From d0a6ccd624705d808d6824c55e9b8a6120c5785a Mon Sep 17 00:00:00 2001 From: quadrismegistus Date: Mon, 21 Sep 2020 14:40:24 +0100 Subject: [PATCH] updates --- .gitignore | 3 +- docs/comparisons.md | 45 +- docs/comparisons2.ipynb | 3836 ++++++++++++++++++++++++++ docs/fig.hclust-apps.png | Bin 0 -> 26459 bytes docs/fig.landscape-alt-soc-media.png | Bin 0 -> 214028 bytes komrade/constants.py | 2 +- 6 files changed, 3859 insertions(+), 27 deletions(-) create mode 100644 docs/comparisons2.ipynb create mode 100644 docs/fig.hclust-apps.png create mode 100644 docs/fig.landscape-alt-soc-media.png diff --git a/.gitignore b/.gitignore index 81fc449..47fd2d8 100644 --- a/.gitignore +++ b/.gitignore @@ -12,4 +12,5 @@ lib #*.keys .op.* *.pyc -torpy \ No newline at end of file +torpy +*checkpoint.ipynb \ No newline at end of file diff --git a/docs/comparisons.md b/docs/comparisons.md index 2f65dd2..79d7796 100644 --- a/docs/comparisons.md +++ b/docs/comparisons.md @@ -2,34 +2,29 @@ ## Comparison of their designs -| Other cool thing | What is it? | Kind of like... | Decentralized? (P2P?) | Anonymous? (IP address undiscoverable?) | Confidential? (100% E2E encrypted?) | Data robustness? | Identity verification? | Need invitation/server? | What data can user find? | -| --------------------------------------------- | ----------------- | ------------------ | ------------------------------ | --------------------------------------------- | ------------------------------------------- | ----------------------------------- | ------------------------------------- | -------------------------------- | ----------------------------------------- | -| *[Komrade](http://komrade.app)* | *Social network* | *Twitter* | ❌ *No (central server on Tor)* | ✔️ *Yes (everything routed via Tor)* | ✔️ *Yes (100% E2EE)* | *Minimal server (deleted ASAP)* | *Yes (central public key repository)* | ***No (works like twitter)*** | Mixed (global feed; hashtag search only) | -| [Secure Scuttlebutt](https://scuttlebutt.nz/) | Social network | Twitter / Facebook | ✔️ Fully (P2P) | ❌ No (P2P reveals IP; friend networks public) | ⭕ Partly (private E2EE, public unencrypted) | Distributed across friend networks? | Yes? (federated key exchange?) | Yes (need initial pub) | Limited (search friends-of-friends' data) | -| [Diaspora](https://diasporafoundation.org/) | Social network | Twitter | ⭕ Halfway (federated) | ⭕ No (unless via Tor Browser) | ❌ No (unencrypted?) | ? | ? | Yes (need 'pod' server) | | -| [Mastodon](https://joinmastodon.org/) | Social network | Twitter | ⭕ Halfway (federated) | ⭕ No (unless via Tor Browser) | ❌ No (unencrypted?) | ? | ? | Yes (need 'instance' server) | | -| [Matrix](https://matrix.org/) | Co-working space | Slack | ⭕ Halfway (federated) | ❌ No? | ✔️ Yes? (100% E2EE) | ? | Yes (?) | Yes (invited channels only?) | | -| [Briar Messenger](https://briarproject.org/) | Messenger | WhatsApp | ✔️ Fully (P2P) | ✔️ Yes? (Tor) | ✔️ Yes (100% E2EE) | None (needs 24/7 listener) | Partly (public keys traded IRL) | Yes (need initial contact?) | | -| [Cabal Chat](https://cabal.chat/) | Private chatrooms | IRC | ✔️ Fully (P2P) | ❌ No (P2P reveals IP) 1 | ⭕ Mostly (shared key, not E2EE) | Distributed Hash Table | No (?) | Not really (public chat is open) | | -| [Signal](https://signal.org/) | Messenger | WhatsApp | ❌ No? | ❌ No | ✔️ Yes (E2EE, and audited) | ? | ? | No | Only what they send or are sent | - - -Sources: - -1. [Cabal FAQ: What kind of security is involved with Cabal?](https://cabal.chat/faq.html#:~:text=What%20kind%20of%20security%20does,is%20involved%20in%20a%20cabal) +| Other cool thing | What is it? | Kind of like... | Decentralized? (P2P?) | Anonymous? (IP hidden?) | Confidential? (100% E2EE?) | Data robustness? | Identity verification? | Requires invitation/server? | +| --------------------------------------------- | ----------------- | ------------------ | ------------------------------ | --------------------------------------------- | ------------------------------------------- | ------------------------------------- | --------------------------------------- | ---------------------------------- | +| *[Komrade](http://komrade.app)* | *Social network* | *Twitter* | ❌ *No (central server on Tor)* | ✔️ *Yes (everything routed via Tor)* | ✔️ *Yes (100% E2EE)* | ⭕ *Minimal server (deleted ASAP)* | ✔️ *Yes (central public key repository)* | ✔️ *No (works like twitter)* | +| [Secure Scuttlebutt](https://scuttlebutt.nz/) | Social network | Twitter / Facebook | ✔️ Fully (P2P) | ❌ No (P2P reveals IP; friend networks public) | ⭕ Partly (private E2EE, public unencrypted) | ✔️ Distributed across friend networks? | ✔️ Yes? (federated key exchange?) | ❌ Yes (need initial pub) | +| [Diaspora](https://diasporafoundation.org/) | Social network | Twitter | ⭕ Halfway (federated) | ⭕ No (unless via Tor Browser) | ❌ No (unencrypted?) | ✔️ | ? | ❌ Yes (need 'pod' server) | +| [Mastodon](https://joinmastodon.org/) | Social network | Twitter | ⭕ Halfway (federated) | ⭕ No (unless via Tor Browser) | ❌ No (unencrypted?) | ✔️ | ? | ❌ Yes (need 'instance' server) | +| [Matrix](https://matrix.org/) | Co-working space | Slack | ⭕ Halfway (federated) | ❌ No? | ✔️ Yes? (100% E2EE) | ? | ✔️ Yes (?) | ❌ Yes (invited channels only?) | +| [Briar Messenger](https://briarproject.org/) | Messenger | WhatsApp | ✔️ Fully (P2P) | ✔️ Yes? (Tor) | ✔️ Yes (100% E2EE) | ❌ None (needs 24/7 listener) | ⭕ Partly (public keys traded IRL) | ❌ Yes (need initial contact?) | +| [Cabal Chat](https://cabal.chat/) | Private chatrooms | IRC | ✔️ Fully (P2P) | ❌ No (P2P reveals IP) | ⭕ Mostly (shared key, not E2EE) | ✔️ Distributed Hash Table | ❌ No (?) | ✔️ Not really (public chat is open) | +| [Signal](https://signal.org/) | Messenger | WhatsApp | ❌ No? | ❌ No | ✔️ Yes (E2EE, and audited) | ? | ? | ✔️ | ## Comparison of their features -| Other cool thing | DM users (E2EE) | Group chat (E2EE) | Post to world | Post to friends/ties | Symmetric ties ('friends') | Asymmetric ties ('followers) | Like posts | Repost posts | Feed of all posts | Feed of people you follow | -| --------------------------------------------- | --------------- | ----------------- | ------------- | -------------------- | -------------------------- | ---------------------------- | ---------- | ------------ | ----------------- | ------------------------- | -| *[Komrade](http://komrade.app)* | ✔️ | ❌? | ✔️ | ✔️ | ✔️ | ✔️ | ✔️? | ❌ | ✔️ | ✔️ | -| [Secure Scuttlebutt](https://scuttlebutt.nz/) | ✔️ | ❌? | ❌ | ✔️ | ✔️ | ✔️ | ✔️ | ❌? | ❌ | ✔️ | -| [Diaspora](https://diasporafoundation.org/) | ❌? | ❌? | ❌? | ✔️ | ❌ | ✔️ | ✔️ | ✔️? | ❌ | ✔️ | -| [Mastodon](https://joinmastodon.org/) | ❌? | ❌? | ❌? | ✔️ | ❌ | ✔️ | ✔️ | ✔️? | ❌ | ✔️ | -| [Matrix](https://matrix.org/) | ✔️ | ✔️ | ❌? | ✔️ | ✔️ | ❌ | ❌? | ❌? | ❌? | ❌? | -| [Briar Messenger](https://briarproject.org/) | ✔️ | ✔️ | ❌? | ✔️ | ✔️ | ❌ | ❌? | ❌? | ❌? | ❌? | -| [Cabal Chat](https://cabal.chat/) | ? | ✔️ | ❌? | ✔️ | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | -| [Signal](https://signal.org/) | ✔️ | ✔️ | ❌ | ❌ | ✔️ | ❌ | ❌ | ❌ | ❌ | ❌ | +| Other cool thing | DM users (E2EE) | Group chat (E2EE) | Post to world | Post to friends/ties | Symmetric ties (friends) | Asymmetric ties (followers) | Like posts | Repost posts | +| --------------------------------------------- | --------------- | ----------------- | ------------- | -------------------- | -------------------------- | ---------------------------- | ---------- | ------------ | +| *[Komrade](http://komrade.app)* | ✔️ | ❌? | ✔️ | ✔️ | ✔️ | ✔️ | ✔️? | ❌ | +| [Secure Scuttlebutt](https://scuttlebutt.nz/) | ✔️ | ❌? | ❌ | ✔️ | ✔️ | ✔️ | ✔️ | ❌? | +| [Diaspora](https://diasporafoundation.org/) | ❌? | ❌? | ❌? | ✔️ | ❌ | ✔️ | ✔️ | ✔️? | +| [Mastodon](https://joinmastodon.org/) | ❌? | ❌? | ❌? | ✔️ | ❌ | ✔️ | ✔️ | ✔️? | +| [Matrix](https://matrix.org/) | ✔️ | ✔️ | ❌? | ✔️ | ✔️ | ❌ | ❌? | ❌? | +| [Briar Messenger](https://briarproject.org/) | ✔️ | ✔️ | ❌? | ✔️ | ✔️ | ❌ | ❌? | ❌? | +| [Cabal Chat](https://cabal.chat/) | ? | ✔️ | ❌? | ✔️ | ❌ | ❌ | ❌ | ❌ | +| [Signal](https://signal.org/) | ✔️ | ✔️ | ❌ | ❌ | ✔️ | ❌ | ❌ | ❌ | diff --git a/docs/comparisons2.ipynb b/docs/comparisons2.ipynb new file mode 100644 index 0000000..942eeed --- /dev/null +++ b/docs/comparisons2.ipynb @@ -0,0 +1,3836 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparison data science for no reason" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "with open('comparisons.md') as f:\n", + " doc=f.read()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "datasets=[]\n", + "dataset=[]\n", + "header=None\n", + "for ln in doc.split('\\n'):\n", + " ln=ln.strip()\n", + " if ln.startswith('|'):\n", + " ln=ln[1:-1]\n", + " if header==None:\n", + " header=[x.strip() for x in ln.split('|')]\n", + " else:\n", + " data=[x.strip() for x in ln.split('|')]\n", + " if not data: continue\n", + " if set(data[0])=={'-'}: continue\n", + " data_d = dict(\n", + " (h,k) for h,k\n", + " in zip(header,data)\n", + " if h and k\n", + " )\n", + "# print(data_d)\n", + " dataset.append(data_d)\n", + " else:\n", + " header=None\n", + " if dataset: datasets.append(dataset)\n", + " dataset=[]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "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", + " \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", + " \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", + "
What is it?Kind of like...Decentralized? (P2P?)Anonymous? (IP hidden?)Confidential? (100% E2EE?)Data robustness?Identity verification?Requires invitation/server?
Other cool thing
*[Komrade](http://komrade.app)**Social network**Twitter*❌ *No (central server on Tor)*✔️ *Yes (everything routed via Tor)*✔️ *Yes (100% E2EE)*⭕ *Minimal server (deleted ASAP)*✔️ *Yes (central public key repository)*✔️ *No (works like twitter)*
[Secure Scuttlebutt](https://scuttlebutt.nz/)Social networkTwitter / Facebook✔️ Fully (P2P)❌ No (P2P reveals IP; friend networks public)⭕ Partly (private E2EE, public unencrypted)✔️ Distributed across friend networks?✔️ Yes? (federated key exchange?)❌ Yes (need initial pub)
[Diaspora](https://diasporafoundation.org/)Social networkTwitter⭕ Halfway (federated)⭕ No (unless via Tor Browser)❌ No (unencrypted?)✔️?❌ Yes (need 'pod' server)
[Mastodon](https://joinmastodon.org/)Social networkTwitter⭕ Halfway (federated)⭕ No (unless via Tor Browser)❌ No (unencrypted?)✔️?❌ Yes (need 'instance' server)
[Matrix](https://matrix.org/)Co-working spaceSlack⭕ Halfway (federated)❌ No?✔️ Yes? (100% E2EE)?✔️ Yes (?)❌ Yes (invited channels only?)
[Briar Messenger](https://briarproject.org/)MessengerWhatsApp✔️ Fully (P2P)✔️ Yes? (Tor)✔️ Yes (100% E2EE)❌ None (needs 24/7 listener)⭕ Partly (public keys traded IRL)❌ Yes (need initial contact?)
[Cabal Chat](https://cabal.chat/)Private chatroomsIRC✔️ Fully (P2P)❌ No (P2P reveals IP)⭕ Mostly (shared key, not E2EE)✔️ Distributed Hash Table❌ No (?)✔️ Not really (public chat is open)
[Signal](https://signal.org/)MessengerWhatsApp❌ No?❌ No✔️ Yes (E2EE, and audited)??✔️
\n", + "
" + ], + "text/plain": [ + " What is it? \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* *Social network* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) Social network \n", + "[Diaspora](https://diasporafoundation.org/) Social network \n", + "[Mastodon](https://joinmastodon.org/) Social network \n", + "[Matrix](https://matrix.org/) Co-working space \n", + "[Briar Messenger](https://briarproject.org/) Messenger \n", + "[Cabal Chat](https://cabal.chat/) Private chatrooms \n", + "[Signal](https://signal.org/) Messenger \n", + "\n", + " Kind of like... \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* *Twitter* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) Twitter / Facebook \n", + "[Diaspora](https://diasporafoundation.org/) Twitter \n", + "[Mastodon](https://joinmastodon.org/) Twitter \n", + "[Matrix](https://matrix.org/) Slack \n", + "[Briar Messenger](https://briarproject.org/) WhatsApp \n", + "[Cabal Chat](https://cabal.chat/) IRC \n", + "[Signal](https://signal.org/) WhatsApp \n", + "\n", + " Decentralized? (P2P?) \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ❌ *No (central server on Tor)* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ Fully (P2P) \n", + "[Diaspora](https://diasporafoundation.org/) ⭕ Halfway (federated) \n", + "[Mastodon](https://joinmastodon.org/) ⭕ Halfway (federated) \n", + "[Matrix](https://matrix.org/) ⭕ Halfway (federated) \n", + "[Briar Messenger](https://briarproject.org/) ✔️ Fully (P2P) \n", + "[Cabal Chat](https://cabal.chat/) ✔️ Fully (P2P) \n", + "[Signal](https://signal.org/) ❌ No? \n", + "\n", + " Anonymous? (IP hidden?) \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ *Yes (everything routed via Tor)* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ❌ No (P2P reveals IP; friend networks public) \n", + "[Diaspora](https://diasporafoundation.org/) ⭕ No (unless via Tor Browser) \n", + "[Mastodon](https://joinmastodon.org/) ⭕ No (unless via Tor Browser) \n", + "[Matrix](https://matrix.org/) ❌ No? \n", + "[Briar Messenger](https://briarproject.org/) ✔️ Yes? (Tor) \n", + "[Cabal Chat](https://cabal.chat/) ❌ No (P2P reveals IP) \n", + "[Signal](https://signal.org/) ❌ No \n", + "\n", + " Confidential? (100% E2EE?) \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ *Yes (100% E2EE)* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ⭕ Partly (private E2EE, public unencrypted) \n", + "[Diaspora](https://diasporafoundation.org/) ❌ No (unencrypted?) \n", + "[Mastodon](https://joinmastodon.org/) ❌ No (unencrypted?) \n", + "[Matrix](https://matrix.org/) ✔️ Yes? (100% E2EE) \n", + "[Briar Messenger](https://briarproject.org/) ✔️ Yes (100% E2EE) \n", + "[Cabal Chat](https://cabal.chat/) ⭕ Mostly (shared key, not E2EE) \n", + "[Signal](https://signal.org/) ✔️ Yes (E2EE, and audited) \n", + "\n", + " Data robustness? \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ⭕ *Minimal server (deleted ASAP)* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ Distributed across friend networks? \n", + "[Diaspora](https://diasporafoundation.org/) ✔️ \n", + "[Mastodon](https://joinmastodon.org/) ✔️ \n", + "[Matrix](https://matrix.org/) ? \n", + "[Briar Messenger](https://briarproject.org/) ❌ None (needs 24/7 listener) \n", + "[Cabal Chat](https://cabal.chat/) ✔️ Distributed Hash Table \n", + "[Signal](https://signal.org/) ? \n", + "\n", + " Identity verification? \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ *Yes (central public key repository)* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ Yes? (federated key exchange?) \n", + "[Diaspora](https://diasporafoundation.org/) ? \n", + "[Mastodon](https://joinmastodon.org/) ? \n", + "[Matrix](https://matrix.org/) ✔️ Yes (?) \n", + "[Briar Messenger](https://briarproject.org/) ⭕ Partly (public keys traded IRL) \n", + "[Cabal Chat](https://cabal.chat/) ❌ No (?) \n", + "[Signal](https://signal.org/) ? \n", + "\n", + " Requires invitation/server? \n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ *No (works like twitter)* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ❌ Yes (need initial pub) \n", + "[Diaspora](https://diasporafoundation.org/) ❌ Yes (need 'pod' server) \n", + "[Mastodon](https://joinmastodon.org/) ❌ Yes (need 'instance' server) \n", + "[Matrix](https://matrix.org/) ❌ Yes (invited channels only?) \n", + "[Briar Messenger](https://briarproject.org/) ❌ Yes (need initial contact?) \n", + "[Cabal Chat](https://cabal.chat/) ✔️ Not really (public chat is open) \n", + "[Signal](https://signal.org/) ✔️ " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "df1=pd.DataFrame(datasets[0]).set_index('Other cool thing')\n", + "df1" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "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", + " \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", + " \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", + "
DM users (E2EE)Group chat (E2EE)Post to worldPost to friends/tiesSymmetric ties (friends)Asymmetric ties (followers)Like postsRepost posts
Other cool thing
*[Komrade](http://komrade.app)*✔️❌?✔️✔️✔️✔️✔️?❌
[Secure Scuttlebutt](https://scuttlebutt.nz/)✔️❌?❌✔️✔️✔️✔️❌?
[Diaspora](https://diasporafoundation.org/)❌?❌?❌?✔️❌✔️✔️✔️?
[Mastodon](https://joinmastodon.org/)❌?❌?❌?✔️❌✔️✔️✔️?
[Matrix](https://matrix.org/)✔️✔️❌?✔️✔️❌❌?❌?
[Briar Messenger](https://briarproject.org/)✔️✔️❌?✔️✔️❌❌?❌?
[Cabal Chat](https://cabal.chat/)?✔️❌?✔️❌❌❌❌
[Signal](https://signal.org/)✔️✔️❌❌✔️❌❌❌
\n", + "
" + ], + "text/plain": [ + " DM users (E2EE) \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ \n", + "[Diaspora](https://diasporafoundation.org/) ❌? \n", + "[Mastodon](https://joinmastodon.org/) ❌? \n", + "[Matrix](https://matrix.org/) ✔️ \n", + "[Briar Messenger](https://briarproject.org/) ✔️ \n", + "[Cabal Chat](https://cabal.chat/) ? \n", + "[Signal](https://signal.org/) ✔️ \n", + "\n", + " Group chat (E2EE) Post to world \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ❌? ✔️ \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ❌? ❌ \n", + "[Diaspora](https://diasporafoundation.org/) ❌? ❌? \n", + "[Mastodon](https://joinmastodon.org/) ❌? ❌? \n", + "[Matrix](https://matrix.org/) ✔️ ❌? \n", + "[Briar Messenger](https://briarproject.org/) ✔️ ❌? \n", + "[Cabal Chat](https://cabal.chat/) ✔️ ❌? \n", + "[Signal](https://signal.org/) ✔️ ❌ \n", + "\n", + " Post to friends/ties \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ \n", + "[Diaspora](https://diasporafoundation.org/) ✔️ \n", + "[Mastodon](https://joinmastodon.org/) ✔️ \n", + "[Matrix](https://matrix.org/) ✔️ \n", + "[Briar Messenger](https://briarproject.org/) ✔️ \n", + "[Cabal Chat](https://cabal.chat/) ✔️ \n", + "[Signal](https://signal.org/) ❌ \n", + "\n", + " Symmetric ties (friends) \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ \n", + "[Diaspora](https://diasporafoundation.org/) ❌ \n", + "[Mastodon](https://joinmastodon.org/) ❌ \n", + "[Matrix](https://matrix.org/) ✔️ \n", + "[Briar Messenger](https://briarproject.org/) ✔️ \n", + "[Cabal Chat](https://cabal.chat/) ❌ \n", + "[Signal](https://signal.org/) ✔️ \n", + "\n", + " Asymmetric ties (followers) \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ \n", + "[Diaspora](https://diasporafoundation.org/) ✔️ \n", + "[Mastodon](https://joinmastodon.org/) ✔️ \n", + "[Matrix](https://matrix.org/) ❌ \n", + "[Briar Messenger](https://briarproject.org/) ❌ \n", + "[Cabal Chat](https://cabal.chat/) ❌ \n", + "[Signal](https://signal.org/) ❌ \n", + "\n", + " Like posts Repost posts \n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️? ❌ \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ ❌? \n", + "[Diaspora](https://diasporafoundation.org/) ✔️ ✔️? \n", + "[Mastodon](https://joinmastodon.org/) ✔️ ✔️? \n", + "[Matrix](https://matrix.org/) ❌? ❌? \n", + "[Briar Messenger](https://briarproject.org/) ❌? ❌? \n", + "[Cabal Chat](https://cabal.chat/) ❌ ❌ \n", + "[Signal](https://signal.org/) ❌ ❌ " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "df2=pd.DataFrame(datasets[1]).set_index('Other cool thing')\n", + "df2" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "df = df1.join(df2)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def transform(x):\n", + " return 1 if '✔️' in str(x) else 0\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "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", + " \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", + " \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", + " \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", + " \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", + "
What is it?Kind of like...Decentralized? (P2P?)Anonymous? (IP hidden?)Confidential? (100% E2EE?)Data robustness?Identity verification?Requires invitation/server?DM users (E2EE)Group chat (E2EE)Post to worldPost to friends/tiesSymmetric ties (friends)Asymmetric ties (followers)Like postsRepost posts
Other cool thing
*[Komrade](http://komrade.app)**Social network**Twitter*❌ *No (central server on Tor)*✔️ *Yes (everything routed via Tor)*✔️ *Yes (100% E2EE)*⭕ *Minimal server (deleted ASAP)*✔️ *Yes (central public key repository)*✔️ *No (works like twitter)*✔️❌?✔️✔️✔️✔️✔️?❌
[Secure Scuttlebutt](https://scuttlebutt.nz/)Social networkTwitter / Facebook✔️ Fully (P2P)❌ No (P2P reveals IP; friend networks public)⭕ Partly (private E2EE, public unencrypted)✔️ Distributed across friend networks?✔️ Yes? (federated key exchange?)❌ Yes (need initial pub)✔️❌?❌✔️✔️✔️✔️❌?
[Diaspora](https://diasporafoundation.org/)Social networkTwitter⭕ Halfway (federated)⭕ No (unless via Tor Browser)❌ No (unencrypted?)✔️?❌ Yes (need 'pod' server)❌?❌?❌?✔️❌✔️✔️✔️?
[Mastodon](https://joinmastodon.org/)Social networkTwitter⭕ Halfway (federated)⭕ No (unless via Tor Browser)❌ No (unencrypted?)✔️?❌ Yes (need 'instance' server)❌?❌?❌?✔️❌✔️✔️✔️?
[Matrix](https://matrix.org/)Co-working spaceSlack⭕ Halfway (federated)❌ No?✔️ Yes? (100% E2EE)?✔️ Yes (?)❌ Yes (invited channels only?)✔️✔️❌?✔️✔️❌❌?❌?
[Briar Messenger](https://briarproject.org/)MessengerWhatsApp✔️ Fully (P2P)✔️ Yes? (Tor)✔️ Yes (100% E2EE)❌ None (needs 24/7 listener)⭕ Partly (public keys traded IRL)❌ Yes (need initial contact?)✔️✔️❌?✔️✔️❌❌?❌?
[Cabal Chat](https://cabal.chat/)Private chatroomsIRC✔️ Fully (P2P)❌ No (P2P reveals IP)⭕ Mostly (shared key, not E2EE)✔️ Distributed Hash Table❌ No (?)✔️ Not really (public chat is open)?✔️❌?✔️❌❌❌❌
[Signal](https://signal.org/)MessengerWhatsApp❌ No?❌ No✔️ Yes (E2EE, and audited)??✔️✔️✔️❌❌✔️❌❌❌
\n", + "
" + ], + "text/plain": [ + " What is it? \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* *Social network* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) Social network \n", + "[Diaspora](https://diasporafoundation.org/) Social network \n", + "[Mastodon](https://joinmastodon.org/) Social network \n", + "[Matrix](https://matrix.org/) Co-working space \n", + "[Briar Messenger](https://briarproject.org/) Messenger \n", + "[Cabal Chat](https://cabal.chat/) Private chatrooms \n", + "[Signal](https://signal.org/) Messenger \n", + "\n", + " Kind of like... \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* *Twitter* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) Twitter / Facebook \n", + "[Diaspora](https://diasporafoundation.org/) Twitter \n", + "[Mastodon](https://joinmastodon.org/) Twitter \n", + "[Matrix](https://matrix.org/) Slack \n", + "[Briar Messenger](https://briarproject.org/) WhatsApp \n", + "[Cabal Chat](https://cabal.chat/) IRC \n", + "[Signal](https://signal.org/) WhatsApp \n", + "\n", + " Decentralized? (P2P?) \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ❌ *No (central server on Tor)* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ Fully (P2P) \n", + "[Diaspora](https://diasporafoundation.org/) ⭕ Halfway (federated) \n", + "[Mastodon](https://joinmastodon.org/) ⭕ Halfway (federated) \n", + "[Matrix](https://matrix.org/) ⭕ Halfway (federated) \n", + "[Briar Messenger](https://briarproject.org/) ✔️ Fully (P2P) \n", + "[Cabal Chat](https://cabal.chat/) ✔️ Fully (P2P) \n", + "[Signal](https://signal.org/) ❌ No? \n", + "\n", + " Anonymous? (IP hidden?) \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ *Yes (everything routed via Tor)* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ❌ No (P2P reveals IP; friend networks public) \n", + "[Diaspora](https://diasporafoundation.org/) ⭕ No (unless via Tor Browser) \n", + "[Mastodon](https://joinmastodon.org/) ⭕ No (unless via Tor Browser) \n", + "[Matrix](https://matrix.org/) ❌ No? \n", + "[Briar Messenger](https://briarproject.org/) ✔️ Yes? (Tor) \n", + "[Cabal Chat](https://cabal.chat/) ❌ No (P2P reveals IP) \n", + "[Signal](https://signal.org/) ❌ No \n", + "\n", + " Confidential? (100% E2EE?) \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ *Yes (100% E2EE)* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ⭕ Partly (private E2EE, public unencrypted) \n", + "[Diaspora](https://diasporafoundation.org/) ❌ No (unencrypted?) \n", + "[Mastodon](https://joinmastodon.org/) ❌ No (unencrypted?) \n", + "[Matrix](https://matrix.org/) ✔️ Yes? (100% E2EE) \n", + "[Briar Messenger](https://briarproject.org/) ✔️ Yes (100% E2EE) \n", + "[Cabal Chat](https://cabal.chat/) ⭕ Mostly (shared key, not E2EE) \n", + "[Signal](https://signal.org/) ✔️ Yes (E2EE, and audited) \n", + "\n", + " Data robustness? \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ⭕ *Minimal server (deleted ASAP)* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ Distributed across friend networks? \n", + "[Diaspora](https://diasporafoundation.org/) ✔️ \n", + "[Mastodon](https://joinmastodon.org/) ✔️ \n", + "[Matrix](https://matrix.org/) ? \n", + "[Briar Messenger](https://briarproject.org/) ❌ None (needs 24/7 listener) \n", + "[Cabal Chat](https://cabal.chat/) ✔️ Distributed Hash Table \n", + "[Signal](https://signal.org/) ? \n", + "\n", + " Identity verification? \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ *Yes (central public key repository)* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ Yes? (federated key exchange?) \n", + "[Diaspora](https://diasporafoundation.org/) ? \n", + "[Mastodon](https://joinmastodon.org/) ? \n", + "[Matrix](https://matrix.org/) ✔️ Yes (?) \n", + "[Briar Messenger](https://briarproject.org/) ⭕ Partly (public keys traded IRL) \n", + "[Cabal Chat](https://cabal.chat/) ❌ No (?) \n", + "[Signal](https://signal.org/) ? \n", + "\n", + " Requires invitation/server? \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ *No (works like twitter)* \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ❌ Yes (need initial pub) \n", + "[Diaspora](https://diasporafoundation.org/) ❌ Yes (need 'pod' server) \n", + "[Mastodon](https://joinmastodon.org/) ❌ Yes (need 'instance' server) \n", + "[Matrix](https://matrix.org/) ❌ Yes (invited channels only?) \n", + "[Briar Messenger](https://briarproject.org/) ❌ Yes (need initial contact?) \n", + "[Cabal Chat](https://cabal.chat/) ✔️ Not really (public chat is open) \n", + "[Signal](https://signal.org/) ✔️ \n", + "\n", + " DM users (E2EE) \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ \n", + "[Diaspora](https://diasporafoundation.org/) ❌? \n", + "[Mastodon](https://joinmastodon.org/) ❌? \n", + "[Matrix](https://matrix.org/) ✔️ \n", + "[Briar Messenger](https://briarproject.org/) ✔️ \n", + "[Cabal Chat](https://cabal.chat/) ? \n", + "[Signal](https://signal.org/) ✔️ \n", + "\n", + " Group chat (E2EE) Post to world \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ❌? ✔️ \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ❌? ❌ \n", + "[Diaspora](https://diasporafoundation.org/) ❌? ❌? \n", + "[Mastodon](https://joinmastodon.org/) ❌? ❌? \n", + "[Matrix](https://matrix.org/) ✔️ ❌? \n", + "[Briar Messenger](https://briarproject.org/) ✔️ ❌? \n", + "[Cabal Chat](https://cabal.chat/) ✔️ ❌? \n", + "[Signal](https://signal.org/) ✔️ ❌ \n", + "\n", + " Post to friends/ties \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ \n", + "[Diaspora](https://diasporafoundation.org/) ✔️ \n", + "[Mastodon](https://joinmastodon.org/) ✔️ \n", + "[Matrix](https://matrix.org/) ✔️ \n", + "[Briar Messenger](https://briarproject.org/) ✔️ \n", + "[Cabal Chat](https://cabal.chat/) ✔️ \n", + "[Signal](https://signal.org/) ❌ \n", + "\n", + " Symmetric ties (friends) \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ \n", + "[Diaspora](https://diasporafoundation.org/) ❌ \n", + "[Mastodon](https://joinmastodon.org/) ❌ \n", + "[Matrix](https://matrix.org/) ✔️ \n", + "[Briar Messenger](https://briarproject.org/) ✔️ \n", + "[Cabal Chat](https://cabal.chat/) ❌ \n", + "[Signal](https://signal.org/) ✔️ \n", + "\n", + " Asymmetric ties (followers) \\\n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️ \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ \n", + "[Diaspora](https://diasporafoundation.org/) ✔️ \n", + "[Mastodon](https://joinmastodon.org/) ✔️ \n", + "[Matrix](https://matrix.org/) ❌ \n", + "[Briar Messenger](https://briarproject.org/) ❌ \n", + "[Cabal Chat](https://cabal.chat/) ❌ \n", + "[Signal](https://signal.org/) ❌ \n", + "\n", + " Like posts Repost posts \n", + "Other cool thing \n", + "*[Komrade](http://komrade.app)* ✔️? ❌ \n", + "[Secure Scuttlebutt](https://scuttlebutt.nz/) ✔️ ❌? \n", + "[Diaspora](https://diasporafoundation.org/) ✔️ ✔️? \n", + "[Mastodon](https://joinmastodon.org/) ✔️ ✔️? \n", + "[Matrix](https://matrix.org/) ❌? ❌? \n", + "[Briar Messenger](https://briarproject.org/) ❌? ❌? \n", + "[Cabal Chat](https://cabal.chat/) ❌ ❌ \n", + "[Signal](https://signal.org/) ❌ ❌ " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(['*[Komrade](http://komrade.app)*',\n", + " '[Secure Scuttlebutt](https://scuttlebutt.nz/)',\n", + " '[Diaspora](https://diasporafoundation.org/)',\n", + " '[Mastodon](https://joinmastodon.org/)',\n", + " '[Matrix](https://matrix.org/)',\n", + " '[Briar Messenger](https://briarproject.org/)',\n", + " '[Cabal Chat](https://cabal.chat/)',\n", + " '[Signal](https://signal.org/)'],\n", + " ['What is it?',\n", + " 'Kind of like...',\n", + " 'Decentralized? (P2P?)',\n", + " 'Anonymous? (IP hidden?)',\n", + " 'Confidential? (100% E2EE?)',\n", + " 'Data robustness?',\n", + " 'Identity verification?',\n", + " 'Requires invitation/server?',\n", + " 'DM users (E2EE)',\n", + " 'Group chat (E2EE)',\n", + " 'Post to world',\n", + " 'Post to friends/ties',\n", + " 'Symmetric ties (friends)',\n", + " 'Asymmetric ties (followers)',\n", + " 'Like posts',\n", + " 'Repost posts'])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "index_orig = list(df.index)\n", + "cols_orig = list(df.columns)\n", + "index_orig, cols_orig" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "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", + " \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", + " \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", + " \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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
What is it?Kind of like...Decentralized? (P2P?)Anonymous? (IP hidden?)Confidential? (100% E2EE?)Data robustness?Identity verification?Requires invitation/server?DM users (E2EE)Group chat (E2EE)Post to worldPost to friends/tiesSymmetric ties (friends)Asymmetric ties (followers)Like postsRepost posts
Komrade*Social network**Twitter*❌ *No (central server on Tor)*✔️ *Yes (everything routed via Tor)*✔️ *Yes (100% E2EE)*⭕ *Minimal server (deleted ASAP)*✔️ *Yes (central public key repository)*✔️ *No (works like twitter)*✔️❌?✔️✔️✔️✔️✔️?❌
SecureScuttlebuttSocial networkTwitter / Facebook✔️ Fully (P2P)❌ No (P2P reveals IP; friend networks public)⭕ Partly (private E2EE, public unencrypted)✔️ Distributed across friend networks?✔️ Yes? (federated key exchange?)❌ Yes (need initial pub)✔️❌?❌✔️✔️✔️✔️❌?
DiasporaSocial networkTwitter⭕ Halfway (federated)⭕ No (unless via Tor Browser)❌ No (unencrypted?)✔️?❌ Yes (need 'pod' server)❌?❌?❌?✔️❌✔️✔️✔️?
MastodonSocial networkTwitter⭕ Halfway (federated)⭕ No (unless via Tor Browser)❌ No (unencrypted?)✔️?❌ Yes (need 'instance' server)❌?❌?❌?✔️❌✔️✔️✔️?
MatrixCo-working spaceSlack⭕ Halfway (federated)❌ No?✔️ Yes? (100% E2EE)?✔️ Yes (?)❌ Yes (invited channels only?)✔️✔️❌?✔️✔️❌❌?❌?
BriarMessengerMessengerWhatsApp✔️ Fully (P2P)✔️ Yes? (Tor)✔️ Yes (100% E2EE)❌ None (needs 24/7 listener)⭕ Partly (public keys traded IRL)❌ Yes (need initial contact?)✔️✔️❌?✔️✔️❌❌?❌?
CabalChatPrivate chatroomsIRC✔️ Fully (P2P)❌ No (P2P reveals IP)⭕ Mostly (shared key, not E2EE)✔️ Distributed Hash Table❌ No (?)✔️ Not really (public chat is open)?✔️❌?✔️❌❌❌❌
SignalMessengerWhatsApp❌ No?❌ No✔️ Yes (E2EE, and audited)??✔️✔️✔️❌❌✔️❌❌❌
\n", + "
" + ], + "text/plain": [ + " What is it? Kind of like... \\\n", + "Komrade *Social network* *Twitter* \n", + "SecureScuttlebutt Social network Twitter / Facebook \n", + "Diaspora Social network Twitter \n", + "Mastodon Social network Twitter \n", + "Matrix Co-working space Slack \n", + "BriarMessenger Messenger WhatsApp \n", + "CabalChat Private chatrooms IRC \n", + "Signal Messenger WhatsApp \n", + "\n", + " Decentralized? (P2P?) \\\n", + "Komrade ❌ *No (central server on Tor)* \n", + "SecureScuttlebutt ✔️ Fully (P2P) \n", + "Diaspora ⭕ Halfway (federated) \n", + "Mastodon ⭕ Halfway (federated) \n", + "Matrix ⭕ Halfway (federated) \n", + "BriarMessenger ✔️ Fully (P2P) \n", + "CabalChat ✔️ Fully (P2P) \n", + "Signal ❌ No? \n", + "\n", + " Anonymous? (IP hidden?) \\\n", + "Komrade ✔️ *Yes (everything routed via Tor)* \n", + "SecureScuttlebutt ❌ No (P2P reveals IP; friend networks public) \n", + "Diaspora ⭕ No (unless via Tor Browser) \n", + "Mastodon ⭕ No (unless via Tor Browser) \n", + "Matrix ❌ No? \n", + "BriarMessenger ✔️ Yes? (Tor) \n", + "CabalChat ❌ No (P2P reveals IP) \n", + "Signal ❌ No \n", + "\n", + " Confidential? (100% E2EE?) \\\n", + "Komrade ✔️ *Yes (100% E2EE)* \n", + "SecureScuttlebutt ⭕ Partly (private E2EE, public unencrypted) \n", + "Diaspora ❌ No (unencrypted?) \n", + "Mastodon ❌ No (unencrypted?) \n", + "Matrix ✔️ Yes? (100% E2EE) \n", + "BriarMessenger ✔️ Yes (100% E2EE) \n", + "CabalChat ⭕ Mostly (shared key, not E2EE) \n", + "Signal ✔️ Yes (E2EE, and audited) \n", + "\n", + " Data robustness? \\\n", + "Komrade ⭕ *Minimal server (deleted ASAP)* \n", + "SecureScuttlebutt ✔️ Distributed across friend networks? \n", + "Diaspora ✔️ \n", + "Mastodon ✔️ \n", + "Matrix ? \n", + "BriarMessenger ❌ None (needs 24/7 listener) \n", + "CabalChat ✔️ Distributed Hash Table \n", + "Signal ? \n", + "\n", + " Identity verification? \\\n", + "Komrade ✔️ *Yes (central public key repository)* \n", + "SecureScuttlebutt ✔️ Yes? (federated key exchange?) \n", + "Diaspora ? \n", + "Mastodon ? \n", + "Matrix ✔️ Yes (?) \n", + "BriarMessenger ⭕ Partly (public keys traded IRL) \n", + "CabalChat ❌ No (?) \n", + "Signal ? \n", + "\n", + " Requires invitation/server? DM users (E2EE) \\\n", + "Komrade ✔️ *No (works like twitter)* ✔️ \n", + "SecureScuttlebutt ❌ Yes (need initial pub) ✔️ \n", + "Diaspora ❌ Yes (need 'pod' server) ❌? \n", + "Mastodon ❌ Yes (need 'instance' server) ❌? \n", + "Matrix ❌ Yes (invited channels only?) ✔️ \n", + "BriarMessenger ❌ Yes (need initial contact?) ✔️ \n", + "CabalChat ✔️ Not really (public chat is open) ? \n", + "Signal ✔️ ✔️ \n", + "\n", + " Group chat (E2EE) Post to world Post to friends/ties \\\n", + "Komrade ❌? ✔️ ✔️ \n", + "SecureScuttlebutt ❌? ❌ ✔️ \n", + "Diaspora ❌? ❌? ✔️ \n", + "Mastodon ❌? ❌? ✔️ \n", + "Matrix ✔️ ❌? ✔️ \n", + "BriarMessenger ✔️ ❌? ✔️ \n", + "CabalChat ✔️ ❌? ✔️ \n", + "Signal ✔️ ❌ ❌ \n", + "\n", + " Symmetric ties (friends) Asymmetric ties (followers) \\\n", + "Komrade ✔️ ✔️ \n", + "SecureScuttlebutt ✔️ ✔️ \n", + "Diaspora ❌ ✔️ \n", + "Mastodon ❌ ✔️ \n", + "Matrix ✔️ ❌ \n", + "BriarMessenger ✔️ ❌ \n", + "CabalChat ❌ ❌ \n", + "Signal ✔️ ❌ \n", + "\n", + " Like posts Repost posts \n", + "Komrade ✔️? ❌ \n", + "SecureScuttlebutt ✔️ ❌? \n", + "Diaspora ✔️ ✔️? \n", + "Mastodon ✔️ ✔️? \n", + "Matrix ❌? ❌? \n", + "BriarMessenger ❌? ❌? \n", + "CabalChat ❌ ❌ \n", + "Signal ❌ ❌ " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_safe = pd.DataFrame(df)\n", + "df_safe.index = [x.split('[')[1].split(']')[0].replace(' ','') for x in index_orig]\n", + "df_safe" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "df.columns = [\n", + " #''.join(x for x in col.split('(')[0] if x.isalpha())\n", + " col\n", + " for col in cols_orig\n", + "]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "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", + " \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", + " \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", + " \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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
What is it?Kind of like...Decentralized? (P2P?)Anonymous? (IP hidden?)Confidential? (100% E2EE?)Data robustness?Identity verification?Requires invitation/server?DM users (E2EE)Group chat (E2EE)Post to worldPost to friends/tiesSymmetric ties (friends)Asymmetric ties (followers)Like postsRepost posts
Komrade*Social network**Twitter*❌ *No (central server on Tor)*✔️ *Yes (everything routed via Tor)*✔️ *Yes (100% E2EE)*⭕ *Minimal server (deleted ASAP)*✔️ *Yes (central public key repository)*✔️ *No (works like twitter)*✔️❌?✔️✔️✔️✔️✔️?❌
SecureScuttlebuttSocial networkTwitter / Facebook✔️ Fully (P2P)❌ No (P2P reveals IP; friend networks public)⭕ Partly (private E2EE, public unencrypted)✔️ Distributed across friend networks?✔️ Yes? (federated key exchange?)❌ Yes (need initial pub)✔️❌?❌✔️✔️✔️✔️❌?
DiasporaSocial networkTwitter⭕ Halfway (federated)⭕ No (unless via Tor Browser)❌ No (unencrypted?)✔️?❌ Yes (need 'pod' server)❌?❌?❌?✔️❌✔️✔️✔️?
MastodonSocial networkTwitter⭕ Halfway (federated)⭕ No (unless via Tor Browser)❌ No (unencrypted?)✔️?❌ Yes (need 'instance' server)❌?❌?❌?✔️❌✔️✔️✔️?
MatrixCo-working spaceSlack⭕ Halfway (federated)❌ No?✔️ Yes? (100% E2EE)?✔️ Yes (?)❌ Yes (invited channels only?)✔️✔️❌?✔️✔️❌❌?❌?
BriarMessengerMessengerWhatsApp✔️ Fully (P2P)✔️ Yes? (Tor)✔️ Yes (100% E2EE)❌ None (needs 24/7 listener)⭕ Partly (public keys traded IRL)❌ Yes (need initial contact?)✔️✔️❌?✔️✔️❌❌?❌?
