From 7001eb4b514cc22f09b57475fdcb345012694d69 Mon Sep 17 00:00:00 2001
From: ronen barzel <ronen@barzel.org>
Date: Tue, 13 Sep 2016 12:03:27 +0100
Subject: [PATCH 1/5] delete broken vestigial import

---
 gentle/standard_kaldi.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/gentle/standard_kaldi.py b/gentle/standard_kaldi.py
index 9ad91258..59bbd5cf 100644
--- a/gentle/standard_kaldi.py
+++ b/gentle/standard_kaldi.py
@@ -6,7 +6,6 @@
 import tempfile
 import wave
 
-from gentle import ffmpeg
 from util.paths import get_binary
 from gentle.rpc import RPCProtocol
 from gentle.resources import Resources

From 0fc95c9be4d92173c94620a5c6ad396b9ac9f342 Mon Sep 17 00:00:00 2001
From: ronen barzel <ronen@barzel.org>
Date: Tue, 6 Sep 2016 13:10:40 +0100
Subject: [PATCH 2/5] export gentle.Transcription, add stats() and
 Transcription.from_jsonfile()

---
 gentle/__init__.py      |  1 +
 gentle/transcription.py | 35 ++++++++++++++++++++++++++++++++++-
 2 files changed, 35 insertions(+), 1 deletion(-)

diff --git a/gentle/__init__.py b/gentle/__init__.py
index 77a74e05..cfe17060 100644
--- a/gentle/__init__.py
+++ b/gentle/__init__.py
@@ -3,3 +3,4 @@
 from forced_aligner import ForcedAligner
 from full_transcriber import FullTranscriber
 from resample import resample, resampled
+from transcription import Transcription
diff --git a/gentle/transcription.py b/gentle/transcription.py
index a130c9f1..c6ec8d9e 100644
--- a/gentle/transcription.py
+++ b/gentle/transcription.py
@@ -5,6 +5,8 @@
 import logging
 import wave
 
+from collections import defaultdict
+
 from multiprocessing.pool import ThreadPool as Pool
 
 class MultiThreadedTranscriber:
@@ -68,12 +70,32 @@ def __init__(self, transcript=None, words=None):
 
     def to_json(self, **kwargs):
         '''Return a JSON representation of the aligned transcript'''
+        options = {
+                'sort_keys':    True,
+                'indent':       4,
+                'separators':   (',', ': '),
+                }
+        options.update(kwargs)
+
         container = {}
         if self.transcript:
             container['transcript'] = self.transcript
         if self.words: 
             container['words'] = self.words
-        return json.dumps(container, **kwargs)
+        return json.dumps(container, **options)
+
+    @classmethod
+    def from_json(cls, json_str):
+        return cls._from_jsondata(json.loads(json_str))
+
+    @classmethod
+    def from_jsonfile(cls, filename):
+        with open(filename) as fh:
+            return cls._from_jsondata(json.load(fh))
+
+    @classmethod
+    def _from_jsondata(cls, data):
+        return cls(transcript = data['transcript'], words = [Word(**wd) for wd in data['words']])
 
     def to_csv(self):
         '''Return a CSV representation of the aligned transcript. Format:
@@ -94,6 +116,17 @@ def to_csv(self):
             w.writerow(row)
         return buf.getvalue()
 
+    def stats(self):
+        counts = defaultdict(int)
+        for word in self.words:
+            counts[word["case"]] += 1
+        stats = {}
+        stats['total'] = len(self.words)
+        for key, val in counts.iteritems():
+            stats[key] = val
+        return stats
+
+
 if __name__=='__main__':
     # full transcription
     from Queue import Queue

From e6fc2e9ac3da55076b40dc4adb2e4c198c0facd5 Mon Sep 17 00:00:00 2001
From: ronen barzel <ronen@barzel.org>
Date: Mon, 12 Sep 2016 14:57:44 +0100
Subject: [PATCH 3/5] make first-class object for transcription Words, rather
 than using dictionary

---
 gentle/diff_align.py       |  70 +++++++++++----------
 gentle/forced_aligner.py   |   7 ++-
 gentle/full_transcriber.py |  24 ++++----
 gentle/multipass.py        |  34 ++++++-----
 gentle/transcriber.py      |  84 +++++++++++++++++++++++++
 gentle/transcription.py    | 121 +++++++++++--------------------------
 www/view_alignment.html    |   2 +-
 7 files changed, 190 insertions(+), 152 deletions(-)
 create mode 100644 gentle/transcriber.py

diff --git a/gentle/diff_align.py b/gentle/diff_align.py
index a40e1269..70cc6dd0 100644
--- a/gentle/diff_align.py
+++ b/gentle/diff_align.py
@@ -3,10 +3,11 @@
 import os
 import sys
 
-import metasentence
-import language_model
-import standard_kaldi
-from resources import Resources
+from gentle import metasentence
+from gentle import language_model
+from gentle import standard_kaldi
+from gentle import transcription
+from gentle.resources import Resources
 
 
 # TODO(maxhawkins): try using the (apparently-superior) time-mediated dynamic
@@ -23,7 +24,7 @@ def align(alignment, ms, **kwargs):
     disfluency = kwargs['disfluency'] if 'disfluency' in kwargs else False
     disfluencies = kwargs['disfluencies'] if 'disfluencies' in kwargs else []
 
-    hypothesis = [X["word"] for X in alignment]
+    hypothesis = [X.word for X in alignment]
     reference = ms.get_kaldi_sequence()
 
     display_seq = ms.get_display_sequence()
@@ -36,17 +37,16 @@ def align(alignment, ms, **kwargs):
             word = hypothesis[a]
             if disfluency and word in disfluencies:
                 hyp_token = alignment[a]
-                phones = hyp_token.get("phones", [])
-                start = hyp_token["start"]
-                end = hyp_token["start"] + hyp_token["duration"]
-
-                out.append({
-                    "case": "not-found-in-transcript",
-                    "phones": phones,
-                    "start": start,
-                    "end": end,
-                    "word": word
-                })
+                phones = hyp_token.phones or []
+                start = hyp_token.start
+                end = hyp_token.start + hyp_token.duration
+
+                out.append(transcription.Word(
+                    case="not-found-in-transcript",
+                    phones=phones,
+                    start=start,
+                    end=end,
+                    word=word))
             continue
 
         display_word = display_seq[b]
@@ -55,28 +55,26 @@ def align(alignment, ms, **kwargs):
         if op == 'equal':
             hyp_word = hypothesis[a]
             hyp_token = alignment[a]
-            phones = hyp_token.get("phones", [])
-            start = hyp_token["start"]
-            end = hyp_token["start"] + hyp_token["duration"]
-
-            out.append({
-                "case": "success",
-                "startOffset": start_offset,
-                "endOffset": end_offset,
-                "word": display_word,
-                "alignedWord": hyp_word,
-                "phones": phones,
-                "start": start,
-                "end": end,
-            })
+            phones = hyp_token.phones or []
+            start = hyp_token.start
+            end = hyp_token.start + hyp_token.duration
+
+            out.append(transcription.Word(
+                case="success",
+                startOffset=start_offset,
+                endOffset=end_offset,
+                word=display_word,
+                alignedWord=hyp_word,
+                phones=phones,
+                start=start,
+                end=end))
 
         elif op in ['insert', 'replace']:
-            out.append({
-                "case": "not-found-in-audio",
-                "startOffset": start_offset,
-                "endOffset": end_offset,
-                "word": display_word,
-            })
+            out.append(transcription.Word(
+                case="not-found-in-audio",
+                startOffset=start_offset,
+                endOffset=end_offset,
+                word=display_word))
     return out
 
 def word_diff(a, b):
diff --git a/gentle/forced_aligner.py b/gentle/forced_aligner.py
index b6c6658f..bff1c948 100644
--- a/gentle/forced_aligner.py
+++ b/gentle/forced_aligner.py
@@ -3,7 +3,8 @@
 from gentle import language_model
 from gentle import metasentence
 from gentle import multipass
-from gentle.transcription import MultiThreadedTranscriber, Transcription
+from gentle.transcriber import MultiThreadedTranscriber
+from gentle.transcription import Transcription
 
 class ForcedAligner():
 
@@ -31,7 +32,7 @@ def transcribe(self, wavfile, progress_cb=None, logging=None):
 
         # Perform a second-pass with unaligned words
         if logging is not None:
-            logging.info("%d unaligned words (of %d)" % (len([X for X in words if X.get("case") == "not-found-in-audio"]), len(words)))
+            logging.info("%d unaligned words (of %d)" % (len([X for X in words if X.case == "not-found-in-audio"]), len(words)))
 
         if progress_cb is not None:
             progress_cb({'status': 'ALIGNING'})
@@ -39,6 +40,6 @@ def transcribe(self, wavfile, progress_cb=None, logging=None):
         words = multipass.realign(wavfile, words, self.ms, resources=self.resources, nthreads=self.nthreads, progress_cb=progress_cb)
 
         if logging is not None:
-            logging.info("after 2nd pass: %d unaligned words (of %d)" % (len([X for X in words if X.get("case") == "not-found-in-audio"]), len(words)))
+            logging.info("after 2nd pass: %d unaligned words (of %d)" % (len([X for X in words if X.case == "not-found-in-audio"]), len(words)))
 
         return Transcription(words=words, transcript=self.transcript)
diff --git a/gentle/full_transcriber.py b/gentle/full_transcriber.py
index 025e7017..8d2bdfe8 100644
--- a/gentle/full_transcriber.py
+++ b/gentle/full_transcriber.py
@@ -1,7 +1,9 @@
 import os
 
 from gentle import kaldi_queue
-from gentle.transcription import MultiThreadedTranscriber, Transcription
+from gentle import transcription
+from gentle.transcriber import MultiThreadedTranscriber
+from gentle.transcription import Transcription
 
 class FullTranscriber():
 
@@ -24,17 +26,17 @@ def make_transcription_alignment(trans):
         transcript = ""
         words = []
         for t_wd in trans:
-            word = {
-                "case": "success",
-                "startOffset": len(transcript),
-                "endOffset": len(transcript) + len(t_wd["word"]),
-                "word": t_wd["word"],
-                "alignedWord": t_wd["word"],
-                "phones": t_wd["phones"],
-                "start": t_wd["start"],
-                "end": t_wd["start"] + t_wd["duration"]}
+            word = transcription.Word(
+                case="success",
+                startOffset=len(transcript),
+                endOffset=len(transcript) + len(t_wd.word),
+                word=t_wd.word,
+                alignedWord=t_wd.word,
+                phones=t_wd.phones,
+                start=t_wd.start,
+                end=t_wd.start + t_wd.duration)
             words.append(word)
 
-            transcript += word["word"] + " "
+            transcript += word.word + " "
 
         return Transcription(words=words, transcript=transcript)
diff --git a/gentle/multipass.py b/gentle/multipass.py
index 01f7d33f..052036eb 100644
--- a/gentle/multipass.py
+++ b/gentle/multipass.py
@@ -7,6 +7,7 @@
 from gentle import metasentence
 from gentle import language_model
 from gentle import diff_align
+from gentle import transcription
 
 def prepare_multipass(alignment):
     to_realign = []
@@ -14,9 +15,9 @@ def prepare_multipass(alignment):
     cur_unaligned_words = []
 
     for wd_idx,wd in enumerate(alignment):
-        if wd['case'] == 'not-found-in-audio':
+        if wd.case == 'not-found-in-audio':
             cur_unaligned_words.append(wd)
-        elif wd['case'] == 'success':
+        elif wd.case == 'success':
             if len(cur_unaligned_words) > 0:
                 to_realign.append({
                     "start": last_aligned_word,
@@ -41,12 +42,15 @@ def realign(wavfile, alignment, ms, resources, nthreads=4, progress_cb=None):
     def realign(chunk):
         wav_obj = wave.open(wavfile, 'r')
 
-        start_t = (chunk["start"] or {"end": 0})["end"]
-        end_t = chunk["end"]
-        if end_t is None:
+        if chunk["start"] is None:
+            start_t = 0
+        else:
+            start_t = chunk["start"].end
+
+        if chunk["end"] is None:
             end_t = wav_obj.getnframes() / float(wav_obj.getframerate())
         else:
-            end_t = end_t["start"]
+            end_t = chunk["end"].start
 
         duration = end_t - start_t
         if duration < 0.01 or duration > 60:
@@ -54,8 +58,8 @@ def realign(chunk):
             return
 
         # Create a language model
-        offset_offset = chunk['words'][0]['startOffset']
-        chunk_len = chunk['words'][-1]['endOffset'] - offset_offset
+        offset_offset = chunk['words'][0].startOffset
+        chunk_len = chunk['words'][-1].endOffset - offset_offset
         chunk_transcript = ms.raw_sentence[offset_offset:offset_offset+chunk_len].encode("utf-8")
         chunk_ms = metasentence.MetaSentence(chunk_transcript, resources.vocab)
         chunk_ks = chunk_ms.get_kaldi_sequence()
@@ -71,21 +75,21 @@ def realign(chunk):
         buf = wav_obj.readframes(int(duration * wav_obj.getframerate()))
 
         k.push_chunk(buf)
-        ret = k.get_final()
+        ret = [transcription.Word(**wd) for wd in k.get_final()]
         k.stop()
 
         word_alignment = diff_align.align(ret, chunk_ms)
 
         # Adjust startOffset, endOffset, and timing to match originals
         for wd in word_alignment:
-            if wd.get("end"):
+            if wd.end is not None:
                 # Apply timing offset
-                wd['start'] += start_t
-                wd['end'] += start_t
+                wd.start += start_t
+                wd.end += start_t
 
-            if wd.get("endOffset"):
-                wd['startOffset'] += offset_offset
-                wd['endOffset'] += offset_offset
+            if wd.endOffset is not None:
+                wd.startOffset += offset_offset
+                wd.endOffset += offset_offset
 
         # "chunk" should be replaced by "words"
         realignments.append({"chunk": chunk, "words": word_alignment})
diff --git a/gentle/transcriber.py b/gentle/transcriber.py
new file mode 100644
index 00000000..a5fa52d7
--- /dev/null
+++ b/gentle/transcriber.py
@@ -0,0 +1,84 @@
+import math
+import logging
+import wave
+
+from gentle import transcription
+
+from multiprocessing.pool import ThreadPool as Pool
+
+class MultiThreadedTranscriber:
+    def __init__(self, kaldi_queue, chunk_len=20, overlap_t=2, nthreads=4):
+        self.chunk_len = chunk_len
+        self.overlap_t = overlap_t
+        self.nthreads = nthreads
+            
+        self.kaldi_queue = kaldi_queue
+
+    def transcribe(self, wavfile, progress_cb=None):
+        wav_obj = wave.open(wavfile, 'r')
+        duration = wav_obj.getnframes() / float(wav_obj.getframerate())
+        n_chunks = int(math.ceil(duration / float(self.chunk_len - self.overlap_t)))
+
+        chunks = []
+
+        def transcribe_chunk(idx):
+            wav_obj = wave.open(wavfile, 'r')
+            start_t = idx * (self.chunk_len - self.overlap_t)
+            # Seek
+            wav_obj.setpos(int(start_t * wav_obj.getframerate()))
+            # Read frames
+            buf = wav_obj.readframes(int(self.chunk_len * wav_obj.getframerate()))
+
+            k = self.kaldi_queue.get()
+            k.push_chunk(buf)
+            ret = k.get_final()
+            k.reset()
+            self.kaldi_queue.put(k)
+
+            chunks.append({"start": start_t, "words": ret})
+            logging.info('%d/%d' % (len(chunks), n_chunks))
+            if progress_cb is not None:
+                progress_cb({"message": ' '.join([X['word'] for X in ret]),
+                             "percent": len(chunks) / float(n_chunks)})
+
+
+        pool = Pool(min(n_chunks, self.nthreads))
+        pool.map(transcribe_chunk, range(n_chunks))
+        pool.close()
+        
+        chunks.sort(key=lambda x: x['start'])
+
+        # Combine chunks
+        # TODO: remove overlap? ...or just let the sequence aligner deal with it.
+        words = []
+        for c in chunks:
+            chunk_start = c['start']
+            for wd in c['words']:
+                wd['start'] += chunk_start
+                words.append(transcription.Word(**wd))
+
+        return words
+
+
+if __name__=='__main__':
+    # full transcription
+    from Queue import Queue
+    from util import ffmpeg
+    from gentle import standard_kaldi
+
+    import sys
+
+    import logging
+    logging.getLogger().setLevel('INFO')
+    
+    k_queue = Queue()
+    for i in range(3):
+        k_queue.put(standard_kaldi.Kaldi())
+
+    trans = MultiThreadedTranscriber(k_queue)
+
+    with gentle.resampled(sys.argv[1]) as filename:
+        out = trans.transcribe(filename)
+
+    open(sys.argv[2], 'w').write(out.to_json())
+
diff --git a/gentle/transcription.py b/gentle/transcription.py
index c6ec8d9e..ebf13648 100644
--- a/gentle/transcription.py
+++ b/gentle/transcription.py
@@ -1,66 +1,33 @@
 import csv
 import io
 import json
-import math
-import logging
-import wave
 
 from collections import defaultdict
 
-from multiprocessing.pool import ThreadPool as Pool
-
-class MultiThreadedTranscriber:
-    def __init__(self, kaldi_queue, chunk_len=20, overlap_t=2, nthreads=4):
-        self.chunk_len = chunk_len
-        self.overlap_t = overlap_t
-        self.nthreads = nthreads
-            
-        self.kaldi_queue = kaldi_queue
-
-    def transcribe(self, wavfile, progress_cb=None):
-        wav_obj = wave.open(wavfile, 'r')
-        duration = wav_obj.getnframes() / float(wav_obj.getframerate())
-        n_chunks = int(math.ceil(duration / float(self.chunk_len - self.overlap_t)))
-
-        chunks = []
-
-        def transcribe_chunk(idx):
-            wav_obj = wave.open(wavfile, 'r')
-            start_t = idx * (self.chunk_len - self.overlap_t)
-            # Seek
-            wav_obj.setpos(int(start_t * wav_obj.getframerate()))
-            # Read frames
-            buf = wav_obj.readframes(int(self.chunk_len * wav_obj.getframerate()))
-
-            k = self.kaldi_queue.get()
-            k.push_chunk(buf)
-            ret = k.get_final()
-            k.reset()
-            self.kaldi_queue.put(k)
-
-            chunks.append({"start": start_t, "words": ret})
-            logging.info('%d/%d' % (len(chunks), n_chunks))
-            if progress_cb is not None:
-                progress_cb({"message": ' '.join([X['word'] for X in ret]),
-                             "percent": len(chunks) / float(n_chunks)})
-
-
-        pool = Pool(min(n_chunks, self.nthreads))
-        pool.map(transcribe_chunk, range(n_chunks))
-        pool.close()
-        
-        chunks.sort(key=lambda x: x['start'])
-
-        # Combine chunks
-        # TODO: remove overlap? ...or just let the sequence aligner deal with it.
-        words = []
-        for c in chunks:
-            chunk_start = c['start']
-            for wd in c['words']:
-                wd['start'] += chunk_start
-                words.append(wd)
-
-        return words
+class Word:
+
+    def __init__(self, case=None, startOffset=None, endOffset=None, word=None, alignedWord=None, phones=None, start=None, end=None, duration=None):
+        self.case = case
+        self.startOffset = startOffset
+        self.endOffset = endOffset
+        self.word = word
+        self.alignedWord = alignedWord
+        self.phones = phones
+        self.start = start
+        self.end = end
+        self.duration = duration
+
+    def as_dict(self):
+        return { key:val for key, val in self.__dict__.iteritems() if val is not None }
+
+    def __eq__(self, other):
+        return self.__dict__ == other.__dict__
+
+    def __ne__(self, other):
+        return not self == other
+
+    def __repr__(self):
+        return "Word(" + " ".join(sorted([key + "=" + str(val) for key, val in self.as_dict().iteritems()])) + ")"
 
 class Transcription:
 
@@ -68,6 +35,9 @@ def __init__(self, transcript=None, words=None):
         self.transcript = transcript
         self.words = words
 
+    def __eq__(self, other):
+        return self.transcript == other.transcript and self.words == other.words
+
     def to_json(self, **kwargs):
         '''Return a JSON representation of the aligned transcript'''
         options = {
@@ -81,7 +51,7 @@ def to_json(self, **kwargs):
         if self.transcript:
             container['transcript'] = self.transcript
         if self.words: 
-            container['words'] = self.words
+            container['words'] = [word.as_dict() for word in self.words]
         return json.dumps(container, **options)
 
     @classmethod
@@ -106,12 +76,12 @@ def to_csv(self):
         buf = io.BytesIO()
         w = csv.writer(buf)
         for X in self.words:
-            if X.get("case") not in ("success", "not-found-in-audio"):
+            if X.case not in ("success", "not-found-in-audio"):
                 continue
-            row = [X["word"],
-                X.get("alignedWord"),
-                X.get("start"),
-                X.get("end")
+            row = [X.word,
+                X.alignedWord,
+                X.start,
+                X.end
             ]
             w.writerow(row)
         return buf.getvalue()
@@ -119,32 +89,11 @@ def to_csv(self):
     def stats(self):
         counts = defaultdict(int)
         for word in self.words:
-            counts[word["case"]] += 1
+            counts[word.case] += 1
         stats = {}
         stats['total'] = len(self.words)
         for key, val in counts.iteritems():
             stats[key] = val
         return stats
 
-
-if __name__=='__main__':
-    # full transcription
-    from Queue import Queue
-    from util import ffmpeg
-    from gentle import standard_kaldi
-
-    import sys
-
-    import logging
-    logging.getLogger().setLevel('INFO')
-    
-    k_queue = Queue()
-    for i in range(3):
-        k_queue.put(standard_kaldi.Kaldi())
-
-    trans = MultiThreadedTranscriber(k_queue)
-
-    with gentle.resampled(sys.argv[1]) as filename:
-        out = trans.transcribe(filename)
-
-    open(sys.argv[2], 'w').write(out.to_json())
+Transcription.Word = Word
diff --git a/www/view_alignment.html b/www/view_alignment.html
index 7125c8c4..63e7cb37 100644
--- a/www/view_alignment.html
+++ b/www/view_alignment.html
@@ -258,7 +258,7 @@ <h1 class="home"><a href="/">Gentle</a></h1>
     var currentOffset = 0;
 
     wds.forEach(function(wd) {
-        if(wd['case'] == 'not-found-in-transcript') {
+        if(wd.case == 'not-found-in-transcript') {
             // TODO: show phonemes somewhere
             var txt = ' ' + wd.word;
             var $plaintext = document.createTextNode(txt);

From 1a7633d8a9249b1dc4a49fccf02e814b532657ee Mon Sep 17 00:00:00 2001
From: ronen barzel <ronen@barzel.org>
Date: Thu, 1 Sep 2016 12:35:47 +0100
Subject: [PATCH 4/5] Add test mechanism

---
 .gitignore                                    |    1 +
 pytest.ini                                    |    2 +
 tests/.gitignore                              |    1 +
 tests/__init__.py                             |    1 +
 tests/data/inputs/README.md                   |    5 +
 .../inputs/harvard-sentences-list30-s01.mp3   |  Bin 0 -> 14229 bytes
 .../data/inputs/harvard-sentences-list30.mp3  |  Bin 0 -> 167373 bytes
 .../data/inputs/harvard-sentences-list30.txt  |   10 +
 .../forced-harvard-sentences-list30.json      | 2015 +++++++++++++++++
 .../full-harvard-sentences-list30-s01.json    |  223 ++
 tests/helpers.py                              |   20 +
 tests/test_forced_aligner.py                  |   34 +
 tests/test_full_transcriber.py                |   26 +
 13 files changed, 2338 insertions(+)
 create mode 100644 pytest.ini
 create mode 100644 tests/.gitignore
 create mode 100644 tests/__init__.py
 create mode 100644 tests/data/inputs/README.md
 create mode 100644 tests/data/inputs/harvard-sentences-list30-s01.mp3
 create mode 100644 tests/data/inputs/harvard-sentences-list30.mp3
 create mode 100644 tests/data/inputs/harvard-sentences-list30.txt
 create mode 100644 tests/data/results/forced-harvard-sentences-list30.json
 create mode 100644 tests/data/results/full-harvard-sentences-list30-s01.json
 create mode 100644 tests/helpers.py
 create mode 100644 tests/test_forced_aligner.py
 create mode 100644 tests/test_full_transcriber.py

diff --git a/.gitignore b/.gitignore
index 646de6fd..7734e2a4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,3 +8,4 @@ ext/.depend.mk
 *.pyc
 *~
 webdata/
+.cache/
diff --git a/pytest.ini b/pytest.ini
new file mode 100644
index 00000000..21ffa1d4
--- /dev/null
+++ b/pytest.ini
@@ -0,0 +1,2 @@
+[pytest]
+addopts = --disable-pytest-warnings
diff --git a/tests/.gitignore b/tests/.gitignore
new file mode 100644
index 00000000..d0e8fdb3
--- /dev/null
+++ b/tests/.gitignore
@@ -0,0 +1 @@
+!data/
diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 00000000..56764ff1
--- /dev/null
+++ b/tests/__init__.py
@@ -0,0 +1 @@
+# nothing here right now
diff --git a/tests/data/inputs/README.md b/tests/data/inputs/README.md
new file mode 100644
index 00000000..1c139078
--- /dev/null
+++ b/tests/data/inputs/README.md
@@ -0,0 +1,5 @@
+## Data sources:
+
+Harvard Sentences audio files taken from the Open Speech Repository at http://www.voiptroubleshooter.com/open_speech/american.html
+
+The Harvard Sentences are listed at http://www.cs.columbia.edu/%7Ehgs/audio/harvard.html
diff --git a/tests/data/inputs/harvard-sentences-list30-s01.mp3 b/tests/data/inputs/harvard-sentences-list30-s01.mp3
new file mode 100644
index 0000000000000000000000000000000000000000..6714a2cfb89c6f2191b3e9f8cbc4cea6c18d5274
GIT binary patch
literal 14229
zcmb_?WmFu|)@9@F)(~79Z=`W|m&P@?LvTxiy9M{)?(Ptvad!{F37&)`NCG|K&3f~D
z);Dv1RNcF(>ek)6&e`Xjs#2EYLk7Gw23;K;`G0#n002qN($@|m$i>gY#RCTa=ji|5
zzz>B6|Ig6S(arwf;NSTG5dc8Y0f2#vOGroz1ipGjOUul`0S5C53W|$MNhzwS>F5|4
zS=iXv+dIE`<K^Y+`!*ybIyycvF*P+aGq<?7yu7BSp{c2@t*ftZXlQbBetCIqZEI`y
z@bL8X;^yZ2_g}y6|Neb`hQHkW-{P!a7AN#F_-|wUZ%5F<hPm4IzoY-lJ^WB<1c3Jq
zHS9?W00`IfxeW~O08|~}BXe?n2hhEfLO0VM3{FQzKzoOdF8bpXo`na$r~R5wDGbkg
zHvQMV(G1^%!$H^Rh=34FgGgmtJHM!ZboRgiQlNsW1g(y~T;)ES7-kEgf4#SdPa4Ku
zK#{I%YCfIph_qq|Ev@`@xk@Pl@2g9*D3J+vAoKCY082uPp=vy_Y&L^@#8*Kb#1k{J
zMOj}~UTZ6wuDG%H3WC%La=YaFgEo99i*u}hS5yd<)Huix|L&TMd;2m9ouP-p`Ol|i
zV<U3zO>p&(b%AQ+VJeIEX9acd39)Uh>eZg4V(^6;=^VGB)Ed?^P=yz?8lYHJTJ&5x
zuB>Cf#IZsHZ37rqVG-kOx&ANwEX!LDdlBUN1GH4b+AWjnrpA8R@C#=@30rG2Febe@
zoH*^eO2Vpbm$O>t7ZqP=UY$Mj9gRusKNu#AY!U3NZ~w?f^fc_Fy5<vwvbrt#TizYP
z#*1H4!|#;YPX6a`+31?F?Vr+sOpdO-U(Vko$COH$FSF$wiZk-B%*DkedTupPnjNX5
zz0pN_RhWrGYd$I#`v)*f=W>C@O1XR22K=@huxAU`Z+CAv(d|ZQ<A3b^psSiU{VGs@
z`swOU%s#NsI{po3_pa*&XMx|`*g)Xp+U|1zj}fC+=_|j>4%e&tga<hM>4pFZ_Y!Da
z(^K||vRn&9GnHVNiS6}W9d-8v*#vZSHSQ{A7zZ;fuV+^1{nG!*LO>5rpZVt(BMa;!
zZc%zOU;xrEFO&|Sl6mb;wF0*4C5J;Lp_j(f+n-oMU%-~i0@Z$ukXt9U29@DZjPV(T
zC9!FjlW~B}vW?{U)D&~>(i7ZLE9;~8NkO*)B9Ec$6UUkbr}s`bdJPAnX9wjDn<w^#
zJ<7LBhoQ52Zo2fwuW<xfpNx|Zbl?RfW$o1_0>-_+TIRuTP-tvOXB;Q>toft;efb&P
z5#D2l&#Fw=^tI%qe`3LA{F!*wOaPjOCHfj=<1jp_uep@zw^nL57B^}#WYX7hS&Zok
z!Vf_sm+UL%VbDM=qgm8+F_2LNQLMKrkmF$34^56?9E-SFJFpQepxkuPK#db;go@*W
z{WZ?$+`3cUI^sG^B{lTdG8SdUaPBgXwR&D+WKQ;Ux;1iLYvP!28h5$pv*2{|lexdO
zbNeTQXWIuKYd&)y`?*!A@hC)ytl^3>D>S6sXGwp15M^(}tnjPO3(uc8ILw1715tl{
z{M-8RkKiU{#)i>=2f+Zim`~1C>JlGV;vp)7E!U(o-HOtP757FxUPYCYp^V3eR)14v
zcMF<ddVUJsD2En^@EL~M5%?@XnRxXuTv7z;jRjgl_UF_Mizx)`jGt|6gy>tyy9wOV
zXEKUy94CK!wNF&gC|Dnx@1Cw_d`TMSViZ1Bh%qjN=)MWMcn+IB+$)lji`v@c@B|>(
zERvc~N0lWFo0GW@g(4w2DFo8Zm|CLek?b+=EmTO+MF8!vfB<O>6aX$3faQhfO^__T
zn`xlJdwxqmsJfvSA(P&snc<Nd&(6xvBP(Dqi`(*U#&WL*`e-b+3n_XmeY~4RqP?}2
zPz)(BtRmJzh`2M0!mz6=s4;<3WW0zS!QC8Zbe>EC>D$w-rHCi(I+<<(yI5<S<u5^1
zzpc9yu{Ai&AN6@J3i&cqvo^(`g%s2N*_n}fAB`=h7k}@Cl>YXG8%rU~K)ooPB_(yg
z<A6J1!!sW8;LhUFX!0@f)lY0Fw7k0U=oN~(=Z^LTw2lZ%M7;?%qsFs+c5aBIOqeY|
z^!?Z*pa?C7{3CdQfV`(U4P9o*bY5wyn3*uw@n{YfL5hWhHG+t?ttH)Dh(?A!za2CY
zjY<FxopJaUaryZjgH;!{Lh6}-V<hN@5Fn}5;QM<P*{$oW?$E40FhyV1*a9gKr$FUk
z^pC<F6R#}Fn1sr{jwbI~p){UK9zrm=4BW;Mb%-*C^KENcjK`~AcZ6@1QOLe~wflb0
z7yoVAjobpk`645dT^p6zuw_fa$YV^&Z84!0VkK*^T~wWt@}ptrlK)8-oEI!g7`Q+7
z)agazjZ^_YG#t6pM;cBI$XlcpZRiC?gsJSeJ-#lta_^Fpf#7#McW$<voPXZlU`>}P
z<NOnhBb!>s*h+wz{^LAt;fcK|3Z>5t*9s99UI}adk-e;D{xdzvBy-kgerw*CUW#V4
zAE}Q0eyXV2#H_5Eq6CqBis&5xIPL9G{B^}ikFlc7#49=3!U4Dptq(7={{4u6h-Qr9
z7|SLs1~@!|y`nISNy6QkK><sRl5XyWXHxB{;p?9)SXdZn+<CEy<rV8Arh(LQ-~Lgx
z->ReTe_i_;UYio*0kciWT?s!1HVJ5ys@V+74cRW$D1Ppgk;{p$4r}3dR43z|(|r;H
zAMiG>Z$Uo0=}E75@0jWOAL{o@c*gu0WseSqWBYBdU3nEY!u}MH!};dEc&!Or|1E=w
zwO+Q+#F)&b8qKZc#7jUQg?8M6+1Fnyu5J#j+nTl}iB+2)SD(L??CVsI{44mu1O9YD
z{pLS$=TVizt-xS&5CA{4_c(Jl_2U>M)?OPp6K^~sz33#pylbQQ3|~%%nMJOAHkqjB
zmT2vmr(mDxHIELOJxnmF*4Fg{paOdAiqFow-sq{GV}ctTjC0s4WG30ZFLAXThi~1c
z{upAzERCL22{T^p^o(BjK3XUtR=Awj?pf4&Rl_VPYMO}MjfQEkjV9xMs^XgMz>0_9
zVZ%8ZmrR2L(e?SlR+c;OdN7jLM)KyJH_RbF_zM27mA_LnGgco<ggCszbIBFT&T!hS
z$Xi(o%H^Wih99gy4;U1FiBzTx<0sPQ2X9a)W_bUmpb;wq%T{H5xYz*@Z|S|s&{z2M
zCnV0!I~o^|w3XAFVTd7~LUmx|yqg)8`gHJ*AEA*wj^5{%plSRBmmq8lA!h!k^ej22
z!lR?^Z!&H2t+ii1`KeErM|}ShBy1lmjo%JYkY;ZGTe(deffHfd7Ly-9U$#s(EH#vx
z+Ke(%HrS{x2z$r<_p{q5WOy?!e(^NMJ~J58sopn(z;v9#jCW@%05MKG2`of#(EC=o
z+UE3LQ$C>c?ed33)7EJ}l^#DbPuP%@78YtjntP0G8a{(yRH4fTfT_i#&2xgA+6zso
z313T57a<TmVc4opX3n&tSV<SLj-J0r-Hr^Wx+NMaiL_n+qKEg~mu{WZF#P1k-QM2`
zLwpqdv(3X;Tf$wE7SYs<fxKdCuP0yk+k1asxR1w*3YTu5`o3i;r`g?*5j!R)o^TPd
zH_6`b_%R^mbOo+?2y2~m<xq0@_T@x;{>Qf*nXOFVVKqsD%gyq&<81@qU1E*Uxgv_S
z@zy3tovgX5hz~k0>o@}y;>K(15$pVq9?I#ytY>MbjXEl{>MFFF&8IUbE=vf5q{j8|
zEejAoDzQle11DX`b2yPAMb}I=X7-(Zb6!)mUS~Tp;fiy|%;dzTfTCb3FdT_-SgTs3
z^gw>d+BKQi18P*2WV`wu(U{))gb{%5gGWrqOK|}Y8Y7X!aEWcs@&@va$)O>MJ8!{6
zv%Kcw(a-fTrrfI|o0M0z*{R`ciZg2R_ubstWo>I*_<A=xw*uz<8pTykLqS|8hD|6B
z5~S!=fs!?Ag%VNa?wVXH4oDoy<aA@4M;wu{p(*5;+N@fs?*c2s_7FD0k&8ZNUrt8}
zP|m5u@x*Y)RuB8In67fVmbZO-RbrJ)sp3xR4!|#>rPu9vZWykDikm=d5_Vqr=@apG
z8wi4p<@;<C7b}FQzM6;EGSM^XL8qg}zr6UvnN4m=I$I@nCI(kxq|`=wh=v1O2a^`!
z<lf?YaR9;_#L2<2>h~1>9i{yeiJ633K14;KC>}gqh%uza=?wDpV&A-K%Jozf1B>I;
z|9mm3`0<$|bR`~Xh(KzC%+#<E{#?aDg*H6as*>#EjHHMrv$vv4(N$H?FHV)<0Zq!l
zOpwgscjVUwZ%%<PM&%V>%Z$YvC)l~ckAp*<Q}os>%T3ywj=Za?bvhGBKRr|KqLx7t
zAp>m89Z{L>dLN$uA&C0bSdpTaqGPoVx9iXSTWp&i5kGgE0m1mu0!r#4smuBXgUz=9
zMiZowj)p2aXmKqa^&B>1<3eBj^q8B`ttD7f3IKr?A%utK$^e`47*Wwe3VOo7R-BJw
zTZD8;52M>*0Kh}gDuTpB=7(@(F#^NfK|rRI!dE4^DEySY;v?2~3@SO6O0n2N*n^?V
zpHnL@=)hV!cm(KRdP(FMUVb_79v>R2iA%?_N-UEuk;)NxoY6s?XL^!>UNV#fNm3sb
zGeZHBk{AaQ0RX^CF6q0fg6w8=^EYKX2693KH9CDNCN6sBc4P^^1NVwk2oXmU4Gl*J
zckMJRh5*Tk_f<3QJ(I*u^>yNWqL9xoaq!lxbT}{|Zv&v0srtGTH!Kyok=Q0FFX>K3
zpHJDp1dlH@ME4RkwC=m5w&g7bG8*#waZY^t=fpV}@7STty0zy+l_zdtoIr~3pVX|Y
zPnq_wij0R~4C68~75KbtAPeg~d@ZPSdU*D|bUb=Cx@ANxlAKgXOcN?%#9gzaclTzL
zZL&Itz9{y76&8t&AtT4hH#sJbZXr!~#?gd@2^m~(5Gn=mb%vpTiXD0ZzZ(ES5s3kr
zNH0iQW*<sm;||uc*uVe`EoC={U^DRPIaXlex6^G$@dFUS(h6c4fRC)P*^jysxb#rE
znl*Q2q&l_n2MmFdLd*aSj|CPfTDHW+DkU=4kz-eCKgU^UH=a!Lq^<S1{NMg~i!LgH
zKEs6+X<U{{%r?`}2NV_}R;-*WatW1T2~b+aJ)8?0SIFJlG;Pl*!ap!wPY)uNFvAq)
z{V{XcO^V>n^pIbOmpO0f?Tde{tHlqy1?2f7j{|#M^aex-qGf~3Tjcemb*c<gFit>f
z;77s;Iju!bzYlucx^akm8(!^A1I=SqCaU{}0V8(81(a7V)%K~Rt5Z4ZnXmxI)GC>&
z+KINm-<)$9`78&I!#?V;{i~Oi{3jtc^4p4p6_f%t`xZs5>a0Ap%nQQ^IM`o}-bW#7
zBG{CKM9Dxcs`r*G90<a4DP&qm$?!W)DwsLgJcdvOpjuqzQRcWfAdsIC0?HU50oOVL
z6AkT^OrTG_QgI@)HznVQJkK#w0+|n%xxzkC)t$uM)*%=ig584L-$;|4&9T=(hK+4s
zdyUd!2ow+SVNFQ@30Vk5^owk~E1nEk)MkP<r%&$OJzlo>d{JkPmz#UB!%n@6;Sc0_
zi-0d;MH!!+=usH?Wxz+({R%yZsHZ$AoA0rb3o13d`sV1_9B!uyjfU5HCzsZWy%YOv
zhntbLd%#t~g}oQ`8T~)V*}bErN=8DToB~(0-t(hze(2J|CVlo3LSscPi3cS(Y5na4
z)=dxJbX@XSzG8Dh2e1sUwC3IIc+620MA@bo_H+!js@q>0ul8}>nmTVZS0#i=aPWL8
ziqz8kMBbVR0MKaDPPsKUq;!*52F%#}+~1f;mqkuUR$698O`8lIO`f^VkKu$QK-*@e
z*SJuDDtLmLem^<T{b_Fyw9qLB7H04rIcKXKr+D#o7*M2(LPrhrZeYIAWTn3NmDXC>
z{w-Bn6Q6wx0kY{oj|Qo{qX_hw`A2)h^a#+xu`y}i%JXx}nuL?`pSxvyh2kTk<Y=#x
z8b?cG$9kp{L3M@+-P9pIaI)yExX4%<5)l_{9=UZ)40Q82#}}S^v|kNJ1>`LNbS(zy
z!gigTbYv`e{ERk3XfT_j5F4$&U9_DpOmd$8kt?&3lRB};thzLBM%spnKKWH2fBT92
zcS)kV_wzhfdRj;QG5F8q=UBm@HBvv#pPi@2+SyjP#jYi-S5TB_n=2$-v(wM>EnCKm
z>|SgxCnlMPp6jk}zK<b!Qe|C<liM0*sBrL(zw%>>BXyTY_l>E?g0zgy(%Q>8SazjD
zahi~%KQ5gZ@^*wvQ{gfV*fDc@ROpV<72}u2Fku}57NQd|V$l(hQ5Ye~U?~83R)>I=
z|F#RyNa;{pD*xp$tw1?8n8<ESPk<f?aRa}(^*97eVxt&p+t7!fg|{6-Eaw(NNpR+U
zUwX?J2L#G;k3O`E%rI$bx0b5n4_MLJ%?e9F5UEJ{#V5*?{vL-hI6bG<I=*^HhDKCj
zs-oum6iB(#+j*Uf;J0MZ0c2iH9B`un(ubVsRw&qCcwW#k8EARPT?AN}ukFqhF-3j~
z#IXt=DoMXF=2v24=TCZVG}Md4T<&mX*O-PUO&MotN&D%@&MTc);^3DbChF7WSQ}Or
ztJUvgwLl{de@l|wBNGU*OiW&(Fy3Zje@3V0v%g&ZDfr7gw6Oz^d#7fM#@L8^=v$;t
zEAhDxXX|>duV?OWA6aY~TmYsHj?~qq`dyOT9^MG;0V%{$h=rTLBTR<iU?j<msQEgQ
z0>>RQW%%~(>dA@#tZJ5NX1>$D$<P>aE-vJq?2>A=GZz6JhGL!;4_6vv(=1vGPWvl<
zGs1I5Jp#LU#)9__C071D?gh$^?Aoy+&MUFU%>g#&;z~8{xf0jcl{$-DB?Aqquirb=
zKDU{e)vl!7eJzPg?Wr`f(GAOe#W=c3A7;C3ED48i-Ino7pY*GOvXE3zA8Bb32Q$gq
zIL;(&xGZr<EQ6)q;S{1?lT;0mVP<qwxEZ~~<<F2yxB9#J5P&ruqrmybs!ao7BFbEe
z<8NKUIN9dOYPXbb%-fZzEF7kchU4}P!rVnyXY=2UP;>?Pw~woFH(aKE`c>(n6X;=*
z(Q0dKv|)=-`A_MT?3mn4tE4}jrk2y%Rp&MN9QdEU-|5d%;4+3sFWLL`-K}1VpIEt7
zoZNAEihjFpCtCgl{^<3Te=+LT%kGj)V;T(q`;s;N^?;8bqV&ea*oC?j>n-)t@?MmN
z5KHJ`AG>MK<j8VymNIelx@5<Olvv4XdTzG~R87A^f5ElDhHYMA2*ansIEvs$pa?-l
zkS^(%Wt`{BQ`<*pw1wGwvivXt%~WdaUaZ&4GSv!!jZ}ibXP=+u#@2^O%}$mp49&tn
zM6W7cyyXxiG%#vjO)Y6%D$Y&Q-b|xC4m&gM=}28){#<(6(c4sK{+PyIA15@Y($_1{
zz0qM7kmq6$kjIzw1H&mhd(jJ(k7k9K&*5FMirThRtSKQ8y8Gb{wJ+n8jlpzljHYT7
zKCoy{S{4N}#5ko6nUf+-Oj|Ca89->!4^ILB=$P@?ItKMR$r4_0{SZvID=~$kZqnI#
z$*Vin4emvOzap5;uT;#gu$25WCzqlc6OgtwCd`<pM5c(@mun@qWvuYBx@D}ag_AtW
zw!_hOfe#W@UETX|`(WbKz^-5iO)uEsa9^vDIUJiwu9-TS<y)3pX*)MSy+$U4<N;f^
zMNV?e$el0qbKe+cUqsn$+3jpL+Gju1)D%AD^(6H+a5vvSJK?WtmqsR0vw()VUCr80
z;|rfxEmHAAONVsOhR#spu`}o*`XSDpS@5P2008s#!5~G;azG{_iecaju3f%&hy~A6
z+892fgnek;XR;wpkuqoy_ET4#*?}{W3Y8y)KD}HzR$ye@51s2DKBSum>Y&Se#e8}K
z(K7;C8K$mJn%YzY#<e*W)M{_lIB0~R=Kf?lzs$$cYzl_gM6d&Qt&H=RUHngpt65h&
zX?^P%NcYRnCJf51fIfb#xV#j>_l?h$anCWq4=VCKHewcs*ghN-%3r@99u&M@e*?cc
zDLNq$Mn>=~mfLHV?OiMj!0`9Du5o3D#{t9<-Az;3fIJzpD`q*%(ZC$sMGO$&?+dPN
z?l!huQy6|-j{(huhnqp_dbCazg`nz0B^F^OHyd_x2r&-3rx89TIX$E~ivS~pHOx_U
zb5LoC)Ja?B$b|BI78fM<x!s|&s}vat*NF$#i&FN!rt3E@X1seSNpeWyMwxUNqjt@C
z-2`hTI}%&9o(tm2pT_galinwSwWK=oaPlc>6$5s?l<6Pv-|ACiK~=~oB29V;@{eqm
z3i}_ku9yIT9=SYVSvT7!^Iu{;y6eSr&{O)NBn8(`P^IPmHx#C4d!2ER233|f^NZ>e
z^_JT&_30^lI%>kZK)JS-EzOV3A8+}h%A~u}jjC&T*xHiikrQ-1K0@+xW|l?Vj)y}J
zdH-b7nqo;AVoXdj$~UW>X$|8_e|-(6jwqJenH7{5G)}~aVi~JQC(DG9a0*JCo7Z6Q
z>hWf_EklhT`;%=bCVaF6y+5Bzr&~-AqKx2RMX!XR7Igk8`{?cc%h~=v^(lY4d0eoe
z142b&LzqS!_G(L(x=+vP^a*wxMx{h9CK~`Bkv=lOzDTY|G;)j-P_0G_8dFPe4?=0c
z&i^RE2+)FXVTXW|`6xiVgGi)gd<WK~3@SQ^1TvWt@Y;05Y(u9XJVVL*Hb}aJ=w`Gb
z1bYI4M$ajbu&qj?4a`<Z+bA<ZN|`ZJYg;t*=dejbEg*W6{!IFn^;=R7Bf50XAkv?-
z?VHK&D){5eB#cEHj>Bb<ZRtxgDwxB%BnLr-sA;mc?S94jv}pT(DziqH6G<o#t@|}8
z7Hm~_nIgz3;}v)HD%SGOXMFB$TqL-;GsDvD*v2Zp@uNSD@w}zF51R9_)m@bkC3sLr
zy1<^YcI$n>PuKa>A3t`-`ohm2?djog^1Mk}znq>j$5bGq)Dd)Qt=z#l9Omcy+>)7I
zo$X`fM)mZR&~hJ?N)=k377x`X_03n*(eCoJT4_iTxl$w-1%>C2bsP`0D9K!YtXg4T
z#f{mDnb<(MfVd8{lnoLjMAu?7yL6g_L}~rB0F&+@^2dlpz`kIm1{Ah}bScT)ieni$
zrG$W5*5Wldh;mPCDLZ4hsCf{^9i{{e1cq>%pj4jpA!cOJC}O}u<&0=rREpq?gFaV@
zM!XWQg-jSBLTQ)&85vnkSYCGO6|Ru!SYs0?uxc;j?(2AHa0Oy0@X+>k%dvZ*scb&P
zw#y_`W=}2Kd2azE?s(wb56Dp0<&{?)l3w}KwqVF{u&YrF6lDG=41CEq#<W|9YmENo
z8xVc{qmhrw1o)AOxjt<hhyW*7@w&-U%$(n@uN}B_7~LH$x@wM^sZuA7d8Uk;C~L$X
z^}@`$i9~Xn9>-7jtB!K{Sc7(tlUA<55noNPlaO2;N;G~RR!&@o)!7}Trq*f&mqIxl
zUGBJUC5+vO>b_4pCNaLzzqGdt<iVLN=)!14<~t((F$9v{6eEmBnRs~jD7d44n4{}G
zvoSOLD~gM@>tI2zX60gI9d<fDAm}n0j>=)@yc`xW&dO5%<CZ!%RhjdhBfq0u8et*<
z#HM{khg2@E?}~I)^n<1&<6=-XlVoLg;g`-9M!P}?-AbDM!*ejs;XJ(Epz(%g=1<2b
zQ0Yv0t8&w|+1lEgedo<{r(f{F+fw7zKY{-~5b3|4%*pwE!<@n(*y~>|YN>L}B$r&&
z*aDEmR}oULN@xk$=<l^Qk7kH9t{uPAEIt<y{rji6zOS~SsOUuxx7hRb2e#+I2wKP2
z=QdUzz<lii8;cyVmHEHxncUD&T3SmUV`g4k<Vbl}9?>%F&Kg?=l1?F+W4r<C;FRQd
zZyjwu7CLgP=^ydFQQMVu^NHEM?TL~hyXEqFl6VSuq#aVpiBM9qv!a6Kxc5tqmaHQI
zXoVW~EG#gH&*qqT;XOe&G>zTSd|n4u7kzU0*a4O#W61LD$v0~NgcAv}MMZhv6)Zk_
zCiuM$`!Kj@4nBElHfcp*b`}v<Mp7vg#<_2X<DyeVj7Rs?D4N_wRJthUMGt>-n(9ye
z4OHka>wy3)(%a}2Ra&lUQ>2<J)+$u3=eZE9Vq^Y-@z-z<4nz!!X@P08<~UQw@}!YQ
zHJ}@0o%#|Tn=`6$4GYf<<+afpVL=(W#iddfQo1s6J1nV#S*wh=8EZ1jTH$G??NL>Z
zQ0wR{sG%7NRstTuqT-?rE<1TKhY5Q^gGMAQ7yrfIVUm|_bI)(7?|0T}qSSn|-*j3U
zz=W+krFR6Iu288ybzCLxGPOFjie(fiJeYi@Q&FS3UTK7atoib+AlpeF*6LKLQh6uK
z9excqGysqkh3k=s&N1S4lGv&&QxV@}+BGznBN;0P4xQBn1uIh9pIgKc7zVSim3}BW
zv-#fh_i`{>Q|RwDR}Q60{K?EOXLGYJzw7nuzn*m)ueCn4XX>w0yH0ObWN~#*WA5gO
z!%cPh2=Es2Oubm+rjR?g3@_CgHLCU_aYuM4LGJ#iA1H-lK@LBaImhwG3?EduHXQOJ
z8WQ4TPTH@H16R4UPcqaUE2+deYkqls(VK_Er|UgC`AEnZ3gU^q8bB9X-wu+8n`PP3
zp}f3nLoar?#<!xe`wYWhO#)znm2}n`mhaf?-3NuzOH=RQESUUL$rdp;uKCT!C}Q&a
zHZ8TUA2TGEE{y!(Ag3pYle5_Y(y*uW{$W*~ajMgLgM)}asng-4y0QM(%hK+u$57;V
zN_8fJ{M)WS^=cZwd%9p@VG*;jeX@zG<@5SuAgLEU^Amh)`1Sf;R4>=~LlPGkSMZ-o
zy*RkGp1G5NT{j&5!K^Ve_rTFfz1GOA`iij(=HW9|3GF6ISr3(R*yF<%+v%V#Xxg`^
z*!%iTDs+edDI-7q1=k|`2z21dPzoUgr0`Qob7`?iE5zX!L?YFuRX&<FWH^!t6aO2c
z(DW;6+I_OV(P(BUZWJw>GS|e9&W2J7opO_DEo~n=fqS69#9zL$V7Ec8GS#w*q+Y+e
zku;2*3*-`O?qiYc?yJRuCV<pnNy9XGs|YmOqti}fOAstq_u5r?-<I$}=jbT%Ioz@u
z4X6-xQfE73VY^pY^Hup+C+UxRNMnaUG44dBETdx+HezE@jGC}i3Y+fIp8b<5Dl}1<
zbPyp#8=YW2FRJ*g`qDBx0p~@ZuXGQG-L(I`4&*9$pJP3CCF!E0^FgfUDu!exwfrk6
zq&{Xa`ev|2N1A6R`ZM+7=k(E9d!qR>7lTYi=VkrkPnyC(uceuTn0&u<9ibn{ogUxu
zm6V%mC|M*^m}I-kQVp??*^)`iIV-R1*NNiFQVgwgHve1z0DwWl1d18$ABFiS(H82h
zlLVZ6O>xl{KabX382+u{G2SAsQ+SK;c$`$6vYADZ%U=az$|2K^B{+x4c2F6P{?>D9
zn<8p7JRKOA?K>>(c8_7iKwwC*wrP<r*^vQDwpLswoe`4|jIu+FNh*+*A@mno30C@w
z+DukAC+6)zt(ULu9>f(Tt2OU?E4Cq@g4LFAlyT{Lo@&n5oO4V|mnEI$#VNP?O^k0p
zIjP+o9c|ZsTu*$y4IjDEFWQN)D(kZYCMi{!aCL+v=cA})(bE#;#h!A+^5iY#jN3=c
zWo!~oQB8@iUBb@%QD5xmr_kSj-<xJE06091UTPy?Z+HH)ghVDn>}p2D)c71$^0K}t
z6Qm5)S){Qy3KoM+*i-aM-`1SX^RjeC_4>N5FpdJgY;tJtCe;SYhsu;s82%V5q5wJi
zaxh>=$TQtG{Un?qWfZw)2n=UL((D?DQNR!ZOuL)N1rX-q3SHY&=a1XQQ}!MJSX^ot
zn9~)glo0=-p+L7os%&pPT^M=rZ_@*I?iefSfRS;mxwV9Tbkshcx@JH_ZIo5=@UKE<
zSi%d)1W1VtZFOE~i-r0Z@a-p!7d_k-Z)2|bwu|{bcO!0p6zb^m)!SqIm9$KbVxqKS
zY*8kdknaAwO&Uu^(<AJa<bYn+z6`d=+};^=N7(qPE?19zpQ6H8_Pkg)TmE#TGLHhS
zOSR$W0+aR<DU|N)^xZX@o@sT2n7WnyoI1YK%F^d)tM+#1x0SLjLM>Up+qpr^T6@S;
z2vYu|u#4V13C7ecaq|waXm^FP*-%%YQ@tGPV2n2n7GwsbK||#O`=?j(&U&kIK3g}N
zC@QRn#%ZHe$_}n*)IwHujna?QiDchcU%%AH>a&_NJIjKU$-<v5vh<Ig!xF5Wwo-{j
z6?!`Q6S}8Dv`~FIDR9X^K0h-d=EYWCkZRV7U3wHz9{fDPzSjGjo>V-o|HS1xeoAP~
zk7)v09CHJTMC~6Kv{reyh5g4tduOAi#4xrEI9u5-)PU2!I}HFfs<2z^mT_U#Jw%;d
z!|-Yq?FHWgR|BO1GI~9qj+iwv2K(MtAR1zNUpW}vzH~|Y{Xn_m11$6qPDJu%UuOCw
z7O}a0Zumg>R1D4cIq^+~(JW6&qy|0vV@8jv1<%x|4y6SyBdV{w4h|VxM!36h&m;pL
zpjs!uX!=8+7Kb6bu-AIp<I3li#V|Dm)pf3u23t`M6-%A*c`sn=Eb@NP#DtuxZuys&
zxcr?nA6oJVQ)PO-amCj^I&Oe3<BXI(!UweJF~%*y{dZug&}3gAx`2U;(kR3C*C&-9
zQZX_H>Ll{IvK{7A!Yb(tcbvf8yGG$k9Y0!neWH^CSQv!0G$pHQOHv==?3gqz8O5<-
zvU@_5rIczT`L}TRA2?hmIRGuW0c_|n_)8v*vXVdnSDqs5UtAU%>F26bsQEiJb;Yb0
zp<JR1V3VT!Eb%s}lYa=MXZ$o@1IhV9dI%7<9*ixjv_nP0=36vPIgUk<*w^isuM;I*
zWE5NMah2{a_Nu|Y!k)zWFf2A1l_)7TTSl2`><&|@$y4-g+%zHj7cs_RK=V@Us{{_=
z1BsN+CVzk<OTON??Zy*dso#1y4BoaXdB(Dl|F)M6HCjyhNLlvJnBLg1)YQ@&O&P|-
zGmMEiD~sDW4Mu1mFTHsK03?h1Y&dhpFrH{)6&sUiH{gaJoX-@pq^n+-^uFMlWnB@d
zr5?syO@4r-Mkr~uq&0RWnw_PQB5GSMS6m5MLf2O+!BIy}hKFx+x@=ZN$f5n;BA6v7
ze^an~yjz`tG<2wZu$`fi`jg^y^+Du*fJ)=sQc&H^#jL=KY2p0`t1Qy#*qG<1?T>`l
zY`?e07xdD-e{r?XU&6oqbA-pvAKPvtc^|9A6=t=gZMP=#>Bfdlb5c>iFT6rXL3Teo
zg!&{~@sY&qFr3l5;-ER(&|&9U+NwBN#sKk%m%znRJP6AQma&z*W@YRMr2GzpL!sN4
zFSx#OySUW^s~G}Hl2rJ((ASuFZR8cgH5#J;4oE-?H*JuV1p)9j1>9O>yISoa99bwd
z!(+iCBRvYhtkI6)A8Q*)HoMLZA3%(trCP_tq(`qSIpV+>45yMIA{cZ)u6Z2?PO+8x
zLRQ~c{WHeM{j%D2B9jVFwGss>3=$_DNulgx-kUsHnc4RROqfeZ(!Z&b;Xn0SsL}In
z89q|jZ|S|`H3YZP0j)^21<MZfr!7o$A%1*gmMd(-URzh<=A=QIB)(SY7Wzo3U`a-I
z&(%}(dEbj3KIvEw2N~r~09IrTXiim3l*zT;9UE{?T+e8Z`_TC@)O&n{C3;FrTwC1^
zwRB&>o<4SOb9&@-%^gA2X;K%>3WrY}n8b4J)d|8`>s+s5_;L-~V+{iS9{UU;PdV<H
zeG;dBV^RebI>aCfORtS_4&#W7!aqTi4wEA9?g;?`l%xsTd$Yd|MWfaq`p5GjLXSuZ
z6sn}8$Dj`O&`@a~PkW6bXKQ?F{HR<t3yS74>Y6%8B+3w_tsOcr6^w6F1&HD=MMjaA
zsYeZ2#tuQC)A#|Cbk)V=pFjZO+l>JtOWhN|A&#ue*bvvq34j#P6F}><Wr>nZW>rBe
zod?VrDT76{WVk1rg5~2kFeqhQRkR^W2@zRB@>=jihmm0`)#1?YyamScO&+^sB~wVz
za2D?j_mV6iq0$o2PP?-L$QF$`<J0#BP$M9NBIghhbh)5>=))@eCqW{}{zmZt%VB0j
zAv*9x1QL?s!8b;cNlSH-1t(`_?Dy7MnC2{bENEmQ?ykJG1#Xd)LVJ9jLJlf}GnLC0
zQO97p?lBYDAxvaC!ZmcnX-xE3=Fz;;coN$>io_HF;kS};@7Wh-u?<It>}xS^_>Xxl
z=KJW&RH&{XJT|-E7sJC=>6vA3Fu9sfy7u~79<Y{ug4u}Ck*Gz=nh%|06tR1U`fr;M
z^0k~FP0|^@FY%he!u`L6zYjqgEK}=*xv*kkee-Td%we-Qcyl`yf$_t^B%kMMLU+H(
z4p|vfhun$3`SczI5r_e(_;HdQcw!N=rbCqla>+$W8kqC4h!J4o_W%_plw;whSh{P~
z-%FVg`JyVKOCYKHw>nhRJLL#l=G;>Upi#8Mu;$GjE-T=FTS!G9H{+2R;yvm4oWp*S
zg6Go0gtrn{#x+8?UxDZ?RdX<lbgGK*$vbKIUcM=m)c8#mlAyD5b$q8Fm*h)+xUEez
z93`AP3HT_!&D-O6rC5fuMuH^j{pKC?S)Y5WAW{bsjriKUVBlu<`ZY~K@RzmMR6V(g
ze>$c<N4qwui4ivg|JKOUl=-k2ZV4~SZ-{cl3FXWfH5QOnzvA&HbE1q0<2)?6=^{?3
zK>JwY@uNKYd=LOE#|uG}Hw*L^O9mKw7IS)MlnoFy1%(76Vfv`doXKe_O9{)$UxZ^L
zKj5<uAGp^V8d<dL=V6|%g*_N|X(JBii)IM~Y<LyjLiMbmXLxdl_EiVS2vQ)7Xsv4&
z!r1v^BK=OEB?gBx2t;%$)yb#c?K7dOiC8K0UpK0wy#G2)f7$3&VT=9y&jPtyxqgz8
z@Ok%B_meXJjXTqxS#@=F4c)R^9UYxdTyKpN-*wkl+#Jt-1H<G=+E@h(rLBFt`Fto&
zYdQ<{6+NxLUK!rL+emfKwTR0Y#AjH3bG3)i@%BK8@|pl<rcC<pci(?{_+4Pft$=3U
z5Rhe8AiPi&-9?!HHLyiV6gJg5=l)4^^Pt#pVxKxa=dsZ+KLV67(4FMV8!nwaL4m|H
z*8&z8O-nD2pGi<8tXsbHsSrf<`_ckkStxgB$|?KMd!zm&Q7j7@xQvzWUH-6{aaJ&3
zlboWl`Bzv!d!U+L*2Ww8(I&^m_L1h#Ew|Q+$~ERkCz9;_*_K;A&RFz9xIf(>zSD=B
z>pcX5sE6sE?UnM$*H$Mcp8y#Ev0~tthor;2;bj`g?%l;J{O|9LU`zFEpIX)?kzVqI
zJvMK*8uNgtZ`0OTWL>^;ic2Z4mVVFs2qNl5%o#I|xPuWQrXkYIlc5Bwo5%LFw<`4;
znOa5f_7_(ClCcsANZDW|25QzO%ClL9kv&tpwPZL=7qBsv^a?LlE~g5pwJ%9^^i^?o
zarp&!t$};FCJ`h{6p!uG;0AX-aFaX<eteeT;=VZTVP=+p;kg_9SEIyySZj7S!aB2)
zpv+6@BH=4OP~)az5b!7<6l7(5b9M;c0WVzD>-Y+zpd4^G=$Y$ZdI%F_y!E5Dbw=|r
z4Yxe|*vs@?m`h`(5_#O`=KwSw8=I5Io{^ArA;?zsT`Hpx$g#&CM+mCPr3Sap(rD_@
zi5C<ey<hiLp%EwZ*X{Rb`G9`?Zp$_pID0AxuHI44%WC|dlY2f{(DC!v_44XPYSjB5
zP3cJo1~@@^s$cG2GE(@<-(P<&#2+^X*76p$F(cxSvXHknCNHfBUvLd_i%H~~!?5d}
zjou6bGE{LiRn4ZoDJ;*baEkmmrVl+jurU`t6)B58N7+_}L@M=OPtp@k+A{iBSZKzt
z&-J-QHo(j}Yg80}wZP`6J>%9rZPluWk_`*9emL%CwQrIj&yt86l7h|%Jea8ucIXh}
z>b!rWAV||xM-%YQ(5d^Umf0q+v|@A&9By{gBtW8?fpd~hT0oLXW)hOTBS6ki>^PXi
z-7z>6;nm%yNM7BWbSo#WJl=GsXStf6N#DukGRIM<oES49{T!0(eCP`OlFu*kbWZpu
zSFZW6qAmO=K$9N+oT1D2ZN!CDJrXQMr$#)$%-uLzN<bi0?ehfykR++Zc%sxoLN@>i
zh+ta%r74<`#io0rG7TKG<u~uKvXI3)xhLYvCRXv@Vx3g`jdeLzXZ9&%_cwNyiHn|j
ztFj^32ccW(*~vtkM3Ov{cPXbY=XXl!5<A&LW_vlCforWNe#&cQLdtj>Da&GXb#t;R
zaLjL7x_<?3uz{zYzMAJ^D0==;+3T1`6K_29M{IfoTGCouD|RY>{^O(*SxrjyRd--y
zMP`rZqW+cHvx4}=+i#sSS2+6z_->2kb~bd?ovks*(XOdEubx_OzQAYU!C!LVA2zqW
zKK;ty>lQnrgPg(fP32qF4}rC-AurGUL43uy;5i5f1bCH-c((@_(_F^N{2H0(`eiW8
z5fEq9+}c4N<v6XF<0SW?WO(ZekuM~bd0p##sDv}MriwX3MMRG%pt;`BVNn-7T*k&a
zOfM$49NGrz=pV%<kS^ECQF+ZkqtwAlKjmbeLN5<&m6Mw&2MrN2LVs+k=zUhv@qvEr
zuxb730xSpPE82jt2=rtk`N$P)o2<z#rpEZUw3qwgPoS$$y?p%D)hdYN60F=m6cNMS
zYzGN^+N)0Y0F*@qbqkbdONRuEOaSPR;r;Oot{Dy++ye7JxsN>V>BfGXNT)3F)k56y
z7Tj35EMCXPJ+pQC9lf0PyfCH+w^IAZvnx-zB~%KN)%~|dm&41*+;nSTk<4<&r&1&S
zsC*OS>PZ~R68v}VY-~_i@UbKj=`xu%4;9muxX#~78A0&Dlt@B_$GEht6{E9fL~>>&
zDJH_VuPI;!5SN(4M^ZN>KDURS`(yHZpD{VLRb2yenNBQQ9CCiK6h|0fjw?dYH&xlD
z2%%__74+*movs*wiCuGHN$1XM2~|c{mS13F;ngJ_e!+Fj{Z1s++%g5johSfkmc$W2
zG>V*$6Zu<<axzlWo`17!8$&m{wIlJB!zclm9I2h0Q_h0*BABg8X&YvT6w;#_;XffP
zMQi)@LRk{gvaGlcLFL=fB$eesC%6}o%+oLe(vAYx*|{$O&3cIQ6Zki3lIdmk>wm*%
z1~N1^+qq53yo7~}$#cvzv?$qQ&MjUKbiQXS0+?VBId6EkdLi-QarlSE=;`E7eI?ju
zU3=|{=bljU-2~DG>T5P}Kc_;OTwj(~v+Qc);uvvc-zY^VBxZim`5)}W`hn)kQSIdP
zS8n|CaUlf84&*y6<~pE>kx6V64cwCZ#a=Dhyzb@hNbT4Jd`af{GR2Gs>@)%9hYWhQ
z&(~ThXC9T!U(2!j6|AtF$xU0MN4k&7kJN*RvbCQ{Ow(DUNz+LrQa(i4sg2T!^QS5;
z4`PF@`%1@v+~!S8#EL3E>VK88<5z#_NqOOUf{jDL_g~yu%#^Tb*nzw^Ye;M3k@oNP
z2(4<nqSrv9Pmb|z5*M<&Uy6xlms%Y7&a7&;nC!?07ZJa4TdV&lJXkI1T{^p?OHzog
z4XRh-E70A>y$)C>)!=(Imt!!o#m(uq+^x25#gHR%^C!cVLv3Z|mc6+<^IP@Nh^E2q
z`_8Oa`w!jk1rxPID7q-<G+jEBwg*XKw4^S9R`Jg21wxH)ugD#zeeojNSePkZ&(+~i
zSvX8R8nc}v+Pf1H^MOy}<XtgIh~hAChg|~*R&X}GUU)ud<<NIB{f8?_rr%VX9rWA8
zNBWE@^#p_DjzI<E3`>bWbW%Uey-m(VhOm}(D4~Od+|f3=Ah|-A@ae6DMImwI14rZ-
zFP~aDUsSM(4m*01_XkkqrdPM$Ql`0GfNHm>QwAM(Fdo;3n@IXKHI9B1)y)!`H^BhF
z9Ez4xG|_K^7KyS;ZU)O=2i5=KnVkdI&2(5H#mbz6eNelyntm`EF<mX~SkEh!DL`{t
z?g)cIOPjWq-c!dUqOHtvlf`NzQr1Yhx~{f{k0y<rhmQs~P45f{Wfoe)?1Y46VX|X8
ztp-1R__dYQ5!{&dy_%|QrRBF|hBT(Np5abn2J~dy;Gua;q>My`qBtZ6%)?}aA$W2k
z?!hFjrzWkA!&dWeE6>LzEX)O|`Jc5Ho=;fPQ3HblqI~{mQ~ZCu3VsM283)9m5(Cfy
J2>%Z=|1Y}fx8DE&

