t}7<3XbH&ABF*V|A-A;nt-@Yq8F|z zYLWs`t7NqKGd%SBcRc_Pf7^i-(m6a7ETbJE%aboK$n9N~TmX->Gl{S-XiF~*u`<#8xJ$HQL{yk$b?BTLmYp$BJs-Al4DN!m2`8&6$Ze6-`>5ig; zjM}A3SCE%3U2eXK2d=ymP4)sGmmSpPr7sn9(=1)O^x%@B%wr7~gVjW{mv=SC{Wo^y zq#w}xTw_XcR=G=}A@Wfn+M*S2wCF*-&|_lr_kndcue?v)WoCWA%C5jI{pPWP!UNy1 zOZeH-&djFDP`=Vq(bC$3Q&+>%OtD2b=7sGz2h&7&G<)=Q116~}|NIe@{f2^=sUH~^ z{qqvj1ClS8Ex8AmA^-71%_M~?ZA#~T_0KC1@D1Ak_-AnSf4}j+_V~X%A3VMo@#E21 zm$TqX)!gUSF0SsgzshrAF264=c#05^WIpTY?(dyp>?_cBFS9z&T9uHq{j;+2X|nMg z_103$WMWkHdNY~j`oN;F*!iCpg{M#XG4>T_y97BSS*j1nNem}-H1Cj@oIhyLDY?yp zplNR(_)7Ii0#EiIXa5NQ4;PYCr^5g6YK_;VPM-FexSIM#s>ji-H^X(;CE_35qu`eN z*&QzqN542#Dy;J-VQl}Rxg)>TBT1nw_A{EGse96Wt8ehf;j*{k&xKb@{?b?m282n| z;?DNd=%l2ONS0?W+}t#0y?I_yb|;E+On#_Scy|r=^Nsu_c=nEj?mLU2oHXTJQ`4Oi zEtJFCx2-+3UajFR0lb^}mzfdCo$;Uii6nf7IccBh=){kmmQhJ5Owf6+wtiM^DW{5< z1>XMm&m7~IT1*#uk8N4#jmj!xZveIAdo6>tfSSGKG{>b&dZ>_QZ0n~Ymp2zl5QR=}~pkM1h!zjo2P>jZ;J?Psg zGLpyh*WJ^N4({!jEB$NcAFC1sy@>nzRKNDXZ(MshZ79#4*B) znVB2Z3PWx5Epn-vD}py~-jtDUzC$B!PZ`M^B0uN1<2RLlU-WI;gsb5f^#CWB+wRBR zKduAA$(zH}XGP|-c-f(0^*$R7p_#P@GAb%OTxSj>JBwYd2e}Ob!Aomv!CqIVq-t4` zFrEjRGCCIQgtVswv+W^*n&RSOV#LUGI3qc=WgQbd0eHHv(%h zoagtJy3)A0s_#XGBZ{r!0Pl|6bgV%uskP4UpV4nV*5#cWk-hJTk*&;hf5208JC)0@ zIrYL5RT%3L9iSff=rN^)J-<$c6{mQFq|@$A=4Vu)Pi_!R@b!F$b6pNxGmg+HLPoV8LWfnsS0u{{#gWx_x4d zulV&&n;7qK;q;{qLaLw}bXM1dgoMmFNm+tg3KAui)&dhkFZLP!4$VFj*BoQ3p68Dn z_hBSUD^ z8J;DHg|yS!aw#s2+Y)|TP##NN#A4q+TlDs!tF&p`nr$bcr2H8A)%$&w<;bSvNQmp) ztCbk#n}l4St{Zyzk5}3#qRqOKw5(QJ715vP=Cw{{J~XxTHt2Kc1=YPfzO&xGTu!|O zj+yc{uDQCtGVjZPQ)+KHK~%x$nI3)p#3& z{21C8LUG&>gh;G~YyQm2>Nw~u9sLkzh_x8Z!f(=@uq9|brCDEJrxdn$C?;ONIY*iw z78hq80V^J{J(j04K07XtxJy8CpWlTw$!g?QCgO~G_F45T)SgZuLvU97l70?^P1Tc!vV~$gf}CCRDuHwtKQ9FMZQ5 zFVIQ2d0}pjX^rA^ZAAR*ay(^Wk=Q5RZKa9W3*Dg2O?dyYUlB@ab?C0E$Ku*ZhB#Un zJ)C!bd4te{@maySh|6t5u0tBb(^_to2~v9c`Mv_>9cc$HGYMHC0_w=WHeyu#@+1dR z*jH9lQ4DW&r*kJuJD2>qXC(*j%uX9NzTEZhR%~~k zy6?Ma;6f5iS7QhnqA>8lpJnm7NiWb5%N0KS-~ghjq*{Mhv*f(6-fDSY=VAmJo~@tu zC?YaaS&||YDVvf1d=FmbdE%5ZAa?HJ@bGLwmp@C3R0un(Y|lU#)0r&9@{CTnm;fc} zd3;x*V?>Cap1x;x@!dD6(<*Bgo5=>h-7GK>tZMSQQj25!tC$a<*SyYt z2^`vOUn9-rO_P85L+her0C96~%JAT`%-P)1&Wp_>kIwibWQuSYU-E>z@7mu9ljg%a zBPK4P^=|zdY@~Lw@vlK5<>(+T{n`}WgQWf`LGEYVivFic(GmM4^HyJaxRFUoNiOq4 z=lxTqw+<$6P?%9<=cqBWX1&9p)FZ2NrG&S{4o*K&3L2L&Sz}cfL&u$G4yL_Zs(2Yc z)jh#5j)UhYx-VeLEqgX19F@=PBC>lv5D7GQ6xQM4PJU8&4r;v8nsdLPBfAad`NI3O zVPw!C?<`p8205|7)}e;o_w3t&r1@ut-lW0QLXYk2iZFd$llRZh&#yCad24c;m0*oy zcVGf$dFU!x!q|rfQD$e-dAB+~eZB|~piZxM@V@YbSPol9(6%pl-{q$D36#$brWzJf z)Khis=0v7W$L+*2DfW23#B_8hcsM> zq>y0l#kxo96phv2u>ZHpwcBh+hO3`qO*fpEPfqz<&ixuFMZF?+FPR%KP zRa(3DXua0BP0+q>cp(*dWo!K)Q3u5<9dr7y>drz%WDWq9wc@1FRw4`mJG5cru*?>Wy6Cz`}7e=u#vYNLi2(gQ&+^bXd z9fNacME+7@+nVf1;j43@`XLw;dkitGNkOAr27!TMd%{)dpQp@sD7jDDYhff38!r*@ zTfO;3%0i25+!~hR_dX?ALfWauLQtgcqwuKBXqmb!B^&VW6gN~c=MAar_l0-J+y{y; z|AjN(Jt67U$C`E}v1pcK7+VvBNYk}!c2|d}Lxn6aZ+%zMNSN}xxVpP?frrOB4@nI?&kvg1fNOy);$Ch{vgkhoWRTM`Kgk>F% zUJ{#*9m*|!QT2Q0O6b|GT9cZCKi9XeXd}DOypxU*YNw@#)h>(U)edGE^)IC#wwiht zw_7iUB(J+(C5IwYBVl{ThqGNgX5CNC>5{9~Yd0jK2ybFi{Rq+r@}xalIXF!{#O`o$ zb-$TPjn-Jod%^oO2J-`@uP`xIO48qUJ`tN0h#E=zs6>9gJBxqg3DICzsg|;W zd2GQmB^LeGB>t@cJ%t#wEkRW*23765y8ma402^MAbtOmTm;i6f#(-I0d1P}=FhL{>& zY4jgOSqiQwtB}^!*efuoXRp`sjeUFb<`RU(xm9$=wT~< zzjm@ibWeO#hTw`ld%8|%3-3QmJbV>w;P?2$Te;h0>yZt8FSi2*h}{M7xW&fD$sMdp zdDXF2f^To5|1Jn`U1LScN|8^u9u0Jh_fKW$i#jW~$Ih+#l}dNhnBIb;ThikRpnsu$ zmB;TOnOCT4|5^Nny_*8R?Pm6F=Wld^`-gY8u0+AedPn{Ky8T}-xXUbs8W6pTPX5;= z4dO4D?00Qk|6+c=2wjGwr|$he{ZE(PUxFg8^E=W1iw>#>@3z~0X_4h$m&m{p*uNAL z{G%WRYxtuK*6EA~ll<4EtOrsk^~=Hf|F98QmXs}6XFcDyBgMZr0e9&-Si-G0tJ44C zsN6`uV3raucR%~rCH9*tSPdx?ihmJOy$N8Q8@KJe{&nepO@%Yq|C;Lm`c&=U!)mKi z9N!3F&K#Ogn_%z1UV~rrZElymi5lTz6yA#eYU04NbMw{f%T3YLzn70%7VcoC$mxkS zvL%dr=zJn&kJdo4DN7;Akrit1J?5)a4!s z2R#B_@VYK(P;9xbIyO%ky`zeCA^IZ?{E@&( zJ5mk%%BVks1d5L0G8Cs4Zl`{YexE(}I8>-s85c_=?ev ztSG5wMgDZrt`&fG|H25DS{r@mX6&CgEGynBT_ub~nsJpLBO|i{>JD){fL(YFS z79Mu{mDxEv%SV0 zrH|*yxs<)Vy$^5FYA*?nj#@c0?Ap;z6nV@0W>ckZ7weFN9nK+zA~+&w=Hu_1zDXDC&-qo zm=11ALv0odrhC5_bX`dn@Z9A+-CvYJOFvkF&jg9RlL7}htfaGJlv63o}B?umo8wDWi zSamCCOgqsZ!orAMT->k;ua&j{{4hQ@Gi;u2yqlVuR%F*?_M*}$nC*%xiUW>i=sx>k z5xvp!UDaf(pQCW5Gw$ZZQw6Dwq{;2PFIn&jz#(9YX3~0d<+VOuTnvwIJP;9~GBTQB zRcF2ls_5I29v6xH&s8n^v3MC6^T**PtRM-g2X$K9XGK1LlJCL*M;pH)-%x2EAuV0@ z#mcDNVxGq5M`QMGZpnWP$ZZv#OMW>No$wK%$iZW4gK}_kY8#kzPqnOEclqk{qE4o!F6v{I2Kuy&x)a!dR{|M$OHMi3wt2;*Xy{bNrcH)E>;ymq$Xm zO#QSG|r4Fads<9$Pgly`2s5y=>&uPt&N^=vR!&u-lp-foVHFfBnIGyoiC8 zeLgKO5-;CnCEM9t+e{cXO*5OJ_rxGR|GH00Ci8r4&I2N56&T#`!@q{p0sN?Q?9SJ;cI3C;12$ zpO4NC65B|0!#rJhANAXqOJ@Hh3D!fAMpw!a3AL?O@AMsI?`P>}a!Dj!TsJO|NqEjd z8(m>JaAl-GKRU-%g}Ftt*DAZ5WJL8MsriUL?VaD{Qs$n=Z(?!gA~*GZFH!A!{4ea|ZRv zO{G1J9})L|JwElO_l6S*&J|$J8a5szd8C$WhpId5x6fZoVnim<(v}RT3${nW%I8LV z9)i$Yx~W~p2klOE>7qhI%*Z85MMe&GnuC7PhvnFs-}~&yOg_Hu`{iwW;`KIhFFObW zqEo<9!hH>Gh+Q7e4|vV-JjJ1X|8UWmNznG}o`b3P`>q5*g`4b}1@CtjyHhR7EvhK* zp#}#v2D4O2OBcQTovh>2tZVmOW?Ex6C-}q(9z;46J$C$6VjaNbb8>K|{qlD84eG#% zDuTrxvT9~d`=_XZ_YCbSPeFjCj2jYB!RGnvY{^8yTEBO$|DKuiJ;=Q_6MX`28T)}> zi?uP@{K2aCtV`;si0jSnD8==KDn}#E{fl4ItJQ1BcN6YdOq2iN;mT)mOFY3mLl#ag zF)uWa>n%WvUpHehvzn~Amv-(=H?hOL+qz=gz^RCK*%&`8PD^+0KpkK>b?R=&`WCG1*L+5u{(eB^>KgnCMcjus)D2tB4+L z)EbO0`_2tT;I&RHi~%Ly*iF3~#Rg1K({%Crp)k=fqy&=Q$vK-8lp zJa4t&5k*WrX5`u;H{ZfDC2}T;Jo_XBSI0(8zi8e2f+3SvXzXD_9v5@ln8NjtzGX*x z8q*S4RKBt7ck>$NlV`%ol~fBnbO%DKSr7>{c6VK`t*T)SRxU(zDs2e3ZEbH;pEf9B z;m0SlM~f%MKd={y^P@PX&SEHcwrk{szE176N2xtojq{rC=qP1pJRe;E5gn%ada^op zZc-^w=davhVFE{MB01uNAelE~bJ~t_ZAlr7iqmtvQ}_5dHHTJycv8LXbj6S<#JWt14Jp_0-Fr&~8;@( z{j+c~LMd>qjNxT0B=+j!$q!OYXq8bt%6cw?(pQs} zLvbQ3h0zXs$op}CA236_@Kd9x{h z<)S|8`Ot%dKaPtF0{H=RE`o?}^w91`4K|O`ZTF{%VkEWB8xd--`Ls~v+$R0N)+<9p z!&OO_+X6ZMijadL?CbB}zklm5q%axo3{^HixO207OIIp+GZBrR(N4V^5qT*6)bo+b zZk|mN^!LJ2aIJGhSh&u5YkSv!XaP1Y9fHUU8Cx0IkrL;xzez4EnAQ7)5=i9z305I8 zV@fwOUY@^eRjs;ND-qqvbQZAGWl4VWE1&6SZGBCVhSXkl(Zzs6Xyg~t(kfAa(gBw+ste!DGE04OUE@Ie6Rco33kc<&^yooQB}=Gt|t=#U+hC$evI8g7B|u_nO>9Gvvw&jabX@b z+^M&f%?OHyT^Hg@u)x7~d^y6@D6mX6-j(u9jCN>we;h0FIx3p;;u@9E2^~67KZB^W z?1VJ3~wvRb-W!7&f^!LQ^2xh{F$?9Kt2xS<_$xP++J$ z7rFs0cu;A&CP@F_&*P=5p`EY9qWS4UC&pOMb{0lug2eALqR;}M6cAu_2$=u@yN=G0 z9=zA}+B{qZ!n4%>5u!!x-fm#_dtp5w$C>DhRfIlQQ);+Rc;(ooIUMRr(Orsyc~*7AMMGEuA|$L?kz*4|RWK9By^=p9SZ?sTRs0XD28b0mA0;A& z7@tJJ#Ir>A(NVDW?nay3Ow5vh!zhXk*~-wLe;F{kLzQ6DiC4otw>3Oo5BDG|9Xk}) z!N2<}e0XyGG0Gv!k=m>{3N|~(;LQX+7TUrANk84DK_qt&rl$6OxOD<^IKZpW`&;x` z`A^v26$TfmF!a={GTFfASD3(kkQvwz$~Ok!SiMPjs#;nqON`~lnr zk4dmE34FSL)d^NW4Fsm|&%U8YLQiv2trramt~qZ_RKkj!zwAHGrBT(G{yK6?_Devn zh9|YhqgwzW=iBqIIHqB=1Nh92LUFb6hkq*t&FPWzKP%fAImszLUg&fhtd31-#=f0T z(g0@D!)vhDj5Bh|l>8Yfft zWE%f3NzZFsT!Z@QXNZkPTqS1ybs;Fy(y@KQ_`PN zb21@hXrIpu4_d=$ZPuabewfyCRJ~~O6E~eyE`l9rho;fx*L~Giist7-efXb=ji`r& zKuuhEo8>GPyi?`-e}5+^lEKBy%=s`TFJ!QGB;14LIB8{TJNq4c$iO$*`_2R+P-brI zwZc z3|no$n2s(mkF~2ke;f{{K3?ht?s(NPPJJ2dshCzJgmp$s79_Wr_%IeMq#>H*`I_tD zvF2knthS8Y!`A$C2bbjwx`aTAgP4lhWojs5p{v7`9K_Djo6iY#XfES`=k5s_l1X=h zH62#R1_pLbGD?ZmFRzE!_bBVx{D|#c(0f*Pdo$|%XgrJhvz5I2bf9rldv@z&)2W^% zSX(~IUQ8RT?e8f37rO%prsmxGk0*3VrhykebIE;23p9tXpbR3=J5Lb5+JC4Eb*F5h88K9}cmmu7_P)!$%Ag?D+ehLeQS3YmS`pRDh9t6)pp@V#W-*R~d}qXykwbiqFO-h!xqCV!gS~=-CHF64voW zhW*yV<2aRn*;l|@<+b;0wz*8|RTPXsYCh}$s0wHAr2ZSHBo|qA$(iD5Az9#p5A=cY zNlPuG;346+?9%C(&4!d3o_+^Fo+a(xcd&t@O&0VIG}W<=&mM$wd74=5!p}0sE z<>(N;-*87f`Wo8OzJ@2p62-;NXlK;zE_r~Lb~!>a0rDjz-!t?|hw zDJCojUN{GCe^hSwN0ALlnCNvz{tPt`>WSn7yTzD3z38SiF))A1Tcg8sdY<2KM})*r z(srVc=wp-VSIoVK^n}C!{$7r-!a&uqL7$^nKeHm+x`GWL6m#qBo-5M(Q{Y*R9#_?S zijHG05Gj~@2hQyVjA@uLOVc|IAmt)SWpFm#4XdK1Kc{5Nu`S@LLZbr@LgZ(@b-kLE z?&p03M~7_QceH?`KQJ3?yjBOiyj0(gIu6$ZA`nzkS@++6y$q5=1_%Rc{4N{1dm}6RE^LfQak-}LospFA>E5?Dr69o>Ne^>jV$DKuz8^+hx8bh8<{ke~C8s^*x`QWCJp3yi+8_rFU9a#I@#6vP&%Xlw;Ook8` zmj-@ZmV#Mo(eKWaRh%Hzzjz<|jFq;&6mN~R(N}bxL1cjL>OLK2EB&tUlhR;3@YYmP zbHsr+NAod2+JslS*ezeUu5Y(Jhff-Hyhr`=S9>Wj4b8)|(@7s&?DEiyrJZ$gH>2L) zDVuf&--h!Ocr7q0fNp*d$^4TPG4vV2LJ-Ln{5P*}ZUkAJx#vq!W7EoqAF0Z_X8Wr7 zUgP2Jx12oF(VB+pJmi=HHFyzgnElYJLTHU5 zs&MMKQ6ySp4OiVa(zW9IzboBYI%-WY|XFbTkg z9iD7F!w7x29^uZ0R$)8PxGFZ^Lin`#vl3Cx3+lv2X2|l z#8xscCkNX>xKXpO1+MszSu(C;y~mx)l3*Ns`YZIpNx`Ictf-ZpP6t4k7L<)}F6taj zT687}Tm^F2fVJ_8m$UwRUwat1TOZ^}Yb#>?Z{PPJZ4Z4c7Lmx~6_l+US5zbDMev8B zA+nU90GZ_ir_L-m)Sn*}nXf#fY=6w+M>u8CIuseBHu0#wnmxrrF+_7?U4Wnq-d^j7@}!w>srfd*M?6w^|J%{W zR)uG^*)~Ob_09E@ytxS0_eO;e2dj|I%QEb@Dg9`r0(0^gdhqk?Zxsj&F^&mN?mWLsPoDyFXTGvg zzeCQYe=MImknKQmo0^wu%3x}=+~J1*Z7-ti?Ck3XypLRe@~3BJD&1gk$;LJ5+PkRg zL1&Fk$m-DzGL8fGUgUU)i0YIhP??%r{ zUUA|?J}pCn6#W=>?Y*R^r}tf%MEBei04P3!bb=ufJm zoX{H*1^11Aod`;9Q!VIMC7EpiKuivw#5F{pY!s1#VoY%FmSpm-O*WZeXuj>GKy{VUF)mzXBSf;&40jc-7Pgpk{1Ukh3KAMx>C zNYgCHFXRK>Cb0F*XJE0G^k$;>&uqgFdyO% zF^ijcBf$PYa0TW?RM3)x22G9`)L`e+rNJe$@a-JiDA?MLQ8o#1D~1l_CtO~x|F6*Z zIisqlJBOIcuZxA{RVH9k)eog0$<^B6l3a>2j`ko-aPy=P<5-=8*}fLqc1@ z1covOvE{h3QkgJM{MLWp<^9S)4FJYBxX&L$)da9ts23CHCA(L2Z&c71iY0?Jb&Z!!{MW{pLMLfYM>D8K;(4d{5#fF@8+ zl3VXaxUkgSHpry}41s9O=ZEzNYt4yR!^7NHg3qy0y(M0{I6x|T925nUZ@lWLBMC*Y zY(Dx5D*ty;xuETUip&JPF*_kf(o$}{miOORzH0~u<$*ptXu4a1ru&`x7Q|DO!|32j ztsNZQaJnHN3Pl*$$n336!pDY$C|Ei)r|spR0QnzvJz)5E88)hR)UY%{2Q>xYTyvbe zBM_*Lw%J9)t45khA3|*@A*6^I4-AB9x`D~_`Ilp-^Z2rZE^sgbD)rXdmX|}7ChCnT zrANWsf20TJe*jq6R~37Sdt>{}xGT4wp7>J~Trs4jU@w@rC{@Uyy0B~rx7V}h1pu+K z2<=m`LAwq3EH~e(0$+asr%|bvlN|JZW1Pe^8S4f~Oq+fz8|paG)!E$XpjF&^>mSc$ zMOH*oy9Y->%nIWK4r@TkqD%}WeAD}eie1xN6&|7coc$M+OQuwGx&>bw=CMPFm-un` z6i@@A@7=L;D*c6b=rWhvr&P_pVuURg-Wmu&5sTL*Ox(cp3q0J#`i*&k!Qy;>-0b`) zM>WB_VJ{*f{&oTjd1+Dq0yVj(kYkzJsj`(N9QVCo1e*vA)li%4K5b60-JM?lTg3Gbx`vgT#usU#}TeX>^CcFE1aZH%O!VS7Hll~#l4j#Sy&5+>U`SSi1oj2 z#{EEGErxdKJ0A-aad3Bn@6vy_zEFskL>>W^_`dArKP;h7+q2W?lq3%votl5MKXxgW zHiwA{E4oiliPHLg`eE*`NDl4h$!6sz{%>wI_YpEu^vY>3zfQ|(Z*7)OtN2i@&IT7_ zM8Rg9)sq0Q6qHEk9t7}tsCK!J0B(Dk+@q>eX*17@^BD~|TuHb!SnsfWcs^}E&4xP= zQy|(Wf=va#@y|^S1Cvc(5-(nUFq@;f&FT6yrvYmA3Ofsq!W`YK<}~h6`akIIae(8% z;f?~wfjh3O_$@AN@VG};(O``?#y4}CTnaqcvXA$*aK&ua-Pu*o*;$R*bFT>wu!+_S zT`_52F=O`oRxl^rCYtp?4(!-$L2+-K)1WNrPNu}w%Ggo0^quq`T_%;NY81?5v7I&z z6u>6WtzRmGl{5dKg?5jR;kV>mpB+;f&u!R3<^bOSh{VYr6sv0gsaP!$LXrN($>NB3 z(R*>9o%Y#deyISu&un6v431u#YcpUR(!=5e5O-FFjeC*|!@|Rj3MZ<#_&_%7y!NJP zeV+jdIvc4v+PnCBmDM;J9&|l8U1lwL_~|k&E`>i~W%yE!Q9j;e6x+f?+JT9!7|w(u zqcfe;trG)KAh6#G3SI-0Sa;P?`3+Quq36k;rw?QF8;tne|1#)Vl@=gB#yb-@<@2jC z_>@@8$dh1Nxs(0-y#;5HcFqp%3tiOEl<`LH4XugMM`CRSIJ#9_ROz7XHHu>f8$>en zzE89)%6BQ0x{~)$rc4_LgU(NASKl#1>T9L#b9q z@|#9JHA-s?zLuX~-&_Io!~uDcCdyLn*9|_4fCr;3cPjZF@$P}u8a5c|^|CXh0coIV zD_0bZqj^CCa`_Wn4~Sy=iXA9$GgUxXQDn1bK_lWqyq5GPv|{bo?3wd)+rG7K+^rjc z*5R}1w^qi2j)n%{*6(3$a{xC&>&M|d5KN%`8dxCucite_7icfKO-9NAm8+M*F5d4-hd>Z`@A(h_08(sm9!K*|GL0b;O5|l5YI? zJ~no5{->XvA-aA-@z%&=l={uiz^-5}BxvBOcVk}4YP=`IUlJnY0R81yK0YXd5L(d} z@ooX)e7q`KW;GmT|Mhjus@+4JM_6c}b{xotDob2`UEXgXd+Us&Vcc8Vv)j6Z>*X@5 zFKYyUQy&h2U_>bqarpXq%k;3&BKR%_fB&QDP z@KYhH(o1wW3QdYgiz&nGC0yp=b2(ADyUt=(vo-`P9bne-P-oJ?gZ@OVMN@3#6$%%@#u?c3CS&xaM1s-D!k z^$%-eIwV|=$M9dGn!Svh`0%UdTcpr@&eGx(l)ZUqh#Dot`0nAJVLf1u1ce#Mr-fhc z1xMpj+gxZ6#7wlhBvwHn7Uq7rR4x{sQUjCVsbdsGIs^8qo z_igKHkp7`2kS^$~UNBoYJtb$g+Y{JKGE})W)RE#)9RV8tjO}oAs_u{FU>pg$zDWwQ z_J3*(aKf?6;xH0Ti~SBhFlxvk=%Mu_r%HVH4@DO76trj2*+##4SYUhldiAMKpi6pL zD8HPs8y<6VNK+1n(7f*&F=#clA%MbU^r*P~4}WYGJUaK~?q_7y^Ljk73Gr>7j_;k{ zT8IRToz4F9M<)ast7t*yFyY?-B1AC*=FRD8_vC$5{AW?9{=P!TuQPSsrf{sNwe*#?q zu-;uj<>Hbr!T~kzy~+Bk!X|`zYiqRXwWyoK=n>W~Xh@}XRf!QiyqT#o&- zx7YM*#r!^nQ}m`UrBO-(ZGM@BKbX(k>iVhqXR4eO%!Be+c6-oBcn}j%cpy-vQf+{y ze%EU8+xtJX06BeO7Er`Zxi_sLH?w;QxeBH}emc8P(fv@?R1Ti>9YCu26Zq^IJD_?o zWw$+C&Y9KdByXCT#fn+8AzdTksDVGsmAyQGdH0zwl7;kwJlJz~8_b!s*9heDdSL^; zcYgl{G*wc$g4SF89fhe!CZT^~LLgB1%fK4V5?E;3rSn}q#WON7v9ofZ(M{p1@R3FX2kRU8&z+>gqj2Zd|21sc1$UntA zd;-!>#?Oh`jXFPl(dc>`sTB>J&<{+vnEb%Xy3FSL9G=%k6LUXE60yeH-#8)tOMI9S z5O9N#PSh`cs2Q+HwPr#O^~$cf@2|FDWeLg&yHeUftQVS$34?+9M>eP7dP~cgB7i1A zA6tpE&QFG~Zv{rw5CzG-v?EQ=n3R4xD2Nv0_q#!DKgpg4lEi_Wj2w#3$!nEYqzhWW zqu}M`)ql>%sE6HMjmVgO0LYX+RaKXjuJezLUiVYqS9y+;TTK*A-8KDpB@0Yc)TH^4 z_p4xrbPlDFwjjla$Vfgt@w%`W`|$=QlJ z5z&*mCELnJyj<+}x0a``<_X@d{j<2Pc_sTt%ta1g?Yr0WvM)r0gi?ESTxHSSf3ER| zS3P?D{#D`5ukwqjRj%4dxjR>{T-|Dkzw_tfmlDi#`EJts6zSQGIuzlWu1Rw`8*WVT zdBF>=t_3iCe|94@MQ(^k5!;|s_Y~5YVaVN<7e|-C0BJ0%iz2nNck(lQ={iwIm0ic@ z{vzsKtls2yjeypFV9M4t=Y&<3*M%OJQR6;S(Hv zNYw7jacW|N89a{74WicSZu%kJq&mfUZP-6xNCwMg5E32y#rWvun02|$Xtk1-*i_zi zyn3Nt{#`K9o1vbiOzV03Kh!PSXUBJV-X62OnXbrSLee1;L(EQgzqNIZ^ZYK4MehC~ z$!~GU+5$+jYH1jYw5X~SH66m2)tBTpPXW;Occf}n($DP#;kdgHC5HS9p2EdO@S#Sp;vzBnbKWM^$<> zC|}jPJLAP!ftI|h`r2iH0@mxeRd^rX92K9Ik#^O8=)?o{O=|GH+|{x^S;$~btJSOg<7usURVuUNj-LA$4e-%-$;n=4>tom813MEk0L6vCy=w8{v{cT z;MT3?Y;|v?4ZT^}D_~p*wC5g&V4|zvUZ?YOP1tX+4pGL84)8{N-|7$eTWw(mI2UNE zlMYGmQ*2vsvM&G|ziVx^J{zwLo!nbm$?5O!C#G<|)3d)$FK#+7`&T>R>iOjq7sfpP zQS{Beh=GV*8}ih6Z%*_PpDCI#Ewy+t^1ZA4(fu70pKKTklOPH3TPH4QCul z2lFKWGZ6?<03vRx(gIpCeNq9HAS;c4|F*Zf8$nvAZD&fD{}0_*1<;Mf3YiUTT2_Ab z*yYW6p6}mk$SIRhv8Gz%XfAeP#Z3zS`<0cKTm811y;t|XCthD*gt!c^I~9Uy(b25Pi!llu_6P0sO{E8(#2}8M|8`Am07fp8_Uk zZu}vX$S{Ry(a2N8t_JttyLW25ihUv6yaZ^=@5V)}5GiynP|M@k1Ss zmZ%QrYNXTQLXnQUb7=_+Gs$aqHdVZe9yHiCez@1F{%1$;oNo=tpD42Q79MoFx( zB9HBy=YYN}1nqf$1Ryb54`(x$+qa2i8uf-Mn^@8|JNCx?@E)T|4Q!&ifm^~mYu3QD z%zW1vzu2hMXQnSWwG}?+p7qM18=U1C$B~P|hrGWuOMngN5Wfnld0V9epq7a*a-CJj zcFwj>{lo_nEA&10H#nisWsLi6deA=5VE+L63BR{5GF4iqD&28>OiWk6^EA*eW-yOK zg1^oDRQ&|B8?%#tQMvO)i-isOA&76jAKkTZU+xHqVFX`J&pvwrVrHB@#vM%2Z4vhQ zf%UnsrXKIxWIS?Fmc^-|JS86TGC;c_8s*fHIEhgR)88anMgM2;W!*2JuAP>j{+9l6 z)P3EPgZ;`nYCup(Cqxc45b<^2L={_R_LD>#j0e4x0*-1O!2p)8McB-75FNAM&^o2u z@`bc-l-lqRXirMja7;z!oxdbk{|o{z|MPf_pCFEc1Jb&uEYGxLCxHO`#l+9=CsRTh zAht$9N)6n>Ccemx1AdDm*l{j~BisSeo=J5dM+SODuP!H)$^r3aA4sf=ZT;dPbue2^ z9Y(=+4vQ=8!5Zf~N1t2;pKpm}_pD75ReW7*m9BbFB)(J3H0dk=#QflV%P-Jh8D=i9 zlE4i?Sy@YfvxCbLxWUTTy#Q{1$a(CN{oZv*Nb-W}X6`nPheu1;XS-XAj4=<6_A|tq zz@9!78nyx)H?#G;16Vqr3DFKX*|;5N2g!5p1CAaNT*hP09X(l?*Qd1>-SGQlxnC*t zkpn7B2!vd6ZaNW5W>K)C>S8A)IJz9gkq`=|x+ruLo`IK^coOmj#M%OvH-NFKvLHS_ z*Y*5_P;3c{Tz;1HJXf6fEiI+?OYF4sert4xF6fSA${dgb#hkib&!vCF8+lY|d)}{a z@vO)Lgc=Yu+*0)vz5hWpPCKV`yyypwM&3lO)CJ>-{Om;b^(ffTtNf90h?)4Xg=s1# zJEcux0kkUOo`ia8f`dgC(mgPS4>aU6t-wznv!re=28-rs|DX20Gb*ZP+g5@~78($c zBw4ab&XS=?0s=}#5CkMNNivdcn;Hdgm1`*wzZ4PIX#W(4r>GA6w10&z}OlP61BSm zMM@k@8j*s|z2UH7EebeM@?oSJw%OAB+siSfrF^9?q3w|rD+cp>L+GeTrp!p9#o0V& zJ6qeE=x%AGwDh;HgJYkrS&d~!R0KUSjh;dj5@&oG61h5pW%WuWC({CRGs0qqeRC}F zK@LlNIJwqbh$8)6e+*1Q@T-orO4d!R`aRu`u<;vI8gWo#@{SX|pjc867}BiDJvuC) zT;6pqbLP>gDsC?i2H$#~`oF`J4IAvs6)66Hu!d|m1N1Y_r;cKk4khu3J?87mi`e~J z4!8hpBX{-a)jtz(fawnwla}^>#*#t-Go*KaS)=2|n3zPp($WfoLho%r@VnnS6(8vk zPJGyRoUYtB8YFSA*!$uDQ;sWzYT6#!J_Yn*|5nv{pf!=>Q3;l}0kPYMQC?%fIYlXqur%DD2|)|YbZcog$# zHi_f_TCVwcH?~GIsip|Vht$gL)^Ge$4w&-h{?wVZQMcJFubgEPe=Ar<9Xh;4h5fcO zIEq~)-WrsDzIMo*{_y6PrK?Q)lki?L zC`jNq0t1eDy-KIq+=e7?6`zHk1Ca12K1{OH81?8CaT59)}&x<5PtE21;|^H z0kT)4G-}AZhwpv1Zh=|uBl{Sd{5e-X*S_#kEte#FK#Zz$MPvdcdBzsJp6sk_ZLYpk zf#Ryzl-D`l7E|E6Sp98IsD*2`?@?3KkLry3Xq(*kSjyg59B=w-AU2_)cl@*0D3QHI zzNiI^SHpK3OShQEFK1;1Hw1288dBv`@tx9ImZzESqTBW~iC%U26c)51V$(s`cI?sf z>Y%UEQ@{DKpX28@VJ=U?4E&f-fd;P=y|2enXux>akU4L;VXs^t)q=#oxPe*+Bmz-U zjDuKQnDS7r`fYoD81etxu*y z3fN8`zXPC?*#B7-^22&#c&KdN5A$vUlmwZ%*~*>@<}b+i;R45BuAf$wRFK+mNGXAE zT_1$N&d%6H4`8Zb(VG~&;cxcqCXB-rc_+vCwr`|u(8Sa4nGd33$-0&H% zs}K;9g}Ub-1W?X5xw7jvyO@n+)x8JRULd@!2EyC)nxx?#8Q90Psz@Jv25mG}0-^!c zVtX?(8g-J$0v1VAXtZtXrqyz8-5!R z6zzmjsoSdD&}Pg4WC+{BSA%0^_}w%eDWp!sV)c-hh*<=2Bp3Q@gzDf{-mxJ|ixkr{ zNsuNFecQKtw^U&<-@c6a`QVdF7*Haz*}UDM#SU)tO8_nZfk(jy6>%8vKA@|vI;xj> zI@dxS9}mHr{Y|!Q>u6?*Djv@>qb{^RR{sZhX>&KQaw@$hz99#dZ}~Gl61HlXhdv|- zE-|-zQ)DsLe04-9P#VfYNcZRwW?pVL)khR?B1W2)m@vPM2847JPGK99U!l7*Dr;cg zKskwe<^Sz1UcC>QXz|hTKVN1g@!fWMHdjM|CEuhVlHWY3ewVuUndI4g-DP^QQn6*p zJw1|6p2Q?}=MN(k;;>U%B@vfDSW^}%fAesz@<$WUk1XgH^Tn5|ritie9xu6Ccvs+B zGfZ8`mMb~wN_&m2INtx#c12of`;9xAK|1j?SGYGkQIkZLGB)A)7cJ|i2Jc+0$N+N3 z{($^^POFm@l~=1nYYP^~ftZwH!GM9z+R0h9>JJDwf^4{2iQC)zghk>GQxUg%@kB>V zGRuO|iY&YNN#EU2_XpJkn53c?-Hs`PHI5odjM92l`VQ%#_zBLcqU?v!`6iUlLYImr|rH^(anYLeDKcMX+j=JV3yVL(Xr4p z-y--9*{Q@OF=vMR(q6fo1G}$JNDo>h7&(M0*eHi4muDH-epTFq`gU{?YcW~ixoq$G ztTd*%;+|aGKQeDfuT^EOQJ@+1wzpTuxNj4ysiR80`5mMhe7(CqbrBc!*T=;r=XlZn zs=kDy3*X=4B|X1Wf60_Ig6cvy8%cFdgHf%Z#ql+}6n*Dg_VUL)xB1R}B>?Bn0lEY* zdh3lJ6y5+fCLkl~{jR>0KfFHS@}dYxyMZi@1AgMV?jb#0a8=ZKE&`{bH7Zv%cJf=9 z$~(9it5NW?0H%nekQx0?h5^{D411qKWVq>STbpmn*9?SEitw^lm`DF;bh9%pU%(%#bRTi__uiudN@s zPi0nw-+=&i_V*g%eBBEH(xwo4Lb6fh+01ByRjF)$ocH>u?X;w=ul-+})_04?)J zWQ0}A0M0h6bN)goM@xfVMR=g2SDI0(SSzhxAc z^+DXz{#aiN8~1d4kWYl%=Y^F!qn?f}+F>w;!di6CJ>|SECe{5d6ymHf&5de)^O7n2 z+_e;AVpT_*U(1@Iibk_@Ao|br&E_7F`?Ke3%<`%~xauAo1CYJ@W44-5q$mTw2%shD z*+@9+Vsij750*EEKq7&9aYC;nNWNboci20|D@AOkQPK`cHRi>~*(xXZo0mmIbrsN* z8U+jxLZw-q<^tV=X(?T@I&^+kxA~0`0D>~Xqg&D-eSx{Nfl~P&+=-E6h^g8E&ry#T zcF2T$$s;%AKWhY904YG=0k`}^;3-NHZ%k^K8LO`u)GRs{-R|@(*$m(%3i=Vi2)ket zTG+}udwA4)$o3`o>vyTo5&g8-TLA!6j5=JU7mAGL7$ob=@BStaae@&#aFjR5U}+9- zRUS!Gm(I`CqxTlSZ(M1MAIl#t>VIB(j888cra;D4X&?%aH_>t zpZ{pl@0E4K;je)D1=MHd_9RyDMpGlBM(OTppJ@y`K1Z03jh5u~+2sP#; zj$`0>C|EfKGQ9=ok0P1ewC=u8RJ&({|+M0?n;8K!^WT4LJiC za+M8S+CK4s;FF?|nN3-dBl6YwxBtFWx#tvrsW!N^}b{~Fl-!+%}=EAmT#a?v&9PxA5 z_Uehn&de%uUsmVW){I}9EiH?f+BKXaNQ&FB7vDOCFXJ_udFf?UMzCmjHty+6q;OK+R72@-BKQrhZGY~++OrRj* zaS0m)vDsEET{WJ zmqb6pUQ%0qrQ)X#3Fq_u?-{>vw6KEqmpVsI@UbVKe`3!IT0ya#Qgw2WCF%^XXLp zHr#05G9ZQ+3Af3GxJfS@XdOATW3ipe2zGT)Yo3`SNCR2IEVGa;NIT+xbtp~;zseNu zy1xfo;&lFu9Xuy#E?Dm-DfscPF)1qXnM3}t7^MHk$Vi^~`UPy2_0H;^Q#%W>v_Aqo z?n^i*Vw;!7DujJj5QR3bpi z`-lZMw%}|9jDF-5brMkKAb>_bNfc*%GeFQ!LvPcL)>Fm;)EytRaI>`L-%Cg?==$UK zX2mLfSf2LYV-N<5T^8M6z3c2E{?9HJNbnM^*U|dUJ4q`bP_Zx`t=Qnoi4Tk2wl~*e zvQx!R!EArhw>svOKDmDV4809VNcM9){W#pPcwKwcYX}4C)ySnw3}M(a0tzJD9^ps; z3nm1D8f&R`DQDcod$kPV;KHwc{g>f)`HiWs_eLKWV^)+bf|zYQYx=q{_)!uxa37;A zxd4rHK#UwU>?cwIchDH^Nfg(D4UmCGbQFyZs3{19UOH@O@gIZVy3c;o;0Gx$&%)<6 zqX#U2xfR`MJ%TXrPINn#qR#{(OOEh72&+MR9yNWE8MudCGMC0pbs?ng&yHGvt`Cs$DX=Eh9fLjOi+h@N^0PuyN70tOuT-Ni5s2RT$VhbO+M`!_`C|vs3F69A`Ny2#eV{0i z0{uSwL%0!)2BGa0b>Ll)LKqVo1b4Y#eEP;FjmU!gJ*wl=@`Go8oxy~SCr zh0a@D;uE~@Ozzsj-cbmmRVD|lLCN;gU{>>SXzTs-c=X2{ zF7HjExO%FG$sf}C6Fd_`wA<>h&g9MJ-OU#_OCPmDr7wL-zxu|`k{QsFt(STaX-6uq zK_C!Ie7MFoA@w_#&LdRPr`-d;`2!>3VvRg zkZpMTtPF25pZQIw>Dx}_%BTIqPsj5pSXs-hPrLgGNM)kZMhk4AaLRWs*{etQhI1~o z<|DGtqGKNcmp-A z)aP}J*iVtT7?y^m{&>nD;ii_@K*lJ=<`=U;z$Bs|O;FKlh}*H$yA*o#lOsVKpx=DI zeKg}UN6#zm|~>#j_=jOz7D*gmk==?Zw9i{-&X@4p)@zDtE+_+Vlz7(dx*ZV zZzaTLJYLyooUFDJQ?MPTn)vpOP)KlDPD1A6n|pDW8k$zSTBW#LcQpxen9YK$Zn7l& z`tAPKk3vvdSW6Nli^lEuGm0u^{w++1we*L{eNeRWvz0sqp?XzrxGwv(BXBk%BRGvZs89O`%1O$*(g9c$|Q{anz)@a{L@Lk{m zQ5;RIJm&f(5m}uqwV*hyXw1y0H$ER1ta@dzYmjbq=LFSCdpxU_(X9ns_CTk#H`O{m zGi&l#mLxj<4Or>TI&usbC$t-zn|C}u1i8gG->2(oUSCgVc1g?-=!Kptsj4n4y!G*^zdOl51dz&B0+exZ+h3Bi~FQUWcX1e3W{+UXg}XR54R3F@p=2hE3GCw^TgKPx){IW7UgYx~Q-QC?( zIYIoTAled#E@Vopryh2@fY zCU$t~D}(H&SKZK?4-8`OM~JR&ekEDdKYTo=Z9wf3A%<(EGI{g1BfZ+ag*kx+f2*R+)$keQZB(8h^vQGTpt}7PJp3$zuCht*w7#3x z10~~TB+T;rDW=&Z|E#z6MIX8X(qYTAn_3J~GYcIupw#ahsR`1FE>Vpk`OR?P0Y_L66a+Or{#FzK#I#PGbko_8 zlskbf#Jsd(32q%O7u1mAauUQ2xdBEEz^ zjg&F&0v8jP8P)lO#o>ToWzM0SAJ%q#i%rE!3ty;Sn19ZXNCYWI#8bs|br9EM!(f;n zn+=w97&Mp);`Rlz&HE#itq5PlBcjpzj)HP)Ev2u-)#bZG(C@#B(w}K5C`gaOEJ1MDW#d`R^XOWd0cZtq)%=$h}Hl)}h z#}O1p0_B~-^QgeJT4R1tcThGC1XYCZLZj=znAk9HlqM3ABJ143a|W{5HM@fTq$Kyo zj)DH&{L%WneuAKplk1pEK4){`p}F+VDyK0ByHz$8^UQktQM?dH3X{W>sUmzd!reFL zKKhHIRx{YGr>bo83c$^z3I7ro>Va&KU9*V~6#GKV+(5(TfoUN*C>kr=Y>fWnVbW4# zss-o>buEDG;L}oL4jSp=OThQ^%3oslzjnlbY>(f;_Sj$8aGwR_r{VY9=zYM$_Pp&I zLA{B?$*1a1qZKqnV1OUGOY)a>syY~n_}gpmK~J>3HkOk@! zu-C@{n;EXyl;jd_;3kkvgTOY%u?+bb1kV5(bksCFSPNKk zHD|Uz^btXRBP{=fU+_8*TnUz88=OPliQ-xRa*c+32m{@hR%x%9_AggzFz$H&vY&oU z2!hbNR->tR|K%eMg6JzATnk%UF}svOkbTVi0F&AMDmUCG9}|^#CUrinrE|q%Q{w{91$n}%1*mHaaM#j&L8e;woBe-N_Wa8lLix6BtR%vO? zi|?tyYv7TZ^N+1*QpG9+Z3nXuU6Ev+eSM&qW!((+zAE?OZA@K|#l}n{qtkRi@C^}% zoU_&JwNz?FE(m7tXN>pBrmw4~yW)MzYfz+oj7khr;&YRy$slQ3_{q_Bu48@HtzYXU zKfdnrhT41(9t6rXyOk~5kg4~!pI)IWl3pYvP|CU-T?V;oRuZ=fS?HB(ile=xJ$xG* z8?HM$cfJ-GQ0waIO4|00;0E&;lwi$bA2wj@NN!95yNnTQ-JI^9n84H6LW_zRc_ABP zTQIUh`eH&b{xQd|SjN{anB=dWE>11oTory$yc|pJDHi#uY$fh1{Ge};R+2k-nRk3) z8V8`(S7ff2$vGk>G?EqWZ)aWk^x8fR4)}eVv%;4A0s;aL8*KxM2gl3J!~5m5YR-Vj zF=*eo<{8I%pWVGS**cqKK9gX=rM|_Z0KY?>*K{wzVE4)p$jbUudat?FIMBVQtSsr( zN=!?O05=sb8=MITjIC{pCGgRjho*mwFVmacZF8P^6(}Dpe#2Mk0zVChW2oKkrd_$| z!x|e26;kGi+2-dr#P#3Va)PNWTZeJz(YZd)Hyoi;g_$ybA(!j`B3&SC|mXJ;9lEgveK`j|-Q zgvpz|Hp%C;%Zw^yjRU{@c}JozxfI;^d7Ho@j_R&U9L8%Mgi29K4ApmJz_PSvf|MWv zP9eEEJ&3l5ZLU*-#S#l}23Y8pnbgw9q=849$fk8hk%`?nGNLu@bJEwg?5_w4!q{x+#G z?Q>^W;{>xU-Z#~`Oot3l*L*1(4@U&`B7s|l=K$xdn;M;WN6r&$no`w~8-M1oe((rT zAZ}c_cEd8&G>rhe>f8c)r2;DTEk#@&a&mU(?>lcNn~%h%w_vf%OXp`NJW2_5PXJ@M zBRgoLPwv7r-YfV@2{f56yl24hjY{pS2EWx9+A1aZM3u*Hp0B0mgwLJl$8Qox{5d|+ z39L0W%b%XI-$cB)2|Ek*wO$?CEGjoS-iIj`(L#0mLWQ!g6#h zuX$kJ3AwEfMNikeSc91cDEhCRDu`SRyBFSeEpA(oqzITR?fjsatn;kKoSfrbS#+2* zXlQO+`Wcg1c~n1(dDoTlusKl3Rx=|?q{ImR6R3MlGAV|AEFm?dtE6;E`RnTS{gqbas|o9(-6tZ-b+_5NwgxrpN0~YeZ0MGnbi|vcPo4$2-2dc-mNvp3=*Q zvfVCZhNke~`CYw=jq(C;o0ow9BzikMy^V2%#%Zcf_3UVlrpFhUXgqdK;xP)(%w*Kg zln$N?mT_G?m3Snx@)+y;uOWWN2ol8})X?Few#&N=SGdMjeE?DwV#6;!QEXgz%Y z6lZ0aIJmi4N*jr~v^ZXJ(>x>!-~S6Fxb-B*cT7w<_~Y_ou+#L>OEe3C@oyrR$Lj~* zo=!F33?XItp{8Y1o-kk=qe&}ArhBxt2;`dm?AjlhEd0lCEb3f%=K?)}C^Uy-pbDH| zrZ@7Wnpm$IL{8jQg zKQj9js$KDQnPhEoC)j`94HL;{rW^DaJB}5HvUEit_`(PumyA2@+W#Eh(Vk6z35UxE z<6hRSv}DnJWoBx2$8JlZ)TH{xXn|IpI#T~SSE*?g12}|B<-u1Oe=$~CpiolTDO}7! z65XwLT=jy<1!9k5xJL}uPySm%R|xYGzXbp`1y3_CCP)K+?;}Q=x`)3P2`RBK zT%0}BMb9~okOLCEys0VDN$ZO`GEwGZvLBuT6FeK_@VO7xzF_x5oBsIALD|w=D*>31 z4x7X32;7TG7J4%jFuW>Y|yvI6*z|BlM)^F{PDheqN|B!l!R^@5HKxFHjyZq`l)n!Xy{? z?4;3k`tHU$_1E%8B3dh16)mjVG;FM_J9EvRaUeY|KUuOY^rk=TPvENi$-uxcQmsm( zy8%rR2o-EQzoPu=I<-r*FVMUKzntARZHsAk=Z+R~KC|~9yjrs@0tZt?j7;T%<{08k z(EN|b$neEDL1-4t4t8m2GImQ#T*0PHp1e(P@?LaCJ)-`GN$u(6uND(Dd%0mWPlLy9 zNLeRcwSud#FqNG4jaYR#Ek$pPK@@{5pB8RNcVlBSVz`3ij6JF0U?c7U`W4k-Umc_0 zg2kj@S}EbKajkRc3J(8{RoC%*NnxknXGlp;h+GuCbu)0ZwkFsZW0b0M(W*_UufJBe zHOVHsU*|hUqn;x&Dp$>!VqNmFpCrYm? z=NoQHg2`^x#33N#$DSk(IQR^5o=l(8MHPO;b@lHRJ}kPcu)?p9^lG^~g&{BSon{7n zv_J=5A4VyMNI4H-Qzc{Z{`&I4bc=q4?3HV0WMe!=m1o+iw~6%o^AZ|X)lJdL)ru=i z3&D7)r=v5GF-ggKKHSWC@SnT*6;CD2I+taPY#=`^F_0ljpA;tUK zn^P~NqS}#-#9+nR3i+ISj^xxNWZtnPSzWG^*tRG3xl zn8lv_vOtFeWr)Qkq)lz#M{O8+54d%$Y+_(&@7+gyi$EJ<{%op=a#PMFnzHZW`n>k$ zj)C6+(MIU$WujMtd<69>3ED0A_LMeSuWv1W6Iyh<8*+Tm{Y}V@T^&how8aD}Io{T_ z7wsKSCoAK;PYhFYYDq9^rvlQ8X)VE_5jonk_1zV$6k+x=la|jOwrMAK6CyH%og%;) zk8dpBc6z&B$dWN&6#Y#M3QvN}nsUuf1Q$2ZA!R0_h?BPYg-{wOa%WGmWO%B5bf0>+ z%uJp@Kk!>+aO`z`HXO)p91sr@rhkB_-Q)=Fo-SG*NT#|R%KVQ*YW6|emR3U1e7Eok|l$JFhoIeMgalI89}0oC_#dO zoI$eW93%|G?LBzD@7(wPyViXV7qX|jcXd^Dbyrna)tnBWPQfT{DXA*KaBy&755Paz z=@?7_cAkjn91-F9bHwLJNY0az(^HU>k&!cBqNSo|XW`^vV_{?E7Ld5c%`3{s$|ihM zSX2rjD=W)+O-W5r=9UCf76AdlAt50lzd+7JLBWLJVdFvkfBrfB45K8*hvCEUa9Clu zlsI^lIHxTzI1GkE0I-D+{`-T2i-%7@NJM<@JP8<3O##Ej!NbGF$0H!X#|NW*KtBwh zl7Q-pkR0JfEi)okXKG>p*f+#%@)cibw0kz$ubaCBoI8JsmX7{12PYRd53k4#Q894| zNrjt=O3Es#w{&#x>ggNYyKnK(@{yIbjjgMjyNBnKr(S_U!OufNUxdZQCnP2%zkHRF zm7SBDmtRm=RQax|x~8_S{(Vz(OY7IR_KwcpzW#y1q2ZCy>6zKN`QHnROUql^JG*=P ze+~|hAi8h>o&Wrt5%&L}ixSXOfk7V!Uzvi}hFU%EzNqpfP7HUT^XS}4B>dCm4VktdnPF4 zd;p#X;LGhhm)J&>I+F<@GQz1H06>V;nh3xlOIi|2`)r3ZE<&(*uUjqJc*Og%T6A#e%-%__H zknl41FYEteAqdS$X$~;Wh0ysgf;l5P=GZwZlW90Rjj)9MT~&d+$ZAe3uB%uwG{Dl| zQM|3F_2I)qXM)P)*X=NzxN}o5BAqoI-mvql1%0j_%KEcixN2{@I4iOXMM=lfMd+_x zM0aO=6JIjgdp&BDkADs}htgUzd6#8Z{5YU@=XWg|EZqZdc%cAuxAkD-vu3uGog@Wk zJG!?e?NDMJaR-y3k@n)fWBZ!(-MjDqT-(=PE!x+A;r4P$g^2G&x!Q=tSSZeRaW=uo z_|;z_?to+$EOi~_TDF5~m~oX6F^~o$?X`TTE7%?$qnie~BiiObJpVIvHQQ1ZF!b|Z zk)BcvGfos77460s&mGgA0SvMbQtI>t%%J$LRha>ed^9TBpK3j(_*FUVwzuv}ATERs z*$zl*^KifKT4Bi!VxYl3n+9SaB{MgW9wBJxV_u)CmswMaHIa#&JRUtxkUYgxf3T(m z$g9>QJ4pFM4_Hhb1bL0C9I~bqYLWqN5E&Ipytjc+;|f%LfF3+?5eeowt#r8nirN`c z;mrN3I$J;t@D0F{jXvh4Kbu-(O1Uzb8m+ySHKkk=54a+9YwEfKT|Tr$*`Tei#1k6r z0R8>@hH;f2UI`O_%WzLvVCzfI!YV()v&bO3HRTQmk zX@9e_)Do=IO~J0$B8Ns3^0LZ0Ba9|u##Sb|Lmv<J8fmxW=SO%Kf~uqo9wtG3CUs zPBa_0%kFx`eHdP;%x7TZKR?!UWA@>NhVHAjXqW5n5Kq<-%7^0Nzg{PCzUQDGc$H>& zKO5dAgD+_&IT`ZBn{B6q`q?4d@wceLWhoy?*CU^8<2*9_Oc#VtTeX)-Y>8^VgfgL; z2U6I}D|Tb;SA8_Y0i9v79ftm}^ykAQ;;+xj^|Y42tKy7DeV&W9y+t3t$5h!Dr9g1R zsr+}Yme=hUAC!ewbGSKo3JQLY2FnVB?hSMhswdcI-h7hVillbPBs7nw;pB0arJRY- z+1Cn#osHwhd6_c?w#pqmA=R*WYIDCcY2gMUJ*I7+O-%|7Yo!BFu%eDfAEsUn33dSh zqnm0Ys&)3j-3n6%D+*qKeb)-}!0D)-U_iXzYo0rz#ElCE##;(<13`n%VeYrs!!4WIfVidyD;?|l>t}y+0ORZd<05pnlsaLLc!0=);odgRnm~175d;jQ54#NsD(pK%=s(T& znZ)}&|H9%we8s8Dn}LP_wzpy@_qK+P187wsC^%=^8GHoiM<-}D4?x(;3k_E8A>^{1 z9jr;lCB}m3c{R}Th7K)Az@ z{i1&RUH5VQiA)1I{sAXBso@1HW7y=|?^?{a@2w&Xj`q>Z`}qam3c5aNCelh#FjJ#+ zHjFwXqc$u`In?hx7A!6LR`?@6;e}@VtEF`x^*g^4diCX1`Pf7^iiI4XDUiK(b)a6n zrJ*87KK@nWtHjFvV%GOW+UH|qRIF!w>A#R0rn!xZ1xpwJk)0&G81~BlFV9h<&T%ZQVn&7`dr|pl6#;M8xw- zT3*+1A54D1`{qdT#DbGmt;>;ap4rbU$(He`;O|7m+#WNfAs+9 zAxXW0?owO_%3QRk21tRBCfFvBtbm1wJ>mwU z1IdPv1|@j~fObVQZ_^q5g2RW@UP97{wLFF(b z9k46>>acqW5^StCkR=6M49F}FGmm^<#VrDuBwTluL$%f9;%|hloU;{_cV}*_97ExnD7?JzF7AKRjju?tka?G>n6AWrA`|LRta|%Nq3}_x0 zcp?8hZrm6Kcp#_EtTD-^e^yRm<%)THI@m>TheK?i+$tK?tL>`EUi^n4|mR{IhzyEiav$S-USFQ{z^t-5mZL=BjCM&ebD@u zUf$2ZQh5>ctP8LiwFOvk#$-{jVjGwn`j|_XVo%1(k9Uz@<1v?*qnF%IVZI>;J+|p) zwmz|*fGZ@>y8vD2)vNM<*CzvQn~$Ao1tM+o|qA zYMsJ}O+rp#GRhFOV0j>Yx5Aohdzv$H%lEQkGqFM49^~RIZ-hOkw>)yzHMoCGETNx25|l zD>4TZCQ)}hYJ)vIx~ukK(e2n3@$H1#ovZu&$UQd12;#@Mp2r%ZIVjRAzCS}&Dy6Ll zt#tJ958piTAS>?FT#Rc6x;Ul3T6ItLdpuKtxXPDl<%8paXhLUiFXTAp(VJSgyK(B3 zaO$+>ODF|&s}^qAlgy0T(b#?-wjCOI9{j+l?1C(Ho+{(iut({MML+V?zMA0rKIGbC z4mljMba17aBM~8^CzqEDTvWC&f)(qD?b!4k#-s%{zgcWX`z-g>L_9C^-0DatH(k)* zozOOxoRU^%*<92lMIfTztR3kwJ%2-(>-gznfXsG!kq;2nGG$H;hJq7oXZ3Rkm1lNS zx&1w8h3S}^QyXOOlnQT#1}i)5_l)@Vuip*NnfuE>zDOe_5BdFwSIHoAJ=uU_W1 zK3bA2!or&;`U~%VUFl4JVoxh~-3MVrLR~&^@`P1@V$B^<#oD*PkCS~4nZ0M`DX`jX zLa~~;F7x3N$jGbl$Li3?DpJs_8m3-F40Su4>G3TkZo0o3_sj(32EHM%ZCml!S{ZC_ zYlX=IQHG}Y3f%5ga0fx!iem%h|MO$MPn$GDuktk?8^lwm`XO-NPLa1*w2nMjz;!Yn)a_vxu7R>>y`o(R{_ZXuhjN)WJB|nWkuV`Om{H1fu{4@ZD&KkaesavJX?X``o>Cf*`r-`-s1Zb zS2q7>Zb&a|nr>!eXnwywg(23FTa%k*wJEnRoAmlL$04FLF*Lt2fR3PrA8Z^zaQ})T>c-9T66C_n>?w>10A1mc$R5?K zb5XA7L^Ui{SaN2iXb+MX00mLMOUk)&b%_afRgUN+wpH`mko>(vR?d7jojhp;LL@8rv zCZf^kuEVPbI*kAx;LAWe8mwR`xEKIqe8HI8&yW@H?L8ONM)YQhZpznCb3y;yPi@tAyfG2x6A>GP_kFUB zU$oN&(XvF_llOIFFuHMmH?9qA07Ls)S zwLo0qUSW(ZyuUB0nrii?wz@i^`gaQc`2)Q0>x>be}@HUaku=#KANHIPGy-Ah2V zw1bmfJ>ex})Ixjf+FwH&d*EwT#{Bh*S|INda=y;oP~dEe_5*jxFB+KN&e+XfR|p(f zNNoUb>NeQj;NIdk7!LWqkoo|?J4NpZOKVex#gtksdquo6=1k3HQ}^Z>*>=%QZ=USm zKibuf3*)79^-#ERLH=G@yhiUp&WD)Q&i{08JQJF>)5ISp8Jl{y+#8)>bp;WUUytVb z#IQM#A5aqfV_0?1Cb{+sQRXglegmzii_y>C?_+5gSub+i1=SxDuWh^aZyxr(%frq-?R5&{wU4KAl0bI8+Y`_b5WcYPd8>I&_9<8Y(fJYf*vpm13R;1; zYlUyQEUafrSAdjCANieV3*zg5YL7{X&?2y^VoF zQ_8@mqu5a6P0XW;yqC)U{pm0!b%!S`7Yj^1#Z7WOKO;skq*(+=CAbX zYdN3#R5%Tt*L6Mq(BSJ>okugb4ZhQMepY$hX>;RAa%mYyRhk;!n)4y$qO!BG@9V<0 zg4V=CPPwGp+laP;GVaT95+?L|21YqyF2rl6u))&!id22Xc?mJ6Cu{|K#iPD&1cE;& zUHY=v>2+=Q#!s7+B3ms#XQn37$|%h2Xw^(A*M(-XUsdBe@|s%D%%-V_*iaNttc6W^ zCS7dbwg7S^=8)0i zC-0h6XXsK*HwVoIEDjfH6#{wo;A<#kxzP=vkOXqI?rroWh=vI%19y?-rlaP+M;||GoHahT!)YM9C?wnG|8^C)aEsfRl6I9yKI<|s|P(NrFp0>XsmpAaBO&Gyyat*t_J6>SLy>FXFgmYUy_jF549w-|18{2}942JgXxD@K06#fG zPOI&g()J>ccTr8@VPC<8zN1gR;%+qNMC?HO=@I<~{N&hiGi%DsJVI|X`6gl(zDWoG ziYuTD5LiRF~BI_TdZ4k9nN|cObD4v2z~Z~{z93_7Gx5s|uK_H}83=~uDiegp3^49Dt4K;TLg(nvqWh8Aftux2$;t*uq( zpOGw%d~;)2)RiPvJXa@Xk%8@#;!~5{#{xI_LS+vv5)-WIi12nxZ0!3a?cCxJ){Ood zMM>9FKhSZp;PKne;l-ST#p->~<6qKPp6OAM)b6FzQly6c-~C<@r-lWYe{5^nImvI) zzbQH|Px*Ao4+oxZ*T)p_h6{$%!R2qFDqZUA$-fO_Ru-Ic>tN4VFuZfW#?_qp1yH9! znH1JqwGxRV?TEL|=;wAxTaj%UGxXH6l&qN&D_>EsZcG|{*+<9_pX&&_A@8FCdsJr^ zx?7xDm~Ue-!Iz9|K&W<=N_urv+Aa}XOvjDTJE#U?U1f@0lv@H-{--bjXtzwBc#SUH zh(b}DzlXoGA;K8Sft3Nyt532DFgFH)#|1>ET(PMQQ5m7Hu&)lsctaz=+MSK40VAMw zR_r!ds8Hg2b1VqS%ReHSygDil9JPNBa#reG^u4U1O!`w{bkSu)a_*TVs<5P zma{R`8TLJmb&Y=(fvG}ELT8ZM`q<~gO$^wLP^ZraW%y_ElS<^YV$)Y}=jd?K2(d;D z?0wAx?XwRG7<9(jl;*YINQpk2BR{DC=xd$i=XeC6CQ}42T?5>4J=TOAX80jt^qRm` z%oEhy6^$t~V2VFR*(?R-He%$#S@qr&eGHB!?mBDpnX^+YV`o|Oq>>tCyVSU|jN0gh zPQVMKz*rcSOn(hL@`$rj5$|qah#IgyeTUFCgwF+e`0SUDP@7DX#BJle^vjGW1Mih^j4TQS_EON#NT`mPtCqb4e zFC8QFlIi)Jg8pZ`D+HOJ(HL&*2Eh=$y#vuS}Hje+b*|=AS&EYo8BP1 z|Aawv=h29Bu}0%{GWlq^MIzV!jGlMjcRG8&AHRMdkN%Vxr}21oMOE$|LF@Nqs;YM~ z3l<%_`^*DM_dbv{cD`75jsbeU!d>7l|DE9GpUuIDh99b6_Rg0BQJ8us! zA`5qE+Kn^?