CabalChatPrivate chatroomsIRC✔️ Fully (P2P)❌ No (P2P reveals IP)⭕ Mostly (shared key, not E2EE)✔️ Distributed Hash Table❌ No (?)✔️ Not really (public chat is open)?✔️❌?✔️❌❌❌❌
SignalMessengerWhatsApp❌ No?❌ No✔️ Yes (E2EE, and audited)??✔️✔️✔️❌❌✔️❌❌❌
\n", + "
" + ], + "text/plain": [ + " What is it? Kind of like... \\\n", + "Komrade *Social network* *Twitter* \n", + "SecureScuttlebutt Social network Twitter / Facebook \n", + "Diaspora Social network Twitter \n", + "Mastodon Social network Twitter \n", + "Matrix Co-working space Slack \n", + "BriarMessenger Messenger WhatsApp \n", + "CabalChat Private chatrooms IRC \n", + "Signal Messenger WhatsApp \n", + "\n", + " Decentralized? (P2P?) \\\n", + "Komrade ❌ *No (central server on Tor)* \n", + "SecureScuttlebutt ✔️ Fully (P2P) \n", + "Diaspora ⭕ Halfway (federated) \n", + "Mastodon ⭕ Halfway (federated) \n", + "Matrix ⭕ Halfway (federated) \n", + "BriarMessenger ✔️ Fully (P2P) \n", + "CabalChat ✔️ Fully (P2P) \n", + "Signal ❌ No? \n", + "\n", + " Anonymous? (IP hidden?) \\\n", + "Komrade ✔️ *Yes (everything routed via Tor)* \n", + "SecureScuttlebutt ❌ No (P2P reveals IP; friend networks public) \n", + "Diaspora ⭕ No (unless via Tor Browser) \n", + "Mastodon ⭕ No (unless via Tor Browser) \n", + "Matrix ❌ No? \n", + "BriarMessenger ✔️ Yes? (Tor) \n", + "CabalChat ❌ No (P2P reveals IP) \n", + "Signal ❌ No \n", + "\n", + " Confidential? (100% E2EE?) \\\n", + "Komrade ✔️ *Yes (100% E2EE)* \n", + "SecureScuttlebutt ⭕ Partly (private E2EE, public unencrypted) \n", + "Diaspora ❌ No (unencrypted?) \n", + "Mastodon ❌ No (unencrypted?) \n", + "Matrix ✔️ Yes? (100% E2EE) \n", + "BriarMessenger ✔️ Yes (100% E2EE) \n", + "CabalChat ⭕ Mostly (shared key, not E2EE) \n", + "Signal ✔️ Yes (E2EE, and audited) \n", + "\n", + " Data robustness? \\\n", + "Komrade ⭕ *Minimal server (deleted ASAP)* \n", + "SecureScuttlebutt ✔️ Distributed across friend networks? \n", + "Diaspora ✔️ \n", + "Mastodon ✔️ \n", + "Matrix ? \n", + "BriarMessenger ❌ None (needs 24/7 listener) \n", + "CabalChat ✔️ Distributed Hash Table \n", + "Signal ? \n", + "\n", + " Identity verification? \\\n", + "Komrade ✔️ *Yes (central public key repository)* \n", + "SecureScuttlebutt ✔️ Yes? (federated key exchange?) \n", + "Diaspora ? \n", + "Mastodon ? \n", + "Matrix ✔️ Yes (?) \n", + "BriarMessenger ⭕ Partly (public keys traded IRL) \n", + "CabalChat ❌ No (?) \n", + "Signal ? \n", + "\n", + " Requires invitation/server? DM users (E2EE) \\\n", + "Komrade ✔️ *No (works like twitter)* ✔️ \n", + "SecureScuttlebutt ❌ Yes (need initial pub) ✔️ \n", + "Diaspora ❌ Yes (need 'pod' server) ❌? \n", + "Mastodon ❌ Yes (need 'instance' server) ❌? \n", + "Matrix ❌ Yes (invited channels only?) ✔️ \n", + "BriarMessenger ❌ Yes (need initial contact?) ✔️ \n", + "CabalChat ✔️ Not really (public chat is open) ? \n", + "Signal ✔️ ✔️ \n", + "\n", + " Group chat (E2EE) Post to world Post to friends/ties \\\n", + "Komrade ❌? ✔️ ✔️ \n", + "SecureScuttlebutt ❌? ❌ ✔️ \n", + "Diaspora ❌? ❌? ✔️ \n", + "Mastodon ❌? ❌? ✔️ \n", + "Matrix ✔️ ❌? ✔️ \n", + "BriarMessenger ✔️ ❌? ✔️ \n", + "CabalChat ✔️ ❌? ✔️ \n", + "Signal ✔️ ❌ ❌ \n", + "\n", + " Symmetric ties (friends) Asymmetric ties (followers) \\\n", + "Komrade ✔️ ✔️ \n", + "SecureScuttlebutt ✔️ ✔️ \n", + "Diaspora ❌ ✔️ \n", + "Mastodon ❌ ✔️ \n", + "Matrix ✔️ ❌ \n", + "BriarMessenger ✔️ ❌ \n", + "CabalChat ❌ ❌ \n", + "Signal ✔️ ❌ \n", + "\n", + " Like posts Repost posts \n", + "Komrade ✔️? ❌ \n", + "SecureScuttlebutt ✔️ ❌? \n", + "Diaspora ✔️ ✔️? \n", + "Mastodon ✔️ ✔️? \n", + "Matrix ❌? ❌? \n", + "BriarMessenger ❌? ❌? \n", + "CabalChat ❌ ❌ \n", + "Signal ❌ ❌ " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "df_data = df.applymap(transform).drop('What is it?',1).drop('Kind of like...',1)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "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", + " \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", + " \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", + " \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", + "
Decentralized? (P2P?)Anonymous? (IP hidden?)Confidential? (100% E2EE?)Data robustness?Identity verification?Requires invitation/server?DM users (E2EE)Group chat (E2EE)Post to worldPost to friends/tiesSymmetric ties (friends)Asymmetric ties (followers)Like postsRepost posts
Komrade01101110111110
SecureScuttlebutt10011010011110
Diaspora00010000010111
Mastodon00010000010111
Matrix00101011011000
BriarMessenger11100011011000
CabalChat10010101010000
Signal00100111001000
\n", + "
" + ], + "text/plain": [ + " Decentralized? (P2P?) Anonymous? (IP hidden?) \\\n", + "Komrade 0 1 \n", + "SecureScuttlebutt 1 0 \n", + "Diaspora 0 0 \n", + "Mastodon 0 0 \n", + "Matrix 0 0 \n", + "BriarMessenger 1 1 \n", + "CabalChat 1 0 \n", + "Signal 0 0 \n", + "\n", + " Confidential? (100% E2EE?) Data robustness? \\\n", + "Komrade 1 0 \n", + "SecureScuttlebutt 0 1 \n", + "Diaspora 0 1 \n", + "Mastodon 0 1 \n", + "Matrix 1 0 \n", + "BriarMessenger 1 0 \n", + "CabalChat 0 1 \n", + "Signal 1 0 \n", + "\n", + " Identity verification? Requires invitation/server? \\\n", + "Komrade 1 1 \n", + "SecureScuttlebutt 1 0 \n", + "Diaspora 0 0 \n", + "Mastodon 0 0 \n", + "Matrix 1 0 \n", + "BriarMessenger 0 0 \n", + "CabalChat 0 1 \n", + "Signal 0 1 \n", + "\n", + " DM users (E2EE) Group chat (E2EE) Post to world \\\n", + "Komrade 1 0 1 \n", + "SecureScuttlebutt 1 0 0 \n", + "Diaspora 0 0 0 \n", + "Mastodon 0 0 0 \n", + "Matrix 1 1 0 \n", + "BriarMessenger 1 1 0 \n", + "CabalChat 0 1 0 \n", + "Signal 1 1 0 \n", + "\n", + " Post to friends/ties Symmetric ties (friends) \\\n", + "Komrade 1 1 \n", + "SecureScuttlebutt 1 1 \n", + "Diaspora 1 0 \n", + "Mastodon 1 0 \n", + "Matrix 1 1 \n", + "BriarMessenger 1 1 \n", + "CabalChat 1 0 \n", + "Signal 0 1 \n", + "\n", + " Asymmetric ties (followers) Like posts Repost posts \n", + "Komrade 1 1 0 \n", + "SecureScuttlebutt 1 1 0 \n", + "Diaspora 1 1 1 \n", + "Mastodon 1 1 1 \n", + "Matrix 0 0 0 \n", + "BriarMessenger 0 0 0 \n", + "CabalChat 0 0 0 \n", + "Signal 0 0 0 " + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_data" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.spatial.distance import squareform, pdist" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([2.44948974, 3. , 3. , 2.44948974, 2.64575131,\n", + " 3.31662479, 2.64575131, 2.23606798, 2.23606798, 2.44948974,\n", + " 2.64575131, 2.64575131, 3. , 0. , 3. ,\n", + " 3.16227766, 2.44948974, 3.16227766, 3. , 3.16227766,\n", + " 2.44948974, 3.16227766, 1.73205081, 2.64575131, 1.73205081,\n", + " 2.44948974, 2. , 2.44948974])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pdist(df_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def make_dist(X_dtm,dist_metric='euclidean',standardize=True):\n", + " distmatrix=pdist(X_dtm,metric=dist_metric)\n", + " return pd.DataFrame(squareform(distmatrix), columns=X_dtm.index, index=X_dtm.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "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", + " \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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
KomradeSecureScuttlebuttDiasporaMastodonMatrixBriarMessengerCabalChatSignal
Komrade0.0000002.4494903.0000003.0000002.4494902.6457513.3166252.645751
SecureScuttlebutt2.4494900.0000002.2360682.2360682.4494902.6457512.6457513.000000
Diaspora3.0000002.2360680.0000000.0000003.0000003.1622782.4494903.162278
Mastodon3.0000002.2360680.0000000.0000003.0000003.1622782.4494903.162278
Matrix2.4494902.4494903.0000003.0000000.0000001.7320512.6457511.732051
BriarMessenger2.6457512.6457513.1622783.1622781.7320510.0000002.4494902.000000
CabalChat3.3166252.6457512.4494902.4494902.6457512.4494900.0000002.449490
Signal2.6457513.0000003.1622783.1622781.7320512.0000002.4494900.000000
\n", + "
" + ], + "text/plain": [ + " Komrade SecureScuttlebutt Diaspora Mastodon Matrix \\\n", + "Komrade 0.000000 2.449490 3.000000 3.000000 2.449490 \n", + "SecureScuttlebutt 2.449490 0.000000 2.236068 2.236068 2.449490 \n", + "Diaspora 3.000000 2.236068 0.000000 0.000000 3.000000 \n", + "Mastodon 3.000000 2.236068 0.000000 0.000000 3.000000 \n", + "Matrix 2.449490 2.449490 3.000000 3.000000 0.000000 \n", + "BriarMessenger 2.645751 2.645751 3.162278 3.162278 1.732051 \n", + "CabalChat 3.316625 2.645751 2.449490 2.449490 2.645751 \n", + "Signal 2.645751 3.000000 3.162278 3.162278 1.732051 \n", + "\n", + " BriarMessenger CabalChat Signal \n", + "Komrade 2.645751 3.316625 2.645751 \n", + "SecureScuttlebutt 2.645751 2.645751 3.000000 \n", + "Diaspora 3.162278 2.449490 3.162278 \n", + "Mastodon 3.162278 2.449490 3.162278 \n", + "Matrix 1.732051 2.645751 1.732051 \n", + "BriarMessenger 0.000000 2.449490 2.000000 \n", + "CabalChat 2.449490 0.000000 2.449490 \n", + "Signal 2.000000 2.449490 0.000000 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_dist = make_dist(df_data)\n", + "df_dist" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# df_dist['Signal'].sort_values()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Viz" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.cluster.hierarchy import dendrogram, linkage\n", + "from matplotlib import pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 2. , 3. , 0. , 2. ],\n", + " [ 4. , 5. , 1.73205081, 2. ],\n", + " [ 7. , 9. , 2. , 3. ],\n", + " [ 1. , 8. , 2.23606798, 3. ],\n", + " [ 0. , 10. , 2.64575131, 4. ],\n", + " [ 6. , 11. , 2.64575131, 4. ],\n", + " [12. , 13. , 3.31662479, 8. ]])" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Here it is: in a single line, compute a hierarchical clustering of the DTM\n", + "\n", + "hclust = linkage(df_data,method='complete')\n", + "hclust" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "def fancy_dendrogram(*args, **kwargs):\n", + " max_d = kwargs.pop('max_d', None)\n", + " if max_d and 'color_threshold' not in kwargs:\n", + " kwargs['color_threshold'] = max_d\n", + " annotate_above = kwargs.pop('annotate_above', 0)\n", + "\n", + " ddata = dendrogram(*args, **kwargs)\n", + "\n", + " if not kwargs.get('no_plot', False):\n", + " plt.title('Hierarchical Clustering Dendrogram')\n", + " plt.xlabel('sample index or (cluster size)')\n", + " plt.ylabel('distance')\n", + " for i, d, c in zip(ddata['icoord'], ddata['dcoord'], ddata['color_list']):\n", + " x = 0.5 * sum(i[1:3])\n", + " y = d[1]\n", + " if y > annotate_above:\n", + " plt.plot(x, y, 'o', c=c)\n", + " plt.annotate(\"%.3g\" % y, (x, y), xytext=(0, -5),\n", + " textcoords='offset points',\n", + " va='top', ha='center')\n", + " if max_d:\n", + " plt.axhline(y=max_d, c='k')\n", + " return ddata" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_dendrogram(dtm,linkage_method='complete'):\n", + " \n", + " hclust = linkage(dtm,method=linkage_method)\n", + " \n", + " fig, ax = plt.subplots(figsize=(20, 8))\n", + " plt.title('Hierarchical Clustering Dendrogram (truncated)')\n", + " plt.xlabel('sample index')\n", + " plt.ylabel('distance')\n", + " fancy_dendrogram(\n", + " hclust,\n", + " show_leaf_counts=False, # otherwise numbers in brackets are counts\n", + " leaf_rotation=90.,\n", + " leaf_font_size=12.,\n", + " show_contracted=True, # to get a distribution impression in truncated branches\n", + " labels=dtm.index,\n", + " )\n", + " plt.savefig('fig.hclust-apps.png')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_dendrogram(df_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_dendrogram(df_data.T)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def tsne(datadf,df_dist=None,n_components=2,resultdf=None):\n", + " if df_dist is None: df_dist=make_dist(datadf)\n", + " m_dist=df_dist.values\n", + " from sklearn.manifold import TSNE\n", + " model = TSNE(n_components=n_components, random_state=0)\n", + " fit = model.fit_transform(m_dist)\n", + " from collections import defaultdict\n", + " newcols=defaultdict(list)\n", + " for i,word in enumerate(datadf.index):\n", + " for ii,xx in enumerate(fit[i]):\n", + " newcols['tsne_V'+str(ii+1)] += [xx]\n", + " if resultdf is None: resultdf=pd.DataFrame(index=datadf.index)\n", + " for k,v in list(newcols.items()): resultdf[k]=v\n", + " return resultdf" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "dtm_tsne = tsne(df_dist)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "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", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
tsne_V1tsne_V2label
Komrade-108.958252-208.941483Komrade
SecureScuttlebutt186.487061-98.103249SecureScuttlebutt
Diaspora19.245832160.858780Diaspora
Mastodon170.65882975.445076Mastodon
Matrix-1.386411-35.043739Matrix
BriarMessenger-145.800095106.944611BriarMessenger
CabalChat64.834541-221.825272CabalChat
Signal-196.906036-58.990913Signal
\n", + "
" + ], + "text/plain": [ + " tsne_V1 tsne_V2 label\n", + "Komrade -108.958252 -208.941483 Komrade\n", + "SecureScuttlebutt 186.487061 -98.103249 SecureScuttlebutt\n", + "Diaspora 19.245832 160.858780 Diaspora\n", + "Mastodon 170.658829 75.445076 Mastodon\n", + "Matrix -1.386411 -35.043739 Matrix\n", + "BriarMessenger -145.800095 106.944611 BriarMessenger\n", + "CabalChat 64.834541 -221.825272 CabalChat\n", + "Signal -196.906036 -58.990913 Signal" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dtm_tsne['label']=dtm_tsne.index\n", + "dtm_tsne" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "color=Komrade
0=%{x}
1=%{y}
text=%{text}", + "legendgroup": "Komrade", + "marker": { + "color": "#636efa", + "symbol": "circle" + }, + "mode": "markers+text", + "name": "Komrade", + "orientation": "v", + "showlegend": true, + "text": [ + "Komrade" + ], + "type": "scatter", + "x": [ + -0.5371889532432486 + ], + "xaxis": "x", + "y": [ + 1.6690599275270384 + ], + "yaxis": "y" + }, + { + "hovertemplate": "color=SecureScuttlebutt
0=%{x}
1=%{y}
text=%{text}", + "legendgroup": "SecureScuttlebutt", + "marker": { + "color": "#EF553B", + "symbol": "circle" + }, + "mode": "markers+text", + "name": "SecureScuttlebutt", + "orientation": "v", + "showlegend": true, + "text": [ + "SecureScuttlebutt" + ], + "type": "scatter", + "x": [ + 0.5595718609453091 + ], + "xaxis": "x", + "y": [ + 0.7387372968787214 + ], + "yaxis": "y" + }, + { + "hovertemplate": "color=Diaspora
0=%{x}
1=%{y}
text=%{text}", + "legendgroup": "Diaspora", + "marker": { + "color": "#00cc96", + "symbol": "circle" + }, + "mode": "markers+text", + "name": "Diaspora", + "orientation": "v", + "showlegend": true, + "text": [ + "Diaspora" + ], + "type": "scatter", + "x": [ + 1.6860059881786202 + ], + "xaxis": "x", + "y": [ + -0.06589452477227059 + ], + "yaxis": "y" + }, + { + "hovertemplate": "color=Mastodon
0=%{x}
1=%{y}
text=%{text}", + "legendgroup": "Mastodon", + "marker": { + "color": "#ab63fa", + "symbol": "circle" + }, + "mode": "markers+text", + "name": "Mastodon", + "orientation": "v", + "showlegend": true, + "text": [ + "Mastodon" + ], + "type": "scatter", + "x": [ + 1.6860059881786196 + ], + "xaxis": "x", + "y": [ + -0.06589452477227072 + ], + "yaxis": "y" + }, + { + "hovertemplate": "color=Matrix
0=%{x}
1=%{y}
text=%{text}", + "legendgroup": "Matrix", + "marker": { + "color": "#FFA15A", + "symbol": "circle" + }, + "mode": "markers+text", + "name": "Matrix", + "orientation": "v", + "showlegend": true, + "text": [ + "Matrix" + ], + "type": "scatter", + "x": [ + -1.1227200411100027 + ], + "xaxis": "x", + "y": [ + 0.03413532817677556 + ], + "yaxis": "y" + }, + { + "hovertemplate": "color=BriarMessenger
0=%{x}
1=%{y}
text=%{text}", + "legendgroup": "BriarMessenger", + "marker": { + "color": "#19d3f3", + "symbol": "circle" + }, + "mode": "markers+text", + "name": "BriarMessenger", + "orientation": "v", + "showlegend": true, + "text": [ + "BriarMessenger" + ], + "type": "scatter", + "x": [ + -1.223569121311721 + ], + "xaxis": "x", + "y": [ + -0.33510554193784764 + ], + "yaxis": "y" + }, + { + "hovertemplate": "color=CabalChat
0=%{x}
1=%{y}
text=%{text}", + "legendgroup": "CabalChat", + "marker": { + "color": "#FF6692", + "symbol": "circle" + }, + "mode": "markers+text", + "name": "CabalChat", + "orientation": "v", + "showlegend": true, + "text": [ + "CabalChat" + ], + "type": "scatter", + "x": [ + 0.2393460935661281 + ], + "xaxis": "x", + "y": [ + -1.446848658722153 + ], + "yaxis": "y" + }, + { + "hovertemplate": "color=Signal
0=%{x}
1=%{y}
text=%{text}", + "legendgroup": "Signal", + "marker": { + "color": "#B6E880", + "symbol": "circle" + }, + "mode": "markers+text", + "name": "Signal", + "orientation": "v", + "showlegend": true, + "text": [ + "Signal" + ], + "type": "scatter", + "x": [ + -1.2874518152037042 + ], + "xaxis": "x", + "y": [ + -0.5281893023779932 + ], + "yaxis": "y" + } + ], + "layout": { + "annotations": [ + { + "ax": 0, + "ay": 0, + "font": { + "size": 16 + }, + "text": "Decentralized? (P2P?)", + "x": -0.14679498781322306, + "xanchor": "center", + "y": -0.4900741959686681, + "yanchor": "bottom" + }, + { + "ax": 0, + "ay": 0, + "font": { + "size": 16 + }, + "text": "Anonymous? (IP hidden?)", + "x": -0.6086653712596354, + "xanchor": "center", + "y": 0.626654553436534, + "yanchor": "bottom" + }, + { + "ax": 0, + "ay": 0, + "font": { + "size": 16 + }, + "text": "Confidential? (100% E2EE?)", + "x": -1.4418225033622292, + "xanchor": "center", + "y": 0.39456178030931677, + "yanchor": "bottom" + }, + { + "ax": 0, + "ay": 0, + "font": { + "size": 16 + }, + "text": "Data robustness?", + "x": 1.4418225033622298, + "xanchor": "center", + "y": -0.3945617803093167, + "yanchor": "bottom" + }, + { + "ax": 0, + "ay": 0, + "font": { + "size": 16 + }, + "text": "Identity verification?", + "x": -0.3803686148000669, + "xanchor": "center", + "y": 1.1471517840430911, + "yanchor": "bottom" + }, + { + "ax": 0, + "ay": 0, + "font": { + "size": 16 + }, + "text": "Requires invitation/server?", + "x": -0.5480105335232615, + "xanchor": "center", + "y": -0.14373994348049215, + "yanchor": "bottom" + }, + { + "ax": 0, + "ay": 0, + "font": { + "size": 16 + }, + "text": "DM users (E2EE)", + "x": -1.2483876303886634, + "xanchor": "center", + "y": 0.7415999518416786, + "yanchor": "bottom" + }, + { + "ax": 0, + "ay": 0, + "font": { + "size": 16 + }, + "text": "Group chat (E2EE)", + "x": -1.1733869928893845, + "xanchor": "center", + "y": -1.0692051406282475, + "yanchor": "bottom" + }, + { + "ax": 0, + "ay": 0, + "font": { + "size": 16 + }, + "text": "Post to world", + "x": -0.18569746655571534, + "xanchor": "center", + "y": 0.7840777876983394, + "yanchor": "bottom" + }, + { + "ax": 0, + "ay": 0, + "font": { + "size": 16 + }, + "text": "Post to friends/ties", + "x": 0.4450511108846764, + "xanchor": "center", + "y": 0.24812859793960695, + "yanchor": "bottom" + }, + { + "ax": 0, + "ay": 0, + "font": { + "size": 16 + }, + "text": "Symmetric ties (friends)", + "x": -1.2483876303886636, + "xanchor": "center", + "y": 0.7415999518416786, + "yanchor": "bottom" + }, + { + "ax": 0, + "ay": 0, + "font": { + "size": 16 + }, + "text": "Asymmetric ties (followers)", + "x": 1.1733869928893845, + "xanchor": "center", + "y": 1.0692051406282475, + "yanchor": "bottom" + }, + { + "ax": 0, + "ay": 0, + "font": { + "size": 16 + }, + "text": "Like posts", + "x": 1.1733869928893845, + "xanchor": "center", + "y": 1.0692051406282475, + "yanchor": "bottom" + }, + { + "ax": 0, + "ay": 0, + "font": { + "size": 16 + }, + "text": "Repost posts", + "x": 1.1656495864715333, + "xanchor": "center", + "y": -0.06191081860245404, + "yanchor": "bottom" + } + ], + "font": { + "family": "Courier New, monospace", + "size": 22 + }, + "height": 1000, + "legend": { + "title": { + "text": "color" + }, + "tracegroupgap": 0 + }, + "shapes": [ + { + "type": "line", + "x0": 0, + "x1": -0.14679498781322306, + "y0": 0, + "y1": -0.4900741959686681 + }, + { + "type": "line", + "x0": 0, + "x1": -0.6086653712596354, + "y0": 0, + "y1": 0.626654553436534 + }, + { + "type": "line", + "x0": 0, + "x1": -1.4418225033622292, + "y0": 0, + "y1": 0.39456178030931677 + }, + { + "type": "line", + "x0": 0, + "x1": 1.4418225033622298, + "y0": 0, + "y1": -0.3945617803093167 + }, + { + "type": "line", + "x0": 0, + "x1": -0.3803686148000669, + "y0": 0, + "y1": 1.1471517840430911 + }, + { + "type": "line", + "x0": 0, + "x1": -0.5480105335232615, + "y0": 0, + "y1": -0.14373994348049215 + }, + { + "type": "line", + "x0": 0, + "x1": -1.2483876303886634, + "y0": 0, + "y1": 0.7415999518416786 + }, + { + "type": "line", + "x0": 0, + "x1": -1.1733869928893845, + "y0": 0, + "y1": -1.0692051406282475 + }, + { + "type": "line", + "x0": 0, + "x1": -0.18569746655571534, + "y0": 0, + "y1": 0.7840777876983394 + }, + { + "type": "line", + "x0": 0, + "x1": 0.4450511108846764, + "y0": 0, + "y1": 0.24812859793960695 + }, + { + "type": "line", + "x0": 0, + "x1": -1.2483876303886636, + "y0": 0, + "y1": 0.7415999518416786 + }, + { + "type": "line", + "x0": 0, + "x1": 1.1733869928893845, + "y0": 0, + "y1": 1.0692051406282475 + }, + { + "type": "line", + "x0": 0, + "x1": 1.1733869928893845, + "y0": 0, + "y1": 1.0692051406282475 + }, + { + "type": "line", + "x0": 0, + "x1": 1.1656495864715333, + "y0": 0, + "y1": -0.06191081860245404 + } + ], + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 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, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 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, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "heatmapgl": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 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, + "#f0f921" + ] + ], + "type": "heatmapgl" + } + ], + "histogram": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 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, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 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, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 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, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "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" + ] + ], + "sequential": [ + [ + 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, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 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, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Landscape of alternative social media" + }, + "width": 1200, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "PCA Component 1 (Explains 45% of variance in the data)" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "PCA Component 2 (Explains 24% of variance in the data)" + } + } + } + }, + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly.express as px\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.preprocessing import StandardScaler\n", + "import numpy as np\n", + "\n", + "features = df_data.columns\n", + "pca = PCA(n_components=2)\n", + "components = pca.fit_transform(df_data)\n", + "\n", + "loadings = pca.components_.T * np.sqrt(pca.explained_variance_)\n", + "total_var = pca.explained_variance_ratio_.sum() * 100\n", + "x_var = pca.explained_variance_ratio_[0] * 100\n", + "y_var = pca.explained_variance_ratio_[1] * 100\n", + "# print(pca.explained_variance_ratio_)\n", + "\n", + "fig = px.scatter(\n", + " components, \n", + " x=0,\n", + " y=1,\n", + " color=df.index,\n", + " text=df.index,\n", + " height=1000,\n", + " width=1200,\n", + " title=f'Landscape of alternative social media',\n", + ")\n", + "fig.update_layout(\n", + " font=dict(\n", + " family=\"Courier New, monospace\",\n", + " size=22,\n", + " ),\n", + " xaxis_title=f'PCA Component 1 (Explains {x_var:.0f}% of variance in the data)',\n", + " yaxis_title=f'PCA Component 2 (Explains {y_var:.0f}% of variance in the data)',\n", + ")\n", + "for i, feature in enumerate(features):\n", + " fig.add_shape(\n", + " type='line',\n", + " x0=0, y0=0,\n", + " x1=loadings[i, 0]*3,\n", + " y1=loadings[i, 1]*3\n", + " )\n", + " fig.add_annotation(\n", + " x=loadings[i, 0]*3,\n", + " y=loadings[i, 1]*3,\n", + " ax=0, ay=0,\n", + " xanchor=\"center\",\n", + " yanchor=\"bottom\",\n", + " text=feature,\n", + " font=dict(size=16)\n", + " )\n", + "fig.show()\n", + "fig.write_image('fig.landscape-alt-soc-media.png')" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# !pip install -U kaleido\n", + "# !pip install psutil" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "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": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/fig.hclust-apps.png b/docs/fig.hclust-apps.png new file mode 100644 index 0000000000000000000000000000000000000000..71199617ae3e947052359d8c6d3c1f72fb9bf52f GIT binary patch literal 26459 zcmeFZcUV(d|1TQb*hODoK}2ED0He}TkUr{IB5hDMy-HIlks1ReVJtW!3c4e`L`6k6 z9TW%wf+Ap~S|S7pQ3;@wL_-N7B)Kch@4UZz?m73K`^SCmIrq7*&!a)I_TFo+z1H_r zzTdU~`rZD-#&tW^p-`xen3KPqMxj>SL!p-cy5=Vo3Kf6!#Vhb(8hy+)`V2NG8s`@o zh_dsGz8H#)4n2SN=h(o=sPouxBV8k1L+zi>MMqzZGSkxw`&R>9Y-F&W-i_2+?O=(8>d zZmfFs=U+Pe(zj118yLfxud@5j+8!_v?ND(%%YX31;B4x~N82|~o<0`mczbS9>KgyO z!*53iD>%k9b~`rH0}lK&ZF z()80~#2!J!I)9jLDnj(iMx_qUO!8w9wz#F2)QIF)>mJm;iqzqtJhRwc>+d5x7by6q z*J>0h`6zhU<*H8+iW8IHHBfV8%>X+-Ryd~AP^9XHevEJxCWS%QpEi# zNo=-WQlh@vq3jF?a=XAp=?X9m+EonGETd<&%n$^+n@t(ClqfvCBD< zBSdn7IC(ceSW=O>yh$H#nLt9XNgw-+BU|V*)Y+0wUSl0ikH;fT@M=oA^BGP|QYXus zNKCh@RwzQ$?8fIKAj?K1)DUl6Ew&_?@pb;X7BwEeZr8}^ zx3JGYAi{SQA@r;>?W5$jmTOQd8nB+FX;W&!Bgjk2Ydr9U?ykh{+hDIb#mfn8(eVP9b^18CtB}3>R{O z1;c?nXvVO|3>l5}Nyxd`0Rw2+ZEgwFs}|z{(J5RFOnzoS`-WxTL}VH%lRKn*T%Ue` zL4uf@LVi@q!eMN*@LNd4?3o~INQj+hv}=e@I3Aq%?lQ@dnko82b;*y zr0MKp_Au8Q6WgvIw|Fe-$gq-@sDwdTK`t&X6Z#unWqW8*!(f~iJ{F#Wcjj@Q?C5_K z3Uiw=Qln-O9tVq*c8*eLx8R)ytf7O95zLT2KSY(xU8^irBkpe=p8Jy_6!EyhDAcFp z^6*$pvNBXQje8sLYKmSq+82x#F&fKmoGk=*1}bolsB7$w2tZ%e#22du<0G&NzwkfY3hk~A9)di zcf7`Wn#0M+BT2EE?GtzrH`vnh=w3e6&z{Yf_PVnAeX^?q|J zhOY9F(IS^0d|9aI7REIjZQ{X*papFImS73ZzCz51UESrq^>NN4iyQtBnoaP00@m15 z?r_%_eAqV*^%sZWt9Wc)UBC;b@g6S&=SQAOGPL~)mi;nk!v1j%t`20=01 zDvo0wumv6AoxU<)ccJloQqzw?jKrZ!e|g-kIxz`O&}@D^M6*?-4?IBf9U%udM#fGG z*9v+*@o?nz`gD#XM0bO(+r}N1?PCNgyB|h3pX<-lk|bxOekDY~q*7!`%ZGjj+Ld|j zMoATN(kt%_%^Zeos zVf%SGTnA0zE;9Ea8UWz5rdVpoP=FJ{-YI?|8Qy&770i|}HW1RSYZf_~gR@1<1eS`X zOg4tbd%+5t`0r?Khw%B~fYOYhOC5`c7$hyz$c?j$0$^MEODIAosXopJyA44zzP{X9Kp1*#l%p=Ito;EoFqk=X9d#n`%R??Iy?q%og+ zi%odd_Z)?~NH`9HVN={=gjj|cmmoP>_!zk0W5#zX!t;P?a-V&=bQ(5qeG-I9)Uc5= z(FuyRyco?d`4@1 zQDw7!ll%bG{{pPIy;T=<#CWBeDX*h`^nKxIak6fAiU&5oSz%BowRYOxKVuaj=^9`J z68DN!?Y?L}lFI zd8LszA*Eh^oDmlc)R-#<@FHMNMyNI8{S&Nz~W#!oEoX}iwQ(+HpfJYj!eHoYqXQ~tK zzvxX^_>dd(c7zo%(HS-W2hA;UGb(X5UoJuvU+m%4lbe)Li5pWCcY+6)Vs9;(*?F;P z8OuM_vT`gxess2sB$-X2&VNac`u<||m_4rU%-mp9_s)n{TQD$1I#bBPaR^o2R^ote zOJRo!XTG&XR}DP*R&YBg*AwmOI_)7o;{Hh*zmYog&L%2@HmISH@M%R=n`*o#u7fTa zpa-T}&b@X#u`4aA+tP$KRqdfFn{NxgzAN^%3w?nZTKDZSb+WR(ve!F)V_??rcYRkSzfr7-sqQrzSOCK~o3u2nuLCo@(vK=w z9w>`vPgIVidz4<}6k1EZO@e_kohYt~T>Q~CmerjQq)X+(Xomb0TOBM6tmj`S2+p`BO4B2Jvq^@Gf#OV)_v)h~ZtST8;X*8jAhZxtyS=^{(0Fwr zR$^ASCZ@}DEH^i9{3&%R44Y%rb!bn94-pS@U#{2d$e=HdOjZwsCp!cAYx^EV2B2Nt zglT078Yfio0rFvy-xmgUssFOgbn4lA7~OrT)kyGCsZk$1L|1u(Xq>lX+$DG*tfn*A zYC6k;kMFjD9?_;3$E>a6`3=H9t-);7-YJ*N#RXu@yub07s#U`&=A(3(m|j*R`$HkY z*WTjCtMh3Ef z;2{wI5;uNiV)A?0oKi#wPAEdG09baL^K96Jo;9;eX2rzoHRq1MWe4MgHCi=#b^cntKW5Ml4zL%F9aFbz>A{6`g6o}uOc|=P46KZI(^V`}6BO^VL@ls{g zvN1jHGSFB<$X7fITTlYI(Xw{(IMR?ib~s|8{2n!>w}uyr(TMYuKLli;wKbD(YBK3gbkI zdDJ9~Le-yG=KB}~PhSnI$iXc9i|dW#{bf{Rj2ySd0FSmlr7)agubV)FxJNp+&gNt4()> zZ(99zPb0o#_|CFF%EOUy4|W5mFGfEHaF@ql3fd@H_Jf%uIupXUC&$tSD+?L`Hm=83PAp*pF&ubf%vHqpB#daZIa;~cb*rSLF3A!=v<$F z>O=~)Gc25}m+*N#Rn&>icOVML_=WeBd;s75LcpnExDkZ6I=J( zTh`}0Ro=Ww4*F!YM`*<{Ihy3+N3-_tj7p6k++#u)b&}CI+5kJURXNxb$59T>z2lJZ zWh=h_eSY<&W1yFoOT7eB=4Xcdx;t@$5iF8S;)3t+;4FN!;HoQ7!vQ7{W2K+fr0ObR z+>w8xGB<&PGGn}Nq53{~#j*lTXL^oK*Y!5&dW2I)PNj+l$E-4H8fQ!Jvqe66XwiI| zb^cTh#|lSn_fo8KLiw)vBJckSOVIy&UNKB)>3Gn}N{*l|aUFkY!jO5p>BtQ_zh4-al^S#`d4bz`+*7%6L}0clvaPI#`CskRY9@8bueg^@KEzM6uiu<$H8= z>8a`*S_*dmOE}ib$Dpax5Tytq7mYte7N*m7o`GidpxG;kSp_n;tKjdr-MZyhqx2%O z1we?Cku_+NI~3nxKB|r(#tX*2VWgZd>923i-Wl%dh$!^BTPB;oJU9)taX}0-jm4l; z4s-)K)8s0L6IwTqhjj?|$>!29vDvsjb^Qi|DM^Z-Q!eX&y zwS5PT9?^divg4?WC-1gR(I@%>o6H7&&o44YtBg+zl3s^wL7{B!Z0Wg)AmQoUE0}yX zJ7e%QfKtS)8cDGf4n`?eH?5j^JKWvD25{m0k90HtQ-!oTvE@V8 zk*rG}lIB$pB{WD_YJY1G*WXoMMlq8DjwW~yZN}>WLHX2hdA6eyq=65C`LROlk}u_{ z8u+stdFk9QynM!-iV7?jT{)b9;cataMDi`U8oA}Pr75X%+7N)P=AL`X?UrNBZp|#XEyAP#Nij*6N&PdHH(g!2oWa_Ae>|-PN@t1b$CSl; zRS!nCSF|ttIX?