literal 0
HcmV?d00001

diff --git a/tests/data/inputs/harvard-sentences-list30.mp3 b/tests/data/inputs/harvard-sentences-list30.mp3
new file mode 100644
index 0000000000000000000000000000000000000000..5319b96629ab6c73503f50f0650857c667158392
GIT binary patch
literal 167373
zcma%?V{|0Zm%ux=ZQJI=wrzXjOfs=;+h)hMZ6_1k$sm)Yck<sod-mhL58YK=Rj2R$
z)qNLrU&%^vKmtAog@(Gi<iBqe002V4)YFQKhnbU&nT?h8KS%%j19ZeY@V~n{wocan
zcK)3Yegy!JD+EA5!6BlcVPfMF5Rp(&)6g@qv2*h92?~ozNXscGsi<k`>KmI`TH84|
zxww0J`vwGsgh$52B_^k3X6NP?m6TW2);9uM+PiuOhDOIHrso!y*EV<d4vvn`F0St$
zUw-|0`}q9xf5Mr63dj4ulKk7C{GXkFa=gn88T{Wv|Br3Zk<17Hy#xF^k;uQZF~ZX=
z3+gff<}iZ;BB!wYG%(1bFt9|b&LEiIys+Sap!wfIC?TMb1CR>oT?Wic$dBIvkwpJ~
zdjOE$fr19_13(|J;3W47LYC>e6}Dbh-eH|`MBzl8s2Zy3sBF+lN+ts#lmrk1=B3->
z;I#xO5%N_?O;`hFazU}sa!{B`Py-Qz&W-v^vKn=o?q47vtVFIRv${Ps>}0o0n2u`i
zxj7*SLib3owAH2`I}z!AeAD#>6T9j{qH0U-YJkrXug;enTs_x8T=Sl`bbM#zf#k0Z
zp-$1P7*M_FcAQkm7Bq}%kw({xx)HMJPjLK}rk|S7r;%~6c@9n(Lj29Z`>-g`)LCN~
zH&p%v#V^7!z5{fmGcqBsKjem&Jpi~JW>%MR;xO~c=c7vS^bxj-mnKeEmpQ$fvD7O7
zRw`0uT8>wtCkotJJazOw#dYQ7ydr6h&8V%6>PDvk`zywr>Il2inRY7a95;8q3p%Q^
zk4oeE{lG3T?T|O^)L+CsZcz1E<&dDVuC%t+aQB2Qvz*j54VH$5<dFM8s>03&z-As9
zG!Y|#fTE>GO+~P(9n-Rd%fYZ_bH+Wc3qgj0!n0>J=W>Y-9Fq=|Dns*He1VknA~Z!(
zi%v>sWS}*VyL9BVcvjI23DD<AU(Q-SpG;?$=FAx`F44Va3grcAduVLsaOwOJWw~zM
z@;zZ&w<XSzRp7rJ&7j~{ICb5nRCre(TkWmrg1^PL#;m{M3wOzArqNB~$Y_I!ofB6k
zqRRS101-K=N0GoeNi_$BMYZOJtfp?sgI9aQQPWUES00{snbq5pj2C5yc+?NoJZ_~g
z%vkJs`s33MUzAFQ>_0iLwJQ@uEs8s@n4Y;a@&mV?G17`$FFX)SRO_XzEE^^Nco5Rp
zz1wG8RI3<d2;YmX#Lz-OdS+Pg=@C}AQn74Tk;L?)wUVQ9Rfl<gbNA}YK`b5|fIvh`
zIx_)tqF2V9E(D<DAd1N@a8pX^kA>zQ92Y{$hzHjN71tb+TS2!Rz`2*$L(b`f*`*dK
zYA?A>VB?iZ8c|-_$qdYHr9c}fEkmiDFHOY@ilEbCnAyh6Cb8RD5{hG<Dq~B{Y4{`f
zZ`IK0XyPbE=E!a*hh_|ZtKVv<DM59`wTBAGMmH2jSuTM$WpYfGA>H^uVI21IGl;B}
z{jNA)!O{44+aXD2TQph5BGGQzCnw|`ML&V(HNgDS4rdj<51D`R;XX;TrV`F$t~AV(
zvgDoe@WQLAUlRXXQ$(A(8E%%k;26cEd$r=W%r3xwVVL8lwz<BQ0jGIgw$5dDoZyDB
zyk_zEDv)N|r|$9+JL5Fcw}Xcw=<-d-(C?@LdTz>AZzbK1Nr?j@Br?JC^~&C*Z6@6+
zC<MEbWAt8fF|o-zQL2L4bY>KMP_E%{j__wrB|ZdzlQo=4uLc@3I+zOg8|)$}1k&JF
zu0T>dNMo%fo%0eg-zuQ-*sg?|j(ep>>9VEsC0}G<VI`Sf!&L>7JEW;~opbYa5^F|^
z`nOFp8_v>buR>|X@$VLk&?#I@#z;x!1B_n~)s^z0#7};|2{6%#W^MT~pc_ziq31}`
z<&KvuUFhGR^rPHlm^rGq(QvhB>4ZH0kl&+b-&w;#OEQJf!_On5gJaOu$u{$wregbx
zMV7r(qmfFGFm5QH>e5b})FqMxYd89(^3x7~svHez{mJ^r8O8*0w!D@@RuNkg&fBmh
zG`Of^MjcNxi}QK(%}LH-BbZA0`Z<O6FX+44#<9LCPcccv4_M^9AAy-EDHz@-@o!SF
zS-q+^sfyFKh4><MmTfXi19TEp-!4qkYslJp^oYZ=(>8tW%BnUU1Padl?MRvw#Tl!9
z`ZpXI8`hZ3Tlclj+-Loj(WF39*Pw$v1TQwFq(CNS9D)%oR*;Z1EjG^<i|y2$nv>$g
zlcP0B^s#m$a<Jzk!HpbR@igzdk%%Ja=dY3Gz`l^?c%iG>Jg<MfAy>^?c2#Iy<!r7h
zFe5&0ote4o++tI+mTPRkwF`bo=dm-D|1~#`5eN_sB*dDl^a0hnus5<HOdBj)M>jP5
zi-RMhbSu=Zh8whCw{*n0%+rEh)dxQMKze(+gnYV@*jdRsqPH?HJn!kg`Q<6>D*GBJ
z2t-+ct%Fh=?`;APbnFA*H|C<uuXP^XEg5Y~zJ%;HBP*nM3WMm*lZus(oc#V1hGT2w
zTZKm&>j&>EK8=e!3bjr+Q<uoJorq|nQS+?ig~!}0bRI!Dk=YmESX3Yu>E3?qK2q|`
zZ6T21H24Nq2s7I3hh-H)HK9r@x>7BfRT3GFsf`#h$r-;aZi8X&AlR&VR0u#X3b=Gy
zb{=100p9{Tq8&M>q4@AL`VLLx?HVCh0FBm10|VcAg)2TO8v;!j>FJ!EH!blO@{&IB
z54bIR6x0=V*EU1Gm>u<&YD&41NQAad3co^0Z^F*>?&z7iY+PPWu)ClD6>Hiehw{z{
zi8(o6k!P0iL7(vui&B7Q!=~YaE>96!(j&7QyT!9mlOCfjxTcw6!0Sj#AOhf%^BfzZ
zldFM`)Q0=yRMBSnd2l6e&!YzeqEUFm8bX;S()#im=56mGLBeT+4yjSl3@VvyLWIb}
zU=>}kdRrJjZPR+PPjVMy%}waq)Sm)&s*O?v?A>gNj6b2*Ld$YzKavJEz`*%J&PB55
z(v(h(O1&e7knDW<Z>=xSU?(b&47Q)hL8F}+`2lo(zrr}~_J1dgkXNt){kW8{Y7b|`
z=_MzbT15skqx4qouUC#`n9-(Xtl4-CpSNLj&1GZBJWk3aFHra2)t);vkNCVynq#G)
z)IT||(Ck=+8<>VK>RB5Ojx$EbW6A_drREaE9h7$#INc)J_HLZ8v%S^5<0XJVXQ17d
z8lt(-U`S}}!xxiAK3P|mvoH0pv|6S5$fbs9U6!!9@mj1W6|gm@MJJP#vN+|&5B(r^
zhF4UHS-74M3z=*7tdvk*mic!pvMuO60B*gcF0+1Fcrx${kd6A2b33h|k-v&*_<cCl
zq3O}x7lNw#^hY-xEgg4$evM<NjtD*lsj$gad4tqwT0G~;%a|;46tOeI%=WuV2{LH1
z^mkBq2mitCBRQ!3+0u(OGf8Z89Mg0_TFYAF`^{mCWZ$Sxmq2$@(r!U>cVGR)>D~q2
zO8it9KSvsYdq9^a(X=MrE_10EJrb@aFB(*uq(tseqBQ-jWB==!3Rtv=b4NE;Q#$m^
zh&Wja=C?m#;-2r4c*7FtX!I&_RGb_NV-iyol8`6}YRByv^j5AukFRass-K(>Xk(3%
zeNCemwX&K{O<||7)m=i9C|9hz>0>WK>tR`39OW>yDg;*2wKg+>QE@~f58x)Gv?{|0
zjUEwMJEyywSv%!fM2J>EdjSfHB-*x=-t=9yv8G+<ef3?pt(v-Cqb^mZX0jR5Fosx6
zD=fkkfOv|8hiAAHK_Ue14qeJ6#ZTd=_{ITe`UB}t&V%%jTG1Lla(=ZaB%W<Ra*f!b
ziNXOO7zU(i2d?rI7F3mWd+;z64uv^>*Y~)7jU-9xXU0qR=2V~5GEf$i@uXgU6|4rZ
z4K=HM*th>zxZN2yDoj?T8oFp}Q7uu$Jc~LzuW3|aZC$BfBxBJMh1yra`MK1JoXBAd
zMPefi<B7k@pr=Wm0}aaUi8Ni;AzF>1%adrowug#)7N|AX#5czV#{&Re*i&;GKDXXx
z)oMn`sEWweaeYu2{<+gYN~hl<nu2s8l0fqGNM6w?Ie&jh+b8E^Izg!fLLVtVKjw`+
zJE_%+Mtx;{;W6WoYA<f%fPH0eosBfqtz~*9a__ydQZ+;4KJ)SSEw7BzmV^ksZ4!pG
z7pe%=?m_yP6tYQ`x;c_%$L@Ae{!;h{|CFvPDesU+d^iMDF8pA(|CYqg0D91)u--DY
zmLMLEiU=QTtV9i&Dc5A?*f(lwEymGL&O<bUTH$J@;k`|YoWm2LIyI#wF2<-M$*8KC
z8q@NWujx}#%7WRnay1GJ9IDZ{V@OtI=Da#|t5DEZe4SfmL`a!*7I>3cn%*pez{_Jz
zpXU5k&p!mzTyLOvtz(ba_oDmX0U7WH+qMN2cXr-bFHc9<Zf96utA|aczbVqeheAFB
zWeElV6Yy*3S_O^)nW`u+;F>#ejo7%P{o7*@A`8sW*>QhK0(v$@9#nf;S^oxIi*aVg
z6AA8@LM3`K%O{xaEGH59=^B=k!LHW8@Ud1BGJbNtr*4t*`R5P6Fl6YS#MX86W^P!}
zz^!lIu!|%ss%D3>+p|d~g&>QTpyLGj1F5C<@CvE<Dgr!4UDJqG&1Gq?C#bzQ?@v4i
zG3@;M?K;TCaH#4=mIn|Fi3{te_J4kZ1h57keUXRaz&kJvFU~$Zs2<2H9^kbYlGBR}
zq@99?2uAJA<9eaj@_>^2lxKtbG2Y3*2YRxUQ~3!2PVU$Hg!7&J>Be{ENUhS*U)jC*
zc1yoQD!U;T&KXH3m3gaJeL3mFd7B=SH<y~nH{|VHmvp{!6G1s}n!}yN0)CW37COMf
zB$8wW-Zv(JWzzI)6#DWF4vUR1|22cb<8DX8`r7>S!|TsQ*@4dyD9wo+k8qg&B6siO
z&W-6aZ|UcMX0|ib*8zj>STcpy&}%0$q(X^_Xf?7rtjnLfnYX`lFc|jIFaY92ei*L9
zux%_naiC1GX|x3xdYBd8q)ihC0?~M=E(;IcP+XiaC`6z&o=rl^nW5dBPsPv~saK<*
zXWo3j(ckM3&SFPH%&@71^7A7bBS7HMUjXClXd)$?Y+@&9ahsGWiosA53u{~D0b|76
zh44M$<yakZlkBrb@JZ=3JH#i|k_+X(TVMtsf^<VhERtpPR(Ne7B(-oYA!689^*CVc
zZT31AZ_EXgqz!Ki5?UyIW!I2@dS-)vuNhfh!=4ZwB;KK5{T>-|{_&?j@oyh8>D%a9
ziOzM~^?PS`9WEQ?TXoz_t0K*GwkQ5b@UHCS_~K{&e5&d;l&_n!2>6{LfI<Ni)1kb>
z!FnfQ^lMA&K}6&BsBz`%v{mieE8KYw@Z1u+JZ<1n%Z1EigDTT+BrB#9O-WITNP6<x
z4JWxb^vfbHxD`>FZh)7fGFIM@(Y6Hhg78cAMnUgSM!QrKR<FzUeE{T}fTX-XmtOW;
zhgcb^Ay6jQhX!?+HzWdbQM<`$m+CL)GP6S4ELX!V|Mu(Sn8OjMVbvM3qe2+;8!A3|
zT=?fBpxMUtT~Ul512IZ#D+fA@T#8<jF5suel8t%6AZ_V=6$9G~pV=~IQ9LN;#Ku3s
z*niOWwb%UGw(4whXIn{P(aOGd5F!dvzNo!0cUz$eNK-^bg&LyhVM1x#zmgJ%P04D2
z<w*r4YG^`g!DV8S6sAD~=m8Lp*u}}$7`1<qN7DtX%qeCN$RjCpWi|@W>WnU2gyuh#
zuMZ4dPKRF~(M6bFYv-Cyj=i^?jR#Az|C|?pnf}txfi`3S0d@8r2f;suZ$ze{sD$Yz
zLZ>JLm*=l!lE}9UK3qsmQox5e_)6`PWuj=qt$34nk;FZHdk$9q?t?zAedy#S4iwbT
zmw91HgWOX~8Tj&NcZS@kQ?`HJ1eBLL2S>1KsDlxjSd!rxgi=ePSn)-YxosC}{|Ihf
zTa)|&7%0^T1z%Zy`ol4%5vLO3$<X_FM%u+pOj;9L+y;^!tD3nn^THq*aAxvrNe`BI
z(UlicTm{>$P{WMn<?TKhZj`75xsquYv+yLQuTv3Zs;~~vZ;05uS?v}CgB}l<PgTyE
zOKy@QEZ;%1Gmo#o@C`J*e!YS2UglK~lTY?3M!=@j(6mymi){?o;nejlY*<%sy}}#f
z_r}U&AeXbDaOpoFCcI}HefI-~_iN7kq9>YKI~i&(;(De2T>A67Aat>I*7aEOp3AR>
zIN$i5x>E3@e{+luWZxpH_{;pM*A{24Q@PO;@eTliAZ~vc<?JLDGio#+1{PM$oFOQX
zLgK4lMS9;f;<WZMvxuBNz1l;|?=2I~X>apCmT;YMyk9HA8bcXShV#9W>VL|((2i{!
zAm#fGYw=3&vdCP(%8c@z<}2X@Z)|wbB7>iXlW*W^+O+zR9!t@(-uK~fcI<pnDK!O=
z1HmQ^lQ5he6MmWh=&hQ!3f5Xlg~o+w)MJmzOo`V0sByGnwk}pFs7@GJ&aNla_&!QN
zZi%_~6-T|3TUhPnxmc;6VEmHyjcppdwDZ%CEy=DpwfPS(?Udb%A+Dj1`En$TxpPiA
zE)kYJ9MzbFi{X%^h$dsi&W@=^a1pvX^z$&7_NjqLvP;+;FJV`c4llFNN=_HhDJc*L
z7Mw^UE49EwDyAc&8FknoWWz4+!O`|8M%)1qSb;ZEoPzE+RyfVmx@+C3uhqfOmS|j9
z0xWUctIA^;ogbP<oIo0AKwif79q8_(fx1NbX}F4dU|(P&`_BsPQjK~A1KSriI5rpl
z2(UiO+HvczhV>gi+H$5SI43B^&)q^3jS#^WzRAtRi^n9_-atD`4Mf8oT<|4kE<VIu
zqRrR}m|68080GkkM9`+q*V*d}Z8x-oK%jMyPFujspZQsP!@*kGrO{cpr&<u`V|}&#
zlTR<7fm2_A&Nsl-*VwPd+a3-3<NLq=UG;A?{Q23|<ha&S-b?pVtB>EtqIc&r>$|EG
z2!NnX9#{aS)yD^GvDvIJQc{8Azl$u702X0ki*;b3f<vs}!Es|%%v*Hpe@N2}2v6{1
zfzd20z#~V%PGb9ZMTO25MIMlMhK5rOg|EwDWukI_a33H*8^nEm<1Mfy{laeBZ8s!>
zd!an-2v>b_NU1k2nkH9L&3I4EzHiogl8ndUkUjOsc=YsYTIX_3$0~g~b3=t40tbxE
z3XrH^_m?fLHO=Q$sHzpJ??hCyw)3e-U01FZr<Pfazm!~4m8v+iygH_)eYd=RSEfKG
z2Q9qN9(Ba>T!EW<V2_&_8gHe{W|pe@Up}uha;Z@>6z-in2?>E{j3g#1AOWhEKtc@#
zmW{BY;rR5<+P#%$2%0C+vaJ=CN9#4oy7K8sB9E@TX(+HCVOJFivOEDQ@23pu+?6;e
zkN4oWu1A<Oqi6lTFm-CyfA!sN&ut?(`7_SWxlAPgLcX-&ceWJBqprnQvF+pXGr&Wt
zo(>RCInZK`2vH|1B)#*6@EbldMJBBdCR7a04118cr;!N&FK7t<SO?kssi+|Bav&*m
zh<h`a^vckn5(*a=gJ@Z#Pc$w*^qOTN<v6>n%tgSHbvv)BUZj(3zR)He+Qy1BZjoy`
zF)&cYar4Q;q|!S`MJ&s8(n;=}WFioZ`AHn*yS@sf63b;sjXsKBcb$Gf`9Y*rd~&|7
ze9k05Ae@)B{G?4fX+m(9g&kYQ5IS>;c&*=(Am@8++o(gq*J+zQz5C(FOlZ_9)b#g(
zhlr-$Zzhq`AxKi1VJTE*iHsYh|LRknkw-1@p&Y#230NCA{RAfeGQ%>@yh_L2>@tt)
zChl)HQpS>R!<*&<<4Zxo0^&jB(OktUjnKH{s3XwSk#wrXK~mIU&MQS<(&f!M-o+cP
ziw^uuk+C@YsJ<FBm>%0*7dW4sLkFn0?q_Hj-3s1b@kxjXqF&#Zj|;ufj^EA@QqjQ%
z&Y}{@SuziZMzN!d;}@Z!289x3pZ_p*GY}mHfakNWEbCLS0g_M~oACLl%*#zgR2Z+c
z*nYsZPvunrTk;gJrFJF2bY^z>e`tH#&_I0g-#TIo?Na(Xi4jXn58oDNg*j7@38h|@
zVmCpf6Z9P^m{K&E^?F556CE|MSAJ449dE}4>or%HjW%al9+GG&uBw6A;+c(>T@<CS
z_JmLGnM+ZTvb<@#Y3%S~P)R;QkBvi|FrVpYZWs?D$_Pb4PHJ(ZFiyVUf{LS8%bGS0
z;q5}cY_)o<vQrX2tF%?v>0iApGxDrtKjh?{GXOwsW+~}<-}O9jPvUzf@xG`YTvq*y
z>!bscv*fZRSG(pC)$fix^7l;EbUI<elnNGSuuS$oU1FXhN|m*EPRRSNzV_nu4)HN<
zyrvqJn1V|P(G(fkmuZ5_mvEku$pO9@1qPQLlOP%>q6`KY7y=X^vA{GAp~^}{aLzh&
zArgwf4!Ywhe1U+R_C1Id0LTpSBE^0YgB>E0krc}v_(nKb_@;m!xkZWgW5J!Z5-bvT
z;20tnFt9K*05=&37=lBrr20+=aL$HMz_b~b!~x2YPN+cI2+~7R;#Me>S$D}M8YQck
zqf!bS24yVc3l*XvaU|M+1p^5$c;RA4g13&&O$$v2!od;En_%R~DWP=)i9tu-MrH#9
zh7=z1HvneDR`38coZyhOAb<8FXj0Z;HzIoIgvv!WL#-J|I%FtB3U(8K#-%gPvj*K4
zTpI&k(&M2JStZ0714dR8(;-$2I56liWc(UkTC_m0TCk{^6ns1v+0bZQQrZEyC`dRA
z>>$s?FfNsU^EU!lgii(6oiLG%Qal7<j~rUs;y_RK6&BWZ0E|6^0|uJ$B0LZb0s=!s
zMhcnUB4qBE7Yh;)M#k70w!#c#1_K*0k)p?jqJcsm$qgg#n}KxZHEhmM5J5I4`==nP
zRg&r8s7aL+88T}k>wy~tIygykY>4!XvrKEHP!DzuPYCImpaeKMfOX*K3?v#W>Y}MC
z9$pFtSfpBu4%oXYZ>PVZ^aiO)A}s)45RsJ@5*t1=vrspjG*}XKk3j#PD2l<J8vtNN
zm#}~V>xpYqsQmZXc6?$E>WvKv?35MNK@D0$A}Jgj+@6-fuq>ErVApxNPo|AH-7Jta
z$Q)IQOF|S^gB?CQGMn}{Z0sV^%(Vh$Jh&K^Bo`_!Bqk#pM0F$CFwWoLkxjv3hx1^r
z@VFz2XjEM>)1#aqrc6Ru^Jq15TBj(okR39iqa2D!ld0v^uU*0Dq+sh40G?ER|EpWh
z%hHaE62#g}eE~@TTgwV2vZ|>dlsNvmR3iuUr~m0zGymu3a~1%~3&E~PeaPs8MF?##
z9Nc^xW&RF2xtQ(22m>hK!0kXr(O(id{R1Z8fdu17CK5rzH%tX0xx>xCNe8<<Hx4aA
znTGev&97Z`0$2gImYC>k#+!bTn&U3?WSa(I!_l)c7Y>u_ZVx=*?>hl3YX*7#2bCdJ
zd_JqO-Qm1v^SO5uj6&EQ2OSqxJ^O!+tN+!9Qt5tnu1xjKDl@TEtFmH|fhOX|Mi^Ws
zY$BQt*x>BhtGUBrim@GzJ}O}YND@#a`UeAUdhTpL(rIl*%jeiRvEPyLQ6wuMj96I*
z@NiivWhjT`$3x%%v2b=+4#Uxb5?=vHf2BggLj&by`%I!sRN`*ZxiFXVvIfBFV5aCt
zlFhbF*xWfh0K|~Bw1}wun*?YktK{UTTHIV<$RZS^iZ33g(+3ZznNJYy8r9&BerR|d
zkgS8@qEQTh4Y44Kk*lyUIJEiUk-$&RGa3Yaz&|+~0G4-Oc)-a|9fd%5wBz~;r(bR+
zOd!wI>>r7URWG<;aasZC;K~X!jgzmf9n3H{KWmh8hvpkL8I3zu+9%UH&41uL`f!ND
zck2Qbf0~+JkZk!9)B;t5{e+c|c*$WSXo#6it9k=gbAMlx{5n)G_~Z6L!7|oTbrZ!;
zyHvVc<tET1uiZL_n`Ylbmah;-CyCFAmpz{tTM6@gz3N+*mV|6fRgFo_sD+c1f1yyU
zEmU8Z>v-A9Umw@Aj<@X02UGYg%fmN^7IdHbcD;gy6h3SwQ(knWN@-{Rc5rYcRjPPK
z`@mo;p{^*tIlFPxqMrO@35Uj@S1jb}`&1tX>eoNb_L^PUUy2}f87IniMCKFzmvZ(0
zDbKdWP&(6CqHy2B-HBW)Y(t?_@>0&_A1=zQ!M1E9idUB)>pd`hNZc<ki&`4Bv-Vp`
z(*66B^;QG8WrIB$<LTt*`&l=wQNJ1W@y+vs85N;w)e`CV%nSZ8%Z|ALxeZCeI953N
zUn%du_j|e~Mv8>XN>EQ$p#7NnzWET2%duvzkGph!U4RZp!{9j4E>>onlgms=$%Gp7
zcJ;_otW@qovqY|M>a-35F@iwLG66ii4Ti(_d0FHkZeHTZFMYEPaT=4Bbh#z*ytX^^
z;SR;0^+hjzu3fUqU<4xdl#i{1lo>Xzi3BGuy=h7LJie8!G$pA(;3HdM$iP&HveMJC
z;EKOceL|s_lSn1?N(ZUPWpi`xRw#8FVIiU*0Q}IGuKR5bZ|KRnEDDyMkkluRTqIG-
z$P|v$)DGQ)@*ol&GNS{n(^7DZ>jVuBa%IjfV~JEFmskUwP`gWzGF~vrOmoe)iVvu!
zCH+M^K(n<ufl+RbGELK-P|6zga5cxp-K(A3@UH$f3)Eh>`+lnL+4tt%cH6<|N-+q@
z|J#lf*hGS-{-63{_sfV>vdUhpZpzar&&PL5(qHatrSY8cL>$6`NBGht_hDj9q~y@I
zGXr2)IwfLJjbOM2&=R3UX(G*_&SePBAq*CKFK-8<OnMZSY>5mh^d;+5l{H50yI60N
zVYRMjVEdM;VgO-Zo(&J3MmN9SVvA7v_{mcB?-QrHp|enMto5+3BR2Y}Z3hnB?<;7g
z>&nNG%6_}a$a7z*0c2&RMQoI%ng>j3`{>$K6~bZydKXG>Q+XizmD0KPch7{$ZZ#<^
z03qwOHG0w6MF!{#5CZ@e2(68YHwGu!QqfsYZzBS$bhkA?8rmZhws9z)^spA;Vj%CJ
zXM&j6_#CO|0pWrTg*k=^YbVXo;nuZVgaB91sNFS&^-F-{(+>ZzD1ayLEJ?$q=<VMT
zazxk%cq8`LhUsZ8|5c3t6$jAbC#d{Z>nekn-K*Vr-YE6Oc5(uBz4M(Lh<BKgms`s~
zk<gGmOH63Lnq0iH(6x-dtkL2jJ*zs>I>La(<I)cE7Vr)N`GL>^-V~SpFm=O;?PAg5
zu+!q1vphllpzYUqs2EYY;3<_<PMS|U>|;ly&o&rFgT+9R?qq!?g8TBK87yB8ngW26
zaq`9r#NsKPS2Cm-AvqG3DV&Ha$iDaLS<PBdPT0<ivEtA*Nn~ZzD9YWa7iTi~%PS6=
zZ_Lz;qB~6HdJNXu>EqYc>6-?CqAtWyr11uY{WC$Umg%rTbg5nm7x_vF&$_NxLsoOt
zlJ;+l#A~V(dE{-j?UJSLp;GLy5HwNv+f|Lkt>i7FU0MjnBBz8x*g2>OTqYs-WZMC^
z003fCGdqw1id4c}Y|eGBomfHXL8nlQSAFg7Q?CIU4)QqSAt_%{K@H}_Gzabb2e{*`
z@<MZ-D9<d?FBGC*JSLkRySaQCr>b~gFPAte@l&Q^3r99GyT-@H;_itD4|qu-0iMDT
z!TOa4PqK0iKCG^-v$(I>z8b@JmxjvWz^nMf>h@tzWnuK6+~xU432s_EZdBJPZr_T%
zgA%`!!i<6eYV$=<LwYtmF^Pmi0{()2Cs??V2*2<Uc-LDwCSOHX`Qm#KBqSrr+A!u4
zk}m-OL^zX^W*mg>=`E<>PT$Lgeixur#lgh@itS#_rL;cvy5(>%N)Axg0gJX~9Qy*!
zN^D|s3QjtZb77krjK>-@T$_ZKElNkrhnAzxBFD~RYhP?lRcK-{0}czHq9YX#3BJcV
z7Cu@(vGTBPB_o2^gcxfQ2>UJd-+}>!s=ho$%0$Blnz^)YVW*2+LTJ)ugdYdvv9PG9
zt-EN>8E(J}7KX)4h~!s=x{+F@F{Ag1SQ&M6sP9=zg+=E=*0VJ)A9aoLVMzUq_{Qi*
zc^gM>Ta6w8xas1_os)=qw3Z@}NHWL#JYXgWVfy$2E>6)X$XYJ6<ezcyO7r`W=jZc7
zb=BV?XW%M*4><JEBmw&!$HzdYc$nhSis}TL?8tR2f)u5A1iCop<60GbI$tSO<S8N=
zS5>8#f&2F?EcwPSQR1Ln0#EP=QXQgH=~hMZ2DN17^`q%o`?7NruDwxv=5{R}1h2yO
z$Mi2HP#j*Td0m0v7%|UJx}%HrAb_HX8+Fo27^NsG9-mW;L~Ay|$M2RV09>6Kpo%e8
zNJd#YobpF=I&jS_E~~Ry0}V%$Oc!3d_@UCY-6n$!ft1S!2k>p#Q=O`)5i(GE+{qvq
zN(T-r3<HYwjjpQ%6_XRL7%meo8azkj=8&V9Ei;f)jRETkU5CzuR>Fgt5ta}OJ4UW*
zYZ!RP&u+&^OYRcoX!qQ1|C8r2JLA4rD}Q&oB^_AhS-`*Y`{ycDw9jMAPnU{1*{=d?
zjVFG(H?M~F7q^<LoO@o3@~6#plntI5A96=4te8-_7zBQwobR<Xoa#ZF69D3jYWi)?
zOQ_%X!>TeqC9}d`7*o&0Yc03?!@a7`sQ>VM;S<ITI7HpqDOb9cKS^<h>3iHH!bE{{
z-V!hT7+etGbX+&v4A{iba>3@$rsVghb3iw4T}YiO&x@`$<POY@i)U@h!-gEhDy9+-
zLv8Q`n^^IS5YH1k#B}>}r6gUvfGQ+rVDY#-9s|?M+l8^khrnRQul<x_W5&Rc-_j!I
z?X;C*P?7t0Pfb4OT?Yy?nNl_tQsC<NqDj*T|5g+8Mx^jpC1bfI<N65C^1i`&5=Bmq
z*#YrcQue95Y69r)@1OFoJabh*IZ+6N@&wq2z_}u~Q_X0q@&Kg((EDUe8FH%hWiy<}
z$}kKWbP?4uo@E`WA(Ol<KBBN4%M_r~&;jH-^t%wdDvw+<g31|#k0}cf9Hyl0c5WvU
z<dVYF8nt_RDEVf`gs+~C!_W(rtKCH1PB6!Z1^?;iALuN!x?W8q5L0zrGvFCywX#wr
zsnl?vjcMQL#Bq*sOYD)X?8vcTop-r}vJ-ZM=Ju!np<|@%ZDL;ny(YeDTG-fR95IUj
zcBN#LZBrIYj&^9vZY<~Z`^^AJ$-X^~$eMQ&qx?aAy~lb&*U;21c5#vI2(tG1Bb)FY
z`1^!zS<jZq*wBX?_jG1v`LoWQ6QOhh{vJkBp>0g`C4~)>fY~6P9cLA)oXr`C@*dH6
zyU8FSATFHUQ7m&r^dT&Y2wb)<o=hdB;I@U@>aC5U(GM?htN36|gm5v(`&BuF?wpYD
z2Xv`Qg&D|-2P3gzW=19R?EO1b>t;s1v9WUX@^7C^9@R!aG9>GOq|H}6t710eC^CIk
z3p<}~$KWy-W#)An4hja79Fn8wc0#cwnagZ`bUbGZ$sRFcj;j66>H}f79qB|=GF*cT
zAt3BFR!aR<3{x~>;P*?*Ep2MDZlrFa+Wz(L7aTraT(R+E6!FrTRZZIXjuTC=aAaa^
zu;j^9@O;$r`NJqRLWf1kAW*_3bFt^HqAh(!aCYssuQ7VNDn;ZFq7?w|)35&E>XDn%
z@lLWFn!&Rm1KxVoNa5cX{wTqRHt62#W?P$B+wb|iYw0rOe6(;vP57ssOk!Ua%J<>j
zd4@!nPLfncp&{0OM<vX#@j2=;QXxs{CubBIhEbX-5M4`CT=PhtTq07FaA*EorcF({
zukK~NMOH==uuQ`-Dj4wl9#@A@>ev;lXGjib?4Xiux_l(7$1!gxu5pK@552=@-{@8t
zggzzi9cxY~r>EAWaN4`{^&O`!ZDnf-)56+ZU?7(;vVkg;m0c=3pza<3E|!<GWO)0j
z*9z;K)YR*g#BOtN>Osrmp%HXZDMBjf&5XnL)g8G0Iut)Gum9c~S>Nkn4<iZl<D8pN
zSIISVD1izAS1@Z2KBY_#|D`fAMbqlLh7G-<ZFy@MUpbL(Jw!RL9fC~lB6SK3d?JG+
z=Sp;$xZavdtKQfwd7ZoF>srl~_AEyL$^FdkJ7<ldi{i5V`n;R`3~2v)9rRjfcQw__
zLp?Gqs)WDIV0DFDKXb+2Ne{KIXF2i3SwRGjEQoP|-8R@r#YG;C4<Hu9IBCd%&26(;
zFhF{Z^{Ll3y`a=MiLwY-Z25&r`YPlpz=~JI0TE1dDLgPas^nTn#3I@3j686y4xxxF
zjsBGBZ)za|>=TcMt*yi0#8Ol1>4Rd{Frta&3^)KCdvVsZ<<1~UE|2G3Y@-Iupwi@(
zd7Tb1Rz|e2b1k?^-qMk&7DuSm)4x>LOe`<W>8n21Pm@k!eSI6I7Ee_}@s%ReL&qB5
zn4lmz&P$d9dxo9Tm8Win8V8!>M&6pdI(}w%1l%y=#3fY~Ny{2mRx48R$oNULu<v|H
zc#)1sI~h2zb2U?+^YmSL8JO&yH3-HcWqKh|KLgBOooZhGNq79yYQKxo_Ou;bU+o3J
z2*s_=w`l@ji3G1fF=)37<1%e}L-d7lsc*3}U(s$i*0rv&>T*2V-ez3IESX|=)|Uaw
z7x5&PdD@P6uiAQhs^&;FDFxN6Q;mT@$k8@WQASR>=?5#Xy_%gM03vc)oYXl;EX2aw
zPoc8UywiLMb!eVc)d^w<tgw;?H6%J6Iw-JkP=cLGJRAo)p7jRpqEDkZk6o*y%uvm9
zEgfd;X*r=fec^Y7TzPgqS!56$H<M-ENNKy5=EKYA)B3|a+xz;<s?gitvQ=5h`qJoH
zM|fb-%oJIxKKaCM&B@)b%J78%vX0qYhOcm<uxNpij0rPcOpc%TeSxXRs9b$s1Z=wn
z3DT~CV8V)VfcFVmop!mERw)JFfj)DZghfPz(%(!~8>$;W^B*l<My&Vn%5%&CSo2Ug
za&pqtg0syC!TIH6B=}Rq7A8;qskz|m6k%sV)z@w_Fh%x*&g+{E=bd$*wd=#9sp5v^
z5K_wI8B&D{N<A8|{AL_Aj}<cRy}UDzrp=Rf_MZsLxl`v#dpM9M=9{!V&f#ikJUD<`
zY|U%oiIlzOe?{!)=zsVByIQ-bD_8O~pYZF{(TW1SO%X}AV#@POH|bNaWByX9YPB`Q
zCe`bDME{r8ql(oi39&F+Pu&B>`VFctlS6NC1hS&yxHF-fRib1!Khr-r9BnoT$A}L6
zsHxbm-8v-xz7z=P3znl^Q_h&-7>(A}jx3n)T7}_Ng?l*Xs#q0K&OhDQL0Q70t$A7<
z>>kaWX3F#R$G3w<7eteRWo@rR*eLR`X5X6+tdf6<bY(mKg^TC=2-AL69eI}{ZtjJ=
zb+v1TLt~7(<>Yt=EgbbH;M--J*FKUTf~q9u<miUAna}OeG@uS!)%DK#RV@<fKJ^-5
z<y0!yn?@1U(TquIggF6)btMoI0y?>l84KLwQu)sRF3Rnm1?ZY<E&Q1)47AOU@Tst*
z>msK2Dfs2Vm;p7Q6`m)XFI=}Ne&MO}>#-aC+W?H0gWfdrZO#twbG>S=zF;x?{jk`H
z7jR8GStYkhxR9QRYg;z3@nLp08x^J5U6fTm;O>2Vvp*MfjMW#(WITh3e<5W}3c>Ws
z^I9~286KAhGXBY$#KL+c8Mf%28)_Bg%q^)IXQ~53cW0TpKl{=N$I_y8rv4#!qen#Q
zeDeOO*BnErQUl?zvgrE}7p((b2b!03n_F+Z3S!W|4lBru&dc7vAJkv{kN|prwB2$n
z+$8Kb7*Cx`@ij;sVUC)ibr4}O?^!I`Y0q$h#E&owto3acx&J1BCIamtj!B;`6A)0v
zsmf^8!{3(nmveP_Rc<tUicYS)Y(~<UL6M!kA+0<js@uLylpQYQmxZ==z^9R^%W1e4
zu17y2D(cjhn+A)3>s0tXWdhi<DsJSrkACL|g*VtIw=aoR?Qyk4tAju$DU>1_4InNI
z6U}~CCIOjGy{?!!sT&A~5EK<wb&iyhDSIg1fcoj-F1dYbSS3e-DM@6zzkfNXMWJTZ
z*4C7(Nj^4BTxyv$?J5L|#fG{|DZe9L)vW}@toq=6JmJpQV4DkTt0lso*Ge;x#r^BD
z?VaxnrSw<xYvOI10wDElLqm7|Oy3lOp{7Y&*9NOtpuhz3rHXZ=p%+=+M-EJCRcd{U
zbim}NAfco{Dv^rK?Hj_;z2ACNJELOn_LF(5n)m$IIeSgY=)5b1pI?F{k&@+(q72u5
zm-FYZi_nN|<BGe#EcwjG-l?9o+KGoGd`Wb*QU^2M@~<yw7i&CB_n5qXA^+*h>B<jk
z#I$4OGS&Q=MDm((0s_5(+TU~hJ-xn{J2+HI*iIM!z)b^4t(;I6k}KKi-EjdRHC|?5
z1BzkvU+lAk;t8CeNk$tN1+c38dighT=?5A@a}`RaA?Pw$)vhlkbY`PxMzdW7T89Sy
z^>_ZQhotLqsy33Dbr3~ovq!RJR&|($#||;Y&o<(%7hj8t-dlb!iF4B0*-qplTUI@G
zMu<Zp2wpcbp#cU@Q3()RR59uoi6kj<O28_#(~IIn6#Y8bi57BZ66)k)Jg#rMqm0za
zBP?#wu_RnGE1^27X6tNT%R^YbMXv7w8n=6?hJT-b@}C2~Kl>*Nf5x2=5k#kYe}D9a
z(TnA1;(gBY<VYODrGI&+(e3GQg+M6i>Fa3#X#T^=$v`hw&(hMvb%g9GlpNe^h7H4x
z+~iHml+H|XH3b6T5_snW0MBe!uuLn{oynR@Tbfj;$ha&IMghPlG+ZCs^)bSki?{Ua
zfv7Xxk<2*%a$WMqo~pZ6+iTigX5WY$<A<o&r8jE21YFK6H7=F0kzHa1AaZJDNg<#U
z2d`kav|hr0)ijIOJS3RpvTa){-g+@8X{f4e)xCAH%j*C5`1YZxh38GFp^4WkOSu$Q
zS8o~3zxLP4Rxj;c8&vSm6@PTEs%iBkKCh7WLYb&V4mGh;N5eu1{+_Xn7BXS55^C7G
zS{NOwq8q~`HL+3A<Q@N<7i)~Q+{GXr5iqc@pyKP;(NM^+GH4oC^FpdV2ti!jz`}<H
zL~$!<XnI2ZW<&`HL<-sX#2oiyu^3m|=}cGBDl1f05ja9&oB$*!RGej4+~H{Ja>7{n
zyLsT`bhOhBU<6eS!SI1=0~5}ohuPfBvPnzIR77a<zWPXH^$5Y`uG6){aa-!8ukra#
zi~aK1ioA(kjLcHiJV-pSUUUGe&(@xpNm2l5_z})mSUQZ|hLRnggCC2<gDM6H6Jp32
zA%dV{2yYmCY0I^B)yim{wmtswZ+)H4$gR5kP`P)`BBWO3sd1J<XT5AG4pr*v*M()B
zaFR^FWkc86U)q@)<=Od>1FY$qvg@MdDyvDuDP0Bowok*I^$}4lIP~y5i3s7K&2I(s
zH8|6VCR99PY0rHGg3}dnoyamx8PjgLX_|omK-k&R0)S^>l_BOadM5Bx_dEP!EAtqv
zoeW#*t)~v$kxVDOMuWxla_WJjzS)!R&tLrwzo4!*NVit;va*Y6lO-i3b+vs>8r>0G
z?9-_0>HX(;b-%93;@jMI{3ul`Ka7wYtYN@`Lu=h1ahuhuGVtQ@cxUW&Gmy~6Sy`!<
zOLb9DXYaUE^N2MQ=cL>!UI7tt?W)^HHn<QfcyZq?&v=onT$VO!-_zny1%d(O<-NKA
zP%4qm#WfFv2<Pe2yor~Ij0mZe4LbQu`RJiV3m^a5lkK_AkTWe)5=lOgCAF25W*$3x
z?uaE}EbG3^Hpmh-sai|ve4q3EFN1|p`ToDWB@z~ZoYXWT?S!@_x*@B=%A@cq-^GkO
zSc06c%=l==*e16^1zVqa^~E)B+Q^T+aZc`hX({r8(=8EKWDfms!S^bvHr>V(zC#1D
z`<pn-J~D+$(gXmZ=IiYbFsfL+xw0J+G&HFay}r&=NF%c+QulV_S{FYZ{Sfr|^2$<d
zD8Q2Ur#&ywa%fe5_(;{B&{yJnzSk%^Ppg73)D$SFq6uZKh=<6n>TfPvlRHkFX!3=s
zdFiZR%a$kWxC%%r(4n`YYS;xNvJxaaleo;4n2*OeXwNuvBdeniH#%wP?X-c_s?bGa
zRTF|jup?ag^Y3&QAkgYhD-Tn)XkcnQEhFpRj-=*<1;h8N6#%Y2bnL8t?v1%>I<~So
zlV>$Ib}lk6K1sMmGY0@C!%F7%X#dx)gFL;8WjOB$$v4jiFOW>!P0ImW>)kyLPJJt`
z?gk~RH`Y_*;lK48v?H%{sY>NWLvmTekbb@be!kuT1?8$yx}4GLy$1dsM)QBmal@lZ
zAeUXyWe9m6_u0k7?w{vbWg-RM^o9Hmdjj&fe3T`C-0mhrsY6}kRKJak{{_|z5NLd+
zKVixTBNP`8E<Cq+f3*-57W`{NA($vhP0yNm6Bg5R4Q=+F%YJKOZn!gd{aZX4spo(D
z4GaEkp<(Eo6WOi>i$(&FC~4e;E+PV9FT>PzKaE{>S)7`=;LU_-%*Gk+N#wQGuif@u
zQ~ETg6Ry|qsqXXY4D!}!&Xv<5@S#1nJ(-A#-3$?m?1-VTX3?2z&SWk)c67DBAmql;
z#XazuL_P7rm+kHHf&fyL)0M%Ig&EO@QDGTo!-!6n1<Iv8%ttwrF&*XT$!az~#mjbd
z)6EjjA4=6NQQY`$6&8RD2MHV#)pg~ze}?yhI>=g7;%i*{pCX=t6&#@7lKmK^q!X5f
zgQOmxdff?LW2YMpNe8A(xV%-TkO5kjeF5+<e>JH#G4Q~AGY;GOXP-?sd85P_XNBit
zH1(Ip?c#63G(0N%8L;%ji!L_o=@iVY3DO(u%-;3aU24prQ>R^4|EAe{X>>=bp4l_+
z7r#HYI`I5G;nInvxg2KSbmVwo(b3qJ!xik7If6_-p-0_uudXeCm;F{B#-Irp31#gc
ztq}us4Z@oRU!oyq9z!y9ZE3^z+B8a*cb;O`JYS(wgh^n0ElE0DGHd-^sXW$c#jtx4
zGc%3L9H1aL?*17E$G$)sW%mssMXACm<%KN%Xw6Q|<|?`C>%aQ__pssVySne)AMayq
z1?(W3xzz9YF%tSL+z3%_fdJ-v!X5zC72r&$N%#3B?f_~qp$J?ec*-P_C3@>n6gbgy
zBe_fNV)mdmGL&v&2SXgDQHG8;IZ<-tK{I}8`MObLT|CfOmW=H~T@_Qlm}*8JNjcBK
z6>&+($et==68B>PcJ0L!^fWzZp@o;d>>2B|nWIh&4O6IiL4zARF)`&^X>6=ez%W10
z0s{R#_1oFybR&;duewl)8tjaO0{QZ!Yf6N9xR&k>08-bUd?q!3{)!Cfi&gsEe1Wf?
zc8Pz6FY`p<Q>8SH(in_VX?mHMQiI#-82yOM?miqNoM!6(#X;JU6FLK<WT7Fcq>F$y
zadaZfLE3T|l+b*?LAY;nm*$sx%Q+jJj@gE<ZEc#GYTIhI!ap6WYuPn59CbQoM<bdN
zRfQ_)1>(}+RRi;JDK=JQlc*!f0nAuvqKl$t3qizLw<zrEz05v$ibf@^p-xu;skk2E
zH8OP!m|kAhdF(+rO#hZY2LigOZyX&GKJ9Rb@l7q-$YjxmeCw80OyOC4Jc2RRlfNlA
znHr2$wlpd<F9?#C3)q+}mCF|x?EtQ5C@~m$DV;&!0#k4ti+kP`+cT3&y{pK3R_{jN
zMpeDrrn=?l`-L#}p@x`FzbbvJsb<xNvHyn4q2ueWlmGc|A<&r{>FF8!ffDFlc)h>-
z=EaZ#k*T}slF+_I%cP1izGEj4Kt~oo^b>;cQbPZQ0XMLutOu4Vk?pa}u16xOtZgM0
zDNN-Ul`w}7Xz$4+1Ub!FYh8BIN6aQqZD{bzfg|#h^Co4}PfsHs1vqVY8cJ;!L*oDe
z)X3F3|I_a-rh*J3iK&rM{RXcZzyjrZsixj`athrFI<n>od*5Z!7u(0xN5pvV&Q^O%
z%W0<DKh4KqA#jct7hx#xn7M{Wj-#JaO%)H)wzio7fQXD?Tpy%m=6UXcB6G2n#iFLU
z7<*vK_}9SN2!e}l_Vz)8p-;|}G?2(nMm|!8zJFc}jP*AWTB4%Hczbt3be`LoIKU#$
zABi)U`Q5NM{VN5jPZz}&awlQ2ezbDvd6jcI!Z(+;bF)vObx3p0mg(Rl%$`tCkROcj
z33HrU=w0PYj=U?brRd1q?Rk+`TG_L>dGanZPDImBUw!mkjBN}pXTw2Vk?E?f9Rna~
zGRN4!3%5ozMRQ`|{3dOqp&WfXfa|h$999ybnhk8zvB<SFwaxBd4_87CUopbx2u^`V
z0D1m1G(rio$>0S@{{x7X^d3rJeoMtC=ijs=T0Z{X;j=S%UG08pa@Dw`9i}%GmAtrl
zgA50nu_D!BNGlSYjN-mZDJ1fB1dj$=?eFEr^8znbSLt<U6S_)d-9w>XeU=|1+Akbs
z`dnnHIr_&cg)Vv+8G~VP98)2y;NekGUI`yN0EnO1OhzA%ovjS3z~mLG;gpp6vOk&3
zVXF97iFnau|K5}09ob-rMRxTc44-tg^tU9MP?3;}<9J9jcgw4SUJ=ccb{giPYOAp|
zgP|OG&_Kkf@<ICTzHC55Z;KRTdaON3Mo<~RSt;$&tKO2@<(g%QkN}5~@oTQ%4o|q=
zf6uS;UBaR7djSu~clxd*dq2&WH|x}x9E~3>vCF{IyBbyMTZB!(&kX=fF)JZ+ltmi~
zaeNIlO_11d3+j&>?{gwvg1m|-JBio<ZYdbl!~z^0C3*px65}FzomOckNGe&ns9Lt;
z6ip5eTMJiht<XL(xEg#}eA`dX&(zaDV~GFR&yPWTY1U=2c-}$!F^$ehDOPyTYdjA%
zHFDim#!07)S*!_%Deu@Fu@BOh+pDLR1BwIzsI<)$qt^K122*W8o{hPe(M4e6AHOHf
z`)XEd9jnNMj|~8nJXR$5`F%AkD;k_P<Kryio<)s%AhJF&5_aw{p%a`0hjf(^q5iog
zSmd(MPkFZK(EB2Y&7{&&yYIGfdZdhzEl_#a_+v=}fzHLVIL#CokzRZdlZ^3$zq)nl
z)*1v2FOA~myf`W@_glR;e;r}b^4zF_oT@S$L7vA=$-jQ{>>mEXEFv{%V!3_i`CYQS
zK&GU=+`u6m@Z<`@%JTR!kze5Za}&U6`#*@yg6r-1VmG4XTf;x^dnX-udIa$_B9Ry6
zv&y^oblVStcGjt6lH5+$kEZzTP9<(lDN2Q;v5S!i!IB8W*`nRVwLzLpt>-9`N`jv5
zHOU8@b}rYhb($(kGs)x0C&e7t?Mvq&Yq?kRlfF6ZSxzD6{!lrL($^nVczi7qKr8`O
zkGZ6m7S}R`nJ}~p<aB>IXEc8p;kIYAcL<fUvzUhJeBT)1zL{0B*@Hup_j&+;HJgEB
zzN(15sj>*Qj@oErpplC)9CjQr#~e1Ar;*y!vvBY=nhFc8vG^@5m59=L^^@}tI{okv
z;=%CF&}>uL9o}xbiEdX@p$QeWVD?0?un=(cAwtn`Hab;<2TuVgn8N79yi52m$=$Lb
zYlVt>Z!7WSCJ&&S_RMCMDw6Wlajb>M0mwGsrwa#2y!#{zC);Qvg4=B}hd<>#0o(Lx
z^l1<eRr*_`m*1})0N{75&+Ql5fQJ%@aqy$Cc^tw|&b_pu+`<0;-gB|l3y)E$WDmfZ
z#*a#VCSL7@Gd?jr9K0lH*I&yUweP~YL>5PS-{LQz=P;fBLJZZ)E3s-2?|iVa!#@#w
zE)Bsa`pw3sYmUzQq^sCp5)<R~U%xPv-Ok#uaLKcbgCi{W3}M-Ae&d=d!gnJ6rounD
z(?VUIi^5E8n1G4$RJOd#?CZ~czt%zk+Mu&iU;L_rL|fXqEt^)qg^mngwQg%UEjy*L
zu_~5BwKX1+Y&tnKOl#o?I)hoPWCKE4MNJ9?wyv4ZimYA5*MEI{+L6=$;^-O}D(j-?
z%eFb$HQCc-ziiu{JlURX+s0(uw(Y5=n)tr@?k~7|-E;RoXYaMvq58`dN^BT%YPimS
zok&sO2x}%H#p=oxLgX&hKQR@19|bL_YhX&jB^o=3*P<&Knmb23Pr*UO8mww;W<t0r
zH8Qe=FObPUrpLk~Xs<3VQr)zES~nJv{g0-v$S@E7wrZ!iaT*Iuf~r}H+z(Lg2gwG8
ziKb{JqwjXPk~GKO`ZVICN*lw2jx6~2iSs1w{FSGkM@Z93045}^5yW&7VCjhclvPFm
zKM>P{484|{L?nm!)G?qS*Kv|Q!AiS2KxMB(EWZJ>8>xXJWMf`br<x}}VdIhLb^W&9
z>E*UyI#4Nn7fT4OsE05<rt~hKR{+$ub?53ppe;~kkq$>*SWYp?x0U7PvpyoHS}vr!
zyJdV?4FCsFJGUxmMqn-)JI8&DrQnyX2kgD=Lmm5cojRJ8zm@-UwQj1M7$`T*tVp>%
z>>RRq0VY9wWsQ9N%QMDd4=Wg$h#V%w=;ofP{xPTi)JctvIqCI=xHv^c{mE*4n^twX
zuX&Bmyja|4+g~@H==?t1{e_DKX?e-Q+G4rG%xlB<e%q(h7Jr+w<;DI%00gqXyxVVn
zcw6oA&a(Bi-=4e#9n)UED$1j8dmn2H6#sBFuT=Gu<?GgWb)q#HO?}|D+O5S6GZCt5
zj}K9zO*P;(KxL^ip+f!+_KEW{1A|q7uNE^Pih>ja2^Aa)YTCGmL^HInSPBIqklc@=
zU+hS{eDc{*2o2i6&lub<5CF~`#*8_R!pKuqLI?h?>o;CR2f-0iy>~&Y2hTYaw+jg&
zs0@&lS(``P7bJSXKrR+0z}DidOY0|9YJAE6Jwc+0X=o7V;zI_3$?z{6Y@{ig9epYO
zDK1!4udpfW=kq)3VD@d(V|>=|1?<!U5^#n5{UwFeS&^f-W0yV2X(*{l$UwqnRi%0Y
z_x!g4p<*SMRSV%r`Gq;ceaRRJb++ASU*bkpq)$yVvj@O_Ay^CV#4${p#ja_bc*v#p
zFz`a^sGW$yL(>T%L5fwJKiB$?=VFSvX-nPv>v%RhSJ~H{2Zh&m>0Lh|g%|zAu>$p@
zDuG!%S+x#6v_&Gs1nO+YOsb1v8%3onO)YXDX~h?CiO{q(Z?{(fa?cxOnOaCt0ofkG
zkHrbIBgqQ*HpL6rD0nz~;+6&Rp;9#JL2a_mNVHe1%z9RiHIc(GLbZB&n<1014^5YF
zlwhW@moMH_Fz4viR1mB4;+MZf`CW&g*7tore&bWQc7d^xw&CqB?E=2-NSD>`->$yj
zTf16xj!jIwzZzeIUa#LDBow2ICnlopqp{Z6e)4&HZ<yJyU#FyZ&8@aRZb*n^S)4&|
zg{77MYIy}fNyDep(n&DkyAb{h)^3J2lA)Ot+{toT4GUl*F;psi_5mZ{Z$}ZU55T1x
za|$n(6t!$Dj}aFa!Y28SKK8%v?~y)J?bnxSW-wjV`A!QJ21sk#8Avl9*0i1B6;^&{
zVCeVLpImW0A#`wO<?)d>(r4n{({!yl&pv<V6RY^|B*lZgW~slYFvWSx#CIFkb<NMk
zA08ij{5(G;l~`@$$IyBXZv)#tA|t<i0Dy^R(!lff3OFrX+4VYFJ@HD<R!!k>DM@+!
z#;%ph$NyZ<<1~fhzdm?7-wITV)MJ!{`?_tb4YyeP_cN55qaGF;erfcFeR0K)K>Fb{
z14$AKX4tE+LBUK;<*FcOZ9!YLq^*X7jK!O$vbvu)X8!zyNuyfD)7SnBHKBYFC>#Z2
z-%C_ISy_gx-1g*(`~zvNfCY3_^aNA3-Q}&sZ>V)l2X5h(;vU`gu@nLT-w-w5tdf>s
z1M_f2_zVpGR3(-FD2?o`@b7~FcZ0j|hpv*h!=jke!f-vh;K-1Jr{usev<?^_Hp%lx
zhLHE*oH6F0yR}OEsP8lbchvD`5kCFUL?N3cW$RQa2F5%T@cXHh3L%O9QckR)q?XBA
zl;5j1f2E8a*1RPi{W>xqo_Oj{M+>%{xMbMKX>GQSACzJ3eVj+^m8gZH__t`#-n6X#
zaTYS*-3T6dp|hf|<m*$TRj%U1j$|tKN2C1_3JcyGjtH>|sUSmNCc4opt2*;t-<rzs
z!-s)pV3`^bKJsJ#qv<Mwa;zm2FFVd089V;d+qBN&VrUWDV=y8f_d4CKUFP_*ay52!
zOmJI~)yiH|!+!K<c*NT!LP9YHEZ$?i#Pjl#{oB=I{MG&R&h#76wVMa+6-xOL+uiYw
zF`GW&@*J3WsB4I~>jD58GPsv{m4}yyIou$xx0fs+S5giq--DT&?*F<>WfkM9*C&f+
zMKwF)q38lW{bihHMSh_Tb~jeg|M2Y3-1v7Vem**t=aAM1#UH8Ctm{Lh)#H!RRM<XL
zno5!4u2&OL#w?bGL9#tRDgy$P2{4+il~3o53cb}=1?PrTcJU6S_g~wp2W=T-C&MBK
z+l@N+Ow_w4%?ql(-ygwP52N6WFZTcZ;Fhg(*!lrTdgI9;tKF5UT=Nyre``k0jTt^$
zl0@T!nX0M;yDr)6MhL`^<}=TNVIr|_>1av?mgbKyf$W?ccir}$7HvCY5_q#ealWGY
zX%tB;71G*p=A=@7#+H&}$?#K+S3&#9SMETGF94nJx18_<E?^%IxI7nQZ;hKz4XHsT
z?tW6hhl>v*!qnwjDr~lDh1c5m8nZsvbsp9E$hLc6H6Sj5)7Vj<Za9}z5&)m(0(GuO
zv|48JVKZcFJQ|l2RKeuR1Qihkzf*e(tF9sqbs6MD(({S)G@XgGr(U19?&-i~lg<$E
z5*0qSIvmW1vmc4^cl2$JVqjlMGR=hh9)o46EZhWx01A{Ge0^jToG>e0@cBrIG3^tB
z>9;rCJR9Tovg_Y>=wyTj?zi!;jbxPKDI3F%9O$F;aGkgt3lnRPQg-7%Iv=_2vE;q&
zZwdy~m-${hUI*On7Em=h_!4D=>k?cLQbGL@@V17#zzPNcV77gwdDHXUhQX6%_IgW%
z+8RdtcXDOTkvH_rR#TyN(ufEiwMV7aOt;Z$BJ>Cv{0K?DDS3SQ|8<#ugU-jtQ-R3W
zJSn-+JkdWQ@dxNbe7(CAEzRjy-$3HLjAN*h#uMOQ|Jz^}tR9dbKxFu*!4f`s;Hc%w
zm*7VjN}*1w(R6$ws1D_Ji?N=fYL43{ZIQp-vc*dONLxw6j4;SQ5|u>lirHLMNZ9(a
z8y>2iV~Lue2exUk0qS7E+}zZdNpi?q)aw)He!9Z{_nEU40S!h#87NZE+hOf=l#?_`
zld?o+U_J*nU3q@I3XKN>VqvEY63KW|o>sQ>CY>$yq{$Usn!lD6xHJSVcX=Dj)gPtu
zp#W2DBE!)y4kCHMrDy4nw6y{mY>6t2sh~$+`|;Se7V=Zfv}V^s^()&~{;0gnGwpd0
z7s<rIkc?z)<qsGqqlSlGna(yT!jC>x)Ufp3@;5a;v&<#5$hQkPTLJ`*aE+yyjr&Ww
znh)t@>I*$vXp^-E!y>pM++zKpco^40f(?57=NyD)V4wOg)2DBSF1M<NFiT5tA*-o`
z+Yd($uMX`vL|*Ug0=2p7LnhTtJD&75k5Dr^pHaumIv2~Px^Y~enlag5Z&bR&CTV$6
z9f^_R%PK0@F706Mc4=jb3oun@$6kl+lwgiOF;b+=jFUQbb8}VR1PuTHNm967fLS0y
z2<L<(597Q`)5KhFNFv1lbMql8Pgf`X4;~15E2^OIktDk@SOBURVdDj!1Km3F4F(dN
z1r-I2F}Sc0$^jD^I45V@@`{#_Kv;lYV>&Wa0a`3GB*GmEqGEL&@AP?c?63GaOM0?o
zC@HbjJx0i|h!8>s%J*pt-J@h-#RN1W$cbV;s}9cMo95(rdmTGSpzBF522u?bWONSp
zO)Gy*g<Kt6Y8X3b3mbtNw~r6&<=B>F<_3=lL`Kx0p{-+M=yfe{+l_Q;(0p5xV<Svy
zA(2~YwTm~_#j{RE8TA<7`}EN#8~3vh`6$2Mmw=biN0Q~kBz;PJ+KS#JRO9L0ebs+R
zUxxI(X3>Lhn2QT9eJp<9%HgfM1!Z=+-+r_G##@Y0wG2Voz4N!}nQ8nB0_?e%VK^2O
zI{g@JY<TdnqpjSgQpx<Qp&_<4jRPtqx}O<mxOjnVo&hC~Y%a#+mq4g!WtiZ3V$FUg
z#2@JWtR%1_s5`rkUW2o-J%I|7WTlfVsIdZw__7IPll*vyVqii-9#KxGi9%^XV2+_B
ziUs6xDZxD9(c}XOswjW}r-?xDUBf(uOv{A4R1q*gM?3~5FcyQ?iT+r>e;QQq*r}pE
zh5)?4z+wzEI2?SEFkx#9xXKZQ85%+)-n3lAe7^v=lw@&!zSI!_1s^1sSQt3k$2`S-
zV9cAm&q_0E2M{F-rl7^ul!sSqsg)(DFj~3ru?X-ma}89Uf(7#&Ji-^DRnSvMFpXBz
z%5#NTqyr&P&7g_#xIHaYN#er#_Ht<$dV3(F&0yhJcix}}1TpZ#!4X0rVZwSsV9*Nq
zA@%d}{PRXf3&#-IfiR51JCGI37AH+NlBhj?%8)R!vRKT5qR!a-XcFZr49whgIs=NU
zq$v(j;A5n+G!}?+Ng5=udif*@%v21@F7&m-<Jc#~O$M>03Yahw>^U%aL}_fUDI(KB
z{O2+%8a*TwTE--?00%7?=2R*C-rRs?@gNdNaYZ*IYlUVp=174fFsR_ZY6}fyWb6ch
zA%(wCF1UHgKNZ4&i>%B*unH;2BUGeR9g4HI%Cd(7^YD#eMawnw%|G^$2>?1e0DuGz
zp|HfdtyL@w0uPfL`oXzJc*NkY02a;0%z4M5ShT-LfgHJ<idRWUVO|>tnT!aDU4k5&
z3=jks9ED0T2s0R{@7#xmu&x_oKxF`)Yvc|GhT^5AjmQ82CAjLlr&nYn)aaL!QlIXA
zp}8?+3s+Hq(`nkzsi6@jDcHa6Dgn;q#yrPSm@<})e$yW!)LzplG#`Mm>OY!kbjm`N
zWgjnYl70zyVE!jdq^w)|Ps7!;$-Zk$6&^>qK-6>c=eeK<n9=8?nb8C3c@VG2eW5RO
zl>0{}r$zHmVBRWx>o0k|gN?2thH5UkOYxjk*Uho|2uZT+ugC&So9kDM9d>q3$(o`d
zA;sTxkRFHX8>I^ge6f>HKDP(Lf%wV9^goy<YQ8Be&Z`uq3}>Asw6*GKQ@4n*Bx&D{
zTvP2%l(%#208lAd+1p4p#SePG8}Mm>|DdE$I2X#(^P^=XgZz4+moO!5j}QXDAQa<b
zOC8f&1<Wu}XK16GDH<sK`)S}2Nvx%09ZpIi+=l!s63?x7_TKUn#qnqNoF^r~aB~q9
zUld$3b%SJ3{pDHmhT=s|jW|az&{|2L#+VC$Xi(g!>8#g7X=x<0Y<^Np;U#1Q)C1V%
zmoM6g=yjPXV69u;#?BjTp+JS)9=IiVn<|FV-}D0TWUS!Oj|@D)__#o4fztO)gJ+#J
zLiX08iKHqab)tU{c1CoqHVIK;8hEC>8B8B}USr@uLAfuk^@ERX7_Xk`Ou=zfs^!HA
z`e^M-WL19uvxFIcJlC%M<K~*{*KyK1-{iYLSxgX-<4%x%Y6u@(6|zbl3t?1u^gDma
zl+UHdbL+7&f0eq2eo@W!23nNSfUsx$y|+fT?_xYSKoO_A*$;A($$LySS$9E7HYw|+
zWE^xeRQ(mcxun2iX}dk=-Y|s<PumD6>awyY!#2+7RkZ4(fk7$R6axSYRu;wrmm#1c
z#EO`$F2_NQ&j-@41+6zSiKau%XPX(vdyeOd7bNKIOi*&mAsie#UbhYR{fs&^skxFv
ztNgVN5?Jm|$~ZjKzB}|xNtt|#Ulq`3vZiqz%|Juw@k)f@;lS2y&{VWnKKohyT!R?8
zd8QuEPWqP`Qan74o}iJXQ|^|7XNo7BuOL3HyiZy4Z!tI=TFpt7OC;&Ay3^2+8hSYu
zHk73%=<P1Ec)u12b%<XCFy}Y3a2xfxPk3YRup9dHb7-cz0=O=;@h%&#m}$LjZ~X)v
za=1Zld8)%B41UlSv=({=SL)>7sZIS(bVyK!U!*}1sl-8!^ho1Qr4Gl$!_x6mjj9N+
zWW0YS%4?S-`w_*>%(@s2pP&C(zwCYoEivVk{z|{HSr!^9kHQi%nxx^OkrmSgDXP`U
zJ?gb)MJWbmf<W?0i>W_|=>h;ysOsHD$n>Eh)w-bR^o%hzquAs(m+9q_mQB@S|6D9p
zW=WwFL_edy<b8fZO51OD#73LwjLg^ttx|0bpZkP+MrYyXl`$wh)w(6j8JL@yN)P#W
z^T&XP`C5JtpqKC8jZh+GvqTU`SCdypBaQa)`X{IiH&HR0zxW%+J40WYH^$d3{^BN3
z(0%gkw`*U}V<o;>TF1{1`wBMMtq&&AH@##0$?Nv5#OijNr1ml2oO?<QJ&`TiJ8A3n
zB}oUvt2kPq5xZBP8~XqKs6Ms{rScaocd$p$`HME*FbH&a@w})S1rBgLvsZt_pb{(D
zp}@T291=pVLNY`x?J@h~PLl{n&s@viM@l_gp6)CN4W~R+{N!&ql*LzV62!dnXCzM|
zYPdwmq%68$kObWwN)XZJWE*|P(Z6~*J1I%BbI|gL0Wg*!+QE$4>!(~YOa=gAX8KQ3
zPRG8C;vH1g7vCC$A|~r9@tL;5gVl<dBT1x4TCDV83(DF<{N9K%fz?263?T5!Uvlhv
z?qr2*Q(Li(uRusoxrsM1KNGmY{`^ln75Dq{H8WQs!z`4F=zIEx{7K~?JmjhMm=VP#
z1~wC9NFM7sH@9$-YMK*(!I{0^Z@yk~k#P93VEbvz+P_3sy+0~}>}9qse{6H80oQTr
zBSx%s8@8i36eMX`<QQwC0KEfIkVs8kH>4!p%q1c4Q}Y3<EmnU`=d8C^<&>@-51Mkr
zAMtJ9!-Z>r%C8(+W<Rk8P3+E@&PpNRi&a(??Z$E)30ODA7MSz$aoflt{nL8tHKV|e
zSRio`0Sxhu8o8*YY160*n8toIu_i-idANw3&>WDEP_n`ZtS2@W3ea#U4A8=Y3W`!0
zl?beQq#m(Bs5Fp=9Hy{SLG{N~=+D?D16W_<dJWe0#0p~RFxdm}33ZD`3mE%o-bR=3
zu6%HBuS|d910?HUk;KYVVFN>S<M3W;_YM@(lq+AQs|N82XdH-L#)INq5K*I!6sDv!
zNJtS45#wa@B4gnwr4u?oah_58(HG;9IRY3kI#ZY?wZG4}F;ClewalamxOCJj><e@Z
zq!219aHrugR0>JP!s1DlesWq|<7OZ$F=)z5tt?t|El|W!(<E*|WXfP9rbQpZD=Dl!
z>q(50Bm%B>{Kdi7Ncfs@ReSkji6l}hfO`2{S4pX`NyI5%b-rR%#Yka=b-Oajo=gfZ
zQC4!XT3DrI8m~awB3iTU2l22>sM@U>o9g$Q2=R=z!046-RneaHxY*YpFRBX%d?l)L
zF?Odf5cfcuS=syUVQ60VE0{AbqylbHU%f^#wO=Kif0@_wWP~{yuT;$4eqA*7GYbDj
z`2#zU{Tr7RG=l37$T9Jt{vp%b8%Ig9bKpdp${hu|5J&DsqXnZ)d{#;u93CTnX}xR&
z9Hlm&N<x{lPf>XlMLcg{nXPm3G_XmNvAkVTJo%(KKKZ$+piGkOi{#jImMoUv%+0W|
zW_>1rWtic|@%CpvoMl$wYy(YOfE{W8+)-PCg|>@l1?IW#y>}tO3<_4}`NYY3hn{d3
zlyWU0739lWi!hrayZ%NEFlmfZy;SnLF<$S>ODB=f!D^pxKa_7K50lYj!_=jG<c|?J
z>l86M9q6fLT{?H#u}W!D2ZhnEs%%jHxso007cY>2=u6rQx6?1BiB?RT;s8W&Br(qV
zp52!FQMKh)4+nIlZ*JZ88*eZ2FEE(QSi*J)fWw87DrLncVm4G_u&mL;%(98H<M9!A
zFyNQSe}<us{0hhjF{rjypZobWu|&HT;?eEGe#btXJ2ry9#xv71gFm)U*1G@ghuHth
z*pzeWGGt$Ur}bD29i`@l+d~8YYZ%uq>3{%%X4vgOs>j~)4a@OvFPMzPb^$<%&D`(8
z=bNNr;qLT~I~0IxQA(lHF$U)hWK%m;!mudf66QuSe#9hT>qnGOQejmq*VRsjRcGW$
zheVowd-wk3huZ${A0N07*F8_n@&p>Dm9>utlsN|<IWY%w^6k~1!o1PKN_9`&WbN0@
z$KG=K(v0??Hr}Oq!kHZ*;e1_(i^-EgdT!mY(xJ^zUOvRR{meK+LN&WdRaVwqyg;RX
zwkhGzl6VdB)1Qe64KUhH+fJau2()S}rWV%+rZqj1y;Gw}(<H&!4*NFPPkff7oj>vU
zbCFsUy*cNn4}*U{aqCLX^m2+3-OcH6`OST^>|~NdOH0?=Q)9!4TnbRXzOZO&|HiKL
z6*Hk}MP=Po^mf0Yut()|<bma(Z&^FtxR4iQih_v~WSduaD{d7e81oZYR8*9=?TZ~H
zTjyK<$b?)z;d^xv={7zE|3guJ2$K{Vmd4WNqEJCq=wIMTAGIz%y)mgUM4fGS_yL2#
zS2BQsBfFB|%2!D)W(}g6bU$dQ*jGPq-rv71wr6f9-$ivnWq^>DGYzOPr9_^ER065+
z?{OH3#CZ2Kq(T0>zcw|#1`E49?a#D+No3Ge*bfH~Vu>o0YDU}4LQ;o|b3UgEh}mD{
z9Oc(|55ShPkn>>B>`|y0zI^@{-Crm4+HnU|V$1y#1_yuJ&Y2YxaoV96p1V`HFi3Z&
z7*jP+8Ag?fzV-soi_{vVBuqq;rM^7uJ*?Nipe9M{N63B$f%X+mj;GY^(|qZ_nO+)1
z7g5wt;V>F=KsP}*V~2tspfw-eKo64jg5YS|uass|e2<$`8gsT?d<rzyO)cB69U#zK
zX3R$kHcu|d0NvMcj)jFCQykdBwR_aFVo373p%oW^N<hz|xfOp(83PQA=dYVG{2+C=
z7UJ9fGVQ4#i$!_i=G)mz_-7FpJkW7}#x+L!qSTEWgUIiRw98C09SQRf4-F>Y=<Y7K
zBD1!1tCR2T=lH=|)8<P?o1XZ3*558`#au7~{jOu9KUE;6*W7xVt8>%dwIsZ4gXa^h
zHVZVgF?q*Z-?w((bzfIkkA9_`jGTqmy7nYCmPW1b=dY4yn8c-#JOe3Dr7yPFw;vJt
zzNJ^ZA1Nj9KoX1ABOWkV&<IZiB$>+Tx&ojE7}9h-#59Re$p{2BqQ=Zj8nxo+DA*2Y
zr4&kcSaV;(fwr){Gdih}dV?V_WPMIHnkLTH|NEU@(p$@Qz5hgv1F0oh&c6&gEL<eO
zk+)Z1=)?+@C*@Bd2J8Y^sWw##uL@#x|H+sBO45={JHjaMT-r4!GTbkL&_&63(QJN;
zjj%>7r)0fjyk%vZ2HhoI`l!go`dd+v2f+p&lKGKHNlwbU^{Lk5UQ9qo=Yqlh+z4{r
zy%|R>hm{{*LMX1yUt_BH#JP_a(JtRd8hYb|OzI52Vsh;0w}RhE{nYGPi>eInx5`<o
zAtGBL#*@+@qq6aCqNj&Ma%p+rcT290gJZebj-#6}r@xLl0hhfv53HWr6u41qL|fi*
z3^J;e{j3Ile0*^K-b0Dg8o&n;<!Y?>H5O^5Wmz}NewvzY&%R*(<PRk=t_w!Ogn<-c
zoPZ5WVCb>nnu}=qo5)BZZ~Cu{Lv_Qo@iZ9D*vwkJ;?Uf$ZT{yZE3;HudP3BifnaQV
zWZD*KpUN>)z#5d%n)whk3{wb;G}iHFTqoZS>>~7xzU0!ThW-*F|C*@w8%sEarATb9
zMWCs$Rt2&(9_I~BEFfq+c(zz7>U>Ii?5v_$AS}c&C?pol<X?gP@RHEYw*btZx_eAx
zp4bl?w+Z%rXjqDLM=^ZaSb^%4-(jNGE?NP<!soE8f@L#S&k6rp<9KcTM8M>g<4>h@
zQ#8Ale%`C;qCQuB|KOOA6;>n(cb$DdTGk3NqbjaAj-YV%d~KlzIoI-}FC^PC2nmLf
z#pUN>CPZS0;Yhl>vkTD0IH@+8i4^j+wuUN?m^ppM)lQ#i7q2WO2w)AC9FcLMNi#gM
ziXX{>K;+~tJ|P-bx9hp9OGk%AjH;#S6!XiqpzT0N_DX~@JTzS)!e=`OWQTQxq@+5c
zu>dn2v5u&lcR$Y#1009&hldaodJO{D`cb&Z)jaWyiv^;zzBvB~!4;wQH<TGwqE{xs
zh9R=EyB&alRQ$KYE#yx^$g>oo7U^}c0g=Tq)CC&P9q7<X%H^aMZCbS{Q(Z|Yexq&6
zl1RU6ZO5X$|IYX`XB6QPC;T^JY}0x59K_M?GfhSDE*Gqe;O9PSSwW<}054+(OeIeR
z9wzrJAyoh6k%y?l=W=yp-=?mTbrkYdPJ-c}uA~i#^#I7Gd-BptpXm71^~gq@hPTN(
zotgFKYNTMB_M|H5b0C~>sqeCE%<zzA&-Jcep8De(h&w}`)wh;gdM1<-PcY$j-5X)W
z5lTJ9Osf`vzut~Kx8Pl*XtsmmfX9HHLZAFc)m33aKZ6_eUf}5N3N@X?7Tp~wq(JHX
z(E6M-bl`+*MO-}2A_O3zMUv)<E})i5`q1H?H=2ak9M>AOMT?c$%ogFv714!mBo;Ad
zm$|@~S7zo`7Fnh=KuM}`3Wq?^JS}phs-&kxRllhXJ1M@a-tM--Z?uX_4=J51OMM%c
zPR2-pfE|_!pW%G{DrQJMhBoZA_PFo+!8-kTj_>!W+M4?*j1m)B%fP{82Pun5htTR-
z&?yU0F}Rb(^JDp$hLwZ56*OEXpY?trlcAr>9u0i1pBoMeyZJ94=Spc7r3=)7n+O9d
z-nnmSNi!t<kS+~OF=TX<n^Cp*=kU|KxNsljYE{(`g?@OmLg(`M{<>TYwn~m=jWJjS
z0}>KaIdGwX@^ZgiR2KaUE9r8zKfA{-PEV~l$!hc#X3V%6_|UxyDx>N!z97&NJ{>c!
z29nhXIrWmdb`Lt(?K}eMky?@>`wG>tOd(0sW83eLm48<Awt_c_9Mqb@>(7?E0}mIC
zhDKqmUk}z0YXyXg>Ct`pOr+%(3w8LhMWRH8xeEss{4N<|KlIBq1IHBfbmRC2<EZjD
zjs>(-Cmr}4Ry*=A13)ovyV?#4USa-jG90Xh^NA@(_!O77VCETK0J}i|rsGuX6?LUM
z(E;S{i`p$DG0Nx?u|Gvt-Le9>S2vGZEQ=;XWlWxk!b%Ob5p8Bor=4m+QlM>Z`M_`r
zZbS9jO@(+RzerI%sH-rWpL69>RxzPH{PTTQsYF=Qb&Q}_ve!4d*q;$Kuf0cCIjF<G
z|6x?ALBkI8AQ{9J<okW45L77^Gs@_}MRH;&j1&qxU`}8lCu)=S=lorJ_-$7!^WDtD
zY=9GJ*+2HD<KR2Pk;mlsQ_uDc^>Xifo+<ndIdtJU1^@9=?y3RfgD_O27P>Mi#-$bl
z!Z4c32H!iVyK^;}&+p#PKw%fJ;y$l1Dxd<qQC)99&`wy_!aT9^Bsf}WlNU*^sFMEh
zLS6}CBI~J}`~f~mR=ik$@k6IbR#U<Sp-zE-`6iqkI>rfN$Jt9io+m=ZUhAKs`4bjh
zk(v~TIDu%o;w10i4WQIyjrPQu(qZM0$}{hg1U(*MX~fimQ&$xoPtKF}oA%q66QkVQ
zi7O3Bc6f9+e`$()K@P^+-)nwuxQ785X8JAl7E01-rc^6=JY-qAA%R+g;S}IWVbD!3
zXLC&H&WY*NLYD5C)$tKx$tfQ^2bzIR8Xc=-4Nv%$sOwo>L~LR=5(hy5Ar<M4n<273
zn6QnC3N{C+2!aNdDmXr~OX)tG$T^Fq<Q)`SmjnY(>t>Khm)^Ia098xZYTu2!g|4wQ
ziubfD&AdD!&;wOB5$wofGPkC2vd+{wOB4lIyX~ANJ|z4&t$9&bxRC=LVl+%Ml6s9u
zQtG^f)(i3{&Rx`AdUjf#;zW(t*?d3Nyj1LShxLWIT7l>C6t1^$+mYodB!9(U`1DBK
zkG}33oSBagIeB_%WwTa0F?KJcXlFz#YCNXMo>>-)9I<n`4I1&LhMiztW527KeZQx?
zZHiv%*1uR?sCy%!{yTm7OkYl{c@5o4S&;u%{UjZcb!&7Wx7n^y37THoC^xpufTLA`
z#_24C{33UN7#@`hyOM5h6w63b&^#?JP00Z)z1{{82A{=Eme)J89>5fUNH7f@aQdQ6
z5YK7WjZzq>7pTeC^)XMO891ldvvbmvWd<7)M1|v(Nwt^s2g75tNPh0A=I=}>SVvKi
z6!;*^Tq(E$Y=YA3zj`A6`ocB@E+0>nQr(j6<kJyzuRS7KgWZ5{%ZD32n%f`m-Im%v
z(5KT=E7%*3-4Qu+HKb?Zc;b|AgI@6l#wzjb`VA*wZ9|&s4?iZ0=!xh9KoFn-*~{!e
z^1lz&nxb`Eh-Ug6X?nVy^LY)5NbEc7$s&I-8ls{IR&HtLs}uI~TpN4*KckITEnqT3
zJ;~L#sl(G}+%`HKr^X*GM3!D}tIiSWmm}b=@r0RUj1Q!vzNXE4E5Pk2-FA-nzt+fy
z7!k1-n>tb^Hb78htNm-&w~1IIQvISHz$<m)&(`65jO9&IIPo=e1LVtWV=Jq4;zmiH
zu-{3JF}EoRb7hC|xFmQ5&WgD@c(yiYZC}q3z`zl~yay{}%Bs7}e4^RH6d|*@h79tm
z!DYqBq5Lhs;WsT%o854VWy(`8k*g!hDOl+5(d!HSWO;RDP7LoAO^wE%Nh_hG92Hch
zP_X0idM2e~9801a?|r@>n<Jc<Y%(@<__17{rn6M!9B=kDVq;d9m$s;jH>)Z7D0f%3
zc^e`_dQeFT{xq%A^k|2BP;S@*i8p$zPD4i(-v5TENb~}zhGCt2WM($)VimIP_j&%h
zmbehl*I#u9D^7YfcO+iCZ%OS&DKI@d2uQ)?fcqkLMhho07dHQ-ishVQ7z~eO9!#LU
zVC(iTNGXn4u&J}@mmj3%QhSHfmiM^>8ln{E_s34Jej3Yin;eynel^FyK(L9wy83CE
z@xL2k;3VYdkIdr8d01TM*$s`Uj%wi)wPF;<y4-=+6^V{!t)6R3Pnm^ZdDHn8+xEt~
z4g*3gNqOSy;^Xa#fij?%$3pG;`o)6}=W-gnObs=>phnd&8(C%}OcPR}o?6rV@Q-S4
zNw*tG4?HKMj2Ij10TW~F@0^BTLKXkP25rd5i5JU(BR1m-iK#B93ddl4LIX?gh{n-8
zF<T&IA{hx*)(1}&PwAxD{-Jat6J28Y{4e&X&YAk&`=L{zMiu3cx=c)htT?(5$Xfeu
z#f`!!92Wec73ub3msPdG?rg#;0xIf0s(0Fo?0JTkD#6#Wv0*3eWMCRddXZ!X3lJco
z=Ee3Uvmu$Gu9UDCpCB(CD=-iCg^%-xAGFKM<l^Ge7(TW(ca>7uyfkzshY0`*D&TPY
zeGLDV;|~N=%=l;i8Ks(MYW|qxyX%fbJ{MnAV##l~K=qwTpE;R;L*x}{MlT6Q$&QT_
zHtZ-SNa{3(`USzj3N-F&s$2JQ7%NV=*T<4H;={4B8nfA{EInS_afbd`pmEl~Q8E6$
zoLD*0XrWT}M#i&MX;qXx{Nd<qL2;(UXPAH)#yG|#gFWe+xI=~)P#jq-azA*63A>Zb
zy8wU-L;smRd=;C;Z{E<!14IiMz(ud*0X`Ww_mGGxX0A57G<c2EZZKwPbFlAUgIcu_
zI`S92C*GB3bPX7dL9ZGg_W^zIvFS~S+ur-cN4HwicmeLILsAP_@^l)J{{LEyoSQ2{
zodYyRbgDWcYJ8e~8+uIUA8%GRzCUe}h=PuL+;6F9-!Ku8IV}hgw}xU4!P3TVc+J~I
z$ynPcDERVp3g<#SFT~`?P#f6CNyI$Tvh|<Ril~vVpc%Q?Mg8@J2A~wzDH5ScOe{pc
zIRJ1!_<kQeMrJSMdY}HGOe3~1CxsIwfj}KA*6UX~QKDF<0M^{|tfZnRhnZ|t%dzIm
z<1Dw$$?Ape%$Bln8yVl}xA{2{rE`hSgMfi*Z{SO}M+Dc;f2iwNidDZJtB!szomQwd
zExL5)-02>5?=5X0^-X?Z6EF&7`$>PiXsUEMdJ#K3x)v-*CDu4aY5X^bXc+DXg>ju6
z71S(lXm+0gMSO8a4C~Nuwc@$cWM_gO;Zwf!D&+&pq|Y^s!JEHp@g_=I|5@R%_BiH^
za#iB|(1>b)hB*AKYW9D><$DKl!xs&AuoTQ3M}sHFcB`%&{bSzAqLOragys_))V;>T
zG)E1bn{&7wQl~nz#U}L`EjG`}v$2Sm!M&@OlOTh=qYE<AG@D|Qkz3~u)`Z?Uym(7i
zS3&FWbVVwXaQ2``TpxS?FyUYTH=QjwezLf~g`wuMN-kg9xP-I-whZ%S^Pvd<%az5`