`q%i^O_Y{3%@z@b94V^vHk>ZoLLHphBB?;Tn|`>{Ud>q5EmaN=1%el*zizv7nF8C|q(+)dsPI>` zEb>)RrKB>w4IOV(&OjqB{JKs9+Z$NKiTVZZ(Xn_>_H~`D2Vb)v61RVW7nIcH#cRe( zf5hKL@aeZsZXG{B{lb_R6cgd>_BXv@+BjC045RhTToMw)OUbchrE!_Gh(MtT3eW z@Bq&5;ZDmC&g*|-cERHAmE$kDG9Uc(ky|EjxZ6LFqn>8mlgRizD90~Ae4(J2Wh=IQ zj|MRiH%=Oz*d|Z#C?sxFJ&x4dLuMvxoviEb_y?Zi)o&eaN-OO4TK#jB{g;>BCbZm% zn^c49wAz_YT3u{d9-L2$p4U*e9+#vlA(JDDv2)vfFPxw$8)pByyqSEke0cJknbSM@ zVY7Y@w(etnzP#mtLtNG1*UI7>>wM-s?}B~FEmqWXy335WP(d?W(p)B+i`(v@ve)H5 z(mP2;Kl5A{UorX}U(A_#nLfFrA^e3o8xc_dh=vdPnwH)-5}P#f63xacn7%M4(uRNJ zP3H`^BT~4S?){)qmcp4Dt#g7FZ=LhRnm?F3}smpetrH6uWb>PYv3W2O< zJK(Yc4;2I#^Y9HpcmYHPaV|m8OdC-U=E24oVbKl@*b9}j$f6O5YFJ~V(@=~X3P$2k zU}OIvXrc|`72wVp#OLg_9Wo!9fvAfExa3)6Cac@or8ZFw9u?N~bw!85gI!I8YK2xx z(B``Oc$;mzH{MJcM!uUcq~l!xz|+nj#IS zzasS=od26&6|c+p6}r0#O+(8rjmdxTpeGa#Bx0=XMCurkMLO&^nE&D@B$QP_5EHTc z$`0L|4G%~$y2A&vOt92+hs7VwR7x{A{I-qc(Y~poA``TUl();etYbe{xS^}E?0y_w zv8eA75%{)%t$^Q&d`iRa+bypl?^!#)q-(P02=9?Fy0MVSp;eH<&UE>T_lzPGK9&xL zIMDqmtkDYVUtk?kjrIcJPCwSR20;)f#y)@)2dx@E&=r;p#lQHqYI4VbYZDIQ#kaL* zV!#SPGJyAYi8F747_C|uh-4f5Z68zO1xufK(-1`5W`N6N2y#Dw2!QaiS`CN{@{D6c zY`_JpBL#8QcsKGNZQo)eJXJ6=m42)^6VDt@ebp*T0%F zB#-0-+RjVdWFk7;D+`=n{95`15wcSf{dlip^Av_r5X)GPUeF#W(HRiVh(OJ8JRq0V zKndNgw&UvK2!5qPRW|qe3tpbjmoMl@lPz1KA^tnN{5WWX^BHZIukK%cVOClDG$+8I z*Lt8s>Kr>oK39bQk=OYSz3{m3iDl7}^5L)enIzoJ*YKT(*rcP{h>)R0z4H6pPX}89 zB>jKYe$>oW$bXXZ>*ueL?48UDtP*Ss5_422t)=Mu-z<}Ql>(MjVx3gD*zvlz`r-G- z`c;zzu4=Dc^SviKuen2goNBOc!N=0|hDmOZ<`trzT@7c9WsdS!>AhuEi+K&v+u{pv ziX-BC;s&Y}dDxPE-eE{YFfhU~4F+LmEbS}fUV1^XITZ;pxa4>2cz^e*DdSV!NoVLA z?ys6!ueogNh4^MWZy+28PH-lQ2Jz}TMTW=-s zJxa|)ddLJGdwTqNa)n*y^U+{K@NN<Ij)g(QC z7i7zx`fkzDJTj3exV*G_m{gxOcI;P+j2oZd>~V9(cYWoPKx@=*E@qzuRHR!WXIT_2 zVXCGpi6t=VR{2bii1SZ2kzdn97!*!nLKLVeHsG0%={>N|wsd?=I8>8`+=vBX1GD>{ z{mLiX$gkm<^Hz}Kq;TSI>t)M^IfP;CAONygdxEe3&w$BY zDoyMFx%Qvl)b?c|7|In#XmSA4f4ZGqT@ktAj}dWYnZtrt1n-X%Va!QRVb8FExFB=# zBjT$Ns!a>km#Tn)pVWc1fLdj01y&}vq^xkIW$6`aghZJ z8Py~P`icHRh*%H>wsYh3k4d10OJ)S~EGPX<5{{;C@J*Xxj@R~9-Niv4A0J+F|M(Guo z>uIfYW#MOSjekC4qlOHDm;gR3(b=!aW7F1w6_47C1YU$3CAJj`s67U(DE|*3kdJ^R zZ5d@qcfH8xCsT*HIf(DYYiOj%@41x}+3fetPep?1r1zG- zyaF;uteizPjGHKw8A%sTVaz9d8AF`3mj}iKmEe!Ar|S|Rzug!;@Pe}`)))mQOvWy@ z#2!%^cHOdJjQLX}>dGuszf-LnB*aP$iwb-(;PF8O`X&;_q-Zzo(Ukm>o; zhd>{&*oFKM1II2}uK;^&L|;Ox#7P413lEg906E$NLWw-u&De~TN6n*AlkgKS&zsxV z(_1+^f#WoNIRp~`LwzPXfJEjye3$YJl0?jzOhjX4;vcz%#7F;3uE~^KUjmT=x51Do zVjF>LMce`){3CQ6!@ofm4hXIS(f&u0FqEPH5j&Q-*dMDoBgR~4HVRa?A`04dkcc{* zJ%SCGY>^7&G9KW7T4Zhf(*~^iR4_?D5|Zp$;Jzvglc{=0OeEAnyBLCeCcLKDEtDAm zJV89PHME6Xsj)+V%(MI>-*f;gw*L?VawOf5{}%6T4CM#Zzoi>;lL5CMP5z6R)cvPb91lOM*|6MUGB}b zeCQE6&*a*_Ur4Yo-I-o7JvxUytzs7S0?YC;uuCr(nD|mWo2Jf9N@Fy|mmB#t#m&wP zoTDm@8`0nnN6vzQ+Pr#9wFWOzgS>^(sP@Gkj*X#Ay;NGBo1n)IPOTzzoxAwvYkwpC~YHo};Mp;aY_@T$q$JWRHD=q%;x*RrtlnQKWM ze&JD7&+m-8A1Hr4y}dQo8W=#RG`q2glnj|h`&T)rP^ey|gn8qlN?r4LI>ai56U-Qt zee-psBiW<*yXs%gzx-2@T3mTZ?1b>KxmuQPbIZcE@H731`h(^B8F9Do#5`R0zIqBX z9eq!wYSg8-8r**a&Q2W>$b(KEAEdO1Q)Q2j)6}+pBn_VC;(rx)T)QK`ZObK6{iq_^ zY;{_W|7qK;=X4zX8SmxExtM%{RUIA}F;$bKPagZYwwB|^6Kk_i3gJJuWcT?cu{OkHI~2IqS{re7Eg_E0Q&!Un zj{A0h%boG!0AJ-eT;MqInTm85&C*H-p)MWs#{CRxj+%^CN!#+*Z0x*oO_T|-b+G}m zL=tRl(qZ3+o=cnMIfFZ=EaV|o?I%t{RoWN3b_HCVv)>M>ln$vw=#KE>F2 z622@%)%__>_KF;sjBp$KVLrC1o#kIEeU1J~gFhGDe!-1%f|?Ny^FyVx$&`#IFPU}H zm?he~mP~R>9d&5mWC-1C**~N2#(SeoOL4Pyv(fTj{6%gb%t)?X z`Ng9<_dO`>p$A)xEy+P}^(;r7xkcpd3K|Lgi1@Xz%k?&~qqYPFa-Pjmc(djod%#|okP{(JB0ZRy>LnA0 zqg-FHsLzKm)WfWH%8W*DjwjIX(=<$hWQ-R-HmX=qvrVNtiuaZk-g(}fq@X4_xu9Ge zJ;2w{wj^d(1&} zb6AHc{=25YB>abU%sI@;z74Kv4Yc|p`XP)QP2}k^ZR1|i^M@BFU*Fw5PIa7lv6lVo z)&5uI2A5C5n>KY^Ext74f|TK1_!dcscIHn|+?(<-*$I)jQqjAfKa6b5f!n#;ZJFp| zr2No>!3S-W6D;3jt@fC+4}EX0td<3V@O9JF)TnpNAzQbv?k9s?c%mA}No0kydy#j> ze*>=U1S6@Im0`kPN+#8#JmJlp2aRHCm^8wc#D4Q zNUpd~lZl$3?{cg?7@7kiR0Q(qV{8@XqcwY9&qv?Fx`9tEdQ<13Z)E_NkoZ}nnZ|Zo zE;cvusYTyzcBiS_q3$raV^E%tmOIpf{(}k!aA=bdMDxnfe^_tR1R{a?))9FpR55^i zk$9EBi!e|uBioQ!xbUt27$fS6kznVtG?&=AmEV-ZgV}TqCGu_fYpc5^Vq(pmy|u0x z0|KAAij5Tgh+eATWfB3+Z~Qe`Y*ggiQ~E%mh{tUGr11XBzdzn3N-ktCBBsjh*kg;H z539~zsYy!lQjkh?p5N`oiL!&ylKiy0KSCfO9$Gel$%IqJAq`gx`^u*8{AndY- z!ZxBgBpuOv@lXszt3&Wh7xV8QG~pnxO#`T51avJ6prD!z0Z3KkMjtAeF>aM{Yu!Q1 zpm8&C3H1+XGzYjG-9LkPHjS>{)qgjlIa2KQxqzwX0|J#b@xDP-$9`FB$ zl(RYX|Ctz&VrBCXx!=*)6s76`2ej%sW6{j`izYB%&Y2_wx=jC)+q56MZoj2yfojqR z1m43E$OUoa>0ioS)ZTil{1J7z9%gs#E=MSgG|u}x@S%h9ZzH#%6ez%uyZs-PEk#qM zousOwf?>nTCfDPntdPMs&WYKbzss7mz`>~L?LowBUmlSj{NfaL(Imu^cX%o8qnWNE z{V+Km%LDQ*+`3a3`PkuT3#{z!IoCBm6=XVJ)|T`qlQ8+(0_HBfNYQ1%KH%-%rZ{;tIA^BBv523sN|6h?3Vdw$BoC4=sA5 z`Mq>O0t!rVK1{k|3FNI~rJm=LX*IN|@C^yLlGk)*Qo&CAwx8X>oCvOGz}RE$LyK-~ zQZGCS!6RL<2<~;DA^+XUAj|nGKiKC0KG-f}|NBSi((PHJttOcJ*apJx!9F|@mvRxw zo9aN9hi_uQ1Va~o_SV@-S*Z50{k?o5qDlUyuHRCMzI%(d93f1k)2-Wii+8m^@yE!y z;uY5)1V>c8WA!AJ@|GX=Y@h47BWiROk`jO&pTA6#?p?_0|9JuJ+dI+ zZetxDnN*V1tIB0GJA5~lL5_v0qf7cc7oOFuUMUmnJ90Jxt+e>Pk^zz2N9#s;hi-ZT z5ja0#c=1d3^t~dIT^Q`BWEZzVSl+Vr`}-F>%oepo@!i!3$_H|clyN@bo@c(tUOuwg z`vobFbt)UZYyY1c+Cy?dZoNGs zg&{A$QdTES&zlTz%yML2*8a*7M{m}mQJ{h2{zckJXnZzLGKM!KB(JSS;AR}z;qMMS zyp7*A(&Pn3D>9;k<$`w%jpzcZ&cn{*`3J6FL*D{RDrEaO+eJ7FXEtq@au|M@B zUp3X(&@eQP?RhPJabXubvkRZ3R6@;`t+Dm$PLq#0Aw!WepS?8XN!jeu+l*gPz<$bqc#*J|gGn>cR3!Sh)V?wmH5yzZ2s_*8sUTCluGX!C{Kev@WXJ&@{nC zNjO5B*>8?nd__IRxGX`CY1V0pp^fDfc8`KoR$>;P!tV0hg!p$A4#4}*Ksj(G78))6 zxb}+G39oQ!mnHgkU~eu6NE-MinyjU(qDSUz9>xUxY>Crkt~Q_C@TJM+U{9Qw)LQvg zHeWtf+J#HHayh!n8mVJo+H5#U{?*+_bL8S-%3xmmPpSAPi&lo+Atxe^C+GOen2O`K z+JVJ|@k3Ywk13kNJv&Xe`4P{0$g-8N;jv*R#x2F8Q1rDEd*~c9)4A!8{Mx~{ALWW0 zqC=w`;rLf6TD)6=-{Bw07VAyAnL%Zbb33s;&%NguSC<-DNAKQEkF@`GkWG^~JxQrh`lX_RX@>llav!1+ zp}dWLF*;(Xq*@H}GMpWR`L)eKF(OZ#T$m_SXNbc*dRuqQx)t{dD2Yr46(hJ{08|eJ z3#4AF##W8d<&Nn%09#1m>s}M+u32ib{HMRyt)i zj)jU85e07ME-n56601H04^d5go}(&ADpXSmoVw9Y?f@v)LFn44$n8t-+}}_-ZnJ*4yvmNH3=ff;MH`;!#z#xt5W?W zz3b5Z$*mQPx58n@CIney1>^PQ2mm$!AM*Y)7QUGPL|vxv6y}q$neXNAWekD`n=gz( zs+u(t$_Aw5Ydl;dTEWm*V5oo|Ul>7dyn{@myJF~Lu9JO`QqoUmtLS)e^D*eGZd`%- z*npjn$UFhm0kcd~41I(hn2e#aK`jhm-#5v0)n2~~Fp*yX@p}j@ye2W^&M5g1nzswh zaUDw+>ckc~&6|wziN_p+VD~c74c3ay;4buj;2xG06c8)A&sf2sgX*e;Siv*784pne zE^sE5(cBHPzjHvvL6FkI$8O)oY3L>g3tm;Voya)4DLpbI+|IZaUy(S>Q8)zwiYY;nL`d0;NU0Wg!ak1>n_RxyahXpSWbuBO>88_JZS8OkAqI z4Od~uPuX1>wbr=xx_~Pgu_Vk-B*fwE7A|%p&h1|&%+Etn;;huggDQ(9JuI#3@}g!iT#VM3X815A;T6S%TjQWS*SKy}#%Zd^uC1ntpN;}4A=vjO2XZyQnF51_CO z#NX)K=n+NQk}zTK^YeS^<{SF``tqAIhqW&AmM`H+LgNc>nYyMBzg_PrHl?OA6xoS+ zrDwjUecu1Wn}>IYXGUl|up1_s(fR%dxx(8`=JXy}g0K14nBC@Fyk|$0^L;U2<8wxy zz%@i`ZmJjF#;L0}1Hx!P*1UB?Lz!Ro5r4~EoQrBnf>DM@RJFCBL3G{wI1o)U0?{-s z^lo8Q$8~|ug%YCZgUf@)t)240uPc_8?XEY!&z^izmz8!iDJ~9YWryW==?EXL`m(!A zbj%4~_<{SMJxxt<@&)6PK-RkQ5QT*SL_T~lcb8X6xG}nJixXt+nk*a+Ui2v42vxxF z8cSgs#tsK*ZQuJS3kKUof9NVG$f{1hQy)f6@P(Zh&rjp}Az1oE{?|nPx_Wbk{AG)s zc)0oa%x$|RMVw=5-qhva-0V#6bL75Gcw4yrm?A*#XB$zXOb9-u?wsCLriRQP{Z_7@ zlyIbRGTMkvVWoPHP4DyzL{=tB(XP1^Ein53l*HRzx1nT}l)t}fo$j3A6m(eL50hO< zi}2Fzi%8H;n$fTPG#~1)I^ExzfRiIe;k)}FNtn!wIfOo6k>OJ`)4*2bMb$(zL*qId zLfse_RK5i$bo(8+=4H>U_#@{^nINN!#`!e7*gp1!zMXd;G-|hQ<|!V#c~V$XDsBH% zl5$QbU${RafT!&v@punm{#4}HT43~-nLGVUD{ITIFy=a<(bU|D&+iAmW>seYN(c>N zlipxe`aCy9>W5IY8hx$jTF`E3sNg{LLO1T*9b%X-4I=BK{*gy^Zc9>4Z)PpkH~;#I z04E9Qh-htIcWXnT_m69zzL}gLxp-Oa*_?FW8~$sngfJ%8p}=+;t1pYqEuNZehjF-S zpM>g?=*8FKu4@^LvJWJlTb)1MF{k3jEUgTu{ z!$hiUJ)calW+)f!VBEmM`ZI!E$<6Bv_lrgv#j1f-4$i&NpjRe5ZP@D{v&ZCN9d~XRmFH5%& z;EZ01?Xcl&^mMTgx54;cC{gQ>*C58rBSJ<>jVHRT9$gZA*wFjY^l_}pQMhc-O*-6r zPEY>K-q7YLz0xnz!J&F-f_`+G-pS%woJyNL<>%evOFcHTty@gO>q`QxL7z5*K5}sd z2&IumO)N9;6{kj18=j>6CaD!*3*UpTYR)g}qC<%F1Z-Xw0e_)t=)C|abHcjnW`r}8(BV> zdyszqplmz}*&TlhllNL!TNsCN{bs~lS<|8)8A+OclINvZJ??qu1shA?(%A68u~dis z`XvKHQt>u(sQ{_4DUlxW-Bu-W@uvODk))zPUuE`P4tGuf5AB0^m!Uy>MbhS^`Wn>j7*H4 zE~iu|GYp+$m0E1uU|VE>w;&pn9S3V+UAIP5Z$S0Z0{QjK+#}l5z}t=kWth33^b(Yw z|C4JDQepln&9(d|=Nx3l)D?#%9*n(?sCz{gL9Llr8Z77jm9W;Y4BH%Snc$tI6s#EAT zwmun~`++Sy1{N$GC}ag?GuXd1pj->0CKW2&hOp@dnMD6!2MW0(6M&J7Wy?2?OE>%qkfBWL)de5ds4aH6PdofCN zcOUQVTK^6Rw)20a%@@tcg$r-rW=PGF;OZM=3Xz*+Ps!YIpG!-N)6}{5l}s~5`BAJ< z1$&A;HVC5H!PP(LKC#>sLXj-~AOUYkVRMb~ zNuDbgseM}PqFAn($4IuSVtQ0FZe4VUk!mq&$oa&sKE}y6vH6+gZ*@b=2aq^mxM;=n z%5;VZ9pUA8;)Gf-U~6!ECVL8t4Oc&fm63xKsk=HOk-NO(K0SK{7EGuKOyZ5M@jNAA zUFIn~?V(TM8a+4GatLRIzPPh^-;g((3J{84ub)YL9Q-Nz!C}4oF2MWQhwsPJ}d6^+4#CCLcDy( zpQWm#n+Hi9H`Hav>Ox~h*m>|6VW`4_l9CLqc$1o%n9{oNA2tgKWvlKM%NpdhGy-{@ zi)F^5cetV+Um4(_{XN4Unki0-en3G6gI(;HB2CH79e;T*rg{H3Qq)4=^~akDpPlRG z+`mpoHC#AvFPOWzT1*!w8Y3sOi2L;^EMm`Mh&|nhK&{m7t-(Q*#4{->dVztSG*abu zJUqIeLh?48>Zvva>9v=VMRN-#Ue4FOcNU>2U?YJ*?wL=&S`3!n5zPx5pMcfbM_8$n!8G?y$J_6ODQYT3fUkHAlg0j zwOUCMkMmo14ySCQiZ*$^^NACj8EUpSC$fFpUQc`u!f_=I&`G-$IA^gg1>Xr%zj~)( za~`d)wNAOfMKmAlMVTJ5va(zHYV~)35bLE6@7(dl=^scvZ*zLWa{OSXP?b20b-$C- z|L{oz`P)^WhGH*wGaZAsAo>u=$M8a0ZdNLMf)!Pn5JBxJ>xtthN58I$4%VyR&e<|k zcW0|^qGV5+3+C5QaBgpxJ|4WO_05j^V{cBJm`*#Bas^XcMX4#7t;hCqvg>l+`iDB> zR|zokf+hcM7@zJ&HiNot4TEo~nTObOc}afioy4GsY^>qO$g%_@AWUTUrO67*OqSj<1v`*Tq)~2^zf58j2Zb@))ia zz8CKb)ynzB_kx|C@QcvePPKEd{NO@bLf3_p3+|0nR+oMWReK!gwaUq4Na=|;=WkZV z?&0fl7nXWnebrjl%HaKRO3b8fu$un{z5P6CNK_DWkoTbCk5pMT&fBPOz|7sy2(vdc zESL51DTo+1&XG{O;pRp2{0-BpVa!xikylu6RYTIxX-@zB_q&MDb>eltpKF4@e%;xM z%VFj#>8lp`6diGn=x*0CqWF!-z^ia|Thpzp&wmz~wwTaeAS|YwbajC1BPNtxlw6RZ zR-feRr_1S4j`u_7qVPY3`tFI6r`Al7JDMsS=!%MMkBqZ-e;P7vkD7{_>Nnxo>=}3m z^zM3yZs=k1rKN!`53TWZ7fI$PKjm6mzx*0f6e%i3z!eH;E8&M$- zzKqST7c4_rLMr%TTjal*yBVG9UB||1=QP&&Zq5w!v>axw3A90}CT$dB-l|NSt-0kKxvg@$SEPab*H0xy&od>vId3+S+h@2nA>Y^m=1{{qDnzh8xk zYCUB9p1fuQT#p!E-3*)Ph8$!ms1<{nW5!!h^S#K=DVkLZpg$J)_DZiRBdZJq+fK4B zp27sx4kU6fegR#9nByD3C{PSojsNKf>QdgqH`$a^iO|QWSuh9qjuOER>2^@IBPrdE zTzG+A0?wy_Ao3Y}r#k|-bixdOjXhYCujs$VD(33{q z$KZRI-Wr)s9Q*2;AsT^tw$G6Y586i;ingvDY5`?xBm}RWS7O^o7l0TVg*no(GqS?l zSJyn^&b84`{SKzKM!;jG#T$)}wgunl18X|gc3#tfz9@*nAEWrcn0gDSsNU~;cnBR3 zBt<}CfEhp}q#K5ilI}(cK|s1e8bOdw>F)0C7(#laK}s5=8+$QT6VlM{Io&F}M}ewETNog#{f4vWoo)ks7wMN*xhMO; ze+?i7hHwFq)A;*l*vT^FcneO<+5XZ0-jn$LnhQw%AHJ=9R-n3(<;C>zM(y3nHu0`9 zU_he{=Ab234v&w#ukkE|Z%*L$BY`;Vx#*99wyD%oW`KxF5_iYFZPNArMFdzgJuC>% z3Fypw|9VCS2>FL<>+g<~0UIR~ViUj9@c5};7Y7lwmD`URt|eaqn&Yf~zVClQwe7bj zK7jdz)I9C|I{aeG`^$qJlQs^prPp^e|C}bCDAvHyOkipLg9hGjP5D+EDHJuDkLYsm z{8y@*oh61hYztCxa1G~$6h;4V*oCm9eBhQT-c4AdL&8@m59j)HE$uSqe4%7VW zkulorKR~>KYF$s;%qf@)%CsWfgm&qbeiAI=Orup=H=I-EWgySE>h&9kqPozo(?#`K zdnbSVUaaz*)!WYDSNpC1qF8A(G`WUa@udB)jq_!i39174u5k0N!Za+wybXR?zcOZ z35oi8><_LTzdI15S^HV;@kGaMoXc#57d{;G zEhc)|1ijU1($^{XM9;Ge=C^d(VjS}Kqc`U0aYEb)GO(i#WDvC`1LV^#1n+jD6X_zO zWm5pY>iq5%SzSkrvnQsLyoQy+9NEiES$X!^AqkS*fgR85qd!a0Q&YNov_)>t%LIDi z(iGB=sgkm^$~P=rG}Qj+IcCv4D52q-X{pUWlfRc)JDR_iQ_=ajs+5BROQ(nU^k3uf zuT~Xmi|V)bt;c_rr|Z|-sWf+InPtgEm$65@^s!g)ShmHLJ6-qJyv4<@o961rx(W^5 z(u-&jk4i_B+RT|Bee@-as&U$Y(gFf@=Y9DoTne0En$nxkh?jjZ|&iKv8Ok3gVe(=uVUfsvAm6of^*^RP%;e zio4v3`bkIKhQo5)mcH(ox*O&}*_;cZXlH3r5-#RaGdWXv7CP-##5hzE4+d;&zXRP>>OZ#>rpI&P(M)$7A*ZeknjP}RUxgemUJ z(<&}M1+pb$eqt6%8hsCpTPGng0}%)v$<>qRuc%n?$T&kC(eYT-&K@U%4?P)8CM~+A z6I52V^@+PP0SaGV$-5%`$27mYro`dqz1a1?nuhvA6@xy)^#}soy}JO9Fc#l5<8@f3 zxQYRI2Ss$ZpUwOQZOQ1H&~H8~-0RBQT4|$0{j6>M7{1o22>+AxJ2P5VFcR}CBoQnC zxT*on0p2s2)p=Vtusk_o=yKzI+{mvkCN9k7K#7KMx+_vWUPovFRisq=n(stavre}D z&*0TW;NNV*N>ivelV*S)wdmb_%aEoWko=8l5AFpWodz0mfOTSqNU)oBk3rT#O zOR8Q-H5$Yp4rRPUflrln3%prbGs+?N6HwFC$kJ=F1*$Ja6(h#pujB&Bv5|SpdqY*x zO#)$Xb=eC1!)oKGnVX2i(p|CvD>E5G`)G#cb7%v!K{#$>fEpc78X76u$5=YX^}Jn` zJbl*~jsB*4dRLc$;o}c8EQ>HW@kgVZ!6R^xe|Hg+k1YE815>J$2vr}MJrUTlfAZ4v zBTk*W_PCe$zj_*@**Xj-ZAWdCXYPp{#HcK}LlA!J_`9)&cb3GO<1Abf_jBVYL3*{c zc_GyP_Fyukw+A`?ue4k8)aBC|a&_t1KjW#UgKTOo3~S6h2L3~7i!?~+yQQ9I@7Mgg z+k~3E^0RpO-EPK!+YUrzVYL@-Cc{it&F-umGIip(HpS!xzE*YFmb%2aeUT22Y)v`{ zEm5wjtv8nfB0faHNZj2dkOC=>u2T-XNE*DH)k&NfHNL7PnebHHKssEpdA#QQ0Mz;O zILlS9YUvi~Z-%dG$?xTa(vvuVKxT3t;3h^TZvhtMH_%fv9<=J+74A((IXX-VlvvE& z++A+Z>@L#}vj-==H=FMPnrrjeaPM|Jxhhm6JqB=nFa=IkapQNny?_HXZk>dhV_egl zY@TPIO5soi;JLXE)UnSB1ycp?J<@>~q*Utv-e6R7n~ZyPW%I-P3;paKu5A1*;!^ee zTZISDA}L_PsRK8u5MqhgfOkby>rf`V_q3C$5j(f(9|2UFXy!Jd-}*bwsO+w%Dau@T zr6zJeGSl&Y>ENBmn@b#(U)Vf+98(ZjD6?NU2KbxyrW3ffZPJZ)9n+YBeuU#rM{``M zn+w{lGBdL8%n>52anLwl>IcC(lKI*9rY!a4v?cKTh@2r^P%$z z#Ua33ww^^x)vH#FVj9E=c8LiQG;}yur&N@1a&-o}vP7JenA%#-O36`+lbiD3X<~Mg z8mpHr0k>fcEYcSeq~sn+Ap#L!`3GY5reeDCN!~FSq2-HR^4`k7*_C{GsvyWXr5o}ocXl^QNnvwD58 zHDlHts#sY)aiqCgtq$|Mxi>Gq32yRrH$Z|0Q4p6;#_JDXe<^)TDEp;-H`5G2mEba& z4dhzxcu^;!bOdy(9oj}L8JlO<@B`(xE`3u;@kmP9Y`89pfZm2(1#ybnDt?dOjw{KU zB=q%qKJ(rvJ852g(wMzAHRV-n&r7zeC+lw09JO37>*i-V%9>HXUmpn=L_%2ldcBI) z0lZT4?i!k&c>3pqiO9~9+V|TFqh>2v1QrQHeg|=d3#9+a=4&UcR;3tEj{cO-0W03r zotsmwDYWF)bQ7^|n#sJyMiq|nA%FS@-UVNeK|O1IM|o$~fRLSw{j(bKqHGt7y^$2< zJK^Q}#Hfq8c?>L=lpcm{az_Z}|9o{Kc2ik(nr{5LNKlYEdNs2&J^AE^eJwMx)-;Wm~gt(dcQpDgqejVO>oW8n#639 zCa>4k`&{TQB}rPPjS?Ezgt3=q`2+m#m#|6?rpZR{;g) z7ca#uPS+E60isPW@Y@lOOdAceGHi04o^13F^j5kPlCY*fT&1(5TXKFeHbjUWB!&SG zH)qI42ECPaRA-c_suAwS^~eF7X(l{F7Mz+PkwDkT=PiTb#G9ABAHV4uTo|9`-f-o6 zq$8C_{Aa6qK9DiW?$rq$C_db%Re)PdCvY1-EVXS7_mWx4?#+4M-a>$T9AZ`hkf8oo z5r^5S&i^37ip)~6A9yis^8~UY6=evJyQ9EW65x>!5RlAZr(+-qK#I`($%ANm9cU(8 zxCiKHq5OaA-?NGGe`|RIQ1?H4;koyKJm8DsoEx~>b38eOO~*h15JC$@Yy!M~_5c81 zl|T#3^#df{0N4KxK#Z5d!}WCm9$G5q0S5nJ*#o})ax^sp@GSwrH;w;6qyOdThIdyw zJOtvTOLUxFuQzc4Gjo%;_kJs8+@8YY3BZ*HI{6>OII{}y<&KUn+)^%OY6 zlT|j~p29EB$nV9^y*>^ASf)Ss{vPcCz&FhOb4>0ZhkH||89HIpkLYpV3~ zEV-S?0xWj8O@s63=Mn~r41&I553J&PUKSx6GSuY`)!vrYSjjPD8et#ylU(&U<)r|a zq%iIw#W59x^h6AP;@B`lr`vZtS+)avVIN!Gl6{el1H&2VOP~m#{K&Q6!di2A>y5=d`*p*OsiJ!mkra#W`PtO!pZr$rt+XN*pYlE*#CWx-Tj=V5JhFn zWEsmzC9}w&_p?M^`YjwdtI%%AVHL)$i$g6ccp_RXgcZf+Wh6LHCa2kdHoGeFw*8CU zyQi)R8bET@eLZc?wya5dxRzLJ17u=}#U@gPxIOSI636!I<-edG8YpG{tFLcE`QHIW z?hVFtF12&=CL(LE?OO|ZZVp&jJT<5rrPFXbt$Qjv{Qy!5n1uD3KZ_o*Wd~6VAZ$kR z-Vrbw=s&fh+n85uZH)fiW1FF|JxOKkJMYKHzNwY=r$<$PYiBGGuTL-BCzNnIx|A_wllH=>b|xP z?**az;G#|P?hl-Urc%E|Z@K6|5!iOMw*^Ofl}iU0D3NKXhYRm1J+5u1dT6s25|JJ- z)rMMKT}w|*jYUrnn&9O+rO!EPhArgSwrmIm90%R$a}9?%S3k@8$a#5lqQwGi5mNMZ zoWuq2rY2_?H_7xn9_4sZJH|I012`BTC>p6E{({sUF4CYUr;jEx@Uwf(&vl!9nvZ>a zP$>hV7LEoseJp>d)9N^f9VAWXJG_(_$g{fqrd1cwn@0BYN=xHsUNZCm%FySj_yf34 zygL)td$Y!6&qq#h9AnlU_beWC zolrlva4Dkg@otZo4nq5v6tePVwDV)e0!CLil1naij>&G~)MVnweX$5iP}bj{ zFRz>VC%FWVj6UB!kR~zd6sp*0W;XA3Z3apU1aENpKv&Y_#&x8l4w+iT6eu!r@PwFyPLr^_=!5}&!3O-1;#a+=a%gxr=DH1$mq=GON zcH<)2$EK-EK59C{k_*~?TJ!5kvhD~WF7KU)Y>%RU5;`%HPR#7oUB~K#x@@0o+mxvD z00S9Zk5M!R_N0DK=UOgx+7#&N?u5UIXE%@FLYnx&o`_;#Y>5-t^YtTY-EwPxj->d^ zHzduZd|&wBup6Fn6AE#ko2VtRwpy(^$?@yxmtXK0@P19TPb%o^XaCrZk79SAG{Er} z`%D7mJ5H?x`8ev@)KJ@{#Xf5TBE9b4)u1mv5Ng`WsLAjkx@v1fNu#m9plk(JZnKw& z9bQQOntpst3F0o(tz=2}E)Cg3gzOa6ru#b*N2+|HMo_@=>90`E zOKTb#sOOaw$p1JkdKtPhn?h+5g10;F-m?qu*dp1-*4Sv&5ChYrHrC; zl=Mo`f;?H{eYC<>a_{qTZP)l?EJysFFSa49kJShxdVZE;RPqO8-zRRK5#fej9_b%= z0>4ZVB6|PEpR@oROI?LbkwN+PMlR$8xV}OEg5-T}FYjx0$nt7i*d^z+$(O@tVCtp3 zX6n_zySKb`ewR8qH6YKh%vQCme~aFa;n+pw>eO?ktI636Wfre`V^e6Q<6jy(^4Cat z_O|Ge0%pq(rGM7Z&;B0WlypHo-1871(}a5xi`e!3J|DHtINFl8WERuqo6^!Nj_8jN z-&b#u$!N>l?C~Obic^a6%fS+&Eu{azLkOJw;v4P-czg7$B1WNWj;h&xNk-zXrI+t&V891d*nmO3G{(`s^o%-FuNp`OwhZErRuolPZD{}M z-m^_q_a*OkI_cXZDssG>W$g2T-96k=2F}P8N>k-#Bo{8ZC4u>iXL-LAzQN6#);}ns zrz^Rk@Q$i>@NRQ1(n}tOxanBcr@Dm-{_&^2uH51!$HuiNHAkl;7+;yRlIFlqBzKBB z8p5BZ2+BY$5N)}4ryL{qM`#EUmH|kdF@v7W7x9Wox7Q=hWltc zVUNA45AL`*K4v#sKuY1Z^2ljC1)2yZ=acM!TC7 zhOPwCi$S1~lr?@xu%@V|WEbfe5x`aKna0Y>@U&Ps6oEx};lOiUw0b{F5opBmN9D`U z>Z)$prhiEzlV+o*(u*>kG zHZs5K33E#JKpi6GWk>M?7$vXvw+BPVgO}GSHB+g&e3iUSt{)v_Zo_~#YMj3^4hSye zw*pgpe)nvmMMa8h_?hhEsz=ljo=-iJD#1xy3(1`T;}(4TTL3V#jwFmEY2K)jPq9@ScC!J<01=Twq&J7?j~|vHj+p2 zg3FHmU>_j>3(A^m7m`Dqr6&R@mHd)5WByc0F1AIj>=QZ9&2+;W!H(afIw_8OqAuU7 zRav|_qE@nQpRvkY{i?#9M^x0MKagcdPk45&iEb;>uHha3F-RbsJ zdcL0E&Y>PEi=hAv+@5)BckiGx8Eq40Qx>LB7LKB+f#hm}XdW9^K=F>deK=1$?ypS?z;r;1ouG<*{GW&?JY|~zCXBTWXn>HW9 zt-%x6VwiWCL`CIIw};)@5?~F;3)dFBs5B0Q%;}PvIDnBRNyu+NyA4n&GkI|IX?SR2 zeHhdurwR-g09-Q3J_3JN<@B-)0`4!s%o9Ke_}|n9V2}ndZ2(XRolmT$1HDEMwmuJC zKL1Q%fUcc~^Z&Wvn*Oul1Pm}mJJ6#+plBHofO8&C9KRR_r%9=Wp)l=u}I}yerxMR{)!gl>(4et!eJ{HY%?!= z7q`KWJbd@uKsbt@vDch=KM4xtvm|8a^~Y{#<1#b4z%Jk!TdWLyvO;JIFEm1$sl{&w zLdc6Be-h%X>#KidO+`$pUi^LtF7yCz=Hdz2I&$6(Qynx%xKkrq^T{+g-G3%CZ5 z82G4T4ZrDMQg1}?zTVywl2=^aCU-5m=RG-z#Cfd1njbM(*!#&Un>}Nmrr>3ciEq>i zPDi>zR%U&XWH2)s1qiQ5(0t>Ok%=>jiifAvyRuiKv*^!PJ+3gLVKNy289)Pv z#QI%4lHtMYI*Cg=7MJ;vt-B{siE6KN=v?a*Fu6HZmmPRIOhTUX+xeNk*YZ9~-a=+(# zb0MWoy{t)g`0LKP^e;#saaPu+AW|l<(r|bFzn_adF(Xu7e@#DTGxt90{0sVC_SrVB z{RsD75^#WPfS(Zg-f}r!hwDF?hF+NM%2n5er5Z@E^YOj`Y(xze9x^<=F7dZe@~JxoIMB4-#8) zkb@rz{dUZZMq+Kn#QKrm+&AgU1t~JdWj3c+NK+#ya`v_ukw!g0*S>OAnZWVMsf7F7 zh5tUz9DSZk_E|%{tYq1P%$D6+J=3v)Sjtn+cf?H*KO3MddKEpq(PwTZ^rGJ51{r&`q{5=0&0BeEUs zMjtb9Cd45j$XR4_XKoa$-~62Rh+<^Aj$oibz$6ucfyoE+MWV&{_sPI@*yiOOXtEQM zB;icTp?;orlShIYX;Im-1-PebcypVNSEm1Xy!>;vt?v|=Xq6|XGRrD`l^U*npMQ5{!Pw5*u&=yS<-^@v*FM$I5NBgv=JHWX`oUF`uvd9YN-WQWR^+T zcn2S-*hl2Nzbv~OY8J|jxlHl_ZDE<*OS=RYNB9r{kIp@=eg1hDm>ACdeAW= z&fvzbT>5ZDZ00>o2;+jHSC4+E35;V>GOG00zrS-^%N-tET1!Rq{VR+6Gx|Vb#I?rK z&LZc}aesLM4qTN(q$X_GsB6h#fMgJkbOy}E8UM2EKvSZ{B01E zqQ=90Xdq(P7;F-Hra=mMXRQ3nJU(x{+x&WeB#~Fw7xs?5`pT+CTC|^uPu1Ul@@S)p zf>A|V-9SdJPqu$E+NwxfjE+cKh7{yG;_e8}RYrd1V8W1(s{l>Hj$kv%D1j%ls`peQNx$RY@9K5+w=kQ((m<8C7WIck1Kt>E~rUEenP5QN=8bGm73!dn4zx9uMErTO-bQ`2iu;h2JtSbv zPR0d5cd+UrIU;mFZL{}{WQkqYRY2(H3_e)8GD7jN#MQVqL1ALOp1X73*P|ivhxL^i z7(H!=5abZkQS6Ox>ME#ea`e{7dv9IOKh*CBhHwu7#%alx6Bc8!KrXVhzbU+vc`raV zQeV28Fb$Jrv|zNNKxd)VDkIWu%K62Ifv-|8mJ+kR%SNwJK_ZVLMK(j%Q88$8T>ZA^ za)dt}OldxWYSx3k(E1KJiAQ_st--=&ik2B&-w5c==TzwXX)grlsGxvY`1Al08b{#g zzN7$Pf3dD>Q~jpraX6o3|5xe`-ab*#GRpKb>a$l%T{?e3ayOcZRE;$fqBM_4IwjE1 z*HL-t(WCk|6D}=S+k_@TXEvjTc_bHQp;oIA!_kjzD;ja;wX3e6D2Ke{n`me$>Zu^_ z-hoLG1k)XSf$Q~~L0mHL{#lPR#XFGdE$K+{>pMI6HC~?U?!6S&pCa!q)SN>lAg#?o zOb`OU@+V7VP=+%h@LSL>xAA?F*)jTbjQ*f^ofCc7V1Iozp6K>Tie~A@U&k+M04E`! zo56sq2v)JnAJ%13K5vRGB|- zzq{utTFzIW?4}J6i)fKj#`?ku#os!sL-y7F8&RBg;NJ-4qqth*17{oteYLt({t&^=TfT}m5|rm*ZD216_$mtpZ06zTcmlCH3&lPU6@R?0JlJ_?@Ad-pcpt!ErwUFWy&ILfLGvCJ zy;5>K0SedP-+G9ETWxSKQ-@LIL!$TG{d@rs=WTB(iu;)tx2p2#Dm&ZJ-T=g68enj+ z7j(0Gr6vF$F@KV-s&2NR8DaFU67r|~x75t&1>(1|m2mz^HW+#DxOWqBv?p^8y<53b zKIZ_AYPyPrw_CT0n-b}E213EYecmnbSHe9HN3&ILe#KF8T$np^7VEvCbn4xB+OW4{?M(x{K^YDg~j*?xgj2B4lT)g5R(|B zG`S_0IuyBPox3{PV!QnX$uvjCeqkFki*`Q*4eW-RAa|FCL~`_gE$KDz5lFs~77h`m z-;Fvg3vmM!4JDt9wLYz^@*?fdgmZvSY1l?4V0oh2-B@PPZnvs|xOu%eHZfnF+He?x zn>KR&8%DnINgDGO1l>()%+)uLVyHw;6Z*)h_(#2@u=R+Vo~Dqnq-4lt2UOTNqR`Af zb~vgx{~RY2?7C$?M8;ofS6pr?h$=nG`NK4>;Ez6-kg=Ps;-}Gf`%GU%0e#f%Zo3L8 zifW_?RrqQH*33|E+|8iFrKapks`x&)mw3tmF504pmp=T}r59r-cbseK^UbMs*SMEW zHVzK0qAo5(sm<~NRuZHa!re=$f&(^KLkwM116+OY^oL3o+^VAEi)@3_6tB+8QwG_K zzF((i)tlvqBgCP?JyqD$jSVH)k3DQ{%SYa*8hxRLyxeRQvJmwFDWQh@IA{C6 zD_CKTJ*@f3Z-MAFvU6e_9+bmUQ{|OT{Jsp5p|3bAe9E<^tyb(a*x`pOhO4aaiDNR& zwS?d@%w5>2+pD*4(fJgU>`xH=!iCBtU1AMre90^eA)&7Ek+32VC)p}s0^9Z$fyD9!w~8Omww=9XfCDP^u*Q; z`JGnui=D|RGYy}8`A|xHTjMF)u4$PuDd#~b1N7rUF*d%Uwt6IjKPb4#k0ZkSzFlX$ zxsEU&;_3*WsG@iqjnVnIBG%ne=#}cG=1xdG|ED?}mJ$QNx$&`>c%PK5)JfT&E(rd_ zdTw~rPBa0k{_-OmGm40YwP^~=xY{Px$PzErUlWBEb0VOHxz`l>pk)u=?fv;uH`h?c zFFPvpMM6(_zi<~${mK^h!D9ohzYq1p)e#<%vNL$S{O2oA8^olh#hit6Z_SX;HK-_N zem*~sai+v(8M(LCRGlJ^?*D4XRTwdL?cZM}t){YLt`d`XKH13g00ad$fcbmeYXDqw zy4}-9YLJ7w6`m>ofx(q>;F--x4D*gRKNnV6*Z)AGDqZUg%59smV3I7(B zO0UKr;N!Vx*KWlh08y?~?jEj}y$QgO18^nhhlRhOYRDhJ8sgtEc@)5}hh@tJmS&tA z{QE;-Thzd@u;n`a;p6{Z?PyQ-{||b4z*0odKV(BxzO13YMErhOKf5i$1_~_+l$$5H zW(%(=d;Wq<;J+YokoONqQGZ|qYzN-_OgG_2dy401cSit-qCK4TG#}W2VXHi&@QSN5 z{S6vrc+J56)EsfVTXs0?QR-|3h(e|SNMys-qq-!0s+;jpeUZ`bPnPLgS}uc&WDN6V zXv>54(|LHL{23@fqYg99Gg|#y4gL|4CDTRqSSu32y69;=q?C;wM zdk>sN#k%!L?X4#J?H8{wtYQQf$PGJQ;gsCQ(tPe*)AnQvB`2;-f`Cs${&dya9G9UG;!$x?U9JhnnT?`iSd z-I32wi=)f#H}S@alxHZE{%MR8T*_f8Yj-ENJLdVGQgCR%kEIH_GhH_)QkURe0~(dakkpd$FapT*MpDM#%gIP8qTgAxA>gH6H7x70?)oFw^W z$i5skA1MVd=-O8P_1BZ5yDj{O^E(QiMZ zP;geNY&{Mo9VUfOtMt0i6OM;B4d!>Km_DUEL-Vs`L!yKtBWGIbHFQ3#wIDuB&d=w0 zNuh-J@a_y;hFCVznmb;-nAXzGcCfRvacFZL#g7LH4x_66SCp1HrnRmj`ou#+=&!hi}mkp*Rj8}Lg5 z*-bST-v3#O?)*jRgFp@0`FcUB0T^J9 z_eWnic}2e0>}P*e5TkX_x}x!pXOpL;X}4nCq!EK9p4{CgJ=0&1>aT6UX~bRGFN99j z#t;>FqJhvrC_do4m%Rc+5hcJpKUq2${A1((3rds=p`v724bvDKafM}FChQA8=#!^C zgD7afk~$CNdtBTPO1T<(gmpiyk(-4JIF`LrMV6hpJT267v)yET;&|J9C+`S(>T~0q z1HH+DhF&{_Y^ESnqq#%%G)fBBsuc1+b}R?LAbrL9+oprZvI1Ley$;Vo_E>MOwq($L zkCrRuDz0&)N=`x+J8p-8PfMjh^l%0H(8x0piwSG9t{Vn(o3_0ZLZCED1-Mvi9o|*D97ZZ5aJYk|xS43F_{i0;qaG9~$Yd z$##Tc*5gGEkUyoj6HQKnA>TjoCub)fr8bSOHhk{SPJ~WGR>^iihoR-hqu^S5o;tXx z{E=JU0s$IpcaP{z=>aDBDIW#Drv934P2EvyR_o+E;43Qe88sl0WCd}dz^Z7C`*!p@ zm0I*0S<4MO!cG=BCPkDE;IX_;30B_LBeEDI5)94d6O*lspv$seaXo{n+A6Cs46cZf ziNJ6r#2yR8BuyZ#-l$j>=6{7%;(po^Bc{T8OC%&|FO>B#s@8$tp5oP z7hVyJbchPia7cMlY*nzhtuc+))ibx4H+@DTNVp}^-#LQ9yYtjWp~f_9g_btcSySzW zNyMks1rarlx83x1SCgS-IG7+jY5GWc-NSRm9(^XZp$}D_Ug8S14cckFd)B!!%%vf) zE^2NZthcrfJ}8)ed?S29n%zfnmkGJqPfJkxPlc7aY}AHygV)Nh$X~YsO{^JDVmjf+ z1nKt;z?`nG>?6c&7$B+xY!t>G!GQ(B{}$>ax%mnU;PaBq>_jfcW zfhHnVU46{M!CpEAQE(K{JyaZjfxjqqe7O9%-#y~!`X|<+PEro?Ikr=or&=`2p@r(Rt3b$$cU0j7dvp@LJ1`-Grn7%QU&mQaa~uya$1v* zmYCQSm>Z=yD;wfM*Q5I|lJ!%*Z3WQ%1PmaQ=rsiD?RzhP`SQ;H#{mxCUWZ>PVR@N(uU+xBK!Y_}Xfg;Kl!y-vY7d`*Wg>jQQU zex&46SxpV@T%N~9W_I_rrgO`EVr*-Ikhgws*!ufD$UV)|-798J^>e;D>GK(VmnFd@ z4+4*qU87yAkK$Y=C>@69xY7|rN9v7_`-P-3PoZZ(nq7A=Cu<&V&z5$NIOH;ut?}2d zh>>aQajDD4mk$@&;@A=L%4)$LfoMb*B{W?e3x&3o*Zb!Rjqf&T6q}c7NqHDjxu)0) zWFBDbNdc~}xq7{>l3^t~URYC$7_UUJ1ep{Dq>SL-q0?iLp4Boxt!i8O1?K4&0jFB` zf9G6M2Ij?m;H+gY4{`+Nh~&C@T!9JRb-*kVjf2!z{5va`G|Ox82cT;$f>#$J(yei@=Z`wv{|+ zl&QRcXdG^U=sJ(oa-H6*K<_e_Zz<^0>u2{=%omQMh%2$RmaF{3{%6l8EA0;ogTMyj|EqWO5*D4^6GY0}++-Cv~+%B8R3O6uM)@W~D$Gy!sq z`f&Qry2N|C{)}r{X08zu*uKjJ6x8M0`&z+cwbfLY-~LaB_UDCRu{-GTrgCMd5LDsn)+)*+mH&)+3!$ zT)=*qWv{-6xo|dxf6dM{FSz#8-98e|El6|jas`Zz?m(NQ+i6cNKJ&tMt_$B2edSZK zM}e)IwOU=eW1Rj8(X`V61a$+SNN7OCet7F3FzMrpd$O1EmMU_aU{Z?1zN&29G@EgF zi}@0Bte`!%%Xxqq6_286v9mC*WvZ41e{A@4p@mg!)zeUps7O%ffNdkxZY=d(iD}dLzx0>hoNq!yjODa=X(l2^*D=LJH4Eu$+>Sz6nB?l~kLzF&0C% z8|RbgM(;6TEWEH!ooH#6Z$v3`3uZkF308k;O&+R+`U;A}!k2xd*OnS&83#(qxnjFM zb}p_DCW0=gD1*YYAJ?Bg^&)`&5xU~+Fv9*d zQd=;|JV9REDWBSo`OBsjh4VVpR*HpHk|PCA-e}11X-_UQ$-JJ~10~dXS$|+Ko&ts2Vy|v3zjc4CNGV#(PDqe< zS4Pt$iyGIX5T|H z?$u{W=_Vy=ke_tn&Q0*Z_G6---V1=TKl!04(dz#ZVyRZ4+Xq@lfR32v@S>*lcB)Bv zuCe^9pleV!;y$VVL}y#%Uj5m*p{is!<0?=x#NR&X56@N<5j|Zxi!v-5{uqT%XNAPa z&UGPS$AAiwzfZ$eSh`CH<{nsUmR?7RtNF4V>L=K(^&&su(7=;6KtXg7lT_*)A$q!f zT4E-lCeO)NFaR5J=5c24F=|33`{YZ)LIH)P@QuoW@F-K(&$!;+NElyn=f!9Of4iPh>3F{a(Qn2T`?l|nIT)r>=?H==44&0P>--cQ>r%Z{bhq^cCMsz}MN#@2`MmdAGF0DtSen zy3{vO$p|`VXjF@zl#nD`(52U1BM$ghJ;VWsg=dz-kcRQhno2Eo^o*XuwtRYgn+xtC zn?0Q)%o4N7hV&%ze2kgbWnY-XS@y|?Y(fJeZmhPV*W~_}1dk=Sm(Ey}ppmqQF`i3^ z#mod(L)qj|qak??>g`bntf60UzaK#r{TPG(*;&}5i`wC6<1}L>TLpHJQ{MG_m@`b1 z0$VNP>eZGz(V>N9T1^?4IzF`d<#C@IEr=fzVgI|*~FTd zF@N>(1Hq{yNT5_)VTbJETn}%GixXvj0|hWn`>c)RNGLzJ1U<4sHx_L)NU-n>twAWv z!CCW<6}v3fO6)rRZIO_rbi%03vrA33cW-13bTazwkQEds$nZN!462@GU?`7Kv^r7R z)~TF|RZ03&*YN3{CW}$)!RicDSBF8KGjQd7hHs@>(#PMiI?l#G#}Z&Ho^Su@VNyIG z#@7=EdYynNzrA%<<{Hz;<9vu4VG}W3APf(~Sq-ktOp(181b4 z2j+!Cz^F-IC#q-y?G=bXBQmFyd9D7P?O0Z&E8!PC_`&(_Nv#wY0C^wl!9(4QSjXNk zp8|ibK#b7Ita!_H87*Ao)?zVrXjYFYBNB`awp;K{e|v4@2~ljQ+u8ed~lM#?d)WVjgQyFd*jS!rREFg`Kl}t~FYo+SJaK-87G^ zbMTRr`b-IzQ?DM=fPWz$SlKl*9zgeGb&eQ&GGp9do}W+4Tj(N8h)?;pD#8>km-Zze zYDo2W5qHYf7*1t5Q4td1Q)M|+|KVqey&$M#!G<0Ar_HQTq|b^)S~isy>gJy`FTXF1 zcADlS?qSE;^DPr8Q6n4!^ch4w3wkmx0U35m7gh&nBrF@pWD@O{N_a1o-gBHPuFbgNQ8egiBI~Bh5eTQ<$Ah` zd(45wo$V{j!mXyTz0dQ-m&83U$R%}$x!=K1<)Vxv(2#NTXuBaD;E-!Xxz5QSvRjVY zsqFX*X|-CUn~{G&$_2V3`gM4Ixn98b`6Gb?H;t&G@3U41@7U7tN7aM_uDxI9IvO>& zWya6BQKfN*Yt3Y5hZ0dO`w8IdKld$2{u|5fp ziosmcnPj`rHf4%=*hFh~#|sONsT}v<0)}T?7>6qeucyjH#m>!{HrAHR#iYd?V;O%S zV$wNm4L0JV4TaWu_ai^8oJa;Rq_w3_&u-h}G>HtS0Z+k-v-j-nfQ-z3wcyq12k=h{ zHH#*7DAzC5LgZ+ za+^H|b*F4q_M(rv^Rv9w>IQ`-`e1(mzMb0YrYGDw9@|c# zu1cIhHMz0rKre8idjXd<=}M|&skX+th$D5WwqlplqVROt=XId{Bqzpe^*jy`SAClVxz6Zc1hIuhm29f6P zCd*1d1-bo7jEr9J9DdFr=g@Kii47k^CI8v2ej3gQ;W9VH4{FE}rDBnN#>BW1L!3c} z5h*D@-@LMa=MOD;@ygjRQFa^x(!418eB|ZvE-k%#vqNpkY?yr4<4dX7AeLD5v&+Ml zHCF$^aK?N4J%2AX-#+VErXXF@)l55v;+j_`8U)HuyI*0!R|$51W(}iwzv6=4RsUDe*k)P z%M75y8I@U3^3?+nrwR#s$W{}e64EvlUB5M%c_d=f{f_^Gu+lmPI~{}QfQyC-h{8}X zh*+FV>fp`5dScSpi6}NhCJj?Ah(>Iv!gwx9hv>vETmytDt1)S zw%FmOSP28)N=#O~HdXJHlyTiTdp5Fdch2U%i$N|A95nmVqd%PDTyoOSK$yE_`CVcU zT?f=nBGnq?%8Fu!1^EWWRr+q=@nPZ^xpKSIQUd|pV>M=SOJy2%5}vi{m69F8C~naa zsVuy$G+j1*i1-lR@pCy=I^T1{>NiaU{#S0pRNo6q`&5&uGlQu?gf>ZQ=U-wgcv8K7 z(?aGpXBIV`@9<$Tg52HEL=rb*(J={?^W|R32-P+irXnq|EFBE2h?RmuWew!e==&bZ z$NJVewEd2IDfpYHUK=->CzLB*>5@I4HF&AP@lHg|JADJz_qKZhmzq$dZ0K@GaEXKf zPgu2rjM>~^f#i7lASeo*XFPv0Pj-E|uLr{U=mP4(@`Ynu8y4boWqVlc=wx+riQ|!I zR=LR#T|4Tc+Y)}8xgMD&^agc&A%R9BD+2J%R05e3uFE{W0S2jmm^HWcpTYC_zQzAA ztH*3A3c#!YIBmESc7Lx4lqw{-Uy;myaxVYj08Vjwj>v8lfTM_aK07KIzA_nN&-K}G&ncg}ZZktVXRfxI8k8CzXRDWMA|fSu*D{9(K)}qQ z2H<4UXo(lRB_!SF`^nK{RLy^-ldQt@jCdMGEQ%mxa7ZtC;_<|7&}<>TRZZNgsI{-t z)_{hrjEEb)6?Q0orn2WcPF2B>Qx->mtj4N1{UVkQk?iyq8wQ2g(&dUW3|76HU$DEJ zdlPS5lX4MlB2jAtE+Y@e?V#?vPhi$6}uVZrL=oX7bG}D zbnEO(9!XBouLd!r(6(|bJxg+^7*-Qo%MS<9)z=S-bSzf*K+5FFEklT;rTxJUk4|D8 z735EOF+Io^ue#7g-1nroS5#{nVRls_LIyAUogX%3RP8%vzh})W#9#gOQvJ)mwmL18 zFhpLzi@6!(64)?)eG=3+*2RD^B=fQC(9_{loN>1&UT6`Ri~^aAdLEt`0Sn*MsnPkUVU+n%HYgG_UChqBLX~?t&x(9Ga8u z03l2TUUot%rz4!Wg(Z4Sjn;P%MJv^NOus0vAD8|*>-=7ukiU54i!IrR2ne^E`hcHg zs$Q_|he*0io#vC+sA6ULg_UMY5EOKtGA3ayR28%l%RR`y6l&`_=dTbFFju-AvxB53 zKOW@qbh3d5{pfEVLM6=va+h0u|FvvCGue+Oc6@o1ml^-*$T4XBbRv z@9YVF@{a>v(RYi6EQ-|KkFkR<-#T#QXe4vqMz?vkTmfFDtqyyG0MSA8x!I z27bM7X|s#H(CRp?)*N``5kxe2r-szLVnx6GpF`C7pG2s8KZ9;qFtK885$VH<^8@?{ zfT2FiP;=k3sn1-f18eT5^G@0f*3{?657Z}rUiTbxGcwq@jct%!^vi34$d6|0|Y1X5kcNlYcsB zrO7jjq$^Vw!##(D?^Dk_$`vG@%k`KtNs=gG-QD{dzOgP_Iv{gya?$jZBtudO#?)~d zf-7TwBe*(bZ&Sw^a9fz@4a6Y`YTPS*(5S~ z(uhg2BBidS0{FD-&FQ!*QQi-rKTJBA^0fSDBfCI@r(k7x1+#MMd;e|s$F4u!{2t)B zL+mJPJTw6)Yg-0%k#+vVvfOBS5k@3X&-a!xSDN~?q!4`um^w4MP3_$QzX9+4M?+Ju z7eC7P#I*;i-UjX0TnO!y=%JTpd9FbFL1I|nMRFac1cCRL!a);tAXDWd+(h`h=C`5i zIk`P~WVe`Z`+A;c)r;bhX-cYTwe(vk(e09UoveF7ts7=U`f6X>vQRa1$CkGG}71#N}r6GDGdj>&fH%8d}Bd^|NDjK zM88H@RRDqbKrGeC`B9GIz)L3xZ+6$4Itkwp*JZjBb)YYaF9itlfooF3c4u&aviTiH zA?U@FW3`(#z8==tgo>mu9OgP*PB*8!?m`^CncU1}t;4scko4+xfeulRref_Ry!>UQ z-e%?ME{jBf;s>u|-3{R{a@`zC%D)s{zQSpb3m8vr8wAilg7&Q1d>Q;!sA&zpPTbhJ zEEr&s%-;w6u9|KTds-U5vv8vP{zTa&pkj1hDt05-&vpR!prp~G%IpYN+3}=FVUEfr z=Y9d-t6J>FqyT!@qZu?pJEtT<^?dLnT z6H9-GxglKaSiRRtN!>v^;LQN;SvL?Q8)F8gXW*6eYO&YRDVRANlO-O80prfQ4lg9K z?VhWJM>8q7(qJRCpw#qk{9?#*)wEX&jjJVhj~eF`!#n!;)7HaWT#?pe4ZQ7~nMy0@T?Bze(Gjf;B`D@QP=Fss!pl=e!KR~YSl{Y zqYY8%eL?naGguP-aaU9RhIXc9eH2&~5O7ji|CV<3I05<7G51%>hRwo8fFwg3bzVPU zSTLTIs@QiqnAzI%XAoL#&-=(wzo6l>VE{OH-A?dz}KNGHXzPZ$BkyGxpu_kZfljqlWr*o%O5+pI^?B5b; zYFOLggzvMS?4E+??$zBWv;R~F`g{=HHj9t!{|;$9Ra_R?x17x=#y5T43xQeNfdQHv z%$iSk`l@k`#Lk`W6seHy8^3i*Lq*JKH=w}-#n;l&;C=hS_2oDD#MEUZIC(OJ!i zW69q*Vc8!)B@`e6TdI_6YI+*A4PxO*H2}1W%%stH_gz%|H6qME+t15|Eu1C z@_q|hdEg=OeB8x2Yf3#ic>ct`8Io&v|6I9-D$7p~^dkyk8%Rp)mm~o%8 zdtC1ZHZMfhNG89wt(rHt35Pf_c@2Xvg!Zfxi2{A{w6*#g)8VM))>0`d_w3WT$gs)3 zp!W;xTGCT7GVJKc6X}MjyJx2#F2nODoh?M3vmetZJPW-JEW8Qe`dNWVOQXjx%2ZAR zmLvsK(=DUvYJc`k%B-IYl+Uvk<>qY*kgNstgR{B%an4sdzE$lLRwoDcdnm9Y8#iw+ z?V&l##QJym12^H3&}%wRMvblcnAw^lz&xNF%2B^)4FFtU51C@>FKj(laGgonS8CcZ z#vBBAF?<@IVP8KM^^3<~_KNF?WVpOq9CinU7U}_`@iT@Zl(wHAPM+WtOozmDC-WA0VZ!XO&*#?pIYp|pI{dbHSNY@+FC zU+}!6C{?Vh%b7ImgPp*z?5*Y5rZC6w&e#jJoTS1k>idwmyYu$LR2N2|;;4p;AJ zeVFwsNfw*%G`Do$KyZbNh|8v}-2><0ljwD33>e50k~D*WV~WSv##9>&Zjvlge?rGNaS=22yBg0 zE!q1YWGJJv7N!QRfB$N#{vP7v4R;n3q6 zb2;l%Hnd+Rp=+$a4W`CRjxN;BH@2DLj&!5Sv?Jy;$(CpI-=3Bc`<)ar5liuR8orR@wIK#P<_3RH)I=45b4p$#Pp9=;8Sz_#g zU+e#IK00LKHyt7MqK8VuK2-NpQMt1%*FVG3my}`|-ddV|j6+cJ974DL$KteFQ-AJR zO=^U@wao&^(?|5;_l@stO;1;(aVK8{)*(sA7B>16&>wXSloE@!DkL&VFk5&5h1Js; zbu3fm3HPQN@fTv0{$Cccbl%~u-035<64Cz|J8AaPvG?#h%JAvQ<@V&F?uvcJ3hVdqyV*r!yx zy0|uAGjK-mI)Pz50r;Bf&Uz9MNe8@xau5MldR!W}_3V(At^D8dzrw$GC!ZU4H0KUr z*izO;6=#karP7@Z0!?3ZF{c~&X=bx4=q;dhRlU1Rc^72i~vD>~D@fED1wK+@XiAlmU0vVXOXx|VLL$s~7#zoaw`o2MIY_bOrh z$uTxq%r5!l613meg;)(cvA5xtDe*tSvuQr=M>@ib^yX8K!~}}^~0K-ZnL)9?-CHtS@p1g z|FaP5tWX?2BvSiZx``a@(+%ey796eAMaZX_|tPAD^YQi*q`cO^~tP%Zu$ zK|;0%7qNTZRLd3U?8kW7`Y-VqBFJ&HmYc@G=*5|Aks_8CC}BH2t~9|6yED{9DXJV263_!X|rC-*-< zC|q|9V=a3!R(Wc?B`=`nvqXGAg=+p3>sDbEj>p;DKemi#=TA!rBVNFl0_R_r^R(7X z1aZxus@KblmcE)%u^?QxOo~T0BvE%;^xhbFtmhxbJ=PFWOflo_b^gyQ%6=~Nld;82 zq&H9qz=6PyNPSgpwg@9|6)CJTGG6?{ff~fP)z&~~Q)Igg@D(-zMnPWge<~|4{i?S@ z{T-tCY4gEnF$|4(=+IEtGaqo-R;lly@`Pz#`Hxj1M5O1I* zfk@s=U;yRWCknBPDtbP|lz|h!