$XwHB?!pA-in7q2wAut+5>4o|;6VHG(UiTZQt@SV%g`5unJz>UC5g(xTxD~e=z;~vA9J%(G<+ORoUeZ@nMjuZ_eyOOAk|g?yfSyy44UHwTCJsDdZqZX z`%|q69#fUi#x1`1`MaR>Z*=l5ULPEPjl1d9>O_!96<#xg^I{q#?Lde(NLi$Xt6C{u z%TcHh#+q}9Dih1}PK8&BZivA@m8V9WoRf-?u0&{-fZQOxH<7yC9o_gvgwJ)Sypf`Ym<3^c+6s8`Bfkfm6xAOjEQKo z-h60!%HXKs{Quy6J+&$X*A=+yIu+FxMaQNJt+&SjMmtPm&39EUoyd=Pt%W zmxetrzF0;5a$|pFFKy@`uI_!_lE2ZSNBptdWmD6_OL@etvPEqy-yv76R_F4h+ebHl+>FMVM^xZr{Ou0FXf^5g z>(lpETmE9w@XfAFTnFNjxkKDLa%AVhUT%L#S*P0K3pMV&E1PzV1fzVbmjEUm_{7e` zz>pE{NHv`-Z;k}vwxpb&f~)tJ$J4#gs-~n@e-GjR9S1Tf4`NOgjaNalB=VHGGn13z zr6i|9`nt;wtpD7J@xIMP(BF7l$reE$fT;#-kGE^@xvinUWpgrX_~VZImc(=V26^jx zWT6C|hlXaKpo3FA{;_nLY7k7D;yyc&>-REtA>$or;K^PePG2ei@}?cC6XZ?QG(>Eq z?mP^f`gau}U=;x*DO|OBq8RaZggkIUJ@9*^4i8BreKAW{8~(?yRhw1cv6XZ5(pQTZdo_a0vlc7*VB3<^RzX>UF7s^#EX3?=rG$&ds#U1UkMLc) z`PZthIx!Q9ISa40jg@%eNO2w6ODFpQZgVp*zR{GOv?V9k_gl}3>=MFk7G) zprzfRjN;EBL(Y(O86xv&kqC1V=)+nh?*n<`@}4H1H&~v1?YjbI6OYFqN-Ps~qk+Uu zVeXuM#Iri*wQi|*tw1xa|D3C`-KvmA&*Wa-%Ut@k_Oj#PE>lVnkcm49`{;03Y&G{b ze!LJdQ)jqg@;Pj+l40ReQ^h-|>}%zLu#YCbCzp^H;I;hgzx;>J&Ec}SH=Bx)LM?n8 zJXtqUI`Q3MX^hunmPTL8;d8vV;n>_;XqFE>55rMvV1LeCt{tY5Lln;*>0N3&cxd^# zk8V&{I`=7N&bE>zkgz3pW9IW~I(j_nih%#HkVc`GK3{5^d;&a$LxzmKm`%2VN_472 zW&g3YMdNG?FC$<8G26pPCJ&-9b>dqX)ikaHGCq#Z(8Al|RM<;iiqUW2=vptFj0o)l zMFeFCPDAu=yzw4Qjg}IoM$ z#8%~BA^C4mHaE8P44#8xuA}2MSqP$PI##Mf4mGx4`nKt`dSZ~*WIFdA+C$6qQkT?* zy!dweD)7{sB01uP?#NylZFi106EF55Y2d86HIZTo)-=|wKs?k-N-rbMT>6_8AEp z2pzANTkoUCCwQrvqH_?tfkrorwFK8M9~3r9s}gv5g#lGXW|&CUD*BtTA^a&gw8w8k zFdaFY)~gxeo%n4lm?t15Vt* zMxAhaQkrbO$U<-8%5+z4M~m`yz~{BE=GaP!uCNd%Y=I62$?sL=VHmE_jmXD~Q@mQ? z?{jqNDP7tpm)-$VRhY5YH`9ghA@n@-ghWKUKNd(RUz90szb-!!s64nUPdBoVeqF}4 zJ-r~VH2pNmyT0h09#(mFvLcjxD^hrr81nE&`cGr4TtmT{0_(jD8CQcnK_1+RsR!>g zjP(LN2(3-mdm?0}O7%0mz84LK=GaBa54_@Yt{cBhF$a~cQiAX}>^3Lnp0UZC_}AAJ z>HEN8+XsmN}&NtWB~9amIm?rob>BhG&|6};Y4=r;6A?th#iJUt+JL$ZPt1Mh+- zGr7u`kKK==z~po_1V}6n0GR-{DFfL;nJin*qz8cLStnNep13+7S*JQP2w!l~KJn3U zg>&K0c*OIt6H|#iIl#`aul9ktTlb`c8$-#{3)3JKaR^ZCF+nGm7&RH0zH)5k(hzSZ z8ZpwMs>^aGL3~PlYXPi`t|A}Fc<8e`^Zus)rP0tGt_n2!nK8EqUK~5e1SkC!1}PWg zRD6d&j2_Fwd8b${eAV`-)=s_jYEP?9=x<$X%llUL6j$+xpc2K9(V#`kA7r=Pa@z`y zT?AG}BX17mLDH{mGCOxg!5xgIe7S=lK85C}E(LMpovDOL|7lS-$x43y*dhE_{mdi1 zPPwE&<6DjLEBebCgbn<>Gxnw$8D6n&@)i~&_ep8y{Mgi%U*Zu(L2mtQ3AXc()vC4I z16NEK$o+bhK6yyO!*Z`cB~`*$fESfBsz zl?MVP&Ky9-#{ju0s-+|2KFIiL0QJxmt?%FxR!tm7b-GH87*|}PWJlq}Id1oR@*@4% zleNBA=KfM6?B)z`%OVAj9lEbreZQCRw% z{B6xf?Y&BBF-~2?&&lsxytB~M1&|+`TknIu`V-3aW%?~I;Fj8B>?u`*)&LG``0k3( zCquFZ;n-KTU6!%RXK-JrTBC15$~^rz+j>3kC=o`EiJF8~`lq4f;rlg&b41x3-8xpe z{GsRkkZ=SB`LjvG(lNnS`&!)u@6xi`-NCX>&gcVS1L+~+9NvCq)0<8;$!d8%TiXSysrTBefCu4d_+u$cc7C_iL1 z;nQJLu~IK3pt9Kx=UPUZ(;|&C{4-ECAA@kUN5f;d=B>K^t2lJoipW{FU@xq!au?3? z^mFOVT8Et=Kb)x1yyjdw@}K_8N8$?KQ_=*Eb$5^owi>wC#zWeqMm{AK_%E|zvfSW8 zV~-zH#CSk^zx9Ez3J-oO`@yRFx48J|LPhEZixgYNP4cK@$c*MyaJU*IK zcX9-ETm7oyp%pf4=hbT37k@%!s>|~*7`PC~I~GwqRRvPOx4hOh?ZcNYM`h}Os@b10 zatSa3WYUMeK#*o1+lNYI$%`jpG{|rgDm#q_ZhHOHbm3nI$ivY8peg}I%j0Aea7ir- z^W!co#YqtLcFAY|56@L7eGmDhM3o((A+Dmw>hc zcif2FvFmO9bO0x&PQ1vIG6SY{Fucl2><2b>oF}P^r-Ry_@O>>yNMMqS%C1N-VqjgE zVaNqCIu#?RpssdeZi+Hi%jeRPT|q$ynD8m`d9U&ql=C9_S={#+V|zh0&*~}SozCs! zNnPP!h}lf`%;R20U%%z7FF)ksm9_Vj?Qm*&+^=}C_kppw^>Dp!#l+G@6_ex@C*aS& z>*4>sN8o?3VsAc1R6U_WXQl!&UgjJrdkoDEF(f`^h)3%0n({exaSxbi$DpuWE(f+i zGgL9E9`cmXwly00qWYtU(>d)8y}aj@HwsXi4cU6e0wkjL4}Tq{3f@MIi_16WPb6jEmgg~4EdfR!;n z6HtP8+_?gH=ldkNLP0fk=!2|{ZJe345u=bCn#&Di6HY@7+KdXeqymk#iwuAyKQmS- zAGshusqgWx^1?ECh&}gWDQf+9Vy)knBd)&C^YgH^jUWdz#A3Ildc2(k1*;k?GsZDC zf%ST%eA!dP3m)7{Zu5b+)`@2fLbA7Y?LwJ2LA!2qLG}JH(yz`af<1G%tJspNh$4@L zT)IjjqMG*EXy8PhxT9hs>lhS6M$<-m`C|JiUQuiD`E)0yDyECii_)YJ6uQ6D#MwOQ zNGx|il(Gp=`2Tf5bPug{E zm2L#^gJ7+oLnNHsUP(5xP_@qDPO%BROWSn4$R<4`3sKYn;6Rb*VI5FP&qyWL8!&P} zM6Ve4ypc=0<_HaFnd(n3Uqn;3{9Nn}N$g>nZ6yH)dJh!Gm|t)-3J{nl)OgA&ga;45 zL?Grj<)MONXB@w7%}B>HWFZ`0K@&ei;(7ywBbe$5-t|=1e%p)E@LD8}0AC>|=rM?L zXRR#7gE{#Gxvqgf4zEU2_tA+Q92wn)#{1()3H9rOk3xC3xe9gS4`3rjlD_N)dMrk` zwY6lEVmfMvqATQeo9oOboQK$Z7;SI@8hC5od0ZA-BG_W%S&58WV&+Z?^3fCr0ef+w zvxA2L)v^^BdmgXtrqd`4L1m`|^XL;=q9e{kscN=gfYj#}G_k0aiko;W-|T_IY&t0@@s#0&x)`erE|?Yq*BISEXm$$Cw--D@ z%kFY-q8+~Sd~Uh-{lf*SIVre|b~qJz7(P?^#h*Wl8OrBEY{C#Y27+QZra5%-XA7wf zObM#}Q`&*%f93V2{61v+6tSs`Z%5qIxw#w0_;1j`F~aI$=b9N)l8Gmjmk|J-wkQBS zlVey<%uV|&>EPppcl9@%DSqOT3U@-jhUSeuoBd!fvqRVCv>>pF2@Cpv+|g<4xv1Ns~zJ z-OVj67*RAaFWHNu{RBxShqBpT5d98Ug5i-ruMjk18o{=rRJY;N2b2$rKBD>FteI)d z?eFs&s;G0WlM6u@NaB;U;F}j8)Cf{$=9~O*I%Bo$j5h-RK78k^QPasbZuh zG+~bC$+~;Anw|d|joG9PdfWAO&=gU9n{AK(YF$F3TLyEmS}b+2Z`b8)fo3x>(gO@l<)HPA!S8zKflnx_W$F;R zI2&Cctb<^RN0jtEFaL}nB>Tv+4MwR$Aff#Pp#^PsiY|;Ox^hh;F=>@?Rye4QFB-GX zGvAhXu}r{UkgW`k3Lg$=3nJ#}Kv3ElHSPRs~4 zVa#;kM6{4R7AhNbdZ`lrkDomU*go57>5qz$O?Hv(JZViuh+nf4B+KF&W29C`*JpYe zJ~J^bp-~Q;J#SQigj2X69DUB6vb%N9)4b>qDJNPeyXC=p=LC6ZupZM$7O^^2#Ylb* zHwGFu#&TuVH`O;&-Ml;^f*{-?8wxM;xsz_+|8k)pr z`()ib7atB68QHccwA3;ytSS?SUuHh5jl;kkhf06A%4ns5-W0F>gmzd^huemzHXacR zu@3+bTWQ$2dIn;ipowp%P0D`9Sx4T?4oX{3H|Yp4_}EY<{(>xc!l^;7HlMy7=ajiY z5*wU#h=$mwm))&;ADs#6plmS^!L&L0)0x)Nz;t>4i_t6VFY-S4sDB!Vn8%clH+y=3 zFe-9_b2LP5@KM7V4B`8q8oF-#sq+T1im@+k?oW_uawtb`W-1uY5E~CLK*dY1e89+e zeiH}Gvl~)Ay6z8Nb|U>U(r?}z-{_;kqSCNSwTTaT#2NW4DvG<6M>5Eqi296UcetUV zk~gd`4>!RpL^*=pQjvI@p$kM@H=pNm({Zb9ySy%bwr`A_aKTVxdIsI=HT8{GbIa+y zcCGeNSsi$!_KzbiO~D>6WBbbKKc9DA7P)Neeb#xS>rMIQ*TOj0Z3G!w*xqwuPJrfb zuc&q#u818Dz57sW$`_$I*u%)Xqp>=+AN}U9peZ(jc2gYQqO>2YA!=hRPod}dEo+-b z-YicE`5hAabR6KPcXw6Euh6b>k zAyS+Q@4U^p#z8OtdeEF;cp056le&P05Oq(LkHyp=SJM{^)eIiQDAmpbr`3diCaGsR~-Xvzo%g0aF&bj64AU z73;Iqt!*R6HY7(#3>nR%+Mg~(B>kF{7C+&>^S$!RmCo31wCo_2&FG0MK#bMO9%hxd zbNRPM2kn!hF2yBP>lf#*r%#NEFjlv@Z_wB6=XTxYsuVy6RPyyj@nq8)@@Jed7yWUQ zZ$rVV)#VRu6(i~~I3EMBR!-KL9GafATL zOyV_8^v&wTK(i;0<7q+HW_%o~ z8axEW{GPOB1lw_O3vUFIe@FeUly4A{vkH2C0-mOcbLEA-K-A@YJ~FE3B4eslD4t_~jX=k+wNk-X2<)EOb4IWg_E3nphH5jho<| z84I-@SWQjyz;L?KD*qhHwhQ{B_$Es&3TJ9^mos8 zvLz)EMcEt4Z5$x9foyL@(=@2N8F;qjDwA|@@Deop7n;<|_VE~g;pqSoEEz_1VnD58 zlIApA0_Qg@=Kcq4?9H;(NFd@!)d&z0IWEi~46&b0H;pCOKu}&@00(RdL}D4`nb*Ey zL(Xgb@hzApUKUlo>Pe9S>7Q)^4jW>3m#yVv>lxQ-MvU8gj{e9|R!r?b$nYX3l+)DA zkKjXpcCJbE$94Ps{1+Y>*MluI8588(JKK~f)oawxK#&qn=nO&1L8Qq$em}TsIN=<@yVsqBD4bg=8~izRMN0E&Fj zB8}-ekE<8AA>-IO@d$aKD0l7dSMK{=oS2Hrm&e}MiR%F``}{z&NSM1AclfP~rl=5| zp$RrtNlqZ=(?j#Qd&mRksjh9sb(#!KC`OD1V{x85)NkU^-20+q%heY%xt`GKSYhGV zq?nE7C>PyRt^jEKx~v%y4IKYR$x!z4)62%kArPeK#QLxUSdTyJF1!?9`*9ncN~z)d zV^Ulh6&+_Fb2Q!orfHd4Gjx#g5R7WU!IwMoGPn;ak~5*85cV%o&4}0WqO+3krGQw2 zt-30j;yF9P@Y{XayF6lqEo79;9z(35l|4mzQ@r}L%bRA*!~sc;!kX9Lr5eh*=sZ*R zWBMBI7n|U}zcIo+q3DB!1^RHfLv5HJ}hgn7JBavq7gX8?TuNdS_i-HGa=c zjRieHY~awe&w~&gWmKQ#-AK6KHk1u9YvB3@nk=xZ5hyG!ZwOcaCg>75mSBOqW>&1 z{%}J>o6uHJ&LjQ?g=O6*Fmzf=!i}Any9_%%EOhdSLC{oszHwn zRY@x=MZ_A^KpZ_d#%Fz%eC<0y=7HN8)d>b^vT>eKYsrmSH^?i?$H&qEKB0x@4^Huh zq9cmV9@W>Xr-%3EPTlxUEU{Jmyl^qe?Lu(Sn#xjp!E2s$E)&2fVy4H~#3nFv2|1dk zRkWI2WtES*m#0hw{iA7TnxEOiH|66q;9fuRq&#_Zky6Llq>QTC8iKVK-!}pZ3JAqj z&}Q>_;yB1DqvWAu#6@%pRwmV(IAzK zc&GY324Hv!xj^Ar5hu<1%AJ_Wz0tNfdbGg>H#LY^4Kzq!j5ZLXMF)4iXIp#SbPw{9 z?|NMS*Dg3W&+nfjP?2mO3^w>vxQ=YX%UlA^R&bx!$i9?T(O87|8`?gSw&f=@A;?(p zc1L{Ela|iJG#!CCUUxCe@kxkrp`?cmd*1f@>79#F@!orqo{b0alPw{9FbQx*&!}d8 zqAzUnG|m}^H33119q>#-4|07qr>T7W2wjU&1!$N-$dzlFiAj6G>k5K1FH3o7{$#ji z-^Z8SasD(J?3KVMTfO$uACo#n3!7V!)Y*Yk?&%5DG&TKTkM&y>JGr9oX2)L@1ODci zl&*rc6TIJGbUQzndyOr543J_Q*n|QD2oLe^H3V-vxQrf%5gv@1)3J#R$8i$s-=tR~ z3#XGl~@w0malHaa|7;Mi#}= z3xKr(R5iyp%pXf~)OQIy_rmX=AKkz5OoGo@J_}2VQL66L*KnP${|R~?0ueMoZHF|t zlJ5x3rbq10Q4ZFi^6Lr0{K;VE5X=oz&L0~x8|(G}yG`H|DK7oCR2LXXZap|aAoL0N zis`yw>wYp}@6icZ%RZK)&9J`Z{2^523~O}^2s6=~?f28&WM#&`FM+!Vpx1yoZ5)3U;Wbz@PVhKTOUK?ag_>C<7%;p~jGWQ@4yl1uY$IaXS#GbW4@{uJk-+XBCu5?Ng0Sh$W86K6Pc$I_6YH#Ssw zZS8v}h|=+03>e&)!(&Hm8ut~?+dnyPqZb6!C(Tg%*M@|D4m87yemGKeM}K-H66X#V zkVD_HK|-v%_#N?U>-!^T*|x`%WjI(Z_}sE-5xT}faE~XI{`si$Dzboq#a)C{K&@rOA>K4-HX{@e$t=h{=f- zwrkb+R3pQ6;$z7!OxwDUBw|aiGX&lo;A64&z8i1@U7@KQKgHe@j1+Kc%>tI|a|v9p z&$tGt!Un$?S=^@j7gBYG%!xVMuW-wq8QN#X5ICz?j$u<@Jnvx_+8+6O#n3a++>+6j zq42BkEifC5pjijeEHI?tOlnKq2@n|#-5f;`7}b0(cSG{pML?!QKfFwDZJMHJDC{kpWE2@znvKetVqflE)3t~$~kp;h`ZdF`I&%#Iq zTfzd9er>zQ$qoX&@Y*YP1TnXd3#4Ojt*$cE>*fj%Hn+4_8G8O6H;{Sk#Q|Uu0wSmt zoOwgU1LC)Dw&Mm8cNPXVinVhjM?zij%02-U;DTK{Ck^|{43Wj0Nwj1 zUR=}leRM&W-SA`0ql)~To3V|dfy)R`!_SO%+Q65#kn+0ZpLL1Fti{Hus5x0ZO=md> zBQYnFK8c)_A3M@3Xx4_n2|W8Qa!M7LIQLh5%V&J=k8fE*$Aw!PbkOP6!t?48E1Z~N(-UKjVl?#_tcMdGE>JYyqp6fQ zCgU~Q{n`B=q&yhB0D)GvgO=`Q==K}mnmn1t9Z)_#DZTXJLC{G^5(}5O%&C_k)h7k< zY)Q%lNh1nkg2(kTZIVN!b#E`w^zC%6{(UOI;3*|WsB?T@^2XQb*L5yQcjRve!Q(iQ zgGhQK5*G>&)5J9Bxkr+;uvZhG)UviW^qm-Av*EocLwH9rf#°*V+)RFW9Mwc@}v z_tkQ_*V%+#$K-4vtw7BnMo_o7fD^i5QpS1o?G*=HFaB+IB%?ioGYx;a>TLtfaxlbv zKvRavgU@Jc1{WMd^)<2i*4dwr4zlEL=iui=$u!svBd)VLfzWdjjzs918zp=9wAYZz zfd6YBQ}qZ@&Acz;&anv>p{b03cAizx-?Hj-lGQNILBPc0__^GNK)JkK@9{;mp!DMt z+Ux_*D{`H1hh(lH;-GzO1tOjm{=>_lR}V=)EbD+`GTX-hX$PA~wUXYC#YmTfz+>9I zJdDg;y+3E$OAwyJ3|9)lLt+hzfmLB}AzOp|(GSa~e!yt}_ z%0T)x7&Wwb+K+u#u4yfS_$yXt21|1ZGD#8b2&rmViS%*Y;A_HF21c|B6}MY z19o2FyXLmAC0x^i$M?&Q%S(n#$cs@)TXxDfI`W82u5{v7X@I_UE`_u1@FlrD)D0wl z67<%mhwT9|^D#q%Y~l8rx<}xpI(Hw!i*$5%W|T{?t0#ZE(v`9@#L5I`#IQ7)QMI;g zzMN9ip?_;3am$;Wy-Qk3xH2K5dTns^*MQ1y17J(?x9U0vV%X!{uW5{)!Nj z9+YV)sWTNzEt;Ra3BKjrcN1h=lozZx!2+-^ODlMdzm)juUC>J|mERPvNUvJUjRKp6q&d~j1ssoC1eD1+0u$fg! zN1ja3SSDTE-1Ex^W~S{GnxuYj@c>v=^xXSe)Xgy(Hxs?LliNN4BHby7I;6a1ewa7p z2OQzUkR%AEX|jx)pA4bVq@_B5C~P9j*O2gFWeilW^5&geq`sQ zxPRF21Zjrrt(rStoWKc#k@3%%`~kL5WhugjRC%Am3BwA#J8nKjQiIQB&6fap0n5(; zUSVh<1GydGL7wl(23IcWyp|fC{JKij)i`!pc_V_@k?VhHzENG1X%+)VP^1 zC@`!qE&quvfA>`*V`?O9b7T5_HLH*wc8xMENqLTprXYwy@Fmsyl*4*plBl)okBi=I z=#D?3fd>u&3B-WkaM%N}8_U7gGJQ)~uAh2#o0f9u%fCXI17(>if$xzxR_;{i zSQxglZ&hbzvyrxH-DMsq<5j(_o*Oh0?hX}pvW6~n#U8svua;^v0M9&useXc-F-mx1 zer~WbsFf3(`SiP#vEjD43zKYg^=%VH3KJ?5a^mkUbxxZ{DVyclF|kM`q|g=D?hAKRKDLzGg9L z=x#`Gcu|I_?I_DmE1H8F&kw4z{_4%pLha53{kWY=3}SiYWEqt&!YL*v={8@2(88m zaVK;(xt_kc6njawku-ESMo_ZhJ;^77yP7RA*^^!!05LT&`T1OBWvjc3zchcC*3ldQ z#ZhXQp?-qP2dwu{c#I7&t@ehPET6SX{(X~5 zIkIpVmW=8wPnbrx#R{>voVQOjq&3tOAvpn=rcudv-efC7F}6vuWZ5BVVm=Z_gs;a4 zmlY_k*4`_}RZQl>IGS|#zVMqKx!#oFv(BNn7>UJH;*yBwCy;5EnH52wY%f@l%FS2fUAN%Bc8H>1}xyj=t+@hei>? zW3qkn2fYLLZ!PG+)*`?Gv%B@uor=W0%k2c|mb++dxBl{&UXbAfH6_F!Yep(Sf;fsi z`1C(eLMs~N?LfL}wEI(bm8_39guR)aUT3QGiI>kUn&u6eGB9ky_XkSG{{NK*i#UCSQ+FN_8Nd z9i@-x^AfO%D0Y>8{QQ_br#wvcngKUDW2JyCa-rv&dQ(W(@p_mK5HeonFcJgTT$fn* z1(hGr?c5M)7Clt}x|MN$(^4^#FBT791RdA2@wWwV=KgVnzM=$*tA->ueHnE%(fHwUS9k2nRB;->qOJZjf)&yTujpEva@eB-`okApz(vJ%@EX9Ao zBNPFK)qxE>ype1x_AY??@cJqaN6Ce@kp353r((~+KMyJpN^tEKHc zERfFaX61_3M~l75zsnYdjHhr@06RQDFG<7_cR_@Fws!?wmv9)`oQ!(SC-}nKH>+A7v0SAu@%a?U zhq`}%V472Vx)Tq65_nA%K)k0_*`k%>$4fRD>TY+0_`>Ga9=e3j?7EH*T%mmNe%S27 zpGVt6?^Z+yVM35Ck6%&`acg_={ks{YV_d9x0jvTTRwWka zJ4X!04hStb5u@~@6T`|K;q(Krm^$*ELU(hU&FLc7XdSKhtAYDdbB$PfEt0g59&+M7 zeYd{tQZ#ogmeA!Y52i2SI8(3T^Q7W_%_iexjF&>)Qd})$P0r&hZ!3nbsuTu;b4f6) z<@_>m$J_sqsX07HQv)0~QCUqq*bBaF$lIz0w3&#H$%TuT4SJUP#md`hj4vTu6y`SG z3mH%)b40%p>?xa$?|T2-rARD!BlH--TK#d{iIpEYKDFJax}vZ55@nf%lQ!VXV?xLtOCAeyIO26Q#e zm*Sg+!f72X7p(3f?`UmV=`UU?b=)00ib{V&priY!mrjZ%>UCF+imBW%1(N^#h5A&8 z3XzG$Oi*9j&kGFy4BD@*It{3KLdFrSZU_GslN%AS9FB59BgBkWO)Y z#cSf8Jf1zBJaq?1sK%=&s$8Vc#PtGrCJOPe7R2P=rbg2aDk@<-uApHR7DoC!-f&f{e;(eu=YZc-ig583 zK7SjLq0%Sf`jh=*%QftGV(J;&Q_|sjg16JgT*$fG9?(^J7!#1#U=LXa`n!g|d|QIL zW&?Qp#!i(Z`9}4th^fUnY*99taA$UU>|Ay~nV(pb*uhWXrKY>hhJX~e z-F|Gq6khQ69aOMfiR;5AvVwmCQKiBEq9QOO9#qAF7$8x9QGaZ>o}+EreM+V|d?K<} zI7p}}yA=*R{CL#IbBzZv1&nwlYhMFf#^P!IBW(GQwr0)*@;sP(tmh|%i<(33jq^A@ zKzTp9p#=9!7e%IbxZi;uu$o0b3UNU$w3@3YxS(;RQ9cTM5cw%OgauBfiB<|3DPR%H z!pB^JVTU%gAk#*ASaWhiDPEr?Nz7bqnA0emvZ^i}eASvMdt;-=_t-P%9=_hlSE&4Fy#hNJAz$A%PO|cP_Eg9Z>{$>gg$qq zCF=~CXU`Zj(d56v`dZfp*ecy4r3FJ0(!(op?(B;s!?EchvGPMk1<2db9(53{?(V0$rRrc@SqE>7K zG{A3ni@{!|v_3Gh@C@94fiYw0L7xsvpQ{{%#Bi-xS7`^TG~nwJt!(*fJVkzUak%?o zfv?#GeBpa`dJMp&^j%-$W4F=R==z8p{xk05+`w@}hbaH0$BbHvGXV^4;9Y`#$0WPF z+6Ck+`N`z2b=@iy9_)J}Zdt~NkyS+NL=@wxHHqV@zY85Hc+aw|6o2SjdHh0JY8pBAnFI!>+F`$WojrG07y$gqOLvCK4YG!V+EA zHY~|$(1*y{OKGovKJ}qDOltTDpFd3B8%I+(dCjU-D-6S+%jV_V#(rt~@iI#G!%CgY z;KpZ*N=Xkz$J&(E{AS|4Q_QRa{g(}9t!DzvYZOo&O^0C3kM?Fo_r?34D}Y*!Vs%?! zp`qC9d1NV%@~2q3%IGUc>1`oH^f#k=g6(li7NVNjEpefFsfsKUh=@}zMeCHnBSA#B zzTBHGAq^{6)+nM2*Y95GUY4~0Ci~l|Ug{f?@q{Dv$5fgEyb4($d# ztm1BA#UU&Okq>FC=mO!gfEl>Vx(dmBU8HAc!^msky=3l77=mJZ^!WkP4XxsN+MEElDBU4yU{)1ZDVtSU|jj-}Wcf`unbxuCu6fG7H zM9~!CucTLWdM;R=-2)a;9;b*`-v)u_6jtBEWFpcVIs*vzZ&O7dSjYy zv~IDo4_r0-IjLxOtjrDUVA_WT@n~gtWKQGHm?WeB^eMKiou}v`kRyeOz$tMERlyqrdd|3-^f*p5iPlO$rlm=-i~3^kJg!f0Xf}c(wRm{-rm{b(8n_8Q#qf6zUR=E z9M+_G=^hT=*v++-c%DEQxv9F=Yw8lx@$ZuZ$9689Twi6=koCFbXg@9Zc>u>Sk~?=E zgZ!E=UQlCyU{lRn-+2$D$ZiqZg?dc}RN@h9If*r>uh(g2pw#1!a#HIb|AZO%8g_0? z82|IfpSo=9_cdHQEO-jlk76f(|GFA(`FSY*%eOqiEm>+08fNDWp~krk<*?oefPg`iawH*Rsd( zz>iBf5)$Z1|1gEbZqzs++&^TEQ*SI#$uKP{dHjM4t@G`SpqRz z`&FJf{b?CqbChj)O6C_JFgG~wIUZb=F|cez12GJnEl`c+Q-E`ASM~*egPwXVW{Ny# z!HobkOCnv?)54;2!@5<}HT@f2{jCz*cuahc8+IFkOom*d!X?UAU3*LITYL=INl;DM zw&aHCem#4mu+^Ag1WbPBUVnliGdHvdnjoDEM)$jpQqX_o33<-JrUv` zFM+X!^3#=j4hARe*F5NQ!5Aid-tD=jn<_BG5vG<7_|{)wTiA28>H5lZ&NSe(E@ye1KD?8Tu! zDo(X!yMF3LB*nM~(JDk7740xb+cONx-lw#*{wlYBsLP9cxTN#OOMg(d+^h;3S^sH% zCtL(K7b%_K{bVD#hc44F%Jn?QKdihRG-AX92{P(c%i~0!xa?B&VNJG;o83UW|cvZ)`tdbrfXW^JsCfuf2hUa^KWA<{* z2_t2P*re8Pj}$gL8zH0_v%_YH@28j-928(xUm-+%Bp~v?%n|Z}V z>4QAn0;QF7QJ}p7h~f)b>*HzvH4YKfVENa0x+q5@u8P17^;&5B?Y-}@$=tWmz2Lw- zc~mK%NI_u&^n;ju{HFAbJ|xc^+C^9uEkkSqzgaOo3jm=XKO?w{LzI^>KM#fYvNB|w zetZZ$-!?eBe4lP-3@PLb2{>PbmS<(F@8F`G3%BwQkZS#EVXUC_#q-e%SDk!b z;bVG))it#s?Cd;VJ@-3O^^zPi>8xD~|6jq*fEu871p=}30pDK}`3e`Srsr6_fuG;IfxApXgepQ6Ras$4QfLXkp-5>j^BThcQ!UwUc=Ftf}a#y5^FZ%z0 z=eYPCuI=q>2}22pt~2cfJ26(K&0&Cp_+0b7h~wEaPX{UDRaaD1G83?RT-u7_qe|Av YUmZ11f4jj*HClt(x&Bb{{jszE4e11!-2eap literal 0 HcmV?d00001 diff --git a/docs/fig.landscape-alt-soc-media.png b/docs/fig.landscape-alt-soc-media.png new file mode 100644 index 0000000000000000000000000000000000000000..505179a0baa23a1a4962c925215cd4ae7f0a6450 GIT binary patch literal 214028 zcmeFZby!qu`!*~CNP{3L-68`Bh;(7?NJ}H#-T5u{ zv-eYb@8kEr??2yne8($uD6W~c=Dyc`#d)3Ad9MgH6+W1?&)SGVcH&FSaP#>VN0T(jH8i^nFwA87nNjJUsi zz5a?Kp>AsPhzvIpMeg-qy~OZ8!55@xkO={MDfEW&(EizIs`u@UFr9SN>&NkQG@iX{uZHuv4wkx(G4k5DJpMI#n09o)_sO1oG| zQS9|=b2GAGS-+4m)4>n3a#;d;&=^`i_LIGRO@E!Hq)w0`M0W)|O6WA#xEf;V zjDmeH746|GV;OP~a%cbd&stNDp+e!|c_2iH;y&R&qZTr{nyEVQL$)VzFA!KDl`C z34S0%OsJb#zL?4&2D*FgaRP%Pdkl4)^?5DLT5Wbq9keicJmtNAkTe<1rnlgI#%^tO z{E1r7>RFge;Oz}^(-T9J>&7v>_8*nYvED~#WW?Vl-}MRNEnbxP?HymgX24kdtlQ$G zR&6UU74?9<%ZHvP;Ol@%_ktu_5oDP^DI5J7zHX(L~gdmst4ZeaW6asIHZf9E)^Ee)G znt3y*5>TJJ1-!Lg#zO7xam9B^ZT7pR(!=Ccn@M`|5sTiJ=X>AO>Hc9UIrMT~e!A&W zZM0546`Wny3|P0++K<5Fj5oG<{l=|Bm4Ys3XC^hL^Y{!^Wo9yxV^IZaRj;TB&z?t? zvt!?0MjM=t7)}N)VK3b_d!IiV{30#WvxK2eyRntmC8pnB-$<`wMNYym~{~R?BpSBFXiA4}%#?hs{O> z>--BOe9B+8etNDFd+Mpuy~!&Z!4$`DQt%=Wdu{8~nEv!JkGtoV;MbM*Ok zg;XQ~3;butfPRe4;aGlrVvrI&2fUJu7V2=Zz+YKg_kpG)k>h$!A9WU}t8W~`g z3fo7s4FQzoef~!kj473`8o#>;PQCq+rrx;0I9O)GlZPFsSBLTawwYXi6oxvO_dTed zN|YuaD)Hxqj-Ah7g;<$&G7?GbZ2zh?#aF)o);iU z=~V6otih`zii#+8C|7L%4Zk`}O(hg_`AS$9vi)tg1`W6=Z%3kh&(6qN&q8Hdy-jFj z$K3Ocn;s1LlO6fB?u6w1s6adpTlDlIk#JhA{SxdC4)!=0h|C}KfBk4|zoZkmpbDhlh zdlsqmEA~fn7_rGoKo;l0=Qh8n#6E~zhZxEJFke$TemkO`7`7m8^yss*NT)>as}&gG zw}8YauYLsb?TGrDdA*{eW5%^z+>1O6!)qcH3Tz4zCXhYVd8(=%wKX$c@cP+?vW!Kx zzdT9Aul#Q0l^j|J+QXizbujeXm78Lpay&ZLQRsk*u(Z#P-7N{C- z|A6*#iX+73cy20x+%ex5UNOFfQA~z4X0{b&xv`gl=rp@IU`wfW&X_rrKEd6cctLdL zH4^1bxyb~*Y4jm!w{zF1reOBOwl@*zC^-8z@`>c8?krZoy1Sw&__@eaSE`z0I%n6t zk0!ikBNZmJi*6%QQL#Hy6z8r1%X_5f)0?6fB*nVTtX-^D-EkU?su3fuBTLtX($!@f zVGOd$D^`nHJ%u=i6g>3pZ}AVO2l+%H@PtzWAJzC1M2%xy>&jRb=fRhjq4fauN_msx zCi9s$1ocJFchucl^uJEc)?Yn++$zsd@TJP?P{f^D;QO!X57a#xOp32t7D@8i-$)=5W+T#TM?tAo?4F{PIeN1}7t*F0wKWQ*WdqV6` z5eDuVUH?Xk-V~yP`1^(Y=3_6q5aG?npLk!WGPop+popd5l(T8;>i-UB9k_0 zlrEBi-9szM>7SeJDd|tofQKa|#I)eVN z1C4pWxOIuY=qeYorMvo#UYNyaZ7BRcqQUtn+qQk{pySA7Vf<%tLE|b zUpT`wrFPva@#Fe2V4HY48;MX{B23k+#@BKw>+}M2t~syue9B2mJM#+^Ur@7c>a?{@ zu*RRJD?RzbsQ!kp=5~)W(5O+eu~RP5hY7^2(YE)sF(%q7@bu=37=ho9nsYwijfOfj zYcgHesPGoa&Z}7i>!>Z#B}Wf}5b8(A>YWNJJqM}R$YorB2V8-iUFTcOt<{@no_c%; z->n-}pi%B&*totLOtjuOw7t0E*>HO*aptTm==7MN4d-mutTwbkw%af1na{4hb{<8O zLY77&8X}fclw&rZ>pG`9mII6FSfkWtiYY5K>Cwr-ZPbT>rq8IZG_xd}qbWHulW&L& z_P5RzJ!~U=i3S@~eCoZPh{C$8qdgJ_`1L%2CBz2PirT9a@L5tS-olXQyrB3( zgi$YpcXv8WjwK??-?-aQ|M-yRxYly&n^AL!t4Cb{HOjJIq(5<_T=FTskCQ>wiC6J7 z)F685fU-+nC^`+zD#)1ZxXw!ScO>(P8wkV5C}U9h$gAcbp0>tD7~mhZr=aLf>yE;B%)Sj-~d%8MAm13qknvRMIF4??R_T!mDSBnC|yv3V7^r z74mN9^*^*>Jm~X`$n#&{5qKpq<~UOtlbCBx2kW&}&1_U_A7ex41!at(aar3>{az)E ziXxJ);v3UZ`E%TYOx%3d3-nHzu6q(%w1qng6y>z1a#|dajU2nvGS+x)V=lbn!Htun zo<4G!=-|!%#sKIuUll!TRr!;ME>wKH?|wX5iWx>WV{X#3d4Y=$_r)fH`-F)A?@_r?BbBEngkv}R-eIqE3yiQBgs$S@UHfm zAGwnPcOGT70Yeysp$ZuAggJ%hj^MYL&EY28Ldd0vnh9HdtR~`RF3$Qa`tti_9QUZJ zls)rEq$gOqp6WAD=TONqD?ixrm6w)jD(677f0hg5*hx&;jU!Fgr9lv7F64a=9@QMg zAzOsQVYLFBn6wNVs$!$0obM#yZ;~6uwbd*4C+5f;>U4aU1RmHG9NHCb^h{b<8~QBs z>DTciktvhU-FUVK-_slt2ZSQ>a%&%{^3Nvvn4YXA<+&{R`~j(104jt_%v8SQ!(txC z{7y(`%2Q~iK9|`P!(qNn^5906v~$E7Y#anUH8u?aR-Ydm*d6KOu8ZFXhXR}iC=UWxGeFxox62X zl3i(c0z84IK3{agk4bc-j}PJ=0>aTSBccJzEveea*yh`ZjFejta{xx z_fvURGur3$P34KdTG;ES9Vh6fUP3Oi5{^gQeu6zx8cr=#ZgX$>$AUIzFPOCi`_zl3 zp}b3OaEw?dD*mfgnmXkgQQnb@$Sl1R8~QvC8UjjI+6#n6G; zz?4ilPl}*x^T$vi)i4o%d9E8#m_R?U?vUm1sH*W|YRBBKStB%uIkgu8RYwkE-y7=5 zbh$Eb%vTB*R)&^@O=d40(ks`B)D{FQM|!G&^%jZ?<-Q-I|y1t`G;g(n`1Ln2q7 z%qUq#^uV~{DaDCwsz+QB_bCi{8DINX5}#ZPjD5$m#N=zxs?C(^SX2MPSE6b)6T!UD zN;JFE@3tw@mv-3S;c)$^`ufIHPl8p{YTJOjyP0(p%rJGDbrQgQnQZWYh3Lhv+XAju}# zAS&74s%bG$78ep`u_=M>nDjdY;W_bl-$@e{Gko0`$bEgLbPwOFm3De$uume#%G?M0 zLfpPg{!0CrU-^0*^zIB$2FXu37OT@fpX%hZ1X6pj69p8+iPS0^zk)3jGu|?gi|0hM z3d;K&F1RMwMs0SQ>V<;6d?+pp>Fdx8%UOzyb> zO2L*LA7TApD+pb^-i91=j^XVAbLiPW&`%z3sQ8rASiV_*x1Q#}dNP9)J;f41V?zu@ za4GWgWwP{X8+O5b^h7w6L(>{@SPUC^Wjj+Dq0n1MmxjyAfmdy@A3=gnc?=Q^B|AYReVF2h6E;-X~j@pBEJzJ+P6%CkC`3MX) zZiug&pv|#<9HXxWLR_>A>Sgae3^Hzuy`8%+m`}HpcUu>=V$_N9#2(z@IC}5m*!-DW0TKh5ZcN&7NY0inpXDpTTS>+hm_=(MQ$4Rd zk^^^|rH*33I^$>Ve5PgzMCstr#tW91e$S2fy8YwIrV-&r&DS*jAM1;sBgZk)!YqDN z1t@?JQT&$IrmK#^Pq7qrsOOD{bY&W2*cQ1rU(N!of;kMFOYpMUqdWf|PY{Fo;U)EC z;e{GYB6F*g+ZC5lNjljfJpc5OPxLV*k1SDJl_Mlojojqrdo2e6^Fs|O2E9T#gimZeuP&+UT z4-J7q2v1`)Mrae;Foj0-;Ea_)_*~un{E^NC0lkbL?o&2#o@2x)lhY7qb@2P2e)&~?Y8v4a$0IJx}^xw%oYj`!UiiQ7}*m{^YVMr&P7xC zXJ_FBmoBO@-_6#v)ys59>@Cc6u$$`pIRg+%k35eq#lPsEORQ~MB);7*hnP<`@N9Tb z*h@UmfL3Jb(Oal3hoI`Dl%*s36+3|s3gLP625Ya%5^GTEYk{qXt)E!?}_+5WnVYDA1v0mX& zwvCqmrH2e-Y)N{aBA3Vtfdu!;2al)>B6-he#vC5V`a!QoDYA(T zmgRvLmx`JlnDy!{BnLC@wj3DS+l&dC^jJqV?2^p@hy=2k#xqc|i?}oRj6o2q(>Y`# zOr#)ykq0W|FeXSQh=8YEA#9Z{d~)kP07kntz^dxAFZ4SZeD(pz|2{0xs$Kr~+QQfG z>4K7I8CR6o9KDirBXyiU8D{Kk@Rf5zGlhc+-Y+P)RSAwvmRt^6ewx$X-2w2sJiEyc zOV;CGi6r7&MmZB>Oz}bGBk%;vcR_pworEKiUEmcBbQ8=4L0f=N#bTiWm)MsHkxn+2 z-DV%;8Z`MUCVu{@@liWWJ6}QYjuK_tcJJ{2ty1W5vU9~3KQ2mk^~MrF2je5pX}!W= z0a3D;p=epRs}Iik6X_S!p0ij25IfJEKv$+YhAnZlILt>C6%vK0<2z2U35e%(aMiVL zo*Ww~5B!zNiT7r+QQi}kLeM-l=%u5cBfCdzar$w8@X3v%;Ft>XSJUgNkc})7)$Nep zb&WG>Gb3b#u`nn7&XiHG<(N=)6G{0>1GljZ7WkY~EwltIE)27&o7vUq?_db3W+&Wz zh4w;GG(hHNs~KfXDVT^NOXnN(7v~>fyx<`~dTW>}e{3YsT=}MbCwfu1;!fv@(K^0B~)6+!rIQk#4@kH%ik4oXbCjzuUST|y`aodpz*QJ#XR#4XOCc!lMMxOTX?MxQ+1H=igBWb9H29qUV2eh82mTYAESJ5@6+ z*Y5^lmwZ~u%9A}4$nh(PHry~8R2P!lpw4F#fyPzYUL)=gbkSlnq^~^#c@P$4@nB}y zxRfD4T%53AfXPY+-4vLEEsr*T68HfzrV+?TB~K>Ahrkoj-Gd8^V^`9j>*Ux8cG6t#0TNifPA{72L&{72Lo z1HE#eTLB8@yqQ`W9uW(@w-xgbbd?2STQeo|MvfsWyOG#7322X!32`AMUvFz&WUu?; z0rRE_%4~k~lk*Xk?W=cVI$>_PS4n z#I^~6b<(w1&jKS=j9XN*O?W6y9^q4t#^{apUC>H+KK@XQDeJKOZbsq5gu#y0QhEeB z3qnO%{F;DG&%NE&JrtZsh*a%%&R6;H!@%)f3R+u zmeEwISViaL8h>sgoa@5F{?{s-o2=U`c`&2ioAyF4HNjea2tIMiEIvTQX)2nOc-dgZ z_?Wi&MG;PkxUA6iUk7LrbypF~S6v%eWNf|hHQU@0d($Hz>Cn*?W6RRiXvM}P1&w@F z?Wkc_sI=|4k!8Uw)g9g*)%^7jEr91pab(Ns?h9&w4fDc?tOp^AeRkH$Wmgh<3+7+R zU==G1;(ZC2leb;dcp#EL<1dYV?YGE&uzaD=SZcsK!OyQcK^&K+Nhj^aPF}QB;E-6C z+irK2jQ{E@95ZI1Xg-|3RQz|4OPvlh4wFHO@6+(8n#I}&<7wj1eqxmC%&*^ijhD@| z^!pN!sv|32l+Vr@VumVaJ5Mpy??$E9P6t&#mj%Eg%Lj>8nBOOR2L}U_uAx#7Nb2^E znrqY+woZjFn%1JkdwY(Q5rm^m+%ZhX50BQ0GnuoebPsmh*Jz z&o`-^EMz4oCVo_545YE46%1IM)4p7M^Gm_KW@ws7*Q(ELv+UgmY%snmqn&35(Ai2_ zBFwh9l#HLQzG~FoY}p91oT%C2V?p4S7jA;DQqAh|DNS-RV5%XX%L0xj?dFhA;84Xbn_2bx_?#Aw&*FdxD z4LBpt;j1)ZL@^X>?gH>>cHUjc;S|ZwwKP1a6ZD)n`va~5=TVj-8@I$55hD<#U289l z8KBKE^37!^G}%zpsb4Al5kEoBTKN^I-glUa(Q9c}Ls60HRdKprFC+H?K!`qJ@7s{0 zy&*)WeDW+NLnJm{GdbTL!-g_lTM}q%ZTAyxzJVUJ>tDo!i=1D6&o_F)yTuo3Y3EgV z`4Imxo}1OJzGGuhes5F4)%jcLf2i43bu|`kH+uKJMm=5IE z57tspT+FA~n%L0vccDypOFT~q#os;a9{HXs*FNP%B>_P|{?Y4ny!bdIZ%TG8Pz67H zSKGkONOdy#$>ngAi_eCx)`44K>G%V4@2w_Xox-rwqzD?o~dS3Yy)4hQBRMzTLJ znW@eu7N>Vn>Lkkvq=$_K@d^Nu0*7I&YM=(h`OtKp(})!j-Cdy$wz_bMPHjjk13vG!Q7S7gleQB2-L3+ zSex$|q^W}xFA|Fj-ci0QDyH=-k!va)CE0tEbPX%Ful`&m(&0nX8Oc*kMC*jJv#wW{bg;!I4Amb*O==1KBN27VtaXk7K zwUbBZcH1Jaba!-ioRsE><7SvbzOWhA;s9Aa^s03`Uw(@T&mrv0#f+aa0T-lrp9NuI z;7*R!-5REH%*WmW*96%<_!n~~KdOJ)08i<+rXt;qM1`+)7R3g<^sB+@0Iur@>-@dlCML%q7Hs(% zo)A&yIE4f@uEbfrxj_T;7`eq-Qk7FCi!=3JUE0O*kFqQZj~sObyTU-{ zZ?D!0ur_oo3pnrv++VfD;48D?uxLL;Qy}W!9_klQh^X=&_1xn3#~lAQ*KxR7`hr;T zeGbM5tWF^p6Gbni8+!%DowD_S$)snMZ3bx0_s{oV%WjA>c)XW-pX^+I1)~}ve`Dct zRp%S_{umIy>|gYew}lg<+GsLK4_=vkG2Cy6!1R#QaMs&1OAomW&Q!bueZqb9IyuKmsqroT z+;lkCfrouxzvhY+7C03-15N3ey0B5-x8FFZuCcnyA5xqHv?{?78qYF7T=(b8)ULsNm3^SY8*xqdC&}W@fx0{KX8{{<5^V-mGO51 z>EBg^a2z1+IKmgQX%p|EYIjAk?!Nz%{*Yz~Ae=Dy%a$^{?>G-hXQAjnedaaFn+V_n zPlH!1j~IdPb+YH<`lp`gU%xy6zU?DgmN39Q4g_L8__Kub^$GyIpW!_SvlaomWQSyj zn7`LY|4;$_#s!+@4DH714RKac+F)4vPKyxIRwMY;}*LP@q4 z>#s$o_b|LAfg3^YE0p{fH{xzF;O@XgztXRu{^iO52ODU`f|qfGGZlYd*Z-cSsQ@s= zVf@3td0PxLd#90lM>W9sH;T`v836QM5BK?-w`q`^?h1R!*wutTFT!s}QUH*JaBpk) zo44a$^WK$6*`02GVO76bm=ZG(_yo+1|J~gF{dYJyaF1qxEY|+_-2YhWuRul2MajwW z$N&HPbN|;2{;wGTw(I@?+M+3u zy9qjFSB^~ROum)I0nEy5RK(xM9AMcpBy~xwNY^8ZkG)~JZR2*3eearjJdgPk2GvK@7z-T|ZRo%7 zpS*b7;C+tCyDJ1wva5E!>YejGJ1e;52ik371J5htE;q4rRQ@&wQQ@Q0K#iMyBC{Wo zm~}e|zOcrp50yM$m@7~!EFB6e2-Q;S8y_dR)7?0wpO_tg6}C;yt^o9p*>;hS&`H>f zWkZ(a|J$qo@b)Z@;CrAV*YC4&zB;fi)f~-3fn|JpU&7cmA>S+P#2~$B6CI~8u&h#+ z02!ojZB^YwDB^FT@%$m<12I!eur3JzQd;I6qvP1MG$ixGA8bDN7U(y*AhGuB=gd*{ zl=z#O?wvmXCVCNdMJB9&YjLL0%&`buSGv(DYd^0JGJP}nYVZRWP(mA_lumP{f*^)>u<}z(1XgfioXZ{7L zL8}<%vZ2g#6TQ?EtA3~*Z7DyoWS`%qz8|STMvxiYUqU zhd7uBbuZdOL5j^OUEz-vk0PoQk5YIy9!zor;07HG%+)35 zKjwNjkB6Ax4k=YoN7Q=|f;499Es(y2K<}`M#~M2p=LgIAY8>DDe8J5Y)--(^1=j#h zko{kq_g#L`qWDc(;@Q{k#s6Jv%o!)#dO@1X>AoK*F zgt}$>7CmQ=m9PNN;DtJ>D|EJ{BI82{1Az6e^nY#cVaVQEo;!@XET~@ z_V)AN&`-fO(Jz2PNZBq~7LbYelDnYqq=Hy2PyimUneXoQ1MBr4c1LXfnHkAkMmpFM zTlNI-VN)ukJkVx(f-*j<%nN({XRSemCn%7s{rR%;JHe?{%tq++1o!`$S*W0DuSgun z@tE88rvI1;A`I#1``(%~8C z9+g&ya;M@0^hohfZ%B}2m|g9L`@jFJbZz)ww@DGp;L(6C?Bdx9-h1J*+qQQNybkzF z4j}aEKX85m4YcJ)?^H2?7Y}A!C!;EyB!w5Uv)O(E6h%mmIa&kzKPzuhRP57p+i?OF zLO#JSK73yGF1`yF@ps|kcNhBSl8`5uB$4H0QBVre){zuqB2Ux zQEeCtDEXbBzemN;n zr3b$J`sdI>hHn`W=<-r2Dgp?!UKFDKd+nEa)Grp$$T8wx^P_yk1lMk*^E#DzAA6nw z!g9diN9CwQ0^dJxWSR$b>&Q{Xcm1#*wMZs4RBe$U1oEp#nRg-gFJt%bF@j6dbfzJI znw$9B_gTq2=gV11sn|zkEQyR#B~RM-0;rm`gsQfI?L8@#&XiT#{O>obcM4W}2<0Ds zvL6)6S1)_odWOOlKHUwUbXy}_VVjE5wC4DA9;p*fM*qasN;#}UG)cOUFai{mK zZj$+uX8EIP5D)2o(Cx2>S0k=8ce+dpy&*cC6YM9c63;Q}J+G^t7;y)h+J#~g_54z< ze*#?rPvrN^0UHu9awGjCYfReUZxOdMgZqAnxYGJs%=_xzX6%Tcn5oLIP`!*;DkdjK}A!){e zU4)9$d7r%oCn}X}^j#FSMPmUzrg|xm4~Uq|LGZiG{*mAl-1YtAGhCp?7a6lMjsPK) z>N1a&gO|y8xd(uJllaX#K-1Kxqp!F8F|;>l(`T-@dWm1Kyx&48iq~3`e{nra{c+F$Qm=PWyU^@an||DiE!URHdF}7o{~@!tWBzh%Cj%U z8@+$!89nOQNNw}W)-9q}XXZ8)c82Y_NPxfLdQ9O;ueh^7y=}9^R;TMO@4YRmkd0bX zhk6}Lm7+ilWxw%y==v=ojjK$*EzA1AzBPZ3j)nJx0y$q$-yGS+L(2S{X3=lt;%r*)c`UGFc3^K?l=EK`n7xq-D=?X(eru7}_JLeeHK>R8IUBB$Fgfr@+sq`pmUbOvYw zb42Nec^SZ(qHqA|o7KFf&er;E?(n4mW$LoBG`Q-g{qs|RvZ(D;9RG3$kg)#@T-8iD znS2SJTD_3L1S1GqeMc2Pn-ANvcoo; z^t0PPWN*ibdO^g-6Ef~wcDDSUBnfrdrQ^`zU!S936X|kIJ1IPu2CAkMjdk%YV6WTj zufJG;1w?)O_gU}>U~j>qH&P+E-{bkOlXZo1y*?qa8#huK1d6`ll5Uo6PdFc$GimUD zE3~W+YHIq~XbS@NL=nz6R2rOoL42~o<*opu)zd-2iYP#nQd(x?sMt9p}NGIya6o`A4MdesJj7#K2!?6>TSi5Ur6+4nvra+%5|5%dK-QoPp zZFA&w;jH~@{S#gvIYD6ane*5OL6BmHR+S2`R17H+!s)NV}>Sq)(t=jy3dO-+#p_4+~QcTl-Pn!F1vO0ks0*laXG)57e)3qbD?=FB)k-lIU|~%G_*CPv zNfr25^B$nbJZ%02Y{@da>Rm>`sX5&T>1YtK>=kA*j5fR+0DR&m8G+ zDmJbjB1EJv=jVliL!C0qas0c)>ek^Qna1%DZ7m&yNU7~GmV;}8JW(MH;<{;sLy8}1 zVrE7ZHX}uX_6ZcnZ(yUyT68Oyl(O7 zWY9|?L<;Yc&>8)<_Y+rBnoMy3eGX=U9}&BuZjMSksa6lM)cJxBGNDt@!4@hYYMW-f zSF)iaF+8~pqNoRokt>+{LzS%hsALWkdX=rUu5@nhw5u1y7$qedK;82 zOfbvzj&dR;x+Sy3|GN8Gp@Yq3fExj@eehU-hG49^+>2;-K0D+8*yya~tJBx~hZaC@ z2Uz|4-MyWiXaFT4bBy^`ZN@h5{u|Fb_Hwh>T_geUt+js!$A2p}{{r+&+L@;E_6~fp z#w?D*w+4!Y1-bt!PJe?IQ4yIaQDj7@5Kf8-AfdeW0TN2D`KIRpK!no|AD{pyw*K1} z{i{6w^N9d_V|hW+(TN7^(c^R?+|mOC^_XN2ga3z6`Ja^vqCv6T+5q4}Y0XvcX8K!o zX$FA{1e`ckZ1Q9BH}^-0&lpW5$%zV3TT20ZX~X=~baMZJHUB)OKTn2014Vm^ir!^q zS{i$861%n;qvrT1BrJ9ihIl&Nc>ADlQ%AaeXl|1Py$D|&7y#A3)mQ%j^G^Vu<%0oW z2k8)y{ZXjyas9@Wn+~|7gw(%Q z<1be4JF0fGx*ODCKz&P}f3`tA>_;XLykt!8V!gQ>i7q{J-}kTEmvP*FGDo|U6e1$o z$5^1(Ub}Pjgc1e&cjLbMl0W!}KaU&8OF*~#jbvy4!p^lUu(e(C6Mn$nar?2sDb(zm zJ#-%~4_Vd749tfHj#0gK}tDh#;Lt8@ea5^Vv_bV#8|WRd&M`L~`i^ zU=yZAcglU9C&^+5IT*+vH7mtQauky&q%l`IK1?((jBZxvo0JP-t`0=}dblzl`_MZ6 zX`rFIohApoRy9*tc3FTjeglz{!u6T_+gwA4-l5K~vx4TmqjM||ob^1JTmmGNvBbOn z{r2-MVP^`j9pN^#IXt(@N_`OhLC`2RgcB-pi)jZaL z-AiDW5BC(76(|n&I2z#x-#U;3)Cl1F#L~Glle_oPbV#Q^h%vGXkCC2E_32UGN0!9jY81cEU02#1XOC$EFM$5j?bdO z03d7>)I%%TK~U{A>R6?L>W`+=S62b+kB0K(gQM0p7M6>~e+JBxW(xVdD_oAuR^NV) z^oDm1nuU8FP30W_(3bN0`j04H84JFWm?lxlaXAC+Z9t-tVk2IqdL{=D12 zF=qfW+va!21mtEK^l>IFi)}G6BpfD-6Nkxi2~WTI{s4A>mtFV)!i@dxaWb`1U-`Bu zs?q=U970`rfOsxq|GsyzZ4mY72hzF*V>#B%?P>wUa0+#%Y;<9%b8o0rSuN9jq^nLQ} zBFIASnDiNbSWKomR}YCA>Zl0uK$RIXI}=9Ff_0B7<@QxP}0 zk1QBqNiJ?3);HKvM7&U&`u2$~yzEwPcQv}2Y&u)K&(`E=f*D~&;+su-7>gkol65E# zv|v{nkeBa;$OZGi1U}?Tk&y}}Qu;Jg13*D?=$n1Do&?j-?S)*@ha}?s{89f#<^ilt z`8RXuCLCj=_yvjsxt4fN_%BX?>H_Om;sE5YI(@yzDUub3ek|o>jJZ_l*RHhvW|M<|k8LV(*{`ZZd^4~x z%OymRR&tVKG>Z*n*IoP)sGA>oZi~J{qR;#Cs%3g@x-dpS2C|+Z;)h?f8jAt7cR33+ zfm*I20nZ_zx)wNW9nP=TIg@TVJg(B@5u?9UpD zgo|C|FxAiFKUmJP?eU)#80cLatTrt=D{aVM3xNhdOYiS`O^=}J)?4B&baqD)Vr&)$ z#Zpt}s~-!Sb;NxHH(Qm4*N^DT%mL#bk-Z;$KhF+I@X?v#MP~2|;=IikJO+N(~ZgxFid}o0Agw+5mJTF2(i3f0XmLm-w6v z)8qh(V*)(elKlmqNv>)HYNGGO+&Undf;ulh|2X|z5bmhc)YSCYAWsl@{y{WS#%9o@ zg-GiffYCwj5835|EkQ3h>alG=iq0bi#`m3On>s%)lRsdUd8R}?tU3A>=72MG)HxdD zRQP#A!*Hfbj|*a}#TGp|+LJFD3HJqx1MNQYlA9?ysO<~(hzn7O=B*XJE+UYMYQBy* zIEhYOx$XAzr`u(i)xLD@L7cKJQIQv#n=UY(*rbBuO{K<)=Ti0seie(}) zkvGY&(Sm^#F;J0S9&KSiq@3xvDraYG6=3L&A_eZsw0L}V$QlU=z`&*WWL#hlo*GgDYD zse*H%?W!Y4s5|leb6^G>WOo!r6t^6p{zXdWtp;lR6KMh|bZV6hUb~hjADg||)b4Am zfi{13yRA(-8PZU(3E-&*5OI7!b7>A=cTP}vc>&g*Fuv%sIs}3i&`41Q8Yu@KKGv?P zLsAgqiL+!6Rr66rR^3Q+1y3j?i>Mayd0eHyX+z}Qi9ZX1O|fma{eUKoh*Z}0y$sA^ z%wyk$gUa-uHLp+z+K#7w*`6#Mlk#|A$ecO^FQDG~iN!bHDaGunx4r|9o)9s}&z$8$ zh2$+A3B-aFOTD{ZNuAq`gmc;edo7~VD(;b2*E2ysOYMo@V3zD1jIu_N50Q}-Zy0v- zfh)g(*l3GqkW{mp(JTDb`zJ0g#j(jnnd9IaJQiHI6#Q>9DIaBvWo}(4Yv2I4BUk)^ z{W}01m?&9DePFz3f6K|q#02cu^Vkwar4~6ebDx8Yc9FS-z5ap?F6h*2oVeHEb4biB z<0;W^k7Q^6$Roh%5?^Fj)L-o9)4<$-URy$4t9Z-iSptCCmQgi$qZc_wuYSexqrnmN z#p8WSU@t{jokJMi%PWqj0H>3q1W}7#JTggEFWr6$EUC7oby=+}pnVWFuA@>0Mr9!Z zgA+_%;$}%@WotfoZcnPUX9!CH_rauosP7*LuwBk~^a&zCNPX#nDjnT{8~Oy|7i+JF zJO=kYy+D1hZCCmpuE^=Vd9tv~`oig_*0#GHD^%ZuJjQL6!~E5*HUPlh-CNbO)tj)& zk$>s+QvIuUV1jMh6o9~f5-j&r;^ z+8){l51glfHi1%bO>o0H6zAdnB*jtqc70%xzbBP$RQ+jbJ^?b0?FWf?e-l5Ca-bPv zSg$`Ecm`CJ*jq#QfJbJO`$c!EW|@z*di<p&X?*-I9|Fd;85#{SW9Gy!SDa6jo(Bzm9?oo%YU9b%7on z6Ru;(?xBU|ZO~xh_SxzMWxIIOF6A5-H=I8qsTq)?>XyB%uES$N#ph4~w<~7;qL+Pd zdYY+SJonZF;@Ap=u_AL<>w!-l!)|9_9xFc{Xr_o?@C5MqDa1GW_aP(QDoJ$sg&$Zx z{p@xewP!FTzH9y5d}q!Fp3|`->>YJgTW$)pVtS&I3ud&G-BUj$7_%J9-90rVy4{CHOFs>Dp*8X|3v};e$5AxNz{FyQ@fr&qvzpy*^qOK}jLiKxWl% zd)j4GhcVlD``WTR?2;rTdEhSTy}bRE_@um7U{OgRwb`9AP_KcQzuda*wIkaD{mcWT z%1F~qM|zqAgtqBS<1M;}!HIU3*28!1G77BS%t47pL;(_E9TkJZ*U3*ecoX|5@lhea z;YbkTq3ueRq@J0GxmPJXrAD#$W}jNqldMy8)uXWMLR zJdRss+^8gfpHzrq|>QVdmFjG=eg`>FS=Q13n<2{x?`@?p9uSQay^4@BdKCzpc(#aCCF zWLgQUz*9Cjt?hOE6OWstI1sg5RPh!7xBmaI_m)vrZfzSV-AH#SNOvPCEz&6^-6aju zh;)epN;gO^8p%Z?-Q7r+l1iS*-tYH*`|bUHf6h2#oS)CowOG%b^O^I$;=Z0z8}~fr zH2h)1rZ-{Lpg|Im*zz6?nhh!?7#;hjmwX2X=6f;Y$1bMX*LS#}>-F@m#q5a_uo&97 z)H1};6g?&=EcDtxMZEUi5M1jC&%13cg}%3)wt4dGjM=pB0}YKqvtLf`5-_5x*4T-k z?yS^>W09eL5{DK--$zDtQHWaOtoh*JHP26KtqYt?6Y%T`NHhlk12D^LobGUnj;J3Y z+oJb~)bk#Zu5UerEVcNC@-51)wCC9}y!<9qZLc*hhTT7H*D>*=ADh?444?HKI>=sX zTmE<(xIaT*QvfhYDEkN6W3eTaz{zHNc%KaR(2lQ0jB87;M=_@^obLYsW!oO82ihk%kjyJO^O%sy3 z2{^Y0JskUaS&L*jK;OFU3FE=jF}DWcRuX3xH}_px`t?2(zH`&6Z@#KF0*%wM zdU=Kz1~`A!Li;>Aj?cV4=YIG-Qts}#T<`Mn3%h9GG(mW;@xjlaFgJ-uFL2WG+pso> z`FfbI!IGjNZD=6P+0FYQXrQY18z*8nSd>hx_62RgzSl0^1YAC| zsCc39dA4qxKqp{*fn5ok#DgOS%uH4Ca^Dn|oLO<0Tp9Ltc*V_Gbm}nYu_SgqHonH8 zg5z1kzY?VcxP5-n2ZSl$wpG3U@k}#aHgTJGn}gg9L<3neGt%`RM`&K`^=N&XC0ohq z8Ft(sK$HT`pmzeKeAYPk!NZK~sQ8=G11hJ!<{Y;}ua@Amm(qTqhC#jioyY z`VG_J2j)@f49l8*g*E`k%~slX1xa8YC5ae+Hw0pm+N?b3<7q=^&Ke}UJ8j<<1;x@r zELgOQaUa^;s9<#Tv~~>Lq^w5P0nM6{QdBgsd~8ZK+{FJgfp}{<@z&&^E*B(QHo7En z{VT47b>-Vv=i6+7iL+mqS%|0{`>33z~%~L)k~-O?Q1_ z0*$ZZ`bY=Md58WV5Ep#6pQzMUi*JyeK{=}rlb5)9fgO3D+!4kvZ+)_dnc z(Hz!>%4GvLQdJ$P!~+QyI@1he;rgHCtcbn=B7AtGyGS4Iv;g9kD$ug3L8uk34wt#M zcg^~ZA(0QK^O!xkkPvK=np^j*{Q5gaUvm6AQIRS8#n?B?7Sf;%Mx@0!68iqZH!qMR zCI!IzL*_^zz(>*5^daqfgPusMWsgdx&uqby_9jvhIP0q(Fd_d`~i%aqV?wZ$jK~;cm zUdcU}s{xPKI)17wK-Bd1(`A4@BQ01Fj(}qpux|8Y1w)~OI2{LuA{PurCB;oMGW6!E z#q$U5v-bk{En(&ZH*)NRfwXP_Ys|^Ak}ddt$4_=AL8QtUv6+SfDHO3j)7(0hCXlvk zp^CsZch@p)PE_xv90yL`M!r0Se`05_-x=DSCR3E>D;Cd|i8j!G6AS{O_UfqK?