z-K2n#iLR4`$^jq^u06<FKBsCeC#&9-Om;8ws<kibZld&3_hd7`zSCRH$RAG*#ZmH{
zvx)6Slq@*otQ2p@g%K@W_hYl!V3cnBr&fn}Q?csTegB(qoed{A>*}BNo6b9`g;5p1
z!D_0PZ$QOShVp10`WIye)X$8J8GbqHA<4?5HFqklT2<vb@7aqVeG<umGfC_6nveT{
zNS{}3-3ZpBB#r8RuS2ECtE5O5Y&1k?U26(9u-8)4n5KFS+E-b-n`R@{_4re=w$W+*
zn^rnR_0*)96hE375T#N|<B>K%wM1tY1jsdDlFFH&dgbp0iZROi(O^O<FobdEn^Vt(
znHd7`jr~N0`<0>m0RSU|#<Uf-5r;uPVGP53v@2~#GiW$4ypgo<4^9Z45W+-~L9Yn6
zKMWBH8t&|ATr3H0{Wx*@tA-{Adt4uqZ&CmxE&u@{)!$*qK?k#M2u=pv&&&s!2AmLl
z*#OJ1#1!ZaBsNpXja<{1BI$*t4e_g`;NxWfPK=;m44^agvuHD*z^s>m$5&P9H7!>e
zEkc+D;u*g&U&znBt=;W>p5xXvmHQ$*GFJd(yZ#i^Ri_H5NP2mL6lN;e+=x(;IBN($
ziD4|aVswYdW#~&9>^cr#Zo@^nZ`eY8NG8h+OB)S;aG5ry&!A_}cx!35wT4<r*G#tZ
z7Gy>)8eTMoFGQ&L(oiN-*S=^|fC1-Gq0lLu5LB|nwt!SycsVYb<Nc(GZA^#*hHm;}
zW|z}d9klgV9OZC{lUCXk&7%bIxI1vZvP6DNsO8dQV9F3*(rSMjq@^>aod{>9Ls;DS
z8O#KcfXQM(V}D@<V^f!An>WV8fr3x-tG7)vkURqmjtmB3Pz)dqfCU#2JJ4jc5m-XA
z>QTZ_S!_t+;JOTvKuDw>6Ic<l6TlWp<+8DfkbKZH78Yc-M!<KO*;|rW7k)|H0<_zM
zc7$Z{EZVE$5GlXb1>C~Jf}`N^_y>hTPX|Tn(y3_O+sY)cqXi1>7qiJa#=R=4veOk-
z5HbI@xbhR-l>5j(A9DvC<vwZ6j1j;po%WcLjw)xOG_B!b@d|a^TP-`zhYnrf1k5Cy
zut|s0gVu5e;p87L($*c5s`%cY1~uWL29!H`;PAVd1hNcSy;_}`B1*GX48aRRgD6NW
zOM^Eaa|*xFyK+&eY_48#cyK0pd=Ej3IGOLtm^-G}$%X@~FuCj&7D|sE{hMGI)8zW8
z7vrGQw*Bb1<LWr1V<NcRMj<d6KB8}vTj%K1N-eA8lmq80l1HO7F56Js>|}I0c?J@G
zHOC*pvWUM8CaAwz{7~~rp!^YeIweXJMU~JZ##Lb*bJ-;u5Si;?&w>V2lFQYkx7A{U
zd-3rp7SL~Q<e;Ff%j5}E4|)diycVT35vEeULQEx%&GN#+y-L&ra2o|CZCKZ4`U8RN
z`)lS7^Cx2rHDWaWq-v`JVrVN=*8^)CaFDF(A?$OyxPN(&2eXHp`P*?0A`JbC*(gQQ
zRDz|o<I6sAZUsVo%y-g80l}MSOL#N&xVuT^S_Jo7?Q#sNxzgv7#y2fj%3lKyu_@~V
zqi=Ha;D)kL`~NoXmJqqDnAtW$Fh;jOdbnx=vs%w)!wL@;j2@23vFZz_>8vtpR<Iz8
zEh%60Vh4boDebqonJBm)W>BC69tYx6L^?A?ibX9Mb%*T@HZ|$+GIwxy=rjAQiaT)T
zf;^R3VC2~p)_i_9;#jO0MgZ&}jD)F`%nBIf4q9>Pi~@W=E^|SzEG(H24T3B?rcz6U
zjL|}~-4`E{pI=-9Dw9B@#<-2Dr4~2)DyDtOGgdco{-YWtb}3G*isj@4D!6mpN*_i(
zNbTF3Y@RY5FY|0Yq3*t*`<$G&n~Im$mwolk_v<#*x5MtP_kwk{<L{3zNmCSj)^z_S
z?d(v^L#O}ERSj4vE<t!%wT_m#B(JPxr-s^YahNA;A3a8PdhPRooI%I?+!^@(Oc(e6
z_px{Q5V32B*4zP<Ep6Al6Tu39BM9yn@6o}>N`FZ=0uauY^u|-a>k~s0HC&^B20;?b
z^a9rJihy1;ZQXapuKc<%mt@{{z#sm4ZGvZ}BUZ|!P)CO_K^CFNnyO~rX3(45uc`uV
zZwF^12AVnB#(CFiY^)X{9;o`Z=JgoSwo9uzo7a}o`H1Lkwgi9^G5lkyZVL|BckHII
zq<Xg+8%+3o);VnIYTn_Z#pWgk4x&O;K3$h$>-*;r&{0Fl61BL-*_qLDn)lDrLzmDB
z6RG0V@TdRJgRCZY!^HhFnUNpr%j0(_#E7ogrU7j5vQ!h*MgUkXF3g<I$FkqC<a>JB
z05j#sT&aNYcT=Wp=)M70dOa>4THvw?zZ(WU28EYi<FWrG1mxRZcznq{nMr;MP`b}V
zjY5A$N;yG|<!jATbXaTv(#T4i*Q4V{XJ{<Ai;+$dQ*e4C*4NB)ht8Q!_5omZHeU*S
zL2ho}*T~d)5#vy^3&=>FbpBp$GwzY*iwaL)NCdbRtM(&<o7SQ$h|-jXYON{&g1N7-
za)e`irYj`$SyeuCQXg{%+RBf(Jcj;O3IcEMe#1JuwW>A9$Hqp3r(&6uiQBaaFMLJ9
zO4mxMrmObm01o8(Gc}R7*&Q)*2f-4$Y72We+nLG>^=vE(3MD>3_X;j(#ACv`f<@&k
zNbahei=?N~C8`<ZOXHpQN7HT7cq=W?z<ziINUMpwwk@^VgOYz`moF=0I6XAh8y#xJ
z_{1+>+F0FJv#0(${{7^%)@9UtI$gw#K5ivFP@9W~AzL`%jy8=}Y?`22qi(_#UgoNC
zZWf&a8(Df3kn6dKclcVP@^$7ju6<T7vjRf*m8Vpk#xc_g)_V`sC5Tc+cy%r+jUQ!c
zNm7R!JR3$5dbW))G>=7#Ktdm{-*UhDlcO{hfexwCF@0|`zWN|-6-tkFV0baPYJ<Yn
z)MgHG)0?oyy@}zi?`8Yp;c3%eHs7I2i`VToU&CX1VKmtgC<)lEf8jk8IpLdier<aP
zveyTJTtV-PwRbtMURO%;IB@PQ39dZfr*6;~CP^2?q1s5ndD-_-bn!Q1>Fz@Eh!$9Y
zXw0?9h2i1;A!&KVvZ!&nG$#GAF#v}DeNGPOMddQ^<e9+=gYIIPRkS-u7_^QI!SbY|
znkZYq%HsusFQB9iVA#!sJb&L<Chw%$G%3`v*O)s&BTpKzYNh*$9je)}pbLe;jx9g|
zBA`oFGkDBYu0+qjnoaF@<5lj!AVThw_T&O`Rms2@#j2mg%(k@aN3j0*ZsQ0OR!AUq
z#X{O)HfXbBKeK-3)i(LaJ}ZxpdllC)m#{F<STLFV6$9XZLG>?k>Ld5+R>^K^Fplz_
zV)-9T*|0JGQWm!7bExg7s^~?bZI_XPK^rhVT!sRq2iLbcar|^D146cuEvYhCBQP0*
z$hysI-x#|_Y3&9thfn7k8>=y>EoSI06!A7P@Z&?R+HT$3C9~5GCtQGCzUMCO_jYum
zn9Q+wl0jjTw>!+V=*w!bZT-@Lkq~AU4Xn$1;$#3rq9Y(wO6^=yYAOYD5`dB&z83)W
z=9yP$2@q78P7Dhy-)a~NIOx~bFtwCwi3fP4+N@|vQre<Iuh*PHls>nkT;-NxbHB7e
zt5av^`o_Om4)1unt)7^~MO4cg*}6&Qj`6BBso|%)=2YSjh~4{>h8OFc2-G0Z#<bm1
zZ*6oQ1rHb&XF(2pvHS;C-re#oV<WnoVGkumtN$R`09NJ(Ssd@p^<CcMUz3;<+fAwu
z8AzPwLtpthKaK3O$4l!W*?l@GtT!7FCW>x%UXh(QmOvWZjyPLc8_pO}X%>H-TMyrL
z!y6?GA&gmy(h0~J-rH<fnogEEIlOZ*b&3|}URvY_UK=Um?52-V{=I%H?Ra4Ow}=N&
zfFXRIN-N%qhr?h$&kT3bgd{OzkEQBoOot?<ch98_gTXsNL*?#a*4-hhd@s|??@z5I
zqe=pZMU$i$EaX6vSN(y+wfZd#TMrQ>clO6}7f(27$1sFu_O4L{S@_$J{J3AzRwW?-
z<ivJAzd$@VVZFSbG*L`=?C=BOB=ALG2z<VUaNA7!4krU1y3?TMSt?1ERXO_vP~1W*
zI5(Lg?WnSg*gdfFVR%tbQ`e8pLL0@!$*i6R2~=$GxemLO6Z$^p4zrNg1kg^#sI0ll
zQ2DbABh=+xIHws;%l=OH4NE>NQG9`&^m=Zj$C2Do5d=>dvIerM38mJ`;;xR_U!pm8
zN{S2SmAQj{2>|znFF1l;RXyOdTIe_q=3-g=*@CgnolmK@#@96l$|0MaVmv3bv}K={
z%7hXp+gdgIj=nHD5vJ_=SD#o$^RSwWtD^gsogSSe)uORmj%Lp}d`J%LSdoP}f={+l
z$jlByrD<ZA&*7wZLTH!tH+iTIJIQNBi&-AQ-oMpF3Hl+%ph;ptxM6neuV0xp(3x)O
zoQSi?kwPJ23U60bh}FZE`AfM;U2mOBlT~L$rIh^G{f6QeNH<?1n&WQ0J`3MmMK?ER
zl~ru?^6S@LmereiS6gZJ*R6LS-_(ceK=paft2|15uI;%b7I2TU9BFp|K{>>3D<$ih
zF~XI06#6a?&>L(n#Y{v?RrZhkV$_hOv7*~&ULB*hUh4ny;d5en?W>b9(;sG{XuU%J
zBD}Oj44z{>r6S~n1IDAd=*{U$tj*qLP@@uq(tsLbc*>YAAyg@$Ic^f&W4md%W!iVi
zCl^!)#H55-3n=!`+?)TJ4vt4qfx;v~>GYL@Sn=;TOO(dm$JK_XKnjr2kOdkfn~A9L
z*{LjEna7Y|Oc{@50J#n&1(v5*vSn1>=8@DrB9J3D$2!}@ot;)%Od&ZvYP80s%gNeU
zE$Ud!FpwpCK3e6Mo&%`%utYQf`p1UkzQ_oB=)=4ICBbK0kAjKN4a6UQ7u;h_(n;v5
zY>u{V<zXLQd43E#0KB0@ukNoq&tIjVGM1JGDYY+l?vY99HhbE`A7nz<scYk@&?c%?
z80$%`5$0EUb%AHqp8lgsPf74xDU9L&s^s(gy6U{oFf#%}hPj(J{wWP)Tha}=$bYd*
zJpRFEOuLD?P5&j2C3B~AaG<urqFk5wj24-SyMm6=v!5wxf>E0CN4zVi!DKC(U(Csg
z=`-lnvMz0HRxP)pda7`;p{YXM>Zfx-I5;LEq^JhvIF+TmWy(~r`TzBuh0iHn&pp&n
zL)2;QSoe}@^Dl(!4ggV=Qe$PX*@B^=s7S5PJG73#pd@Qql~u(sk)9zPE4&OVbfPjc
zPiKfK7(+iDJuLByA#4Ed@!QDNMp0I2gAXyNbM#-`O{!KYggjFmoupc}4F74~8=l{o
zUjvUS+x9RQmUKkz_rYtK?~~!^Xcie6>xWzdpllPDIiDanIP^HaoM-uxlg>Bp=d{iM
zrazru(I5eewvw41uxEu566Qh7MI8XJ2nx$!P48bV)y#>_qUCy1<1AYqq&3u^aShUJ
zP^EwP6?of?P?U23`3=y4h#6u9G-_J35bbn@`w-wxDsxUnvt_v6+Vq#6w}$A&`5{$Q
zRc207eLH4K#)_0s;vBR|3${|f$f?ZC_5Tg4pMg$1D~+nxQtpfi>1W62(MS}^hvEY9
zsy%D)b)w44bw<;%v`X06?ut*WXa&<oS2$_VQ@G;7PKV76mg&N9?`#_v`~U^yHkS(f
z&BK0eNzqzo2|)LVWXqcp31!+@aLJ}XjZ|MT<JFX92fE~2;lrq;<~z=;#=Wjl&!ZFN
zw$J|91s%pi!iSFD<5H~z{Se*i5hHUmjIL^IQ*cAvYBtFdJY2ad!Yoo)y{$Av!3u?S
z)iumUyjL4xQFZLVyqY>Afyw@7lRQ$!9Qv~1ZqxPO)bwF0mWyo*9(0yGr2*|Y`MVZ7
zU~^IUBe-8vQM|W1fD;+|R12WCA1r04KtP`?bp&l5DU)MTTNlpxiSrQ6Up=P}o$oBi
z^q1@!s)3@kP`rqzMS})QwpKa4{Y&$OW2rOB9kiz^s$gZi)>GM{_-mo82W(_6A!bCb
zC>{2G?6VZrH24Ud@o!wz`%gCNAjSv~!*!Rb7QxpyP}d@;P$3RyERJ6QTgUjrxzaU)
zJ-_5~+r51t5Ah30UWP$y_0s8w3eM>pS;W9=6ZN=3;5e;|-7WpV>HMhdbVW@W|HFz?
zjIzt&`EthsuJEtM+`=jiXZCc<;7aZ_O|pl?(fRa7Y#*(49MO?j3f8&&)erx0nt@9y
zku5uw4?T5U`49EhBoRs^!QZ}L4^oG=eo7^ZWbhLt&6iwm&eU%-f+*tM){QP&UvfOs
z<iB_4Y_xf>5GP|!f|c3WY6a%gfds1d^DdjVwQX|&Ekb4DO)Hz*N1lqYxnP;>y+*2;
zeho5MvSqIpj$*~C%rScw<PMX8ioN;VDc}YUtWc;1wF{r`vrNTz>#AoMa%qCu+Y66O
zPst-1NZ|h*2+mTp^2jHZwRPAWV`65=C@-#zspi!#+7=QT!ZJ0K@@tM^5uTRt$_Z`a
zHf&T9%Ra>ZZoT)q42ukb#xo4J7XEloL$n-xY3R4z)<yu<0;Qp)>)fV^9{|iKzJ{;(
z{H}o42G=AGO=y9<s25zZL=#_H{PVl_QX9v7>d4TN;_hjSq1@Z07U%fMJ?GuxtTS-u
zr5N7!kB%08!zTSXCz-<q4hA_3YZ#P(QA&q6N9}SL2uZ=}vN<z`hWVB&?F5q0$eQDx
zXQw@@_@o@DqHFALzJ{*;E!lXumb+ZFUm5>O|ILR_vu32ohsyU%?fp^OuYw_dWUU8+
zuH8^^;<$d>oHG9LDgtPZ92g8sQW<LICu}B9d6}=@iXe)}8u<e=16KS-t(C2?eWMZo
zZ?rP1XjjYYHb%s-{tYKxhEuKPMkcFr;=%vE%~zBe#2-3DaiXBYLtnel<%3Ig;<zyr
z36;^~q3g76Jk_AQ0@w&^ncX<qqqJlNscBZ@Y%$Q`F-I1sM;vH`PFJPq0bP6I)Us8s
zyJ1`L%!F<|+MAi8jN&$FB8of}US}4yswqy)hV!owE&NfR1pHWnKx@fcnrTX7;e-wk
zdGW|BdC+K0FMM2E#OHTkqgH;m()rNq`3ER42U#5!sD*Ia%E7Qf)+0jJ2*rpZ{;t&u
zl7uI<FN3qdAj8gaBfIwYpm;7pPAOY}#tchiGho)y7&WlgyNRL@5Mp4r1?y?pZBqhF
zZI71nXm7O{@=-P~?f1a#<=qFSY}BbEP@+j2_{ocCNU1oN8Qa&7N9+`K?e;H<_8n9G
zUoR-~yNr}P#R(?{a#-tV`Ma~0Y3gg499F~UFHNcf;l8E(;<hy=<$#Stj~Pn)o0fs)
zb>%;mBnPzLsIj-N(bwrte9L&O@fwOTdj-wE_Px_qZj%w6yQ;Qy?gBG#FUthv@P_Zn
zBbw9n{@y{Qf0y4Cxec0B$+vGF9bc2`@-3S$G%OcXP2TplZT5q*ir`jgGx$rf!;K$C
zi_oMJE}yk1#UWLHCHO*e6I+#xrUq#hj#4YLoihf9Ys6$k1I0!5I^|42MM6i1KI>#H
zx!JTF8~=&(Bkh8nm5yO3W?mDS*+hc~UF4UEUz{c8?lGm(5;2O%2U2o#YzmE1O5c>U
zhR2F!&0MlN{v+us9HMZV=#kRhCEeZKUBXdEcXx+$9Nk^g9ZI)!cOxOvNJ<L=_rdS`
z4|ZmEXLe@ayf>|)FKU<3bN@GfKv#_3e=eGmgGnOB?!xY2HZu{Mbvby_p>b_L7@&zQ
zuGr3;5Iu&RgxQRO{)3+(g1!;}t+xzI5D6>6h0@9QL5adgc#hG1X#<Y9Q}2B}3$)7c
zey^tBWa3~sM_yL5^Zdqqg3mlXN>CLN5}I~W5%9aJxw;Jd;mZ^sOPp6Jbh7h1wlA~4
z1kui>{2)!F=-?9i)M?{1`hEA}G27lx(zA)b3VZDI?yr#&i+Ji!yWVdyKvWfz>jCuj
zQp5W$`?nh}&XqHt?bTAH;uz>%NJ62-z*qBB!;(FY^S<w0v<_rWMhaj<jL<3dpCO@|
zD2z0w-Ihe|E$L09aj!0al!SHHq_e@ZPvYQeM4OG>k-`q{M!vBO#uA0N7Cn{Hlu2DA
z`aGRDgm6=s97@dMONNYPXbR*aI~I#9O-5O7>&&C<(6!#ZN37nHDnA2m{~0I9#sgD^
zl>#E#_RB+LExFvMp*h!5U(5=fmJ{*Z`ZxKpK3Gb_<*Svf;cQDpg1LAsb@aX*&t&Ok
z)j#2Arl3l&CxY^B)YNy=!KR${bjoBE_fM|!47#pi)m3o=YKN-tem-MJ!+O8(0kiz2
zMFYd2s&Ov!mP|NITH+W&I4^zWCDfYZovF`-%O$3^HZKJphdGYMD>3mup6aiX*yi<h
zT9To;gi7}b;h)?cVuMsW(;g=1g6jRzWAxU)UW$3gq-sU6u+;0V2g9U{e4JRLO&76~
zZ5}YF6lBZqG5!)}b#j`mq4=db=c^9V8&5m`&={TKfSbX98Yx~G$Lsv`f?obA+w`KF
zmN(P2*8LaVO*X%mRWY@1%khINJXMER#ZC^KPV!#0D^XW1%MEyvmP$XWX5jf^19UK0
zYEJx(vDRB^+UFfBAEI}kU+h=O+W*y(DCAkKfBF7zh2rRWcYBw$%Fixs%f6t;u5CJ?
z>gDB<&y)Vj)%KU)z@<OSy&$D9hr_PGl172Ew9MU;XX~URc$vt7sCWzmc4#4NS=k3u
zqX_V;0Ym;+KA4|~GQduj(nF9|P0wT`RA%_zh(-<1rtsa*cWhjGc7|{NO($!sM$%gf
zxHAOs5KfcABz6KEO2&_{Y~EK=>R&#XHPY<h8O~Pyjgv`j&bWBy;d4^Hl0utO08TP7
zqztw2Z|2>ZmFYVIB%6HapwWbBCX8bO6>=^$%DWRdI_?|zrwxB+-g;EWETY(_&#QNq
z6S*+x$6fTLq^FH(+F8B^ZH=Vez1M?XYC;3Rw>dI^*u@}%v2*jHgdI9{Pd6B^8#X=8
zR*-~;yv)w%Z=Lt940QnBX$aJPEzAcgOl0iF-(#gkkW^5YT|j?fR_k6D#{Oa#`u7V`
zl6Ze+*(VjI(8}GvmMoqOtk&!LDRri7Y3s3uX=06SKn<a)Pah{zeoI5Kc`|L;y9f{2
zjwNa4M((DcXdLo|S7`hA=$J{FC^%SQ=v$e<3q!4Xh?5T`Ah`?f4TVF8K&>Fdsdx&R
zTB-9>f71%Vy2(){@<G5$@NH&oNX1y#IHcBFxaGXx&xFV4qigxe+=&f_uAAQb{w*V?
zG>15H*Iwo!QFvuXJ{K=IU-odF?rhM?Fa_*aezA-q+-(r?;|ZK+T@=ZEL<^U@*S;fG
z7ix$mN3h#6m@H38!Il-%kzk)LyplIO)<Qs4n38l(1#WRNnr-}x7$>Ck0nqtlMv>;P
zeXZhtd2;HH=mFf$`s%f}`6kfNvT|yt_1ixh)I1+S=`y&vk94dwhQrJdZM48h_ScD(
zXw}{fHwR|O&S*cl&*R2<vWGaQ{-W`Rmi1MI*uw8<68+|stR7U6bp)^T&+gYGwx=6C
z3M!Nt<}7VIohd*3{Q{?R`K0U;UQD;rKR5wwP}*Fbuvn$z#?(+#V|0*mB|VC!QW323
z$Pe&8TSw0k<8n?I)eM?w2!G%jA$}nFE9P4hkij`y_sARNONiUz`6^6%4(YkO+I!jF
z=!Rs{sBc78RXp<25Rb~#bp^c!_$L;u$gu&NE_5<+Yn3?f-2@4bg8p?St*=ZM@DxzK
z9<Hv;Y`4Ba;T~+Sj_;kWGxmn4U`RIY8o<;`NVbfxEmUfN1=b&ZMKQX;F5$QiUR&~5
zcv)<)#Ckm}?aM4*f-Gk9Pm~!NXAUY?J>&e&a53vx()GI1zmJsf3tQ0$l{AnDQD{>4
z-^-%#$QiYj9o^pKzTdBxH@%6NfN^%H_-8G;%v^@OY1OH(M?MY}>XkFPBT?LI{$sFY
z)RF;XX9Cxm8P-bIhS1fIfO2jPqfz5uJojQZMjyBKK4$)W4H7$gDv#BWVpOi~ua0hJ
zVgjTf;;&Px?C5G`TLJLwf~n0hyg|N=P?jXW;Ay#S4FFLJbL>Azmh?1DBw1auBP06W
z<JdYAwW=3z9DG#-WB;v8^(z%YW3E~(g8e2QLwxd-=VvC|118)-Fa{PWNq}tDC{6vn
zStDu6@6Bp+L0nzj@xE$G`iq&zq~=9Ct90Fov%{o>gP5_ns5&kyt;sG1B0C{JN1lvM
zq1VoNEgc!TENSUl%Yipar!oL9ILjwq>@NV8K)>&?grb`HYHLxFD3%#<84i{Tmi*Ua
zSPH3nhHC8<eIM(DO_(+QXUAJidPm)kwBKl^7$!4QA%rHp<YsxGxd@9}tWxG5^P&CH
zYEjE1-`{v?-tY;uXOyA-1B#?pHgXQo(B%7b9J%pG$+BDi;ZDZN@%{%jgH%+^=Z=_1
z7G`TFK;}tCnLL3<!pXq~E^Cc~KaFf|YvZ<b&8RlROsl`sV&Jxleo~!70C4R1c^{w-
zQ$J4dKx-M?MW-a1NxJ&iY0B128eV+qc5k-bZf7NIL!<h8xRm2mb!j`%$d>iKo^5&q
z+QhedkZ{2_h9g0j`h&t|2{r|Dsf@4|jm@k^wx&N?-r;vu7E9_xd%x~C8jMP$)>;uf
zXHp7Wsa7KIo_e_hg`xpBuBX0(o!OWKx-P=BR8i^Z#cG)xun4lLdz0PB=A&-a@V1nR
zDhju1gt~<mV5^vj>hb{qjahv!d)J52FKp!ByCb9-@xJeU47uQ#H$J^(>r5>r0ayh3
z>7<S2R2v#y)#Geq5=Rm-CGOD@+fak*A{=Qn6qC}*H+c*nNyGjq877+w{c*U)eCgz|
z8QOi>BU`SdA0Cf!^%lK5k_J=XJF$noYRbrMynhn@$&V?({YeOED1bl^s{RoL)ED?2
zYD-V<tj?@==IHT{3G@eu5+0{RDS2;vt}6r_evs#M+*f3!BZ2!PYNM&==BYi|OoqW&
zIRny(MXp&iOy#uuJG(LL{ZX-n5z$m=w_>6dOPz0^{0!7q)fw{i?&p2lC9-$^7Q%y!
zJTuMSU#nmXsz{>!^Szu(WsQj90IQ7fh@at4Pte~~QbIJiDN0k6O1}#s60~3wR&-hf
zFnE8)xybJL_UZ83QPf4{4wt*V@y=sf?Cf@(rTDf8PBqk|ZvNi669Bf2NKmCp>bie7
z<wuw1+C(u&&Kv(kfUTYK3ZR#pRz*z-_rG`eBwh4EsL>z_;YoZq4L6Vm26MAqKHijt
zTAOuVa(4Cec(DNeJT-H+f<O*(6j3H=)ZAvrWNf6tj58J?qegI^ohx0{PXalH!_$xr
zF&y!rf5l49=WHz@x!Yd}`I-aKx}5R8Y(R#8h8HzP8cPsfi2i8(iG)4@E$8Fy<9xRU
zfK4*N`BE>W7od|Th^9n!5HtUkj~`^>1LEiR;*PmT&|@PvOm$1}APGnvV92tkZs#Mo
zy=xYA?yM}~t)u6If1;o~87C09peBsvGNWNsTguT2efRSNtr;-%jsMV>&V6bjqUang
zcPo-50`H%=1Z111Ti>%Tvud^sA{13uNvs_v82*XZ<RiE7mHx4N24QTqRM#n88{Bp;
z<i)A*O-583brm{op3F!@G+xP+&@__@ipH#tFgyhn%2oITrUZXYX><}{ngVa$PO^cA
zD8tvuO%$#X@C$`w8hSG}wZHUzJ-=xDc;9)|s+h1+HHSayUn;N>ES6VJ`9pM59fvdF
z&z{#K9Riz;XB4ywdY(2o^J$Zudz(`3+ZNmFo;_GbxSjp0WeC$oOXi8XSw@yF9+$)%
zKkv7GeY9`eoq*x1_VG#lz6OBtUzXH26LtG+Jt{T$XsLk&E5jg(>92|NK`j{$=)g&x
zl#!D0U)?=Trw1Qu^cjV)gs_MA7oA}a*t@4Y%@nsxsk|Y=t0*1CQr4N$_pD-%sH+Jk
zEZ&(Y>p(A6tm+nn-xrGz&rDgSP8V1-jdEdOS(T@*YWz_nQUJ{|P^10_^AW4p>kx3Z
zsAG7K?R=7F{y|dB8+HE_?U6xo?$q~s8TRsZV}m*v0H7XDJ^fg^Z{^|_AL&b3R_tX7
zw;1OxUE)M0t)^Q}rU1<@4X{NjL~zS${Ya0=y=QW}Q0gMEZh~cm_0^(0PArx@3P66I
zWLG_lsIWne9wzke=O?;Juduf`W~d6Jg}+O>A6_f&v_eWAYZ~v~FymRvd!4X+^u_vD
zL2)>?0BMN~xTLdA(<u0HJz#gkhKaKSSmP^u`TKb7@_@fKTx5K|{@bAtfMQN)DSbHo
z;B++)ez{J8J*BnbmtX53Pf_4tAwmY7&+J*96Nonu#Anlyhbh=>3J@wqcKZpw@eI7-
zjp?W+yx#g+>Ehp4{J1D8H7KJ=$E`X)h@$B1(4`$JwCXMHGE*Yb$a+bRh&blH4Ubj7
z8ipM!xoj107hG4_fB*Dq0HN9wTeih-st+18O>v79b`vSgmI-d#Zx|=;L)4{GC9Ez1
zFN!W4q#G23c3FZ8d{H;3?)slvOC%|psxxqG2Wy!%t!$Ao-s9>Z)vnh&pPsJiza=x9
zT)6x*Voq#xcV4HxuUHmSKWcj~_kS3>Fb5OoVKtFe(>7EH#V16~W@p4BBEC#pjql5}
zc{pYgF4#UYvDM1F_My{gT!k{3UbS@TLw)KZkz<kQ6|Q8iI8;S-O|2E6<fga$*mz>*
zSk^isA13DgQ@)!Z_iK|DyCS$P5mVk=*kd3G9#N{eB^NdVAu=A7kW6$Z(_$zJ0otXV
zFjE?S2oORp85}7d2dfi3=Yve>qEpFz<2J1C;x$gH*IqRf*{3sA4Em2B@|8{x>}2r9
z6PUNLwq3Eq+h?Au%zSdcBoL7IA|t0(H0tYs&xrxC(&O0Fr4hgw{;UrjZ+a!nhQ`Uy
z_uW@kS=J&sl-cL=W1}05aYN1K9y=40fSE9VQSqN|wI-*EyUkm4iZxRF4`G=9&T((k
zSjT80cAc=v$8LWfZe99(@`eOKUcY12NY^w=!o2%=Po&w&O>c3oJw#gK^I!-zx!Nd!
zsU`Fv0#4)b1&nQaL)UpQF$tkc=XP9G7$L!?DS4Iw0G}{RTzp{u&*<151=cj(ohV7+
zt4x?vRR6?W*cApWBPtn777n%T=zIZ^RSgbwaybkPgZ;-iY2+*uC}!;^sk#Mg9vpGW
z4I?#X9?E<1LF~EjC>Ka+)8=x}Kv_Dv-_+WNz8Z997>hgO8y=vA!Rty)Nc03<L;A$d
zKNo5N^uZKC27k-F3eR7a&p<-~4*tHMWqigcA}JHgdr`sg?|dn3b{<ZF28WH^^KSSr
zZj7-=PGxIOQc?$FYU0$g7=08NBph^VE>Q}RoQePw(_lplEh0GDa133Ba(G;NMStDL
z9AQdUXa|+>ttvu*OBGQGJSO6z7o3_aO6XxI__RX*(5_esDh?w?SvOoVwva_vMSarC
z28_Z$DLz;&#SuOXi_@cN(rF$_q2M(ff?O!wAAT(!1;${sN^?e0b0ZH<)ZjcHgb5+%
zZrcS6qT3_TS(*)Yxs|tnC$bb4Vl58dcjG60j@kK)nEj87qk__VdwfiK?}a&2k#6U~
zjs8_i^_IPU$7PVs@;se~taQ;z(G<NiISO@qWXUaxk0tsaIe=F;ru~SiB8uB<5K0Q|
zgkc+;NsjP4Bf$Z>hgD;wkC-?i2W|@C1C=5>hD<ax7tfa$zH3`jTF4=fp1yrMP^Y)*
z$cjr~^D{(Z>k`$u&8?zI$*+~)Fu_{8Cr9arVTZBz<JPIS!0dC!^wOcovIFM~#Fhrn
z^19O|?~57iIck*?zqQ^pu`j-w))PDY;rM*NPIoQ638SW=4HWHSL@c{jT(DXt)pUPA
zOcs&)u7K?vTGMwk0XGvlEnixqZ&ZJ;GbInrr*MC&x<TQ>&#s$EiC#(t)@zRUo3K&e
z+;E7X?QpMJQ`gFpf-TVRw!sze|H6M&n4PkF_4)wyN=;3AuVseIJav{3x6dSX_N=ei
zOKl7-DnTtJ4y{@ri~m}^$kQCy&nXX;Etj^h0;|khklzNNhV|rIlCS^(I*D*xvsP(S
z3c9^F*eCCmMYp%crfs}-CnGb?2O=bL0xpS&nIBW!%psn!tZpGv6xt3pP>kW+VKDG$
zSR4b*%dE%r)X?&huxG(qyeny_kGE0*1*H`}TNGxL-Hu7RL3)b&rRf5xj*j{VNVYVV
zO2aee$en(}l;7>qN;3ZSo$-?Se+7!IY?V3r7`GzS6Ep3uf*eqWfB0#OGpk}VW@w0|
zVHGr>>|WIoxK1o%Q^xgO*}$&{(B&+9Szy3%btu5Eq>UBvZa?C}B67%SPwBqbrz>x`
zug`?Jebl$1A6pl6XuVCwy*xJ&(rqZw-3ssB$-orRXZ6#H#%E^iEaS8q>Uy-vW>R?H
zpNDAvWIJKylB{?&%xrS*uDLn=%wIZU-O1?SL6@(VbQoW^kTrOgnBDvi9;PmWh=<UN
z!yBfaohvZQgo~R-BoFV!|A{}!n^MaoR}q6QbTsK3R&p_sFwr%q$4jFg4=W?6JT|K|
zsmjRDb~Eebyp`f-;^9nFV7-b-C$WT;!08ETyBhRaTY|G0LD0>#Gm?^K)Ahi>426nM
z3g(nR%!UaTw&I5_<dhsrhLM09V95Cfi)GDH^3yyj5ht@B1ztOteJ5Eko@02#&~pQi
zGd)<E-OZ?!J{-rXxJns_6x_koI&0~^uH=QzWPDas&vU2?)e_~#%SdQKw6G>2sMBnz
z+Vml$+g^RgBn9;ZcRkazvfTf$@xs$-J9E1<b`VWU0!;I5QxPtm>%aN#7a-LePetxL
zIXn$_7f!lu_n(n_f@wu_&+?q*T>Pq^GUel2ZGi#*3LD%;e~f5|Z`7}akiQX!AX{Br
zADUn%-T7=n5f7dYa({g`SNE^>KbT(LYAJ;V0J?hZ&`@ZnKc($y*Xb-Xs^vh#*jhtC
z2P)}$TBWq+-9Xip3&>S=I{P8@zwaqiVvxJEYUbm%Iuyh#tub4m{Mgu1GBX7Z_KQuS
z5p9YLHwI8vW>-E#yxYovdVyOwCe6Z#mqYxq$Td}ky0ZANTn@-B=xL3mU{l47tzQK%
zgQuW6GpWy2*O{+fXa7>Wq2;Kl15BGr$*ADu_n*eDQJ59v(!|SGlt3jqHdf(twtUK$
zpRZb(C_R*&P`-*8m}(h(&pV?WOQNm+)@%S;<p4x+M~EaKOe>+_O_ZDPXAOxJ%NAoy
zSPjYdpC5Z(0>$ZT(DN=~)qWR}28=kdkxiv?N{7oQiai9H>ij~%C!n5%92?v&XB1M0
zQ)oz5G2)szLYE$Mo|;Wms#h(Tah-CgP|DOg#Mfk_s3#l5z`IvDfGAjmwn93lBzjWZ
zn}X)Wj*kSMejf=5L?CIqWi76I8u$D-HtnBS3iL2B>-rv|2^rD&ZrO)Xs&D+G5UNYB
z!<p4tch%sy(11EHb>X_6U#rc}Q1bTOt_en}k^1Ke=@z{GvsQT|Y}LrB#>-14EnC;}
zr-f6!pTaZ09TcNtkdz>kl(Fu?^vMEj1s(0zE<hu*F3kh?wq@;Hjr88`n`knblrKvT
zE6Jg9thVz46ik$+4D^2xN+mMn#ESdmiYKWGAU}g3Em}Hv|0W??v{O^#SPagPsc9`9
z?YB{kw>fV%$ZL-?e_GTR`8v}&W=zp^ukd+b`}w3fqie=aLpV})7=7Uz0cz8sd^t0j
zATI?eJ9n5Qf-w^JLMR!EJk%XnwW`#H23YR*_D*=~8#9;OR~v)a0n-8U9+WuQ@JmFw
z*idfRa(qoN^uPL$9g<W!1&d<-+S~pdhe1ZGiV>^Sx3JnBqI^!^AWi3EQsP0<x6e|l
z(Kiu45Six4W`x5frIzR-Z{}iiLMEClT`APDJpH_j1m->MV=rS?g3n6~Q?|U^#gX!)
z-?F)}3?I#zuH4g)G;Tfr@E*syKb;O3z4tTwu*zroQp5LTcOvGY_2O7YjYy<rbzu52
zCh0O&wz3aEQ;ISwaH1KzpA#m_*s*V9Z=~&HZvTqb7;&&g?^Pozi_Yzm1a08tnDMBO
zdmHQNB@;0=asKrZUNPrRTd4MRNcVcFxHg8<Pg^Tb8eS>6A_}4+_#}KDGURQ1NWS#(
z@AJ?CpJqB=fI%zuc+?17lI!0Pz-IzVSb2JSjE^ETpfL`60iNk#R+!T1Iiz4}X&@8H
zdQy*yJgWeeM1?v$<1A37J**gAp47%wegr%uE}yI8MBDdE)}s8XqSIhW2^hYg?P^qM
z5v;z76@+UNzaWHX7PtN(#IpYMtVKUqS3@WjpS+neA!nS7FNYxy9ZD_>j7QCZqClWe
z8q=H1Puuj|X(k^&M-(m^e~f?(hDO=-S@mb<`c`7VMFPW*(f`E<T7v(X^ZqonTg4Y9
z+Kl~WDZZBS_><hbpI0@BJ2M`$#-Tui^sS2BiyVMzwXS?cFX<`C5c+Q}zsgXG<yY)3
z3^QEOG@Z{@I@)jQ$ee(y=ijyydoeaTxD>3CM^NS{QV!_G*_k_#kcNl|qJp`|cT;F^
z^h;j1mmPO%=6$@3oyx4QwSZ<6d}*T;D=(`_vM1)B_&7v#KtK1>Lp@}3en4yE(zyBt
z{L9~V4_-pS=NIYda{ck7x>ltC)%EE9nDG(pO=}Qs_3e-_p!Rg}?zsVM$nmuu#aEgy
zMW~Ytkpk^UBAdV|C(-BP<ya%rrKLc-4Wz0J$SdUN>!<v9_wT>0s>pZeg5z6r@@<0%
zmM#-(*H>SiZWRqF>LUH9W|(IS9%X31HhA7A=oJ+#G`6|xXKK#6_Cj90&L_MwtHb@d
zvOx4u%P~qXU{{{#axaxH5_pdLAkeJO0f`I%i#DINrM7x!#K$BKmWRs<YBW<*mW!cR
zFcNH<yzm}3c9@=NzyDifhx%rfnh=j-mcW_Idn!#6MJLm8+*Q2NRol=e+O=UBQ#aij
z)NL$AGWh3@9A?UwF2jzkOBhzx=IIq?EB-Imbw;k1Y;pZ^6;+C#AOU_q6a(0DGxg>5
z9V3lF-G3S_^w~0JCt^O$u86kscC=mQEb-r_S*!~RVhINdI@O;XL0$wtLdTg8q}lGQ
z6S0oqahQ;Bhr$_leZhu2-j=SnW=qS9WwuVq={Qell-*@mfy7b%5Xfj*t4&W;{HYg*
zs>(hKXKfZ<&Ucz>;C{F3nb(4>7h@3<^Hp$Io@76zY9!KHHVBuAx#OkiC5aPOJ62_!
zk~}5H2)r{A-@nq*l`@viFCft!p`-OR$m=?gdF+@Q(i;eIDp2jD4e8@Svn?OP!NDOz
zL$1>Pljst*LKzgE@x>Gq%fMukSeiyD3sf{3Pm+U#hBg$+GxALRh2FDRl1BbYVq7yR
zo%;>~>03T3{W*m(>_~}{*&xA~tN!r;-}v=8pYy?(of~A!pxI^v$}3KxdN$dumQIg=
z{G(7@OuCS|O~2DfjG{*8s(zh+x9glo)2@qPaBjc3ZR12SWQae+SS!gA{A;!P+ZFCo
zz{@~N&eS<4!kMv`^Q8NwA%FremIX6br(B)i3v;Byt1hqq7a#4x*Ct;hCBxdfdh1dQ
zWTrY1p4|Luua(!IYna04#Nf7@mf<u4qUn{$;6lWdm9?>dFOB3Q#p;w=8kkM%)s_!D
zN3^a8dN@Z8<6a)CZ#eA0n}1w9ExuoJ;KPK}t#*#q5%>I8;vkT1$OGSM-o4hgqwk1^
z{?p%Dxz1M4R_iPu1B;40_zrZQ-$rdpEDY~<?Q&Tdjr<)%xuWH~9NKd|4(A~L<f1df
zZI;v(^`{oiUtt+Jr4D2G)%i~qhGy(K<kaWV8#<KAaPv$v)A}!!PoZk-r6n_=lXBme
z$i$p~Tg}VDB`*W<x3Oq@5gBB!#bV}ixf%i1^E+cUF&aIlbd-58GQCSK4iHaT>Xg@#
za)>+HZPfu<jdmQLQ|%J>UT@Ra>#)j2Lv2xd{&YGkLgU|jcfx}ODyXcsWQtQ^b_<2;
z(eRtWq{MF>|N8FyHe>__{Q2ih!D$9J5$w1n;S$*dgLk{OS<^Tt2_|O|SFjr^(-upk
zuRtY_%=jfLc<2Y1htbr;Pz;d`Qq%@gXuz)zZ+J^n>~?ZhElFCDaBP|AC`ht~%`t>t
z)GueD)TRo0rbUCZ*g~}G)l^$cRNiG;Pu~8E3Pfp4ZDPLqYLW8WhFW>J@-|XNDeR`u
zAr9PXKa!QXDCETW&c}}KwHXCYIt`_|NE(d0klqhqS$Vnm1;EZEGn!0&h-=mX9^ayd
zB#pD+8#*>`zAWE*m1W@lM*0q}8>1hX!rK?&MZ*Goldi67i=%(f%a_as+KmPS@EyO?
z@HDL)lJ(G}mg`xxGCIx`1QdAMLyD(Phf1V)6`PEvs|QJ2PBc*%;%xQIJ%9_w&vi0p
z^WIe&MR8{_(3&^|`!bR_7N3<MPoB5yz_fCA;vSR)Fv?Q|6c%-1g>4~p=Z~&504{Fa
z<E`J4C6r_HfhNgFN@WqWxJurnZOUXh-MgRr=(x38jm%(|O*Ba(ChhQW9i(;Vz|vhP
z`exWhw)Q%NOZ(^dU*E1_)cucIasYsWE>-Lkog;#@aO&EuB|k+`;4?SI*yh8EaHLc>
zMO4_e&la1SKc^)j0HGj#cyqxzH4ie6+^YyF-(~t@`z2&}QH8{%RF)hTYs6>H|3w1(
zFXoK+_7#6fFtbyu5dfbg(oI)EVGK2w7VlvqIeKZ4k)49qd21$Ad1W4elMyyGn5^cU
zA2B=%d8Mc+3920kLl~}Q8629r_|g;N{K|)TbM%Ivf9JJsVl5W+jYKJt?Dz&!`j(5X
zzEq=FDko2?0^p*LMoQ)sk4VQt18&-3G#(p|?|e`v;2;%fFQ2baAvF6-VfsK=R<~M<
z8{lZLVO;lN=J|D2Z+lyy&8vqyds6>2eY#AC)z2#fe8wu+rPf!g$eLIwca%t0Kq#f5
z{aYU7>2`S2x-hGI_}%(O_vF3Koe`0CDk2+P%To7TQ7=ADmEVlZ!HJSR<X9;)U*^Ca
zXqlAg$j${@c~~8hV%Jj8g$I%DOn1-%04^4Do*qZ2nnkY8Zn+<qI)wzca*vm6lRB!F
z=0QrB9{S<8)69x2mRm&)PWB`fju$O8Tx+^jQ81Cvq1@(p2qj<5X&g+8Ygx%gw{D8n
z#v7p1@5Rpw|GdIC?7@sqek7g6<vWwiwB_59s#ug17Q^K-P%d-jTzcVl_6!P|c`4J=
z+|s&a?~<V(_h_XN)z`0wob&lbo^~7vbb1`%_!FB6Sfh}Du44IbOB*Mpo^hc8xKx?G
zUd39T8)Zk+N%ReX{yC`h)WYzFGDbrW@CQJ8JTx*Y85L(WgM4~}Njt#x{T!aLYFZTs
zyy;g;Qlk3|;`Z%TVH9yt-mb*uVw~Eo4I#kyLZftKb0#vljAO5LIR@A@L`0aMz|I{O
zh5MV>+m7kN1=FADAWRB>J{3V<w6p<&<DnFnw(6uf@Z1K9G8yq1f^+Wv20YtxuGRcz
z_<XpVJZ3p6<&_LQUgA4WQnts12`;Q)=$uisNYD~`APzD_M!zE|dx|VoSM<K9V3ep6
zsT!vEm%gX5#6MK@Nu!4ZOn4V4K2vgO`Vyz<`-_NRNJM;ZxO9ewIes)jk%8gpm(N>&
z{!K6Yt$q(8%;_g5Rse1WDmX1o=O|u3wJ&JLjr>x;t@@3EccVyKVab{KbP%;<e=@nZ
zP=(^eC!s*_=qbE!#zBu|DkqhD{)KX2g%70#XHhqW3La5lRnQ@<GaO1aWi2#RvvXyl
zFvtG!@>d@`Aiqk@G>WJ3k2sd~)(4{X?}=}O@L%B7^<tZA8-5|g;nqvd?5Qb7aE2Oz
zBJLII;+@#5eyK%Evx)z8cN=y3poiR0FXkLP7xk-d(uY(U!z9OEje>od2L>hyjh(_f
zzpEaB=bydW5=WaP6?W{L=rk*QsrAGV0Ao7b1+b02rc8kXLKheRLCQlk8Be`hRxfyI
zhL(V~2r(-g_>(D;+JxVbuD1M@OGp#JG#c<$cY}sD)%FH59&^S4xJXzQz2iy2cj%HK
z6gd1uT*Mw*hqV9LL8Z5WBA-~=_uPg;t(r$I77%eL{(kYKvrMvY?Vn3J6pGL8tw9rO
zJTvuZ3bG1p!O1Z6(?C};{ZY48`tNf^UX>hWULq)%2kMA47I>sjlUbap+mt~gPL4-#
zIKqt(CQgfvl2t1meHPW<HweuVTv*{VxpTucFa-;35`(acGWCgr-G6|NOCd=i7=hIs
z_r$0f5G=DS&uz(`<ROX7alAavPH!<A55t$3DNSjNZ;dwattC}C3YL&pnr4B2S(tsF
ziXp}MV6;$#dxQ+a>}g=CUZi2C4~uJe0l)}}K-gi-O*#@ZA5L4Tx#2+<nu>>fE{n5G
z5Uj~-`-A-YE!yLC%rYt?rmo6reut;1oe@#8MFICqjfjNXRyTimW5{VkDLvI!`Bi-L
zv){eHHI0UMSBjNCIYdOBzoc!=7B~xEzn{Y!4fBB}!n}DvQGVb-J#igNc}1Mo3UFK*
ze)X4kc9OM~ot$4N17UChxCu{BGu~Z5Q}JU_4b<Q@^NC@N2y=O<@&_e>312PYoT<C<
zjV#MalAyO1N5cW;%qlI{=s~74U-BDd#yY}r4L}Y25S~#~za$JWTYd4gg;Jxm={o#|
zGe*Od*R{A3;+KRY#!@>qb%7PVlBx?jphpLfwCV2B|Cn}HyMZ;M6KI)$o^zA6SCLi6
zv2#B5_}T5_pzyThnG8{15S#Jcb~i6CE@>F-<5$$P$`j@#7JD2OJ8_0M-}2q@KuUca
z?(8a;Ts|ObIV^%4XoNRZh?0p)Ly?1_ANmk1#aOb+8>TEhL!>`5x+7&$#}7YZ5xxEE
z@ej4r3Iiv^rud=6v%FgzKWX&RG&vr4-%Z}xN$*6@j^2IO&<dr@<#Vs3RuPY}&`{}Q
z)Qt`hR5G_vmfJ-*;^W}t;-*iF{g9;s<v<bvOJtWEHJI{ydBrvM@a$<Rn_N*dQ3d)D
zl%44AnM;_8cwjX+58qg0SsIG^bmmurO;>DPrf{2)gBVywUZ$JUuuLARB;hPR?X1Av
zrBNCRfk=iitsGk3E_wr5{o4&h>_tdDf}s&6@%jLO@@?rb+c;(AwJn2o-F#e9+O&ia
z%qaqVO^bKCPB>~6s|`UmP#?-r2{p2iK#eEg=v?y&LZbtz&7-jR{lAG*n9IXCuwTPa
z0c>1sekHRzT_%5+l$AvqVOEYNDNR8H!lS1*_Y;^8puiB}c?J)_hevVaz>>0sMCXTu
zCmoyaTO+Xw1J+0y{|@pdr$6QVrT0O~f5C#mf+|yYM}S`9pZ*Tg!`GgQ8;Lly1pZbn
z*4l{0jI`YkF_AS+sboYPhq57cAi*s+E3yXyFaTUxVJE`4kIc*wQfbSGim<;0$5Rf(
z*~Zln^RM;FJ-X8P-p})eT54;GZ|)jY=kQhW8av|UdB^O`D%V&2z$!~5iv<%<TG>nC
z$oIzbt}l%RO%c?QuhzZZ%x>1#^m`4suGHvD+O&tfi<q=wff}e%b4#7iicT@WU+pav
zM|PPs=>QxC;>2+3aQ(%}R(h<dDobYSY$8u6D;$2?Vnk^p>2z@bxycw9st%q6&5ALU
ztK^l5w*m%<h*R9fq}hX!41t+>EJ?Q}gc#~E9*PK5Iw`M6>?0n0kt-W47ZHko>w)~Z
z<-3pEslB*ypL8s#k1Q`k!)8ANW8y)Q79ks9wA;s(a;F`u&VTOo!R_OOEcz<pUKM)7
zaV(4ps_(cnWj&TD<-ghm5K|LD7)cu|A5j``XzSr6lywyI#7yx$u6|ct9Ef@Ax4>ri
zdm9kVE!lfCthAti1)oxb%WhfLk)q^QgoHx2#w}xmCVUN^&64v4XK-0Ab~>-fRLoJ9
zvWwyu^>RuQMk!~ftV*enR65Y4)z`c}j{7?WsxuF;slGnT)OG^ttu+_)n^L+SjgJW2
zXJsdfRrAh$(72$bl7FmOrEiAe1_Q`0x`JU}c$mwjSXZRU-D}nPZAw_;I;?5oSySN5
z)X79xI_2388gPB`Y*JhQ$&gO+{SG2IQDQr&{-L2gU;;NhJn4OSu(iuT?P~VNEVeNQ
z&ll$kjsNzYJYXKf`EDSYZ`%f_GEdJNssAP_I;}hlw>7vW;|?*<0$#eiL|-o%5dP6e
z6;@lS%({K0edyf?bYeSs41{D=b@X1-H&;kEGe4|Riq!MVHpV_}FuoznJDi>Y#7Z8(
zb?=*KQJa%!vmW&|drUR?BxJ55|Fdc=?jcGHVr=OD@FZKz`WG1=*TkVP>I8ge^`(%g
zyBhw|t3ie1IFb+`T7d*Z#?CdP6p8kNc;phw(D%rd!YN&>b~zCS+w<Nqgvujs9yyCI
z0s5=Oyd@`*lxdua)p{gRD7YB?Qqq*T82mPU)R-C1MWzX4S_I4_S-%W`NEsHWS-+sT
z!Bg21htS}74s!rKz+*iI8{n8m8B!YTfJ}HeiUpPA<)@YNK@KH5lG0*4o5P08iUvKH
zYi}X0)e46p49!eBYpyUnBu4T>{r+bb0n15RG&BIY0nVyV_8Y#}X6W9V*~w3IrE$}|
zRFANNFc@}Z{h57XeFNLzOh6L9dvNTa-7(-FJQ4;B8BQ3=T#w0|Db$8QmZphuHU>a)
zx+)tQ4$n%eOt*N=fhl;0uvA(B#aBae>SrA{m9lh66v1#R7nL$dYYqf$li@f)6$OWw
zK|udU{a0voxU9S9H_Aci4F7)EY1lEsyb^(OhH%MGC4N}*Bu!YBDZ(HLWYXkst!O>^
z`x~qc9%{7HYf3zfNSuH@tD3<-B-in>-^w!Il%%Z;4k&Wq>1}g5+5|>^jJYOZk;sM0
zz=fM8MNJxn6|^QjD>1kSov^idP}2-i^R|pS{{np65k>94_v72#N6YwHP-AG}i&;>0
z@^iGmn$H`b6hYjlSsAJJ#$~8e7pPG2D;npn$`2G9^sl)k=maRuxD81e%gOW7qLz<m
zLS&X^#6^maQBX*ZkfAR6#odW3Lzz^mm94aCj>C}wac%E37JK-}cDXeQxwv4re`+t1
zQZf1*Q=A4}Hg48PJ4{`r9FB>L6ehczo>U|)9mD!HtLc;WL9bmKr}4{c+sNEyGlMdt
zVg%-UJnZHsacVUBjD=G+rYpUamZMdN7$IM9fO@??Ob{9a&=QWP(+h?UE#qHx#ZB?#
z-k7{p>URp9a%L<COENH9WH9zS5#_>ASWr&$s$4(gYv>xrsTn5RUT+vP>dK3)<jEsO
z4fg#YFbPGZvx#9Iu+hb$2Zc<aY@pdEUnovZfb?W2QUzH3D${9rp{+QLpO+G^bqo@3
zatc(B28Q?_c}l08_Ko*-uPD54RyKS8JvU}5xf>lE!otFqgs6lf&*=g618j&DgP~MG
z2&s37mf>HtMqI@<eqQQq+^-U!T&os>0+2zmgs0Cv;rHC$VplNe1WfR`cx@@F*f($T
zDBlML{-h25+1H#4KQ4>$iIR1K=W$t8J;j>2W`C~-U+GKnQr>i7e18jvO~~^)QZRv8
z4xO^aVj!p6xwnsRBhKx<*GtCwa_+k&a=Q#a%`9&fP8Mz-@uNg}9?j$#XHy@fc{_Ln
z=*Y#ZeI8rnwL+s6XiTwN>64@iG|Hj$<TOQF;!vpj0CUh&sqASOKA7oMA7p|DN05Sp
zCGRMThy2y9YGpP07)d7H`r-6LKk0=+6Aa&UVZ;}bn~E1tI_FF0ErTn$hR9O|X-g2k
zMYwDTuC_X6aPER)53Na+1Tna?Pkgce{B{<vNQARHE)E6_4>1y;HSg%duzuLHq01Ti
z>r89RPM=AMLrbX{HXzN;aOj5}tgFqaWO`<k<zyYYUW#qAa~qHZ9C5_I(_3gkaFNG?
zi2z2>yyuHPIic3T$6OyM>?1|;1Eod68K&C1ZNDj?Y}t+92(W&ph#GMAi|JDLsO6%a
zorW*Xbrs3IBfDzD!UpX_F3xn69|4%@K=95+nJ>7xPoIX(;Ut~Q=#@Y<6J(x3DRPU`
zkW=g^PKJOjUx*#U4J4Yp4|a>IiZB`c$0d7HuVqKd+#f2T(HvddJHjG>>}|L9i<3d)
zkl(e`1C0}alVV0Cz|a|-J*T}Yk(@*-?}Nip$tf2x9y2^FSCkxv(Z9xl5Vi>e+q~kf
zc4sI?h4!T>Ar*O1%)C7*rcl;3df36EHP^o;hB;XlirylHE-9}@v*%S6OxrUmK^xuF
z=2}uw%zzrm&Kb>dpB<YVSA@kpBoQoBH!Or}0i7Q@AmvC;Ld!gf%7wydfs@T0%aiTA
zKXyIb*5I43MB#c!zWm3Hu)76PBf;eEHl8Ha3ojtpfpWu;C!|<aoR>4$jJ@%QSAX$-
zPhS=P6&LH~j6=cp`u^=Q1uIdUd|v84Y#Eu9$)!ru0=Af@8n`+Ku<`X;F0B|MKhnvd
z_ro1VMuZD3z+$HY4$kVWt!m3G$fR#H6iYd?s#~*M0s-PxO`|s*{PG=+f+qDDzrIPy
zVS(ZRK9xhrU|^M2g*?fFHA&-yRxv+{3*W$kVsUg-f=qNvlOm-n-4EPik4~vRPKoyL
zzXFFtd)St44$SPtHssJt6XIh5v3aebTlvy+huE?5i_$TO$`%vwWw)p}lqC-BR!*S_
zNjsgqsM@}y*qGCTlXrq*O9ANf5`0hdZA-^rZ|IztZa<!d;iKXm+mtT{z>$y7Nzi0s
zNT5|HZ+=`ufX5~Jm{Dfj29SIJz!nJ*A-}&@4|rk8T3^<Z0D;$%U-cctt6PM4sN0o>
zB}rXWW5tjf3VgB0HOC9bhZM=|pcef{h7hDfuVu5o8*lo0I<zMHUqP-@`v1bq8A9O6
zQ#K$wBeT}8QR{*Va>S#hLJ=6`nX|Wu;u+AP(u5ZrL~`Wxn6X_PlI(tTaHa$gxVWHn
z`~Zs1ilEh(w;#D9qdM$EJX)-pi_`F!$M-+F*N!Yp+N@^pUAA%^0$s}TSVXB16e?j+
zL8-apMpz7xqj-aPBD>m{l-hw6MMSD3y+Wjm^WXn)J8N8}RwJ(ibLZ*<Em27#4kC*5
zahdh27JzC*tZL^6tsy8*bx{tWH4#arU!Q)uF659v0K{akbKqbjjGS{6O`5`Fd|1WA
zbgLm>*-seA6=C`natPJX`&t5LntN`GgxB)gjwgi6kzpf<nVHr4)(|-1dA<PFEpXKc
z?qel-ag`}Fgz$b+UWQ>m0l@lgz0$(BM?GMQg(+5Is8|tAvH<{Sin_Q*QDqhrF$!+L
z6!A^9qH#)lJbifuAT}crZA?R5+BazxmiBExcpk3T;d89kdmLM$)i;_X@q@qB((V@@
z_2DPVPoUB7&}{+vR!1F@um^%9?P3;@+2`&Nd9>`bSuBI1bK<kJt$P2y5<k9bi+tA7
zI?zw&#=&8@34+A@Vk3sL3@#r=+Iw?0>F#9jZcNF{CA17D(qP*~1M9rz96*df1@u+#
zC^`CZ^B5wkO&~Weq6`Qxj?eQm{qH^2L+f`~AE=P@TS*&tGB%f4hjyfTf!7m04%i>2
zTVln%>_1H;kGEWx{be+p90Q|VkJ=K8hkVHkQQ?L=^aD56!!)DB)E5l4TtjZT#d-rg
ztAfkp@F3NoAc!P5$ek%Q$CyvhChgIqcph0+I#cC$FLnXsrRl}%0X_-nopDFaIbPnE
zOdClqDH8mI8zRl!CfS%q)802v@49pOy4OOwrp=v6XQF@8c(IrNIiN<0p$j8kJnbee
zeU~fMtC!@`TmejA4w8;bulS`NSj??#>BRis{MQ9Tnre)u&om)7dP;OMq>8bJjxjyS
zYeRKSI1w(Dag#h2N9$uMrplpLrk1vwd#e9HlrRU$d_N*qjl0SYQCtJ)xVYRk5h={I
zbwBLHy~A*tOl!;0=upB(q-KTi#4JT6LW%P``>}%Vwv{(ysF+6ACgi#2=JD5^bLl4<
z`E|BhE?9J#^>*wTyZ`X>6I_}`;46?kRC4=V`j&wh2O^4<%+^8!obV+|h|snUJ&qs3
z#w$M@iCH!D37Ax3+Y6{ax@E>Q29N|fB5R8GA#`WgV{=Sq&^+5Fbk<&fK)5c^ut`-`
zYG5aj%ySeeDR~y{)M9q+C$MPn=t2sp8ls+NC>6I{^vsVMEZ?hrD8EgA4#xB3YMs$F
zIK*kp@~zuHWyl>x=ed=OYOVdsOaGmi1-o*AN_7L^ZRxylW}A4uXq{jWvSYXCSk372
zj~^&itz|U29_4UihgFye+M6GH&x4~1O#^|hS$zPFe{y+#-BU&%<HjwQZf_cG9vFuy
zqB9y-x4qqRQoIycqcxOg6dWWe)|z^Wqh>s7#XXW7zVoOsY&LG*!B^}x>M#GM;J)7c
zr3<I~qSJ&Cr`89ofpC!rmplA8n0oNl@5lBN&V>&w``n`Q`%I96N&_(vzD{~m*(nJi
zsX(`@)(1VdM1pa;RK$Iv3FUzH;Uh2$Y*8sLGcg+sJsK$y1_gsi^og=Gv;>`SUaj18
zC_5Yfi!ZDxxWL4e-p-;8#RnkIjzR5{j0XVl6WL%H<D;4Hr?C|;S-8Y}eMXKk1QLWn
zsYAg{nSg%_<HAeBlVr9WK^d`DnCVX_`sp&_>nVE`Y1M6>@p6*^vl4HkCykp@9tz?(
zFct`Z8oEUG4}==x?|y>$cI?^~%`S@y;7x1_{`s>l-}k4N+$g1+45kvH7Av9N!MXOA
zgx#Ayr+7tu0jERFdE`&;dGMbKQ)9hu&O8)0O65bDUTu=(wwN2;xmNfN@gPzDIB2_d
zlqPjxFVl+ltGe3KXz!WASB9<^Y^N*wXMB>pE+7L4>y{gcf*d1`%CH)l*3pqmMM}+F
zoG~l56Jo`E#K^_abT%EpZvC%gVZD2?s<)szasNxkj954yUdHmMaXvp)s4Z_9h%&XT
zcfjTFg<OT#AjRRvbp;lt_CvV>5f*~P%DUeP+I5890hQVf==Ae!o|7*v`<9CQZ}^V$
z&xb3Wb#;8!A{)5TUr279%PCL|7wKkMZSr|wiG&mmb=Wc*u3Bk<6{3z)hOv{B%bz==
z%C~0UbI42JlV7DvDq}2i8|@ti9n1WPqM6WdAMm0{S<agpGzLL={Cgh!!P%|XxwQs@
zDtpv&hh<gT=d2eE&9HCq&5^t61H;5Dn7M3Rbl}Wk$f{6Q(Wj|0mVU64(IF{eO`FaY
zn@rzr%$BnS0_e5A^M#Kk8=oM9KPj1CQjxss&?NIbRlv!cGKCa_em*IOvizkV^9^-(
zYh7`3fAx91oF#>AK9J<PQ{F$DisfmJsg#hElC^>d3vN4J-`C4mpAN+#<<U%L2fZ5u
zxzBJs_b$P3&7y)%AYeooVu}mL!sJ?q;f0p9ZvWJS4xNSogVaM6f1qsmH|;;W*!-O)
z-uN^B6r6fR%rDnAmX}3Zrkp*dbK4^<f1SKrqr;<$^zCfvRF46{qEHHuRMsx3V;q0w
zjQWPk5N96TH!v{le4VtRD1J4O^C2Rwd*qI3g8?-BSn!*Tt0r*7H_kTBoM1+SV1%nm
z5sZ$EiWXCxHNiMOG3H#@R8$RoTk}(T53G!xcJzm2J1Plk{>&b~)u_&D{P^TO7%&AU
zOPItUfj=@cyJ<uS(VL{)k|u~BR%5JdX#fSw>Vo#lvyb8zFT8TrRGMBTEsWU*D9ksz
z-t^7sZjFlny+I1}2gtu2HvuGsM9}D^Lic&$Pz~TboYmsS_K<@Yi%gBv<y**yuqX=)
zb(tGpgVa(s8!{T;mvMD#Y>mjr)i6+?zflxf<4c-TnhnWiBH@8qCREEA;m~>VWe*nk
z5)e~l^^dy}F2oarUgQTauW5&NoVa<6wD3~DdFM3lc$2*8$Bw+mv2oSU1G#Vi4uIXb
zojx$ZdU|g&@G;=kxk2eiQ}m>LaR$tUAwz@Zfz4&NOlgzs$+(^A<kEw=TU5A&m)zOH
zr@;(Sf;1yA6@Cd;g8f~uWzrc<d9AGMf@VjzX?-{;^taD{<*yxA2&cnEnS0jl<3q9T
zxyNbfY~8*N_mtD>CkG>z!i=;J|4I|F6Kq!q&Nr{Ho4`0r;5q=q+3K~J=W{EY1%Kx+
z_-*IDCuZ!0$3j;U0<Ka{w5}cj3X<qQ1?IQ5aB;pi;fbXdaG};HM<z1Kanj|R-Y@g_
zbg=T~t1V+hDPY0&ldR*WKfN(5_<1uGk7nYLs7mTNX<}s5Vksxcn{o4)hDC&79ACkX
zWx6+Uwb&}ytNjFZw`r%*IX;1I(9n^qp9q|ESbN7Q<@eMUn0ka1#<L4*ev?epO3~E?
zgz=8s8d>_CP;}79!1Z5U>s~3B$Wm?&rh5gFId<1{y}jq(`l|vSPG3ByOaSL!$w4s1
zFG`JOb1A>6J<X!fo?;p9^J7UJ#?5QL2w@H@VWh^wm*1P-MckpWnu!z=Fqh)uH(uNL
zPVSYX7C-7-=OhoB%BXSwO9RHOMiTUYoXw*Nk&Ho2D(sW>#eaaXXt}Q^=f`~?n)2v1
zp-?8w&iV>@t*$PsR8vzoZm;}u`F6C0u=U&aapzb>*wtKrNXGEtF4z}S65;p3is!i4
z^h)cB8^ozm<HmlpRY*x}oh}=*$ER7`V-D6}Ov;wR4^6?9PPZCorhPxpv$W>2qa>!_
z185auBCRbGsuOVw3tQIY`vtw*=`%|BuUoM{-{f-AlR(pGM44B?k-*s>y<%@mfYjV+
zb8%Kz-!fJsnT)JA++07ERrfJ36;(rsA=A3?K}T2FKI<6-iDgwjR#r=}>kYUG<kb{B
zOpeWSuysBASF6N=lphho-UyFLsDsx!sx067z3=_`Jl+%!1@Jfr14oT!gqBR7d_soU
z)QYhRbaiv>;q-u0Xj|M$-HH_o?{7)H2*>ql+ZpK;qlXr)PTJaV!$`PKbfWbriW^n5
zy2{^u@w}QC2^nNvnUc}TQtdCoQWX(*s)6I!%JCBzrWVRpZLp*cRey}UjuxAX|0RmV
zmh=mJ%fyK~+&`C4U|!iEE(G8Qml8ycH65n(nW`5I4+o-V;KcpTmu}E(QkBm&ns1e0
z`Y!HlhE=LMSfMDJf|jEOw3ehJpB9hA#SWe4vy$X+P`rQl^D*tIla;2KtRW^UGVdBt
zeh7#%b7>97p+)K;KY;Rh-r#S=K3{LX?{IYA`SDeHuAIo7Ua6|!OT-K4;C?JAVIWSY
z1!%hh{EHxOTjrTap2!!^XKvddBd*W0@`Jb!2Bn-s&mQ!dNE(?OPh5t<gq!|6S5j{S
z2&Wsc;NcjWWD!lwwBn(Il^x%h_y2t_Ieh0!aaB{WTu%Sa0q2bexFry@E2o18)<DrW
zNTYySnqF7>vr^-NK%KH_kzF<^I!w~Zc}jIu<eC|XS$DB%ZsP$7r+O{TNj*GH+x4d^
z0{9sfWPB|3ne`f!W?!KowRuN@=@LvN$#?8TOoqv7>sd3kM$gtUqPN2b=_VAEaPnCv
z01Ha5_kC}pUXXp8H<u*^vPVo0|3h)*xgYzPh>#O9Jl`?F8%`o&-^uUU+GwLDs*YXf
zB7Ro;ThVlMQ#X-cjXInrm?VX$HyKB@gE!yyjSNaGm#5MdQ7|VZTbjGojIC8X{U<R_
zp49oR?NNbOz-NgXx12N5*~i}5rS|jsGV2`CrJ;r3E|yl%MjtG!Mv0t}hBP?e!n~ig
zn?L27wiRv6&_Jk-hU{;jOjbXpQ=6eW4eG4+t}mmsG>*;7lBKzB$T?Iqq5mW4Dg)wb
zcIcwTiaQh*cUatu`{GjE-Q8N;-EDDqio3fOiaW&}iWO;r2jBa7|IJM@Gnpjk96l-u
z_apPh)cGffFVAi{_Xo*$J6}*+4;!oWOKNQvsC9sCb5`dPMcpT5Df(s)Y)1yUyTmuR
zEVEeume>uQQ`b(D&v%$IDEiS$Hvr9Z3Dcb~ADXpKwj+~@D<S`Wew`pOHd!6sz~#Cc
zTM%wPcORYWC9k8-r%DWx0yxoPetWppHPuJrn0XwIKM-NAQ1+jbQLLR)iiyy4BE-(A
zYI|SL5^a=*^;><+hgqNGa~2I5Z(x-6$Lc=AL>D+7c98Ouc2dKqsI)*721$?9q#A^b
zEpzJGi0Pa!#R(W*cU{s?hu_W3^>S0)6Y|$8HEK*P^?fwWHvY1;O!FcgMGiK7&m=VU
zwpVc&fIuYPvQc^wex_N;-Cnp};0ZykH=6*SBrbL)3Q&@gizcw*KfhD!>Rao|gdSrS
zFz=J9WUZ;SwympJM(7Ou#*Do^88f}j^A}dwLn~%O4N_0oaG%l4??YVVnji})3)95x
z(hQH%;KtrgRu5>1btYL}5y;4#-kwil^K^pwbm7%%rb5kSgOEPBS^>JqJg~FMeUYHj
zTmC8((xwsY!Hdc`p*!2Mic<6teWAavE*3D+)cm%WXf>zAdAl$&n?xk2#I5P+&#%(e
z&m+?}<bqKI7g2^;qxX>{#|j58K2o|#HrsbZ#~-L$xiLOwrYqN<(!bEKmHxNiY5w6_
z>&kwB3u>M{;GE^u=p2Zdvs~dVWfT@~$?Pw2%yP;K-zC~W>^J9Si})-=t~h;S%<NZ5
zcL?>5*TheH+Oc|lX#a8YYj+0^QFfQS!^>Z3!@`K;5W}hN%~Q%e0K70EmU#6SDsCiC
z*;;XA{eyjkg%xS*q<VN@gR`h(J*~p3D1$v;3<m$(yOL*cf@+uW9pB_LKcC}~>Z&5h
z8Dh&AS53(#A37Hjt--KW3YLlmdWP<z*4RH<nwsXjcV#@XmsN;HcW3$*DI9`cY;}t|
zL(9xMc@dKK>D{qOUdg<YNP>@j&<p2|hr6fcwsQ$4Rm<0_DHQoFo|`g%AP=Ymco`EV
z*Lneb*%HVg>w^IQ(a#{N>-sAlDfAuAE0v@sj6Te%y*bUcnoVFrcQSP>vb(Ffu^KEP
zoRQOYJgYjR&ZyB8?2e#gpq&Q2VJx3?Zkx){LDa`cva!q_oPc*bztAL`yX$*P3NG8#
zv2>@gux1sc8(65`FqwWfAJk|(bh{yMEH}$^k{K^?Q*kNQ7@^B>_FFakwh~9RP|o9o
zSrIV(vSw492SA#yZ267d)9F2sRQ7uiEEL%uBRl^5cd^-~x_M)Si!w$2B$7thYcYVQ
zB#1CxUWZDq0~1{oF#zwfCf;~rIct?d`h7h+RMBto{Dy-jv}<84#dT3kXrXSfkS}1D
zT66clOu>R;cBGTn3zZ&B4H57-e1;sfRF@wVFW3$wlnq74UQxf~RXKmQoM}?kVwZx?
zw4{6FnI(+vTD1N(*0jh=)C;)QO;*Ynb+b%J*ZhF&ypj94&GQ_|WoFCET0Q4isAJpS
z4>6Why$}VlSh1z|_57fAj(o@KHEG4wCa7-y(XZg|_3xGFrY?Xm-GtV>>6g!xPh|4u
zsuh3M+U}jE;#nb!{P2mAA%QHzue`Y!ZiG@IL{SS9Gn>;_s`Tr0+FBbH79JMG5+f-;
zcmBwc7EcgM{u7h9r9cCl+{2oBz*_!Bt_>vsMatwmi-Nq;0~J^O;YITFa#Bp?TRr^k
zoTt_ab=Lg~|7qA=H-~ag;eM@RS8SM%i?~5G-q@t}7$pTi^IlTdf)0_qQ98o(CJ^h_
zJe~}@%eXb6m&P*^XYYfjxMe~+-8kqGTY?Gkq(G%yr_#DY>U)@ZaHq!umuVjEcDs`>
z`}q;NLD%I|?(3Gz4dOmWv)Zpb8T?YeR{h``&gbv4c^vyz^R+PeoZ4uH?9GfD(B$jY
z^n(X%D=va6WiNSNWBbu(<21Xo+w<ZTRo4>EsxsuTncnz?=$II6!g^Ho>Ta`oA$8Pg
zqpGT9)&K2xY6!&F*C>9>Le0EdoB;{3+|OnuMhZojEKyH|kQ8A}RVV%+AX+&>3bS{f
z{MbH6<E}q9v#Eqtfm5HfZZe;#%;HJ)xQ&E+ZKI{xht~^&r|mTgnLHXtm+KAuVFVWK
z#si+@HRN8<SPNIW{qWNS<oZ|m@$&gq^sK|foDdz(RBdl74|@@)SqQw_d4?ew-dt@~
z(rf&_*388?gkMJ}^s4)_6UQ{!M#CGQdqI$7*w8Ha$Rwx2ooAO9%%cfQ!pN<R!zf<F
znlKbrfEh?xjMPBerAnyNctCg-QmApzK!&6IfgdCO#ML~x*{$GuJwm5}MW;OF!c<Pk
zJ~BI}l5HWmh-^^0z%-tR6=G2qU}iK~3!$6O`KfghfL_2VZ7NAQE}W4Ec}0&;@AU@~
zv;vPt$@+<)Fkq0QiL<KI(q;atyTB8Q2L=WhQBW|6^bVMHQj(z3s2@GGVBG?+-|hUy
zlSAUHu1E{@5hsatzfq^iNA4<~iGxryC|E>P9ScgyP*R7kpF`Vv{0c#x@4!7>dr1P}
zV^wQ3DuSs0b`kz>cBd~UaDM4Ff+p2k?NcB(DFD}r9$G`5^lWrh1c%n1h$e-OzdVyG
zyI;-3KAyh?v84~(f+)Ny4OMCHSxOuoSNdw&Xj{d4?flUD`)gG7>)Yl2hIc4Zg`O)b
z6t_M0znj>CG=RsRQjM7WDHQ*G#PH68gEBnTAj67nsTug}LGZO~wPR+Y{Yql-Z62dJ
zvH8=N_8es2x(M~4eT~&ybGPeIf(@7?IXT9XWJ!we6OW|M^#;FD6wqJC)+F_BI6rLa
zAw~@q&20=<Ga~A%N}dfH{a7x_4YFkXqiQI9R#!~a3(XN&?JjREV}LA}oz#xoP}0K`
z<KC#h5j)>xp4h_8$&%jB`7k%FUT)Eq{_l?0ej2T=FA?r)l8cA{Qv^<{Y&fe<xk<GD
ztudmyUnwdeg){X<5hcZgSesz7ZMVeX<m53kGnCr;kc4mTgnxz`b(6Q*V#qf1HSsZQ
zdX8^p&EYWNbW5tH3q`PpNH<p8bgFd}^d#ZmWt5@9TMT&XV+a-uKB%ALVkVLb+Ob$E
znkZtE39nvh$|i~%Db=P^f~~-iGP%0)q3EpYuEKY}FVL`sI_tgl-?3v|#UcvJ^eBbn
zSfbdwmCSd7apoOe!}~ykMSg68;708Hgpd}5&Y6npkj=47;)5FX;KZ~!V(kl>R2ZrC
z>I=1h-7;udHbR_>y3gaIQV#iBC94-r0yBoL&s9rGwf7)m|DxB0H}q3N3B*wkP4cYe
zlR^QFi3(qNDo#pd#2shB`~K>n?o{yhebZesi{&(4`9t(=asqrwq3ua~4Ii7%hclA<
zF|IHxh+JZZCm9$@B(gPP;|AX_9xYDFgdx7XTUN|;;3?;^kr-E4rxYW}8P{SXl1j@&
zW_FG3AaQMyBSudMj)|Tg8&|W9!2O%T&iD{qe9wH}^CGGBY5l@6;+41iALY03@oWcg
zRA*Vk_WhsozoCd27Ak0D=sKQgh&Bo6Ll0}R8ViHIOsh>M5bsv5FeaY4#S{vfCz*LA
zB7++iHT@(r+PG#ZZL0LB)|R_gltzBM+xe8XNZ*{p8-4-(<qMqOs;fIzs8$u18Fva!
z#f+~^oqm1EG+(S^;F0N`XJ@lkoPE>*S%k47&;FPxZiz7%)7$NPj$8OOqr~3W=uM|{
zwQ7mEU-;*1$~fuH(ze;y!VFw2Hq_r&CQ^z9QVWJl%nLZgy&q;N(08RWL3?`h`;OH|
z&)NqGK8O<-gx~+mTj-<7?bW;`v-S8aAk!vIWT2eQk2{DgSg>f&b+V0(JC?yzP>P6u
znK>$oTnFA1p*z+GOw{fp{c_WXp<IbLn;14>Fo%M%i50&%>T5dbseL0&q(u9X^nJB0
z2{Yp)L|w52E%(u5teM{Vep@^kiCv7GvBb2^rR~smJ~E+L+do$2!w~jtAqkafg|G})
zwZQ{4NBvhS$T559>K5&k`XtX!Nb)98*^GWmpWYZMXPWd~zwdN*$r1y7)J1Cl95!dR
z3o0dp?aAiNo7At~yo=l)>;Kz1OW*x1AN!el8JnWJ+96Y#BOWlz;_7?G^`|FIU7R@b
z$I_OZ-P)y2?%!-V_w26S-Hy`OCswWWQCW@gvXG;b@S5=RLf$A-({~t3{Z>K-AMtqN
z<jI?GJq}MkxB`Rn-oslk(nvmEOJl_r0OcquqphdZbLB<GTdIJwz>TlP4cSnkWE1s|
z{LjvGMO^l3UXgbau{v<T_UaGA*=V2Ra1`m~r;+;Q&Mfv3fdNnM%qaL?7||4&y}<pt
zP+Z}DZnzMIJS?JY@7TObw}}$79E5s-nPYG{0oG%RP#3+A33*53zG5qc*a%-2)iT~F
zumPoJ%WKqN%#Z$Xw}!d(<m{Cy)!?rPfd1TGGSMGUU^T;;trukz@Jkt?j*n}Go+7Wd
zTLQow)5*1Jsjf`kU`9h7gE?E(Lj57H@75Es0ktc60EmF}R<c*3m1aXC_HZM}h*wHf
z#k>=?{!bV0lA0g>eV?k&gGOx~??&e9%FPOAy=DgzB!{|dRoRbPbIHSFD(Y>iyVnzE
zlKrK>TrYtyl75QDIFV5I=&yWuP`kn3*C>-qJ~$9D=-wP7_6J}<$A4Gu*6g|}jV?g1
zO^Cm`2^liAsRp#~ATUHW;HWaO2JY)qQO_%=NGrudoW$9)$B~Ao+2P;)zCtZ(ZvOVp
zCD4&K@`?vtKhn+T6JdK0K!dh+z**%)`w-T*8gG)@3d0NC?-WHYZhw*VVc)Vk+MaKP
zPa#h>o!%s+*JLJ1E^Q!_YM)N+Kg0zMDi!Gx{@lr%y2l4`F0vr1aQ85S>P7&xz~^M}
zt$psmx7Ke7>fgH?%_=+nS1>Sl;Q|%KqrAocuhU0ONbUTdKWCGrl4nyN-Qn3;j3|tz
zU<RnbZS%P8Jf^6N+gqpS4CUme>_IkGW4#)Zq@VYQVq|4hB0Tc~)o)gTpgKBh*2qUD
z+j28bYSB%$n-EiRxY5oRtQ)rRQYJy2iGOkDcbzrndR^nDRyJwT_R+K7+;;mu8fEG+
zF{&F%M1+R=y{#8Ydv%Ne<bK)wqv8_)hFs$BGyT^BAawkZ-p*0*R6RG9Y1uy|ULW&A
zoWy7+*CkAHWd-$Y9zvoJ8nmB@34^0h{p{%UI1n)DyPfZ7qYl23yuEW1f*6Mf!jh*}
zAw5rtvp+}Jixgh15}H0{4#7DUG^-CUo{&Tin*7OJV)(IbuIRC{j-LDADZ}L!_f6{i
z&?k3`tyj#SiIh|(_I^q*fuu6Vbm|JAt<S>obNcZ)t%c;7u&V))af3hzmUReq$S4M8
zmOwyz!a_pV#J9$ZpI;-Tk=Ooze^FJq`@OB_6XJuI&cv3CuA<-wqcKxk$Uw2uu*fhh
zZx#*8t;Ap280FjfLD4Uv;rM9v@LxauD6x|!+>6%VNb76sULnMv|0^WQ0fjp*?uH><
zz89?Db234lkTp|cF}LsI>2!%umG?LPnw6?eI85l(r#cTR!=i+UqSO1A$n>vHNl8<O
zY{E&T|8%?hX#YtXzn!akhyW+$aEZ={IvCnMP9-n$qO)?o`2q~Eh7+;`qDJv3{-6kF
zNExnHn-_vDh8z<tkA^%N>SrEuOs8TA^N>d|ocX-uQBl>&1^VU&2TF`1jDD;Fg9OVZ
zkd_AEx0l7a_GuOs=|~&`)skE5)^M}H-Rp%d!s>pu#p_A2(d)4?o)#qlU<e>aFLqlB
z67*gC<Pr#gM}<ij7ht0REw96Jfwlo-0WeVLsN;vM57MJXE(UN4m}*>gJY#T4n)y@E
zG@O~bv-?;;Qj~YUA5oL%_`b!nvLO}%Z~6nYC975(Kwf%K82GCfA<H<QEX-f}mJJG2
z)+M)GAXr0<Ncwdv4C-wfJ}CWiz0x7|_r7<aao-%rC&%LrV3T;_U+gVe#@`p74G4p`
z^&X0W4J?@aS&Qb(wBjMjX+odd{?1wJ>*|G<xA217?^tX@6x@<swhSeKWb)oQ@BOb?
z0S-2I-|aBO*ix4k{W;Z5A-U;jGna6Rs$gkD6a2tDF<6i`X6zW*M$g}8dw)Q184{Cq
zqqW)&jZsMG0Vh<Dzd0U&c@7$?uXpwoDF{5L&-YFDaG4^7BSu=B7%qd--=r=ePbc&w
zF~gg~>8HpUN|;$)=0>d599<-=Bq3@%3c*TS7G6fCuz=~wr2-0g0w0Bp@-EdMiCQ$>
zc;B#MpfHMq38vqlEpLEIg4ctc4v8BUh8K~o*F}qfqeP4vhC@P3Tbs)~ND|1JtU^VB
z4sTtN4MWIl+AHFVf{6-b#y2G5*EdIkFX#mzV5oxy1PyRw^2b$cn`0S_LuXm}=01MH
zLproMBXMV3Pb(VmtXn@wUnjtM{L=8AKi`^(+xzMtY&NFd{X_sKK9o`{D<DZgy|@+q
z;F^<P_hfWRy097svxyH8pA`k6k`SIZBc|E!8LDxy{^+)<3>QP{JPkMa0Oi-d9h|*>
zM1uq`X@TX$QD`6e{EwGx;7jv?U^<XTJS8ThUsAE<zVadd{9XpzX<hZ|J{@sTxp#i2
zgb!F5pJ2$ma}ala!g+|qT{(T_Ah2Y5cB;gcf8k|}umkl3K2`7S13-~bJlg@FZwGjn
zTCjdlpft0ifX8tqI0hZa6sq)!KVKyvKn0da`v>zFwp_zlHe;7td@f)O<v^en4u|pw
z6n(-cR9RQ%Sd?SCo=yy!W1LVC)Q)Y~jiv>zd>1zh;!OsG>M7%^yPLu$M9i3fK}%nr
zGzk>uaW}g12cnyZ9hV?di`Wq|Lt7s~W$(~nBNCUgd9OY$8`I!OXB4SfPzWPI%(0B}
z6+*+2GuC}Aik&LpLtz=xZ{K-W+U*DJV||y{juuTp5kYa1VeA>i-%O1nqWgoygK&dH