^j*g2_s%34JI2e*Ooa$iW$p2^>J+t8E@&f2O~C7MD2I(%^dG1-%HkOB4}c^bx7;QD{y2^FIXq$V;#_?s#u$8LMiS=K zf7O@6;E8Rcf-5D5dxQ2|-6?)#J$C6tK4aU*dqdyAc$ET_vKUJ~0>Jj;P=HkHEGyi^ z8;@(CKu-nj5h#a@->E&5`JITis+PeQ$k6>h)iTQ?^Si7Xd;iSzcP>jyV?c_@0XYor zl8kwj>MSeUC21{*ioa3?o*W%{_nuU{C-&Tqn|Y)!zI`l7N9mF=QCiVQ5C^!Mew=$k zFzBJwURB6uCTK31Y?IZLzU@N!%_5K5 z4eg!ijrp9T(&adK$%f|TK>mfv7?5PIc%RB28&oSjOBVe7J}}lcEJP}u+lp`!-0}hv z3KQ*#c+y4%v_90Q^|v&HYBge$_GXjK1jzI>`ahsa=tXnNLl?+lnzuEkK(+8L=8Jbf z%3La?4RtWE84Kuc=S0MPh5Xl{mx?vixYJ^=5Y9pyU4(>DGt8D~m&mRca z?SJ6i%p>#SSR+rXd1Kb{sgc zmfbvRA-2#LbzjvI8b-~AL`U-J$d<{w&{P>G)@l?7SFN!y^>#T@vg}9fiGG%xjB!?X zdNb-*@EzC#PFr&MVhuNyW$4v|s5|bqYh5~Di{NL@yAsyCkkJ4tC7?`UP~EM`$MnLk z`W3{NgDP{Ad;a1N@xdbjYa6d)7Yz*2F2-mky~V(C+b@eeKjZq`<=07vy0%zFr6cF( zviyxs)7l$t<-TS<@p5s>)Q|_cQAoFd^3<$5L?B5};c>RVAYT~g11O#2(`Y*DX9y04 zqHO#f_{QU=AYbs>Ej4RbTt#1G|VzEBy=s|CF0TwAPGECny?r?|#o+ z-s1RGSUf5CdX96mH|{YUuvJ?i9OyJs-|YF)xOKei6qpPon-56n4sm-vC(stU92|~y zu6r}*jq||$J7$>NdK@Qc;PqNUIXh}jG3%yzFX7uV2&-6G1eLK%#}FV|?vQvLyQv}x zm^kuQIoev_{n$Q;ly1@Pb*xdVHYxEh#(Bd`pmot46h9g}5T! zWL*^cnxWy@b9cS8Nuq@;2F6c6X70XC>2Y7MW~0Lbg{HE$>d&lx9ic7rU*@OGQ-q>u z4?l&*pa{P>PP+z>rqWMbea}^eZ{cNT%||*)X;THdHY$7NM|=aO%n~#ZP`K z^|7V-=`f_?hk4XVy?9s`9*HBuDm@5B8RjpjU&eBhh|mKJbi?jdo={lfMCd(m zKtt1{c!k;>;@(9wPJI`MwyS=_y62WDqA@UWfV-6)3az%|+@vR42N8tbY)Hc;0!TE6 zF7s&{?3fL^q#O`4#TqYNR~Xt14Q%O8{`5KLUq>E(uzgdtg!_hQFoS6Wda)ad9Jjx0 zpNsUDo$PNovwvRA(jw~bf(1k?qjnF7d_M#uw`#8KY2LnHk-N>jK_rUGM0KNfzK>%? z>6e#3D~*i%ym^x}IoS%QoBZhu&SiV|lYL7`xeD~m?t`xTA5~cb+27DC0a<(vu7-PL zLyqvvK-qaa%{KBDTWQ!5b1CKtB4TI2dP5n_F+wI8~>V zV?|7><9%)spPSp!jOYz`xRbh$IKCvetG;vfYRXE6I)8qFFfk5MFwHC5r9N2s7Ca0w z{oeTkKekQ~{+bMg4~b_~SaMl0 z0yt|+|I&KN^~XKn!i3}(vN7*@SD%tM#Kq+9fqVa=?E(WHy@sg8sr1YPzfw+`F0{yT zK=?Z@MOzY4E$}XyEyeNo#3ZDiC1inTBDd1#sU};sxAC@c8VfS$GDw)g`u`v>I|ZT+@jdIMQLL}7E`4L)r}N(5>h`kqm|L@Cw_7X zciyv)BL0F9Z>KwfjFwW9G;7{ykXfSrZG1cf$3`BnCuq}4ok1prtoY8 zihDzB9ruJ^!w?T8;pZW)-GdKIm38P}q=&aXwmXvaD|oV8HivU+vP6R7JDVq^_ ztRuEH&Xy_KbwxEFotMc0BqNX&{LYx|T}Oi2{Rb4Uo6s^F|C37BNN!GT7?D5!f-Yze z{P?6If71XfM8z)PyYs)Gg@=t$tS9jxM9Shwh&ixtt8VR*jiuW^SLF4J&LZH z@$svaVY=XX7oRPvDQ_>Krqh99{Aa(+1TbW~K;kD43|nW93YwL*QhrE%DLN^5%;I4w z$DR)g;hW1{__7LaO}-kWO+6ce_yD_^+QC=TrGQ~RtCxT)jq6lIo`0u2=sCn;} z0tlr`4R)Gk(%}wyNZa4qCZ=XjzA56&cfVzOD+!auCMl!K+g?@8L%wbBmvAJIed|HO zL#mwFm1Bm=8=)jLfiy1SZS!$<-{U~5ooGOV{f+^O21tZwLC9= z;l4aY`XI)Unr`MKn`LMZ-|!_3I_7!%q_n( z;H$WjdWleXgw#@Lb6`^>$_`!8cU9$2wFao|LY?XZ&zhFVm;ud zwM}B)Whmjd@uT7C`-CM@!Zdwu4u(BnH1^zQvp!zrKJR-(yaRWXS^5jhUM@jYx! zL^@4Zb(%uIJr{4AFEwi9@!LaESGbK{tE>Gbc{$|BFITUtBF$1ixZ41mG@u)yi#x7u zo^bj4%fj&GN9)#C^Gp=BE)W>zR|JEyZ}<0;WH8I35zjXGUcGAw1!kNv&i@*x{1^F$Ns6=xU1kZ%7CfpxG8y8iQcd@mI{fu zJz>zdn!HV$`gdU@HkP9|g9J>06$kcS;ATYezuhbVG^XN7GoRM{>zDaAn^i0{>aQqs zDl;MT--ttUtFA6lNXg#L-G|ct^6P=wRVzdE6I{K}A&GHmB+wmpl_i;9YXiDVVHTB1 zus$*yjB{dbJUz}j6V(skq$GFYH=T|mEH=f_`6vD9gbN8Cn|um25Hn#U{qbJdlnn!$ zhJuC(My#yRHRx2DwQu=LSGzuC6i@hUd&EVBj|(F{KV3_P{DIAyw;KzA5v)awPh^FC zK3?u#s^Zb%`Mep)6GT%pUATKlU}OO!`pbGv@U6CiZGi&Auha%*{j&XsS?zTaW&CY9 zbnm%TJq)og=7jahgPYPBPG@+0JEYf4Th^E)6Cqp;P0>ZN6Bd1}DX+De z=<#%5Nqbm)Tk)E7vxAXEF+tH;tX*2LD|TBtTC5h?fnNEl{{l* zPSkF)F#MuTANYN*jkj<|DLM z3?GjgoD@HEui2|*j(IsBVLeQJLw6fIahotSCq-dyC-4y>4+7rlb1(|nm*sv<>p!uq zf%p57?R<+H?Z{7N%ehA0=1)GgbhV_9o{~toCW5tmwxomu8P~5(`mP~0=^%)k5@S}4 zLy$v7^R2Nmlgcu7AUy%80#>dpQ)uu6A{72B52GNVSDIVLy%x;mxv{@t()qMWuw*66 zFFXJD^_)BWjZ&#gOs1r6N2%}50F3UJdOqF1E>4M-Byg6*+Ebm$pP01px0`({ru(ZliJKT!9#=E zxefN4V-5tRr;On)b;Qn3K|`$NOdr7ISf$!~Y}(r&OvpIOc?G5gRE>;@+x|nWj&ztH z@;*(zrUGSdc6)huqWSe2+h1d*bScP%U{_ zLPtAH_G%G&#|d2!7OkiU{w3bW+P|LtF~XD@J>urNcn~d$@~kmwXco8aQclAmSZWPg z8-B?+SuwoxjcjjXWqtcN_v!5e9T^>mX=LQWiTD6em75;%gvn1#X4Ft9%NHrd0hEW5 zaCt6f4l}+CrKWP*7ki~?Dz6ckLhqF^d?t6xo_olitzDwzJ}imUG$Ar=T!Tr&G$j476%aG&#cJ%DZ?Kf33VnJ zj9ZVQvT$@C=2j|UMJ+L*U?wzo+_AreOjhiX)eYQ{&Dn6LK$tH`6l-4B%q0w^|K7mO z*;+687jAup5~piSNH}~`UwX5;-W$BH2ir$hdBM*Is~ptL1jO0|-;BJ}Y-Uixy(jv> z&zODh5ZywZO``R{E8%K$P4zI@noQ6ci>K3^3X2JS5V{idR%J)Hv4LA_y4xdCFa zl8Op=Iks_V>>6OLdR~{-WT1#4Q6_}T_?O} zl|3VG%Ul)}Ux=*MBMxn#yQ-|P`S|jy>vq#eh37SR=0KQ}UB6B}NH%wozuN3WPgjUY zyb?*LW`WR%Ki}+F=4P-h-xAf{*((aTikJd&OnFP|T`OWytr^nM#+WHEz3j`livoy< zhYI(fHlNHqHLd(0;Z)#pxG>y(C`WTSR6`t(UxHat%#Ux!$kUnCFOR z7>Al2Xt$3Mv`3ZFQ`&$)hYys?9W>nz&!Fi{n6d-le0o^5&X(D^&?f>1>trWupaoPU zo?}~Ey<;rAI{IB)0{zNIq|dsB2x;GLts-Dw`FYY`XKH88@)Uz*Xgz52YF@SDig8SjOQ? z#@HVqVF%X~Tv8rMkEqtY!48iK-ztZYgVs?7A^Q`b9>Y{{O!U&3Xa0ba!TvUkuP=%{ zYc+ZXlAe{5gH@`mGM^W{$*!Xd;ma+|KL2SlQOxgsrHaGLO#vg#PQ(N_s)8&dWZWCX zlohXFuv{uUY6#d9aFfN7@?pZ{HXssTQa>G!*l5rmdip2ctae!XW}F@@_o`iu^4H^o zp_j*7(yV~k)yr7V6j)L#DJ-*D{2$nEXgZ|}>Q`XAcVir#q(hv#4$eY zQDBdMX*yyBlP9PP&IW1V_+?xAWm)4mJR<)7vghF@H-{`UD-#(vMelRgLQiZsVNAxr zL~Koz6(J@qbE0p+R8X zBaY~I{QgVoytrPYSqryM_WRi*dVaZ{;6bVkp9-9F^1jEfK9WIl-lT|*LHDy6z~#uY zlw0LKk=U_&7^Ym$3kmmmw9TAy>AQ!m-iDTJnHmaTH#ENh1qHw*%2g>%)HJTWa`{+0 zqQ-E3i`TK7ugUbSd zl_v;AFVx5nzZ{~>PPQf4;=REIo|XTAHkuK5OP7EcnJJJ{pHP?EoCeOkxH7*pkU}D` zPK0CAf3obJ;OeM2RlAYZ+^S?JTrIK4HJW}+k^`R@M3?Jpki7TR?($sG;W60HKXdqT zFU$-V;!=c(3!;PDAj^bqKUM`YA0%tYD%gWZU5MpfQNK*8d`+S@A9CnW7rrXY)gBF& zqrsa%N@fQSxSC6|FKR%QtrvS*T}q01ey&*PHb$&&`jpH!;ShYpygypEgo*Fsi|r3p z2Wg)^y?T=aZ48UlrnB8~8H7;G+lo~V<)@>)&a{u;N(#cg8Ma%AbHKYMjSLKp!C_67 zrfT9g{;`LTN~9Y~7mb#6_0}c4*=xw$uLMxX=gFQGm>QQ_=71lxjCU?LMmiM$DnMlNn*i zck<^xum&JF{({P@(-nrQ9X8hP{0{)<;TkF{W5NM|*%koI{^th&Hxe>&rwm{ZG$5mx z7NMfg{%^L5bavD@? zo3VKKRUrNkoCB58Z*!pGG}NH+-0+PS-&7v89R!ay!+lcECaViBGJVS4;v)+dz_xDP_bhrI_+Imyzx>`M&0L* z!{|3;dp4{-C=SHzeMzu&iR|>CJ)1|jfVrFRCEVjqr8-`eILEJanBe>E4=-M3QCk^i zse58Rqmjs4R)e9ZR)p@kr9jOn?C$rg9!@iA@whg=DfyCvSI1atT1tC$6tx)isg^Es zh!AC}==Dv_Xe2y48IgB;Tz!zsInC1`W)mUj?O&wzH9JJk`iI8=E}d=1+iP;?hTpBl zU2@c^5Alh;wj*i&z^6W$mQ!i)nAJ7GWizyYoN=;tg(!UVQof4BKAZIH8?YOW^QV`3Gm=PZi7i84si<-&6QR59_ul5Rzl;1#so3 z=Cq};+hit)L6w%GKGa;UsgW}gI~SblZv7$*jS_aQEdKGy4LC(?=zX;?BR2e z*w|`V${;q0eLDZ8z|Cd+iE6w}cza!7^E#R(M+jMbBeR%}CmG4KEEiRB=K^vbq}Jz^|4D_yo*!UdDU550V@mBeCMCIBJ93cFF15IHk*eUzWL5_{ z<9B;~*lXG}0<%1ZStSOLC|v8XHC4aU!T!Y)*Tca?qX%Y$g2ayIq&Us0CM9$7hW6Yq zUwc`*B`LBfZS=&6OWiy^AY4 zbQXj@&c?*R4gf9<^JM8?RhwsOWH^!$m4I6{bdQUbipJ=@^XN7~9Wefyve9%G?x}f2 zag(*9?y*J`gy8&dtK-+~e2n#X)@%n93BX9A$mi6=6RO;0$Z`A?fPi>@{eqrHoH-4m}2n|s#16pUc z4S9qre$erZ;1wJ$FcvTl%{hu6sJ4n8Xr(fI8Ex{*SEXgF6HDitqS0_g?;l+V$@HFX zUtg)g`>ZU_-VnRtDIqJovT_>sFlj)6d&^|kAMUs`iSO2^1c5#;=X;EOy)d4iq+#2B z{3KC~XX5r2e@f9X&hNneA~A08-VOaZV{lhmc&2mB;vS^EUISqApgHEdem$=jn&oTn z2GQ(Z|KaWR%7%AO?-Z(xmW6v3!$#r0bS+y_6&;f|vz0(?S?Pt)Htny%;cEM-s9zIn zBVpx_yO%XVC(2Dh_A$v?b}^iS#~*z56b(D-L$xA*G^@efis-1M^Dl+^_ZL@IvwB$k z_hfh2A*51zxvqx}6}2-*4IJlK8(llX8<88vN-tG19_EaF(4BO8O8tY{N6YO=)a%IG z5%GKFEi-ViX68l^Wj5ktYD#>&kg@-v*u`f4iRfTN`zwHgemZ#O8{N&8B^dT;GW*@_ zUr^i!8|(GP&ze`AmtW@aJN-_pcN7vrX`}ywN?<_<{gTVa%ZPfjz%4bEe8)2r7&V6s zzm2Ev^@Sv(^-oW7KVjOo@(q9MIgs$r|omjK+hs&s!&-=A_c~gsW^s=rNG| z_i~%?j!7rNL}_bQphQgy_dxs#;U)EZy#LMk%hZ)jT4>w5p9CS7PKm3JNKrq3*N+f>-Sx@4E1(b&yu4)vB@l~ktSCfy#)0125sZQ$v!uLJT z0UMk-S;_C(^zqV1uQPU`GppBt^Gsqy2@HhwVjk<4rc5y{TN{mD+;o6;yK(!UEuzT; z^=Zf6Q%L1D*dHVG+6L`8Utu)fC)(+6wz@sx{mnxL{u3yR*$8Y0th8a^_v;3aG<6oqjvedrH@s<8E{q?qKCu8!JfYb`5+VSZcuWZm$abt<(ru%F~bTVWP92_(){IY`! z@k)Wkj_#$k`fJ6bEZK2Kmyt)U<)F~(e@VCgBopVz%-sj90_%*Z98!x$N@nPwpO#;M{U{TWP)sBw;kmg9)9*8P%g0 z-(~q04(5_uy^eQrc#3~mRY_|J(s2{*Drc626!--WYR&x~YdehH7vH%9^@Y zdaw1e6J-xc)I2UKb0l~O^eKFEJ;`aF#DNW6z?-gS60%Ts>Mzp7(;B6lCa;KH*uzHSjlRfoFJG>)^Y5)n>2@CYK=b z`TA=S%lv?n;{)C0&tFJ}5OXD5EF`HI7nC$RGMF$GcbP zBOg5)aUGy1mN{K4bU!g(2^L<=9`eJpB0`05PsjCHUx#CE^8O*|+f23BUeKSZ_))u# z>g;7CwPPA4WORTNW;94d0VltcASQ<_iXQ~2nNT3t{9LZ4Ob$q#FV;5v1>x>Xvqr_< zTE4|1kPLbndm%MgJ9Jr%(&timr843Y_Nyo%*NKgMp+z^TOL{pb;NxGAqUPXD*4k-g zZ-;WPN%d>CgFes9M-RY-HKM3^abQJ$WF4DKbg?U&VUS&Bw&STZckUPW$;CmQ_Y&c3 z1z$RTz>xW8ikKlJ*oKwkf@T*h@(RL-S($qrPO-*N+Kc9I=ueo)UPbo@OI|U`z0aQF&h9AH0 z@f2zi8$E|oue&%B-a&a^kRJXQy7FVmBOScCB;Ed30m8sdK5CPNo@dAUPW zQ)X`Sre|B}`Fo^9`lV^e;7++Z&;u2$a%6S(GpzZ+Md+&8{1UWmO~)dd@r;lCe{4oX zC&K3cCppNFFvb~x8gVu}_QZTTTN-RVaofmML}m@a z;A6T(&2dg7``3G*D>gP>nso_?aS5W88r-}GYhI3JQ+%+_&N6uMRhg=ug@aU?_ClW; z>kc)&0K-nk1nOMYF^qiE+Z;=XiZX3kqf%1xf;7)(TLKKVS~{@TMy(>hEcLmN%;a{O z2c{K$;n=gL7Ac=vIA~lpvQe z6NE=Q2Rcsdj4kjDS$Yg96^785wkiN`6Y$^CSIx;J>#W#6oK^7bgE5SVvF~w$8r{g`W5O^W4f~KsAtkY(Z-;H&I>oJ zpWgZC^Yz832xyLioD9lD_yLkEZiCj_je;A%IX6m$)ywRgL`>EGf^5Ss;(WaB#L?bV z6L)MF?W%$LudpopoDKp#zO)8~eSVSUaAjn?dO*5Y=|#yzuIYXiS-K+SP;wH&;xGIC zRTpln^#gnmH8}@0RwH-3X!A_PP|n!!`nE>Or>OyWcFe9c9pG3StNlL?BI$}9pm7ayvvU$>ta7+k+2pSC#q1pUR!+rPbjb-F;Q4%?5b5!o^hq=0yEimE z&x8~5_iuKZApAYapp!*qa?ZCdP|z-h9@hAX?>c^jgOPeTir+b@AZ|-m3~LlS&-8RW zzfgb9!vR`7wW;g%ht599gf1J_mF!E>E|D_$viMyUAw2>)(?&-?e@H;er0O(A>;}aV zh5-D))aRM)`i7~Rt(j+^8*_DbIF^%-Rr#9)RLB9R;%@Jy?fe5xA zfMJ1#1hh{4QO4NB89(47UW00L)fK51(;Dk;%b#({T+V~3HyqqImx4kGbkY4`zUoOt z@4}v5y|76JiOOo`OQu{@4tdbK_vzq0ljVRiA3wI@#ey(((fPR>YyUs0-a8u3?hXH) zL5$u-?}H#jiC#u$)F2^R5Tf@^h?Zy>y(D@!L<`Y-?=5Qd-s|WD?|I($`#ZmN&Yv^O ztYtlGKYQ={zOUZv39rg&`5kiYM%s~g>~ls*oxkWuKUH|J!o!Mx>t^= zW=cdTEBEH$9}ro`I=-!g%+bsQoaCi-*U7*upHWP=STRp>xxNEv>QZdTgAIrci#Be*Wb}+bhTdZUH+a@sIH7^jM#{c@ZmxP7R{wHX)^UP zVyz)n=nWpuAi=A@78dm4XuvQOTYR~fK#;jw@8vQnHB*W+9eVlNEIazW?Vr}h;JF}| zm*D1>1kgb`nxduzn)r3m(Y;)uZS8y9Y^{lBzcmyI+S`&{^h|5@Eo*8fw-%t^w8>lr z0^ji6R~m@;7q!Lll{b`$>|2Z=ZKxx}w1_A&r z+;0D3p?xu~t81%knd)k7C^&Kd5+F)U!SW{ZAAW!c(5(8N35!%D1eMg z?|?}iAYXyiJ*4O^a=VquZC#TP*xdj9j@vyXn3L(Jrn~D3QTc~TROUAqC(a&Do65C* z47_C8kUo_l!A)x-V|ga$geUH-zf%<$69!lk(%l9mIj^HHZUh-9<~y8?zyPni>d2vmm!w`0q&e&G!W?AS}>t*zz6!-5*qpv)#aliNKBh{#lR}%I|s#_mg)$!T8 z1}jIu`Uy3q?_-=<2}Jrde=MLfY65Mz9197-%G`-Ht$gXdsfB6uHx)YAnROY138^e- zqiv%@K9D1OGQ>pWO|cd$5oT`>ot5c+MJLrVkZj*V5qu(VWhG91$^Cp`>(&43d}w<^ zH+1U%RiXXmMFMHB|5v?`wt6f`6LSZs41VEUvQ$YF+qt#<9u+Ks-R(W#yUg3aSB>(| z|6&<#%O55ShLZTAuS828Q~)3_fe*mWtl;ydH^-~srbO?fzRLF1t6fE{cDD|?#}*~q ztv;F2ry9da6wj)o(pGR4ylkuX4u8qFe_xM{ONb@F-ok=f&IGkP?7H&3Mn22W?A8}r^kQwA$gi98vKVfsYwy*#ppy~ViR%~qg}eu@ z0X1-J)-)}norXbb%M?FoL$qP=x7tmS@840(X#BX~KeVQZpm>pftAKMWKcq$k19z6nrp`QpA5 z2J|b=J~krH$tUdYtXoj@mE29_jgcp`QrI*U=#tT{GLkM@?_7}N9QOEgi(3*^@l;Gs z+|6T2gp?TRrddeQOFEzK_-0p4j8*$s5fUCTA_eQTAlIrszcg0HP0B#VEq>(iI%n%`u1;RWnT6H;()00rx zpjp7TdOdN$j8`Z1T5(+gMsv&OO%iVwx-;(z z?Ndk~^XWsCiAi>XcC1yVyz~|QBl5JAkDS_;%XJN7dbtm_2K&Ozvv5Kz5!kSF<-8(5 z;@hwP@WbKKg9(G(; z(!i=OIrQ)9>x@%78l&3G<#qgb?MY45rrkxGfvz+wbcA&itrav%^D-LZc{^3ZN>yn{ z?v&kAZv$=yxrVQwt_NN(N||P_;#t-2tO#~nx3W$9QMn2J$Q`jastlHu9ymtU2C!U~ zC8MHRE_)d}qO$%WhUl8F~{h zXN#!uLBHQMoOdX&l7Y0fCrCiqpmAZX5hf8T2^~x!8w{;)l8uBq`p;GQpqmNt{pR=GHAQ&s^!z@9v{r$@*qd>*q>sxe98!HJ= zV2mEqJ|)Q03Yoj4M=wuLDkZn@=rxL#G_38PAAf%kUhjVznVOU)*omM(1Tw5Z3S5`@ zQAuMFo$}^H^ErdP1aPVRnWddC7frqVOxBcVewDGB;}`dQYE`GB8OTA_+rn7d5H?=I zB05f8;ugq5&Xe-G!#Ahz66arQzZ-6{N;Cu0{NI_Q-HJ zomK36F|l#EWxJ}^gS($Oii|+F_rt<^?e75e?S;_ zJPJ)@zv%O`%GiFZD2h$!y-ZJQTFhs&!NMStX3kI_0iIW0@?4$#A;q7IlBajg;nLqR zOHi}F;;AJrMFbNS}fkrM_P&t1EGi09=vC>ar`T?HTZ zZiX-}bK1t%2&%s#Lz?z^Qg4rk9>98YLGr@?z(I+!oMe^7>g zDSWJ)^W=~AGp3~40mclFv&Qtp>MH#X9ek{gvM9rP^4j<3($WPxYH#eTnqX2VjAt+#@Lig{}D`KSo%$lOh4o4B0V-} z^W*y0C>7o3!LNdu^+sd18Lc?Mdzrl0l2R$TiDond3Bqi*=I4UPCuQyvl^et9c%{Uy z%IKo7B}&nOqe+n-?a3F%PJRwK++Ffdg=6#i&RCu(y86buELU+KIlh?c`9K+pcYh`< zDg|gAi2Fw&pz{+$gLi3|DeGed;X(WoRk!hc18&tGcW!+x!W`=0Hl8K>iYEV_jnOR`TZ^du=B3Up@ErMMM_zZ!i)UvU= z62BrHByI17vrG!6_^7)Yc;^I-V;1 zeSdduXK~lcH2ihedBU%SNrn&jwiZPC zB>?$c1zJ-{+s%Czpq}1&S4)tFR9E<=2pAqo*T?>+MTt2tZbk>xziR(VBDVfDeaI34 zD*fn(S?~9;LV$ z>W(`y9&VENpF!M5v$k0>>8>(kjI^^apUsv&?3n-X*wZ$!b@yszuluXesV~nXKN!KL zbo>otHDM(lLQ5}N0wXBQ+*v2c;hxHczw0;;1Tly?L+tf4H-q_}`66}#`9J1x$|&l{2PnfXjd77EVgqYE+8aeuD# z8)pF@U|2gFuy2@Nd#qO@n3p#DuZ|b1*KGnUem+(3{;OX6y^;l5 zlEmmm`2@hpIOe^*__MQI)Imwo4Q|mO_>`|FE*yC&sk=NuCp8ydttTIQ0gl$t1bOZQ zjpC_Hi-MC1yon7OCgYnEMEbMMs}apQtpiUS1hTYRTv@`yEPG$o$Bf3PK2rXfw^5}m z|HloRy#xJ6be_BEzsfj21Nkt_sTeQr72J|z7mYQTCrkefc7yszq~IHwpq+ZE>vClK zD|NzfLF@7eVKn~ex0}ZV;DM7-pK|J&#L38&;;CX0rPO)yW&`<5mWe-Jd<^&Adg=jg zm^m9wn+X;_=M7-Ti-EWhokikI7o&=3!i18&O;c0!F%3%XAKi|Q=|6nD92aUgp7CRG zrJu(|yLAXM=q582E6nBFsgi0Eq{e%GNQCd*3xBT8|bdWmd!2HcsJde#t1ZXJoVtm_ZT@7unj@jI5 z67W5cN!61yQ-BVsN;m>b?L|ai-o3zsF#}b3km(e4Z|}x{W0|uu#y=n`XlC{*BP6;e z%4==GiHYsS*7lQ(a4K}y9Q1N&nsz#PhY0OND6`hmTh6T?nu|79Tnh(#+&w>=GuL5N zm>gs&rnK>Js9Sobq8NzFbAHpfHgat>2rKiP=;d;k7`*jYKF%xzP!fSe^LVCPXE4tGnB0da3W8fb zgSkek&>(@jVRROeF<4;nd&;>Baz|U&ZTTWs8HEe(I+Z;s8ej+2dHoN_16Jmy*yt46 z^~mO1@wXTVe48T$c2^?U<_BQ>^go4+{PdWgH1KXGbOB;DKufr*Y78n0?a*;Iy&09x zl=`_SjbD(>VBGs%Q!cdx#WSPY_Vle1np3PzTr9W)Cg5IfiLY_jbKd}F^nlA?_~VOc z431cfDzrqW9*@r7yx(SZ#YA^EyI@J}P3uZ96#b@=Uir8Yi+%6Q(2dhzQ*LM!2xX&? z%tG!=RLk@~(EuiCqqd9YFQJPXYKub-A{2b;cFqL4@{|LYeV;O-+@-J^l6TghCP;Rb zG(C@`QshU2L4D6`yDRfi-?tUqCEtW9$gJ5ZJ4mtE@GY=)Gb{GOJLY{Y8;}YL=PcgS z4k9ZWo!%D-0Ja^rqWJ)}X$9^yv571H!gqj-JF-U`B_qJO+py@vQ=Fwxv z+|Zw*mwGseeEQ@Agq`wsp#T1dm0igpG$SLthLCW1oLuuwS{KGs7MA9CWnD;uOP$CU67**$)}{H#4KNuVG$>)d?LI2Bgp^t;Cecc#fZ=H9>%xc=@u{v}_$ zqFJI!l`0^+dWw?a6i~q7%Elm)4fMU-^epk>lk=e;`i#fd>l>4EWR%n!5`dgruzeM3 zZ4pJ=9~eT#NkEvr6EeA{S1KW^G1V&T&ngpg6Lb1tYoqr?!EU*G5MMl(PENkQ(n)M& zY1)SdPSEzvq$|r7a4R@{NiC+U$Qu~*D|i=?mq{o@MLr9`U~t+wdSg$)fa{SSFs=Yg z)k!3?pVjKrFpvsmOLr+U%(}B}8`iChbhN5M9ape6bnxdeB7$)^7-LlWCIPAiH=u3$ z@ehd4_}!16?{3D7t5S#t4cNc3+mSH8lC3iz4;tUdDK4fQe45;ue29FqomCEXR-@u^ zC31B7j^->a*|D^%yc06>^YWS1grLYqJ!>4u`^=k>_U;bB;CET$d%6N_x~-YEoh7va|=|y8iT2#Y4=uSGb zupe?3x`lV&CNnPzi%NtBj0FKDc=6CPgjKQR69pSPf;2Pyn#QA046M9yaLj0lI#b+$ z;FhJxtfJIO_voPW_9tb!q4b1QS#&f)#>?EuTcoI{o3N+5YYDApxP;V|c1urVaveJq zoRRfl+r>z0p;zp&x*GCl=EHSZ=?TAI8+VNR#>JkAS+a`?@`)-*g+t2u&0ZJ zrttjh+IYB7<_~SHh_e2{`cZF&R|MijSlcBPksdVa97h`s&b(&IOH%F|l#p`JM(PE( zlXQskhbF0Vl%Q~ z)t6uz-=Ba!9*Gf?*rV(5qX8CMooE@kD;gZhfem^EP8H1~n{dX4f)`WGTo#mnc1=zyNy@HEl#WQ#ApS&K?Hr98Eu6s|dSTMpDrIky)RGhe>JT)W-MZl>PH;F@x zX3CI4|9}L*mUIlc{o)o^P8B8<@4jdB#w8gMwG$~~v51!2YtRdB3_hwIcfKzOOPVP@ z4!bd5zkH1UYEvP@dhtw}6g}b<0k2yZLouWrUR+Z_?(KPOazw{`tjwOc{ZW+Blrn1r z0}VW;l}_JGyTj)2wD-NLG*}WRp6>!Z@>9yH^`&_B&*l^ zG{!ZVCz^BoR|E4+{pcP+iWzH9S2_q&;3O!)@Xjk#LZ$@FR_t2)>gP74^otl*x0vBs z!|WS#jq%*M4~{wgw_9f40*VhMOFYccE2Ngb`1P_&bg$Dyv42>+;8-ovnVGc`FZ7nv zoLp3iOF^DIN4k+7B(%d+mQ{H(mphTG+N8a1k!QAY8Ru^t+JxNumUN@Ttq}xscM}3n zDABW2%;A}UVf;L^W=y-3vFu5O>x7do2S7cydA1#5ROjS+NV7ZoY&)$nAA;GV)2f+d zvWw%>kU+8@G{nH1Z8|; z;F~Da)oW`jO5+l^Dq+N3V*aYA9ym0)4&lh8B_O=f8#nu zg}HT)M2ksNf;2L}*YpX0Q^q`G<~=PlmfCgq$ey+IEx#k1^oj%*@iPDl66w)zPsNSf z1I{>SYWD|FFT}J1W``mFfSAi(;<`I8i){1&$Al5&vRr%I=i9l$-(EZ)KcGpb`zY5t%iJpp;ZUsK7=)te01QdLyttvOjqsl?UZATMY8`RN z>o(B_Ua7Bdy?I=K^Q)av*Zz8zx@;@2KX-YKO(BwKl{2a0n!$KSjSiLnQP(Gfcd@7^bJOsQy` zIUUp0aNS&(_gs4)1BJZ|c|Zq?7(+O~`pd)x4!)LGs6F7W)wl!jqGYQjfWKgb{acJa z0W1<06}k!n;gv7AC|O8U;2jYJ0`2=B3D0}ng?vHJt859NoUT8S#K^UkI%KQu3*0Bh zVoID~{!Haf1Wubzso`6M`0=Oy=7dKwSz^_cst;^SaoNi9VCh$wKwd4O*?f_~l7h>I zF*Zw*e!RXg$PIyH7;HF_GiYgj@nlxNLG=Pp8$Tt{S%@17PuBv)U6#}`%*#H{!xs8%)7i5d z(J=5_ls#5tAG}@l$gFtgz0Ddb9IsdhV#Z6znAd*fq#DB8)RqWzJ)!Xx5j`?cTV@Y`E0&c`EHx6jgI!J5!`H(i#~nvr%= zTWvDQ9Doy>?%MYSoiW`Cy{J4BpKYdhS-FhyZN^lwGyHuQhO19stxKPVjR(H$;1K5a zs|k@I!)|m@R%aPHPzNNQAKa_%A&cNB3(~k#AanowwzOG)?QM3jh;+j@CJKynyv*F61sA#ZY7#+7PA%O$t<8dD@t^U)lVJ`>#Ek}k4#4S`*iZst2-EhHO^pa3~6#D zX-rTllPtgA2uZ??(A3fB z2gNHwv_HNPk207ik#L?8(L>%6r$hXjpzWq|(@l zs-2aZh2SLsZ$R-C?KI5_McP5AI?t$KG4{VG{RK}F&;VnMwp7w^Z2VBuhu$1#m(avm z;Htq7m~R{j3GC*R8b}l!j`*<=^$`$>4@zyWoSg6D_al)ZiJ3igidR<$xW%?E3%y

Q#`^m$myWA*|#WwctyT!l7n8tniusa|}5PT;4r*fm=t=~@Xs=XHOxi(n_(ma8my zJQxDKI2Ma+phtp!Z$3r6oWzQY19hS&Ls5@wJ9|d1-74zO6n>3|K2dn*3iqLk^)}a^ z)@N$X8c;7tW|ryg1m7xxSXj!%u1j2ZQ>CKvS`NQnA%##wIAcuUp-d4BX9#=3OvQfc zmjheWz;+jgCHxK6>QOvnm*~FC!eo7^_2H+2lDAEF)|e)ng-Q=FT8kCo-8Wj4*6_b2g5%*cghC3^|3>W4&J7QMkl*b zmX{%aC9o>WfWt*ZB!a;gm*wBh(edRuwwI0u=Z<6zo;d!T$1fyJY)Ni*ah>Tv=vFXbaQF+U*CLk<05g`i)TKzvw z^z-XZ75^Zbe-Q^OOZy^RjaI>bW+gEjkSZ(`Pdli0z! zL>F^6`_dPf>McCVrv9r?v9n!ZNk)HUO!tlfx(MY+fTn1$8)LBZi8-LZE1TiYHsFG_ zJj$o%Khw>~y;7xvTu-WnR%@R>AC_5WcI9Kzh;n0D>u!1OUwi8>ZQjC3pj99b>~>af zgDWwlkNSDMh&;7xu%?Dw&|RvjcjB^<1>RdJLJd_kK4UWLPWOd<1eb0i+c!lQp6AHX zN!Glq)dZd_wV=40$T#uVYT&6jVhR4({uNn~@=*t#S)HdSW5#ppKTXOYJSC@^x zHxz|ZJR4q<1xC!Zx>oDyuS#x^^xQ7e8Yb-)Gn%n#X!E?4Y47Lo7pShQ4CAHTp3(WX z%J8y8+0s)#U$+hJ|I=a+=vdr$`0c0Ylm35N3ftFr+9r0?&Doz5ZU2p;AZ|WY^wrC=38QXF0XET+`-3l`@?xV^LB0Qg zj;KZ#&!cu~*b+S7f3*=pVB0&n@0>I1Gou&F8WUbJgx}lAj=f`&ZvM)Zby=C274{G4 zNA0O?#&U{-yXs3b3s`SD!?4G_Z3FG6rxcp*);6hescY<^ufHpif@C_R4JBeUlnYL= zfSZ$7&u4~Jzkfh0ghnmB32wMfb+J+cF{@^Pf@}{UbFL1pRgi^Z@P==aCS=4c7dkYt zMMl;fj=s`!0Dk>duGqY)?eQ~L1Ow1I0GL`a`xXHnz%-3dzLsW*}kDRwnnRbAKA`9Y-UA2t6bMv^RF$@@uTc@4+75R*=qs(Eqo_bt4~p&6NAc zSl-_a7#6W|rf4!O2m~UezdTISVFlOYy*JwfHbbQDQFEhkM8~rsmQsy(bG=Isfc@1~ zoXD3%V8rdt_cj2}Bk^MD72yb1+mnbSCr_KgI$Y$W4vi+<Wm6Anbb?1I3^jYP9H( z#wMN@O9Uf40dXZUjW7Ht>lt{R0eO_*Dw?$j)+9R+iYI%2p7WiffsBXFk_WN*}DpYA`;@|VfaU%7EsVZX)bWGhR>liEDb$% zaOx#Cx87JKo3tyQ8o$df;ind{i_MwqjyI9_;eTx+$aH6~J@QLmM6TM!(B)ycin#^YX7KkK-0`7bWZW%#gb*+q0n~rB^p!%f52)J6!zH*sI=R+N-+L|_eAZ3DtGc>XPNTE*Tl^5_>W)z0YyAA8@?5m$u|_*ar>>LmZc{V z2zaMSjlXQx&Lqd#G}=D*^ju}c9p6}KlSo*c*8QlCu4c@oC_`%-;KSx>bPc^`Z#Wd8 zq(n>iGDR^bT`+Fy?KLr{R=yb?AUG}UwowP4|^$oPoQvc%@wV-nb>3}lrc*WTJ zzUX#$vc(C~*YOI_iJ%(Ut`962W9(y-%s+rr_}Dcx(8$`XcgKJor6nYRztAIqWY7j{XBnb zRFporW{B29@YeEUnuH}&56n}{u;EJI6WeTWsZ8J8HM>_jpPyiHimIT3VPSA4vU0bG zClB%YVq;GYnyCphFmT)-)K0AP;(&e`dGYdl9{E$shJ14cRuDH?+HOADbi_@B4-vS|mT-zdSYoLub*redm7O9Qk#0~+6ZA#Y-wGLbGtE@}y zs+gP(zz{F@5?ew6`fnmixp{jEwSWK7HtH5FxVmNf~_?S|NDb2pXPcr;@sBE|C?Z~RlOx*(n~A#a*WaQZV<%>tUjYp*RKfg zBWsYUgD46yKbDze!UyVVM#H>FRD~34fQ8l__0Dtm@0Z*vPNMVTZ;6KZbb{MA5mvi0 z_b`H(-o8gpxPM$gTshB*)q<72+62pLns)@Iwm_iEA6kaqhDsa_p|6$m33hVD3Ef17 z^4u5o<`zK_SYcTC(OwNAeNa={xb#>biJMG+Rh>G&lnK#<;Vhb0W})N|H9}MP!HFKz z1pR8sK3Lw?HMugK8AwOD*t@+dspE|6qaQCq&jx`&w_zaN*SuPV4a<)olXCsL`aqy~Gntw!e$<<}U*1lWwxa&he)7Xz!bdS4@Zrrq3&xqivV zeUv-BO37NMt+%vji2Iw1$5ZsupLVmt4`?)rk@TF z0ATbO+EN~hH-VBsWRX8t@xaPxGW&IBS-NbeJ5B;k@Qco;9Je^raQov9i5Dr&3J0bx zYoc<5-=VxbLLR&Ak4Y-C%9#oe8@S$MZ`3GYI^&d%+_c$L?ECS&9kHs%f%Fc%{Hr7`FuTPYQ1;)_y% ziN~ctUM(ra4eJpj3)+m=@daD4P(JepxtG@-ZXY{ckDZs>cGTVE$y4>d0RFE&gGR$v zM?jqloV{WsD(Xy2)#WZyJb?4^=0Cdy46s|+hB2H2B}0-NQ04vK`TaelFVYma^8rei z>{KU9Tnm|X@uH(vM&ls?GkIyNQ-cEG@Xw#WTGv1RO(z^`fp5_0HKV4+<-aWEuA)Is zLl&pg7_ghjg`?33Z!Hl%cUh-rf7p&jquXVw3Lb^K$0W$3e`?k zaQfqSzYWtFrM~=q1U=Xp8dq_ZEa)qKd5*9iqDC-@GA2YLr9rN=8)qPz0$4UciJW)Hm3rgq_VNEr+v76$_T^BdkBXB2asA6b zH8KFs48Fa9|K-tnUzH$#(d_Eg|Bbqt9>cS_`c`Emxv$9^9vG)cfDKz_iIqI#L;yVL zHtN|^hozBfJ(S@vbF`;?QsC_=Sb{zzXH=$?k0|kB>TpHJSCAa$Q?ig#&Hx9C@N2+qQ4Vk*wE@oj*B11jg7APg$B0n3mM#8zf*QxT} zYh`p;8fWAAUb4if45oE^zRK;x8E_^dY7jwZ7um_`*VXEnh)T~aJnNfExMs0%H=7Wz z&vcm7cn^671|=bO*n={{X7b{7Y#P2D)@s#*20;**lp?%Od`y}vIqU6I!9wNJ34SaH z28m?E04(qaCZ7ai7E^z7SG5%;3x^fhjbRxkE%y@6tM9veEkh?+vPKAI^{CWhk)R^< z;`Tne5}}=L14KL4#?wl3P}~3nfcUR+%rtT@EEQDB|Kh>M)cP4n#@7$3<#iROp80v| zX5{Vk_q{?azZjV8R*TmYL?ko1$Y3AqvtE_S&$n+wD`0!LmA~S_!9T>>b$1>!yxw>c zhWdVdX+4+-dv6xZt0*n_%VkYflKWojndBVqG2OYfjK8!wv?7-|H zS97p?qA1tbA!<75m)K4udR0)8z1 zoJ|I2uEC>Ae%$Ku=T-3dbH%@`_Q6=}IR}|CQkNA-?;m!mY5J>e;zvo-Os#6cCds$G z0{wI@MkJl1+-G&OXJUB<+&-zQ1^Pp4dllu+Sx6PEp-aSPG2hR{(1Uu>f_lZZioMm> z8k$3UFOEXxLj~)#tjyhr+IC9LeXzg@6z&dt-dKFWxk1~5fAQ0!}GSJ3A!A@ zGjEmr5m8m!R2#J&$`!^ZUjG3ICY|Ahx3jQ6SM=$)EQ#jp*=Nv0REs=KT?museT`YLW);$8t} zb)39#JPSWv`LApS+8zemV=B9k)WD!#^UXgXSJ;8EV67-4Y@PicK@EBE_?KOwn4vVK zCyc_)BHCrRoceDv&+K{6X>&-rM7z?BE8a9lvNvRId(F?57%#>I3ZxB|mh_E=2o5V0 z(JW$889oS>sSMcUeSA;tqOgd8GOr97b#EW z>CDeBv)Ald^4YjNBSnzffvw#6piEp|J`lUPRzB`+tc)l+C><|opv;(gAJ;)h+}inA z%7($2_50b!tG%1ob@cS7kGbdy4nFyd;vfvsBwV7f>@oCVnRM{jOchP1LFp%pM#)9t z-7v_If3#GQ_q~AnRI#1pt3<}kR60-t_tBBQ0r3(_xBU)i8fH`XIoQ3Lv^uLX+CIQ=0}Vq zv>_pv7ZtjbK!Cd?Y_F)C{m8XowA`YVxYI*_L%A?q6`L`+1LK3tPTZ~T+lV4)Cw~6i z7pGF=jzES{L;zlk5}>4rvRycMIxC_tfEV`b0w$-kY$Fs!J>Y>Hunc2A(tXYz^wU`b z!YR-zX~*3RlkC0sQaBp!uBdwhH@1c*k}5Q zuXjCmFx+hDk^NdUAc=!Ry`f|hK{xbCbKXP=YcI$eL|OR*P7;iHY~gQh@dXmd7tmuu ze39cZBRwuGWu9S=%2)Z4F^>pxog0~B#1K`y>NBCA_KMl7JG3~_CrY(V;!~8CN6gNe zQ(on+RQX{;BHn+p8G{hPUNy@PJ&NmpYjy%`sO&`XkHiPcSp_gMeJSBCKHUHCSA;qD(gvBk@gzp1|ub9Vhg zvkeq9SD#{@y%%@-2&QplCIE@fFZHd;FnrO%Y_$^#d6QVyC|+bo~n9&d*QKBPmjVoU!cHC#`qc^B9@G!4f+Gfi< z$Jc#&ZAHSNS+9MjT`6n+7Te9G2gXJ>M|#I;)(Eo1HV^*hhhyV%5?^EQ-OxJQEbI57 z3to~{zARBt!GAf1R)9T`fJjQE%aVhqUz1Zsh1ud{uFfp>_q#}KoEK7oPO`G|8Skjg zqQ<1Hx9JhorebITDiJ%5&Y-(3{S)C~vqgrY@>z}3=PpHddlGY4TQZ$7NVhxP&YO3mj6z)? zmK;8uQ%)2&bmiAqyN1Jw0gFeWxb63w?xsrh+nME6cqM3(QNGU~>4T<19MEIb1F3fe zH8FdJ=EN7&fcV|wyX*TBPKh@%L&^C@enZ8v@RG@-xzXQDfSzzE2qX=0t)DwWOTKDk&@qpFL{IDu z(N1fkDBxz>SD!w|rtfbW;o(Rt`HW(SsKGZlR%h?rKl*uC-=ym!5$xWT|_}RB_HrqjuKVTWHp9!*}xxO{rv{=RyI~5Kvd*Gd8u%C83 zdW1_c_&BFHozU&Dh0>gIQrSzfdo^*a4`A^rCXF4TG< zr5|c)BG+dGc*czqH?Kt{{afnGOm3tP%Z^Dl)O<>lf3J6nyl7!I2d>>X|B)B!A|0fMMlH+^9(ks5X(xExwVKR4_ znBH>DXQBK{ci??HXr(1IJz+qq#zjx4fX+!iy=&YnTw=V88rzJDcqHZbtXKyKqLB_4x*IEP>+r z0Lv*OL&3*evQl;l8lIEj762w&MREr3w#8`i6Pynx8?udoA)u1}TvdE&Sv}*Kc z5;$W_aall_^M=z={=ArtVcgpqWV&(CKGq|EMEwW!D&^%^1lm>*2l=6EtXN#EGWoIr zt#RM6%bnhn_35)_&kec{;g?qiyMuI<_+BQ($=sg~uSQeymu+Z@?|wJy&1Lb5dwjV0 znuewHAPG$E@^q`m42EXM?&#VcJ^?lI?sOq*qeul6;Y|^sUi5%n5I+iz?uj!sHl)5M z;pH_t6-elDZxsaOhVf3<|4rii4EMaKYx7SHWVV$lw_hxA-r+b=ZCA z5ujE3x0gZF*+>8ECs3z{-BQopd>#Ge7_j%>_gxHU{C|MU;C+<#pJZc{qh`0Y^yWi) z09!FMi3y_t2coS3`jIISuNpuTVdhZI{S89Z>k2D-&#dY53z+!qGV?L;N%F|4k)za`S`c^3@`WDm<8>lWjQ{YvW&mRHZEoFg#0Mp7fo3ri_~fz zm5F$L%q;H1+6iX(RUKdU0Bv|5ln8Kci)>z$vPZxv7kFEeV=2@ zK)7VRKK=l~1K2$JbB2oIeQfwt)Z- ze8(%(M%*&GHqtGYa$vRR_Bf?r?HTPvIGR`9gn3AGe^KrQ^}?Tl4&FdfPquS-gGbRu zeVNf&vf7EBaJp&97DL$FeXEnd`I>imG50WH^e|_oX!@DQ6UuT?n-F3C`h|G*!X7xL zV}~)Z+c$UE@_(Hww*6SQtE5Y3Bzflr3R($D=xYGlJZp4lqi^H)Ra>-eXe^1s*CE5N z$1q6Hc_A3r8_^uEzo}!n1FVVCt#Xg17Fib(f#zuEO6e4KIuM9N8WN~US)SIO>ad-* zeyf;ce|4r=C=nhl^S)346gNd1($PVm)I_(TZ_~-mGcg9|m-wv?Rfd1YaE*@#t&%YY z6DYYXIe2B!cWlGAl^YqKoM&{a@VlL8S^4YR&Q$5j#xw%W4L5+}kvjI^^;p;__vhoR z@afK@)Md=w$%8tc*1p333z}#h`fmI6Rup6h8^zHTIU44AHw!MNt@ zfjW?3<7M*A7LiMi-4)*3$#u@FiN!W0Zwcp%W8x;gG7d&_=9h-ji@Bw4cTc_k zCLo+c;5BHWU_(1$3jIbx`iJ5@ynSz9nY_|rElO=!jwq6bg)31pBTzgzv=;=WCGzPr z@+e2@R2qJy^W=IH`NX2yGzdf~0(FUYTLC&Y232#n^W}Riib<@=uXQ0z8)u=4eAAj5 zcKw->Eitl`)@5_Oe|Cjp$iH;=+J*2noX4e^>QMI6S|Cp0M~2_#@e9gR*2O>C(O8eP zbkiHgHB3{MD{dqp5F63RJxwRh1vS$u`3SnDL+M{2DeLIPJBvW6{5R@uJ-+Ufc3){E zii;G$>LH9`1g_r45S4+c60MQ|gH!`PRaH72IVXy*3?reK^>LP3ne9qXu`Zw%pFF}H zkDa8bs<(28abJHOkY}v;#*3qBvBM%tS(+9@F?_c>b@=jzk(oab_W$tomQhjt@Avl* zGJr}WH88*oEl78&#E{aBNT+niPy!-dN`rKFOLt34*U%v#ApO0MpWlDo4>=3g0%p#f z_qDIRUz-jABJRWxq!v5;mZqI?{NwW_87C?M(|`jpA;~qLuAU!S^mp2XK?}!b{I6Df z#MJGu!qOMX{Za}P!6mk-8XlI434Ss4?VLmyhsliZhq5t{xJGLR8ujN1fZEtJ^lCKB zj4LuBV{8OE+~N?XKz}%I&1s%6LV<@3i~BX76V@YakGQHHF{(*4cn9z)S_d|dIo=8a z-6k|SCAud^70Xd7$`KY~21UoHLR>LtAMywW!n(xv#IA;gzc#7tO<$-Tc)sJ-YAPmHWi|^zCh9oZ5^cmrSsUQ zSpCX8gW%$QJ@-{c{;CqgMQ&o6K1XgGZXBH5GYpDD)v@o_-hUq6XITu?#LJ>w?hiWd z>E@p%yf=6 zS&@~Wxwxl(JuDX}_($>y&TTZyWO`!x>5O0eHWQ)dtZ!fLREtC?u)HUpMXmtLdw&0I z*A9S}$pqM#TcMW~sjZMI>N9)*1cUL|lJ$UNn+uM+))qN?3S0ppr{DaCm!KHf{;%$0 z*Vpagdpq}Zntak$vmqg)EY-;hOJWe`O#c5c!H3tFm07_Pb}%Zw?V4GjRP~ zLo`=lq&`236AIou4R1rl)9}Q17a1!;DNA5HXwgdg4{z-=o$c8sF3r(K_>_I zUzW16b<#Q7m zexzC36bxW2z|_yZX;P7!w$}eJ5>D|XekwZAk|9WIW%(*hXx7g;H|vtjLlSonmW2a7 zZyBQgt3w4lC&=VY5gz$7PTFXl^tc&}#R~aiQRn4@22T0>Z{<5#wB$EBsP!#)B87NZ zutxr*-3fv)n7Gm~(vh3zC(2)^Bx^zY);H5WvP^Dol7H^L)*zuv@8o5^Wpy?Em&47n zk@6+!kA|~(nsFcv_-7fM9z=l9o{Zp_?kNa*8t$0~lKka}Gmb^o=E9`uxwC?_2>pF&yNb;2yl1OGxoWJ}%tY?CPFJCz#FN`Y~ zZ0n!`-C~kHT=#jT^X!2q;dM(?w#W3d9EwszD-@Bz@Mp}OAWL{AS9JO*8~^X_E^!}( zd^3PRR+%vBjP6JlJItD{FI|$`lA<#M8KdK2iQzZqe_Zk`JjPGaCA`li!UE&s$;cW& zh`df*^qafC%NUL4QCaX_{eAK3uGjOMnVGA^o2eFdvD(ufjlVM*kDs;1x|O;2sk(<> z2ccm`|G3~&8*;zro(p`O*KEjEwusAS;c?y$Ml&rYR+G1j)q^5C$e}5j51otOKoZSX)m(h zocLi@R7fy$)dE+LD0>h#8MrlFNt0+RJbiekQ#SN@eYhI*p*C9TUfAdEtkJwoe`N!5 z<4nV;0^URBTi6I2yjWZbix1TD0@1o2U`Za&@9WNVPbJR2tv8gVsJqn5i0OV$6rP{< zrpfnZ$dG-)WXEUO8E0_yWyQ%OkArK^_l{ACa!=~(GywX!IXmh=k~15oNqZ{0$+lc) zZ}RHJwFT8RCkKIv2DE$KSv(Bj)SUjYdnHQUsF&OFN!s-;K5VC{lC-<=QQ-8Uu7rju zle6=JwrNn}9b2XBm|EHq%<_Nx%9hN*j%p z&A)F2S5M~5%avE`>gD(Z13;Tk;}&Am(fz}~`&v6wcDq8JB*Zg;!M7S;W1p7l(h2qy zL+)leW5Gg#sQIs#EpZC*N_@Y@T|e;shK~-MjwSd_v-&~rZD1Q;T&BEaXJSsv(ASwH7rF&PS01F`)J4-sVx&9-*2cDhT0|G_siTiUTamNM>z2JE6A!otk>KN&q_nC z8lMSkWj>Fp5j#4eYkbD@CzIRd*Rw2THtn8U2qjHsmFyq+HQs3fcD76e(}6N8+ZQLN zO)CBmi4CE$(BDKP{vmU@Lb$zdpy^~*=OA_aOAr1i@}3O@Uh3rsK?AOFd@=m|*Dc>H zS)VD&u4+2U-A1g7(_TmKBBo){V-ZTuN14W=-yn-mh-|Ie%C2?`J-DgOFV9F{G5W}&)lSr*nDH2YMUp&5fQdkZ&PUFImv^g zI^72;DuM+oxyxnpHrVy|&z1@z`NAWkbhm=TSd|yYg z!6J4$`-{W34fQ~8UMI*+Z0M4y!sa4Uc-9)i8t;R<%EvG?*uWR5c$mjy2v=B&_hSog z|FHQU(q&CHW@{&RiOGVQ)f>Q8dL~}RD~4Io#62ea@OCaH=g3CTl<;j)8>ml$ zZ*$yWs+q{cBy{tun*gsv9vj{mohXsAm`XmQQ~H_iyodisHJ)=1@s0-@`ZUu>eRnDs zr`@4}We7gfJB&9aTMK|OBH(3VYM)-dE`lcnfL-JS%cB^3@_TdR#ozhh>+SVSCRrEd z3fGgsocP#ZyL>fQXQT6lE46rCp_{@}vPqD@gEN6qzm{ZQ?2 z-|_U!JF2SzGF9Xci44a~e(0G&@PWx=(ux!?lMn)yI^gOf7sc5DzE(Jr^=7p2VHf57 zt8#;9p*3@P${|loWiIOSs&J&*W6q)jNB}0UUETqsAs}shvalU^crpLjVgHZqFiqki zOTA^}t3-RL@hGXyQ{Wk4kGFZrZr?k-jERfba7stvwfU76o((N+%1Rs!Jg_AIv4ow+ zbwoUII!1sOEVa9wc{b){(zM8IdC@+V+I$|nmr#<_kn&qA|KK41^xN4Y*P@qZjo*^v zH8SaetkGTH9+;-Rp0B^u!3xtxiq@DOFYBi!Lr3Px&N8=M_{0lT&{S3&ejU2VaRzPKp0?3XOJJm(8JxJ6s9**7bxaj9%pBiNpn2L6==L zEq1`F6%+&aj^-^qQ^=`3!`{_x1fG}@Gjp<`5-7`m@}muRKr5nW7goF;(h+DmQe$ zWyQmVh!D0GF)dByp7jmZp4~2UQ=q>Mv!W%Al|`1D_Z1rq2?@J}5D3Bk28o>r4y=me z3GT54<+F_2ESBO~H?-=^H8zaZX4Upl*CqeyWN^n8KV?SHzMzdXi=5_gxX5Lg%s{o0 zIlg6xp5+wyzQwR?<~A;QtU)H*-28#za)ie;MszC`Y5ei?8yT@G+%>L z>HcH4mWuP-m(upq&ENRgN9*-IHALca}3oyBaOB|+W-9CS_3AC>P zhy8yYA@`&}c;qG1B=klrej#X2pw~Ti%~y^8FRqcmB00K@zod5%zJuNo%CqjY<-{ zJZg@8Eo+v-DG$_!{tib5cssKigY&gd!^GKV+OuZVG6(5e&7ssEl|GJE{2WGm5)Be* z&Fs!2KA7xeuxCYV4BQ@S6IJds4{XUs@weAn>0muUgHcS3dKQ1Y=S}r5h0DXMe}qwR zienFALV}}1T#F0xet#Itw@soyqfSVdGh&1g9LTV}raH9lAjwb3>`WxKF@kTnqwx|FXX%mL1*og!r z(mXJhgBDJ_hf91Ls6K#Kfz6-L<=-@@^NlAi-ESOPS(I0}f}c3WTv!r(NlI83p4A$Y z(`V6M?P7QL%8pXt1cwz#&#F^@D8%*S+heZ8a2B`m78~Jp2)FfMkS?wRl*J|Z+O=%( zhV6nBsn;5`+0TVpvg--Q7(84olARR~O8QOzwOe1p9ncFp0Iz??KN{u6UH$*{WG0ti zs2oZgeh&B@ZgBmd)gQ2nzt&s3yww870H$qopcyj<5L1&ICob~;tHu(^aHogJp2qdy;*lpwR5;l+_Qe~r9Wd7HrZT)eq#j=bhwWFl1e1| z85v=<7@D9&+)how)Je`~nx%K6A4_BxVYKF79UOjzSJWZcDwnXl~Rx)IV#u;hxy> zFO9^sSyB%d9u5Y@jfz8m`Hb2Zxq*e@S85K_z|FnoFE;(34FMZq|2f=lKS;ldmOwdl zOqAf?JF2d4q}>Jo52QHor~JcdF3ZXImJ;xRTwYig^yB3Ags$?CP>x&a9tCma-f5$f zr=d7Q){OJ|1okWm^IqXlV;{h2n);t27>xkrf4XBAt{H|*B^7&@cPSKHQ zqymARl;DW&bu>Z{{$Haib)7BZw|joFu#55u49Ff03oHkCmCbCJ;8Rtbsov?Smlad| z1Kmmr3xL+~hO{5|$b{lrsn{|H6S=jS@QY@z(9+t{uV8`wp)sWf6L+2903C!SHAEo> z5);G>Cpj zo9p?HN9rHT3lRi+7GVtD1cE}C0m__`6#GV+c8na6%^M|t_RheJLMdFtE}cw?x)Uj_oKB>Ro837;y!WhAj_t3JwIm75PSdD>Z$@#TGf z^8LMMkOBe+N2Jb9*2pDh9(?eGhG@P*^yy~GQDu$&N{CC~G&AScKZm%&A1dS(SmW@ z^b3mnD7Q?8$&_-7Fsj@nIW-@ewF)*A+eRiCK?y_trIG{`I{k@~#ut9}y z7=in-*ia*tZ51PF=T)p3@uiK=yjM)e!mjBUGdb|!n`D}0Z3Ic+Pr|i}ikIEbHJ$e^ zagq2r>hGqAj_+qNyvW6Be_s|~MDg*qz9CBg>U`t}2-iAjT7jDxsasbyPJrjLVX^9A z#v&z^M>oMlaWd7ynn&)Xgd0_H+TNO^j^jJCRT(_4EE^{wlF=#k)~66;u9u|0AO5J>Ea+rvly zkp=cIY7HarqTX5&O5*+t1>-u|d;}hkbo?Z#N*5th7O_VnyeS1I*{SHAW2&v2Y489? z;eQoz=LxIDFuDHQn0UpRXK&&ug1!fh_pUQT;+38qp;&_uf*_9ywt+|3i!=T(OIq&s z=gSfPdj|y2nMb4grH~%^A5-ro=*H!-d*)s-oOOIrTbyUJDIESH(M67`rYWSj|KuH- zVh@oIVtD!t7Z#4!`3y;CfDEYPu`HxoASNRVz{GTpiw2HC?+e&|e12<1;7ZzV9{$B9 zl3&kvD9A>@r^a{k$Fz%*S29;Jt#)jz9x82&AECuJ0>R(aG;2EwK9c|{Hb&B`;kT*v zSbtf0mzI-vjtd7NOof$m*}N9<^$7UK@9{Nw*0Lm7?)4WBFWccwKznta; zMZL}#Ud9`~l1k+3#~pDEqvzC~M9iK{ zun~qMgho)GY8rI49cZ?mGbAZRJf)U2IQ=wFhkdmiSm7r4HPFSzUf8u`Cadt^|w{7Y5j1q2Snoc4ZttKXLUlj0*Q$p_k9f%r~D6;?}YdM zn7gEv*;(r8%(-X9(!d*W_=m^Q_fyUG;sp94>qrcPF|Q&Ef0h_N=gXs@x%<*CCPLC)hdt8QS<*Z3DX|1^oTg| zOOoB!_9Y(wya^2Miexups%M=*zN}z(uVc948nPvKM)u$XR7E6QmsvfMIL=KqOW_VK zXTl{mH4;Sj~4z=Ddd$gc;0Y3kgE5ek-HDx>oWPfpB-xe@F?#d;Ol3 zys#zqoRFmXb{+YNNmY!fiCJIWwkQ7gnNj4Yo;ddu7|mnSuQlYr^4h<6eQ0pO`~6I| z)BCS;F%FQwlKqeXWnq*htmrV}$c^wZ?cbJuD%f}4>f_vGx@-gzMF+tD9t-kM5x`5I z4E?u?AI?1k-o2myZ*D~fHJyodv&HT5PvG7af1jltJ;{7$K7P6`EU#qLbD+ChYy^<$ynaIm!Hdxy5lKqs&e?f(J;IJb0 zcnP#I)r9x5aNWfTrZtHHr-9A>S)?!d2vw)PB8Bx zy`RnQV`|KfZF#1zcbxCre-J-KKrHzO_3LlJ4@aJJS!exU?7(+ceIbeClUED0zupyx zfzpLuez5(6AjlhcC?UY+F$!sGYxedJJvAyoMXXh=MQw)iqcG*FBol{1mX=U478rs% zkziCSmBewg|B2S$l9a@|t#5(N^uxPgNK%b z5fu!~+$t|@vF^x(TMewmIZI~qSw5_nATBgq0zbqMGzsz$>&&r}-Z*!dUY_kuSfXdI}JCf z%l;pr7Ol3|TR~y#u1F*9DkN$qVTej{VkhcGn_?@HTA3R4i4~33EHDAc{Cs`Zz3^j+ z-3XY%FuX-APif`$BUW-E zxuGtK5z4itzDv$4b`eUapoVG1cZ5_SbX^0qw*)>KF4kAmUS>$?JqU2xfVpdUd_6)o|gX*9-XrdBpR3yH2R>@qn`vo>>c zmckE?G`@uDnVBZu;x=zGt3l~Z(WKz(cwqTL!kg(mwv0X*dsvP_CQfn;K*jsdY_E08 zbXno}u(;PwnRT6NvvyK=SyEh006+VCAK5~7xBK5v`*AjK>nw}N>c4VbzVfZ<)8f!B zvB~l4+nX|9OLO|Zovfp6wbts{p~GuU_?