(=Lv zGn&0^+%T!p#cUr{hmEYiYq>*6_8`ki6a$Ss)2sF0ZV%)*3;5gNpFt7f0M`gK(l3tB zM?!r7LAnRBzXbLEBm4gc*BI!B?p}z#F|doQ*NY*2a`xi7$unrK>s8ml?QQVL#?kvl z4WPyWx4VS-<5|AKRZSqrX=d*IazJt_jL^)+kk{NVlHFx z%#FxIZ{{DSmNjuHZa5w~w+uRFzb6DBC6UmbE5gMf7M6dWyQ_;r1nEo114^xLJnhPW zi`Y3WVF(ySc8Gv4T~s{ANP>fT!M0Ml4r3jRk6k{euo}Nb9eZ-K+(Ou)=U0O7o8W zeuHH{*{XxiGW$hE;92)yGB9ih2rMe%u58r zNrXNCa{X=azVJg^FTBp^QiJ+q3IFfk!*#h?6y3w0gTgmkDk7}nM(=$^3eYeX5b}3c z@Ab$Ku(ACsSI)4G5vus?O*v?idiN3;+1)xIg7)NB(1EBKlGdxaVzfbz|5f&2*bKhJ zfC4`YTBkFy{6_t+V(CxVQdI#%_q&R(#P{ADfE;ohCULhXni}qw4O+Z{Kx9jymktmu z`{`)w@}|GfYByVBNj(Gi|3n9^RUXze&Zonh4^!pTAfik8`Zc0gZ6V^UZ(KCOz{8bl zq(p^<^bQM?54k zC>P>LxoI=Z@#igw&iDMV#$sNGmi-b>3KM?I7xPr0_Ln^)9Cp zLCLH6&uGU!A5beyq%_x4zc^BKD;O5J2jD-V72>88^m}l$)T}Pg=mFBA++W5o60s_} zJH(fifmkd_5DJ+9@xHqa!nJzeoCplUKh1qSER0D`-kY(z-#e6ASr&5#4nSY_J3;BS zhmRaUqTbwTGIp=_hbCJv{rc;!5*i`KA7<9T)}^@xI(B1pjT6K?2wm;86h-djyJwqF7vn@+l40-^DrKpYl>1EkMJNb@9L#yQ&5Y>+nS{|6>&$ywe1 zxDox;1&|R0%#!%v%W!{c1E*C9NFAn;O?3SPI$-5ZOQv$E*zR2LLZ_77c04IhsX$B0 zJ5I8D%Ie>!ozkVl36LvJaH_mP10B2KI6b@zzQ8dasLhD!0)FwpygS9-b4k=>n zQXQ5)OIiU%@evK=zRLbLM!7#~YhafD5+1DD>ct2W$KZW@B<3jw8!wI~%MdCJ1b!FM zzsH1ZF3R+7|3*#UfAycYMasJq?elqtkcz+Ytk5*B!ROb33b zce@C@yP0S)rSuo`=Az!`YSB#2 zxhQ}be^63I9{^m!8Qvl4(pEc6@&ewgia&izNX1Q({Z! zfid_?v_d}~_#is^pIbZs{|A5fn#W+CCH{{W032C=vG4rhA^ZQvKxH5YQcnu5Y#v;} zI=BxmJo?FH4c7s)FXoH{lD?mgUO(Ze^_TCsyondehK@0K{b}!-=5OMw#o9a3t1=Qi z(|qXGV+crGj7`|{SYPO}^}O6iY!5|`Gz(v6R#jz-EARpH)Z@U-rQk<>_ z5EuNvBVPhj1C^6TJ|zC9xjsK|Rd*9Z9)13JZ;0Ak+4&9}_0xto zvCUO6kgNPEJ4bkfwnc+sE4{p8&fNgJO#oB;Xh!_|YvSg@an^0AOdyB2rUfo=zAB8hY%IWBwwS_p$;~;6rIZfM+9RqDTSj0A;LC}1Z z^ko;aU^by3!8_Q*>|InOYVI^WjHtYc)9a~T zwUvrajhmE((HPIqE#(<)Jslo<6-SOf{$1wEm`%mq(C6l8w(E#Uh^CoUWHIS2Z;}(9 z8+8+(3G=w(oL;|d(&GO%m^5n@U_L~==q5!JU|#m%T%>3HGOY&#g0YyI*y6u;tA6V2 zOt9nk9G>M8o2Y0G^~d^bmc!)ODjToId6bn}LDRVil6ImXQ;#Q-w)4--Mzp`ZJ$RO1 z!o~qz>Ai&kT*VR31Ef_tUw5O8Z03lfial(LcKLaBz`Qv}01cX9#Ks>-OVgc{nRJ$B zZJ1FMiZ$LJ&;%jiEOb~$xO7wLG+Pz+%Zw8x+Hi_{S|i>WwWMsz5UfxogOKTz3rKCH zMD2j}Xo&+NPm$&WPLoa)yjZRT23zZsbiDezpNMd9aB+N^T=DFh*c7@`5|xip&$@|= zUTft0vBSPAqtc<DJIt)-#7drbZY|m`FO54!H5S@&IX+0L*D)g<} zX4YEx?r1VH#1k_~%PT?Zj^}kEXFkyl_Gz7jZ5=5VA!Pm5W4Paj(-1qn=J%SZbOiB> zX9;eXX_Ow4EY)G^@|P9W@ws%rZSgdPC2W&wAljz%KAn*F{J^HkrBSY}zp(7?WD@Ev zrcthfQGHGl$+tStmGX0Ki`~ZF%}$5Rt$3#jDMAPGoF3MC_|O%7UHxwKq*J8H^%6Ut zE%C)w%M-yl!sIz$8K^RJ-J80aIgvyho-U^&fN`eQ=Z!Q`sX zs>8B>$TvB>wnh6~7~NzGHfZ(}t1`CIy$FTkU&ZcWZkt2tuzt%eK~u_5iMr9mI;Eie z@C)X6wy>rrT&o9Hu`}M^gj?=VI^$Pgo~@wJ`f6A$V1?s$cl=}oXoDSAjt`mezt{&0Wl_bgQ zQTb0BjxS&(^b>Y>6d1gDiQo58QGY$qlt^5T8^Hv%*CzQ3Og}kA?V(6`&#-}UM@-Jz z$;wEzV2MfhL>aB@)Tx!q`o&z-P18-`vLP~r;owJytYH@F&D!o_1x~UnWvKwv>wFD! zR{%q@F#9#cu3IIi$t1u$USZ6`B!D(U`VZ6c*KH+IBu*XHT#Fz9CURwhWozlDU^NAK zhISk44`wIT;%nS>hfLPB#L_5ceyWujix-h>Q&%_i6As)OW;@lkTJRKllMg;15-cH@ z=9fdkMmJLL{yK_c0hV)zhzI6*jMbv|o8ElXv{8x7Hv!VO`biZ&i8%)DgC$**+6@k| zy`8!o<^f$WkuWIcup5I(ase@%@bg*5gZ|VL5nO@0H7;->RZ8SjI^{>}mIhXHlR9Re z6iWh`Nj*YF#6MNI2q=}1Bt0U_U;0;fIo}Q93dqbkvxtPk?K;)o+ zL`dM}kqSZiQfUrFn>K!iJ*@QhA-jyC9vxbihrK%1jUYd&i`dA`RD%<5^FZyoWqH=L z;|o}cSg(Pxr4O5MEG{)UPNd!K(hHb=H?3=*K6l){}gnFa#aD#w}E> z5CGdSmrWK1BJUr z<4bfno+7o@u`{pm_6_>F!O=I!gICBghPY=LHZK@aKdOpUTL_#cJzLd z<0b;kZT8RY$(A^GB^PdpmAvU$Vo(>pYecqbxt4zuBXAqjbInn|5ysP>HUdA8x;Uz` zpC|h1%L`*}=_!&L3~TiW+p7Xkzj(%U_JwgW8g*osM+#;zCGIzL>&ItT+5&FaeF+2Q zTUfL+*a+DQ&3Jm2p|IKrc*;kgnEUW{_%0W)9do@L5ZDVjp=z5KS=Fi&aN3q^ixSh1 z#=DkwluCD3CW7}oe_b{UXjQ5#*{u=fCQKfk3gUwCtgZ`}LpKdDf3F`mmISMn+iN%W z7z3j4o>@(h8ybP1q?inL9yw=eT}w7%N^3PT5gc!mY7PH=Voey^@GFPT+GyHZDqokB zFkbIrY8cMAAtsmt|IV(NF>A+ceKG|Xz48mkS6?-4Ym+F1TnPA&L~wLCCbmzT0vD5m z-edC|bf@)LO}Yq!u9n!+{_fDE^Tkl*&ojAV_eQXrJ+PGo1^H)N4VIx`V6?X)6GrZF z=O>{O92nS=`dY1@z3HE6AS9}& zMzoNsZsg^#NWo;B#8B-_@Xv3Z>}T-Mc`$_HYq{V0!15Q+hS>%QRFtd$i|Ac|k&DE4 z;$VV@0SP?Dc1>4imlyECAKO=5@t-9L@D2PL>ZUF#fbq_bs?9aks1Bi!F=?9!%og~` z-pcN|%Ljk+K&12fZ8|Y-Jf8K*rubJiX~@?1CmJj-pW%zWs8r>f2rl-JUVJ>4C~f~< zoyh(m-PE!?`{Mhu4kyl_;=2eVf|}Tj)|Ct--=`{D?dgaz?9*xi(!B2(?PU6aM~J{B~k~6 zNN4#E$OvO_=9LPq4?`o&(c0|Q?l{&98cKU?V&UN=aHDd&VfOC0Mn#R8wq=r}hYgwt z6OOR#Ka~;0#XQct`Ix1w#?hC@u%Al^9ZPi-_tv{|vyK3+%YlhjYn5Y9yYPU z+)1C%4%!!erJC)?hR^(tyZtOrG3`3GrrH%*Enm0sRvn>puF;)|D_@>uM{vYzAW(HP zY7}Hf!R)2nVd0lgDhk(KSn1uxUckdbdG6Tv%URcMm2n2rM)(H=KK>$uIFI`|Nn~xh zN+W5*I4pTb+~#bq4GK|-j5<&m7T$O)tGXaOa;2D-g(lxUS4THe^;+S-I|{S6C9`1X zScHPirOy88qZPq2{%ub=o2KCJtRYa*?qi6Y~etkl zwL0e~znuh&sCIw&JSXvaU^hBa!f|7^zbx=)XKy#E zBx%fKt1nzeF}Km}aI8fd5@~8XQGar`ghLNMcJfGsewS}N zm#C%$mpV6CW(dO&JSW0`395qRqrxrQi9B@_7jwe-A5qp|9Y)(S zz(-!H`P$75@|h|q1CuB9K&9x_(T9VV;M5J4Fql}#l$P&6Fvj7**+|{^(K^-OOMSDbNTz_iCxSJWjY!** zS#k9m04J{2U%GHW)eKG5EsX-qi%fPeECcddy7PyiF#Q@`6Gy`^^1ji7NrA@UPl^hK zLPS($mbV{3p5=*~Zbho2oNNqW)P21<>swa&n(D;;B0PJh3w@*g`LwaFG5w%Z=+%_u zXU#8<^P~66Jk(aRc^f%ib%D3%Yy}WvGTHX*3wjcE(6JI0bdC-C2!8g*k!d~jejWS7pMw9mz_7%fI4wTCZddQ zWytM;08BXyn+x^p3?SE+^3l5{UQx(@1hbun@vPpEKmYvd9SSNz^?JKFp87Z!auPfG%$akdhEC~uR-yj$eY8^+K zd{DN$eHOP646F4R-J#PJ6pGl4?;AOw5oT@CsWHakaT3xd{O3|66?aGhXRA5vf~Og8 zdWH?d?Ghz^RfY==wHRJ^a#M;7t0`K(d6C4OJB21sqHces)ZQ$cPCXtB#j~HxUOVDH z62;NOeKANvNr!IR`x6lWnm3;dH7gX1ok$-|O5}5DRHsw^l*}Oh{B;7vd==E*;-~#2 z!pFxr!lL@IT}V_$VURyKmo1%qsUUBPVh~5@I=CTEfd6#2>gWZzhzmjaQj_e>u6fsv zd$P=|P*4vmG;p1$OCF&XxCjCR0v-x`9>W>DT0&QRDRc4k4DAuEGY@N}>&Sp?fsC3W z+gQEPl3jZ-7L{1gb-{k)_v8xGXZ}n-%jeyxMCpYyFEtyC`dXYcnpu*{{f?g@LHOAB33F3Ka1p9*bV1Gkzo6EC-A>aS%RvrIqh9r#Y(M3il>9*9f z#rIOlPOg;&d+!Ic6Sb~3dE*$2h4mZHuw|7ErB|IQ2}=ruc!y4XHeMhik(ytsYe_p;9~nic9lelh6~RWPhqT`&TFYjmkss^DYkGII>8 z;(LY`n4n}+O%kIUqC?^iTeARj?VR4jHW=ng0)AmCc$N-QX?HBJ0hHFS{vtLanPOn_ z;$R6!o4gaIzdy45;i1%d4C6K(=QIMY$CWTT$qii^u1!9La8~oxA)YH(iwtprHnOTn z(~&Qh;2!2Fe~_?4wjIy)s&~uUo_%$7I}Y0TInYorBzE!TRBQBAT^(M^V!2yw=8TDq zZh>!|CmlW8Jm|W;b}%p^r$gZ1J;6Po{ZO2!8d<0ibkcz^S~js#ZwaIlc&=G zLX@q3qwua4GldL%17*W41+vom`Hdxr5tO5eW zK)S^VDDpiaom)FdzIA1?C|@nh*3y}`nB;VcLuNB*WVWd`?~f;3oS!1PP}`P)I*iV} zgmZ58-3t2oV_&7xkrHEPRKl!}^<|xGs?DP*6wYtxbw4~6jiHJONxN^mS5+HU z>!}DL1{@2Mux#*j$c26MRCIB8!dt*etcOLcji%39xG}fCcJw~eqEMs(u#B>s3ox0o z|9FFcrTR?3-NpQNcN6N+htOmgm(irWbk14YUuP4A*~ul|_yI1(diEJG4Nxq`P^+;ftDJ1BqQwE%vV zk&S6bgTU=F8sS5;cgh!h0szgl(w-ocNyFnt7Fdjyhn@ur=-wpWX0PJt&ELK^=)d}2 z9_ScLU<`>bApOXbNN8j*9xD-3&2kq=muU0tmL9W*55O>c5f6g9rn>)L)W7?^gx=Hz zaD62au!&rP&iGmZ1S-m~A7B%`C!-A(yRzN~uo}2@xEPT+z*_Z=snFgP7+U?3&s{ z7sL(0%#W_e7=ihT{Wk6c`BX6g4Pu)^cghFLmFgB^%}CRAvf84BiR0q6dg#r+#Hh}eiR zhep;IQ5*IQp92NL#7`DbcO+`^`$-bz#k|^^8c3jc2!7!)$=5%>yb+6CCEj=baI&i^ z_9|ZKm4F=r&mun@m?$5!zgy7%`YA6#i@thfe%v`z-K*2A=?Lb2ber;il#>4Kc=vl! zF!LU;Kj7Env?YFyKV*LW^zbWqPzV`~u#GTNs)<9D4Z6SDyBHJoOl5!d{GLIuf>E;V z6neih{@qS-Nd`0ZrN3_UH6&7tgN)1;JPcT`oy{a_j=NOqbghA?L4qF-nud_zcFMYLr}DW z9XL(9JJpBzKk-;%?yq%*NRIFJzJJ7vOM87H_m*TVKPr_uOs2{aN$ZpYJdr-4_q*iZ z={@i)=Tb_D@j99s@Fi{QgezOahM#s8)RWNB=p*RhBe}|i3GdkAP9{!xQ!Pt6H})>1 z`KB6vm^S@S(L84>nZa*6*0L*~@p=V-w021=EjE0~ z_A1YRSQSN|5wtUWZ&rj&5$#G!M~iHIJ?Cz*iQJ4QQJXwZ(GX+=Yl@oVj4sWNt#!|WN9eVq`Y$a`K{IS;DDyG_FfFj zcVo^p59-4?bP)8}HLQOn^0pC6v~Y|wov9hz7ZC-%ak*^OMx8?!m2Fx$IpJpO1IJVI(#BPYn`{*R2phl0M+z`qOc}R5;e+5+*zMY{$pay;{7m;M%T)6}cAUhBWWi0vrj0);uU)|&PXG!PNE_b{J1jmT^ch`8v zM6B2h?<}pn_a@%oLX}&zcU#Cn8E?A3@&GP*hwqL4Vu(^tY`{|hmEpkQ)6s~P0ofaQ zGII7{XBPJ$Wg4TZrDza&?Os9I62-g+>EC6&x*}~uFGMp`i=9y?%5TYTlZu0+WlmPC ziUTO2)NsWbIrbq73hK~QcF77;owlJVG*Lr1g_J1o;(Qo*mdRXRAr5$!syuc3hyQq0 z!@$wn+ve~;UVskV$ZzWA9H2TbQALHIC=EIvMqetQcepH}3LhoO>T6U=8a(@cOh!sK z9P+w#`qWLK~yBeV?7s}6+ zA03M4Oy0pf1LermYftyNIut3838D|p5AP7PHJoNu5Nmp6TkW8)c$IF!){wrgXJK1+ zt}3Iac$JlXJG~HogTOG()A!VN&YTAh?hRzxmuW2jd465XVGOt9Zo4Avh99hB$^?}h zZda@dvx^&~*NT$do`6HUQ)JHI%Uhyu7_WBlRc&qez zedV(tG}|thda@BExQs%V)Hu-H6o#-Z$2-;_j5P>!a*V4t%WaL;U-aVbZN*9i3hSIL zF>91o!B~az4`Qf??oF2)8rM?Tz$DtUkfqLxP@NhsZjM+|mo4~&VWP{>_#d*YvBIe! zWTQx^HkXe?SB@~?u{0e7bkMW6#lTw{5%myyPbo-8n1$bZ!Y3C8ae45{hCBTB_^JN+ z$B!iOGecQY)+`=(Fgh z8EB@-^IoYlg7evtyzzn3ZM<$-!$;}mA7S%^DmY=}>--(REC2lEFYD+C@q7&wa-fqC zIUv30fmL@}-F=DA{7HS{Yj$ZM5Z|M}H}Fo!vs+r&>GRMjv~rHWFgiKJ^Kxt6EMIs~ zmoQJW&|SZ`qJsfW!AWNPj*^PzGn1IK3fvTT3fUap4UV>o4|0B=vV-ITznmE6fJY&` z#3Fz;j)agU7&Z}ct&j&CaL?Oyu@nEvl|a04c*I&VNwNs1x_}&vR>uRH3ZvbpAmjs~ zY>A)av|BaT(2Hu=YfC(Y_TnA4BB?8jI-&Q249Tvs;E^nI)++WHY-qNZVwbHO-j7%0 zI+Ux{Ufpmdtlml{>q9y9ciX`XQdAAWFA#14@FC{%3uNe2VwH&^?)}J($CStzMd#K> z^IGjDihhtcfmsIzy&!~@=cv*MUdv$tt3b4LG+(awy!}U&mMNfpK#P6?!!>1t^{x$$ zlpgQA+>t#dlvE_Ml!5$}0=F!(>6&v!t1_s1a9$WwE(XrsZipm(ZUGk|6Pw&o$r zKe=*Z=)fiD;^pS?HpzF)3X#@C(%PP+x;sYeY4r^Mh(1dz*&%gVaH!*469O}J)5G2= z_ZGm)Zooa^D4AnGlUr?&7qsl~=3({t%b1i7Bk|_7I#X*p;p>jXu1qmYLzNBRC=m85hFG|2jX)JG>8|D-c6&`_jjvsUl zm}!A)!Oq5cdk{z1#Qx8eAe}W=T!>||Z3SUrwOs8U`>b=6mYTG)DcJ?Jk07VVtmd{m zPxcXU&t&|ka?(l~L;iOL8&3x&k?RGXAHF1v?MD8MV^Zs*g;JLW98A~}Xr@to;WYa4 zb!#N4x`yrZx+g#$j2H|37)Y?x$2gRq*2C$$Dsx{|_0-n4&-Fcboz%yh9LrAD%_6f$ z%w-K!mvxm~w8`t5N7p)nHf_vH@y)LsvbINMk-pH_i%8!?{j|fUh?EGP7;B1&CVqi) ze@TE>BhO*BK$8b$WE!Rc4h5}l@!5#uE7zc)FF`u8Tqlfgj~500SvmPf#q`!aVB<~% z=4|dsaOwbm7CY0O`eO-Wa7!LkqFE*%Zo_`pCnh4-FAjv5_;!%z%7`hUm)BibTAZdK zPtxAKvD!7I`0*(mlx^FvEJZXj^zSSB&Tg)%w&LG0?Q4W)k)55^5@&)mNz;T3q!6xgF^JFXE znt6e>jXe)zqs4n|eQJ^f)T+?Hv++1!_Gotd1P2+I6i*UL&XJNu#7ESAtg_P}fAxupLxu#7)HkfmY6bObSE( zH-WZ_zOVP1AGXBPX+87VE&0#0J^H1qpKD7r%GZ}?=-_1Oc)uh0jzvzQ^mBY%jeGwi zk+}O>XUDyen^9+WG$A>TtW)gs9P9199$5v%Q4;ya^*{YP{4Pu+}$99 z(pCmgp&bkQ`7kUlZYrBGn+&6>uwAfPg$*KI28Mz)fhpGD)&?~N00}h#&sfPcWB|nXdSmdr>On?(tgvMO;uh<-<%c`VE-$4g$ zwM+pj^jC8~Pk%9AMy1j~b&9@)R}A|m^NGUJ7cnd9=&~EUrs3cq{`!Gd;?Ry{r0lig z$k%`dMR`BkTsX(KlW4@(=75+iYLVPTX_p+we^f=6=YSf zWB%h*{ViJ+M*)a@Gv=Wa={&eqI2J*i)nzg)$6s?ICC35}W4`B7d-&T-X>rC0nyc}Y zy`%*0ldwM9%i*Cxm_0Guw59ex!vXd5#4fay2;noEAqdg=Yd3}iC^E#JporfwfEG>zn}+xTjAdrN?@2X)8Q~66XR3g0K2D?m3G1G97i@iS* zvh(Z%Q&PI;VB?c}IRj9*BDHK}A!)ld#()e=$H*2HgBy1{ z<7I4kVi;o5Q~4&Xl)$G2;S&#$ht_==3%FAUz@Ke06)Xw-lPfv15Zc7g1w-0^@PB#7 z7cg0;j_2y~xq#p(9O&1!dyj7^CSmrf%BlJ$j)Ij+ZMcDZ>KvRnQuh_|JumowtB`r2 zq{0rcez(`bNkbwDUosuDt+*ifEy15SO^t?=8RrbZS<~UWXFStgDGp#+HV^#XK%U;V zpqU_m<%b9lt_?N8`ji^t1PloVdSW|FKim%u(moh@T4Pp}{(o{s-UpGAb{fPOO#j4~ zDg_hC6$8ktfan@tQVaXQr{zCQ+`J85brw?%<6JXqLsNfel}H07%XBco<{I!96bb4F zBCCFbzy%%96vlc5Hp$ z?;_(=?)w(5T4pBhByw8i(CBu@sOw60)nmKRVggrbsYH}Nyc5Y^VR0h9&~$|W+@ds2 z**_Un8HgHc3q$Ra#zV+H)T+OK0K8Vx`i(OTnvb!NJYEIHjVG>NgK)_El2dux@!KhZ zXY*?;GFxV|p?9QbMG4}?GMYyA=6U=d`>!#zzgUYAHe!UlB-g7iU5L@UNMDnE`q0_D zKfo_7Ia6a)nDAF$&>bZrv60+2UH||GAV!QB5Eg9ZJYX=?z@2&nMCE_D>dL~9*TA11 z7}*a`YL`QR@Er&v0gBXfIV?Q%V@tM1b|16vH zf%dA&7jpMg8UgvP^9>`sN{dDthiy(trLQb|=F{{NIJ&ONiteh9uN=3(wLVJ}fCX0h zATv2!o1S|%ke3qK>8PRr=GiY7bD2@NCueK!Ryy*pFq-88!k((W@pS*JUQ-R@2!z$n zTT>#O{%)ju(Khb-$?00jvL6EQCqBG4$Z4NYJ(i1y0k)RT97}_H>)X#Kt~eK1RKBD6 z7YLqSuXD89QW+MetVcLtR86uu%HzZsMQNe#@rL^E7Fl8=NNjyt31_9Z!*Y)n-wYjuPUXGtrehB~$=7**Y@g|MANGym* zNLfBPE#Gf0Sut{*^(rt=UL0UQl7MIFL5-B+1EMSM%1m*Bd-{L`HteZVYK`|4dXqTV`J3pcLjSk zAN%wYB-zdG5&8Hv$qr+ferNm+A9HCZd&MKEGK_i8WD!FJ*ErS9Fcn?&VmGSDIX(A% z;@Ogk#%0`OzY2=9!<3MDP_B3Fd1NcUmwGf$RyeBFj9b%4qs2m|FH$e1Ji6yW+0nA) zsljZBQMT@tV)mX9#&$DXQM=Z!9L5%5MuMM7LHS+(qWxpEjX}C4QE(n@=Zg3B>2iD2 zFTHzpyR4dTz&>&=`!e8ca+u0|??NW(6Q`rsm44ipym^N4D6SzZAzE`E>trOO(evTi z^{egZFOFwyf)75CT13g2IBm5)zu($tfwuR5+u8}B*$3to_NL*b=9XKC#{CsRC=w6f zYZr9-w(ePdsH5@Iyn6wq>r1T6wdR7L7^#-#KUcg0YiGfvajCs9NTtl|7SI%jsqxLH zgLlY&x0j3tWfQrr0U~v=#=GGqQZ2@YblM`ItT zFW~mDFM$P{u6i?B_S7Z7H-~A>_o6hE!#YL?^fg4R`p&;48HaQ{t3XsGGP17K8LO3< zyCiN<<BfWNnFq|S0GU)3TRo$ZdGh|Kejke#o5l?Op9xB&e1B!8j7_}YF{1;;^R z^vfUXsgcS%@g1u>R{n8(V3$fZs5}R(SqAq%RxlFGCfd{)?EB$d=~4txYVFFu5M&v` z{>H-tb=qFuY=Ze@5ob$PaU%ZC@n9AIg&=#%n>k?L028?@?BY0&*m|aC%5OC%vgXwikL3lB89Sz=FPJStH_7;1pAXMkGyJM5nEtPBIlT#HNfma ze?$^*3sWWZ;deL5-LywN3VZR{h9108FNe7^QQU?!KsqxjAjyH|nanNG&_@c}Elw!c zMaykUHwhwy!Q6Q@IStsQL>cl%J`pY<&wO(7ccHq+0KWeM15{Io&>sJ4PiI({(||4c zu64)y_5yn7@q}KQjf)4Q{eKe%-sLbp#iF)CWm`_!ZPvH0&JXSDat<7HxN>FsLlQs_ zjWcY{XE0jfnJW+y?PNstxQl-N!}W<^vUFkp4cBaS4-o{ zCgX~yc}|(9MP+j6VXyiAN%_T<@}~-`90pRuJbj!2l4bq@2}M|K4atZVT`BrUF{uq0 z^XF;p+pzYd+2ZD$({rq$9Iwk7XVjkQp-a{!pG*E&OQ zzr-d|oI2&;TkVs%I-qK~@!zF6VZxP^N#?JEQqP3lc27n#j#&@sM^zT#FG@i-m%DQ}gW4!$M zy4pwGgd`OsU;t)sY;s<}{}-KLo%LG*C%ca3R6Y@zb|wpjYFi!9bJN+uek~E=YW+^w zn!5QG*v>k@TXR(!ZFI~AQ}7l zLwmKCnve3N3l+<#`TShG&n&!Veuw7-=O>d^4zpU`vj|}H57y}hR4Ir1CevSpw!54* zKpldHv~H+_@zs>g0g7^YofnC20sE3vT^6^Lst40y**pqF)tEg0E(6H6f z=1RX4OOq=sAa%V{+L)^vz_F8G-xwa<+fz<;SC^U$Y{^KZ8obeH zEox6i)#}+Lt1f?WkgK)YT2cX#)~kgekaB6%^uf5E)Ot-$0JMIgDgrCDS~75hkN{X6 zyiH7MWX%=(mo^F8uJfBq%$LZGE2G@(DrwvDSA@Ga#vwKe;Jn?*@y^uRc<)8G2nqk{_ zEu|(wtmCTq9+cMk8w0M8-`(i z|CY~~6tqtq;_lWQhBi$0<>+0}8Ec)l?_pXD7)Bz;W<=Ttm6A?({uuul$Dr!d%=*@# zyt%?^gAjNRpQhSuIaG; zPH^K$g3upM`zECE;X@7-bp6y*6A{l-@@Db^qh}fJaAPWsJ_ir9N|(dw)60#>m=HXJyiFlKz`%Hs#L#^S~?fQ@FF6M()$ybkj zc6Wly;OV41w@P(5#II=+<`!tlATD>P_RC?l*appRRK-(A?H%;#kecXVxYw0gk&>pl zifIx;iNcwpvdS+zfx8kk$T8~jl!TBb^jlr&fAJ%VS@$d0ll`_6UiE^*xckVoWpBC! z`;f5RgQ_)x^?d=mLC&*POP3RJ2N?yQsysz%%ag+E-7k9_Q@)SJoWBGFoHb_$ z?k^u><@g_OVYR|yvS10*1ZRLAfX$FSjv!Cek3Pp%=d{IH{mKBO%HBjqzBmep+tBPM zkPL7CB1JBkP;P$V1V~qOAVuKoaOa2A)YQx*dwlPt9ie)yHQ+1-#L*7opTNp%Q|HtP znkrR4rP;jtb%%m|V$q*Us2<`mNmezt4wK(dD%+0W1R@-CM%;S6fFiz5Eh=Ub>4u zvvn~@)rGb(dQKBSj7=QoU%uRtosiNo0nJ{^HF(wZqiw4S#^k19Hj;%}QT`(xfnAAY zZS+`bi{Z`6))tj9W=Ui9ZQM9w81+LUZ2Y$yheF?1JLp-`M0BrSEKHJlbeL{E5;#8y zIJH(YT8^tS(aYZJY=bjUJGrJBe2_wSda z>{^o6^%MP6VGqp{mMC@ghQ5m24Fj zCrh2jk4A5A-)mZu+><2v2WppZX_XPm(b>$w*zkLJWM%euN1~F{vbH;UD|+e6I1DynZv+A}0W4_IuB2KY*psj9CxOEukBbZ2)YHxN*OI zWK0`bC1>9qVBHd+LNt;oJ;NsW@IO!1cL{cFfDr)t*9oWNvXfj4K5~@LElc zUOUL3Mh$Ys6g6h{lD)?>`c-0$*zu)u^yTuBhAgE(mF4h1qHM8`vNwmgjeG- z9azE-H#V`dl2H2%>fIkieXnAFJIl5@Nah&F<=>Dza~rd)jH7wJ zeA|7EMD7vM*@^c}HT&g)X!q!=`oPcr+^@I9-M;x06!3fd>({zG*5xe?wAB%>-Bnk0 zXR=|kb9qcrG+Ma(qS_KhfjhLlF{GU2XO}X?ZH+~3o=P;BB8=TC;ChN6@F4NS(v4u2 zTK%HlQ^t;MAQgb7is%o@LTrx9I$$lYFk_y{G8hWFUZP4X8&W|M=pHjyzd$}mjYmc}GN+el|4R8KmXH0V24b_78ejMBF0|Kp z)J}sb{FY`-sJhWD38Hny#kj^T_M$WQI>U@;Oe(^YyI=;d} z2x*AibLjumA5Y5}bZW=Sfm1J40-$LAecXTLZ=fJ;?)0w$0V=}e5ZGWYp_^E|VT59G z;e)BvHGIyS%8_R+j{i-jCWwc~t8ZJZ&+2$Q*!E7#rQ`w#%V21NZ(n)CFw}*0&VBL`3k%7 zC;nj0Vq>?M9mnR8o4VWTDu9}!*P{^PLq!oJb>V+tTa~2nTsnDl12uxS?D)_!5y*A@C!%l zpM2frr>jK%T9)pA0fY*z0-l=6=sY&xkcaTMg^=sd)>h7zL@_!&yFc!MsbgG| ze}Mxa@cTEt`=Rmg(&>egnGQke@sbz5BUJY$XZuf+3%BN}AJn6uLn`*(XE())e~q}c+X@Xo`Qz6!WM}qeGkujh=;d*yx>ISMU&vrLJyBnlpKQfqj#e&GgYb^g7 zJr0^+1W6}OBOm$VEP)`(RqA|>mwooxdra44Ssl-H-d(XzAq?2iBba$O$?%&{?EP2? zZs>+U)hmT?f8n20nqjYKQWS@6B^fNZ5}(V;=Oq=?ZpfjQv2{}&(sxnXfi;bT)G&fJai3Xmnj z3#cCnp1s}e0qkZzph6RQl7kQ8eYI`@7m}Y{h3>u=Aw2WanO;dWx_&j+zZjvgC4c8| zIvSIJ#nxcVaDpZp;}=8VPHI9B-v>wV`r_AdwVffE zqZ6Ek4c(HF>cD`wxLAHjItH5bm_CnLh144CazoD!yV?CQOpI*R!^0DSu0_U#2uL`W z_vu<1!*rRI27%4;VBW@DK6M!3AWnbtmatQpp&ffhbjC=-PxSF(9T5dot@k`gk`8wV zl?&pFNO%*i4UX53$UXRjzxZ>%8iayIFH}l|xv!tM9^EXX{kh5${@6M!+_#Se+*A`5 zX+rNh*1aI-f5{5|cZpP$+3)wwceEddA5xcjC(ZHXi2H(*HT%PSNmx^5UL~m@IP}Y9 z+r9B_tO;;dU{awQc)Wk!nh5KaK)!rpi+V=Byl`)ylLUVYm51n(MGc;5ba%ez455~P83OjcRPH6 zmr#C1fXMjmgn8ZcY=Nho;YMRSshb^$G(25j!fT_bF*Woj?1)Uk^GfmBnSL#K^~tHQg6>@09h zdM&QUmXpf#7^y2V%x-B{tGqeXJ$f37M<2!fX5KqOEXN{KYr1mHL=c$R~>W+bpJ^ z$Db4Pk~z5ixG9q!2XbdJCVY-}U&7v=ZML?MX^|B}R=X1-uVnUruJHdMWvGFGExS=` zYgR|n^ma_hZjvx9j@L6wkW$o>@rAhO^%bA{8K!A>NEWl3lGw(0b60Wgul`6+^xI2< zq|rR-svtl~R>0dO2Rsr1z}o>Q6&Qd;s{HeZz%=iRq`QoumwIF92_L2^E&BW}Sz0(# zu)9Vh*?qdznod04OL59byK#~NGKW2wMd5J0V5UGmg7qwH6^mehtMnSS)GT577!*(3 z9be+68gIEwR?KR@Q0t%irK|0!?=7NLAuqEnPdTfnLq9*+mATsM`Vxa$&@S zfh=|@8)?73t`9SooK9o)8}}#h3wyX)M*(9ny$w?YWl@6s=*O99+uggtiH%N3O@`kB zOG}wY^AtltOhDt@|7y5IFgp-*JU~+N*2VDqy?YF_!L}WnSX005hMsJW<_37jCKq1( z*jL9;M1eU`Ay5dH_5F(3=MD5?`m09zHw^h-$JqZ{=aypjd$t%aeG|rT-J8|J;N)T% zA~4af1H9X9*ljw|(=ZY&ms%}EWAAIcn4}(NYa&3`s=1Qk68v`>_#Y~nE`-Smy$6RA z`-1oFEEbA#tnS4R9k73brQXV3-Yv`V=V)Ng4bc;kE7Oq(JQF32af85$N3gB(REuE- zz%pp|^uI5@4~PAqro?~?2Q2x(>u4iCWooW@E+AvFp<6)*-%t;r6mMlNsf~B$KR);i zlYiuKJ`z;|MOANQg*5PyU&6jDW*{V7k)?1Vb>P3#P@C)GYgiEo^^tflG2Y%dUSOW6vi>cjku|usa@MOW|m%AUi|G7S1a^JhaUb- zGwfz_FJjj&%bl8?PI;si)1x=d(5Q^|Y>S{N2no+C9aZiHStsJk60JaI{%Hais%;tR642BCxB?3by0GiC-NbERH^Bdja4Qfk)Ax_A+l00 zXe|^=0~s-az==aQh@9;<-uHZOGheXgDpJP)Nwj}WJW)wWi3%I}#Yw^Gh0iI$;i8*w z>qZ|IG6W02s|OzMpB~z=Ieho{gN`0j3kk1IZt)`cZrDJrbQNhs(xWEW5dk#sb-Cmp zf%1`1tChizh$#UFbXzeQAHOHHQBi&5gh!~!w-DS@;A8CpA^uX~FZ0A23EKZ~W84+G zvtw#@>_{>_4I7{jcy;ellBgk|^n#`3_UoW8{NVH^j6XJ*#x-j2$lzljQ}S0QBty^Z zL~OXv&DFElQFye{AD9k2cJ1(6IZo1;o3Nqprru`RhT$&$9dG=ZcA@8p-;6Lx@Az5>2sC3Kx^42CvM>z7X;b$&6#5W7xh@h#`i;4jL3hP?+xDtPQbChwl7Y~d_w6Lr} z$FB~agvg5|;Kv2CdQ2^HCWq_B80LKc1Rx}+T5q~?oR~8-ef+nmVleSjaA6im3AiRCwmB$!-_?$&Y~dQg65tv}_<4}Nz!$4P9Af_5iaT&7g0UP>O7+T<4_ zb)2PLKVSd?B{M5SWYsx^IVp9h!helBp;Xi3}IU8e|04F zJH7FQfaxLru@-kk$$4_06!gza8>6euB4@-&D{l=iL}kX1takM#JF*DY4<~=3$>P(4 z8I@FCS3AYK1S7=a{kOBuzdpE-yFYwLihP}4Q!(f*xbW>P)rl6R9J1~tGxmI)fn#$6oVG`dhc8Y^h${4urc%4MaylwrE@Y7ufGb3Ckw z;U{HtH0_S=iJOk=`W@g+E8u9iH{xQPyN)P}-&;qR*9$+F*fwh15{19jmEUjp+_?Wx z$LU>xfays85TEx_GQ{?`98vcMwL#4>m~(_>!?V{7bdr*_WOfgB7P7wd=3|$u&dsAK zn}9fccAY!V$Mfdjw5gB(L!0vYU$m)^>Jve@?m*kW+C#k@6h#4PMnk8N7~ykcc!(e< zj=c*;&|0-BT~h!@yT(-0G;sD~ibJZO5a6#_oqF~p3c8S7EP|!24V9`x?gg)pBLV#s zB4nEVn7EE_X=8JM&k1x6ugeQIQG93cE6OuEBgbe;3z1LQ;|fuIy`;01(oQAIR&^xu zS10I*iBdR<@=&6?4inDiAjxVAUh@fLKF^N!@IdJ8CS4q}4myP%?~7m&v*B_*CRGxv z)B#ff<3m`?uFZa?n`Lt2lgh_(Jd#$_p?Y!8i$bA##MX|Y+5cIx3RQDydplSMYyOjv zl_|T{Sh|OYKZj@G=45gIM;`8y64Nb%^>^jG=-B9zw?Z?jWlknu571xqzmomLIq=Wr5vc*v!1k%& ziDPO6Uxgjun{w=4J)jg0F7=GcmQU$s&}@S2iF%+;1@09Z)^n*9D6nM8fW8-IJ=CC? zrsCVwfjQ0WNewXCFc7W6)-0S9N7)~5%{p+xbn#k&F8Strn1II?e(&emiQBdmR}o9yuN=0vw#Ig5k@_04dvR!(4d`#eP@;E{12nb2Vs4Lts<6)@s{&$kRPq~9sWh3F`22~e%zl68 zz`akQUVnDNUA{@1jsGfRFlu0Hz)7X@!xQc#X!Te>#&}2npzD^_g3at!*H&kV=1hvm zikFnL=YcpdP)SilCZ@HhiGV^T-u<=_cb+xH$3dw&5|k%jBJZKibLIP9=hKljl%B(x zS|}%bwsmZtplSqWTAr~%whya5Z-`i$CerL8i`$m^lW7j*SOsUHhS%|ysAJru>VKq_ zNA&EN<~c6K79#MvEF@{H7|^Il(A*_g;9%CBR=LW0wf$s}30J`w85PNMzv z%uE-rTwkka5Vu>s)Ar}6TT^l%JapO@?w7Wi^+69K8jM^p(6!$G1|}$( zOavJmz<6*l@H@w@*>o}CT<^4=>k;1EW{611V2i~}ZT-=V$Y_=ve;5vAX-x{p zqw6g4-A+qyxO169aLBK6+;6Py*^WQ@h4}oG`UgdGOkc=-cFLSJVsL?SoyOU7}K0cRHyZrDG z2#nxQIacoE*-?!zuYF~zl%gzkTb^4Al5q!9(thIA*23NUC&z)(A7 zjk!jZ=G2Yx{49vNhGW<-V)L&GNmb-%LTf94CAn3*6)sEbnd7$91m71Rm%{oz@>A_) zVEgvZbBQSzMM-LVMNU*>Je9272;|PuN2)E{G@!K-!rPTmMld@gYhg(2!KG`42k7*} z&GZ?8g5mIZN?Czo{sF)!rN|LsfN4N*@T20br$(uY+T)DM$)JcNkOV(A>)R?dfoMst z&<(=ERxDVs{NlOQ1@PYP#hgyp?>{|S`%Y6EgpaOUXUZvVL||v6w^Bjk$umgwpbNPV zec{sQGOU67xnHJYRLLW;gEuQ@NYjlbWiH>k0T$`Ws(z)BSYuBijlEH#4ZXW6MI#k@ zO`H!#dw%+Jr6ZMqShCJ)=EL|I(Lc=(C89-r9Cg;LG|LhV+MpswXcC{<>LI7uXqF=w>ot!DN?q2Z!g_EO|L$hM>2B-we z(-dfdLtT~b)xBr?%f5m@8@2%Qv<$$Cjh{6{TN4bd84vMGLEb3&`j0OoSdF33w z_{}z&q^ky2(gIxl>mG^T_Su_M z61uTAnBVD&j9=jssh*_3x3)e2qPV? z%!XFP1^#X}|I4NMy6^PZ=I%t=uudAc@TQcUZ|}%2xspCN-_5K*9bzX&|h2i2vS(< zpF@GV{D?UyD&u|c{)pv7HEw?bG~oP62cQg?t5CGZW7&>mSL}R~w@GhyBPd{C?zk z@8&?A_nqh&?Bes=Y0r~@Ihs8%Q`+QgsDf8w|2xLV)6oe}wv3&&v$-ZO)VCjUCMkO8 zu}b}ZLAEc8U3WTUe`Dr-sO9b`??KS&wr59!Eg#d~UqWjk39Ir9c|TOhaGrc&YDGx6 z*u#~AOlqv>)j6!2gmtSgo$w4je(Jd=-^r`8g+D>FHJuN}qMd#=lu$+27zo>fX)LoAr6Z?Zs z6s_yftw@T6^oQ)(=&f>Ibp?0IL%F^2WxIC?3!X8(RdE71MObhKVf)_1%|04<%-$y7 zR0`2nbY!?$P5;qqf2eQyyx5mzDf{CEvjkkGA8%2Pf5&gJBEV$TP1GBo^ciWOF;i`@ zy;*P%i5#$?^=%enG*rTaIW0~{P(c5h9B~_?@;XMZhr_cHp1HOlmX_%mt@**Q#*C_t zOa%jdApR>r{9Ne#8lzR9zJnlPOlW5NXz+WU{pnoDO%Kb`+@87R{8WN}ey7wN1xZO4 zkT{rdHn1Ye$B0Fbyd&(A8qsHrlx1PEzZf?UR7c+zx_E%Z{5ogW$oyc{9sTtTj!e0d zFO%0^u(DBB^rb>QWLsYHsYl9?v5M{2eR8egTfJ4+6Y|ZFx1UDPb+_BIkuHB>hR7nc zAtWT?eqOL$f-rq^hnjoxx8i3!xxXk^qrjgUc|}Cx;B9QT`AR9QX#Il7dzBNoL$=l3 zkhjTS&Y#ZG$w}nIsvv75sdYVqhK7csIA0ZOe#2+_#r$YIFIsJM?sb2D^v;}bjFgQg zR4>LEC5~_<-(4K3q&|K7;A~z7>Z)vcs`PMo=;s3lou-fo^};IZHk2@+HqAxW7(KGJ zhHP*8mcLMC;oKR_liIUN<9_T)O|#4?{a~M-H}IptHO}K<#o1H1V;4t>1nrEn1-a#( z9}hE`>CSHHJzET^E`DO}^eU{h=QV~G>iGMME2hc-i%5pln**{{EHOCqE+hR#d-e@hew+>R8WYEF~d@H!rnCurZN*0^Y z&}yNvhRJoPTBDxP*%hdXKWVj<2nc&KWIXm|!%E(sJ6n)FqufG-_NDvsmH;u;XD8(+ zEian9Ny0!|aMScyBFE&_R#H7})G!9MAOY6?V?EPfx#+FgRo*vbeQNg4-k%f@c0YSZ zU#0OYS3(!5*a9u_OqqdSMTUvkfsncIm z{J5fMB{JITo^6oHP>OH|pkb+FT|_ie_Ed1u@uxd2YMZwrCv&cOi3-2(vp%&iKEr)^ zv>Mm1cu-*S*`Z{lD>4UTUXkEhLdTEj=$1eLJ9RLDbh4awCthJmozQsXitriF=wxJD z*=hQjed5<-f1$6B%tlHL#LdvC_gI@zwO^p4@U`NLOZiU%qoJa9Zo)=`3Ant#{Q1uB znMj5umhng*WBYsEnu3#o=8L$IG%0f9O{ME`mjpC;?LL24&23|a)o*gb=ZVU%AIWOq zObGUW>LBfarjoX9O;rgiL`1$o`AJfKAhZ9*Zn(t)Evdf5?Q~-kTEn{e*)j`Z5;#tF zhX%9;my49V%iF7)U?TPc7UyO|7KV?kS-0c;r-Jquol?^}xKayq^)HN0ut->_b~mJh zKZ4$8!u#{VDx2iItUtZRT6AEK#7 zIsN9hulyTqxa5N2YmwW=CvXwBlU0;$p(H-Ck7}eXUN_xmZg)!r+m-xX)_mxQqYV0N zqQ#<;BPK0}Xn{wh?as0g8k%O4txmihGKr2IhB#5yYhJOLnp;5~6W^`5&!g#aE{#6N zBCmLdEetrURLlb4KaAMn+Gr=cGf~0`F}HEGau$YrdsMr>zM!|x`ks(`@$Po7VsyZE zOEM}drd=igPnX=)9=y~IKb(_^2O98ufCmPIB;fQIqe&QGD@Y-_ZE%BMVSt{NgN^gNeveSbt$ z$6JuB^m-aT)%|VEhcP)H+M4}@UiX&sQ>nApPnv}9g@Yd~;!+z5AEp{%yjLZfG$ zGX`W;tzIyU!1FXYBnFJasX6LhV*TLgYLJ>Sh5F%6E2~{n;0s((&mpKn|ts4R$gdBKJA)A zRLBkAXgzTBn>6koBLU;n2gb5$tudb05B#8v3&_ZF4Bwb6zLR6)=ke%MK!-2xROMws z$jXzA8?8~iWnmjJ?h^*DcVEXV=8V^5W%9X=Ksk`X6vN-Iag8k?v{Z2-5_^;^V{pwd ze`GPJoQQLS)|_%q#l?j!g-P<_dn*5-z-rp~`gmycmWe@~7uLvPj%qdx4|{J6qx80n z^&J#ZT`vH4>37P5K}xxt$KwT@T5qw%cgcL)&hF;_FpydH6+uz~|3uW(bo%C{stEXmVMU|GA0MD&-9`Lyf0rY%oliPj9$u}UkxS}ptt-D(=KO>MPt>P#JIU$c zT&(1_>gssyyo^}uhB~a@a{&xntmPzT|0w57V5O4GJe0D{M~SmdN4Tj}Br447Vab|= z8x{tER@!Wr(egPS;fr^ORLwepz|Fj7@oCpZZ2Exfu^|}uL##J7XrU@9j%$EWVn}OY zoR>lYC`4#;nC*>Nf+h|cPi_s&*v|?@isdKa-mc_)J{YCRo-^=EjiGvU$6xXDj0}`om6Xs>&vI`JxRc`K-eb|te`cVjM5{z)x zdMBp(I!>V8^F}{Oz&&hlpnL_>QUU=NUY%7L;A!udm#IS25`hFgDio0o)lXQI?kD^`_xowRB%ih7c0Uf8w_MuF4xxB%4=h>+0GdKvC4*;^?!fQaK6{q#ZAeGRVg71(uzv0T*GUF`qHTMTac}zGu zSMp3f?L{|I9Fry?l4p(BAq|QSAyuTqS-4Jh7Kl9?TqqBWGEeH`QD9jnM#G+Q1R^qC zW_iSg2_)qfrPVuL0SScQ%#jyos*HU8BnTVl#5mR9!P27I?Wyc1?@R9X=O6@zdtg?O zp~1up8Ft8KkzuN;BO8L&n9IvPZNA{tVa(NM0JC{W_N~c{Lx1qjqQW%7*LQo^N{$!% zM)S3p9ao)K)asZ!(d9vm#Gn`^a1{?VB#lCJZB<_${6w<=;S1+kd~1x+KeM}o zI^NYM=jLjx7Gmj+=+*t4)+Y<4n6MUk$Gw5D~kiQ zlQb^<>G&{Q+s@*&hnx<(JBUICR?2ROCf}<~Y$X5kK44H&`s?AJ-hINQRgBT9}+MggMG1CqN6eyimsz4*QtRdoDT&MiukQ5De zC_sk-n|dSK&9?1+QS2qVqrd)~=-Ou0H6m%pzkpTz;SDXSHtuCBUts(7@i#;`;|6KT z(3NqCm23U?QDQI?c!NI(_FXIqj43dS=PdrxO;btd{%djjd}-;GKR}WCYCapa5)J1g z0>7?q$M5Oze|vkL)|hG&ULGFF%yKm4aJe>Da^o)!5;m64(O_iwT0`diP*wF8I11|` zc+wiUa3Dz?cZRROl$jj&qlrx(FAs8k(hj%VXN=fb#OwKC(DD261NPMn7t5(85wgiI z(3OwJpZAS-#-&R5C00B%b+m`ys*bpUSsx15)jfXccCX5`K?!hA^!Tr z@Ga&-a-`xuxSK{`wEY2cPcLy|2N;b=i+u+A3c=qeK4EC1a;;>F|_aPq6Z9m^zy`1Z`1WJiuGj^arOcPCYXv) z;N1#3Az0db{ogQp*S`6@n{fuAP+K}J30s#VmGnt;ux@D2lKN-%K64an4Hhil{YSm| z<@B!JJ_y<`9)lx04=0{z?mZF|B@qA8{NC!s{+eC`1Sao|2)~|wqNp? z)@D3^tC}u{s?z=czFGRaRZ&_S9(rMY-xFa_En%DV%-2ZQ>-g`7|fmLP(IK-!s3EyJ!}|*U!Mp_%Q)3`;!Xh9r za|p|OR_wG(z)YdO^78;48Yw@>d;eJD8h)S_jY8-s0Gw&jm&O{t*3q=HFS~>HE1iwy zC-oe}&WJTMUnx1!=LKsYX0QoVgM)}7?A{bQl{;t*+G7rW;E}%Gd>W`tsF=+9cF!p< zgDzqsPnpYs(x9{tA)zd8{n`*r>c;!y_;G#D~Xs{xi9*g@gn^gtRwYyO=%tCI=_%wEd6|A=x%l$=Ugs9bn=!o+5 zBn#U=wsocX7)b`7K;`{&VPtgI{^M;U!r0l_Nrfiy@Qi4)%FBammGjRY(czC_ak zz9M3S+!!N=)+q3P)l%XYR62S;^%;NSCF8xkIui5?W4wRB)#A+@^| z-$@@81qC-E(|(^xE&Yb&+QINiNPCogW}_81q=1%+b{yz|Qoup~>*miMa}r-xier}g+5 zQW(FP)$5>F6a~M1CSr7m4q^ykB0SJXR=*>7--=SnCqQ8vrs2sG&%@M7DRlGfGByqh z$>x)hpppFpBLUy>W)ik~T(13X zb^u%*HOF(ZcNBwp2~u8>;$^AbJ5$sm8tULSCY%Ut9*4=MO@a?L0=BHPe73)X3FIcAKUCV z$!N*GhFgVP5C?J!e$IZ;yviKS-zrz|UD1^1-^d*c0`V92p$RO&K?y!h6x&#+2)sZZ z^}lzgFPy+*&^I6wTOlRz4H^d7e5GWwfeu~exPG3*geADMjsz)lyl)^kHb-SW=5$0E z{fg*_F!>`9hW$ts4NSs#Mb8Ypf41+RS9q{c1g+?$u|v>?KaSM^ThIG-+cbmcm6r62 zZ45)5AF!a5^Ylth;NMmB@mRXReoAfsySr`th^qIIz5XDMREsIr@xem==f$mqeUi;& z{3+ig^rxCAx#;6TDEsarP6w)!W^2))cWAzMjL!IP2ve0?az-rEM<1e(Sa2Q`iVm-G zNZfP7#60ZDQdPVT`tLmxdeN^SlV5xHNiA9u#mMM?nvhOcDPCzxfwH%$>EYT9eJYM|!#Bm@?LN2$Ml$^y42yy@Z&(C@=~7!LHJ4WxTrAJh#uE zELQRY)IYif^V09T#Exo#hm`G+%OD|QzDw^v0lG7%uF7Y>1e^)U*Glg@wez?3|8hkI zEBlV^uSu1GSzsKmQfWnkf;u|7h--?q@iSiP)&dv8j8)d^0yZdB3@*zEA#|p07xL%p zz6Jf(d<{1MWvALUN7oaQk7TbjB%F)ESz;h45_|7MqQLrUt-MKK0GWhKc?N9_1Gk?P z$vxo5iuVb7^wnAg=<@1?8U13VK~ptHj-O6STOAD-&e5iL?;=zGI&2!$|Go9SXsl+y z`A`k5L;UIBm*@9VpiYti{%WdC9aiy1P*AavIMP_u;RCKxg3s6S56YwEWJP-4@1xSg zBz=T3KNmuO*!I8 zA8iZKM5Iv<(aREWUs8cHKTsCCX9LxTbA7mZcxwpT;~$^5{&Xdo{aP6Ptcu<~FP4Go zf$`1Nsf^W7L7da4wC$!9!q*Ae)%+wLaha{(|aIS|4GPe92?Wx_fl6{i3<|r z7kgs2Z2e`yA%&!pcYorWYkH|B309du_Mkt}yzu%c_VnRz_OMmX_G|m!qE*jC27$tj z%_^V%_Rr;e0L_?=h0P34tWD0KnJ<}391-rAM4F>I zf3aW8UQyw8$4(xd{_XXhGIxZwrvj=!Gj$JecNdQcu*`CH*myVy9j)@F;IOrlwR~0!f+dWKYPT-}@TaQ=41;$1u-$KS^$KwJ z34Pph5z>p>mtaI{hCK7jZTeoWf5 zt|+;k?>yb|bw?z0iuy^C%S`3w%34KDA7t{thoZuy2hY}kpMbk4&P+9H7fnfe==pE^ z%kB3W-_~Tg zP)K~tbR(GO@Mn%2VED?0OFhvU0LkLD)?|wQgw&WR{kxL!JN078(PA*@<4Fzu!{oTi zCRtiUWGqt0v^5cTlX@0(D63(zRz&@d-_`dw%eak&S#l>Pe)QfXggL# zIp*9Co+OlEwU>JSfMEmyE=HxzrdMrM6MMEVy+Q>!gBdMCK`WBQeOGfKZ_0Kr_3W1j zPL>mXn;+F)rB^m623iN$ROc7);3e~ zh6W9$`&pmBpu5SuT`kh3R((ForJTIaZqi8b%>mU58F{ymj6VfeTF zh#kKiXi>`nJRbN@#!Z)^C^b8YAcqdwAyq<#IS#6Ec*-dku zG)5{~$23^gW1PE-xO0@2lYn~!A&&n}&Bp0_WeK_sD7-Frx!FBf8nc+3vxVm|4TxJ$ zW(p`clCFSq9O%7~X!||c@8$v@uWz#cZWZOd_z@&wfJW4I(KUG@&w9R^=j7zXe(8up z$n!G6KS6PUbNc+C^Sxg$_E%@@2G!h&FdWZm*OTW&^3+?`4<7pEBu~arhqlhboydyc z3WMUf7RyHeP%x=U6@*fW7*s9&vICC?B#lP|@(I>B^ek`kPm9?p?ngTT%wo93lW8!S zizX?WpJ^0F6@o+X)&i_)|=xV=HLv@jG1}r>av!gXq}~-$1!Muoagf=qAOt2Y`D~$V3Qot zrsii7;1}a#PvUuPFEld>j!g>F>wL*AvwPezZM802GYj3|0975+PFd6uF?HSIsvCVrn1%Kps@UwwKG z|L|+#C6mQ)`Au9xl|vxY(eL=1O1kf3`45UU4rQLivl@I`@}oivnP!o-Zg&CayHV_;$U#VJJ-RQ zqP4$!^k*y&MV~G@E`Up}k(|Q>H~hKW+@DD7Oomciq!p9ceN)dQbmrM`n*AMmZ0VLa zrLT7Ec#ZJ~ZUvg{K53x!c?bt7%M?uFuurw=3j}AUG(5=YCTkH}{vR$t=Eh;?y6+hc zvUd+(l_k3_t83W>x@eeR(ZpoLP2TtwIE&c`KL0O5etpp7RNv}SW72@MsOtR%s?1icP2KlHl*3inE@ASJ=@1EH=}qOb@yyS9><%90RS6KXZHv|89^mWOKh_(4;D-84ocKq zoVaU9u#Hu@lv7?iC*`xVS3ouQCvPmUS)lgh9W;(HQJX+~`QsB-3HmjHFE4RL&Y%ji zv1;{Xq^Gj6rLiB~X>lJ^`5=4}PB9jp*YS)J|D|L!&h`}E*$P^oRWdMy=?YRAB_osJ zuBkD~SOcw0*>Bd+(h@^ee)lq53j!srTL!|6wQ8(pA zp)rtM&a!j*nnw;b&lkUhmMW3Z zST*-Cce^~s3pIm7;%}uogk=7b&R)gv*3A=ffOo9cT^b@x6FMpEZJl(}Up@nAe7$2{ zIM#h6kn)dk02%%=&8iIar8*WV>A@C1k7DkmPb9vFUjB_bw*B zrpq$xB)iwDcGD-x5dBszV)B!+ayeOPwpzr!Sa;`ovm+P;b#Mq_f}x|j?!9>XfsweS zaezvGl=ZwnT@BwqepCoi9l6HC#X1N$Rr*HBm|2-N^mjWeIWBRJ!XPD`+jzO5w}-L* z_++>KGCFnzacU1411o-u63jRgnn-@}wTkS7glEU-p4W(V2xuPc*Ia{AAE0nG-(kOp z8mR9okdmFDlwM6|zN!%CYnm}=5Y9WU*?miovzi$vR3v3?{E=DlvCK>ZHK@akm!FcL zp4oPI(S)YTS<&R}x|c2Zk0zIv*#+N}4|eX-zMj>n53# z!@5tG8?~C`t|NHt*BSm3!J z6NM8F(i>>&EIxmyoZn+ZgbD+e)*ZAf19$W{sC*o3$rOmMcCFaZcA=sOs$3dlindi? zy;5W#e-Gdagpy2e`d=#~A^AAg?OoJM+7gG11^o93TWW1l8OU;r`mJ2jv*Ax!Sa3U_ z7BpNtoZ*E3M6j$U>l7LqvPJrGj~KkbUi*(qUU0Z-3)_)2I(!ao(bmqm()1Zw95f^y zr+B&bP~LJPmq!|Rr{o|h#xPM0lUiy>1$l56?FYR5EpPF8s+yP!Mr*Q_ph8}^c^D!z z>_X>v3rXDQh47U{WmP^3{AhisD?4ZPe#wkOp9;sUsoMvp8%_dXrhsLk^}}Z6h#2Fp z1l!T+Q*HlQ<+?*9!kpfmnTAo;+a! z|9Nu`$qbIH!~}_x2ZUYTTf zpKM3}O}0Nug|*`sxu34>qMha0)OPT3l^Ln0qV+?x7`I}v?KL7P#Xu!-Gt02&wrx9c zG34SDZ6fkSg+uSC%%upEx;*51J>)I4A!zh>l&wy0X7Ve*zR2rQO-`+pzyqr2Z#@b+ zy`v{rE_R{P&c&5i${-DHYm050c0aI9#)Fy55w{`Sp*Y@GAfJxNhUR>Zkv2}NcM6{v z$ZmiM3-%M&DK}AnTUY(snfw05(!|ebdzK5HfO1iYKNZ=tFydF6;ni>CR=~hTJ}@03 z9JkTu97Fyx*Ro!!3ObVQz`RKq9j~|ab(gKUMziJhmKb+jJM)+5Jj~XH^9_`%XhjO+ z(nSw+EbrPrur#0ITwcz?u(vT8Lhhnhn2o*sVzWBwO(migYYyiMxKcz9LIPh z>x=YI&#=8)-E_8#^9;{`E}m3R3IJuz&~o9z_vjRcPA)pM!qL8?gZ|LyyMBR=y<47% z_VZ-|oRp8$2_#spqq&J7G~Knc=8pC*H(0YC5*U;X;sL{Dib44$pA=#3cO!ww<8y0d zW4vB!l^DT-P%g6PjIA+}l<}fbzxPQ-pTeL?hirdIjwL?P}6!U zbVJt9-KgKb=?cFC##9W~_cIp+pZRglR)u6bayMhm`voudJRjjGucw@sA>)&d6-5-Ppo1fno}#(7dfsQRwcjuE1A{SO-uD$}{Ep+?*JE0Uhf}+cGuJ`P?e%Ef^4URn-He#*8CtSQ zcV3S-7o9{9%?SPc?movtX5|T$<@8*7WP>)cNh0>SaBLs-o#YXGzQuO@OhRxw6=;m& z3Cbs$&q#7@M_iGmn#I1rhFGK~VL&QK3}!B^bAGL}@8_g1-ZF&sH*YzF`TMx8TB9S6 z@m>XH)1+;{u}Zh%!eW;Ae+4dPNIJl(Idt6sh+4Erb~|$V7_&aY`eQu^)esR>9hQi) zFlL*sB+}Eg=U0n{R$-;OL1zb3dKg5qRi-wMZ>_cap!u+{(4*FS22;(B0 z4jyMR?~NVcX4%>!3dSQIazP)jAZ9u>i~_8MMdy_UIHWz1kK+zxT><@qq|aoU^S^>& zk};8G+b-()D4F#v)k12{UC07F;lGpAnWwj`SVt$f4!QQW8J^)OnXG))!_+sYA z)g=Pkwz?L~gqwlU$RC_;4V3-por);eo@+`@25r}H4@Plnf)(gc1~l7DrW zsCn=~-OFrrM{%;iSAEs^+v>u|)3*eer6p~`u`&Z%4XWJ32y8nMa{0`3>krAq&p6eq zZGC1c^Cl(=9b*-yH2T0ivL2T%J*|dtxQIkkPlHx}R4=NBaOSj7lfSJgKmIn5F5@VZ zYsh^QIj*!GmcrJAC+d10h4lPLqfLsLs8F`KwnG1RF6txj6T+K^*taVY%-&8oV^Ro^ z8`FL(9Q$?t_M5xv*6!{)@BkL{-9XRoT$!fgt4>R|l@TMg*+oGR*4XRtY(^h6wI3Y! zS-bNfq7hj3Mf-R+ZM3n$=*>4}1&RN-bH-sUe1Ak3LnPvKLHaYdO3e0k- z%ghx<^hWv%fbFP(#}2CtwRGv72oN1kmfEwa5PIB0P)_orm@36d_zx`$Ue@c< z|Be@PP+%J&bginD7iLt=t|Y>5OZB@@=Fe`2pK48Cvg|jIlksy+vxAN(C&zas zIMzxt6qE%L5?h@w=t{SrQA-QyDTfhi7Wc;_#p8y^Lw%e3Fv-ii4GFK?($NM0UQ6lVvk`5!1pO`gV-WZ0Ru(_%O<$Atu#nFke`gosqA z6%u^BJp6Fetj00(roi^R>>ec1{L_7O;arGzNNMfOPPC1&RdCTng+&)L%_qmF0-VE+ zP>H1ymwOkEE9?#Sr4RLG%cc&qa#rFez$1+qxAl>iN-Q82h-nK!2@7oV=Qmy{%qtw3 z6*W$Omz}onecC{*@k-451dq|nyXYx?Lj!G@Z(nX8;3%cQ@ztS%Ok)ZbGMZFOK zlCDHRX%AE|fg1n6dQ*Z}dZ4L?(x>TS1HwjvH$Bry-AS=a*w7$9|CR$!cCxO(H8d=J zXu3)j=+t-r#Lt8W4O#-wpiO8;K-#JJ{cUXP8;NKMdAfoLGPs51$9H~V*+Hi*5sEvQ zW1SLz>AqnMo7TnLjeJtfZ47VV5di*^cJwH7F>s|GNt?04mWoO*I>adKYj|ce#y?y& zjk>m^KMT4YAh5c3n0o5H&aKB%DSWg%9y+9u!Efe_}K)&%@#Swo@KflWp z))Nu@SK$l%VbCwF0o`aa?r~gd>7Lb9v*^VitdS}rSi0cBe*BYjw9>Hxk8<7mKbMk*ma}nSE9E#v!mR}#A8?kD$A=V*ZtnuwqQ>XB_xN*gusi4G$_DHP~9)cwyinA-)QT?=MVFKL$ z>N1Q91vNyhV_w1Y<8`?V&H(0-SA+J4_+%-XwWXlNrzo~<@$Xmuk^r;@qGN^QOn%iX zdf$qrP_|2DuEj*29sCq=izoW*tj$3xfch%y%8TV3JMCsVRyQ^3@po2 zWxuBQ=LvL!exCIk@H5`>+9_6mEHqgZ<$z%B>gT_j(zKrc&&HR)f_3vzUTM0?gY`-9 z7P?JyC}rxn-c1XDYm%;@K8lPC5{y}nD#wGI z;U`)77hnzl7pJlJUw!7mH1_p!Gyr;hn|lH~0OYSW(J&j`5q<~{IVNDqwfH{UQ1Nsj z8K^aZJ@xJOc&p*McN`KFizc9larlJDF zML)EOg54=A_b-sB;3YWWYCzlHthe_XeDg!0iY@S!RZH2J;y|`NQ9pu(JOa#1|J%KE;l)F^_i5 zB3LN_AV9Yy#NRxJg`_Y36_;+qn;3oz#EEkQMu|G6HJ7eL`4I>(tP1)b9YTSsgAh@% zhKE!qtK=+eJ^v0gKhd4MP&JtJlWP0HDUQ7=$S12{rI^=}MADVwzn0vsQ^>74o0oIyZd2 zhtrQA)|Gh4dNr&B77TYkY|UQX4Z`l*BqKPjiEsEv#~81sQTSHZOlZVtkYS(~d>?@| zGd2VXPc722hT`YZ(GUiI&p!-Jiamcgy#iWQsbZVT2V4LQ{a+jn2UPDf2bvwi#rjrS z7?Yl$dAW-98>>Doa7=UM_67p-X6^JT>_grcUZ+lKrDt>zxxfD-+S$3pXZxEqeD!Cb z;)D14HGDc~+evT{>J0xYYda4%w6U3`?)cL5#)T-H9zCM+uOh%jadZCbkKa(;;{)O& z1jM}F?Mf1b2tK^;lo^aO!4c|$_%A*HEDN#x65?Q)VJy;vDUxLh^8l;JvTt4q5CbP2(}=-sKn%S zypf1*?7=8s(*j~xj*-Zyy_k!3>uFb6fpypZ2$Ee8s}jNjkbh#;Dg6Iig8)!(b}=sG zhSyXeLob&9%(MTC5TH8h)|VFnY}_)GTw%R$*T8|D@>DTaQTxhq;1go`JbK5M&maF* zJlK2!yM@dQ0IguRbXze5pR=C``?pYaN1o2%0%~yqtD*j|718fAOktalx)S_@0`S&e z)S?50_{UGh{@gQC2>Yc5IHjXPQhrDh!&ToyhqivU)9m$^-LKS?eYrYwFM=)m+8=1C zaju6=`3k4pr*vTXeY}Jbr~iB(Jj9yHaYdK)ap}rLpVL2P`#a%SdvU{r3U;GckfRp` zW@CPcX(ep~V666U!8vmJD8hc<7n>S&lwzhtWlM40#((+VHTL(y0n9>GyIi@k`ya}cn3HW+BV$W3;>kzAXeB_7MG7|=*M;9P7T!CejkTtmp3{RV;S~umd zz(Cd6`58lM{mCHsN5QEM35i9h(QJ(Z~!)RGZe#LzJ zXYl1`UsTnM2NXrw4sC9cnJDLV;GMO+t8awZILWKniY*|fe_Ht$i5!_@z|g;!^zMZe zr{@ms(|MOX5rq5pW;I2fdPFu&_X&PzJ2=h(u?x-*JukEVEH+{j%bNA5TV4?a#h(wV zGhlNNXe#*4fj1ypOSsI;42_D6?MrG)E}ia_dxR#`$63!-@H4~Tw*u!M7f_niW*-09L-_9t@Kl1EE)%FqX5r>`5g6JVp&hKBz-}Uqqigcds3#b z`IL2&y`I3r`m{lZ^ZCX-!Sru`pz=y9kRIAN+nT}CDn?bH)}DE2;*9~}HdQENx7AM* zcl&AHh0-}E(ct?%%lQT?c=SIbwFy?@f&B%WZ^=i!nj{ht+PJ)Q;qp2$;rE*t-B5