za0vQwqh~dTmHD8;lfj0m0H8QhW`=1JDgb~T;E8obr~$>Y&^&vm#5rFPEmBrC&jhm!
zBW5M<rn4KKUSiwk)kZ6%p>e0sG+u2NHb!<-IW5{jQSW6c@i)f>IO>gD=)owI*i8Le
zld3TKi{@igL7}iK!BZbUzy!D`yU%S|Ww#X8L^$<tJ}k-8L{TI3tHTT5;$zshd~ySS
z19oaTzkX*8X)G^>^x!|c*Rzz&E~czjyUCs%bfxNs5DBSfU3%^Ck4Oy(d}vB?yJCIx
zRhx|LbTaAo&^}wkp_`hiJT)n0yvH5(dbsnLRFr}}-TqJoiVOAJTd&dhqU+qt8FW|H
zI&3syKTU`&@*Sxn!xIWQzcg31@vu%;3wN2Sla?)Dw}a1rj?*!&jL>gn=QOZ{3bqQX
zEQ9-9Slud65wIQWfz*>y2noDeJVS(*;lMm;B#{MTO|J0%#Ux9uH?b3lNvc-;aXwRN
z$GHQKy&%x}Aj5<*=2>v{E7t+@WbbdWHl~;X*W0^$gY@xoTB~ETtIqwe-@7*cV&7gz
zm>zuJw%+UhbFQE`fSqdgl(dz+lv(GXir3IGDb(@Sj@f*LEZyI~cBFNe?pw5Hwi&23
zzMnrQlAZR$uZp7pmt@@IOS3O@EQeoC_G8-ISg5HDWbY2%XaTV48y=mfI0B8GwagQr
zFQ-vGh`tV>btXvy5(qHV$)N1%y2mwh&c3-Kujn|+?HqNmR2Zc@)i{V^hQS2F`O5?a
zfOPYfK0+D%6Q+VOL7i43fDXXXg@w18ZSqt?^eglS@<bE!8*q;Qi>Ej4D=Alo3*c2;
zC~F@x#VoEe%v(u~H;+fgd%g!r(;47<vcobUnrbFX4Ed>^jGu}wsxsJ|$vd>J@Cy5T
zqI1P176pUQ#qk+Ki&+W6nI7{Xp^2*<b|e~}3o9+>IirDr!5eRk8UVs&Xux&yA{8t<
z_DvEVoNF8C235)Yq@<alrx{ZYk80Fa^ZBiwpgFjs*3h3zko5~zNY45t50QhOD(K(x
zeq0tTL@W=kX#HeHv`la5Pb%B&S9Fb|`8!H)1HgpQF_v?*oUt;^HL}kTAfhqw){dEm
z!LB$4qeJWqkvS2$?p$5ERkeCX^yDsQ^^{thT!=2|iA6)|xg4!g%O&yx13&o5yrVf=
zt{5U+6uGrV@Iky60UcxoA%Q{~Gb#VfgK;Gq+>9Q=06&3OK~L71s12e8RlI^>|KN(R
zD%0ilnqt!3;mQ*<*XmCFeBqEy5VU04`z?>#FX~&K(8o}KPzSK3O_`jeHN{+~B^w-D
zE_XCX-s2skL&?GpBU_gm`gDbLTK6MRRF?ceS4Vx=#S4*5PlR$tN1s0C<}A@aK1L-L
zE1{^LsY(PO$peW>t5u&y4hSrvHm$DX39C`JwW%YaEPkQ=r3@(xx6nQZo=qrcFz#%j
zNNh>CQ5DHfU__W@D_r1`3P-<K-Z1<ZhtdQ6Z#srvfb49U5l)r2(P}c7pK#acI>hnK
zV&6`Awk|)Sv;7!jv|(7m|1=POK6}eAV46zw$Cj0RJ|+&g>{nH|Wm;NBdq$eaY>KdX
zenvJdiU5LwNid{g5AdU?&>Q6t1_22c-E<58PGScRm;G#VyTKU)A4PVKoHrgnv?L;)
z2;r&$n+^em4;|}@(l9x+RamU(8VE3!!e5e{#hlPo5*}a+76mQzKv}W}f@dg5XpzD-
zd&B+3U12jRN?`FhL}iemWb>492Cb#jYX=7=H4}sK3ZNy$ML*`FJ1uU1sKbU1MPVh!
z<|O(AwIkE_837<HjBVRxJL}pXKnsq@Gd3xhnK9H2VT@Wvf(|_@lEo2-#%Ie@d!NH!
zHG}E*Ab`vOOjL`>b|<7Vf>AL)gEf^RqM+kBDg*}N8R<RitKG0OTu|bZ5Zu+42jf{q
zdxy-d3FJQVM~kHPAKDD(j{oMA#;DC-Ku<`}glwS1;_=)}nAGm}*V6KJs<}llI9q|z
zd3DqXlBBf%r3CPO|NB`%d4~lFS}Lh$s$D9I3Ij>l_}XCqR9+-cvf9NxQD~xDNym!c
zNpAk1S%L-Urp=iV6cEbxkM3bBTk+;ui(F&03|73Ck#-P_Cgp$;7pRF;eNDo292m!*
zU<jKJ7@AatW0eN>QH#@K;^gg+5IU+O_`8cDpk|<*Dv6Z|-w>n6YZZJp3B#`shQ<ZJ
zLTN}%(KgVF4~AiWutwCBZ2d9o#X%rvMh_=G2m8VkcnRhqE78!i<I8bJO8s??k|Cv`
z-EpQh`w62>dS*m#|G|b3YNJGz$<Dn`6Q%9h)!;rMnV)UsDih?1I9ioti!q=CUoiJm
zc}V+OcHKYSMInwC%-4B_z1R4_2Joh;Tdo52ZMD{_nVni8%fR3gqx2t;6$0G8bc5X5
z!0ZHR9n90ZU-nnu<M~+WwBP*^(hIEP6m*6xWE_QH6G`DY{ldH{UDM5p?Y*o&b6+qP
z8<?yi8tyv90si%p*Er`kKg@4qlD$cgF}2zp&iO){SIyx4sdZAh)me-t%b%S7Jg?0a
zmEXl_$K_}E&_@9PsF#7k4)8elmLLd`<bz_+fT2^Kn6<mexT5ta&;hP!<AT|4WIv4I
z35>*=jGz<EB&pJgI=DgoQ(6c>!swrYA{dEab0z#%<M~AblBk(bkxgt!K&c5cyNqOD
z6|Qp%y8%iU{jAwYSV(rUNp1gHfhfI_H2L2eD)2UaW!@oEsOX}Zr0})~{CdwQ+_zu2
zU+GDB4B@KrGU(G>?os*;_b2rZp4B(XkWT-Sg(3vejEa1KdgCe89Bfq*>yOEJi)V+0
zVi_yYChVO*c3T+NbhJW9okSjZbJ2O(Xza+B)H(Nvq^MvJgI7q3B2G657-7>qu%3Qr
zYc~HcWh+5m&Jf>dCtPLMxO$DW-7*EXI~R$Dq{z;cUZUnnLX*FFe|k=WisbLiQUgh9
z*VLy7=Fz*b3)PC|nhC~*$~Po#PR4_qx%rvqg?32-G$2Ig)f!-&Fe=~9>ql8Y$u7`C
zvKSVkq=}@-)M7l@ek%CJAnH$XcT~wneoBMgX5JS+_bhp-oxS+V*iC*tw?V6g9U<&#
zjV9K*VE%c0LaFd@`V%L0V<NwbH+`P@Q*4&418h-Z!=gL~r(NsuV#QK(&3T25m`#wC
zQ^V%pul73iMDiuCKJAAmS%-3kZ=@dUO+7dNd^d?tU#QKh!}N4{H&;{N?(*jg7n|6E
zRnOZA#+}fqUjsdmMpfgABYy;^^R*D{z?z%OnNrpO)c3m0EC_|L;Q4KStdqCPzLHJ+
zSG~MKJm*B~*RxCN$Si7=1)m~TD>H$d0d|>PR&@Mphx>K9UmwUqg)@Hkur2mxSe-$?
z0l5RMH&&&cP{#AP@OvpTRZ#I;xM4pt3raShPHLVD6bRvEx^Mjb^LgEvhT3Ok_0s04
z&X*NEUUt{<pU~Q>0J+Fm4h(5=Rd7g>KyB+#Jjb=IrU>*gvY_j&$O+>=fpi_Mocpeg
zGn2!PjyX1pmE)XxY!fU=1{#crUY=~jULzRTozQ|+J`s2(pSB<QXz%-LU5Hq}K)Wx=
zDu+Pu`zaj^VvAA;x^N+-gNk<&30xm5p9?e1o^kU(sD(gBb~33NNz67$(vY}hyAzTg
zyhu8`Sy5Hy<UYVpOz3;J$F)!$bjlz~JcDNbN2O6M%&fGXsMou0G4QdVS~r6Wk@~SE
zvDq$F?ghu9j(Q^$zUSKwXo_QMoEVGT5#+A5zpgT_=YFBJZZloUV)bCAy~vsxy;emL
z;r&N#ty1|ZOjuX^GKE8$`BT_A4!umkao={DbwMctC4$lO9r$gkaO!Yb^M>YiXK{A-
z!75zga;SKc@oy|#C~xA-<OH6<y1bvR-{Tir4Lb=WsvqPcspYDa62tS@F@bxO<ycr0
zTI%!ejG@V@L#ab>EVDS<?|#4L6ELrN8ppD2@g;3z-1tT-2N~PE+ewc38?N8Q%K)&6
z>`0oFa^R--Vq!xHhfTw7uh|(br7AT98$WDqmKOr-iP5h7+83uY$o=AKZa3J-MgqDt
zxNW~cFtihryI$zq?G*D-zk~e<>jcYRx(Z+d0%8p+RK-ht--<o}xINd#pLG9(ZbU0O
zH+p}FemTD7WuwcMhKG7knY>J}c*QEs&?m$3KYW>xiJVN7%4d=bM~Q|fH~CdoojmmC
z3~)J^tX}&)4`+^5<=#A5pzy}bdG`(9#4|Y0Y|GXEG%(zR@O_zmLwlf#M`lbZ9{wi3
zG!q#WK@DXC72k}WL~W3q_j#=;n-T*6CCh^D<nsLTa`Jg>Ml<UN>FY~Tw(;Yu!Kfe7
z@631!$*UVpneAI*L*xPZX@YLb38mXKqldaI)g8>XDW#XsH{V-X6^$<@$2uL{Dv_E{
z1+MPynh(r=4l5ATRc&q}HK9l4P_bqj-LRe{YHr*|6g$}qL<xTc^zsnk6Ih1k16Ppq
zL3UxJO<k(=$!{nlhlOa3XDw+L?n->|fmoNuf<oB$|JoNElx%;P7=P>)LFYkN#{7i+
z0RW4{@kauNqPaP2G~N~h5ViK1lsFr#Snhiz;AO+MY>*)w!f6W{P(pqPka#vK*RGg6
zPhwu`E2WOqD8R5OJy&n2u-#`yK4rdqeR<5^$-9kvB6fLo!iG<HDOAa8l;K#LKm7Ee
zP~#=+(=#@1&|FIQK!Hrpk<-?V{A(PdWYL!Lb{)+#m<ZFaT1v8{<tCQ<ne>_THGhQI
z#?A6*Ibr0}52Nkc<>QkDLWH?o8#ADokz*M6Igp%(lNhB9VgCKU+TLbT$DcKM0O{6-
zTUBbx?9qUd<Pw0{h<*{YKfEhpfn|Z5EJB7>e?Wa9fLa>NuWd}PhQ#A<2{%>%WDfRv
z7~SKvfGthrbYZ>q2u4bm|M0kr(E)?1BqAIHts{mGf`t{uFksXus~v~V8alR2tg;|E
zF2(rHF02xS<jRUs;|+(#Wjz^!Nw}?G-P_Gj4zNVCQ6jeiZVg#v=@wo!OHf5oled;?
zz?)C3tlc{kCCj0E;uBi}fe62q<0q%cA%qupt9oS%n&zKO>^CfZjmEs+@2~AQp1@G8
zjGqAfIse~m;f1(9WFhcIu@g-2q1vpp>m_vNFPIUWX`4psN10kw8O&Ald7&pigxt<L
zZ8w&>Cyw={oLx|t+XOqU7&#)oLE-w79lBHg8$2}m7PVQ;?@edSDkn!=8YN-$L%%Rt
zuiOK!#7zCQKS@}I7STh`GMeASi5L7~;^S=((Hk@mv#=q|oKoG^d3rrs_GI$HJaKDU
zGS?ziC$vJAUqaD-n|7$2#EWvJkUmPovhFY$GM`m#rVz$El4CfGy<gHqRaEim^=_j;
zR88VsPd~82RR=O}JfPQoXPegd<;%!W=lX{I`Z+i5{XP9|qYLAhO*o{i@?vw_x`f;$
zmdoL`23{GJB%hW;Q<WTs96kB#aveI?WJv^Tv}kF#XIKc|gNk7OR&1(O{<<_a_t$eG
zJTWyDCJl3Tu77=hB^8{Umt|^rmnM%(?Cf0=h8AS(+!yB}5M=(-3%FsjHHX|R3j@mW
zl`V3D(^G;zAp9r-dRQSLXiqG3(UE5?X$HDbj%||@t(>3E27!|sIhKF^qyFZfp54H7
z-Y~uPeHqeG)l|r_Hr?`iR@NiJz%ygI_Aw4QlghixG}vV!#ZTP^t?*H1<Y$dotfrb(
zv5K!wC>lCE+i-N=AUsDf7#f-lF{VKn%l|!|dns*EOVJI7Z~%qi@bNbmR%5H>C4zwm
z-2oKDGJoM@azVZgdJ@>6Vgr4@O4`m;=n)@#8}`Rw04hS#U%Ikkq(E#Q1S2E3TUul|
zbMl2xur(ij%(3$<m`>s`2dEJk6=iL|a4xScL}zq=qJ4g@NXYCLIIa#Ga~!>z=aNrI
z>r&K<`n>1&qVk&i*vRM3PC(e23O|2a5dbH8VpiPz_wkNXGJAFDn4-*ZCje&B=il;2
zR6&keRB*hSYx3}PxHyzQH8i|oWN31y9f<l!)R<oKzd5u=5F-iX_Z)n=h6y};k-h0q
zN$?Roh~7U)4^=dL-(ku#UC^ovK^`#C@xg^#8x5NRzj3dQ(^w70k)QAbKyh}gRC5g7
zUsN4@ggovDhZJKetzrxarG*M2Hv&VWrswsIEHon7j%RY7fR~j_V5*i^pE<bT;^Uye
z6bPVkVh+R@V<S^)a0WUEnE$@NI@Gc4bAE58H}+B!Tg9R3HHN93cMja6NA$!FwBb7v
z?g@!tw=nu`J$#eHAlL7Py~+V~zWyryww<1;n&~^gM4dEWYViHWr|aeZ#~*&0qlWJ(
z?EfIyxg!&+OjSLUAOU->U^u$4f!}9-mQr4Zf2729=s`Lu3D#1q!?b&w=8u^^V_R7z
zb9Rlze_m%tWQP(!hUd{lq0m}PaKmHQ(yH#(K_H61msIw6)V$LJzf<u9VGMN}2I>aE
zc1y-5ex*GQ|GNBHC0BIR88D(a4{L`#S1Dr~9vadpY(ug2s4s)r?u9E+hUc3JlIxo`
zQzKW)Q{h}G*k#uPzu*Q>WLAxz7&F4<R4>4p^(oC0^WHWiOtP8)3sKl5M;JHaL*}sA
zwcHTlqxFiQD8IRy_0v%pA%)B4i9>KLzO2xEk!e0uj<gy-v{RcD-}c&S7W&@9-=NXp
zect}C-=JbPNnI~N$nu^?_3@ZU_CJlw3)AlI&Fb!`w|tu7LCOP{h9@?)`GybXL+FD8
z^0xP3ydc2<K()iYA;4R!Q^k+q>8*@eA)7`z-GH<_l}GR~=9~PM4U!#GVM~su1SZ{Z
zu+Yk`&{vP9n%8^e#>P_G@R4*<Jrk;5c0N5~!fJvzs3LXS<7hbLnklOi67qp6WDq31
z639y4g*+uhU(JMmh=tL8YF>AqoAp$s=@gFR>Sbm`pEUvpWWpFlBK@`DJ8nr$C5B(M
z9eBjx<Lm2p26gHT52Mj)Tn6Y=Sf#Vj9=|C~OcrZsK(Df+C+T=r2+KWVfC!WuDl=U~
zvTU_Vl^PX5I2IaYD3A1kCz38Y@`t<<r}P;hCjtt#m7NTeQo20py<c$6gmuxrr6~*r
zYmQwgqOFR+q(kDmC;Ag)5XXoSEW>D}G!p?st7Ax%zW{A{G`9UD^UY!d$1b&+*6r0~
zMQUwPCI3f|dPKW34_Of?dD?hN>%r`|!0X(VXDyytr@1AR$TE@)TxrE?Sn|0{Q#f=H
zH<LcYqKHqa+)B#vUbPKNriTwXbJXo-$M-k>`8Ry7TtmON*4w*MAdt}KxT5RFn@~&G
zri2$(+V=YOG}GpI;0Fgyn;TmHs~C-di!q~z6djMOV;}0{>ZJtDnC8nO6?abf0VR%_
zDHK_Pq}7~=<;=E^8lmOCORB31*|jFD)w^7fy_6+LBOg7GWEqQNixf6B=*~~HTtXzI
z(<4hFiZy<Tieh&5V`F05sqw&nBpX74E;uP_i(!IJ%YZ#6b4I3uMMc5gK@SB-h|XXV
zp~aw(pn#BJ1&pecztWXQ8zx+M!x&y~6geVzo4U)p@xWki6wR2{f3W|4dbXj8QBGD*
zU6I&FS3q4gzokz;{++sPtN&B8_1U;apI0ztIy^h{RwMlGN9L!vIVl4a@`w)(+~Oet
znTyba#<u%yB2}ClR<}(B^jQstWmEmAZD6%u7-ahkJ4AkG+~zxBX2=@NZJpMCRL!Yy
zQ}~$7AOXRm-@H22&VPa+Jm`{20ezEr?{+>@iK-7HfQ&*V3-2><WCk>(iYcJrI72&O
z5*QY;Wvn(dwW#vVmOgIl7W&5!=0%a9@0O=0fPTixqWR~sEW3#G=M#Cs6cO3U$zvuM
zX)B@(+p6xafGaYLtV$eA<eX~=)JBNNkrph^-)8qqXxA|lLVm?z^D<8Wz<4+0N<V?D
zR3dEh1GUPv`8%e2gD3zBdk(K8ToilrPySl5A7S%S@n#m1S!I=G`(lVKgOfCD$(2zD
zeWNBDzR<Y@cKgmjS<sk}siak8w~AGdJz65sp|Ml9pR~$3)pAR_31d=#pX`E|!#)PJ
z%6~Lt81Y&1&6YeFG$`T<UD%_OBPq`Me#xS35pnBn_#vZ;-R;M`(Za9Vn5uTJ?*2f-
zP`I>SLQI(XRK3UnhU!rE=5B)p;7L3E_MW#617~c9ooCw+x;ffx3SAPdg8Ci!Pgndd
zl=F6qXBaK!z`u5gTv1>C{lObf^Q~I1KG)Bi@TR-HA8HVqJg*)I7n)jV97a0)W0;&}
zvU)`kzI7m*b062^7`W^cAiP{%f>OG1NunBfAW0MyJMlAR*oGyEA&5{kp2c}Oxbm**
zv1bZi?M2W2yzu&Gr7C0C%AKpaG@Eu+?G$}oQD~uXz&bAVI1mmtv`?hSO9*g0%mJjV
zhsnMnRsxEk{{}=(g4P&up@&y&G*k_D-~mPu9#m=L#0(`GfrkY(DiCfGrc_fPr}W-0
zH-dUpx}CwTpZx)vdT=!tO+&#Nf1-%&R%K7!7y0Ysto5hmKAVsaOIr08q}P4bnv?xj
zJd3L%0<HDU#8y9Kt>wHgQ3TO5B}RchtEMuJS^@{rgz=BpbX-FjP9j%a!MV+Q9JZ)n
z^{0A4`hm%rQJ@hOK~xhJyR^pog|zC@eRE}12Kzf0X>+v3-Q?wBEX7^jYB`xJd@hd3
znbf8=2t&0;HQ8dvaQorxGxj2J_xNBtHe$D3a|Q}dXp4sN&a`ZOi=wwdsOMNg^1_kT
z`5=kM$F#i!YX^Y@+wNF=chYc@;_yM9>ykBMO-XNwuz-^K45XCd_3)}tRR+I>F&Oh#
z&vkz&IR~a~&W&17&a8IoCDJrcegLJvuD;7XqpgiOigU_b7n*qPgWav~ddAk)#u@se
zJ`KGdVUztjoRKk0+0u6#{oW`61yf#e7ZBZYY!Crod9~F&CSNmjJC^!(Ggk{kmQp&s
zZCVqwZfk{1ebt~oj~s>*cf6ziCJbAX>p^}5Vkje1sTQ*H&+#yJMa|Y9`PPd~)lm+l
zUL`&^)qV~=cE+0z%|ds7o~oUC;wrVdtF#)Q{(ev7^3YS&cvrxBeUHO29uBS=gJn;s
z_wP4^_u7x1r=~i~wbz4g6kWX}DW^eLjt<Ex2Y*<E%jNDXHlZqv_{c{3u783R5H<9K
zy^fW8-ey-rLaLr`)nDa}P>WAxhsh)+|E`$)H2Az7BDdT>B|kJ!i-(Kt;Wva7qUH&z
zeL0j79E6n;qa;P>)oqKK3CH^K=a2MXGyQd8ho>L~x801`%G<J>ii>;g*Ho@<LFAR1
z6RGeJZ&l#Wi+YZBM~s2upVHKQyI<@5UeC{nEBDAY!o_cCT+OfquGN%+#1{-<dCJOo
ztvdmDYYNee=ef7d<$iwm-0`%WJ;AHRafRN~P_X#nu;!`S-|@D?%OKjUGqmaHKhGno
zq!G~bfr+YRjiKSw{Lk<A;9tgM`-+!-qz7jhj~QWNe-5Qx{o<!MnBrtETYRGuLv-kf
z-53x&ZcLP&C#$8~SfEDGk3_0OWK0g(k_n`RV>6VKEhgP2y=NN`tpIY+wz8Vx(eFKV
zZ7Q)OxbJ^>_;6DmvQo@nQ~A$*7kid8t)A?%{Z93I!h%vu*v&j&9O#$ALKZW(wFzzP
zD&GAy!7pxKNwTR_Yc2E|SF&BiYk=<o-9Nq5*jqz4b4y4LKa5ZaONayCua2DnK$nrZ
zhxkKjM4|SO>X#g9pnSk@(o&DkD;NUzX`~tJO<E@2!PZWB>*$pa57$|-lxV5}q(w^`
z_{RP76REGuts-5N_Mf9MeC9ug$8gHC*P`EL*;7LYs0m9tVnB(9D~SQOqpk1RzwqFn
z`q%iVu&7{CQvO&y_?<jQ95KQ8@0GpsJIcv;tBFpwdUQqQLWaU=LU!oCP>-?E`R}=p
zhi4vCWA#N9@@GZZU?j?F*<@IBMH=@U0F=4L+6pgZwQ3w~O4FSQXIkZGRiOgpPj`$G
zC}^!BEe@~NH9fM`Sjmz}m7Ce4bIL54H^G|s?yoCGU4_^;d}Vd2p3lr=)1?4eN*%X;
z6LdOg9xt9BeTa%GGIF_zEVB9acihknnYpPj6izAHZ7seEEU61Hxa#44T7iw-M-+AG
z^{|+GcO7^~YO?X#b*cS%&y{WNbz=j+ItmmV6c@A<iVh5_$ACSHRnYrXNXeQY1&e@)
zF>M9q?3Hk*Oh&`Q`^I-FJ=o6^ZJhejm&EG2Cd-fZs}QRyo0h>&Qsy?AYa?=OeoPcM
z0A8WSO?pE87c^$W>p>o%L(5mAuH+$JUHJFo<pjz;)gAk2-_oZw&6jH6OfqQu>cT8l
z8Gm$iP|Ejo_Eg9gnyRFgymi5v=SCJikn3Qo9SdJN9Sr&>mM?5>OjqHEFCWqSlb47d
zHV{;XqVEC(utHOde4j`}B?M5rd|8HlF@deid27R>K%)l00K^LC0C>@x>~M%1e=Zi~
zp0a@%F(wN8xD3;nHWME|0|ac@1#k!r;!gGSm}bJ+X{loM{)92dh)rt~0>qffoQRg)
zo(oJx9Oo=i_`VD%AKmc>hDo$XzENK0XCw-NIXQQnrLF@7^;XnP-|S;Kcx?`AAFIE_
z4otVV^X2>9r(B97vbxjHHf}lBzlegd&<c$t)F8=I70YKGhZ-0$TxI|F<lkT(XK-Xs
z+@R5B)Buahjqk=i$!Q0E3=i{MTM89N`$e@d+x<rNT2`cr06k@3LaCd`D$$5&W8xqZ
zqB$T0kR_KqEa^zrtMLPKyk7(zxJ|Bd_4NavRZeg|eqN$vnC_@`fmmMAFQbpV54Ozw
zD)#iSU3faM7SY@LKR)cDIpq68eVkc*HYu;qt99hUt=k)R1n7dL(}Z51b-*g2RjfT0
zjOvZd_|O6=s{<?#$!x~IPMtkGD#pq8{C8N*ET^+x_oY2LpZ%CPYs*wNB6rPGWpF{j
zIfnMnsg92HN6ufeJ|iN-e<T?9`W{<-_!6t9!IO4?4KNo`ywG6W>b|D<E&QUnHbJNf
z!A=KZ2gVlbD9ytb_r~*kZd_7SFPxJBtTNUQt)<Ernm;TG?zgoL(7Ul-9!4k3X)K1x
zJi5^7)D9-?=wzR&43p0yz+!E*WM%iT^PLZB=k#>;FVG;fY#RJqy8A*zuxf-(>+`Q6
zN=%uv>McKf<MWhFwlC3Nx$2c`z3%z02B=>mZ-9zMgZb)itg<&SL#|5iNvO<_I3=~g
zxpOJWS}tO(OkDC+y;&zRRh(r9P}KGP;MFXQWo+~H<})rKdwjwd$kR8PF-zS8n<_Vz
z(<eSh9*N{jd1zGDz6iL)Rb=`P-=OHUsJ&%5NfMr@p?SIN50QUuP#l~bA@j%wnC$fx
zoGM!id2suvI%Uxl<cfU7I1%yPhbyURX3X1){_?Nrnb_c@AWyU_VK_Jp#)o3<uixwI
za@61Q?p=T3h!tyP5bZbgdA5u}QYGoXP4q1xR>w0o3V<&3hA;|zG1v;Y09Uc3%(Sg!
z0xp=ZG-+$E9Um(UZ^3JIGBW5EFoPd;okjjmXO}~-y~9u6&Yyj{N%9HoLD|+8^lUt$
z1L>lvMPvS`BeJR;iFvHMszfHiYsb`R<np%g3#w77@`mxiRUniQ^e>UoqY`7{d?Dms
z#X(1GQML6l<2aEEsvzls#DfFVy(#3qz9Y+VzL6Pr*EbxkykZ)P+<_G)b?77{UIaU-
zByi4~>DeG(@AaioMLWBz(!NACp#HzQ4M!HzkLNf3L*_v96BYspskQ$YJgyYd;rbv>
z7#x5dp)lGa-D$Wwjub4uEYKupVs(M<NeO=!@F6IGIUV>5eOrGg0CqnTARdY;hLRDX
zL^;-LHr*hncrFPq+*fGd-vT?n-4nh%5`SiyoTQMX>z92n3r;%K*KVF@ZM6|Ytu}A3
z6xJ^%#6@pNKCd1LK2K=1#ds3KytF}Ce3O?fNp5TuasY-xE=I5y-1~k?Qhb0LM+^bV
z!3IWxsn*GGu;Xzu=d5?n=6`#V;uo0`!yBZ$=ZCFw1N|)onWG3YWs6|MX7{}G$_U&v
zVZ@Weo~p;R?(w|Sk?rlmjT0QR0ISTvgvK)_8*UTOxxS4DK^j?Ev$|!jXYgd#QvEA?
z%TvpYh7k+tP?nC1;(i<WD{0SUjh1fXY=*to`az}oqUKG<ytciub<w2E#wAVl6nNs$
zxztmX9gV?rwrDr<3*L<cQYxqyj35ae^-CHd)BhKTFOwtBub)Fl3m6%l5g8Z<0NT1=
z{)HiZm_!NI$hLua*Op_1FgTj#Sy$ACqes2tLlVq9btdRZu8$#UzQW{mkq|zn<V`i!
z-xcH==m-`lKtv>DaKwI!GDxXdB$|8~$+a$pFf+@j!?3DaCS4jC6IQy6a7T^|h{b%)
zp`5}<De%;oVrP}0NwDCt&w$Je|LaPU>>t@ZNxe|(`QMYe!!)~5Cld8t7kjz3S$|UR
zJF8st6d0koSa$MQIi2KrvWp;n&o?}*=HQ;vO@E{pWE56i<dm8ibX+;_SB{(Uq9kds
znB+ol>*L*vf@H4@C7xB5WgfWqOz%wbn+IMaJOQBqk)R^8bSOf1&%v?kYysk2ta7T5
z#Oz)%pL20F;>D*#Y@wwYYEkwW!lkOdNpqYB&>+CGy9WTsecOmFJZ#1A35F#EY;$0H
zS7(jg=ZN|8q*-eu{}7X?BhmEu`m$Z!Tvu20_C=I}g)zT&dWxc%3nsCC)QQ#>UrhL&
zDW4K&_tD1KjZtg+<cVPW{%}&3rq)$$pPw_E#I3XC;f^WyX=8fDfz_)G^7Hi^PwU0R
zWWl57e%IqAzv1=8;c4q->%#BtIQ1Y@yrXS8i@(^rY~10rv+9NZbB8DN3oxCr*sxyc
zna0UZ<#|2-CnecP*sMokf71xe2b;zcWMX;|EY(CPAR@ngXq?7?=fI*VEnxq{h;dSw
znmB0|JD~L_Qb+M$YqukqCi}lUldfSi)o&66wZ1L92=H%34(t<y53EC&5OI2h>J4XB
zN*D0VaEkQ$``RHCpUmP)r<7DryK|<G8O0+694$?j_Sl+x=~g7|&C7?Ei}NV<lfK^A
zNJ#Q7m%aG=%&>WxKKIl9QQ<@%6D=Gf##gg%&=mPqWob!2VsQ%Ee?Q;m!XGNSCYSHe
z>7vrk`?;~i>dFk!A3z^dL+_&lbDaw_`in~%hQULd%b$U*59jx))$v#Z0qG*ry2}G`
z!Xjho`}qNO;P?zwY851tfyjXmE2R|^NwqB@P{AVBz0X~a+7fwBj%4{k{`KL^gZ21H
zVuDQ)4y4m+SQyfnc<3n;z-IHk=13H+JO9vA5zM=qydCsfY2J)Vg8s2c=JW`tSQJD`
z9C&ba)#N}7?dT#-4DZp1@nn<ZFYIV(25OKs+DPP8gYBnZWIX5z$v{&m{QO}pqcV`$
z5OfuRGwA6SB>J9jtXqKXBlS0PO;Map1mb5A<k)q?`?4uvp)hTv^RlK8U{N>}QB(^p
zT?NpWf(%erBbZf+Sw~QQ=aVCmLnDmOqaYFY1;8M%^k;;9kVj(*3(b_#e9aa%SQ7u8
zg<g-U^FvfKLfgb5R}l;1J6Nq;i4B`~#6Lmkg+Hjfm4Eo;W4Bwx=skPz(30rt|I3x(
z1gAg$v)P;AlNPDD%$W=+p8}UijFfG{YK~y&^!6_6epfkP-5#8o?Xokm`L?45x>$g;
zB~}oVqbplQ5kSA(rsWqDR6`hqQwJ$w>61ulak~7#Zy0rR1b%jQc{xD|X6G-Fx<e+j
z>2ptgY4j}+OzlORuZ(V1vmsj5^s(JjA<1kSuyyGvl^Rwh&K+_VBp%-T)p`T1`|M)o
ziJbH)a{CEhxUBd^^x(IuA3`)dJt8d-gi+uRfot+7`z7|#u$PVy$iN$IRgO5?mQ0_c
zu0dZcGrysI?5J5)1F@^=MqI$O`%admtoK73wXP)VBL-AI2uidr@Ei#~h8v@`Q;q<v
zvxN8*YF0ZLx?bUZp1x2s06OQe)<gO6rnmmqZ&FmVuQAXZ1*pnZ|EY#7cy+0oXr$h8
z`DskM(YM4J$h$*cl<ovt2ooxFsm&VaxUA=sM_t@aaW4G$<36Wlm}T2GRn<@QJX}9B
z_k6LcmNYN=KFuswMli3yN@P=ej>E-GzF^(cUg%zG8!1B8vUa%BPc90G^v6dB#NUd_
z_|pan72Uw;42VgH^Bn-ub^BVOYbgUzL8d)8e1ntHnvArRotNW6<(eFU4nza6(!GWQ
zsQK%iHbYc{K>Z^zxqxdx9H#wcJq}lEM?#9v$c}OeQqy42cqPaE3s=guBl-w$?^no`
zBc2kho^I}+v*}%%dSWL-!gE3TPnx*OaJ^_0e^!1X00>CcirpskS6Z&-o%B-|y`^Ay
zvDM;C+hJ{(WNt$ZtWt;XOg{8PvyO$vZ)#Ur?abyz@@z2t`KR*s!ipBT<vQ!RafDY$
zDo3w<9ee{kml};~An~#|L2e%Z<Ij9iEbLG8dYem$QC4bdk@y*}tlHy*FffJS0Yq@_
ztUtR;?>w~W!OdMR9l#$pv}rn*FuToAQXh^~H{lgnkVYkN%>x^LGg2XlOlAdT7Hquw
z1JoF=4l3nxF|SM{ZFiFa<P<_qMq3M(Mt5ClZuDlTa!t&a*ByxD_&nbmo`Y+2OJWN#
zeapyEpcbs<O+TeV0RgD6__GMwd$nSrt$&8bairJXA?dN#u->@o07n}CGhcWF;nr(y
z!9Y(SQ6P{quGbdKkNBo$3KaJJ*}KV)76c8vgzcrlNP+6Tg)N}H{pO=Ie+-ebz0vI=
ztg{rjgB*D*Y`yBfw#1oouFvs$usSJia=GZbO|vdsv3?rlB9NjlpC6?9_vJnBo#p#x
z-~76)33#2pd%fFy-EhtR{Da(5gPXKoJW*b5j5`PlfB?u<0${<RNVdYsY68pti8(6~
z%W9nWsFvc$S}sq1AYV`Qxo0D`Po1Y{<dRTvOG&#(ZCPg=z0$KCu0lRodt7R&*41Yw
zV`WIQU#O}Aiywd11@BspGY>>?V@I?QlhdG-Q3sAsvh7L-&gN;pDVkW-;C`NxRi}?@
z-+C-IP7b#yJT^F8cY`ki4oi9{5hWM%XpGMrZ_)pcqibNVvk9U%Y}~j>8e5H>v~e2S
zwr$(CZQE&V+qRP?X^i{bd_UlQo}Jl!XLe@ioRcp%wm50DDa_T*m5}e_@_4#kJ)WGe
zCObq4s{}577>nVw1K{+<HWiY-O+AHhtfQJc$0SNNyZQaCm!F#J(#Rg?Zxg0@GQ6Sb
zH^j>Ln?`aIs)Hl4qt0I{ecd0O|K~3{bo2ZzcVVHQ7R;$_Cu=aXpfabEv+SnR>))+#
z&f7})+$9!SF8@$`#bnL#NAl73giYsJTKT_%Dhjfh$Pb@m-uJF|;C<|CT)+IJe{dyv
z0*fmxN+BvFGJ>dy?^YA>ppcfTUYHV+Mc2#Z;||~_DNkz?r}A7+Kh!?sk3+wmM1c!^
zq+vwjQT)&RHAtz5nXauD-02H9`E3xqG!EKaeEZiv?vQ`mH!|srXQGBj^H=iUOwyWl
zG{3DzNzKcJd2jmK7|RZ@iT7tJ;L<d=<Vej$4EduRoWf*BVWMv9U)556@VXuwJ4UC~
zWX1itE4r1g4i+0JD=$~`kRd0u%+Yf(<EfI-TuPk$urG)Doz*M`0!4u_a`{A=Z-!KC
z<%xXX8pIt%P(Ys|OA{hL#EmSClrFScsEe?Nw$xBjn&{PO++xa+XK+N-BShw_Pg_zq
zWCep6>y4$eOqhK5gZJs@EAoh~Xb^5)D{>=KikTtL3Yo9m#0--$KC#kLTLMpqy(o{-
z@^DiEjs3lQG<!`siB#gi-C^=8&***dHS3c!|82vLg3-TQ44P97A}GjhIizykiXZW9
zAPBu3ONnv)na8RIrVzN*{yN{-2KQ(&S%0&LYoX@T(wEckmmbN&wh`HwN<OwN5zYgk
zdXREpi2|MNlV?CFskD#ss4i>bCjn1I0|Nb(JqoKr6UQAJ3u@g&>1@_w0(VC5BayNZ
zTC_Wpuu=Lbc|y?;vG2$iWh`g>?O<4<%4ad9?_SwQk|I6YjOy2cUKhnD8xM0P<}yJ<
zTDwW<tE2!3e$nK+1W)sI;V%(Y*tyBGc(6mdamrY++=4;K6nY^3I*x%qq%T|cApBqw
zd?nGpOLZ~Ie#hmHzwJhnoHRU>cg0jPTh*tQf0^Yi$7C2Qhb#yL3QwH$%2v$ZN8;?s
zS(dx|)I}RsLif}3MW?MR_Ltw|qADrvwHv%76WVq@LQqaB>PTVW+&g}S=m$J|JOKx0
z!F^8o%9`3$*Lo20=mkLv_cMrZ*0(kc(9&cc)&fDS&RvCpc0|Zl`7D%-p<l~KR|+or
zNahLC;3lhXskH0O<e~FezC+1ASDPI(tERp57=zwoIOMG9coh83R&8z4rPxhA{d`B-
zukGxu7wm@o18ss@iFO(!O4l~{enNK@G?l@NkCE{*f1%%{Eo`r&Lwf<7JP46{kD+ya
zUuh_P&}>+Yp+hrxN{T>1yacXW807*`L9wb9!!Xqr>=$XjtUhY}n`7dzKvg?T4=+Tp
zfnVr_x%1ByB1JCDNg^?&uPFp(o*Z#48J4l$<M6VoeV^;urx2322I2L1Oa*Z(;mBg3
zAbQFRNtw{jC<9{iNtA);xM7eT{sf}x?hZ5YnkkiCP8bdvA1mhFWmN8&r@V*HZc{jz
z-rBzp>0)3wA(<PxADNVx<mI1C5Pg(j&P}uH5y%*Q$6MOA%`w1$TjV6bW&kuP>2TSA
z58lW?eX*JzdT!EYNegX8RL|Y#zK>GP@40JxK+CaG3np|H78*HB+nXKtLFwxSTiDjm
z_D@p=LZW{8IY~Lr7#o<@F-}k+-7IE#qr{FOMa(G>Kg{EYZ8^%FUS>WZK}FAOorjh^
z^oDt4Qg1l<kga+5%dx<y|7}X}X}iy(=FsflUSdpU5IUwc!ST?0^m5|d4+>@^iydl!
zP+Ewy4@fT@(4!w=)*hw!qQ=aC1na-Hnv`6fO<rs9TUia_z&A1fAEkB)2_G{gc+Vz(
z5q9|;rO`Tu;%KL@1xZLSOamkifvE@bJP0QR!u3<YcLjs=){{ndFQ=&7(&E!lw~k#F
zXjFu!TDcCs&0x!ky7P#8d8DIX(%(9emv~M*Kf00I!L!_(u|%}l%ZyX9y2nm&6Lhz6
zMr4CTjT2lK0m5d^AwCZ)05H#^pmd`@=W^ZNqotxLV=%}?1FE)*XZJYKKg|#`AB`=&
z6oH`&qwKm9Yt45w9-r%(BS)b7)B(rnj3f{H*KpgI*av%#9A&(~rJ1d6<Kd7XBmICP
zTCB_jeVxB#v>|zsQ)$(5T_yYw!uatHeBU&FydvmcdYZNA%+bo}Fn+yyPTziLIePFi
zaaQi5Ap!{j#~p|HVBh+<gdkMj&R@UZGS;2@Q3EiPSc=405`_~6XG@GG+#E%2OG*F#
z->D)50tjRn!1{1#$M}14bs206VTQ3yktNa9^@xOD8E0Az1vrxW`@(H&zfx1Ks2Vlq
zUV7^Zq*cUk^z?+j<iSB^pNFM%P#;mSq{97$Y_c|k8JbJ{`PXUfLv~&_Kx^0@G|u0B
z1tD#2B{vq%+Uv*Ml;4XtbWIUe>CCV%oI|04y=;va+V-QVWC=e~L8ZWo1l6%JKPRw7
zxq&*W-wGebHv@|JMBBzw3&e)DF_jg@8&fdTM6jV3+`8YF1CzC^XC%$4dQnd~yKUOA
zj1i*!f1hnf^1ROiJEND7j*~ugQ2&0fX-`)1f-_Qh-Pi^nnYJEv4zJz(?&{9-LZwE6
z>cC!&S*%)G+|01y>SEizF!4}-V@sj_m8Fqq+GU4B^Ys}?HJDafEzy9!C2{eGEG3$V
zms8t1nOzf-U1Tq~?@Tb(TMG3{tSkaTa8a)xz}LVNhB`GZ^e<?%N1%o0AHVNJyu=R^
z$u{)3_dKo?Rozl70OAG)7^Epn2pSO_*6bSgAf==zN!r`fgK*&_`mPJ|-jEJoJpI|+
z#4^26ZDKh>fgLJ8LD=XQxY<)(BdrQep@npRCP)na1e$bAd3?j9Uoi^3vXZ|P;qu!|
zLlE{}dUEgvI58!|X6bm9B&B!z*rW?C&aGKC)>xK5>w<2vh(2WyUpD}cJZyGNToMW;
zc<5Pr@8$qgD?h)M$mj(DqQja7-Zp(E;ZkuF%*~Gi^2A1_t=9<>s3olH|12<aJLUq_
z-fgZT$eAdY@u=2NvTma9l~S86WYcIgcd8k!ZOF8j<7`=;7f_yfW>F5VvzeEo@dE(x
zYgb{mI=~efIHxeT^U7-q@`h*CXaCWoV-Z~(IW$aT9u4n7^S1Rpz!R%he|O(d%0Dz@
zaLBh;mvB%&4~CjWH$R%8pg_}nc8ZoCJXCJX0Vdv<Iuz4{`A1d|-aM00X;_>DV^U@v
za~WOzH-k2m@woU=`odMoq7I$34rXfZx~Xw#1(GQdkvJ`s*z$`l<2)$E@X+w9mWJ?|
zG+*Zc46yYxasrzN0Jv^2J<^wcKf=_!j-j6%wza(>Gvm(pseMDs&Bj$;@+36P+zH9b
zXDI5?T>C9{W#dfSiKVV{HSUr<<l<)b*C6}_DDO~fQoH+1Qv&Xcq%XD>ggCwFy}5n9
zwN6Z|${bnOA)2gb3WchP7w1+G7Qkji<?UUvm5@}RFi(qySyV97jd?mbuTNb{ww^uX
zXPl-Po+keuIv?Tzk;pi8D>9g|5qm`h8w8s)5lQ$wj9U2ucEZ1q`s(wwjB>OTu*hfJ
zfvxf*+DVt(2q_0M{h!|_s0x*Xz4by60~Jmda{20eL8Fg(C<tEvg2$<y%|{~&@hv$e
z77~5cY}2wk3o|borrf*PG1^$uTDtMF9gHb1JDgp&-kO~)OC2S(A#sFmlP{!7dJ`0?
zQa9_ha}0*VS8QT(I<IqNGHgOKE6y~6w5<Ng@OL<-O73@b*-vozU;&$!c-8DRyOzM9
zrM#DhNqxcaS)q)n8okx7W}dG4(h2Kh%SDBXY@`xsX;1e>$B)OUBR{^(XgifsspoOn
zYem^itn(fJJZCs^Wj1{MO+%#m>F2-H5YX=0^9ZclLrua&=!%Nx$v3o4R53m(ZnTr#
zzpmGlR53SCB^|cc!`5hvM{T&TnI9&!ES@~><lg^0^wnBQR}R#I?M$0|RXne?z|`sC
z78<uQHW$Hb?qC4I*v(Hugu`7H?Gb2Iff%xg81CfJkkHZkpJw<(Wpz1z{J@8SlHPP$
z{+di79h~?XSH~&UAMCaJ5wIhlqC;0!1N!m;3B*}};1$a?W6{>L!A*a8{4dWpuBtSy
z`^OmMMjR42-Ujoym&B|7I_WnXt=%yZ7Zq<E9)%gIiOu=-?DT%`!I;7voM$c(f*KPA
zSHg*15F1-YGfLynruu6<kN&#unSq?Hb!-C`I5_#rX+w$~gx2v8anA%D8k*weya7NU
z5k#X^^o!<7g*9KBoArDf&%-U#qf8=^Sfe#158EG*AWm0}ZkkoIP^O%ef=qBTt}7`Y
z!zQ9hRVt82C4xNGr2F*qKdP54f6)1%G7XSW#Zo{*`i?`DCd7&BAY!cZQ_m1@Faj<n
z)7h#|+IF<dc+C^5gOd5^>YZ2Sg9sH<n3;D>VItYx#QG36=0WWv&?942yD7A%A{E@0
zR4LI38j8JXZ4&agYig<&NCyi1%&O#idFb~`2l$$~)8ht%SgaNV*;e34oyal@M2WoQ
zr=O>(SVThb=R`Og{AAsCHf|=UD>12zZR9AKO0i_CG5G2))L&tLnP1@5sTr50_A8s=
zmxcc5E5HghYg;hEEL-Npk5u*T3E%}x1-K~E^S0D3%WN}^RkDpU#~xGs3%$+Bm}e$;
zCXT9;?4-%jdr6)eg)fY>&pYs{cP<X?40WFk%;#{Eh8ec1YXX%3TiBdcxudXAeBxW^
z(3Rpsw!)Oy=Qxn}VWLsRvDAG0B!U$|3<0Cc!YE?2PNk0h!9TCumK4ilWlUr51heVS
zeK?9+lLJ5fd{6a9It0H@MC)-#vOe5WWn!SulSok`f`$~LiTsZ-X(@$0lTt~D#Socl
z&HSY0et(_G$NJlL0+~q6G{;O;P+AH~%`4Hj%3EFy`#U=9q^7<^olVRv5<V*0W>z#`
zxB>gS74g;G!o7?r%WAr`8$H9?c+EXXdMz-jJXmb*MK+>1stC_=wvYSCk550(QV7x6
zYq~>c^}ZU-Cor#&kFDze-n%U=Nm#l}u_Ui9EN4l#3<_W*q(R5<3lf<*`<q!F?trXx
zZU9~^*(QRB7sME>&|iv*<QPbqbM14@`+75xyk$YLl^>*W+DR@W#48M8xVoY4a@{-D
zcC~#g_L#w{WXkTnHu~Kc00n!nsYX-TBpOHoDc9RL()3+TVhOQ8YF58K@5PQ2&4S}0
z>ULQ<VX2DORFa(UBA)^+0z^F@`ZKA`6gA@~dfP1H!q>6D7VJ6NiDvVbr?lCY&8aHE
zPd@`G#^pbG)wKTfF$N*ScbU&vLt^KUm#G7-hB0koqf~ZWez6|az`vik{C@lH(bem`
zf&63tkx;<=tC45w-~uDjfN!ahh<gwr$3?x%4B&-oDc8!FnSz2!<cgV^fFzU7tChg=
zusa}QZ(jyqKw5>Soj{FtXxHIvgl|Jk0#PN4ma*(Xf>)0t9i+Df;(4Q}FSZBO-8b<Y
zT#;A<hbP6qOXu;OUJ$AaZGpd}{qr^#7+94sd#I@6Oyqu2WtIgnu`@c28X}4f1P`bp
zz!n*S$OCE)7xRwqo~L<k-xp<$58atJb+7gCF?7D&CqYeHy{uaLf)&}jy+0d$t?s16
zpcc76s1XUit)SKRCeuPffFSofN_EQA0?qew3=EO$Pnj#~1z(PxG;Q#biq=c`L5}Cp
zYQ)#4|Mk1|b}y|c84F(Pj*E%bGbanFF#$?(V(<MrbIwI8YPCMFzz+Ipt4hKgxTN6u
zF<-36G-1mi?8w=<uqI@fWe4rmcCq!i-tu^s@`0u?bwkp?A#*O-_>ctk(|Ku?)E7_#
zu~Xyc3AUn_dV%z1#~eY3k+zlto=#LX^9lkCMegZA#p(fhiK8A`q1)1OY9e`FsPWw)
zNsL<R@dnp+Y1FwNx=|ZNGf`6@m?&z-i6bDoy0%9c=6^niM{@9XcaWd6@>B`!83W<{
zdeP>%+8bUj(<Bbgwz26+lj8<xh-mn4ANYWJR8`(?3(mg;l_Hwqy+8hCd;!`o9#}Hv
zTA9T4an62_!Ay1oeVTg!kh)yp6Ljhydf`(*=Ak)WL{ihq`~<2}$I;k1aMm61Hs24T
zrMZ_N>qw`7CQM?13BtK`^0m|d_nor7&lyyIac-_JuobiX`*TyhlsxO;gj6bn<J5`u
z4I!PzH({_Xv^^2ZPnb<rT8`Lr9qHC^I;+B^8(~@9h>3y@?_imZimk(+e9DDOD}}b?
z*$y9XW}1yXP$mOk3Mnoy$5rw64@q$n*metu!=ncvTnH#J_;WG5w-6VexKPVuO`lz<
zlc*Xg{kiXbl<4^W+I=EF=l8AS=^Z9gFvXX$`d#O2ZLyFOU}o$_Hp2|4b#_zS?V4YZ
zXH!x-;;>#m9@Kub#MPWcm}JsiCnS*y<3zRB=gmz?-TqvJIVU0+Fb}s!jyyl9Jd4j;
zjf)*S=W1x@OiGfY6;L~}8WrM9t6crMm_v++O*9hnn^Jy>|Hc-*y7A8j)cNL?0q_w3
z<_{A)M|aq?s%ezJoSsFdjFtB*NvLsc?BT8h)Yqh2`oO)MygrVC-6zhAzsl!{{P_Nz
z6Q1Yhw4{~54m?!o)6W-Fki_2Fz2Rx7{$F6uTn(nl<F0(n>`{K_to~tE)NkrMx9HGb
z@0x!z2_$**xZM2MUpo7EbOCXt$xcpg&%9b#Mz};8-*vn20=-SFfXmarfZJE+z_^T#
z2ll6u$!={RH}8l2rYR?E8^uTAfIkB?z*mx;{mbEy?35=SGt9`uQ2}I-WMx06+y8ue
z<203+;Xa`H3%7#3;AxAdCxAf}-H6aEHkce9);DAb9q|1*)>I#?Mbem&Af<M2cON}C
zHq0Ii5<S9boiQ|Uy1z%(K6Y3T0t;ct7h<497^DO@IjWG^PvK@5Z)&;@c}y;z)GR;I
zF<scX{(H4J&Yvh3$rvjbXI)O0Zk}AVP6X*y0yE;{ksh{qiQ#m;f$Np~un!g-dmuGE
zk)w7!@+}{{NPds6mi+2oBRF4%RZWm{owTrYmqWP83vZy_7MH`GZ)!7DUvwq)<ys5g
zF1L2*v%WZ1l;|^l&g>y<-J$Bxu)XNhTKN*6#)I-zl+vKS&9dIuUS9`ML6*15`nz8`
zMB{q*?Nc$s-A&T>cR~|-1TZ8$^KbXHF~Y_cll<}>@-g89%kAmPem@p7qOPWY$SW?A
zCo539Yb`aj;tU%(F&5=)sy{D+0rXLG8YI|_suSgO@_zH_>KZbrk~1Kr!SE9jlLjj?
zQ(%~z0e)6uq5J-Y^fiK$Jb(|0G9zK(gf$QpCCG+^=m#5E(3}XdoFXLs)+I-5kwEA;
z7^o9kKfhS2J80UqYEp{|CfNre1O3G=ARG`RZm2b+4J;i;*8&gwN+dG3mI)q0c8+C%
z*2>}>LNC$99=&hfll8As7E`)^*LRmZM@8e3S(^(+c`H{6pNOo-3H6U^pp7+HP=8IY
z%~HJpuO(hYfBd=ieg#qk(>j|4l4bRqb_7;XQI5Pl;cMeFB%NLoUpy?DW?vyJoX^_E
zXJ7rVj6riYNDqjJW0$M3mgeGlu|iN{HIjL1>w5@^wF<FKMRKmyul*EzEX^3we~iYB
z+E~e4)o<UN6(kV!@coWYj;WaH+$9jYW7aP6{PW((^;6Xg&M<`i@V7cjd;t>?cbIXr
zT1&`!eDr#pCR{FBzF)*U5kDRV(Y++~!p(g2BH%m6_z#*CRE`PWkEXT1oN1*z97BLr
z!u}Rp`gx&OHjsI>v+>v8$8x)xOL^<W0);Sas%&?JCp~6;@mCm^9IF|>-!Pht;xD84
z^De!b775qu;03LBVQvd^_BE^Bjd!kxtI$Rb=*dEz3^mdvSG*|lrh)R}wwv;(;X92C
z;QMdT;0OrV+E!H`wp8{qR^1d7RMdj53BW}BjAMgz2juNKpmzuSgfnI_`HRkkzzhS}
z&_u``iV>840znwEz;Ly+-YW4CDb0FVj{-=tJ5Lby%=lZh$FdP4E$AU;`v-)c{FR5M
z0MZZyztHm+K3(>&TOP?=F&65WsIbG_!@vz<hww-oI*%8S{-R#I$CT)~cv`1;7VmC}
zj5n!6pO^W(nU0*tn$iP}<3kM1*Xxc<l92oZtRvFJW%RH|(DH%NUcY@;tgguE)Z!o8
zp$KnX2ZaQn5-p5IgZNBEzDqTt!m=~TYa|d7%PR+&g620sc*Y<5UHK|%d|+Q8QpeZr
z8Id7yOpw0Ch63g;+&F~5vxX4lEm3;)47iL~(PZtOgM3q;_`_fW3VUW?U>NKLTd-Lk
z{stL(U_jWd@`prxyBLR#l!Q{34CI-F#5M!H%9@$-a{w|Kzzsza8g>Gju?zs<zQvB{
zk~o-<3}65N80B+ta3BIMj9)b-3OHO4mhTA6A4nX1=)1q~9mu3rKxb_I=wX~uyZNdc
znGn1&J}fM~Hx;`FtO+dtH7x|h7b%g6rf-GS7S5OA*BcP91$N$oA^*n>wSx8%Y>+M|
z%8kVG8!tctx4BEp$VQB!E^~&ZIRQ6JoHQQk;SZyH6{&gBf%mCi=#Of_M2EX5Z#jtW
zn3q(3crg2HE!uAVjeo@e*Fw4q-XWy={hk=%b}?n<l-Erk$9~oD{uC>z5<DrMo8)T*
zkv%k4rbJ<l#q3?ax)OiTXN*$Om)1p%%p~!uxat5fdlzVTwxy;Dm|o02=Xo?B+pd5L
zV`?F7D;}Cmc&`VPGdXE1ZeX2iu4(1B`tJiP$*D&HC6Up&z3vYtOUV=Ho!2BDs{{ky
zg{lU!L?J{xo?44xPGFFN!jrT&dKV%ls|mJwB3>3En|3~@md5u>%r%`R=gyloRqwB_
z2FL5F&(Bk!ti;PT`4dF5+OD3K&1MuYJ{0psZRqj*;}OE6)2Pbq973t9>8A7jn%C#^
zIDxdMeApu*q$)VKrCrAw`l3&bA%90%7wh?<p*KE;ex9Fowm|D8;Iu1%g&n1V%^d(<
zj#-cGO3Ea`PP4Di%(qKy|8J{l%V6>>Ju8W(afO(h_Sj9?xV6nG5B7`OxcG@CmxfYF
zS?u(Ov9Xnfnj`$wS1O*x;-x@-YRqZ6x{502rt-yU+}i9_^{J(%3|HA)KP4q4WAr^i
zhylFviXn1k8k->-5+!?Loe!Ktht<@@FW{BGM-Q<^Q#cXM63ICnIBh=d_)y;}A2Kh;
z>gNoDH-$+PV<{7^<DkYS0R9AkiE)bykESitFO+o}ky-byMt<5gL2D?o^wAI9q}CQi
z0OX#WZP7!AT)G?t0%<ym6j=34Z8u!Mn<<*h<&2rHjHi#qt<y3(wca9v6r*;Xxxt|W
z@n8%BUYhy6lpMH3Nd^KbB%YT-+JKS!3?+KJViiw0=*zD~@_sv_lN-}dO}+<2_@SXm
zI>V&+*FYcCB3$CG=xZ<G_&#J2O3I?-dv5iG(5B8lA?kTt*+_#wop);sRa!p4w<?-G
z`>RuhJD`_ikO5RQlJ3aylBq4dgHLu3pmyd8=fel29+vg!*LS3O%V7Fx*CEp%`9AOd
zSy;Y)^{a$7iT6Wy*STiD@GR*Pwn&2*e2DQQmH=1M-yRC&I@3NMI}_Q)mFvSm-o<t%
zXIlL;2w#Yv3cBIBXbhc^VQkGx9wM;F9(tq|bj0f&p_?6UCC&nZZBH9_!E6>zq(H&<
zD`R75#(g2Q$dbL*qVLhU)`TzzD(v?~s?l(;D6`M12C4aG$@3qZ7_*9XNq4y0a})Sc
zIzZssrbi{S*9aBii{tU}Q@jiset>EzD@G3ht&SUg2Y`U8q1qnxQDIUMcS=h;`M+Jv
zn(|%R{WDEf7P9!4=a)-o4uogyO3<rhv~o%nfj>pJ_l%h#sV{4$Q^oNcmGK7PanGak
zF57mQtCQmGZ||z@%D)=clM%=Bk^7;5JCR)ePEQxJx1_U-a*S`hw!{}U;jI3t;UbZ}
z(!II;+Btt2(_$5Uc3OKEG*td8eT8RB%|kpU%jsnNTU8mk?Rg2X`=uLrx;!zTGw!Nl
zLG6o19|0-z1yM3dRn8cd@w;i9w{sgnDHHt~OFG=jx0PJ_Py1O1kvbF-I71Yo=R7Tg
zKGgp@VtYRt9-4JzRKZfg#Dw(xuo-tK_IvwEgj2D7?P^8AH}n6n#O(X7o%~h03^Mje
zT2pRfJL|zZ#hm%dcfk$yrhs94_R~C0pS?z)50Xj()1z?d+re{GIb?}=Z)6RXCetkZ
zi$<cZ;iX<<n>thOAdHi?^BhD;PGKjV?3X?DGXr&ggTt$FHJ6PqX3{1&mQ|H(6hewW
zJ|tk$5%Asha%mr$;}P%MaKo+T_jj4;au453ikP#eaI<~%Ry68&yWMlb?GAj%ad}I!
zleMCS$rNydj;TKH8xN8h_2tj$eMI4c^q&5lNII@tupyiKX4kk-iPqfcc|+O3%I^)!
z?*jokY#)oMf%PG<UAy`^NP>6vsmAF`j&3H(*<|ATTxMiehQ5F?yl|SvyH<np`o7wb
zIUN1UA~33X99#J!d4E@5^l4KoF3Mc#B=&YXanNW+r=ALJaHBYx*1MU-?m}C6W3#^W
z_%DO8p8n%Qrc58l2DG_UINT)peY=kmXDz6=CV4Q8oeZY@M+W<YBuH{n1_Kybd)+)T
zN^xu=cIEhx7#KZY2F_sq0RhD-j&lqXDL2oWpssfK>Z_{9Gl*2@yr#2DE;0F{3&x%l
z?gk_UrjXqs=Paa%mfr*|*a^aw{W2F?Pbr%rHDkt9N2GsW|Hq#$$yb8rZB|AAv^9)h
zb&8tINpK^3p8IPT{<Z&c|5Fd)OBO3*)bvA-IB{BlAk@r9cB7zyI(#!su+Fua&9-Rj
z*fyiE%*Ll0=+pW+5$khrW4={ZGhB4HfUH65xrRpQNlwt>SJsZ&oZ7oVdJ@l@tTXb9
z>U((Kp&i9u(QcjH{miB_0Bl;Im+2@=x(YbGkeGxlH1Veg%DSPY0r-rG1j7X4*pFP9
z)Gm`uN|bl*TCp~cjSUx*u(3J26V~lg{t%#zh&US?lOQI*`*8I`A&X%+nwdRGMD<Ut
z@IoZ`n)8AqF0fshdPne&CH8h|n`Mq9EaRU(YEjNv^)G6JSCSMIL852<^U^mJYEkja
z7m^l`9p#*`)GC>F`*TDm|B}`{RmJOM{fnJ{cl-f>!|7H@zTMYM)qeM-X%*~V{=0Dc
zw+gez3N^VQ$~qP!JRY-_7fT~9ZguyMZzkp1FV>9DI_`*CQ>5!-d?9ROPH<QD;Yo`9
z8|t@j>?rcCzGOJD*QW85UwwNdea+<W>G+KkO#f!Csg-hW{TzaYkBj16WGq;V2Zj-g
zEDXpjMzbi{RELM)0_!eoW|mpbnak5Dzr&Jq>g1olcfWp=<b}2~4zYN;;`{Env+%3N
z{*sjCg6hdl9u&`m3n0`F3I6>V$GYiAt-JBvk^VWiLW$*bHg#bB0e45m&}H>`stiMA
z(t?f8CxYgqq0NNMp7JLS5EHSCLqw~H75!*UYkZ+Sd!ntamMjt7k)JkG%q_OJqowqU
z3_Z%%Ph3PGGP6)uN06#Xi^FLs8vXd?S+b0YNSt*(C@*GKP<{R<2F_sZUw2WM0<$nX
z-5f{eb@!>OnoqLP`;)cJ8J5|BDXuV-Bq^S9ptF*zvB*IX%ZRgWlUpUUTo7hEF!k$L
zvmtK#v3aL)&kHC?-ODVnHDE`UYH;WmHhtPPOEF;Ffa@;8S<$v98$#m0pX7j$AA-pR
z!Gcv-=$e7R))=&Y_|n>_sQPHjx7=n}*w#9tNr8$K;?Ry}s5tGWbFrpa?PVw){(jr8
z{YJw?t#qisY?cDYEs~QsZ3C=tcVet^z;we%I;NUphij1PzL~z*zhtZMN~0=@tYm8K
zGx0y;)%P=AtNbOuN4CvSC)J9`NFe4RxeiU2v>qR$XVjH?A&YbKZD^zG2=mR~;Y;i6
zkEEl!Hk`mY_p8CgI~lxWWy+`U?LC4H*3^@A7qu+z&-3$6R;XWsr91FGTft>wu)HCL
zzE4l#()>7DHd%A$boVlSe0{ar@bxdYjEUElrq1?F$H(2ruLd6=5X2w-;lpt?UxgI+
zSGGPTT7Oraf<)JpJkd-zKD!%(0!mU1b6(gsk7&|v!)2lSh~{Jws+h_vUCtYvG$@X(
zGS_!FMv^={(vY8Ij}R;{oDwuwNjY#zZK$0t2kHZ``G)_*&2c8AApTPDg;yp}C173U
z?JSMSc)Zbku*wlvinW5Sej`yGa}11c)8q#1YF$V33<&`pnsA;;$@v|F3fuFoONIMa
zN3O`uMsmAgnL1~2eJsEI7L!zKG#2`Ia%Q3lHO4#}ZU>kz<^+B^9Z?kaCYOnPwmTf)
zh0?(~_-3H|r8>|jPXp5bN}B`hOS0vls5)npKw~1aAmflZbg=}0q1IErnDENGPx9yo
z8!L$HbI-j{$g5cM3%u7#u&?%0+I@Qk_!!i_t}=?Qs&pLVNeFDQKx!7pDTf#}APuzh
z9nAH!)SoPLDTtnZvq~A?WR;%Z6j${M<xWTwAxpIGOQ-UT7NmQXE7g~?P%bxU^TKNu
zkoz6<yHR54HHNPCWif%bIxLqdfc4Z_Z8rvwX}LP(NCP{0$SnH_4%??dWjEDnEu?75
zS5?R;nKhR(v;b)^F;72@FiY(VlE$LsOkN4uk4-{Z_~5reeMVfG@%>0f>CKf&v$e@b
z%}@lr5R7_gDTG=qdj$FWHyzu?2>EVI7Pfx%Nm16?#uoc*yoRJ_NA(PjKh4edX&6tH
zxXXCosCC?pK`5MVvyqrVGYcu5q|LCwoDmlt=W8o-3JIL-VV(+mdl@9-k9`gJMJnBu
zU(Pt6`E)^)1*so<wFj)k#fbGF`W`~6#9PPAlbNn5iIt60sWXa>dyB(o|NZ)E+a<dx
z7`IJK`BKvE<KfEbOyjNNk5kaugF{1*&DfSRbHh$MYMl<8ntBID%ERwq<O3UkwUqt@
zJAKOgvoDq0FlOpwUnnMR(Aqy}xuM8A;D<i-Ays39t5NZ&A(S2eJ4c<63272D#VH<u
zkucNq-?&Y$hWb*b8p>MVoWi!X23av(YwMuZ^*<y+STQk}(FWrhi~<h<NAi*6G&Btz
zGUYL`9Q-2_CZmwt-U?W#Fj0x)|5b0FJvk0(SnW`tE0Kg}@JteIGFfQj9XV~QBb<_)
z47~0WS^-#o06jqcs%7y%M_VD0j%4=dhy@as&-gP$P2#@v)(>3=8D6yw-0$Q6ng}+}
zY-|PbGui<bkH;P3hfdea+(sA=RJ<E#%;vy?#;yTN;GEj@JD$n?7Is@|>&H8SK+@O=
z(3a5ePZn(Khl!E78_^I(1j2pQ;}+#PTiwlet${Oegg}`-lb@F`4X8+Q!g76&C88#-
zo7-c6L}l9h;PT=FyuK}mLlC-vgjW=D5E>{_((mId{)&>MnRlbwk%lc88X{!ee;@0l
z=zbaJ!UvEwtNi=^))!0y`R?|{oSG?^=AEI*`>afWP6+Blatxd>LXvk~jE}?UR(c52
z$FTN27AgQalinDs<Pt~h-_M^dQS}1we>z&G90}Fm&k9vaN`F@p?McEb0JmGR1Ao4G
za-*w)W~4jcB>R@rK|<Hku0R6RGJTi!*U=!?GMSTejVDW9JIOaMd8Y^UN0y@Qzmq1s
z%o@rSX?%+q5*eaBC2detU00_){z8+Sk9S8MT0D7V*y_LRXpb$+HOh$QJ0Rq#bowF*
zUM0(w78zK+8%yM;oZ27mPdc<X;RvmXgsU3%2lsm`q7p(Y*o$SErLF&G9J{8TpdNb!
z;bovz`B+@n6=?nSZHo8K1JZ6EOa@r+$@~NO(oW1_`%zV9u@HY1!UHtK1D15GBljc^
znbu1D2oEv-QZJl9VnTQh+0|8OUi{*tLsneuh=q6bP(PQJErrskoq`l-vN1KgK~AI=
zQdEz*_=;xv<L>NAC9?US+sJNn{G-J2D#j1jpo-5pHY9W2XRnqq0x*H2#9!)>=cDI-
z%Z;qp-tD-?K(9NgqqYAgsErPdo5Z3XE6Cql&t|4?g+~3-V)AkzFzz7fEFF%PbSPu+
z48@HcvPJN2(51I&KRG7uy!SFl7}DNVzi7Rm!;}^;qD`))4{$r(zgmANjxIbXr_%S%
zW<?1;J;C`AK--|cpyu9Y#7xpR<Ljpj5yZ-*i!P@m6bTIpjqnAINAv?31_=@mlF@Fk
zQA-x(J2?FvyF8JvC0;z3Fnr&9Xz;gi*7l0BZz*nsO6Xp4BV)e0G{N74SK-VD4&_HI
zyQGp>jkQRlE$H@<Jn+LD_S)i<>c}Pe3kC~N9+kzIB~T*8vWka_rC)j_3g{-nRZzSM
z$z^BrXJNc~ar1qN7>bmOEC~HenTq+)?CebRQjWrY5}Az+8d%afGqe2dYF5h6CrCMz
zoE=r#gmI3$^uH|$pYN9}2P-bgiEPx6AN`DDyOR5TL2Vg5q+XFmN{6VAvjb*GXq~WO
zk9d-rb!5RfitPYjR{48UZGNgcL>*tlpB;ErL}TV=vn{+>RT6mlDcy`5MQhpyGG8TE
z{U{HUStB19ujWLE<WA2pz+jMbVdjWNtR{5zlXX`xSZ-1K6S4mkDn{Z_Hz{d`!tOHG
z)%!A&qw<L<f^kgQa`g6La{PsGwCwdW1@X1oOH3F-h~U5=;97+Jz3R9aWS#&+2=E=F
zY8bm9u)~TeASC^ZO6$tt@_v+=v=Pc0L_u4qW$AbD8`KIK6<Ed_&Ntzk(Hb4b_UAu^
zzMm}>&}IuujkX{}2Xh>E)^Oa>yyOvcqf!)1pXV@Erevnn9Zl2-3bJHs`Vzb<1UE+j
zx^IB^Hx%LfywWm80dq-&Lpl$#N8OgY&H@W{3$3Kgbn>~jldvzMlpSyB*XNxs@vrnj
z==ZcptF3#Zc_Fv_qY)TIu?PArNpSoDZMNH_ay-PdFJCx&jiksB2~<!CY<F9VWt_uS
zEMi*=^(z;W8SxFywZa;llh>!YFTJ*F=%ZQ_JCl_#iDtAa@-dtlil<p{DrLEs#xDo<
zK{DF_Vm>K~9YC!^nx$~<PWTW+c$56Nl%NXSxjc?x>yhi|l3*I5?DB4qtw7Rn#1O@L
z;EO7KNmB#L{R+RV=Tx1&gcU1d1-qo}j5(s<ep*^87j$36hu;j_SLHTUN;Q?Ty`A(U
zrRscq3+#A16(0M_?coX?Aob+mxxxs%-encY@Wt}K<2vt+K*d2^E>`iesP<#48foGu
zpigpZsoRJ9^T*Mz=MQ(Kg;@0-8t)dLCjfu~mvEH+AWne*{G_ncvN~%HUu%^5Gp>%&
zkQ$fkO!I-+U=0!G>{)wsEs)&D8;X^c7V_~?;d<V{kt379hZ4X@doxx@fQ5fi2?&G4
z<r^}J_TvkpsBeClI0{ULfT2qlv?CO5sF&?EL;{Eu3&e`%l8BmZ5#-P#jZbWfjYjjy
z<lM%nue4vLLAMTIbl)l=E)y^=a7+U`<`UEiXBnk5_8z`t9V+=@9e%t4z@W@#{)xEI
zZVQ9U9z11?T~n=>BVr|%Q@`sGYW%AyUy~yj?_YcC)(AGuTEW&Mh;X7EGn?$Y7Z5_m
z9|GOSK>YKR=K^_M?jli;36@d#bRs?Al+FxCV68%SNIhU$l0kW6BYT6_{ArY>gg*DU
z8VKdsf6ojW5YfSglu7=^;8AtvJ(z6+ahauZ0_d6(x+B-4!stspNSK(qfy?jkHRTME
z7h6AbUQf3l<6r<79l%xqIA8WTv;D`=zG4LW5SHWs;)kDw&@K!T2I&2iV_=xd9y1O!
zpD@T+7eHXn#+e|4ttET0(N35p`-WUQrE@$TIl)vUc`nH5-TnHf*nlyW8mD*+)BvbO
zH`XW|^4wm^pmZssNkSSWPo-t#N`}fMrE#>WD28Ey5-*C%a$>;T*{{Pq2{Igsp!3(?
zE0bT<M!<6>SIzB*Mu01pv{Foq;4-UeHw^7#2!e3dheRa9P8`f*VWp)@vjY^z(^>;E
zFK+T$;to9M^C<OEqxQi|GkTzg@e##wB6)_Eu)3ikpzru7@GzoZn4!)0DX;@=Z9nl%
z7p4o=eqCG6f5^Kix=7>-c72w)j0;dg;US<T-!)e>q&6Gp`}(0lyuCbx-x=Zyl=;A`
zGBwi%JJVmvn$gJ5_)`g)!dryL0<Po*8=R55wcT3(U1&q-TXae;;Ej3a$(zBad}Rs>
z?I4|N<9?*fXuJ~s@er?LuC_8r%Zq9h%k761UgJ1pNH*??fX)I32L})EkMzS_$c4p0
zfJ7&R91xb&By&ii?G+OCO+HY^w<oFcY9}T3CnCzM8Nm;tUj*p(KAuv%0w9^*=HwMS
zooVR&L-^8UgLO6Al<OTI6}Zf#^y2kl1_Tk{Sc4dfB+6L^TCvP8jD6I`&gA+|%`{P@
zFSnIX_XuaOze(uHE_cc3i3dKsU<j0KYJcbp6!qJF5K!A__I~%S7b6yu)XXE()V)O>
zL-S{H6*yZ}ZAAqSJBXp{FO_DH)!%A|SHr|>Q|Upv7n(x=H@%o8okLj(#x|7g?wJ9=
z<i*EgQBozqV?CWv&Hw=O!V$4&214WrsAkl`#i-WCUxW$~zr%xr`yy!a)e`IX9sDL|
z$u|Wj=Tg-ZDb|Mme~$576~Q|GW6pVDq0^}JjFl)}hY3TM{0jttFZLknM!kB%PAUyY
z`P+|NSy2+KiKdje57WuTmIm{5R_fwJiG0RUT5Xj~=C7R6>*aGPYqv7Niy7^8BB6mr
zh|2!=U*I6XlfWB&0rJIQB8T*n82Ll^%H7O#4G6W%h~{PT_~rf~)x{<tXu0^{Z00}l
zqy*!C+<fRk0EZO8pl~VeVH#LY7IYiZsrM#DE}S;Aye!ed?{>C>t{#<Qxdph0Aw^L*
z4BkH=n1wqqx&8KX7u;$mbp&ACO&x8g-=mFlUW1g>RlD~_&5D7S!lpIA-Sl(du~L&Y
zeL%TbM8yk|uj(&5MeqnD)Ik5>C{(0m@F3OPQ^om@s+oN7d_u*tnX<5}b|mU*EBkpG
z`VJ>`gk0Or7*U8IfH;l7SLDs?>~Qcf03R+h5)=Tc|8RyMz(FXA+#|5DER2w@PDbcB
z?=OpFEcpLC(jjI3Rk@c8A0RKkcbBgT(HrMBqCUxi)+^O^hR|yK$&%E7a73YuYkn0&
z_QEL1>)jMZSxICr7hvy8M1a8n1#?;+mr6WpR{C#ccNBHda?1N8JEdz~(C<*bQ5HUx
z)?6A)l2ns$$5}|E!LZ!XD2AP69HUmDhkoOVuF4d4)J1RD<(r<w{z63(NPkClU{LO^
z-QO)^6pW`dKZ`#Q&o#>;@S9Yb<i-3?$M`CGW24B9A7@MU?F-Ibk{bg1oELQigDZg|
zd&n2O?p|*{dPAYubflzQoXCL6kgk{-#BwRv@4;qi7JSvyltdRK(;EYTo08sCRI4&}
zsakfY_z**1D=fogFMsAXA+9-sjWWhzyt&nipp6a|aWEFM&{Q8b&=H0N>=5_u-3J>v
z4pa0kpPHAk(O~X)?sVlfl8xU#!jcy&dq<S+Q%VX-Ij!i`jfO*TD~FlsX_%7IU<9#M
zxNNVCm>m|VUTU{jSDn@~bSuWu=ez?S%B$ScmM`6ytRI0+XQ`{!@2@@`K)305IbwM+
zdg*_T3hXIB2MY)K<~O$?<M*ScyK(1|Yp=R)(71RFbMeG+g6JwXS*$E|&g&)s7H{tp
z3jj7H5-M<Q|A%+cs5TSS%PmkekW2p};GY;B(l8wS{;Ni=VHku<;uu(=t|X2i0O4vE
zBV%=GR@3)~H$>;vs(%__6~GV@kc5nl(`up1{t|MsGsLJ2C<wI=h$bu+T_$c9FOP0b
zFTGV9w$nq4UKrp;_h(b4b!a<L<OwjMN?fX~=dN)1-Ffar{o6i8NSqNxE>tXyigk6d
zqiPk_xdO}5?5my6atW{oVCIp4T26@hqV<zh1B;8%Oaz|RH{xiT6U_ez?>b4sFR-ta
zv>!B)Qm6{hv*#d8#)ZOy!Z8mvV2p)?>p}R%#o!AQ3P!_-%tS9@c(5A-`vWw0K{@b5
z9kCSb1Je5wHN7JW%qP}PO~MU$S&mJXgv6b~2wdY+4bw;sx03o${&vHfwRnx~odIv`
zL|D8}?vsfjnw4v?U|EiA8zDRF^&Z91yb}V&aL^zJ4T0^LE||Jg|L-+$2(X<=7a$~!
zQY0D64}hj+;iKe6f5@m(8!_*Hr_c6UC9YE8Xjq&&VB-8d&olBGeR|lLBZP)Oe_FPb
zw>c6K#SX@I#VgQ8$g3<QHzrVb7EY;%FQps4K`_$C_A+dyrL3udjp>%$Dv0*(Bg_s(
zHai>tRrOgy1cuHCA`UI+9fsuDb2rGl-+HVUWJHdcm=QY}8`wX8of2{>!BOHRe0mR8
zo`dN9@Fw}!VsdJr^kqh6-Ipm1@%ptTaljU0pTzVF#!=>&Y#qjlVl8Q(E>>>$)MdJe
zNRo&xU~V*lw&3o|q)2Y4kuxvj5D`^(<Yq?9Kr=r~;vG-5I8h`O8BW9G>M>)L`o$%l
zR6n|$D$0H^RuqYJ4HPH()W2dWMBQpaR(x87mQYb;$O@PFSt+#!1YOkRTLPQSq&z^s
z@V;3T3fj2wMuxv^#rNOQJds3xO~HUO4v-+F(7*u>I5ACQili}h@48Xy>Pp~GSY<A?
zpMUUE%{C(X{|=0IvKv$AtDqDmj+aXflQ6KzU5x)<r$|8>d%lDEEe(%!!({g3$#pr2
zlj=o7hw7qHt@tjd=ZhP4StFFs${Ms8#fd{@R!fD8q?;3*AzMqh<4Ag(Ay->o71=js
zGV6=48?4(O_Dk2Bz++bD47k*yet<e2fY%5BXW`P(={0^8i+=6#Y@iUcfP7L415Wnf
zVLz-B@ODXd8&Dm=`+?fp@>On%3;Tm!`H-nBsMr6O(>6_73JtaD0uZy&40rMCrO9;H
z54W`AkJ_r{Z;?X*KO9tR3?r+AF=5X?>e}llA|SWdZH?UrPS-CV8~9xh^60F8hX=*M
z22S*~>rsNWs$w4%ruE<1jwoI8dT{O$L7-(mZ9WQil)RRFxB>5`fr8l7;cnr`5W$9%
zWs6<wpZ|LgBdvb9cmLF%vg>!*bo*L=bwlW!C%~^O-uDfWSA8hGJbG0m1Y#=2g<)Ip
zMDRQE^K)V9qT;FV0`A1S!0Gs&CklKo1*0mmv<#n*wD!U^;A2MImuujmgAS0-nHVG#
zl!aoc$3JH$c3REBKah6~EShn20k(@(=-fH(6bio{&IyrBJqZJ_bUDcr{rLF>KxDIQ
zt)fC<{!)8!d(}Z1zca-Aim$D2RHSKnxAyc&IW;_l8Ge5Oq`Kq6Q5nPtj39*zHELAg
z;qk?062vnYSfqT~HN+sq)_~tP)5xy10AM&APt2Nn`=u>Fbo;$Hn4b6M#7h_ox{C8b
zPDQCq=gIyX_w(5jn&WiByHBe3UEhT?WX@$@hl#IF#`8?=i&ReP$#*>9Bi~9KjF(Pd
zNDnnFhr2>wrbXYvDr5v)m6y1r__o&FSC=>EqzzB0O=k3|MBUb+NrlD5d3w+*DRAP~
zW?|uQ^C=^h%J9t{@CMUNU>NEb4&5^jUw#Mh#l;*N{1?*oSL&O$rE}dY<hoc$1OQ(?
zh5SMadMtwDplXsUq$(yj?WbKc)Cxx}1R$PC&meL_Trfih1}nCn0;j)(0<3zh$zTW!
z3A%(ZBY!pJxBx;HyQ)Y>J<{YPEc$ju(mIZgCJ2ZdQu-%kPYjHt<NQh+d}!K!>3!+!
z_V=w-Z08NU*4ieCaCyV}2z1X~s(#{bmMzQvJTgPcie9J2QwO-kl6GQs>?=+FLSi^#
zcEg#>N;0~o!F}M!dl4AAS_dD-mvi6UG%z6fc}VIu)Zw;#_U_ooF3WRs!|7VQv6uzr
zt!$^scrqj$8yG^vOGR_pl?##*-JP*M<Kc}Wb6+$lzY}KU`4vfP*8j!`mpG=CBRb(f
zi?d)zy1FJV^inR}6J-+7eUls|H_Mk*w1-O^xrtT@Hmi$~k!Ta-q)Qa0uo~H`e@=HZ
z8V~xTI@T-Qx#HhnTJBa1!6V1&J-!L2F-ctIzq_kEjYfTmskl@j7Y~nRTFXJ@#7N=x
z5ka2^;|dc*lu))+d})3;(%;(;jx4FSBW>SYksRMJsi6DUU(%C<@HDp1gC9jzF4uXl
z!*H(D{d|L1_iIGkxCwK6aWGy>_7rCQ7Dq2~go~Mzl#~=$^Nm>LK8KWWUXUH)VwHI^
zv-oMbi+(sW<5zV@EmBl=Y}|IRK#>9kv*5P8(a?D(C&Tc6$VB?28(Mo>qW;U^C6Wmd
zLxrR1chKcJGl1|Cet;p#%)hJ}e$kJ{L{_3B%Y9DCEF|g|VX@Yz^(M8AtlH{UcQSh^
zKuwszzf^d+wUDgG(JE$A28Yjh_$rN{UhcNu1E%wg!ItkCF?4e8(ODHlnxAk7ykb3{
zf7F>?!tKuh9oo<5$d3--6A*Y<v&H^eW#U8IVc>keUT2^RP)edy6m?aFs|8T7PF>%%
zGLpS=Zvzh`MQqiBD#!H~6tBTAz&%J8t2T{abdkWk&B!)^)9jlJ*_QX4;#AoB>4Q$&
z(>w>xEx<;;j>3#JlTgKJ)6j2L8ZOpEXeLB?e#1&yo5?HBK;vKKEw6SksANFC+!1)|
zQh{aOAJz`peVl1<fht1tGU@04LS^&FB2ney7)aIQ{Y}>qh_tYxaAWxp^Tqt3u+D?<
z@ET{&BD#kccy?1jcPkxpY!BR#jk6?md7*r<YEyAC^fVD2F+fix`OWA5wa8j&J&fO*
zfDniCPlY)oRopifz$-jN+*_R46-2{PWU!M9aCiE~ZbQt6R{tg`nHo#RyQcNsI6{zE
zjGx9n#d90Gl=K8kw3mpVDPE?bp`&T%Hd3CcCdGZ*c_wt^72Bo*t=j^Ao>@X%reSJc
za_lN7r4x6`zsa1pYkS^_nyInTzF@vvUJ(kb$i7x@r%u=MB+R;MGl5C=2fJ>W5rlv|
z(TwsT3IuzIn9~LT!WWBd<4HD=!j&PxM!)a!;KF<Ge8@l-MoLPa3E&9JBIFyW{At%H
zd4u*eu3O*?H2S7i+k`K81B+?D5o~Q6CkGv!U^pWai>P5^J)deWt*aADI4ra*0y0BI
zrk}C`35AHauJ=#aMsx|~FzHhx9OddkBYir(AWfGa#<+x=n!=0m=ik|DRMsBfS!<fa
z8@v@YD{llbOoS8^(BsEFO*bB0T0gcyhpDLRM<~xRPnxYdJ5pqP|M9RaGEX#!(UY|D
z+Q=6mPNf=~CpQM!7n_<XtN;(=$Vp0Lb004|Lr<_z_vbg9&e!ST+zEuRvC=n`>^r*6
zY-E+sd)+g=Art5wR#ub8>s+<PaB6yDSuK32N%>f5b?x=1vhv`YR)ih2ECftYgqXDo
zdwe25H`w-?1s-dcGUDlk59<W&U+K^B-P`AZc)FN{_N=uu5r>*A!^)I&Uj?G59ADWX