%t)7_Q3Bk{kiZNHoY7F!H2t#j^g6Ig-iQ zV$(^LiJ`RNGzX!6i-lKsD-m50yyc-FTS!ttNj|y_X+J9w$(Z4a|DLGTKSRbP4+=UV zK7XD)m>0yp>@4Cexv#}opSnsf+Q*)5?v!5M1PT(`s+`e=F=n_Bj>Z}0Q1`Mi-ve!i zjq{EhL?`0HZ2j*ZbD`zV6JU-oJ03ANStrMHg&zj3KM3tdNW?aZ7CMFgDNIt$!WM9J&$$1l-jiG7p!s7z;Mpfg|Ow|&xo*;y#`zk_5BGu z{A4%zQ=H(86gZ9tGTiRXOyuN;%AatiGnRf%5JwbhWyH^+{6&}^iSEwv#DPrNPidyG z3w*+rL54~5hLLOrI4zL~056IX7yx`$-MYxf>wn*4cg^8N-#oQo5M(F?&`>H7jB{bh ziz-I>{{uaHzlQ8Kd`K$OE3bd3dU;TWOi30`)(k?{q%9x*rhqZHDb#r21Ja$j!W;*Fhen+P)--!9?aeuP4Elg@fNX&PwBsTR@OX}McnGAVvjT?#<pvJdnP?h>xoL%mIkA`{DO#y@=kCG>d*~!YTPGTGn(xF}2NYgX#k_|BeCz?TLK+I^?oT=)op`nKIFc zZkkx5nT#7OMUqD#{~H2T6S}{hQ|;91p3zF$R4b<_Wgj}~_kHhh>RXo?eOob3iFm*5rV zGrs!if6f3s>^zZJgcfZTQGDsl6d-ft2rD1@3?6de4Wl?BjBzl%_SSY+a(v`HWu8?` zjgF7_x}0LN$Mlyb>i+RZrhyTu))%eiGI6H3ytN#obL~^@7+9O#7q+spTxh4tsCf1| zFd(iBi%;-x(|u3CByh&_8oc7$=DH3))DzjGyy1E;iJauHAZOhQhJ>7R3l8n~``H$r zg2VfB>=v=|6|C*v z)-QVSJ1}d-be3Sf8ItN-$WYGGFc_mcXv$D=QMgLHJi|RO(uE*Fsch)F7(O4x+-)V?_e) zhGN$HT-tDwm>+%*;H}F)YtO8HR~~}LO^n~{7|40SEd?ivft8inl)=H*0T5 zh-%4tDq*wr{ibZQ6a>tM(TKYB&o-&t%D& zvZ>n(6Ao+??72+nc6yrjMDT$M#0*wXtEJ*Dwfqd!$>>ZytLhH<+Hf&-n2R>3lx*m3 zP+5fVzJ!)-zot|^hOgf8OJvbDFO!XkKkt#c*%8~^0)$PACw1<0#;0CvB?;&8b&YNA zX`P^MA*>h|e>&lTZE)PC#1kPft8>A9Ei@l-Ts+;)!+Hmq2Y-D2KTvPeeT~ekMt|%Z ziSP4Bv(^d%*P)81UCv^=z04dy?Y#ob*pWNtL9Q}($kaRDugnimXfaL9$Bn}ph*8)c zPJE+I9i3M;t^?@shsX!Y`rMXUzS_qa+hZRzKp-wv$c1>wvTXIl5CdBx6N!BTzs$_V z%xn`pRV-bANHhd-ly-X*1CHw1-h|{2($1;opZfE?X&ajPw_|@Bdj>mPQ8?~js5Fv2_No#_JGB6y;FYpoJ3eE0yCQYesJ(Dnv6&Bp2(Tb^oW63 ziLz3itHywfbUzM!6iMT84ny~`i%u#|h|{?mdu>!KdfM$XR^5VT}kv;Z$q0Fv@>qp_h{k}iT-5^^M&TiAG6 zDKuUGWlWp}_+tr5(;G;LJTck~_`Q>}rBYc?q6E|FZhJB+Z(;>6Y3fUQr*fa$JNuVw z)z!5{w;vi+g#|mp?HsG`d+(g4&&rnUKe$1O_f+B1=myC{j))t%Jz*_hf3oH{G@oyi z*n(Wa!2vj!v7DTUL2%Ay!L*(I5rB&8!uso_Aa{h?g*!IwVWXhxnHg+2J6xqUjt3uW z7Sz5J-IDp!{i*o3D*aav00T_)yubtM-=6u`^(P=v_$%yz^Ityz@)>e)tPt4qz2CFB zC4b@T^z5s+Pz1L8X9l@Rg>(>t*6a#$S$k@HJy|**SN6L z3{41e#ug%kMl4j@z9@)ZSs3IDgc5|qqFqP6qky~tX9|-Hnkm{$GuUZpuhSL0P0A%d z&-zijhL@*sXp>T^pq=^2^^SO&bJoshW5FTtAZ0lP%1`| z>3X)H1tub1w$De>6sC3Ry((NcE0Ij^kDQ3ki;wAVw#D!EesDnEBQs!8B=(oSDWU$QpXoz z&^B({>rXRxu|Sul<%uF93fJuF7lMKC4^>Vb?xS7=KLAu_AaHYiu(2~|{yF{IWKHQW zB2Ja9z#A=zVElVc_f^2SpCnQ1*q(QL7Cc60|+;;M8os*1M!P&r@QvC1bX~($XJ8 zF7~`Cc?f0l5k9RtmyY%O)1UI2Cx;+YQnbl(3K_yoLZD={bC=)=#oZgVFgF3A8auCvRTGPir zv9j}61%ecf6`={Ew8;@Wmvha9#ZA(($wG0&w8l=vGRi7%1|>dOU9+hPH%6cA5Mn3p zS2TfzdV;fh6ATXa$T)7eC4*^0oh_XXI3?9@pyeO0aVN`uxWL(YE$gEsuoMZG06+#E{}hD`W3-=|>I;dtq!lW|Hil4@pktIza(W012OF~6 z40jZ~EUNI|FNZ$k*z!o|#1%o$5qJa%K06Ms6fH=yv)^;4oIR}~&A+_)*AH``pY@1|9AxY=Rk6Hk{f?m4pc5hu z!W7PGW--AY_x8~`NYziDDp@HrU6Op(U}S(Bw_J^@ffj&;=)8pvXW1R|5)ONSva!H1 z--z&`@2neIPO?5c39x<}Wu-5oIxdAL91A|fn6Fn$>$_3~>sz7WZC8zBaU*~t4mF$U zkdH~9tVePMa;G5F^jdCDU0|3XSL}7@%#8c3Mybgd-Jn&MyvEe`G=4pSz0W@c8Dvp4~ruY$J*3ez;}9l16idvBu<@#+LE6U@v!5IA&( zKWcWIK8hav9mElAFn$WcL3wM7A^KHhi`#^qBi&$UR*1_bc$&Dn-CA&PkXP5OMV-Sv zT>&tmslQ0DaX9Y%dGndAiP`(AQ*ixH!kEQ%v*g?{7B{x)HC9ETX3znY#(J+&1;!9a z=U9DgAWoJZ%{8<0V^k9%M(LUGYBNwNiWrvKW2SQi&!*nMVkAoY$7SV3I)o(x-94a ze0+H)_n{@i{?;k7Mv;^p)I$|5wLd-IW^tybJfWU@@YA7sK*_pvu@~M3ICBO!PRc!k zFF5iv2`FVZpIYN!UYHH6=K*T_bB;sJs?)arffA>?gNLJ8OxdeUWZfArK3 z$kYxSI~HHKYpc+tbtc0dW2&iut>q5pRv}|!G>c(D1HF!{J-!4NBi13J$C>*p3>xaG-sd;+ACfno#kcAkb05 zjs3V0TU(oPa6tNw07MIkcN)4Mvxca(hdMlA<6%9p{oGA)Vw%n&$%+jV&kpd>08S3z zpQ?Uj@f%uB+?;sPSa|r7GRpY%gb&-d+J-EDeCFH6xTfMX3#LT9Xs@FMJ0E z&^K=llZ))%Tez|ct05@mx#+`aLeM4jdX!AgWXu|(2JT+U{=q6x@(@+9J3uZNBQsh4 z&^dE2xA12Otk#7SugI)zN5php4OyR2_GAC4*ZpS{|Bx4>+hF(cW!Q?!#Ta6P<;DBY z4McRq4M))Tu`}aiRvHd|azESv6O;Y_KzCdJc)vLtu(0Wg+?WTvBF{a`zQ%!v>ibWI zr(N9(Su$Y2Cdm7yGW)>VG`p3mT|@xbFg%bNBxmtkwi$hE{R+)+tA$>-R}9p#N}Q8A z#_cr}HQG<6MqOF-Ht@Tc)nVh8L;)Rvww>#;d7e3B+2O!l z>sxQk(a!y*f7sg%tMLck+f;!Fh$|P7#P8&yj4}gt{q*6>iXTD#L^h_&TaR~oTT`vi zwl)~^d{Ds8`jr#?@>3n@^DEsCUj)HXf~GJD!;qKxn*Kn%en z2{>`Y+n(r$`|pUZ#|BHp=6i0%nrLX#M4~~J^b>@)TIwbI2H*VwETIT$b9#YKuX8IcfSx)9zJ`!SEQFy^N?XxtRZ= z#08g8U_QiFxTCcXz*XS>xmFf6%bfxk%a%alvZCPJ<%j7VfL|wB5q>f*pM_JV!fTP1 zs?=X6q#L*ygZ1k=nTM{IEc=6{YI=+e^+1Q};o^@0ttmb~^b?kklixGxpJ}URC7t~Y z5{dNaT6bD)YxI+Hu_xXB5o^#}^Lp!9G&gX2iXBoWno6j93#O<~yP91q^trcl)F}8A z%DGwfQw!2q2-o1lqu9SE}h_MQ8@jDuvF#0UQ?#V<#bI$$WG{bmDezov{bt z_^N{!Vm5wMn+4Sc{j{^?xij>tjV>ASc)#H2_?tWjw!3F3YKawfmep@4^5;scS3 z&FJ2r%iPfl`B$GMtlbpE(D|9Nc|>Bx9AA`rK3sOX7M_|>?^)^zu$yDQOP0C8#5go+5T*|4Arxay-h7oHTd~m{H@%1@}UxA z?wAsF*|e#dqHHlaG^I2WumiSYZ6>!6Ca6RRq{opDV!T9jsvanr+tR=$FF+$6t{fjb zH|Lg7yFcSP@4c=nz{@3)qsggy1_7l-`e%4rclGM4u2JgFqD=qT&EH?5`g z&0r_NUC7-ShjI^AbY_g~--n8!oFMxgN02ne3G*JS;p`vsA8$)%oFB{Vv7K|grPD7Uq2N|*31O>*Q%R4 zyt^QBW>jEc;5Ek0PBS~Q_nl{!VVH7+ll^ynar2aD(M}=wT{;1{qs?~JSAM!KkJHNC zVk4k4?!5HI4Ym}WbojExhLuh0?>Xny@k;)lyZfyO>6+^Xh=LXW4_{o#z0^-p@fgyy zrz3Hl(Q9#89{V>IKRPteWa>9l6p2-MClliAL3ChIGrXotq1%~7WN-x|T4g?gEKvNm z)n$4q20k>5?Vil8R6Q_z$Tu9~n}FE*GsiBm)j3L_FRsxNo_J>sM2xjeGFDd+FUOY2 zq4VuR)eXx-Q>+VRv=$kpqIJ$yW>Uw`9G@2Gr=P)4=tBLhIbYO@a+Gvm>@lm`w<(sh zYu||zWuwa|gVi(ZZAsrNLeDtD#It5*N44Cb?GGwMAJ5Gd_WlqU^VEm>0Uzu1CC4|V z?o<+W3(AE-J-B`Yu**IZ<50RlObCGw<*jdYOOk-{ZGqRXypwNJT&i;Z4*AN`+M?Cs zmnUt}R_u~2aMO6@Cmxjcg};t+!yneU*VN~#eTDKUP-L~w-ca12K>;{HKt-CvSj2TS z-9Sma2JMA@mTclix_U83>+`0pqZV`2!lD|ORdUbK>2|ZZBa|Sae08+wneE4S4Z=hR zvO6Smg%JfWR$pYngGD0(VoY0aFaVhNFUB}8kER{#UUQYZr?E)t-Se_@VQ(Q1i-p8v zD(X&N2LPG5)1G*9=HaB9defKR_~0+~p9TLf;K?8R|G$imbXtKlM$7mrcgRf~u*Eja zQpu$cK|Y{p0}}#-fV{i5;Z{Nx2~c%(f0$Hv{^>q+y&v|@%NOa>V2d+z<+O9;?V588 z&s}y+U9BzR!rqq6lNW><%~b7wl{r}4xjgUoJcYy$>|(ST`gwPQ2;?9^o#9(6O@xtV z>u3`luyU<0nm!|Gf*5*Y>AEPk`m-^Gh*;%67}r`>M4!TK8j}Tct!Y{%sV1LKYMx?<@~# zXo!5?uqQ`862F!M*M3EZS7a;NHT!#VAHr9mhyv6ow<$=ANwo$RHSJgxD^bEU zf|6S~8{tTDlc?}Sg4#f0V7_d)Ir(csKSD`pEXfFw*_nG-Lb@{Yf>=-XsdD^I#7uty zN4|c)ii`@77=3dFh#P1?w2^Y~pVxj7`QY{#+93YV-|YVCc3mQ+4EY>6IPw8d?~ys> zs{^d;p5we}1Jwhx!{5Hb;FiJr%Av!H^thcV)HoEdGtn7wfo6RNniK;fB8GK8?8o}l zM|$`M9maA4Qj)n~N-z3*g3Z9|=Nwx)PyLFQ(M=j-BQ4pW&&k>l! zAI2Dx;n;iWq;2C8*gL@7;Hbu5Y1KxZev2tFqpCbN!{oDP7|r|1iINpx8iYTU*Jsw= zLB2s7o8=6?o_STiOnBF7+>YA4XT6E1ldko2EB0kvJ99+A8dA3|Nk__eiaqb>I1rEI z--jM$TA-M^D|((4?(K*v^+FMRAvw5%YAn88>R0%MG=u$kZdHZl#sr!7z=JzQwwu|>?-Z#tva-n{wAsDq1``~b@dD&AZVfgg7cO#T$rh=wHUKfx#H>Sax z3R`8GN#}S4u5UZL$6uLdccmXAtxIWNONH{1Z?VJTE_;|C*o>&`IYii+{fB&9;L@rX z%^FOiS&0}wO)I_U>+2i7=r{BGQwMIm2teccO(=vJ+C!X>j^DG|R2Z%IXsOp(=Vb3X zd@l+~f2J>+)fuaDsD1qM()J6FSdERnZEy-fQ>1C|U?)gh*VLs1B#Q^E5le%sN~P+#v%C2=|MObC^b(R!E#a45?L%oW=h_nAzDFFpdsncAWf+v>tzHwBb^cA{HGdy|fe8zhIA zo|pTHyqjEAn7GLMoZo<*Gs)G2HAq1Ll&iT_P`EzmiMXfBG9_lmuLps^nCD&;Tf7SP z#r@lswQ;|QV}Dwbi(Zhv!mO|5)440B4%u7Qupv&K=<> znk3trvI;s0zkq`{ow)_Kg5z|pdn%{0n=*xnIKMke?bB|Z7H@4&wN@oA(*=X%H^zGqOjS=U||Ob*KL4z_+<$LTXU6S8ne}OQjn$(8Z5)g#0 z6M#9eyw_btwa6m)4$GhRy-+c?YUEbPr%$Af$2xcBx+tl>S8X=p;B}NcY*6bMrGzo( zTUczdtxzjav6ZW`Gfo=2@#I-pM0u0HNfH{KVg=PZ53zF}qn^2WHG1jkHT7;MTRZ%b=zAXm&Vllnn5>T>Dr=Yi0G25M*jq-5%H{Ef zzM{RdTYIPkE+~wGf)hZjF30PD*qhqru&}I5`}T=T$JCae1hN%lDIRbrY=ZP&A5h7vBlV+vz*u-&k#d zQ^sg*K^txo*`f58K9!&7Q|M^JLxw^V4ZAjE2a`7= z$$R_dse}b?b-=S%U&a{}Y3M@n$y~d^p$T8n#Oe&iQ6c-{ED-a0Us|ufhxz!1h4OYH zSGD5qju5gc|ozET)B)t1nC0z(*o7NRlwTc!maULKPkQEc4A! zY$3<)Gd2t7f?bqPTbH6}2||2XzJ+fvomo;MUhj$#3F&(}Nu9rco?V)wl?C}=j5uO7 zQ#~t=JK>G0jhz{3NPo|4V4|Hm1fllF<1*p->?Tc>cY{2vI%CtSgmeLUMORDNA!r-XXT%5rf|pU=Z6&RvviP-C_|CP@LE zNMSzH0>-&wyh%eZe>4f)Z-vj%UCd=@42CJx}x~+ z=-Q*>vLGEUktIgMaP`<$brMKz|cxR>TF<&m93w1OaK6u;M;}t14EoWZuXPp z00^O=O9IG)c8ii4^FByt=2m)$z|3rgp+s}-V58{O4=xagSPaO;XWVxS`*L&1?~AsQ zYrCh&(Nv}r`uq@iTPYKenjX?paV#w})1W)Ho#h7g29@XD67)PdNb_ob*3z|vWqPX) zaWVEi;mHjvM;wNvBnaJL6hwFXp}W-EOl7r_aEnINpj*<{(AN%lNX14fF|Q3KG^p;p z=o`Ir99xfin-y5DYGGm7lk(aP^O^$PpFl(hpU_Aie?WyVmKEnyIN&>yCF~}GNSrQ4 z@TYlGT~&YL)nU~9xt&k(bdS63y0Vd+P(UOcs_mIbu)nk$8^Bt!_zQ;u*Ih7 zEKM2WS43!`?ZoE~l;#gR9nqRUUnYEYw;HQAmOhiwU+3{;Q&JCxE@9 zuSi)?+B4KeB?6n*-?}4?X*APhept%S%9Z}0x@ScjqOjTnGPsJ(J9%ulr*O67{lYgZ zee%;DFR&ZRR2`uXcPVHwZ=jp5U_do>zNo~#ro^|utMKC2*#w^vU7gx z$J12FaNJ=(mX^9ExbdlH>;3`zFN`ufWwu38*5v3-W!tvqQqD zLZfEGKlyOq^yJlZN;a`dlY9D@7TxqrdVICX>eCSYN___RPPNbO>p5MK9=bWWk(>+X zU-jL$ht5mxbBZskzT-=Vs$v_2m9Y7PxK(7|1u7or&AsGGxKCqet31jlT$ZL(UZEWf z>TGyVZ!4nV=J$YKspd{qlt!MR+oCV|P|G~pRfCoTFVytT)&5nlV*P%JAlR4bKak@! zb#IFkv;T~rw@udQhrE%WC(@J!GZQIOrxFJr3AuhlsC z)J{N9y4W0&b(VxbBb6*l=Z<%cSB_myG-=NHd4nqIvmO&du$sg*>hiNhs}7=l;%%JXk^jZ*5&Yy{nta{JdeSpC)NA7t_tgO2gVcc&Xh zhI>foV4I?{3J-z>xw;7zWF{2;=gYO4RtoPG;1Zt%LAao2x@Zi=t*IUbc;T@Tp4BJ< z?50OIa8gn$cQZm~CH?*RxOI;To^@C-j|nuiGO{V6Vtl%q+1o{4Q$Hm5G>J6~aW&bB zz>0AT_^f{>=7+coH7$Sd$ma3jufE++2$B5MLni@3rd=DTa44}(p4Bn0>9RQ&jtO{D zR2!em@6_>iI#otLiT~4J$m)3vmU^DXiaU;I?m5-@T7?o{1`m&SoiJWh=}u3x9^PqM ztq?=3lEd4U4^8yqTmF&yt^j~8XuPtt`rFC1B?cW1ObHs&GmTHe~doek$C>JHKAx_HRwd7S1dd_-Xj8 zq0KL|QxG6yG65Cker_E-%p;L7cmXiaVJr(00REoy(IhT+zUr0{DM|f$=<(t0xnFei z>QMqzb@q8>txQM@qYwvZ4_w?}Ae=oL9T@|zVUrb*X*BrG@Ggr}9qi_sFf`vdk7JG1 zKo1dGZNGjMC3Hg?fl!ZbJ@xR?>X|M1oL2E$FZ0?3A66>JSzDP8t>7KEvskMl6_4H-fbtKD<;vzfup;?7a1FeVcArmMQ zDb4jZ4VHxpkzDkKcuY)x55zdW&AC=b#9*CIji6Y9u7=b#d=A?^_l-N(KKkXl&evSd z&mzyyW@u+bjs6xk$)Qw96OAhhdZLxyh_M_mP7G|*mwtRIG*GvzwWH>kgvahEhdE2y zQJND$KpR$wB;N_XvhJpV#k$!hQP`S?du?Ii z`-ZhX@(NLRPR0JwmJ~@Zl0XvX9U&*Owg(II_rU}1uD(pMB#F<4A*dF#E+}FOm3QqX zfB8SFyg}Ycz21;!>d{@nybE-_!!8TRYV!X&=f0!ph}zfN$hFGbxE!ApcZ?F3onzO# zMI3$*$fb8Y_?5bn>a!nvtA%Df$G{sdYy}bTx3CA>4(kyFabNN%B)Jcgq5$$%cEN!c zDbi+nO(;c~#m=LlQi<uogK3mFfG4Dp!FzHwR)Jt)S7<( z+fb1@OPzLHfje(xjFD++)Ga0LWUO!I4A?W-AKL-g4-@$dzUh&hVC)@nN}9_tBV;T7 zj-6OsqDC&EAOa%|K&Eoy))~ zUlKA^?G!moDfgjf(p0FljztIm@E&6}Nov}=jq59_@>B|yF#{3fgWg%~f`X}K<3IJT z#+WDDAZe0F!VoqEpV? zv4L0Iz&XC%98x2|-Lh>c{I+i>WIfV#RI9hj3S? z4G<3uk@Kiqj*-#-JI5k@gzBB&Q>KZbA|!d(qTa_S%Y4h+<8s1&!pT!}{JfVpqR&G) z9dxFM?l~j@+G7>Fq2xz}N1 zf8*pV{oCsFXN&!*SRpemSoqQ+I+Ai6I;<&+ef^uji_1U~*)_sDIrCiUg36|ki zUc~qwc+7lfH8Y-mPt8{!Q?b?j@Xr004snK%c{`;CNY^Yb+hYFmIyFKMJqr#JWW20O zcrc!E4sb18l?}v^q~s|dexuR!=8Rhv!y8vuKl+UW2W+#{zX--!$vyBW;OkBrZlv~n z(+G7S#`xI?eUYl-0ap&ouMghOH<{?`XRSj<*~h0}JZUoR37rT+=gVbX>U^{`Kbt!G zI+JOKR?*uylAB zIJX{^DvxIt{t8sx>H;uS40+Gf%Stp`f5^S2XdNWp&IL9wNWT|&t)EdoS zKu`oAp;kFg!gJF`U+6*2uReVuHH`*UVcnEvpq}{qQq?zO^ay$Bp*_>Lx1IvHh0>wI=iq_LGkag-_T<8JC!+%uqRJ$R*U$9n*`2>JoH0PWj z%ufGVM&^N&uYd?x3Bbqz`3Z>21+pt7I=TR6gm{(Q^o{@CqibO{bDHyb3P7la;G`~B zp_CnZZpQH8_y^ZZiin=j+r%iaeJ7*n7NjT_r}a-mTxVTd#YIe0<2 zZX&Ik@M~& z%ta}A=)F3{$3Gk|op|0^hoI46<6)c^Q%qKGr7@Ezw*Jv=@BrE=2(gp1~8*{ajNPQT3Iy*128Ca9Qg!rA3ovXUBZKz9?(KG6loe-x)+i{6Dq` zC(Jpq824lQe>Swto)S$DqcNkWTSiIZ3%}I0m-)O;0Gs*j$r;zd4EgJ+n z^1WpU|8CPS;UKwIhj@S0sL^9hlOakm0ikZjnf0@Z=Y~w4nvGnLgyr^VNFVX0{SjMba6`;bu0?!7TrOVO(0Z7>Kw$bZ4LFhFJMEoTP)oAMl} z4>y$S$pJ2y-Vk7tr}Q?>!F``Qi^OHhEmhC<14EK0N|%zmY9h|5Dt{Ib4H8@Z(fiq! zl#!jL{-PB(f#jpCQlEz-zKd*tre>r}fj^OAWg>5vUKjrB5KJhWxj8UyRNAht?{9ts zM-}SnLAQjO1^XRtYEk~||Fe=H30}&Z<=tw1HM9K%5A*cM;o4XXQ@c-6%tO9!^p&t+ z4C}HMw0Dg^S1FD6*wVF$T>CSu-m-?V`EmGo@R^^C8)S+txyEM&wW63dd@_7RFZqC9 zYJI{n&nE6c*|y~sa(1)TZyu8n0n8UPNgonzlVb50VxIc_h< zGd{`c#3qoMZFFm^NS7CLW2}Iu=X0QVLO>)oBId&Sa*Rpjo4TgEaX}7sW9kr+<75l_2IbP4kgd%_9~x(%0)7 zb$+QNRaJ)L&_0x zos3sMpAv+@DHgJCuvus5WjbcExYIZF`E6yD+r4~f#pSh8rN+SVxO)^0t$1G-{7z4m zo(E+0%94t}HMhE{L4lNHD|_s~Uz38{ry9HQb)l_qT^XnH_w#NS=Ezo*5i!uIW{(5= zD9Xz$zvKZP-TC@NEZI)vNA5jX0oG{K-$nmS?V9tlW0H4egVY~u-PZacPObs_BuqG5 zZXl4GBI9>}LD9>-9o=N^idEr}SS8JS25Cln&a@{%^%-fqXhrGd-+$i(t4jYvn6fUE zF#lR%!eXcet!2YscQEuXQ~guZi)EW;%E*HlB;zI0^QbqQjZ&z%TL25h3dQZh!uvzhy*ul_-%hKAvglmHUn;~!EjuPQ{XCCj+j){hbKk3Jv$+5` zreVbZCd_r@#DOJ^GJCo0txQE2Qy6ZJT9f_7DMd~0KvJ*#s*H5#Y3`Q8l&o)2HRH0V zyGRu_UC*u{9cu2Zo~ntrrsh!sn^mRCN-N7%md~@{!|t+A1wg)e&NF+tJOZY@XTmA9 z7h?&ADZJbYB^~-3nka@ZjfHGJCuHGQ`)!ws>o?j-eJkf9mSRdLPa`o$xtp;`lBW>6 zM>*BZ^&4-^7*9l^Qo#BV7aaeNVyG1m zaWrR_;_l-2KeCZ^8=rgo>*>Jh{{xW<=K}R)mAh)Xk0(XW(!wzZ4yr&XtWk1zUtiT3 z8v%qXtuj>j;KF^|BLu*MpZK`O^GFHCU8g4<}L>gUM7)>y#Px5LC=nMJ z^Ntn+(vZeuy!WMOXJi+-No91uNA|hKYxEFqRqez>mDGWG2ghVgD+^+~rzKblgz6yx z-c-GLO4ge}EvlWA^b%!q;|%{++g2&EnR_Bp;ue`UD$3>{ZaaBY3`@g2|DgfbgEak- z+}I$(P_z~WxB$kB>$0x1FD7k2W$m!oe&RBNPvMNA6Own>KU>9`$=8Lb&vW;sKU^o? zOszld8w2-kT85?xwr{+A-Rqg^6Hk1y4`G{&(myxg;i(z8eh<4Bm5GEV;*szYPggV* zT$zuc4Yw~sVy!!M9)~y%G$eawwx8%6YVfdx;47Jj4eEILLbQ}wG{e|?k-1^#6K$jL zFzGPG8^R!p&Gv&UN<+o33uy((HZ;fKelkJSKVdQ2RIwpN8wwQEL#ekq!A(BNyti4s z+Fx?s<)J4jfHwTdD0P~hs^iaJ%>7M+UH?#c3@d2tmBT{&4$grK^>hne|Fq|y|J~`w z=3r4lB7ujN9HJ@@32`6U6|4$&5SR;MU~XK}Wgqa|WL}f|vhplJ;H!qE%xFOff$Gel znBUE2r4JB;0ONzqLhxNOeefhesMgX6Vmz@N?4G1Ke~a1_)6fym;!&e4?TvS7qumXW(Ag=E1HKyXy%_Q1%131@D%;{pH7 zvNO$D0w%VotE;ekI>=4T4I}WbQ2ARq>#Mei$;xR#4nsz9mp7Qnob7n7Nj&R9_Y)P0 zrSF{Q{lCQ3Zyf7?+ERXr7=a7IbJ9pJg~RqUx7662oSS?_)KO0i6lr%uyPsIcb++cK zz1}=l5-2OpyFl`P9W}sSw@tdbWeLHyl(h4mK*B0;w3q{71U^9 zo;R19jYJ|bp5F)sS9XjBEO&$+zH=y!i1}>RR_2kd5hjf~kX_e%;w|7(rZR)j$MLvw zaxUd6Dy!hCYlUAOxBZvN8`u@M?AE-}{leoV4@>2iip280A2pT3peHG)N{z!z8F0gv5?TmijqY|DIfIk6a`w_ zFcrqgap19V8%IvJX3l>}+p>Q*R}!G|<88vp$AV5A`}rvpCS4&b55aB!Mxj8Is2n^1N@T{zPJP*3gq_?;Gkqd*zI{B+8{(SGtc`FDZqv*MR={s5f z+HVbI5e&YIjT`6>cC?E~0?HxiDR%IZIh748xI5A>Db{Y~l^rW~fXMf(_ov|5Z~%m! zQH%0;9XxM_pJ#?-$a)KGeeAXe-%J)hICc2~hihk~SzV|&g79n&CVq6Y@sI|c{`wyX z^EfPPC@`q&oi;FJ0=$HC5W(vfiH%18fhK(Z1D)0?|IzYKJAM9AROvfMb!iADt!s$9 z>LtgwF!xIPfD|>*u9#oW@iJ1zI8bx9qdq0!xMq<1!qkm+SjwWiA>hM`XqYv^_*4Efqn0 zSbmPm0L1o~n%D zPZu%;vsJRZnRc0$W=$t4_+>LuZT9}n01utnhZp@yZC4eY2tzxF=E*PGa5?jV*RiqA zQ9HyaIRUslky=v?B5le}(rQ2B#=dFmL`sO3P>kH0Ux^9NQ6voapc5y7&>#;MZ6EPJ zSSr`^sOBI4Ow77k6rp|MIS2}?`uxUJk-fF<+l!bevTq-~e=>=GeM&5lFEXrgXuBh2 z{Ok?d3O#;2)YO(&s9>MSutVL{qteIgn-Lq+%K2FDlRm<8UUZImMNTtbavQC!K!==Y zaH){9Ny;Jdv+@QO$yqLmBKg;4d=Z{3=XVFPrR$9yC9)3qBbH#02a3Gb?IrcBy(t$9 zz@6Fc@+uLUQJ?`oE%0iko(tq;u1$j0^J+wLpAukd&|nmK%>Kfu8C#f0ICrq!QAgM( z=3;ig_HarS=4&By?Je;0>y_e?BEAULxLC}dc=%;yxtQ=`fM{3yIlTayhC)Ok#>RKL zZZU~1#HoSYmO?=l;2DJK;QZ^|BUcCLY7Y1`;U&;QK_(NXOP1qe_m|{zyYc#{I3bd! zV@?jHWHYLzfg~F3;@UkVa)2xQnBvBkC*=C@vZ7q_TQj&K?s35G_9yb1hTMMYPaTVI z*^re)@fkPd>1i}UV6x8QZ5*tyX)LE8!CFVH~eXRw0^CNHC%iPeIQKDQV!6kyU ziQA?O?=z+c7~s|%yDHezrbpQm@`&eowewp^wxd}Xl&(pf!Nt2eJTs&-OJjEMkIx}z zNibguAua_l?SuOrfkW0erH;m=ywF8FSU&ASZSv0S9BFhvABDV%TJG4-{nms+K98H) zuVn@}B~48IW!#vj$HpDU&8?rxU0-K~Cqz%TxjVVS$RRXm#QLoX@vhhLQ@tBd#&Fn8 zwQ1*D9Hxfx&I?>z)?P)y4zxaMVHNH_6`q>?GEfh{B(M(T-s>7ZsaqGIG#%QTPg9O! zoYR&+YH9beq*qA=E&ixOUP$*5pXO6l`sffd!`F|z*Qj=}$H`OLsD0tfurt?FQ?Zu^ zg?CibV)vhk>NDpq8EA-k`{o&F&bU;8+as}vx)%C$%|Z_^nT0!ypWXtA3`T+Bx!0OvMcX<72kx^n5_%a_!JWIvK z)^lSXTu6B&2Jqv(qEvKt>5nd zZL;C_>a=kQP09)E8A7X6&WhE}UvzFmkX9X$El5Ynw6wfIi+VQcaVIgsCA590;5bb=0eLackx6J@~5Em!y0zt6x?1u5PLxmLv-<91W?9yIbbd1pbinny10 ze&Lq3Z(Ly#bQXy%kPTeFRO1GF{wp!#F7#sdiuB5)6=Owjo(bmBmXYi0l0;PpdA%AF z{%!WTm|j%HD`1ZSd#E#Yq$WqQM;j98YJ9HpA&^Q)PF+>RLr}TRKigZMz>wpv0RJ_} zSMXWwRd@Hz>(;L4J_ERlmgVo9s??8&6*wysI9IF)X9S0;guirBFHv~5wY8(xNYL+= za7dyDVFn8y@STDe9r}MQSDp;_e8un%ZWnp-5x*)pQ}5SMaxje^+vIX4kMZIqG5)Np zoi-Jv1AjFadV;x`R1h7dsCdZ~+}r&2R`yZvZz;v)x0X!GUH&QssJ3Y8E#axExG5r@M36)Ia9_IZS>p*GBueWkelos~a@_seHf{wU}k$*{r?QY!u1C4TnOZj%|9%T>~ zQqw#~@t~E%4+XfFBlMKlS0x(@0p6SBeFh^wXPpu$g6VvM8;^@DwkL?G z28=OqE)c&MR0I+6%qHY)*5}>&HGb#2JY^8BkOt96sWD!b-FK3uv~Rm2&jaNgXox*c zWS+h$!u0zeQ3%$VhxbziA3=QIif`rak<#J?$EYnU+aq?yIlkaxKrAw`EHbn^j8pyq zhq!fH11XO72eYHE$g2!lMq4U4M@#k8W}J8z1IqQoP{nOT>jKs8NF7M(y{ae_M^@YF z3gvzcbIIapLD*Juz#YnV&SIZjwd5Vu*t;)JwaT9DaR;g}mAZBIeyj;ag`tEheO5;y zMNgo5?rRA;JIOJ6fBh7L4`g8}eVH=q+`^t7>+NVgtaV&D0QqtWV8W@g&^&rkj z=n04tX|+%sW?Ww^eoyWEo>i9KZ%RNMJ{6p8N=jNEWGq2loT`OA=zN5D)kewcHxFf4 z;v2-{4l1gxOdV^E7gGT5uU}T~(n&IgJagGJoe~pmec>$Y-{Mu(?JE`-sqt`mN7+Uu zrZ~o#R06osTBRyw2~%fX%JXdcS95Q&T8lD{FP`|K-6K86?caVP1;3gQ-*5{qv@=$4 zW=PSRTg>st1ukXMjbF-gufVWUZwPgTnp%}A>t!s7E~d|UbyhW_YA2EGTuYl9^qOVZq?W2 z?jaIG8o7gCy(-5@P^uMf#}IAR`b}JPcfgzRDH5sU&=c^%6e6B}2yC8?=sfx+-YT77A_4uFC8JmV zCH^PZH4qdrV!yWc(K2hQnzpG1i#};NW)KURR`^s2*p-N>J)H&jwjA1__VT2Lxk=oV z_J_lW#D8SeH>3@2d=r2+ILSZOGa^C3y}5;}^4^=r1pSJCL~Lnc)@mgc#7tC17o>%M zeMuk93PIhuf?4=CDvVm+B(@rhhWY_$hw|f4Bqfih7@_WN6G6;P2S`8Q^EHw}&&*h6&rYJnoCS@W36~ zVUIDu1&kfmm%OerRZuk5<#171EzdlxaA4u|bmFxNPkPNrpEqp!XEXmrW?a=w`C@1Y znASxY??t0v#VMQSr-3(0nSbb59BK+heV!8Fx5lDXk zsE+l=0DD_xCjO4Y56kW<_rHIikbnqf0=}x;p8Rx0fj~n_FPS~L0p1^&^SgjO{FYcD zaCsS#7B%rY;`td;?EpzUVPE^h0Lvn+bKT!5y+U)+yYZvz5HJufYNt^mmpAAZTkSKkO85RQ^D(7V)=OK4QE!0E`+i;^98yOCSpiB7eCv%BMg{sO&qfO;?B1v>Z9wSxuRd~}E0tLZWF|@YH zu@|m7Wit+c3LaK7wG=B=-vsaltn#wvnz}&0mPSW-$_tthUgVtQd_`V)%r5~8h!tH; z(|72aMoSde+-MD7O2|b4dpTj(3Ep9jN2fri9}_q~D0ZzsflyrJHjQAGpoO>dwE}C* zem`gRY~0~Jt;0RYes~gA3KUVCi{T&vf51%*37#JmzC1M{6LnyS^seInUemp2t#FP- zn{~$NIw)_c)+Wwsw9MpqVimAYFiQJI8!b#|oLiD{En~ix%o#B=Tab2bE8Gd5UqyRP zB|%SrgYW=8@Dgf_`K%D$e!%hJnD8Q@ZqE`HgB(5SpACIwR^5$SMqN?^3!vOZ~i&mHBbh zQuxAyO){_@VY+mp-vl75;bkF_KU1MhjpgOcHz&|HlVv6@PW&!f;)6JrY>- zAP`!(q(d$T^Hqh41d;MylibLPJj8R*kjp>SI;IZtMsh_(|L(z4?Cv?j7f-V=G3w)= zG!|WZl}YHR_nT<{FE`*yq_9B~U|VSIFkL|{Q0t}RxQ~b07J;73fT4yaCUj!A&`B42 z0@r%M@G7xh)|z1;t8=;nOEQ92nY53bLHtc!uiYU$SzH+8N zkk~`}FR!_!@v`Nh8i(o}<$1;hHgBU9GjlGeo7;< zv{iTL$L1m$vvCEy8PD<$5DF;83ju@O+h&eTy$OSFn&$E~e5r$#J`ID+L)^Ph2TWSJ znp=K43GYlx(#yNP5*{z3Y-8QZE~cO_4)W7cc}c)I?=S(qz&P=O(qfKM)2P2)ZStwgC=lp z(LWCOC;tJ|1Fw69@dj()pqsf{fLfO6+u3RfyyW%17%Bf1nhCl^KjR5=pAB8l(vvI< z9=7R2wgJu^zW~QcyY;gq$c(7BnNyCkmlO(q!)L-30yWdQp#)WpT0*Zln!=f z=lK!WsoQl6W1kCm9QKOdlHPv3a<_J}eP0|xuP_OkNNs|kq^4%UVJK@&o<_A!6td9v zq$Ke7lMl^J;ZkSkcIgF9Fw`Rq0e(ryLkcvh%2I1~C~JYZ8I7Le@)EUk2un)PPdRVH z!f0TA%7h)ZYGZd?^*;RtHa5wAYKqz|FxN|1mrV&oQ=cQ>c_kIX%yn__+!KG}Z95QOjzy?m3iCiu4gsN6@3HQ#VLPv#6qa|4w>xB(%Hg&K zh#Zd$?yyM$gy5rCPX#Lo+-Ec?V$T#TTgF;xFN0sVMDm)BfU8?^2?I1T;fUYur!yu< zbE})tzeRIQf=(DFe(e38NeTANeu3HaXrf-QJ>p)W_=jYQS3jwO+X*?NC5Ner?N z^Y8pHK=3nBy@_2P6-s!^o@VxueCQsOrLf!xi!G}JR85as?NzdZA%!o+>9GA5kP;SC z1pheYw}lz`MrrCWt^GN@0%u;7zeyiFxlzsyBTvpfeQO*j7gS8TpDJhG;wctG+IM@h z_{V|26-JMtjs-m~rI{hU5|Z_PnUyhhU>OtU+GW`|$y?6M`{wI0`|od%H!z75Nijs` z?y)1$PGDrAESjJq_PyWB{YNpDk-suNcNka-K#a3u#ApDa1f+COZMw6C_sTYDMvqPy zow1+^8sGO)?Fh4Lw_);LbscU3y*6&yDtT19)#OV~;65Mz6pID91bG(c31@-h&fUJ0=r*Z6>d*?!~36~g*-tG^U7``6b_v% zqU?;1W#6Uz_5*<#if^@SE^dEq9(d!O$!*mLp#%AaTwxBG%wwxZ{yGQJ_{xhjejVeZ z1NhnYl23CQ_h?TJX$#xumrbT8-GTC2_j=M*%Daaz@UtGb@V~?F^zA?o@hqL?`>qADX2tGgjI6*#ovYS9{0nD6fP%7);<`gfDUzSOM4$Rx@4MaX7UM3 zy#=^Kz7v6QCi30@&Ch8&S7ES~kJqocD5}@bdX9$DX+jy=2T7>;ZgcX~zS@#BgSHZx zg`dy}g2}24=Bt9ntkh|8RKYV{w|e6?o?1Z)muHi9Ojou7rN!6bG8GGNZUUn6rrZ8#=8`-Mm8mxO^o>wcWM6ytVz_)YNbdoE*{6uN^7Zr1){19`>r z;#=y9zduc|oN^WCNjg3w6ck3zmvO24OT_d)S^SzGaX-khd&xV%heieSd(7 zY@fC1m4UX)gS?kq@8;P|*${!{N3B!yE*Q#?cZ!eN$@f~({eLzBO!jzahwK#S&sgQ> zAlG(}L&wE)uN27>zk_B5ENNoB7*Fl=3@%rSB5uP;cVwHQt8B#k7%#zVg&Sqge1=cY zE2Ch#oCuD5_kL>9Y*oJzF14L!EL|~gvBYKLV^dIY2Nv6D}QlN>#=gVXZe%%TzMfPu5ks8ZH5U${si%sT??qp5=$9 zqIuR(h%Bs>Tk`9@`Cw>nGd?hcphO#nSgw;i>AF%?#Nts)kpzn5j^52xV~;T8IzbRE z35p@0@Gugu;oa27$iOvW<2jNS(z|E1+u^APo_#8aZ^UusG~L11B+uywt%8TPivsHa z5?@!@UXLj7;p@b_?th?{AD6NKO->IenkH`N$pXiCkDQ<54;Cl;+kiWRZ)1zu=evF! zwgv)@vQE6-ADaka8&+tuxSpi4&V>_1Be^#dx3k=%kfrM=D=!NUiDxl_Bh+0=UMX`m zH--&~k`tuzT3d$r_W|L+3T&n6>X_|;Jn9Ux6KI;I$_**wHs$%??-L1%L?UVOs%!?g zj1B~3ekG@7k(r}FKUL)q0nBmfr3cOTD$VI}k;A*GSt2Z}rSq$|5WOP*MQF)zN~Mg-3QaK?9K z4WA>+fef>g;&Y(alk-pm_K-lqh!KZ|%eQ&ie*={@8fPNB-jYl5H0#2$`+;x}FIvmR zoK*+M+f?0nix-@RWVS-?Ze@jTk5__}_@?1i4zbe>&vgfv$=>(Njtqa|S9J+|u&82a z@dV+#X$N5jBvDg!F-$izcA+D4(zfP%RW;ojX5RF)@Ou&ZWbW_~Ha9eQ($)<&fnGdA zIS~fw@6MtuR7#dK=4~e8vPxs~%BfG#D82&xmN$}<=WEvoQdL}L8Y&xiR3h>Y__?p{ z1@>6Rzm-)LZ=T{k3m+l-Wlkf06w*!|K8f_Gx%Epb`=+b>yCBo=nk_&YAiXc4SKYyT za<%PzfYIKY=>Ii;p$i`Ng5GaJFX{EyD1ddW3^hP2$-jGfb&olPVEBt56H6N6!9*eK zH5UlYkVpC;&AvTY#tP31VUirLA+Q|LcHjOfy$C2{hk1aB}3R%mSEFhohMS=1++ zz`i+4ekr9yl?0)3s}+-?-=}BOag~F1#syJ0Nzp6tva)PXNghQu^j;S_Ro|wR@tE${ z&m$P426GDrtU0?pzLX3qg<(>Er$oN4G^1Q!p}GGMoNd#wUAZ3DF6g+bAaF6P;d*{b z8{(oSczB{JSox~+Bjf)Jb%n3FA0F6)iK>=VvZ7;!W-b4}(j@AWj(xlN0tHzw15HEKeMlId32YCq8y{Y07@b3m4O!%HS<_xOa zNu~fWWXu@@;K;Xqb`v@rUYP)Ifb)8fgWH_eY6H~*V3b>@a zb2N#X#&a8}OM!wUs2P|US)t>DG99Y!XU_lf3`K>ki)7m>jj+k6HWZPe8Z6!Q3UdQ?0=bGX=pm5#v`yZDMp z8-?`mn+Nn{g1?0d-NTf)N%E6=|Bs}z3~Ta#+xQS91Q{(2!j$etV3edV>28$n&LJV; zU^LR*EgediB3;s5A`KE_KKJkWznm{TIJP^!*Lj`i=j61#?6~i*5Gc*K=zDuY;%lKW zoT?cZ4r1H)$OZoNz+5?P$AK{4S;*AUw;_V|SM^A9O{1TKN_00v8wL!E6l;q<%HO&R z>?|;E<0N_+#f%X)SqN9R2^*opLWFPoAg|1?jfF`1Qmnl*q3O`l7dpZVSw+)ren^$Q zV0wfxU}TxU%h)$7s|naRK?NNaqBC-L9hTDMSOK8FEbvQQrvU>ckZJ0b`CX$l;Oc! zRjTCP9oejH5}7SZiR+p-I*Pc>*_}Tv>b+2Sn^@*FN}3*_nE699yM->84(9I~y(!1_ zWTtD~v<^kSF$eh7%Gu+SB^57;z0$UM@|o(S8${^JE3P}f*lE(xFXj1{gOg}TfYSwC zKB5Wg5v9Q-!6_BmZNHjQQ>HGaIgE2dkya5Bet31Ck8>*|{|!7#880Cjs3gkxT=c;q zFG=Uj(LXraH)%y8%}2dH_Vxm=8za)Kr<)lw=|u0S2Bl|Hvr>GNq(Cy|7j^q2)Y3hC zi@A(8Kr4=^!~T!au5dv+?T6Fg;$1&0=^4x|QQ}0Ut(=Hr&baAC>5AWxur3D0xhKbDDRYsE#m+_Kuw?)hJOa~c5 zEl~O?bM1>lEv{^jURVwohb8IIL7-1lndOs^Unych;QP^8?z-h3^Qjp5aFY z2n~sMe?-LFU4l!+EP2jX@QqVHP_a~S@n_Nj25mwzcZ3xqiJ}-}?}DA@~k2^$u#f6rLq zXH7Tl@K%RfQka3Nxb~ORj@qk7KJJ#CSRlC^U(9k^#Dmyo@mj20X85C#gg;i&tG1lR zmjX(xj2D+xqUgIIcKl2OrxfY{ISjWHNbcu=CpkQwxhj{g$yN&NL_SI} ziSBw_Ez3asFtY2MbmkujsIAqYk?=Ks;QWNT00!|G;t+wjZhu(Mn# z&KbUkv;UR~HW4_eH^smUMDaFe)-ft|^jHvi`&1tgx;)XAo!5KHssBKFGkeNYeAhs^ z1fB$tbKV!%7;FHZtAOwovz7ndt; zkIhI%h1=E5sL|W>MF+o1GvIVsZXX2aL9Ed_V>EKr_ARV_U#2a60$nK)>o&{CVd_$k za(n;kU#W|8aK4Y^F+@ZGq-$$JlfDXTBd0@AASS7&%i z&DW)si44bFY~L8_b&|gZoCFhdZA5;eS3+|Mx#8`||Eiwk4ATQ&uDrR?pS?u`Eb*(aete`KR?N1^&6(jM)B*{!OKBoakhWdTlDiim%k-vMSS= z`_K4;5Nwyj$8?&@8D&rn^KrG(PA3Dc+x)c+2>Y#@ zELSV`9-yeTj#*`w%}AL%eBBr7cI+_!jegWciq7CzjFk?&zQ<6)F(RRQVZ6%s50o1U z+l1ZBSEAU>ZdxYx@)I?sGNaHb+q*=XrL|TynO_uovp&4Z(EiAO-d;dhl!c*mUc^fU zF|W@XVW}hUJIu(+$hyyT?=Ia&N(8~mYm>fziAj$z)juHb5E|UFh=>%J{hHvQKUXF7 zEBW&|&MWn&<~PNbGo3tw^`hR*Zj6k3h;`)f-f4w@r+I{nJBJWKru7HP58{*nW{MYT zOntBHdc=F3P4#N%OyZELs-mbQC4J!rdu!}eXE9Ov)2K#HcOG<0>&6q_KMTHRxz%Oq z6YFW1JBq&T%sYfW!h3k_?CX=Q!vCrqt@BH5m9?!>*vr~_{>9dcx~h{n9sk6$jxN`z z=n-Z{EBfsZxAR7jPXvy~vK67q5+EGI^OQ59)-$fPXzpj8!oOmE(iBSZLK)qI@W_R1 zeo*KD)`CN_EXD{P zYP+U=z_ve5*!Z+YZXBy;=0`F+w*3hr(bsZcc`_6Cd01$l;(B6HI)14?zCR2%iWhWE zJ`N+?zAXkCfQ&7RpQ$5%ex{J3`*PZx5D@UhZ$5qr05;erKk5#LdU|SH?#*P_^t3+y zmRY{4#M}CMgpL=VVIrnsE1>I(uhd@$OJ#4_uz3%V;!Z|p?_2mglt}dO^AnTLk6w{} zxFM5jtq-@kL1!<{^%DqhQO%!7fD@S2(-RNo6 ztUZOQC%)NOc9O{{IztDiT}U{-9t9|9A(&$@O{p*zsn+Tv z>oZfcs&Ss!PN%04pGdJ>w)^|yUv)f)qNK?q{9}mUO+^YOECe!5ye>%)uH^slV)7R; zb9{^vBuEJwU;R~g?~jk8%y%CA%d2Xme2Rp^*EaUT?2IwIuRy%8ox6;lp*=GOWc5!e zv(CS~$$v9%2@zh<2-W7=r!OMD{1FYb4x5%rF;uetbdpbhwbxNvK2^acNkvK4Ir&=I zo7%6iRGn@4zcOJw#1!wip|{$LXXYTrgkGH9W%l%nr*c>mm!CyyWmk6{+u{qSC( z3ouGENEX2kjLkDP@ki)qzb7g|K<@lO4qwjN#-nM_?Ld-V50;+a<=#BGY)zyo_W^M= z?ow@eWqTagpWq;J7S8~_GS&$z|GFieC{K1fnH7d!_@futVV-~N`QzSN;v{0u8m-8X zt>{IVz*5Os0?l6>lF0}j))Sf%6okP5*aE1%L zIEG$QvGdSfY<3|3>fHkWEIQ?N_8SDeSgp&O2fiYLFqEg}y#>D3foJCOK=i!8O?x0N zpAk;8(Qa!ztfQUJm=!kTE`Fy|Tt7#Q*&{wquS8JW!x-=Din|YIHVAUh_-iyv0uWP$ z5w^i7+qDx$=%|+Gz9n+tjyOh8*2dhsjOrFvZ2eQX#ZtfvbKUDDuk;?BBAuH4>2coQ z9KOj^9Z=CW;?XPWCPPv~{zN;M{89jb`2U>R|ClPiK4=9==&HqogV`qWSQo>CJLZ*8 z!p0<$Sf4>T@~UEAb)jvGlDX|{v#2{oc#Dxl9CKMmF3(70CDH4e0DM7iGe}xQ|H|N< zsD?APG)sNSQ01>K;nyq%84snxe7gpH-!6GSQ{gpF(4w*=xY|oE%XA!li}s4N zT|#N)T_8-$9-ca{WUanY^ns2=6%|dwu$f zyO8KMo1FbQ!**5+vXJ8cN;!{_N`_r_*!R@W+gB&{b7~m0*xljoyCD+FUyw zJU6OE+LM?Yev+VDZ_t~V?EF1z(Ob;CVNgmdILkW{^;DVe>WJ{kn#rJ|tfeDzsy&2l zfj)T!*IWLArCm&S=EPL(Plb}YN1Em<;^lzc(Rsynn)DM13&Fo4Oq*KP>)(#HAMpxk zMNM3R9$u?%xK?hZ>quiB5xQc(nyKK6E7$k=7EPmAb~i7%&duZHa(4tzuf7-qFby}r z^;KfOb_HCE0*0#j96+Q56EGO92>gGjB-$ugLTtWq{BHX{MlDCsVwo4)CCA8LqqFL+ z$G*+rrv__^OsR>x`gQKSL^j@jzr#M<%+W^f08EiTe@e2gc?~7IFaV#^ELCa{EH*4dYIpx#HG?L)g7k_HlYec~JWPqEGDQJ&g$= z)v?JyR$}KmK_Y=W7HAI#h@A6XZc8yxEUuWYj&K(YQZ){5dfHI>xyr0x4k`~{p}?6` zTn(Wt499tZMvE_p;K{uy_y>v=N#n5n2dZ2ayY!KK&qD%PWtnmwtF*6!IR@_VP@bPr zzQX&R_-EoT4xQ-mCu7|kH#d7PERpB((bU74U*4JP(fJcx9E$7Z>=KFbC!sfUf2)5w z%EV20$x=^@M6;LPzZxa`b#yIqec^k!>)@B~aZMQ}P9#UlNJ~5);t+AV9e&ec;w{Ex zr=M$O61=y~2tI))>SZBMhJ*|VM{dGtE-btq+Ty!-k#01uQmqC?x+27aM-x``C=MmHU=yC0_172cU?e3#YsNlbtpZMa00>mSjrnFJl!Cr)@n|062Q zXwA1jh(tMvHD==W1aIH3j;5%Om%|3mN8BVUzn4X56fDHHK1IBZS2RvYI8roi%4S$K zD^{(sKd2l-((+JH>pibWxj*Z^a~^n2wIdb!)sfcN!hudhO~$x6_>W7V1R#Z_mZJ~h zhCPxTJ{z~dNSspw{RNEPUf%Nka3mN7^Mu{)!!za%ud5j7b8oWufr!{YkWlsH(tmR| zOFOTGgL`uh$8?F8H>NrWi;87e=(ATJqB^z*Cq$_m8pokH#8>o`6|TGu!X4;YkMVW*ruF z{++<9xB4xe<<-rjIcR^<15jKrDet}G=xk$!%YPgc=K5}A%%3>nCM>2i^=*$tRJ$Oq zWv3e2X~sI-(So=CRA$W8Eoq$m(;%L@B*IRJGhngHhmwSS-oPjqNn?;0@X zi#)hPNA*0tWm8B02(I1Y8^Hg6x<9^KMPHcAk_?+Fg`S(G5-DM|9fL1x<)*~us=9u+ z!}*MZnhR|lfbpF`&j*iS+~;|uR8c|_A`3H4x+YM22lu}H3)AI9sY`*q#}XSwu`&cZ z)$DV^64pPE3gC_ictX+oEmR20`T4>+edIK`1xl|3chcJTSXqBGRFv|gYlQyxhmm2) zSGtxr8H=w3oagF@oOFNvD91|3&BW}Ilx&~R{=+A5&ZD{05~;g;s8n-Y14|8$#|6=1 z#+A+lc_aYhcJ5Q(4+^drz_r!dTMuoaR#W{W>`Ip0Yx&DQH;^<(21mkedU~3?X+1=* z56whSOvyHE5h|syKCeqpu3ak<5Nl$(C;r&$ALv5)iWof!y}6rbN|^)XS&CAPyM%ur zWVO$@`C*LZks*Z5!;SWB6cfgq3OwvJ7Ip=t5z3(&_PY7YNvrK2p6Ab+l(H1@ENgI9 zvDQg*ceIaCT=u80Ij2W=w)7Z5eDQ>@a?rD-^wFiV*h|(BA9tfm7V?2B$W@ZSbR~b< zfH{TI(W2jrwfHe@k|D9hLNNxzj*^cIgeQIFy68!18A|43-7MkyA#@2uCM-S*gbJx} z%eoQK16|Hczab=KVQVr4j#GKVv}+xqi- z+nufit#Kb9-#h~ppLxe)FCN;%)VUme<{#dE{2&Z6FVJ76roC9cqt7>OV?P+}xrs!Se-7l5~CAC^->4a^#e-{5(-1ta_RTQXR zuBQ(R0b@~@`nXuQR2(E693P21PgyxveMX-Jpk$uKMHsNky>~nnD1FA}$#_QfxHg(L zeFpO&b)?qn^l7C*pw#s2Ain%muIqN)18(iJ*}}xX2KQJ{!8FovjT|7Pe^Hx<3a_6o zYz}`MCxjc~4Fch8KlZ!Le*HuH&5Qdk&=$0emGY8X|S_Ocme?gj@P zk>!rg5s3{1NC-s6N)TA5ewod|cF`Con*K%RC2(JSH>d3sy~&d23fD07FTZ7`-=5Pu z%R5MA82g&hzCyWClgQ&sXyLMXKg@^zwx~a}@ex3ls(GPlDZ3E=Ky~mG*BqM0oWFyi zG^$-+zRR~JD==W!7Q3zgk^QX~`L=B?@F0&8 z@wM(2EXrs@g|#P@r&D^mTC$xwZ_MBz4;%x$J35RWSdMqB= z%eU$RJH;X-^9~NEd)$d)9oh9nz-QZbE;F&^B(L=#^GLn5`>S<=6wsDWZR)X z06X)b&1yMR-eRD5U21#sIJ0HRSw?<~2IKJ8pAc8c@g}nytqqG3yGY&kH^#;_Oax-` z<1B~1&^LPE^;|;O7L4ej;AZ&R`-Z=RUg?nZP+fVbt2#ipSbWI{mlsAXgM_;K9!n}}guK?74s@{{Ce_q(VqLGp%7Up1cbHjmlF1Bk zFIWW>q)3iwr$HYvG_hO3UCBDQqww%lMF@T(uQ=JDWn1sA8`l>X4_1b4vO&LqQI`+U zyUUGgxn)rlTc3W5(R9z>!0q**T;U&?L>;w--^G|k7@D7f_LHGn1Op~a>Z(~12kTf1b)U}91+6F1 z)E`+g&Pu_@++-J{5#CL zhEqpf#VPh2JF}q2TGahfGdOSuIn8oav4zn2^!I{C=_mvP^;3Gq;nKJS*^pQCH?``< zQAbf6Iqc#X7E|ecYhGA4a+lH6jg=GHu#jpA)ATS!tfn$$bhIYtId>NgjbyZyEM;cy zTVXQ0T3yo4zhtT?R?!MdpH(OH&@gKDK{GUqMkSp0hk!j|_P%i(9@Z_|xz%xkvsvj{ zpDP~1c1)`4kg(}R110Tf{I*Mw^?U-So+8(VzZ2yTeA4Q3t)?5TL8a{}RleUYeA*C!(9)cIAQ;hZcJum(3O^z~L|`5`Dd}Dz z@y!kvwdb9@5%nOY$30? zxd`o((ggG-g6&iDTpb@y7#VJfbiU52zJ&@QAK-vYQutUS%SZ9m7EfkB;I0QoU*qcH zZCyRb3+EoJr+M_~@OhohEg+!I{14O#J}@53y=I0p*<;~GF_M6Bq?TiL%QdErM@(0c z>akGU8Kb73906ZReDtsdlfZjI;wVJZLZ4^pKICMHyS^+;ZnK0i9?i z_LK$IrRkQ4AK4AMJ{0Tzy;`=i?{g<0J5NJEq7q{$46&{oRNOF_9%Y+JNeo3pC6GKY+Gn zV!QFj{SpWN^F|W+G1zAjY#d5a#hCMaDj7cW*vt+#U${1n6=r*(Xup z40mF}S#>Q63Gl8iZHak{H8I3EgfYXgr{75@R^wdM!DiYoytta-oYx=mNLJ&Axr-%{ zb<#m3bFJvQSEaW~qC@c0&*XO2q*O+XiHfpHd!j>zW0|sb@n_&vk6B9Obm@U=!9ktf zH-Sk4uIKzJ>ybm0X6BL(qUI0DZAl~=yY26~qRh@20NDXZig5I0`F`vJ0JXmj*N7rf z+Ias9(IjpB1Km<`LVwqxn`X2YzHUZ69qPw5$FcL3#`&=phj*}6tlK)Nv2Cs0oRAPh zm-g}{*2{AhsHEty=-eX@~_fFxKO%nCPCH?ptQ%im)X9af|1YR=Wze$md0uCtyIsoG(9RswS4<~Z-{V|a@uj$Vg?EUj?R4a@vjFCXaH1<(E7?cCd( zxvha!a$$P?h!<~lfGy_s$04l{Y*zuqx^D3rDp>75wdc@+U8P8@sOmdlw{;I@h8_UN z`*}XpPuTj&EfphxR0h({)M5Qy=S2V0cU-XlgTlC=fs20sWpkPaS4=Q}%H~=1?;&P| zp10Pl(B4>^Vo2xdQZ%K!a%={#j4R)V5Pl5I)%=d8>8AsIip3@alm?IJw!@!?U~OO0h6>EY zQ1D&JmzTEN`kqmYU(M;Uozx{5ek15mU87Qyun3_b#I*>^niCq#F8#DcOT5~5A1^EH zPMgrP9?v(t1vOkbEiUqhBVC-<{Y(YFi1H(Zm8h`18MA`Pt0h#*Ze>(>UbnRl#q4!H z9$2jePQqQ~)mw{ofw+7=74Ug0)K5=dRd*-@!%gl%?*G`cvcA=|0As-iNGaFAPy?13 z6+tRNxRCwel-hNt>T28t6Cx8_;WHP;P*$GJYTjysHbBjRar6OI)3LflrUY+XhJ#-}cA~@cwBJ zrnIYm(e1lOJnsIU>QjR%DN)cFO>k~x>W1bkmbM>9i#`n$K_c=2MteqDWYL@l1Yr=1 zC+6n<*v#{7KOx_!CXe6GQjjM?In?jf>hvU(%0wz35vt2*rL7^SV8cjLTi|!ESUTHB#8*jHkcSTc<#yTJB@sA_g z%->UqWLTmWrD2=6%)hm{xFKm9E1N&aIO>XfMaA6T>?lh`ZZpTta(}h{J1sl27x2>K z!k690mIS|S;ivapUP4IGBOlT+8B9iuWi1rpqr;3MKP*4ObUHAWo|%NH$)z;!I0|AC z>B8bhiBbnjNHXy?Ov-HRFrFewf~BVfI-DCD&~5=8)aofoJW(gs zkdboro%sA8^xE-CceDg?R~?%@9fngOpmS{8VNvF?6J2K26c(qRDB|G=3g|XQ&6SLf zo`Z#ohO&wA-jtf=?VHr!aCgF~0phiIUOYzn?62(1R)N1(2<+XJN!4f-S!xMn9yrPZ z1e3$W{9u*!(6OSpRZ;jXque0~yGB&0CUj5LI?hy*``oxT*Rk|V$hp;-Jo8ogbYBbq zBSSk3NjDM@{GADwsBM8A_5M1{r zCWKSGN9#1i$PF3RS`qeMC)$WrE-2a%I3k~OEMoowhb8FKxLVgrPT6dBn_;X;FPCwP^bC zy7ipXDL>;yM45}gLkO%wR@OkI-%_3SyEcjM6nq1bR+8+1y%Ay?A zm?mEw*eb3ox-ysmAy?