7hlh$v0(o6WJBD=7~8X@8VYwCb@KuHdzn0?_~{$I3p%ukOB7X z(KhQDSN@P1O1y*q2Oy9cs`1)=;KBUtE(4lFzxlk1M%`dUiAOfh@10sXFolvwAC>`| z^0#7S&DQ0Oay)^$=2%DB2BpID$$hy^DEb;$sPzLKLb((_rXs|I&b9?5-4k)g26F#b z8XCOl#G?b_jxURdT}jBxDnn>-b*grr!RvgP``&e`eOT{#8VGC2H$8hM*k|@EijX;B zRP5yNBW1YD-5wtbTF~P|EH{00@G!ROqSchOfI=h%=Pdo0TM`!GNZQ-oz~9N!`2b#x z9DE1+Ahpc^F(28Q&A(y#Sj)fgYs-W zV3iz#s?LBZ9X_jEG8>b@iJ{4o+6N61>VBrr51eo*$v^Lf{X*9!7|u^OygcY(+!J+2 z@r%z1Y02(zcPvD>PUx9uS{V9I&^U8bJm@+~-;3J()25K%VpgGhWzpWX0mI7#abu}< ze3|`pM%GeMekTLe;*V!ap4$hZ<*O~0FFbEwXz4ZHG(U8gR(o+aIlW6^S4TJQlquBv z>&m>7NCqu3yL?__RcO|iwgUg$f!HMdkfIq|QRc@Jwq{2?)Rj{U_*9Ek;<{fvtx4X186c7#_%8Y9(z?l3 z57knUsOvU97+yPfW(0`F4@m?_fBaUMhdy?Z zW%43WY!Wl6MY*$Te&xKl8B5(>R8n63sQbMql<`I8y@#y^lBnm|D4~C3L~liiA*W4_ zeL(dkz@>k=5a8r@bOUW)F@R4hv`=4<=7KKGXkg9yb2nyilt$cvfN#27B5qAOKazAEm_FVdb(xfb4x>p;Wh5TX)6!USDxqc0ypWA7t z8p)k162Cx~mPXt*7rvnA>EFNoTlRDcNgm$qpO(jWD(X&;1!@dfniF9P+28X`41=i8JA4-xMrdpe!($IWxl zmA*KZiqMy}e(LSQ?}Cub;^WIQuVnOrvf!SWKNWxRt=U<^2NZ@g5>ahHl>(ed-OBF? zwCMejqCw5XXCJ8#Edx=tM@xYuxl6p=-I-6sV>$pxtRGDiO6^?3zQ-D!Fx0O{TLxoIOZc$xeq-`JcGZ5nD4lFU^3y8mGT=p>j( z@nW<1D&l@nJ(;|4cW5!4PC(XmHmws-a;1BOcUj6y&e(5DEPp!urJiT<^gUutaPGj- z?;+OFdV!Hw+~{rqDg{y4Tr~*U>~QFQ{VR8+qYrL&{>=Vx2hS8W;B`u6fc7n<^t7Ct zv+?qX)Vp>e%E6BKneoa86tZ52Ug2Rj6H0 zF+ZqPf^Hgec#NCHXCGMC^g0*Ya7Nl9GvJVpk$$^=5XyLTn#V4x&^za}CF}|` zMNxtRLwsO4Khq;q2Yz$!hZ;o|ZeIa1uimB49#mRcJDz}`Te0l;$xp`a*EOIooqOOH zEi4RL*K2&$X3y51wOEY>8QuGNe0YBA3~J+Qa|D!N zjC#+mSE0399a*Si67KmuDw!wgfUWE=!FC3jV3|p2fRPW05MNxg>YaW5Sf5D4L2baS zTv!}YLVlSCoq)nA?`S7yu7CE&;6D&VSmL?|99Xp;oT4TrXo@`d>v3(hr)%BZq15?u zEx|n~SFp1>J;zp6tM+msMOlnZHjkf%Y%Q5FAZa&9CXe-}K!S@ns%#n5 zoC;#sdgHtnm_r3H7%+7TX6#qa3y-VKHn}}`UUTr{H`nyB%H`*+rH)#)EL`XfJ~2jT zDfSf}X)!m{)v$@^a3$ORnzT7jkOx9B-VW@S5H5N+zrZWqdcxhsnXZTMTwQMpD7@q8 ztsF!fby~ng-606QJz*DYFo0B zWVF02ixFgm|BqNu9w3-4uVLc;H1Xj2dfX@?4mi<{4+kwtS$y)(A^eUYc99H+1dVWS z?QYWxGnLL$inzcdRa+@jMt73`NHZ#CgSPwMQ&DXCmS=bZp>(BfkV2l{)gNS#!s;NU z?Z@#NboL#~iJ&J(D-nJ;`NOYF!oq^O zpp(;}IuMD@3= zh;dxLJ@yL!l7`HC5j@bdn%Q635mf7;V3Ggm4Ovg0sFHVhyZ>A>yySERbOqizu*jgo zv$E&}Zdq^|h50MF=-I+W|0a~IDUrqtXmZPCePA(GyE$uKimx9Idg1sppj$$BiUtX) zrWp=wN0N!&;>`O{oTfQ+XA~}TO&S34Af;fmgP+RU-pxWW^u zs%7i02>Lv32bSwYN?vV==M#25oWua3-(c)u zohhsWpzoOv1+dhf8Os~(c5l;J$>8>9Z|CX5_@)p z)8LpO?+K!H*4{pCU7>7qqyICpdvi8JKkC^}JDR~u#-7bUkV!E0378F=E@ai}Y;$4J zM~`@V$=gvQ5Tx9wwyEhVQRQ<}1YMoc&pQ5$d^GxMdZ;Md{}Iwc7AJddD?u3iqduR$ z-NPEbdJ<8${0nT{Mr?WVnPOW)JDp*4QPc&sX!!o_&y`W6_?<>|)hyCrTt1z~8g z8jAv0w8?e*zK-D18x)RzIa}E9HxXCeYf>ft>TD!4kYCj{Q!Z=sUELYG9Woi6t4rK^ z$4>|z&O4LscS@LIf#`B`7h|Q)BT+ILzBw15N~d4=A%%j(P%BOM5T439U4 zPSuFFdugy6N~;=jFM5FMd2{j~(PQtF(^m8b&>?d3ooN{6_TXuzPX81E8D7&ECYVmi z_g$YTxZk7NY$#R|+F|$QMXTL_@XKh_`{Xjmz&CC5C)9 zIZ;zAMf+JXd<~Flm~4K-uaO1~UQUv&-D3X*JQDr_VOtHtIpW=a7iTt_DEeiY)T>CU zS*I%<)MFs7{q9Sut-kkEw+%n*-ucClUc}FI^)QZhFL_ay_LYKk4gvGgr~~n|u*1}X z;BhyU0d+y{LY-!>sekFR5IB|~0P7U#>xL($qf!eOAX|%R&W@h!@nyWl%hq`;xlNos z>&u*KA!=JRyFD;(1tMGH=fyz81An&nGpSZ!#th}G!Ad5qf!<|fjqe#ouy_JdUx^3# zY;{Q6H2VS(QpFaPvdvq@w)OH*usD4{l_35HA0+c24k$gib&9qNv7xj}6$~?dtS$An ziO;{}_X%pi>m;iFs_zdX4(0m~kBc{33a{VMb2ig&J>8v=7Jykzktiifa70r5d8DsK za0bqEcM*}M#`fDDD(4Mq9-5Aa)|rP;$c$HV|BDQY5noO%YxMi({@^V?FRS(rs{ahAri5+%u*SVLc^jQGE89U$Yr zGo~+&3o2?3Ey{6Fs%Txw95d8xyJ`3j}tiDWqi9-l=`tgodFms4HAmZ;$-mjHrWQePDT__(HYax17ob-?*zj6Pn-gFSk*LM=O?OX+}psj-O#FR zPX5U_+{UPqZm=2}weX{#6|cl1kd)5-QKn20hQIm#_-cVQ182Was1_HqWNm(37Ff%5 zP0nJ{9Ex#I2>u$13e%r1&{JUe=zCS1o(s=Gh6G{KE0f;s=T3;uD}Mb#flpop4C5H} z@38(%X{%LTAzxX*0j0I(a{q~Ww!OlyOj0~4J*X?f1)VCT96q>b`6J3iIr)z!k{kJN zs-dF&+$I-Su#2Z?n5{|V*hP#j4v<6p@G~%=gboPNuG!Junub20D6HIS>Z^K!>iNIC zGr+C5l}QRm#LQ>6>Wc)726lo{EhVZ<91BRy^IY)f>sIJh#<+i?%c{~Y?}TyS zH-cT9H*Y#de~>w3Gg`db6LQCziJFG%5#ICkSWDJwpMMZwy};cHnY#RC5aS? ziK-LR)6!jc*S~jDC)Tu*SW;$ULDs3OA#=Z|x!U2$`o3-%QHI#z#N|H7eM0#|(DiV8 z`B+Ypv!@%mcG?OZDM99ub{Kcfa)-s!v*+HbP0o^EAD>43Y;!AexzCD-j_&zEemPI> z59(YK)r!>?iI^#~O{OD8fK_5|ASWr1co6Y^;HFzJ%$TM_{alk7uNfG^mPCJds(qJ# z3bA7jgBWa^=`_=z!JLlm?b(J?*!qid#vlFg1rEim47IBsG_i@E-xk?du5tSz9f-yS z$bDZ`pMQsPng>PV??R+G!h5F3B_Zb}l4m4Tl~apTRKi=W+pA6jpJKLHBQkjk*< zWqLSrw`s?AB0+@jxjwt81(eF~5U8RTHiv@o9_*2UqKoF+JM3uRJkxXizAnI(F~;%` z*O`wOeIObX6>7F%{*WYj$+|2J4CO2is1?FX2D^K4#ZnqB_WJD34kxMX5HEfM|1Yh( zrD6YIC0pv{=#(1|5WHGUfB*QIoveFs@M*Y;L4rJuKjn#7riv`~PDp!mRf%_?f?o;m ztCQvu+0Y~>d9n_X4g@wl%aT-{m9O`3IK=uhpN!;-g>2khfSR`QvzZ^LYiGQPtSjnF z|2Kww>+*i8GVEb8qzCWsebF{4Ea1%1g(H%&ipy+>Ae1j3?@yVPmH2y5ytya0oky9? zRq^VOhPML6>U&}w8+R3uXIZOtk}2LVeZC}+Jv)q8-~3en#y2Hw=95o=jX(#z9fBk! z(HAdkbOf&DMLyYjT4bGfj@wq^d3hc-3M5s`PJADnLX1v=irSAm`L@fDNUGD#kZ=Tp^e&WyFFq) z5WT^X!65t)5+W9Ahd5SV=yFdc=)XoQ)NJ$qyYX|big&_)xQF5n>m~l8KPl`aAbpjv zu~-|9NmYsjDf@ojpK9mDW#vshQ>FFfQ0!yZ@<{x)z^|b!_?J;;uKF7TQ?7da)dLpv z6BfH$Az+0T8h`h^y5U2|NOuBS*T30bqYqQ1QQX$+Ej}-*C#4H}z<4TC(=X!Y=Bi9V zR5n;_EcS+_YPy(r<+P)%Jzmp9^Q0ES$`6ZUGHf9Ek_MMHS2gB+CW2JYRbQdnO#A+V zTCTd2+~g|wV5$j^B~IBR+Pby1PO3vs(-Lm>LR4;{%}%o}hVii@X+<0)bCMFjC0m7; zULWRb21*JB@{^>pq?l%@`fXh+`jfiTLm0LpEfznla)i9XmQ?`m-B)?4U4J;Jdr`>j zf>ncyZ#8uF;Tb!;VkhAz;8^Fxtz5}KB584{i?3R4b@I7)(cekYrtS>8FzzA=BVUF@*Q303Ox$U?rweZAFX8aWYF)k$?3c|$gZ zo{4NSsaq)mhO-RRKVH#`1f9p-XDB;c9EtBwG&`JZ-OV|PcaQmDIR5nOex`lR-N)rB z!RT)PBjI08IAr}DYY{AwPAixV=F^>+v;@U{-K|j?y9^~NQ?z)}xD3Grwh`MHdP^)NHs zP*V$@w&D$z*)|+MsD9h@7QV@G1hCYK^&Q;R3d1T|Z$ zp_=b+KwcLV-nT0VyQy+Hvji%I!l5^p)v4ANHOb`Ej?q z*|~|l&txni&~UZQ6+c?-ME4JxxpcrE&KbF@mJEVJbomq&wO|>V&!S2WN30jb*oQhC zxx(Ii?j)AqzsTi43h0C9u{E2&kAiiYIH*L|89!(GfJYb)y=cYfyXn3uT z=JYe*LuF$cgiL#6nWAKFiVWAdv+!`RGQ$F>Iau#>d&y)nC!YzvHeL)M8kcC}?wdDH zDdYE!0p3ntrXF3^Y{o6IA$0H4l8%q3-?14I2CJAFLu`*@2>593E4TRI3wlGpeE`Mi zbPwIzFRCYyHBgJ<+LBe(Aixrsb3w=x@f%V@yL8lhU*oI0;EDunH$`HAPkv*TF8(NL z13~wLsIZB3lCNA!!|RD?+6`OHY9>SoljY2CSFVgB{kI@%oQ9tH`PaUWPeCuji$Z^v zO#+~WnUtUd+&_BFT1vUMHTP|$XK$i(`4@>WZQ(L!NI6cvm?He_oRjJnk6A;EinVB! zqDH&7>UKb)j7D$I(SqMl;r8(--=2VQ3Q8^+xxPn{K&U7xEnW(lSz;abAnt(>HcoyCKjeI=~;R!J=IW>n#E zi%Q^7Wbp1=+L*`We0oFv;7>J9e&U1JVaDCriVq5Z6(Mh;Q)1;7OpyA_$X&8pAK&$g zExF~$UJB~1k9Q1Y{1!vyV|k3f7Qsc+MAezRq~TQ1RYtl#c}RW!2LCeZk##7qb{+^$ z1fxW2iy!VLj5KcAd0-RP58Om&m}Wgu=W%tKDS`eJ`bugDOp3B zU6%l+J2Y9N>7b)(WOCz`_bsA`hVg6B`Aarj>h#{MA#>W;DGC$$e_J{wsKD34ML)cy zwibwOZn4)W$GcmWZJb797c&=LoDg&1^qt7JN4So2(qSd1g{s9*>w0Ka5(rAUY zS3M&N!ROYe6sQv4nX5wb`Xy6vAh`nxg-f%nyBOV#0;=%N$wTDe<^ZrP_J!k`vmZ=J zUm!s7ps4qziu67j2hZJci?h5;pYEBm?*@i;Jumz-In^JQ>i>k{ASFabOxc3u&F)*G z`5wmaB+x7&M@H#cw>v4#J&VMjj^%YZxDS`w(h0)v#RgW)x zi>Le+7T$RF?p%^SdWTd80h+Zf#30M~nh;9HLqhndjnGBzxq7v&=zV@ed5T(aiQqA2 zO??BWQu?t`w7=?eDO)kSFwXjLtnl8YCTm)MwLoD_j?+|zI78~rCS9=1tsE-5HqdT# zr)EQ(FDwWKv-LfODjT(bi`n6l{isFRr4iL#Fm@0AyK7Z945ig^J-d2YvlN(Mqo^C4 z67r)Y5KHS#rC5a``aU5!w1{BqbB8?%H0l#_h}3WqejYV~4&%7dY;d4d46=H_a7km6 zXGnFA^GwA}`DmDeX{BGe?-LqJ)5?JlLL0cPc9i>fJD1%4HH^ET)~$tKyEvr{k(wlC zyq82d;5&D)jO-bB8@N~y zz;A@E$vkAVVvy>Tm6gpm&x+5Y-bl|gre!ud_c8D~Y2ZIck!?;c)mnW7{+y!1kF_q8 znK@sSjY*y(vVQ*bVFxZ+qKGq3%rC4`>{NHVG}Y2egQIS{JY{$k^QD_btjo&L5t>1( zD?Wy{BLEN!+3-2OVb;tm{T$-V%OgI=tjYC@58+NhIkO$%Ua|h_f6sveT_og2EqjC) zWuf`mU@pGF{wv0zt8sx32?7etAz)Z;e^v8mOt$k)xd8apYg|MK8ukU17?&){Y>iKs zpvyrN3K%08YS!TP=u)%PATWNSkflPZV{zih(^S5;@+?^x_!$azsJs-$)Xw>KLjkD8 z0FC5JGLWb3?uz;`pOTkMmfP8#?awOQ$~?*GGL=U_PFZ!O!nb(^sBJPpjl*skfAk0h zonr@;k1jY=;;7gCDa@*Gi=*HB5ActsVm&cQ#F>1J>Lj?R*HFW9E~!g1lRG|e9sdjW zS^%r%QeuEV)@APxG8@j7xvTP=!V^eE_7Ze*+&P!?Jt<_m0P`95Q5lbJiTqfg?8jxv z5q|Cr8Mwbdv;UMEGIJklN4PHV!=F>WgRQzVEdWnA%vKh;5$5+=k7p~Da9x)`3y-oU1ARlxR zWoK3oe^0s{T^M&aoP!-(wfMXqPAdg9O~8*~CZAdeE%QPBBJJod0$zvU^di7P*JtYp z-caLGT8!gN1f5jpP~5+F>`OeanN%`rtfv*qrKqsYd&QgFVZ>@fp0vu+ro^A{X>d90 zY-;BBX89zfom}lY|HA_K9B(UsZ=b87_ddEJO&fR7QnH2txl9_UTu8xuV?m^LNJU~L z!v+LoENFIehYzgUuU@hxD(c?P{pFf87CvWv2~GMp0sSl=;R%?;NXh=U*8Vl`gMmN6LTz5BdopQJa@*c9PdZnZFWhOSkoz440#ThgB~due-mubP{#S2g?R@0H zJU$)+N;%FWIm>rEh*|~GyRuc7bSI$=o@bKPRvtPpr@tF_)_ZKy0Hq?D- zhxPJN>s$%#NLu6!T)(aG_&tM}ytKQ_iqqeV%6=224(ce8TZlK6ZrYq)$3g_`De;!4 zB`WDe<=>6_x(Ug-Z1$ec+|`ZXhp?Q8lE18AZFo1*J!{lt_FPKbzk7P~MSbA5dx?r2 z?s}gxT;c}y_LAy4m_Oh%X4Ks<21|WIipwE!YRgMf%F($OgXC-jN`R+_+Rx%Mv?a@R>Ey$ux07rB^ zfK~6-^LvF-wNdZoMHswg%a|d-`)v+SuDdR4!$OS0OAR}X8|p(Trh!hT_olp-$>__9 zeFxJX6W&iV4E_ipU!VTL^UJI`HAB=9a1@7r+(&g@zXZ=R^Taf-!eZFs=yiysf)gxxSm zf{}77M{1V+nlGuGo_Y$#Iq|}5@nZiCv5NtXLz0Sqt~NioZ3R?F>8b_pLcwsxhP{-T zO7%jC6@#sr_9r7{kz$|s#oqfwOGCIPDE}N5irM@yYv2_r(`#Y0p8VG^_T_>cg&=Ch!C?|6uo;;f@qW|7SdELF)>Or zOcj2|e-X}MX@L6^9qTqm_>!6{+2`hHzDQLW41zT1>CG0x2&yaUK_R0uPGZhf}FwhDeC>_kgUwCu9=yP0I1_+EC0Chw-9i%tZvpBGi3+} zv^P1GC7Q}{<#*a6jvKXpgv94Bgg4u!K8DYZ?U?=nZfxYs)Umq{T&%@cHI^Z}^sZ)q_B^eEgfBfg8P|XyEn~wf`mFWDG&&LW$LZ?h=!2N`3HQYxW!I>D;s>8kJrg zf9M3nkCHL;>HUT8&Wa}kVKn* z+hCqBKYIyvJwod)W_(d^wPJDo#-V_foD4d}r}W1ogi z<9)-?9~zWj&n-0^j3-h5{C%KEfQimMFtkiT^m_W3rOb5~ge8s!+9Rj`8(63@gisiBH88z4t zvA|e3%gBJ6voLr+nvtZm;xb}K9-`m^+xx{-$y`M&)29{1N=n1?Gk--{KKqr|7};7& z{`RvD8Y|=fV@TZO|GdF+D1tELpbBqqel`)`WRm#hzVA}7P}U9tL{=rEzkP~<5W3iO z`V4_6jI#}ReGZNXuAYp&LeBu7=hc z(7MvUoPQ!!ofb-4d9@D|?e z^W+Oy4?38_8a;K9%Hpkb4`jnbhtLK+So}?0XtdPwN!#|1c=a`yJG4S1)r7_}hS`M# z0b10Lh+Mg3RMuDgSHKY+)#ELKc+mZ;PkXwmEn4*Mc5^9~@B8^b{c4Xt*T1Z< znf#vL34CIeYDSnX`PDqDZYEIJnC#MjXZ!M?wm*agI$al)X`M zK9$>u+2(3hLA4l5l3!mb+LbsI?u#Z$(Fo`7sF952Un2v_Rbjvg3R$P;2^uu>RD1oa ztkQKJ2dNJ6rYD>a2l zAEo5Un`3@!_|E`{Uql9V)jMf=>>-i0nbjoxL z;YF?xhTj!OcbEBQ0=pf<%qJ}>BAY3QECCpwBQ@E5y}B!eQmLM8_miXJn-x-xh1C@w zOS;U45~;+*?Oq=_Cl`PJ%(1j;hpWak7TFB~n_hCe8y*SyL^1ow;!qwR{%|^bmjeAz zw3E)`8&F@3w|&8K+U%Cqb%z>FIR1UOy;JTL=W8WO8-0OV#9h-4-h=Sp)Rys6ew53N z^SFknwo%6%yaWT|2FV(zzAD9jrT5nHvXcs5?6m8G8%m?BDQ@%c2ad0X6z!MXK6Htl zgz`Rof0w{O#FBwJM)t}Fy`QfaDD{^wG4#fasIhFdCCB%4oiElrE-)vb=_pMI-keGp zN>YpZgeZ|tH*)))WD2{kiHwlN9CTE^fYMT~bOc2I(8rFLT|H?Q7W6n^d6U~21p=XZ zwSk<4NB2Ye=rGXUhz?M?`lt7f8*Hl+eG=((8fwuuCX@BDQJV?y+E%77>t7x0sURwFZ{Rm!?%4Fb+dwc0N z4J;z_YJFp5S=`(+I}z6;H(J!!coFh(J@c^Z6nNPbs*@Cj+4lC-6WcvvT{y#6x?cwM>8GdomY#lfWc2lX$hMS`p+55)zS^E> zpxJ$@@SFy&dXAIPQ$^$b#^K+mFLa9bzQ4KOClxH@kvl9>h?N+`sWHuEac-h45fbvi zrKe`&{#q`XnN9ehO_4g1Ds?_=Y0k@1__BVx;2?xvFT5@vF1kW#vQ>e3+e-miXJpQC zAS!|K>D_9@*JN(zN*^>nl%WJM$`MEXH33b_m(N6SW(v%glWblS*DlqT#92^Hb8Se?^X4OD;_MrHBg%P--k5;r=zKdX(}8`I*TQ`C}8!df0a4^{4JxvjdZ-9 zNu=i9cM;$NKc^I_4M6Cx6|j#C5_Bl7C2CC8@bG*890x#`xJ;U1P|pZA*$(>qCHaDj z&7BHCFg!lLCs94!`R|QGsuP}1wTI&piKx&+?ao*E$BUK&o7jj5>iJfGSQTJtL8Zk!(@##CkKEb6g z6F6I9-UtuFsgxrd?bdgBX9ak#S<30^*b%&WnG`Ejmv=~3I`LU231sbsta)6t=elZ5 z=#+5m)oO_+eFPUj3F1~0lPIgPKwaIldxnwAew7|GQa1@WX+&qyQ8Mk9L#%R zuFGA@CExs5xJMUy8~HBy`v(%2lMDTi0pTh(DYzht-YHG9X8@vJpXGLYTKe?~rmyRs=(qjI!9 z;K!a|IqsMWqv#hN8G=&`JHW@1>T*8rI^(L|l-wlh%PbB(tx^AKUrSf6Eg0xG}@c zE`}M^r=3(%=ft!y`k-)5AC(=Gq$IOy8%(gg#woz*S4_jZsQ02C*O?L=L3n)kkNQxpUAR&@ci*Ar^>F$>9F6l*gr!+{4 zG)PN#eRJ)7_C5DI=l%hB*IM%(bBt#^u~Zv*m4?1R2&9X5%5lte;7Ca){(nbFjUS4p z6UUK#$y*U=!rQ4SYiQvzzDFibM*}az?9zwN^X{fl zNqg&d1VRjF_b`$Wk3~OG38QC`csX3$>xYqS`XgN3cXq1AbO#WYFSP^)N8tgs)8k#P zXX@uV9mmpG`HvK{@KSJo!U1iaIWXb2%3Nt$4Z1yJQiU%;FZ1Ab+@|}{9UJzmr8nnW z{16|!j{N3SQklNqX8{1-oKx~3qo%-rzSZvQ$q@9+5>;W!mCYa`PmqbU83w3mz5Tun zmaj*0zw|HBw#WDuz`k`t0w{c(D9FFmcEHBR?ir!D%V+ndhC^;3&okMfZiZWG8n7k} zVlp^z`ei!^gJ5O@k53_>_+{!mUuFQWCKBmy7PZh}Ufe=OlZi~8-pCNfw=y`Of8P-O z{uPd>kcp&Hp|1h_?!iQEAv1ib+^+s{EAnr(KH)fcaoO*^(r9v)r4eDco)Zf@>s~;8 zs2q}FT=+Djo1I3xGgJ0t?F-nK;M2qyflOjZjfYAqZDJLouaKt!?)E$^d(_xWtI3(F zmY@J2#1n_9uO#)UvR*}aB+3ElPNl*_#pTf&YW%RB($yDqa(w2S3hN!%HcXjou$@&drVL{qW{!M~V1il$WYF z@#2epl|7tcl!ZDMd7(m5XiL~I%|j8G1EC{f6)iH<)Syx^pJ;J%ARxFs(Qhw~%xGh4 zdGSLQ%o5aAwPzpQ_1+C;eX)e$Z%lKFfx4cK6zKW{`pWl(t&}}An_tnLE(Dlmyp-yE zYesnLZ&*6B^f#CP82FpU4eaDnWISmD>b?&re!0)VZe!_#`A=uiem;cCX0%bqHIQPg z5Bukz6|pg;y((Pu^yEbHB0S&5^iej~$HnCufK+(kf;Z`RO}9#vEchAMe<*K)td$8> z4pA+gAh=M!R=WfC-loeHprVnw0Bv5^!nowr_=l*D%L6%B*T55i0)1^hAK9L_D_?B- zmYWxg_~qqJ_=AqkAyG9D#7%d(1h>jW1n0+u^-Teppaj*_{w0=H8zyKRx+DhwFg_JoAP<~vsJJV94;5WgBeP!b-ACO^ zXHc+ctST+SVtGx0|DxILNSkR;#jVCb1#!dG-Ac6_mJmmvvasTsA3N+Dmyac zP8L*|d&08xe;qB4D_l0t<(L;z>#@iW2jl99iiu?(1bufpVPRaG>F!Q+z*f8vbv^lm zh?qdv+nXq8myMB$4i{QRE|7@{!#01ObWW+02s*qT4AY=oF2V~H%1KKihS)#U0LZ`N z4O?RA3cvF!rYsez(`Rkc55YXUPcJvl4#tUEcpge)zPQ=m0=EU)VS?ySaMP39A1f?x zp8XbrG)bx&jK-q_*tqkkO6BNm-VtP2APpMH2GvzrZw1Ph487IAuI6!g8c+9WqWqYD z6_t^T9N0jfP8<``D!*d_^ZG6Whp|*7N)2Ps&*X$hA<-|UfmQEzd0KSYD@89+vLAwz zV4&mv@|(l&pmpk_PV8gUvnp77)K5azj$i4){1+5WHSRgY_`RPWwm=Gf^42DupD*_6 zRHe-P5)Usp@Ijz!aOMCKKZrCh^i74c$W4xf6G3?u%q&q{c4Cv|3dlr-3TquX^xW<% zWXuz}-ka<44Dz{Ny0&ul3tOe z&*aM^<8|3)*9Ul{=r3hyh@1*{AJMkI8pv3^F`@edz8oD%&~+Z|ZnA1Lej$g=bSntX zYztE|G?<}Y#NMoANHQ23qllb#3cv9fNn#z%e~@(DI7X-hGAD5^@25C&yX{1;^NjW8 z&`EWb^5RC(s2jyH$|o+&+(0Aue1A>69jR!wVODD(HG91;mONP~U+9LOn4Ijxu?to~ z$UDzJq#>G&1!mqlwaa4 z0VcG=9chM$w8sASjI*!lj0bGVtX?t$rj2$F?63r8J<;Pe&CeuXsQ7{pmS|o{YWjyG zdr5hi1EHbroc9~crM_TJ6}fyxy!e+JT+WXf6Ie@az}Z@II5(B&`KB$gKv+0PZRi?> zk~C4!wQ05Dbaaf(nJ`1^s^EOE^T8E39^{S-7Q)B34D!jLtPd5kr?5-d1-66j#JKa} zV}qfuM9+XEu-sU;85>*VAnFgeTDj=v&qeFLcbQ6}bI+5Tr9uQY`_zajJvh zKvj~^?NI;TH%CNx&zUfte;WvueM-fAohc*0H#y8wC}vOKI8e>wcFPC0UOiGZg6{X7 zPbJSwl2oVV`joMg-YA|5&Fu5Lku{xDblnAx9-hp|8Vn|rPBF#{ZN3g)bIYg)E1hYp zg+Ovg%GJSyaxA*Bz+1{Rwaj;mzu3>OE{`}75-i|^-X+UI3$#iHwq{zedu7sk+J~m& zS|tcxR!I=!GV3aEe4{5g?4oB`?kRqQwYV`7M{#DRBpetYu6Kq`lXC;MzAHcXZ_u#s zyq4Nt*l|%vK4uDvm)`Nols2bn#IcvYs-%5B<9+UNNB0<0*|HOm-bnl^B~nltDvdiH zB#FDApRJ|2ncVwTTa9=lQu!hsv#21ypL7i9`Jd>2evrWun0Um|+|4&SS80IcZk@~S zVek2>P&+LyxNN=>739FR*Of1QW!HBBXuBW3qoJg!kw+SjD{@Tp?<|YZYb*~ugC_es zoX)PcD&yG7v>nCBD^cbvozkDsP@%HAgGCw(HB4X*gCKJA#XvOxX-9)1AV+MX@qal0h!QtU$p&RJz0IX-;Q5PCsP#SH)^wI?*bROTMFv40Flw3LL;rvd?G*6n zm?ZtEV`LgK-lg6FwvD|HKA8md?wiObTu&x*Xp<+yRnyA`7Xr=s(KeF?$7)qAoOo~| zY_=or3f`eVc}b=yvN?UG)aH3b_c*+1wkNTC7%`MX+}(G2Wow)1@|f$1D8}y&sDOoh zgNDtdjqcC!wbcv7*0@di61kpmg&@nZcLlFiJEDr{aH z{k5_jtakUS& z{0h(S#`7EyvC&hFnMM0+MS#{qw-jR!vtZ4*Z1sL^v*fw$Mrtq_?cw;@8r;Vv`Vj4e zS#YVv&4%<TgP{n4w82j+Bh(KQw-_K#e#C$;H1#-*2cKA=%)5N^ZCE0HoO6@a8Y*AY z1ETXpLa%?ZqqX&23DN?y1CIHe>k~AVv)zd&h_2O0hTc0oVsD3gz1N7>kReQO_WTPx z*%0M0jl&e+b3sALI{1wHB_PBwRCnVE{nR=AsAgbZ3+~OsTB!@0h_f!5b+N(t?JRUm z^vsS?*6Qa1r7A~W-$>k|Ln2}>^mN)cK26B+WtZt(gHQAXo^1 zHl{+bmDC13`{OXAC$xDWz;fqgrW|T_+~eCPn^=chBTz>+OIYf#)f*4@y+&&QnBfMm zra?ECKm3;E95wa{==dV6JVmS{e^E{#mggx;I*1b5nQo{)Y`P{6wkuOe+tF zq=}PP{;Y?tK%lSjvreLBF%UXh?{vrVDJ7-qMviLHPDTH!aREv(fgI1jb{`F-)E0P~ zZ7LxMYVbrYa-Ze;68vs;OJd2DkKcls)7HK_<0U|_h0?wbyCz=rvvRn0SQ%mPSyW1w z+_OzijhQwR1NcUhp5&PTzNbA)K*X?5eX`8OjNi@>YLSTpVe>mrPu~ zsP`?67v*CAQI}5QP;=mHZ~8#_VnZk#zBdus>4C(#c@n5?A7&w6d@33&lU%Ohm^psr zBbL=?{=)^ZG&wU1J{cYZz~>!$?`orgf@b3vRQ-a>Y!FwHC`hxT4%s>XK=CIcqt(yx zpzG_)k93nDbPNz$D00+)6@zANhIhwY?CHBDU}D`m@ZB*j3)HV)@v&x~%6WR#FA`+m zlPdp)zDJQKsDB;_C?U58$GHd)OrN?cR=sO`%YYwQA1jw{+tu z+RC{4svC-JoYu@gSjM|u^zZI0ABEPt?0WAUJmzqyBmYS_Os*L2NW~6U{6U4c*@+^g z#Vo&SLg4IKEJtsgw^FIzhxi3T_eoQIf2gdswc&%_bSc+$rfHDX%91J#HW}0OLB}oO zJX^LlF9bViei8g`A1IkxC8!xP33cL39-WE%*H(AE=PvHB0v}A*kDC^eIpk@Q1`qcr zO2=ce$!w|3=2eON%y^ z_t-QhrzfA4O0$x`c2qxPo}RMcbH#2E2GQ*AXoDl~-2*nv95bc9cUq@Cs^a|-QZrv+ z()(h>=8Z`o6_IQI)xR`X_U9{yj ztUM@ZwQ0*}H-GmcO8WNWFp-U9KY1p?4)#OtEOkNX=c}3!^lwY;R(3Q`NjE5sQIvnU zD6tJ18id`M)zl!6E^05f1#vyb>%C%fWb^D%)@c3$Y$V(xZ75J7(E=Q970(sly=qr$ zYbVVMF{y2l>9iwXpMIi4Dh5&DX~)m5H<(hEGkNSz@V?=VLs6Wu#ZY*7xKP?B7px>N zAX3$Pi270TvSljMvIun zSyRb8sY55(Y!$@-ShuQKZIQfrRjNQL=s~W#TP9M1iRDmHNj{D`S7oGkQbOTAi|WbP z^$CDdE#e1RGEk~HV*ir|D^mc?Lv51FGqHL%E!#@bfdQ9X`RA zY!%>!JNY@{Mb1WYCT<9iDAMLN2;mjW^+wO6D)mRbRA}A^S%sUHLx};@7SKPxuge;V zhARPfz+MA{+g5)@N_TQx@+O8*L&=!;`K-ynUB5yKq1GEMc#ezw9e-< z;c(O5ImRT9_GU`CJ{8FH+%|k$x10k^aUOnnVEZC6*EsUycaH7V1UuX`AQ5i~nqt5* zw*)lRR^4ZfnboVp<8+D=;6{?$FeXd9o*H$yHP{@^zI`N>Z7bn`%RI4sz97Dbbs#L5 zY2urVH71i{>WlHv<3A$XDhPJx1{E}L+i%U-%NFYc4-b~+PNWad#@j~qWBKseQt+Vo z>dM!>$u(l-g#e81m>JfpPTwH_pxejSs;nFU#5*`N8N0#5MyNvi9J9L&eeWE##vVmS zCkYRk_$9qp{QmuIdrm>QT(k8eg#Hmy(R4INLF-!gbVGmQv-393Za84>Z+`fD0rd%F zGZZXZ-Q+)zQ*nQR&!M~i09JhEFH<_w*y~ly!f%eXo1+|L*GVC^0!nWC-HHI%!QU}2 z`~mO4w=D8E=V`uM0~k0an!4Vw_Oyz~8?~@;2&bpc9nGUbUiXm#v1)I>jh3||S+Hqb zb{IXfmuP0ckrV5bPgkEyw%mOio28=Qc@+>y=&cM$LrAx>26CxIM*hU(04@Su0Pa@j zZ@l)9pv#D-OWzq;1sP9xTz05^5Etg29N+A6x={l&wT?^->}#6*gP;%J6mqDUx(N6( z7(N!8_Hb;y?Z&Gqii2TynL}hgI07TDi(GB1N&NyGiocBrF81K+QVDX_i-|C|CpUe5 z34DEqBwzX;UGKZT7Zc;?C!Trwh|_Y18H;=jIo3OOH*>F)URGQ0en@aXZB0!?#mnJf zMIWo~q7x~_`?KO3j|}uPess9frCQw3yZmo(d0#CE6Kop69&sSy1rZ_$qNv0T^?9Se zPi>{tu$F{5L!vFO^q*`Wjfk1}iZh{RW%yPk}0pU$&+AYI+X3b%UKs@y+NWgI`IK z^R!blC>1P7{KgesxCY2DsR+!-I?JV)0n=-iqreXn93GG9bZ*D1*FJ80@=d0y;Vl~O z3HrnFh@gtaxAaxX_*N)M$=8W6vI5`Kl zWddt2Ly``VS9{J4oF~W?T6_<$28nO)ExN-NHl28(VMGYxiV>SS{9c;OaLg&X{HjS= zZ2eDDD%F2IDV>efFlKJ|6(5CmdlvQPpU1c#oy@RaHiqj8(t9c8zGInHy<^A7Kkl6( zzwek{7Tix%v6w{$xt!?-9RrV9wHkUjY5%9ygHi zt`}>2&Ame|knfmucf8`Qi{p4XSIa^!sf3{=&gh4n>Q?R=gp%{&@j6#CWr1se{0?DY z8I6L?jsj4O&OS3>D^=%{cK9AXj|)NH`fK$}RyE1b;>G3u2LmiT5_(ifVy9-D+qntb zspV$PzR|e8F0_{;d900)DU1^Tl|pnQGm=s;Fy`ioGTAIthR}S`<`K}U=p;;B;ZpL3 za$&aIr#_5`Kx7k9cHH01`Hg27Hwq3=GpRN|8te@HSl$vStDC%3Niv!Su>h;IV#U>A zunln7`2`3CseSJU0UZ{UcD9VVbw1#!qjl;el^YxkM&VB;VRj&)4O095+0a?Fyn9mj z{XJHs*Wi%hY~v<3paTTwRp}*v!;}n#hn&P)b)@#BKv0Eu-ZO;p;-+UWea3aWy;Z{Z z;u@Pyadx_Dh!9(A^lYSvE=Z7VCo{TUY%{|Qqrh`~V`RC?GHe!9PTdBErD+&m_+tPY zI0is?ToGI=PM$@AEywp9GrjTwc;#Oq57%d*9nU$C3-;(}^l1S9@rfXfr(WM;4w~w# zaPOD!I^k3cRKP7u<)sAN;B5E%xMAV1USV&hIAcB^PnvjV#t#XLzxi2Ze{>72+$&TI zg(HG5w&?I|oO{%~^>z|{P3%nkPAzWvPgBs93ObxPNVDJMrjh;g1WSj@4B{Kt&hF)K zhr<;5Y|Z}qffrpd>Fz31O!ci|v^X1$yBg*=TqusTDi1Kv>5U_Id_;Oh0E7Yo3x|vS z$+QDqAKf4IA7Vp-zv~BPi^V-`-{F%O9d!JOk-DtG220s3VTKZsyadX%mr>6`jZ`Qt zZn}+DJ=O%_UKuANO5Sb?<+sXczzqWAv)QR|8~1!o{CU5xRDZk6?I|*Ispj$y+Y_#$ zdz1I?HZmWcaAzSve4Lve9RyKD#de}9C=j6R1E{+z)6i{`evO%igq`L>@xeJIs&781 zB7I0O+--c7T$pYKzpb!8h5mQlz|U&HxJwZZez;l3ftG2sVcq~K#hrkDfIWn3iQ@Nf z`BwMu&eo9Z=B=Yd34#~^Yb~}s1i`=7s(-kAJE&YHSIaQC`f$08S+?NPuOnN_OiJ3! z7%TXOApSmIqd~VkpdU3tyS;5xE63T_bjVGMWM6GkK90T>07JERPw=i+2w-qg5#h(x z{U)}(S)})?YV`J>x1;Rb&MyrNLquHagaCSOeLJKyt!c9tMEP`9%($BL7jjKe zylA}Cw$1XTXlk3Ax`XBQYQk+>|IbXb*6W)Ti%ai7 z;&;xuYfcUDh@r@kR|%E2{p2RuEwoIcsoX|vyA0ys9>O0m%r@3}soj(&RJC7xH%ld5 zFrwM>d=&0mO1;7h{XxqdHo(KfCU6vj{#);1WG&@ozvF{bWB22*Z{i|OlqWeQ=|i-) zsE3?|+9V>E+eqRI#QT9L|aIG5EKd|dn7S-rx*fT(^6;@dhHqI zS(oY~(`htBgZb==2$SDj>W9DE9Yxa!txB+5yExEhP_2docS~O;se^XOX`3Eo zX1!q-T7BWoqKUTs(MKueTpw7`g6ZQWN4{+6HP>L*&q_|Pr$R-Id!rq8{ z@3J0z{Bq#q1;o&>h3`2Z*;re@oCuiH%ZM*y(La7cVo2w5(9!m^oRuSwxbe{^B9VA0 z(pQzHK);J?)ka(LBx*5c3RQ^Yy8YWn6D@Q39IR^3?}%mr=NEPsq>%BZN6E<~v~Sz9 znfW*@a8=~UsR*6R0W4cK4Y!1yxTpgui4I<+aZGBCa7i%FX?le+K8l6|Gt_kaukbonrpli+N zDlpuN9P*R9%3R)sHJg=ma6JTBVU){D^5Ubt4yWWlH;bu-|} zT+T#k-GPA5Tg;i&&C!gZ*)+be)IMC%(GHn0Wnl@nZ*5ZszsX-!dm5um`p)dPH+*~} zB%stu*=V3Mp2TnxlsWE|ZZTff zZ<;M`k5eyi{Yg9OJ}VLcqK`0SmVO9FZJ1}`Z2RXYWGLEme)oGa8dL{l!)-s0%OFvv z*Oi~1I2JGnvYiRR1w57XN^Rm91*e+RTzkWLAboSf*e2vfy*c~TWLCHws zjAWMBFvjwn6YwOYyv}Hj>9v|&a(Gy-4q_SA9`QH5?}_GNG#W@uH<6^OELORva*l5>GjI& z_Q%WfGjc$Q$K>a&34)Kqp`?Y@5L$@{vi&%S@@?!e9^trM$bEe>oh_6kaFSrrK8HC2 zAr?7~E>ynqB$=$zEJ=DR&5LbJap;Hj%3WKPRl7|@u=oSXn?^yhnLB+QmJ<3cy!q?J z81bA>SD*G&g0Z1nza~kZmW?+^6DWxbA%so_f32LxAnfmQ>)9(95^nobI^Jq1Qj6p* z#z@Ks7TzcMrgQbLISdE9{?SNSpnYS(S;XR4csSkWbfrYkcb2UX+c>73Yrce=CMgz3 zWOoFP=YEwCpTfyw_5PosyXjlbyX*!COsac7%aXL70q;!KIfE9426*OUtUa!wU~fei zsscLfNw}^tlt9{nPzEqXumjgWG75jCZ@ap85z}Z7_Y^5a4OySF`1VwgE?pz-`@(r6 z+2$P{Cr_3#@AtZKm3hH40TfmKyUy>hBgZBV9e4b*Y3_DO#RkLqFhu6NJnXq<)KF#1 zUe@dN2XZVgxexIT&Ye8UNl9ch3Tm9=9v>BV68k4tY2Jz8EeMoWGxUyK^V zQdeSyp2gz&{7i#mkABUgg6-($0?mHU3YR0gV2EV^pMY1{Z?7G2Ie;by+vMd$P>Ym4 zB`U<_JKe76cXS=R<{dEn`|bhuMP@#RDCS0tQbw*?YFBjbCxJiiu<8V|2`09_wGKpc zHL>wqzvRfRdY58Ullb8pWZc+1jB_d$L-0e5!cecIjygc(M34e(jIP7Vp!J9Ga^en_%vhVhKwJMF7f#xu(Dx2O&CMFQ9$}Rb?8%yyD@VZu z_$8RY5D~o6QO72Z$ma?8#P8a-uO=Yogxp=?UNJ%YQ;vg`=w z`G1b=Kax|xhsmhrDF<|xk?0r42;k{42LYL8Wu2Xvs#Bmsv@myIVLXJiWtRhd0?p|) zJA$%zl5mjR2_zNI)Fyk8sVTV>Tj2{~2SA~mkvMY&f8f)nMu%v`_UwpMz`D|VL$OdN z$3q)igAX1c1T`(7?|pJ2_^nor|#j? z9(c8*&r77PJ$?x4@bWvy(vv(` zpiiu+WL5kGe7xMTq~pi5*M)0Fk|ZFagmr+AZlW6yBLB^H=3jQetRF~^v@ zjaQ;ofqZKKhK=h0MJIhkLitkf^GN4QqWd(9uYkESWKZFnNiI#c22K028(hF9Y`eJTHZneg|qSwFU}tS?!J#N2ZDcO$xdYOYf9s&5WpM9d1 zm1k^E-eM;Pas_?Uf0n=ohS6VmaXv;XKg@pFgh6uup-yMo`$23^z7s}2svXMX-_Sss zKYJ!}L*(#&cr)f6WZ%W>@?nD^mZ}c`8+tD781Z?>Hy2iqS-#?OE?7j3bW%?b0~k<{ zZd9u|V85G`jf=e_)dZ(M`i1X(Xr7!GA(R^lcrd-MJ0I4WEAUmmv*)s%Y0T_L2f)u` zM!bR-cskCbS|RS@*^-TgyBk5?ngsHAhUS0*z_FU?fdN*gdcgYsf05fUpl-g?x+_H# z{fPoEdFsj{Z=G#dGenH7kAFEhy~WYp-~$jgQVnXUQXaELFV6d3ERzl13V7J7ql=V) zSkfJ=@8pEk+c4A#;sV}n1MNE<6t+1|nF+N4$-<|R=ni958GHo5pXXf?zW)k;4_V>! z&sV9@9MBPsdK{pI=)X~sVLr+z;v#9nO>IAIV0t?J=HsppH9dG;K7D(in*Yj+wjB}; zva)wbtV*?wXWz%l#g}q3M~O}&y&TYwetM-y46;lA{bp4olz_4EXlwhUx!QUNHS!5G zrhZt>dn)B(?K&&3C-HcAb6E&3vPdJ z9PC%ov!F10YRJ2K)+7UXaLsbOxDtlR$$t zjgh9ZH(7X>PecBv6883*1E$F>cPr?F=7Tv&b+Ux=hGKdl0BEq?12M00hlzXuj8|T3 zK0H(BMmaYPq@+-P{&_qW1b2T!FS`e9ViYmlZSU6=2IxhhNs3|sRixdDir>)7gDa8d z#iiDfM{DW>S%{rWX3fkODH=rJ1$T~G{XgD@VvRL#29+W-uO9E9)ZnZQA(N@=pC~>N(ZiA#&&W*C2}pABHLL%*KAd`=d#&?X6B$z zwH7lD4th=@fNj0VsK6QjG;XZsQhK*8YVg}e08eEm1n5a;&zAQ9w6)YPyOWl;p9Nj9B^%K z;orKTwwqT`Mhv{}iuI01WljIV=n8yPFx}`oCtuwgt9U3yd!T|+B!Dt5+x~xijOifs zR&KXr4s#U8Uavo%RWgd|U#J3eHW7f(5G}^yrbtFy6_>yCm-X&qTYbH;_un68mAy#g zA1=V(A1p5n#3NJ_r8rWC@PtL-fsI>GhkFyln)UbF$HEECd#arJ@qzq6eV2Vgk@w0= z6akxri%>CSd(Au)!!We3c&;M{wlu;kQe?meAgTSdN(P9FpAhGAF8?6uC3FK-y!0i|djR{p?6n_VT}a&3`U#@Dc#5sGFf+ZV#!ZI9~K?BtH|L z`RrUkTvWBW21U53O6S2+`^a5^^q;6N-pzb`8C$%gXCvzV0+{b8w+=l~7}(*Bc5DP~Pxg8cVhv<6BJW=mM{?mXS( zSAU->XVzZ8Sx_lk@`p*Z$~lZA0+mh{bS>`-*aMDZC4UjvK%(niLg&K!-iJy4+ytao zO&S4TrglOJHRNgpW}d~c_D9TGRRn;t&^1&@GaKBpS=M{((4^1blCTCdS7Q3lyG_;R zxrq79Hm3F7DeV_F8X6j-cLJHl>V_1rlG1(;&R7jiYA%iVf%2c$U`-+O$L{?V+PK|3 zP}}>t-!d23Wj&4ruB4y7G3=9lfQQ0}22pFx5M!0lSA}>_wj%7enR8nz3|h%Rw}Scf zzuG0>&{54Fhur#bh|X0Ut6Pw@SL~ISQek=mR*|=z9`U@!%3)hGI27vBF$di!&3`pA z8nDHs_>QpC#(+bZV@9OaioDn#XWLD$@)QaVzM#+uy(cUB0u+6LQJz4Po=SPtZudE^d^ef@@3XPOhSkzm6mn)fM1Q3Zf$mRoz z{_!gCsc3v8;Cg}_!-r_SaxC4B22*893|f9(NELB(&!MxYyS+Lgri-X}ypY5O$T|}c zuTMFFr|-yLjxKZ(ra-@(PzJqtJNd?A2c$01`iD%EMJ2*9fo|hEBGK;vPf*9y)W^Rn z|0&pgPAq=)E&<73#|Xgq=szmYKgJobyR{oct8Mhi!$GV%vn$JSDEUK8?BXk!5trXc z#xY<;2Gc~1_#}MaBH%w8@dGv`^0fwdrGvSOUbLT;{^sCEsuXm;hE>2_{gf>Nd`unp z`&+`6fVV5Vb=D~7n^JaTO+W?GN;sjvKAeB8A1i8ZE{rU^Ml)aSldLG>_d_yr4dT5LGU*|>FCI$CkuL$V3 zj#o*@+wo;cE1hwPP_1+WdM>dQ8MQIW2*lcd@mWGMn|Y^bLO9nr=cq_f_x}g z{aU9IqhM!>eMxC`*x!G57Z?fo+p{8?YwTaoIfxBK(*m+QLaW6VP-O*N+sZG`=|?kazhe$aE6?1CV@!}0jp{aVey-L-=#LsDk?4$If^y$JMYVZCeDqt zAdXP;)ch*j+)FrVNfd}Niw0~-ZCr=V(AlLlp7-5R3Mx>OO}z7^(+7Wfu!2(7x^&Fhc?#_b zyay!EytXfrjUd#MR+MIkSr49Q*d5%$y)s8VfbPBb^KZQhMo*|Mg!OghjO9Y$-Fi|` zIj1goNI{SH*%nqn-=_1gnj>Qpnb8_n_ya*zbq0%=x8m8D**`FWEqsYQ&SJg81s?BB zkdP+GxD`=7=o%ve!Gz9u8~^p)%ENthzi~Ve)Z6{DHVcFjAV{t3nlSEht%+J_M+v^@ z@pnf(M6JIrB^Gcgh32rpedKQW*VyO4xv%~j#MxO6G`;mt|Ge3{c9>R&58Q5oO8WQk3(L1C#TcvO{ny zWjDjYb~OM0`!fPmfD8#%zxsO9#1BV1I4^HEQg&1}B#A-V$cN*!pYQ%Ypo6dj`VF@| zyQ$vo?sdKkDohcymk%!fFrYR2%9$QUy0PFsktV_5847z)R0vGlqdjIiS)_(Dg44Bz z{Yj6s0aOwD^0@jh@nru@D(!B8%Gm6BIw~6r_8i=Juqz1vzpkL?XgcV9*|tG3o8|g_ ztqQXMS3ikt_{Z|$UoBW(GxrXFYh}JQrH9Hsib!j~qJirb6C;^y;%}_A%5NrDnhnl& zq)S~f4Xh?InSB8WU@lkJ6xUc8XqcgskhWP=BO@Efmef@)Twr(R-J(PVe7io@GJqF3 zrP_s+nYJB28Ffq-?2sdlrhhHTF13TLSGn!6W*_h=tNq`Tpf?g?2^e(sHobpv+wO3% zXt$Lg_W^k)aG~+aYci5-2Fs)kQCgtftxx%vh5>LobiTG)d%GoWTZY;b5e+oyBBurM z5JUh*Hy{a!!bSvko99fvAGhH`g`X#WzTuwF7M@$R5ep~7WX4(anU>ydcY(0ZWrH8e zd}5~sstEUyLQAP!gUB*M*(D=b8x6LjD*zYde?SqZ2oOM+>szGRgl=T$bGx$-hR#LrV{Et(>fDBFn25w|KcYGcfR!o?KcY$Y_5APf&4(WeCb-Doyp$=P0s$Qu&>!MeVAj`Jn%wn z{VLZ@&ThZ-lntDSQAH|Cb2_|wGC#QX^WAW4Z5qzld ztcNY4-1r+qI07(MXg&HL9PNLVGMDRB>|LIE!wZ|S2cm%BV0N;}A}^Lw^2{$&4`9w1 zkQCFuS&V^HZNUBEbLtfE`#l;%0Em!c87#v(rh3%h(-bWQkXDvxRyB%ES{M^II6lE( zr{_`p--%b?n7)fVT7&z9$ozBp-!yK>`3r~Olvlm@Tt%@8>2Mft$5#k8S6=Hs+gifa ze#1Liti~gX$b1~R$7jvl>Ve%C;%wPZC~N1X)s=d9EzN*Xz?&`c%$es7e1%_$Lw>U3 zBm8TMVi5df@m0~;v25?JigJ1QUlj%1$oby+-|4;6!THH@59R5Pr_FJrkFnV>0rcp( z#s!It5uZ4|d>O-tAHv9q6Fo$zCW!M-=*Wy*DO-3K#=;V z3#RTzJ#ltGPB9SdZ;cNM9P~^7Z+=L%EvLubefSdGjv`YeSf{gP&W-caKH)PN- zPZ-OLbD*Q_!@9K;CrSAQBbIJpzLsU7CEUFZ$MkIHyIpB3@b|o-a~{zT9Qd36&_4O< zj~M)M>Y}yE1}N_p|5terLOKIbw2 zhXyDs!$BZm$DFQHs<8wXjUx^;dL1vwQNbN`#e7i1}02iH8Hq<1Sj{T61)2(qxZF2Jpu)~ z=sP>9xu#jqy^~b;R5^lmL9e46&4&<;P~wW4p|j4-dV70@33j?P++!5m6Gt+IpTy(4 z@Cym0FJ1WP(1D}vGAV%W|JQpMZMB=L+8{(v4#a0&h5PUl39qHYL|$#bMq$-z>H5A8 z-~ZK1@Vac#&FfE>=2)|k(oia6nI=eO`fws8(ZU3VD5m7YGtf_ue}LJZR4BL|J=-JT zb;=LhUI7!Y&y_9xtr*s4|FMe$cJnY);7%#_uj>u5k$1t;u>D)1)AcQ(s|+J(E_ZuQ z`5Y)-rNftne=ML;V%+951(Weh%V2i(1T1D?iT$KGsoa>+j*}VJS~Py>`;VPx?A6l! zluzQHzvp)@0|!$~<$t%r??ON+Zw<&%8`K3%R05o`48r0f-~EEM?gldm1sgiJ)5q1X z){M(_`)9X7TCf1h*=PTp0@k(d(7L_I0Sv>CY|ArScDGva6zZ0unxIB!cXr^!B!YX& z)#@Q{)^Y3AO`E~-Vvas0aP3oeUVT0uEF~RwcsZ_*MfxVqfiCvP{EJ{q`O{i>;DBb* zCj@9Ye@)KLX>g6eT18}g)&G4t>ldIg*Nc;EcGiQRt|A6v-n9}Rl@ntb;q+f~1P7Tf z%;|AH#u8iq7hEYJ4@NbH*9YuGv?1$Vy`p9Hz$X4DZesuBneCHKN!q>!6urKC1+>Fz z(Yxf0Gi8q%?;lXdq(F_is%7ad)Z5#ukNTyn{wI17f!N3E1NqlifWGLkINCjnMn@+W zbeYxAI)ZtG`CP%Pxd}MwIZHiPc(sBlFEu0;cElg0O~1*q)QKPbJX!MT^$NVK5z`nkNn|AiYr*)c|C%p@>5ax zlAFkk91B75*q8EXW}C9XggVlvT7J?^5tWsKj1NB?{r;B8K}fUDmPbnFbzzeJ-9>_- zR4Sj)nLpVQ-fd8u3MMJ(?E4C|yT@nGR1$=!;1rU`*6f^eSrU#KI2hk$`c*=mqzoRb z_T@>3g-5-vK^O42%UX*=&!7bI-9iCO>-9<6u|WA9Yg688)Sq{0P%%7oLDh*e9U#B4 zFO*i50_JT2w8eFtqv`&w5ikC9UBDpJAFfyoAGr;@QEfMe$jq#jOP2gIH&Q?{uO?s< zN3d@S?sBytro0Y+;Y+LCD!S^**Z%$h`_i9>Nyh-mKq>))YW4DF`NwAYmfl-$e%@07 z;`QAi@Uw3>tfgIt*_n>Vv$-nidsyqgUd8O&nZ!=GTk4#Q`bF&I?6A0tE4Tiim8 z7WS1$A?pqst4*mr#_#IdR0BnyA)2Kpyxf@@6GRMcB=fiFCel-}F@JN!y#D_Sn+>ec#8i7BM=h@zxv2s4&-`l;9hv{zc`xu9|T>E6S=UCu< zdb~;N_wRZL4hb`YxY7e<2te^x#sX&fp(u0GU4@vyX_Ls%^gCDc-?$Wet|K{!O9Kro zOID1ICb(GM*}qh0gx49zgXtGX42dikJ>HE#*tobl>Z9()pk?=S=>rPtzk;(7nWvM+ zjvn^X95obY@cTSN9^+vW?X{?M2eiB=Aoy5Pae?#2oB@G4oBAB#T&#rMw1mC4ph91S zxq{r4So9H|+>$ZQpGM3kDDfXn<I=kv_U`wJ#LU1m+to%l5*5k?JHZ&gbLm^z`;-2Uek`x499bdiC*U z8P!PUU%;76(ge`v6GI|``Pg;6Xd@%c{RwrDV-=QD5FpR>KPjM)S5ts>*y8eJI-LAS z_GEI^=^GF-M?S)@u4{czpWl+|ofrGFw`LG-u-=8-Hl+}bIj$V&hI>0VQo6snx*-(J zCiq`C8ABijZ0j}?-RYNbp_Dswp>iNeS;6gv)sed<7S$w|G+*&E+@tlmkM@qqXl7f-IlRj?;IP7n_eq@h@J~8T;Kcj zM7H*5aq-$t3@F0Di^E}f=Fy~LsNsy@PX2!Kgx2K+5f86xPO`g6Nzxmwf}PkNhwUBD z)heI{rZ)bvKvT5&@z*g(yD>9C;d<58thgc2`X3^zba-5GZMJTr=Tb-do)=ue=Vz?mZV zW_6$Ul$;BZxcolwYO!mqUW+iTXg68oo7q}XxGTHe5#8Tr2N6QkLrLAWvKa!pJpufg zSS5RN9QqIWs?f@?-KZY8j}62NiSeX5qzV>Ye>gu6ooyoMvW0TZy zlu$GY6-p~g+?p7*UPIY4@G|t05L?8j(!q8(>zN{V^dny2t$r67F&w^!r!9`b#?0Pw z;iXS4D@6k6uQckq$PoCA$Ctn1h(2t$x$qK|E=EXAD}PhZ$tK}-za66WYsC@YrP}T6 zQ+h~15P>H$#Kj_eLoU>z(#;>CH1I4Z54r4DedzoJWfxBlEs+cbym(;c&Q>x;d!x$< zOMLl4$h;%vvgV|#L3M3seHQ-;q$Ybh#c6v$IxLkNlR*4T-1ldrcgAmcCB#+26Mk42 z%EqE8;>(X`+6i-@E6Y4!V?7gJ;C&_jU@1rwqlDrYAWpvZ;kfS3;SlLJ>wFMg+Y!TO zgk-vh53&47WN^ENTV|(@Nj};hmOdjEo>Hgq83L~8#22bg=hS5x(jYErg;SRez@8-~ zY=xis*}X(9EoQIjmCJ5KVr>-^E)cG43$p8a8?GlC2CYw28PXl5d_M57-d$XKk_dQ+ zWxGc2zC~+#AEloqH-SuUNV~|_$voZxB!yK zfstLm-Lg5#!1PJ*ExaHL`f9JbEEpGBw$vO78t~;MvpP{aVGvF-R;Nz>m?>4;ePrPO z5%$(`S#Mj{_eD2IcSv`4N=rA=jg)|tgi=Z)ARW@(T$FT6NJxW#gdkGV-S1+bea`mW z_wzjOpXx{Dir-puj`^KqbfeECJ+JAGb5h0a72M0rFrYRhAbr!#fXDnnjkjagC?-?1 ze_sSETR&cy(S&!ada)0p2ai$QYSAyesB)#X+EM9AO;1mNMbUryn0TEFslwmB7}pHJ zv@xP{`PJH4M(9)LB#K_N4f%~Ti5$gV?k{&+egG0iY`)0$kKwnSt7|tAIZkqdoEpv7 z*dqehp>(t5GqF&pzoWTgh`m20BbU*Y>KhgNJ#+gBsZ3yR%C1aqI^rO8g;m_)Dzf&%INO0O z{YS(^@0uA-;?4Ld9n6^Le(nbWHTE3;NXl(GK_A{t(KpZ8`ddpZ(cfxB>b}4k%`>R@ z$oF}rog8Ck*I_;duQS(XJY89E)}{{f+Rl4?KmN?OkBXZcH4sMYLqEIx+kTyzSP?kZ z$=59aiOsix+=-LXlD(L0#ZJF==M=N)cpL*xAQPw%{n6(jm?Tl*8hqUVe09}8X9Cc; z*&VStz?QdQQCJQ%Zh_o&toi%zM9;S-ERQL#C8PXqZ~MwRz5$Qo?xmnS-~H;Bq;rHA zJGx4DJ)44d=m8!VGMqOAm3?15j;&4?A6b%LMdLoA@k5+RJ-)Z-P6)O&TE>pr*6rz! zp{zdN&&z%hIj1F;^P=RZN=rJwO~EE%-HXalNP1di;o{=WJ_WzyJz8?rcd3horx_53 zSyOqa*&O1@-URB|x)RE3_|oQ2_bA5mx3tPQVY?C*HH`0e$4lsjM@Fh$cErCoyHO^n zoZtDP`v|LjzABi6SKk(X3F~M4``zzP`iHYQ@vxaAr^NA{{hxX10#2EKW2F1kt3jh` zw0^r<6Z*HW$8=PKg)7)kx~zsco_iAAHT4VXEpl{?nEPyJ#gL?Xcfug~KKr?