zwtz$T(=BQHVxnvexe>#8J++!zJyEN1WORGe5j>&Z=PVRIT?Pm!!K2UrtBXsKty<e)
zURVx;q0YeqlfkY-imLZV`s2s-vxe=uadG*tpyW}t1u3Q&XQgkl486if*XCv5@^m__
zSpcL)%%k_Q?+qxLoepO;FOOL+Ng_~!bMi(<<UddCh4X>piizT_v^WrnEEvde6^M)#
z7h?zEo$@+w#o`Bxqiwt%fBq~gOlrPmvIBX6HQhcRqD3_v=7fcgVOU&!TG?urPZrxl
zk2djQOx==~h2kQsiEzHYzDbUrDoXMw*4mSIpl#Zl*Bi?VL;uc7b4BZiB0JChzGy@O
z+#2!sg|5X{^%_3;5?&&aq7A`FHaEG@=;gHRSQ(2*{S|S^j|fCG=a^S?+$J8eNlMtt
zHODwpi=%@TOe}-B13qtA_PJlj6cgmlAY685{l|g0v9#XUKx~+iaIOjdv4Y9lwO3?~
zKusd=LhGV>61^aqY(<S&3<I10Yut#JQi+mMS}zkE0)moZjh^qBgEO2JXthAj^<pAX
zQG?u|R*n%iYH+>t|CqYw$GG07yJ^hEwr#7iZQHipxN&3KHXGY++}KIuq``hSpZAyd
z{sa5mnP+C_&dfQ-IfS-iEwEE!FbM2k?`k<c3oYE;3o<e)os|x2zI4qVCbUNy_t1>w
z=<+izCa8xbQuU0($J^>~)w4S~b;&7VljO)f=Gt9onW^x<!bO%7BI7T;d#XJVA)HNb
zE-YcvM;iq;Fv&8Xaw)>9J~%U=ndYq(7*v!}q?qP1NMzR2uQ#Dj4;sqt0D&#d(jxtH
zu`T7Z>NSPCg#-Z_U3;K2zo^%hTXb-uYh+$Zo1trl1*8~N`7cm`kS}<lq-bN&Ut8^;
z2Z&$NbCjs9O6yq3%?1ugAc;tb^o2kw2*SoHx~k@)(gQqZjVYq|*&$_FF)QuN>~h`t
zbE+I#AO+h`JKxfvbH?fUDB<)+vRo*Vn+p-g6gr++Dx^^2RxwJ**`Qh>%I#RLnX#&f
zY*icUG--`U*Wk1kn^=t&U$s(le_toqY|puU9W#&v%JSFH9F<y#>C>Nz7kgFS;_H_L
zwb{2)FZ4mh)#2D_d<p5gW1C%_Sx}E&N{tE=D~37dnD|LRUr_lKOG6#%P4B<Dh1!hw
zllMR%x+RSTV+>f3m7LDLv>XCr1G)D9{mjP2MXt-OL#v6#!Sm{G$0osZI1Y!S{D-jF
zg%?{W+i5;w{2DiDr$m$6wVO;cqH!_R`S|Tp<#$#@T^rXVn_X_6BB}0&>lsiwuVLne
zNHZe!@88_Xumzvo9Aim`Bxw*<YudY(QPur>3Y4uwe%JwHC|Jp1xkMStQ>ufLSZ8EL
z^ekiSJTjS5Y)6wa903cZ@d#8ZlBo<uVp5piAgq=;c&Vfq9dVK!%9z9a$yzlsSIG8%
z`G=~R@e|jt?`+RXDJq3i(i|BJJN_?1Ds+h<Zz=80e&>Sjbmgt%^%2z*T0#GMx@fLk
zeCu_7y#1v}dLM}A)qEy2F0d{Q@_n<de<wyx<#R;%&=V^EQlBB~@{h)<AHx@{jotzS
z+ZpN+E4i4%nC8k+eXg=JsK}=6cSu^&Wr;$2T&z1T@Gk%1^|r{@b6xaIB$SVA7qwQ#
z#+(($qoyCGDk{RO3*-uDWgK}M*oMPQEA(0X;1aGr0+i<_Do7Q{PbUmFqh{wKXLAnv
zdGi$WOb%}4qMcdY1v8&GW0Ze#pGd&0n5q-EkT*OzLAYcdoGGOQYyVk47%rC{wr`XP
zZ|J}>a`MJ41%0eU!I;pycP!Jlfp`x<`<YY-HlO&WF{dD3hh=X@OW6Ji(gk%$R22&n
z@%rkRY~MnZicuyC3N<?yhUW$IMG?OyzmYZs!-@)|5&HbAR-btSzrd3x>!GaX1L1*F
ze%9ZJacFTB%;#4T-X0GjZ(B+Yw>8t_%R*8f5s|j7zX1?*NNkW1c`rFCqL?=W9(t!|
zAu1Ej?XPp<&B0wf>@)|cN)p_mwS@9t&Bx0YRU52p!{xDUb-DhoL+wS+D)Tm+>ZN?+
zSB{Bvwp47h^n5L5E?$9&yfo(Uj1fa9e2+Bm{`C7lvZPEKHR<q*z_lm4lq*#W^4iXH
z^AJ%aNt)lbUw=)7`!=)nS__P0=(4GdU*Kj2X0Q&%kA)6hh+iVEV3wAe+(a9n@1|tw
zf+V#exQbhMz&MwXx#7_P)?$}XVhz(Wl2;UaAl4IPnCL=sUBt9z>BkgwTsP#Bs&3a}
zN?ZbD>~5|0-!MN}Y()N>!(P$gn|ufL=iQ@DEQ3c0gXap-u}r1a*pF^t#wVxDcQNQf
z_yiP|bc=a9=%ZyKY!4N}QXck27%|3DrHaM(YQrV2KW_gJww~S|_{dY3e{5})eSl+b
zW*}t->Dsrhk@bNsR9QLbrK1F7V{OXGInZ|_3oTIKF6C>Y33=-?<{u;rHm<Kn(T6x?
zc>d>iN>>S=03Qh)>QbG~)ud$yV=MW#U-07WiDJ<*wb&Zh5E-G|mP9fG3|_QWmNjKX
zEQ_S#0x@Gz*(Ws^gX`J}0M(jb(fFm@>@%r%uud-GZIixF{_Vc{5-r4SO;BwmUBDep
zI`tE|z<^BQ$;Z|W5Pa-pQD>0AyQo3*pxyy-W+AuItlRSruTs}TKYey$gsa8M8te#D
z+yY-{!{4L%s~7V$A5A0TD8-UZ1H#Q%=zyBQ76bx*tJWZj=GG<)ECn5#CJ9Cr4Iq>~
z_sDQ%YVh>a@9z|(3LsphgtmeY8L8t@Uoz?*E*jJA4+NS5kNPwP?kNF>f<VIp!(ogs
zJ&bsc2nuBH1#f<gLs&xSUJ)Mtt?dBf^J=?>Z-|o>-}f!D9F8q(nv$DZlB5fa;;1mU
zq}0seYyPP{cOEj-XumphZ_Y^~0}qHjD<7vjPxaavA5qvUB_zsR@>_Th@ITLUPVw*8
zXMEMf)^_zw!(<SW%1AOuPa@xyW#xMv4M9`)wJ>N$rezW=csxOrAWG%UE_VD$k*XPZ
z#ty{Jf$5Yo0BVVwXcQLleb-P$rJNDswtRJLX$%6CH}EeI-wzkcp<@&<N?57soidwG
zo`$9vshPN17240AG>bzNVNW;z5cVObCl+>yH8}e`&kCilMj)Yygg!aJ^20#BP`#4!
zU^UX-DmNG8Km}y8bxw6%dq10L3Y=j^BGi3GT0R=13QNPPWXI|GVWQj*&AjpBuNhC<
zhc2wF|Ma_nY~NfbvOlsPe`(G~Wtx6<<AWrQ4Z>pekhfpouuUAB&InGG09U?&`19M!
zEJzKdn7Y#rnur5F)JC<h!1?nY_EOkU`T(V|0YMPWTS6>iFX{ehasbF@N%buA#1@Rc
z(!&En0AAFf7S_Hu;E$9fxX>}7xc7+_I00k3E6jXpA+tj8Deb5V^LNC%`y;i3p5j3@
z#E9|&{x5@Uum}uMht4ZMDX4f$UcX!<G;!x5RNg7oBlbU!tUr9kcw}96@n)IHicVG;
zU^N!ZS+q%17IX?CN5uJo$wI6ETQK$@l_0|<A)391xe`%%$ftVuIQ?Ua&Pw<Dg9`^-
zNMl4Rquc#4qn*2Yt?5c^JpOhA<4-&K=+8RyUJ4Dw=aA_IuwGw0^A#}+?fYrMoRPld
zW4@T>>dT7(DRtTtFqLJ*v+`T%i2@&g5+wi)a@oqv5%~VF;_aTwpqw9F7O&!~P%`GK
z0&dJVhkMAc$&$msikGN1ap2?xqv2>s-UA<MkszcyF}RriMWw`HilZ52E?)*Fc0SZX
z=jQqH=+B6bjCgfR^^*DN#AEH4F`qi!ZI7uvrdBSJYHH`s(*hf+hvDPVLWZbtnrsof
zQbaI@<~~wj1wk5%uT(aSCk(jL!eUUaR?lWGx6f25>!qmqT2OT<g7%S<x`@Y8lH5$j
z29NZ!eMX~J)(w$$BHtZ?u}$Ogt=bNIWdnUhvD5T3l+OL5<`<QI?U_C&+bE3SqIoY+
ze^qMeNEUp+Ks%!ka6RJz=VFG&s`Daon6#xR#JP9VZn79Q8<CF#p-8K3Hk5=PaThPS
za|&*h8(eLJ`(tsr#pmz@Rkix`Y~hf&Mp_!XMv>lFm$OqGF9__!R4`3@+hU>QW?`n-
z#zr}(j85e)o4PfMkfMg&w}T@SDIT36xPQc#_6`OALFUJ1JkOUYo)OgD-}P4AdP<F<
zEbxi__e4<g+_zBCq?iO%LRE<0+)%!Y?2TI>(^~RxOd&_aC<mv)_G|S3oWLUvE0v52
z0O&|aJp68iBE<*<2$vWx3Gol|{0o@xcUTTT8E>r8yv>_stQ6sR9iDx64S%)DzW^U)
zjtr~Pr3G$i_O3@v|As3~AC<^FE)PEg95U(TKjUJW*-ynoA2c_g&t5AmT^+zxnqIw<
zGRQuSuI#XuabJAaP}xOZN29GvzRB(%J&RlTSxJThFEWNogSph_6S^EVu4g+m`|tQ|
zm2r)0iNj$ocUScEVUf@CaoS`1DZx%yB3rhMOxd3~=TUe0eYDEY@xwm@+YLQ?Q6#46
zxK(i2;cez7{-@nW#~a@6cEjlv()oMF*024pZ;ri$#&9X)%M$ZHy;S<f2xaAQY1O0h
zHNuy})~}W+{yL%SBfx0WTD8EW?j|fx!bNEk<hGa};l2!hzSjzaoJD||F9Hts0#|e#
z1G5EoE8|K6p4vLszBe2D_usL(=KfW3qq_dXk+wH06!b9{t9hPd)NJy^1eTOxmW)GY
z0dqz0;Du^h*igJN`~=XRqGTeRc}&>YDiTh+5CTf;$Sja3w&ErcV;T;M4a>v{l}YO|
zc)i;|V3EV*9M5kC{CX*dzMv!UO7m5QhG7pH&GHBt)4zm>;O~`bvQBPlflsB=zuJc$
zjMdZOW3gygjhq`ZkQ&X-CQC}x!YjHZ)46!Ydv&=kJ?(s(6>|1kasHcMoKwpQhNu_~
za~u#SR==ncEw!BUb#dv<(bDv}M1rqqC+KuyYghPr*6cK~B+TLRqJ@`IABb=#cHKl*
z3|6qYvbptOw~{803!^N|5IBOGJ2Sw=1(wm}-x`D}kXPPZk0g41gm^G*#Fz)}gPc<N
zX&6*U;a{jzEDm%Q%KMWji*bbt7)6Tv`@~T}eWcI2j$R~0$vAv1c&1y!0@frkj=F|&
zi4c}v147BYpkQmBN$1kOF)@0iM)o@ILgsMN0QB?Fq3GOxsCLOz7$N)Ko*4oK;pTqT
zif=6&oHIRlQ=?xuS4$e|e1<osrtNNu7n}tGfgd$J+mXD+IASQO62iOvgK`8WgDat9
z%hJ*W(?v=;;a)9IJhU!j5M(f9H|2ZHK6cf7Ohv7g`&dRsXB<C@DwnA>U5jjz0;M{S
z=w}#p;ZJN4iz-&kR?Q8(+J2|EbX;;KZI?C`(T;W4ru+R@*U_MBMC(b-BVJAd1Ldn)
zJ-whMCUK>@{o=oy-;q@09RY#&mtDJAoK9>_tP>0J9+X`4@wS!84|y+F5>tUC2SBE4
zSs;iLe_7mSQi7G5w{*TFB~;&ieb_Dt0NYLue+3y>ahHwu6_Zf#v0H%*!JK?EMeZMj
zd?krc(;pgAN@@SFEfu`4BUb33{RHZv-_+<59xBEWC{h?_Ea7ZWEuvNoxHOum6d_S8
zj3!}3WK@%_S8K$@rgtha+f$>ju<xpHLh)86#)*R^G>eyv*}i#V$Q--s_oZF9z;WKi
zmxZx}W?t__9#`3o%){C1PL=1X2iayU4_=yi^#b|Ue;aoB0C-69mc<J(kYd_E7)1^p
zg(${X<D<vKPrr9kCJXw2aN;;;hn@tRe=!NW{B6a0?oXdKy<%<!wqU|Yrw*pnlEtrH
za&Sdn=WE}0`EHuJjI2k{6D5N&O-8bv>lC$qUa3C419MED7`nQ2O|N<;Ew3Dodv~+;
z4S_^Qw{4dWGdosWD<fl5WBwDDAHQaIYCyw^$8Vc~$K9U(dis7YW?I!s*H$a4_6?mZ
zP)YG{e<#Mff9awO;K~HG3jy+(O_ACM5K*OSpkjW5TPIW7X=NG}z)a(P7XeJf=#HYd
z3z<rdq2I6|q$ehR83cUV`HW_8#m5k|j~!%JfprQn%7+pnO@z(IwqJf$rL4swPRd)U
z9b3xUtiTA)=e~S#RlnB&7%IuSrUzt={OZN>4VudwG;k!>*nqc)??q>{gBv=S?z#at
zD9j1R>EhG)7S-nSc&g(!@#eAq)+2cK&Cymdgn%;hX;9&{0Z~0KfJsz|&mSew@G<#~
z_p={9qJTGG;tlGKt!C(TGOtS-d8502Ew)5&goW?L$t~+x^Ha!~Y{>GAZLi%TPioSL
z*l6AoAScD^1^<<tWYt2?Bl9G(BW<?yOJjG)P^vpg_L~F#&zY(B>br~=gi<u>rQ!ID
za2rvjWl9v8_cU?aiF2(8vKQHdg~_D}9JLIj;yJ5eoB+8aoy2g&Y;JcBYBg%Iq$Rgx
z@~G}j2}GEsrBQh)bJ;~iAuv%yeM|)QIWKlEglTcGv9Q01`NUn3%H+rZj#gcKGH+!|
z?4LojB&Jv<5H896NeYm*Wy|tAi#F&bbod@ZH3tjE)%xo)<L+!)Cf6$q1)1+&K8LJP
zQrK^DxL6$Op%x@IRR*57#kP()M;09`ej=CS;*2P59-?1s8ZBwn!gQ?f>t(j1L&X&-
z1Lo)7S7SEX*mQC&5$jrq63jQ;D@qo|)kHv&5Lcbkr2gH?k@teLSbGOv6jLLapLN2C
z{C;btch&$P>|w%z4m;#9VaNhIf^PCqWqa3S<R)qIZ)EdIz^h1>S+5Vy2B(oj45>Jz
z*eR8rrHi&r61@Fx)x1wy%~H>^sl_|p*i&x<?3;~(W2#T*c~EEv^mPzj&c}wfLcbAj
z5&LC(J~LANF(L+hY``VLUnUKIJ5lyow(5Tj!{h3<0exi>E5Gl(3OS?~aotm{JhLsB
zUSEoyV%B^fK>$ll%$Bx1T?;1QF-}R3t*s$mEt$kR{?JT)A&(Y*`NO{k%HsGV%{E%}
zM@x++0+T;AOx8cDa7vX(Y#?ojAg62o)xvF<j+8g5SjHRg5#$}Adl}%3F_F}_bNsTi
zv~l!q%_+Ck)V|xS<V)6K)Ax}+s%gvnw9g<{jKhFF2sa9S#z}W`0|F}kzvub6?PGcI
za=8zT)G9M>qZt5|AS`CG-EYhUe4&LY!cTq8ug6gL1@(awf=zPlE7!#e_@WX?b5Xuf
z#YWrIUOVVf#*7-&|79gQD-e?B3ZHUGI}?uTu02m1;odN0tU>#_&j~^Oud*|(VK&^{
z^&^E>>Xi*Yn?t2QEDf8TlZ_P@22gD*G*)Q~H0y^B?VBb1DV$#)DTG7h60AzTdQSQ!
zX1!Q%4=!~_LGEh)X9jKmYt<f6N~~l%htth=Pcy_Lp0+!*k{%I%M2;cpAh>CWGmKHk
zAPzK}ybO<~RlVeL{W%Gvq=U(%b`++`FqPvVx#*-l)_%nTmi@>c>Sx|~BCk>zC6tlC
z-_n23XE>X_BeY*onf=Deq9~F*?=0<Gap|>7$?J7p*=&5fUG^(h(|O~w$@&&pr#o<)
zJw?}YyD_vbbgE932npb{%{uaF3WA|4q+SrFAVxvI`VxaK1`lmA60RKzB|HX23{kLm
zLXj;`0)y<$qvd*0LNf+us)_VcQ;cFcQPlT&o@452i^3Ps-i~-eoJa2<HdsFHMs;=^
zdHJwF!BkywZ(x5rED=E_IRQ^{DWPqgs9jDpj28h!LXu5nn>O!PfD!M$k=+)VT<`=m
zQ<&m+kJU|XOpV_^l{>KTnIk96f<+ki^*qoIq{bM$t0GG?R6S)z$L)n!HZ;gF@g+J)
zgVr}v&$rx6u7*T{L41r_L!*itt#vqA<0KPUev=k4WAz8(RqSJ8tT(K0^@B+M-nwm6
ziJb^2;HO0_9T*4~J<l<9VShrz%fADNfe)$JhaMmKlpZr%9Wt4$@)E``zKH-fXbIS~
zwX$Bt8_KWzlRD?%I`;M+f^&3taNmzg>(2}Siu{qWD=2?NzE6z~sBy7r0t2&-3e<vB
ziK>amcn<dK_i+eiC;xtvBuI1Z(=s)XlF-1;GCI;weT}L!JxkQ*4X*Ro$|{*a8RiZ?
z>&)EjXQ(rT%3QnTkvoR6nVVOcXJq3zvC$FX&xOh=cUOn`C%<Yo>#~I*S53iJ;KDgV
z8}IOt)Ut6ao$)lJ7>X$3S2dmK2$?3Rg>H7%mXhIV^^u-Wgxvo<@2^7Zi8I2(7$~&G
z$N;a(Kw32b6m871J3oT&hEg6!y7aBzQK`Djlbp<<>Iqi0#sQCbXH`MZqAgNSiyw>N
zl+NGC@=w3-(JWc?;(+RT1aRo@Gde-}Fc{JM_`$oTGD?@}BPlV2G`iC2GCIl=ro5?^
zuYL<DrR*atvB@LJ%`D$b99g1OlErvQ321WTN^I~8iB<5`_=AsCrX`Gn_n~vcKD5n2
zpaS51VES}xxGQyJdE&6R6ag$)k`F-S?6!usjsguQEZY|xz=pt1Liy#hPUxX&c4#6}
zqy`{aPS=lS#FW^OgiSy(GK^sp!&rv{lFADa5y4siunux_!&v`9U^J4Bfe;#ub)&Dx
zaGH$PxulFiFpktO!tK)xDp;flrY5cmkDP1%!zBAo<6{Q%vAO#aC1(Sh9<lG_97ntD
zriPT$-V>u9UHSvlGd;$*R$Q}*%obIm{f_%b4~H^-SJ)mUp!M>C50QJyKVpGH(>kvi
z>Kb}b8AsIF!<taC=0k@b2N7#vP4k?9ohZ3M@=-bKoIKq-8%zAqNV&Y}E@kZDa_aLw
z?<$iGxOiud12oFtwu*DDtIciMBn%OHX9r&(dmZ_-l4dw~(nD=7H~?zRd%a8tHh5{w
zST<TWLbJ^>TvdNPcq|o@m!i_e2(a}y|H@D5AERO?_1$*-XyzzTyldh8bE}RPNIUm!
zk<&Ad^~@3s459>CL~dIi9v$k7<%A<aiu5$LmrqI!p19bO2v~3wLw@kS$P9D8@hSTN
z04!JzQUY7(Tt2OwSfo!GoE<gwRZ0^M+ZdrNFM_0-XM&fJFNjYQfuU|h3BdruHI(D=
zs6RbqK)CTKyA5i)Ogk8tHU{2rjeZfQNjE2c_=M>8xNZ#0m_U{dsRWTf1~j0v+%D|T
znTI0&eo}ha=<Pd`iJ+1OGxS&=M1aYIpmk2;kuh2LHZcI>OxlR2*v-O1o~$CSili<!
zv*l&H<9S?s^Gt|c+B{LH_Vunoe<)!!s)N-wmCmo|r*7I9?*b-jY5>ts)zAN(Ck5Tg
zTJ6k9;YS)r8nISGbZdko<a2R0GxwY>P6`$5dllteW<2un-O^wAj>R1>Qr@VUT($p3
zjsL!O5N{qz-s0LOE9l!WY<$^r4>3`uEC`?lj2OmssGe>%e?gOf38E}^L}y=}OHTmY
zv87`U6(q1gr?)}A>n-r{Y#e%ZIoZ<0%<I_k$;#WTlpB>ZY?WAxEK8UGoPPurBB!9S
zB_{`hd5pO&XQ*{Lv5p7lx@LmJE!ZqlTdHIorygGK_xMk_QgnP7_T^r}$<8&v`BZIA
zV^umeHP;i4T#U^^_O&pYafoLjFWvnNayM$L9wN8nYoLL^=eCE}$LH4fHplo#<(@o|
znf&&(3cY_1wN-UeD?2r|j+daR7sx(yyk>;0?;stzy3a(?dPjEXhASBQkHa1=F>d@3
z_(ug<JrqJCaQ5k65TveVU}^f?Nse}QljN|Fw9R()h?z8j-IThHw7^~3*DR05Hf!~{
zn)RBIamGAbI$ydCw^rVA2#_}UFgGA2cuI<s2=3~6N-Q#H2sIjp!-Nfm<4zv67a<_6
zs40^c8Pd{s8!g77rjwM!LOAUV0w$tZae>`cIC%nFmCDU*oJ`lg_v2TcUevsl6HmB6
z%Gol@;Bpd|`5Xf?kp&&wxzKG}j?y`~oCd0PeP?-|CLHwYK*#O0tL@HZ$G?)NZOVrd
z^GtTGuN6aJ-0gBIh07Z#rgc-P-XJn}%C@MQY_AdQ7!KuiIxWHnSv%h9c@TdBXf8~J
z&N%P^(qDGyX!a#l@Cr$ib~UBlE3AsH_+b%Q8g5XyQb3WFtL^x)>p-%iu^+pe$)vsK
z6IpqF4SYFTxYh~(seZK=t6>&}jJ`~-1GS7`Vg}}>PM*rc;zCYRL7f3P<B#UAZIE`F
z9}`~jBh<9OQa^6Hk#)QbCp@&`4jfX!R9cX2!Bhf{7xdjkJ+wn}Z;`30C<LYy0v(<R
zjgSB{3Kc^PgG*@Ae;9)H&GZWzd$NIJO3S-E4eMZOJ5LLOPIRSN;}<Jj<G9luxH7jB
zW5p@v?Z&0Pf|f6A9eAlL$q4w?l^}HqWWa9!k4*Y+&JsT{J<@+7rwP;Jgiw?7<dj<<
z+qg}QiBWq35*8YyO8G*&=C&Izj4nR&Sf^6eKs-nf2w)(wwbV#xTw`3SlPFe3Wdx;8
zUoZ{~*iUN74tMf@G+8ZHq-1mh<6}&@Vo?cCjo=b(J3x6(uEmX#urm3|uVP`}<3uD$
zc;7NwTvU6Y+8%XsRWAXila!RCtN44r@lBd0XWSMTmSY}%Tu>ucVK3U+lGDvo%bVZ^
z=)$)}9Y0-9dkNILC>(fdax>xbTnPfR)@^!Oqbrg{%cM~9*|OAL3AdjxonJ;3dg5&h
z^m;HWhWqJwU>Nr;dBf&-(eN7hZbgZFreF%Ls2Njlk|_G;WOIi_w!Z6UFgCp<-kGR5
zT)xF1_Aws+a}C;94(-0F@8pt7VysvINleNH+@%RVRdNaQ(ouz@*Dn3HuQJDNP9Y;B
zw{>a@BTlxa-r%q+<=4$0R-UntOCHnHba?)$YYyX5HP`DWaT;6G2bes2mB>d}P^n`~
z`vRgk$?`w<I{vK$j&5_Dg7%g{ItZfVHWR?#UVu8;bx5mn2X}(RTCcCAN`l^dvify`
zqN)>YH0*v`5>oB?6e|?RU?x9lDN+04f?RvmRq1EdP|B;j&W4&ww~8B$1Ae?p_rCqO
z==|Cj^w-n6Alt<c0}VL<2mTnng0^)^EgGv<QiXCvv=l>#F0b6TkocLH9R>~(B1es!
zd_G46xgQx40b-mnP-z;TP65YPql$<83?p$|Y+|DGX`p0Wp25OmDi-FWf`>mlbM%hW
z!aSbGTB3rD0zPT)6<s4YIh|FR`b{EW_}As(>kn$Wub?XSCla+Xr`CdN!1hzII#@<c
zqY#?wQqNK#<Gw}$qmnoB@$N5E6HP#Evamk>G4Q;_IMo%Y5p$;(SX(JZoAFsE{HEa@
zS@=C5(E^j_NgcM30aKhG@3|S+qGc8-b(u4)-pYL=OsRlz_|8e~xG<I|4G$wGO4?Ns
z$k3fsehs8CkkwPcpy4tZgh<Q^FJ4YW@2KF=g!bT|qt)cJ@4l#&k@FLf6AF2Sm|%A5
z=UwBJ%==82z=n}i1!z=sE0Qnj<Oen-l*s5|RCe_MQe~fI4ue3XKNAy4FhD!qL0+Qr
zMcMG9!p*Pf72RcAc!k0^FBuuLHiP4*%k~i(OI7K9QW}QzGwSyg;Sde|N-_REO*{Yf
zkv{13Bt|wTB$gGNLSP~rG%PH%gapC9It-BvM?i=5%v>>B_1*oF#tyk6r8`-oDX~kk
zByQ|I1Bt1W`YcDXudsDWXUD0g$`a`5sY&7Us*vE0(g-Qh`1*rHtlwo@s+~jfnbY0)
z=({r$gjiNb8C-+Ftr@~kPY?4V7%SWL062>86oT4UO<H=<4WD*iq-R&?B^-oHAxfM`
z!<lsBG9kXGZWo|@$8^lb#tu9zFyx|SkfgJPLkXrw12-nVH4yx8AE9nCbS@%P-$i%F
zk;06g_#STq>nw^y2?cMHvgDso*HWYA5x$x#{!6{$dn`%wQJyrLU14#XLat|a%-B%B
zNktQ!@lxzPRfO;C?EANuC*UEsB2d9+K~^T!Nxo3YSj&xy-3tI8z>lqPJ@P9}W2A4d
zmY~}%`~y6nAqg`lulmHt1=%tw*nlyCF6LU^hOESbwv&wG@b@4QM0)9ee9M=#)efy6
zlTZn!fvAiMoLnh97HuU&zasza%Go4tZT0nS&Gpt%q0xLH7W(4paD*%#`Jq-(_Tk$u
zBKPFUQ_<7&UK8>1ptV%MPZlU>m3IA4)8x`q5Cx4;Om+rDtMm~_rT9S=SbKaD_pr6~
z2d8`#fVZW1&<6%>>f1e=c3NVDrd^3Uo}V!!S5*9I=V4lYi#Ec+5dn!iLJl?i8sIg3
zK`SK^&3u5}hoLSuClAsZ=>9cX)ST(AU)7E6Is3X~ao?#ID$_Mc>AtFDX0GmA=&HXr
zy#fz2yGJO#YNp7RRZagc$@J4ob|0??$`&>;^e5AjK315Z7Ni)3v9`q3qE!>C?6agf
zN7O&qE0P#}0Y_rN-C8;}zbsU*HiN?QPZvy>Qb^IAbQn(=1QL0qhkPsLHSM?(+c342
z;{cIaCmIVTXfzW2n2Hdd>rgHup_+&P9(0oYy)vHl58X+4(q|q!mN9dvG?-i~Zb6<g
zTvNS>)}*?a;NXXPvO_j=+<4ZU5wxyx^nUk___H5Lps*0`PA-eQ^2_Z|_F3JnwD~OT
zh|Fqcau&MKNz2qG*%*b=+ou2<{NQx)wt8eY{ht!x!GIy$L26v~zIw#G_SB(i(7$~Q
zH8{<16!@{<K#;mWn~}YtdlZ;O7k5-Dp&M{EWoUP<i}V#~iBWgu&6p-heMSFOx`!_H
zeWT90#-gQeJHW-l^6{l*QfDLZ+_t5te0IeSzJN!70bPf_+oeC*iu9J59d}s1v%|)<
zL+MvMTWp!VnM`U6n)1lv*XFb>>iuvS`cM{`BiUZ{#zo+}-MJJyFHM{V3uC;8Eq%S+
z0mSZEu`^@NbRNL%)9-UEOAbx=gAkhlZ1=7QKE>w|gv#DHjq5c@r*i~s`GvPYU~eCc
zrF^~A{d2^sU$g<{K4TzAXQ@Y+7Ezk2<k;m<cscdus7clm!DgELvYYLYQ?E=57Mg9P
zoC-|n*)FgHkbXS_3!U=|W#=Z0CJ<Yt_o{dNgVLnICmn`#m`RvLWnv3Dxx^8f`wJ}r
z5{P}|&q;;Mtkdp<N}F18Z|_Z*DE3$?mN6AerZbodEM#EG*r|=H)3=yzzcFS2lQE+Q
zjq$Ht!7p(>O^gkAimKT|Al8`w^2QQt7h(S-#kLOcWzEDl1p~{3VFsYz?~a3h7^aT$
zb9d_1g$c32z|!GoQu`paYM4Hcw5OnF%3_sa@B8$~nj7D@Feb*sU@TyoQwDJB!pJvZ
z@3<SL==|^s`Qybil!Chgt68<`efO&(&`1>vIOqEgL#lZ<26y>{>gu1&=Qt0X1b&Pm
z%$@|B{CMu)&6N>FhS9BvFZv6B{}ULtkWe#t7J{!{Qh3hYExM^0R*BT`v4NyYCFQqb
zW66h6TVTlhF-P>xHJE|=Xy`>A7pZjkvmQI6Wv6W;9Dt{PfTtX`4p?w(yNt0--%JzQ
z-AJD8xKi)9RiJ46t(%_YP*dhZK0K*uMK06tQF2q+PzRK*VY*rcsz)$REoHI<9$p>c
z^9&+<cf?Kd{>vLfLSG?u#!T#%P4pE83?Rg8K$ZBo!-W@|jG(%eG8`?av{(@y%FV83
zIqt%pK47z+r8@L!=OJoWi6%nt2!vAkL8)~S@aE9qNwHl2F{v_C=0z!8Bjq-Ds&+MX
zu9%|M#6*N5fVDt-d1%I5q8YygufNCx{CXM&$?H%vopkuu{Q8DEs%TVe(MV};F;;Xl
z?)wrG9tD+(=BTLlUp|Lbz~=ia6Ox-dwJ55WX?JBEkGcVWR}6;5$?3nnZ-&Z)I~c1j
z2?<<{;Rp?oBa?JO`612rlnsnGtNp?(8h3IdLlz$8^09IgKah>yN#rC|4qAs*8HlEt
zltO7*8I8igQ90BaDU;YYNk8p;$#CJ2s^g>NWqVp28Im~4g_JCx;VMtoEKQd|#(S63
z3$!}OW7{o<{1VHZNSbuVmTX-&H%ud=lU%7Xp_0-B9rKO=tnf+6J@SrK^TD1OmQ*RK
zqD_f0#iOrQX^@FLRY}!w6h-f?J3W`yPM9r74nqa!gN2Skg$w4XUD?9#gCLhZ{--ST
z>bc+gY3FttKb>eL@937Q89t}C(&Czz;9_*;^ELgZ_8KbC=3c--VQxtkd-`Flca5pE
zr>31Y2`j|V_Vf+BwLAGq*R7?aXJcx_z2#&I&p7i%huF`z4GHtTI?CzvHE)@7m#sV{
zLBvO>XEd$4!GdZKFS~oZm_EvIou&l0cQQj1B0`VVuN)oKWsemMuT<KjXY%F1y(!=D
z5+NAm`K{gA)AM<1x%DCl03Cd_G1$nh)<n+kurPxu+!v2O9HpiZ#0f>ACd^=e`wDPb
zE)eD;K#Z|}s^vcIyhZ(m(?eg28H`@)4>lN?3BVLy7W||ECHQZjGpuM-SP;7t2Mcky
z9_;{e_Ux2?kYq4rpU4!CTc6v;kwG6RT_HZHOJ<3Xib{}C&~6+SO#(DPY<**{OIGG+
zzWaxMApNr(&$uX?OJDx>5p#{r&_^q#(hD<Jw0|o9A~S#GF#A`g6yEF9o$w|Z5bg$q
ze^=HWuwKiW0~n{SAVx7hP<O$o-Lwzfx4;@EdUDi_5%Gv=AA}8CZ%eze5te-4UyO&l
zaQG`ncqee*VA)!XnA{m|Lg1J?>QJhda<(&&M1nNa?_9>1vlou1&5>!*L7pN@KeZaa
zI7!<Vld~O;H_9?<nye*$wo82paXl+jN)Yj|8MzX>xRb1P{M7vL2N@w_|J)M*0nx!s
z*TjL9nFUUcj4q&?vB(Xk+Mf&-ON~j;rEu|$$*VKmsbZg@`G96Eq#fUh3qXuj+!$uO
zs-s@fbQzoZ``2ke=9nlLjwsD@w5&bO>N9hn(l{~HgL=6Z88kMsDMUs?-w~;tR942G
zqH&}U2ViTFxhn1soPZh%c_QiyCC}E^z5R&lr)hR#6#<TzLQ{9CCm%kT7*Myyh&zZ`
zIf)nw8vz38i-kz}9===#@=%n<<j;bdmf_Oq%K+vNKGfe!to0WPL>~B2tDpGgWy3dz
zxWKhJK!7r0Q>(#Y^Z0Kh4hH`n(0nag|Hla3pyMl$X;XoRkFG3s@eD6boTKNR+~lhz
zeqo0&vJ(br6eCuyCeZ{yT?koN7?yPP;QB3~sD2U~0-7$d<N7Y)fL%TFPS}CK5^OA?
zobOxb`DD(h3bqBEw_*?L^WAA{LXiXe1A+EfDPGuiVR3$pf=ZW1iPxJ5NkzLuZYGzF
zw#JV2$%VO3?vexX)b4o;k>@sN6D7b^3FsRHxF#^)(%VxK`_}*CL2hQuJt#?Dd$%Bh
zCtoyOP4GFnpdJn;IMo=3wjT}nLOz#N5Ft-FP+ZKI+}jR<a#h&xQH<MOcP6*8-o&4?
zN2ntdh-f{R2%+C^MsYi7CsRvA4AWzxiNk@h(6;|jcSg0TY$dPBn7LTG%i!MFR^|c%
zGqNw=rlt-9-+;he2@kg*d$P2oaUHh9H6}LT2xy}J^fuc8tPam^4?A?%wzn=TuMvaS
ziE+xjaR2s?gG?W(MCXhTd?qZ8q~BpmL7wiry7=N^c%FbnYXt@j`C$$3qoA7(>*R1^
zjh0O4!>aLToIW#?Tm1U)k<00Zy6-$cWPsu(7>YtbKx&DMMA4fLlr>~%kN1Jj>?S@Q
z?+x%i&X}DL;PT-W&c!|r6o7jvlrMN8BhnS2Roror>^&TRTfGeMHU}Q&rR@Okr4Q5u
zn(mX*IBQdI!i6`kw+YrKv60ac(1mmI6D_dNpwrFzQi?p|O-5C|(mTV#fq&-1PKs`e
zTrFQH0!S1y_E`nA;Z%KdSaQ*kK5nCR<mpBj6Y~oTtzX6ke|IsJt+ZCy1skz_;aQXZ
za<@k}8kU^2;$GrL-0r1{NXJdHCrxAeW7e+baSZ8AtvvF$q1wUZcF`VpO_N!>n?Mya
zw*kIM4d!w70=M3QizS-ZzCFyZxmM(SoFjT5RYapQO_JghItjRcrb0p%KQYvp8oR;4
z!a31Ego@B*l-$OEJ^(6dA2msGZbrLxYI=Gkwuo~MWVQnUyE6<>DZkIqegYd79t!>6
zp7|A3XKJapv=CTu1_2JWkkh=Q^45k9g7}yv^%tQL9Y_c%=Y-*bREpOgT7@H+Ql+~c
zCTlzX^q_VU`08=nf!XcbG4Oh!GxNC8_Iy=^go<AL^*MZa<c#{muBTPsczcpX#H{{$
z(Xq9i7B;I`_X8Nzs<=-5vL=@fyo8m5I*@uOgW$R?TJW~y7N}pRHMF4ARhS3rw}1su
zo1f?yBSW!ZsyH7gXlRr^8R<~!gDHv=X{&{#)@Y*U+881k3m9zCa{?E69N%JdTH1Yv
zzQg|Wv!*qS8KuEis5T9-;DZ~$tsyO|OPi=w6yJLAm^-F9yq)aWert>8is?YXt491X
zKVIUcp2SttUShlQOppl(9n|F8wAmBtLr!h3)P(n`<#55s`qFF8VdwV%;b&_L&R~|<
zRpk~`Ngp3IwJ)@A=F=c`qSt_R&hSKgL&AyzQLJ;WRXpEj>v)8+87nbd<4B>UGIJCA
zwl$4?3!)xXKCG>}@pvFp7o<rg8?z^nO#XN+B8|O((P*thY(loxnUpA*+0nhmNqI22
z4&+WkEKuoHPesRO8)?2SV5eMlU}nMT1cyhDD?B!6{qB8T{c5qk3iK}ZZ+It9#jNta
zNpE$I1u-PLzwXp<$sh0IO;eP#7)A>Z+wy<>;vl0f2I)I+51sK$In03iq5#fBA2D5k
zQ`d9Wj~=`s3az6_vO@+ma-8Xu=o>Q^pY^eSxM6Np_|&do$%$s_8fZV^eM&L%d)~_-
zL@=~~@wFQCT6kY=wTM{pvuyPi5?o>&9podloRv$@5tB~{!QsDw3hTMqxn-p2v{rI@
zU~<hr?2QMcU~O4Z+4q<ZP0q{K;SG0TG6Cwi-XpeCt0)~E{()%%jFCO3^(f}aKrGch
z`nHOa(&qY<AEaRlONA*f0obKY9yNb|*B4Y{b9=deYfkfp*6^vI1@VS~_O+<U8AslH
z;4TR!Q8^kQzM3wR7UxX;RLwEvD8d{WDW$h)Vvo-s<CP2kjylP0AQP?7EL&PBHO_jv
zxRiWGFGx`u&tjd(T^fz_fL-L1I#v@iKUXA|X>(ne#iK)2C3z-|rYVkl{#ZESrqMIs
zxzMN(dnS!3ZM7iHv@}+edZ}+kvm;Z3cy2GPO@YG)s}~lX@ViathuN7mzYf+eR&XdD
zzjZelG{PE)>kv7)jgu;d7<GsCj<I?w3=&){=(_|nY*VusAYW-A4Hge!jWr5}1N41C
zJ@m>*E)lM;Xa#01EDm2GoXWx+Y6dA{Yt)y-z%BL9Sn_+s#Bjt)i6~48IbaMsB*7N4
z5)Oh=#7Ht8ToZz1@O!#xNFR>$P>ene3LGZ_8AKw*v(a5*TaxjI2gw>rmx@U+cw`$#
zBtA+H46z=B7Z*~n<nM||^t#>lbEQl>yHag?yOy;sh2nG9^zhF(9ad%=h}O=W2f!x`
zbH7RuJ^L)(*MdhZNZ<yJMNH%m*(C@muat2x&Ad<1Do*pDc<XiQy^K*Xy+)CI-;i`q
zYp-5TtdbM_H`&6zNV{U~^1M`0DysA#L)W}a63w{PTeCY=y<HMOGDb*;$lsLw=$(?e
ze%V33IG&snHJC_yuQTzX*AVL!kegfx<qQq{2!beiYuj+iY^ue^hkzEH3T8r<LjPjT
z`O^yG0*$SA1vUKFjbCdIU--&q2ko^!f{cFJRnM{fKt_PI-SrVg45DP#MIi8RT?*qj
z;J-s3IBp996Q+Ci6H&T%#xLlJH3zGPPX*1ERzm4=GB}kt^=>he$%N|c1R(`4KF6*<
zQH(aBa!l1L^xJ8gIHyWCTc;XT-aC=u=RsNz@-mdi1>=6Ss(d`uJ&4n?CR}8iv?@yT
zBlObyT(xrAwoZ%p7u^bPXav#XdL6O_kRyiNgx-DMLHgZNLmP5#4voOIKESvh%U7Pd
zQG*j!CfRR1giRI>xjpZP-5f7>z^)aott-9RoRW%wM|ZB&hZLQZ%NhCKY2!IGs{Ibo
z5i}?HUgoD!ooMlHg#p@RK_$*S(K`GzWh|)<0b@bQR;9B+fD68K<7Zp2#cD>>%=az6
z3xhru!wLKMA1ItDxLrxpJ!H_L;z|=ldwa!J+OsQS%oxyrmQ+mb$_(Q;F*`RL!tv#~
zPpy$e7b2?V#|v9fLub~QSJfK~F@IoAv)`}~1>Vg1YvQlg*we|P>AKcoVQJ4ZukSNd
zYPe3KNRtlc6iU)_H7R~u?U}e(9ep33o%kz9z=25GiXVrW8IqYPZhl#yK8D5gPu8Ii
zKrslZ^4K04@gJ{IH*JherNMwwR9wYJja`qOQOb2oL0%P&x|>%|E6LQM1%=xSklB>q
zc6Fvon)4rR%0*T&HiM6*F3>T<`qbpEk{l8>g9d8aJ~-R_uY}oQtIV)_y(?xJgHrIn
zp{r4kTl-+|3ZlEsMZw;*)GX+MHW?0x=tpR$Cn)rp%%M<k_bmxV0!AtMZ!BfRbsZRO
zbP7cbk|;8Wg?|X(1o+G>K~TgL`uriWFgHGr377L2rj(>)D-qi!d{h(g;*B(8nR#gw
z_w%cb^Xparix4R6YHZ}7&pftC3n5Wx;5E&`xoqk3u47x)PQ8!DSRf+;V}Xz9%qyLd
z;OpD8N|E7Y@%Vr$f_Ja~53NqQ*InSL)52VKgT3|W<)!m_qjx1W@afI&<>T89o+6gR
zyRT!SK*9Urg`&mB6A)+t>aaQHeax)B20Y38X3YL$0LPxNkrFW#l(#8(Z+OKd^TuH}
zk&6XK#r}K8ypLu77dbV_h60Mm1+09@ZZq6gj8qnEDMziGtw=l>8<}>cwk8F<!hZB`
zI{E-v5H5E#VfqBO)~uE{e0h#W#yv<+6QnCdy~!J{EXNFHYA~lF*w}bo=WWZc(gzqZ
z3SvMTFQ{J`FnEwK^qLGw)iXg=?$c_lW($`Y%SNqsDOL2D&(-k<`(i;0SR_&0zr*!_
zku#HLh|>?JxNkgkYBIfNJszL=p~{tFGTbNQ>0Zn5>>t@X%g5lCkrmR4*K{zQT?Y5X
z_HP+2K~9sn<LS$1d~M5b4Aj14jsYBLC6vYqA*H2dnUXb23;p*P%=Md7G7y)_nsibf
zay^6@;@GUL|LMjTH*Vs-Z%(+RvP>PiJ*#MW>q*&Yk_;GH=sMDQNgKbjdm6%L00RS`
zZ?AZ|nja3-Pb1e-jG^t*0jS<u8K|zp%GUWdxMqz>>f_WwrD7Vfa=#0sxW-NN(~PHV
z;mMIve)1#VFAKCUA&5yH4QV(MuuZ_HA8)WnnK4KfD7BFw&1)f<jxA+&=AAR<he#+4
z@5#mJXS*JWbr4$%-HPv<Ld;f<{4BLGCy%zGkVg}Fd7%7JY+|T$!T|1ib!H(pZR<v7
z={9GfzEX^u%a%^8%x%CdA5XuWV3s_&0lE>uu2ma#nk|eLv`_nVuqR6_68*LULtpay
zz0_%9;dVQnB+oW7<z8!6QvT7#F}!>)(Rzi9ssa#h+)o?j$5eMgS-y7qs0^|->B;C>
zFHkCy#n_i|!f2-L|K8h_MwW`L0~7TfVL3gm9mW0qG0-J_(b&4!GBQy@8mvf@=*=__
zSgsu_dp~Z9n_Mo4!-lJkJ`pBPzf@d-T#CA$5n|br8EJ<U{I)Ge^JOf(i#T6s(AOFp
zz9?c--?MBtaJWKpK`lh8M8`^^0rQzgPQKjWW!Vu(XZxyv4|HV;O#pK73>sPhcT@e<
z`B~1?rc;(fwcaIo{fuZIIn^Yr#8B%25GU3(IdCL@jidG)S*#IyBkz4}N?-UWb|K9-
zBaQj6m{%~%XGw)V<Mf3UfwS{%K;lJ#cA({_oZV}F2Y+sIKDN~2#V{K27rUz?{+`BN
zGx-G=hso!sEOo(+-W|Jt%kdub2^JosUO=`>&)763{CyenNX-%o+F5T$b$N$}t>kGM
za~Ezl?3s1!62*I$RPE|;Pg?y67akkY!iQcU@ZZ@mUDqHs%;Eqn9NY3Zr(7rVQ$D~*
z>xjo&gQ40IA`!jo=U~SE_~sU2Ql5HT(`c2i2ETeV!9e+5EAQ6BSK&&{p)8*)gW2pZ
ztna^D6tcqY+bis^_Kzp$eLy?|pn8LL%3+YuJM{NoRkvyt0WH2ziXzrTy$g4WZ&mU3
z+I}sf&ln~x&KYyNfRIP0LYJnLCccenjcHRsOS7ekE#1R^$?FZZqL45=a@Zrv-$2)D
z8S@aq8G>0!L6atu4=xO9ApyMi4*)8bZbZD`C@kGdhCVM&Hfo7ScZbv8q_CkSw^4On
z)B2d!_vX{i3p9Ebod!n3#$~>@oVckGRarO<XgvDQcN8CLGBtZTzK5$@?@_FfnW(z}
zuEw|!g&Vn@alPwpOAf8r{uQ-HItaiRWR8dX;p~)^=iePBs$5!9R`OGv8rB!Vb+xWX
z*XyedRX#(Nn;_(PRp9j8Eby)OA!-W-3XM0h-Ue?_J*LdYD&aC8AgxolulN%^n^MdT
zPCosS*jzqu<#hOGQ~~UU2xe&_$#+&O>#)`^Q*xLuH|SdGjT**V*5<TVirdMH`Ma1S
z+;jaW^h9vg7zj%BpLTwto^r@FFpfZW2OCe*YH9KpRjBSotskh9t0rREKk?TV7YL;J
z=CX=8xB73(_W-n;sXno6uTu%6;~E}XRa~xeD_lALtw$ElLqoUCLR?ktfx#$p^ban)
zGMLIX7JWYmpi#I^WUUB}HBi%Ip4c%UKgw?nr!zi`jgYUuUp!!@;0z0qLSb{rwEN%Q
z@(T52T(p6Y5{9UoNWL{JO@`ecu@yIJ)95`i19CYGY?X2?h#*O%!x4*O|BkKrac8k&
zDmcohX-)EPLR4@zmin1~i3m&YIoi12;b0$5lTsapEL9-|aJD@^M#u*K2Aur91tt^s
z|6_9SHMECg*m4l+Hoz0+AzR?i>cd2CE+~-3twJsjg2FfZQivw*p^Pt<3BVLRpe}DP
ze$2g}rIRThZX$?UK4teJ)o+EzTO%K@r5HhSg{5-8?28qsF-|>Y?C3(RSe&oogGxhm
zGRia>!uhoGJC)DlC$82#-841q6}Z#(?5FD`zNm5?Bbi-hPO8FU<?W~S&Z-_4QOI&E
z=(Bp|S~l3ax;s1E)y_#k^D1x5|BYF@5v-h~gFKFNzmLd-?ob-rNy9)(1V+jR1um^l
zz%6-T2xBI%l!R3!20Ozi3BDbQQVqIV#$3FkoE>|7V_t72B=f^I*-_>5JbP4r7B+g)
z5n%W0!imS?MA%WXqO_ZW$!wKA1vC)(<4CD3_Z&1d?3@8z=~gO7hK=0$a>XR5B7r)3
z`*nzl$}I7}bWmQi*V;Ro5>d=^C>C8Mu6G1Zo~VfP8!tF8_p=$*g|~oRpe=PUnqMs<
zt@ASKA;HGRkH{pPI=2~ub|q7s2AoWst?5~7pn4v}TSz6RV*|o>r|c+{_2V?CvrG9}
zzXWpldi*m$t~l2>7Y-NAq+&xB&!yGG@=A=~T~*Nw%Z@-Gh+E6URXrE@{wwC3wfK6I
zv(oYfT~k_A#oy4w2Y%qg`dhap)1$w@U}uzrNy3+g1;xavNZCmm!{enNw_F%X6jrbP
zHLXDa0ALQ5`<4-j>1<4w4_Y%rIHIwCU1dYV=*4p-S6f3{&*5~?)=@QQZH(CnfGA=7
z1uO&tz7%-|8k!E!o=GsVBFiFzR~W%EmCRCOg+ha^ddD&OAI|rlLKUQcY8-yb^mtT~
zR89li7FJ?hJwt@OwlZ1lml$==8MI(fU=&WgHQST%0pU`UMST7u#r#znzGR1dwHne=
z@{NDWs1KRL3TRuC1d?1FVN34($wDx5Dzujt%dty<fZ!t0np)zEnJTiBl?#ve6zgdI
zLt|9gWb1He>R+{^QGYDC;ocAgN%?<${#`0?IG+z+C=9s#kt*=ighW&!M>-l_=HUM6
zegRmxtovyNw8LxZU5N?v6!8hf$o&PAsT_L>PXU~`G|IYdQI_+T<%=m@HYrK7t~LFN
zDo*o`%9Q-O1|kv2BwKAY85tC%{S$+WN^)Jgl#zuXaPrm~u?;TuZ0qkV?cs}#t8~cI
zA}w-WZ1(%#A3ps)Mm?qA@!>UzVmc<1|2>#k>eiZ;VH92jol@Uz;MlIRY_SsIl}ZHC
zy27mIN-ziEC(ER5vy1FF<(PM1<HOaFZ<E~;pQ>q($%D!uMGc}Qon#J-IpWxqrDcLL
z&+I^9#Nv5w$@}WLtYUYjlV<yjF{j2<-u^G=w*vj^MJc|c0{f5K4YNMzlLxY7yEwk^
zn?2`#xZ#v*mAZ6<wCjyS1M|=;ypTcu)j%-wnd{1$O6uSQspe;GoO5s<v_Hv&!g=$J
z`WozaG2Kh53XfWr7M^MU;ef6w2SzOPyrXj(=a;W&aTuptd}PU%rb0$Z3aYZp4j1K!
zkKcIDCfvv<{^Stpt<#8bG2Ms!xZM5XyHSx9{uI<{7%}>N%V@{(pY(?2z3o>+|H@8d
z+tw~^{2+i8JV|y9A(gJvyHx0oF^jaFkluL<@0PXi6;(*85OR8-w73{J3cgt`I!vmb
zSPuwiM?JJkRfOuI=N&$;l%`Am16TPB!I1y@i1Y`}N@}t+8IDF3_B=X4jJTQI{q4Ag
zOXBw{gfJ4}+k^?Jzl7RJC?%7ZvfBcuzIhquA4@+HB99Wf|3}hQaK+Uu!9_xFcMA@S
zdvJHx#ogUKXmCkb+=DwLxCM82*Wj)Jg6@Ow{eXK;PtBd4>6xyou*0*Dcd-%A&&dy|
zobkN#0?dxC>ji98i@30>?yW<sT>w(L=zSCT!(;%R5SBebP+D@lgRZ8lD+um=-rH#0
zEZ_OC$y|hZbWz6G87hrs$RGom1`C2Pr}DGjqWIoDd4wn#N@}V;(!;-kxX6_7gKwQk
zM&XvT6Q-i@l)-5FJMEP#^L*HKG^68@#W&Yah?#7L6zVxTxTc(3%Z5LTvR29GN6ed&
z|9Xn+q#K-`eDqu}hpP}|huj|KceD>`l6892E)#X(BJr&<B&l{KeH-!&T1{367Ta@*
zfEiDTY(xHX^2IddYDJgWcB&R|SDM6gUr-)-1lv|x-A8xh#-Q7=&-dZ$wRKIrW#ayy
zs&|}EX-2Od^=10m%E@^gQk$lR4+yX_Zkkt?8&@`&8B8{t4q4n#3R-QLqfq{dxcR}w
zSr#8_U4JEWfY_I2vj}#yyr`tE;xu@<<;-MkZxLacm0-YF&zuyx0sw}e3P~6%Go4Ax
zwRzX>m~AxYXw_Fco!WJQ4BRR!9c{~A(Hk@jZF}cVRq@DQkDYto<C&!qb9L1BL&lK-
ziK=#oSmJOb`A8<I^n@_K^vj8=vcpHQI@3@Au~pS$KFWB2i~K4u2pIiPJ)gA0`IB+(
zSu8=)R$h)1ldZ`ZOZ^q(%YU^vlh7k;6~U|f*Q_Nj|HdD|T*PjVSr#T`^RA{~|0tXf
z6vYcCRjsQQjxhT+ieM=68mTOtAPFhf$@h70r%TLng}mweDY$=4mi(wXs~Id}V=9U>
z!~T!=P-=;!>^tsvjD0e8LL728aV{i4H758UK6NbChs&CXX$CRaP$3u%z%Z^XYKXf(
zEoB8_K4UUWd@99I=rF%9axg1Us;1*_7+SrmBU-*`sk?!GOilRnr@o<Grs5t>FfkRc
z{<A^om-MRa{Y&7UESdZx8=7`_=-+^pv1C&aR7dSrC@IPG7_X)|5S7Kw3aYQC-aIR6
zmC#|F=3%S0OkkrBdz6SDkLiHn=7=sUx=!ohm^i%Xy-wMab?Z^nN%saMmSVT;W-&!C
z{F6ISxG<}2EZ0!oq|+-LO+aL*==Fnt{fY?AmDZqFDO&jU4_P&nj3IGke$|gJYV1@a
zm9mQTOpcss<E1`jm>L`dsD~B7t^5+@i<Jjsh&N}V!X{g;FN%%?7hdrJF$pHsCK|d`
zfgC^ukArG&4xhz+LLZAgij${WWcuVe`=X)QFqJUNI?&9BN1!!C(9r+M3pd)PE+Uc)
zxVtB;3^P<-K2)N-`ckUT%vnq3*F+{mQZ1!dO9)3Mrn&A#H_phb8pU36j6vQYjNN+C
zbSi17n5q-sI@M!Q3FV!LLzeO+V&FW+C9fz>W>9U&y7nRTP1mmtF=cFm{j(*!f!h5H
z`}WwddCi-C-P^sod`yq-JJ0u*LX<6+)%Z(F7l`I2VoM<V$$2L@m5~31G+KDwv&c80
z320C5$rIOB!#T56v^JwpBgug`p>Vr{J(#A<gLNHwo9U*qj-0?konm6?iV!;&?m@7=
z@<UOU{D7I>T+yLb+B^uL&`Xz5p1GlVs#R_Qbc=KFF8AVzzlw;BWBf&SwBvf=v1$g}
z7$?KGMyHbU>&69JQ$lI3Myk@qCW?7HoMvzG9Ae6UE=F^--Z?P#W!UR+X)&iRFrzBT
zBO+AQA?y%HNl7(H%1waI$ggu7a(K?M*7R4$4wm-Opnh($W-7rg%`r*$&q1lKQTvzq
zxk&4s;M{BtUoXUu7mvW;C9me=%LWgVbAI_l1hPRDZXw?=-mF;g8IBPNWz#;s`82m|
zq?mjfH(AX<2%TMfHJ0SFyrF$+DW7c#m(tfpoMt^e-hbdL?U{1=1=FOan3x@(FV5lK
z-fuofbbYV1wT_-fldMo_o(sHKl;hUw%69TIJtGprl;BQ(_R+KO%hBNn$WOGEoG)#I
zK<|xgA^i@cu@b1sroCW#O@mfJu2O!+hRJ^b*ACA4*xe54NLywYIoyzj8(x@rk@TTp
z2?76PEDH1qi8!$R00CE0dj(7~f{+bLLXOk}XwLUT;osuA?OXTQsQ=>GreWkZN$?3z
zA0NOZ%UW8tz6s^5#i1;jxFcqeNM?$;xnuVd<c5UWx_&ivOwLm`eTh5g3TpIpgct}{
z`71Fu6iJ*&5(m$1w(YD9`fRO?ppX`Qc;Pc$&ofvwZ~!2pDbkjGuU{KcOJfC?f;}i3
z%-f*rIVjq!kny7}5wHcQu~G5KNVWzgwRHmD@fo8oKX=r4(}nn&(HFF64cEI#7o4wZ
zYC!|4If2G!*G$p+lt!%)MAO5n{EN$#L{M>}@<V2ridQR%vmItx53N#b-DvtD`YXxO
zaZ6T2$lTlS1|(^CuIHCEbjZB!p;PWZUb)C<r<~+6no0n1O)HMVkuTHcjRv-kzWtYK
z02t^rUPNquJ@5|w@_RmPrVEwx4KN7@CzKZS%OlW``+9GWYH0MyD#8Y($aIUsW}5xv
zU^ErCoOERGNhM4avQ7!1?N^%}E5x9Eyd0kLD&9+0QoNE!j+@RVIi3|_bOVnpEi(+A
zC-U%bm0=EkqkhQwa?rL64)BGzNwJ(AS=AT{Nh)_<7dZ)xZYPLFVa*+7-|WF{`>n-d
zl*6`g)h<&80pMz4A?J;!whhqT3ws>Ics%2(8sD7KBu?$G2akAjjq4ZXrkb~boSAm3
zvUCPj8Q2on^K(@;SILU@_W_RYIRBw3q<^n>bmm&!JjW~qpE9*gnL+5TWg2x9PsP6D
z-Hx>7;e>=>KH6VJuq|M53RdT}2_Gsxe+`*WZG6(sVl9ZipcMjJO!0qUpNyLbyjA-n
z@*)Z!Lk9jp@uk0?+}P{q)-dQZ@&}%X0ySV`_(AHrL$}yuTh6QmvP`5<xR_PRs}7C(
z(Qs>T_X%&hYCv}-$G3R=4Q1v<(gEL<%KJr&;80p+Pd`!BB-P;>H2y)U$lB2o{OQ?T
zT|j8U&T&n|3DvhB1}D?SL!-nwhNp*PXa3k;Uqd>OriNSsE3@}$nd72k<!}>ya>7?y
zqI~QkWy*B%_*t0qyXZ@T%JUcm^5h)!jg(XX5DcDCdA-ryJEhrc47>!8$sZ~B;)V2;
zM7~1jJ!bzvHx-LP0gtr&78rP8Ki~MNNaUp(o?Le}NQnJA8D+AXsWyG^^g?5MH1(uo
z&R&rPoM@s0#hB0aj`KNfIiXE$cLEd|)n(UVqXcZk(n405zJ*6^3WMO^>k&)5UbPzn
zqOpdET5iceA0o<)7yFpxY`f!*^bt3qGJ91EeN`hp#V;@S*`Ed1`Q}wNzQk>8?{sdQ
zOJ*+R@&~lM3%2|V;^08Xy(g|d2!+wE_(*+TUe0Q2^H=|--uSwbk*EG6gO;9kjqN+m
zGjzQ|t{Q%D{;|D!dBsYSnT%=qIJhR(#R0BQ{(}xSf6pX)oJIJ(ZhwwdI*f74NfjQ0
z%ukEY?ctq=IW{R}^~c7(SBqq1NM%xt$flP)fFWv2x@#r!TJ0=n#j1wc&N-Z|s;=k5
z+ih|k3P^H|WCbh+cfq_S>8p0;0O*IrK|Fya3InJhMy>m3dE^(<q0|y<biht4IyyAs
zN48A`F_-5cGE(eG$M%2N56g!1C}b+C;+FwKLZJ$318Jlg#(&hr?@#}Q`qi6Z+S~L|
zYX5VadB^#YrY-0Fyn2RAq7rw54PKek(g-g|a~>%QyXXjq2(_;(=wJ0s{EdRYDeM!Y
zOdID$;#sx3*;8{cx|p$O9HiHrUT&MWUIVpV`hRcC=sBB*Vl_5r{)%XqQ>V9kIs^+?
zW3+ZK9?0fHy(#CLlWU1LMeQ_()gMIR5Jkh@LF7wo-RFF69zm!1_IBQQ=aG$^`vxkA
zK*c!^ra^%|ki%mZ#$h~gR3frn|2pP%`ZscF#LZr(nKs}qbI1d&4}%LAQgjue6E0q%
zrk$1dRs5=$`TP$FPO7}-u%w)^$k#5pba82|y;bdVHx}FLAslT@1GyYHMOYa%hwL2|
zFB`&Hw$Mr<h5{KGjJIO@1ro?8wOpuqXEzMJ`@X-oD`oaXzwxce#E6i0sST<dFUY~v
zl;q~$j}5q*8bx0C@5q)`A<}qxO}xYv<xPL^Kw=>+D$!nME|Cf;LVtSeohnL*su<%v
zGbGvIh8_aiem&33C@r>0XUp9z*l^tuYZ+YEkp@#b%`-K^ZjTF%k3(uu#G9<mH95Q(
zjMBe2>ZWK-oYQv$=G6=#fdKdlFTXv43sOH%vFiy6@y;+7I_h$bBv}#t`WWpi>%zRB
zT!j@hR608<u=fg_=}d%Z;-eO>z@f`<U&`7ag4s8jw5fC*NH~hgVUE;KeL67c_}#Ed
z;UV`DKky=bqP~KNiM#1Jkm9z?lz#V80D`%qVq<5amoAvOS|;ohzm&?#0!6mMqsfDO
zsngb(*(xVy3TUY=uLQ0qh}5|mhtk;#6}&HlX|U;`L*OV128O!D*Q0`f>NLoq=<wUo
zX;Y@;P($Ro);IKmW;9s>u#8mHLfvotck8}&`+CRX_dX(|G;<jE?#M{!psyl?=3-FA
zY4Jh8Z2ANd5r8qmknvYoSYiMw`l8`2tC-k0tNB=I9X@^^A`CnWG$DPu<>I3TOz<R2
zgPA`DisH%|Q^e3VDy5h4ZEmw3L}_8;9vXI6jQB@X+g-Vut7DFi*h??w$5&J0K(f0U
zR4MXd^L%proN(%tqd(0XT0%OY95z&qyol4)B=HnxDeBB{!rn5aHEfI&L3>4dB(hm~
zOC9#j-VtVKRAQ)Ujbk`HE?z{y2Y?nD|F%9?Af4x@fg0puibCx;*HUuI6fy+}07^)#
z<Y%E(t+`{Q%sS(DG|1z?Mn6k0qX_lpZD<4saj8rb61-NE#7J_wG6#AX;=exNBp}~r
zfQ?)nJnTR8lmHy4hOaW0$;cp1J}nLnRl^a}K_=9s$&I4W1W}|FiSN>?5K#%`Ef*~;
zabe3H6?~XL0I1$dBf`a}64Ou+K~G{ach9n`p3%umLM3+xQo>E|dLsESdg@2fHN=VG
z!6tvIB`^64`gkD0$>aj1*QR-U+Wn;$WQ%rJEyVPFf5C?OsOh~f7#B9ToO$&%yq$Ew
zrDSNntLmuG6AUSLaWJwGPg|LdJsHyT`I1iImh$hL8uu;xUR*Rq^RtX#4jW-PCM=h2
zj@&P({NapjiqDwHg-WraT<InhM7W)<Tf3e@_msM`f~%5KRY#e?V0XvazeF%*DT1BL
zx!bNsx##^3;_+%cNr?`bBDNxRiFOs-RS8Jay0eg^&Xdw4_SAi~q`cVIXbYg;^8|Jg
zGDB4Glm=Jmcj$7#NgS_Ty-VvWswfFj5u1Dp(LAgbZ$gJ(^)s!EtU>ek4hh85tV5|L
z{K>5jYLwa(6-D~uAlk3=#5jZvV1~3P{BEw7LW$KYi$W7jOltM2l_4O4mFs1Lwkkh8
zb9voT*RsBFZ?eFT!T<6Y<?+fau_^2+NE~i}E{!o%D!nq4>T?GA2TAn!$Xx#Plc!_%
zdE^3!##$^s*&pIU_PTR}gJm~N0*mbL3@jx}Mzav$Wgcw1u|1DKqiS#gexUT@hX`pe
z$O#VfaVT3)ufPZ0M|yGU@E_eWoXe+LEj&>o--w<64DjdEEgAo+>2+AmN{dPn;0FE2
z|C*;Qgw9a&l>&1Mis$F`eEfiXn9Fnd2c67VRCSk*0$%|&R1`BNJ|B^uPQs%fy;7V4
zV@WmIlBYRyJsM=L)dtqfmiX{iP8{Yt<q-)cGu2fH#KuNTk}GQ@qn_&2%a%y<k!%V}
zykx8%K@9I&KBTlD(*F7tAfP6Yk&=NKF3%b6g&|Q&DXH?=<net!ZJ~#y$-jE5mkDsz
zgy~sT>tG~F&~f0X#WATBZjfLZdy-+HVL}$WzbWApJcK6T52+1_PH&Mp=cT{_!jX~f
z2gSrnO2mX*B?baGzgv{jAtHs;MFe$;$RAMH|5bhnlq>!!Dve5tNaCQ@FR$}kbHlU1
zW(A)|8wM54?%4k;EL0_VQF*%fa$O83#VH>A23{Oz+&#F}#Vgo8)up8Pu<HZWGaE0w
z-Nn;K|1@d_LxVn%pzXzUG-#*~3L!+KZ7QefS?u>`d8PFyyZh|Ydu2_$|K9hDHEqhC
z#5X^2fT!9s?{_L%j6YDhxEd-w#L6gfP|Zh<j1&`_<v@GOob^*1>Thc&Qw;=WZG_QZ
z5=e}Z&-KrE9i;H%WRq)F3*AXII}*_Odh0yCGnE7yEksaxrg1Tt1Z0H)i<(4*!%DO4
zfFoaw?CR8j>*wm>H*LN|0aWY)x5@T4YZ2Ec3bEo~K8pcz95+kijv#3F8Pf&_x$Q|Y
zxX;~Vd!4orAAFn$(G_I{-Mq@y$c+N;EN9+{KA#!)42EJ4p9#4kolrtRCVQn~F&lJY
zrhGy|&TJ~K-M1{?B4jL#1kvv>!E(LJ*Xseh&Zw?H?Cht+S&0*Q(<v%>A|92ov88y0
zl{(sjq=gvJ*B@yodP*Kt*=T$cd~)dP<fS%SNs@b-h5<YeVr0l$OO67kR;ax<36I*O
z;k=~9UxC1V>iXFvOrS!(tvpG14v_d11zA~5c8|SE_G~`yC()0mcbpd#3mr!wlU;z6
zdp2a9l5g@HC9@IC{|Y*}X9!l!i?q+W=XFu#Pdg~saqF+e^nu|AtXEPN7wxvS>Hg7n
zoWhSUZcWaQwPXB>be-~9Y6-&OOucXP*c`&(3nB24f*@mr>C&Jvzk6-iZL0T-1W8H|
z^lo4o>A=@l{5d;X%oL_=`45I^T(WL<jIlGU?2_Ws2!Ce}Sq}nzCFAt_OJ)~VB_bz|
z6q_oUYRo`FOq)%Uq<kGpi<Qe+>wXt2S8e;6dpiPLIWpZt-x$SI6?tx#HGdX52XDY0
zr|TSotnzC&!jF?Y^XljNN7YjimrO2k>G>(raU(q?n;?)`rK~$pZ8H8G^6q-WP=oD?
z1WqadIttM*=2_GLN+p0^8<oZ?1_nDQ4<5zoe0ub%W7myi*0sw-U)Zg>a|90&*ZJ4A
zaeS9OtH>4Mf-L@N;=dZR@Vx9}R_{UUNK*yxgZ3iYlK=V`A8B{h&R>1PP}Hi*hw7;$
zaaXDhD%YL9nM4lh)xuy}PctLTE%F-B1o|%m4+{LBkGMCbtO({6iF4~KQ#9ePJA3Qi
z-Y6lI?4h@D7%!+@4g$4PC0~uXlLs^s0I+%&D+Ygt{E2N-YiozC<I3?`A&clqiX}0J
zOK}FK9QOKpE3?C%xZ29Ue(B_1zUS3-U?|`It1sOA7bgEBic&WN2TWPf=~0D#ZC86n
zJ;M=)a(x4A7qPL$k1}1mf}(a*^PUOP{w#`ay1n$><IkWrBj4&4h3S!59WDpwo{94H
z#hb+=J1r)`(<jEy)hBM6$G`mp-wvnueBv*In18E~$Mxf~3VoBc#l^X0{nCHqD8s;o
z!-uBq_SOr%=do6xhG7rnP4D8HsGI_kv5W_-Ntg&cvaNV-T+oL?FbtKb`Ns8Tsc1A=
zw}wg`)4V(~y4bD2h&4GtfJT~*H2-%R6uJ(aswG#V356zcL==?)oVA=@Jir_StV~|4
z%H(Z@ZvzeY_IAhih>%xWNlansPB~kbWTSEz%}CXJrn+v!7uqiT{ZHSRbu#r*A5FP=
z@D$SxNiP^tl|b_9kyts|%CDI*{Q8>n3$fDH1GRuY>aGhnLvQ2}m%8Fn|J~h9%deNn
zhZ8fo7NyGTkyf$H-M2bdrf*Z0zsL1m-%l=IJ{GItc<)s1$FijG=fuABqt>dBtF<!~
z7f!41AY#&qUoQu~_Ki$!MW!7tjT=V|=`n~p+O+m|!Pb>_<CRng$~r5*lDNs#fi^xV
zsVyfA!PNpLgC9zeQ8md)*@i-LIiNiBjp_}|g4LG6qSju{YFoM3+bXWxQisr3Y|?&3
zc{blXqOy$-S<xeKGHCN@;MhVo(voGrd2o=s#fPZ?GqJpDW16O|JiKZPeZzOKkXnZA
z8DEi7>$NLU&l*NA3Qvs0rT;A1E3k_MX~R(_!^lMc<Y|MTblXFX+At9+^=fhSQby!T
zcT}Rb%%a@5QZVzMHJE!&(^8oPt?wz#rQ@X87B+q|tili-6iKnm`}v-K#ufG6_{(qi
zepS-s|C~vN`q0>Ti4uFiKj}H1pSF(C#JCb_HA1`S$eSfL(m8&n&#dG6lr&O`F3;q(
zJF$A#N;Tc&QYnlkkk4AP_GQQE+3<pjz%zOera_Uk$&n;2y8zU`*J_>2>~&bNn7_Wp
zUvVoVVyB~=&c$GxVtd4q931iHMiQ(kK@VjeIt?B3E96);2^J1X&b+$$DupMgd)ef8
z2_tVX8mv3M&Xg$Xfw~w%ZEOKc{)-oyt~buAX6^%JDVdA0DI0AFsmT3f>+itLd!`(Y
z8WUZyvQ8p}qJ^%-3JSYlBjr6={A_;TbpM8f_)|%B<6(Mc$R5nte2n(iR$NmF?9(%)
z$?&;;gZ~61;*;tKV~F1S)W;jRR?ToOW9c~_jV&xwfoxubOM!>vCH>EK=ZGf#MG3D5
zj00=RHIV^euG(T(4@DHsqG++gOTD3~EFHg4i2Poi%P}9F#ruDFEo;|W?vpkId+Tl#
z0rk&+z7N51trNbzg7C?!)*S8RgJ+pr`ge;Tv-)jTf*!43`VC)TO@%>{!wy^*at*cy
z(^wpI<-xfUQX)me+KEa_eVKNS2>RqfNMrQa7Mv2=e<;mt6-clF+M|SU2wVyXp)nFj
zP?#FFX<!7<ZYrxyaCj2>N(@(`!V)_rt+vGGA7fq_OO`yT-ZG{PdMf9ZxBjf;ucXjn
zpWQ93kjNU~f*9T8wEcjQ4Ho4cQTh23qpHf9^uhgbI<Xe)-afj?Ek*_D);)knx|J9-
z`1Y^z^uhnc)T^fnDxkE>HNdjpe#XcHWH;}Vm%Z_OF68gNZ34eCx!@D=d{tMqWkBpL
zqhUfBSL9K(`*q6scF(5Wx2e6;<M^)AMP^Oi+At-ihXf%eQ1#f5mL$a{84S-g|7lbS
zZp+i-awFU&z)u(@rrxS@g8fkbddAi4lhhywv^)KaXR|Isk%+6&b8Lnk_rw;6beZdf
zt(wg<L)9nFd20+0YAT473DmLeRM3JJc<zX6`}aFSLhy4K?+jEfefg7P{OpfUo-CcJ
z$F|Ta0J+qvssrn4beXsX#?Y^r+FDi1(t{n~@=I*GmA3^%K0xEFYgM>Az|bs0=Ke8l
zL=qlKibe?A42lLCJ$#?>nE2IhEc~_43>x9uYFkE3EZ7EA=g&}{G3k7JRR4r;(g+nK
z`pnS`u%5Tnj@oKA=#QKv7;e`VEgT3>g4@@ys`iV9aMg;WGWvTG#gVxaFRm8ur5gVI
zjBk8R2>V;V$)I83Nm$WMUW}45juY>!qz&1RK>Yzf_xD8`>Q4B?=HO#SJ^YF7O)yLF
z)`AhyX^Ixhf9DOAudOBTIzp)}-*#Hy#O3pivJAD*CZw}aMO?kEmE$-~@uT=JuQS-~
z6sA)<8Qa^0)d-ro$(a`vy%2G`l}Gqz|Ef??D1Q)+%_js)9=JBCe>)E0`DV~`wizZ^
zYwgRyq1Hig1buWpLNKBpdw+hxf4>?;2CbE*k+}w-LK)cjTq2A@)^lFmnWC;H=W&O_
zuBfp5T>Io;GV7`@>*VuqRv2YDm%rh1LxpG)-&Jt4MXZD*^sfbt3SIs!Ard9~K=PD&
z<>eZMlu{G<NHh0k(}&aOgK^n?hi<<LJ?)03t1}}zv4&2__CiBvf0ecJ51}fLpI3HT
zx{HI5g@)<|$he*E&Z?0|$nD9LNvWu$C1mjw#(vsnQ(d`p)#<G<{$)F4;1>&YXa8`f
zl!%ym@^Cn{<3Pz46k~WvXOmFd8b2AkYs`8D2U;gn|0gl$O{=Hkk+Cv@DD<TR7RX!=
z;Tu1Nr|*JAccS9co34mreEN3}13UaNDYekAbx;M4Gbf)+PhG0%pbx>qZ|<ZC<Is(`
zV58alr!a3e+c%*}|7X_B47=OIOUQQA$8K#bHVR5AoQSQD1fK+Aa!BgG{MFgZHWE7D
zfxH?F8bO%Dg<q4+%|UFNJ{?a3lD!P=8}q#|gE7bte`~!@nc=4ru;%rsPu;2MUaq>!
zt!8KhH+K#m124Y6IzbllCeb%}7Oj1Xqp?0#jUwD$?f_1yjIC(Ir?heQ;R!~}<&NkP
z-PL;Cv9ibAjAh=(^(@5cSZvtyNk)w;+jR}Vp7ZS1;<+0uA)r8lnAb@bCHZ5?SONtj
z)k$w-3-&iGGCq$knvi25GcU0f>K`&zcy1j#;WIgz-uS^%CbMj+0z&sSb7m#%<{6=c
z2mm^~1U5F5#GYvzSs)P47(h0&saQ`eJB93sh-@2<PR5CD940kRY;P@9m}U+bsd?5&
zjEz(57umE+lP4dd_A1n)LJw+`J|-**S!?;ihRVVd+Pb%_?+AX*H@T$d);yWfh&6N_
zC#=1V!NtN2GuQJ&R*g)2t1GqpCX_iHf0C}UMUHaBTHr@DWoM0L?a#M!EGHG``&!1T
zhQ(7rt-9JFfU~nhU>>+^)5<hoy>IPwCpMpGJS`v8a&D{4o(jT0g?`dNwC~cfE5NaE
zKyUvF#D>PMWK4K2V$xXu9951gw_+%tUL>H{kKoL=V_s8g(+%@Q<zx!BE&GHUx|y5F
z5dQ5F!FVo<r}BH{7+PqL-`Co1=LA&vZB<72;Mu{7l%U~O&N+W;8yuYCS6-^6&eesl
z1)I$_IGi$oJhiZIR2sZ+`Qy*gnbaiD)x94gewJUVG%QqHj$b#Ns?=9E)p4*ej*T(d
z^<R#uE8{(Jcs+BgRFarSU)R#}c52R>E*=~>K{6naJIE`D1+uHL<n;-u934@D#U+2Z
zj>5jn&H+vJ>_C%;hkWkMh9oZ(kQX8vq=<d3l!BR*paHZk4TaL*^=I2Ayvf(!B5R_4
zy2=ylkzatu+;moZ`+wfv-{1OsYu}_KppZ4jjZM3oV@^V_!$jxIpfq8^(JbX~>+;nO
z)YJ|7RU^Qofs5=lKO?5?Tb2L%cX=o639BD}lHJ?5pmirfX|LQf6<d-M=T*pa6{^T?
zR{-_nMHq%3Aeu57dwb<**DX_o+mxJ178^X;0?qqs0=QoH80S<MVsHO3w@PNl8w!+d
zz0dooLQIdZPDVFCNyL#KEiGv+!i4?a3NeW@h5Vk`W-XBMP6uUZ<qP^<b$zI1S>=qe
z9_Nh{WzrJ4Msg8`ci5LRQRR8ZbM>UVK*nIE&G3UFaLn>@NfTa@VT$Ez*XIhMOU&M0
zWk)n*-wbNX=mE$1S{u)WuI$iSJUgP=ti0V5R*K$Fw8$uuxNfT1cuVF8h>>Q<N(!SN
zkR_n7f0Qt_3<Y;tBeI8ZU=b^ME+q7+i9${PT%h(!GZ}5qw{-sS>_z10oc}W$)pOuJ
z*2tdKL+C6{I;hymdBY{PGoaPM`3KMV*2K~ep#n!(uXxZZ`gQ$w)b}`}UTrPG_6AJS
zIz))yV}}zGM&12uQ^s5RgMc<VuD(k*t}U-02}FbFCfI)0{HUc@C|*&cNmVfs5EV2l
zcH<XF`tqo6rt#foztQ8wNLfGdO~mBw<0`w(xZ|fW96O}t&s2urs)CDjNjCl7^TrK7
zCwIQysy7tTfmz0w({B!7Y$<a=H>im@Vx%yc-q;DVLZ=2jnZ97q&$mX}A{b3C0q&1O
zE5{NzHyEK`m12f@)T%-q-iHLwEF61h+?#PLoZ!c+$x&H*b;rdIS^Y$^Jz(*8Lvb>d
z%*wqiibvqfoJ5_1(U=RvtvcJdUcJnGBVir-xIz9>1!uhimWwr~*T`p3r|x^;n-Y*O
zd6TMZ8aOm)hh?$S@tzE6t)<~Lc9bE#<U!5J9X<tVzrssxmd)tCm-46(o=b_EQA0t+
zypL-dSg)Jo@}@`h4Sk0~;!XN+T60CuQzMy93yQp1q+x2Swy;=T!!4hf;ch5hpPN|i
zrE9qKk9hHIyX?18g5D<L6uwiaB<gFe!mmainR}cDisX_S%a}$szN6;nYq-A%1J@sA
z4PA>%M>BS8Px+>i+~XT-r$5P05p&LxG?M}y_4~-1>pQ^nvAySd<i!miM;Nuel1MSf
zOj=wuaIgB3l;p`(BYUy@$s{9;A*5|YMUk`9j%@T3vkzp+GqMii-+y<QYH=_+I%6(*
zuKE4=o8&?MeqOzmSFf!j$mk{?`h+M`U+3Jfbso(GBFg%v-6;!l;*)nimEu=j1#9@|
zx>I<pmQ}PDmy}pIt*`%KoIIAi?pYbeIU~!kH7!4f3M<dp;4jS9GpAQB^=*)^yWd7o
z(NlW@)+sdvyc{Vg29rm};K~{~!E;kg;B6<$Eg_^DX4NR;ib7+`zbPEjU3)>*!W)H`
zBB;!L%e-(K>tP)&JN@QcWn$txRIiV)9BmYn&`Q7OoXBW~zDUj?Wf^igB}Y3QU92g;
zCsq%!mCD#>WD;?6Rb#Cxz_K4NwU=a%;{NTMT`pO85;dlmo_K0?ZDEogdKA63uvKIm
zfh(i-Q!0Ds9)5XN&weGlX2Oz57W)NMFRag0M{76`68^@2m+4!POtNhCf7{=GeJ(Sm
zU(+PY?#6PzK?=Pdmv;Um*N<vv*fjSEcXfg5{%uJ??)qzPu3o&hPH@^lMlBC>9Q=iv
zr4GY5MWP~^kMmA|jFSD=^9BpFfnMyvbkC<3daLO9oZ9u+E!vk(I6~Ve)u3OWxn5Hc
z;rgFvOOZzU-1|a<>M1Z9ijTsCA*K>`Efp_tcDID6OkqV##?HUI_iKCP@kxHXJk~^^
z1$3ECGCUNuC@0641*+h;XDVco)m3DC0{~J8dnI53Fi0o?M53%j5Xcd7W3KZjtnxe+
zYTL-jZ505D+uZDW7EE5XJl%2^oiz%U6J)KQB0e^;^ffY)QIX|lq>naaJg{rlIR5Xv
zgPduw3dHcmyZk-RFHp-njy(6kW!)O|rZgGyTfAQA(jDLG&Z``Snw=WEQ_{-)s1oZ_
z=3aN|+jRL2x>tX$Fr)h;VbZlG4HqnOX3j5;1Y{nz-ZtDFkPK^eqxYoHAwB1XykG{<
z?;q{>dHMPM6`PRdMI%?Hh-3vtmye{D{T{6%V+90|HT$YDOI=-lu9Fluys7nhdzazq
z>jlmk4wCAsaPjl|S{u8Rii7tOp<?KQIR<lN3y$O%*Tm}Bk;%Tcou3I>UF%88d9?|D
z;?=nymOZbt=dTlf_*qD1NgAq<D!s}Jy%4)F0qTqntX9(ZpLpO@gB3lU@bRZ|to$Z@
zmU>nOer%u^FW~1AFVgYxJ9vRS4-+KO=jKmZs?y+lUx#9IKO(HxNE6y>iUm{OmFN}I
z@&>ctDS=w2LM$2iXzA}1wAgnTO!<T{B`g%Gs{cMQo-i{zZe;LJ9}=phR9CseL8I2z
z!1B!1yyLu2$0#*OY!aUBRV4>aV_*MS1sCW6RD~qfK>>X-zC+kzAybpGL2ri0ik@ap
zw=_aO10aOpC;CK07rw8UDy$eakjC<Ig-ytDn~O&CU_aU9oX)pC4SYFPO6>?M2YYt_
zoLaJqJ`$IakY--eLg0>vgZixI`1(Si?)>Oo^~76gaD>9L_>-h8>E#{gA!=fZ3|Hd_
z3_)LmwJJ+JrjhI^^EH{61vgAO_B1$pxSb2A9`ypu#gMqYqF-~}HCYRY`32;qDdp6W
zDf@1X$GeJh#3!g-tK}+ugi)E?RqTaw*jS)>8~c8$*B|ShwpvXk&(F(kW~3DpyYXt~
zQa)BID9fL;%k7$R>iY;W=tH67+xdd`y1NUdKB)G>0&o!6RMg0e!UAGNoag5etE6ZM
ziM?}n#OU^^a0igL%)3MYaF(y0>vMVG#l9(Ye57!2fUj^72n2CMY<dTqhieA^@7n>|