>|!RwA?5)`ahRxWsy$j(-|l66|sKy{;47MGO+Uw1H$uW8H* zWS;>83%!Y<8*Np~oc$hprqI<@%6!DwZxS9t5QG&c2c~hL(cBTl#{`L!xa?k4+yXXx z4Mo20{lEG+&l@lZ)U7}v{bg3EV%>*en2SpD-Q1_*2qPcOL$b0ckS_?R*~tkS@N43` zJMR&m+}G^3`^f4N;Vyj~<`UF#Pn-T};SC>vbSeOPJnJ41riC8UAYEzpfDM9GQLs-$X3 zr<%5BN`wt_RQC$#rVcSB7o5<2ms3eq;BteGDnbZyM}aj7d#z-rZhJ{iLZbdi+b7zr zN8pW#*}@<%u~Fe(zJ>38&=7KDkYL>!DaUP+V>hGcIIY!Lxm)RD+k&<|XzcQDDVhTu zOkiKU**$TO2f312=mEV+lHW9U>dwU zv9BAW=&Y!L=_B6|^LmyI1pM1XK1b61h`An-!ov6+n>Xl8zw1dgL7K>Xl{lkx(3mnh zd4<#FZEpSI5H!vqG_if=vO-cV_ePxsdcFht2Wnmi?he?E`pa=)SB86M_EcCo>cBk+ zh&)&;yP!!s5~g9{NIQJ^a|0=+vut!}X|^y8&r8)3T-;@<56mIBbm}-03A!0@F8l@} zph(=e#zM$oNl&D%G}|vUbuwN_otO5SazrY9ugONIjEj6}VKG8T%%lV2a(LHiN;<*S z$nnyEdzi=d$C&Z`-8Fr;u4%}bUBg5B;o_^xa~Zva9{u1DFR8s!7cHsuB78gQ-81y0 z-}4tm5)tEX1=fJadQxR;&fY~?q3r5q%lid{5m0(D$KhV4NEuP$U2{65&kH>$4pK)n$J&vEPK8(@ z5~=P3N;D^mHxEF)YqcTApvfJ*&i`!L|94 zu)LwKZkCnoZeNyHlX)t|V=-ShpO!{$HGaa%TVehX#*tHcvF;CI?~I!#rI2W#54(I+ zZ7*VG8_&*=0HfcVE1CY|U6wF3s`wpj@%v_ec#~cHV#kPirX+>+Lh_en7K4qnI)1{) zAx>RIM(xMOSQjq170s~!_gv;2z7a~6eGkLWKPd-X)Emno1(!!2%}X827r)oSbrBnv zKhirgSPpTAwjG2}G+RLenXfL}v51@AKSg+MN`p|69JAQAIG6}zeoe%u_QrzG zGeyldi6hXs#yq0M}Y$*6XV8tTo#&f^Xn(KE5RI#zhv3Q z0;?}7W}j&dY?W`?b*$Q!zJRy*Knt%gmWR6v12*U z8zkslojujvW3DvoIM5rDoRB@ULpZeY?PKNy6Q3}_sdM~DIv5q*e+*3yjt}sE|SGrB@7IPHz1B}-!wk$g9lTvZh)UI)pzyA)K6BJo7^>=p3kkQ`sX8Y za0-C0mK1P-39SdoauIX$K$0X`di+@s3!F=4$m0$Er+>I+%TZe-ZN8reEGG0d%1BK+Ev0 zqwKqAnehW-G^~7R4w0*6`Xffv+4&~yt%+QZ&jsgu-X}G9SPwhEZE1!>a3c}W*)=-n zoS%CmT^qEc0jxi`?0f}s@i6{@)Lt-D%PR9{PLfHGxoxyY79|3)jusz1=z3o+xU_NV zzfVIdO<%;=1K*g;s%rhV0=}aOz_g-=Bctslm1;9}4J_xkHDLL~E42SWh}JWf8RU-f z4#G{%$Ahel(s_9JV6L5qGV3PR?FbG-H@Vl#anAcZ#oA?2*uo4O`F*R)_A3X7$|&de zkAHq=yFeRSun)Srm!7WWk@b*WfpW*Et~%R(VOOt)#aeYr-H z^}GLW5Sm`r(U`;#`o0&csk!d%mEmTZF>f9A}`M{1wmc94~`s67aHJO|qhW#hO zC=(@C{tr}TyJ5q^(>SQ0Abys}Pbfy7f}QD5dNbd*JEg@mI=Z)q#f^g*(om&!+|1~JMkk_@JmDUQE9AKVC$0c{g7xGmNoraq~8y(~zXhUNPk*=i)) z8wv_v2x4y}Qhg_T>&nkBE!A(cm?y3qDlgxVQ;UI#}+(=3tqb+19DlZ3P`- zMU`o*`m?xj^G*?r_7P>MKC$Th(;I)-qc1zx6n|4F_>PCq63cQT)+_qIG$gU>Y!xd)4;`F1D}~eg8>U# z;@SfslTN6S94g~PqvyJaxZh1rnp*3a(@+i$;FQxh?xSQX4U}o;sWslk*_OQIT_>eZ zp^}J;WC$tuio_iHYaP!=#9&HN%emxFtRG}buCpCls4}mh6B%3ZaZ!||(Y36;Mh=_B zdQjTc4Y7^9h)L z=Hiim-}0OfD9$iX%L%crIgtF=lw`7V?iWeKL>8(`&4w z1dz4>OiX=;ZdV)dVz+o&|*wvx~;Oe6; zRp-g4JvUJ|xKxfOY4NCi@M<)N3Ua-bO7|?qlPv1e;{yaV3x_XcRuc4z`BY_|OhUqL z^$Ul}jOR}DigZsKqJc;5H@uR@_6UT#49}9&mMdoeMlunhf()i8BqzwBItkX8mKw?* zu#n7ly@E0D|_I zF38|2vGaW*o2pk$msY^EqhBiMfZ#^HAraaN2W+&XYs}xN6=$nLNHrWQkp@OV~ zKkFRuR24vkW0(`h_&^Ta)M~r$KP@{*7!Ht2z0HboGw5Al$)s(sji+un6m=1w6;#IgiaQ0>Hll=otQ_>-K7s!EU8g6i!RguY>vAXl?>K{fDb|T5Dp%|E~ z9`p0GUPAuYeZ3hTD&<)2UluseB+_0)Cntro6XFhn-*}B1j_gX3I5tJb_%|dbz2(VW zGgZChAbP+k3makUUGxhN4fdlOrW?nCv;VP}_jKV=4v=Jr3O#AsOR^2~8J59Za>HV9 zZn6_{XrAc01i>t=js6;k!w-BR8bXH!ox8Pbyo#K zkE|`EVZF;nRA5WurfPbI=(cO#trhD%ZV%QaBQhVm&Hg=+5uN8LNx;7Ql!T_o^Ukb) zpe9C{2M4WQ8ipZ%voz=D7)XpCr15?bG#y7#=Id#vnimm_%|5Vn@-N%FBnmPtv0GAE z_p>x)OJ|k?9$8pGv(6(T9QqK;hQd$RQ_9cG@Q%taj7zsLfh7;%f%#wfC5Hlf#+MAA z2G}h;24wYL0+)HT!b zYh2n7hY%Z=9+*8^Ve_ zhOv?{`>e&Ll$O$jdALF%JflDavZ-e=m8u4x#&>#RejmlpH>qOY~M)6 z7bMi72fz|~g1&A?JQ?wLW!c;Q7K7+r>+h4hxuH-Z?zBy5x*}}mi@F|B-Q9d$#7cpt zGA$aO?d3Aw`{^IZ9T5M6Vzx8GOkB(&M1HSfA@7fLzP?@E-{ZQx&-`IaeZ1XhK~zAn z{xpveSSk?C77`+zs2_TR+||JwQ>iq+jb72X3FZ-#SbIS|y~`L(1n8Q*0i5$6;%-z| zc`4=e$Ke-ZIdmq@gBL(I zG3uZDOYPiHWy&?<8f}eWiulnrED++0vUhP1rs$}r$PdEKCFYiiN2cIt!t?%CgFog_ zr0LBLeywG?(sCtIWG=;HId$=&mYG?w1y{R8ofd)I2s zoD@t|X|DdFka#&<_!jgQTL5YATFO2)ygOi-ABp_@M|I#XkYA|Nd5S-a4`EH<4V>xN zlY=>@cAgtrktT&eWTB?H)gCqE$Q6c=iu0xZ2kjsSPCfjI{(z~ZT~XG(i%$)4k#2jO zQB;)t3Gp(+Obu5Cp+@0o774KP)la*-LOT(B+Bmh!EFyK;dnD|)UXAn5nbB=j-iBgJ zb)e}h*7A_rA6)GMhpzgqmIoJ#>iZG#q=`5?2CIU}`Zr>h>&gMFARmxB?BH&$idbl% zSK+Ji*1?IfPe1-ynQtl$t`hIBnr@soTP&B9)pfjH4g;Qs+2n@dG~#O?bqm&dCr1!e zE6cf#>%pOQo^G)UF21Yn<5)}9U~J4Xr$pqjz=x_mdCYs2oHQ&|{fPAaU>)c2xamHK1MoIpAQ6*0>d zOCJ5V-nwc7S*iDp8>6V$+K*@=DaIKi!`Y;uDs?47(Ub?iWx|JcLcdy_nG=v16O$N~ zJ6L8RSP=L50!x`&y@=pdz=hFhjrUO8b12e*jQLQL@)@iTz`O7C+$(Bp|9>hR?9uNGGWZaGvkoP;zL)*gJl{bx}QR5r^9=|AEXC zWcg+2?5XHL@5kDvy|8_kku)SebgdX^${NSg{_q{+ z7d#4W94u5>Y_u*|8oT@`0AptUvu~xg)bleMuC`IW1T6Y+o1~kZ;FR-LB^b@8y_|CU z2bgnUquu$Cya-SjPhu+i4`eA3w=#Z-`W>k4eOlZ|+{dsY4f^}Hoa4BBD3OgGQarju z%Vt!}SX=>V3G`Sungj-3ZGbWT!%zwjdZx04&KNOh={jd#1&*XLsJX^YLV*oq|L^}m zQw@hwQM-WxwM%x3qM_EwT^W1q*u2WeYK{yPhTfqbH{i1>E{sq+jblohWz0Anp(^R_ zefudVt~VuV0`0&^7v4-bmz3MD{VbRkLR{v1Xi zDrrAfyh+L9<>pBuFAeIeA@l?0{Do-=c}q>MV@2R*^=H$Ta5<7WFz8{Eyb^I5aLQL$ zv~_+k+&4)j_SqRy@-8B=UqPDj!-sf#eJ`LNOr27qZmHG_b(tAF8w97~( zO!{l^zn720PdqP{R8>ti4xmPEz@I9j=+y}sQ9qHW)UWELW1eHh2SMoA7fx&N<{H?E z5!oD;a4A$@&Tx~y44;=n9lU<=GQp`iWlXEz?ChT5!GmFR22BhMtTCATNK~xe8F2hp z|DTHh4(u6*hrstpR9TvaC#!D{lMAIudZ7;uSqK7S>{(XEXpB-km}&Qz38r?qbxv7R zfyRLLXNH3kpId?~@tAlO8TYD9GW)!z3Wg^Y*`wa&@;{<2V8u^trR40sWT9``(;leM z+_v8}Lh=7O}gE{L`^0AHT`Y+nH&;Yw;l?g;>)mR9{AT}??m`9B3DBIU1`5!!q zi=*;qwDxXpPMkK)Vt`IIdz!MW_l^B)#&TlUuNp!bETY#IKZ+fM&mW&3zkm>cndQs__^f-@Y--s3Q8%Q z)7`B!u2L#SVCX+Z2@zwiuRRcjrDqSE>Bld+hO&WC9`Mwtw_SwyH+0MJ{}2#*;9MK` z~i;r1bcTP^~rs?%mz{I zF;u$k4^uhxz;W=>jSd}mb`U&qdkXbCa*K2gWBpFX_hkO$1~R;-S$Z&rpF25)CH~M* zw>41+*uzfm3@6N}LnrP9EkqOZV7wiLBmqT^0fbICJ0ls^r5+wDH+I@$(jEMNl`Azc zdE-U=pQ~b;qs6$l4mwKHiZ4YCrcpM(a&p|OmGEP$jKAvt7X2s=da%CNZ(dL3PX7cu zKVkspt`dXBN-*37koG^2dNlz{5kaSs={k)c4^A(pMe3CR+?`p;gWEI&Ucon4z=xB` ziF`>)_3ko}nU0-jzH|=kGa?i|FS%<5cm7PGNO3vCqyoChoAP{aGx@DkByyM*aB}XG0CFg(*uQ#y52H1 z+Dj*L>0{W78SSmQ?kL5`Dph;ehNm97V9Wr;HYygHE%JgSVY#F-yiavi!I)z*Dsp3a z%4<;CA+)u^L67F4A6IrpR~qRnVN~qSaekonHBq!1O;hz3Y|lB9+r%9GV2lqouKtCu zkvgnXh9vW{YqTP&%8VMvy|$5IeDWk{6U9%M{UDG>SA7J<99-IgHF#C0?kjW5G6-9P zkI)GU-GPr;)gJmPaT+)x@hZ&jhfj++vle@K1#im>!Wr*}IAs&s4!@fVU+&VeOwsG# ziB#8z{CVQs$gqyK)AM#X^0b;eKUdz2#;K%AVdLk!sPv_`;k`7=25ktuW-g zrBiQTZR5`TDCL=SSNLGV@bG8qSg$+3;6E4SRBd4;Z`kW771y-q50{UoH9tgiO|E;l zbjM&zumSA}c2?gX@o!8tvotjw#2L0(w&*`W8P+few7I#ns(#5PCkiFvjHc*G9q^H= zJjIWV$uHMzJ#Rhf$D9(_G+ldE!WR`dJ$)iL9EeAZu84v_NO{GRmx+2)&Uh&iR+`C; zES~QA_whFx_0#k2;cdkGY>HnDgkzG?vMCw1$|Z-J)xUQWDn-~>#+siw(8T#OV)|hL zX|bMK*aD4>0ncb5D23-`GzIh!>3KH>8ka%6+T(}Wo=rGBG{_`E9!JEF)RsPY{}H|7 zy~FW!+7Qz7>{=^a$g?cVJO6-!u)^%QBuU^-3=~pqgr}uSW2FnXb8-&gZ=>2O_nZTrlz-0*L}vt0PwO=jwhW= zjR-Asnq4bmydAMERVNZ9YAwz(!5q8(;&KaJ0E|*CT=q1-({an8zfK246aT%b9%|r| zAG-3In*M;SdL4p;l7#NN(t-6Lui890IK zP5iv>zCNgu3|mJA!?cc&57g~}5r7a5KQkI%a<^Q($&n%C(_ni4fyR}6saekMVnN14 zqB`hOjhLu&{V`#yJ3&9f#^Yy|XXXAE^;sjXuJfOI9V}1SDP@TQatH!31N{JP0zUQk zwn}-{mN3!aB@&?L>VQ2vvsP{1ktyHQ=gO(fxW4A+o3ow)Y*f?%BKE{ge&|^sBIW2u z@+G;zyqoX!>XpCq`4FY9ep@TK+ZRz`K(BHSWfnu!?COBQ-qAln`=qLN-P!PYp1}g; ztzDAstL6Cik^|}ruDCwXRVgENcM}M7UNkEpjLiRNPnVG2|AtAHABsaA1A?-biGc-c zL|HK*_9Ql}bLD?u1!MW(>;j%7K^qn&{oMh@*QSb?62DM!Uy*{ZI`7c*Np_Ne9Ax{i z_fm^W-*Zwp^!$D5+E@rPq6JF?Ik}j~=)z10Lc8(n7C4EVJRX#tX44xg`HL!2bRZCx z^}F=*?=__XliQJJyfq1|@Q*Y+;4Fr%j6V(bgzm=bCmSad)mG-ws`Ez<4SEy_?y2iFX%~`Ss(<2t$pAIFhfbrh$2BBzUt44T$^&{IM`v~JG+ zZnG6hBb6SR7qvB;S_6p<Qya2zR@78q91y`DqsVVYoL&Ycl=IytH6;UJ^ zNjW&JJBW!5dUE#}rv55~3WPUw%{Xrq-ZjM?8KjscjjxzZWbVOZv{TfCtLT*7gq7po z{cNNEfF>R|^_w|tx9zkn|L=PIJeiVdhY?#uHhdSg=JY~A@~|iR?0PzN=b6(k>Ecq~ znXUFsv>S6qFGBe5$>y)xs|qW9k0pZonJkaRtpJ~!)#_glTrPtIpRw>TS$hvV%^#b5 z$@}9>XiRq%t%v46+i<_PzvkKM(0BV~c9XLHYZ%ZV#RFcKrLl%`EJSa;xeqbXR6UTf z0^7Qjdo*p{ZcOE})cp}BP*=q8SvW3SEAz>bvguROP7szNI|$d+*>ftJJKLqiU=(LafN%QB9gnX<09REGYg$3S zYoZj-M}+3R-#$!u=vXN5$8lmjwOT0xg5@E6K>Gz_8>V?}mTlIwMTwDFjzJN&H@W{s z>W#Jmi60C50Gj_Uc5hFvlQ_q<6;?T8staqg8r8xY90c<5aT zAQ@)|;XOZ364JJf*$x*qJPGD>AHm@B(r*`*8PEMS5G3&Gt9C2RihU(h}O)f6Ck+MB-%2wl|V zgx9@vP>P7PD8^)amp*O~75C@U>_^OR^o2RK*Xd@=2c9k`Xp`A7y!WA$_j^Q7) zzntTtdlxqWglQFt>?pH-n6uX`BUaOvOga0$7rPowDG<0>S$U&b2Z1HAXJnQob*Btp zszjPah1NB&L5@8z>hHny8k`g|u&appO z!^tf<)eB-aP`Fj5ghV|0qRC*iqQmixRCBW+gp-qf(k^HU6 z(}{BR|8eczfoHn9?xF5K!7Xlf<9H$1=5F2Z+&qUQTaOm&+eL80$aa)Z2n*T6?&S^$ zy(<^rgDxdJGs;<}9;zGk=X&tXumdr~9soc4ppUP5;N{b#H%B_V9*~CGFEYP0&K4te z>O5AtI80J_Nt*YZs+3#vdC{+Ua{vc8QwCq<3t1K~b1PJZ61EKF<0X zCcnk(LAP>GtSBt^EjXRU6p4eWz`I21O3~_CgF)+uLNY&(YUz6?G+6iTtMhS*q<<1y z)}^R^(*8Zdkio{gff7cGJ@0a^)fZg&o)o5wwm>L(&-wG28;YR)_LUbKB3JO&UDfcM z=Hr9KZFrcZn8w5yzm43G__Tid%>Fl0uu-S>0ThW8xtW$^W7Gn3U&;k9;_;lf*;>uI2 z-}B5IEHi%gEa*<2tMyi_={#mh1CsMR%aeo5T5kv#_1@X8I}r+7+*`fKyBMi`mYrp* z2fy~962!AIi>zn*Ak^(VzDWxse!0%a@(16pO!(N@K-eujHxi8p>B5Z31B$(%q3@*j zp0)UT5yD-}mgJ)1CMALSAii_&U;66SIg7jJ(-u^V4<(QWYnh zUP_ES-|AB56`xOCZZpGlh1lz$H;U0&5SYJUvXw|nxPW;bfWywNha$BYBBQ0AC{6Bb zw8&?<^`!0|XWRmTLQ`^K-7UZ%+ED&fFn=w0p{QN;{;X$DPajwn;fZ~SodS9Q+hz29 zG|W1}hzo`7?fiVciiHV86$holv_N`JZ1!<~3_l#YDPxSRs(6CukEHOxT=VZh=S_#^ zUFTt!iQ3R;maThz!0w}K?is6EKi-pP|8C|qTDOCeq?dv|5I9YBG(@Lx52VC2r+oRi zsni*zqo!b|uDGbjgGJ#*D#4tOL90Nc#hkCFVy0$Z8T%)aR1b%thQD{&OpLcN7MK+h z*r;N{yDq;qqR=31!^|@m43nWvl6gk;LcG;Yx#os5nCLrIPz)3pgPE?nk3%cJ;V$g0 zqk(sa#Q4_uy-8+C7rv7r`ZrOen22jxoF-)Azn+Nwrp=r2{k>IH96Wg)*(QcMhAjvK zDGm)rbo(zsV75ahQhvL;G%)Q;UN0+D@8%S4@0>V&)2#a6u)kQG80e57=?$ari^`f1 zNy0e9cE$16^26w2GGU7&Hq7F8y~MWJ z$7IZGt6j8RwALZ8^+Hn^%gOH|N^`F7G_EvHfaK$$7q!0BwI6kO8Qaa{vDhFwdq}Le z7I_MS8#=|xs)?2t4(HZyQ{t(NVB|&$x=qiLK>ajzif>5OKv>UF5Gs28div1M&n8Xl z$s`>#ynj^?Qs{$#&T03!&pObb#{NiMWw9_}asc`Gp$nrVdoYkTqT9ETSklz| zB~CXij6=p$3@_G~oyW;hxl#zcit;y1M2kAYHy1Wk_v2QM&p+Zjaxjo$67ryJ9o2)} z*wS(fjp=P*JPfnElsl36s&)|C5b_Sy=h6&HjeMmj98mXPTCWejS|je*`IiSX(rg5g z$%L)3y@#Mjt>4cH3;P5PBOP@^G`>e@Tc|R&)8{(>#)8yOwCt5%PfNadSXzM}`48X9 z<^H#nFUpnAMe8n}1H(~gV7~XC8{^|;DU6zCFU9SDGiF}-%(~nra0ihh^s84&?F{h_ zN@;(l&bNMm#(f%5Rd4Gna-O*LMZUHj__3**;Xw%}>8Uo+M-|-YH++i8V5%RVzn=Yb zIj3*X2+i_Q>W79+wm(%vg8~2=5x3IBld0GO8)2Vu!FhD-LyV9hl-qK_8k7dOHM|+M zU;78r@^~Jt$lP--h}oc>2le9gs93-TpEFG3pY{q)J}YiatKyFK%J0Y5(X^wE9Ltvf z8p9Y$`j!Mm$UEYa4L@G5R9Y1YwU;Sk4u8)GK0;%Ni;-Bf+PT%qP{eD;PHEpInGaBS zkfbjq-X)d6HCR%l6w|6iyIqSOsz^l7F>d5)O!2Zgj8>^TM&^E8HK63OuRR+7`>rs4 zo*0D1=f2@FjIi#nX*p2|$y`ttnZMz}MPvR65C$=cog5q##DpWy!nY2*^~z=!Wxv!i z?JUbF3?Shk$JlAH5V}e0@g9mV4O)|dv+>CF!dD@OCgc!I#7`ol`iqi}!DY3I|3DpK zDzCQ7y_E!vSV(R3y>)EJgE&SSkcRF2G{nH{)*p$*Ng-iL6yd7#OD*w;|62?0JgDIK;3s{U zUc}D&%TME%1Z>G)t&S>n7Z|*+lF{hu17S?WwHBRh3zY;x!$F?GF(||nOy5ss*Ew6A z!g?2uK&lk(I9qdygUS{3BU`B%wHOFVeb9bIlBs!vQht|CS7D^b5_8*_u@gRy6+mFs zM_$REqFQM5T*Q)hLz0waB#7$%c4GZ*(yIL6!*H4-HOWjZET%}qJz#`Jh9$XWMhd(q z&u8$n>Ql|Foein7-A=Gcn5%tgd+g9QU~TKaeY| z^uM(arm=SW2Rh8ZC@!qzkJd1zaxU4SKg!tTH03`dDm8QO+|nBbJ^|=I3|MR$my-Mq zx+NDhu(bC!{7BxZ-W&0e`H5p}j1!Uipz)hggPEG%czJ@(l1va9?zRF0h!0EF>^el# zhqH6axr;bRcxNH?%$Pu_=qlN!86hbjES2(lxtkhFTTM1wvHji4%?j|)`pnK^RJlFC#@`xE-Q&py+LH&C)6(z z@vPN|uv&#gb%X5ai?|xJy#O!<#1t|py<*T;-sF=v>4m(l z@;g*A=K@ro7578RY>~VtWXc$RXt1oZS$BPxgw>KE+`5K@IOT1jZf3fdfMCFb=n+y) z6f*SM{2vH7LS=NrP6d}9G=UbUe(B2EV>0_)##94^G`M1Bhy9T~1@YjW{}{v>6{i$@ z2cOJIUc&L>z=jNqIUCv~&P>@7<#t*Cuu<}18SiFeU9Q$U+Yt6z0Y$dSKINQQw%}Pj zTMyos8F2GQi*SR9J#jw%LGh?qmi=LDUb948)%v8!m;d8-&&B?}X0x zM^f=lFdXfq2hK-oI6IATBvG~**-Mp1)fBH5pV)i|mQsOlk#vgzI}dc9bD{~loW|Zx zTzavF_k9J3<4Sd5uY7G^Zq($j|7K)ok$OCF_Ro_rFemlHmUvFOYCUY3lWF(RpzmGW z8`TfO9OvZY(%=`3ecK+CO@B311g->*yp08%;w~L8P5!FD@8ZUfAFLmm=iL%_MA>=k zdVAaGGVj7SurY}}z=0`MD?9pl^;|e?LN_Cx^Z+#Vw46T7Db$O;L{q=VsS-Yxt6!F2 zX#aDV+-iuG;y9ocR0-nu6Q55z6O1Uw*wY;t76^g5v7eQNT9TM2 zCiI?Dl7FHV#MkUoM44C21k0v2Vgv_`ND1`aiXzO2w~( z1&FFTmyPEG>cQV8j#X=Eh=xkx@HuxgrO$HL7*P6#pmaqs@b#_ElRT@2km%~djg-%^ zg$n`$I2fZ6!|cd3zd`Q}Rvo_b18eUWK&^62^jVHl-#d1`YWacoko~j93Q-b0@w%&B z&?C(w`)tFdhM5zZDE)?>@o|~o@-72f>i`(!BQ#Fb@jj@J;+Ry>%H)>-92Uno zWOWpK$M+ZJ7Q&IOC{^CVZr>lJhODM`>0g=1M0sG+a$qxHEU{u}fFJ~#w^u8&jMpCY z$GgD)dyeE$z*)TQ<9rcgZ|{(J{15*5*b8##wR>RVg#1K1_@acK%(BLlpwjeS*^%*v zNd~kwk(x@hHCK-_nCnHzt6E4A>Kbc9Rb6d659uJe$GBJBF+A#cjUGk)*Y&f?>+>5O zUS_0;<`QifeazZag*fFkjnSWm%Tl^^g722879O`m{ZT#x!ES~ zFI+4`-=t<4kJ!%qoU&UAbKbvdCF+iG0MQnCeSnJX^<}1c7AGHCFC+$yX3BzaeHadQ zBpF=GvlXS@=(CvA1udJO7a`|TWA{{34DSguhO)cd>-MFJZkQ_t18Pdpw#0vB#*V~Z zkEz3Pogx~(ymC+I(IA?5PoaG|U9sO(9k2pxe2GOLicN*oItb=tt^^3lDC%c_C3sg`+V=G+abbDcFI}DldrP4Dv zvoC}fI=8xa#6@dhuV#j{Q(U^gX_yZLf%2F@7>}5UgfA5Q9%ogT+bwVXixYMKRF2Lr zhGeNc3;(^T6;C}_-!(8bjkC*F0(++&gk%nF3Suf?K>=4oQIMN6^5n7Rb4m7CDUOhk z1wKW=yYqWh`gao=K^5fhZIf=up+$~PUd+VsjHlP>N>||hFCn%s<-xQtc-%Gaw(uku zUzf`rW$84ge-d-OnCi{`%NsXv$Mp-R+}-R;4cEdcs#`qbLNDW9uMy<&sgHq2-d z{5@L++Mh%WJYKUik_xg^?1TCQHT8*kZWLSUnc_O)ewBK9Ps zh~$cySGv3=Xh#!lhk788 zGirP@iE(_|K`G>fSmJ=?e%@*LSQDLxr*J5#rZ|6ywzVVG=tgGUN7E9t5otNY$Nlcm zL174|big9E_X53;J*0`35{Iif6w)`4b8$6De;jrFv1+5kmQc8dALD)}Zz`xRZ|?Qe z9`$e&iPm6H;B3`Bx8A*&on8bn99=~PBZgBq+^aab+QKx@Kosl(N3P}|Wn(@#cm-;= zPdMw9G)2eWktp+w#;%5a9&?#v0@DS#`G`fO`5^1;nH2ntPk{h!U!DU&w}j-Rz>(Ii z%6cF4$XaNlI)%-=@5V}`k>29JXJBC<6oI=WQ+6WUWC!{a;~D)f64|^reCV?Goxgtk zrLeF|VQKaEPzn6*_q5;6ZvKI8cZ!->N(eLF54Jp0V5#?S>t%?16pYKw?flLBO9|4n z7cD>@?eP33pPV8_rr7qRtL4#;(68p^q5-hjJgYNB`_i0as2=l^c;o{3B5(csXn-=8 zdiCnS>~;5|LA<-9AG$du=xizLpqJ(SNu2|3jO4atX}>*{Pad;PiGG_KhR=Ee8h9x- za>B{opyM`+&(bZ0ZSv03`t9}yC5zU(@T zDBo^v9{ko^Lw`CulDIZeuKvFC!oVi>YYe9g<2CbHk+K-2Ua8t3{aYm>3QOgul{{V> z&kev}T4#SltUSc36>xMmG`L9_sE$FjYptvjp+9g+YeFZvhf7Kjnr~mc5b&=VtMA{- ze-MPtKjxLV%SV&xuL0-j1f3~BA9V7+FJ8+(%0;N}Fa3!RHz2;wJ6!GQ5vrPP%)-r# zr|NylhkeMey?kPxMEnviYcI}&L#Q4K3XJhY;m~-F7NbOcypSi+>l}6C2X@F${#4O` znuT}J`F*=)aj|~d(-SR@9g3`C`&BW)_}ry5j9#-R=8=B#sfIu0+&j#Ui@zviUJj^d zB`9|d_Avzh!oDnX9EXZ|PP4Oz{3(3q<|HS)?^ur*-qPwyd&nZXl-Tf8vfiLSrC)*b z_v@?1ra254T*vhSk*;p30i{L8 z#B|w}d@Nm#?`!DPJ|NNs;$sD-q9X`hzY|$z+=LHp7SYPxlII?s3zlaR+frJ@GOnGL zgb8awvJ)bjn4BcnJL`M)QU?1I-MF|dXAXJgSKyJtY4f72+mKyWDeT*Ivy0;6J-2oI zxgH4ZI~AMy(U(#(tp7xli!)4=;ZsJAqT0WSSY{|U|`UNKtf=pFt3U{E0-Povq4)NoYI zoJiqe9ks_&cy@+tg-YKL%kSxU6Gst+ax=SP?_$3sbntXNn)($&F5lim$JGK|2Fi>u zNlpRyr&+6nd%YJCI^!R);aNi?j;X|sYKo;xvGJ8i#yw6HjNyq$*I%J822LtiywmLD zr0#mz=^KJn<^f6{qtc%7tsi~J#-wdNo8E>9#ussj2$?C2JL|mN@DNn0=ifB$p%nWO z4J#y9u`-Q$yfkPGOh@|w-ZO;zk_GhWrQ>k1wbUYo=qysy?BC-Pf+1U!!)r<(^M}B} ziz2#=$$6~D=v1H&lBQTHpd(#TxX1!6al7JSiIZdZic*IO^-H9YbRAKd0(v#$*ag*e z5=syo9u%4h0x9-_9IydKl>usJERE9;=>a;`=Lvrrg8}tMSCJ>sDf{JKDhSEuSLJWc zZhZDCd((1y|Sb}Ri2*IoWcQA~I#o3n%Em#z*&VcyPqt3w5BwHIx(*jw(cnB!(& zH5@8>aAPDGK_=tun33s{rGBA_BrKl;OzKVH0lLfnZNu(<`-F~rdJ#{0>rZVv?Ric8 z8n9*|ERP_hiu+Y5hqhCCp6>k1eEAfS`RuYR1+KGh-53~}TF=D$l=;sTs5p3!z+aI> zzB&nBB>3I>#a1{{yoj@b@YMEf_7^D^qF;FI*o`^?*k3=wNCYI&9Erf?z&NF~7IT9gCs=Jwjo(|_S;-fOp+GNW*{p=LP%qQ1%cB2*Sjkkx zLzj9dQPz1#=e0dPA|`g&^$wtT3fq708F}Ie?xOamO$I+gUj7b7jG4psiMG_QE9J#s zPasv=C3}`%xWHO~xsEwPIJDW;ax&Ywcx=ek>lH9gZ~;W>Uj^@}^2BQqZbb`942hfa z2JZf9SZk3rh{TuGxg#~rwcpN>@13J1B#W+6f@+=nSx!;3{hz@gbj6N1Xybm8hrmY)iHp%BX--JKI)TlfvS@O z9;U^^F_ZX~n*(_OjN}e!=GtWJ?Nf>FcSF z&BYf37aJC&dQ?VBln1sgVp8Q$LW?k!Z?wDRL87l=k%Di2PedRrBz&D9q;$Pv;6hq( z7PQbo{mVkguP?uQRk5$3O|ne8!ttMIx%s>cLg=i(nMcu@6X$f^qOE@>z!!^w?#V~8Ex!DEGs)>48m z(E91{Zhc_g0MMiQUFpR6pnLL$yEGn$lH16|X^CiaQNek|L`xVeT5@)n8oH{6#O-F~ zcg@E!d&se38(l(_kK0xT7tvwc)4&6;9gJx?UML_4sEpO=Vn`f zc6?hi^0SEB^-;Vi-TTbm{_N)~snPXW9>am4iVH|<-zDgMUQauFSvq(`0g>k8Lya5% z)D*aAFW+yuS%_OiBKnO7Qly>H?#7~r8i;` zb{u*CCP<`WSJv@OI$xBxG$P;lXIRtehgc*A5=3>-N_p_$*=UeOcDReZ?isCaEEMWW zE3;YB@I@qnQ*zGPD4rCXVR^!F02Nt`u`3eYo}ohp`85um-R^4|w)6ef?X++#_Jl8d z(LJRKUb@Zt)NeF}SJpX_gC<-=?FA1m;Vyp)jvzBxspiDyX=yKb(-%D63}?6A{P~(& zd=$!XU)=s6hM*qGDT%V|NCD8a;m}MSA?XoLYn|hrFJwmWR9RA#k7_2}`iYU%kDS@5 zQt?_(zM)PTBFVYv4-oq3T*H&HT(*`{*&n*KhYa2W%j?fDQt!~Z#VqS%8T@TamLJ?Zw|%<^s2@i7e#~vheq<; z0C1A+`*^P0sjZZ%^&OnfKpKaZd`WvasZih5IF@`OI|yTbvYA;Y>0K&8SLw|CPP%yZ z$dm!pRK-bg)6c!AbERUp>uK|Da z^Gi~dw^8}WJGZ9QT?4{~U%P=YO-DusHz2q*&fhpmC-4EG?B9xoLmn*;R01n05(BKZrsT27MD@BE~&(qT>)9)gXS9VTD-`xmko zg}?)?5ub>5_PE^mTRB8`>ML&+`DXHY(ezR26`X{zuw zZII5thFpx#&>M60T;vGb2cm6GhSab=2B*!$8CeKjeg|$cT#WZ!^fr|TuK+Sl+#Rf~ zC%1~I-FVlE@cRn7dkyqf=~2KiI7FDcR8>Co0XyHPXh~EQ;ZHt-u(;MGN*rf?=u>94 zGJ1y7T=KKN`vB#iQO4nPMkHerQ8z44@1KwNv!&bd(7p7 zbMan0_wsoWYZCLsiPaSC6`)Q*5-52ZZLqpk$!o5>QD5no=)@A43Gjhu>>1D?+nv&gqKXsDcb1ZdM1blK0aMPt_}G}UvG+-Z!&vO z2Kt)VM&F>)&i_E5hPDS;n)d2Y-}%_IT3Ee!&arPu?mH^oj|$8anyO!2(mD>9wOn_C zlMUrpBB#D&EvFrhZR-bCV8AS5!!61|$MWMBPocay8Jen)9A<~MZ5!cPA|mLsl;dev#EXcW3Jh{r2r*E|R`r z2Y#8o@`JJ>0;3Q`au28lvH&ZC)3|8A3ol@ukiP~R<3G7VsS>xNrFkFYA^8n2`D+T( zy`1xuu~~?C#nhayk<|)WIyZ`P;7k@0qr^vwN>c@^iQAANgmAv=3V94^B@SpC#R1?- zfvK8v1MZbd_ip8`<4an^c=@X8@i+Fnn z`6c6pKjM+XkI-A4RLSB&O0*NEyNmn1w|Lum-Go#7IBoZwxdss!I;SQAHQKcSM(Q?Ey+cf`U{i4P69dHI|8IHKqQM9g%IJi zKFyeqEF>32l@TL4_Ri^3s<&{&AwpBTi4Cz@=tr1Izw!Pe@O$0EG<~T^M;u&wwb+X5 z2OltYhTt{gjHG&D=nekOu}m1vDyF%<+*{4WsH~^+^5&W64^295*5_@z%H34%CO4lrm``w2vBb^`hNzx2UxMFMM$FZRQ)Xj`a#QSeubM$Yw~=F_gG}Ym$-;h5m6A{JCKKa770viYxV#3m6BfT(mUB=9 z^Pn0SQ)c`&KXS*T#TAED0851O1S3+<3@?AqL>uTs z5B5;C4XJMW*kG?UW?OCaStoaJg!56ue$7=-J#knjDqwg_aC&}Mz4`ol9pi2t9dY!N z|C)N=&gDC_+DDjbe>oBQ3!vQx^lZee=vAGXjkpd|mAMMw>50PZJvN6>d~Z()0wjYN zK*Gc-D|?Hz!Q8Jc%o5#Sa8)xu{%!e+0oO+l$zJwD&?Q*3RYqhGFTTYR?HocI;*-_< z-cdV6Vg0JijGyc$_D9}&77V0gI<_d;gmzK@O6!Dnb^h?Iwe$Os%CZDhY{(`r?c*Di z8+3Ohfn`qn<#nX}#QuL;KgezP_66i`d9_ncz|;tI4cg%+-i%#_=!~MFUWgb_h$QEh zVDY0*2UiArrcyg0|G1%0fQj<}fOsiRaxH za!iKeOH;9f%xG>D=T3@J9G{JD>rfEUICfSAdtjrfU{m#7l<8k}3a1TrC~*zE@v2ma zw1YCByZ2%GfmihU9+MeA2JflG&`@|EPyyY<-ZIM%F9nZ8X!(2Ej1%BH+^%!4tBmqz zMR&@6gp!95VifuJ?L_*IPyMJrVQ&7T`UHuaB{8mmospi4jr{>cK8FX>bGcYjg4S)<67$NupPsVCvR&da>(B;DLLd`FK z|14OkekK*orAWn;O!ZMFIqkT=EH!kCa0e#0j|mAxw{4GJT7O^Y5r21Vm@Qa zm6b|S{*h`I$2siwa~j_d4_2?eokiGV^E;ZTnpmh>Ey>ZWz%^r&=< zf!9Bf3r$AP7*eL%778$GT(9orsvL!=63`%*t&i~!IPG2h^|&Aq%0YO_bz`M2wO4}X z1KQ9NoiHbfHkNb{)dMGm`U}f4+st{_k-5exCR}Zr`U_gHcy$uXl~8nTB700Yq*P3( z!>x87k1?2k<^mRC-`xN>+O!kH@iTk90^DK7#v9sM&^>l@>3GJPk~N@4CW0?1@I_vW zeuZG{s?sO8ei0|B@xyR%%Q$4mI1vM8LZmVknKEic!XO^-iVB{7H%VAz(OX&f&)Kz+ zED8nLnd*Ko4z&d=Vgs1a^`a%fEECsdsy)>C37DR?>|5XLztc)#wBD}WMcvvvX&(-~SI2e(gAfzM!PInQ&nu z!XE1(({bv6NlYxP?N)1SRd3ZW>uFS0%xG>&+K?clgmmx9G!+C2y4Bolm`{iM5NW(r zw&-wk_~`{Bu-4bxdTsB-J@KF!IL^!%EOx8&=Jr>On=<*j45pgi1W6!L4!igKcAD*F znypOz`r%OBN`l~_tqt;pSsilLeKRdU4oTIwkJh)=LR(ZKRC8r%M5XRWB^n*?nelcg zp!=*VY0TzUhCaIBMP!ewG{D~XT$G_W=q&Wu4*uku z9Qr8h%^B$Z&V%o`KwrPPepq<9{>XsP$FF@j?~lEXJ}IkuY8oNFGLRu1M`}#=55!QM zF`#Dto7SZtfFBq}YMOJ>0O5o`0syf#+C&QXZN(XP553^TNT+$qkY%QDl`z|vDY zYi-bxi-FFtl6LGjAG0dpw3dLy^cB9gv-kd7){(oz@s9Clb|z%^U>m%1A$Z_RdAyJj zzhJpy zxq3|CV5#8h6SIORL1BL9h0H-M?EZVkVj9k!6L0ZkM|Kru4O0;j;j%T9fs@KsbFYvr8^_7us=<>@F!<$cBYlP2r)I)01q2qayVEWL! zT?FAhtZ?gD_vBe>s|5X3+Y^afG`P=IJC|Iy`kROXxeZAMUds$IKZY39-?EOXXjl)^ zpX`d;jY-8w#ooT@-Uo09`g*aCdx7VIYh&~@*IwwGc*%^CC?npNXz7Ri(VY{C8Kj2j z5qDS^jqUf3zzr$NxgV_mTrWB?wOXa;r~07BK~kqOn=OV93%AOfw?QNq%*+?1bH-$n zE{^tIm_23WZLnPDKm5^M&*-|ElgCB}&C5#GoroX!RUao!{()Y#-3kG7#>y?JOa6VU zGue-Cimq==L3gQ>dS$uah>dYQi;iE?%8u9&3H|<>CUwojE90C_6_TG>a%g!|_{8MJ zo5P`52Q_V}@Ya*0P%Qr+RWkCk`G2Iuh`!u|_rm8=+z&E6HXUN+a?}3X#-@`VvhEF5 zp@Mk+5uDDUu?-+7@SFG_$^ZIy+$o;*uNX(0n}nAYN?sB0P3(BOr7WG?x%II)WtZ3FLbjv>vSbg8AAvJOCwtcuAB)dZt8joX-|tp1_tuAT1@hVM)~lBicwok-!0pxyV7CdaL{LnNN?Fun$woEZgst-q zNr=~rHKUb>+}2k2OcYIp{q@XHQpsm~_TrLljLGJ?bOhcGTilbspT9+Z0j<^E9O%`!$hcUs-3;wV}&=$Y4AM8ob-uw9U-aoqGY5-+FS@5Qw zc$V0)4W$NqN3^BUK_7NO9A%L|SkZ^BaL^|`e1()>>+;OuclVNK-jDe!v25m|PSCR} z(U+6d^(L8#nKOOn9nmy-QODq+(=cB?ZNjipUp8}NxH4L* z+K&E!>;IlpxR^-RC!AWUlP^DaHjR(OA{<_AlHp2Rr8( z3d%>VotkvAFa?`hKDu2(@YYmK*7(7}G>I(r!&BT-n=M_4h@{Y_+h~UwOZf}kle&9$ zbN_c0)>Pm)n!WKkrV>OuXC4gwNXIXBa*~FqAFJ8_;D=*K6s0FQR-tN^?l9^Du0kt^ zV{}KZ$M~StdpE`G%BPOR#-tW0ul)`-;d9p!<&s>Pz4vZJ8|tqE1n-Q~``=f@qs9Di zi;7-}^sSyZc7F%bp9KQXBpg#S3c6u0x42CvZ7pV4SpvJqfHeh6_+s+D0@hxLV3U0( zv%@(N7R!FmPOX8#+T5S#j!n7-3rESmfrawVDQ?(M>nGA}vKf2xh(7S@EZ%8>(Kq~Q zrH-wuhq4P)slr#ynCOa`Lcqri;TKu{UAe{YHa&u=n$=5*BATG3tz6{>xGI=#mhR$N z!4kLYS_R%Px4h_TAow+w+1GdY1*z292wCj)sn1?uyaME zQN2CWl%hWT7o|eueg1Y_tjNQ^!7?$a(Vc_|9Xl;#r0!4hLw^Cleo=u6KkO?G_aPtb z(qdX#R)WH7GQFABjRW0dpHR{0PG3RZjEue%h?_CLs-2t_uhw{%n%MAPZ&lOVk6ZWm zGC1<$IUgQBWE7O@y?WkDHrD{3#k;mQzdl0C4+VB)gq!0poh;~uQ|Ys|5%`k@c0bYp&{|JLS>jyR z@j~n8BNWt(nSlI{z4Y}3AZ$z<{^~*?b5p}NoIOt`*L`NfK0_zJDV`vHdPd)HHPW}B zw6f@J#(Q3Y*yLy)5tYo&ifK=Y%G?pGWv5$qf-$SPYi!sxDLFC)U{}Nwdq$eZrC4{U zTg{KK1N`E`uEBqx#*9rHcshaEHPG_RS2X zI}xgY?F*fetE9S_c`-HjP~KZ{x%3?_b76e zqv0(`t?;FBi$5<>>Ug@_G$x5`;bzwNdIBR>bE}0eo(M*juNsIZ70LWF5hR3yb z?IZtq1WnzhEv9)rWS3gn+w&b6D4Kn)1anB$@CP`yQG$2$8ndI@_$5VIS!-oX0O${K zLfg98sJviT!$V}CVCi6d8V2BKkwRn@^X|F@PZ^lEkQw|TH)P$FdKg9Vf%ehL6qn6w zEM!H^>B^<+CS2y+7iT({6*Tq2glg6Bt$OlJfE@0SZ{<<0wx`~I`46SXnNQ%cJ?PeN zEJzkv$CXL?Of&J#vU)L6FAMHpyCgmGw$z7`&>S9SMiS$hTbz~h#BbsJ4*+yQi@sV! z;;P1U^mi-xwOVa%#UsY|`9UWD65M3->rIbBX$UuWti$_|j1SEJ0EJ1ebK)I1`;Yw! zw7{=gFi!V8rzVm}rw)^40R?T`~l~O=@^t;_B_YkiW{4nv+QfBZ_U3c%=UT#K%oP?Vsi=Wlu`N z@nQb}Ow&)JpXMuM9D!E1Xj0i71>U7=q}*Cus0Qp>A_fWz07ggz^v-J<_r%w?Wq@-U zl1_7$KU4k{jU>$@mXXUG0hT$y0|0&limNuK3^^Iz-iyhp(koJI+b>BYNafv&6V#KE zYOMN%FcJ%8zq&a!l{NI!0yE{Q?58CCPijkB3!9=A-Xa0&%DQOu`wcDt_YD*g zi~+rZfNA?C^_#H0tX7d%IUPU3GR{G{d=BcL<6T~z;oB<^3c?HbW0GpE-;DHo5LVo^ z%zzLCOM#xila4*cYZ`AKY7LmiR0)%8ngV?mN8xpyFpkT3xRoE`x^ zeR!;%E*G`;1x4FauQJA;en`{(<^roptm%+v%+zeuj-brB{Igzj9)%&vk-!A!EIH|( zocH(qDdR-8h+xR?j)VX|o@=f&Ye`*4?>XgKj9r|*#m74aI~I#>59W2N`_x+on6$XYjEhvx8RE?gkPF zgkgtpa!C5{mCcB!QB6~ouFdIGr^xC>yCc%IeQMWE08b_yf>db2E6hc5*GO z2~6Wri2Xo5Bh#d!@9>8%{LGxioXU zL>lLJM{*lHkHVdRPH;2p-nlIURhH81SX{YiTZowd0150qhtsun!=-+Im|&`4D>`%e zGwSfTsA6fUM3HB4ft-&+Rqt$c%~mp+jhr%r-OwC;4l*i7s4i|Jw1MWGg2tmHnw%~_ z6A7rnw|<7Rj1s%h=QR(6o*TOa+nbwGMn{z{LH_{0f&B=sdi&ue?XU+)*6O9E4Mh3TV~!0C~EYdln-V`c5A%sXB3#otsx@%~j2mX5y9A z%#-2Y9_hfOdv2jzoQYBM^eu+0`L(YS*i0tWG>xMe21uO%`Vw(nP}lVs`du;lfPa{& zQ^j}djlwrRq+tGrxBkznwq&f*4|trMemr51H%uURD>i>je_FQ}kMzPomOF^gazG${ zM?a-+Ppw$roa!1(6Fx8*z$AWSKdn)lPVm**5N&3+Y;{AC`4WGXX7IJ+=4%{w9#2(a zk@&krkPKdhC$l3D>58`>h_s15?xSo!-f%yiV#VQ27FY6}<=S}j6}FM@j-ThfTYrUi zkMl#QN(W%b8;__Wyu4mLVC17+TK-3)ho?^w8`FCmQQce3k0#;?Gt*>%{{SOgUyAkl zH7l{B>0z7~2_Zp~BWD3ewtqA9=C6u8FK^+t2KyPY3_d>s#kG>~Kp*Ykj9ldj)H z2he_}pGRpOR0)fcpf&u2EmQaJ=u&+j?NYjrrnVL z*kX*IQ%&kgJxwiqk1~!mLu_ zsyMo_>u|C;TknS68@&K56I&1n%ua_ zvm^@j+~c7m@ul+^cQoEEl$X5=mZvqdJbV5VJ$}T2sOZe68NrRCIQ2Qtw`$O|@#VCn zE!C{h5^=%Y2iKwfE6}wIwnYe}g4~i1AP@1Zr*j}7$zXbe&-1Q2wWvKg4$4k#U6ic# zJ55D5+Rm~L;BZIO9%|MxP#r$dw&86GH}{bOAIxCYO?y?3Legcrati^rB`211(0lry zVO*Swq|{-3dK)<;uFhA-+PmIdL*e@amyv@`LEv`)`vJ-PD!bc7rfCap4*=pYdy;u1 z{cvgz4%oYibvvS3;^dMGbpV``_@B@ZTC=PiHMs0c6Z(INuc5%xhqtGPTPLrZK5sCt z=A_p{Kdl&`(_MlgC$~?neuH}>=M~vn@=UN%&~^INaYG!EPg*Mm?(TJ^Wnp?!_oS$< z<}h0lKKp#D_3nQP%B@9C4oudSH#sPxJy%jUaKmQ_#4wV2@XUIj!=-Fkc!JwN(j&9d zAU9XC9n;R>gbaHQ?SaP_83c^xm%*M4e-U}tGfFM&p*tR20$A`!T<{JLC$>d;4W+M# zyf`sq6n=0RG6B8M)sOhsheC{|+@iNhZigLfr1;OoK>3W;R_sY7$C5GW zfH#r#;MV4q@ViU4!|GRaT}Tc}!~{rviR7QmR-Mm@V_7achvK0<0?(+#g|{dxoio1uz!UYpU5Pm|cVoxkd8?xeFrWZB05Bf-)<|ooUo}lW)}Yp$NfRD#$wW2kSw|6n-@7o0KL!YL))0 zZKtpA7&D%TypvTmeQj*Xg52(yj&aCe{=IV~nItmEOUT_xImLYzRgzB?YL#@4=6Jb= zYZ@1XHIb!ttK3}^&y<~!Pd|yOMadXFDlE~O`)U|ESa|Z&Rz6y`GPP%UNwR&=%r;Jn z!?7S7Rcoy#CsN8Xhodi1{xu;ur^hoya;JmTde+S~sxeg?+~+Rz*S5rA+GnGQiiwTHK%`hPm;nF^8!!5k232TYDQHO*fO3Yyx_x$0rDwIQQ-US<6s z;v^T*jXTAbi6G7l#V|qlP&hv0@~(nE4Nqj^{{X@Ik&kc<_I5c(9k5RXeRK5{z}(tJ zdb=hYBm)9KIUnLZshU=|s`xtPR!`qqImj8{`-9m30F#>X=NC=#%kMpiN;MVW?E4;! zz9)z6BHP5ed+E1FKfZ{3u6;k`s_VpmHj{o#HDG5owYovT64RkF>%vj(tcO2i$^dMA?^sTv|$(R_COV9D(&6L8r`^nrN+xt#@HhjmN0LtB~rMOg{JSh~&O}PYi zj!sA5dWz%q4-U;}_z2OGcvt9thoxuiE+>_fil$ zj>qt>a!8)t$C!;14u=@e<5nTmq(O%P$F6W`s@){4Crz!jM{Qx^c_DG;d5C|%6XCzW z{xz{@HHM>gb$kS7{8~tcKsGyq0ptz|80**TTnsmH&48_g{nNp#w$nU!5t!VmCm9C^ z2ZBEkaaw5A(F*CB1of04mkc__crczolf% z;n7N*jQ;>i*3iG>(Xsvi0O%-9Ib8&kQL(6Kq%>l*G8Z&vl8%%B?r?b{*B$Dd+Fg~w z%$CvT)ds`)jA!wyT`7I>`qH)c1lrihlf&pU_Irm#>Q+P!KTH~bf}=LxBb69}Q*b17 zI3QM;sy-e4--$09&^iAA$AxD&q}7cfCeyhdy~e+%eMkO;D@}S_Dr88y^ed^Lg$PvWgzo%)M= zcE{jOGx-7at&yqe9vikX==L_&3PwEF8Fu>hB>hRL=abnE(Oa{Qhrv4bu!}aKM;$e*a2UA^kmEj2C!xS$4*~UoxItn!p5ox+Ql(pG+a5(u-$fwC|IV51Ev_y~(sUYL)$4c1KJ`?M@vkQ%8<~vZ_lI&%a^I1UAS5gXl=$Rn0!`_WIn-auzgmltj-1+}8#=ztv&SQ?AIoJy=zf zj5==2T|422hIFtR;wdj>1RT!i0QzlQ0zHmvqqbW;Ix`lXV+Fbsk|K;CC)WT|#ANm3 z>rN0L>y!1bnyH!Asqm{K&{X2LcOZL-pMv<$Ksc@s#e!RnQWzBpL|yne<&JqjL5lQX z0N?;Vg1GMzMq<>~TpT#TIPcVcgx6+AQBNBeRo}JF9MWz$X>uczI%UfaQ=h2+02-?{ znQ)mVCiUZ*>A~WZ@(z6~^sAo{^_fRo9($=a+h;w-2lf7y)#yN4{3g3>;M`sjpP@mI z{B+kdti}~*0Daca>yPVO`YIdGh0`QtlWlfnAb07X(X(C_HmaqHi01E$*BcvP*2SKt(cvZq*VjCc@vm|+(C};F+kDYCL8S(vhGd<0 zM!|=u?M?=?(W8l`v|}#Vua_V=DBy$X&3X;Io^7;le~Cf-#d+N7ZY7Qg#$DI|2iCn3 zB@x1iKZF7K3jFhoeY-ox-Q&lSXLx}nvs%uteT;v@`z8R?(!t?v|S z2G2_|MsY0XVCSIjf2ZSI#hfBIL*t&`<5R-9QmEc4qS0(D^BmzHWe2O=eYL7XhQRYZ zdgJL+l5y1jbO3u%&3=bue2bHA>}de-z!B(1X@=e=9K@sOG5o4unv)d7n_DuoX|Oi{ zGW`$u=Avye4tB~$dlCI={{YS2k&P>|)k!X<72UM9xNZvPf(~m^*TnGY`Xtib5=c#g&{v6_ z;po?*qf>j`A48H=sOH*QEzQ3Kcy{B*TKu}ctP5F0`EYtj-H>|$jQerky_RAlj4WUb z3;+iJ4{C=^(`|GuG8-!-*%V8)M{;|U>Ph69c;xfR&3vvdqKti%f8mkzk-K+i3#53q zIQ4t2FHmtDqIWR69vl)#1p4#%*Ix|5TpaL6HO+X-;o#PHUTI|#=#0EC!bp8V{uBBi zZneZ)_>W!ioZ`z=f@h652`3JN)HiYO$oH%&W$#JDNBNyfaGE`+axyswp%nFUy$|7B zHizTO9Yh6&brK%2N%Eh=*YK{c4N@6^%WWsKbo}cZ&YZQnW>TdkuISJ+9-In@^U37V zoPmN5p$9a5Y1FAX{7thok^#Y>l6%pEMP@J*cc4%>YL)~y<{z3uJF)ll9Y6hb=;5R6VeMY;MgC`-j<3qO7UqBe01yBGzyM$Y=~=q$ zWW@}FKOiXkE0nFRp5|SsI0Gb}fOjUdB+j9zh^_fRc1NF1bzGh8V-z_eVzry(95@Qo%8knRh^>f&kclkvY`TULJ~U;{{V@v4P$=0CDJX~d7hi1 zu$0{1vPkIdOIp~&WdpFcjBulkw<~T87G505W`o(DnSk#}zJ|s4Z218_sfZ z$o9=yHT3X`gcM?|k@1!5N^^3St&t_HQS@EM)w%sTRJrVE3@K{PcH7)3Xr#>qhG_ay zo+*+zjy7}94A3$=n}Gu1PF#)$r8`B^q}6VBHbf|L?d$A4>aLk%Cb51%ZLyAIbI=b@ zucdcZ#?s0Kh7uJNa0fZ}KK1fEL7gl*bSXc1?tMN}mN~UnYeZd*Rye{a0YCr&*i-ja zLwgYZEd2qb{?mwb$^0weeWl&oKC9Wj#og4q>W}u6U4i_m2B#mRew6*Bdym=6v40%a zZnLQkKG+36zLOz6y-iAWD3uE^U;xP{ALCpN?}%d5HD;b&!W7~mjP&Ct^*@b!nH~%4 z*oA+FItQB(dCEBe^%ahB)4g=^ zcz;l63y1-5G87S$`qp*Vg!N|zNa6vA&dh3ooZDT-Cbn=xqx2*CAAZ$6#+Q2(raOq55;}+enCnlsu}f@`%O0fluQxHw@Xni5 z+HLJ)(Zf=mH)qh!y3=obCwRJ!kuynT=Y}IV^+z2)9{qSV+vpngr--dQ+j1khKs?w< z>>3wcPbZyJ;XWUBZax?wy%S`+UQ2Exb*q zNo8<&`$R*7?m);R+-9^zmzw~d&RFiP&qs*lkErZu6CWhOG9|^i>kOkK@bs+D_(zO0 zo1YC{y_MHfZ7IsXus!~VKZPw&Xv=$PHdS%rLlolI#ae8Zlk^u64iCNtK_1|m(_2At z2%5%Jx`6)x6lWxR5!4!d-Ne^orYbpMNsy$d9Zyh3L8-AuD#UZQ{uP2`Ce(=Y);AeL z{Y7!wr-vo8bGjyglfgWp`X1HlTWPXJvLQ!M%0>tyAkt|`T1cqPt&bL#+FO71(Hwtx z42qH)*I% z2L~N9{xv?*T**mV#W*WIQ%_xurZALJ#Ai6|(x=h%OG%_J6ZHe@MdY_v3q|bgQRa?oHsPg8p6qgY|Gb05a=dDqnRq7#LKfJ^F3T|cO_;8iKL2-6}ly!ws> zP#bz#qilp#3T@4g5E`)g}JX@l?`{(Opn&S9Y$y*+?ceF&9188cKk(N|(p4qYK-6x)$uf`J zq4r*f>T}Z|3f`9QPVn`T+S$V#NP`IkKo7+Idy~ocu72}Zy3|QVVyI38X`COgt#r`B zPNU{~d7f@7GK4+YZ{%*@c#7W8813;igMb%=ACG^+x!cS8{Y;c+B@bB8VMo{3@uE9G zFl9OPP=A@LAcX)Z01kk3uTB&x)7f2~6>L>Xk5{3RVS9O0F$Vx14;AQoLEooB^w7aC(>g~^BF3CpY^Ym;)*TPjQca*$m(6V_cj5;Qd0M$ zJ+WUEdml<685pd6YQ=9ODoF%@K^=(iTO25=*JCIM>~Mb?x>Y4kYH@aJQ!3C?gNxYU z%E@ghie)Om_wV$lo|VyGY4KjihT+FX9YtVV+RbQo$TGd0bU)!=pyhexEL2n~yG!#v zGaZ-8n{Eo|;}sJ^ug>^`9Jt zde@`s5yhxk!>C&j=;#R}xFaC`xHW+`i)%R~sX}^`IM3nIyj%wnI&o00o3@ubu{m0( z+^M@?q0hx~(XeD2gxSkP@?vrfghD9mA-ZYV`;f*n4Chp*dnDkuauetZGpfIj7Ihr=gF;Y8&ioXuI zaTxi?a6Lvb_}9c^Wm_9t+Rfdw+^2+w9vraQ8NMpHGV4MhNf9Ujd!B!&{HZap1swna zxqGc?@AWyZO97 z`Ky}#)w=C3{yIOxoHcu~{{Srq;)DDv(LDbEt4qk}`J*jd=+3e~yCL1c=sNvt+TVy+?uPzU4hUOpCs#7)Xu9ddlC$c++2?ihLzf-1J5r&((D=HF1Z zNuxZ4kaRwvj)&YF)`vLtq$48)X1%{>%Ns<>`krI2d>yv9V>XR**pSi`0_Q&sJQOKb3X*cZy=YOxxT;a52sZ$ohfP@~c{xf_y!zD;caKhE@c5 zkbdlp_rTzvs5QuHKL^S;o15Q-+P%1dQdw*#ui&E1-kPrw$P>-lN z{*})>6=>~dJ5rX;$FB+FJscmQ6zq=1yxP~t+BL>J>1DSkfFz9b`DV7Q^}Ramk0Sa9 zCy)e#IQn(2S;C}#D6*9V_GeyPRBv+kCd^Z3#|V=BHyEHdiNJDpWPA`!U% z0C?~R;oh>?mL-^yNy#U@1k+o!V<|a3PKtD+4ToX7R2P?VSlUZ-J8h06EXUY({*^Uw z-w-u6xR&2Tv^kPi4=4xn2l=1Ew8K$#YAE#U=qj^Ni<2@mvnIW*Ppw@J1CbJ*Ksdky z=rQ>7T_~!ycBx}&9lU>a1_AXw&*E}w%2#G0r#!ULEfMpTYB|leFIsS1(j{NFv&?>M z{{SjrkUNoFvzmxgrz)<|MHjS+<}xNg%h(ats-F+o6Q3ykHyYGDl12u54%E?_xMM5R zR)pGJk7Aw@nu=0MvaC8~q#UFPk=%^`06M&{91%Rykg-IinEC)Is&IN%2aPo!vgyfV z8N`gYiGgi2F=UMHx2l`5P!glv_z7oJE_(UME%LJ;b=SwZ&t-jw%YC z&}ikA1y-Dtx|~jxHcLiNUPWn>^VTk-1L(S=AjnMaLVJV$aays?l0qc}1tTPrj92M+ zOhhp>l}J0LkI(Vgc~Pp>iKz&x6YCbx=MUyE?7aTHD>`owO!*M1p!Mp1UO!6dIpIQb z=yW822`2z`CaTS;TEo^*#~A^6&*jB)Qrycq%(63co=*elDlloAtRm{o$#vn#h8{Z> zKhS@TX5VVp6O~4A6!KL@2l&-&(QhBxwFu%J2>_o!IW>kRtZ346eG%D)!$wsUQrzwI zD|2n7##`^n^S2o5)AX%8`_%z_fB>jK0|0cR?f#4U*W>u9PQ6)FeOdYi8fu&r7ReX) z(t}z50B`>QV19HBNdEwEes$06rP$ce2AnHAYGb+)^ffBqM0)NYg(pr+pcTALd~GyI zLYzFLMn4|ErfY~Caa&$3)FYPS)&+0^g6BMEJP+h+5FRoPN3DLB!q{a;2By}n-1z+J zqm_PDvK$RK9CW4%T-VcGo+B;8e{&HVWnw)Wk^0t^zP6_VblQKsypPNO0M}T6(uy>D znaZ4Hx;mwvHj8?=DU9SA%elTc4YE9l^NbFrvRYD^MI>kM0DD(s;T;SFTl=L1o?=2e zd!OlEMs1l>z*2IS{SncD%bjYTMEW;|07air87Gk!r`P-|r$j_h5dwkG0e~nT^xeP#X4js0#(ZqC=_Ef_(-Tm&C~zEdjgE)Y>0A`>v@)_dA(W6o>}#?A0EDi>LPjM~>R0~& zuUOjK+g*WkYalJab?8X!aBI|~g2mz0s=?X$9Mvk&tglW=<_Q&Y#_l-dlG61=mQ##4 zVUUFP`gG1Y;1S5?p{APXiFGK~ zrv|mAMSE<1M;K)%B^Y&6?mtn3(AEXIL#%0XX;*_hW+(0d=L6hz9@!lQb2r2*DjiCd#217v3GS zy9A&xx$c95^&LMfR~@VPI!j_)AyL{$#!&r7QC^TK)S69dt~Dl}hl)+7+*=H^MU%6q zBmV%cOp5wgumRjX8~kh5@3b3R%({aNr=9WflkPeiw;K1A!