$xL!m$ z@t$X}dQscj{a8`<^o_O3CArkNo3ge<>HW&GPAz1%%QYx9-}EBiBTsmnjlL3oyl5LE zL`ARa8-=b9U)isc857nJYtdq?YB+pGLAR%@H1sGy7WzDWR@A8d73sPXVbAavb~``r zoQ)F*@NR?YL3E!%D@2Mu!X~Z>KOI#3+R_bS5h`VR9pYDCWz>MbIdmc4bqM~(ZLurv)&H9oBlT0i$EbQseFBw|AXVb%oIjoPWh?SskGLZ<_7m%4H zbB0S*9sRZaC9n3Eq|u3lWUEHg<{)TEj(Efzr3F<%A3D3v+CpWBsk>tPP94nVzbC@_ z6e}V#y|dO|;r|eWjqNN;Y!nmCrqMrc;<)_i-tHK=A+_<%sqR~wu>Gu@JKQ&Ot-cb# z5Fold)$xg#&6T@dfv0eacz`TMi6gglP|U)kdS^=UH!=;9xMNUN5A@&Dsz)tS#2RfO zUS?A(6c;(>QY%vWwh2*ZzCCG-27(|?K)(uD`A*f^W3F?(d16zK<-ot!eI|xf?Y)kk zV#A61$o`W*6)fDFDSfXK_E&on6k@`4Pnv3axyEg)emr4v&&Kh4rL zG_7C*zrkh_YJ44&3wB2pl8O|)5s1tbG=>CU`!BYV0{b4EWSx2r7QcogMPE>@TZ-33pd*Jk9xK8WIOx?vo8z>l}9{-Y=K)g-(6Tn>F_?oo|{ zz#jOUUl|QJDKW`}qQJ7ASzkW(Hu*~1e|!O$j6yEd{II9ys?RBZe>=w_xQf=gc1q?E z;nug&zHfMZhh*9uQl05G-ZC^=yrxGC>S?#U!Vse_MlUk0`s zROc%fT-BG-qnT->67#)Ts+m{A5af%BClGp3+uhwwh7^Mfob?<1uQpdb?}Co5P(K8i-5`ov2Oj#^22;ou$(EZ>Aex z-&d;!;9viMn?EIsni(O@@wB;pshrIJIJv6J*FGSiGhtD;{H5gZ88Hf}gM)Md@0@Q4 zEUOP>hv6WQq{qT|9AiVNDDgiW94Cg zW?511U$A|cyCnrX{aBPINpH8{^qOU8$&q>4Pds#zp$gvSjB6Wr?-=yBUt7fWpTMx{ z;9mFEet&s91XX6f>E*z@#Js>c~h%q>U^nDR9dxJM+|c^*^UqVJk#39ZdE_A8yp>xz5|)Ur%4oIMtmgrhTf z3E%nLzs>T0kv+-B{Fv^ks9TM>bx@jIZl2{2@e#_6VsAI$Fr4NtU*T+7YTr>>v`kc_ zd4_67sln`g|CF(3)WzB~o``xS2k){s6t|T&J1lB1>YjFq>haG` zx~E&Jd7o|N zY1nm=7)KhStNa^@)!-9$Xml37Sem`=Wae+%O(kjE9ac70&JkbRIQfT<)o!8mGXCY| zJR4u9{hhB^-3}kgTF9wXJYqC8DGQhhq;S?$5p?E;tWEVt4sP)hwsmM9t&7-sy)Cb$ z&A4rqG{yB~M)`jJu|t&yo_4X2RmxqN^_L2{qdM-n5GZRvCRcZ6JN+Ie{t!5WehBa9 zQ&_;1`AKhlQW@VRyj}afwU~3H>l?q0KEA#ZJDF1b62rn$LjBqY1TUiVh|1YoXAxWU zYo9$u(EHi&%c@&{iT%slj>4mx@Jq?LL@<%W>$u;#M_T3B#*ou*P6%xD4z7AJvJ2#a zzJ-0b0y4HM%I5yTdUuR;H!Y_Nv(Bq)+wzyqEr+M2YI*0D27RC>((HNZc8qQ?`t;VnnDxbIVXy(@ z>!W+{F~ghNPLN4b3<^^F+v2lmQptkQAVihfk3WRSE|2ZiauSZZ(MiN~(mg4sIlfq4 z@j#u-e|}B{eJ$Xb0u>jzQ&NAd?{K=4bHY$qB4(SYAiY0LL)v-oLadh{D-&6hjV!Kt zxiKL$uWvTx9Hod=k~O!DA%aax`fh)F`bmsT4a%AXJWz}@dyqV)ufn*Y?tE?j2b;w7 zs>X~ER*yAld6)Yr>}GqP_PL6oN#4 z&+~in8jDQ6lI#<84-cCvJuT<&U$u{Tp-(7J$hNm5LF*89E>`kFU%F=yGNfLRuppn> zu{R0(8Q~wcrb~Mr4uSsV--QUk}^QU_2+YG@URgV?{#*A4@kFM z_Q{+Q!;=Dj!x;`!w{ z{Fft*Nqi_FcY@jx5i*ob034D&!!x0-{R_ zM+4)2+-ipr_(Vxn>hkQ~7bp?nQ?V5g0|IC{Vz@Az{Z>Z$BB5M^qSoBpDKi(H^=htA zQ?knCoq9`Oa^WQ*`!Zw>D@91ss!_d!>J*}tm|uEBu_h#+;4|Spox5aX`09qOkVR82 zt^XSgqedgd2mS2Px?5?uzk*mxju>vc1T}!=E z*`)&U;wm$8iJZB?NXRskn=0*hvoTPS4jS(Whku|aVPmAY}w}3Ct~nNPPRDT zzd}EMhJ}5pU!?pP=y35LUW5Q04o~X|cu>Asvr>qAM@QZp7PLd(^q4$=rGAFO3S11| zUZ%sQK^*qtP6b~IB9{?*fs*pY>hbwF7tycn$T!}uU2eah6#G2w-4B#Cd%W#i*ZiXl z4?+v1wCn?BRwFc@N62%v_r=0+J9j+{n>@p4OKTbR+*MT}B;>CJ z*naSj@iE(CvYD#O;ed-gQ?JSZWvy*sA6=P$e;`c})Md_{t2gE=V6AWh@3hR4Sz0(% z<~@ivLqMrlaxFeyCs;Htp7Ki^U7yG1e<+BY|i8EpW*E#29L*y8w)md%Mt|p}HT&s8d)><|G`5|3LsA3HoAey2t5%eTu|5 z#MWnH*|6Jo3hHToRpo}i;Ydjx^3{+K^#-42QkS7aHEFY`LqW4VF!;xT89>lkI@hfq z5OaK;T;^;QP>_Cc_|Q1paF}-4ooHJPy?7Vx_%Xsy-v75)7%KP=7FG0HX?fVR>ND@9PhJcEc{tjT_<@Gg=Yw zrbXQtjbwjEZx+(enZT$!ki9`4AiF;oK;ek{d-R1R+aR)pU#8d7QK9hyXIQU931_Dt zA5qQN4v3=#V(00CtXi9;gAINtW9-L7pOZ@E1~Ihcn!)yrgs*JTfj zq)DadDL^H=H^0@{-(rrFMo_W9%p|GoSbp0;Jo{1)ECiTf^nOy_iblI;u_0 z-HG(8X)Aksc`}C<`t9pF+3N1g=~otc%a(R4x@3YrnETYrIZxU}Hz)SwD>$YBu7;m7 zaZa^VsamYx7I(p|Vp{IGD?trWuLriU$7&c{P7|VBLTabz@XF6B7clJ)C@3f%x4$39 z6HT)!N;6^T^`EfYi}Milp(fH8A752^GAUO-c6)3kBz;@tTGbReyVkW<1RY8xUlie& z&w10tCS8tekz9*kSi`tofy3!50 zd|0_HgJ85@Jx5J@+cCx1m(C)0ea9Odu{@z{^St+%j%flD!dJh0S>VgRzps7#>=1?0 z+_XIbk_@&y$EW(D4DUbRY+1_AF|!S>Qjg(3Th%4LeNFp9u0l=3SLM5%|3jGatPL-) zqeWrXnQr){LK^8>5K#)u-F#mQaNvpWIIOB}2sd1#_%`2^Td!WfQuX=x!oewjE0CAi zJ+O*pkTHSWW8=>9&`IMt4%;@GY-gO$o78PZrq0}r+;*RYMLCuV6?*Mk%eQ|wO>-<@ zT!FoMzEik9Io(M^clbOY5$80{Gihb|38C{L7B#QA`=ycE&r#Cz*NFr`+1)BVVG5yB zWMN$t@0V$Q-mLoP1SA^)%FMS%!_80}^g%Jy)&()ib+x~NjM9wQwKg%BxSVa|5ebFk zz^f%ocm&pw$p^i<*OJ@utK#?e^G8ZHYE$~cHbL^Y_LZEYA1LOyQ`fxpjC9ku2m|Tt z8}~N&qz)Z6I2Moxzvt9R4>ISK(+*bh^wJ@L*QSZ_F1x0zjz9H-;u}g)A7(Qv5Ce-7 zq_HQrhYo#z9WT`*WoyCF#Zr5+RsAx=;jMTe_-#^L>4!;9v1Z>wKUb{01BlYw9MIK+ z(S0I>PzTX%n~}!85+?I6Kavd3bju1SHvtm|a50D+r zv$xHhp~s!z)lXwys6NHooE0-i%-ePwy;T)L08HzwoY#YwX*y3KNK@?fuEA@f+;3@-t%c!5WyRkK3B^P)R1fV zBq6w=Fbfv1#A+}?={7}D3#f5|z3D5vHekB2HLcj1g6K{C^zCG%taCWb*hG6ie0sPh zuMEtf@`|LMG}R?6f+#0>@LHBroM?TL(;+N(R#K*;KcMdgq9&{;jNZ}!hlP-jqf&SS z$)sfjv}F0YBxC9ou0rqV*qH*LA#X@08&1w4y4Mgmj8M)9aaLQog- zCNH4&;56Z@G>Jtk4D!*U{W*TJg()|_Rx?W<#c?6MEdcqlDnUE~qXD8>MKQ$NgIPN^ zM9qokzPbT0y7ON6?@^!=Ar^xYvi1c((6l+m>wuBySCLR>Ye-S}}{>)~BTC)$Q{j#>Q$Oqo=$TeI-=a+IW6| za)o*P*6|bTx7KcfUJC9`#p)mhlCY>KSu7hYF8Fsz=UxnL2NB{n0g3tfB{hNO3Z(;? zn+5-~p#k@EuEQHb$Ihybd%CocA}eF@I$^s0jxV+7&(B|1jSY*4Acz+# zNfj-y)X3YcmiEcjXxlC!0b9caV(6!lB%-f;($bVSg~TBJYNnk~n2hOoNu9tvWf39L zCZ0~sJ9(+;+4oK)0_B8hyf2kcG(p+WPb(zA$*K@-KbZM2jN$mRBu9Y|7|ZHE>q>T7 zo!${h5w&4EnzxqUR~@1C94dO2wjz9i(UVt0%+o&Xwm_xfxWvCmf=N;w zc_*)G+1JgN?J7coq2Jri+S)JD(@p*E<}In221Z?U?+u1iE^~uN#;)S0iY5#}BFgP|#~=tA zT?Bzln}LpcLm?cn6|czuxSZgKsORz{I_!N=kd|E#btWay@VXYIkkwL)xa~?S!bOITiQGGvWG$ z(ZzX);8dG58gNYeP6d8+^tdmZABmEPjE`tJex}ee#Y&PAnGw_CI$I#<1!`-9?=f@4 zC}b$;bMiQT35da}O-|wW#Ai2cDOi^ceDkVUrwwOYSUB5g%YxhIVmH+ypn&{%WZ}L$ z!n9#+t*BA+kRF4a%gL4_uboH{h-Qy~Xy#TF9b){oN}xqU=hd$baG0_KSNj)!oA=?SDs%3 zs{mV`*;ABb3+zgH=NnC(H1(6Un=*NznzFCvI6yFqHfAd-n*7*YWVUNJxDO>q{B&4a z9CfEk%sI@Ge1kPPd6YO>mhI-Kz|QEn?~y28rOC0(q?^H9&GV4apf13ULN!bf3cy^I zSCi>+Ac*}%4O1?!^58bN(ARZ+nAFqVm+gx<^F54^&;?5N!(4g_ZjB>gl5V(Sd#HPG zgtQZ85&LB*#EAbG=RUhohStjfB%iu-=;vtKNK418dV&3IRp zS%9-ZbVKaEjMjOTFZYj2rCF{%H%!!@Ls2?t^me@=Bu$>1BADjR)b4;v!+HAf1yS^= zx*r_*_UStNo8ELgYvF5jr7QJTa&#!I((?p3bfx#ywfRbd^l?8YT2lWQhrxg+*^Xrn ze6zpArT&Bgl;*E@y`Mh^w0BYn5x>VRk^*FD(3PbU8k)8TW28?sCak^nV8S>ppMql% zkr^FDAc(X?dvYYqYV@LR$S!hjDeuDqd#FVY4`L_v1|I|NtNk%DG2u_@zf%*qm3@!? z?k_Vw*ted;j<@=Chqc>kR~ghSngt}j*uo(*YOxc571+n|Hz_ev7(RNXkmQ1>_a#o{ zP#RqcFIn#hfeiOc+?HtPAC=?Zq7HabR$r8l0=`3(jvw3A%&(UTxPUQTbQWe;?MBXa z%*gQYih53hEyQ%8n)^lVbAAP1%^oI1y^xZ<7Ble4<2~C;5H}VE;m0K82KQ#)%)?vW zBR~h(rmecMD8(&Si~UU3t)xb`Uf^ z$Xb!0>+RNBoMQ@%ZcPC=czSST*Hw~Sq7`balwOAY`Q|G?cJ9C;HwZ>?TJjDP_!0X= zIE>>9@Vk(CXOI{xM(S^_s!&X1Rv;rbDO5(=8F8Ng79#M)YNHV{`fo$krYR?bnvM!0 zbDSy~hs#0RoErV4WCaCm&dFjmy}{Vif|HqJPQ)i*F?v+%E7#pOKmU>j@i#AhC$%Rp z1MZa%rhG7WFUG-y`={cYD&sbsR-=qMviLGERxMBHzuxzMyCULW&zWELQ)?Ro9h%Sl zJpC4Yk@9L23mrzSd*|9ma)fGZ;uSvj+o;2JYyVkg`ik;mQfS}f$;0g1%;t5P#8 z_!k_WM=*d}l{f2tsi#QL%T%0bkwS3<21B$Bv1P?wt}E zayijPz7;{>w&Ltr5hov`Hu)99TQ=Vk1s;)CI%>J)`Y%@Y1@6kylrR1Z!$AUqoV}z@ z*0`Ia$&bjBt$2Z-fiSv?OSVsNP1Xm^BkS+tV;}b<3)1xqgNn4c@P;^qZqR}C6frtn zyVrdmoC*J7il`I{V_l6+^9{vm(fa^?D(~Hlrw19Q z{~)J2A~J^^DyV1+lS}qg*#Zhm`iI6i$9Z=2)H&I2Uc+ho6dQQEZAg*#D*|J6)WHPS zh?5fxrYH{ZMMpdM!b7+s<{$)QZO9v`xrtuR9!vQ0a!qkTDn1ASpJ*1R^^a#FsnGK= zh1{a#tl6j9mFkKt#Zv>f;GWgvTE-1N+ECE#BsQZ{;&%!2)BRqA5O%LZ<#LNdsi&8J zvk?TNdt{mWQvp=pr5{BX$l`x)5!~bbd3A%sxRcG_{HptO!2Bb^TIeg;wPqb0E4{YJ zh`ubOcPkqm*ycZ+xq5sbr3qA)q|e$-af9;@TTct3m!=pJDo?%nU6u?5wQp{P#fy@> z;x6Thdj-i^@v})7AP|Qsf2?Z+$A(0yhQ>INh&OwsQ42;XX%V{NxyG$}twF(0Qoad1 zDPzpOEalB#69RL@N=!IZ#G$x59(3{#Pudq`)BrRPCR4XTrs3+4F^;-JaNXG_ml$ITO@_Obwk6#4$1(9F4pO%8h!WnkIdC~yO%ANK~4JZk>Ac z8%8Uf5j-jK7PIX=dW~;z#oyc@4{nqh_D}$^mX`D`Uk))z5n<4RKe4z5rP9x?&GhhmG4E;HLXBIGyVhsto{$xlf9z|*2Pt)=W?$W z$|o?kguv_JXR_w|43*IpvgYdJij|f7vvc}D`=HhkBOK5DXefwBKg#vk5BI_*3CZ(k z<+PP>zRLaUrs7ZG1}{*M{|xRehY5Z`2!m?y%IQbs)BYp^g5qs;0swcc=oL_N+axi3 zq^hSL2JhjzX&YvbU{!FV?|C~TZo|JcsE2FyCz>X%S!``G$P~4WnY&1%$JH$HyB4>E z_rm;Ftvl76CG1J;B#x%Vdm0UsR5yD8VE#>kZnTq@gqml`qo*==tw)%{fFxt1@0%Zi ze%4bY^~37_{IUXP;miN{^fcGRi;XK_39g%oe)eX&)V^FD?m!lTc4yzVhQsI@yhds# z01unU=|Hp3n#4HdPHzlB)bGmZmg{t&RJ)QE+`nO(J!Et1L+qTozrjsjb^>Nr=Dk%5 zvXnCUO2F}R#}Y(##<43n2FQNhySyg)1%JalNZpb2CFl=LZL`uKr>c9bI;+epDP!js zJqr(bT|cTgw-$Tm$fp<*R;Iz(ubyiw*@HpU2=Kc=DPnKZ9vm7pr%n$tTsRqSGc-6> zIGI&8fGvF}MWsc7Zhs;{T`1@O*7Pb(GWyf@Zb)*Dvmo3MReha+3!*N!3{Mx0DNSbt z#~O&Ed3ge^G{lVljO&;>adzXHFmRuh`Ox7FW-Y+ed>Eqx?Pur~sPbOAWCh!Bn4qkI z8i-(|Hxh5yVa&P^0v*uMF)gXG=Kk^3Hzdvy+>ZzHg})`uSS~gD+)2tz8uQTo+{MQKA>tLlIX9ia6H6 zVqqM2>_}hvoJ`AJ8DBBr3yTG~o%w0#gt_fnV*!a5S_bMjM2 zHNA-{0JsJ>$mUs0Gp9%hYzykjEv8{I8XNf#r&d#gT{ocu!isM}yRR|B(TdBVZVQwT zBWnc{Tjqz(@nK#xV3on8aIfXi6K}&YzGz2XY_ph@=*KBAn*B;PF@w+Nr6=!gX7FS&=^l;a+!MbrG*If4)B zj9eHYS>Y}>=XhnQ;_w*D;{%Tg3ifI1{HJqd*qNKh6I(WFB<~9`%2+l$Na}|{g9FcB z0mC{{49eI3!|Y>0A8w+qBi2 z4?sm_lps+>{!7^<(2@Uky|54#I$)ZnEI8=P&v*Gj#qiGLEc z$+TAC8mzgE#sA_Km&LO~f&bsW0JFD&1k1C%2a?8gEjj=&uW5v<@B0OLKCzD-xUPLCZ*F^R8;e*S+p)?S=je^|Fw*%~V-a z=*Y;37GEQfQD{2$-%bO<<3r_S%y!sk1Km1bS8zrwXf`oz4S(Ipb7V<0P|&n&6j z4|(9(PEJW#vvw-$dx;>C^m=<&JIMT12P%gg5dcjaa|>etaDT)nwsxhYHjj?ouI(t1 zYU^oq5U?zy&z~R;&Ro0Tf`yHgr?bkl4}0JLQF-Fv_1r!F8pPIP1RCB+OpHSN7r5!RyXX zE1Nd}#Hmg&7wzFjCt8130k2H|{&$`&aV_&sRO`#V1(=R~Q7S4nJK4@VT=5+Bz&F|c zD@tE;xxWv1?vE8Lsu}cm@CV>GdJEj$EW4DOtQ6=hG1L7jddIQ$Gc|H^wgQ9ud7W}} zdPJ7FUT)*(IF6N+r%B2ipxgN8jYEgkE8Xd#p~l90gD~s7D6e;6c-TKzGoP&-F7?u# z5y=7fHZsKZ=!*j=?OS~clj@zZ&Ft)NfAq))88t^g+{~|-;ZF(->bb230!q)UWky*C zwV@;S>Hfxmz5bpRvbm|(sCL}n^nnGG)l80-p(iqVKBkI8D%fVRiltwIoa;rfD zu{Taehv}QYyKr#VYPb%6cEcYOSXe;w9Qlx)=g0midK4;LPC|yVT|tKAe5b% z2Ui@Lq!|g5q&Z0MbpFRoo}1tw>OG(Y^!wBg{l2eUq%wn+VQI)N0P^INqPRzxYLnNp zEN!swM?EgpAS}Z4h$rvsih~X&Ly6wZb|HA!Ya{Z#E0PuKeqfV<==T}EU9`z9*LbMU z_E1`kt@fN!yep2cV{Lio{xLm0BFJ!(-v25Q*;qF7Hvc5db;iau zHf{5x87vj+Lx04NeDMfbtD+m>c#HLMUA1B;)A0-%DS+@aIQ=Prn1TZ&qG_8go_`QO zMvEt@<{9&M#ixGi;mhB9cU*3ik%xIw@?36722#dR{V4-t=N=Q##&eWPg`-3JgkD6o3s^l|H{GIF@~1-eN+`3je|Ssv&AZpgU4>zcI5$u94D zuCkr0be$!mT}0GG{F9Pz!ikq zY$g_W?TMU^+-l(%R4Cq3@ocTb}KNNHCE`}qlSd(Duf`U2wl z^DKA=2M6VIB4$|W^@u56zl+Ywfh>V!2ot<5@Y)WfB$?Jks+xVImcXWimod*D3>>w_ zoJT^)^>+6$TF5?GEUy)DKrQzrzE$s2vYwC^i7N%jY@f)(N+s-W@z?|pgfJU1RzZ_{ z>2Y1H?llK(iti7XAH=@Lo4@G}`@v`ght3fzOSA{HRPWDC0)D`?WWPzZ*tP^`UZ8hK zBLV8Yh%1R7+D!J`xyRv8Z^rqC3)K_YVY5uhj5)cvQeY5Ea4m3i$KbT=n~!VeJ)-yi zgTJ%o{{f|=zXR6t0oNxGkc9^FpFYXQN?k%-7R1Y!Yo0x+kh(k$d;N=D9}9NqVN*5s zt+xxnD#lu54&-Z*X1)h_fS?<8;FbTL?2~@)zQgim*^kvJ42*4Ul>@lzlR2dmitX_5 zJftvBO*dkaV~{J2lI_F)voyf388Y+0aUGd9ymkh>AOeS(4D6%By3`%u4 z{hg*<%2~~HODuxx?yMI%cjj9_QwIEfMt{$H5`q4zJ2Zwe_{Tn}Q1_@~HmK~5_HVCk z(X&=;YT{9{L|=#Rsp6VDItH_`+)mwwXx~;x;4=l#)qcmp$Yl?(PTHd(`9%7-hFV_G zqqpABlgsM2yE4%@Vbr!SQ!=T5ce|~ZT0unJQc#C%i%A~Wh%aNQ4tr61@>jyIS%kW} z1ltlc$knfo+4U8Xb?&xU9`jD!Ur1ekHH_-O>c^n9{fqZK*L2pf+h5~{2dmPvB`yaA z4n#Xb&k|hNk30|(^XWekur7ps7!tsNl)pZw%-KhFj>VWgX_>dj1&c3l>pkQylwT6~ z7sBeT$)9w2W+{0vp_S+~#BSGWw|^@PjU3P;`Bs)OKQrbsd3e&x!WO`1_7iWaTo>E7 z`IF{;%k>IZ&GS!^{Nx48@C_j1BidW5fAftp6W9I5g^+S;Ju6IS?tRQf!Kh%)<+mKM z>2vj-bMn`i=97cO_5qC3{v{o|L`hF|lrL|Ap3nQ|(B*GT8T4E=R`lNBS0~WFrB7;+ z$h*@FdcP8Im6sQ5^-y?_lbf05Xvdktdn|$)*+)4+@NnCMNKQ2!W3VneQOuA)LsL&N z$3%(A7ZIG|34v>%y;M{g^f8&%`#$QBFN_=7X*g6#^I1$}b|ko9o$w{zy(@lanvgeb z7^S>yh~<|w$BXL$;^B|{x+e+qhZ_=9jWu?c?qj35_J2Tbuq2O+h z>p3Ddd(n1&pVJ~dr=`==1XRyG-+qo}qhkwJghcK}${v^U5Qa1)X|M|WU32#3`FufA zbEX1i=lpqxWlGcLvvNaWos3?&4Letm*MU^+vCC?%iU8GRJCFi;^)^e|e>ggNud`MB zX3TWR?2k6tt!(@8MR`?32bl8UApwj1z%|%c*qo($m9*t2txCXI7_T~uZw>(jagGsl zGjYu#L6JW^;L0vNJ~;|-@~2|Vwk=*sq!ENnRCh)Z_X=&6&EhtCab(j8Vm)B2XZmN| zLS)8NRADvrm$Dj%1k^cJ*8SYvmq){NWMbYFpak;Gd`@V?){}8P54vUWFDy~Z4%95NeE3@381j#w1 zr_;<(*+->DCAmJv5fZ^4_~+M$Lw>*s=g3Vr-YI_kbWi8=cK5Nmb*7|aBm^sv0+unA zr&lEmGz_WAA5!{o(I9Q&z2_EpA_WCzF{KdAmDj69TT4A%M+!YLK ztViMn@GZPfFe%Qvd~pStnK4Fs1htP$I&+U6G%A620Z`UTyp_1wKVbUa=&KemmIcDE0y1}}^;JucowRNx z;ivi?p-V3n!kfec9$+jYUZ2tw_l)S~g|e9l*&=!BwBes z>(Q6WKga(|Z~SlJ8hk*(!6cHC9hF+II>WUdd)?AYIewq$hSeb-jL>9wYmmxqJ@p!J zW0w}x$puJQl$JLM!CptK+9^P`M!TxXGPKOiH1aH%`U+OUEC$Qhsjr;}gSrgpT$$=K z;*Lv)aqYP~?7L{|nWRaZa63`aVge%F1oE%pfzv7i9omNEMT?$H`#sg~+gr5{o4$Bp z-IP0E=DwYTepg9D~BGC@RG!c0q~+)7L9QvxPV8YbU3SUt^~|7~TGF8yk+zq3U`|BH+3D5O)asfPT|MwFeJTjGt*NEKa>QV}=n z23a}sNht2IM9I0*@&>w6Tv@v7h9Lcs?a&{Z%YO^&;8)h&Qun!jm)k01f@f<*(oe+d zw1FQ`9GmMx-f~FlsYiqJV8o)W@Ij2}mTonWQ zu>64^J;5qlqV2X5YCMXig~fRLC=p0_k#vKlP_Z*?^+9WQ*3&9`rvAqKgwMsF9J>Nh z&vQ>q>OOV}#m7v;@}&5Dd>ft4zSwWQF9RN<^&0b7Y7LR^p)c9qY4|M)+?DS;_b`sN z$jUx8?04A>^J*Lwvn&j&-|J*Yk_{&I5IEd2&`5`H5Zja>Kq*Auyj|*Pl__C6&DX2| zR1QsieWDko9WgAF(Xz}VCN`IKtmK@--Y}tBKAr?@7$-P-{krMMwKA-&zH2QYmC0f; zjfzv;#!a4OXE2gKQRPk2w8+%MDp$QVIyAl|A^LW#gjEGrUvh0SN?khe?&Ggvxmgt| zT?aGPz~Gea&szR(#u!mAj*jOGnD4#EB^YeY&eR9nTlYV-P74yE)Z5*;rYi80QxiGV z*unj-s+|8l7gmoq_~2@!CA)CtL^i>P3IE@Uzi=h*h<4KXur<9v>X@4k1cU%)>nvUD zpWbu6xp^;B8}?L78bYvpd}925r(w@xc!h#mdT(r;C%bPhz7G><)Qy@wE$5Wx0Yi9P zeQ z8}+;+AwxqYz{NxRIT|GasMCYsvh0w3=D(H$d<2`&0%Qw9`Dch_FMqtae^O_6NG@C# z0XK{%f0YW9bFG_9l^1mQ$H_TWhiAqKoGyST)yPy-pZMkWyn=c1#dYR8J%UCR2rCJ} zqpNKU-SP!?2tlCr)va^!eMqb6)fpHdhx-hsuY-@2<^TDSQYL|&%hk_YXo9XsWR;7J zdF!Blyj1TFm# zwA^<8Rj@xg=pW+4^dp)dSOn`6X0h2_EaL?Q6Vc2($bS|lDwJOS2Btwc*52^Y8oiI^ z+ix+lhx0)=#<%ss=zY=|sUm)rX=yfe1U<0q@>UV?-B)8A-->)*G}vD_)l<&xL%S$?r^Dj$3J(}Ac>W~Sfc>;%F}`EuECye-9HYKp&HN>iueilqF|z{ z^5;a?43KA^;=rzS9BZlq1(--Sn|l+J&|lT7Cv^q;JBM)?lqL#zvV+<=$cL{C#4qLw zGvpUko-cphJ%mZx{({1&oKbt^c6_JCXxL2j-0OWnV&dI_IWZdg;fK(*u~nd6 zix-!1RjIv9MlIAcG&CPll<=r^2Dgd>$?$Va7zZUD+oVT@+dWKgE`C90|I4_K$j!?aqpZ=GGXq9hx@XuB^%vo!so4 zgTuakYsnmsq5~Zqb)aQ_#z>d0Yh9-vuHTXrg%P)72&;$J^VqToJkc@GI?jFrf9F_~ z=k`E!D3PW8O8Kz6PxwD~_y1S*yA>SlW2T?x+r1>c@sgL3h+)(OFRDr>vgVn+Zbevg zG-k0$foM6a3e7_QNkYPC-e*YCcGBPQNLbV@WH9gVVNBSaVo94Vch2ZkSaW^>aj4kV{NPQOSO0&NhN&ics{$@X9F<*!RS}v!e~;7W?fx03zbx0p zPUZQiOXD)BCE!f~?wkQ`zKd5bAKxu_?nfey@TZpd;?-%=p)%}S5UXh{7bNc7Jw5#r zw83GFq=JzDC9I4<8Ar|5mc~;>s2w2y|B4wMtd<;tapm)^Ny{JT&k`67)cYEwOte6k zIIYF*fUfjYQ&U_7bRKn9f6O@l5AQu)HB-fe zb9j#6Jn1O>FQE-vKlop}yrErD-#h36@UgK`?9)|o&yhpEo{)qqt}Bs zZP!}QLbL*-E!+~YcH#S$|35!ER{;L~I1c6}M%fGR+|08q!# z2kQ#on-(bB`f*ghz-S7dXVq5< ziGKF~jDm>SB-EV91P75C_C*7pJC}bBQXB$NE#u>xAhf_dtCp>;UnEsot^PCEL1CHp ztHW(eF%RGB4gQ~m(f>SltbNR5VWGTjz?|t{(-8s~)HK~f1BBxZIr9F&V#7(8g2*C2 zp^sZ7nT_&*pkj_Jo7smX?rVrL#uxrQ9x0*k+JU|lj7d!@1<$BhmHo3Sc#dZbIlZmD zJ0L(*1K6W0+9pgXmO&y{bgCZ5%e=9TBAr1~ArYjf3#HDw_uR(@<1f_n@!MFIP{%k= z&Q3+mTn-Pg6vFJ@o{8x5F>Vu?>fiRATV3weHQNDqdYyl1}($U3Qq zz#1}vZx%Ae_+Zv7rdwfSC%@r#g15aYeFFETTIKoA-l5q|Q8Q6ns;+-cd8nFVUmL*d zRaaMU{`hT-`oLvOXy|Hq6&r%8$_<>SYXnN;*E8j9Rd-ok{=pd(9Z z^ZjiKkfYuA!J66w=a|?0sKe@D#{Znl_C))UnQ_B61_jdz>dtL3cN_`;re-cSIV08C z%`hsE|6F=`xco6?y@P=F_Jb~{fmf!k39Uw6#Q)TJ;My1g*Vd`{f8*MOF^;<38v+5# z5VQ2Lh)pll)PFgKm4AjYWm)w%P&t^Wm)d&{{B}9B4VC_xk8^i&w+Rkn0Epv**?XUgBFO*2#FB_?i#$175N0UXWkhoM={FP`9^j63^l zjxl^d1jE9DmM4+%ubnTsjF%0fFG(ME;mHl}1N;^jR@VAsZ09`S0Sf^I!h=aC|7=J{;xFm4)WT*Thn zTXt`L-i}yX7i}ECd+ml|QDVDp2}dI$tbHqa6x5EY<)8jo8WG4K zG(OLTbSsb-v{Q6#6k}t-;>01(=L55OU16aMv_>Hv}1NeunKn{KD zmW3(ji}f}Ap3n_;=Eq#5dTi`c;ic#1bQ2x2y^=oowia8rwgGIXs6I!)MHwBWP5S;R z7;eG?3OTsjah@9zLyiIqTx>Q|5@W%jB;)G z$NoTWsPMFU-@l*BO@oTJ2zT3!7R=4>6F*ivo=YBv>Ff?!H1~7nZK@`d3A&QpvGD&; zxiCygO$BB0gI4^UY5QG2WXSeMygPOej)E((H4i9xQ~xY^pSq&{7`dmg06?@+n>SWP z+DuoF`J!1o6HT8FN8cVCL##+LTLk`BhQ8FvCBhu@&E7e`kI27 zq?1w%o3+M$^SsC&e>jWOgNy|&MW<9Rhgam0v_e3^gzEz<11umJX(DvvL!yZUro83^ z;hE)|M&*9CFoIhNHDlqf_yVi{Z$N<$+Wg1r7mBl>){GM><3| z1mzmZtVygU$d-ubPsY11wcbd;mE$QDhrxu zdVp-Dtc+ZDuOp_@avO)4*@IOMKxiMzjlzwIXbp~h6fJ@X>An=@i`8`pcM495znS1x zo)CW5`!txDd6gFIM(^aYChbEhJzmS!x+ip&0)ZQ#-R)oHGnAR5S0URS&k+)?yMx&Z z7ySYS21Hc3u<#5u=Kp2^=mFzEWsj=js;tSlva$B(GeHCo)t=32@glDjS9*x!IN7_v z4LNmWnfRF{jwKs{{ybNWz*ll5Q4|;{(5VS%iS$B-rl?{60*ZEwwebKSAC$*1y5@dB zH-^VEJ(xa6QeUbgMJ|t|U80Sso79&DWw5b|0)A2A&P#WMx;M?_loGx;_Y%|FMTkV- z8}ia)@@Hp&dyd(mJ#&AZsxlWTW zE8<=!=(RVqs}qTat7#y=z%s!N3vYl>AW^>(7(%hrt=IQJWlY4@p@5f?mIZb0f2?3& z+8{fFQ7sp~=jPvm*DTmQk`8Qb8auk4XEdzgEM(JT;I3js8}eLzlE7;4Lk;>K|YuBV}cD+tTl`@gNt78NO;+2Glfl&?h>fHMuY#r$jlGJ1uil!OQ9e@Td^= zJ;Pz&t33dVJwG!3<$)6X{gn{jtn<>U$G7_XVhws+b}SHE@lRi(o;c(2FMf9Hx*RY- zSJzoo7hg@;GQ$hSD^Ih~(=JM;a!s<}rGa+?#uagaa)YGU!dib{J^m$}l!V|*!i!#&XUqnJHgg3rFSw(FsyB7u+$M;J& zI8^X2hd#Q-IQalJF4aUiZVme{Sn_vj6_~{{OLatYn6`!YFuZlSaYqJ2WqS>Ra_L~r zTpL}-{z2$Sn!Y}lbxkG-L}~ph7ufFmjy^uj`dbZ@olB1U_u_{(V`Oya2GOX{_KW;? z@?XtBylt^=6Io#s*7S9XDQRbJc>Kds@Uhj1#k*6bH)iHJM$cFMJt@1L#|^$WdZ>L@ zP+9Fq-wg-DHvHEfK%b{~j6mmMRfv5PLG}x*3;&lMBMhT^eU};LLm9=TngKv9zkIbU z3gGNQiCSXK;W~{=IP)qx}Vt+ z1M~>ko{5ig1YYXybg_M1+_narD?~B(VeIm(@j=H>Pd&pd={?$sooQe?FmZl&dAI^s zVKfZC*+M#2r{gI4JMUu*Ox$lAnqAmHDj=jDdkZqZwSTq75vFM?oX=*?tvi1ULSB_s zi^Crwhi6*>RP16IR^cH#BU}eOpNZ~C-p$?rSXmhR?f%EUzdo&o;SmZQ0Vgy!TWNEM zl+wz7kXlq;kEB*SHSv_4@DW9>%1#RKf1!%`hs@_vZfBjxNkWc8@rg9Q%jwfkJ+f*Z z|7!drc5<*w3}mh5Fi?&KTVQ^Ad3Z$0z&KbwwWNv8FK>XomAzLD7(=v^aFR(Mr32kB zoR#4?(^O?(W)&@)RExiUuuijCZt$-eI)M7bLx}D5rsk(R`2xo`-aUS-la^$v zL$-KCYDcZ_!cWvg&>j{$BE!w};_@o(bn+DbI`n#f9r}q!>Ew;^hlEFE1uY@LeRGBi zV(PzhLKQOarL3xC5cIx2{B1!ZtTk~fCyaMfaY)RKtg6}{lQs5t|H@@u{i*1uIhAPo ztVMgi3)1e}91{6PH!7EUUVT8{%TJAGmw%E6{y>}cr7&RV9r4Z%8eQMZ3+ZZ%)=>T66%8VD8W8kz{x#@>mX_q6 zk@mjIhfM90>r4?oPTN-d2b7w9K?Z6b(s?$5DI!K(mop%=VbHF{g)zTx3xK1KJ>d=4 z0F8ZIu)s3$^!Ft|V>0W&OA^~*pCSStVb$UguPHJ@)jOFn6vOOinRs&&rcFLn%m-q~ ztON@^-5VP#w@KTGw11)Iadk!lywQ02Bbyh5b#{y!8Z8Kf4 z+q;}VJV^qTe+Rj%wa8^0S;7Jsa{osbycM3U0nhWVT+~xD2C|3mES$i3@ZeEcvrYba zYl~2_`^^IJ`5_^@@Tp&n`$t*oWIo5L-s7+K7=K5%Ho&0iG`mF`Q93IjLLcR&Kuda% zWeDGt#QG7QE|&RKo)$7%q;Ol|lFf3OQU{ZD~R((@b+`WC1K2Q0r1b~`c5|US`tZh-5akl4PyWmJ0_v@gvxTwSs zr}E(WO>0Tnz{5ftxMpXy>Dz{IvZq9M?y!EHjPmiM+S}!g4WL zM_Yh}p~GOZ>?=C%8)#~DBSU9ZBSf1S{w#}nEM z87NDbZ#aR7%fYXH7g&3cgb-?PRh0Z2^<; zVRpSLVB|*zAO);LIOT~(lci^x-`WF-)EoR?tgPi9mQ2HFi7GlAyiKh|J5+_zYt?U9WOxrXt5Z~P5?jJ;PIy>;m3b4V>G43`ygr*n(9=0 zA#qvVDWS7vu+;#c%6A7$LQ({(BPc(O-Vg_}*(wXoQscVGVznJj5U^MXn*xBwHYT>8 z8|VAeee30u`K=J#XfLt6i(PX#=&3ZkkJh{?NcQW( z(r;b=u$YFRSyc8Z=@h(99G$l3c@#8$jtSmZm@NiPJzgJ_Nuo^{@b9urWSrjH497sG zmdht>?xqA*3@B!S7KC5 zQdFaJNp60LOfZasRH`p-m3r!C32azT{c0aPmXw79uN zz*PzZeXH$hd)7_*!t@{Q6(Koy2m5a?88t#l(lVebHx-2JRWx=p{cz+;d+B6wAZ93X z{of#Sk;tzV&{08MQF!faiGp^5?k0c?JwZz4#|oIk^vw$G+LgxMt#=$$7c=EL-#z0mCL-f74D)}-A^y2oOeRF2DI`(+ilw*4DUy&24 zAJ~HoRaeiJ*o!0=di0j8kfr`7=M36^K*8yaHF#CXBPkSWn)frig|Zt%ZdNECH1RF} z0~1o%vq)`715qz__^yhaLUNd60!&%|C(cJVB13MlYh(Xo*S^sWGR!=%yS1l) z&k4b6la@1m%A72hM=<|GyJZeEhrT^ z+3y@4=UXP5Crx(n>pmRDBmwv)miMi$k5L}R`5Z&lu8Td+>; zzhii3`?GqgT621ziD6H;OIV>?6MNS>v}7RwmDa#F(;(})#Alyt?_na-1eh421m7aB zrIWqFdH2?X#)EpeLF-{xxs)Bk$s&P@ghVq6-G)?ph-yRs!$KDV!&e=xchXh3xG-f^ zSy>69w9lW8roaku*gF4m$B`{^qA(0ZFC#x^p5re1_JIag?;|r0c*qT$CclRipDOD@ z7+&Se1s-_8`0gb-_N`KWqLVo8DG2VbzD?6yLBSjCvz_w zp3(r=U_8KPlfXh47`QZ|Bg-Ufq$6k-h1((cF5R$5Z0px|N4t2Bi%S_@p|F&VFrj1h z^i)fgx_#bcqmMdnunex-FBjlrFNRWh`MWNpY-g(Oo`9)}LqkXvrktC0?S--Zxh}(} z4f5bOD&F_(qCzQ}>pmxZprHmoUR<0tR9=`ioev@E&zmjal-oV16&w_)n{K;cmLQl* zFenp_$A<%va&N~54~^VSX;{6SylYs!_i~=k54%VL)d@;mR#sL`=`pZK^pW@;My^5e;7G1X{g3x6+B=8`|txFa-dMeUfEqeR20=Z{(3W}lO>S)OY z^qr`v;ouiC8;usC9I2;)1M^381Gxlka}_5nTF&(+I#F}+)Ub+9i6@fW@Xcr|14&#} zqODezdInMI(H~#hmq4IVC;|Oq@c(@g`(PO~u9c)2@QY`B|J=yEC>6zINML)Sx-NBC z0^c^SV*?(kaoew>A<*rD76^1)N!L+a#QNpiUTIaEV1T=-e znLOST)#o9#DF&*=yr>y7b_*fXH)C3^@IsPJY3!cf9QlTph2$(AP|>Btk*3T9zB}Dl z`Gp`Ks`1d!&%sUx6p%P4ho_au2>!4QO2UjjRJ!+j>)#SMtVsp^#SLsmR0&6`5$4Xm zg&;+yia3x;dwzj$lWY!DOb`KE^PPwzRtKDv8|w?K;?nXl9*?Q$%1VA9$k)z!de9VfKsSFlaI?Fhd0cFt|&G+x;|H(PAhFyudkx!&3Z_Ve#|S!l>2eXa9|s1_~{pn$Nh0YyW{}1BTKfN zczC?rOrlN3CsOG!PWoVXf@dMacQkD?GstnqQp^3}zX;j0Nr)d*l*-ep;Gr}lu6m2( zGEH2*^_E4Zoul%Vb%?E4hBl7Ch%YtIrrm>(FPl#ipEC6CXzAipOwb|>xlg_`s8(VklB2qP21Kivdi%^8RE$fZyM$d z^|zW~gfmn_F!+g!a<*E1yTqnke!mK5SyYavl*I|>9twvVXQv0++91GBT(l7%BfYdV zZ+Km3=rvdhc4gQ&31%h=>bc-x2y|{tVUXhK6VxqP-={DPS5Eua0__^y&ga)Qi2`q& z8*gPy@FBa?$W`Fbg=RfI`XV85$5yQ#S0SM3{P!)MwN{H4+FAw`xtp6?8J%vFK&6?6 z+M5~%lkvteYreUv zMSzj5%wzx3aFD}v%6A#hRY##dzhQOgmmb&0iW%Fwuy95k z?0uWhjpf6QAfCi~;K+}irwUn(`6;%$S=}2jEpnizmmb;tE&0o~=KI_d7<|X{XS`NS z@yaG_9BpxUm}Z^yu!-Q*8^c|1$+2pQNj@nvj&2ajnQd(l!G%a^=Zv58!$^&*T05%Z zvMPw@tc_qp=v~8q5WRuP5Wc2+4pF_{DXnOLKygsT=xQh+s&qdl#&Tfwwk2kirN1eH zVO>Vcq1<(L3qh5^WS2q;vob5NS9(&U7?#EI#fRhtGX>|&+6_)fy~?Dzt#*CCfIYo@ zsS{^4L6kG~OGEd(L?=*NPtceK6D2dW56ZQi;-@KSbedg*s3KP7!Hmonop{J@S5fU2 zpBtc%CLp6_bVN=qt)J)X(x$UCL||9Es}Bz2}sA z!Kc3|3^G#^kb$oSX%_={C!hVNqr7d$=V#&$4(JwzaT5zA-eZXfZP%Qz^x%^CP5XFL zWMcT_c&N3%(0>fqog{+JcOpc5$09`H;F9-~+?0%`^$UB4Fz$LO;1P1f9#28RhI)yr zT*L5*XceiWS3-c&etp)c3L%15nxwDSeVt!q^rq1eByr{YGFcLL@Yv@b>~Dce(#q_>^RZYK1Xf%K zJwoRDL!8Im`Sh%=*cH;82J5g2fB=d^4 zxg80T>-8|0bQ%%fm<0wRCa^Uyn<;-!uxQ(wn+=^>y~Sf*8~H{uu=%U#XX4?^_JEDX zeh7&D!bBGRpp&Gx4b_!A5U?*SO_^+Rc|=+ARVk?wJ5$$@z zl>-j=wkVUT{{g^2W5V@X!_o{w-Ht2wSpTWiL4SRge4TLWOJ^#GYX7IlM|JdgEVy}I z5mz*WUD2Gd1zbCp7(EH?7j`k3++0=*H!YdcqOlAODJSz4VQRos20%RD(B<@`mv~^J zO@sENxTtbH%>^8#o^!dHf#p0oRzg-=U$GRFC4`_%z?!97MZlkj;NQa)5y<}jHO2Kf z3-wLBZ}gKhh1~j1f04e9`pB^~VCM2-kIw^0nI5qhL%GIO>^LRIc1tdZa%6rlxu5^{ ztqMFwNO_!4a7m|+3%#d{A|9jM#vk`RC!wGV{gqw=6WD3vX!&CKmUnz$J=fcDz+>+H zwj@~3rx=fmiZL58jtbsbC^p-5sbwT5P_1O)%~lX{mp&}7N^yUBO*LLIy_!#A;&u1V z+-QR2LC=s@m^&6M#K@;0m=(CZMnrX?-PyQ-{rvsgROj*{Y1G27&sZh);o5698!BVO zXLg!{V*7LOP*zsfOXs$i`w0?2agq8#zUMl~z0vdH#Rk(Xasv&q49Q%kZY>uJYhUu7 zz+E8?Sd5|G|Ajc=p?BRpz`I8mePU^wbZ#)f6O=*H(@~p}) zT{NHAV?7j~Si3*j4ml90Vo2a)pb)!;VK8Q-ow#gyFy!)SU0eC2X1z#<87;2bRY4^` zFc%_)VgK^-b)J;WLS#zMF-GIeUb0w`_l|)?T7-~R6qqfTR_@PU7bEb!#rf;J(7@m% z;inuB_KBcZzu1VM6IYxW?bV%}gk%V${F zYD?ZJ4KhOFI67bc&jtQz#fknRW95*i2`3jt@G30)ChV({w$1sm4Dfb(qdnB=Zrd)%m{OAE_Yj^wOn@sKoQyq@!!~T`jm?A$Vja%LK z|B+1$iX{qDx!Y~!F#7y7pK;*#z6zX{!_?6}t_#jFuc3T-3b$nb2-!?GH=4LvAz-sz zJw^T>83a5OZ}%dwz5s=Z%;vq_dgK`E7Ow;Tz7YDmP1Q42S0iqaS3RKwkLQ{2x!{I_ z6_F@ISn&nNHCr4dqk*o;;|^cV>XK!&;pDkbbHZAduov37Va0d-0L3mZt;M{3wHAe^tD{hh$6dcop8dDhvE3#7r4*+DS!a+Dp|1{#S?t_55Bryw+kTjKXP`X^-mrw$ zB6ef!X2jxj=%1h1EIptclxqf=Y%P|5jJnAg?+~T0{e4`m>CyBzT63?UiZ1whYTBst zh}NY4J6e16V3;z3Y!PUcuI{${vbz2GO|R-eC`F(=clJy;2*2VO^40g>_UtxEI3*2J zhbyoa;nn1sh~TCKF}M3=!Ot8(M_fn=tundK|L7`OJUl<^+#IPG7bLE?Hx?f__%qRFD$|k2y)U|v z9A|58i%sAs#QZcy^ss(+MDyw^`E&u=bh*KutOs(WzppP05Y~h^F%oB+i}z0ckcgi~ z^~sTPR1&Q90mBt!)zm@~K8UOTTPh50Vpt{TyVN%0DVtkk&8x;D_v_1yi+tD1kWwg* zB@6Mrx(cLN`G+KUe5T2e0#TJ{qyrHPQkZ6U5!xhGDc&a^Rzetz%V`aR*(#Y_TskLi$efR&Ba1h3%L=Ue zQq_UCoe@jcP`SsQ?6b>*XQrRFjR!wxc=BbcuL|KZel25v5sSM+AA2>x%;R*;mK@i3 zEc6O3G;E&HE}?@bn(Pgw!IQIBWRnH<sFL`&`kzPqyQ6*2@9M^{jG;s(;Rm1QrtoIfC<|U3KqYc( z-?~?~Kg^H#RaEXLFJw1rKV-6_`J9=9=3-59cacS zh2y^eYPW8hK-ClV4iQnF6yMt2?VKOW?)c#Woz*%%$_FVymvoKEFgp%_6hl{mY`tuT03^b%eJYz|`uG<1ieIuiM zHX+9&lGkIwGLzpptGYh>YU6x=VB&e20-W?*MCC2o!xX?QBaaZsR1?)Vo8u;=QiZMx z^bJ|kk_s}S4Pd1hH}K*;cb0VE)u8wkAb1xWc{)znlsD?|Ce+-N8FM z!ks%$327r>!&NmeVw+j!zi(`usX2IR!u-`Uik=)W6=WPRWgOGeA!@hi5PIFkc`z^& zE*_(=2eB4z#(Rwc9Rs6oH>n0Pb%=6eJ91F23Ypp*(dAiH(q(S3_2(V&fk1ciV`?^U z_aIX0jBZTUSJx|XZ< zSC+lZvb~+hkap05V{^%S0fbnOu-<+s+ofv+QZ~m`8YvJYd-P4lZQ?xHcN)VUJ4FUYMPO>81#g!Oh(Bptmykwv zmuHta?p%B#LWW`%GfqzkO5I*u-XSg0II7tvvq`V>u8&Jx`I5Wpjd>Q&UkXhYTLl9w zOg;B$V2+f><@A|E9)~nK&QEM|t|3 z+FMN>Ko$JYV|&Te7R9{%XE#zV%|Icm|3cGlV8j#esUK$v(vctoY^W*b&;OG;+^|C! z*tp3B9I?UnM(VtF{Jr;;bs~8-vfKEN(^`M5HWl3NWPo`>qYI@ocafzMk@}$Y3i%V{ zgI^c=CMJF=Xf!XJBP{4(UY35(8_`)EJvw==o60qG|E3%LD5n=#9*bu+aN;0%E{+fJ zxbD-L$PtG;kn%);iC~$ESL0>9DWv-39bZ8m`fJT%`62tyf)I;HMxMt5E~I zzfn8gJm2fN)cx8FuGkZ(Il8X3QC+I1T-oCPj32sRK1GYOZjWw@zqN+#>b!9li?Dc4 zGGgwr+B$~tND<8Z4~oDDCT>3tpPfco7*edens`YBnX2K8c<%F->@{d$MKFGr!t0Ik zpecj}ZY3jo=XIP8t54Lcj`A#VJP~haqeP$jQrJ7OeLR>c#J+YiPceeSY!gC!Dd5HRV*1Ln~L`WkM$L@N{Y_}m6iuQ1hwIljz>J1}>A z)2e{^IV`MOG7n|`NCtg@_OKCzr8B?9z%rQIF8akffK=E~*B_C}WJSpjmLj7uzhu0e z{W?JJg1o}E{&_f}<9AjsXj5>5ooPo`WzX~7S~jsAuKAj2LNL25c$%-Kljw@Eg4+DI z*Ksn^24n1%)<*wV3{BNRBNx#`)!iDhwwBJkt3{AdnA(V5P>J_{&Ctr6#EaliiXT6QIqH+)%`j(g|n z(R;!`eqrfz#m}_k5Tt!CWe4$Z`a;N@MJkiD!#l7HNil3A-Lkr2A;waA?O|VUbCZQr z?|OBD_f@iFK1WBZEIWgUmDz-a78JB;IXryaZ8Sy8QC5BX;*nrgACxJ# zJhLDqCjNcC5Cp9=K+|b*8~9~5H;RAPQ0*K1e#0mY!M5W9?=jVu`(GR@gkj-h(a|7? zKMaX4nJ?8L_*YU21Z)GxIfU{GeL83T>o_pQ{uD|CC{baJEq#2nrp zz%VrDJD2eorqKre3UAPx3eoP3=0nm_8y@HBPJ%Ebd7NN6Tih+_BO1f6nvr&twCI}G!f zJ3r3ibJ>xP7hxb?d^pnf5lz%ldZu=KtQ@sfW5!ilKIO=anO4`UJCefAwWw#1#-EhNV;5v+JsEyEpWSQ@?$yTu#@C zcnDwJ62EXN2*xa#GQ0)J4|>8sxK3;`qMR*hi6NBy_w9|#@(w$uBbz@Fe%_bPB=BPQhZba=%|m24HpL$IFB zVaOgw!~@d@k_w2bc95dKNmtQTLUYtIzqfB#^-iC0eWvL=&xu$S-k3AkQUyOIYWiXz zzO>H%;l;4-QTO_8tuUF!aYkMqQqeKhEPGL|BbCw3hItPEZpmFwx!10j$JI3+5xbFa zTFLi1{sdm!@$?Gaot;_x8IC3wBLBVFL0kQ$@pq8W!OftEZv*Pu*Vk?~sho&LnBM1vYJ7+E$oM5@zr|2gdTGid6|C<&)Rys(Jf z!U%#uc`?O^WgggJ7>;W*_fYI{aS4g~B%^UaA&a0g+oPn(YN_XPTS^hW47~&P>+bKt zcM7xmqnMaQSkD zM1hv?b>QouixJD-vBMN+8@)#^!!LE{T!|)NO*iGMGS|^v$Eo+8jFd#?JFgb+y)2%u9d@s%A>STq3|9KLc6QT5%B=DVDb{ z_T#4zh~(hQJpbQcCfm|TnS%;{b%bWr2Gw#$Wp0j&0MDp{;eDEEfEbWXI!k6rEWiLWNS;dpaGAl96en_sj zp_Bo8rZOzK4C1|3yBtRU_AT77Jdu#$t0wEE9+2AsminjB1--1q<23`6wb>=8m?(xL z#ZqL8AZx~=6Nrgy!mpPfXrM5g&JPPCVl(JqAb9sq3`Q3Q7uV2VTr@+gkK)k#^r>xH zYr1nDHOPH9{roz|jF(@&^9ES&L^G7K|kq zWP-#+_Y7L40DdM zPNkRu@V4q8AtOV;D*aWryn-Qj0B|907L>NA{*^_cYFm->i@NO-VPm)r6YARr29;t+ z+#p$a1Zdiq?h{UxrH06mA~M>oj}C2g6$b;@Bb9^|@ZXb2u*XP0@(t_bVWu^N;6-G~ z_jI$3(E&pBcU!rXO(N$r?^#uRu!n3VBLCV$#8J~f#cJVPuJ`cZ@+)#e(oOR=XmzTd zpOe4-#K?!m{$ppl86%0a@H+)xEVJO4bHRK zXp?~ELoP^4leS}{Dzk*TmK&x?wN4MaRYpJ~bd<5uSbA9Jh;16tq+QF@bg34##1IiJ zyA+WQ5ebRDUZm4yqnC`JcvzJZfXOlD0#?^J!@03oxT}L;-3jJ6iXyMQRpqXJEb&(7 ztiA1tVVE=A;*fs!lO!kPE?EX=-0T5t_O)$EkMRG`uCr|Pny?vpcy(|8EeMeLIN#rN z?}MrH-TC)_#x9m}J@~0w(TRw5+8;@jj#VM!=`qIOk3W@#!91BE&C7LJ_R*2g#ngx{ zB$0Me2Na9e|S(N@n%T~9Y%8yeMU1TOmqUvf>jwft4 z{GmRr%OOu@Yxc-GjCAt7c;k}^R8UxdEFQ@VtH2!h9)sz7G{Z~FCX^#Oh_;ARYJN~% zcAw~CHi#=Qb@cV9*EfkGGRf_}1*22g@6PjX&5u_%a;aIk+40pie)~rI!+P#**u(jK zAE179{#GzZrg1jQXbcw0Z%^x;;<1QdGS^j#M3=>=$if_WZuaTA+IaSeV{4|jU|_k% zgKdL(DZ(8K?yEp35#rg0V5gy-{J~b+P45}ULk68@6tS9OlMl!7oMLC@J?fFiBKP@d zY6l&OQaUc=_`V+auSaua;2b_q$lDG_Il7mb>}I^vaI#V%j}~{DkT868pi9cg(V%Wy z0kj{_L2dSS92JD_ti!3lN$NUV2Mjh6B5GKuvY>>q|Env}cjB7(|NJ~{*6EN~d^eYc z&P1t29{X96gEt*@zAzZql+_!1-HGf4u*|qbmx>T(C88%v9z!qh39lTsw-q!J2;cZl zzWM?t{t{`PC;7kehUyh`+UV$gX=b-tLTjrU6OhmBCASf>MJUq3GU&`a%C}NU8p)XM z8x59{&yZG-uH5y_3^;Cgys+gdy&`uiP6|ZL2|aYB=OS+-p8iBAbgDa9tU(4`=ejuZ zWb&;wi7Nlx&{=&JYy%TkeKz}JDd|o3evPPqN;Gs|J#ecy?q0qiw;8%21DY3%LT^$mM zCu|Mxi5(?xRRX~eaD7?e|0UHvFEPs{>hot>;0A~Nt%m%^+L)(8o(Ud5ibt?l)-x6p z32u)2qFjS=g=m6~86I{Mxo3mAjcyA_N*g6VKEpgzjAS)weFrtM%SsbG^qpDE$@Dz! zk@9@CB2+Q-z03sAxbslv+VkSp`pyG1#U4-JL?#6gtI(%A$H#@7qzZZmFqq_~PbYfF z*Uo2v6Vu?&vU0zEBBlSZWA=4E`ne=>w30;gYNo%uK*|sGzY5f^fU+Z^>VQWN5sYl< z{`&poGP=dz@Mqj7o7uAX6+96JVo<84CH%+_qUcA4I^qEopPawGIt1E4aJzjnecOEl zDE_+52Pgu=I!Ld%e$u^>lf$~fOxqZG;!>zuz~THN?D~}GptHkvc9oh*=Pa9QLK1$xp{2b?@2i^p?iD zqhcn`LNtm9% zkqnVM^x*<#2?b5fBH&lj>)sT~ZwBRzd<*3dheUe|6<=DZk%Z|9q?b3S?4WE`-8h6> zyP#+D1&Cl&*AWhFe?gg=VmPL7%@!|0_93E^+(_Yd)QYeY<6WoaR;BnOIXF$_QY}op z{x}JoCNmPfz6<81Z%@xlOYr*yP(X^6_rJ_|DBu)eJq;rIa+bcAyCHLO8oqk91 zCQP@y3W+|00O8y{_>vI({>aLBE4_#lL`1boyh)+wPd>RIY^$Fd_iUO~rLj50UN(cDdxN@vB)RM~$^&CRjbxOHp;bM12E`!Bjo!HH2ITEyO`&zr?mlj>;*I zHV~NJ!y8XOY0DgZ+t{v+eaZ!oDQo_EqEJDAq$}GUGo_^D8G>?)m z-j+b)HPEDWz_>En(LtsF&GL|VaC2njwrJJVOmcxfv6v#P{@ zPkjil2U+Je(;~84)?$e$oXgd`cw6-5%$7xD6jcZa0w~^rV^{wuF7%Wp&eGx*s>cRd zhD+uvRP(cuNpO2uL0;6h89MAV#ztX= zu!$Se+26*UQH`7%K+eBQNA;5v#q_at^`h(U!%>4mzAnu%&Ld5B_;R>t-ezo-nu{SZ zgkhtCt@$rPqn~jc;T0yXaFKyJaSdm&o^}pw z#VgmF?Av`uZ>qcGh;+7|dRWE7d@CEhMD-$T9eOIh^;o`?exRj0=}QSva?< z_2R+^&z{bjhMW+jxZRS@nU+nVy*ZY&%5wt)1KZUNZD<@AYEg7tZZzcdSjs)g?H^qK z$d8WvBfUHV`kM#SSgJqlw-Q^_aT~=*$?0M%wZ=>5B@~#c`7RRMoeoZi-O;CD*qYS- zaoT>}uZIY|iHNsbOU)Q_wP6Q3iE|_%X{|;L*$n^?O`9GB1WddZk4}P5-F&M9)68WB ziV=<7@_FCH<#aQR#)Ou4*n)+8W3j-&APnP3)&K|Nspe1)I2cO#9Q?rF>8y)7{Wtkx z7{<)2)nLh}m>%*gJA3u#u}E=@>U%-j@SgkEon9M?Kf1figU@~_G~2FUTS}+3qQ=t4 z`R$IQAcuceAklku@acT}uL8$EDTmIOF2%p(UeF96y6Anot46l{2TrW}mO8Q3)!Wu2 zesD`?<4W`)k%j*SuE%{+K{0<+b6YQ=kiEg-Rb?0bi?+-=a$YAgsc8$fqpT!WZ_ZmX zfv&Qa6!|)NFEDctePH^JaEgWsYndrui{)zw#Y2&xwnnDnHY~KIi*&zd`0cEkS?SHk zV*7U)!kSMp(DkJ;hFti%gWk=k?5 z?hLD;!Vh!#T=Dye&1fPMfz_O-;vIL70 zhgfLJm2^Qsh{SWb^t#3Sm^RBaLCg(Oj4)91{P2ptZjiK8fxpVO0%RKU3WF~m(PkKG zK1La=E_`{r(SGvLclYi1pPzb|SI4V=_2$Q8duwR^PP?8G%EILRb)wx$1Fc_w&hJT9 z7Ac-O|9Z3zK-8@%t)sqF4{%93;0JP~K*8e1YJTqmiz}7OAppeK0x0pmtL|;dTyGT&e~!5S(LKig2dO;xCIq9g?BI~- zbaxJx@}}lJYnx^S1>0MQf*0R|5zspCP~S6eA{~XUb$OhR$F=T z!gtpW-i{C&lfO!z=5FgsdESRK7^62` zyZNrbgOm#U8C{?8ygX^58DQJ-JhQN0UczlNWHqb zvJwp5YAaB(iGfQ8;!Quc!Y$X_unw}6q#_ryv4buknhd%*LUSRwC3{_AERyBMIaYlq z6jHzC)qCg}zUwuAg0?(uSdu(@bfL?&HB)Fy0r5QCdTp`f{xlJ71;t079t-}GPjr&QT6=9R^#!H zFO!IAl#ry{tbsC@*dSQx?|drmsXUk{-_x}I?Yv!Ii@fUkmumTGa*pOo%|&*iFU>&F7t2F!#Pi3tlOVoy$#43*yZpI9Cbxbp<3L#& zp0Osj@Tie|TwCvZ*}bnS8Pc|cDZI}D1KBFibUJfauLihh%3LUl>0>8}+Y}ec6F)@% zvuGonLuuf9i=S_-9jvd~mx)kq;!_eVs3^dlLk5kRJ$|8O;>5g*Oq9}w#1PdeG|mdE zV-Yh#^|hix!jHFr^mLGpm)|Zo9^J-vionz@k!36DEwif=;g!$WYdi9?$^Ew^(*rPH znlx8NHfm#R9_B{hso6ghvPX!SeHRuYT=;9}wN|_E$cab1Ogheo{;ikL%Pe#T?LTsY z%*|pNPNXPi5l4U@rMtNgDIJ}jkW!=oS;Q`l_#pEm9#Hi)f|)w|b}?qZrgbmIZLeir zWuXP)i{l0MJ?UPXxAkH^_3>JNgy(~HTjLj&xk zN2wVNP21qunCF2FZssRVF|fsx`@U?ky?dz*!u=IZYtN;pNZHul#BJjpz~#Cn`#{Zt zGJM;)m#OFjV&b{!`k%KNyN$6D(MB8l+r~>o5B3_-nt#a(2la3+Wo7FK7oW3O5tT;| z%JSIaVmqMA=JB3IOEWO|`r_?xoQ~^1;;Sm7eClT}9>{xBhmzTsfk2b}J&&w#kMRN~ zAPX@R##kpQaEQ)Mzc9fjRzC3uTIw9v^3S*4h?X> z$11+3Bt5*Gl>$;x$cQdtxlT5+w%l^0Bx`|Yu19a$L80n;*{o}^n=g(j$|EJ=>!A2t z-G|d;L-N*n4z6f3GSKqO<Bl9x^=xTzax=?d@ZQ2hy z33agZ>AnbIc>YN=_vv zCbF6<49q^08+5KTh?qofL8x;oUc+K__44!$r((Z)6M&bB+stWWj%qg*Y2ZU zcp=_Zcz6wB?7aN!b4LwImukIkiSsoDvJ-8t)gQA(7OD$*_R$)0?x8Zy@C)_h1T~BZMAjw(b~lFTH3e1fR%|yGOklMDvW`Nn$b*lt6oqx1>nBCZv~eXs3k65#SpRo5 z(FEfoAQHPzKvPtOsjAGbq($ysQN$9Mmc^CZfy7XanmcmV4{UK+dCiXBI2_ENgR!>D zZ05Bp_M%JaHE3I5^&A1Jk1xGh9$Phq?tmOX5?^7S z(9v~obUKv;e@{zD4kmfaKlYoG;YfS5R)<93eZQgKCp0h~=Nq!