zGY5Xs#)qQqg`l#*?T?O$f-!<hlK{mCks`C7{&tw7QKa#pmD`QW08L(mCduM$e0vL#
zT*HwmL|k#j7FWa>j2*-bkX$lh+aLXOe0jSt5fp6tv<BLT@2}a@yf005B+zx}QSjB-
zyb*rZ{riwz=c5;uSw|`rNlF|bY-GA|yU)7JN{LBL^VTn+-M6axRxj&hP6NW3hMPwV
zTzy86lF**}sZN>{AQCpY@+$7iwRC>)qvfxTpAtv*af0~>pShO8u&a9QSz#UsCv;55
z=F8iD#HuSRp8sBtiSHBBQrmY2c?de{lmji^xDiXFI)ePfDg6g$ZQybnI|KhRt6a@L
z&_sZXDFC+Upi_Zb$yX+cJ~5c-qUhfGnt_%@DC;x=B;*%$P>rV`RIoJHFnm$<fJJAR
zHi;ybiVVZ%<EYRG)tDiJUve9zI~K-A^gH~bL8I&;Q`VVnr?V`}eLS&dmMy;BT_*O{
zh%~I{w#AG$e>TG)TqIs!T9maABxec)|Aba9sk6_YUq+plVcZP3T_au<f&PCEG)DqT
z9XHy|2z{dY?6g>0*knHo5>96IYMXR;k=or(UT_Se*rgdfrrN4IR&DtEX)<YU2BJDO
z2M8{*9^9kcqy_vM6g0Ea@iK}4LJZoxgibOBncnmKx%ix8itro1@=a~{_T{;)6Y^^H
zVD_!tOj*&l{w(@oarbOxVMikoR5qXFOyv@UvjKqN_o80D(~Ol>ioE}*&M$DvIoT~P
z0liY4?Ugw<Qb>Y~IHcn+0n!hv;7Eprw?8x5-`tHTiw!MVii|IW8iZb~zyBH3-708j
zVA3<=8{+ChHQ$;r9s}2-Am8|T0=HT&awtPbAdw^V@LL7R?9x>$rOiPGPxSl<YtQiS
zbEAWXLsdjR4iW-{wdjMxQFB{Cx0VY^;!tW@G0nO2v2qU%Sc>e(E@)U{ZE3;@y~MZe
z$>;Q5i+7ax%4sDS0Dyi1FjoBb=TNyoQB68tS}Qo^?f!*RBG$%e#mi3zV@@U3k1Fx!
zn5|dkeZ60?o+{P8_QKBFC6?I#q5yH?qv`96uBd$xC5~Cj;X>Rt&~EvHoX3KxMS}ao
z<=^+1eDtKUl@(I`hExMT2am=&`KA(~g~qBvj{(q|<?(pqLi$gTL!2OAVbX7Zswm(m
z6$lA=d8K?po{%ZXv{AQt?m-ouhftaVpJ(fuM%&%GTuM+|_mh%*4M7gQxi?czI!S2g
z5F-g1GHMp9KHJCm0vQr>l`BM3KEutokrv-_iym8HK#5Odh^XdTC<8?22Jnzj$obu>
z*>7h*^BbYmi!8j4>mT>CZgG|$;(C*2x2`&eLt$9_Zq+=Yh8Jn_uH@Y#Li9j>BU)G*
zdVy?%ah;^3Ff$|Sb__<BHh9wS2t#%E*F2b>Pp{0ll2Yiy`j(11p5Upfa%VE0<9%o~
z&4Y`eV%N;Z^syl((BiSox75e$#B{yG8)!nUelC=<iQm8_D^9bG86I&ZqusKL>NkzN
z&)b>^DU5k~H4NOpcy*xtgTZ%P-c()+k%~N0#KjE)yfqbk@d6l?Iia*BI>2zoN0g6^
zZp!3B8AoJ#E7$_Up@OJd-p6&oD&d&%+&fk3t!q|VKPqC34T~ceqcHNLq}4eWOrD{~
z6kyV#FDMUUkcYUQ4cU^^RHS+&>l#50&QnrSGU@H~do&3ptr1B*(TCb(6OzlyGvubg
z@>$r3wIUZcCK4h06(Nh{oK14&x_!$kxb}wySFDT=CZ}wD9WbyYWZ38$dugapeoSD~
zF%88T2`GZEN+Gf|i~}NDGCU1`h#m8TpyC+_i1cs~M4E|FH+Yl+NU(%dcytA%o%2EC
za*@AQ|1_{NIt-n9$9tFQn$muw{T=zfPOnr$r4pV;$D@+my1SH=)t4qPJ^&Jk$+3xh
zRQM2hDIJ()g6VirxiJs_{zekb^=V~^*&9o(NH`8<z303OJ>4=^9|*M<(utJq8WPbh
zO^WMkk3=T2FKyWVEAmKnh(1B_!|@CNP!!eENL;`L(TQP=#i}>C+r^@)*9L@|T80a>
zDl=vvh=XsM&)i-e2s|7XM&Vt2q89_#ZD%>awUgAF!L1gp78Qb--1ZM%<4lbAdsS^e
zxYKP;w9dry7v?#p6BH6!)3RESGtQ8sq$gQ_R8a2D=z6!fxTxo_{r#rFuxsJw-V(A0
z^^DM=JW2~(&|gUD{Z|~V9i8ZkW9ht7622r>R)XH1{D@NpTm|;bE>+Yh(T~nuzrN3V
z2PY?PV}RLguwkI#AHOK&HdnzeT8Yx&?d5xqE^g1rJL(_=X8DSg<nVo|9+?FA6y&JB
z1jQKy*=;tOWC@I=kzxVUMudzj-U>Y<tqP^Ff<N{OKQ_I9Ni6W(RddNglJuy(Lgp!t
zq3hhAWQjG9|7GWYHG25OJ|cA!E>@g!&G~CoqqbK^dnK`VRR4Qr5h1bvuuM{HoO8sG
zN>L%P0xn0Uk9%YpTfpY#1>`=X1iH&~AgKQXNiTpx!t1JAGjDxoDGPuEJCM}fyUdnp
zqN&p;^**j<I(P2$HIwk^o*L|geO`;_=1jVjeDojX3v$(2zx+Gq+(17`8*B{heD|#{
zxLx;3CsM(0@~x?ZXLuai<kp9KB}OI<!^@<p$v={dCHmRDS5b1rG=NSqqNYPC+9<U{
zTlmYL@JDHoWa~7S^5!jtbu|Nd#)XfM8@zSoGy*g@*65IqriPpzg<n&~jHTv)E3Q#q
zvYgjoQBCtO_o&k;7~_W#{y43F@g#B~GcywKS2riZA1i1j+<!kn&8Gc|3?0GNRphcM
ziTw0YJtt%xv5da${ap74ILDk2VBBxh4{!HDtgI0%b`zRA=!?(UfzX}%L5o}-9v^M;
znA?ADJ+jtx`7@7JcV_g@eFgKqC!ef8^`?oQOhULW8I1NHj8P?&M~d|!qciRgeXmyY
z*E8TUtR#M~9E_N${oJE&kwK1{Ggg?OsM}<E?O6wsjHyCd5#BkIk@>J<OuQ7-Hr4;~
z;cpsFLr0A_e>AZ0V2@~80&Pwn4s+B-A)Autr&7jXSX^q!YhKoP>lw+Gs6)y~>+0}d
zJ)vQ8XvC|9Bj^g2c))+Fu5zH_Mlo2ky4k7e+M$PZopU*jYd2WVS;Ml9wdgBWX+9(5
zRTiq%q*owBAVvxGM?hI`Za%J3)?9WhTcGKZO0F#xuYHPCLKjMun49s$R27Ey_vn5?
z_atg4{HtLbssw8DwDdH(=BOIYC;bd8{;#;*QU}vy{z-jTJ1F(W#4;w%8?vGe4ma}R
zrf0ewx$iii(>^=ezKv_BYyi<lnSQ!AzKQ4LP^YFI@eH)@3*F+H$HlX-y8PRbZ_n0T
zE?w=peq0cD#WKK!NA_gxT*}qQ&jQit+I$3aHw^pP!F_P&gq4ANZ=Y<`Awe3e3o4{L
zUrLq5HkTX|DxX|ir3|$>Xqi`B>JcA<v7VDo3YyrJDvg9|0a<{_Sabh9o@rWGnm68G
z_}T48x}@I|1^qMjNyv#795bnt%%LWcdSv@X-+7EGTWtK(^YhehiTDO{;*Np!tvl9}
znCz2L^0wEtq<@|yaIEAP!{9F_cE8k)wQ<Pm(78qW_!F0t3cYw3By-=y6hE<nH_cV<
zhAUIW!tl~kW%FJjn+^`S0Gl!}g2uue&hp})@&B){=XV}rc)NTS&8TO)4pH1kdGbnL
zb<$ate|^JK!F@8>jM@1HAE!Lt+GG6jlkGE}Iu&X~$;D^*DnqdY{qMEIV;Z_J+S7lo
zwvG2sIE6}@CHPCRc+h%|*rjE)I&nFLu~W-P^lQh}jI#nHl~Pfq3r|Cr*T8l4NtJq;
zf4`faa#6P(I8-I8dALZXC$s!na2hhu+`mL3&}QX+vjTKzs0Toc$+=~fxf(uVii$7t
zq7bktOa3Bn><9-QmZhjy^Bu4a;sSXSVldW7*haq$pugk13G8F`HS7-0w%5YecR5m_
zH~)lQ%T+3mc+Ukdu0Yx6OIWYPKf592*MDILn#(#lb74I_9h<v%vptQvlmJXakvTe{
zAhM(+H`!w*<gMO>BByD8`dk-xb3WM`ReQlfM_`uI{?HR(h^J{X{s%)##~c84mnW84
zP{GkiOqr2jbBJczZFR{Ia89iKj&mE0T67?(A3DzF#MUE{x#=L7+;xaQMxvas;K%W{
zY^HpLHW8C2cT(WQC{{9++Auutw56K5S}S^3K<Uz<n}Exnn)c%X9>>to5ia+!?f69c
zZhYFcst>hR5zciSL35i>cI=n!(QEe(uzLOYlVaNguH!eU&an|-NW~p#)=q7@@vub=
zXFL=gzArZ#iyS_y9280hW~q`rXNY;Z`Q$b}V^m+F4u?Z~dmHnL5|zlaU4ORkPxQuw
zLnN|Ml>~F*e?cP9*i*G*#7x~}(0CB9KB#w`Pifp~JOg~;8iF(Ah_!3IU_6106twx{
zlI^3#IqsW(<D0n0)?t-z*w@#Qcp^2?J18U+E`zZoa?LIuglZr^E)G36J?8NOKHhUN
zowYlf9Rui%mjxF*m!JXqc8U>)8Ca=kk>6)xqRrKAoEJBx`u~=>TkkhBOvEKpa#6*{
zpVML{ihWHe4^wB7dyi+HW>o3TZ!`i*qgA_{NORgmy(Zdq^j`!s+iOEn%JQh=4xzS$
zJdtLKh6Dm=UQ-P6!-Imk3h6~4j|kW2K`M#<%-quEt~~X{$T7@7M1~b(s&b2r-qLo!
zwn9kZryqav=zLzbN=wF<aQz6-W<dH_CQeXkfycZG^cIv)c?3tZ<u8K@eAS4V+b#C@
zdH+rK+tF3SR4NT!Aynk=EGI3^agQL#l-Bps;Jk(7!&xKvi|pmkHom2av``i6!v_wx
zSS;~S_VFL+)R}xZ<g+pzwk@PG*3lpw3iePUU%!~4h?K+wmV!6B&4Ez6UT0@L19sUA
z@J?)<gPYI%SUoyxm*t<+32!Ac_{|=T7I^U6GK>Vqe?SwS-=k3@vkM8@M#y-kd+TqS
zJTZdyI0(qb&*5q`lbc%egUR}2&h&uHK%oBidUlLk&!P4687RIaJYC|fA;nk@rXHbz
zkzp~UCE*?CT^cGS%Xc1!<etZ@#5ZeOXe!rdSS+0jnoawQ^C#hdtEqkH>p!W-+A|wS
zlpnzBY5cXW7G=-`1h`l~F`$%<G>;HJu1vPLYoy2vS7AxGC|)vShr~KOW7vq+1S>Yy
zYQ6QnyDa0O!<JPI>sRLmM$i-L#mH(or`=RiSbkjB)iu<rO6l^h#wxUX$9aObXaAkQ
zd}UC+ZxE+yAa)><HxmXWqYEr(tqDU6$p;VpDiW%fY_CQS$Y6EGm(&$ZuT@x1i~L)_
zugbv_`cH9E;*RC>JSI!8fjs?i%O>Q3(z1%Aewy~VjNFCBad5WUg3DF7jhtBctYg|_
zWu3wn1v#Kxbkw7km$D14LXw4RyGLzrxPHw@x}~l<QYG4K(~%6H9}d)&mzK|+TNzof
z5=tIh>cgjlt#)KOD^f>jl<UyI%}wEt!y#r|vsfKQ%Zs1xwsZl+Pc%pEp&Dj*(?x&l
zd#6PPxf=Gu5y(32{PX>rLs}<BZi;dl^jylvp0X5!J$Ku*;Pi6f&w^)XV6@o@ZrMG~
zNUmj2`{Sgf^s{mRFIbPO@tw1ZuFe~QS+KprX<_ElVId2LBvu9_>DIm-Pq4uzFE)b?
z)0YsfmL+VonN^tyuGAj6Om90A9zY(Z)&<MTS{(QowqHEF$FoHZ-Q)P?>#8ZBce^Ya
zxCq*r@+t+dq`oYrQlpG5jaSrD#D==4oGP5~Ih?uLydEJv)C2hg%%z57W!ZI*#}+_z
zS+_hga*~baI^y~V$O@yE{n8Sn@pZdcLK>QR?NyD-Zxb&oOhU;JRu^~OOO9<*Rzq`I
z&BBKF=1!YPO2^0Y^OiG#rUr`dt^bFoZ;}p~@IPJ&;cBiqiT@5OSR!pe-iSAQ!_bc~
zPO0HWw~V5L03*(a>To>yXqja5%-bPt)V7yYq9yv~WBR5+uDlOndX55<zb5*rMTA+J
z2W6QI+gjpl@^Idy(5%u+irRy@Q_@W>xYhFn2fl6un}gR9O=LHkl{<X(#9{^j`{B0r
z+_UR=P9!~=a$)dha4_GtnVdR5`eQ0vwETSgk7~1t$_6{a`}oSX6O0+=`hc231})b?
z6|OJqZK=mNnk)6+zGA7mOSsz}FZtcHjm9Xw<NQFYulCM&Xvqu@!O_TB@YZaTMExna
zy7=YGs;|Rxtewy`_|VX#GQlQF=XdjM$CK4<C1g$a?i53?y~C3IX=O1>ezDO<Gf3{N
zv2W*1-SrO<lG<i_#3a;UZd@kji72_c9n!ucXZ`84G+3sFniKIub2~-7=mDCD?+k~9
z^{gE~`iIMfxHXO(+4p!hXymSaUya9sCtANmp&1d2=t#tQD@6gTRvVW)uS#efqG8br
z`i+Eocax1c5Z^%#nk8Jpd@mA>YMUOj5>n3}zpJc{eTQFDknNI{#b5n-7PFWQM)EA`
zW?S?ord*&!mpNMp^@0F2A?V@k?Ck1_mEX6r4}DulSr(C;4%a`rwij*KB70S%C;p3g
zpZ7tUN=wIgy#k%eKYEQb<}r9l<6DQl76^UKa;C=QSc(Y{o}J$VWUAJbhK2hB8iepl
zI*eu+YW2r1?O&1feo>2)#oz>&2dTpDx$?<agZwA*%LDUTe0Y2GZ@dkdy$&W*C*7Fz
z82r5t0tnOP;hQar&qg<j@npt8=6)vWYCLNIz#ujofU)sIm1ByIq^SlCmDOz5l#m!w
zwa^Mgdp?1PLMpU7k3bZ2`>PGPYavxs<Z61mW;z((*ICJ>{~|dGRGs&4WVweYl6z-*
z=^yn-^*he@wC-ZAhCboro9TNKY)=jI<LkbI4{cd)TO}|G0Nfn91|<mCt4zLj^Tob#
z@Q%sTDE}kh{eq3*5h7tLelL!_KL&aAaQU~<{CiJZ2_whWKyLudEDbgf)4zg@Y6f2u
zRRwNscnzuytT36NdTDThEH=J`wIO1=oa|vlZZMdGYS9N@*RpJ7fzRPRo;6xbL)U;F
zDM5V|2G|AT6(4-25^naCQ|gA|zVO4TQ<;85N?<?N3s#4Q4AX)zwFdQ(XQFo<@Ta`I
zOv^gSlh&=4_28oiQFv)yVl;osPfxZEt2(`m1wN0)MjYRh9WnM~6J^2L!M7CEY$xJ;
z9W=H3n_cZw2Zq>gp?2s9Z^2%|GN{63C~vju?LM5RuZM;({GC5&0A+e_YmyFQGtQUw
zVpSi@K)9*phsQU}_+YIuC-tc&QYhP$6$AX{vLT7G2U_|*77a3-+D9Mc=A=X?SBqs?
z|2)h?3uSy<^&Io^p!O;ZQ%r02T}yyd7)=-XH%>@fRHpK0{wupUC$i(8Uh-J;qMNS^
zN9MUu6sotx6tr~pQ8FSXYEfC_%tQkpyoczbBw#6ED1y37u4$tOcdPhSE2Ot{x$B|}
zN*glz4Z3CaC(YVgaDTY1{YczBR7aHu9u*VVG`a@t=Lj9>yyN_r2Kw9kdLQo~S`E!(
z8XHWB5^i7Os5&rQXkFE<;5dgM%$b^`jb%l{Xp|ypvEm~)CjLoBZl|UBOWC`(?%!7Q
z=HECqHYH*5qzWv16jN@z*K`O1bo-GHX4QS6G0x+|(5Mg3KgJhJdt>s*0>i&8q7GIU
zS-4w7bEwHUQF%m}nzNAk)N@&u7{14|N%!UL{466~^j9Q+B3>-*Gjkd^PGx~MwvmU8
z-ejY$qD1%_5^I&0%%uuYgq!P$(2N}^$_r6R_^Eius~}qfpJK6VYJ&dT#Bk^*Z>n~U
ze9>9kG2du6Bz>V*l2)9J!42LfJ1&p+^U9)m5McUOP0y_7y_tDEZ$^Sbf!Xm-$Cm}Q
zf9J!SX<crh_j&K4u_Juf@#z0<6mzKMW6#*wA~>5bjy~N+bB-}9Lk;wwI@Y!`{U~8~
zvI|=Cc8g8#9Q6-1QFij{<lxtn_NKa0RT@_8&XuV>V54m+o46$)sGpMS1m*J+F1a~P
z{HP-y9vzzGGwO3<CN9qTGAv}lt!n|vW&w%Fe8TVp-u<=^RjjXFwGRTkssEy1ZM$KE
zi`tVVoY&X9<h1bWBRG+G&McEuu?9(nu~oTo2!w>CIM6GEZbv(f&d%|e9JJ0Z0*WU7
zN7FU1*VQfI6FZG<+qP|+jnOo=ZQHhO+h)_)YS5(7J^7yJ?q9IhEbN(CFKnz|lDFEl
z(owWg@7G+u;(SM0OyUZh*P|$kOas|t$(R@{^cg)WoLTU35~pUaNlim~cqZE_w!}U8
zh?1yL4*%<LX65I0Rl3d*1z&5Ln<{UGfMU;n!GV4s8k*6J{gxGOKL`;@mArPNr6jk(
z$hq$%C-3w8U!1qM8uf_flF8NMvm@ukDQu_vYmafqWGQk~%%93|8z`P@|K0N|<X(`j
z!22iTp&^z|n6oiK_-d|u$Cm%OV~H8Nh?>L&JU`fYi(9|(u20i4dUGzAE@#V&8)5-b
z;U5Ar*+g0O=O1Xvtzce@o|{j%(W^hKO~1U_+S+VCU3U!yIDDqM-uu=+Z^m9f=3WkP
zKTmKBetp(`NdAB-)oG&!3Zpxfd8BQKkx=48>LCmLciw3q%>UEtX3AGeP?eQ#4BDs)
z$!E48`bk5D07CaNnvR8ZgHzuS8yO%mt;eBGtRT)7&8+cz1~7WegJ>+?|2<$}EwFy_
zcPfFH8Y-d;E?@hnOPb_%XWXEPtmzc@tB2a8qg^t!>GtjsbqZ)S6?4w-d(j`$G(uO?
z{IPF@%H?yaqO--E6agE0FzP(2GY_Vhi9Q0{p!8NIJ||dRbSZj1hV98ZiulfXQt!DV
z`c}Gw>+4Mz@%jVX(LlcBXn;@EbCzOst>>(62e6V(mDs!b>SylA%JxQm`3lJok~DN1
zO&}o9Th5$L*J?8zvbewXzV#k~A8mNGDH;Sk$BkC={-GM0Q&}zy&CTnI?7HT4@uYX8
z?`lp3I(0lhvb%N>AM&dFx-|WDu(iGtqQYVd<6Iq4{@OQ81X>XNyr`R(RzWs>Y@cS9
z$tjU=oKiSG3|9bKUGWWpT1VGt5FTERj>@0_QjEoZe@IB}NT^5+--$2)$teEk$Xi^M
zCAXaLD65hkr|XC3IveWSj_DdHXu(i{z(NVCR|&^7Ju4kZc>e*>diNnyYz-#1&3nl7
zkt{1_4%wz&lhq9>EQa4{mVbSif!^Gd9Zj3G3Dqn`2?B*cde&r^`<B`5bchjZi45zD
zfR;?bxkWQE8{F6X*Psj#$B3LY52CBKMy>>>?Xz)EhuNh57+3di?U-Gj@2+!>Q`3x$
z#Ea*y##kDs?Pt8?AzK?YWs9RGE8D-O)2K5H?<+<Ric?yhqYeJuirikUaqO!1O838<
z(y3Zbj2~5A%`aabp`PzHxOKX&8%H4&=4IoysJl*a#YWI_5tVNZ4M=EmO)47<G(5rZ
ziHQZwjST2$<?IxhimYZ4BU%qZ=?bd74=V;b^Xvi^t#@qF4TxRcEm4{MQ5<`IeLpHE
zqMmUad%P{&A6MBCGncUln!CNnS}X27O&}OMZ9Xe4KL0-cy~(k-`KP*1PW?gMbKEuE
z<|oip^UoBS*@vTQ1(o^QV*@W+{oHX>_nTTnu4H4mQakKJr&wAm?Su%s!sph~>&@GB
za?dr8;P&wAry~1%TcowrH#R`$RCq@BR-H9O0-cpMm2bNdJqnEC);|bIamW5(@5Pq~
zdb}+(U>yg<?XcSF40=ttgET-U8-r~gI#P%>*qd#;n<Yt8B$J-7xi8yBcLv01wq;AR
zBc5=}J9kPm(X2RUZ_&u9KODdzha(-{IoP5`fI5LAyl7_ZFg|B&-AEM_*Z9yEE-d3|
z)u*Gw1nmL%AWVk_hvwh*VVQ)}&ElS~F<e)lHF^1(rqPHL?1YEA6CPRLG#5&AbanWN
zgOhIs&=Dv?^G}S&(mK;Kw<ha|0a8wS&dr~e-v2}kO|7n77w^r~j91Stls1c@V;d?l
zrW`P+7QFV%cW8~Tzvgwz$Y(!=WuoK|Z;cQ|r^HWN5dC%`Q!*7RGZd6#zAUTC#9Woj
zTC35~$)ILCdN(Z484)uyuR;iqPO~U6u)E8wH#dgqGSKpOSd5owDnLv)j+CgVz+}aG
z>+?e4G=mszfw*}6epuKB4;iWm656%~25hn~ho`4FwcVMUu0T7LeHHvt$k~^UQ?>j)
z#k*C*M9XC&%*2v+Qx^I|DM)f!j6v%k0ChTC*|TdX2vSEw&xEuH9*NDk#kE4qIJ<`Q
zV711-Kva<$2N4V$1r3l*(rfbdzxbeEwjaZm69RmPBI9_I3lPU46FQ9Nz3x2qFOO*7
z3R0mM$MD2BGNwjX*E+goVj>b6MGI5SO^CZ8?w<_J)N_Df!0{aS<|9cptLwvXKPopt
z6NNUy1G&V8$w_bUX9F#K=sw0nDD@JYjw}L?*K90|2!B#7C#B1=blrLFP{B^R;E1{P
z7)oNR(EK{56LJ@WUD!bX0y(1K%;*$h1+&u8Sq5vK1jW%GU4~K3Gb+4)tO!sdT-e8O
z+&#{*`dGGPS4*_+zbF6cHU`@e{|61>>*S>5t5@{udVd7I6M96DCP|{+)M4Wn=6Czn
zI9cY@LFLu(e*gKn`x&!4dl>m`znv2V!&8Vd9>hS}q^G$niU3bzhfM7I#qP*~`nzDD
zAKs}+z;WN_zX63|M-0f!-8WM&#&5>37$9?~Lfwd>k{iUAs&JM9komg^{_$v7%PGeq
zdd$Q1ienDx*ziP$Ok_dH{4vALx%^NaOv}9q4(;|O3Ylp!`s^&`<`&Y$5r58<mnh_=
zw3e5bS18S$F>*4TwHZGm6J^5m(GtxyfzOb;mr=!u3X}OOjpv_hDw!9mxtY|~!ZR6Y
z@y-T`l8XhMw*Wvep#8g9=7aGtt|{{0AZRjaTWPwOAK3XLK?o5<h-SL<q*8mz8pv#u
zDF5werecFN{5eaIeyUW$=YK}(HWc605NN6W@_xKVCy?x3bJK<n*OOp_i!!7Xlv!wu
z*P8emN*1?<A#)gef!wp&M7G+$JpRU;p_{MGaZu*y^r>7^X-q&<N<{!I;ujApR)~NQ
zRY(C5la;Fbd{OSpSv?l6ghS+m4Xj@{zd}ac06g^rzzdZdwpayRwfMQnB&dnY>Z`tE
z{9+AIA2AD$hg9TFKP()LZig8E<#~pRstu1E>9lKAKIpH+0>b=xaTkYDg5#f9&95#>
z{`4MUB{AOjwV$7<NH`j`JPqnq%z4Jt{QbjVsa`+%v(zb6%-KOG)U~i%^wnA)bJSmM
zAMfuY1fLiP6BMJ-Ez5tXNdZNGZDnq+PHb(`D1B<$<D-LsMMT~4PBqE5Zl;0@EFm>3
zaY!5)H9RbAGI(Mrc@bmd-z1<x(UqJ5L6W5KdQ_-@KrANMY+|Ybkig%k_EcZv*(A4_
z%mnIG;2~+jNEM%X8CkRfT#c26XI)FXRECRq9<D~A?7vmR?@MXxKBU_%%D4P2kI4t9
zeOLy}>z|Tz7jB=Ev@LRr1yZ$##~~w6r?-$0=h&!p5~uJ5#8nMCAzPEP)S;df{G853
z11dL^_3X^hb{r|leg557oi9J(G6O}8B8NKhTX|3TuRlM=#tJlH+?0gy3kR6WohYXQ
z29AZYt#+OP2H7`H*42@a#8~W$?2xI}M<cP*(Q<l|!V13d6QGHRq_nPE0Y4Wn8DNbp
zN<q=GnfP{jD>KSJ_}=gD+Za7pz<bqoyfo;PxQc|StB=Hsm|^fVVRTEU*Fo>UBiKEg
z-EpJ=NIId>#hn-+c9E>?n8PaB4sGbW&WK_*e3oZqSA#YXme@lSx|U~1Hu#!oLZMDf
z(<w+(VhjuK8|Y*O3z%*`Zu0sL`){3e27`h_g!}7T06S*iFzCMSjRDna`-I*t=I;d?
z0c0C1w==z0cFnb=)=CR|_F3Pou8O(pmgs^*&V>E}H5K7d_C?EiVpuh=KGmWd-pVYT
z?T9<4%1(_q<!gFwhvdwz@g6v?h8#Q80+kWz_=fEX^HTJJXGgHN&d5s#GauzF?ZnAl
z3RCtIC-gW;dUE&Lh_{<KKKuT>V)e#~)3(`nqnz|1f^%DU{`QZ+K~UrbKy!F?4$kJK
z9?<w@akS&e1s>K$*{#9L4=q~}NUtTWU10d&`n{bT!|nJMA<}Up%47KUG)5X=EvmV1
zSe53gi&rOOxEvPPptILB7(IJu8PE_ziy%vJ6H}P0YsRL2PmbNiqiMfiyxz66I|&W{
ztUEC8Fwl@dQ`MWyoOWn(shD<RTj|*?(X>KKksVv1eO*=@0F7tg$IovJ`ZL``r$883
zj|B@-&IxdMGng3(iCq>$jXs|*v=+0kf@cEVXAeR`I{msgW*EfmTm68%KUHv}L17RH
zmSq+YR7pOCXYMf%4?u*-x`T*zo*WMev=mBytO;tyVk;4r!(NL-GlLXDjIk4^ENOwn
zp^QsqmjVk?s;4WIjT6kZ5QbZjb83f8z`mt*BPC!mRR?Fd$N|>|J&6f3cEvO4o+Xvi
z4gnu}hV}|fX|`Ks9imXeY~C4T<KB@Vw7Vi<hC3OaZtd=s7LUGUZp-6<OQ8Akh{jZH
zXKm%+cr_^`nRT2aWHUc6yvr_P-l*<?(BG)T)N?Vv6EaU0guO!jD}UaVy&nwp$mj=m
zhh&#$cb(C)ZfX0u7sIFe(?YpKEloS;P=y-bR;A?E$4ZzH-d;NocDyX@;j6r${3uQx
zeigNkRTZx)bEbBb^XvB8cI=VOhKxn2W7@&kze!c5oYO)ODEnDFsUD(Rp+$G94!J!*
z0Azc;zY;`bgbBddCgCvOp?F_`N9oT$Da-P3EIb`^p(0^R^BAyv(thbz8mB0g+X7+*
z>{}%807mId7|)$x)Rqx%v*3Zs#mY5D{5VEetUjy(E9C1Oqcry7J`Yp_iV8iqO^N>B
zDQb4OnJ8PgVS6JA{-|V_{Lm;5gCN)-q&T#J%Pe3V%Q%w+A%d|i$7=O*kF1SEfKeDv
z!MpY#sPt5A*X^HX0sh_p<<BalgR$CK6GTy<L%1jn4C-YFO=}xj=Bs(qxNec#Nq=-j
z`(hWDrt+qk_zJ=MTzMcs5Rep(g%xZJfPh`-H?ChKS^v(PtIx8sQ`J$k<AiHMkqx*(
zM_Kx?{m79-gFq&BJH)sNqJ<{e{!H^I(S3vDXc(W8^TBS0A&j)vXVy^%(eGlYpv+HG
zRW@ue#A*0_z)6prIAPm}0O~IU508rR6W1r&;kPsTrcn`}oLvG5PBW27T2IqS0qFN}
z3GYx^q;2CAUP<|C8s=tHBQhrAcxd6k&|*=fh?Wymc4J|eX)IkDKlvQ-#t2#Xg{5^O
z3}Q!;)nw;*$>em$H)>NozYTGkchUSL(ZM2w35W3!P$7oKV+*^YIYGuS#`ZMAQeBu(
zrWi3z+mZ05d+IO)5Pxi1IR`?DpE__cq6wuc`?4m{(q)s5p_uHngHLWyD~bK`EC^vH
zv%LpN^n%m~v_RgU*6=bg|B2KF)^U*oEE(cn@nog0o{Sp2(C%ed{fn6YGU?58Wn*aT
zRNhRGCGkV(q_%!<?`3L{kV98g;@H%Gd{gVKF1>>Pa3$BE-ftm!R_ntV`^04c{m6_i
z-JA<=Zf(EWID(kbs|qQB1k2lb@&x$kutFvny-F6T&NWt{dh`G7sO~~ZT~sp@X(SKH
zxN?Itd~!&JI0r#haH}zUdw1MF<YK2a%zny5V~`J(M9!a1llS9MMbe6jo?sG-NZeDW
zU=dOxb{h1+3_QdYCE*@Q6bRL81eJoEx9vwJ_5;HWm!dtul1xxR<Qam4AkxM%6?RNu
zVNjvR&VbK16*>=N;5Ma@Kn+iuo*Bu-aG+Bfj!JO!-r=!f6%d^W{F#%n+Dd%j-I>v*
zE@!To_N{8O5Q`Q3Oy{E|$>fCO&{JFuBXTw)A>bBvUWA3pdxM<bCH@cMcaKlyfI>^g
z&(8{QYG9tgHT){vZQuC59u7E5hQdzZvJZU{YBws>;MT13!*ZTY#kv-ry?29AP+M}#
zudChu#R1guhIL8RtqZ~Heg9_}$(N*gV>Som0!$XhS<HSIK3lL5L%00c>9N3b@IR^@
z1exyl|6QSI{$21aVDF{nbJY?yHbuj*vttJAJ%>g>C;9QxDJI29w<`rsp`14+`$MR|
z8*_N_$M`HnLILZCF;>$jQ?#v(AD<dd0;Z=8I(R%dwCTk?#GWs|;sXniIWhM+hXNVk
zZ6;vMi%#AK1!a>}GygTOJ_d06F08>7D&(|l#~o6)jE*OLC*lNaGW^e%NZzefXf@F2
zKYkafZMh9bMrv?(yubW_yrdmQCjKzTUAMQ@M;FT&nAAV-7dW@bL>z%T_L-{!{A<LX
z9(@tj*O(7nBp`dlb<elA$z+_*cTS9oKm!-bPj1Ce<)v?aCwM%eexiXyzRCa6<ygKA
zhx(jypamCxzIiD60h8DVSH90oF>yqUpj%&$94Lumn3Ygyim2+mb!`3j^CQ6vhG?p`
zpI)DN+QVTEcv_Y00bmW6Zsa*tU-Mc7>W8;sP0fKTD&|yOjMKClL(d6(5IX$;V1RuC
zv%B^qe|Y~~0Ry$R2R`~vAK&#oE?FULfS&qte@=$OVgZgHC0P2-TInEnqh|eHY0L^l
z3B0&(j0Pi6L<s){FH?=zd=@}<5I#jhO-p}V9_F2chQcvZzKe^8J1r&i%+9@k&EUh_
z)j2nXYABKb0J-uUl%OL&x(ou(n>Ba28nY<+D658s3z{A?w>*WoRY4ui#`L=Z)?Ld#
zI=S_xQGh!Nc8}_%VafMzi4M>By2rR7ux|tG*U=_x^kEIkQv2E*Y04<}CRn}Ert><V
zAu|38YotxkJAgs}Xn%7il^Qq2K5B}dHcL%RpPiD}jIExWe(dBn7Zs!~VNJo;E*}j`
zt{lJi674USb4}wW{QNXF%NaH%4p`{`#E_u)wE;jdTrb%DUwFP}kDa25rf200cTSq)
z2=x3!kn#h<-0bOq@7+KjRf-~pM(-imYA113qI~buA$4J?XuNo3^X5#c{04T%681`F
z(o7TN8nVn!JJa+=YkBICkQ(EV8fnPVKb3`zEtu8!sGYBB23>XtG<~`}LyWq9?0;2w
zW+Z=^c}@uzECnbX3Ec&&)dFcXju}sXHCSG|cx~3pZO7<FQ3yRkN5e7gwE_Xutsfhf
z05OZR*IE_!5UH-{SppL3%HsxXw<{hv<WyOwA)LAyycy4j^v%*io9u?#8+A$&t`pTZ
zmSMjBajMY@H3l&Mq7el?0V5*d{-GLvq^>5&_4S19ft8V}Y`=5K2*xUl!%z;z#ABdy
zrqc#02uOCwJ<_maO6#XZ>?F|DhM1Gjx02$-G>Da(oAbhfM!|B27>v+1s4pIqpO0Rd
zRG4(09`WO}6(()J(56JTt%vfLSdU5r&S6>+C8<?SeVTiAEkXi`BBwnekXi1r%i)0!
z38NW%QNb}^ab5tfyHB4M6~G`}+x?bWjcs#l2#Sphnw%RXD0DrXiot(iDnv=%nrTi_
zi2!JzE>a25bK`$bSy%)Bu&sqm=%~i<V1rnRXC1UenaoyC_E9GAqtQL7*vLdd2t6}(
zyS0t|g&mCI;dS(S^;a+%)rdRUArVXBb^q#^8(<+t{PeYBcmYRh+ND;(I$XqHwC-P5
z3#W6L-5NQ*VtclGjk%5yO$<oFB(CjSaMh#<+u-d_tNF=!l(rqJcca3xKC@0e?uhMe
z_;c+e)0J$E^lGpf$cvO3zEZLo%>2TcKeteo#7}L$nS;7+W&SHGDb8>4?d1z3)KK|X
z@2a(FldMUeF*A80nC^>HEPm&2IXr<j^OVHe2CB2qo3bOz_~z>4U+-#%9W7m2HM4wZ
z%B$Ow!tM_Mp|H#S4a`$}?)K77YHUJeVtVwN>B}k5swp8;(SxApY48%Inwc5w%iyeF
zxKx^Ye$m_NVmGgaBZv!2g*#LPu8zRrBhZS45jAgoY*fcvTd&<JH4Ls+uS&s2W*M@B
z4vw+kIa+5{VKh%qPXVb8H8Zv|es7gkhU|BrZ<S3pm(yMNv`RbrN8;0HF6Yhs>Kd60
z`Py09wU!!{=W3;hwGa>z1T=ObHoF!5fa}%OXMoyhW@hGf>31Mc3W%$uby{sSoD%|s
zdyrR`;+d#Akb3(c_@|n-Ky|Q$MmFJq_-Si1k+Y1AFbYYaaOU0_!W4<-rs@^49$Ggk
z$sdN!XK5#9W^&N`;WS+cXFVAI#6NX3!GM9RrAn_P?)s2itAo|;>SH<a`h46uHl*!H
zyKQP9wt#`faZ7;Bo_WXG(|IdE7Vqa1ulw=IXxAQX!M*(L?=sk9R;5%~5)*(jMgP4U
zfZ0S+cD+0KbZG1jqOc`P{=Up^ovNa<TvvMHM=!dj3(DDg|7<a1;YbkO)b{puzP6~r
zTyuH{B@#MqKlH^7)V4FEz%65Y7p`;$05a$SvZWjemH;(>5%!50M|FG`BKBWvn?y*k
z0Yalj+h;<@<Vho7r`@s)^aeW%fhI=nfpQ_g0>FpB;@pj*w;@2AEx@64<PU>S$0uf(
z2JjNvjyKt?SO&SN24u`-wA+~qm6$qbZTDeQdNdCffpxdkaHmi;ke@q*N|aLK9*0~U
z^gStgoMAIG(lnAwY4Z6`e}927F(AIVv>KKr1@p%&QYrC?YiztIqtoG2lds<!A2Y|l
z(|^I|u<(KA(U|Vh91)=YN<?hpF-6`0OjE&-MSWYmW0hiiXbdB<ps+66tF#VR@@Q_{
z`0|#>0eaV?q~ykmwif=h3r4FNU&6KyHTl%=L0Cw6l$ZW*qiD9lRA__#uy70}6^+Lo
zj3HYolq?{L2*#NIo+Bz=bgOIn=ONJ?5=_amp`qcSqo8Ti`-7xl?u8C`EL}F*Ej_{r
z?#dz-x@wt~u0WZ~`zJ?*`1bqbaT25}4H_4r{nMFh!`0yBWizI5%<8?!zN677V6<Tk
zjb3uPNst}4JbmSvlbU4qRRl}SK+ALN7+gc&!?~{8+n2o;pp{WhQ`NSajm3B>$C9fj
z#G8YKTP!Uc)*lEs3z%JH^*qz{IrVZbeuI`j3DOCdJS2Q@38S=<@#!bganeWpoG#Qq
zI}0fJz2BW$j6XI-ZB$XRtwmeg(92SN%g+96A2+3^EXPRhPEzpo={WP%!(ffiS7e9y
zpJ7ev4Lcd%bjC2~luLk`xl_Nj1JEW7fyyyRWQ}&0%FNOtdS=ShF6?X)*k+7FTUG@_
ztzNso_^Lm30$OspZvK?!rzsvxZurR~Ny0%h5o*#1m@*kTD%IA2twm^=x9lq~Yk|QA
zChV8iQ4L42X72V6m<%P%(_MH=*Ar^jFBxLUI_djtB`N=8s^2nHpW%GyoYUlAtRqBc
zwZ(@LoyZEIS*6#l`wU$JCIbI`ukSka8W7p&E!Lm_AuTByP#Jm1KE{U7f#U@G^mcr$
z*{}0HPKTy3MyM?Wf-q!5T7hF6Dgi2;lz=cVWUQ>6x(X#hk-=x=93GJaV=@qcgqMyN
zCgg;}k78mjf{vv}P($=PoXg>wE%=m0$h<^ihBj$gtm{v%93E9w9YjIDyVw}K{G<o|
z!%15GB2lX2xiME)-PG@DSp}WfZYqJlt?ozhziF8)K~r(%k4$aURxnh~!qiy}E$W&m
zGD0mc86sr=hH^Zrf<rMqgcQ5(?3yX)XG&ga6PEiVSD^DP5toZ}r!~(z#1<QSjZ*4t
zp++^pAoMN+@y1fa`-)$FZP^n-IkHU&)&>$LNbtP6FjIebwP+4?cop8-G&LBR=|&0D
zF5veQV8G(9mE<PSCaM>Qx>g0_-gEtWo71*4%8quz7bnPDUQ=`y%TI_^EPQsu1rd+A
z#9s`01ovDi1I;i)?%#y#dUcMEQ;nu4Q{wp+$5Jn`kgn0-VRMLv4i8eUMF5mqP8{(N
zFo5Rppt5=3^RAim2n>9-<1C3Cj`RT7;9fi|I1)A@j@d2W_zEiv4u}_VsnQRKHg<4G
zGC-JXflU6qq2~4|7D${+0cc=ep7PJ~(QUR2r(vst+Xju}CBr>{Qqa+<pBXAnhKEs!
zEhiXi$~-8f+3VVs+rT_1D1{X{vXHd8?-|3Ph5r#v@$t~t`D#~4YV3W<TmaE3-v^`L
z@>zL8i-Wj6hm+U5E5@88CzpK85__&aT~Zw6xm;V?gVL`w6hEIzT7xI~@#Ke~cPU&q
zPOa%j>bP5{>oIz?bk}Ci5@KVFJN2A7SL7z~q$qbJ%JwrY;`#DIzV{LgAZclarnWwm
zNUL_g{()JD=D~G6%#K@>dZMV?a9$8j@?A_d8%}Sv%}kDIyo;ycjGt5qo=$n*{x`&U
zF#?9WMvRmQu%kxoC7VB&B45<v??^^0E{2L8B#abH5>v?}WF~e;y?vpl(2O67Z|=FX
zW`opxG}Q3D$Arpq`qZqEa#iminI&4rA~WVHJ3J~8{3>AeSCuV-)S7d>>k4q^q<dE!
zsKLQ6<>ylYMB2M@Pi(kt0aGOLG+8xm<SCRkH#lbY^mq|RH7H?vX7+iL_PXT0##0<-
z<4O}GC{)`=GPvs0Ovz$}F7#5TSHqN5EKq--fqM8-!|T$zgTOfVlM$qdsv&RcG$(K&
zHweXV8}zN!StpiyC(Gou`$|Kn2r1b2iu&={S>*Qht`=V>{t3&ohCX~}&@Xx2+NCfI
zT~!)BDb{SP@*Ii$`)c7L<d0HXTLVd38$L{V7)T5WPiY>XEl;A&q^s(={ym(^OCje6
zuxVk00|H}8i$uX1Fik`rs5op5K!8B7h~(oD_6a}f;?SCus~uIuagK@}M8WEi+C{8g
z)e2~ezem+iz90`=4zLmn^)-v`SV%6v)K_LW#zQKfSEyHS_cVW1^T=un0~Nhso;h~c
z8C0fmC7(`G(JW<UQ2+idFzuzPJt@+BDXSM2OnK6N83psQ(en9<lf#7_?#J)bt{bV%
zd@FZxApQsFt0-+#ndp%@4&r9Kj6&~b4rZkMW^UG<yZz>f6FF&^QN@0}TbJB-R&G3w
zsP!i0dsR26ZGM@`nsfY1<Yr_WC{K`n`$UfdJgN8aycj-&k~`bp8N+c1W~ziIoPWP3
zY_6<rGk057AFu%YRb7MGvH1Wj(OPqzZ;yIG_hiIoHNyC)8&UG2a@)2KJ-#JqC>ayr
zE|l|;l5cH0M-Y19YCVqn)oqWsMTw&9Z0rmf#U|wYOsHk0%}Ck~?%z}?Yc{~xu?zks
zNV)NPo`esrBsNyLpnw<9n_XxR8b7(M2+dco{aaG~IK!fd(@&r8Y}G6um{IYQmym#(
z`C$ziY`kf7x~uFjcJtZcG_!0INWof#vc4G{?p)D6@f(0PUnBbuk(SrTtbW=EXK5Oj
z@9}dR1eB(u*sNK$npP|a8u>&-$Ad+aMm)`fMqLPybm)Ff&lhGT&rA8Qw0an(UyD^H
z@GJlMM{}T32J|%pfGG+7M8et!1cAU>b*n4Q^eT$Lsxw|XgQ9_h-=GJcgwi`kvY{9l
zZa~1kPyE<!)ILXd%&^@On?JL~R$FOl3@O1Nm><AVhtIcSIQ~pdLFe$LArlDs2Cn1G
zr3HU?K?5jmoKgP`kP^8N{IL>!M(!9t2o^@1Q8-(PP(U9GRRRmt@BOMTf&_AbIL~3M
zi*pG)_WfWGsEE31b2#YVTxWMuce@NYSD&NUvM{!^nMJ0X^EI?;mb^90F~u`OJ_`9x
z4yhIQa`u>q;Lglk)sdrSX@430qRm=Hax*@X2l@}`HGir~Kv@-vu;7p;jA$aUSAEtj
z?$Z<=T713@?~b-n)86rSV2WiSKgY(d;2q|sE>=IWrzBbn*t(RtF`Uus+iUgyElg!#
zxb`ctzt%E>pdz>Yp0y<eNMS9o^p1wFn4cjZLu+5bRqqfCTS7CueBldC#SH(N*ERE{
zPN~7re8&0Go9K)otCziGox$c>t-Y}n7+3|ek}(aZ1v$@Ey1S#zni5kmTY$><EdpdX
z*eIAVzAF?Wl{q9KhiL<ftSemRYej)pJryML1)HCQJBuQG;(vI%o@2dofg*pstyb#l
z9`CD_AD`iIpRyl**B2jt#THg*q#Zv`83+)i96sm~k-&y5GZ3e)VZh0b6{+U^_vdp2
z5%OWdq^6CKamdr<0iZZ+WI;>_4_KHAtbm{u{{iA698x)FR1^RU8kpEV1q3oSlkYwj
z5YG?n1JH@tm+S)j>MF)cXjri_5AJYiCQ;8qU}6%N7LJ}Y;A)Li-drZ95Tg2#)o%>$
zS%wx!DZfsUV55=Xae@j#hi!1I1g7afY?c~1RLf{ks_nPvJThq+EEF$5U_lK`;Z5m<
z>Wz$4(El#I&<EJ|Goe!3#~s{(58Qc(YyN`PhqxAEc1Tu_ZNV_o|GGDZRH6obJ+ddj
zi=WKvrq0+={YYw?VQ2NIqMC&Dt;G(3`ed^+=Yk2+26?F~De^;Ta0u8wI)!cgYZgT5
zD2xW`3^7mAvi!`-tC!{q7wd!CD&4jGbWV11t8pT^RgO^7PZ3%^#N~$?@W8%d4?p9}
znOv#$j&<CxV;b%BW#hBr6xCru87#Y3H~K!FsNHB9A|WdLstlniyoNwNlt}y~^Z;}&
zh<f(PXNRAsd99u)(+}K4d+<yH^6BGQ;rQgNE@TOlcZrw){8uo>b?U(hhN61V2EN6X
z8@ae}Qqw;vzveIt%u~u)zMb>&+T;3hyiVeWA6&O;cbbcAkV`mxHl~2bOeWT%4UXjD
z7Gx#xDb27v1Z?U_I6^g{1#F$03%m~HCx^iZ>&PUUF}x+_Xm7q!8s5UAL&#i=xcHcq
zZaA1ayj!Zq2s6|e6J@V$kYmyTYKhw;>xUG(6g=?5M_z$_b*bSc*&twF9jK=_+H!__
zeYx4hZKGu|{ipF}>XPYs`iS+>czu!`*|_eHZi%d8*pVu?2-RLk$5aBH8}(F6gX8L9
zpMdJ<k!xevmGO_qH_#9v69v7k)tB*2eQ7U47os%-YSdi&;41s%DJOj(^f|a0=LjTN
z*r47N#e#gnEk;~8;4TSNot91lp#db`jsXJ-F=kQKq?(Buq=@CxL5*$Oe=RtEL>Lq*
zj4RTaj6NW!81}oGG7(M26B@Ee*Wp|t?6`xWQl_}=ECjtpLkH-01lV&rq?DEwHw>Ji
zCp3ioX5)ylxOnzf!N9oP>e<i|S;{>bvOlBxzC1FPa1?qeFiRjcmP<q`$uVh)Oj}Mr
zX4)xG^&85TIdXyip1?dx)@CqQ8|bI0iCYsP>ZL)+txmd4hpt?v!v0(oJ8!cw`-3p*
zDd)P6QGMAi%9(#9Zv|tobM+9h1+6oY-M~;*>QZydDMj@17gt`|8BtVQ3FZ-79$`bW
zZ)V16Ul3*L)Deec>Uy%N>#D9TYU3D#!Srn#R+J3=dS2@F2>Y^RNCE_XA^@Z~hIlNd
z4PaR)Rvu%c?W%GOS>U1(s;}jm!UDIM$L*L(wwfsdrE%D$byYN3vSC^)wxL$~nC)TT
z9?y@Oedhkeo4I>Ls;V1{Ftn$2MX2J!P=C$g%o3lv#$8xR&`T{od)*#NYsa&bc;>S6
zSHX?Zi=%B96|pb$>c`9u_mVClJ7Rd1ZEI!Tc2|`1Q0=dCC+C98A2X7g*DoKw2mdcg
zo+P&HN78*LncB3PC&Jve{J}y~Zh~H|6Kw~vx63+mMM!y{{Ir%N7djzxd)#P{7yN(T
z+yeD`xrUGE-wZlG*R?=E0B4`ui5j26CMs*^Ni#5OZ(BCc#WM=;xMBU$y#FlbZG7do
zqiT&7YQ?VJRC~)@+0P|2Uf+UUskJXJ&2u(2N*=AQXRAdBIUE@*xEGVLsGMnV7}6{{
zwKwp;hWW6mi4zO9uD&eAN3$=gFf?+$s$m&JOqK}%NeW=7o-R6{UJ>c9n{2TgR$$6a
z6O4W3bsZp<TXRfQ#<Dq8WJCoGo}$DH^+vXkTZDj`y*vcV?>K+V;6c%Nm_D+*7i80`
zy5M?8RNJ)B`MOu1DU<C-KL#h$x%ti03LoS6QLCZ~m6f;0FhbneOtU+N2kd7|tKRKq
zrwlC4R#vb|7PNm<HRK-QXE5}C?;-(XD<VnP2ctW4!5V3+Y?Rq8K^3(F&O&3C$UK|{
ziz)&XWN-mY45%A#0KkDJz2XjQl?XnC;xN$_rS2YrpR-X|VQa;60S}B(sk;4&^ETbE
zPAicA-qHH9tqJpe%5dH6-Gcs*1|LW!D(U%V_Sv&+JhytSib4>$hvPTt87u;_=fqe6
zg8q4A<u}1zit!zvJ!=vrNY%<pCQ~P&D08&~-<w^Tec^oWp7b9rqxg@X!`mfH=hM~w
zL>uWXjHt?y_#BA-poM#-!6Ueq{Z+A_kBP%X<utH?Lgm&40C00lP3LC-)`WKWa=%FQ
z0lul{l2H<5`RdQM;95<|ni`EG_0v845kusI9&wK!b%JS%Ml(6@`|vaNs*-WB_h=cp
z5MObApmpNNd>aJ6b@@z8aH54J3M0B!fXyK1Zud6|(ZBs2kxqruYA%h}vvAI%=Aq$}
z!b?e0Efa&!RXo<&onaq}ee(}ig$*f*m`x-GnXlHN#6^l@kVSl1LTSH>qKRH4z<%o8
zR^Vx7RB;Y;-;tD8kS4#QwYq}L9|Y_7Y;Wr7NxC&faC_r+_bpA&SDYtklS=al+?SZG
z&)gr<J)52ByCN-%{l%tNV3w?Jb2flLlE5>u8g92a&D^r3qL{Z975(Ci%$f!569Tgs
zx3s8iIC-gfekv?2Hr6Z&R)*vsQ&fH38M4UPf0!uYZ9+kp%sI@LfxR27=|3(dK`ds`
z&ho4`2={!k5k}W;R3X-7<$4z}YJDlge^ghDwT)9WWXS*^vkEB;$Oi^Oh2#UqLhzM`
zf%vv`>g0moYoXPH5yb3NsZxnWR5t9?e`hGJMIYL@)@qs|&y!LNh*Y5`yl;QS`G``s
zH4upJZ9&n838CT?s*{U%S1JZkV?{ByTDC!(@`3g)d_^v5maENUE9Ik+P&@TCiLl#<
z;-E51M0GA^{8RPf#%R|xiCZwYH|uJJ{VgNql8<G}!o+{7HDC9sQ`!{hwgiiAb9(D2
zoyD`TAcLkOlRp1l#wXxoEn9~`OkxltQJ8BKp<pCs`76$o6y6k`zMc~JG<YnBlqeVg
zQ1^2sbWjZEz?5&Cx>iGla5NcvLF&ng`Q@@&?B6ty1ZSaQWJLL!(`CXcc*OFw#`ouZ
zI4m8Sc!_nXk_1mGa!Brb4L|NXycw21Kc@?`R2;FMQ<>f%->sZL*9%??q+2()fCz6i
zm}@Jw2AzACp$zZojz)RGHR?ZQO^Q{URdLK+*{;o%?;N!=lW6o-QkCTWGf||`B8vno
zG1`wXNzkDq8h;aU=Ctjc%jra|Kq*>5vXXPgK3n~C#Zhm1H28q^JJ7F|d>Ho2?*`ji
z6q!4*ZLrpX7&%WpW%`h9mxEj*5B8Oi!gbYP<9q$pl8+U=Q-<hr3$>y>uX)a=@5k*-
zcKBj;J=UG}im<-j>eq0IQ5D{LExcPO>attf+C<%`T_iuE_}jZTy{}vysdOeTv8<$t
zMKPxb*5t{U^_5=XhKnO-VbA`o&bX?He~ssaN>0NS$Ukj?IDrv0rIeOg)eTwx(`^W+
zkvfEay^U`r1|NzQBf}AT4$jg{ul!D&92`K(9EI6HaWv{jLiw?xDQpJ)pr(O<d|YAi
zV%1I=9Blj}?bvR(ENMs9E#d6kCu6NKoy4-kT3EL=b#${IT*woFRbHSl6%L+_nUT7A
zLZ{nQqP;hS7ku(--N&hcsgS{-gtvzDPZWz;)j1etJ>i5w(1*61*GDg!T7FIT+d-|4
z<<A`mjs$VpWeVSsKU8%}&qty3XGKf-og8tsMZed!sFO0B*U09N5!!fu%1di6zMp4M
zn-6F75xl;Ktcg;F5zF-<^NaVU^t|cs*xW0Z#MWL1BKOV@VKkJR9^wT0@6@Dj;Q9lM
z>c<u#T$M-8=uI^|yWyuS&W$A?*|>ncyi~|leWnIdIhFwGQCNxwxJ~mF7BfqV%^8F1
z&Vv1+MJ0t*mt_;A(z*&<;QdTBd_~zLVh!|Fyt*U^&aeix?)Rqx(7@J%AfbeLAtERC
zOz5BDw763xDMgC;2u>;lYwDGYa)caO93vY>`gWKb_PssQZWrGJ^4{K`ay6vH4`RL<
zQlRjd7pUkce19sl#xSNA<89eI1^OwH;LFv!cKosst=@L#FUId6yWC=ZrZnlIT((ZP
zL+&5o|BCYh^`*5nFwT12%|>#yFCCFw#l<YcCb6>oG)CdeYeqTX#msK()@}xCL#L<}
z`!{#uPMcd2VM^7R?5T+!-NUCm3_IU7M5}$p3;Gh=yblO*^efGh&oJ{g#nHx-OIUc*
zSe~u0F65^6Vt)~byVvAQ3Hz>etCjxE^C`ckwng`sb={N#4)&j}QhUU~y?YP}>7e>t
za!i7N14V+!uvCIrKuqFKTLsoEgi36=&gs(0uy50gpcTXh{Aoo+R4pOnSQO+Jj!IIl
zU{rU546u-~BSBwrexO{6{o?)kFol9ZypWwn6Wj>lg=3NTi_>D1mPRiB;lo-b5vOdb
zJ)WrH5!^FVqSBs?`{(44!{&<!Uyx+UpJhWs|4N<pEVU)6UYT?EUR@d>-P@|Q)ejZ#
z(BcSiIDp&3KkqIzt*2(yFyHBXvgu_N=M>N`p`o^Y4E)!BmTQE}Jh(6y>tFSsZ^asA
z;ON(Q_?ZROXN#^g<;9ZFF`0rj7+m+a0P}aYv8Tcn1vC-2hcjrVWRR|7dRZcn`i~v-
zG!JuHR%zRNa>-E*FR5nD-!d!F{M;MIVbZW*7JV;*71&G5m!ob63``uy=!q|2uis0A
z<$G2oar?oI33$!TZZBhRR!TBT#o!UprQ4e+SAPe9eyw{qMUjCckdHP|!%Sw2n@}<s
z9$Xw+|NHW1bwZ)kfODEY?vpm;c~6lm#lnc0w!J2OHuf_7{P+Vqi?9Q-B%af!;DQE4
zxN~M6f%z;pdM1uul){@?NBr`()uHFPEDOYo%8_6L<+!?Y*^!g(5zE|3HovU&$L=`-
zMp#2@WZ~~lbtbZ~t_?GL0Du!@RW<?s<metWQl1uRQ*ztw+BP1~m2Fr$q9Kf1+@6TI
z37Hb+mSkFPly7>GDV^xU@^_Q2ubNle^4?bKP0r|ClfnjX*~-D!x?fVLfja69O7IB|
zIL_T4#o@+ZnT4jr??A%i>DKd{GCs1}G@5oNIkG^ypBc@*mEtnm^hLR}^*9E9&Q;2i
zQqH^=VIu}j2!qSEc%&R4z*z~+^|nd?H|Q$y<XSzUKzI1xP5Q@Ny>Tgj60_WBVGv`M
zh}sxdxezQmdN%0PKpG<XK#|PSg9!`F#jo+KP&f{{et3lXi2Yo5IVrZKJ5SmQ-?L>J
z*eiv|!3$z?cnGkU4V~R)Y<0~`4CKgYRhvKKCb;rvZXnfC*v+;2L3Wwr{Cc~*UA%e2
zqxR^FZTphId1UoRrunU#i+heXS76VnJZ8ZL#|5^MsH?_aY||eU`S2qOm*1dc(fyQ*
zrrW+yxT}?Z?*)?dYu$S(Wk0_5p*91vlK1)OhN4^~Xtt&~`{*4GKNLS=HL<%SPhlP?
zvCz<Q0BIDGT8|zU3<Dlp_-OoVH#}u0>)*NN<foE^hbDD%lZz<WOihvmrtb>kqznQJ
zO2{6S*|p+Q<CeQMs~6uLdz9jIQmbe9Q#d0$4q2Y$%+K04%ZmRp%LiQL60hl!10ZS%
z*?!+g;U`-hq6$4tw>oIp$>;gxIb}Be-QrcRTWQxU5GJ2Pjn>F3_LovR$iDxbKn6Qg
zg9qUN=@GKx>%K<DEG9G`)c+Od3yNwCb3LQs7cCC(I>=(e0A;xX{!FPjghdH&s*dvM
ziX?Zw^~z?-R}apR%wM>x<8O6ZanpS*n3sxs(!XfYKjmsz>ZGmBk;&$tEw5?RG~j<r
z9JKoP73gb>{{pxUf)3I5VAAs#P#J3V9E9PwJl9_L*8jrzGosC;Aj=bQlAhTyPim0H
z))0dKU%t9T$-DpM({~h(G4K*R`-XsyZ*&;Xhzw)>NL8Ye=z|Yt9+m|JF=>s5UT7zm
z1O)Jtm8K!Bb-oBcZ$ShHiyHjkI7ttU`?&M#;WO5IeYI$YI`o|$Apoa3!MMf!yN+E5
z=he!w7A0a1;~drYYu7Gz2q0`^M7G5g|9#wcC=e0=ZcH>-7K{jKqxQA#9pu~}jy^!0
zTSP7h=q3#^IgvLGZJ3?(>>OhC<q5R;fdR+>3Xw4;f3a@UP<>DYF)SJ)a62uWgP6gM
z0=rEw0xiu_gIw|g09xA&HTx2Nn$Y4Hf}23a^)luqdBj|$S(w{;<}zHkBpP^Xu#xz`
z1Zl%@>s+S8zIiY}+yrrYaBalztgtj>r>M}J8W%D+|42}tQf)u&t>;@6PDv4$oqSJR
zOP53ugYj)vi0%vef+6@!j`nyh>B+%(7*>gr%RfBtrQWScyXV@h9fYI&f{;W1^`CE4
zE(SGTvVeX87Z^n4ay?cZe|L7ae2JtA1BDQ?SOe7tGU?!l3;Kn5V>gO_YKsfhs7Fb<
zxC-O6(C0<}DjiJZxLWE%IwG&8lQ=$TW2iqP*)w74h)~r_5tt$0@G`=fLifQ%G2UR@
z95d|)H-pYnHo86HxSqD4PU)Hz>r}?;@Xhoz&+1soYDuwkbk(J=s$9Z(*P3g-cd4){
zyZLpLtKgs@u%{c6Fw^h!VlkyEz`ApfL^YH+bM1robH&XjddR-Z;&lxnJ~tyzJ9awt
z*6#;)Y4==J?*~oP=iKvES55Wor{MkLo9T&1sri+D!_F_S&yRoAK3DhpeHL+BH$A21
zt19@Yb0@pn{LE6oqAT#G@6!gzrKEst+|uODVBg3hz#ogUu9X}oUrt(heIGx7(V&&c
zyUeysXTmZDfy&@crX!+;tW6;`i@2;J=|1VTM9*f}oS2N*l7>}f=#u(6UmvunPoDbg
zOdx1Y;FeM*LQ*_bltTN$8?Cwg5&{E|{c4V`5>}^ZC@f6I_Jd7E<{u+6lqQ<oPOa10
z`BNW{IAc7jO>U--`nIti@+6-L1sRH=7J~P?Z&){t4EWFi-AF-<Ed(~+NoxT{8{R8u
z`~4_1Eoe9-#9IjRmllhNHYZfF+_O`qP|-0LK;3w*;bl5+jzD1koP&j%bZHhInjv}=
zf2>%p!nnj>pPc!pI0sy4W5-w=lcXt>1FncI3Fbmc8shMclg|yyc&5DAHisO|GnQE)
z0B~gC#nmOtlc;p3us3AAmDbMEgJG8Q9Uf<y5v*X-xS_0uRTh>$3^Eb<#Uy$EluIe_
z8^MgC=u-*_O#<aUblppPZJuvY+{tsKFP&rf%ixV|vQmR_ze8c5sJV1meGF9o76*&S
zq}BLweUR|{!?Y%krevCx@<EhXdnGSpU<SSb`E7OJoxss5kVnQfe8qyN;i>1Tw4!5l
z@I#hoC`_J_WBpQ4_jPg{mXsN)_s1U41LI(bwX9j*oYvmcOtS!dEf?SsJLy<F0}J7B
zz@(NS3fd-}&O#SDp;w|f#mQ1u01i1$s4B`{*(Ro5{7PPS?y=13GfCiK37ywP`1x{d
z>lT=TKvsHwsI0ziT>bP9O{Ze>s=9a{(ke-|T6;oz3T6gNGD(Ez5H);rvXX6u<N!5*
zX`P9TZ>T}^qKT@?Z)<#B9I_~<NT)CPXKs+^d*<CM_PNMXjXnfDu5CiZfA`@H<pYba
z63`D3oSFpDxX9_W_H%43K$I5|8p*u@ud2{Q@msm6fTx$XT7o>2*9&scgk1DV&b`Wq
zOjFrlhr@VnLV=)hVoF+`Q&1BkvT#TueBkETyy@IT*?{@tmCGaKQ9sg%ecCEdX)JZ*
z(NY(Qfp7h3yLF6jQ*BMtJnN)U_{QMiU$>m9Hn-ugI4@E;V+5*5jo8^kAycCuDfrH9
zF>gUv)G*%rZjV_rOiJ_pP`e(!IxWQ9C0zEVDhx+DC`^<5{&+d(wYbIWBfE2<Ug3R5
zCRRu762<@7T%qO}H%326%i56YYP(uPI#HJWvDy`I2_ruesX?p=UqIg&e5V|cW!-4l
zGN1Mg*mHz3@|1~ZiqBTFLaE!k7ds`%&dN~7^~Pm_iA?bd&sJDcEv8fGCd*PYP|xBz
zZ~7!`;rivXv9c;V%an}koGDdwXI{=Er3j(ciZe&^YW;LWk@0m-Un!df5`lT$O3E3n
zTbhQzlZo<-D;e5Uav(nV!X8XEBrQ|So(P4d56!k67QIa5g82U0Y>Ot1YLk$+PWYa1
zP&7GKBHAn7jm-Eo3*KXhc|@2ivg-o?epBo_RcC6af|FhjHx?vFL%-Iun)@PsRcs}n
zyd4V<->s(7w#Wo-!itJ=_&k)I2wWk|*LZfR^mJm?q?99uAxLnOF|NON_%(c3lR>C~
z+X*Sbtg`1FwOW&tY86UP#az7zFA3(sSKc2mRB85cn5&$*imtSlNJm%jntTHxM?GR$
z$g*j8LE8)b5#~2n83QPXB`R(ojD+Q2JY*%$-*Q>yB=ZNDfW~kpp|MOe4{;mlCikl*
zM0zcZ`(kzcP;32K_kKz;&?JIM33Mx}#x_~U8v3(~#G0+V1~(0E73<oghh79yDbU2~
z)eJ}|2^0!XvJ85mq{|;gQs-1wB|1d{oE)@Ik~pPKPvyQNKdLQe-*-vbo4o9%Td>i&
zl@@wgz1XHbW_EWdCfZ&b)LB2KSS8XHo~ABmZ*aE={kA>?PHeqhRgYfH9}Um%XBGec
zxo7G5vFSanUMT{fo}q%axkC_#3a2*U8-u3|k(7>R@3^jeCSf!{91jY~i;$K~gMbEt
z+Yf8xACMqP!3#+>SP>Ll|6g5sO{ZsKZ>Yrtpo%y8O<MVgrA31P(LmO(%3`GCz+p6A
z4iZZ4iLwbRTS{6%6eTwSGG$W7sQ38ML}h$}om7#F;1SwB*SvMP+l_EP7`dncJxnxq
zj$>e#3uco%kDua#7da>Vjcs2;%P3Zj7oOW;vM`l%<k{v9oG?U?PPnH3xfw3e5`__w
zE*%G`51=*Nr`R<3b0d3z2%@*fBZZ}1wT&iDsS_SKk=xsoq;88b-G_)P>0R7h;8fZw
zPdh!#z-#HDet3ti*Rz-zIrP}bO(paLgXGS0?%?@-f`V3Zs|(bRsyu)F5(+|=nnZye
zZ-<ZRbHIMtR}v>xRYB@DLgmlQTS>ZT?Q0cL6Mj*XXC%9HjJ9{I2`soUICi<!8J`P_
z);RR~2C|n6i+F1ODfC!zT*bJ%TyLpDv?a)j60|W4oU(bkCHGi!1Pu_rMJgr5N@Th1
zEEOYf*n$M@>l>|P3NFP}JV%`Y^W*BAcnGxkioxm?2XZC7DGX2c;X>HKA@mPht3=Rt
z9E&tvDJ)Zn2(2Q7KQf$a;1DSYfQHN87y%?J97v?292$de+}V8hRJV>8k%$zmU@)Fc
zM?#n%K=Y#_4H<?+p~VU*Fj7n$A_9OTx9Z+hf@aVuKN?-R4%;|ZM2RP9H?|pTHTvLv
z#d%A4X|Ps1YY{xd*702f)^LIrQh9BlSw}WSR%f5O0ea?*b%?sEtHHd)UEE-b*3=$<
zQsY&##M}XFfmSoQyo{|+^(sm<b<?zc_)n<W0-VZUg4{#2d9uU`1oHG>cNJc}r)C_h
zE9&fK)s+O*pHn}J+hWnJfjCKFqtZ^Dqd<{<FtS8MDj#G(4XCn(BMcTeri`&j1a9+i
zAQ%gE^te3JJlj}5D(^|OffIoj);PTB&xOc|fawFYIC;-N7A>lNVN*=J=|fB?z%&CU
zHf#C=9Vm9(H+hlbQ)DG&Zef4}G4VhyOi*ANu|Mb#g%l2^l!Q5W?aJ0~P*{md@IjmD
z`bK#VQnPqpVvzm>BBsQO#(3qzK_*mqsBq3oTkQjQPL@Cn6c%XX0?mS>ePbgEELc8J
zqd~x4i@JR|eDYF&P_R(R1~E0Hzt~w?7MNjxzxWjhQZ*{4338foQr{H(-=eQLUmNod
z{_MzJC+ieqZ@<WWX`h$tDDFo`7GIETJnn-J>{9S8N`yMTT2E>`pCV^#v;qyld|}DZ
zoq*8zPPdBXRzbD+(#VGC)9QpCqp*YVK3ez$KD9S#0ZZt)<p6-DLVq!bg`jrK=N`X^
zqM3ZsBEDd@DY-Tf6N)A##65#Au^d?R;@nG_%!WIoNM}J=C`sl&``)SDd}+0zN_ni$
z3O|$6CH*}?93S1l74TyVhedL40OLF{)cn?h7>ua6p2DF1e=J>NeB961-Pmc&#<n(2
z+Sta%X>2q`8{4*R+i7g0QDdud<NxOOJl_}laz8U?=FZ%ix#ygG|2*H5es(Gh2u4V#
z%!xfRPH~6;WOM>*0|WTPNu7m}MkS2rt|2zo^CcJwNXn6Xbi<DJ$n_Cec}H$uq2ls`
z3K?HQH<$>VSG%?fdUVv13Ev*%sRck8ky~1OKXbywlQ6>&agX6ew(5SK_ikcj(`e#I
zZmKS(H|@+K_M$>M^DD#D8XLYiP<*G&k%MY--6q~$j8kl{yN+9%%qwN&1Lpzod!?=i
zn4iML^>_EmtY9=S?W$;u6KjEAkuz9jWWr48eJnqAk+L{xC49Ju#U=*MQA6J@SdXGb
z2hWH<5{bym;#4%AA-=-FeNfQz`Z2<NAw5dE<SKX{qmq7r0xSM${(1#fxuc2lf$DBg
z&3!^q6CxG{!iZNYPE)3+=rrz?H7Pby_D)JvJSl6`BN{f7fUT*|w`x*2buAjZN=_={
zXm?*&6o?uJ<%f#!dl3OyldKRTpwE{PtsGz&L`@BuwX+-or_hIN6u&jjOwvXlD;)_f
zj)6)(mR0BI7ZF<(nWh6F#_D_k&nBo*(VyTH(-{eoz%G&FsPPR)D)xfoFDi=R7U^(b
zQ49%7goqXA;m}@_$GB14Xc(he)LTfV1Rk1Ji6*j>g9#80U=z%THVgkp2C{Zeb%+=y
zSQ{OoxV337PI}};BDfH;znH=rd3z{+BaP3Z#$i+Mv|FNYLh0jO_)3Mpei%PvoJ{i{
z0zB-uoQ0u{2p-A%H_o<0vYlWmXSR;V5%bN%^YavKX+CQ?LrtonXS<uzjgY}q&yE(9
z*7Ft1`p1f!`X6Zf5ldG3X;Xjfy#z}<7eEJGhc-(!kH9T}d^$cMHvsO>B(b~h`y!|T
zUhP8Qt^V9nHE=oK-g>=^V3(yw=BajR5txipNk%FHwDzH3CR(vk|K(5iI0E*MqCQe9
z8B6Dn;8>=X7|onLZHDPbhAlC3F1!@WUDwp86;K+Mp`9NQmH9Q2DN2|(6d}QbOi;o9
zQy}A{$oL^ibaxVxJT5NoL{F(2h>KD;XSMg`Vj@A&w3lS}CxsCtVj?dhi{VV8CVcFn
zP|9pJ{*fo+5=)^L_?|>_phHgAZpi1iJAkDB3M4pwYgU*aSjSbOHRa!$nH^&>l*m^c
zz%dkr<tf&Ibbg8~$;cqqUgrEZcOIq)8JEj?{7NzCdzAz9`?Rrd+m=}en~@!1!<sSP
zcJPWE{<rxv7R~NbP#$#U8yk{GGEFd@O&nz$O{m4YLfZG?V`hnrq;*xqFaN@N00u3V
zXB$~<zuC#_1EBBnC}pm{`0Pf1TX&&PWNy1c3uZ+2i(B#-1;*zQF;sB5p{5XFD`N(V
zV{&j<1KXTVq)!;QR+l<VCrhak7H^lDs<gCIt3?4P*Go+)pOb}Z?<uiooV0b@Tuz$$
z53)cvn+c}X*GD37JbjVIc-xvIw9|JCR#Yk=cVn6Tnwd44jfJX%ixIs$tFJyje;W7_
z$L^9qXTFl8#aQrY!Xnds6_!WTTD)R_j9372XkA@?#A+NXpC1>#;p+DlN-HCBliCBn
zOu%14tgw7daD5%mz#cPDVfCdSI;(@!CbdwM2g4+J>Rp^|lHC5ia@`a@z-KCfLeu1v
zPrivfnvqG4&jTBcs4r>BW1tY4(%;>l*#XhKErTNq0By;$Q`wYL&kGM>=KCYz`z81h
z)l4<#iLc-@vZOdId@LFnsUd)1fh~Zyop_ao_QzMZEi8;<(;rFC!9Rv{vS}3>HkaJm
zg4?>+C3;W7T-9Z*624Ws1>UZ`D{T=&H@q*H3BV$dyhbDZz4p{^q6~AEhg1Grn3BI(
z_uU)KkDORqP(z!L(HQ3FY3(ELy{GC_nI}#YH+?4}5AnI>IrKST>sMAnCCH=U&aO6S
zwK8s*5yOCFtuyg?%5Qmm;#ur@!e!*NcV>O~Ot0i@r~8<m1dYNg_KAbN!l|WP#&NjK
z^xH)M3;FxBUelu~`BMOp<Ve}jDFeAfXb>$<uu)_l!1O8hz1~J&54!<E4JC|AT>HUF
ztP~v*{-ZrR)RfFq>-`F?39=$bZ{InEvJi%KZbI;Kzd#Q8#$vZ6(WS4BD<eY&j{fk>
zP4#c^iYq8W!e)HGVlzf|RXhkoc|Q}j+FY15%z2_yd4HDx!#h-9H0E;ZB`HqUWK{r-
z$iVgW&9lR(8>i>4(z1*pGF@@{PsL?M+izP#$Y{G=G#_n(edQ7U_lN9{ai5?`1l8aT
zC^WgO%pvW)%f1V)9FV9e9kJQ@fO$}Oj)jh&!XHTfJXbzD#*cTKi^ecjSvBMRtg5QM
z|0{w;f<nJERP`g}!Z3)^@b>`rHZ!-~8vAftY+t622{P*_sUHFVkA<5tG=zbQmm9n*
zO(Www)oDja;eSdoL>{-qc!k@sFLfI(+NBGZ?-}5}6b5~%(hyOG1Tx>n0$})s9-0A=
zz=VlW=dXw7QnE0SSOq~#cdvAiW~K~eyqM|^)gy-)V#Snm0eL5epLAtdXHCHlQXe?~
zW6?G0!0T5xNNiFM-d6|xTZCyfG&Hagv`&v!1Al~{P$jkB-zt#h=6&dkkch0`aUa5v
z@Q;q3Cld!>R*D@jPgIh+)jZ+C{k9F!h3!T0rixN-!7Y5}s7swYvWP_%5L1)dYBVx{
zz%W(yc>qB7Sbn-&Y1gfqOojfu4-4w<%$i#LR#V!Mfc=4U7qtzj{>>AywRkF<&@sO4
zAZ*C+_XOx3w`w89oYT(gMdovpth8cwDAg|}JhUH#@)OqVJQb&u5u;X8qjTEK4#o@a
z3(czSSn|?pS_D!RfBf8kPo+~Qsye%@c9gDAaZsKXCM7PM#nW!+NmVVgD`t>})8;m)
zm&Hue$gD0ECa73&RX6K!;<_w8%vxbrah7?PbCQlrYL`o6acWH}>yYN(rz@*Na;1)B
z9=fEi+KK&&DT~EHvYY)9K{^naeKI5=Va8$c#9Hi&<x39X9f?c{{n4)rmO}k#A59AY
z*Crk<0D}>x84>{wz<>VFfG3i53<hlUDosuB{rdtvIV$rKNc8CCU%zm^_#=)44=UMb
zGVN#=ty7?8l*g^xCOl`dJUql$Ke)*4TZf(TwGIbBV27B^5On1vp3HvKiSZ(`@`Kzo
z3~gCcuoYv1^|@t|sG)>`;Ed3&5sG5HC|{OforKY!aKsxWs6PP%se)4`qg|3Yeufq?
zgp8>ex7%8!k~?XQQx~^>m%NU!g(6W!g4@pSQ#e0bU~94>99*2jI8}3|7>4M_zWk)r
z(Vl~!F$=-MUSG^8NN*GQmB6fpA%>e*t!Xsm;nS+$7CicTjUwULFl!xNd*NDVyEsOQ
zK<&Ce@2$%*Thcb2oytjcM~uA7aEt3E_o{+%ppba_R1ZQUfE?ISy!K2NC{*f+uyf+l
zgEKA)xtJKtDl>CedG)MLVP!{LkzD_}&8@`>QyZ&t_8iTBe#*WE+;}68uUEhvIex&1
zBQ9AVP)g{$s!@LkPWy@nm%!c0Bhv&Wlv%;_e!GYZZ=?M#*JEzZGUM~UljvVv-EdqJ
zib&IT`}|OZUv=4v<^9Ho=fGjCv?JtxB~v~4@T1?@2LT}mcaZj)I(3oV=%M4`wax{<
z#MQlbw774zIw;2N@)Tu~FmuyqF8u?aF#(`m3)sgHkj+xuZQrSW|8<a)fp{9bq%G<B
z-)#Xh!Sef$f6m!5Lf}7WA}6>SH1vo*@BWnvV^hER`=zMVn~DiXcf+iOeliw`3d(*T
z1HKb5Cif(tMy1-s+7;OqOS;RQ+jD2HSRXW#8DnyOp<ab0Q-9?rEG0?M<6@TGXoQm9
z)P3Cr<=c;+*Ia*@NeA8g&lx&8CPhr+$qBd0`VcO@OFPq+3``-T)6E!)z4AzV#;y7R
z!b5;hN*Na5*+mROi-ULIE1%#;fb1N}RU(~yGq10?^NyUns+OowH`nqQ_wIjx&l%;%
z?E%wp1vNO_D0_uMWdieXBgR6-e#4x0T<!;TMdCWxjAnR__(%8&BQuf#D@gwHyE$XG
zu^aw84oACiVEEnA-vT~g!Ey4p*MPa$X!%;|cE|58fsl~!O)Iu<R`I!8hSt7$GXmzH
zzpPgo%#R&>ds?2O7JbgL^{y?H5c6uFYp8U)eDdjEWIw!EyYQ_ev)wbx_<TOoC9HgQ
ziv9c$;Fy+lYjt{PXCcy*0(uTL^iS1Z9zsD+Ot9?nG_%$wBoC1(?Jrhdeta`}Biu86
z^-^Pb7_i3uSu^f){{H?q!RHCh;x2dxjR$R3x=dZ2H$lBIUeF>85^hHGBv?<-?(#)V
znU3Tm-p{#^jXFNh&l-|MxKbXG5dutI#O;~hw$@uM;c!sZA#IOn{pv7I%ILRlN!l}(
zp8sn7Skvw9zDt(-8+IhW-qZDOSJ<}h{m`MbDh!jfC#CeK;$1Y`L^>x&0>lioFK-m+
zVqwHcPSw;UVIVW{6;eq;>1irKTD|4e=l%(gBCI3}kklpB*Hfo+;^8y-uK0c{X`lIh
z*e(<uhNW!6KdAy86bta~rD0g>M^rF)4~G>-3m;2_VEr6F6U5bw2j*_+zu5gnoEyT)
zvb8lF2c_EO?*4Z_M&GF4LNG4QC|Tyoo$ayRm=qMyiq2tbx*A@fqt<;Kz2ITZ|G2cB
zH|qk${X7AKLMrUTwYrI$R4Griz)OQC{VEhA^;|<(9wB=f-j|11WfpSWitNB$)00fV
zJNriYKK~qRnN}U$M>^P5*ycS2dbhvzc|XSR$**;ZY{woH9j1#S{mDa(7h)XyfpZIs
z38-ARe{9iGNLdupv8Wg7Z`LaSA~^Er(~W6mW@Bv@SsA<8&w*8TQ56wABMkQwYuN}y
z(jb18A&{wP+9KV7?IlxP2FPCfy+Eod&Ls8NHuENDjJBbdQ*InXY74_TZks$H-%%{S
zKnj%$xL0g6vO8bEW+EfCpB}@La^4V0TL=riZz{<+Rb=%|Z)RX)L&vO5CLZVXR>o@i
z+ofsRrHf=16Th?f!;RILF8Ua<yjUWLdY&su2tqe<<8TY&N9w5nd+W&Z88%2Br-L@f
z*zluY1N3TNlCnJlui(EWq&%jOOy)xZMUR(<PoUgCOB0$p9B@7w^z|CFebw(ohX{6Z
z@<MN>ppoo(Tu|=xjpP0E%Pm(y3*l}*p(@a#^^w|B=OvS4h=P?vY)TMyud&DlDn0>o
zdjf)@#G*4lP15NNw}a-nBM>d==_gBx7l2psR`O;O9w2xKh0GR+EeFJ)C=>letKdjO
zEidG!s_N6z3&B)VbD>?Hxcxf`1;?Qk{H_fFL#XL%%sRQEeaQ0U5DoSswMU#~HuX1$
z0?5%`8CpQ$e9WJHdZ*xYaQ()N2r7(Xv{&0_9}Lc9MQeT>ex{^4f}AS53vRvT?Y9)|
zCMQQY+X|{1Y7=_x%D&!aw7w|ONg`xT;Vp<_01i2Jb}?HjZ*g5B50)^R<pLrR;zWKh
z30bSfVmTy=1D;tJGc+I(SnR#TU^j=`p2(5Z8H+&Kw-wwbkLA2oEYe$&Epz>GZt7Nn
zwu{zZ(p*R0M+YTeh|c1zU%GI3i@ZwyO}Wm_zLl`T<xPrqydD4DU+|ifEP2|&#0g9$
zT1v}G9I_;g|B4Jdvs}rkKUkr7v$Qq@<GUUR3+E#Alig)(O)k5Q_eV@?W$Vvil-Oyx
z>YJ~cgs!%-b(2Gzuen-lb~cmB{p4Ckfk7y>9@1Ll#MEN0k8``>1qrNFmLVE0zX9kd
zLy2RiZFa}0*6>RfCko=Y^we#Q)%|r*T|>GW?6#NQyR!9B2?8tqK8^#g?+p-QshLPu
zeDw$ueImmU1G9ml;pAPRA;bqfSHbuybedz7z-qPjGI6|8MkQLl4YbI7rq5FYRFn?q
zI9VoM$bt%NH1)BiI=p)J3Et7e#-kJEM`3ZI{wc~ANiJWs=$varzW$)MoNv2{_NqFX
z1z{so>hI~Li26$Lh`9Vh+q%*OQN%T#2X#l2&ygkbY-oe^Q!=XsqW|+5nPn9K^DBR8
zzI@xJWibmrX1tzArAcoHTIO?RC8CB&5>)W_OL<XZHya7%oj`=mW4ZpqaF>b=gNwO%
zlHDKe)Pf@_79wPbCSAd|$?(W-K=o9{!h=E3gd6F~lM&_;9%`K~80p1?s}%kSaZESw
zC>8%rT2g*i>6VNFwZClaZ|+xUfUg3wXzruX2(oWH0#>bVJ`h<?@lB<`9JOZDILZ9$
zrC!TVd-Ijah!nG>=CtG`e^Y*`Ty~to!g|TT8&Rq##K3HuT6d83d-4#JX!H_d=trEc
z@h~tayN{#53#*nh)=~8WO@n;&dLdQG3YRy|eoEABD@+UDF7I97;a6?&>LGEtpa`8J