{w`i@0hjzo}V zHw1cvTSiJ-GdC8uN1)pHw#QU}+unsu;|4i^WN*x4^Q`Sp!CFn|FJ?`XoerSS7V{9j(DD!9XmL-VmDbE<-h--Wz`B<(j(4tQj~{@@{6;2SkR(^vM z+v@jmN{t+dq&h!PK^X?6w{)5*C1%q)JDF`PHF)pjkeQ(jB8?76C#g8;#~7+NJ|MZ7 zn8S#&d2XzK6IlR~NhFd^Nj*&lMU8Su0CzQ_Ng^Jsl1UzCFDtXT>R6IZH#JUuMmWLR zcOR|=QG4r)x7i3Jp2$C~L#q{{)TK?mS*JDRFz0gueFr9}&8WMQ69_%IG+Sts$W+`h z3{MfKB>q*^X?_cpzUR3H%$~ZjpnBkU$v6O45wG~3 z>sY-SFNTB2@{*4-a9no)_Fq%q*mZA+JVSTlEkI~~9|h6Q*O5*<%ys9o4(Gqpy8i$T zcxKPS)(&?o+`8uC;PJ;?4@C#@CzIF=(sdn{#&xSkgn6aEL_y(C2U+-H+)pOi^%64k zk;Hs*6FmoBdY@s%Thz7YOvPs0_mdyX{A!+~svELWJftA-4+Xu?_*EDnGqy>>4yV`J zy=oX(#a>6xVsVu!y~K?qxpKslla_WltMSH=t`KwFo~D&RL<*n)Isr!vE3fiA_8X~1 z9Vsv<70B*mGTX3Gk~ss^inZZ=NL${RBsfWU1ol0@!lP5`Sz45TWnnyL0Fp=@LG{IO zWAKX?Mbm#HzX6GKDyEN5%{M-$7076QGfU`2yqFhAF_Zjb*X!&4aiJyS&G(p}YW%Ag zLarLCr%_n@>K3gPD6?tq;!dtJ?af!3`X@q|Bpx&ASv$$^OPb_$B+j2;t*Hds`o|+6 zwrr^&hG0L&sa$K1JY_!4fDwa}nl)Gn#OghtAEB(GYtW^tQb&h~r6|e8>{QgD^Q|04 z31Bh+J?oCXhwTwyfw*S}`HJp|u2)&M`!(xr7>&l^?dm_zt$lt^jdfGQ)px$fA1bEQ zqOD^?z+Np~GDDE`DdMCr}droC5l+`?kxG?O|$X)5jA ziG&GZJK-ZBgPa4<`;U63y1sPv7myQxDz>K~k4(63{#hTG$Mvf%RdqBoX}1UgB%#0^ z$mY5*w)W8G+U9kx>9n`8!V~ivk~y6|>kvIN#Yf!I_OI1o?GxhWlXhj5yJ7c$Z_=er zLNoW2kEb<5eH-f3nTw|v(9~O)o1=mC1XP2Ok%B!z&17br2?St}M?xv7vK>G=`vL4bmOj7?{RKmNc`8M*Wo*A3oblehKjA-yg`S++&BA{E~|Vwn{T0L_VzY|5x{{)da>$B_au^PZq(T% z^CbWrfzqFV1$<^AzqOl7WP2%DYt((X%!BDx)Z|r2&KMru>e`Wt^zzodn_W!jxGg%6 z5JqUPOo9ua^<(Q$RM!oX6n#xYUIsc!Rb9FpLtw=nIubsHiYt%ddK5TH!@ho^qnRSR zh{baRQ$~8Ds386aBArJyq;WN4vkp{Y-uNrScgHg6F(JVN$;@DW3PAlUp1b%@q{yV% z-rYdNO4noB2PMnIPv8Oc^`*_(TQ8kHt*}H#i0r?8brY*I3MKhv{lXkhu!K`bL5H$@JMhB}v3BdXc z_Q!ErmfDmTL@&=2z2lWipUCyALrQ_W}uP-fh8$*K39#9Vh&>VIH zB#)(7w}CBSNFo?S01u^h(vPsAezN?JFCSm*B2mpeaZMGer&;dA(vAn*2fw{?RGNaj zJnA&1R!S&+jfMc0VeY7Zng0L^mr|1vEMxeNPtbq${{WR->sdFFgF6y%2LmUtt~klm zo!RbFr3x{!A;t{=dR1w)J4$W&*(u`6XUkN=&YQDEtkV9z z{*_nlE!s2qkx!00o0i)eG0$Zjesy!i(}HcuCFV?U^(5?&vP>5tPFtZpg>PtDdAEem zFvOA$0qO_;0A8chGywq;-C^8v5ON3C)Yj7RUm2ZeDzbEFy*jh#^4z)7e$s1RgQ(3R zYD)QA9`%Q2lQfi3U>7vGrqcfa4KO(m5y)RxaDRb7AC`ZuW~&uBQbG1OtD5P~v2cId z1N0R~75aWz6$~sA?0jx9-n6|-5#Kr-HW+*GYTQ?Gz5zQ=q5l9H%%shF5tBz0sl}Ul zr3V0$&w*!V$ zDJ$;AsphHbx}17tsgbbK6NFDw{uOa}#c>`YxO<&(qsiKYB9BjB)Yf?pT^x2PMq4d? zNzCyt4MoXr_89GPs>$cw$lD3v1CBia>?%QT3}XutpK>yPGg1x|0l)(QQZdI`{Z@?_ zQi_ZcNgoAPwC5)&JGMt9v@(no0QMjOipajSAP`4RRF3}uO4|p&V^LhhCWx_qBSwW|Bl@~I=aL0Oj9;4`L%yT5F8BRg<>OQp`$%i0}dwNw+=H5Wu>^u?eUq6}U zFq|DqYRzhU_-tEkMo&XVIT|@t<2ZC6gXl#`;_Wdt%@r^0lM}!RAP!3Z01*5RNc??j zxUDT7=VYw`JU=7YfzRd#>0c>EZk{2Ag+M&`t6us|**woj8FmMNSLhqgfa zV!Cg%You|fWB%DU_}8CYJiZR`f?ZpTMyw=2Ix-xBzs!CB*R4f!_LyUuH!U2h9SA%S zMnU|IeKsDaJO@=I?zUzrxYq|;0rgk1@wbVfdQc zQ#+%dH+tCVVuR}g{{W3Byw?v)5uf&8Z}F|eE1s_3nV`u30N-!S(WqR?{?pgwgu`*B zEyM(1$1S-a{uM}Ry0E%4=z4V8WW;5{zGHu)uo(Og;avwk$v;y-W?#BU`WjXXv!1;1 zCx~o7i&n9KI2aNbj$0j0bA$L*+i&fg`(bgXww-pJ#ASg~=t02-wtmv?hC78>qC6Ck zWFOA5X7Ic+TnoPs-M*cCIS5b6-oW~M9MN``!MiFw#=eYItgV9%pt%S2G~c#s{{Zw3 zw?9co_|?JUo2@;?r;9Yx=q_VW3HRfJ^#|~+m@Vz~8*_1^-KENZb2wq_bAk`C0;`>N z6`J!o!FR6r(xN{}KlG|bP^#XeGddzd`a~`og0lOX0=5rHL>J(x*YcJgA|cAGqO>R zJ&r%0=UI;&w$3-J#(N&e=tmXpQo@rVNsu}op@wS?`@)b+3AA$&JyC|_Kc7m?(u>X>gcORTWHNayQ%TXBrYBoWMR;$!K|pSo-i=M$D#iK8n+$fQeZLI-iQ2Z zl~~Kjmj;dad`UI}-bAy3(ZB(R<5H!~g~jZ*hIu2qmLnVa$05!J4to)RIXx>A0ft8+ zqnu(kCyWAXR+CzptsaFrH8vv=AW`an!mFv8>Gq&$8}uL0R?eN_X|6~GT6P^)Gk`v< zcppsX>s^MQ;K-psE@a?y<-#yO6V(2d%&E>=$=Mppq+z60*}~d*ep{IW$|RA`NMZz^ z#Pk)`>Anq=AoJO6V?ASw4Cm^457xTdYe+345!=L(ucC}+>U;h*HEN?6=#iV8rMoEU z`bD0an6`ul?&p?2QflVPlN6v;T!JvP;3`Prd0ZrFS&u*kPjMZlmV#YU;77(pD01ig zDqNBpO_5t!%XIr6v1A5&a6j&}$20QrBX@qcoj)9FI{;NXfBrOkx#DVgLgqlfb6UGC>)4KEMv7 z`c^f?)6U;9!j6hM5B|Ts2{u$9L8G~1~N z8%I;u=~T()jT1ZQ(Meniy2vHBa*`>?BaUmQ(Y#0Yf*`*hT-^iX0sjEN{-4UZSuT<; zI-fyRB)O79_sAW9?Osl2mQcq+(^h>M>|n7~XiD+hvFfWZH6pg|wZ?dJU6xVyONS;! z8Am-x^!nFH4cj64hDWy*`KCKBsf4QO%jM>MejdDQ(^83`KxH9@RE!XNiom_LHqwwX zQ1Yg?Bb8ibPH88%OSpEHDJ zRkb~&kjltL>~tfcs2bW<1Oy~wy?Yp1{>o~idmb$4R8H1s5;s&6TZu;i2K^0c>N-@` zE?gsd1n_$8_CMoPNhAvW3XNJg$|Xh|8qT1i)qBVTK=3{YFK3oYADC4gntZPwcYV$|kgsqp8RskU{n};AR{@ z8ja4LkIVHvd@g3Jl+RX{7lro7rB7`1KSNE&t#SHa#5?;?Al0B-*s+3J2;h3>7(a;o zYpAlh=c4{nrP}W4RBg zJ--f>M|FB8rJ)?Ioe$ z__a>r+yqrw1p{x^Q!nit1U= zG^spG;yZg7i3sn9Vf-jLC-TqZiux3YtgT~$1rf%IBaKG@05O5|0=RF4ejFAWGwRbW zCc7JBByuAMllYPO0b0H?)uhrS)9$cLDH-THvyD`oQl*&4uFn985Q8uz1n8=6`B^MN5BEU15r>qS5+F)qbtP4 zq}HX((__B3XU=Dfz-o!Ov&1p05lxM?%Dp&bKZf%Yoa_9DQq_=CG{wNb18a*kY^d z7t!g~6J5@697tI6*U)`Q;;b)v;yxnkY-6?3Ey*%Y!Q=zD&J=zpC-4;T)SX(YJv#aw z6=tCqCSvFbE}?yMtKD-Xu0j*rJ#n7HfIk}Ohc#Zx(JXBuw~vt;fsx$zKZ(h!0=sb) z6z1C7WPII8xy`c8oCfCLC-9C~`U>9wC;>(Q7yx#vdSo6=sB%7O4o}m!`2IC;*N=#w zG_1BqwSuCl)4Sb~+)ORtX&aml2dV5UiPZHEEVkw)k3bJ3_diPLb(`e!C1QVf5GRAw zkMn_Ee>AUgD@grG>DUiS`V5CG_VVYJ$n*0YQ%{yGB#_E;An*$xBGX9qjnh)lPUZoaHsV(<3^mM?2+4awMiBAtroX|2mRePHKTxX<^^Q>)t2?A9(v`#}C+AL~@B^$ZJ7 z4+gs*7l~G_B>Ra#qaY4w71m-YAo4p_mWLnOHEVcJA)I7;4r?~HJR~=Gh96)_6~mfV zbnvs1-p2S?Db|X8&s@`O#M1+hkq1BFR%L%OLfx~+(wz){W7E|S4*h?vL=Jhc%Io{E zQ0nz(({CpFAwbP>9wdOwJ2r77)MQoY$l%>rC$$VvGH4Ow}T(F;VGEw>C3c$~Pd$AoME0 zcM&RHQ#`%vN~742D=`zMIjXODG0Azz>Lx# zrAS3L6bNQ0#Xl5cfsxV`sWC`s0zq@@a5~+UJgVu zF~Rl?*YG*~D^#r}%1$G>ofnHP?4?^T7HPyDf^}RUsK*3*gZNg|c93co{{U#xu2SYM z>Ilg8KK{oQ8K2F7!F3v3Tb{AVGCvITKJ||;g+k75{55v=mqVW++pl~E?mdovqL!;+ z=*=cZjf%3BVbl?VDK=Fod|NfVqRYj4b4MWHPK$%}!0J80$F*z=B)WiHX|tu&2cc3j zJ&(WSY4dj#yA?JHOjF8`NFahbf-prU+Mx|)4x|tWBLp7xk9*;}E3C9&+sJ#TPsD$Q zD`#yRXicCz^HlJ3@e=+(kw-pkJRih=^^exMiS*gxCurV1F@h`F>Xr75WvGH@hzCE$ zoFC7><5J@Z?zQe|8jT(>vr7rUEQEDdALCO!^Ggv%PzfDDuIp6rLl8^_ZWFSw0f*DE z{Kaw?-X50O*ebd>>W(^APMqSs*K}&72|aW@f;f^i2^xezFaQ_>@TX#*id~ht%rg`P zsWw%MTM6#DQMD|cbySm&|Mo}d0D+N84+TV0QgVzCMt4bfcZW1cNH<9LNa^kvNOvpU z-Tis?{heq3?2nzZd)v8p-|x7t*Co*E0DZXnC8N&uYoRQv-qxm1{n*)ux}i}de#}Ag z!7sZ|aaK^F$buGO_Ud?Vjlfq88mgc3bjZO%sBz8}c&nSStc{kWzKJ%elJk(|TmQ~} zh$x<};~btWQtV+j1&bR)4{#bkfdHGI8MPI#5jH}r8aUsS!TPw&pJE12x7 zEzY>e1W^Sexkfln?~!M|)pna>xs-9fB>wmk>#ske3WC>A|I>vyE+AIY3=7vz2C+KQ>a-xprtmJLwCyT?oNSlP^>r@tg#+_lI@?eP7s5S>_=E>nE~ zqwf{}R`fK^m(H}xe$FKy1i@H)fiPNo@9nO|#;g#q-_QFnOL3XfiMt{Pgt6A~b5A5- zPRkM1>x=NsGwu`9HZ^%$F~a;4&!&;+gR73sjFu+OKiWBaz?{+%i%j#{#C~T&21+M3 z%PfOfQ+aVDw|eHFUmABmi@8KTp)M&R1t(2mTeT>~PE7$aUZ~j-`*jh)GCj?mE-x>~ zAQX0-|EAz?uiPhO@lhU~Cu!zE_stkNp9q9lw^X-kFZ1r|@!-O8PnZITCq2}ULem$r zF#hKM%YDgC`hJVIPOL>W%VOl^spgKA5o6}ke3}8aa!eZRHjb%)wIp|7A*O!rDbOk_ zn`NwEp}!JCB|*jLMt3dO73+PxJ{euSZU*fx~L$WYJTP<*HUt z>AC$}(4fH~yhV^YM2eu{R!z|6Kar?+%-ZsM|81PaH$VNE3CO3GOFDEgSNvyQDFjAT zCky`&{+a|8(l2cLAD~GBLSmve4bFYq55}J{DlH^Y*wDaoH3fw%FxUHNNQ3uy-0@0i zk0e$?4~nT@)T)7fIKm%?AGNLPX>gJj5QouF>4ALGwF?N2XT4K8G39a9hFdRNx_W#w z{7Ze#Kc~6IFUnM{7%t%5eKm7$>Nnc|VAPucxcXBV;!xt3CHAeh9?7C;yoi#Px!7;J zSX-f7q*FOlQ0F%>B%9OHg+E^+>m$WnEqmK6E5MZY3J~-JcNxayUUggQp$K9Q6x=+y zHI6aBgi5!TSh&S%$$Z(z`w;(H1pS5*Vhz7z&%?C0bN!|gh6lr^DPyC}c<={2K9XQqDRc~h_{=kA;@-b;{H|pELLvg@0thzJ&@4^>Z^WTt(TVPf0O_k)7 zpop~}AZt#E8D|E!#0R11QwGyHdkzh^iF{{y32Oduw&xR5+$g4}P<98^J+ocbv%HX; z+sx+2kA>w|*&}HFwlEpeKs^P7VxC4fl{wXucWV$I2Gb<4K@OI__1pZP`w~T~58~?E zn!1zO6NR?ip2fXhMK|MYeNZ(?{=geg6L%Lq+s!Ng>o#RPm!n{=+FfGB28eDZc z;{x1QHEIjAZ#qyYa`0nJ1&fNiP7ZwPm$2kASeriLo3|w40~T`f?hNZz7?zsNdnbF51^NJ zQ)gwJ74o#j@&B>%RKL$Nuda?uB=S*LHBAYlC;0OraeT|8&#fEF6;eNpA~XG?gGhv7 zm9KsCTJ=c}^cVk?fRNVI_CA_KhL!OOTTvi(-GSx!7dGu61X0aJ@FSITci!|{$oc%8BYH&+dKWY$zp59EJ-@OK~Tb3nZO}%lHw`-W3ij6 zt`*9RSE~>d6;SxIC+ex1@dv#F>3N8xmz4C|1(Mzoo}f*0fp zExF;G0)cJux76Q{(br;BtN2w7hifTh`LW;5E8dUH@T!*gy@>IWV8)- z$L14`%w|u^NvANnWs$cwD%(HjIhX8&jbDzcrNEe_z6IR40Iw@P9Ply&XQpvRq&?$2 zuJ~Tma5H&YU|*TkwK)lF--?5|*qg4^b|1(J=J11hYVZe8pmQx^et^CECmgkw)`li9 z*Vn8*1G3#Ls>I}Km?^WG$u)bfOc~E-Yp3&S5?TVxo54e^xh&?HWA>XuDI}XUkpWSS zBm~cXcrDNGR+MzL(YACihgGI#JXx5k8mgUqjidEXrQ>o#g`D4i5JAgE!VAIJKRs47 z?_ey5{Q;x_&LDB21*dkR!znSv~W@h{KZa>ZjMX=3b-Eqe&QFdRD3koxaY--rEX`lXPV%hu;3t+*sbYK^=Y~y zTJV%DdJyy3OV#nNqdS^JI%uXCoLd#*X~$9Kd}FUN<57x#>lrussTeJy&=juqx6*b; z;~KCQQ*x*g%8lUXX6X1Hhc}i!#~X4){H8oOIit&zmcG!bt$dt z3-C=%Dy~LrN;mRBnfFN|xVRXu)FxhdU*-ywG0dWsF)`ME z3#{!De~w`h9Hpdxlg6@5O7oi!c-`-6NN<_1rJ&L=eKL?+tgTymMA%pJYRqj5E%MQv zn6J`$eRZMbEb$Y{Xj>INeKWluSa{8scsfpB>YYm(fx0aYS8DN5K|jZ9qezu%iBBj^ zMaRV(k&5UZ`G&}66;i4{>=C{UUnbDDGFfe-+MgJlQC{95%lHFOy9qR8w?3)rJCir9 zaq8Z52i$26G=Cq2(iLBYrOVAla6>e!fnn^P z$mZGMoyyJ$Jyk!mvJE%=Wl@}}

B3Y{t9rnhmzi>OI)RHL*F-FFEdfRJkPPFBdvO z3$fKF-k^c-kT`pbsCYeF0X7^WTjl`b=rUXfJEIGoNXiV-Sz+zkg^w6wAl@V z#PTn%5TteIF1RH!PpUdGz?1eF3g2knx4%9mlQgUrvoy{izyyGtS01t2i|<7LPCQrX zXRNGL4@DA)2yI>XiD*s#tNr@EQ3M@ez=-X5r&?I$loVDg*5eCEx+e?9-xpa!c&i!iYxJT`DwO(B3j{IbKaitl1Mw{!QZy3i7Ns zna|N(p^M6xSKdOPzB9l;_s8rScaGTfCDP1P=;wJD9Rkr}NYZAU#>O@IqFi1RN4eL@ zmF%swQvDvHOo|slMUNtq2m=C8{GkBG5_r`w))E2i46pPuNS}IjN?K3Abe6(z%F*v% zER|;a>gpT9t{4_2j?x&0|KB|<;F)J)vJtQECiV$BUie*1g@J%{0_2jncer$oY^0GHQc$l7AJyO~Z)D~-#?9WjA??wmiSDK|7V}AkCS3 z+fAJ0Sv(B-r&DD{3EEt0XJ(Z?v%B+(UQPSV_2a!(fl`tXeHfe<5_W)NT1Frp7pf8n zt(vMk$;k|N5m<0lc0in;-o3b{(S(ybnds1iNJ(hjNp24HA`hClN6H^=xN^}qW^^YW zgbXDy46rhSCZ;a6i_%*b7RnWY5ZY$n`kF!v22fp*P& zv>6Hdq{${u{Z*Fq7Av>aX%V?6{koavPqh4Qj=SK>-WOu0zYl-6e0NOk4LqO9LOvw2 zD`UkMxKOV}T$i5JzXPuh74JBzj4{%m7EJD;rGuc-yLFkiKf_p;X)~CzxBLcL0M7ah zQC+h=s#_)Pq{oVVqHUgeV;X%oI|A3KxRk>5E9z_;tx@v*u5Z4Ct+8!m9$AN{(>JE& z#Yxv>;8`DWP<*$VQ2lkA92$^jxWdR+m`|ReY?i{+RF%`bgP%HcgP2M;qKO-oX~@cn zM-7zXMatti9A(my-kuf}juH?Id}DK9>qJUt&F!n7N@bW7YL-4w*d6qFrPsXegp4>c zHhfUl)K2PQa#Pesvxldno+|I<&Kf#Hti1DyrA)U*|5ywF{ zymt1VN5=Bo%Gt1zNp7u-#ap8(9UStK)ZJ?n)Rw)d>Zo9ed^8I*Le(YG-7XOv+ zk|mt>S)*z`5OTPj$%7pf$d9i?*K52(@u)%ht>;(WYyx+P6iWT6`$!aI2-|Sey2I0OJuiM|E`yI zSf!BV3Swc!MpX`*A#<2v8Got+hka=C^!;Gv7SnLj^M!iT;t$0OvTU>a9D(Q3JZ&!P z=h*AV#smzkY|-DLNc^WV`?3stx&mi%9k6{q-`&IUEPaxl9D9TC1V2t<`~FCLl9>dO zHbW&lAFjdbRZr!G(%I@>MCmQjG?57h@~_NwbcP&YsUDO>4zHYko&&!+#@^Coi3Fd^ zQ9-9NV&CpA-0S*j{n7M#HX4QZq|b7>qS5b5wjc5jtMeRCy%9(t1$$0VKT9Gd#SHN| zzn6SCGc=et){d@tc)?*QpWWe_mT^?R_vmLbc&}lN&`jO0nv+Ve@c~#6010Y!rT(J~ zB1JjFwvj%N^Hx|MN@Z=M0atTU2@(3UJHBb6+6S6=BusKG8MgXvAO zg(jqZc?1HF6OUB5ySw$AOi60{Zvq~u5SNu?n(3t9Xwf;4|H@NddqPrWmtV7-yUx-q za&k5UA>E~3(Rv<6O34@is)BgfW!X>FUFP&A2q~8Ho-pyTaaLT6o1>w6O^S(Y4m!%a z5Jdo$zXQW^lp%R@=WhP)!bYB@ZnKfp>6rDDiu4!Bi|tUSq-Fkh4jHYlfVuRjX}jV> z90S5vhMEE~6(4=}ZX(~3x|+=|SNsRqEqRK$Q>GLJD2zy611>cekqc4@|k4?;6!x?sY{klxOQVvNdm$yD?si4aXhsUlBJKEqVsaP~W4hfj6M* zx*j$Z;M3Bwp=00BgvbHjVhjl0vMz^AKznrGk>u9%D@|K^w5`OqM_8NJLly63bXQ8w zbv+whj8Gs2U2u;rAazj8;JoqrDS=PjPwO7^XX36dKO+I~1X7^sNkdRHM+*K^vlDep zhfcueRL=V!;A7kOdB*&xf|ClmT8L~XdnVt~gDb3fmnK4Mc!FEu7{aGJW~PvIzH$Q% zdv@0HTw%J%5GPeC*&njXjHwNt*(hi*@XY%`!bR3qT`^es_U@!T^`XH}$gjffmcUa{ z@+HFYy7KMO&WT~hdi6a3TIjkqSCNt0nD>>W+>K=Lwjx3E!r}Pk{KfTP`oJNM=Wm6s zsnF`$;{BKbE@Gw#^I4?4hRLb_)qE%w;Y4U;&_6!yL1C-fJQa!?>ON z0l>p=w8jb_aRydxjsx*#T^f6$Uku6fZu65Vby-Zolv+I4zzt0JxfV$~Mp$l$RD`Sw zJ{59+Z~Jk{fRl*Kmw{dKwNV1m1G}uTqf~_3r+xseCW&;zcCuQX5`&lPNySYO^)Jk@ ze1K53;njJ7BS~+}In_#x72>6T?mMs6p=dLYdcjs6QelzRv6)?Hy^&26gLWDoLAB-n z5Pgjc`Kf%OTyt*rt2FK{{M|xj43z=&Jyh?X*z{c8?zHLGf0%?{CB*3I!3t-k^Gj}N zm4Tmg@mBDW$LU4}z96{6Y`%-EU6@X9zjK2~`%B}WaK`!|h>|9jnyVrwBTPdhxH28W zPLOyhdk~oYUh~-tj3CYx`XwkButRUA^vsx;K-Zs-3c}VujQ_dnyPqpIs7~WavK!u=Jlu zfVfKsD2#k)2ilVZ>O&H^$^?5+Lc7-K)x@2(-B+{J!KB*6VM_M$2z3<$Gz#Mgw%!U& zMoM-yWKvMoSgEqr)ZTdM&*lM-hWqUqntGk%NK^^0gcsPMVlUng>Y$PXA34r`{M73k z=L}wD&~(hcG8{X%wwttS)`{QY2No8&=AF%wvPbCX3JwvOtXX@)A8h4Vq)-;mgE}%u z{G-M1kti`46xrmpSpJ;jE2LI+x5{R-6(Eb@AoT5BAaV|&;b09?t;Tup5vFkfGrqnp z-+je3lQcHMO4lQ$H?m6{1v3{n7ysX{oRy;V#aeeTjt1z4nu~h>d&;UcUsygjF-7I!q?nY zAGzg^*Y+f1DoN)9Dyjww= z^3N2k(xGHa@OKhsNsW-!G zr^2N)+MSPPu5G2i@@q>9&OoelKU$2Hmh5~~L&=OoT&VNiba3c|sz+X(+5yax{Tqkq zdH{A#(82}N7uz=yO|e5?Vhm}jhs+v8k(zk3DuXPGoeE>d+cz`}ZFK8%yN_@Cz!pS) z?-jFOdpKldzMaT+8MVEHab%U>?Wh_~ z`uC}K5pN;VsJ=}*`LCOaDAdxfB6KF@aEY_wdy`gRUI99Ae{{z{-MgJ)R%dO+Disi` zm)$77a)y=ofYp9#i}{bP_LyT|FwbM zDj5Af6d#Kc^G?#Xq*+8661SEJcbo@wl={kxGLXG2@$*Fj0^~osoHNt*Y2A-+eSURHSf>AcSNs$7mi+k>g z@&d{(#IlAeFmcVvOU?5m1`jfb7q@u-g*(Zz1g5Ub%O@i;#h>@qIAD4uTe`h)p_aEb z)i7*C+8gcPVRUwOA&=Ztmbvz?$*vt<$u;k|XMx)*2yy+dl|jIos~IH3TnzVMNVTLq zc`#C)LHTDeRh1i5p_T_U_SO0}rt0@CcN-A^`CtR=y`oht|3ttZLJ3i5zJ&v-V9vXY zGtR!kugDoJN!FA(Q55w>c9&y;BW*EfWu$uyFs?Ldc^2*o`(Qg+t)HR_!;DwA6fx7# zOn02FDuHRxVw=cYUMe#vs`aD*))OMaf>E=c`zC3;|LK2A=zCR7Y=x5gzT(M=3c5C$kxxC@NB?(#n+o>m7Lnm?AqnjPgC*Q zz#K|H&LtpM-vYU$bZDE1w4M6$FQ%xr?eE zvues>`_7B&Im0O1cQ>(AS|NR>uzj#e)bR(UxQiFcsv(CPLBf5&3vvH4G{vDH1FgGq zSeW<67Wnk@1^0z#CE-E6&uUi5X|9mB&gC(nz^jQsoCqHJicYxe9082(X_2U%WPL;G zQZE5TV22>@{{BHRQ_T>*u1=N=C&VRjGv&I<;NVSF(eVCs=4T%gV{>Ifov0&Czc>5J zYs-2oqJH}&pnH@+MvM7=FQwIDYZl%v6qE03-oQa{K#{mBMdpB&X>2j0ViKf{{s-0(+hk)rfo>bW$cQ4 z;YDm}@Ai8+h`U`9>zHZ=1YPlUKjC1)ZE#s2N|lyh$OfsHr^)lHpE?JEHmva{q<#JU zq69Q0IzIKA`1Pomcp*V%xBr{7E8IyPb?#>D?g8&6UjP4B&5`XxrQd1X3s?48!Xna! z$rLk)tjTO_h>VcduXXyG{{UGU^m}D5Tz)+YCVtyV$bQ2gbYAqjgHgsi+;+^^25nXW zDPjMKMCWsd{|88R*S|gTi+XEW=?R%YQ=G3m3hba ztl!h0g8~C^U;WMCH>XqerYgHTM|ymFAE=RqP$*Gqv5EL1PbTt92_M?`1Mif>k;}bg z#0vo0Q?`*p^bPmuH$C!e<>)p(pFw*vZ+>!iO|yhPq5FlX6V){Hc4L_)1Z^4Kx;b29Zx2!93U}>ab9db}?%u(Ri|xOx_-*z+SvQ=w z`reE>Pins8KQYNts8slICU7LE+HN^pA#HQtUa>-)n4(8rUa)?d9!(P7PE&gaA+74g zeX1*GoH9klzmkT;2+6M}PJkj})P{i!G<@h@WS+$LtK6fnoR8ehc{X%OPb-4@IBCt9 z0%p84C~ZA#Gy2)6(E>5H$gX8^Lko=#{*u+tNX3F!Rc5M4ALb`aNjqm!YD=rAvS10R zro)7%FbSt2M&5fJu+4O-W!rm4QX%cKfWug;&v&rT2vosm62B-Ph~O<6_mhlQHdL?} z|D81sGf){gGo#>4;P=+YfApIIwiN-D8sYN}(jYe5>W9Hcy|Mxj2qt}&lhdQ_Qr2+p z%-P?%OKYz^=j${HL@w!kp!U-V!@upC;}d2~?DqtNP!7M=X)hCiG8> zgX9_kBtUT1v)q4&K20QXug8iPXWJw|)^LYX{#}x*=;)NE9!L`Wbc`hZwm9l$3x5cVGQxp1z zP7pq*GYz@h#?%S_f#_oGp6_dLty(cj4G*JTVBBj`AuSDsPMhqEs-{GlOOxbExpdqt zWU_~~(j>>_sZUbHLs3(8CO0O~5p3VORhUNbvQ1+qNhdmd4Cr-_<-wnj{!_jAa4aua zrxnyOC(0hZ@Y=B3dBO)`&1fCIvm^Dby*A(;D_D~K;sR1KW_|QK%@tcvE#BswX@hab zdlBn3t_bx*kP6J5`K#&ADhGK#t$--wFO5NU`I_+MSu=`UYU%03oecn!VEG{?o~Mi2Di8PoSdYJ2=#4Kwuv0h zlY!Ll=8g=Sn#c6OBM8Lww?w`$3n99KSM zDyIAE4&awzJ=~(~H;dU)f&JxQxhE@zj-y#WK#xJYIw^f+PU(epcN?0*<1Gou)FHQr z$D=L`NscZ2;}fgmnEaQCv+MRJnFO@Jg`;S|i$~>mbULy>x>O-*Rk(IC2b$9-IHMtL zkxqKtMld)Ux4GLZLl5aAoxNcy5f9B=(p_MzpN=na^S6!nLuyr=HMr-pf974f-BGgM zKWFEUeY z^J+?>&<6H&g?3%JqS5b&mP8?IC9+sQ@gP{7TnHp(Di||*>~-o*sr#q~?p^VVGKy6T zGY|nHt8I-uw1`~zKE4%xvLb;2uLJ)h_`GzuDbUf1Buc}{@tcX3Q(^v*Bav$3mkTZV zbLm18l|YbHc1#BBYN*0dqRu&05iJrbn1m5M^f8vTBBcdI$olT36Aw zO!$j;Yr6%TK@~E-a{)&=%Mg#;Tb9+DiX}O#x_y;c-%UgkP?E-l`N7V6OzH?}yr!(J za8~}HMTq~+^;79+VSRgPSVb(V4=n);-KRi5FC94IGM(Efq7?;96nVzDv6IbkMS+44`WFyIvu-~;d_IyhN5 zvzkTL>7NRT>PSN9Sm*%nU&vJVB`wVGbB(*uxY%o=et)ilMf-U`Q>(-&UpZt^`L7)G zi1LbRrk`BK>8CmBx(X@>?!~kWSvIXt`-l_c%y!i`#Ot7{I)IQ^)^TEPgF_7?sjnDL z)fw>u*)NUPRjGyV_-Ljpltfw5G?;bpq##4rkWt6kU0>bT6W)lnfd>Imp((@~=kF$0^Ea)XI+&RfEt{`c}(7@e? zdCH}h3d)Z0^Rt+a>HN)X~$p$7tJfQR~@e{Imke4m*k!-8NqC>6D zz+Fi@l$L3oryxF2{%w%)@$_=Lk1ONF6nEan(>V7hg}=qLlSfd?T4eocirjB zil_YtNHzVxYP9C6LVaATTDukVYg|@-uGk*TSOcT7QgwEcr9BP0#N4?@YU8(t_QZgF z1HF2Kgx__*?o^3>M5{8@ICBRe-$w2K-X>x6H}U}DRnHg5`DH$lQ%);0X*uYrr=s&T z;DrdY945!Q{Bj3gSKG@^dbMaghAi;^e>t3}qvb;8^P6fASu86@@QEHF=iW$3dm7D` z$p|+Fc3}*02BITnwj%6{&bRpBesWUGE&}a%-(U^PP2-moE0_ZF&21(5h6tO-5~(pQ zZy*n_m^#Cc@%YKAJ8K9*T?P;tM+0wa8R(X2kL-*j?G-s26;EFmPMyYk%=}S|Ri!}X zr?O_faAT#8+!U;)%1W%3fJbxq$a!5`O4RAlR%S(>!x4*1?(;5QIHA$yMK%hAJ@P!SMBA2%p0Z4rB3cz)6s;wS?oPW)i$*$M9Ox}Oto2uZ2=Z)oO`XJpj+fy;ig;Ys?Q zH?Pi|a(tBdC4|S$;zJtIPcG^6jC>?*vAcMqLtd#Nv~`4g6LjQb1r*I}x-R>+5$o?Y z50Mo#uN)~@VpLLT16;I$r*d2vW{jE`l@fWh+_~h~b|Ux+h~r>58$)UJKg2RV_(Q4u zDp+zbEy-ep6=p7#@BYjnN)QexiyvOmPsF^`i`Y`fuVNg$#_?^8R}DVny63m}PGyS; z!)LmtV_?y6PFZRc%S*z7+hG37+}90BYkO}n2f2e zd>DQW)NR)CHFGVeUOwja&a(N5jH;Ws@ERZqlHHZHqy>y5cnj3m=q6<9Jkc!Iuur6k zXObnR4S_cI6B1k3bg%t{>Sx=d+JbPfP+kTR7yY6S;$_Ads<_=T*Q4f)j@D|<7MnI# zEqs_R+CUP#)S;7T=ZAR4);r&Mi;LYjg+~LP3)I#xlNE#Oh2SvgRM}`=H`Y7Pe~?6! zc;EVQW){jNm?|fq?TBN%g|_c;7gV$QDau0IgHWZV@mul<7cNKXdH|wQK*KQC!slJ{?Q{i)G85LJabc(h}bmcKLq*9)wk|>-&txUl!e#m3S>F` zMVm`GS^2uMdD?iV#?*;x<(7uy_~!Quk(1OjQ(NXW`I^WF(~*Gd@joTP%O71eG|xa8q7+1%7?Cm@sUHmV!<=UtM{$ z$3vgrd!Kz)>D{0H{f2EhJR-@Rmr-iVc*c8Pf}XWd{ukW4PEg4B*ox7T#ha>mjik>P zW%@UJlYoyijqz1k*88(3A-XB5Ia%iXo$$f2Iph=`*;QYcf>5*Xa_VBCyD`wTiaw(P ze0|Dr_;8p)vC2}&RLjZ*3r#;+b|ClLsd{9_$0RNQ>czeQKY?^IYm`{FR1{TMAe}4) zlRTouxmPqLLIb(y?|#^PS25kzsT_(0vzmfAzz2}dBu~1NgbfhD>Z7;2OIQY`q8S4$ zmlEYh@IgI^ZL+jE?`SkZO)%|vZGy@F?6&WbMa+aO^=%5|jro@Gk+%H*1Li;z**U^W~>A0F*y_;k>`ijWnsG ziOOsNNLAWqR5N=eBxqbCmwFfZe8NtB?n2qp)$5LAi+o{j=tUVs)9ia_y$F`*cQ87$)YQjC6&JjDUd68eksdQ%P}1DnzYEM zsEHKtKo(eIcJ3~zH#@OU29J^d@@ys+Jf3@c=clA|aaHE!Y}=;vye9JEH`UfQk3)86 z?&?+#lc%bK53jm4R~~61AyFCeUg=9yR7}VG)^7ruv0`DRRGZb0( z_-#h3oz+W~X%r@B+rq_i?foXbLH@PJ`*_?}Usf>dv8d-xqzwWD{vHT$F6 ztor>(AMwQVt2d5YdfSqHa@0b(q&A%Jalv^ScD{|ZH_;le@wD%^;u#^%R}vY z#z6P2k8$68)Es&nTbn_pvkBbe%pR+r7pX_LC)5#g{K2bo_Zb>j@sln^X2E!hr6LT< z9EC>sAHat|VfUL@XfyGO_65ad7>~)3@u*{k#}6gOZv@ionja@4AF?_#zlHX2ZV444 zSy#$5@qUC|Pf>150$-}ArK+SmpDr~6Ur70$nTi|EuIq#e(6TkiV-Ba!Dg`A>vB4)9 zy7TgZQGD|{f28PVseFn&Tt67t*n}A)aipmx+26Cbn5>|$nFr;%P(__nqXAC?Q0Wtz z>L}<#Pmv_C0>H=mPg$l>DRi|%ZOa;)_|w14W+>L`;|j0UM{n zzTt71Q@jN;WTlAijd6dQ)9nQHt^bKo>ln(vJ~pxmt`aOP1LT8X)AV z?QOM;BnAQ<{{V;5+BmZ)Xc=5VKNs5))7Ir9Cwe)X0j?ny%Tt zcgcK#IcN~-{h6L7Rsd^(b|-;iC%>sl#zN~GE&v=Z6!f?AQ{Q~nhcY;ew)tO`Vlp-* zZCWw7-cNz=a4PGwpy`w%Cd&k)d5#c0S$i5jW{SZZjUwo(F;N#5svBmQcq={zt!-t0Y%aXGf-ySiLX3a z8F_6)cP1gE!&(&Qe6=tlic8_w9rw}?`ThurwNu?HR;&u}sC9iTsSU}K zK8>F?w#h=(_PE;aloITX|0?veyQtpRAmWHLD2Ey|K7rL7IPWyn&gLe%*X;$@ex>~t z7T!g}47!6uqg)q8T}ts2RpR;Sl&37I-aCIRE;7(xQoy4JjN%LXhUVr`S~2h%pxjW; zHyH=wf=FoQs$D@q3;wu|o3j3VL!a?3hJ*?#Iq!Cw4@|HAE}@paYZ3e_(4=` zfID^8GUu(scy{_E;Qj!^xtT3bBatl~>{k%5$h*Mk2{LUULSqyKo~Prt-6~Oy*DXoRw3XSRfs*`OgGKmMT3E z4IcURM5WS0Cfk{{q9En7*DZFoq*=?nR-VtV2hh%-@$*u=~_6VEa0i%Jf_d@AK8-dDLW$ImAH(vEF)JF?{o`18b^s;)J~)&-p|V z>12t)R`ZLPTdrf0$y_5T`h-GC%Qn<~d<%H8{7(Aez!&YUiSe-I`=RTxGe4Z(i*iGi zMRmDjhdvS2eB*SnUul?E8x;&YaDT%#6URVIbgF@JBrbD^J9lm7r@Cx4;aWsB{U?kA z##C;8C`q1HDz~lDzdNWBr)7uAR@fNI6)?lsvoaA+0`{TF53Td*dzBqh)Ywh|zqzU! z=9KcrcG)j19Ix$eR1P+s>u(X0{f2TQlz6ELXJ9I_w`S**78ayR%(OsFUi&)1u-`9X zOp`M{RX#cDJPsnYwk9f=j4In7f`1bPbsrQ&hgMf&>glqcuQw@U@R~xN`@M1jXO1ym zh`H|quPg8oCp&1{4*cF=CA~SBG?~vSwAVpTAWrsfW?8#Bi|zb4I=RV=2o=@OT!+V0 z%59~?o+ z_6+bq3$FRw7TkU!&j`OTUzfS2aIcn_K1CLo?I=kJ)eY^QOtvs%?dmZ5GC?eegd#zS zZvgAUO(L$40fKL3ofwSYZLgqE!J1MeQ?7fO@Btkv;Pr@ATX<)tokE~TNa5q=j#RR_ z;KA(iqKPm`NC4PacO$1^hUk0itILzMdrl+pX2ztqKXczo!8>K+cbt zQl{5%g(kn~4)M}w`B=*g)PNh85eao4g>Pwtos6%lz(WWaWUc{1-?iicDr@FCRW+HWpWaOZSHa24&jvQQ~#$d&dHgV z4{bld5!A-V{N4cvRoN2(PX}9mgjYYn?LW3bk2(JVwEEW_-yA*n-YC8p&qS8ImMNjy zQnmF&y-oz@j$c&q>xV6&pb?Bfobg`*k=s1{I%>&FGoj$G4u1SGhWhuKvm~x@djtn@ z)B-5Z%fHJHe=gc_U@nE;!TjK-I-Yky1^5?lim5Nqbz|PyDi`06Iy#UUyMK4xY%|!%o?jLY}@T#d2a} zQ3e2uys)F!vJ1_bne(c?q>LlVSQOi1K(wpK8DyFIH9iv^5cnAmj07z zXzcElqaL75YwRS2D9E>0>--1k;~l=UT~62@j1+#@e3&&@QU4%Vpg#BOio+)Ri(zY1;({!QW6kHa{g*dqUH#plUvF407?$ef^C#k!cJvp4czG zv<29Vb+FtJ<-b&_r}L3p;?+`ca_UB2?&orkCFO{IHHm8~sk7j+<~__Bs@n|MFWdiE`NsD%!v!nV-6%k~0c<~g6^(}4w@#({SHD~u z``*|80OhG@FN3tcO=ax+Uxorzn<;rR0`5SE>8)|nxE}ow*;UKoiXSinST+l>$N>=m zv@O3>Kx~SRABZu?)kfxUD8^y?cgJ}-O6Y_ql$tQ<8YtAUqTyYna8vea2O_x}y$OFp z$}9W+f#acy)|F>VarpxZPLePBQyrWU7GjG7h4szX-*7C4cpGyoB6O6^k~>(Kz>*~S zr=KC8M&IX1xXu>1f0~pJn90C{9cuFU5{3_1fBWKx{;6g8HV>j zSEUMdG3@rmop+2EuAXU zqHg;>c1Dz$fT1U=+jW0_EC5ChZeaQmk!dtjZ|46a={&>P{NFYnqk8` zEnaL-N0O>(FjxC5&f!sZ>MS54jq^D%RX z-}p|{s9;sMl%wpn)pac0`fJ~AoYaI5Gv?m0Gu23X!D19zLN zPotGyII?zGf&%8P60R-l9vJ?FyM3;Fa@QCKlFM(zyXP{b4R}I2>_U$z*i9)0reryW zjyG$%R9yv6urPRy7V28z3xRHpO&hwTwaWjvf75XNAt)pkHw%nlPweXLXlIAEFO8+1 zXd5qM{zj}j#Uu8Xs$(M3EyeBlk9}!~&nvR`Z$E7?;5zxMCOv2_r||y+@v5g_)%joD z5!vpt1XiWA&WK)F3VMlYzu zo)s6(Uk5KM*u@5&53TJ@H@)xirs=vq`{neoZ-R`4{Jmnv+jXJj@Wq`zI#`6kF(dWer z!{KzzL;KT>5;FI;ADOKb$vS2e_D5~|RsBxg4?{fz9k6Uc-z~hDl2(McfBh2DKJ;J) z0U++1IU$R3#e9|e>;_38IaRpSg=o;h!5LqNSE2RnSKg?P6s%p37T3?Pu;Xqt=<1?i zf7fNLhbRSCz!qxr82#SJpMUhUlPa7Qxr>#I*e}=&?%VXzEJAzaH3`U_apcxwRJ>ap ziYG`g)yrwUa6LGo>Y$0~DoVUHr@Ng{Q}2wqT)9_KRG;D!6o*cCH@VBjt;oi!C1-dW zJ}VKi#M0_rv-@%_w9?<`q<142Vm===GC*&PaU9G>$q4lKq^u@%G2Wq+6(-{2!l7hH3W`wdq(%v;gbdBY&J>z zUVBeA-r4iVzWzChE59s-(6{G*n^8mVrFfUUUB#v?;1NHo8g{LUMvTiP( zHch24;;9i>BKsEZ6dU+9F5?k>wAeB3oo&dKleftiwVD@*1tw)r5H+dTxXx*{wmDIu zt_4uE?FL!pU%3-lgEu)#qO^lE%-DND*=Dh}DdbR(G<(}eW8kOAe(fx!tJX*p3(+;e zm9rO(6wW6I=)zuJ`&;?0QgRp9t{QWn5o3@#T1q^u(c7;fK`eMSBUWELw`=X>tSY04 zw-{E6cDHTWT;-g$*?A^Mw!d25%j3@jz=dbsU3Q;hhu|6=!a-2|^Sw3JsiH0Z3a{f{ zbOu^|akrf)SjvfwniM3V{B2Z6pTc{VIUC>lq7;)L0DZ|aTd(fuv-yp2v?k&yDpRxm z&2%Bfh3x1w?|3BF(4dTJMb8(P*D2&_fznx$dolW3Axf_9_)|77^G?Sr12Uj8 z>Y+Hb49zH$)J3RG8ngMf%5haLg#iG!#K4UuYkF`M&cc#IFL`)25tgS^o(UZ8Kb8UOR%f?>y-# zMUJ!T?1ZL!C~ByzzqOSVO-+OzktAHtMht$dey<-vA;`C}>heOH@hZW6-+_Qn*t?&Q z#c_abcf;oa=Zn0sPWn`Z`OM^IyOq89JD)-@UZSap2Xwa1^|~*4h37BbfS9bi&a+`J zJJ?f#{77n@M?O~KG2W_Mlp})Foc};#)S@HcNru0htUkX80FjnM=CSK_)sBdr9ug}mh2$5}|y0cxQx8`c1 zYLss0>#zfHn)VpMQQ6Kmd5P)9T4Ad45;&}p9VoA0L<1UTrIxfo!_)om>FpoAs>2Go ztx;jnR?{4;ES~H=^<6IW7dfui08{V!vW$w=R!sVE>?T(Tc8MJX*!dNH(FrG-#KLjU zt8=2PLi@@h%rq^SH&V1{sCvkRn(LAs4k- z9oDk}LcWJApryBxe zn6O*~aiE=)e@KDxQiCT-Q>^R;kN(0EwnQ2&v zK(hEGbb-;vMyeFAz2A;?M*k zw1JJE&S)k!-e+#5Rd6L~(%qwdqjiFHZT$ZJh{u%5%M)M~Hh&!RrF?nFQv3sxa}_<(>F{F&(A zCey_^6Hg~m0m9J%Ydld* z#9#{_5s#*QgJ7;{`0X&*fEElm`W42$sJF&uFD23h`g2{KSJ!l}d!`?&D<*kZeV=&x zh{ad0)4D*Lz&mPG?!|-YC4oexHK8`!%ckO+@esUqDAFdwUhQ)aY`rR5Q%iWNG;h&u zVkf6eIs?UR zR`1`f<1z>7jy;{#v@K@BnguoJYROh_H2o1KXA?u7zv{pG=BYr(sDX zRg#1M?U3B$oG{E}>hqnAlm{!&T`cR%QA36X84fOm%z4TIcXHsz_HFDk zL6*YBU8|qgR?n%5DiZ(4asMxw3QQubTx_EIf1tuoz}09%AKs&2XjZdpp`OV;B1XBh z;$Ngh;DM_xiF*l&xi9cl*-;V>a({U}x2akz$j92o>ubKl#v!JR?C1Yu9uG6v_re%H z1hHHP=$T4ID>>N4W-1TmOr#e(llnyenQo5ZTQiNvq@aER$7T4YG{i$Oo0BVW^t$g_ z^!w{1;gt7}`4(2l%dO@$?R@Tk+#xDfSaJ$^o*o$8mUxu~%7(LeV3UH*Fk9afCD6t- zL~G5*inStT3_1$in=T)dnU!8g3##oIW^ldWgvoQ3fFLJ#h=|~PDm4#}wo~yimR>&Z zD7}x4mlxF*UNB{1aG+20K=G6b&z`o8e|&A2;64Tb{`v9VdUBV`F4ZLLw-Z`@C*7hk z#KO%R5j*&tR0Z3gCtxQ*weITs)O2s~HCa)PtX=fx8CGqcU-TNhzD8JV4^ydnABUDnsE*M(9C%VBLud|o@QR_(Xi zTM+d=jB+wz2B&{xM7o91Jz(Rf4W_>&SJsXfty5{cwToBy^NB$4jIkP^s@9nJo%n70 ze~-oh4hvNhD#=PbTJh8CWK5&>#a9N@#K%=Zg55xN#+PH0OVi8z?t(vag(KhBub;=f zo5JrOh;Hkw(nlmUA46OVD;Ep1MYr%TjQxoH-2J zLZ0qMJ*>)$I1z<`01;%wf=R_>kSTnShfRP1P5srS8N) za!6!zry(o&i2CWl+-U`i(x9uI8&fXLc$N%#)3|UVjofsu;%zDs-V#`KEl#H?5z0Ao zgZg+P>&oqEKPvnn-q0XCs~z7edIu*F7$djj7DGJ0H%%1pkTne5p~j5FJqPmziQ3`y z5(G^~hvtwzaV`kjCF01Piu|!UPHQduGt+sz_y|AoZR+jSoo%e0?|$BIE}{+)oq76D z+w4&T!QI0ftGtr+2fiJPYg(3PM>GtrY3NZCgx>BgEo!c$!$PGG_3VQGfk{HfNZrH> zZ*)r{<_i7U-i)qbi?N6Tb@>nULm}K+MahL(}P*ks-wyu9mDZm!Fg?+==+GiX#Yr6;@lG2`1WYa zR;s_(&pfECL6KBJo`t`U6ti22T-hiDkL0~+(Uu96rF87i+vFXLxeVysBvQq5E=u8^ z=Ld4IV=jG-jM4_+yR2BJZAFh&jy=LD~N+YQvt)6$}#>&xpIyDOd8L=IQJ2 zZfYA$UZWs@J7qf!U4qd%DKW~*d}cqO8lkAfkK_6GWvWg?fH#I8y*@`Ig04geq#WW!#!|@7+iTf&#u` zOIgR+K=o<7YLU~R0_J2C4n1YbYvw2K+Ol$-4t+HHW|?!{U%~JwN9cD&vh~N6hgwyg z;|=kHmSU%8-gg*#OQQv_xS*!Qd+Hi6N;vJ$JduEn2UxJRALrjIyjM_I1_(|JRaJTq zX5_P4B@D|f>h<(bz*?!*a2mDSgLLW_9hJlod(4Fn?Z}s_<=lVPYgBtZ! z5z4vfFi`1okfucqcEWSBdB9t2$eh4e1cm4j9VyNKwRrS$D)U0fdz>4gr56 z`lhjz6Q$~XCkaQvXb~@IR^TAiXfUQPxjb}OCjurvh|(E zn$*;^NDPDV*EQ9mK6z)-d94`|hm*&|Ea)38<{xUO{=AYW$zYa~Z3*ExaypX9vr4vU z>m|9&@V?^1zBqQZx0r=$hJ+am0m@|fTKZv5C>(E8HGj69BO)DlK5GLG7`Z;+8)!u7 z$9hEAPAaoiz6GoVL9U;xr+_an@;G8X`+8dpFd@!X2B;`(>m|QpAIZNRzR>*h#!_}= zOqiQEo;v1;`p4CZyy^@25-~CmyFsKc>x4~DBXh(1Ri$rfHYCv_J$41Zl(EfF{Ihrr zRRR{T*xb_tZNGau!_vs2^F<#FZ4%$jzxgATJ%AcZdDozF?z1kqhJ|%9&YrliIF1`m z$|cmdj14_DU9>d%1d`d-zOM9G5aFOl=$J#&S(qeC*@JWdFG^W|Cko zZ9-&%H(uy_8>tF$<+x<#0;Xp`9Em3ip9o_EzXk^ zDJ0A=mfiq}hy!KdqB0fvn5xy@Og@*TvUXRlKz3iy@YCK-fv_#DQG0xST#B{$c}=$| z&t2KhbK9>aV-eE{>|BctjPBSzH~lKYkCXO5e_9ZTWqhyZ!Q5C zLg8%eF`ihck{xg;KqwH6ju#4|4eE4&>6W5}@bgw=j7BUnuKbCo@%r=d0g+%RdQMtG zUwAJ6#U91l_fh8;wSgWrk18|x<30vpMsKy;q-Wr>b(vLqxsJjL8P&cFxwhL{8<)cWSgWfgEkYggnsS?`pak!31)~M8slFSF^8! z&mLz(Y+qK|LRa;isg7I%%t!z_we7I@& zi-u5fRXIjRd zLz49WX>SyxYX9LTFrTBiRQf4$%((vhtZ|N9(w*w@WrBNaAMU5pgu`;@)##g#lZ|dP3|Ht!}}!IkC@s**3?vsRfg6EsQ#U zv6ZEpDM)k0kR;bse@~kIJb%+@{t@*u+TQMF1+oKLLj|M+fPwI=?8#^f39N=+Z2*u< z=$Pa!1Wj({0$2@CJ4VebTWmJ(-kChXqNfzv&MSMq7w^o%cnnFtv|~a?D`Ropfq_;w zQj!Uq+qd61dIwOOD7*5uEG_ROp?W(;Z5pFZ2GK4U%~kh3hldK9q4jwllYyH?H)JTB zXW!<7m8S)1*R8om9IBUVw${Nl9&6b*Xk)U{vfDy(&vLOe{65 zyte40BT;0-=4(&wxEA(a<^iWZ?qWF_cjtY^T(3gpB6G#mxtde?Bi6Q}52Oij8I!m$ zwTV@ZXPb-;^y<#Sfg&j1vA)L2%>n0vyAe3t*SGAYj4J8~k(Owe_9Rv$D0-lwN2)B` z{>yC)2RT`_FO|@6mH1CrgM^I%d9}SGmA~9JN%_R|PBYL-mGpb$V>p>LoNHllaMoVK zE+L$4RiTVFatXvkI|yoJfbC;=n=w{hy9Y&>x2;ja(doC7#$;LBRfO%>Gpi>+KZ% z4XMPyH|9a(!mw&~-|S`I7r=#o`=wlK4O$>^o%cP>OYD9o7fHufzvW zkPi)f3Wg!0Q9<&uCgR_OSj^P|=BX3z+1dEYo3_=&BeJ*B8{kr|uGktd^Us!YxMB#9 z4j0qGXz*c{vbR5QPuCiPZ3&4Dm+AT(_KzBWl1H()#V*ycz@q^7>23cXZ#b**m z9PykX$S{Qap||>sZ_L{Wt%;}1#3k!~TJ9XFg_Kd<7dXv^(EfDyub2g$2KTE8LD}|$ z$CWwWByroa7O$<97Uah!BYw#g4CO=oQ(RaOc(h^ZsW$4-Z7R#wKC&oYl5gCx4SA3V8x_g{gmo%Z{cH&BCgqbWkwY_oR( zvw6v@f^c(VF|f;(HgC!$sW~No&`-F8QG-E776Nw3oQvMKrsmoGp5h&}h#9x>bG!+{UN;X^pF2`$ErlXGc=tqL6!RzVX>}mYE3R$5e;T015 z%y`;w9$Gjg2DklD8fUy&`Q0qdbTf0Q*ut(-g#oO`7^m`yct?BYozrEW#u-cpkDyi` z(TPKMNfR^M`k14yEyDS@YbEhQV&y$k`g(l#?bPh+YO|@_a4oGyE9ur#BpJ+?$VO|< zE=Duf4+JSr3#wsD}0u%G;BpxVV03IJaAh& za$o9;0_s>0ix{X}b!P?Z6946$ufNLcHfg^- zyDPJDjpFWOrES-FsgH7(KRZtKQny#%n;bpi8;r|)i_z^&=7(J7@J~0Pbs9c9t19om zw6x>&(p#v)gZV*co1GDR!_||X`s@_&*@Ior>sIHg>ROq!@6O7|LT(gBbwSJK&zB(( z%YK1H;9I7ojoENO$JK{-+qZt}jsMrhKp|JEs@lwk%Q^n^1**=>{Bn)~Hl+6b>%K%E z+Wq2makNId#bs}jSmQunxU-XJ>qv!jk>CxbQrVyRRjTURHrxFPz5JsH1WawGySR7dmnL0{#{~;$wt@AcYA$^>z3z+9 zL%#Io#v8|OYLeg(2$?$;gq~tY3Z_a#=&0=cWiz2o*z6I+;%mm#7HeNfA9<}ZCLe-kga%%R}u+y*pj z$Ny-1V#WJ2d$=+At<`tw`SY$ZyNLq59kuJ$fx<_%AjBj8iODR)1!nUE#Iskiy0m5rTBUly!BdJ@aQ_;U$k3~MB)3zqe+n9k{} zJl!Gq;3fWdcUg3PY=H^cEz#EETzTm5(JSlwLC8nbhR8h;j&DG^Lq(4VVZY9Wec%;l zEV$x(FYFy-R*zz}Gl^c}i-t&&kQrk{gCK(o3k|yU09ZBw9q!40yInPuu>hHACW=dvxSygJ;F*Q~|GR)J zrwG_dR{beaT*|K!+%$1TcGS zS*(+Ut6zS-8S9BzqN5%HI{|g_XOIbN{hC?^%3=QXWAA;5m0by{9M53)LL)XVx810{Lh!?a*BP&<**b6u6{07^kEPiRS@# zM^V#OB*E{r7o%^T%>*gW_)e*n0+cyOAZ3e}+#eN{rhHua*D>F)dy}C0QYj1*?+NWJ z%NKt=4qjgIU%r_eGTHSJGB`i+MA}p}2{sqq^7X}vyN3!&d_OC18Cr`wQ2KE;2VWu! zrClV^`#SF8FV9#~J#*UriHl6THGiGUQx1>+N7UQZ$lD)WBE;<&_w1VOGIIQzZwmWyA}29WTnH&+|77DFH`pp*L`Xr%M*2&VeG)tLby{;)l8q zS`+LV5jF~A9&EhlZ~o}77=GzpVkI4ntx8W9{OLd+7f7KhVyzV2rFnVwo#v2@JzG&UoCoy+nD<98yyy)7!rIHjdxmrhD0h zFZm4T^vS+E2xwrZ%@fy9$Dn;VQf&V~uEeDv`_8;{%XlfyP+&g}?df1=(`SB!z;>mZ zMcJr*r$ilcZo`Q|fnwcNBf9el=O6FACRmk;PSAh%pr0FgAWG7BFAXlCoDX{U9Qn1g zy!UUgti1>dA`b|-!Ogo8BpORsk9+ljibRIr6B_ovxc-4Kgs@Jl%v7&`U|OJ#!23=(D* zQu$&it@pl^a}@2wa8LRppMa;oCL6x4gN302Ux?$CxXmzttE0ov--h`I;|f-y=l@u?(e+T)`etwfMvXvD#xdcvPpY+=zt%(^T`v4q%(76k91o_9GLV7lGAubP`u z^gh9Dq4i()lhlq%{!+00=k)Q+svPw6=fKt--tfI-{!g{gx}-nmD)ou=D6XmVN<#rJ zIfXh=dp}F32}wDqMs&Mn{m1%SU-73jwZ>0@u6Gadf=kgKEi?tDql!-#XMAR#mXB6K zEas=VY<0>x7OUY<8NKwPtn{KxzB)&PPsNkbQk7{>N2SHQwZy}gP%ch3imrx(^J~~2E}PUc18fOeU_3+el0t?r23r*MIn(NgyrHao`ZuPfR9M}x?4AlDCG`&K z+?$vUqiEfPzJX1xP8>-hpT8Qg4M)78%d+5^fI%bMLo*KAcYz-!6+`^4#6t_ltia$- zLiu>^Gf{7ClqFG$=@lPSVRu8T9=Cf!7;RoD?E1F%1j2l7AxL+t?V0XaDLa$gBooF9 zOBX)=Nl6`}Z+I@2^tEOBrGXPmGDs{MN9e8$=MhCHHp%?l`rq1;m7n!KfAdxoTRF!l z3$E*A8A)6e)9t7yxz^H0&+gnHF3I8!eRKpUSzZmovWm~| zZFdBbucN$L6Lb{K9ar}R;osfG1(U^9UM{9P0i_25I!kbNu3FJB_rt-kV(?{&ivsIo zB0Z{Etz@1^TFIS%pxw$Vi>Gg@+A)Q_skSmUxy71qW{W-#D4Lex(Klmlb8HBv5E5IK zGg)SJS``Om6kH4N^60#*F#062@$_6mp~lvfp?56QFUK8X`YtsW$^-HR>tEp~eQ^&s zoBs%zPEu)hbu7Tb&4C&fJn(MC(tUpdF6GO7m8bm1HelELK}#8-FOzIKxKyWU@zUHI z56(VJzJ>N53N{B^qR||}2r8KrrkHOwwp1p3?R5EH`DI-wngivt^CO`)Yxb2!fQ;t9 zPD@;JUNwT?Ixo}V-*IeClA?(z^!cf5eyna?-hb#dzb|SF-}#xJ+?|iT1_H8cb~Fr+ zguX*fff)DH!XWu?NwJgnQaYbm3vZhnCm_aKKKxb-y0J1tINkv}=augi5%xs@mBQ5f z0t=09OjiG+%n;(NqVA2cYrQc0&3ffC)pS?I+`38X>64pmq|}4T#B86|fM(lmD`R8k zqetc{WxKO}q+i)6N&oyeYpCSVCT(5{OusiuJKXTFrY3j9ptH)rloWNPgoeC`63=zl z`#vUGIn2ToF2>O^<%;XtCJlQNzbZ*kAxY;$Z~?8}h*7}{R+PQ`(!y?Q`27YM+0JBE zG-yi`wXZfHIQpS~!dYH4A=<|mOcsCjz1Jf_mduW+{>>&Lom(F3E0*Bdj*>6`xJrjL z#!a6@Pp%zU8QJk6JBZ{i3c~#v(YRC;H^8*`J52Z3wF{%dANh+(A{|w8k&RChSM_V{ zp;JR5nIkr(N8dc`^Lorr>VF^uK->Z5Y6{P6*i#3wJa&5y?IKc{)FD~|e-&eH!J32s6e+3YcOYl076}wUmr@)y z?%m6>QZgyKa^GB@aH^1kw3}alIK&!q3Y5p9GmgdB61}mKZ8*Xi5JKC1`Dr9`7vdyw z9K3VA`7XP}0t}3_r8?cMHrc6*-)@00qCeR`P)+XFEdG1F9|Do0G{nC%By0>hw@uS+NAtCHO0EIYa z;OuSvJNCrx($c7M?YBywYDZRP@n^gFK(i3V7P>$TI*e$r$xNldt;`_#GpC>BD%K99 z*l(iL89)?JuC1K&s#rRJbO%(C8-yh9a*;*8@i(E)>Kwe$u@fa^<$zhdc$*bY{YD%= zee=D5X2)XRMj+|FUj<<2YWnC(D58RI+^D`cwSFBlmjzyaWZg=!SRRNgNQaVN^D4lj zN^zNF1@3sQ`S2&R1El3b_5)V41%cp}L|J@tmwER~@xX=yQGpl1e7~+0@B8U$9)iv* z_iP1UJ~hXE;vt5($vRiI{wRxDuuM$<78Q!EZpj`6>~jC`_PRubm_c^YGfPT*`;`DA@Sbg5YFzmNXU=@{AXbW@mH|1D0k z&)y?5ZDY(+m@Ll$-C~|C7vS>KR?BD=4eSr7?