#*lYL*WMu(Y5`#Mi2Tn&hG#Sbk~jIb;z5h61=y5MCEvbn z-8h$KOdQ^-JUQMR3YQr$q1_-c5yHB-ODhW^H1-%OBmXfZ_(9%Dqo?IOIkv`nfFb}3 zpK~r@yDCn~Rsge9BCRb{$;?SK6;4 zTMY4+yT2pVxf-M-X+Fv81EPZ6X%~E;YS(#&03Om_qCV>vv|reR^39h4H=yz^k6UHU z^pXAUkD)D8vZguK%&__dUz#5ixU8ZRnjB09Yy42u{4M3n5JR*PM73iGY!c8^!sI&t zqmsb-Y0!4KLA|1=zB%Q@qJvs-WDjV@r^&<)z|*IfG8?P1|e? z+sTbJ>5FykNB;2aNU6|SPfxE+?1HV*-7vxAe(GxM=ZBFU548U7Yh|wn!v|K2c_#>|2ABUsmhkYt z7K`Cix>&WdDq=oMR;z14VIamHtxLrKlXUxK*v`oWKUp?Dz`?M->La0F#XYg{+6Z)v{APE$O}E)?r) zdcG6@@egCXF+Nj5WTe6bfb8)VTvh|h1B5x}9$<_86>g1SRHKn?v!kTc-2t z>oz>eC-&UZ--f!;(J7+5sHPFD)QovzcI^VrWP!mrKWP30U0r`QXQ@G;w&k{Uu07;x zB?Gs`y{7L3k&9zqDfs)USbmcPx_0Lzcwb2hy7#kt#{a5b3>e#!|Ev4(? z+`uRVXg~Lp%ikEgp8u%L*4K6*9Jj~u63;<>Z-0251Hi*UnJ-K5M*GHxh;VDQ7n9&4 zYD|bW6+9FPNZom-J^5FOH~Tw$gmB}3cUTW&B2KRVVI^N7a!B{0jY5vThl<2zr6QhUmCk!n%OYa&vNY+?fm_^n z^GJ9=pci9WC^;atg)Cw}CiWh%cLv{_>nep-Qe|X4KKw1lE?NlB!NZJtrJ z|B5}21BcJaV{#z{2tVm!oi?cu$~+DP*2ew&vTibDhtf*T&D{2u{&<5%<(?ONi#+7& zgGy>OIhH;@>+bY8%ui_o&vvsXkU|AVU%0$6wmg**x;j17OerP$GTZw^g)Y`uh<>+l z{cD%B2~)D_>dEFv0QE(ylPR&EnUjUfAY{@I5@%ady%j5fuVwB;`> z=YtJvD;Q~w_w&Y5g2x(bZy0w&^0l+rK)X?$_|=W* zmU-O6i&lo-?e~;>tO_P1CY2rF#gdW>coJdkLMacs%;f_u-uSFL-Uw3j*0I1-9LlWs z87<3tX&Uv*rra2jDOH%L^ncpeWA{M3F^Q#9eX`i%1#-|eC9ycCH#K#a7ve#mYF6fg z*q0EX-<%r^={xC^_GYVmHfR3Pw0j5sKu5XNuHfFhb8@SP#|0{rCi=~j2&d-XFshY- zHS_NkT+zR=kYC)9b$;xo-9MEC{ZOl@614nf<2QKErwBm6j8X#OQZ&t>W?ukdEKT`W zSB<$U5_|Wl;$Z8qyJz^{7X!);C3s{={i(gxX=-bDQiVbB+$&uC&HuyLTZU!1ZfnC2 z-6Gu~NFym-qJ+}j-5mnbAxO7$mox&>-Hm{BN_UrZyccusz1Cd&-QV%Of1E!&oZQ@T zjWNz~282;>;hgHY#ZwnU&ca(JL#D=DMK}5|BYso{Sx+8WAgSqLJQEj0nncCVj}B<; z{CM13bhi7`V|{)w$19Hn`&-HGJ*^vBN`#+Hzv*%jOt~9sTF+)xt`|gq-GE8A6$Quz z-=!rhS7n!hRAya-AAtiKmV*0(-%vpSEbBX^b#XvIMF9>Ael4HD4p-Im?QQ@^uPe;3 z_64l52^dsUB@J4*w$U_GNDb>y7H)FKVLI25k7BmqQeO8ob;LPNC!LY1ppZLEvf z4|^E@bC3S$j^ae0GaOMRRE(S}OtR}0@N_KX#HxTjxpUe4(_xUrPINMY3-b;pF(tX} zaa0kNbgvIy*1eYTOHwc^EoG7R2&)!UMVCGCKs;mi>gNs5Td3`K8DAiwO(ix9O@q0K zY4dmA>saYK!PW*1Xoc6%sW0k#ZbkcLzrrxq2lK_fa&uYi0ZXgV9!K&J{9b1!exi?v zrf;8}29g}k$5ZbXG}zTMbk^`Ioz}ipIdwii$6?fJ@vkg=W-F`pmfLd0Ew$0ZPXK#E z$boLJq`Q?;4gH36sY(7o1f+Oo_AkV#Ja}eI5wcBT08u@y5;<8!-SDWjPxt=ceRAAW zRW|do)%E_Vu^)1a4l`T3mT|+uGE_?At(Xv*G^|;E)@FV;-yldGz8ybceV?B2M7rtJNR{E*NQPsbc){nB{>E(#%?M)pyEvK?5O7U?pK7@BpR6Cg~jIP_+;_BMP^@>}4kpsP8d zqsH|@&uFt5ponGCL1a4H$LTE~{!)15>l8jnRnih|6Qnc& zP@v^RfeOa63%@J;q`KN8_Gbhw(DPHg6bWNDj;TLq`eU2r9-7o@9g7SEU4zN*gUlA+ zbHFgrUI{duXY~EDy`-k;K4MS1nL7)74#pV$;z8KoaH>BUL4`nstIG7zfJnAHyMOyW zLt}T3>S6sWFZviw+a!J5R7Z{12pud?ey)Nk7*(&ktEb{I!s8dSO>Ek`-=6{VeMC1; zmS?)*uv0WLB`7FJ}ZyM#}sTrQU`83LTy*Tc=t$>#Gwyzy(V?a5goV@d(HQ&bX- z*Im4Tsq$y@6-v|X3NzM&-3 zX>kn=jD)!k@8J@I_4M>qVpL7NFR?1td|?_rp# z@#o9m2p1L!eMYH^MkKtSp4s}ojS@)Vc`(--B#`>ZBD#l~!9tcBg7@|o7fslt6-4{M z#^GX+=P4us4Hpo2usWwE8%-lPSt@Vb%QLvR#k{*EWf!?<|9Z#a40zO!zb7W}4Fk@X zr&Edbnx93y>AdLly1H{;Y(Tk9VpJ zD}mN;By|4ni^0X;iuwS)Bz4tN2s^vstJ2h)!oNHf8lF5AvElRA(v4nyv8+SnT%y%0&VM{0LC+(?JQ<{yR#uB*b6_ zWRiW8wbAh{TEz<5Pi4V@`VFBKiRyo`BED%sg@ct{0)}c)&R_bPm-i0f<`C-1uiu1! zTvq7VS%d#bPBWz5PW_V-WC}(@U)$|=IMp2p`d*KV)APbbM~aTqP#eu1*(Mt?XR%_g5~&vPj+ z(0o5T@3!pf>B@dPi&YDlc^BHx$oR*^Rh? zkrL5TD;E%Rbn7G^fZ4pcJ4IW@Vt@3@_7pwiF@HpN<-_uz2o+evX?JwsX!4*?2n-;` zxTDGA&U!xfT0y+~I|ElrJ>))7#c5Af)U1N2W(m@a{-NUHHL&HDn4K5`q=Mb^+tJAZ zNU__-Xn`~SjNh&!gY35*Wr*SV-DVrmE%WA zb&A&z;|3{$aWd~YH7d9GiQhuP%of)N+{XAIP_j62t34+_^@cf6Bw4UTXif;K1Z)Nk zZs+Pl#E4?MIVbI@U>GefrH}L9Wt^DJH$k~Q&if|h>sIW4(p8^^1&>kef<+g5aU&BHR*+}Se~IqPu(R9#Hqj22N{>ds>+u49l- zoU_Hen0Zu?1U?-^KlTmbX>RWC#=4lUu7o?%QDtUXLRT@)ZZV@Rmo88In6-dEa#}Lf z*9eiR-NR^S`p3Wv?ZKoF$Sdx|Bm`+Y?SNg(gDHS$`qE#8N=#82L(8cTh$ZZJMBF8j z2-Fdo!YY_E3!tCH+pJD6obpiOKrEN*u7x}vV%&6)N)J;#0b*TsaHX69~WJpw+Skqv!`apcswu34^zC+qu^wUnEo|B(wFOX z-rknEc!0AtHZny`62SJlNT-mIzsWu!}x?rr#TpqjqHNS z4pf=UOjas7IGR63hAhVF^V#l*C8i|(z$4cdmwvT7qh@~*$JUgMB4E4d z-|UA1D2FROqsnvqiwMseX12 zOgBlnz3uzJkz?k(*R(i`m+3;BuTlzwnur&_y@Zhz{O}PHTG0tjieNBLC?2;@xS^{< zH~zBzew;Z16yTn~W5m~%T7g2{xx;paf5s%9>7~`Xknl|nDVvFHgn~Su-c#2LT6L|d zq~TFln8O=5mafbffm%p|9qTdQaP{a~9XCkToJm`r%pkZKWa}N3G$EFoz8rvS1`9M% zMnc84?MJRer>AYe1?=OerCadUzJ&HFXwpL%+a-Hoo{LokA)mRLTvX9=! zexCH6U<@D)-d@B?P@(rj#z6l zsAJ`r^jYY%f0GBG(w%PzjowHdOw;AaJfrP@SE4B7e!jf`O`_Q^n3mAGxhX{&5?mQi zcUQJvRzL2pjSaD!c%48d_=seiJXfJuqYCUJ^@N&Cv$@`5KGqD)=Oq5J^zp%MHjldv z8)Y3>rYtwt?4*|#m<1TiW(-h81OF8ehy{|vE#zIRV-a>}1O6hGMpZniMQ8z>@qre< za3%zz#^!^AO9}Xfd%$4}MoX%3^8)?x>8I@7wq?urLRO0Wv4ysvgW z`I6*fkm3BV`ABl#Pu*e^9o+vh+gXxy5A`7CrUhsnbM%TeibSZWz*K{^0|b zj(D!AxQzB{NwWDGeA`rmLI|mcHH7gLW|!9vv!qyMnURz&>|i_>$1mucm<4d6YErD% z+spd{tSl9=2U5_S$(pAm;8jMl#-lkx>E0y);)CyDIJ~h&^w#u}_vE@%u>_8UZ&+i0 zXefLf)7URqJ&a5$U2Io&UoyBTJw{i}`U9R25FA)JjTe_M7mr)bP6n*uznVPMSD3y7 z>N6LMjWMbJ;$~$j0&bQb7j26ZxjI5_@9ypL$;>mts(_|GzulvG8(aJyYv*B++gw|I|GW8+p zdLk-U6Xhp&EBh)Qz+KNvo=cG&C>L>ezIGUT`SjfWI0#4@)II?pRZr`|W-lV&(sw2+ z%27XQRe#%W?Nd9+;%s?72?BK2d-Gs>6_AIN!S6n{Soz|zrbM-c*&|dv_B%Fni5_|UeHf{%Me_{S1@pRe6mP@eM z2mJuS*Fnjd*od<%dMXVj#wcaX<_t$}w5L`V1F3IiH36}Gg<;i7+$I|NwI5jSt#qMvjgWL|q zdJp^`7HN!Mjv zcHfj~GAVS>2A~kk?V@*X+gO1Zui1dV59c<$ZB5r_)+3 zTATD#UmSm5LP}4=6$4&Gzumq2Q;dGvb#huC36w*q)g7HV*tJrEJU~6$StCX@QJ|52 zZ=}Enrlaq^4fQ(U!E!k>-mB*l1Fy+%k9R>NPtpUSNa%j(lHdqS`{fy`mK=*Xi5$lh z-%MHJ7$TU)M?z!R{@?kWk${~j%`tAv1hjyMZ{M5b1Ev^4bA72+)@y_yeusas#fC}M zTWk<^CyGLVDF1{<$zsa1%TcM8KGJ)hqrEXo?nyC!c?Ui7OJmU=_{84Z33)*cSBh0G zJ$HR$y|^>Hs3`8-KwcaSMcV2yqU~!YBI0EvTL6fYnG(5dcN`lfc=Rv6o#b#G@9sbD zR3>cOa)t5@%_^1kwY3j!kviYzM7;aZo^&M849hh!E0k1MtoZi*9=|ui7r@Q2H_g6t z{a9h%d`fP3*cUl^M>UdiSq>Z&0wiKTi@Zyx6Zg&^_A(+~%(rBSWl%=Nke5$|q6(zl zDvPSWCj5yn^qiwu^-Wt&?@YrbHc{?4hte||t^+Cvh?C)-_^ys4O*FY#l8|7#NMTxI zRdN}fnbszTzh z0A4VBjxXCg%=S5-FJJx4|8kPOW!E`%zc82TQ6kvgv-)e)!OFMQbr#iMXySp=w0z2m z42F^I3f=Ybvm_jn-YeBztM@=x`P=+xbTnh;$}{hte0yi7knz<>0cDg(+fN`)w&5z{ zFZkelr0uP?K8$2hk$IO~Np@o!0>O1s`-a(gNRpDf#I@+CmQ=ADFxj-{@cJTX8$_jK}hIN^Y4{f{ah-GTC#*4R;t^a>HceQ(TNrz_&=w9ill zYZR3FjU_)tR^?Ei5qV@rX(ak{su+M;YttVMDCc6KZ z&q@b;?fqSkAV0sa{@cz5&h3c?)&$RfKuAj`e|5%;Aj|QWsK!K0Igm%hO;P$ zo|#`3=vH0C#;;c6MI*DXGYqlZYhl-_xoTd~15)u8VW11!s$x=R%Sv+kDa*#0B~Yuw0a4Dx4>b^G<7d=`aRP2!*eiTLH>i_Gg1Kr zUrIo9yW^MRoSe38{?_s*;pVVqj>FamN?`u<1dOns=f2!7{4vc`sWFlVSRY|`D6Z1e zE{4}(1wK{9s=ddUJ&I4f=BQLUGn5VN+gdvEP9}tlrGhE6^60osR9kwR5A$b%dci zpNps`&toDb#n^|n?@WU2(CYK%;wME}qbc)tH4_o6aiO};_i!8wO-;JYLS7B9fQ*nZ z_l}6w|1eklA{+;Z39%6LS4;oxga@jH`qYsh5c}GhTpIj7c>D9`-?bePbl1|vL^UMe zpv%3giavXZ!K(rAGIwaRi@u+p{OE0>k`#1$%W}kL*azBovaaj>X;@%5smM?UsTVU} z?o>%XkLc>}S9Pbls{T#ByK6j_AR$5Iyk0nwRjT+fZNkB!1Su(yJ;~eH{mC#auk4fj z;`z@8Ft}AN#3C3UPu3LvoK>GFJQaTess+{mca`YVo7?<}GMYhLWnV);+qv=ilX(t` z0L;_%vjD>&qBN)K5H>*Mr(e2_#8<!?mhp-(03N=;Ks}(bQC*d8 zq^FQn@DUV$f?2{8hUV_pH&{DcZV^Dn=3qrc)*FK4jgI{bpdv0XK z0M@8d^+cdTNh(#-`vLrPY{rpy-}i2zFCnY}ezQLfCUh(830P5RjsfbHm4-bQ4X*FK zLnxTf00->V4>2r{u!x>XqLwzfW>W$!dJE9$#KlwAI~a+9)?Ds~6%uw|3Knjx&1q=l^73<3`!qigtP=8* z-B&e*r>uTJJpI)i&)>SlSeHhzaz%ZKZ4$U1@ob(;C-90ky}>TBqr~7Xb5#CmFc2^bV!8 z)O6pG?5=OEa*|Ek{th%`L$J4Eai5a<3d_7~NuKOPh-}Hgu&*PeNjwh1JcFyg5@p$> zaRD{I_m&6jT`r+Uk-oV(QhxTe=uk<>FjX|Yf6n@CrSLs63*%^+yvN9L;`FppyE#|Slifi*r`fESU^(&OIyfN;{J>~ae8rWs5A-j{*#5M z{76x%A_kO+S=W?5i&wL9j|~O}hMm)8n?D1Wo~bDVa*g7NTVX)LB}Z7sVeqQxseb&t zUYf}@VwRGHq-o$+%%x_}@ZaLYorAaZ>CG-Voarw=U}Don5ydgw_5B=3WleJ=s?1fx z(NoKABKl%TAuWZk_aTQ;Qy)$Z>KgkOO1aH~D`Uhn4K)q?4LB0^b^TP3AsIF zMzEoluX0f{>$Y}BG(SERn1bgvJVc;(AM3w7IZt7c>#NScggK@+8U-WWOqWL$?7_b zg2y09&hcE1gU$GTpv15eYzsE>=3w`qjh7KzotVLJac#uCBG4F6P^PZs(BOe)8i6=5 zI$B=Ta%}7{?m7^b`fRno3ZxcEb@a3|!jzD$4qd24`t>&H>FYyrB`n%8X}^9}w5wzB z{+>ajUmTGtL2ww}5JoMz2L{@A+3AFSIQ6o9!?G6a#Y??-j8BbL5t*G{I|7=5iVBD} z*;D0eD;IHfhV+UgCjuw?e|-n!JZ+~Zje%vKUlgorNePw>O|Zc*o;^hz{_CEgsI}PO z)$9vG7a6~{ki%0dQxc1RL!j{Z6lF2iJ6n(itR`}nqn>M>*88(B3UYg2^ZNR}onTg! zZaB>i&8n!x8i=Qd-nHxNbOEu=_+?284BXUXv>=r3-zUmC@cWqlQFpdXP#4sAB5dem z++-r5)eez#mDdOFcp@P8S&k3CQ>)jHMEselb0F9H$#~Y+2;2;KwTgZ+n$A23;}9B1 z=2>>Qui>_EIqcx@xH(n6ulOF0Cc%gE7RQu^JAocvyq63O*JWGPM?csreAOMkSA?(| zghl`Bz18!f%BT_3Gyy4!Mj={l;K%F#{o@B9du^laiEH)3u(^_r)MoP~=_OD%#Y-;0 zA`<>A@0s|@UA@6VXyo$&Lim`lUK~Ah8wrjIp!|D@+~)3jyE>WTyqoZf@oUhWWn5}n z7f4(!R7_kyDyslVji(ettkKleAlYR!`a5_zd_0h!vIaDBK=3A;2Ae3;(^p>pbS_DG zDf>8$?R}-4d$_-KuCmcU_|1Fw!qQHs_1@=Mb1%8N0>Zu)J8-oLGY9_%4s2?I1WY|q zr{(swEpCTl1kR80?TT`npRHji6PSsg}sl^8XNv9#QJ8^8oG+o^vJ{}Gx|+7y_S2Z9eZWWNMp zMV8k|uO#7>J~9OlY^2GN%Rb8~YbVBIVU*WV;-Mbv`T|lycq?#Jd~l*y_#-_v)?h0}VpG$w11YZ<0EijP8i_t{`(NW1P zhDaS99dJ#AGiS1+u5yR0p6!IhAo{qOxAx7MSSyJA(X1?M zO`comBS|??G^(6WCk#W^t~}uFNC!g0_}L$RWtMTjU9K2;<$;2x+?vYf%BDoC`gQ`i z@4prTClyvwLtf)xd6(nCx<)^1w3zxo&pT9THBQc{zIdKyVI6+=Yuv0X{nXFKQ5thG z_&ws;)rWhjAGVb ze?cV2XQOPh>Q>!}!0`ud0S60Ps9RH8DXN~IU7*$Sav*^Y*`1Fsr>XF@DV?R@PqpAAstESEkN-$HlM7Y|4od*unHb2Fa_Rt}$lyuWJnY z`x>F!+-~l0;3Lw5eaeIZe$2d}ed|Yx*geexE)k~WDkQ}ImKI6R+>I0iBiPc**}i8U zK?kq2{c+9o&!CEm3axf_WSl_^?DiSK6<9)Zx?Q&y~!UEKvbK)f;lX79}7l)_i-0 z@wOSW`}Rv0q&z$16!=|6$2r|B;4FBbOYLnm)mLOm_$yHGF}TO0o|NV*5wS5wOMKYb zx0Cud`t_fmVl$*zW$y)T6b%usG=W(Zp2wG8FCme zno96_V{dgl8#>*WD2TQxLlE$~P@&5m0>YdFbl&9$g(aY+$Dqw+K*bBQb?<%a0!d?V z+3?UxkcXc%`WF0Ivq$k6jjn$=5c99lBfMrrQ$1zU66mJ!kzTFtAuxCXF5rC?`G-49n2U zzZPPA^=ehw)R4 zAA#CHXmC9gqpxZX4RgmI&C6(BE$a zsbcl~tSdtNFHWQ}BAkgY{Gj4r(03mZJAjaL`T&3bmDNejLLi4>5DSwh)7vaQ$G4j?4|%|M`)D4#e$d70uVT)gC?`i4~N7Uo&JaFmJdD z|5bYvQJ&nzeTo|qn6&Dl`1mwOty#R&iIM2*=>C-T>BFlb5pt%bJR(CR&pIe6DD2OM zVeXtkv18VOnf#@ICMhY&jWfh-VWRBF6s$x?jK!#jDv2ot#J-#Vvn_mypr*K4*4t`Y zx;!&Ad+KVP_Y?ps4pI>Rnqgw`upA(2(b3U~Y^GE)Y0apXmJD@`7vd)!*O*#Xio3c% zA9-BP+BTNemWCiJGQ`MyRP1uG8tw*<eeXU z;td7szJg(>p_L1GtPgDg3Vh_l1@{sT4%3>S1yUqv4BRhdhf69DV)TReF^QU?db`Z} z9YOy=6&_*b4^r>f72C*tHrAZcV>U}WL2?Y*=}Yg!l9}p{Uxgi9$7DfEo7DUJscm`+ znQKaX`N^l+<2RGltS4+N65D_Eju;ey0sdL$x9x~1=)Gp_S8GXVux1d56jRq`dS60`#`7Lo`o_<8?sBz1iL zEcZ)R?F-5{;!bdtfNXXa-Dg1S3MGoNKE{=%8<`D0rL#J!r;`E9rJz;lLM`V!;Qtaw zbb%<3@W&$Xrka64Y`NIW84&r20ks83(j=U7fVuRuajez}8z=K=mW#G&#oqa7p7KJbfZ{EuHm<2(GC!yEDl>!fh({upH0ZSIx4-@W#0>lW3f zN_dtNvBs;3E7a(!FP+L`Ml9K@e?kWNL7L{jUJ)@Lr{!&epC=3CUHfCDNOPRU`P}+} zb;AKi;qLfCO?dP?2`mFb@M>cHILtBNb7XRGae?(HUBVSd8_}){kkxG|3ZI>u$*fX* zp=AHb*P+nB&e4&@f-->WuYUpB$-e)XG<1BFS8GdYqqvA_mB|$9*aq|zGpt%&YEQ)rzUHnJUC(0vKpAe|}S{cJ_kx1=?+?>M3 zILaX3Bnw7VN}hj~4lwQaYiP@}*nYCQAkM$&@LUlqnfHR-x_lL2$aavg!lW3#+H)X2 z)A*^#LnoyWBw21^sDZ9A6lBzGbiZVUVmuo30`vYGBcqpIWy(l??zO7vnUGa5wlM{P z`qKd%s?rnrUG9iYhp(5zE|vMcE)*8-E97HYuNm>4MGKfFj&JP9DXFtG3-d>R$gqF- zTDEPrz2=MukeA&JkN_?A6vR;Ni)EooA23bkjT^*ef}YM034oDrqaddG-y=^mWN+Bd z)NIm_zu>*QKbvT|$0iFbocFt-c)#bz9Ej>{d7`-=yM2z9>`xbzn>-(pa0aovE0W&* zZ||%Gf|@L-9AJ9w-qQN<)^!Cy8u#U5t`^Wxx-g?9<8o@6>iU41nX?D#mx6&(JAoP! zetcV-UMc{-#uo+a_8m}`-oBe${3f%5xW(2D;Hs~pXPt95y?$DxNcrG2HLn7g+`kIM z8)lH)^eEr}w`Nj`sb?{lnBI}%9pR$C9&0?xUs?U5C)t%!zC_OEf4SGeU!kS|x0cmz z0`1E)G3=om^)39V9-v9(W{ z(U@(?psJyveJ3mr4y@#-3Tf#Rn1fG^Lpl~^W?LChTed|w0nGCn%J3hT3+kEZd|*Jp zN@qUANFqbyVCb5G>xca`E5FC7!~`sz202YbRbeFPk^8oO5d76JwHyDdVTwgAN7O+h z6T&N7@_N&)h+$xbnU$sWCJ*_8+4{4oL=P{_$UOaz5oy#&E8S!qc^Z87S!-G}*bT6zOdM zyhJMTX@@X;zQ3cYF$Mjb{=fUTSVUmje8PxlM>fQUjF%ooa%(l8sZf7#qV;vMoA$Y?8 z%#tZktKlvPz(v2terg43{$G%aSorc5SlEzc)e)U0v7U2t7Uuz$Zy(~`x_0awzps3l zJp5CsZ)hMu3cfLvr!2+pFZ>}$@%*kA5=O>pg3fT4WCG(K1#L^M3KX(p`-TV7sr=ZO z88O_!cb2^TbhiFCkPE86pmlf+C@W_D*guw^Qj_j3xmN~9Nk{>15(KQ{pHL)LdCWHC zXU{Nx!ykcsp9#7c6qh) zEBivB>wnji5KTQ*n>&P*PsCx+OpMVK{*=H*^0Qm3vWP!h_gYPG#H0j_TG~y+>c*b) zD*ADCD2;{d-G(LkoFmES@?*sRD&$o4q!Oaf{MP4Mt z=-IHeNwDm=8iL=I<>_~YN5&x=$JgtY-k5>ls@seY!A%%5TEuq{92Fp$exEjvgZL0^|Sm+6Oo)ChFfp*}%alH5#Lt7(7K=%Ey zARHWGd)S#<%O70ME@Bq1@Np!{-5=kbOk6ZFF1;24Ny3@bFeHHTsZ3zBb=Daf@) z0zL5?hvh$h;Qk6(R#|hKJRZqX_l%g&uajnYrGH#CC@AbrkE6L8 zIL4-KI2XIFnCq1fpNxob;5>Sb?do6}*c%p|`G;ZZsAqD|`T6s!wa7%KgJi_VA^Vpv z+bCQ(ocqOy`8TPSC+qYDRs=v=VKeD z8@bc}&%nFpfwpP#CL%F0MJzxI9ft9p(kc&FKtx3$n?aRaK4h%zOD43BpDdrC2);G* z{rVS_Y8Wi&GkI60e|5US04&FR&&?GJRa@N7NJ(zPM8Q)yR-Ny`U*RO%8T%#@oDBy{ ze)@P0*UZZ$Ub-(7K{Zx)xs3E6;Q8VH5fBSS)YM!`L>Dsnz5RuAOek2m@qtuOyyhpt z@!`FADz7uadAAb~27m06SW?B0W#VuCX^QD=Zt)PNQ#R@ZFBOqfU*8UkQn5NQ0 zAWV;ff&#U^`D!+Z^<6`bMz?}mtufh@&F@G+^ENnN7afJ*wwGdHZN8x87P(`U)e9$| z2f5iN2b%a|=SN{nApP$2=%F(opT&(DF>w@c4|PW&^ba1>?Pt9-CdfOuN_X@W=&>}% zzBo!03Q7w5+Xus|tHlWTbtNL1q)KR-VXe1wujxdapCh=tUum_zA}0~fe3NB*UU7Cbnj3us2b z+;+N6s9JmiB?*943JVigSKV$Po}XY+Y`>&{`dk0#i7U1zL~gEjf{+y6(#Fj z3l^qC_r-umc*&bpl{YAQIE9Pq6~!xrYCV$ukU^KB*Q#Cc<)8Kio{db-gN_R^FYKCc zP7H1CA`mQI030dWZvgkJ*3wc<^PWFGf21;x1fG(GmRrS#!*E4|n8%)pa3U*X)DrG& zqYL^HW3*F6 z>{%)gNSl2_VJ>E8+4Du1_WIG1B8tcS;$!Nc7V1*-WJ_-lSoZ$Fk8W;sbuL?cUbjB%3^KKQM(8@KO# zf^XjA|3TE1vIM(}C-8s*CEO=<^Xh5`MZ<{%Snb9b4u+WTCMZD|ln2&l8ahaJ6lMyc zaD@wQzTXDVnIP0KDwWl{UShz9r82$op`OV`a!f6kd_*!Rr3Oo;Mks+tkxt&ZSsi-F z`)U~#rbM5rLPdQ0X{y6QB&c$wOHw+n0#&|=GHo9DP+H@A225WtW!nHic_0+Y)rg*v zK+r3_k2o)SqMa0&`iT7|#1Tm_(#}X|D1G<`;w3xL^o@qRN>DMt5#Zi{laYXlE{0m2 z^qijNWm`6a+c_lX4Ta^LF!}+lq{mU#Ye3Uxm_?axj#1@Gy*YN=8Ia zq=9_sQHV-9aT2Si6?4obF~1i^I=^?PIHI&%6jVG?wmG9b6r;AvSndaZWaH4aNO+ED z4u^AeS7p31{d?Xl8K<>KD+1{9*Z0|L0TZsQ!w(sHL?>Wp^?$;h^=Rc zV)Y~}IZOPe`cm3QwE8vmuoiOuD%^_mUJHcZcF8LUzMS)jmvNW5TWRKgX&jH$=}Blk@(&JXG`1Z2MPW-K2CyFkk0&CI}yy2ItEO9Pi(DS9Et_v?aEf zVNFhJgau}7 zKT&6N-cxg5QO!4b&{@b}l(gzEmm{GrANd~3q>ydm{93GxIdRk1*VQ4YklsghTEO0@ zY#UO1CI<@(yShB(zsnRc|Hu%Wk>F@d=Ta}vkB<3RQ8zdl2-OFp$h`PZ|QuA%`y_q>Kx!%2(9F{ht^&E%6>QlF8Mcx=aIQ_ zR7EPZ{=fv&JWeDN!BkS^2x4p??iGoBvU9H*YDTbg{@dUvdfer4h4L%UOpXK`4KNx- z{Zu2g_i4;I4G5OHw}mFrt)Hk*)z*xHy-I$&;hzqKgiRd?4A+VqYNgeCEdhxJyok&I z?e9()gWvCj3__v}lCsN!8jB9)r+yNYTYTpHrVPcnJ0mXpDxBm7f_uLrC5`|Nb_|~q z`R1Z*zx1McQXJ)cL+c+~k8hHuI;W@TBg3qaD_uvR46jQ2ij5BiZmK>8e^8GSj= z;X*6oXi2oEXE4r5Y!&mw)Laixt0j{dg>`F2v>Tq0EomN~G%~b3N7HsHRjSz;oPok@mRBz$OmxL1l$J`2h zJSN>~Xte+{@dr7RWD{%FnR9*Q`Q?diXsJ z&a`AnB1yJYaqg1PulDF(pWY?X?G>22F@I-x{YBd7qojkv^}MLPv8;3P$?>Iiw0by8 zc!RosO|ySsRc2&{H@vPUB-HB^BiYc7C=)E|a z?42`I`-D6XQq(%1h`?abQMB3gs`G1GHI#@5AqxpYUfQ)Jwgx7hlXod5tvPQNiL+ts zqkZcqTjW1L7Zvh=(3BIo&;|j;9mo)23i#;kibQjkqFz~w?Js&Oy#B8KdI;|N@sVXf z&ZpXO5?8DK1OjYsMU$22L}<)+aiv?&lu4os*V{N+8x#3W;l$8)=?N=;y-#PP8~Y}6 z?XCUpSKU3iJaMZ-N>71YDR=4h@AgEx&@6RiA5zp$WZMBsbc&g_(<<3mr@P^gJ`xxu zsawcyEaHA_Gh58RVG|zGqWMf!n(}RC(uw5i^hj5VEq*yy&!eYzZ3`JkXt#VK0_J5( z^Lf=p&&C@XD2WIahg<=PA;h9704%0f6#-8~`DkRNFM*E%S8CU`0v-Hig(Dz%HGHa4 zAZt^Y6v!631LG)NOL;-S0z^_-GZ@*iOovEgYGY)3B^g!t zc>1&VXLLprX6MI|U2(QT6(z3`pcsdQ{eLwx>-I86{>k3U>HR6sYGPns3VcT#60EvF z_)E8<4DWCOVfZ}STf6s&HD$>W*!^ghWH!ic3Qpup9xZq|%s zFKph{XS=viFf4T5WAsIpM)z3uCXy5B>%c5GvV7SDLLz<|$&VjU%U?#zD^P;}#3`~F zDnK)SwD^U;yJ;B?w%I{Ts*Vfw7Oph0kKRLrKzy&ayqyH72x@JVL!$-1A&yp)&tIiX zOu2gQ)sp%EU2=JKbwEOG8H5y&5R+iLQMTSunbJh(ruF#nhABb&NI->=%)ux#aEs2z zG|(sv4Hcl96ci3@G3!qLp;Cr~vKc57h%UYD{8cn)H&Ldn{#$!i&S%ne+bGtao<1U| z7~aV{Pl|PDla~I`fcNct^l3yrjsj%@823jHvl;gprS*Yy0EZ)0z)w;Gz-q^hY9DMID@LwZ=>2Z9oHE-FmOwNzM z*NI^>VtlvDYIkTDGN`oSLIR+wt^{b{e-Q$F)RRgnU>L`%bK<}mWPIhg&#q!sVR}!@ zJu_d(6-%U7Xz^Zt(6TmKC~`R(M$pTd#bZHhC6pM#P*l_aiAOHq=!+*9+zbm=i41A^ zdk zLJ4_J#DBQ(zAbe7TI8yIey&={N6~BoUIrYa{MFiIUC#dW$KDaManEnu0eMK}sH4LJ z1ISZTDx)?4F+P1F2gJ_4?+rlG2`9e7V|;~n#7J1XBz9V+;-vCjySeEGy{PVR0K!m; zEYX?{6@Q*Ap)YUY!(lP@78Vv>|1xSSGJp9;h9S4n#K9~*K`AmXZ29=$Uo(7uD+`0OlpqfP08Dwom^cr{2$8R zI;zTT{~o4G2}voD?hcV|q#HI3(j_ejf^51&x=WB|gMxIIlr%_)fP{32NC@xRo^$T; ze($~S_?^EPdyI!CR(x{Kxq^d(S94F@WyqQ~)QMaloMM=3S9&0_WlXvcSOR@%3XL6Z z4a!PP-qg;sK1vTS%0NB+TFgYd_7F3b8;yZ1X37mU(qggW*YnPcd}>*(F4%u!0jHjf zr8a}(AuW1aT*tB6%CDK?3@kHasg%>&P&}^OKTVk%e02AqFbiG~(Jogfqeb`BIIsYv z+}G{w*JLb@YrLCo9ou;@x#hl7r0Bmd%7>VeKR=Q#C_`92O9Apd#J_q{NG9V{JOH6J zf@Lx;%J&CqB(m#6@l@^jsc;ga?xI-G7sv>L5{}N=6D|9I=?_*J0RrGucY@Jz>1u#} ziSS9+R#W6xMuea^&N$9T0oZk5+pSVGtA|>CB>=AXuT+xjS1P&rvc%|DE~(Qlhrs&H zkjYy4Zi&_advl!Gd6TiAM4sYW=SbC0Mwz~sWu#G9W|hVw8hn8o*himN79O0Q@kt}< z_Gv$bG&~i*{&^7CplfJIesygq`)zAVs{BcEJ_74@_X8vdaY{;>NLieV&Z)5Ac6aIF zA;vhO8z4+?I|zBbC-KF}3OpET&YK+)A|jS2*Xbv=qY+(PXuL6Py`D50Y}w|w+T_#_13j?*~D4&)TxRa1Ze2=L6T+pe?7ht9hErBI7z}y^7ki8oP046uDIlX^; z2|>WsUXE<@kY%5Ga=W7-y7X4+)!VEk_pMhyq$GRWndz73Cy=P~?-bP4WM{{CS6=2t z6lmT1S)&h7HyX{>%L$VO-;s$hi*~741QkoKw4)UHLC_!y`mEi3BShKfgUK8Wk@=G^ zCaK;#fAW{8v|r~gxQUy3Hl25yb?_|>Os02Mi%yMU+f98BJ5c-Ey4T`ij)4Qm#bUsY zHm)FDoqVzzeFBHE{T)Um2VjroL2ISPY#xLCkt`ahQ^!g7x5_w0*(VQmbdKTx#B$IX zkvOn+7G)0Nm9bI)Bs*`jH1iYEY(+(pNZ;$MGZZn*F?d}-X5`_AvR;71ruDY474$H0 zVL;-FK6YN+TJn#Up*WdQ%z|@9u&IiEz?5uaY`MCPreC%=_GubenToy3B507K*LB>& z3Yai$Tvf7}QWmVb^4MFT0k~WsMnRdlx^x-GU}ZKAj_`Ui?p4s~Hy`yu56sn=Z}ir% za{sB$+8_AKD1f$-VOP2^(#1xiCmKq@lSg}SAcRDxP=NMO!&CU_prIwB>_|t!2OXA{ zHs{IbNMePJyTpU|-u6Cl0d#YTyK(^2d zJWJX#ibyJ0LikdkdXAazbK92(tRSw(+Z-0oHeqb(leao1DkMj2awCK5GJ}3o zlC#a8AMR)zY@ehes7G%NnGkKhv^8pP8r2>9CVx4u^-0is_clo1py2};uT&DT*0Ulp zFz%iX6_g@GegF9Vg9e454>(sXC{HIDs|a4&O{;OK{Glo0w}>D}G`nwU7x@&l{7@kt z%HE$#NLT%mIK7?@yOGm1$my0>Ax+5lGnyhI!)mps`|oV^Ck`oL?_D!?t>w%&ZS-QSDz@IHh3E zcyEiuHqr})cIH*&|JH=&BzUfv%<~ZK^aNZIXsK zyc2kYl2EcwhwU>rTegGY8eQevPqp;8^s+jrwesT8y`Rzd0?&Ue=>mG6#Q9;TpXE@3 zR(ao6OHroG2&d21D>86s66*Au$PCIVA7dS4B~vtF(SUD|I&AV(8f=vC*@En|J zU_rEY4oWk4%UEeBuoB}c+Ygy2kG9QTU(-`Ak7h3T!_fx?^)tke>}^nQ0&-1%46hC1 zALxK4{e3IV9YK=YuT@_r8OzBd^DU$^npokFx|cTN`TzK#-%&p6EPfvVK?_v;rkZRq zz3L|R+2nt+9)nWPTi2IeWbm?3(kD411Y*SR_b4+l)7;m$RVW1aL*zWm%Y^Z+0cMWC zhNCwa=$Te|Xc)D-;`-v=Fy71Ya9Y+T6k*)TCz~<~mOH~yN$BZ9I{0*c3nJS;iJ|-R zqdVbsi75eGl?^oSVUK@40hL#*q{{0xZ_nKr_Tb#McPs0Aw0SeBoZ{Qo3AesKt!LWN zCQKeml{x2;?d@hF)0PT|b;I3R(CElYwBay6-DovHh;_UZUJ!=8H2*+06qq>oW!GKd zV=58r>jAPt$!mPJ3|_nN!}Ff>D99Ttsy3A8IzVY9^hD28kB~h}jZjT(!wi?@vzYIZ z(A7AM!GOQCa3(5a=$I{0kEHGrj^LSuxX>!in^32M?Fj16 z5jEXD0roi)d9h(1Oxt>wjSZ=d=ciT?hax?N%`Gent4?IEy>>-)5!n2$6IGf>T1HKK zRRJ0zB+@Ym4wuvJFbgtw@Fh39A_-@}26kD2 zas-mwg~Loe9B1hL3uoAez~)nXzB)~Q6s-S74AsiI?m$$|(#pwTgJURBZJn7hR~`ia zEURk$s(_cnew~&kY?UTxZ(k)1cHt|4oLOJu2H7VG!7&pDLe#y$u{>H!eO@cPkAo`y z)y1Kj+PCbkYgK-H*x{j}q1EUs#klZtjsbc9EpO?7LibELdvm64o6h4A@1tXEM<*xQ z;twTI<0;RglIHyjCv=H+#*>Xf28qF+@*irvr*#Pj5(#*h&`8;MJV}d}>rnbIn#S67 zf-;hmI5hB*hlKMjSCHo3Ud9V<6H^dISETc~a*DyVdnbe@VMIeC8y^ke6-?t+whSQBLwzO+a*csXI2(>io%S_bFLdn_+WAD8hGzrL{;M~<5t3;B zD;iQ~VXCy*o!s8o#%)yiJjE<u-i=8>-O~kgWy7}$-s-O; zRHsV51ZU~ABY{bO_=FGu`x#`1R*UAN;#n36cr>p3&;|2qiV z_I3x&!Lr|vU=?AUKp_VI!y6P~LqkHAcqPL3K(M>|n1kz%520Rw?4f;EG<}21IvPdd z!|)8f4V-GG;j%*7seHC#q~YREIG}5)quS;PLi0%hjug_Ao~nD4b+3^Q;o!Qy?65pX z_UVBXdSn1*B;;a!vA_E=d+u{u&wA{2BLIW{4*V+D&fYIjzbwr@Da@vxU7tDFll#1P z8Q1V1D7wNLP?Xj)^S{@NYNp}qrRRl_NPxM^J`*Ay|m#0E0C@Ez&#s0)~7?SH{Wm!BnP%fxiz5VZe z$;)=ewU0yZ1RE`?B<&+Du4rNxVeeU{$|`!8*~T*{B%oH;(OYM zJEjQ$6ljTML@^A4z94TN4l4*vOas8@uU4GtcpEoFRzo}O3%_~E^t#b=0sW_-2dim! z!TGHOzeDZ;B{KHf3lrIxfJIdFt`jC>pzmaQ8W1;Pxp(1xquJ&0?($e3Up`&f_s-;s~+e<2??C;_xA-PIiM zOBw+2<=>e~e{gT<0Y>Tl^vjPt^3rgtUiQnX!#fKR`3OMGV3D4@S2_Wwk}S_+Cv>nm z&HHd*=#s2Y?TqgN62o2Pip^#*6`9)zAV%^w7G7Zg{a4P258_PO2)en01G3TuF;V|` zlfsCg0oTDg{E2OUKam`Qh0v&5LYio8egjQkgiTY`9%KH_pNMUlTP6tJWwCrZ4YZMG`lvsJO3`I zb2fd9K>WuGsk6?+v07JlS<4GRY}gW(I=jBDlte-TnAF_nzac0A;Pa)kLp_BK$c#2z z)!-#>fR-jDPFz{r?A*L?;(k~fBlPe`0$j!UXPmY#(V zgge`>pgP!vg|{egRG24rhBZfoNA1MX5#1OlBv%r^SAu-0GVG%uk{59EG)orXX}0} z1*gezZY?#Uf~^6VHksh04T|lllKanyRU8q9&Nf6F8b;7N^X-Y0Zr!yqH#Z-XeSUsS zG;%{08Zv1djRrx{VOx!NS_G*OqRcC?jS~GE`?HIWu$p>-N4Ja<`4EXcugSR0@0qmt z1U+RZ&oj%Z@cw><3QpvW=|Xk0SRD{!*gJ`?oj_|a{}RAaqCxNT`ca@NKTE1CXrxlp z&`^lH_MJ9Z96UEy0uEzV~5#k%$yN`ET zZ*0Di3ZTM4Sy6Iz@gnKS9H!0m-*-QjJ_PA8(VkFP)2QT2I=l`pYINj^U~Tb@R?-wE zP7VqJJHXNY+u{H35o6_JyA9y4I-EZ?$C%k5_4=$QVLXtO$_3Ox?ehzMypOe(GW|0# z>hBwaXXF4Kum9Ln*tPczhlYkGo>iXM!+r^`NRe=25LAF(wT7v!j2OP4^HPokEjZvM z!`#0XxVV3f>G+Jt2asKW>l&p@ebGNLh_Az%B$dliIc4n1+-*G>8#K;Q@7ij=HQO3< zu{kwzcvZ9m;c`MrsrbZEwYK(}6HXVY>h>wwTxz<+0M&;spxb9=$-No~~jBsGAg32mJSE#`@KfHuGQ7YRj*3rM)%a`D~&$r zpIXo4zgMKgk50TzA*$sUe0W@!>Edb_fVxks&Sk1v5{p+g?}Nfi;@q?E`9_u@r^aHV z!1J)#6PI;UZ446yQ>gB`@Lto^M~IVw=UX>OyK0G6t4M72ao^kX@|sR}o{85=>>J}X zJ=WQw;mYhnnu^_chJ*(}{jD(TgiKxCk3f6s=y+O~Er*+Do?dRc4}$$F10eHR=!@#Q zfrk<;g7tAHNXdd??eBrl&fsY?lg{wr8rC-%uaz?6yJMA&|KSk39~ay*0}#r*Y13{E z&`;(^ArrOY1{9`fpjJbpS3fN1e?cSQC>{WsB4u&!#>d~@3u1^^Gp96sATjYuq2}Q5 zg`oc+xjO@{?08^fJWDz@arF}8eT}p4Bk{C`3=Jbjk@3#U@nXhg6&d0tmY?vr92WiY zcx;rzMxDqCr5aZoHoVX+irM-Ca$c0hLGJ`NZFrF+ZdP<`Ng5~6`ZBn#yicT;&6pC8 zEB@(wL1WDZ0S8&LuAK_McxwwGn3aNNvPoj(EG+X)~rYpypIaGZ760NfpthI zjR5z>Yzunu_N)mb9UY(VI+$sEziV|5lwR-4aqgJYAH>YP4k)LE|&5%*_b z#&J8pmwRh(K)z=vfH$<i+j~by2fKn1$k856rqT?> zgo4WK@;PVmsA-hw&gNae==kmAx?LWmb{$qmo^uau<1uDBI>MNF?6GYgg){ZqS2zYf ze0zd-U)0$}6RY@Js*pa8+Q%fLFQ90pllTtkq}d2j`@Vt2D&$igrcN&c1-d^eOpJiw zBs)dZ;4y@zC}U!7HSN*sLcWwaERZw-0S+c0z(G`gPIBSp6#L|bz?dO&$Ti;GjSVR4 z>;Y65hl~oqE&3dadx+pJj|dGC+ABlSQIH(eHym7-%wHTwbw5D5Cp{t3XwG3O! z+zr@u<$I@Vb00_jZXSP~r=$szLyg-C&$(<#2H3*eo(_VvR+hcgjd?F_-5vivQ z{v?3`cpXC)w5~=gl03&!T~zB81MUKXg`iEt;hHR=PR^c+hY!nP4dgB7=(|FaSeMY zHCO}#fsQuRH7i6wPE7b%q9Vuu7*uPPqrZXe;gbdsfV(C&${G!E`%u2pmpk7!di1HH zbDE4Oem+VNVIIAH^XNZhB+R)ZFwMrPj+02=nr*vK2=vGCRxa#JHHuBC+s+#T8II3TBJ$}fDDUdmM-uNbpt-y6s$WoQs&-=7g^buWmQ?mcvc2B;;XTT`<{v=?4-mG-0dsnvgg(55m$iVN>S^ay+MZ>i&Sz0~-nAY}zijVOGtUe8S*d=SuijrSaj9e(V(ka8VNaG{ z1a?|juO3uYqUO=YYt}frY9Q}+7TRp_dqjdnra<52y1Cw(z=plQe0Kgcd+VghKhs}` z7sljXb^t5gnkuU*u_6A(-UZ8K7_4|hQWaqlryVUSKSL!iSco$+3N4!jj0%pt^fJNb zjSK*?F`pa_x;s^#P25uOuy0<-XIo^0%>;MWTvVe?xdu|5uzy1EnlqBEK9~&16e*t1 zomu^l6oA<2=gJyMbY=|}%9}0RXtC^!JiUGfK+mNNRfa^9d){*%q~D zT3)An0`f+DuPg0OfAVxmi3yAmb^smR;EJCRdqF4p2yKnR`%vzuQ#B%acx&J%_2!=#F31Zd~EX!6&6(ZW*bFxB))KK!iTC>;Y zwRg$IDOug6y9$rHU7?nXJZ3Yeo#f6!6RV_Z3PY1u%aN}hWglx9ccxLQls@35afpdr zk*8!Cv1T)hB7b)v&5Ilb`s`oDG#NV#-acl1{&W9xE`Q?DL#|=K;~hkqOoi$+`=Iib z=@EH&^U4l>G5Gkr%%Onxb&{v7?4@zo(=e^0Kq2!q>U!;4zBoC-U8pB!5^?oD%Y+`e z%Pl8deQZ*#Xmn`+T8ebXiVLKvXc}v_FD>xp5pUYFeh&kJ5K`A;GwfC7F|@&t>7r2?~xXVrnlC!N?BN4*Z!9{c;ZTO`8}gl}klc%%|W8XOFMq zhy?QA#|O=x0hy4OLUW~2{vaha^0;qw@KDzB0GuaKe&@-F258&yIjd6!^^f*d`lHz)AFd?BISK1tP%nv8e_ZX*th!v5+=uAE3qbVoYMv=CiB->j^MyM z3k)&4QE%-uBYpIw`$s~9T15revuPr~OwRdzMgeI9J%X-shUklP;w3ayJk*l~fg4IH zvFBaiTjgCZ_btAComcG9c6Xff$D0Av$tNSLC@>6|20IL}4YZbTX&i`2=OqHEEse`^ zoBoXgf>#@`ckc)&neFaAR&r-Y6cG}Fw7R83mI+Y^GQF+&pH=N*V6FsTF z)Fu#yU}<!2ct&?X@%3<$D zlIi$Mku>$q@zK&UelWu4im#1zTOXjo%1gY-p68R9yx@QPope=*98hoPw!e}w2FS|2 zAdGM4jE%z&h!(mHRrNqQ9*A%ks=IG1e>w+pQl-g9dmF9ee_%)DE1V-)XP-nkcA`!i zsdG8wbbpfI83yrePzipTC4>eVj-LrEoRt}@q z7@bU9tOK$u-Fp`3p1}b2a^Ax4{%f0c{8h~f$0YK}{XOp{2cV&0N}JOO=Z%(wf*;YnJJ6z??_KUo;sxE>=b9nhPReSYDv7)# zRTf{8iVBp>0T!FfPgyOAB}Lr4nk8X>6oEAXjU#g5x3~Qw<~@9in3y}uTszZ}I2BkmUzKw65aISh2$-I8L>OqzTM?(xb+A^nK38$0S%c#{%= zlW|VKbs5PAs0YKsVL*Rs^;bdgcXH_#DrAZ}vbLIy?PZ?YX7Sd?wwfQ#BS)WZc;%E$ z0#8z%BWHcyItTk3XT0C6LrFQK6lIK+`sDZH_R7i~0CGmon5qoMVc!Y={zWr-!qYcg zh=)67UT4UxYGHXh6%=RleYzIR0+J88!?zKE*^I-S_L{%`z>QcfhjVqSt}I2i%u?Vs z>@mhjko<=+hb=-^5%-|YFW#7WNeEG5ms{Re`ACi2uhcHRk4z&~wi>MBs1wIq%vG*F zUU@Mq_q_)z03s+iW<9f#?nW;0-|4?#Du{fQ^60<0n@1`Pq#_Zg_$CBwLZ4l-QMjb@uVhHMIT znl%}kY=w^osR_2~|Fm{!)Jj=bp4xxtpS?;S0K#Q&*B>Nv07T6bGz z_{8DP&Nbu&TdfO!FR9~dKQeoH zW*a5vxrP>NF&~Gh+qKA2cA5NC&-07cGa&l6kv6vZqNq{Gyq%Ahy$QYF^SNb*pwE@uAxt`XLCmFbrZ zuc;W$OSUlG88xKtJN1@tS?Ixq=Z~Sm0Bh~WBrF|yQ0gnbV1+uxS7Op zvPWIdlov4%o3_I4bz2w6cH3{w*CVR>ns%S)9hf^<#JrR}E{JqLvh@Vbq;$4-1;l+Q zuzTWu5g_-VzR!j6u-00tP2{1Ol~n{B^M)m$g^V(rFRJmrQ6_p;IwT<|Fwoq}D&z~+ zh#Q~4-Li{EAUW1iZ9Hk^yzHD_LIx^8KYjtgDOqGp_mN=3J!T z!@Lj>`%(QMwCUM>i>4{>%^L;6`dNx|cbncWX5<8V3xm_R<;*eFPkr-9D9T8IwOhEet1<=;*vj88)0Md?+(wJ}wi$)oLM**?I&RsxbL9synfb704r?Nk!b^lw3a6Eu z^-N`9n7$U_qs%Vi;^#KJR-7glX-E_V-5wJUqCCF9Jz7P;OCm6mB`5b0b9Zj4A~$?{ z`~2<@USaFSam+q5K0<{NSI&p@I`|W!%{-`QBMmD+bzA97OtoFKOZwq_kUC2XV#EmWiag}8 z*c^KLbLQyLX}7Q|TMG;%A15bM1RC)9WS*$c%N(&tq9B5_WvfsRT5x z3tJ?=Yy5C*;keJslX{02+3f>O?-TfG0aOQ-oqT%CP}=$Wcn{LLeqZj?IgU8SzDE>6 zh)tbRJP=~OGJjt`WyIgS@WFwY+!^)c9g1V@bXK7RL3VO}5I=vV?}d2$7`6bBETW-M@B{S!X=ojRgD)|zi}ucr z!y_Y9?Ny8Xiea95O>hVjL+|0c5iN~x$e&XJ@NwT>b6oEg&=6XkD?RavYB>1+qvlHR zmn<4z=6ghR*^8q^XFxN(?nN3H0p@VNT@aaz3#|L&t=YrnkE{jp-y)x_nORs=nh;Q2 zVFwx8tO33;Q<6AIB;hda=iaX;VsKtH03`+OQ`R|9$+o%x=JjD^-c|%qnt=iq0AR04 zf%B}noM>1GHjQ#ecRbsi>3wrG*i13joqD@dQ~e zebo|{+}y(U$soq)YUrKZIx{KEmv?Ke=L=LI&3jz%s0nc?1IQc6yp`c$WC&QV@ezKy zFB+>%IuRMT4hWq1>9Kvc%aW%Zwvr%#iLd9hG=iGjj$#I9vg-4-&jm)>sb#cM*tAwt zi_joV8eJA@M@Vh&p#x1uz(2ST+HDXa8@881SB`FZfrbQf-=uoo#5?yB2sXI@^EZiE z|1LlwYc2R3ZL>Gwq}`9@butx|9wG(+Ihq{74KW~0=5d49!t#fk0Hj9% zvIz}xV{tIN=23Pnc+G908_lm&%W1`~#H?h=s>md(FU4Xp^n~Yj4A*yR-+Gw=eELXY z{Pu8gKvi=MZxAW3^~PC~9xti&#|%?%k+nvzHJ{a-Cy@LyMIVd#Y83M zO;C_f(IbS|3)W&`#s`QY;U;(RaLxM+neEMr^{kh#%+*_yJ@;#=OUUJNXSVh`r)+AO zBs3OYT*~jFgv`4L*SRPn4b3Hx@VSvi^9DwkQKBjqVCuzLhuI z6aR)Qc4f<_NXQ!e)dHQN)NU7n_h}%ho+48DPP21?{@Sa!W4|_Ueqy$tIG~TwYgpZy zB%@6!>fiVLEzCP1P+^8gCUgAYRl?7aC4FY&MW_|;({bd{?DpUsgIV%55=jYLUY8mXe@y;!J^@6!Z?v~|nw$XF zshwmGaP*IKQ_VM?iRY?aG3jsjaa6UU-*C607*ybhk#kmer z==RAosT_R2k+Rr%@E$v>*_*vj)ils8j-=Pd;u5S$whb<6vtg6BXni;pMh|Pvf4+1* z{NCg%N9<*$aII0({%#6ord21}w^NYL?_|ap^0T{o11AL()hy=cpv+?aR&gB$-$&xo zj?UfQ+GqiDP`cxgX>$&Lys>cXdFL%q(gCWAotAa26LvFBapHN}byX znsRz8igW8H49aCy7TC;n18Mo}&qxc9l*ciAda-nQ*TRjE8MfR0jxOeQT!WpMfbH%! z@2LDO%5mJry*b&mLsBLfUD305Bv@?E($&r05A|$?*UFf149lp1CH41S$?o7$SIvHh zueDJrLu~3i^}HBKgvX{YWzW}j-2f${Rhyt2S*YmIq6w6Uk}_x%xzA!}6nR5vnk6+P zE|n37LJVrb_@Q&Q|5l>>H<>!cn`}uLXwiY3m$j8I>P)Msaib5VUs!MkPoCc9jO}8c zbuIe>Jxup!IO&NNF$79m{CFW&6c?l7z2v6L)d7=owF*x81oj!_4 zk+2q2k9+b985@y@(jVj|f@7$nrE>Ey1)uNIxvd}at|z4PmiwMi+Is;n=X2 ztDEWPuea1B(T`d<9Via>m}r*96?SNLC+Iv1K>2pZn+Y`qdJ=}caM)XW`r~p-p{KXE z&^tl?sE@VoNG?%`%j6(u!m7H1XM^0C#^`#f`o~7tvdi|O?A>0FLD9ClNw zeEAaw{ZJ&O<(U29L1xT~TdCDuqFM}JMm@b|mw(RcmCvlaIXBIuDcNaePo%Vn>rnJY zHZQ#3A6sZ2LH5KSEpB>&o}vRKa%Uv2Zl5Gc(9lQ|tQ8;p$ro(X7lN} zDr6}Bq;CQ3j6yKbQQvQ*AMKX7ZpZN;AtWWiE>{9tL|LJhbst0-#D8s8{}zL{ zCYZIi^S7yH#$uCR^|(B9Ir2@-6?;Jx-QMu@;Dp;pW45>4ddg&RBykqEzC1E+` zgvB=7P&uM@hnzerFWzqM`=*$d38^zVn{h$7bZ$J-5VfNLqlTGX?~b}F7F!t1E>}js z0RE|I5muJ(RrCIy&qo?&MV<;+Y&$5-unOKpLE48<&#N!`Ez6e#Z;aRObf#|WsMSt7 z-z@jz;a!zBX4>ucw;o!aPrUc%1D{ZHQY{A#F=K{65` zd8%IVIJz+wz1G5L?B1@p_u><%6~+9gFMIbI2*|^%+~pYWi8=4uQam`lb#)N86yD%U z(2aC;v^z^Ej(pfU|VMYW#hSp3fK}- zZ}Dm*Vxp#y#a2im(dETS)FPG74_(`txbApOP8hA3vr0hM$s%5V!!Ym4yoy${qwsN} zNZMaXC$;J3SQ)5E+z5M7sUZ5}opS=lRk@99T=SZmX}Ruoy_`qO~x)ky2C ze76{XZ(?QnqkMU8Ru7j|F0e|9mMg-jJ2;G59xIj`e9(~#duPI5lvs1i;afazA_k2- zSnO$MS)6+5Qp52M&rZHbfrDnpYM)65hb?!+kMp|h{;(5yDU80Mf+N>6V(49IOl3&b zf8~Fvt1@;G)Aux{jz1h}h&X?$UEF^j>8^98hr7G9OMrNp4s&jO;372H+FuAu-Rx^# zMtue$#BS}igMd{8M{Vq^6+`TsW-o@n*98Jw*`-@**)yzR13wKyKw`@5;S}g^F7FmawrqGt48wvxNgS zWo_4E^cCB=e6O+lY#VZ&i976 zG1>Y~SLo@@wZwkJfg+8yQI;i5z|i!Ea~K?nZm=0ysS1of;k`$o<9T#PN{4QGI=@4+ zUsH!3iw*pk$!F6T(vs!3E(ly*I$84m({U3*0)a9wKA{|$LBf3)JetboG;zui<}dMj z-J@oaW&Z7bgFchVtNYf`R7s&~={3cgX8Iq7ystdEzJ+Y`#8zgmR?eE#n$RVa5<(PR zS(xRZMJR<6G{1hZ%IO!}E~=FpmcdrUV&kXK4?%e(L4}CL=I6++SKLt>t^5TA6KQAu z6vG4eZV2pF>XG*O1e0Dd-Kc3pw5k7Px21pxjI~TeUzbjtQbof|zp%;t-;*8NTW%TMb-w3#WbgO< zaCGOpT0PfGq#-0WMr_~%@ojGnfn5`@-jkn1uNv&MsX5%Es{S-wf7 z7v>&}Lp2B?I1-a0AxKKRX6S=jW)BfYFtwPJvJgJ5;t%)Gzz9R#(f_t$_|Q}BAdn!h zv$srFa6~^)Ep3RFS0}E#A}xH)(N%T&Mmx#lBN-v2>JB?u|%%>a!z+kgW(oGLVKOT{2#4q}ZbEN<6b(MR;pjtZr7i zGQdJ7fpmdEcLzeW{ZzupNTf`MB}lS$KHqx<$E8@)$IuEh>JrN8quLrx=cB&cM zjTe@{8$C(`_BfUhQflM2wT1Z&Gb5m+WWl@G?IEBvbT2I#JH!)04331fvwrhUF0O<4 zVdHk01Ikl*MSssL7~bnSPdq=doX8=)Zk3g(Z@n3|Hycq*8gKK8aANO?2R$?W8IZi} z%o761G5W~;I1wyP2Z{}>9*(Jx=Vx^IyR65o07Bws51B?jg;qM91+ z9<`>KoxI~Suylt8-l~CB6g!uX%A`cmRqTn+s}Yp?Tdn|=Uc`Q8wVPq^&eeCdObzI| z2~FpAC0Z%v+2$h+oIO(Y{&`7~wJ^>t_~M8~H4CS^%1<74^y0-z#|lA&JNa~FXb0}X zeVgx&7h)k%+Ql7iG548aU)CQ%lb=H#8|k+;~1tF9Go{1oto< zH$9-kI(E`Zys;MEvP&xgwW4DDTF3 zD-LPMu4K;y7}_V=s^pKL>wHrw#06|M!9&bJ=@DeZzdsnOBAEW&zDU6I&P~{I{a#;) z(yZp*m+`A-htKOGZ6{ztIV^gbrn4Ld=}1HTfkhoJQ)y9kCzQKrpJc>g=Liv450-ON zoyqKHeat4K0H5f(P(e@Rd>g_sW1V!}g8m@gRMLfk4PY zT3h?=IlCzp=a-R00@+*Z^7~o-7eam*ELvubaswd!b9>cs!AT$u4~#@W#CyCs5;Jz^ zXBJ0w^b;@^KeOP`eK0(XkdsfMKXx!$=x54^iYr26;eBxU=ygmWlti8yvF(LA=kZ1~#g(g4Q(lUbYr~j411|TU>84iJflZ}?( zArxH5hTGf`850AyHjbC>R4uKo!|$+DI5g;tg9i6-v)Z@JC9+O^}W<!T>Ha{X6K9FZjfE=&p2H|y=~HSY<2IM-l>4&n=1x)OAj6!zqOY7j5_ zqTuquFZ)OLi^;7=aCotJ`@w?;z$6qJBp=ft6?EX=k$%Yl#@0&ekNa8EBnD(uG5sB( zFu}gn)ER+g#KV(7050r3hGA9cn?8@BXPu?iDptNbS56C%!Ym9FSZv%HbOL|g2cEk9 zzkH{L*@$T^nd$S>Z02eo|3d+?2PMobcd^(sT+>GWwLJb`rgPn#01~D9JnrEwy>!WM z+lvNSEj$+m9WT$^|KS@cm{scEkTWQo+J=tRcxttr&MO@w0k578qT3e8A4AovY>BTv zN%TL$8YK9I_lTi&aQ_+;baZrN`>}!=h~02-M!yhV#bJ9k{trJ55Avrg1Ib>##!s@X zy=6HQyfY6OFlqPx%9DeUqS6QG@`_piS9Aa_tZ8WKm~Xw|LJDN0X4t^7*QV2jAY;Rzrv|JaA6edtqN&*wLG;k6dBp2KHlUZYQYYw z{r&x8sfKFWeQ?E{KW+tIT>lRvW~5`5E#ikGiri1L+Q$ygi^Hdu6#e}5D>Y|;r4X1& z5`uqrI}J0^3tONnWMcV8+3e+iEf5kyF6IoXl%ZCn=>wSH z!pE*eP@;PPs(7+JmCp6$Lne7X?FF^h=iq#>L~U%7gI zD7DeHzbTR~#~pbIN-9&od6hrzzB|Av{V8Yv@YJn8Iox(=$2IUC5+TH=p}44w6{F%0 z>l+rAEmK9|U);hHhrd$nVPRpHT_ySw_=%SVjgv5IIhN{h$ktoVqBfL zb8qj^>>&gyf9Upe^U(4me(BSbiG`nlZ;86Qz@_$YUe`j72=Ygoh$Haiqxr98s8Qp{ z{49VH%=QqXZN_VLGdp+)h{cAU_s|^6DuUp?p;2Hu1SO@*Z?uO#Z`7z!cFk({CTjjp$=$Adee^g@v`xI$ z`si66FUXa;3p(7gvR|bWLS9Y`G$1)#y+tiqH z!<4+M>>nyqO!Br68H0Iv_)zm2mcs_xGeKbQS0s|rIAV$>5xKb2uh_^(%!fvfAp>%tsHNVRCy*r1PpW$LcuCN zAtVyY!Xyv>5sIHgPnK6)L&vK?+wtPH*545d9V;xS49seaNX==p-TNv>iiuBy;&*4O zmOB`cKgpiR)#3MpN8Tfbr@eF|uR2~P$@Sqw9A<7pF(*kfRJF<5E9oG9uLMz&1q0UoYu~oa3`KaMMgqwPgN_qM<`MW>-rCWSSF~3L z9#)=R#BzVINhcu-cs-cR*RKhlO8EOz??A`}oF6QMbH%9QQbx!Mv=%mwC0KTW{i0Tu zEnJ}0!#Jzq~C-#_*P4bVrC<(x)G zv~tP@0q}Zt=NCz)V~7}-EK3lMp?L>_Oc@hvZCUqKdx*tq?bTJ@%^u0E54$G=T#E*>p@WyLM{34QXqrT z+P&}H^_)%r^bK>3R8TW5mnCtu{OvQRwAa-RB$djbaMcM9Ej4O8c)m>cTUg&`*Z@@@ z5U$iWzL}op1b!70UJ?7>q3k1Fvuy0<;9^Q7SJqz@uAq9DaqI zOzNIo?(aVdkBKSlaJvt-7kVCM7Cd$#EJboSyY9xo$gvzOpPw#IbEbHH_e-*C7ziRR z9|8{qT*ZHP+2FCHLrx#tNLs^GWqV=_OLQt}isQDkACrW_$oSWl+-G&WdMP0@(jd(r zRbIUfKBV*!AtWp|M*Uk>c17XGzlSnFH@_G`Xl+iNnFz;Fe;ejO&_0^h_F7_*%dAbAg*6a*%N zc9Acsm`wq0T0m|D`!_qy<~LO9=7z!qGg@l{fl6v29n^FGivAmgAevrPNZ}v;`<9s4 zr{g?3_`3P45TJ5Gh{ZM%K*^@2zj|LVW)ft34Zq#^Kb&s@4UEII6~q>x*rHKl<{yl6 zaI4)>{|lnKlssqz1vt85VzEVaWO0F<8#A5~5?I>)c(jp%fxrisj?emijxvg;jfo$IO2Q7nzCH1seY;__!+Q1J=YB*v4`k_D-8QC1AYGN3)Jl~{MF%A7edI>K(|#cEH=ij zdKjTq1l$=9Do+LcmJa?~0SF!vD*1p?y$LE#ZlEZ7?0r2Pare#XZjkN?gRSxD!=KCa zi`8Qf8GRZ~66*p6kiq=-N)|j;eU;h~85=7paY&~H4x89^$a$voqXy|1p-39M<5z^G zzL$T68~?4D`XAG!fD0x1yIk+>>zn>Zy{J*WStSX$8Vzb9$* zxXMBxwn&aW)B<&$e-dYo5<}KrvvJ?I`8!R|!7F3~M&5n=ke2!B8H_~GM!^ueyh z9T}&+vyfUhN*=4hU}&pQfoe?IaR3H9(3HS9tNTYeB(V);Q zU+=`507fDH{=Qw%Kl@NTh>~7q|L{5MFz$_i^X#GAB-*hA#x{5{^}9Fq|0rc6UP5vJ z9Rn`&3#pT!e>p*nF5m?5i7^oV(Ufix{uj@NfC2YxCQScm@W<(4_4{-1=1_Q4l=L5s zvzQiK&bMIGKI{BP`JZgqf6v)Ig^|pI(Qh&PNBMh!ff=Qc50YOX!+n-*ft*q!9I(z@ zyu4D+I#Ipg2_;D6|G_3GA%rlh1+6Ga(Hxjqo0i(#?&Hl*-9KCoU)!Gb zMQwfiJ|xiZE};oBqbgT<_-t}lBJCVc?`({+N}CX|q*3K}Uuv2Zaa;e2H@QHw40(z# z>Rhf)w{~~-WoLT%7LX5zx;ZFWr;TJr0efzEa#|hb*|Btz^j;bt0YO3< z=|+%{RzW(XyGy#em5>%Br9?oK4y8*P4kg`4OLy0|4>RL9?>O&|dH?#>I%~N&Yx$i0 z?0x5TU-!N37oH|)YE;+~ebzp?^*KwiaaXq5B5V-|v~m?9IP#1)IRB9R@f%!Ufl92- z9}@fPbSw&)A+0lWxi+}U#a3@(rtrAJ@oRh7=@74#jMJfO`K-9mr(n4@XOdv>D5Egs zU*vw_Rp@arm#2*XUryQE)+YeAQYC2 zdl9PcSl2*ad{pu!$WWr~@>-}%2QZ-U#=HSn{+mXCOyD0i z0)&9ole9=)Bz%5{ht3dsa4$1~wj@5%te1-_6qgQ-?f(j-B(hLhr}NMqRLOV9$H&KS z5q^_#$zTC>rci4l1}UF;XgEYuz*a9MXi~Gqgu2NlWk_XOC--Oal75J!dl;%dTzFz- zPw)Wah`24VB%f3AGYTkE$g2%xDPc@%B_DG;P6L!P4+B*0stDIGREld3@g z-z!iS>HjFJIEiSJdU-x#f1J-9BH5T$h+q7NHV{Sp!6JINgr{;m>i*yoYwiMXVEc&@ zP%#gQ?Qrr~2{s1G*`Y|{hG3Zr)M&s$5%7PCk^!jAPt1uPzR>;RK&|#&K8g~@4QM$w z6zU#Z08!@6Uac-D&>8jp&W)njfGg9vv_=2NV|N)l+YfGox=*MZ$Vjxp0L=n5p)|pY zkge;)>~}~o-vxIKs;eM`h0>*<%ltbr?C-IRw2s9@A?~BQeYbFN1BCa?-j;e1xP(?( zLzh+m-hVlbl|0N9J4P5%v zRLfS2Hloc^yMx`(^W2rR^;`?o>4OdEs_;wUp%Qc(esDnmJrw|u@>+cI<%G}SPHFRd zX_){R1)I`d^xt-r;}Uo}cIU+wu$naa80B%bvkyy zNTj&spp?rWE)w$_8mMZJ14A_LytIuCO12j3q>PGH_nHw7o`;8*Rtb~5yHo?IKh)qC zc)E_f4!h|D320BMOUSSB_B>~thSctwNPt+3KrIsoU|@8X3Bj5*u0$XlfArUS6UU;B zw-yxGJK~m0f`wq1x-Nne$^6PQhvd>Z8ZM6=ko}bWl>KlZ49f3K`GuF_a^xOk#k=$r z)=<=mAbqZP&;tw?kRuc-I5$e|-Xsi`H?H4&cFud}LQEUnZK^5#0^NohDwUak=wL_~ zjl|r1y<|T?q<*C3;9UlujiQDxKwf0r4_ID#9xVks4o;dApy?rmS57xX!jwBhSw4jV(*9b7|DI=*hwnjPNKQCA{xa93SPd#58C^9c%>2o5@O&Tc4G+cF>w z)E|~&|F?iE0T!Ziyz)8W7VD7&o0S5}ni?C()XK{VBm}7dX&0{Fo<__k8m;F-la+%5 z2N(oNmw5nk)>stS2a;{Jt_u4^dlphuf>$nhcoM4ruc~-=r@Dr{noU|B3(k zYl8;Vubg|0NX=u)-vzDHEe>#{%7u@?iM*aYG(joYZ|SuD0VAdiBY~}iqL<-rrcmPn zfd(X?H21d}A9#hG7RW3lqyrSE`+p|Y-cmjp zRwha{DcK|i-|@imXTRZrorw5g1(sC%Il?}M=#-0L zfMUU9h44!gK7plpSVwqH+}pA^eYDUIs}z!xzUawW2xYL;noGU_e%g77D9H9`X+c6SOdhEw+uGd-Yn1p z=7`Qe=i7^odac<#c-mzA{KOVh?s#izHIXy*SSnp@jqP+;DoW3|j2RGO>>jAA`d#uB zLo*m`h|S!T^{DnE#XUfn_6POLo6^T&X4mD^s)hg5Zky0@Jfv~cTRJdF6TQ}?Ccfvv z3;$Ss@K%JgR2BfrJQw0HpR@!;s8`C23G70dC7tq`QLqwTR7%Qk>x#rBFPxDX&O&nY zK&%oSXV)wr^B|x&S}`sVTa7mSC(c5FgpOu4u}^r5N7!DirA%*IwG}=gt0NN{F@Ip8 z;Hm8QuT?)sACrWoe@o6f5deLI%=Q=r*qP*|<)jEPQbN)sz}wi*IWmf>>fuslqUlkY zTK@#u0)Z<{)9f|1p z#&zwn`Tl8QmEqQWGgKUTaW4V&NMMterhrwapzRZIsLU-BC+Os)&X{_7>u(+R=oSbN zC&tIknM8dIZ%6bYKGoqOD*x+B%^tO5R^H=sxCOWq34caNb?@uc3f%dGJu7bcp)A}d z!OPJ|#hN^_rYO1CbHen&240OD{Z6>%NtljxzT>ljPkA+Y_f-r9wf63?wHfGZV5#6S zJPcj~3?+D@#m!$9`W!m}?+E3!JR*Rlu}d|BWpzgU+CILZDM$<&TW_L~SQVcCSjSr93E*`$Q@(4_?XmUG+kB2Ix~@g1rRiI9 zuVQ+ReuDFdufoPdKo9S@*M*!`*M1G=ed-fvF+oCixvg)p=e{+=Och4N+|9I|GZe9}mxCEvTN$H4!%yoD*T()1wMY0n4%7A^k*Fn(Rkav&cXN+2yOHto~T^Y&v40h!c=Bd^BeD;u(3%27l zD>8ORc+a%QbSz`=Z%kY8bFdOTdJq)AvJ!sp0sO0DBO2pF)tOryxvzoOulkGESL%E} z5y6;^KFCC9ArDQdru}gEIt8OS8PErY9IgX&Jo?d#;^C5PXnAZn^vm780_z2&xz40M zGVGNGRF?rOQ5xx_8~5i2;=>rsaG5z~Y=vGI@s`pH~|@^~(gH2RF9+M^zFLSqudc6BBQ?CT^$p0)$f+i}QP3 zs@FZ^X}VL7xiXh$&Lb_ssroBMG_t#e25uR3MFRCH92O1T2_^c6bxdO5a?NqJ?kd(f z#q+9i4DNR+n%i^>(hL=dA&uRC5|0XNG{4z+O{NJb+E@-?=!=+D1F zJzO{mEwf%iwq4j1%r%Yf$(x4+hBK}6S;JRf50xm1DJ`Y0(R4n*SUwj7H2dTiZDDS; z6K2k7CNC(a61W%X&5!gsjY3cW+nwa(kx^X)2&x{Z{Sj3CqGAsco570;BEA8p?{EqVgL%@^0ix*d>iCwQ3Hj&@y2B^D8G8k8F);VLjT%_Ix zL-s0<9=~is=G7arl~A^-+w4J5skH8g8<9-8K&9$F!@nK?`0WDpk^ zGK_c)?+S56k4zB7kF!Fl7RVsI1Z+AChm%?&@n-F9f#pdxkIW^7t=;lq6+qK>%+<