zKGd&_coWr0U5eyb{zQ`3pX%UH982J`^sq`41{NfnRYXaW_A40sW79=fRVLXSD#JG@
zmju&KMrfwWzTb>f*w}K`(D_8^T&S+JeQUhYc*!p}d(X^w7OnF3elFJw>lk)mN6DvV
znX0NCi>dfc+8z6b`&iX-=?z5x4o@CS1Zt%M-v8JigO48K1)DlVp2|vl^7|L7ms<IC
zeldpo=+_`EJ8{&erVvDGlI^H30;K~PEHhq06Ca1M92=C9)Ms);WWfEH7{zdN-I^qU
z8G;QP14|A29D7AI6;s^{c97P>4*lJzy0AAZ4(!+ppG$>J*3UM2ILM+x*qJ+&)#(V2
z?a3E&baBQ=(G=UA$L2=y?dpMaNAD&`B@mxD+kSb`jjidse`SELpT$b2(dpjynh)6+
z6|>(jGP?A>Fv!Vd1Y-_tTTQMS63e;~vLHEyUZqyS_gG*H(Z7DXR}aFJPa|iBa$Q8_
zxZ+ENo;xTW2j(C7*rkGXUkpCDet!C#NqU6tk86fyi2O!cFqM*|y~Oc(Pt2YQH(^Ro
zT)4E?59f6MKXgQr2Wr#imAx|)17}v|@Mkbq)y|1-q(`pL??frfadVofJ4OJrBgikg
z5GbS7s-|xEsn8hY|A52EubSa~Wl~WR@j;1JP)aRP8scCX$ILJVV?0{hS8BH{9PLxS
zSi<D@p<M+aCTT=d7|>3FT*3fm%MwnAW?L85U=S&n0YdYjjC{{u6rKYUo*Kp+MH;HG
zO@0>RYU;pz#(83%a=Li5Ol@B7`qYI?Zl={LJwa|euZuTLUd~<|I63bGD-1rKE;J_5
zoS0I_D|C>z3oc7EJ-0te^LH>u=xsnVH`|NK&zRCdqjM00{ZqhojGVXR`QO02t%HNI
zj^c0fG8|HKAOS&!=74ZM11RrYz?f0n<!9@mB4q%A@J_HhX7VgnDjt%fox-YEd=xK&
z-w<{%^pDviXj*23F|g(W@^7quzZHTfE0$9=!^w7E;lHn7m6-aCAN-dWla}fy7U$IG
z5AU8;^7@V%DAOnDXY5NLY%JAP%`MSXZ%#|Y<bgA>UFXOB&4mdhoXm`rwVo8V&^|-e
z6tkNKS^UWUx{)qwjPS(t1!;A^Ar3|WR~HI%D8x&fHs$Y(3|A{8)K@Cu|L(`62kg@I
zm+(3rF(GP}qa;n$M6@0O`jm7^+Ja1}Vw42yy|v$?grA-nT?wznFDut(uCd>e;4ct+
zAV*41=8H8LO<s{@Z3Tz#C?5OrMJSqf8pyR3HC5@-<Gy=CkB(s%4%$-6tHgiCjY1-+
zIyblNkv`D*p4)gBq-a+Q_+s5^-~PTKoZm<DoospZEzFBcl@3`fm-?#L9}v&ERN^@9
z$jEGoE#=IEw6KK=?Q@`Cc$!8<&g%(2NS`W-R^IsO?6jJAj2BS7|C?He*A&L7(DR8n
ziUWWJ<P>@;LDU6huCN+c=Qi&!WomNLlsVckyM^Efkk0<r;vT6{4%NVV^@VggYN<>H
z=9Gw0m&#r?bQNJ-9s0V|V!N|HXI|fKV&1h5?6nn%D-@n76VvrUHB!fe%NnIe#-r-K
ztgIRV@;9*nI^$Vc{Q2GS<da}%T?d}^ZVi@<sQz2p9oJS)>Ew_3bICSA+(10OdN#T-
z;@w$IXl~2It~+31IU7PAQ9F1j*nvWX^R3J@-Sd9oR|PErOOgp0eJ>jVM{Or*&@VK0
zY!#RHrywD)e}T`_Z)!gbF78_pax2Eo6P5z9=CEU{5ovBzL<ge5ki5@HRj9WPY<QK=
zDg+{*Xv*K;Yzz2r*evxKdnP?`uQ!);E<GVcf=96h^4i({`)d||w%(UtrPX@@C{ddS
zy?{+56c5L>9igCc`VE8n=$RhRY;7LZKzue8CULsOlo8Tdw5P3feE6a!u#Pm(z%@(4
zR0(mPBn;JnA`cXnfRe6upoy8Y73lllk-11Q&&hL)W`%Kaf8k>ZFXY!ZyXW_$=SOJt
z5;5WfxVZg6rj1X<TQKq{I45H-O>3rKj%s6!I=kNg{3wX)H5Y*ahTogz+$lsWfALwf
zZj)G}tLvgDM7hcD9c)WG3gD5r*3a51iG?C=fB~?Tz4!P+yC55};W$Aqnivu*R>>H%
zudEoAwwQ1h)hQB&#XxCQE+yYw35}ONhQ{yU&pxc48nn?qZ0Sq_|J`~Qn|ZbfrZofG
z5<c>=H-;C;V*MYm9^_@Fd3dpEj9=H&sU!tCH0J~IEtXQ~l}q!F8m*$K2tw0(aw=TY
zyY#E`JUdEjf<oWSkBuvgjLg;IixE0xL3XY|4IXU@+fBReiS}X3>hBRoRaGW)7UiiG
z>#J2h7PtS}K&K|KgNwrz-p{Xp0d%O6iAC3n;z7?*clfO*Ul-|}KX9I9inObK>qm30
zq`BkPgp3`>V6>>g)){pGgr-Y)kMhvd$$HAv$_@BY=<EoEv#$GFsG$h{9zg;W%i%A4
z&x50;&7EAN;Ol~O#kugZ^-BnroL&s@>I*x}a7r@hTU&$wGS#y&XVXVnOV%0EQ?aP5
z8=KGnEhF(VTlk09&}+HRmqU6P1O}hMP*Hr-&2QZRSeQ@!DW}F607caq3?fWo9(u<_
zW>(grR%FOFD;tp?v=GiBHKwvwL#*ricVS(!W|y*btizob*xZ?J4l5Ml?W^Sf<-OG4
zV##h#2^Rt8P_KJ~Fi`p6UmJ_+uI;v=<_!WXm!UQ>WL`%Ysb$OXz8YxK0o<in$n8cB
zKgeV+;eKS%M(KB}q{xbnZP~y8>cO3epWYq?Q#|SxM|i;NCOjFQ@0JecvBgLYY*47=
zFj7F>R(Pl@2cELt+5kn7<lye$hnL}pE0;-`BH%QMzz5D#JOcX3-hIlHQ#q{SBI_61
z&r-iIQccm(B|G9PG5=^~c)0-(<fc!r|IyZ>-PN|+v_-zEL$FD@l1goqnQC7?QGZc<
zg!kQtC<!QlW_6bG90RVH6KY&EDx0PirlSywGi#*XnH~8W;-MLZq#D$jX$4_AX}S@$
z^2hF8E(@Q`U8>i)dn<c#b1z?&%%7%E;q}|UsDN!p6;<Mujh$~FSj3JWrN0`Ld`Teq
zUh6CN3E~JqN}7s%?F$oh(FZGE|LNywM{{WH4`bGJSD^soM$tcDJx{5DRuL?_YVXk;
zn~jYY7CHRnDKtQwp=<EQ3PtSrT4+u;#aDYz6CoZwVHo19R8g+lJq312@7JejOpBKI
zTQWZ_37KxvVBw*un&_H_IaJ+MQh`djbH4;1mXml^EO%9{#uos^O;_Dm#wk5hctU@g
z=?IKbO(ACEBgt3hjp|?8@n))R=cYzY0r1cSBV!!^5gtScAu+#x$bgA(C{$$fusBAW
zXuMyrLgch~^Ac#<tf_H+Mg}uOtQY`{I;&=y$NCt*e`vdo-*+f8aiUc}#}Cwz25QqK
zBU1ii(!O8HW|rx<r%|l=iksaWrCxqs1NqNT%spL}Mk%xVd;gtZBP=$xb~2}YmQqJJ
z$ye8y>M$py+wGuYTas4w`j36EPjSGmfq0$-3)g6cjqk<<CTO4j6G|y_1}+LZ4p?(q
zjBnOSAvM)N%uAX&>3K~bSQ(a36$bF3Ky?weAq;v+N#3!FRbq%6-ocn^V}`xral*Mn
z^i>)Cs|s+8<%;tMCSfQeu?eM$%t8S~r2W)HhA{#e;j~-v5a<5te{%MFDUuPg&~J2L
z6_;(c0~~lPHOY1jnC@UwY#CBE71W-!TdgBbruARR+MjBN4j3E~e?u9(RI9)@qthNO
z#6G4s%o?#;=a9P`KfkXmd&`MjEc?OtC{d-VvQSbsePQqyJv|)_-k?`amac4{P*qPP
z2vImQJn^YE3qLJwHE((+ai3gk&Pun_9ErDTuftl}#xAtXkygU_{j|=Gh!lx7H!==K
zdE~$-UpaB=oVBsg68TJdZk2Uzv0^u=Pz1nE6VsRoVAkxL(llK+bHzmy*7?cSQvPsQ
zVnYArK>Y9J`@Y`YM|^>0miYQ!ddJyJ>jwLA%RH+%%U7K6<ue{y+BL|<!Wlc?YvGd*
zO{D2%WIA>@up$ea%m?J>yf&^jHl6I=_%|Dt@8D{3Ay|=LKKYvXyx@O|UdVYrJ<aZ+
z`xcA3kGJw$`Jk>G74c^Y|Kz*nt_{+oGR<GgVI?}8`kexY-$w9d@a3l}K^TTf6uH3&
zggdyASZUBxT?tTX-1Ei|`0UU(nxv@YdPDHAns`8T)}2_gK50l_9YQu#8qp3ubpIeJ
zzhBeyXcjPd*;e$ZO=ZH1MEqtS>(~vo<xW3|CMyIh3LiQr2JW~Z3{zrbT|Vh6hL^Zw
zdJ_E5sIRSX)6?=wgce$DbE%x+xknA0a%lg&yyc%5&O-^xcWw=4#)p9dd-A8SPPUY{
zc*AwpKxi(7iU@-PRhf-U-DD>s2a`lD$0~V3Tg&DBb`1%K#pJ2_W`%IHG*6_#TuHJ@
zz9c)*4KVLUb6{OTwa?QdqnEU*dhQje;djJ2QPP)LUgM}QPvS<l$&Hp7&kt}6KR)>o
zjT#5<ZaQL+bI|1nH_4;OZKHSrWr^*Hw0zl$YB-GCTB=k<9~E^bR~_&&v$H>Eg#68E
z!Fub7h5mdxaAH&7A)cHO)+ANGW*|mt1#CfvM*B4ZO-79fFzGvF{B7b#jfyD47p9>V
z|5*kimA`mN6h0h~BEyF##2PDtP)L>Su0t`QZ9p0?K{;0h;xtSIa>W<VkfD<uZrB!t
zrvdx`H27>=%`$&la9#lwMa~^ezkJ2$HW%rfq$N1x$y=yqk(@*WpM}34d#|)BAkmIP
zpy}#XtbDibJVqVWO-g;yiju|ggO<yOu7Xo*LIzFbU5TocCZa=yK^7?_*uzK?taGi?
z6;zGg0x$27Q?Ktt7)f#cxrJf+lTs5<ERaj6v5BJl44Thj>gllZ9uj+S{~WJcoN2SM
zeG>UtS6>xR!RID$-SQ#XQBz2>vcp{IU&+np?&X4JW+__%E9Y5D1LDC$;+4=BZSJS(
zFWcq!RXSyEo#U=7bD~b)*Exc0Y_y8fO3HrQb+sVLKG@ect)Jm!yq2L!2gRo;x7`$A
z!C@q&{t89?XHh#83?Uyh0ELi>rwNFK*PZV5H{$}B^!G`OE`^|#(i&L?AW)44Bni-2
z==Wn2LJ$N6Bcpx(Bc;qqhXe=>I!1=+1Km-f)H+_XCbJIU8?p<JRlp<V*MYDA$hqv$
z7Vtb4vs;a`gl5{g$oM&f>o^xd=LBADe2lhV;(qph<}qf3Mj!g^*llAi)?F+{b)nB7
z0j+w8ByBh)Q`~{kn7<o{pU+4NU;LK<5(!cW1kPJD2WGSy`amB#rN=78#B+J2sFwB;
z+XpIVTzL2@jRb}TWi;f>5nLvyQI<Nj^SP7<W_F7lc-{5N5^|}Eo-Iv}i2b&OLwZk=
z)s$JWFY)+YY)pkQV+>-n`!Oak^cJJ{kZ{TSY<T@_#oE%?c%`#jyinoi&D7^iUf)9Y
z%{s!9YATEifICH2!<O==l)@zlueLS~NUYCa+!I$xpL@%XVFte14Wh~oz9h*Ai4X)_
zH2C`&A18K^Z3_wQg|yWkiENj<Ix<Sv&}I52w(=5a49ua(NX3$oen)I~74s(*6bJxF
zEba@n!XP7+C6md}%c)?c;6MQx))ES$AqY`}Xd?hPEb!9qGrcl-g@X!Vkowpgd7%?~
zhjzxUvJ3E>TH2oUyEZS(5&M4DEe>0H(?BD+@o(5y#=3Ot(M{-kK}-?hS&_{+z!l#@
z-*_E7YV{~n451?s&h<JS46hqjZ6_ww$2=U6WT-dtNC(TX-LOeih#R%sTU;=2(i!(!
zB&j3t#VL2HOjRzC^qG+EF|8W>ttUN_Z4d?3ivB$0%ATmd>*Ih-eN*IjN}Ak#sFY)p
zZBlJ6HdPaiURcxatd*A(v;^t4ql8WkjU@IOoXd|=I9t$g)t)Go$1bgKio9hkNC5Eu
zZpR0w_EDq&gA6;#lWZTuL-8yps58^b<u$P_^A~J~7^KQDhen5#cBrBdU?BHIAlPvJ
zPCx}@v!PoZIV)K#jOYqiKvFWnpgE{x{?f1HVL}taq!pNJg%g7X*FhN2Q@*hI0-6ib
z{qkhro?nBfUQ8O1Si`Xzp#gXYE2MY@Qvnjl#QErL<DY>16DkX#t-^u!Qc|WUM}!~q
zuwAhuKi>navsA@lZf7SH+nlMpWq>v9ufZNL|I1puMQ6HQHd*T_1h20<rHhIFrR>&?
zRCn{AJWwFz`yMX}lY(~0r8x)uSwBzcawy|OY0=93lzyt`o<qxPl>&QEVM=sG>|Py@
zYp3ON85?CoFi}pSzC6bxUQ^}aW7LKZs~4_n0a>!*xKovWsvgaGV3jRDNiKvrAzzRD
z4Z;X2-WRrvjk86nM@pWed7fR6EJ>Rc3#8ComChKqG*<L@i`mqfMvFA)jilh7`o(+J
z1!tK$BUD~kN{})O4RmPj=ELuy8W{aI!+JJc1=oSqgRju8;{?B(#Gz;N;i2c%V<Kid
zhfha2!=XK#BU|~AudTEyYTfQ9&XHmf&g|Pm^SI6572AiNP4Kz;&8(%&=5}7v02^Gl
zmzae6M=8Gnld3NFEFA#N*JYXgPqZWmyz%D?Tm2xwC5P-Aa(O&vhpmEM{Mg@@7|tZ>
zzk&G$j+Sxt+y4$~pssUP8)NV|1w$POtW2_Hw`M6OwugbsQWly%*e(bXYGu39K!JEt
zG0Y&u)H*T|Z0SnktoWQb3~IK@)UsC^>78otu5+KT`^G`t_?W!y^D#G^BZY~M{F%Y_
z=(Y?M-mF{Gg}oG+=c@OfH$BY63Q<gEQj33-y80`FL=$;8a!qkq>i48-zp4aWi|Wj_
zGkcwIsy3Vih}aOMtBFp2);{<_2a6L!qG>BW$Y%{e)-YiPxqf4P%kTJ!NdDk-snP~M
z=YHs~uIpF7^(k?lz!<@P=V4(+9l<(C^o#b*t1Q8G3uD1Emh;2qoAEvd5n(R!8MX}8
zD!EtaMpg<S*TQrvx(-qqp-T-kIPalgaJ5#|Pb8H8p)IO*$ns{6QAE$Il!hviOQ>n#
z+S(1q8)3up)VsM~6-$&>Qit4WDYmio3d-eU<`ZJ|^^F_D)A{edZa@%B2)pi6mXmGK
zXn4B;g2(OsahAcgYTOHxym&s&X~03~`W%k{`kq;HIo2Yd>^rFhEsK=7OM7Sbpr(3y
zKA|eW6lNquYpwd$EIM#(XbEpAJ_r;YxzX=pip8)6*soumcVg6QJe1$(a%k8D-xl{X
z4eJzH+jIrfviot*Czi)G!WJ=-9dW_vMhY932fWMvINra{dT8dvIrAIIG_aZUY-0+V
zH$1IcHK{#Qaou<fqGG5%oa0noB`%?gp*F;dmo@&xi)}*M066|(S-3CLrp)Zcl4A?K
zA!iu9<!=*Kv`*l(DB<b(?)K5Uk1r%xmO&?hpkmPxRbfpsP_t6gd6J=mapeyBFDgcJ
zm<T%xiDe+&$2{EPi`4Ia`IR7_%Rl?jUEEYghN6BS5t_)3;MNL&6PqtCyvruISa|rl
z@4)_0@!M?o9fgqsf;r)KshJd_4_~-_qk#i`Wb@B_<IhP~d$1uh9y=6~P?jMdK~l5k
z5F;BV0(wMW15dw}2rC-3si`QY)Z?7_^(x!VSh97$ohoM$cCl?-{IHVmR-Q2+8qKp3
zKg@fPhUNdd0sg%!98BbbRdzw7R4#yH?cG#im)v#2Mj=fetdeFD67=o`@7{%Kfl22a
z9K8t_D3lO^L&G2a>ZLQ`+a>OYwMm|p!3WBvS5_`Ii(<!-TjQwO(hMe2$-oFP3c3iJ
z#@x4^;Ag1gbOjZ`L{qB$?zy{6(zM#wuuTHxznZ!x>7}TuyV@@rfrADlE+4O^Hm{CX
zOsQ^Jvv2+XZG7u_)i}+vtVyZ})}mB%l0QGU4i)~(Cq9{s+FWGL$|eOz5vSg{I3XKN
z3P6D;XT-u%$Ab_cr3|9h$_*u3ykzu_gV$umGdhu!eAyg@U;rYbkdrBs&U`Az)b=zd
z_2vEUC>rfN8h{MGR|mg;QSA|Tf0GshAbO;)8se6VT@9Nmj0sfK{($ApRhFkq4*2Yk
zvjIdxrW>n2Csf|f?Or%3Kd)U_WMTUe>4>BmMmCE8`<FSmcx#@w!QpsC+DR$BXmmpn
zw*q?AP1eXD`Wx_3A*iw?r4WSbM2=N$BmXz8#JlKP3S}eUh=6~eGNec`^5y|Y-g)dl
zf0-HOjy}7`^bu&Ve_!J=)1&Reh9Ty!GgrefY|k0alPJEgw2oOCu2zI;sckrECM^af
z^-OI}Xa(`zQI2wR>&s=D>uy;qYPYEy!;Ci_cTFo%pgbFviHYp=>{rJ682l%K$FKMH
zqIR;)`Y-^?_{VS>uX!U2<XG`}bYYTk&QK7ceHrt_SQ({ba9^HAEFe`4V?@t)tC|5@
z3T9PH2yN$43R|<$`q6DP&I3!UJvp5x7(kaPVuM--U;~PQxGhqVllGWv@y7{>yi#H*
zzbEI<EUyZ%n+{zuGzYg}E)tP5EeXR8<t3}_F2}bdOtcl1-TxvrtF=~4w?4;7qsS^#
z>xOk(?Z@zE>8+`#f9KY+F6<*HXrCj+?K6DvGm4HHi`@U?myGbMgEUmivM83n#SAjo
zpk<|$kC~JF$o90K)%ewsxX5B^pg1{#(d^OtUir7nUFEjG?PBS1VMk%guIoqMvL^%8
zXXlaL3vgXmKJl$=Q(`2dj8zq7qjhM|ohIn%x-e5kUhUDY(vr8D$EG<GRb_u&-p7KH
zCTWnAHheGX;_#lT(yHrV(+qKur>TB!`6Kzc6OLRp_|AFuXccjtxssobMdg?Kto@CJ
z>3aDZlR^_v@oSdgCo1;?<3((|&*-$Jv*fMY&bX|tkcMmrJbYx))gqtgLUCl^paKw$
zP=qny#tm^nw0#|^N{5c=q1VM81F-tcm43@Sb=tvJ=wU{5O^abZMwNHs^s`n~RMFB4
zM|IPbeY+bqB3XBf;9#m~;9V$*=4n0K9cCD{iq|ttOKL7cfMx7;eL~l&ZzQ!b&<txr
zVGW<1*XVZre%}+0<DT6~00XzX`4R8aw255dS`)MobL-i+E9rWR&?y+bPl1@!X@blX
zXtr1sW>&<_N4a4*S(iYH+^S7i)9g!I%vbpX4%x-=KOE;0VIzh(tgGbO(beIDf}M9}
zrZ?H`A%pmOrD9VeCh_-}Un;NQcn>uy7@mCIyOzy|bJ$to0qEP&@`fYl&74L;&_vSa
zM_wSyaRr$w26cxxj4G3q)F93!Pl2j>O<F%kTn<c?Ks?bL^N?*m_P~-KQXuLGX@>k}
zoCw8s+YB;`b27ltuqdT+1XobA&2GA+=%mg^yg$$gNJP6EhA&!Gjq_{wW40fP%37Ng
zS<4+%p0?<YYP9fk$`n=ECSZ!<d1yKYEQza|Q93BD(Jwf?Bq-zZyEwdc>iK|IDs&%}
z3Ka|bPeH+{^tr#<<AkMMqFd*E0rZk@R5*$K{Hl(SN@Z+`R0AV0CPMQFRaWdUh?1hF
zqzbutcmlp@%yIkuZ6EE~pa+WhD;X*2{mYM51e*L_53b8%uhPM^{^?tG$hH`jtaS8+
z@u$X6SO%)KD{oYx@D)t&);|qmzQyXY-QaF!x|{NyOP4=_#RXD5jS<C5_K%M{r>R<R
z!~DKRn>{;UZxiN!L~1PiG{$}A5;U<e(|IaL(t_Y|4|R)qe*xfNq7BqBPGl=e)HC}T
ze~fzz%?-P!exDLHvJJu#g#Xpg?I2jRst~bk<vYrY?o1Cyok~^f18nRYBLX&r6uD!^
zYmzAykbSrlh7C88Fr72EwD#Sa*1UwY3}>|iW^-w0xX0R+VxY{@(O9TNR_H)fT-!p*
zL7Hfh84*X%lsW!CwCUfIJBRTsXTjH=FHP&I7ggEP$L!Z_Bz65?$>I5kF%<vc=lC=O
z01Z&Npdxh*+t41E9>rlT5I0}BC-tq;NZ#Y`Nv-iJx>4_~A4w8Q@cKM9S&%fz_^I`5
z@rau9lqMM;IPcI5fMSRZgEOra4}b}7Ew06*?h95tS>h-S@7ZWO7ab=uAw4WZA@`B~
z%eL!&t7madutSa#j>N8Q6xl~)f-j2`QOY)Y3LfK_7Cuf3$0SoJISQs1pvJwQ=kpws
z2vTJezmO^AgjvUVXAP7ARPOF6K6kAE*vjy-m*uR7gZ+xNvZPf+#tWJKmJghV=x*+V
zz565*cX1!u=d>H^qKL&rF%!n+?qxAEOh$7(_QG=;LjQ)-NfKiX4-^0+<F4k3n?d|v
zuzxh+_$fw9Z`aElDdhjlsJqzyocas0@(7h8;jOWufq7YHx7T3yqU+1^CBFi0Tii4S
zMb7m3rZwX<uiSx~o!j!vsK6N#hK?einIrwYzej+`m39&oS7?a2*Zpq*K%Pf`%_WR|
z?eJLTUu|E-x)FJ~@&kI{($|JClu9YBFiYqd7~STYsCe>$SSr4n7S+o1)W|Mb-E2O`
z51fx__rCZL{|Zh^M6jU36H791gLZDkNuT>E8uwYqkPNOkL7!0B8V*w!UNzi@)SjC?
zySxJHPX;+|T_Z;;cL+wdRxEv?iL3dWkH5-a6Nx&xypf+A%HwXlc8A)9{F!gR)w{iO
zgwdpAnc_9~d;!K#NvjW)s`3*;b?L6zukxznS8Py5&a{5e7N1r=a2}x@Fbg0C>lFn3
zSwEoRlS@d`t>&|eMW&W1(imlL;n^2Rgyn-%GFYiEENjgJAY&~L(@=w84@0niZ6vL%
zJIfH{iumTx)seD0sj?&=;v7;dy(>1+5#o_I+N?Q^^*I>@RiryGZ*)hXVpMB)px#i>
zgGE#%RWGOE4gU^yjeCLMG7wr_zOhSD*-ZW3?S<P4j=EE&l<?|bUAuv-Tfv^Sh7m->
zo?9}piYOAR%s*yU?(*l7qdvk!Cv8{O?eiBD8J`R6c5!r^EYp`IOBlkzIQzi)FCF85
z`Znrul*Xs&o))I!^Jbt&)?ZA0)A(4EHdtqgSOR?U@IKcgO;bx;;~D&12-w)?T;&99
zZ*FwDlJT27PScIk#>qJHlYv-`a<W!UrWW@R%Vx!TsSk@6gX&~-F8?``!`3Y{ZWdP!
z-Bvh$M$43#B|lTm-ho`?cSc8LEMqM6JNTsfA1`u>Rww;Gy_6N@4st_D1Susnq+)(}
zWQqK=!R=Uq{w5+oso|ukzmCCpUT^PFCC34g2+3#OGH48KbSx^CV7cDo02k1qYmi*n
zx5nTYTaFe&a-N#l36ifHcvec|qLkmbJ+5X{x=B<*2-&5c4i{A<m&rY+L81yG#qwmy
z+lvNml<_=sy|D2U<O>aI!}*kkXt@-Hkb!rip|NQ)rX;j0XoJ@EpPQUe3MM^S=y<>D
zjx2FJ$_{Rz^+_bC+~bWk5`J0|^`7WZz5LqErLW@AM*o5H1MPyHBbX<SS9YMFv%F!a
zr38X1pwyMOJuvv|s0sZ#R6CRv=vs46Q(fR%_@y&5{s3Lb^!(}J6k&y|ZDwOv?rLUA
z7tH}--ayN@?X&H&5`Y*^D_DP-&2X_Tt7{^Jq{4xs-gk*qXpJ*il|mYMx)C_7s+m4)
zh?99;O77||SL`<+$Vnpw?~fe((VitLc48~tJ~{L}|6C39dB!|Qj)H8}J;5TRYzMc-
zWvzmaacYfOzb_U`>6billhfbp5p8n96iDhlHn|9crZ0`w(p+(URusTGea>lb2j+@z
zrwXebDIFB<eB4Y_V23fr+4p|{$XfVs27er^lChi#hYGRx)A!La>R+&2lt-NgYzp;)
zVU=i0EWo-M;JP@ffiGrYe`@8EF}kUY+Wi>3JlZxjQ)26>09rMWk!S+Kev?Le6_w%_
zbp1sd>$+?{I(r7G)!@Mmk;(IMUG;~hE9Ol#@YVh+IITN@F32|qnt#oRh{3iA<t5k>
z|AWghnP-`Ljh`b7XltVIE*P@^N?BCBCu6YDoT3BP0z<=S3Y~4gH;ONZt||UGl1zc(
zmB|_{9rOu7+Oo8KjV_<6bU&8J#9!TKV>5Z-n%j~!bN9Q&pA(D4FoLI(KwLf08bb)O
za5#TjFvb)_l7t^LX66UZ|EO1otkgV}<ZH?GLd-dZCHxnt#mr;qG0cWln27QB_CH?(
zHR=!4s*JMZr}Ovj?<MLhvvORhf2OitNq(2;;DGE8L88o<yqj4x;MEONXC;vcnk<E^
zz$=7}5baFh+F=iDAzW<=NIcF)f<K^!hMh8WcZx%^Xq7f6cSk{^gzsxtk%}rJekF|p
z`vHM@&@{65uKH4g^7L`3EZ-^E>vA)bt;A#JrUq(7_f48@%DBX(NAa|}I2J}~@$4z+
z#>Fct%Sfm5%vppfkc-KbO+Dn|tbZ12Y|GV8cW<n{Ml?=r+&t~_i@HsWLXZWjjQm=8
zWE0#xl<^e@t&UR20GLHbjJ4b&dUJc8r-D6tvx3ROwdA@x7j>5Z<G&Bk3c#AF7zU>i
z2tZi|%|g_A&I1pY=NICEAWU(Fuh=DG)aG~d*Dk7Ui)+-bj^sO2V%OnzM%J}F9xkZ`
zx}AxdW1s3lr)kh^NbJT`(SMw7ir*CP^2qipdXhM--Xs(s*sn_x#~$8Z-}){dZn)@p
zU${JeJYs0joO4vn2$k)rlD1yh-mwy4@ct~0V6<DW;;^k2`gdsbhn=xn{Q_6Qi~OWn
zE(&u87|jcPyjRNRJd4ueRO)fY)M`6~EG}=SBs7=CSDry9j9CQSrOsbpaTEK%`GWd|
z%k$+|@K1^?ndL&Ob*-3?6}97#pPWT^%F&D=2{M7!74v}}Qi#muHCBU#T6WBIN!M?<
zIeTVeK8D$<Yenm;E`;RJH(xSa%qa9|!_?8GPY&-b4P~3>TGxCb(7tXr&8f;!U;@aT
z6YOMaLth%}`OtyoQV7uJWP*Is>}qJBliXn9v3`&T(MNk0X>M^GRr(~nj8S=-Gr|~V
z?W1kL`Vgy3)?}P0T8-OfeZSIgD2_#&t+k>D*cT##oy1v0yd|>u%&*BnRRut8|6K;6
zA2*{;UtbD5*gL-Q4Vo$FOm}OWQ;Id)2MKf(kr$X_c7G`x3**|ioGYw#@c7<Nko-OW
zH!@Z7g^c8IaEKXv%CG%FjN7Y}k9cpT`YhqCD;->i7rR3*oa_fGCnu#+XfFPpOj~VM
z{XYKCDiVKAp~0^Axh;Q@<EI{i@`^ZKr5UWcl?1Fbzi@m*7px@mKQG2Y<~QkoKr`_X
zxA*TVQ++(}+vp=QRfA2qm$C^Fs>Vq%Zz<(e5_cSo#B+&3Z0(#T_08`@>V`T^bt7xN
zK)=yl{%5hLQ@B1Yt66e-#PFcNHl)~DY3MqW5~OL`*+N{~iGCS2Q$&%AHu0pna1dRD
zASY9{mH4TRxyRsFNpz8H2Vo>=x~00(=!WtC#+_<{*bb~Okwiz7He{qdhy01~#);~t
zDCy?rN?01wqy#yw3|}8zQ6*(3j+=~0Ww~OKf9*|+LF>ju2X+*q)T9%!0+1VBcWZsc
zsV+2Z8|B3+_(j0M(hGLqsd#$8cRjPoYXGwp8e1}kbBu+0Ul_SmjmM0#ru(#Bjc;T_
z(d>6Yq5%V~98owuIB%gHSfMt7bp`7%R5?ZuWorgfGf&jl;|vQ9;~bMcNo6YW#1%=k
z#xDC6z$mhIWN6@tMVf;s^*)=Vs&q0^G#=A7Sj6A4U`&PACJKQwir+!zb2Vpy2+%|3
z;^QV-*e*6a=cI`iS0)kYw6>7j64m`h_dpQ|GPN4eY50X2JS-`6`YG~83J1AslA7<<
z$GG>=^WEF2$_W7g!kx}a!oj7C@U{B`&AZvyLi@Czn8_{sZQ~}<p%~Zb>3zk3v*M(s
z4y7)!BBa9@!Y4l?afNj`lf%A$^V_<##D%?93Pf;0U$BlDKB4&Cg@@9wTf`<gw-RUq
zqbV^2wbNUwE{;p#YNW=mV5mz3GZ~mn64ZMjGCdL(&0{C>+gMO)(9@EP!R!VltT!YJ
zPE;jHx4?bqpQlc&HlNwoRrSz*v~gF_b@bu7H{B$ur2V<T4m>mI<Nz~GDoh49AeO_9
z*P@EuFO7!(?g6Bb`V^GY-2pUcgK|2VXVLQGc2*KU8onx25lZ)E0q=p_9<PMBZQI%O
z1N2Xg+y1Up_wM1tC_P??eDSf^k>O!01+9y|&1cb|xL#=6uj_%~tA0Efe+Y^ja9y(6
z%1pIV>dzGPq{|-F<uwz;u6?O+=#D8|D@Eg1(if8Vu{6Gy$$sOm*=80H6uV8ns)Ez-
zD26%u`-h98rH<s8k2vozU0P_snT)csnjZ!*i^;|dqj>@SiwgSpDXx$m{9jxI+K4p6
zRI-rArQ31QP_ixigy!8mH49P|E-^a%1$X(1*g;vZ-?>5_?pL`#eq{p@e<j;$GwSX@
z(@qzAAxeK6NUz&D#E?e4QMDI%Ot&7II>*pkmFpeco`e0sXGt>9&QTA{m$_tgS9^%T
zV6wy^=9Ih0L1RBZ9RKH#$DF3nL=pbI1*6Y(!8}!DhS|cuG%8LQn&qIkA(>SFlmA3E
z5^XuEKS&WF^p$#V>#$t*%L)_)8oZQ317C5`Fj)a~RcJ)8HtbM@G4h;eA~HEQK9G8j
zt#H^b*`$QPNJ?c+Ag(B>vx|ZDQT6;WPg^Ik<xRWk*%*|Oq^ioK!>f9#ubtJoubMyi
zG*@ip7P%$W<T`giXn5fD@~D?%)j-jJvs3d=6?zTZ0mV(%xjmU)pKCYz*~{4H{f&j*
zGrlgIIsVV!*KpyLs^-zpzJNkG{Y`AloE;~aJ_O2e0V?#$fBwFYlca&9sW<VS!q_Jo
za|0;|LKbtHV7@uez&O=vpSNb89Jag(mVRvhxOu>NF?D=%q3MCX^9gSpgYd1zaA8>*
zmvUYu+3h#g@92!sFzi7mIC>S2a-)yjQZ-X<CI{WB<RE%e)We@Un8)jHIV_He@0ELw
zNuiR15-^psFm38n4S&W`ng?27ZHqUpZF2$Z+(@v-9o#DWClG3@cvO3*#@w4(a7{_b
zF`jR~@wX}&Z+{KPhK^J<C~=g9evZUjoTLexZ^m<}vnU@ENudfoWuibesB$W{z@Ysh
zKSpQf`A{Qucb$<=pMar)_@AEV8`blhBUs1PBe_t{KFu+&4vO~8;?)u?Y&7;Y=+tpl
z*_hwRFGaC)H7BQzS6$)TPpH+?T0_+z+-&qh*-qu8obK)+F&7H}%o)-Hq5N>)N+mHB
zY;t03h+1d@6izY51}Zv2866dLk}BoIIY05jE8tcdfyC&lFf2g^_?5PO%@F1@>yQN|
zuz;TPV?8{k9{b~|?-3k_iq96r7NInyl*-#TXOicqUwZW|(qtSNB#YRVt@E~;sglse
zbMquiZ6(fO#->JUjGr$8b2k5jERTfWSyzcLYy!@no1kc;V%g^@6gQ3JPB{uqA}u7u
z=e`wya9#axf&NgHXTkW3rc?CLqts4Wx<+{kPE*nVW}5fe*(Fs7*c9hu+-GP`b^?g|
zB#0_qmuU0Q9Dz%p&>3VBEVRRm-M@smd{^`?FsP3Id_vkWXxNITzIx1XPTh`1HODIs
zp(@IsXh+q73o1H`Fy_`QueQ^wA-LxEiPV?ZCHht#Bmer2TUQDx_d~?5&++t|-z8f!
zmR(>Y6`y0cFu&cBG)6Ci6r?qLf_X7?G77{I{D8PTzL-NqKGpw<`>LS2nxNZ*1`qBK
z+#$HTySux)ySux4aCd?eAh^3j(BQ$Ha}VGD{@1O#4|i9cr?YF<Oz+;^Ju_>qmXW7A
z(2Jt=!_OEeHtc0$4{NC2m6i-yT~ZqA-T$V0&O4vJ<N$$Ai7m=~`Jzllk29+^#>QE@
z!%9MW&+h3?@oDE*N<47TdKr4ozQi6sVkAlx9%a0gE5M@QW9j8N;KD)T)ZtZv)iuYz
zZ}pr(&*9`tHEzYV)4_pDtWe&PVY%J16lp)SIy<Yc+geT4J(>B!_;py=FQz-%LTL2g
z&2@1Q(x_bH42CT}dTz)<i%%Wku&gkWNeD{q;z;>cVv>77(1O#1k?~aS#iO9SLpAh=
zOxoQZRBs%Liu~?@nfyzY`p=iyM;=kRC<)6$DH5I0#4#6_?<Zo%0)i}0db&6zZ|L}e
zI5NP>xEfJl^};^8?xJQI(R>gt#Tn}TT2;*EeFxRgg;C(#Oo)el$BwKJ@NEPwG^PKc
zZ4uO6d{t`mWNaMmTs(BB%FeDgUmMe6!sbgd^p7#S!61+yf^?rK_q^>v`jA{}KL%Dq
zXTL}_EDzbHgA4GH%zSr2(|z3(T;_{ieDJr)<NnKDI58%Bl)1dvP84>=ZzG|gSAKL6
zVAuE9HtcKp{ASD69w286{Qj}Ab0m;{8xU~2_0V;-QNPs(WSKU&Qt7c%@M|paVX?KC
z+)&;bG^_6ZVetbu!Xi`Lttz@SGr#-r3m8Z_3B!&_un?Nc1i&ar6^`5mZ(-FO0#4Um
zgae(zu<rNc<*x&J@NrlfY^3&){p2*fhLvNoqbUJhwLC#F7a~SlTQx{uooeWv##i0l
zK!FjA%Ms$`w9LiD=Hiz>gSeJtD-KCN-4V%HA!hPJvzo?t2<*U&H{|iv9W7EByJg-^
zCiCuBCprRbc+=h#DZ|5w-;9OWISS4jv0;;@&Nwc0y8`gV1QDlwxBuQJXtH7`7^rTR
zaAo-qSzuBLV3*x4S4wl7);dq@PKW<x45E%WPj#{Xmv>~knttG9{Q|q+oS4-OTdqk?
zPeAIg6A9mCdrVfJ$&B$*CP+~)EzB6Eq9_C&$m=icMxtyM_XVWCiYdg_ZA2~*{Vsy!
zuT3)<BAp*~CJZ*iu%LM-tD_h@6QipCQ`H$m9h^!<k?k|unMVa7Tdh>6NZ0>M!%`TU
zi9`>-;*N+cF%ayRWJ;BXvr!tHIU)oi^kkp}Cj5>!uBRhG4eJ6OUYs`^0!BzMXvs<f
znI}7&xcO(1vQHrew4M=k3<X?Z#ce`n;>>adg>)aL>Bh<VwXXQ1zmLV@>siXigGKh^
z#xn65H4Bmt{Zv7Ate`TD6t;_#?^2@ZB2W0GfDaRQ&`*~P!sODZ!dOlWKww5z2ttZ!
zblaAQV*ZCKP~vIp!pU6&W3_BV$<{I;*vKqOYT|S&_>CPFKZIU;6@Z5?NJOvF^%gnv
zr<-`~jlu|S__Db|<U)cACO7-C6gA`i_4~eJ&|hkNDN|$Qp$ksb43(@7C0YK~jJ+wn
zQ3?|kcUxX1998d4^Wlp#pXZ8iT)qem2}2xm#?%qtRUQpezaTY1kG@IQiOj?Dv2FO0
zEpq4`Z5JX+7(JDglnj1d8ecCIDZ_j<K{9!kE~;WT4ew7&LCxT4=W&5cw-(J0O^49y
zn_zeZYGHk$(jDN3&xcxUuXZ6dfq)=^Lvi|o7D-<qwKbD0Ovs8S)m36D_jO=h-E_fD
zT5vX(0nMB++o~`q7>@GyuqfKja<o)@GQhy0URl1`{hlmCbP09s>Qsun#8gkFB>HcL
zOc})iXrtjpS`4&z|F=+)DtlJCoSolPnVOJ@bWV+3yp2t0GA?fXC?Q=G+}qm*zX2=-
zgtG$0c_v=_aj(@x0CU(tBGVJr_d)zBYpP(wI{}oKh4ywJFplNzl|xI<?-mGrz59AA
z>X#o4mvi*-ZkbFvEJ=Ks%%XxaWQ#HI_xO8fpR#FGQ841W9l=mXQ8B!lYPAX4w3pSH
z6e)?M6Y7YZ9$8jjX1<KZ%UpBQ&RuNG1T&M?9U`)_8i^jCQd4?<o)np@k=&GO-%B!R
z7R%Ae77`Z~$>b?!#ig|bpmw0?7%?cC|G2~w*^cc8#hTKh1r1CTC}dl|G8HMus2gi5
z1unq(auS35=Myins6RuXX$b}|?tL<xi=RytsEA@ohA5n&5>Eoht3;6xgU9x0B7<OK
z0v<@c3|@A6%>_P(DEL5~!=zOFN9N?mQ5-H*5DZQ-G?B363LPqYsaa&(d)9qf582C8
zc1t1LrS>~_G=etkgnJfuIOB0X)^~c%Mr%+fu6j91;IQ(vxz}h4LzX>U|NJ^CSH-@p
zYP|F$y-QQ47Gs0jWNvk<e8$VB%~Z9k?j%a%gloTQn}iJW?{DqDx^r^fDRln!NQSzL
zpU70+q_SolxhtNtl!D?jNS8)&Vj$ToXO<|y(ArAQlSYIrZP1S0SohpIy|nvkyY78G
zT-PI?NlXT!GE<Q9bVzTt;ObESalgGT+peyU@vd$wOWpH|&S{%3r_c^hG62q6v&(^Q
z`n&e;xGJ(hE!6TD%T&!2)LBEojiJexFC^fAtjxbghA=-VTG7dJ5z#U6P+=h;7{VA(
zp^?EkC`65m>2eF9g-gpwu(Qo7+<!Jyu?`9T{xcM0<kI3u>J^AD*TFcs`z46W@Hex)
zXrOE%wX+`_m?k;{6fbm~lm&rNGQpdo8`+Jx(Q2Lgh@i|xJ+1`xl7prQt(O+bKgseW
zoq3}g2$7a{ZK`p8_;4HP-Ln1fI%o>7436n2jm$=X1|cDAG+g|?$b9h6xY4f~^FR6k
z43(%Ta!CMAh*zpQphobY40Uf~wRM7}%9XrwyV+2kJZBot=wzIrMJ9@GMldD-R?im^
zw!EF@$~CgG#WsW}?#66xt!Gg-^2)DsvQ3!RE1vb@X*3#8gJCEkNkqm86swx3K1?py
zur0a{He=+4!+dBq@_Eu)>#O!t&s(>y^_TXs5D4R?tVxnX2z!IgSijXQOIbywBeO>{
z=9x*UtGci~Bi|PK375u&39%DPo0t|=j4W7@7on-Vs&NzG*W2u>B?(fYTPIaj(FuDd
zi5#agux{U=SUE}A=h;mFfqP&?5*H!WVJ#RSUG<3F_B^gw3P}7IdbvS-26{*m0^8Jh
z6+i$&nkoKxr?K!4)4;^HP*iC>jVDn$WBH;lOtXco81fTqJ_m0dmPgSZ+KTA-P4HTc
z0?-Il`jtKdfniKRu7$AEnJh?Pj^xY{dmJ=X%eaG@AqVxJb{<vU7^ug|Sp~eYZ-{$Q
zdv2a=H~sqw?>O_#gODx8I4M;`k)t=^AZVq$m35OiLYbIH0%bVtRRIfEO>zjYM`GP;
z*v%+H-1#+qzia*^;u70tGlF8xq{IA6`G6Kqnojlij5A#Cl*GaK8S<qn>AyT;w81!T
zY?3JTBU>3q<_`v8<Oro}@dFk`IV$5i;#lI5w!ajiLOrcn*0xp7+nnO6Dwu^VTGnJQ
z1zxt*weVORv+pcE$Za}S12>_mRtl=@L4Yi8UoF*`g5NttPk>*0L5}Ru11ryfLN4eP
z10cz9G``g2$^h+`KfAtrWwk0XKd(om`mV3#u&U}J|1}1@d&|g4FH%IdEXYp5TtU<t
zl@@L9PLzh9mdk*G*K<tdnP`q#jH+ZzXy0+xABv~d@wQOaPAkTE+gC7&U+<nAu4bOr
zL5en(i0RtE_HDHy6l}|dRp5uf8clnMy$Q=8!p3JDTcH~gpCMQk1RKtHtin{UT-2wQ
z+X2=mG^C=&_prQafE#YMF{){04HNLh_6x@^u+$(^$QHu$bHq}X5oOB09U%w95Q<(r
z`617IZMq1Zjf_~;XCwjuP`=u!<Q0?R(UoTaA0AdEmnS19R*mPLV;?h=O#LlJ{TviP
z1_J8qJ^HojeD&z|*?C>|@Uv}`OA)*LJ07wUL-Hr-<Qs1E(#qk8ws)~OvvmZWRVCNk
z)@-GO3^Y~gWV8%{z}sbIg|~S&aU|}Krt)=>CnItwV%@CP&wA{Np@e+_cMxHWtuJ-^
zbkIfYK$2oTAn)k)#g-oRm<tGeFeIs{J*&p((E#?TspkLu9fKWkdz<hb*NgS&b>{Nv
zgzI~^y@7+5QJA=Q&i5bRcE%KIP%(KFuMUYfmE$n*Ec`Wj;(z38$y6^BjI*_*Z~i$_
za}iL6z(HQ%gA@rI0D)gu-X%>0%uGOfDUw6&EWFAK*y9tXq9{A-hs_@$BT*!LE|B69
zoen>%qt%K{m4d{G_8mP+J+5a8dfZ`AlD{^ByC2MDKl-O7Wt=+}l`bJL#l>IgR%ZT$
zz#D#H#cyOW0KU%`XOi^23vV=xqj3O%WK&4M>qST^1mG%+3L~cfU|?YE<c?8=GQy<I
zA(SEpT=jD`+}XIq8HSpgi4OLQ564+!`=Ba;=x_vnCQj8{Y6pnRxD0xbhMMxb^)RQ8
zwNNa^S6p~9)ZgLL1bJO#fH9{cV!W61F90Gsgjl9pIXTv-RI<Ob>|TZ5LY-t$2=d?j
zF#^H8m7~@rN!v`f+ZxBL(gHTjhjh|gS<-)uQOJP<OmEy@W$VaUZW;5Cc{TCSZ(RPX
zpDEvH`f$g^ll%mLtdFcM3oQ2%dE3Z=N15)zg665Nlqj;5GvCLMbGzSrEhJ|qygm+Z
zZYK&RfE|5OTU#$yg#d7(CYB;dSJaqtw#$$AW-aJ{{j?K+3NiuQ;$Naln2ctzyvhWk
zK|X;ak%a6RkfCXlVUeR)sq{HnRE0{t)IYO`!ZrI-1SiL3KgY96Ii%m_D;3@<9DfNG
zG*YcUo-aDLSi2WDR=Q+8wpY5y80fyMRsGTtfZ0%rluOb+zZ_SL4a4fKh$Gt7jI5lB
zJq(d3`jGWi(V1@RS6Q}km^@P)ebZm%gHQ}eJRF=O@^JRTtmq<gw8XqW2mpCxRL-Aq
z#6l@?OYYg+e(6);M2wl>@7%4GNr|9yB9JbhQa3}H=EPJOmDeC7>Ske9R#$okSp_Q5
z3IwM$jOROdN`-SV@c}6@4KXzZ8`y!g!p*vDe2abj0d{6GDv?f<W=Y&3j-7NYx)pc0
zW!|)thq@SZkM^jQP*}uWYR7Vo8NN3HuQe?Ry5-Oeb_|P&!^njJD9~J}1J~opz`?)+
zg(R~zZ7_=W!QBKEVOFekUIBvIgjDF!ON3RjEZKC+Ja-f5ewvF`NMna8SwN=BWZ!kO
zOYn4FxUZP>oP)uQnFEyEA$^mL9j!0~ng*xx(l<jbtOM&Xyh+qp$gIYM;?P3a5erI{
zkfdU{bcw^iouhQ4(c_c%8@L>8UEPqpY_rM3b&&(pAz}bOKpS<%C=s6Qfl%1K0K-Tq
zM#bPH9ONMr$-sz7(m;5|gCyZ3)zu2R>q+=xcId2I@XRM%h<uhoGI^|d<JV%x&gjW4
z`<BII!u9Vj@_Htwxb0?SJ!+rd>8ik+deggBCRn9abG@F->|@D;Uqx|rUhRB<^20}~
z|Ea5<d~lNU39EIR@?tbJg}HBgi1X|yc<KRL28^n>ATqP9ezKy3LV#8B<^VaqbVasN
z2i<u$cs*?*rXe^c4Nh|OSNb%DLrL&IW!-QUNPf9I>6@yjkZ`#*P)x~X1m6KScjMiy
zahsgsd5CpoIQEm!gQ}dU0LNdUBFvQDnl;EFKMYgg%i_@MG6k({f&4Y>MyXASM#Rps
zi8yb<b{siPekIz~6@OKcou~IT<i+Uh#ai?L{g9!4lk+jAhLL5|+UZrigE6OphD?%+
z;TQG_*{S?f=472lnf~BR!OAEc#I6#W;d$;<z@KM_8*1izN6Z<|RrD0XAU~8GI#V<m
zNb1NMBho&XD(7)}e!xL*Spl{1>f!5x?N4yn7{~+(k?#z~=r26&j8m4|n%M9@>NIoI
zEEuWqtJmw}jc0pL-pgAkWYEq?6G`$z&LB>JIz8%_aNagRXCX4dWv07ps;Nb~K$xjI
z%blO7b#zl|^D|GbCM5})Q^6i{>Lmf3=;}%|jbM){;dUdL#;N@)g(SgBi9%<h2~i+t
zkP?Dit94pfvw}d%05svDqDns_@lc5n#m?WlbeJ>2CgJ;qQQg>7gd#H21lLG~)|Hqk
zG`mA7@Q~H-4n!Lmwr+$`u|xK5MDekL5%engOq6InRd^qW%j)R|^ks3g4ZG1Ca1>)=
z^@8_FwG1J9QYu_dH-5?<QH`ejr-$DyP21atlRXQ#u#gK`PHunFQ)Y*S?AXjxvES5b
z>+Ih+s8xKth_26&dy5=&x={J4NUr{yE2q@GyXsrJ_C`6y!koof$Idm<`<j}K>zcvU
z&XP9gkxd<R40G>chQRC7W9m<p3FnyGzPI<Y4;Aw>m*vv$ZmUPrBNl>~ijX4L69~PV
zlA_jf2X)%`jtt0Suw|QpBR|>yT@hz3@1e&|&n^pf3{-wQLHCl4<pB?=0k;--@;{v~
zocLnl>dxJYgYb`aPA8GYm3ods%$6$@`PvB`T_0t(N!)I7yEQZ3aG&HradC!ON$xN4
zoM?vjUsnmK1=oeUm~vnxE3%4)R@Cr2sfp?q+nH#8Z?;ud2D0p`i`?S44|77%$IN@*
zqJ6M`i<~k?K*!?F%dA7?_;Bii9EX<Zuk@TwYo!K;H}uu;&USH<S3qf+ILlT-7rnTn
z(~PXPQh3p7E@sRLV>u)FXWeqi0x7;hu$BnmaW}7w?^cq-fI^`+4(UdbY9AvUMY5I1
zhHm()dils_ZRS~OY{A`hG2JZ6C>8*`wWZNbBG7{g9?jC??$fC(GJHNdgoA|K(=tbg
zfsK<KZ+40^$*!szG%#4wVKX=9Ud)+@mh0aWs;p#5NdpxQ|8vQlD94tS)^)$A+@CQ0
ziDlg|*EAgJpKx2frVYO+ZI(@=*3n>T^CDV@2P?jDDNRQ^Vkyy6i+*s+Sa0F5=T!Mg
z&)&wmt`S`_0g*9vFSP;dB2)gEcP{8%DK^l@#ZQ`sHc?LU(jvb3n~BLaGJS#jMIzE!
zrm0Fu^XG3U0~PPGQyIKwt>Ui>E7mP&kt(%FV?2}eJnOyvZ3^p<OZ%*ht}>Htqg<l{
zN3`S$Gc(n-4dDIbO7X>M<n)~Md~LvcrF&^!)<ScmlI$?mf%MXDIYu^SzyW~zFbYwF
z*X(X$7*t1b4s}we>gQ{ELm}gtguh>Z_0!y|H&zsJjOe*SfIn@{_lQk0+96Oop?0}%
z<j5HR)_)lAIEg4_fgv!?gZg-h$WRn;tZ()1qw-xoKc^9nEzi#WwtC;l0y3PIh=!2h
zXFFO!TbLhbu-(F_13p13mXO%>ob!mj)~n{p0tAvQfq+?C=~c|GvjwsGK%aAacYP)j
zj4*)htHyENd2SRpFyQQCJWo<i-j#?5Jcd&Ug+5y~)V;#p`m&v>X*dRME;6<-F)Gp1
zeK7Nnxu)i98oIUI8Au-+#AjrvQE&3~f!uP+Op3A><h0Hv_ywkaAY@i+BFl;FxQxg`
z6l)o5G|L<G&tCb?LemMx3E5o3yC+XY$5wzrDJ9hX42#KdddL)$weI#lrY|&{@Nmh=
zlK#S3gz_*@VeoHYDQ1z<IfUsxiXg1u7x*f$$U}Mj74M@X3A7A58{HDQCRdjop60e6
z^c;FM3q?(0cfg#b$$(8K6&?-);Q`@_bHXV7hMVwc8LKa|Pt<ze1v$AyuvUObByceg
z=;5dxDKlvE$h90ZtAJ<@1rS0oMBu;gg5Srx9(!T+{I*|?(NY>NGPtltpb$VdSE;)T
zsC10Mg&3n|X;_RMIZ^dbU!*t<eSl!>)gWIdEx5)n($e00Vby?gdBi`XUVemk_@*_L
zlh-#*A3Kl&rk3!8xG9+U#Y(saVKCT@htsiN9NgW_Ja$+)Te#)7@iy`nH2PJNxfS*b
zUtN_-jX@GM`*r{nDVLj_dG$PV3pbpIdCnuK=&zf0aKT6&m+)@fu=#N>fsyvBs$Z(r
zZiy3sjGl6@T8c`%-`xSQ%!1Vr6}9=Tj2T<?Ij=s-P4zN;&k2l~T-cfedDg1iH9GMr
zx*xD4-)Wh?YsqmV_%)}^H4ToZu}^pmEtjdaU&aZX0lVC8R^IEjw|n=ITnV}eNJ=ZO
znrZQC?y$7liYJ%T-5F1Zk++*OyMcH)5B+znqXCZ}sRgyiAGdrt0(tUTmuuA=uV(Z%
z^#=Zr)GnR=Htr)QjPEz8SsQuV8Jr0Vb=r+SR4ZtZk;Sr7C{yFnCdkA_D`1@}+yp7(
z*_wV@hF~OXk}hiB3*wS+lgE%usVpG}S7M!PiDap;O+h*yoI|H9L-tvHQig!=H_q{u
zr0|UFn^DdnqeRnR!IKESoCt%ze+`KvP=T{R`QvCNXF~;U|1N_DC>rmHjR;L9GWPe&
zO2P<Br#BrP(#b3h<k@SZ?s~jESpKYrGz9c6!{CC4bRq@kh@4I1D0)P*#4Zjtl7nN<
z9NMG0ESm448wlUEnxat(qiLn^S=SRDTz1_|5`;$?8^gL{dB!RZ&!40-bl?dY9i|A;
z@lUShkS2_5biHN#lW`9)YByW=Bc*pU?n0;yuE%o1UzcS~JhlE+T=HMNdZf}kko*kd
z4+_Df{IiJn2~sLIzHQ{G{qhIRHtc6t$ApzjWfd*MeP(h7JDG1llQV<(VUono0kZDI
z>BG?eBv)?t%p#vPuGb!xna(uf_(rpo{J-JGqQZ>XAuFyh{b|JqCfa%=iHoj8d_?5D
zjKzUeER-fju?+xZ8-`rKF2OdA^nQ#U@CX+rjyx*<sO5D2+)U;Yka4RweDKEnDt_hP
zN9|hs5YbilQCZoKjYZ&O%@hqiFv50<iX1#*t0~N6lvQV0fr*J}-iaeiN9V$Z%ngTW
zZjTjiX^&Zyl~uSNZW0!X{Ey9O*4Kq~Hq(`DLp#1Irp>CfqN^*wpsN{}<>hk8m4PcM
zUaGm2q{@%0W)TAf_I;+0`~7vT<>)p?Yn51}kV{w;o$+P}v98Lv$0q<`g6`>imGcmE
z<st8mS7<4>jH~xPr-OKP5r_T9d5ucLkIb^b9cT-zp-zm?d~x$#)E?B=RS;m2mllQ?
zY1P(2^1DPxN*{)!mszbGAndNWA0d*b7hP79<H^M!g*md&I+UfBG%2E7#!^(*J<P&q
z8O}nPIsAQdtm*INvxghg`1lHSDXrdwvTVGKq^m^}0R~=i%2`wX--RFFM89TovO*9R
zU3&&PDn`ESE!El-WhHeG4WgM$nH_xk^G}*w`94Cg=nLC^`pLOn7C!F@M9HTV*8Q(W
z5*B{YQ`(Lbl+TLQ8VAd@Wt#a<Qy1+@WkVNO+>7;=%&<S2evZVMvKe%uk&a{*3Zt3j
zVdouKC*+yj^F=N!j80wLI^Qtt6BmE`IG@Ygeth~^|K_sQ_ZR?tJ@)Z`)Ep*S^Jn3c
z5m)IdaNFMx*!pandj<Mkc-+4Dc%~$lI5nl?4kXi*RYpcvW>#lZ?C2;CRmW0;4ILkW
zg@O^2LG#K2aiA%gr)7hS_rfT$n<hok8}UHrxtv3*)RW@*UZC@xpawLg7ID)oUJ`XU
zQCa+^La-RELB&0yfzb^`M^--7uXJ{~l{qgj?X^J-4N69hu<akBZ;WoE&4;yXGBMit
zot%7={<e(JZ0>leB6o_)ceoJ#MRhKFrHm>gq|iw$htX+`O)E#>&WliU-b9orGT)w5
zi(%t_AL%@S6{W$2T+H!g+N3b{7u$T{GIRb#m$p7&osa8Y$epY~Si-!p`J%3WHsAFR
z^~l0!(H`gbQfyy6UL#JL`@`dSXFvzFyJ`Bt)9-@^>Wghqy&*aDDl0M&fdk@k*q!V6
z|K;aCU+DoKFS*)pu5gCT_9dHt?(FdRRvpH`X5*nj@1VLmcz>qdBczj;|J>C`AZx(N
z0u~6Hn9d=(V|(H7I=z5UBr%_aGZtOyI$M2XWG)%#1pa{<k~W<Luwvwds{DnUCt+Ig
zFGM<Ygv2JYu#@l>jt;eU)mS3b>IX9<Lhz|>9RwIfNN6Mc?mHw@k6!Jg9T_@d5|bLT
zDism8Fx#+}eF-d{X5=n1;+P-&p`KZ$qx_!`@Ygs16g+eo;~&+7g#`1{H9R*h;USv_
z2x-TnnsgiwXfP#l-#R0PkQ59mQ$-=7!6aB%MN(8iQ)Q?Y8MTpA>}vJTnG&}bPa<rb
zzwU+-@=(!DFW6ASpX=@|<&DmEoa{NM<PmMv?sh5dnM5sn&aZ=5Okj|LIn-u2s&99Y
zmva;8)%B45N$tx*w6T|f<sHec?onL2*S{}w<5<FfH9ZfaJjqScM}q<EbFXo)&*+)y
zM*6jx@3iN4OMMSrGZXhLHgJAw=f8Phf8+Td^=_uIIKn#SXgdR-wCHm*ZcEb#WX~HJ
zLUtaUwUeM1t->*;+4{Q7Md*_=SKm;opnh@U_|`R?Qk&pU1WfhQR3cAwca^3H&(l`B
z(G7Kyhk*EWZZ+9In00sizY2@?79OOA8m95f6t?2Q232;|N-HHk5}x2<p~;Y7!9okY
zQ|S1iKHs`AKReEkRaR!@6y0Ov@@z@rp+FOmWvNz4t{IdBJG{&aeU%$6>9ikF5+g-N
zzL@)rY%kPh`BmcP(CHGvUjsob8nZ$$=TdLq+Zl=qRkxRhX_9zxY3nVWq<GZL%Yf&l
zRFF=Jvi#@wb<Sw3UIkpW1hX$_`u-~m3$}RdAMkjoM}C3&-}^11xD^$sE%Oc8p%`eZ
z)Z}Hebj%)64^8#u&=vnF5S@&c=_}j#ms~j^MyY@AeQ?I5QRvW{!<zW}q&|CXm?^_r
zj7GoUnAw*1Ywyl<9H{`JZZJq+()N~(=<b=JBq(4y;P$YcP_x2f5HQi1ZvH9uW1@-t
zIoNHJBrDaSR$@aWuEma?5lPW&c3qgR>Zu<T-yA7-rbVDdbRSrjQn4|&xj8YV|D69V
z@D|NYHN6}z0SbZWb6)p?Waf4H6DUDkq>zle%=qBMyV=@h<%HLer-6_#_})Dhv%JR3
zd&-$pS>~FXZL1m4nR7B-z%DM8et9-uk2vLc<RGWBrzKoCS(=TIM9m@#jLPGz4dAZk
zN$1Ba2HAEge-t}hTbq%JQTBtGPLQ%`GGH7&o2X2h)Ed9dnrBJIWi2a9tL#=dNBW-R
z!mCYvSWVl>-3V3OZ2<Y2pC7jWC$E-~iw*Zif-BA#CX{PQWMS0vwDc4Qg_v;@-9`M@
zD}qKLq`SbHD1~&sv!iL04-ijNa;T3})V@h~fbeIZbifC%pFrQ%cR6FqjS<9tQ?FbZ
zkBjJ6>FE#Nn%f202g$MO>drVcqc_c3n`QVIuoTv~(Sg}n>FmHiaN*_C`sgzJj7Vf6
z6`8@c|I#KDNgdeJ>-CSCty6}=B41kIk902??sX53Zog=iIn~2;ghb0-RJc8twhC<b
zx=D8QR>L0A6YltwBo_Z_qmP(tPOv%C-*^RbzD_klC+|VFMntZ5*HEqe%dbL<{hFjQ
z`K(<h%wieO9uwO-(zd4i)sI%%bWgQCAHwlePV~DC1rM>O0v@cGv>1Haduz<}acqBA
zSn;pv=77UiW4U&LEaDCB>kD|zz5rhnuaRkfvq{TjWe*AWZrif1@+jp9(Gthc_kPXU
zV&8|O;0ZwJaAAfVhGDJzHK7*k3Ii~S?fo?tE))eViK(szO%^*D5ftnB3t?B|h(V8J
zj%>mRmBLaqi{%7~v5>&EqxRH+Mk2_qZNC3798#tZ3Hu*+1hOo@zH<Y5LKRxhk%JqS
zZ6|D1rW0m<XnTO65iE>VKc%5!@{YFQ95I+#JDrqC>NAH%ZT;_q1&q7!^GhsnXH+b3
z?E`FZ<S)?ng2KawRzd9Md*h@Y<g^5-d{;HuhtgG+2Ldq9;2iZP&)(mrpQE8k;fxhC
z0oI@Ka7~4$=`$XJF(ATC<c*PpaEMVILRG7ic*zMcoaXiqqhm+1@q4Xy^cd0jpViRH
zczC2~P(Ya3t0t8K1iy#-CdnBIDq|ezO)0i1IDcqL@MV`TD5cH!#huk6N*#YBXCLs;
zHDcx;_V6zfXyd<VK(k-Zt^6LSl%hfX`hMVWpQ>m!YW=nboQ7j;#V<Jb>5+f}9JehP
zq^XNv^dqq`aK1|pr86;jIOe)8cUsb8PFcNM*amrH@j*)CF5)NI3d|ZK8>T^T*o55U
zr7=7}V=p2wIAM&dy{QGa1rPP_troVfz%JqPz4_W-s4!C!>Z4Prn=jGw{Ee|a{q0;z
z%W#z7S$BELU_N=PwawPO<6T;NA)|2gG)>;NudX{0Ws%KJ^4Jv>?cnv&H{6&I?F)R&
zd-Hxd?Gy0Y8SY#83=*L03|MQNWOdtp#Os;f%E1at{C<Vkd(fcNW+rA$_US*zoUZD_
zDj?h-o-zPTjJ9)63-VuvhE9oLGPD(9-0}n1-Hu-N7h`7Lc8gqgvdk_y^4t=B>m}Mc
zX%&k6<-hW+KK{y9_jT+F6U%CO5S|Eo+@ax|u%uC%Z&Fb;V<K>c<gL}sxPyl3cB%u3
z%F32yBL@wOU5y{z<MrHf*c&0WV8oo9=c7&m-<wBYzZc+U<jV+r{~Y;;{~9@oSweWK
z2viY0(e{)G#)C-26GmM>fTK|-SFLR2&nq;`p}m*`4+$$YA#`g32W!eoDRcQLoX6+9
zW~oyd=HGmv^#al8S!5fLek$W6gVp*SThQ8{LRQq8gj&NI(hC&ybpZxwkL&i?zKY~7
zdudrIziN-0y~l~y9#`4@k#p$+{v)EK5x1fKsLoIa(;}Yj7k6BSOV7ZGvtKM_sZ#Aa
zr!H#M#}6+Gv$pCd*80MQ)2xD2>g~Q%QXa5(?==8?2JXDw@|#vvj)*RVmj3h(mdcK6
zr$=B@4o!<4T7z~tDg>)zWF66Sd~X$^UF5<Zz!o1OX<s!;B_pAMMWW8No6w6Z=8MB5
zD39y6`<&MuqpEt_cK?);uc>9=v9!%qOE4oV#q~o+>f`wl6?BsN%NOt?%u1p00j7_H
zWN?Lqa6HjygJIKZ6@^?aEv!7XS~c;Xq{`;=RaI{A)y{nJ@49^_t}W#PSLbU2^-PYc
zY>F2$@zBxi*4)aRZZjrR(I9PdI^cN0@nq3W4NZ|GQy4DO<S+5ayoQXNwLl1DT|pPT
zB?WkoZ<;=BbuyL5B&#<i+V)xsIL&JJ?zvW)A|hgr%EW=%Y1)H{8|2MsW5QF!=lIgM
zLbJYaj!GI;6+Zu+qrKC$s8{I^h|gtLD>vDx&JI(r8-T<loc|V$2p2DX)&2vcBV3N)
zq8+6ve57$7H@R28rS?bN><^lCA2xO}CABkO@$D_|+gtOiUx~9q!M_5zwK>|fD3}+Q
z%{j5tdw{5=rMpe<Pe30Aa~XyUXRnV`+vo!vaX5OSCd)V0MYT3cltUCaD2@_o?f>+#
zrzr1~6W<1)(|CnI3f5>um@Fj9yfwreO#M|_uSZ>SvO9Nc<I;xv$YFHIVK2>)C>V3-
z$ib1>Oa#nz-z8XsFo?1y6HE&n6vweF-OB8*{^hNqEzqAip<-3$yQ}o3<6^<+zXH8a
zii8b3j+Hi-Ifefi-w6ioE=Dv@(O_L25${}G0wmSg+ioetDjX6<&*$(#!1i&7S4LV+
zQ8m;+&ue0y{&ohPX_)m<Y2<3w0Vw*gWAtwPMW$yT_;7pkou8+cb4g*pzbGMTqZ@+>
z;Z3E2zIPB`h6+JE2j43^O%7d%9VQGxxq&9@q|=buOg^Q->HOKRS$)Qg6y7sZSjDc~
zJZd?@iunb>+mwa$z^=`PCqs)P0X>gzLxlK<sp!(==-A=#{`KQ34*2wZQ}oeu)!xCd
z<Mv41CDOx6rB{|6CHc4*MiPiBu1;F6fpDd8^u=+hMy@Jb7)&SeK+O{6)1TKFOwG%D
zy=8q}B|C<G=o(AmO29D~BOznjeUp`bf!?Kd7W7V-5bcQ;jdSq56KmPDNR`);R^gH~
zqvn{`ku9Z`R<1I$xWS&TAtV_e6tlT=?o5jT@yImnZqv_y|H#53^eL(;wQe)vir$d}
zw$-{%ylagI{V9Y|tngYLW{h+bRYHg3!3}Juo%=c84+d_@Ksc-+oW}ecE+{T7Z!hF7
zO1t)to10ogN1W@mn_|+|g_g9R*YV9`(Y^#j>8e2#I1F`bRYtw2{2cscvFs)?=9A*5
zozEyuh2yooqV+sj++nnOM1w<+m@#+niO!>%#Eq=aojXTp<@<6PadYjI#@76F6Ba(Q
zs+v)C)1K^Km;GXkG(Efx3aDL90t&7;m^&op%UsGyl~%nNrh63S<|66Y+QvZL>ODC+
zs~pqwY<~sjuoQ%DXji7?WN%o7hYZ4=rqOrc^N>+5x9E3HfpB`CIM_D|dtD!BzWe-j
zEH3=AY>YFV)<+ZqGw$*k(<7>pvT0mKQMxoO$uXlw#1c~ji3!<cd~z?TWZJPLOi}lk
zn5ByFQD+bC=fiD-$%ip7$%GeJD|YeloPP-)GYr5~jn{nh6K8J~a<lPC;tRbH?`SbV
zhi&7MC&Vt?8;5qIZQ-1jmR7dLHHsfTiZULtk&sTcT3*ZAFT)D8s^O^<-kE)wdN|@K
zd6_B6VCzW^CFw&5;fu*=Ce7#B6bCkr$%UDVw0L<tr-IjXpk3B2VNUzZr=4FZOc~rk
zyg$B<UI({_i#<Psny0CKt=XsRtd#nmzOnAB_D9~Qm1oR_!`FvV?}!cEi5ZKW<ww6)
zgZF((f}^gDbDZKZ+X5OLvv(^d1^x}cw)sIKTOyQMD=Qi(baBpWL-@3AR}4icbYduy
z-%*BT=iscc&2)ce;VMaVj;hRn->aijChsq7AV9imR6_^UtVs51vW#FMVM?QB9^4aq
z06ix4z+`*Urre9B1r+K*{qaWYHS@bV(uUR?52Ty-=w6w_2rfH0)j~_hK6+!$a%;;>
z``7M26WM#sEN#{U>7;&;jgMmi?B?b>)FmBlu6xOpH;}f}NeF`vl_uBa_gl6ztnzZ$
z){kYB+s~PpVDUp2mtHjtp<SPK)PS7LfU#CqKOl+;vfh_KOo8{3H~#jDAZOee*J-<b
z58P6XRQ1j`LvF;>p7&0ehc2V;XA5!pNYQW~6nnfY<2s9b5}#BWPv5`IV0vR?|BN$@
zob0YI<8?OpCeD($K{xFrLG^MAbP`&r?8y%eD|kE&r)CK9Q*09~U-zIW%%dtZJ;S|J
zDpk`klMLx5!37VJWt&PnOfI10M>Q?iInqbb)6f~D|3dd@u(2&;8;({oiHQXM>WwYZ
znVX^$n!?{x#QxEsjNBAkfS6k00x|Bwse=mHokENplWZG-y=QD!hJdneo}e6wP1BZ)
zo%j7$B@9aVzj60H|Ky{TF-<zCN&EIhH@Luk><A%9-rpTPL&OP_B_{|3VfS%nbL*jr
zYU5-lCdA~!XtZ%f+4L5t((u~Il_e2IUK)7A9lV;6ZVg2>Rp=nu%Eg#;HSlLI)6f&%
z`6%n)YcJ0AJO#m~j-bzV%CVHsfCEmZCxDp1dDV4*Q5nXXJPJ|M)4LEo)`HHQo2nW6
zBm6pvFN~(tF=n3m)NRmA;eNbc@n-lGkH@5xxkta#c)r=q3vku;YC{$Xl7xY*mKeC@
z(Lu-i@r_HoySXd>T)kyoxX8Ha%4?Cjo&_DI5!;Y&5su#>JMtSkZ!1h#zStTEoM$r`
z)m;+;Zbcj21nFS+3)kkeI+tBkyt?Yo$2M2hOaB&W$-O^^?(=i>&lDqKYJM3l8e1j5
zmu?Z>-VHPs;>DEd>wRSG{nNXu-7EL^wT?O~EMB5_#!gRdKs!Cv1o#ToW%5vR7t2~C
z{qT`pH4doTGdP%O!+4YZ-R6fPSGrxHFJk4zUjf}DVz`IjOcS-H{?jX1q~_)KHkc6v
zJ3FUIZvnuHl}ns^(!H@<0GF3mYb@`3x(xiNj=-N*yyssLb6L4a2mD1Y|7B~8P9UEP
zZbd{TlQ*SniJ*T;LUB(GLx>3*74z2L*b#WlV<CNeXTBvZxMEf%b&Z1KHr5n9@@}Mj
zq8IFGOWz>vM~k8-`MF?kB<xuwkcLxx6H$Pa>+?HhbY`_@%ttJutWmV%02cB)KO`MF
z*20-wm-%Fp7K!ZU>NO>i))KDIZ@dB&E}}3PY4{r1Xf5+g>O4^x636%p{2TiJbbw#T
z&vBh~y~49X4R%o7^mT9*W>e$PYwRY|6sSarvOn@&_<@@=3BI=vNCgzT-tiwKCxgh(
zwgKW_k}cSP7=UuOCe8K0FGUj-^GhD`FAGW9#(%a_)^0Iv#@2Mg)tU7dR4wb~98WKA
zM)A$=y3b_BOVIqwLZe7hrNo8!d~bJmU>_Fi?5<andTc-A&msA~`X?W4YF>^})OKgV
z6;XOIjWZXzPnvjR1EIBRkfcc?h4=zNbz6!336Eww|F|HxVoPFm`}Jjdsvwl#;imlj
zaGb5a)<0nA!7mnVjYhBoB;>Kt4_U~0^pkgqFtS2bP};3L`<qltj-)vBqA?X7vv{US
zRiy(ImiAC{*4$ELIjmT8vpMd6<C!J52I25Q{h$|~5oNCtw@;`2@B7}|g)*`SF_SH=
zNVZ@9P*XD(=x)&-t%P>gqQE_Gmk&qgxxNa_jm^;Vwy1bA=>AAy87K9-<$r1ih{N6V
zFX4UZyOGXds{b`Y<f4DwFtj;rq$apxyDqujk7w?r&cuD+U6(|?pxVop@y8H~s4ni8
z12<OHWY%XM?4f`=`s68GaA}=SL~n?<%;5m)c0Xic@r%iAl}-5e>p2BXE51gGOd*X#
z1(nEEs+MvczQ4$wk62Ism}U^|Smk%V;(UAV(QhB>YNANz&d>1A@p2(Bem$>od6_AC
zX2MX03!@sTPUGf!?K>pmu<ZSpk#$?Z%mPda^?2(FNbKwFjW35qJabGwP-$Ra(>*n^
z8UGqMz{qV5)VpX41jpWus90V7s4g3(^0ux9S8XF*k2XA!D)Fpj%o5ds=N)6h#}pp5
zIzglu4>n{y(bUoZeD7Cu=i;CFJx`}G3cn_@SKoxKN^*-{oO;4e!p#(>I6k@9&~c(h
zIma1eb>XT_{dsk`EgpDm8PIv3&kw|b5$Kv(Shi2;J>TLw;+T4$xoB>$xu|b*+2#${
zV77i08Ihgxoxvbz+TB&&xPi`n$p4NL+t<r1YxvW)waAD5)yA|CP$tNbwMUFn^l9f_
zTAi2h4{uqkAV3z+n($ilfHoB+FD5A>Oc2)(Z&;z0qn=Y2hB!SLY&|dbC$1Ejd*h)n
z^la>k#4vmU%wWkmSLoi@rljIwC0I^qO5`f>Q3Vz4dWvz4T2rm%z|{TPrXiZ6v*NxG
zXLZS`_QvR=W^I?%t}IF<59T)1jo<V@W)ha^D>m9$YmLc!gBHci02lZ297JLa@H8@N
ze7h06egG^|A*mGd5REK~a*?BL5iIO<+m2%(_!!Y{2(l7405U9&M06!w64GC035kq4
znv?3&&Kp#!(!rp03IP?55w3LcH$(xCG&OqUDijI;QH2LP6|(R(N6yhX2?OT&kd_7^
zh1rrQHF7$Th#IGWoP`2%Z^p%xSy**@BgrC3gW09<?bq~}2_x{$UqIJ_E<gri?C+wY
zH-SoT#_d9%M}V#=8<?nPghxPY0|1oA0;45RNe<evwvt3CCKZ=J_*KrKZpwX3cip*g
zE<=F;pQ8qok;wJsQnRKiHwIjN%Nz6KV6Z9}tu!616P#_EoZh2o{;%---YU$D@Dy+Z
zQ*nz#r6yhxG<6nK)6$wh$P(8&Mb+C<|Kj4!3!~OlMG5!}%FnBn?cCjvx{%P_hAX}U
zGr3#-p5nMhbBb=cupj$dxWwjcq-^<3n>%QOv01*1**XBg9p%#9^ngsn3%kVEsFJz5
zM5fh}Ft{W{ZjoXx&WO6M166t6^i)YiT(GgoClRLv<XkyFVod4u<zb<X#ajoGKka->
zX(OFL=oQ`wRftg08(Cv9Z@mjkLd3X_awvrXi1Z$r#LJ_}otckZ%n%79WIJd&Jkqhq
z5n<F-{bMN}Z?4RdgcqD$d$JikU<~TWlk-sI^=42OJ3}0;DC+f7)XhldGHp0Aa0k%+
zI|K&k12(m9JKl76w0%8h0QG_6YilG04v96oG4_S!b&U1X&Xbh6=D}~?;uyF5fye5S
z^*P3M*N>7y!qnEsV<91MLdDW#LWic&Z_3nLWD%^kQr3}@%M0PmR6bR`OsgNA?sN`_
zNMz#E>&OiaS{sSMCWLnx{*^!$YMDHK;TPR8r0tuvle;>Nb%Nf*w_EqFi-0H5aNsqE
z05hbnqcz1|9ywo4+AT6%Kl%@9$F=4`vNn?L6#I$?=2OhoYKf_FD9)e8!aBt8G<hu4
z7vRNTu^<^*(ZPpqubGDg2a)9G7VdL3*Lze$VHLjSgM}jp;d_Vkg?`%kiR#YYTiYA@
zpOp-MUTe~M>k-0KgQ!d5A(88=)VgJPiYfg;i(aI-cXLLEH0}1l_{{TKRv(bhWP7Jp
zvPJ|scZmMmkbU`GRe_O%<tc`cOl{Iz19E>0la<#&Vbs19fM~-Qhlo^nj+RG4OWKJJ
zcL;KDAw}lT8rp+y?dUA`B4!BsT=-z{4`IWS&+)8Ks7!l<^a^U3LyV{eEzKBzn3sxD
z!zx<W6iQ?-shiI-jX;SCiln06Z?3qZ8cRt%Z5n9y{x0^T{+?uRVP#e>aC5tJLoeA!
z<N6VBay>q3X|y{du9r+7OVH<JR4|NZsqRT%8YI)xG`!vqkin=#9vU@)4d9Gx3dey>
zNNLg1j1Nssl{Jx=qcZ+{@BI`eZQjb>;yAU)kQYB#2NDEh*N##z)`%-UBxGA^%ASoO
z+#QSXRA~tzY3Qs?H$9cSa0buM3|D!Ucxz?jQ{+#|vFP54#+D9O+eBvL(?k&QSN8a2
zqzO8F>2T8Ief+f!5)L1yy);V|8r!SRWR~KibVqNQL}0zE%nI#jh}KAx#pn9Jk%Dbl
zYvCbA`d&H5x#!pN**I;eQJY|y7ezRG*HU0nGt8VO-Fc8?ROxk54`1<-%|I-SNqY~?
zaZB@&NK+Sh<K`FYoY;}2`JsJXE&jCgHN_-_KZqYkfb2_xB`vorglwqzCk#c(df*cF
z(Z|^wY|(uYu}1rg)<Do?6&e&_Q)OcNIyq~>6z^g5nZ>2rhq}o4&@uDdYZ2kU*Hjg#
zF?G_EXOyJ(DTq9q^dQ%X(4j4%4zhG9vOq8@lwUd464F{V2&!*FFa-J<^uM6LP98{D
zP*JW<cb;hBe%g7Jwnp4r_gDDRH^MN=&V2=XF})0JJCcQnRlR^#D}pabL2iDe=A9_K
z$v@;N+X`po=Mhe)uwB6rxB*}+B3UZNnZNgQtvuCLjL$NusAI+E&80;XLZG~Q#Y8X_
zBxBS>;~IUqj4X|HO)fB84v5UnMa^zuUliyz*D<!=^Xg%=p1_2*+7|pkrS|~$VuB_U
z+E-()gJU;Z_AJ}BqwRe#GclSn$#QkcApO8J5~@4vrg%v$)((={!4o<bdVBBgKPl?c
z!i?+VRdi#xQ9RlTlDHuMp&GiQYEkyrAB4tNt!r)yDRYMr=n1XLXN95DQ$s?h81+)5
z6v1>@7O`E>KuOLxK5$K)jb0dCjMp7cWa(7p)cdIG`YCG6zpj_^J|W9@q1sivuGHzd
zxvl#ez(7kmDYRv@rlGkFKtol#+keNKhz+&;I>#QUz^|XyUQ?+fH}3$I*8Ref5KHb$
z--G^X=S6B?B!AF)+3%4WK7eA0BsAS#2R@(F-r1f#0Yyaj%vuBImq?ctLsyPqheR{}
z&d5Glwo#7r1;V3RH_VM)7=lMwvCbyx!ADn#xSSMqET8|vRqUBn!u|N^vCk_(bV2ur
z@8$BxR;lzfOPLW*fx*7e<|8kjs4g|S9-*?Jc&4X?O-&+zNLfTEy-xi5$D;!E50}H1
zSp!ArOfnfAe7X&xl2P-YfwEhNMMNX9rgPafV1n3Ya^uSCK|Cdelz&56rleF`gf7uv
z_03R2jk`GP{;PkUshZ~feT`)=V)vwe!V`x;ISwO}Lt78wS3(;G^$QL}OB2gP;NWH;
zp<=8uHY+}4vVy>9AR?U^gyioj3{ru!W0Wk|;-?RNbM0I{>O<zW&fbOKBD|z5d+h>e
z)*=q3ppCla36OUn4@eV`99i|>+x#FkrdPdBs)xm%BO0_douu|~OCBoA-3P^0&Y?A0
zU+qucv0l>B5-%B9j}0`Q>zlUfi!$q^I(_xu@h)d2b{RH|9Q6sYXuHxhi}9^inG1bk
z<*GHAeLFAJAK!VGtt$!~JnR!s^42#|VJSU5X7eP&Ri-<rox~1WhRJ!-&B9b?(86-B
z+{T_c)1-{O`lXy?^jF3NBIu^^4Ap9`;i9+Tz<NyEr11J7wc^n(?+1}hIyiC?49K_J
znrerlP}P@AuZ$#u=r~!YT>Qi)b*;btvm$k4?3nKefBrZoY8+@QwjB!mci;M$rCvv=
z;`iy#4>Wkg-XQ<UvwLnkp6Wdlm0@<vx_M-2<K@ZRQj7b3vtggTmNff3lbUO8@9S*7
z&OqTH@Pl^45iO7xZ{2`2?fac<UkY)lejixM@te(BSnjRHS2bA*GL-O8ktrhn1_Jb5
z+YJ<v7(I9e1K_n~wox&2K3$ZZF{1?VWz>Q$5*)m&nz|GSl%0_N9M3F;wzIn)2rr@B
zxwM;XEPvbb($y{i1a4JSlWDR=<~HF>-DHy@-O}uU&J=coIA@TN5vgRQw;SZ3#vO|p
zWO-;>pWY2X{{ioLjGe-pW;V<5>CpQ;l{z{fNIsV9c9&arKT7|*0eJPb4`Hm3%dxid
zq4z}ayiKOt?Y`DT9S1m}_4xqc=RQCO$E`QN5@^2#2y8rccQ3mzD?W)B!Y{K>|6w^)
zBW*Y)XLFO=rCv){4pal3Fq_E=$%(NraB(rPsr|3l|LuMM>qGuO{|Vg39vT7wASA*1
K0f7I9vHTy4$4`v_