^){MDlWJc!DFp3cX#vTs$xpTcL2A(JM(bXbzO zbRE6@1rEmSba&GbF-xiZMVnj`m+X>l@;1%R*kG8AHb^wR7+LnR)9iC-LavxJuu(KY z@QkbvZKR$vmt|5;Xzxev3G=4B(E8Z|>y9}b0Glc!N}PQG)SR)WDe!wt?p!h)yX-bR z<_3>$l*?rC@Of5sq&`jOJ+#O=vFlq-Yi-`@J4aeaJ3<61i#JN!;Fd?2dR~xC(TP!Y z{^j^yYEoJ>?d(%GQmyV{_mae%oygyh_fRZEn>Z_s*ZgL#!PVvT(jv2&ehtRCE!D5z z*v`#AEa=xqfCFrKXYJSa(M})uUH!S5hpat4=LE{;-``K7M)Y|mw(Tf4PRc;1rKoFt4!6aA&EvcD~R39c{{MoANs zd%@dy8K_Y!RjY=!3OW?C9dN4IZtzw6zy+p@^({jSC-pI63jG1QMwLI#!ORw&`kEgr@fl`f!N{#472$J5&(x6!TKY*s)*Rbn9KKtyAf=O5@3 zs_!>^7x}K#7jaWBI+jrWEBf;vAkQN2);uV`c<;zTn}AIv-k_25P>H3WWIeGM`5Fy0 znAfMw40k66WTCk3%4&)>>)b3aEm4u=QYvE3h+QS>Y0Jo2%VdJ7bT(EB`?9*KxuI=j zrXHCv-jkp!Ef!0reAYD~0t|}(Owe26%v0u*4J0nsarRrRKJ2o z&1o9xS$P)K6T$B8qg`TCLbnyCSCMVSEs)YO)Zk+)_mtQ$BWlOJZDdbHpj3sgj$-Ta zW)6P*6xaP?>dIj5C2f-5_>IW?X}chln-++)RT?EJ*eo9Z;OVK9?XDg8P*AKR#WA-QV@Hy-!Dyp{QuM%#B4;8&!{FP@1)#m4Z zA7=@_;?5VNITLr_?-p!eeF;u~i^e&8;k*BUlkV`eQOUPj_|VgD+%Q6<)I~GuDDMF_ zqqJD%UJcY1YAV+oS2JsVP*yQrBX!INmb+Eoq#GmN);+q8YZ2T_@18m<)*&Z15ID}= zqTO0*)m?+FKR|$VGl^wfzmi(f{g10`okWX=fmd$Ns!eSpW>3Gno?+HeMsNX9v;y=@ zvspd0Ka$7bqPiLvuc?l1M9^wL`j%M3h#!olLBd33b1C*#)>AcVeeB(rU$(M96HU-$ zmdeU(-TDbrUAY(wwxJJ zjkU8RLegxKv-{qrS1~K8Hz0j}x`AcsWs#}W3f`_*`4^g4c1}0ew!&8a+%%U4ymA5b zg4tUe4}I0goLY~vBsK`a9LaX%;2~AoI2iVXg7t``%fmwZ3v2!+%4+cNH&EN7cmw=47PBqWDu zV6BHLpO7&d2G+x{cmxY9VYpl;IsYvK*v%*M(~7dRkJW5r`^%Lz=V7F0c8f-8Y)q%G z{25J$U#4$`IL(Kg`a{wN-e0dh&ED`&Mf^(Y8<%hocJ{v%-#UXD33IZ!Pc?R=N=fNa zb0;LUJ^fE&gR^~BFi-l6>c(}Q)o$Ur#8oeIPoN^CG3#5hQCh&Ox}2CZ}hsWs-Ook2$XCMy@16bHRf z8DK1HteF5bn_{~XLh}Cuu*`J#!i4DXdYKvS! zI2tX)GH?6wikQQiBsX>yuHn#%zQnArRaKk{yexk3`5YBnSUDE3ttV z|F>-h{ihN(M%4o^8~^tRh=587&9OIWA+wWL_RY$ zCFP~z3!me(HOOR63?Ce*{@Izbd9t5q61M2{L*>dxi^UHA?TVgFQEt&Y8`Wzau0yQD zugj(9;0D`2)-&^pjTR$MPn)R)uAnyMjrFzhGz&jyeafy(|Ee&*bF` ztGp_FV6yIJ)}``QZh%QVnqr=vqT9AGPz9T02vkXs10{S0r*48={WsWvJfq zlR#G_%K1h3;I3`a8~6!soou$hn2zQk;aGZ*bALKNtt9J!-gAw`JY(ej z`I0%}h@KJcETIsTFsZ30Z;9G%H(8@R$0?vnWGOK@hs2)E@`(?;;OFoBV~^Y@-X!E* z{FQzEA^)sGS_#a1k763jH(q>K&8+Ghs$^lK-(}GMQQ4bk4ciAlROd9`>Wo@jh7>UY zJFi0VGWv8Viz+jyY3mz!C5YE&ITop692mOGpU&U+d=WWpN`U^B7)h`$#1gaFsV~Sj z)o%&kNr2zPd%or2zL)@`H3wSy^yBLJ8?!8@!9vf z%1@0yyi`uCj%=ZO)#MIFD|fwbo5RTW=pd)9i7Sg3&}C-xqGZ7%7nW!1%ZD*Cljols z?zvvmvDcOS-1-G|Dw?Pi$y)yOu|U$Vzn7f zcHx~#z4J*v#qD`n#Dtew9MWbtzoI6xz$3o6dworW%+xis8Z@*dRg*=GW3)arl9U}?LD(XX_M)L_$Pj6{^m{S zER|K8-+~%Ow{828_xTC+YH#!whXi&hK9ls<+W~PAOowg3VhEN$2tY0dXmGtiz~a4N zmnB0L247AMqfFC(9BQ}MHlbe{E$nihNC3XiU1BpMr>ZOOqux1&4|-Yi+406gv|~p% z(CH2lJAV1;4+}!7!h-Zkq5lQrwVy-SiGCGNj#onXHoXdy%K-Guyq-5P{02zgP4?5$ zA8T~Ct|<_{@cJ(GBVlJ(to7a&b4D|HJ~)*(E?VgJ`-6nS*)_ek=vnsADThf0ZRkDC zuHY-i7Nz56lRq?_`3+)U30<0jm2zCUm@Gu!7UryQ7dGiy&Z~`fg0PBo&xb*n%6P^i zgNlgPB)=w}FNhb_bIJj5t1KJ|sxxF`4S!=+(R=LxeGb`}N6~ACg5`?+%m`k~_Ju1{ z((hf7^Z|VQVN!x=)CWGYIj1hpK^LSe^1TAe)k@#stB!>bYk8wlv}wmU`??M&x?vPi zGCH_H56*$k=JJdzrcpdFcgQ=Q>y-}|JQ*dU4XZV z?xO5>(y!9`bW-7>c%UwpMfaOIqStiQ@K;WC@@F3`HH*-OGs16gf7tF(IIRBS9Hzlt zjv1&Zc=g*KaN66eXk6nTo2YBD0N&ylxKreh^j0fImzD4}Sl8~_S4Ny1D#AlY(?Rj1 z#R#We>svKBpr3WFnuwua)_Li{D(kfM<06G!DCm8C z(yLB+GHPHq32(t-wkY27IgPRl?uG-^pI!99tJZQbT1_A=J+fM1L(Y8opobWGA$oGq3fLzalsaW z(EdykByzg$L-Zq|=mS+z2PdZ-EXUYuIvyfX>H5*51r&_zCqhG9>PXNgbSBw^tx5`>18P&jrMm0;)N?l z%V&<4I~!lbq_h60#q7y_{`B5!mGtFHMq67_=>n3h_cMZfXVk8h#Kc!>FS}aMv7#*_ z(q4}beN~#I{)lzp^RjDsWJNTY+Gs`bozbt)>}R8>(qb0=q-?|5inCpz{dOP+qb2V}V#P6E$Od{>s-3 zgk(m8uwc^^Xz5Xi6yWQ{LGaCeSa^ToTk{H>$^1B5MM`P9-mMl>@9QPD`#Rkj?ZZFN z`krZ>{i>NeFluze*>C{~Mi>Q>HBIA~C=nwDgp>kSN)Nesk?7?aF3H8H#N|tHE^TOG zRY}1OXFqeddMx!bDIjvYn${S6NT~Zi0VlN#_V#~+3*G+~n6Fqd{@Zq{2fURzL8$aI zv)da6|F`dq^igyC`n%pVGscF~myrB1S98I(&@!>U-=e#OKcBYoUrqxusX4|Qk6fGX zqS#7DgM+Yy#T(U{fZ_F<8;v+j5ScN4tS@^bB)H(0$}jlLj>3v58v`PrYa}2p6v$J} z@s)bot^H<-HuO#nU-uu<8s_`4N^DQD0 zk33LfaN9NwEh^z*j?m(HBP>jWB$>OOEwc`Z>^O(tzWIu-wYNhLAvf~wDzBrzMceE! z#1v|vY(}2~<-s9G0bdf#94kcRI0tueh}SvjKjXp%Jm7vEQg^mfm(yYW zF6f?_^g8%dHB(E!?k9P44#-G`a3OL%V58+ulJTta776{}5g@zo@{WtTZm=0^AFi^^ z?$bf8+yPtElU~nAeq5j3XFSU{5%}>P^Q>16OHFUUUCf@5#mD5x-_v!clRKeYmE-9P zds1kBe(%IL3I2s$K!y)P^hc>HC75d@(wBndfp1GkoS;31nLNea#Bc8u;V&I0# zVFN~tl1~=Z^VP|2lpwHRI+Iy;DP<)GGQ2gNRWGLj$Wbh4W^tjZiAP$Pl2;iU(u$iR z7U#ajX+IG*576tdF*$jLN8yz&3_=V)4H}$8sjdFTe}BI4X~ZWfig*{7PqlY8_~Tmj z&|1~?hN~3HKx^py8~zaYjHsL#z5+6qp)h){SAhFbj5@yjE<)%UWxT*EK^k;9#ey)iQQ<1XnNTy|rrxb7e9Y zD!={%IR@R;rQ80#@{-tOCZ>Vt0{MndbJ-DN<#Q3i4AYkN#~D>e+FFkT6dsY<`q4z5 z@bwKg%Q9XEyhW03lWbXZoP~*+mw@*IZHG14#Upn$e*$=@^a&*7SGWsN##`j?WObJ- zfA)?+RAHJtYKejyj*A`3GXq|e7>nKe_XBW;rQ(4#!m|xbf+f} za+EIA+YwnzI{2IT(tlqLC?Zy;YAko<@3Z{B%Dw_B$}U=a2pvFDKtf;;kOl!k0hJ-7 zV<;&pDG5QkVGu+@LKr0_q>&OtQYD8Wr5luz?h=P#{11NLy?5Qa?)umNuf-yU^VWIy zIr};L?C051u>EcbDNeReX-ccmS6$-G@Ev!vMfR-rXK9;-5$R#!ntHbi`4qh4?f59p z-kVQI_YsG&7jojTaXBSE#4I!e(fd0TCxv>u!8rpxEH4PI|UB+SbNg%SB{C z?fvIqtF`_?-3PtzI}twnXdCOAZ}$}*Cx)4Sadd-nwQG#557vQc>Q zLJrWHdUz4m*Czvmf&RPW+UO1VN@K7Bj;~Os;hx>oHo^#lXcJi}Cm%)6!Mh6Ffzz|n z6K=gCsR;An<2(AfZ8ybei=AqR{3F$xpIbAs6J>o%C@*yRsDhkR%HcvKs>z?2b^Vmj`8+`rNy+0T%m}zsU zn4&KEy;~dBkmnJvw{{4kOysd1tw|=GV#uNf`2Hx=qG;!6<6$*fn%843(*bX89bE(a zeP?yq(ZG9remc)B=QLrw!G*O0LsJ`J;fQK=uPH+GQ^!;e-Y1 zdhsn3n`;;^ASBP5=L>rB3m6y#ePf=G5Yh=F?~>k$YP(S+Rd`q$q}*mw9*Lg1EgFZC zS7rQ#;oPGqW*%+#y&V49Ka*-1sBGp=@CiFQi@PEycpIB0U6UzOYGc~BJDd^l`4sGsrW1bGbdf&4zpO>GJLaMP zM9Pece?4wpOf_%YqZ#k{W@S<+uAM3GT~cPvey3PvC0kuHZY?~rhs>tERE%bX4>L|z zdvn@2?6{}ynn29ECm;GhER6~MiV@#%HJIeCcS+^6N;m@ik71=)RaME3WiPIJXO9fR zh(|C%S+;`W{^EP>pzzau)+jQmDJsXrX_XNPLgw#d#so~1ZI^z(B|EK6lh2UI&-nBe z^G)!pZo1Ea>Wu|+TH&CE2M)qZsE}!bIf#_Ru<;3*wV<_5hBdhyjXbG0TdE8`WZW)PSCruwb?fR)%GKdDeBoyjA4BAx9K6FCN7`Bo<|q_?EPv`bA5&nu8mQBY}L|0 zExBzBZFuKx0E$Y#MBA>rqrW0PNib-3o z{y`qzUW;*C=g`9}1e`%P)O1zIgWwuX4pbd#G08wR(@L{CbDCVq)kPc z2M4V^DA@p+Y|-?x&7eH<>ILDpo!680Mxk|#nU+#;^~6vOa(<;!D=3atr7WmGv;0aNbY|cttKn&1+8Q)vexSE)mDJ$ zFEQWJmt#>;i$iePSmIgbikl_BksRk*s#XGa#WdABToI-+XH~G{JSMiKbg!t+I2O%L zcUEmV=vvuE6_HlN;@Ami0(%N4vR=Vct-(+65;IHKG%@67q_kAtgT;w?P$cUG*ia)nbL|F2P&HbD~P0BUHOr(C!1cF0WT1@bgW6f-#s-n2Hh~|c#pe^&8M}F{* zMzL*VB;GUi=?<)S&<`pez+!p7{*{W#|XSt54gPQdGV(T2?X}iAIRc9GS)j4{vDp0>w)ye+r8|m^H8qr zK(;mk;?L@hKad1l*x2hp_^2`t9e;*T2B+>p`Ze8DU55XPU$+0;7y)j?b(gYK+Hva- z1ep&y!FN}ys>#RfjSNclOw$VwK%y_+)8(Jr_PK(||< zQJ%d?O;n6{kxNwlML0$Of@Az1ZcQuz^?O*$aKzAHU~j%)gR}e{!`VKvBjYTq^mv2= zwo7ZC;q%VKEYaJ~1sNrY!zdWl24Ag@;3nj@kZZxk!^)oIrQUwb0Gfl^sPdeDAQ1Sx z@^NsLv_%`hL&&2Ne;$65?#g`>7G@u_8TW;lA5 zh*V1*e6I%l*gx{*GI?OFBBCe~w(L~4p@~+{hYmRACG{>rpRusSDg!^h_y=NF#I>ur z=dQavn_TJM{0G8mR>M2x$Vws;9$?HF$wvBhM<^A(Q~L)(s}e{Xh>Yv~18D|=YEk8j zbXLiu?B{+PvEHNbvM-y!^a|K zq+VRV011~V4t9hD*6?g98Smn_X>dCUr{Lkl2p)WZYRL&f=fb{_R(PR`_HCAKHhz={ z<`Myx7k?nwLz?$lzmd;jIv^dMxrUL$m?e_?sTVdA1>HpsXgMY z(|%_DFx<`9pMBW5M=z-!`E>(m>r}iua~jz1NaYZW)EN;=0BUWV1JU2|N&1-OOTzZ4 zsBlW4)aKB*xngz094Q7{3qR#MlgSV$Ojl3Pz6?2 zu1D9a>V-cu=vp`?aQMkA+zfbzSux_lBpu9qQe0l%+Y8+%BxIYs8xy3mrXzh)YXaR$ z-g9uhjjO6*a*KDHIKU~dnVdZ+a}*EXNLRb!DE{>KO zMw%qH?QR`6tIEiD;6%e_<14b)gBnKf{DDw7G(?^qeYk9$s<&hnq{@n9ZgOy-cvJUc zmM~k2r`UQ1H8b+%o8S8fEU>z%gXQ^#Pz4KL?*+eLJndv z?z^})wx!3gSpQBgGLy~1l##eZ)m*+u*;u2!)uWP$6X%LJk)BYvp#G54cbf}rGsTii zx8zo2M%R5zyz+N&fzt}29b&7bFnK@v*nqiN;^zI&c9W1Em8w_JWfh#LnfON#@~@jL zaPKEfb6^XUU?g37gAF_5m-8WDx*U&*Ud`F1|Frqyq4757rl(zJQl9F=pw8lD4l4D?_ix9D3o^P~GrkNp7swhJA&W#a2N%JTD0?Q*>NTU#wM zz9;soi>%Bt#3&WygvR3ov_Ue)+cJxzLlpwYaL?dnM}w|57r!UHp16$o_>RCvrSme| z+~c>DsqlpIxZ!5z`@R$`$wD!6^_?q&Zbsi2`L(`nrRD3Ctj3ujS5Pn&pF@s!(!!Y7Q6$ROE^1&ibR z6$(vtL*fs3bidSuhd`f1cqD9wWetq;mEhC{=Q#ufR4X2+5O;nzp=lw8h$#h7^N*UE znQ@dVOGqp~9Kv0DL>^*1$yJe%YRUk?E-euO8IAGb>Pv>VlWz@lD-ocUIcM0Ho=pUM ztw<-gXFS!`d1~MFnC7ayNdYOAHj!$WJ{cO}6{MuVwfczM-F!aMdIQ4)H#Mlo0Iw;$P3n^)Los2qQ8A0eqv$|lW$-9cYlB#Isp z5gjbo3f{eD?Hp0hy)JhKa3N8}f~E_G?EW)OSx}dV2oxqV{|XZ-L>PRMd~Y>-II_5P zmsTKTyq2aShn*{!CweAKt+DE5Pxa?$UhLLGSLmu=*%KY}7>CxYoJkL^-Eeyz8}qDu!$%5Wvk8uK1=&PSKnA6Xbuz}Y zPx}v~SMLvm1-__yh5~LYn(A~8G;py>rZW zhA^3~l);X4$V+P~3oniAc(sbHbp|J5g)crlQ-NGY5V3A(4a+sww@FefuP>s&Zu4DT ze=pW=f~(jjXBFD*LY$L==5BnH7nIFx(}Bv5g&Iy}(RNTF|8by92y*@I3JlFoOqIQ6 zaxHROc~N_Ml|hOz@KQ-f3iE`{4EHW6j)HHOyVQTf1}}!(docd=>AyHOy{B%64Ra0P ziYxE^H<)lBL3W`?1~Srb20S?%K$;b^+em3M%n07o+^j9_UYs}%K7zoZ4^Em+hLQ7T z>pbP9f1&Z_K0u_Y`QOiRDMPaBa=i6R5Hav7g8hDpuQ&&!}(b*}X zI!EU5Cx#}k0Q{~4wUhEdFK^;7NB;xo#zP$23aX$uGQ?gX6`_;U@Iwra60uj_7T{mI zY~S-=h!_KIfvP+#p*$qWgXd&8K2&1(*QbHt0?@YcFK|xgxrbQM+TRwyRGzoJR08`_ zS{^V5KN*5WOrgBS~`&Tn&D6cZko}Q?hOMmoEI^ z3Id130pu3$2Qpv=9wC7p?v?-G0sT9Z1>T9D4+8+)+9v_U@xNbI;Nf`j+vL`9~n~j?;-2 zz5*igh@A6}W8ZL3sr~(1*Ew&Bx6a7!ZxyK&>Mn8*?k*j(AVwR52mLR~Y`dOU^9;Dd zIq?!Tx-r`64+%PERvBDva!6nMDD*G+;XWG2Gb!;mmr!QM(3}|NEWFDcy7XrHuF7J~ z{M(>={G-YvR5EDp?hThfA!lw4%H1rDZCJv}QE5*+#Vi_ir7NNmK>m}_;sQcxTT`OzB0UGIN+-}<%3Se|1{Tcga54I6oo@!ASyXux;JF-|~l zS3iN4J5!@%+?qua%NB7ck<6Cs=D18DKXs>CryA|WW(K&VpTF#dnWLi1{0gUjV5-*X zUQs@eQyw^ig?s3?c09EARG=P<*GnDF+x@Z>{a{D@WgOb}Izd0<6WX0ln8~{J?sfw; zqQLh()?TIi@?A8h^1B=^+~f9l5{3Fw7c#c48=MC$c*`+;*OQ1g-PE$!zB=gj`6ur% zo>yB)>rgJsr^~IUUqonkWYiD93zfe@SgdB_H7gutSiAXabbu0PlIQnqEMY1dpH!7|Ro+xdt zn?6fNnYEDmf_smvWa71k+X;=P4D(1KATw7`|In!KBF@tAv7Tx;RnLIxPYFsGarwab zNiXi8wJ1!T=`q-P`lwAMQQStNmne<*U|=lA>f5_A7l)~fQ_HWjyR*p>;6mVK_S3#T z>ebM$%COAs#!l>&ZvyY6ZJY7bZ8aqLx}vGpIj=}OBfPtQ#pL7Aa?hk^f;9}k!pR?OSQ(#x01!@4(l3a zOp)5s2__hdTjiU{-iS}}nwk=^Z!ce@^RjYU}?_Fr4D^;mD)x9@tr2V)c%=4Vc`#%g3ik~f4L0wpZFB-O7HiQUs;ezN5G0GqX2{B}hT zc|wvmPhYQ2XH{*e_H-dQ2-3fiRvh4y=Kx7RofwSJ7bb;=EJqH$&3KhzbT|^7C-N%% z2TjLC^?C@w$=G8Y*SJXp8}pz|iuKEqXO&P%uE!NCS&sI*F7HY@ukX=sCfl$?ayq}N zn1k@_!(ttdJip$4Dx4?Xw^@42g8HF4Uzl?E5noH2;0^K z;Ryw|@b=OvHFUo)R&10&D2b?;2i8NMmd{Q3StsU#3WznCWEt$9z1We#b}=dQ4~4eH z9DZ|R-dV_cQK}!5X)H`|H$9oMt{%LZkTEHP5D({ z9I%&Y1)UJDdljnc@V1U~0wUsfB++l`i$P28zm8tsTO|JJoHGHr7bPnuQ_vuQq*_aw z6rGe;#h=`WFW6k%En`7qOBymCYO%&#k2a%ek(*~V*^zOLgUEIzY9vy9=wDZSGUdzt z?FxmDcr7s-nX$Zcehrh~Yiq8%VU=Hy2jJS-2-* z%{GDq)=+Jr^l<%ea8C;@0(4chfEXR*e8X7#O32k{SGq<=^ru*K7u$WxxnBTG-qj_n zqqC|l3lzAUa$Bs_de9F(2R9k79(dv`a$jBvhUVefUxo80i@$JBYVhitXS*+`{41X5 zK%&xV{!vRqI($eyej6`H=a{L;N z^rsY!OWD$#P7CG})kyaKhh41L>@o$|#4*~0fMN_X5C3IZfX@BPF1`r->HqTS!ujL# z&HU?VA+y!Ppj-H66v!?Tix9JA16h)7&r6qLP$UZL5sWzL;5UWQqMEmAF0qW@Y1f^% zWu9SEmH1yzuzBxQyF3`l{fiv*M9rgwK6_ji)-xn2yq*&3$-c6? zfz{JR6d84+8H<0uP*I^(+CvRUvg1E7F>dHz1EzHLI-QsLKXWPnvQQfB!7FmpuohJW zKV)AFs#l>NWfM2&fwTlYf?H%79^h$PRBQ#laCDr)9X>^Mt)pe(fS}~WvC&fFzBJt< zNPI{fL9{CgFY|nz!WqhcUF-7fmG^3QZid(GO6(IpN+JzeCFMoT$-&B$FT_VxdvWwt zWRv?{`G|V!|D5Nj{FEt=QzGWW2m3)QuG*1B!;bGlLkmWEUo#*O0yo0T!TB9XlO_gq z7EMR4$VAWf;M=UOi2d@HF4As?MK)D6Da%g2wtpbOB0qW!s0cKV#f>so-!XLDX_prk z_ci-C%EJripgJh%+DqDvpIxH{KFHA>nO#C_&urUqw}%nJN+{g_Gy2(Qp}fkjYN9nx zu;{Vb@3gr8(kSIfBliY6)_rb4a?2UxPV0B(TTl@jJ`bDre^GWfXrabvPKmXpr3<>w z-*a+P-Mf>vuu2urJ_Ne}YVmF>bgK(6}UL9~P^)hn~?h;r60 zo2HG!=s(}hjeLr!P0SiBNs@tns^0(cxil)z;#C8^HDkUE|)8`j)&4rjX_ZQFM z^$+HPM8GO;fGt!GKy<(eYo*Qixy^&0qS`HqGbTQk$Bx|XmHKQ^?5NeI-}E(&L9>j$ zv6LX3oWbPT1Fni7T9SGlkH#=s^%~ys5G2g4_XXOETA8@7GkK zV4NEx4$*qe++{iDih`yF<7_{!Y(v^j^!cH(c09icbZ(<(wUH&mTMX+)V0EE#mnV-h zxDzo3=pD?Jun5m0tdT78I}_fo*w{>BFqrGJ$!2etjL=4}Yt5LzHs=$3nf}j{)CFTI zh6GvC=1XL-WeU$h`vyEHLPl}E;x{bmuI`tkCJ zysmL%`m3b@NM?wG+<9OyB(bF*<#M67-7P&zma}P(+G+3>m71tY8&r#{hn}ZOk};49 zdF`UZHCY6w9~V_NBRs=FVUCw3B0YdBnxxaH^{u}R%FK>;@*zL98F_}o*8&z9>Y+!b z;uNCLYk99$_KB&6syT)PuMzcB)#^&qF!ry+jDqnxC@)~6@H%tT?jDlTUne@4cUmJM zrH~-nR4)W*l>&_foeu+qRX;H_HQHK+9cT@-o*Y<_kIl1R+2qa6r)Qm2WWKMZ-!&NzS_iNq_>iIh&pjSk9PU zSnGo)$bEj9AKM9szimm6L|MiRD>fnY6+q?(=`{%&x zR0AKFk~gU}eSW&C|7f3g{@^depQCSsHR`!LRq6(>SP}gwmiYsFh}=5Kdk=>zdZBD% zqM7+hLr9u1!#yRw+3d=w8{wrkQhHp$AtIbd#Q0BY79@4VX!pEh%ICq^SwGDb84C)= zwJSTi=6hB#-IZPV#dB`v>jtwWu85k~*2QEhI1K%d1(dCB5jKKv`D7&_Y)z^A&@hT? z;l2S|48i*<`ym^+IoxmI(B{2@6POQjvt}b|Itd6n2eOw z!!D;4(@ehYV=U{sE99U3#@=G!B70V^Rf+2SnUa|3(>nhWqWEzMHTAmEUf{;cYtnu5 z!W?e1s>my^M3)YV#Z)C6F&26r)4u>6wbj_5yH!9W3aFEO6p-7_+~@2_5emW}~qBduz3c*3PAvd!+KvWkm)RGGMz-%JW|o4^jxR zwitLq3C)SY(FYq}ZMN*oDrfLAVc+uHk0RbWRSjOdQT=_sq7x)d*dyD!LUtsA2e+g{ zWuf~_XAaT{tf`$(^3gsztIUB4KWlW6Q(XAxqbX0ExAvA=m}zFUiFDV?BMl@aOSid+ z(Zq33-69p(tCED1V7xrRb9Q+9HxW1l6bG)sd=ln2QuBA!gv0|C~0j$w=w3-ar2#b_=Oh>88tEg+CCU|;O}$W1waab zBSnVuAqu`siT}zcgWYa!zH>yCGxsmVO*qqfz+3okn+PA>{vhFtdmQxHh=t+~B#);hhNH^Zd+c4S+yh z_`HYD@$he@bG)eg_gVpfj{^D+{PTPco6){P>wMmQ;GyW8j|;7mUWP}qP4N*>(K%<< zYkO#C@VCEBzY~c4ZH?n!=0&sg3fie=JM6Q3`T#vkVh@&$jzds5^vBOiFP>Jx)}5?S zgjqMY1vu$H3l+Y;X7E7fT^GE9o_aSn-}sz`T><)h2x7mufuUT5XlHk zL!2l)1|SD)=kA2zCB}6v2hWfG2@L~)E(-)dcP7Df44(!@!AaJpjal(AI%T*AU zBzI+V+5R=N3)~JKJ$3H6%y6=`o>8u+C0T3HNpLEMy+p;Yh*K>UTvVCH(9m)a#zxzW zqs8r|q}Dxc*ouL{6kW$eF5_A_5xp?)wA!X1H#DEIP)8QL^+~Oq5Rk&_d@f#e;W_5h zUpHhbcpJ=4=XNB>J*8Q_Rb7{}2&_)C8V9T<`X6`kcj$$I0Z{0+AKQ|95rpm3{=d!n c@A~ZjbyS#`YX7&f@P9p6>$RyA;?Ly&0iRPIwEzGB literal 0 HcmV?d00001 diff --git a/doc/image/web-stakeholders.jpg b/doc/image/web-stakeholders.jpg new file mode 100644 index 0000000000000000000000000000000000000000..51319a8644bc126ada6f07f2cdf7867d7d6e52ec GIT binary patch literal 29195 zcmcG#by!@@wm#Undw>KdKyV07(BRN`;~qRXjXMeM?hc{x#@*c|xVw9B3uO4tx#xUm zp1Joocm9~QpWd~)^etH>YuEa-@Mi;n4V09T1i-)m05Go);LjG!f{d7$ff7hjQbtbV zp8-9(N@LKpQ*f+2I8}onibbs+i|KtV!;$5BWonGT8{lz<|g2Y~VlUJV3 z{6Bc3|KN@79sY_R@ft_K#@hL>vi_pK5Tl#gs;RuX$ge*VfFl3|kOGMQRsYxjuVj}8 z0Px-b0B|vX`x&JI01bfvz}uz2{it&Q0IUE2pnl?SzrWkW-q6ADAKAgbzG2PG0D#Lv z002V^0KoeR0HEspBkc9{KVYMH4I+8PW%v4+1FQk201AK%z!qQ(V0q=(0UrTu0Pa7_ z05Jd@>|gZP8}60h5#j$LWJE*+L=Y-}8CRCHWC zTx`5o9{aCMVE#%82ao)k5E~5z?bY}HBmLLMZ`Bf!DKqWl&71sm{MFf1%Q5;7_V3L+vL00tHg9)N&|go8_ojQ57^?Rybr zbweY30(Njh^5iTPkEn*j_t?1V8WchfUXZGqbMB9-+9_%}ZV43=zq~FQF=Iz3{|}P! z-J8GY#q<9H@G1l_2(JMCRXhNI0Q1^LNU+E#ufaf^R{*f^u&+&piU5c38tJtPaPT+? zxRh*&B6!M%-(!*9ya!iJz9LXjb%@LD;@}ho85#SE68fvjjkg zdrgZ2hXW7>ycAC*R@*ZwLMPfhDBNMO!DB(fujBl+NybN(eFi- zpbfk2tIxCY#vXX3sbgW7Iu0`fDSER3KpQMs?|D8*6g57!3$Y(&Pm6D#N>+-26~Fn_ zvGD4ST4n*cm7MHD7}A}S`mU_@Z*qjFf&{=_TW1^$H=IZX&2SYu0~!6+&;c7EZx6a0 zvz4wk%a*NtNRz6D-&uk8jc-}(3xgZWk@>pD;}H24l*fQ(>eRAYRB!mkF%*`{1fhd| zr*=t(A7dsDuo5FoYSa)8*1(=iit{yW-+liF@IjZ0Saxmx8_x%g1>cn#-@h~UKXj>E zzb<7=HW@6(wVe~Ax0VIYL7)&C2|-6)DPLO72dOeR9g#w9?|h-2P;dh-L12zwB6VaJ zyldF-U39gh`b+}t|HG8eD>xA#fBLL=&s+^Lll2kR;w4n~7KYBZl zDRGL_nO;20fcE5mNM4vUF`+T3xI7{KEKu*`(H_?HOV4$*<0RXm<{}*FQP*J9yiK84 z>Da8&B64q|uY5UenLLr+uwEMzTfJr_wh_*8hfGCs(ukM?P39QhQ{9`!nb}kJ zkjAR>XHp|C+zJqsIND*-c*}~dFnDecEu;Gdambc6lp4*P;5Z^VT7G*-^0v#t9l=A( z_!+p8&IMds|RioEQGtk_3)>)$ut`04*b7Tdn_+Zn& zX2Vjur5>11&mglxN4ABPpm9{GI><9aL$CCdRdE=YrMB_q8R z`Y~Q1rpP5Sf`%6Tg?6FJvb6ZCHn|#=CKeC&x&^8s(C_8nJ)rV8`f4Av@`vQ-_%luN z|GJH9 zBg1)@^E&$@iqb0bz?`$ghwVQr+A)}8ssPGX|naT6do z|9eN-`(yi@%f$YiZ_8jQhumDy^~f7=UjT&rEe(+N3m__TsAQsmaA|z;_v6H!JN|yM z;X}Pa9xtbt%&agOa{*cdqqYeFzP(jVU5%mfSalOF&$`bq1Y4#;Q*|s^^k{TMsUsI6 zUvIIpz~Mb;GR9U0umm}x+!_bF|IGQE&(<2H@+V$iwsBfZl-ax53}FJX27;V^oy&50 ztVKkb`D)zn%J@-9t4+J3MWDvZs`Ish zP-pohVUTg-aZ2CRl3$a$c`Cg&HwC?yiQDf%_)=5%KJdlF3)dlKj6w7w}gvIvfxo1%} z!v7|{qfYBg3&IQLF7qe82H=4|G&lVK+j^J^L|&_KHufnEkOy&ff32gg#WtMUj25Pu zenKX_y?fK zaXj(|(6|Gk*B(Bg|L3e4PGO;rW;d@VK78&zx)@c!k!h|zl0gI1o=Kn$&l(a{u7sPN zFsy25#pjH^&z#sTd1Szt#CxV5Yv=s~DD$YDwf!w0uA#KWQc#dMYAp5{uz)2_CL8l0 zw3$Kvw)00tFMTRgHJ|7{uNn1q6meE(@i~G#)eEiTgJpY|8-oS;1%LL4+O=Abas;cA z_2Twj(n+itq?CGBXVrU$g8M3T-C+_KN`J;5^NG%(NZnX-G{Pw|^FhZdV?g$RV38HY zzKnw%g>DPW`!d3BuX}IF0gcfqa_YB++y_mZFdq8ywNNyt)(87Dzje$ty8z4agS#o1 zPejHWi>;k3LokgT85;D)gG&=nifm66-S_J1KMr1KOB6aiX&gM%Y-K~ut6LKsv=pAs z;yb$V)43*q;7F$St+8#)@%J0s;Z8$tOn!k4Jw4Tu>&SDfB6?!I32d9rf&HGm!8o2c zj%_#7qMz>ZN2@ZZ-fl1%`MmE=>7Ug5){pTWiP0tj1Jg)apkX1#MbDIJX%wn;$lc2D z2VftwT8=6vp9`^8TA~V8#p|F@t#;*iC0By#XeISMU6c#sb*%JRwX)oa9u+VCNJkqK zl#&-+^UCWTE-;*lM;o9~mABv7JpAhUX1_~C`VSy<bJuF<*YZp{nU^4 zk6RtmzDo?QTf!L6h^&?Pf*Zy8zP)F@%o>ww{q0|E5eie@JD}SN%*b-28N22u7Je5I zzoeRB{MgjXVsMD&)bTC7mB#?EA~ZhGx;!&mJW<}No(=D?Z002T2M zH7Uqn-|2I{zy0Z-t5x`8uY(mI96`&Oq-F{h!QO3j{g~hx_v2;o4`AfN)hd7)lahry zC%*_b5w4NqLBf>T<)<~d!bfnd@!85O-I%4&6gAD)O(kUkKPlli?v{T5lUoW&MgeiY zCn-HIB3c59qzESReMK-ZXUy;CnqcqlZqARpF5QK=0#%24c!x0A*eZ;_H(`8Ow6poV zJ6oSOx8oGpz5+g_X&bAPR>393ki^V6$%hQ!CZ2c&<3El`%GQ@*^#O}Z+n2vJ&P*JHBSCp(@bVkk1&#b8g2ME&LO@set%vUm8QObKdLO1Q3bkwW{#9GRum1wS;~!> zd>RrUf97|Q1s}f5&illfX<4$5cY*=h15`ORUd zT_iidL?4(bm!+Wr2Vm=qZ&~8MMTGqEaWtWK#~zb#hZLH$*?B)}#uMn2@{N?!&dHX_ zNYln=YHh{->zU7=6fDG&jGh-D9#SZCuVRFiG~qSzHD-x`=2H65^oAEC;uYC|$hH zi(UPn)*QmKr4RUCe$}T%;cjY!y0}O_w{=0U5z8skF?cFzo6JwWey*S?eiYw%yW(Dy zWX{=tF2kq@>leBsRiwf5e-nE71Bf${kCfMB%bl$i;Q5&N7amXZt0OxTC-Uy1w+`L75l@Jp3yc>@}k{Ni#@RWUdGckv&Ke4=rk zYTi)C{{fivlV75yXb2UD=cHcfKgf_Fj@18DeK=)O%Vm90G#M%4#9>;y_S> z`2WsPHIQSi%dC00$v(Se7@x+fE1>z^2lv#>(0piTo60Y%8H=CD8$xJCJxJk&IAYt- z>#eIm;luaDIj`f?&XT=d$@0#L*CAJjO58j6KCYH`+CsE7b2&f8>xbnsxgwW34B&fU zuk`T(o(C31suqCKoFe4g6hstu&9bUa7ZYgVM6& z+%6hweY^1aHXYzA$0BY&!}${f!bV;81vA0hXGfn+HdK&m{+Ww34R!SU#PvJp>A!c^ zg@5mUCF{}UYtIV~49rcNhL0B;DoK-hZoU=nlx{vS=2cuZ_WZ!A#QFl?LC31_z>KsqF|20n%1)tmI!j|ljCiJyFm4{vaw07 zhBJ3t^LQ@OUeOp(Lb2Fc(oquLF@@_x1DVG(7jxgEQH7n-*FS(-W~(8eRvzL9!a=F8 zhomK-1gNRgn}2q&M5@R87ju&csMh$FJycwS5V?h!xg%Cnyw2CiT-S02dktmCmdCNEw|0F4iAMdY?@p& z`W|cf@MGZ}-AW+I<4ebdC<6q+o1ax*Eg=2o>{?UbMkB#Bx(<;O1}ZXN1-+s%H`7{0 z(*x<@Kcy<@vC2{#b4HL-K@(fQ&z)nq+kLnqC@_ze?%}-Lj~RDIO}1^I_cGonmqJ4I z%Ixb#a!tzNGY#KO!i>I%4TjcN%f|a0a~9Tb>O}D-ek*4l;1*SxxQx2koxBSeInWO@6eU=jxe=#wF=pe>u}`X^yFn` z1xbP&V^=GF%b8XPeK?U-JHz#wUrvZ4a&q#M)p;2B^KoH>6u!9Cp&h!u#2N~dM9*=k zxCuDLZdX1O6V}uKY=1hmNX8eFaqj?U8VkG>Y%xlBzkL$>aj^1>m@0jWL!%a#$nJ>R zQhPdYnk&`Xpo3`pg8zB+bx4gEJ>SohhpwL) zr7ee#zb$9AbEO{6zR<4kT@{J{O`9NuOuFNGy55b25Bvz(W!_R+pGbU17?-S<_KvE= z%JoftKF)|qPQGi_+0~kroWHzdo6wMLT427zVwUX$i`vu>7mA=eC@ewSG4@=UlHdPW zqpPAtXl7vTCvlMeGxSOPIK!2Bi@5iuthM1y_rOQY4TK^GB*RtJIKOwBeni+LWP5(c zkA?%Wwy8Sp^N8~-J8dEnvy(Hkv&IOcPI8{AepOb3EGGK34?)0ob;IZA?418W8PI9qK%zKbiY+9nzDAnL~kO z3|KBZ4*R3;3;C>~(aGh@>eZ^nV!qHUBEx0t=IGk{cqFQIUu4S6#{|~|u;TTEO&zNz zb#l;ra|LFAfo-}zot*F3oT1=ULmsi(*& z$8pRMq3?S`Gu<75_5Y`$Pja15emADk~$ym_&Re1t7iUEcbw zz6^1#GE*`W0IQ_?@&+Lks!AXt-)%Eyf# zl36qdH{SOd6k4-(8rz74YfT?X=A(yW)&m1q4%)n@Gk#<=?;r3H7DyGjq}c6d%s)0HYYerTyT zvClH%5C_K}As8C`B6_mdjaFkTE5OXMq)AK<(2@ZYJpHEZUh1(aHe|`i@C#FtT&BJ} zQ@SYKsQm-DsF1OOOlIYH5ESg;mo7SPFbVRNeqA9l= zq~g;d>@ie959?KjiP+M$DT)+>{VAJ*7(Pmk- zW=C1x8lQ!QH2v~D3Jz!INYKf135YK+1MG#zrxuE-TG*Wzj|wCD9_v6kw9;jTy%h{E z6rZh}3#_QZeEGtk3p@#s;-jx0vmfw$L8JAo>yhC5%$Gfe=@|^O`mL)V#_;9UA@;)G z>d-14C6m{~_b!$nk~`^>>o5O4HPi6BZCxK)-=?q>6C$h3!&_OW8D^@a(JL2shw>zu zBAMgi1l7FhjA)NglofLAb_`h~9FVMv979Nl2$_<6+ID%A{eqi;RpeZipX!$Cg12Yo zZ936VO;e8GiEUa{z_)E*y`bFkMJ+ebWzq$m-TrVy_>gS*7<%k1S4$WOguGj=1md4? zbwB6Imbx|B@#miDX(k`CjjBVDJr~1(n>{^3@DhGoH^T@6Nc+WVsJ|Y8^lP_4 z?K13|)^G~uFpDX*&R^>nG6`tHmHY5UwhDvuN00YDh{UlUe{&>2L1{$X|B|y%U%h^z zF$clIM{05SjJZ56AW`Z2TJA&B{YV=!FG`vZ7qb=4<+?Ru&a=F8dt45LCc z3nrhSc^tn@ochRm-E4Qe_)O`ZdrP8$X2<-*?BR;ov*%6WBpZK%&byP;GF_{U{(BjHGT_ZtQFSGpq7{BGR z=5P7De%$mFmlR#5ie-}$>{|^sMf@o%Rev56WLLeaqs0cDvifp6TYy8qbf<}vZR7x$|Y%W9_vZkRm#j6xdZ?9rw6=Pr3>iyCu`k% zY$Oo_?IC^*f;R>f0?BaAl)T@Za&D0{AXs(pWmR8@ zJ7FC(8e&=R@{V_t=wib`2|$u%xw!9R6it|vKKA(e6BLk1N&!wZ)xS%OG?8DP_Og5H z@={>@ls3Eh6&S!S*0)toLsMSGOyDuyH3xPmN^YBKY}?y8Q`ohx>>(Af3HuOKm)8mN z1+W0%M*Rr^5tJtrxpNQBskslZXZZ9mbU6)fuAG65gCPA4_P4dU=FptBtv3N5FRIwW+&@)wURA#d1Pd3|4+r0+h6&3@m|; zB=nc%j7I;|xD%KjgucX?t&{l932IwbV}43ldE`9$AO%M?Ks^@d#6RF%XYX7DoGDll zp)!Rf5Dj({XiZmL?qPg)&AxvbbnLZ-j@f}j=JQ0ltHPHR4#QQq^&4RtOSAg5hwYi#8hEo z`_3l!&M451)^ZT)3AEqWu)glU<5BK+e5%q8-TsxC$R$(W>6C#o_~7jx?{8l9JhU@r zFVljV+GJ8K0DNQ|fOO}#CyEex=kc$SO)VWV=>-xQYKw!|`K7uS?ycX%p&wlhHRV>B zE}K8j)s;8ZEGcYYeAj`kVgC1WH?5XbC#V4>o3FL}QEzTbVD$~2o{SDb&RN#F!U(rg z3LB{vTi{9JSL309io$v_wW5`j*0e;GySQt*goqx6APE;++YYQltrUbBk_q3VM)n3dYSppk?djO!XR~y1Jj9J zj9H6DN7DQRd30)Cn^O01=L)Xh?p=+U{Kb|f-;JSQ^Y8`#p%z`MIZi%i9N_rNJI#sQ zWZ?uJ#eZc~O8({|J4J~3u599hHP9zz{q^YZTf-C5umtVc*Zc#>*;R1*_w27VqFPt2 z(5Pc`Pe2tsCKtSy`<$==wgQ22aARUC$=GPbPXJf8R?1&)39G!ghoXkSEP^)Qdd*d{ zwrX<_aE{i!OF8f%$rxR^`6cg6SRJAE@=&XTyhbaW!hy!}3cQ|iH+VTSPizkTTSC}d z;v!lgR_*TmAAk_+ajc#~bce;L`5%D7{&BK_LW7Y8$+FxzH?b)1K0QWzkMHT5rKxt9 zV+j4kY65&l?NO)hcUG}89mE{vdh5CIP`n4s6A1K%U>M>>9I>r#xF zr|GCf--(XZ@e*|F9!iS|&hCDj-pp%KFgTAb&4R1j@Y%V(R6~_Yj`Q#Yg>X@WxP(Q6 z@p)_{AQjo9o?GK%WT;?o*?GsRn%-t&#N#{12QjB#!~NdqO}}%StH?2ptHkehP==oj z)Q@eXgzD0H$n0$-#MMA*u=iJ{+&-y+QK>eb7UfIJ4z&`Df6D{@G%L}9m+zftw}T+9B_7=kwSx;!dA1Nb2%1Hd8N#q+bRl&M#KUm zNsDYbT(8_EXaH)aLwMfb_*>x*z!ATol-bgwLR+xn>#UUZ_zKfJ02w5pgqm`cw5Z=p z^CgM`%ZTp=5(7^K^}HGivz7MO=H2`E{?0Aql)>=A4Mi%>>b^Gqq(nOdG>!c7aTstlikPs00?IM(c_6t(FqgEp;rje6d zfEqrIsj>VJO+CQ1D2sV}oUHF7FpY>IDo%??doHMbClf#xHrdR7TiPd_X6*B=IMV)? zC)z?gvB`i*V=`HNrx8bqB3N4qHsr>xeRc&3tUFCAkg8lE#1+tx>!$P;B8O*3`&9Oo zswn82Mtnze&ArsMyvO{%xjFWj|CNrf=C-uSS+Z`+u~PTZxm;2#WLGX(uT9!zd?f_h zhm&9a&b}X^kW35IVq>**)!y=-w2cI|T@U`MWI;SOB+!B?>0 zomJeg6H6+NLy_6zZxlOtuI3WK@7Pm^*%NjIuctKNpaU&Xp(!0#FAM66kv3(9&i`oM z9xvx8g0TX^fnh}Fx9F(hM?CcPO%|L)vh5H1U`c~)d^<`GZN%83K8x>6|FOE@-yf{CzmHvWe&s&*maUo%OhL3IUFAxhr&N% zOc@yHA_KWa-4qE|;eOC`wbD}cl{bGUlWUFG4s$UkFdDHTRskyy{h&0t$)gj->fL^V zHg!Qi&8Zc*dhS^T42|nlS!KEZF37DxLvF&m<{aH|N^K;3S z;r*wQwE40J61n=DFT>DV60I?wnPo_3ky5t!d|F)#Dw9mNQVcJdN)+>61`r@COBD#z zR$nAsI!iNaXp^e62#oVFwHaVrS*L4HChgPnV=hzt?yP8Oc{*1vFmail=E+Wk?2N44 zymP@ba@=|?mh8Xns+&i8w*KBk2OW7NG~~-z)d$s5n{I)76)|9n8qKdO1VtKKdc{JM zAEincJ9ijPvnxV3jEbydTaM>f3%$uEX}$E!eIa&urhVF`5XE8#G}2I6G||-Ku&FG9 zc6<+!xv{U!mYyE;?^c-8SBU%OW*yqfC+P>HD8o(bH%a%5Pz)_-2q~tPRrXD3BUo+X z^5_aa_T=#Bv>EckR3U|tCBkA+Fy zGoOM(1=cLRT&Yl@D_fff>j4I)+!qVS(yjfj-b8E^YFHlXtFoRVp3r%Dk@*(ytYau{ z&9d4WlP+n7t)ys+xYTU4j-Fuy?$8}&ZK^`!c4%THJs7CDC_^1K(dc9`ad}`}lXZ;W zDpO~aETBKaLC~LBEBr>@5WV;=!^JwWS&0}J7eJqX;kLR-Bap5r7CI*oWTs~{dcluB zc43-K8vX&7qB9y?*Tz(Rr<7`{z`c!^UwcWg36_unky%r}Zz`Q#RTwxY`U5a^gdM+3 z)IMYSz|}v-2M9C=Re2hh+T=1=vDCtifS=Q>BUc&V%Zk(-4Tl9U1U>8+2J5;HW9q(d z#aW~D?wLe$hE^Lj%oh(|iTbf=hj6g(YN}f2fkqu+O0|)*E6D1w(RqdH& z8M@H7wSfdvJfb2L;cX5Fi8gJAdmM#45tDb6n&9v=&Z`p+##Vtp#LOv0hPVN!M1Wo{3m|JV9bLH#rvR+jXmq_xYMa;C?&A32x`PF%zCI z0Y%I2vK=Ea4!I+%tv88ai2rv4eglEsH7z z01_ZnUjSzSjiZE8St`@LC-fl;IT=&T+N$c9+CUnyQIYd<-+vDw#+$e$l0mi+==b!D z7RO{d#U8mqJNm+HLSj11`r4R$X8sGB&wj}8IGRs*^Iqe-KGOns?}zrfD>v0s-oE%u zd^IrhxDc-IjnP+hSc&Fd#R@30O&HZ*nXy_n@#M6i)Q&@j@Wkdk_RV$tEkb{bwdVLu zadT9rV3$qVnlr*mo%$#3Qm%Bt>Qg7MqnQl&Ni9h$V7g6}D{$DPejm;70MnytJ?1HWmGabb_EenS+Q#l}2(n7a2Gge+Sw^no ze>B#`e+}hYtiM~}Fz{>ba#A7lZDXu@RX2paTS@u~7r{i9piar@o9N#(m9rtUd(1lC8_=g6Qnkao|4}>w#V>Vu){nRqeI2q5@TuqgXhB! zSL9#&gE|G1M9yK;f&{nSp%}UTY|@(wJt1^=Me$;<`bZWb253QGFo!104MNT#P_54U zZ(ZWw-2dkCAVW)?llSB?*W8tBaA5Uz^1*cOsF7+hZXWWL?(qlqQ4L)coMrDX^fT1~ zNN-@2sMSJ&@5@fxNUz6xLv0sx*Tm;-9BgoCbRCEjhtwC&b7;PXP!AfI!qe~vp?Sr{ zHZIuEH6Gq_dH32h>PwM6LE0Bit7W~tf^oNYK6|I)WNQBeLFiefEKKaG!(5c;so&Ai zh2cQow##N5CW-iMT`)xp$94HkP`U=Mh`U|na~EWKey^X?2Z8d$#On#%331kSo1RHI z)6T<p?n@Se2D3pk>+pzTkgkWej$E+5^ZuJAG;J*l0o%kPn%aOE#98jwGQgya{q{Nu z^lvK@5!Y>N(3o`W6RsjCa~`v{Df>#D&+=f~33~mcH&ITt*hoA{TMW*VtbEPW6BKOs zU0k8sPvQv@W(RK4rA@AEw06EF^J!a$f+|6vJ0=g;J_*>5K<$@{r79r-gL_h&*bP#T7TV(~hU zq0gJBR&B*cf#HRy0m^=Ey<;cgamdzNva=wK%cGJX$Qpd|4V#p~zL7w^oz=SKM}M3- zj}CO7W}r~`{q>GJ-c;Y2mzjP%DKjKgPnMOkcF2aA6NiGDFJ=j#xk;?`CXWS?K18Aq zssfdtNN2-4Q#oVQ4aMZGO$8Ag+Ax5^{8Z-b^WiFAO-2?lzfS2=awlrRTUD5-#eLwD zYKd=rLO04A_84!8E<>=~^7X0nYMg@xO%wg&3N8aVtMv7y3u*ip+^QFT%rDmughiRq zi=~V-2!qTv+P2g??WjSJsOyDGaUflI)C*O#%t+3@-ST}!{jznbxR##ffCjE?8Q+x` zj4o0r*f{I`tHnem1wLGlx#aa^c;62SNrs_D%?d)sn`Y5 zLz#tqY6!nPy||igRz#ZUaZ+LK=b^GQEgK9?qff@872FVH4BiG}Q_E2L>I2}47Q#4< z+d!t)&#gK{D(qC1VOxF+3sm>r=1rhvXR#HHtOkpvGIf?oy#CBTj4}3i-abb&RZa9e zSjp)?3JyuZW?~6H!O4r7i_+SP?~%FSYMpE+(*<-gggq2iiCdPF&ExEnEgDQiP$^0n zWmB$7Oylw)dOD``tH}Je39;|ToE7D-H<>feKUHfcT)Hh;TK94v7q8p=ToeEjKYZpw z{?&Fcd$;zgJ=1wXg@&>8b^NH06*1czEpxCr(K{{I+GV9^n`muXP|q(0r|ZsVsxaeI zqS9IC<5MEpOvUkO>PLQgi@!S>)`NQb{-`ks)?A-;`t0&um}+8iP)6D-p1gcY35pWwMYZ+W7eCFjl#fl$%^)yk0FD+^od>z;KEJE5sU!m7 zzCi)t)1`k%km#-6Oc@t+Z!saT(l%CXM;^*J09#^y;MY^31F8abL~+`OJ_B7ri4C|3 za`b1BM11)Ja*P;DQ$>^W==|nGEH3kU5rr9^HO)H~7{z;_?ePT8O%OH#=v%^Nsc3?P zzHYP7!R*q2eZTpJ65-dT#Zz^Zk4gE&%k2CUi~3$q|dY2-NJcRbFEW77D}4i)UIG=DZ62-sehW9yjq-;%YIS|lGI>D zG4sVg!e|$q6W1>`_G3H~m{tIvcDf~#Zg!(6ZLEAl{?HaX6)d%Ihao>YyxR~5VW??A zLT($e^f`gP5U7tz&{$${Z_UKG#bHA`H~DdN-jvL?$1GXzeVK!QJBH`w>HMDkm+TQp z2Qw&q)i8({J+PRfS#375i(xs_!^oSWwuZZD*+!ihy7I{byk}!KF~Fkqeucz>QG1e1 zF6FfPvYW_RmrgrW)=CMUI!40y|JCG5iDX;rf`p?iBsp?wCvw0vEXPf4Px~qM!cnMX z5R#u&uMn0A89#ZsKG&>EoVmt%SE5g}w%${Aiy#P!OGu>q23Uz-K~VJwo)W|A6{}=> zu9)XM%OW7Gb(yF=7h(O5bRZdDg6 z5t8c4Nd;6-V>~wUC;tJE6Q(yq$M_FHBp5o*Wb3n~ao$rwkyGBboS&j2iC>UQSXb6H zt~DOc>`EUQZJ}NEB?s_WApmY>0;(CQZTng;Ve)?aBYzc=aWJ?E^V9bm|9j0_=<(M! zZM$E@%~~vM`{J$}%{|{Ogv#}L-9`2oPs_gNHzpMeI?4~g`A9Uy<&Y&E(ud^;gu!F) zt$jfuD}S7G88D#<+SD!ViwB$LrwWRCR5h)e+T+vZlSVCPQ{M4!zZv zPh8#AV~J1F^-)c{fSL~qe#R7eJrBH^1v<1~)qu!)PNplLxIB)RqFu<%GJ_Y3u?%l5 z7QEB+-gs6%ah?c`0gW_2j8lk*Z2NmRep{q?9NJ+lnS*fx!^k=?ia!r0$&kn3sMD1C z;aQNu+!XUM5#sbpT56JA%n?anEPnRHs!`}Unf?A`pj*FQ+q1i~rEzby5g)pmhe=BT zl_AdhaH|P$S6J=Yu3(#28MdAef1F)vC-3`8oK=u{`gK2HdB7C&6$Ss_SmT{Bf2;;C zR!ENy22&P;$-u#jn&3hmW#G>oS5z62E~J$AEp5Szg|GE+GMFm&e?0VyIVD-BB|S#&lB-rd$W>h{iOCYK3gbT4Is1S>Pk$@&&MYak0Ygt0G!NKv+utMA`P zOQFa+vD>K3ge<*FJu1&WR*&7Y-MoE@92pDc}aL2H++++W%7Ieu5|rdGfv6fl~4S#!qE0}^3Di8z`~h>82| zi0yh;vI_2ThPURGPx8>FBopmS4jK;bt?fwO(5ifT0c39o0u3D!l*$>W+PK*>|KT|p z`{3B3MJs{kizB%s#dbU?Ff38a7RN7Cv{9Gl5QEmNv7PJ*-cM@LW)^B#zpbfIvWITO z*jJ+ynMQQ-lX6g^`)7E~7#oJ9QMQW1OtQ(xWZbtV){tTb0RZd3ySYrUcJr{FbBz;W zf@YZ}-3_V!^CYwYtu_@sx5y7neeG|X!8G+*D%O;hIy(MkGS+7j!k+jY75V6Ls~>r) zxq=4kSTwYwK#5$*pmoIGUOxlLm>b<~+JBeeCSR#K8w1{D zg3Yg8$XVU8|KVpuEfFbo=snC9@rmFSdZ{|C<->HOK%0?z(d0#dfu75ialF0GS&2$S z(3Dn6rwu;^>9D%1;2Q9Ky@i&hQ&GnnYm$!1v**YIYUluyp(F0@IP1FP1*eB4`JFc!mks3GQ0svisiaQs3Lm%JjOk*6-{cTGVH02n#u_*k zDWn}G=*b7ALpm^rpxlS{#(K>0<+0jggmezD;R@9SnT`Po`E<1hHZy@a#c&?!|BX!@ z14rT!8CM9UbT(^w65?S<|FHdUAMt1{s@XOt_K2_#%ob{Ej+lJiB%%aKw_A%+Hk|^| zeQLj-g}Q6zNLn|Oxql2PZ-H|Zk#Jscu_FABN!rxtgF&5_G-abyZRLo`N3_X)A$<%b z#)e_R^hxtoe9L8+K0*xbqc_GZ!;gcpdfcTR4W#1EWL(iU(H9y_sjc&JyQcOrr)GMK;yjFe08dS}FV_$ovgJ_$3zWK}A=#B> z7ypiDvEu4Ahl06L{ayFC_c|0!l+!z(ce1qvJ3YoUv7K57`zW5;ijqT4+1G^%%QozM z*)+PfZdIN+O9m+OUvCZY!xRgS%o1X%YGhxgn_ba<=6@c}9k3^UQKPL{v>9=Ot6rrF ztbe`XCKYqv^1B-<>yu=$m(eS6tjtoiC%x<>rT(m}bV<_@aK26aYOBY-7R$CJ#VyZM zSBJ^*C6|5mD@Jf;eM@lv>wX$u?UO@?ZUr8p(6Qj5gD!vZe3I&qqm>6iwE!QyK4ChK zw~xUiLN!CyGbuvEfsg8k`NzW49>GE{yWril2m6%8dc#SH0$eFrJ$h2GVl`6O!hM5~ z5o6utl+{&%i34?eL#Ac~1Zv3u3T1JmzT(RA)Vi8Ip0wFIexRUj!V#`p>ghY6$nD;> zX0Bhl5{g+V9!5>IWYjd_S)Z-isW<{9j;pWy!_xS_437WlXjK$W>)D3u#5eo_ut^HP z-shCC0FFO@N;|IgS{cB%{l*{RrejDQW0B8+KElGcUe42zR%(shJ3&B_n03uXr9Xfcfd+E2feSC^YxSDY zttgg{oz{r^D=p+Ozx0^p`PnRgk*BNkfNdL`v&Mo2U8v#nX(-_HtpR6nV?a>d^SrT@ z7{E&6+w0arKe@-gy0h`DkQk%Y{icZI?k2kVWnE8_Mr$qT&|=36NIFagR?)tSB`szq z$Ruf*@+ubcNbb3in&xF!aq$#xhm75~e5b#V&eRC5Wd}opzCR}|@E2Y2--Jm0b4L)% zu%?ukNNvk_^;+-c@9?@TfW0K#c{J?WffIMBBZrLM)B4-{jxse{qP}OC?VC?5+Ain* z#5ZBkT=muFU!X)$r~Z*g6~iS<7D0lK{0dTT8oDejGLB`*C^_Ghb~Fo32K9gIhK0gY zBd%--yrDhuwbTHjx5!m{_6<*(j8;QTF0}`vOfz+v<4>nR%Z6+!Fx<(@5kDpSDA5)Y z8C!zCbE@hrC8~LDA1dCZPgP{JM9-++4NPU9^FRzfxsn$Zh0Q|L^zR>4p7*Xx_gS`Y z@C7ff3!lagHOBP@ju_t8SzQKD*1~hgBt&g6l>KMQ;`3;T@R}X4-Qi4FSsA}n+57YK zvQXYKrC5`EqfUXgIgeAF?&&zB$>lHv_%k_;0T`nQ7nLic{U(sI4}Nc0^TkR$iwoez_#Z10?UT zc+n`-DuC>2F_F|SGEBdh+dD0j3F!?Y7|9d~$4LO&m&NFc-cq>pAjSSCc$IZ>pl|D1 zqSx+E7*o zJJ^Ib_jD&jU0q=CP5zQ9U!k|=HqYp7tnamFFehP(`;+;jb@xV+D+~9>Nl(v```jd) z2=#ch>1H3Q`s{av0oCKe$Mu!UYwzMwdtn2lZG&juW^1v+boi8O)=>f9BFr`CT9$aU z)221u$HO7u92AoJNK~FUuRb(Ev`uJ}4AyA_Mt+Hd1P02XGe&w(*;@a@KS1AqR|f&*ZlkmH;4!i6GA#M20|| z+P3kzDhYn_-NrNCYrQOkxJY+*SU=s)j`Yt&I@g}v*C>orM@xX2D(LrEX!sA9XMA`- z(Iw)#Fq~Q9bi`4fvE5u?Fx@QL0=T-JiE-n7hLE{Vr}RAoj?%9<4gILvFLbI8H5xN# z*qu}lD_bp|`Iuo9gD`n)1$44oWLJ%6Hd}XoddLodm7;0j;$6hiQHE;=mNo&DsLlZ! zJLI0jueV^B0E=R?i-4V;7sca>oyip=XCu5+Mq?w88N=oMq&C}_MOD5m`XT zdQRkXvzGA;+af~(YoW-Dr3eRtvwYQ5{)uf`A0a4F@0)idQtDRv9Q|SOCGYE&{+8Z$ z)h7J*Fpdn9=$m42>?}lHud|3wPZfydp8ukzJD005MD=!e=&K1$f$e$Jnfej`;k!XF zQ_TwnPr8Eiq^B<)&~!zNeo0TR19OuQPb*{)Jl{4&>7t*h3VlWEj}lMjC^a=uRfeyz z8Vc$VT_>wCc4eRcGeDHYv=wC=J=Uyc&=(e^cO&U><%+V@HATDR zRnLCm;Lj_|2xU4berv#us*;u@V-gu1fs`z(4M~?fI z{kqEA@og7A_;_kMyp5e=ebvpNR3-dL_@6g|6Mu1Hhqt4Lb@=rvK}jOB0$an4f4~k( z?7mGt(gs18e3a1s+m6GjTLF`l244)^C6x^<{k?Nl;0%A*J70m(PgO)*rJ=lq4*g_w zn&$KVLe#?wmoh!45b{c=bLKeNWH{%;vCE{klipV3d=?j9^Oq|HwR;^NxeoV!lFLTd z%i5n#e5Y7Ew(Dr>aCei{6n3WVG?7a-RiSz3;&9K&XEw>`W%h9->WA^~n@aY_?Vqa$ z`SbX;Sz}jq(bi);>inq}Mb;%;Hp~)w{aVbXNQTz@l8T5|9qaBBZhf%oA^(F~R|{@} zEC55Y^lMyQrb(%jJ?mk;24f}R2el-q{nb+GyY(I4CWw%0z4AAE0=GTSVROlMRj9TK zpY566+(Ne(wljOV&A-hlb1^nHcZCXf=yHLx+RaMl-|I`epR4oSSc4oV2)g2swESMD z_^e@p-dHaID^qNHteZzOw#;SwS3b$mZ@Z06$oyGj6TqKP^kRGQt*5lY9prafj)X@& zdTX4@>8>L-s5G!l^mVPDz;xo22UhlETdW*2IRbjtX zIFKN3Err=y(W+~kP`4F!GC)J)PcA{SkJd4G<#x#_~|cB zUl8rvYk?Qax1ScKYpiQxqqHu1bNig`wK*CkJq!Gc6G_^SS9$&(E#Gj68z(;QJ3)crfnvTzTy zrH8ZB%4gSZYF>zBDNw4P{XBd7vuLNQ!8h)*GfDh|pPXrsi}JjPW%9lrd)415XxEZm zoH$|8DNC9bFQwS1y8$}IYe|fx2#icBz45d>GWcSgr_t^AAlnSRhoOz^)5EU8bi3xF zIVO2ROYD91+@5BaU2LKA)P0vWvKH7&r}RFVAy?