eo8AOOI=NTU(#4!?)GYN{Q9xUS_%%lj(6L7T$MW;Z6k( zEn4Pdh3KG61%`0q*;`)tA6?{X$jW|=t9*v-IZ*^RL~cpuHOcF|mofTmuuNJn-d6;P zI&?MMCAikF5QP?01U^}QMPeSvj(D&xZO*{2z02r1`3ZHX-imaJy!>mCDqNLHscR%l z=%l1)tWmt&6Ps_FHU>Yie@CwSaQuYyG0kp z7@gj{7_6*6Qo2&O9Q;&XlxnpOT-68{ox<>1k5L~{$zC$#h-_T7 z{IUYhV81nl`g|hQj*l01!}GySKjeiMTZeI(nTR-EXK*FvCn$X_Xl&gstV~d*zr;tA z1g+KtYU)X^OoZfYHJHi+lIB;keP3%7Un3Gr6+fAL;I_2+_4VPmBpkpiWOiKR3F%&7 zZaG=gYFUw5j_(86@@+sPH%a5BQTuQ$CjWc{OR-om;9KGIqYj&$*qr8Gt3myT;b=6w z&$M#ROi*IHPF~a6wDZZ56-IkWCx6LIVdS_NKdV-H864U$HzHABe1Wke%QtKBB13{= zVj^mE@!oRv)XHsl!f)ZrGRl&y{Xw8!TD8^9J1bk~YX&+pKqZ1tiSZ8lY^^j%eGtPF zA0EKmy~8&rsF3CCL>)`71uUA}5AfpGX<}@hxC%cj9sbw__siPwBB?AEq5K|@m|Fh7PBuyD)&6#iQAGI5{*~2%m-+%F%Np6ofA#o zt2GL*V|DbY9(|9y+@BLvr?o+~kA=yN+ai;4-!HCu=<96e*Ya-bo69@IfM1pPU=1_| z-FH%RH1{}=ErIvhn?|&njrRZCk&h>r_axwa!7{^_NXdWIrh7F^sZ*P+<<6oUyVVc@ zG#Vb`)Ryj5`u6hULP`LFee=s3b_F&NG-qc6VF0o#FeGeSHqY^ol?t2&iQUK5JzCVC zj%8m;K;FPsnPNcl8}s1l=jCHf(4#A-=RLj7|9$61mcULF?Pv)7BOO%q)gWq!K(fJ` z!b*Bw#Kb~4$OA#E-JT2L2)644^pxW~2l*zvj-#I}WU7u#;dW~52B2xz4^ZXTkTSy! z1`i8fLcokVpLV!5#!p zR)nuCPWNntv@5~4j&+|s(+Wof#RJL+wl4xQoaQxcW4CAwqJw0mvF{%(LSe>=IO&6~U~JbQlx4U|sAMB^mn46rG^m zjEyZgsPV>$J`RV&Vj7ji5#U-i2s6N_rIYvrKq)4EdpRwc=xL^~VnA;KhZAjx2v=+u z-dWu#=#m3R!(RXgaVG2?YT;?C>N956>3P|3MnngsbvD>*o}mf5><|cs&u7y$VacRoiZ(nI|4kNRdH21H#ZD3IP>6FwYJNDb|Ncf|nO0A$ z$#D6B&Wt(|a4sn9*;FGL`h?AvyvGj=cSRhFxouY|LWl%jxH>&v!&k&y^x(KK^VO{K z{o*lszt*T5Eyq`cRs?N5EK4SueG%{M(>duaDJ@t2HZ%tP#i3P%?2e&^gMBM~V(*j~ zh_l^PBc8S%xLY*PDn#;w@%*g=05tZ@rm@@`#y8fYbmEAS_K9}BuGELveNzI3!~`@6 zrBlNGK)ilUF{dqf2l97lV&}3WEujhcd)>XxXz%MHozXR_+)8MxnZveX=lr32 z@LqG_i&^haaq4BRJ3e|ZX^9@?Ss|wiTFx|&!`aYRNcvAE5a$%Xz#es!-ljrgnDssZ z@Fm|IEQF#O}Ybjsh(6UVO#Z)65{j=yn1}F3r0p@3{{7&U#WZaGb!h=MF*K%gXE!2FAB2yyPN$ul4 zl=mSZYrHqRgFRflacc%6JhBOSI-_DhwsyZb&?=!=LZDd?&!!CTsJu!MQJF3 z3!{uGtwWFnR3ZySSF_0KcR zI=HWATW-_@l3ye?_m_hqxR_72+JirLaH8RFXSD@?wmDvPA$;K8q0!QoAMTS)dn2pg8LDw(#0k{ju!`O6DRg4L~#27AYR9!fxP*$X!>iW4ZvVz zSI!@}EWl2>?;-5&SRK_pYB^SOJG`u>Eoc#2wk7*yZ1+(j0Y#Jpt%3?MgKB2K(eC`q z${w&~X*amrKb<#hEv7B5t*@f}B8K*c6J9Bdfw;{1tfYNDYN*0y2WRvcy%|KF?>Y&X z>GPRC0zeH)PyKJ)4k!krc%cc+Df_ZyB1R@O0h-=%zd&P-_-&myzo`C@DqsWc+^mMu z-~vhr!ez6n^wt~Sxz*9^u(Z~>O@51&g&*wa($?K6sl8`+N@}pRCmSfN!HCRY69G&? zFg%tDtl%^nLqw`IV$2)B=KsM>22zMGRXP3D-K78&-aRx6ip0Em0E0~UZJq1Amfzv8 z9rKTX5qEOHz`*x-+wf|;0PfxZa{dCFrbdIQ=8XK$0r}9V<~ zBcFNmnUW!ZS$ER#2|tZVN8IZl`j56i06TYqclui6B;MY(ixr8?@j9 zW6B+sURQx~Hhv`Woy+=Wo(77@#~D8`YysEZy{hjn2B_ZoSnA6HNB8mnwBAqz^TXKJ z2M!Cc^-NkUJX`zQzS(AzDL-o(l z*e^SPJ)os5kw0Ag532Srrf2|kx3`pyeoDq0GU#l zHvOc;|IDCK!BhdgFNcc?cfwBXu1{ldLd$P+9m&|?u?!*4k9NMVY~TF|W!FA}vS%ZH zE9(5Q^j|Yt0nCp#W7@`9tF!-({Q-d^?TBSEjq05VZjKg|0s5tt!6r~BDHpB-@grzH z`%&}%=Qmr$RPni6T(EsI6=|=#TEogDXgT4w=bn!+X?7M=6Q)@PRYc!Q4#pLa<=CVz zL&H7x$_ir7+lXO_b({j`%~>QI3EJvx4);J?SL$DQ z##h@3+JXvqHW-4716*MQPj6*>-dI!WVCAzA-P;Rk;6{Ku_lLEAD%n9B0RJkOza+ju z4e(SIV$q?i{#yN4M{s3m=;T6KN=#U(8870Q$fdAdzp}7_n(^zs$tF8Rh~DuBen*Eb z&)UM_lAUXgXAj2mwg`oM=1oDFG^Pqf13ymapQ&fSYk`RZG)iUHaAZ)5vV%)2Z#ERZ zUfeuc{^%IGND63Cl~7s~rTCu}^M96202^C5;Q3c0hEG>AKL)o!*C_CC0f(q%g6j>C zgi*$-U5`&8%JJd1jH)^!SD(o98C(}8UOyspAK08%U^?=0wm|3CnFE&)kK!I)2-RtF%%3B+3W{qox;@FSER!2Gn zw5y53&H|*r9e%vG)148-=TCXxzYfwT_&>=2oIN1(meh&)ZAQ6Qi0AwT3T9W4~R~-ATgQ`>{qd%ji{RQn~)%CaU9`lHN~eH zdL|x8{P34EJU~116|I>g3WEn@fi3K1izqIXOd)!e!~aDu=nt0e51a9SH^8A>Nux^Z zD%{x#S2)gnYWGQ+mWpw0W{oIV4PikS&69|h?f6CQfqX>-(15!9KUptrj~x_Y8BO2T z58oAdwjj&Fb;%Z6;%AGy4y*N-yQy*I-302|d~xQ-L?U&M2QXb8X4q27ra$#GfXuuo zJ9Hi|!w8(sY$!0B!f0$9XKCpq9wO;hqRsxFOc%7EMN)}2x-ThsTkmK8(a@ls);y`6VOC2@XgD7yxi3L$)&D zbe#;;jX+V&P#M>v0<~ptli<+tT(q*;4)A5OC!iE0%pXYTj|vzv!>66@L_%LAto9n*a^&-XXAhYM1S;wU(F4GO5a_b#+&9BD^@p`CWyNQ zPAJAhrar7!LMJEHy;9xW+iG6jI-8zf`rn*av(yDLr{xp9*$c<%)28fAAi2Gi$aj^) z%mEjkexF+~&;apjMu@hc zeZVB&d=C)4XtU>oKt))CT=8G1MvPY-JmACBb#^j#YK9Q>Qg*UyltX)0(*I3x@c(_x zHcVNNCo_J;4&9_OeeirbH`oX%pr@gY47w)Dh(KAarJoOtY8}5olTF*Qlv#? z`MDM0CtnC5=wMBXZv;b5w&kv>)~;5&!oyAUP&uK7L_Y+mOl#uEgpo+YvD2qZLLHQ5 z$#Y4wysA>qHyupRuK8`$AU$%dWjN;6HC(T=jc@}gk=Cm#K4T9=G*CeWii`@#3D9RC zGvJm(;}C=&1lAu}%&#d+&9g7610)}HB&mD?**LFO(Y+#L2&|J+sX`@PoIvkX0fZRHTxIpsFXH%Ha$JV% zozEV5(q)Gd+SeIA*Oi)|5KsjT_{Xn-&AD0v0Xz=4I;Sz-4!2NmjY?>|3}JTddAY5D zAdYs5LggF2n%bYz(5okRbjq34g4sK_oK}XxJgI+qWb7-Djc@ZyFksY!gytvD+?tFn zLMVzd4^WiISc)r!E%G``>TjYqsOyM8hl9+O?d;#^#a9cG#B{*z05Iz3!@=Y&-K4xT zIInKB#`6&nGs_}uIJ>~g+R1`4%inzcUPZtQF|_*>9A&P0q5eB{L7R0d!|aBIsu9x z`meb#q;Hng3|Yb8WO21NuF}{5oQBv`{mEGWVIKd^#|Lpv9jOD1TAm7=k%22X$0Rxw~#5r zAIkP;d2zP)zvK=vh4#RONyeYB*Qk`B$(E+QUZV=m=j1Li4Ux{(7B+Hn`XAIy6P8~0 z=p{jEfx{vUA-5|s;FrA7?uy`}hoU}!ALo}J9$O<#@*GtA^DuzrzT#F(z)ENnsB#dhb+5V9r5fhg!K6uWoTvlL zM|fmi|6W$-1`0eBXZabI{H2<_dRK>hhvoKE-k4sV#z%KrhB(4FbKGXM+%IX1-wp&0 z5~i%cY^lfBYx4g+3;;Tj&OR;4?B3yR)A$VFkDlsTv(5c&$JDon?_ZltFi8;#qrcB}+fC=_>~c zU|K-dxv8=SdTpT9Vz|&&J;JIMK&~Mlri#$P%*ih?R_}-T!a-Q2v2znBn-+9Ia`t3(9U7jtJv~~Sv&=vsyIQQi*LC4 z7);4{Hk`!_pqj8yda6;dwhhe7(D=%h7dpDr;sE2&uKVt;>jkR4>xp5d^6wL#(n}KcocZ)27H9PMmxo6r=2AV^44!xzHY2>SA5#0$VU{Wb0*3V@0-?}q>n5wy@ zmy~&#u|lW0UL6?&10}!|xMzd9x1^J~tnyBs10Oq|k5J1NsXUr%k3dZ(CVp8#6dD|x zKm9G@HMH29h+1h7mU|?L&~c}e^A3VkJ|#X#LIWQqU~_B53c#bJ&-J$_ny@Y$3^}G*F+7Ay85xKXvckAv)x4$*)!|f=}cjl6=i_rG3;+vRWnGd7K_!`FC5ibt9 zUTB*>rh|cSm?7f9&_7I^SY{(GJ_}ehhZB^}G=8)zyX}UEu+9IRn?3tm5~o%pIal$w z(a>k(6+~uEohOLg>N+0f?u=w)mhl#+RVDQb+}P97f>LgGnEGt`v~_ho zFTWw+!=){Sc1- zVIZ_SpiZ)%^yea*y3UfBPxS4}Vovo>#T>8@{mkBRaIT<5K+oW*6P8Pk_lS`5A!-Ox zQZSL%S_@<^xv5TzNK;K`q#@O^GjmHeKWvGrAjD2Mp=8NKTo|OL=iNcM*t8Pn7`EpJ zVCcodPdx3vH3BmTY$*oByxxZf23VsGL_k!TJCYvUStr&C zoI(#T3!KmPs$ZCLny$~teiHBN3gjA2@0AQpH7OA+8j=Ev3Okk z84f~>W>ImI!--#t1otIiuy(Rvl7vbrfkV_icYzK%Cc3S^u3q0)LG_E~ zSum@ZM!w<>;6=hl$d(o^9V9Ju<#Hx)G`g+5p{6g$641nGkx3E+p#0PQt(h`Fyr{Jt z@rmOp{5~~H#P;FLJkmwLV$}atPx<@)k9!)12Hi2(V4hZE7aw8-qdJZ}&3tFleMRdM z_!vGyK$?3Ad$b)Fu1ci=X1j*IM=dxG(3V};nt@U{K~)X8@_-0B;;Fdy1U)R}fyZ5? z{0r2h?S*DLMf$qV2_kUgLQ7!ZqGU2?N2gS6i82J!@fMx&dg+y=1=viU5^<7mQ0&X4 zjmiVYy|0}WXZ9$0iAM*}>b4;L}DSODG9uRZhJsyd?BakCg6ij`9 zQ}0lFir%a{qnJV$9Py%(x{Jqd9d`0;Q{Uh*6+;5&byar{%v!*@fZTf6?DHLPDn(Bx zH@sGxzr8X6!%cW<61i9dt4vk|kaTgGz~$iQH0l*9GlcpcX}=E}N-tVHN7s`8nsS%x z!3|i*Ek!Wg72Gyw8rUE#^~RVu$f_!-$5}$R-r>C7@Y5EF0diG&3fhxFFDE-ZV{5!c zb-bGah>i_lVjW+>T-$wJ=hBuI=XVOS{ExqnlVDdWr7;vjyINRovzPtEQ~9SN=%P`P z^%8!E`YB^_z81oZ6Z;}{9lXf-?_2j5X5E^Cu_RgZ?WQmu9Cy=7;*U&?OGQ}&Ud1c| zv&3SUG#2NLsf~WSJJN~V!L(_xPb&;Cb|B4Z9z0GYLWiLVAC&2rX8k}~9D4U|-==+r z?H!g6>P6KTwbjL8ud`0;4^u1E;cv)3ef26v8simHbQGArx6UL+yA*?C0v~aU0)ckP zKf^O+ao(wAWQ2#u$!NV}a>AoapuMYl<79H9{HSU%k+Z%S7jvgo)r8k9HPP8xd%?k! ziFVuQMo}&X+Ls$DBdlH&;KDB`{_8BL2fscgvg+3&mt~?hC#(ZLH(24adh1Sk9 z65Fh_?O;kV>P@t`eBJiO{5JU{j!K9Dpp2iOD-9%B@CwQ0K*SFX`-?=ih+zltv88szy zngLIQ#1jUq&>44LMZ&i1pH}2Am0rzresi~wL zmktrRMc$yNY~SON+u0D9KitVI;#kYXEOo)YA$pMawAx7c!FPwZYX?#Tta7!3Lp~f_ zUP~k+S+;~OeHA(|6FpK79Z$}sjz)(4_<{w`R z)eEd_bg$*}&_mNlR#~t%paoR9??>}YOKfRWi~6sss}sFw$r_e*tGM{y5MuFxQbi7EjwSB=RYAyt#bpH zvsu)V&s$FR?%8g(-YCELCj06v@rH_Q-b4(=ZRL+^YX~`WF2${9S$=Sz^?hFu6P}Q* zhavPcYt_(&j-e{-eQ8ERX3!xLaFFhyHnmE1j7yUR$K{}-1dgkN%tVU^92ditk1N~I zPeCC4bSXaBo84>4HNMm!sWFg9BG>&ucT~aDkAFDFFMBS3CpJk~XTCd05hNz~>DeZB zF%TKE(x5X_SDMYq^afJJ??fM;`|T{gg5R1In-j%A_$vC^h|vMx2YavHL5$bV;}*=y zS$JRjny?|b27O%S{l%~juOu6{~6L+r!{lTl4UmBlz+C={Qv_1ZbNlNOV94IQ|vEv8jA zEqeeqyMK+QJ6Ql-PKAi4bcIV?`qZWCqxXD{>e2J3~m8-aRU+L4jqGTEH{S@_{+P*CPl!K|FvN(1d!Lw_ksODoHzKL81 zrIN&xVyx*h)K2S@v2Q{v#5(SLHQam7;#1;vyjtFGKCGD0#3gaJvE5fC^;XmP8tP+w z-*j-RYxYZ~;bB@7!?Qu{46*7gxzFxf568MStE6!l)Je=ybK+{xD7RuS^d#$+m}j;m{X0hKq0ndV|ge($l(aBK1=B z_ulgytP<-$`CKhi!49N=?`vgB*7#`zTh8D1!W6#IZoX;KPnyi<#-yKlPBZ4kN8z_) z82yD$t+fv~AK}Ru#H&wDtJ;%Xpp%%%X0};rtkz{mNmweG`2_9kZaA?(1dL{a*rZ0v z2%4z6-z~3aO0{nkn3Pv*r_M>FqIpfo;yGQsgp9J3TEwz(B zB9l>4S5GM2h&HiPrg2n+#J-~1%Yw&SOrw^`uuVe4q*js~DYE~>>v}$TL4DKBUff$R za8DZTxRDUNJ8J;BI=FjhlL!V`rAB|n5rS1PE^O3BL<6SJGeQmUZDf_Zv$y*r)jsP6 zEE7I|n)sk_Zq*O6{r&6hqkC&7tX_|uT*xD$y%7jlY?9wvVkr%uWEsG?obx^`S?4AV z#B6;1i6mWNudv7~Mz%eMhSab2P-AUptWdu9^96ic5_$2d!?{&kB1^S_Xo}kUxCd#1 z)9PznX4rJ6%x1ZJR*nR|UU`#I&1;CFzArH{j52y7S)a&pxt$l8pUr#kF7>Na?2<6& zYuCmY?PW_0%G?)y)4$P{0U0vb+4t~yXgTHabbZo`CL?%Wc_!QlyM~VJRwo-um|z9E zTzf0b8r<4Opm)Z=n0O*hjk|nCi1^g$+ILzmyYoo4Jaxt6n@MD1x2a!UpHhnIE;foh z+?s*sj!~NMhb+}Hi3g?Mm`}TD0(=ms?Zy|ua;J-kj`(3_18LIzETpFlg_D5~Q{ra9 z{{67{x7HDIJOX6I8^Xvbq_XCUJkOuXi+O2P6zb4g8!Ht(mBt&Z%~&%=R(U^zUf4{d z<9Ek3lSuwI4fRWu*(c_uGUGUV*O-9|0~1N6ib;Fiv?y0=geOKQ@P6EjQ0I2Rtt9r7 zmVxIU>jLf!VC7MmemkO};u&+(4K2OKhiv86OC(~EG&NwI+C=^5f?lHesq%9x%qZF4 zvsF=)+BT>!A{V>0TM<7_zP8Gai2!&1A;5T#$_p@PFnVd1GewY##K`bV)9;zaC@(qP znpj{|%@@iMcA%3emqRcF6VrR04iyAR*ZN>S6D8Vw(8w!mv=-&t6{>r@wLd`M)b>WI za&94)NBkD#_5I-f{JqbO!3665p(*6G#D|)CLg7?`uAhrC!UR#)OfO4i?*?-2o{z=;r0c$BFe~6{=H7Q> zD&-yrK1;ATK~qNbTh+h;$+t(hX0CjZ#N&TOXNUqE+{6(P88C^+7^`0##er4ezqAV9 zb00semi5oacoISy$@b{xU|mt%7;TJ7$K8;i`<-{O3M2*F{K1U_?n0#FH&nt?cwYxA zTefC}RvI=nPejr@(kS=b30s04oHz+j*J)DPZWA#v7}>4yA8!FY4si^%7*Kcr@^^Rt z`)^*_;(KJ!hzG?(FASLFACb|+vfBm7il&TC>wF4A!3*6?j06gibf|6#Ogfqswu0@0 z>vS#x7eYp%%jT^wunKPK7M%)1wfFL2AbeUm0;cdXw1EEBlN6QL-dt(#ybaMrO2DYk zZ#=N?QB=@L1fr$J&_(z1gO4rywLbCM?2C)t5-7oHOVO00lF8{sL{YZXukdy_?M9I+ zR`sIQq=*e!KbaC2{(_nW8-p7L=$u#u409nD=zqj9Kff4_&R6O|3Z1SGKfRVWEi6vV z=%m|Wdd}!4^^y%PIv5z{`MEBx8iLP(j3?rCqjukY+1Ags+ zWY|ZHV=`MZOogfmQJodYQFUutdknkQ>!ov*d^doo@oxFwZK=5X0|m{ zLYS3FsU%CwWQLSMGjBWhbf0J zMG2ZhFG(@E^x$2NMk|H_YZ})VeEf?#@9I?-705islXf{;4tHpWuBjZ5a8V+Lotk{8Rl^RJ=xy9O zqtmHIa;B9@;lma3YI;e`{&Y$vrTUdPs%yKzkX768Ib()FYU1*N`auc-H}Og6JK;cz zuW7qYX-B3Gwjv?nd6Tv@buaJ3D~8-}0pd z_O>X#K*j0G7oG%WE?3X_6I+FIGaj+i@5I$2Csw{7H?mH@yaguu20Xn^Ql+z^lI1Al zO3A8xQx`krP}lS*%ULVF+WEz}*XD!%{>olE-+VbFO)ih&^e3!VBSt2tnl2`N1wo^U zw7z*C{KBTe~(<0!fV$yc)xd|h9O2I1IcsKlXdUlo#I$~ZRrNc&*}v9-!s3C7s!iU zaG)0rK8~i*ajEOcs)UNMF*GayigYQ)mw6e~u;6&;Nx?3J1pQ=y!EdGDe9Ux}Ok$0X zVv3Z=K=e%HS9~SwD*}VELW`i;}gkx|Rpn1v8CdwCwa)ujTyg z+Nnu0z7joh#wzI2Iu)TC-1z8xb8S+kJ+?g`vJlWjU^v%LxxLh4V$j?wjmg|q`EK88 zswP@Bm;;Hd0JAxqTsMri1Rs!q-SXeFbKBlz!x~~G1N*&)LsavQq$<-8& zc2=isr?(vf@yOpu5{@fv8+042ynv0_khb?Kk%WPyd*AoBiVei;QaiXh3{d>AG*je3bm z?P^fo@JSkS7z`U@sG&=M^j8P=X>S;ljS;J^tX}_WhubPJC%mGhl9H z$LVtn*{Rn@OCgi93fJcpFL7I((r!{iojpO=dtjOc?osHNObB@FYj9W!d}z!8Hg!}On^sP!E#-c(_!oL5(#pmVj0q=lw1&%vcV+yW zhg(b36_GS&&~rw;`s}(xT<)+~vqp_Y!5k@&5VG7i?v#d>_S=&G)l)ZB>U#ZmkM{^h z?7o*_7CWwT(J^aRD+wfxbAes>-yW$37CL%{7;ZQ*=po*r#$Q~!AxtC;QYvf?LJ8pS zJkzh}?{u<&^62`9$I$Bdp$b5?nS}O=mZc1k3pYfG6LQdX`Ovq@;K~{3HaTh5H z)qW2V0@){5)D*^(@I<-VSmtPLe@Cm;N{oQ%%WYYN3g?x#1sL2hN0Nxa>gH^%m4QP! zHTDk-U(=qTI$}vES;fNWFG9vjtqfso0mq@C&-Wal)jKE~)7Og5PG}w3}27NYGL47Y5GqS`E`TJjL*bb2H!9w`7lqP^#-s2U#;y#cLBjpeYghr7YyYVz_VJUrC5XX7 z_=+No6P9geIq0#7ajVLyUS4jn{s-oCEbm0vtI#=5!>=La6xeV;BbO^H5{MRh<{`2921}zvMW%hk zP(Ql8zcxln9*DypG}o0ZW~xAwWvcy^ml}wnouks|YuK3Rsx3=~UoJhEzmN*XP8hh@ zA1K^&?1I%wkA2>UfPG1YPRx&yey8~*h7@K~IK7D+b?l{)@tyu~X=FzJm67oW_&KT% zBdEaZ_=Vc}{2Sc{qO~zxF#+smX@sgRA~0)qD1Y_3zk_A(WOBsn5@kWS^9OR|qk{nT zi0xH|3G;_3xN}Fru>hPPqtzk}=+9Eom}v@~uax!cyEJMo|H{^bvxvzZqxBH!`nq;h zJr`)W+~XL@FC{(|%0T#={Q`OCzp`Hy)<+czmOb)XpzAsCcJpgY1cBJYEj>sRgwx<8 zzxHEorbN(z#EON^K|^zOpHf9m;QG-0wIpAp-x&nU*T6s65| z$8#a2j|6kJe)uSnp_9zO>Yx%}jUI9Br~fM&OG4Bi8bA7VOVj}IYYgd|a zQ^YmvUJjflCW8SroL_zp!@Plqb;w7{NtyX%{8D3Ura7|OjOxhJ-aP&35240RrTggN#{~a{KtqQ9*kpRi%>!$2d zh&FCsYqoMer9-;`G+&UbRHF?fq>ZFic;kr2Sc!f*{fTjqfgPdPbgrv9K(0ob(`EB} zAn;<+nA9Q0TC?VDneHx0oABh|0DO96fc$WKtQQT5_=jV^@wzeYwkcX;#wE(6S$?-I zlH!$liYKUfAhu5H8_z8jFGi9}TtCt^SMJk_J9D!iTv{7g8De!leXLsKT8SSu0y{X_ zK%Fkz5&>1{wj{>1bssNPw$izd<3fkGzP%CPDkJsdkkdz6wVuE)Q;bXt zmL%*K23W`UC+HiFXC+M!9Xb{1c+w2ZV7rK$O zcjg`R@@j|ipIw;(9%QHFb~E9HDB7WhT}MS!Kv-pT@g0fl*{;_$f9L(hH4R z$`=(JQ9;@`n>EGOgY^lVR`boZPIEnl_gS5mr~n!rlr9=0nm1Ji(6`Sni;qmEoQnFh z&ok^zweBZI?4M1~xE=yGRrG9tW2F4RDS-sf#}Lg;Xgefn>vhnldJh`$IVTLNL!JDA zoZ9i~i>HGfcnl_Tlm}UYTGU$8@;ri185FbAjyKTtD@6A@@XSM{7)8=}b zKSHfU{+K@81qKq3>x=O+#xchWDwG&2+1t-w(s^vY!cZ|vq&}a6tTf&XFGPhZIFc%` zw~u3LO{&Q=7`2aZo@3QZ382L)Y*3>1a~OHE+}6l2zq>T`(Z}S>Ki2=2#ei1_uS405 z*_H@2DKkL5SOhLR3E-H|il;ts^&X$l^`<)>Z9X4nZgH93c8ETPX+T8ky(b`@B3^-- z`~`{OHSg1R!ieQAD|zPX+`^GmVI&_EU;4wfbj7-|*F;HoR^2vsNpjvOz$WmF&}uN2 z2t{s6cdF#}!52z5*)m<5KY!6uGZ(_~8d9l3k(Gbdpk z7q61T*Ub61H_n=HpazjN{l=yLi5nImlUSedq9A!Mg_o|lrk}6WG}BvbVR73Hl|(9a z5L+&W9}=aty?Ck+NOCLQ{jN@@+NVdtGU{2U@Lpd#$gNM-;o>Xpiz|eKJR>wcqO67; zA9AC{fod~+hu4Lje9duQa9{X#Hm9Y;$2UZZd^z*?PuvE`fj(`1OyWV0qgyFmi)|Ae z6`OWfeZe;D(Rx$0+9e!Z@~9Ss-8$_NFrDK^rZ|ec&UG>*rIgLVgWsqn^#6MM>Zq)? z_S*x3bazQegEUeC(k&tJ(%m8g(*4pXC7nu1BS?3HNOyNhhjiZcdcHG$<9_%2{=JSp za0~`x?^S!P`OG<=XCEKv^3B-#bI24(GoS2CP2jbYm@iSXsST|3Gzy5suqKZdVD?QO z0NS1Q^v_zL%_}GQvlhf)YXQ4iv;nv_9?3k!jd-UjY}5E#Lhl43%f=JGA+Y8cQe(jQ zg~H(Bm^I6d%@R)-?G7Uq%zBfavl^oxn*zv^f#$L&%>1k&D%O$iq~Q0|2sTqnlls#z zVruAZwR=6#;o8;)!8CsytTvsH_Er}JA585~H+GO28xXMf3zqqTXC>l;LWr%&|+cCTo(E< zRN=?P6;Baaxvd}D^$~&n^m5YjO*-t{yOjc{t3|e9Wau{$+{xwu*&|O$Yxc{%g{i&hi`TTO&VA$<@axeB z5m1WMm^HNhxg_UwmDW*Fyca7Ul20=_EP7ovG#-b+1MLFCbtlZp~W)zl^=@(w7!G= z(y8k%Y{-}5M%1Sd$d^#C$TN&#=QQ?n5HWuLLb+Q_lBJ3H-W=ff_>R=CNDVV5XD#^} zldGNK)CynEM$*k)CzK&KcVjeX=oGk`p($LI>0@@@bVkm5qEdjG`JzevX09weB{}4m z+tDv;jh?;kk_NRZJ>%`E^5)Dn*zA!#c?{q1qDE$1SRv){V8@gdmN|OifL|6Z63Qd~HKSpO6mde8L-2Qx^+bi1 zaw~KiZN&9IA=HJ?)x#6;vFk)f=X$x$P@J4sRikQ|@8L9%e$Nifaas1#i1`|IB+MD?eOUD;M*k3Ctu08itos^_9fy9X)4a4 zzMUm5yEd-s_C_e8x&Q9i$jnG-Fi^Y;G@*Nvbri!M~J6{RNLNBD|v_|i>ZYEK{{Hq;#6n0 zaWV5V+_N-g9I8+hJY|dmDA1H*KtLl$o^EmjnIJ53F&PO5Na%MZ*@2}@D-k>z+ynRz z1~Sn9fQ&LRKS19cnSRN3yV|KbCE?U1SduDV4-1%;4L1vGUycdhqXvC*bXM0OJx>_h zV(aUVNvAa&RMxi}T++t|5%(g~N#DKcXz?yFlkSUe=!X+LvK`n4PH{GjK)iG$5#HI) zcT2COhh)o%3OHJTGie|s@4;xX=X!dVuXr&D@AYHH5$M?wiCQ0LL$Tc(;wPDpb6HW zUq`Vks#&t;y9Rg&l%Kkqf3S6UJU=TO{J0X?u@X#8XEb3W^75YF*}#W*Ok-emtPy4n z67o6sY|t@3Y6lP<0JAFWw$%df{#{5OodHAXalMYYiteJ%PT9E{$B<v2?Q^LIn6CyDgwGIE2(lzsCK3tkgSwKjaT2nk0B{Ir)Rf+)(C#8L6! zfZ>5*?Ubf14wvGiiLVz3Gu1btg)!rK-ohGq0h?s-2dEH;+|i-$+rl=p8=j^=o|jf^ z;i>W^vnsQTe${jheNs=)%gX}%Z=>A44!< zfpaWT?sq*wj?|reJ;iT9&MC^as_M79BHLW=QcA2E?y4DA4J+k!QQWTNee{Jne>DB@ z%|>q$&b(h&-gTJ?ub!hsp{J($UXL4JhPn^Kw{lr-pPoCT>Jz8BkgFHeL+r4vp^?Fr zSKDZl@<7g%|9tK&!LEW9@q!kC5RIaFC}fpw$%*J&p@$FP$QW%qX3Eequc1#9W#0?Gb35(%xJR~Gh32A;6#q+t_y4Hy~J zumAz(6X}&mBTBkB&I~Eo1g4_hS9TMx)3Qx(swz>c7;WzKKlsaI&(yxFrBy0sZ$A0E z>yKj!`)krS4w_`ROwAZ{B^l@?9)C<{2gF@X3FCH)YEXJc^iG8OBn-L+;d#yuUiE-i zu>-SX<8u20m(NRECIgO;u>cp=;%_z7qc3AHN!eeqCJTT4z)bOF#y{H^CJ)e2E$4=N zNS;0&@C5V8x_Cj{tn)6>er^%ZypKI(VihsfhrAT+!<5{mV2E2K*nW%?0eQl)sw=r? z1ve$S>_b7-|Y3`S6)J(byS>3Dg3YHsWLc;{&OFmK~Fx5&oY@#dQI*^bt@ zzW%_k5P{LMW;;%mw+nUOXdvG$?^S?S0Xzmn1wV?%nPPw5q6pJEhpBU)W2$xLHXKjs#M{>^hn?F-jpNM+X z%MP{5oVKzpDdch?rbm973iG81b!yR0bZ*T}7B$q6QeKFkFG}^-EMbIjf0?W-3#`ZBI&Y;LtE&;JF`C`$|b~1CTzS=;f)j zO7B=?l+!f!U9EKVNyl%Q(PPe*GH)Aq%gA3`TYkaBX}bJ%{Mwnl12w9w*1<%6_ps>F z-pDwIf%}par_3!qFa|F;1nlkD2QWnUG|%sO#rn=W?6a~phCAr@(sPWVmZ#4uoWC6h zW53bkS9C3K%%e@ykx{{-0u3GNMx4il!cC){P`l`XZic>zQ2-h2wxlh7sq9bx_@2r#l`dlO8XpS-ZG)nb(It z)6JWB1<87{q_(MizpmX*Zb}Ds7}P7n1=b_YlgB-OzBvkm1OIhl2LfMc2L6Bl`k%i_ zpa;9<=)ubJ|F8%DH<`j{bWHwl6vCf}^MHpZxL_g4{6CNV&;8*(Z2d2^Mzmipn8)vx zp8Wi!~EAafnP#Wz;q}ygap72?0>ty_;oq`-!t$( zL(n=3xJm6A zKjfLaySy#-So?44Cc_X(^xdA9cBM^fXXq0ROnX#8`WDRKbnT4R2whk6^Q?&P4}ehc z`CSc@aA7YZgws^E@Z!@?XqYgoFFG}6t0&eIIe*j=^(l(f$>?j|zQ9h7cKy#Q8~2l$ zOJ*~bYhU76Vw8i=-r#<{ZFD+39L>6cgb{N>$(QaWk_4ZV_k%A^=X%8YoSe=$kxb;( zd1>>wCJ9MD!3IZJ6>NQ0`|=Bdi9*9m;mkUCS66skl&_r{Rs>EUH1`+IZs?b_CnVXwlrxUvm{x%JrC~Ljv=B5bjd(F?eyAO6bzk55O0RO6_ z&IKuZ_Dyy4sFY*!Ty5K=0YYP(eF|1IfQ|})wCMF4#6UmTzO(pMAq~b5oG(|#idwzt z!r5ceThHcLJLsQr&2LA=ddf{IkCH7eE|J+>G)7~WVLlOlmN#@)(isB$DK|I65{;tB zXau_#adWPefNVN8?@=~&?oqF>78UTh&gwfpf2$<}bOVby%&i?@wLn}|2Aor_TO0Xk zo%^#e0&b7!>UXb9Z%_cvEocAUu-CUlhEB|_O!#fFG@}9FjF?YBPV$ZX%LIKZD2PjzAE7dv6b*z)I zdi|Y_M>x2#A(gT1SKm|K#SNx%*zSo?(30_``<)+?s=*VAEH|L1eN_uEx+g57!k6G+ z`wwD=G@rv0j-u+#w1)|AaHB#>IfD9@QeDZOf^Ut#?s<~tr?EN5=6JQE1oJYMUgosf zYPWofV@i;@bJ|X!7_~pu>rGw5gB?`l55J-P;3$;Gzt!u;a7%pk^$#ElaOt@9S*Tk( zMLqNUQTIVB_j*bySNW#?VDG0LVB^to^GC~SQY5qd&M=ciY0936_%L7f)kMFiY$P&) zpB&J=ST8!P&#&C0ULfn8%5COw>wd=#Ti!>o6o$jgf+k)#H1@j+X;;kgRhT`gFrww> zX^`#4*)HFSRB1n#w`9-Dx#GF+%Jt|TiQRtr9{_(@5T*43|D5~<_0v2y!WWEGCMC(- z5Gl>=nTjnqwOU787#gmxzLn;<(JOrSiezla)!DtDv;pO<5uOjdN|h?5*m`;k0_%8c zz0;vTs8B2M{OuC^ZuLQ;<&dH5cffx-zrAHLqF%+F67I}b5{-%~J-FvKfsmsk22 z4LtF`t=|?L5SC6e2lTM3v=d~#55OyH&L39G9aJKn*9>1DviQaSPH9cz{nkl&^_Jop zz4yj?vcgH<&*N%FBgIH{o8i}hEv03##8R=Q)vOec*Xc|5#LBhr@c^&^hXpgnl*V60 z>8}f@*M@F>uNErg9#R%)~gv;dJld6OWQFES$F1_oCF z2OL^ZAt+v1<)$yBQC0ete%5{6b%@xB@oe1A15Tz!mWO9N=80*^Hv zdcPq>^;Mf458OV5=P6@WE#y{>5e0&i=5C7aa=`nK`Pvn8kVB-!yEcfNXP|n-4(N|sFAP)TjDrlSaR*HOL zJM-kS9r4f@KAjy9V$MYrr@tON-wt`T5bR`eFgkG3=WoiqfRwo|hu2l(aKrD-yx`rm zP3BElI^Vrf5ZJ8MPrB?V{=BamZ7^nWf9GeRQbYX19h1?7t&lqAosUlL zEAdt*^F?F`0KD<_pj0)S*Wc!WVfAM@oIX<~U*t(Tu0)(6H!oLi1zO&)V%HvD0Fc=W zLTIz8d()j}JO)kl-uP#+mHCFMqrOKOMG~ql4J<}YURUx!)T1M-p^W~WSo(7;^$4_t7=EN0+rdT ze$Io;BEG{I-qed9$!J>YW-Oz_iwX%4d7=S2jXr{y+HzCU)y)BEOZNM0)UB`XqRHwk zhU$+aQYnl5&a{so?+~lzyztya53V0nEsP0YT&OZhv%5Kvu*hHg%-7r?PvB2|;?Qw^ zw_`6o_nhaihKLvLY*crJJ`I_{4O}dUghTDC6SGX^#s7&KUiBOS2d6Vu7w<@pi@Wum zcl^t_MZg^8n%{qaNLrqWQWr_HPv-s#6Mqf2;*yC3Z>1^Id@A4fYST9=PT(q#=W_SBsPLtHR-()m;|Catl`--Zr!aVM4YcnmZWG zfxhjyH|}2dVap-z$4T2w?*u#Qin~@<;>-(D?UDy}8ztce5&1;<_(8wJG?KwBI$M`~*E}>|!`FxE zKi>UF<1F#en)KAHCogNm;PB@-4k3VEM_(L>s%?k^V_MGQ+`E#M8NB&G0)+gHT_2oA z36lq)w8{O%m&>ubf3u_GaIUz`XA|ks;%vT#RH?bWT+cwe$?Q_9{&?x{oz{>>Dog%G`S+=4Dg}r z!-tkR@-yNv9;H5eQl#+se4R)(GJO^)VA5>pvcd7$xZ9OHQnOKY%iWBb2K zZ_3F+I)Wdrk??k&KToL9b8wmgC{Zhw;@{gqb(6oS+AkUR`gL-zn*}kXM0ZCAzQegC# zmu&q&V2~5d6+W&iQxO$OENWY~yoOKtd&sa+o$?tmw@v=Q=V6KOX7WU452CNq6Tj+9 zqlpAlt&6#ZJ`qllPxK!Sdq3GsvBRX=)8D)jE1fP~NRQ(k50B%; zI$zR`i%z}m9o_Z@d6yN?_YRgg5SU~*Z`h<@tIzFPW^Bx5dwfVIcFWHUufQGJy&UYR z8p%px_Iog3wE57?`qWOqdM>|E8FOZA3!bLyIx@wSY%KYAVti-_vYeNZASq3p1G&XC zkmM(-f_AN@!jE@aJibbetUSHjl6pFRl}%ErkV7w_D7L_cT#W7UaKH7n{#yrBNGtJg zZ-eT6@Y39A3Kd|G2+fEG5m<}Ug17Q5w%GJFra}P|5sSQkqo^M1n4cJYbE@lJ6o?qQ zRjW1hWK7Cc?QxYT^$(L#R1?Q{ZW|oW4Cijh z7E!KU3++AZ=o=r6+e{kjv(&zd;q(u)9JlD?&U9Z0w`reE_RE!e28X&xag2HPtCzd( z{l-G4{7#%4qBF-C@Du3&<(!8d5$Qw*Wm}}6C~^9ovg6^%V_*8(atrO&?>F4gG0G!d zPbVD*Lm2SlkOaXr0J`>OwD4%EQrh87AJV=P#Z@AaJZVLmRMw!>%pf-KQkdGwd1BF^ z6{%H}X{?FLj)JX%y=_|UF67dfuBV zD`BMU6e*Ks1gBklu7La<|3Hv{)q~d9v|=0)^1N6h;HQnW?guJ=NElYg)1C)4%2$`s z?>-iesp%e#28D*GHl@ypn7z7lmLqi`rv^qLRT_+)q!}_df3izz55%6rfl2?lxVj>< z+1sjcvfBgVwoRp_^R?kDkK1_hUwgM_HGV;)PS{wj7t7rR!Qn4GS&UX5mB?+W9va|M zh^(sQ{hCX76ptKaa>7`yR>%97_H|>g`=h0F5$NiY#0bG}-$@RaIVz;#co}>#Z-` zaA>MLp;;P$r-h3c3U6?W|6>i;Ex!yu^UU`o$O>9{T``cl1zm$2 zrL}tF-Qb0NEM@Sr+$M> zom+G1l!TOGJ#N|X+vA;mjk#J;jNO@W`eiXmn-RO>@bLBuM3^bK}4R*+N98@7`2N?N1? z^9-*a3PI?^pkm+7JBFa)x!v&@2oE*EkeOG{rRfSI_n>|?jJEUubOKkKt26?uXIp18 zJ&MH(&PO41R(x#ao5xl>ncX6}C>0q&%vEZ}6Odd4EJ5ypx$>ygIz5%Yo>VA`vOgg) z>n6>j6iFC-@P76KDeK(WG;|#zsYV z6F3n3=f6s=Et`AIeDtZOj0ts{d6;8j(&GAzzB@uYe7|^Vx1{1mP*xd)`!QVDXtTsG z==qUDs7A<<|5D5AM+EVqwvF-~2J(T>=-JA_srtm)O(#jQWgRDc9-hp{LS%JXwNH(x zJ@B_yZw~1uys4)&`?z(i=F+iVD7CgbWFiX$+IUtd3v>v#a$YNbD0E1uk5G@%zwyxu zdat@PO!QT%es+rcJ)O~vFRd~CLl1%O#&G$Vu7c@ns4fCy8Od;5<&(! zXH?!u7yLQ7V)#LRNH_%B#b1|{uTo%@X7y-|Hh zx%yP|nKXV?(~3Z3z990%Q%}AMg2kGpZjmmsA&rlwlHV+z_^OZ+lpQsaaoZKl*FC6| zK(>>bF=L2uIyi*IH1JH0gw#A5YB19rgG1Yaw4d*q{A$4Varmz`;WEfX^-gxn>xz_} zMrR(7x1t!B`MBV&YG?oV_`>hGiSvW`rN)&_8**vi3(Zz8NBiJk)}lChCDjpIGqdgz z?`>5~aIr@Av88HQNz8Td2?r~n1Udz-Li+-5hENYnHg;WJn=_pv6gPz^GjbAUEv#qm zLy?_kg^6S7b~iB`b{;Duu-bonZ5bfOBeKKLPK7PRVrYDtw(0_74wu705Uv%7e*0Fk zb?1dqVewM6p%f~$ump=o5ejt@oj!j-p8q2BEtF{X6R%Jqkzr4w$vET768I)Ynkd1F zx!$?*Y-A3{6N9E?!=+dy|c!q zg&BHB9uDoFjgH3q<(6QFmajfVrPLty%n8MrxKpSA@!rqVnDjR|X`#%vbDmk@r(@`Q ztrib4q8f1S;}v51WQNJGCCYiF3qHp8+hAMpQeS;Jq3h|RT%=X|<&b<6#qV$Qxn}K* z3#=xpneBSDNvYM8RC~~a@y`cDBae2{c$tmr1c}N>={36o1;TMIQ=71}dobp#Vr(N1 zxgarkXTe5;G=A^yADmah<)130QN8^lt6={*uQYODVQHbR#l2%-!9iedQ5UW+*0bWg zG$h3<)Nhm#A=7K1g#eO-oJv02GX!yQJy(zACy|iCkl*Swnm#o4gb(i zE^%DMd%z+~;`H3q*38X{jLDK2!(!v|CHKy(jdf`4%Qh!&3C|`HAp^#W1gkG1#ZX;p zRNh9FKD6LU!p69cN-Vq_BP-sv%4APZGT8MFA=wluP5Sz#HuM|1Hz-QzK=eOq3-feT`yH4~)cn4nYrV+e(~jAa$3>!tx_kmE7;N}uA;W$i z`h#i#N5+w)!X7uCV>NgD9YuaYJk*jesGlJfuu1nDv^rJ^kD@}0`m&{T#Z{!di9_SC zE1(K^V_u7mZxO9k4Gm8_`$P<`(Zk`zL-M3+M)ofauM1g2|RmW5#`C z7|M96(7W}xeu^pmiO-|`@qR%b4%k^np@IQJG13?kJG3^u#w+OLH5u=aef64r6ugg~ z>Z8S2Xpo&Jkbm~31@1F-Jh;$sF;wGsQdJAWF7}_%BJaR5g!-xHIFb=yAZ*qy@&w50 z)yk8_j}p&2BR>xHk~lpoX}FkZy5Db5keYluQ$)j;mU~LgjNsgFG#GB#u!iS~$m;du zK*&p6Nl}cki?ich)3@2vqHEurDxt}s@jzn9aU)fNG{eZpD?Se~uf-y5cN%$ZR8eze z)+l=Pf1kVWy!9=ucHO$)#Ng9fYc3r$Ss`o7ISMATwB0dZM|L0(&V zdk$Nvdt7C!2_DZMLXr;XTlB*dBAZZKRCcq=CQ&jJ0(;HH9Lb_^lrD#w z-J=MsHy%6y4%}!^?_-VlJfHK?>@`rIYjF8Arh%&JiDnXDkWQ+k@>10Y|Un{)T5Yv?`iE(QC^?Vj7e9?VVzO^0cXMju;ok?Km z&V9Beb~$$MUudPnLXt5+CQ#{$(YoW1EkWmV+%ciE@qa}4t<~L}y^KUyx@W)9n~lGE z%N`ExE}K|D#F3g~Ejc%gQ%6ajLqh)b3GLyI?hM%uuk#ar4e#;CmeL5tD@`f#AfH#* zIcRo>0uGIZ0`p0WN|P;uC8(t{Xj7jlYzd$6Ty-6?HTuIp_4ozvXq3>L8;y~B`#?G; zVok~4i{+Wk;4e-Dt=K^;vRM~KPk+||{9fDwo%bN(9NtBNVCT!c(q{dg`0ysRbHuho z3qFBw%KBY#S&E<f^FWZXgH zo=pSa+{6wm2R9}5($(wTeTESy?;)}!lA_bg6 z5nAA{@W~}DRRvE5g|t?}x&VS6%{P}_c{q>^FWMPOZpn@g-?SKgPv1mXUL_8Fidbk8 zPmW!57w&u=Jw=U_5>ByW{Mi_m#xuH`YtQM)ct7(T`y8}Qra47#$?b{lvDudtB;&DS z3v@a4iC3i`aQ9afB*P*yn$-=OJf5WzMGWin_WgiV+QFv(oB$V|kjBu#yFGd_kcS~j z^Zl$gDLYLy&O#XD<3_AXdp&)r$4_^N4+%N&XJp26ap3yOCu4OwHeLHt_KXYciA2K(0^@@z@b7wLCB2I4^i_feQJMcaAd-b*R*JJy3{Ywww5D8FBDNS9m~# z`OV#JCUd;r_=(a;K=zF2X1e~?Z1^k9 zh}O|HKb}UrmV5fwTcxV(`~dCX95G~&8+Z}$iD7}byT+cp&yX4h#CN3 ze8k0D+lecYarPgPH8ZO=1>oMMNh#7SkdH`Wduf`E#A7X9O)R2nz0D?c;Gi*@$!j9p zIIK+v1_|r?q-inXr{iQ$h@E|{;c7Dqw{GjG8gh(y1pM(qO3lz~*BhrQVZ`DGWC6S~ zmEY)9Lr?|L_gyn%OXZ9xG#CLzs#U<&-S)FQa>#Rj303_~0sZG@<_wu7iwYS+w(2_ufw#?-5*vx?`wk}Bh+W<9Nw=ZvhU46(3W*K7^<8{}# zFw^QmiC?ZhR(?_N#ya2O3&w@VLn8BA50S=?Vi&{u z##lpP9?i&uWmSx}2Q?86?wh(9+90Q0?i3=P=X57mN$7LJ_EsqIV#=S;NkYC=2bl6t zDFkGm%|d4*e*0W&!yMC^k~i+hjQW{)lqHvL&ehk%qX{w1=oKk`xnb9Xnz&sw7_v`; zlb;z`7rlS%8s-14%y`a+j>@7pj%_$67R;&rkZTVRQ|@Fs0n0VvKVEcWQ!Pq9S7FH0 zI>W7`TQGg>Zf~eHF(aQf+uV#@*4Xqaz1%sWWZBlR%p0Uy94P=c3#Iu&x>fvQc1JL& z>DJoffeJ@0sia`RCYt&Eo0j$`sOVbxOA-|R6^u0dN0lKo28)Es+ji}$Ew=4r<)(&q zL1Hf)3IwY5*jXtbjB!m@~0t zq08FA%3hMz?(35gqRX;z1>a6o{?I`&LC7{u9X!Smcz4OfuW?XO$+W8mEAd|CQSV<% zq_B0b+K!3v;8ca|4u&Sjh=&q9BdesO2YySn)p*S~-490M6vE?yW1|s!J-Jups;H2N zAx`o3``me-E+xwz3-#7fk?!Hh#lB{5LAFk!P>#}m5T2BTHZU*+);{#>)f(iYVeXB- ztQjP*`9%eNMEOIywodSQc1wdi^|-}s`3WKF?bGYYk#0ppdTw7mcHrsLXm-#u#(_r< zB)<9edf)yWK7pR9wjy8bUC;J_Q(O5$G;SI8M6eZ8s9#0T`0%cGGv<^De~ zBu{C+PmNUSC|@>I@KAsnY4;ynM`@}~>9aY$0x>ba%f`s zeDfZw<-WgZgjKF~4`-{RCO8l5O#b(LINbw}k?w}+#VluRt15tGsuK!xNZX@3!C znTS|iXRwj=27G0Bco+Bek0I_fOgYcIm#8<@=GhVG3z}ntW4q(p3`wEgosZBDb7Z%2 z|CFC#hXpGBr8V$`j#sL2B->)O$F6TQB^=HB@}ERQq|7hZyPyP(9FLmcco=Gs6F&bB z{UUED=AFNcPT7L3Z)Cy7w6{IYiTR?xZ)&^rUbpxqCdq75c}jWkN(VOkDJW5(>8lGA zft04nevn^m@zKggdQOB3!x{<-9bn@-y6P#RnwCWkia$&0UW%{Cbuszcs4?UKg*HOk zY)94?#Wa0Sr6t?@l)A2kHB_xbweXOt$_E(NOpUvO7r5N!y)-V+adbk*zw?3p#U9D@ zWe!qcEZ~9XG}|Qbhq_q!)OTVDt1Q~hH!D$m(IET`IAKtNY0NiCq>|{PWci@$r7@sn z2+F8V15na!w4RyoK6VaZo;WN}`x*Ttlt)Zv%qvn`f4qHnp}Ev8rd=-duw-b~}j<-e7eBuYPd^v7h+iVGUfaB1er^vhDoQrD3)dl(J2; zlPI(ZD~o^OSlug&3Pq$iIJ0KlAIP_UH$;H9e$H>nlSvj+3-QO^_Ty-ZQ?*ppa7uXl z2`82aDSSN$5^25`@PW!@i@(VozzjTKmgvr$aFIY@)1>P_ZPiWu=%S-;*znEBu!k`> zh@~2Jx+jWE7ex#dxp>W#9Z3lOUQ@4wQ`}ES$Td_6y^9yxTM-hK@ncbfVVoPqnco2m z3}H|bC~J|A%!gdXkEPmZz>*OqdtBW_pMR6RcsDS&RUoug9b*RzqWcDZfYlo?YiFo# zRq$K_;mHB-ECNa=d1C{O$+QD>bk5W1ra2a&_~`z5y*=8T%{VdA!A$yNMUA1pzf);! z>IKnje5TZh%enSH0>a=7t1S!Is6bw$XyKPSgHGo#Qi^f;#{3{YV-?#u_we5pQZ?l# zKH;?AoiFTdUNBzy#}l6QH#Y{Gj`Pqosjv)j=FS6_l7!aIT>8@Fp`Ph$smnovX)Px} zwzbqSkfR0IZewIOBWDU8C63g5%lrsl>vy_yk5JePrHU#wD#WC1CaJ`~fFyvE!~L7L z69=5oo`v$cny{#83w@a)K@sf2@%}ws)ryJGgEpj#>H8A(l1HB0uUmH}cXUZa++%1J zKB&(wI2~)8gIt+EaEf&<0m}}Ql{<>){CYpQz;6F_Z)G*_=bC&i)spC7x(3lJ{)k4O zI~^ZU_r+@DPGGzFQ-p+COtu^KedJ?fRG)6|UI*SP>7|6%MZc{l-CNbQTkKk{83JvP zM?!6&{7WShe8A`BXg#~JVDpL&)rYOF!t(pG4&nE!QI3EK@UQnhT~CH3eRB?H4Oe1_ z$bXhcSxIrfi9ztMHV(nr5$r$^4}S0s72|0l}7%Q1a4;$*Cy4be8pxiiP z3{cYxPp${ZNQAtTaWS9Y@r%3S;3#8`jBPzB**IBS9LCZv9-DQayq# zMZ(%elpLNYx+mXi*kP`jjKPuSL;dVkM$v@svzCi=_km=nbssY*9>jD z!3gAHeGJzDSpv3&0};2J1A?-svAj>o*@8#{n75k)zsF;L>(2Ge-K5scHaG(~6?@&-WGK0V9`f~Zs3}!Cbuva{2J8C3ZtSGR)pxaM^ zNsi+-i%Zqfs2Rz%n$(kB5qJtEt3~>trsE(=ptb^gHzns)BAuxqEE{fb)>lz~$a{7w zmPTW)&=y5?5%S~FVSZ%rjntK(e!R-#0IN_}D@hu0#^57Fxc)^LdP!%Wg(oOIaIi?X ze-i?;q{5<0%p__fW8%=j){ujPfS!%(fw{sbN zIAW(DlPajNIygasdI^WhKNb_9fqHm-hzYM!67;7A45X6eU(vJov z_(GygH7Q5Au~|bTxsq~9G=m>oca_@SX7f!KD&BiAAzL2*TF*OBXi(7RCWV@2#T3_j zE&FkWom*H>ZF!n^#J3NHiBE;Ov+YY3a&27;>z`dFg)l;+%s#HfMvdmLh5TieFe8IQ zYB#1Gftr0IG?x)(pB-Bwc=KTCAifMowhyAvN z80l!dZ4Ib)LnP1om<4&4AJbCAAtY634v6Q&Pewhlo18AEw_S1IaA@+&O)Q?kBi|la z$%@{ZFLA~{DRRAA%>d*EE}ittwBCd(iS7Bu1YG2P9_0+Q!3;cX-oC`2_M1oORk>0H zCZ@pt7P)-54vi#fASG z@D8R!yO7GRxrnK+^AyV))k?f@=(zZ~l|Sc6yKmcV?cWWszFj1LbRGl|a9*^za-T9j z!$iVCizPeElPx?r8`#lQVM&}#CAqM8w(4~^>3uSF#j>;b(UxAKUVZ0Y^ZW3Y7`(p6at2EWDWQ1EO>M2+e9kxK2bcd+MBR<#Z38%tJO@idLST_gLqOj>SZSF$bp^?VA zS7+URa>t)|1@q-}CEEoOia9>;&4H?$RB)ca#_c8&r~n_TF7Ew@LxFnLhA1$;uOdt|~viogDXPnDAtQ@7-8j~09hEW1(}cc1>Yp1+)a>i4UN zYsp2kAd8w{gY-QABow^HA7Lp~fw(m&PT-9W5=gwh^Hbr=^;m0We(y6lU23y}SVW4* zTI3PDM)S87+<#c+Ws!Hn(>@t4doRAvxwgR~T;$+b_WK6V=LxTIwY?n7xxSsC!pB&= z{@iEMQ6rzyIj>TKr^JN{6ua2OiTtyFfM<&{_+!jr%I3knR!^@3$*2|RGQZwGl~IDv z1SaBQm0dy1c`|UX#>^gXUUck@1+{3)L|J^ zg$q4xFmCPtyhcO?*D4z%Y2YT!J^&}6~ORs{ipIT10R#t zoW9_UivIToit~a7X3lz(zxcQQgAw)yBi!B`