`<-UZ;4z-9Vza#|X-8yv}FTXTAi z6xc8HtK;orV#Gc;^?h)H&4Qh$-tUt9G!%rGk=iN@n8S}-7Mh3be^H+Adyhpk1&;n< z&WLaCY2YC=5{25o{);owuDv~xUOz#Zfs{}7)Zs*3DtYt0w+UFJI8*X>*X=^3NygZg z`l*f?HQ!B4J&iJI#hYFTids1Rd|IHs=N;7ut`HcXQ^VDe$`$6~7#ZU9p!6vY;-52k zQ{o^G%&2?4p(crIY6e~aw~3>q=_K@bIS{OM?S4!zlY@kT6>%?zbG=fpCS^a)C0(?X zZw+&xu4`{_WK=SmImJVBhANgjtUq+T-JCk%i$?qkJUD6fIutb>`|`O&d+pNEm5GdI zS$P$(zp--DZm~0U8Y63cCHk(<{T_0*GwRB*ve=wxwnRSdLg59nk{N&35>#nq zzz1I>;Q1z#&KY2S5l1o#Xp_v174#PixMT^prExXS@c2d(a5C!B>g`b^vdLI|sQ zJgXeq&@Y?c2)yFaZkdeIkWa#Qr&oucXYwOwC=I$0G|33)gKJjH?~;B46O1q81gXpH z3RWMgx5(^@37~!ABWz`6e_HiqYd--^W+WFy>ot+6sZA?D3SXF#mY%p{ z3feFItv`WGNt8d=tJLuW5>pGpel?N(NzNCe3iX$`#ER6Xo}+W(hD~Cv^sC1kvaT&k zZR(_FUe(7{fcRZnw#ukIcvB%ef2kRacb`B+$C$0vYFp;sgYV>Yc6}>L-&=$OoU3wJ zH|J0y7XgBd0Wew%OH;fkSK#6sveh*8?f;H~SWM*aoVM*oV&YiU?UTc(LO`lhyZ)c! zC$9ftR0WDG&k3@8kgaKS-4!%R{ByqW5~F((W%MB9*MCNarp~nEh3`+*wfYDymv%O2 zMt&KeTHEU&PKaLd@y91^JqWchS%wv-|g>;}jJFLeLM!4a_DBrXEd&5w*7xrX-p~}kUZUR#bIYrYWuC`}x zJ;amj_=X{;V~9Ly*A~mFoNBa2NsDwf+SL842yxYKj*aAfsc(Z;3}Yj* zh^r4Pp0mUm7eOTe2A<;{uWRDT_i&y>-jRQIIx3OL);PUVC#84BPOGZOj<*@DgUtC% zFejaCBG^9emqBH|*d3)N;U9zu^zd5NRAe?L;tnzO5B}rla{A*Q0)Ad)>k7f;qXv(A zOL96lDij$cSp_A`c;rj1n4~mgy1w0Nv$Ps7SZ!EdlZzK~_CG+soS*&1Q2xncQ{hAbMR~#Hj|;8I3#en|B33Meb%lJH);G#$)N z8kCA1$e7$~SLi76LC0Zr1j#U-qZEqr2_?8oRMvX( z2Ei7fs&$p+8{5~!0}C71!iA@hH;yzSCwWZneaZ_zwJBs%*#jlu0YhhwJHxD02_GYD zbFS5RB2OPQSawm&HNc)H$}|YM*)#jdMz{Gs?A|?}tJrI#Qtc>eMkCUF>9B!{Ol$x< zt5MWEJ~5+(0b~7+N=p8f+^M^HxN6Azgk%Q&Oux#=Zgq#Wv-9qi$UIDg)@hZ~cYIcN za?o=Peo{xz1zKDJ@|4NI5pc?u0$&GN0<3V*6|kb*NItdEMujU6B)uk=%T!hh;_B1wSB z&DFKP(k_(^pbZw4bebf!^BmTR#JT;%G~?K0U8<*5m+DYtv=ELccd4T2NiDgJHBopi z)FAZJz`hxE4Ps8VYf1zg39q-0L7Ow+fTQC+J&n4M*%*+RDb(d6YIeJJ3zoi`K9wFL z!auztm*$xHBLE4!U}{u>2noZAiKNY52<1evf+b71lGUh9WZ^>-4Wf7hg+`J?XY79E zXfqGga3-BT{pWJG?ASG9zSDBoEf9(ANsk;Z15j%-0u`U+^Y|S0>({4l*erHXZbfIU zzm2zvB!_9?W^xk4n0X4VP|<@(K}@Lv@xCp+RKq06z|AAM!_hS~Y84OtT5rE!twa z_g2VwJLPafxc3*UjWFcOHzWpiH?A$=YU!PI$V{3atQ)x*;#>fuse;P2;xMId4kQ@l z2~c%^V{p_sDl3v*Zh(9cC&_dmGLp2woZy23A{xS-_~o3V@^4tKBmKdTbl^49`1h&K zldS6tuKas)W=~3Ke1JWB04tFTOw)kbp+v;JSQSQ z?`bIp^5!ZebT-cIIjN?&rLnH7pjv;7-HVr4N#FVG#zV|w0_uIx50Ya^a;YP=$?cBN zfK3ImP0T14&pnACjY2;rqM&!1;9D_wb#NHi zQ$Jt$1-U z_rQzRq-JI3Y+0LTyO!17BI|pbVjo?-wx^9s!B57bQ}MIh)E@xbEbWHXpD@Kxk?>Jw z4<4^w`@=?g)eEOv`Uc3<>0$v_m_em3v36@!)T3f8(8wC7H ztNf#C74hO9SoZ67@|ng|NPpUtgwn7gl#z;%l0`o@oDm>m)+(n~t$j zcD_3SlCdr}K4-GEKK=XMkL)mUN+{=#N|{7YNgwRLhpGgRdm&`=GIwp?Cp+z`Ytn5` z3b|5=k2`$)^5^HprqZAaO;uM#{`mOMsxV(eM@M(5j`qEDQIfuX9{39yM*4=ft8~G= zzzIo91lVFy>h$jH>t?BcwCO-SwqVVv@xjE+MC9g_qcx&zr}sV%V-sKLbrr@ow(ybXiSfYN$sHvSdu|MAIy z9QeTZRw6d8W3nP|XTIFG>@IQl^y0;Pr@K0=wT$699)8j-cGLN@S12*_39$CHu^Tk( z9+2(#X?Ftr`z*cXZP}TKa=I9pks5SOrtAZi$VvZLOMOv#rV>@PGz)b{d)YITE|%BOQ0Ht>2N5h z61B?5u>l4#$cH2s=0vORvs{uIpPBm%vdEu{oOJQ*S};*QZ*1;6rX~;ji}UDtImD1x z7<>{xbZR{=GMkt}40c?@wT|8|JsIVe1A9>d9LXAceWI^LHy z5c{@bnbXLS!1wuNU}&79m+IhlzxT0EfHs4TrY*3sWiG6}+)`ecJOphq;!Is2Q;tU#T`W4V1?IOb0JW2#UYG zoO1c;oJ9ZnG}q=V#mx`6e)_n*$VlV1zq$U3OKJDqKXeayn0d=#m{>+zU}G`t-p+`e z4-Zl^2+;p(ybjR!Qs+w-b5{J!#Alhd`V{|g_EUUsV-HeM*Fl?=)l8N>zDh!C6~;SW z{RB?DY&a32#Pm7EBLNq+LsPWkbDw>VZ&=heIL6^l$;(cNW;FG~$RRo`;$Iats-o+k;i@2oJ%?5v9(clGq!GNgcTluWvv_yn2{la%i^Ey zRmGvm9AELW4xvkWpZNYR5iWQA73cffAHJqbNA(Z&p7yv2S4gkR?=7*)aIfOv4#%@w7@VI`}Jk1!n|^f#MlykNmy;pe!2WjoZP2TZrRJ&pdMn zb;phko(wGQ_)69^dU)0NXjCt6QRSi{kTejoO|UsMcXKPCdNqe&E= zoDXw=fYSPCrv3-uK5Kl1UU~Qow!N2kNoz=|C=8_Aux4WOdf4yO?Hk@LJM&f1WOeSq zE_c&UnCo0}y0~d!$Z)5Of8VPf%n*Yc9EiW%>hlK5q`DXcipaQz^!(R%j7vf!ik@sZ zb@rCR!|PsA?U6Z{j2?cpNw)=PeFKN9++uJlC4Ikb$Udo}d>XK+#~7}^`iqN|G zv`bKtYfvWr>&&r#fWhdqdbOg1que|<2$$t54l)7eMuW%HtotZjS9tTsi& z7V`O*-d}$QKV+tPN6~9NlhRo{JZ&o`v$yX5?2zoW?}w_I*MG{vD6 z{q02#SyRj4Skmd^ExZiGni_SxxBWVU=wcT{+r2G&cTTc%%7}REvi<2Jd&!)+gNoJC zQ>Zx3mom(|sz9Ilpf{)ZwEwk6KIuPACSy`PR)~MxXEi^)?@rmYHI%6kFv^!nV^L~{N`lK(I7 z+SLs2hHsx9%t~xi3blNSfjsoG1Tv&Hu%H?mlD$lTl<-G6XFxTnFn`SrZ@=1WYZLPv zs9#~ZsA<*^mEV^P_2nQRZrST^I#pISEkDOM(anv@nwahE{ukrs{9tCci?%( ze=+!}LN3not$IjZ$JUDO_C8OuPOFv}64FEKXX~i#~y|OKgSSg*6opg9EvAX-b1-NGBiq+>`61@V=5*ja7{$gi!L4g~D{xk{!p+8hM^E5K)M>5R9_ZajRNW-DEZ3=A}|)HtSz|c&^DKRdtMRw zmXDIR?pbptcf5tZ3suS1Vd4dUNExDmpT6CCCaZ+pmb)Jg-gkuxlJ@useu@wcnHkU) zoAJ(|F7`c<>>7h`D=)cg6R{h`{hLA(vV)A=PH*h0oAuD9Q-+c=1=GZ&m4JMm!4(Y5SJXv%EAG-hr&e! z=>JFeKK#mp=c6JY*22~=>S}!Q-X2r)!n^?b`&T2Spmv2@H^)oNOn}D;ZSvOfn=08> zuM>o;GZ+6rbVJ~`vnCHom8ypI+TmluL2Qbi)lsQrb2o;m)O7R;nz|YSFE&MCt!Pyb z=X~r-hYt#F4B`m_q4ILqje#VWdo#E1v6>Uu0*$GB{F{@qW|NU^Ps8Trr!1xsGNp+k zMr}%}YdO}suj|X8&fZG4R`fVBBpa9!6OQMEwrx_N$X4zV|HQ-d+82M_XHIq6vtlTS zwx;>RwT=!BN);M+ZuAHcpDe!r#b6*?<(a9)gxhaMocI>IR4W0FIjnlyALorRIXWD$ zq#PIB?93TkL{6|y3cbq!RLSX^kQ%2n8a~@El*YIu@L_G;JnuR42k0-H-zIET1w77+ z57vzw@MJ8os#lqO1`5dWPp9FH(TWFtOe@j#3*(8eSc~-0%e)6KGT%<18zF%eGw5D=vE~nUlVKHJA0f>y|$Fi?ckj{k$O6R5d%miQtdnv*N1I1#t^<>(8>(FS>n!8-}Ow z&s7sNyZuu0HXh`hN3bw|GxGRqDSll6=#fNDt)`L1jC@Y?kv9|6=cixfX<-tk0uB9M z)tE6xhj#K+58YdNmUuDjaxnyMwkjCt;?rF7$|`-FoW`2DTi&HjsVb$iA3uA<5D_H% zJgrOL`xV>!r0HZg(oKvr>kRKg;~i~PZ{92G^dqIg78gmzCh73o*>b~FxIGE{pL9Z_ z)RIBX_%$^y5{L2BQqG^GzN3-le(|_2u}3YG_tU)&Rav;OqpJglM%@Pz$2ZvrYt)d@ z$g*l5blw^|h^4p{GkoOOk!Vm3WGidiv**JIMSSbEqioo@mSa%*O>h!CObBdN7e{!Q?N5)w}re9{kED$A*=+ zF+w%MtZOXrsG)#({h)6y?z4gZobU6vgh$0V<7a>9W^N7~4kDqS1$=;#IICVavOk@yLWpBc0cSsZX2Z=Gjv2?H47-otpiO9U#o zv-3lA&Q1=UP>b@S1d}v5o!(A%v@!jpHnznDK_z>&Q|J5}9gZ@-Sbe@W_tL#EOHKBs zP3$ku;Dnsey)PS$n3^~rkzwD=mRX+pn0la^55WLqyt-e8TdO|vGWw*k0Ig{Ld~0JQ zFXl&*TVLLr-Za15cFxHVIS~EpX;PL%ady~iT%h4ZmFqhSt3SE}^5~7EZ!w}~zQ2A< zbi7@xnR%MWW5+f`hZ!C(2lv8@tczzdl2+YVXZI(kXlYGsi<3<~8t(N2Ol7Z=3(Ot8 zG=`qHQC%N=+feohz&Igo;hd9j7oH>HQeUervLNfh{p_z%rnUI<8({Z2x{Y zcI9|;KK&Ob>Q*?_TldG22PH0s;E!=pJ^|#yWZCvsK|Dg)zIA?_UZKUO_%JZcjZd1@ zmw&a`o1eZs?sz#47cG9{>{57VUVd48Q2!T)reiqZ<1L(kD1!NzGcm!u17FwRu`DME z!JkS@%KHr>C!IeUB2vmd%j9zmD=fa*&Tq(XY<$aP3+TEtc9dJ+u5xuqzx1e6haM^L z{>4d=@HZT*lRMq(_&fmL@ZMYw&IMME)k6KaMnvVTzi=rnl)2Y|mi zIs9kB_YY<5-)n>aXTh{1S^I{cu_pkLz66!zcEkqQmRq5Gj){XkF4YTX-~Wpd8d%~= zPc4r-4*(iagUT5dw?@7;7hy(^86}aj;&+aD)Z9@3;2mX-4P0F|RJB|p&6hZ;G;j3v z%Ge|k!M+7kPv46}m)h>XIA;Pv;gIwV>74a5#Ebn$$4P4q2|A3X)Qvs)0Ui`VXFS$C zfkRcJpN?HuOD)gTsM{R$k`C=&J*s~vy<9v)+~r9R+?(Dr=4ReC>{4FXa;#`>@wHW=sdU46W3xEG-hwG7Iir)DTxq*Z5$JA}l9x(erhCQ83B-j=jxojN+ zGKt?Hi{vecfjP+|#=vNm?<<)qlW`(x*$lX`!4u}!ki8GrdF%?{aUlz^;vnytt*W{M zXn?hIiO6t!&9lrSNFMP_ALd0^=UORbwv)+Fv-y3R!cEFo_6bOVmrbI%*X%IFkfR~( zXjOSmO^?pfmPpun#VM5p~>i19A5I)FHAfv1#S8H zniR$t%&MBt#tQ}aSyMV#vkZ&*U31eQSwy9e=yyKW(YYz8sz=HN6jl^sotxoi0PcH- zux;vsa}#9dOTj2I?xXppz5{y2@m>eL-(f!>3OhE!)SJnxwh!A2#j0v?I6c_us*Xq8 z#Xo&DH7KU32pPh|V#Tyx)Y>aEpQZ7b7btn*5!3+b;c4jCe>9?snh~yWExMkWH@^fk zjL)vmuoD_RG-K~`GCI!=5@?$pbJka8Z7|iWVoRYk`HREi;DlQFtpmrwPCg|kD?!?- zd`+0TVf_|A#he-q`9M}}Q#QGX7GDN1!X^A70?*WC_cizOp?4$w2@9l%$mJXJ1eFDv zo+jaGe@v5B_>It$E&7b)jKnlv1a31;BB(}APKPC%%t(32GRq3F?3fjSuv%(y zK#aOd?6g8~-74UIA>4{Rsdgr^UA9p|l)etd{HAr9_G@ zNqt=9f$V)(3igOiy?O@P=TXHHemS$X;e3OGb#`u(UGJy?0v};WMSughicb3pd05~1 z2yHh(VXkAEz{k#SC&(eb^Yo^qdN%1rE;j~M?7pdCGypOQW9e6jr!+Hm!c`^GoehY% zI#+`>+gyuKCv1apa|Zg?-=fW=G0*hHkmu7#zBML|A~sdMJxKoKGKZyc-@eZQO~RskO^K|BEAt-#$UPhT2IWd%PWbH91D~<^$E3LeDfn{N=qn((yI97uD8$_eO}C=_kZnPO#q=EwGr KO(N#+^#20-zc%jx literal 0 HcmV?d00001 diff --git a/doc/python.tex b/doc/python.tex index 19524e7..66a344a 100644 --- a/doc/python.tex +++ b/doc/python.tex @@ -478,7 +478,7 @@ \bigbreak \begin{flushleft} - Certains plugins peuvent se connecter à des applications dédiées à l'analyse des sources comme SonarQube \emoji{flag-switzerland}, Qodana, etc. + Certains plugins peuvent se connecter à des applications dédiées à l'analyse des sources comme SonarQube \emoji{flag-switzerland}, Qodana, \textit{etc}. Ils permettent une analyse plus complète et d'enregistrer des indicateurs permettant de suivre l'évolution dans le temps de la qualité des sources du projet. \end{flushleft} \end{frame} @@ -513,8 +513,8 @@ \item Jupyter, un notebook Python, très utilisé en data science. Il permet de mettre en forme son développement avec du markdown pour une présentation claire et une documentation intégrée. Pas de débuggeur \emoji{exploding-head}. - \item VS Code, un éditeur de code à compléter avec des plugins, a un débuggeur, un analyseur de code, un formateur de code, etc. - \item PyCharm, un IDE complet dédié au Python, avec un débuggeur, un analyseur de code, un formateur de code, etc. + \item VS Code, un éditeur de code à compléter avec des plugins, a un débuggeur, un analyseur de code, un formateur de code, \textit{etc}. + \item PyCharm, un IDE complet dédié au Python, avec un débuggeur, un analyseur de code, un formateur de code, \textit{etc}. Il est celui conseillé sur \url{python.org} dans la brochure\footnote{PSF Python Brochure Vol. I final Download .pdf, \url{https://brochure.getpython.info/media/releases/psf-python-brochure-vol.-i-final-download.pdf/view}} (à lire). \end{itemize} \end{small} @@ -850,16 +850,52 @@ \end{itemize} \end{frame} + \begin{frame}{Programmation avancée}{Le module \href{https://docs.python.org/fr/3/library/pprint.html}{pprint}} + \lstinline{pprint} veut dire \textit{Pretty Print}. + \bigbreak + Il permet d'afficher des objets de manière plus lisible. Surtout les dictionnaires ou les JSON. + + L'indentation et la mise en forme est configurable. + Tout comme \lstinline{print} il est possible de rediriger la sortie vers un fichier. + \begin{dangercolorbox} + L'argument ne s'appelle pas \lstinline{file} mais \lstinline{stream}. + \end{dangercolorbox} + \end{frame} + + \begin{frame}[fragile]{Programmation avancée}{Le module \href{https://docs.python.org/fr/3/library/pprint.html}{pprint}} + \begin{lstlisting}[language=Bash] +In [16]: from pprint import pprint, pp + +In [17]: example_dict = {"name": "Alice", "age": 30, "place": {"city": "Wonderland", "country": "UK"}, "status": "acti + ...: ve"} + +In [18]: pprint(example_dict) # Same as pp but sort_dicts is True by default +{'age': 30, + 'name': 'Alice', + 'place': {'city': 'Wonderland', 'country': 'UK'}, + 'status': 'active'} + +In [19]: pp(example_dict) +{'name': 'Alice', + 'age': 30, + 'place': {'city': 'Wonderland', 'country': 'UK'}, + 'status': 'active'} + +In [20]: print(example_dict) +{'name': 'Alice', 'age': 30, 'place': {'city': 'Wonderland', 'country': 'UK'}, 'status': 'active'} + \end{lstlisting} + \end{frame} + \subsection{CLI}\label{subsec:cli} \begin{frame}{Programmation avancée}{Les paramètres de la ligne de commande} - Pour passer des valuer, i.e., des arguments à un programme, il existe de multiples méthodes~: + Pour passer des valuer, \textit{i.e.}, des arguments à un programme, il existe de multiples méthodes~: \begin{itemize} - \item Entre autre la standard input comme vu précédemment. + \item Entre autre le standard input comme vu précédemment. \item La librairie standard \href{https://docs.python.org/3/library/argparse.html}{\lstinline{argparse}} qui permet de définir des arguments, des valeurs par défaut, des options, un \textit{help}, \textit{etc}. Cette librairie est très complète et à privilégier. \item La librairie standard \href{https://docs.python.org/3/library/sys.html\#sys.argv}{\lstinline{sys.argv}} qui permet de récupérer les arguments passés à un programme. - Trop bas niveau, elle demande beaucoup de travaille de développement et est à éviter. + Trop bas niveau, elle demande beaucoup de travail de développement et est à éviter. \end{itemize} \end{frame} @@ -931,7 +967,7 @@ \end{itemize} \end{frame} - \subsection{CLI}\label{subsec:cli} + \subsection{Packaging}\label{subsec:packaging} \begin{frame}{Programmation avancée}{Packaging} Comme vu précédemment il existe de nombreuses sources distantes de packaging. @@ -1028,7 +1064,7 @@ Exercice \execcounterdispinc{}, modifier le script \lstinline{all_primes_cli.py} pour que le display du résultat dans le terminal soit colorisé. Pour cela, il faut utiliser un package distant comme \href{https://pypi.org/project/termcolor/}{\lstinline{termcolor}} par exemple. - Modifier la configuration pour la dépendance choisie soit ajouter automatiquement pendant l'installation. + Modifier la configuration pour la dépendance choisie soit ajoutée automatiquement pendant l'installation. Tester l'installation du package avec \lstinline{pip} et l'exécution de la CLI. \column{0.3\textwidth} @@ -1356,6 +1392,24 @@ \end{lstlisting} \end{frame} + \begin{frame}{Quelques modules de la Standard Library}{Le système d'import} + Le système d'\lstinline{import} utilise le chemin des modules à partir d'un des paths de Python vus au slide précédent. + + On peut donc importer à partir de~: + \begin{itemize} + \item \lstinline{/home/chrichri/Documents/Digicomp/Python/venv/bin} + \item \lstinline{/usr/lib/python312.zip} + \item \lstinline{/usr/lib/python3.12} + \item \lstinline{/usr/lib/python3.12/lib-dynload} + \item \lstinline{./} + \item \lstinline{/home/chrichri/Documents/Digicomp/Python/venv/lib/python3.12/site-packages} + \end{itemize} + \bigbreak + On peut également ajouter un path à la liste des paths connus de l'interpréteur Python avec la variable d'environnement \lstinline{PYTHONPATH} en faisant un \lstinline{append} de \lstinline{sys.path}. + + Avec \lstinline{import} on importe tout un module mais PEP recommande de n'importer que les variables, classes, fonctions nécessaires avec la syntaxe \lstinline{from import }. + \end{frame} + \begin{frame}[fragile]{Quelques modules de la Standard Library}{Installer des packages distants} On peut donc maintenant importer du code installé à partir d'un package distant, avec la simple instruction \lstinline{import}. \begin{lstlisting}[language=Bash] @@ -1384,7 +1438,6 @@ \section{Les fichiers}\label{sec:files} \begin{frame}{Les fichiers} - \bigbreak Ouvrir dans PyCharm le notebook téléchargé à l'adresse \url{https://github.com/DigicompClassesByPapIT/Python/blob/main/11_fichiers.ipynb}~: Il couvre les concepts suivants~: \begin{itemize} @@ -1398,6 +1451,257 @@ \end{frame} + \section{L'internet}\label{sec:internet} + + \begin{frame}{L'internet}{Les différentes parties prenantes} + Les parties prenantes du web (serveur - navigateur)~: + \bigbreak + \centering + \includegraphics[width=11cm]{image/web-stakeholders} + \end{frame} + + \begin{frame}{L'internet}{Les 2 librairies essentielles} + Nous allons découvrir 2 librairies~: + \begin{itemize} + \item \href{https://requests.readthedocs.io/en/latest/}{Requests: HTTP for Humans™}. + Une abstraction du HTTP, très vraisemblablement la librairie la plus utilisée pour les requêtes HTTP en Python. + Elle permet de créer rapidement un client pour une API web. + \item \href{https://www.crummy.com/software/BeautifulSoup/bs4/doc/}{Beautiful Soup} un parseur HTML et XML. + Il permet de naviguer dans un document HTML ou XML, extraire des données, modifier le document, \textit{etc}. + Elle est la base du \textit{web scrapping}, la collecte de données sur le web. + \end{itemize} + \bigbreak + Les deux librairies sont disponibles sur \url{https://pypi.org/}, \textit{i.e.}, ce sont des packages pip. + \end{frame} + + \begin{frame}{L'internet}{Les 2 librairies essentielles} + Ouvrir dans PyCharm les notebook téléchargés aux adresses suivantes~: + \begin{itemize} + \item \url{https://github.com/DigicompClassesByPapIT/Python/blob/main/12_bs4_requests.ipynb} + \item \url{https://github.com/DigicompClassesByPapIT/Python/blob/main/13_bs4_requests.ipynb} + \end{itemize} + Ils mettent en avant l'usage de request pour récupérer des données sur le web et de BeautifulSoup pour parser les sites et extraire les données. + \bigbreak + Ouvrir dans PyCharm le notebook téléchargé à l'adresse \url{https://github.com/DigicompClassesByPapIT/Python/blob/main/14_requests_client.ipynb}, il illustre l'utilisation de \lstinline{requests} pour la création de client Python d'API web. + \end{frame} + + + \section{L'OOP}\label{sec:oop} + + \begin{frame}{OOP}{Définition d'une classe} + La programmation orientée objet (OOP) est un paradigme de programmation qui utilise des objets et des classes. + + Python est un langage orienté objet, tout est un objet~! + On peut déclarer une nouvelle classe avec l'instruction \lstinline{class}. + \bigbreak + Un objet est une instance d'une classe dont le constructor a été appelé. + Le constructor est une méthode spéciale \lstinline{__init__} qui initialise les attributs de l'objet. + On peut également y initialiser les classes parentes en cas d'héritage avec leur méthode \lstinline{__init__} ou \lstinline{super()}. + \bigbreak + Les attribues initialisés dans le constructor sont des attributs d'instance, ils sont propres à chaque instance de la classe et sont accessibles dans toutes les méthodes. + C'est l'encapsulation, nombreux sont ceux qui ont considéré cette facilité d'écriture comme révolutionnaire lors de son apparition dans les années 90. + \end{frame} + + \begin{frame}{OOP}{Héritage ou composition} + + \centering + \includegraphics[width=11cm]{image/inheritance-or-composition} + \end{frame} + + \begin{frame}{OOP}{Exercice} + Exercice \execcounterdispinc{}, dans un module appelé \lstinline{person.py}, développer une classe \lstinline{Person} avec les attributs \lstinline{first_name}, \lstinline{last_name}, \lstinline{email} et \lstinline{phone}. + \bigbreak + Dans un module appelé \lstinline{employee.py}, développer la classe \lstinline{Employee} qui hérite de la classe \lstinline{Person} et a en plus les attributs \lstinline{employee_id} et \lstinline{department}. + \end{frame} + + + \section{Les bases de données}\label{sec:database} + + \begin{frame}{Les bases de données}{Dans la standard library} + Les seuls clients d'API de base de données de la standard library sont~: + \begin{itemize} + \item \href{https://docs.python.org/3/library/dbm.html}{dbm — Interfaces to Unix “databases”}, une base de données de type clé-valeur. + \item \href{https://docs.python.org/3/library/sqlite3.html}{sqlite3 — DB-API 2.0 interface for SQLite databases} pour les bases de données SQLite, donc relationnelle. + \end{itemize} + \bigbreak + Il existe des clients pour quasi toutes les bases de données, relationnelles, noSQL orientées documents, \textit{etc}. + Il est possible d'utiliser des ORM comme SQLAlchemy pour se connecter à d'autres bases de données. + \bigbreak + Nous allons nous concentrer sur SQLite, une base de données relationnelle légère, stockée dans un fichier. + Elle est semblable à l'API des autres bases relationnelles. + \end{frame} + + \begin{frame}{Les bases de données}{SQLite3} + \begin{dangercolorbox} + Le code en exemple et à développer dans l'exercice n'est pas dans un notebook mais dans un module normal. + Dans le module \lstinline{customer_database.py}, en effet le code d'un notebook ne peut pas être importé dans un autre notebook ou script. + Or nous réutiliseront le code dans le prochain sur le GUI en Tk. + \end{dangercolorbox} + \bigbreak + Pour exécuter une requête la séquence est la suivante~: + \begin{enumerate} + \item Créer une connexion à la base de données. + \item Créer un curseur pour exécuter des requêtes. + \item Exécuter la requête. + \item Rollback en cas d'erreur, sinon commit + \item Fermer la connexion. + \end{enumerate} + \end{frame} + + \begin{frame}[fragile]{Les bases de données}{SQLite3} + Cette séquence est codée dans un contexte manager dans le module \url{https://github.com/DigicompClassesByPapIT/Python/blob/main/14_requests_client.ipynb}~: + \begin{lstlisting}[language=Python,basicstyle=\tiny\ttfamily] +import sqlite3 +from contextlib import contextmanager +@contextmanager +def db_ops(db_name): + """ + Context manager to handle database operations + + :param db_name: String, the path to the database on the FS + :yield: Cursor object + """ + conn = sqlite3.connect(db_name) + try: + cur = conn.cursor() + yield cur + except Exception as e: + # do something with exception + conn.rollback() + raise e + else: + conn.commit() + finally: + conn.close() + \end{lstlisting} + \end{frame} + + \begin{frame}[fragile]{Les bases de données}{SQLite3} + Il ne reste plus qu'à définir des méthodes en Python et leur équivalent en SQL, qui est exécuté dans le contexte précédant~: + \begin{lstlisting}[language=Python,basicstyle=\tiny\ttfamily] + def create_table(self) -> None: + with db_ops(self.path) as cur: + cur.execute( + """ + CREATE TABLE IF NOT EXISTS customer ( + id INT PRIMARY KEY NOT NULL, + email TEXT NOT NULL + ) + """ + ) + + def insert(self, customer_id: int, email: str) -> None: + with db_ops(self.path) as cur: + cur.execute( + """ + INSERT INTO customer ( + id, + email + ) VALUES ( + ?, ? + )""", + (customer_id, email), + ) + \end{lstlisting} + \end{frame} + + \begin{frame}{Les bases de données}{SQLite3} + Exercice \execcounterdispinc{}, compléter le module \lstinline{customer_database.py} avec les méthodes suivantes{}~: + \begin{enumerate} + \item \lstinline{select_all}~: Sélectionner tous les clients de la base de données. + \item \lstinline{select}~: Sélectionner un client par son \lstinline{id}. + \item \lstinline{update}~: Mettre à jour un client par son \lstinline{id}. + \item \lstinline{delete}~: Supprimer un client par son \lstinline{id}. + \end{enumerate} + \bigbreak + \centering + \includegraphics[width=cm]{image/python-in-dc} + \end{frame} + + + \section{GUI}\label{sec:ui} + + \begin{frame}{GUI} + Dans la standard library, il existe un module pour créer des interfaces graphiques (GUI), \lstinline{tkinter}. + \bigbreak + Elle peut fonctionner sur toutes les plateformes qui supportent \href{https://www.tcl.tk/}{Tcl/Tk}~: + \begin{itemize} + \item Windows + \item MacOS + \item Linux + \end{itemize} + Son API Python est décrite dans la documentation \url{https://docs.python.org/3/library/tk.html}. + \end{frame} + + \begin{frame}{GUI} + Le module \url{https://github.com/DigicompClassesByPapIT/Python/blob/main/customer_gui.py} est une UI qui utilise les méthodes du module \lstinline{customer_database.py} précédemment développées. + Mais il n'est pas complet. + \bigbreak + Exercice \execcounterdispinc{}, afficher dans l'UI toutes les entrées de la base dans une liste en appelant la méthode \lstinline{select_all} du module \lstinline{customer_database.py}. + Vous pouvez agrandir la fenêtre existante pour la liste ou créer un bouton d'appel de la liste qui ouvre une fenêtre dédiée à la liste. + \end{frame} + + + \section{Machine Learning}\label{sec:ml} + + \begin{frame}{Machine Learning}{Les librairies} + Python est le langage de la Data Science et du Machine Learning. + Il surpasse depuis des années l'écosystème \href{https://posit.co/download/rstudio-desktop/}{R}. + \bigbreak + Mais la Data Science nécessite de nombreuses librairies, les plus connues sont~: + \begin{itemize} + \item \href{https://numpy.org/}{NumPy} pour les calculs scientifiques + \item \href{https://pandas.pydata.org/}{Pandas} pour la manipulation de données + \item \href{https://matplotlib.org/}{Matplotlib} pour la visualisation de données + \item \href{https://plotly.com/}{Plotly} pour la visualisation de données + \item \href{https://scikit-learn.org/stable/}{Scikit-learn} pour le Machine Learning + \item \href{https://www.tensorflow.org/}{TensorFlow} pour le Deep Learning + \item \href{https://pytorch.org/}{PyTorch} pour le Deep Learning + \end{itemize} + \end{frame} + + \begin{frame}{Machine Learning}{Régression linéaire avec Scikit-learn} + Télécharger et ouvrir le notebook \url{https://github.com/DigicompClassesByPapIT/Python/blob/main/15_simple_linear_regression}. + Ce dernier illustre un exemple de régression linéaire simple avec Scikit-learn. + \bigbreak + \begin{columns} + \column{0.5\textwidth} + La regression linéaire est un des plus simples algorithmes de Machine Learning. + Il permet de prédire une variable continue à partir d'une autre variable continue en trouvant la meilleure droite qui les relie. + Celle qui a le R carré le plus élevé, le plus proche de 1. + \column{0.5\textwidth} + \centering + \includegraphics[width=6cm]{image/linear-regression} + \end{columns} + \bigbreak + Le salaire est la variable \textit{target} qui pourra être prédite à partir de l'expérience la variable année d'expérience, la \textit{feature}. + \end{frame} + + \begin{frame}{Machine Learning}{Régression linéaire avec Scikit-learn} + Avec la méthode \lstinline{train_test_split} de Scikit-learn on peut diviser les données en deux jeux~: + \begin{itemize} + \item Un jeu d'entraînement pour entraîner le modèle et trouver la meilleure regression linéaire + \item Un jeu de test pour tester le modèle et calculer le R carré et d'autres métriques, sur un jeu de données inconnues. + \end{itemize} + \begin{dangercolorbox} + Le Machine Learning n'est qu'un domaine de la Data Science. + Il a besoin des mêmes outils pour le pré-traitement des données (A.K.A \textit{data wrangling}), la visualisation, la manipulation, \textit{etc}. + Pour ce faire il faut maîtriser les librairies \lstinline{pandas}, \lstinline{plotly}. + \lstinline{pandas} est une librairie très puissante pour la manipulation de données, elle est très utilisée en Data Science. + Elle n'est pas compliquée mais mériterait une journée de formation à elle seule. + Regardez les notebook \url{https://github.com/jupyter-naas/awesome-notebooks/tree/master/Pandas} pour vous autoformer. + \end{dangercolorbox} + \end{frame} + + \begin{frame}{Machine Learning}{Régression linéaire avec Scikit-learn} + Exercice \execcounterdispinc{}, créer un notebook et étudier le dataset \url{https://github.com/DigicompClassesByPapIT/Python/blob/main/advertising.csv}. + Il contient les données de ventes en fonction de la publicité TV, radio et journaux. + \bigbreak + La variable \textit{target} est les ventes, les \textit{features} sont les budgets publicitaires. + Trouver quelle est la meilleure \textit{feature} de prédiction des ventes, celle qui a le R carré le plus élevé. + \end{frame} + + \section{Licence CC}\label{sec:licence} \begin{frame}{Licence}{Licence Creative Commons} diff --git a/requirements.txt b/requirements.txt index a755bc7..31bfc19 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,3 +1,12 @@ +# Required to check Beamer code syntax CheckMyTex +# Required for Notebooks, it will install IPython and Jupyter jupyter -requests \ No newline at end of file +# Required for internet +requests +bs4 +# Required for ML +pandas +numpy +plotly +scikit-learn \ No newline at end of file diff --git a/salary-data.csv b/salary-data.csv new file mode 100644 index 0000000..d167f7b --- /dev/null +++ b/salary-data.csv @@ -0,0 +1,41 @@ +Unnamed: 0,Experience Years,Salary +1,1.1,39343 +2,1.2,42774 +3,1.3,46205 +4,1.5,37731 +5,2,43525 +6,2.2,39891 +7,2.5,48266 +8,2.9,56642 +9,3,60150 +10,3.2,54445 +11,3.2,64445 +12,3.5,60000 +13,3.7,57189 +14,3.8,60200 +15,3.9,63218 +16,4,55794 +17,4,56957 +18,4.1,57081 +19,4.3,59095 +20,4.5,61111 +21,4.7,64500 +22,4.9,67938 +23,5.1,66029 +24,5.3,83088 +25,5.5,82200 +26,5.9,81363 +27,6,93940 +28,6.2,91000 +29,6.5,90000 +30,6.8,91738 +31,7.1,98273 +32,7.9,101302 +33,8.2,113812 +34,8.5,111620 +35,8.7,109431 +36,9,105582 +37,9.5,116969 +38,9.6,112635 +39,10.3,122391 +40,10.5,121872