literal 0
HcmV?d00001

diff --git a/tests/data/inputs/harvard-sentences-list30.txt b/tests/data/inputs/harvard-sentences-list30.txt
new file mode 100644
index 00000000..c6f9011b
--- /dev/null
+++ b/tests/data/inputs/harvard-sentences-list30.txt
@@ -0,0 +1,10 @@
+The mute muffled the high tones of the horn.
+The gold ring fits only a pierced ear.
+The old pan was covered with hard fudge.
+Watch the log float in the wide river.
+The node on the stalk of wheat grew daily.
+The heap of fallen leaves was set on fire.
+Write fast, if you want to finish early.
+His shirt was clean but one button was gone.
+The barrel of beer was a brew of malt and hops.
+Tin cans are absent from store shelves.
diff --git a/tests/data/results/forced-harvard-sentences-list30.json b/tests/data/results/forced-harvard-sentences-list30.json
new file mode 100644
index 00000000..eb87a521
--- /dev/null
+++ b/tests/data/results/forced-harvard-sentences-list30.json
@@ -0,0 +1,2015 @@
+{
+  "transcript": "The mute muffled the high tones of the horn.\nThe gold ring fits only a pierced ear.\nThe old pan was covered with hard fudge.\nWatch the log float in the wide river.\nThe node on the stalk of wheat grew daily.\nThe heap of fallen leaves was set on fire.\nWrite fast, if you want to finish early.\nHis shirt was clean but one button was gone.\nThe barrel of beer was a brew of malt and hops.\nTin cans are absent from store shelves.\n",
+  "words": [
+    {
+      "alignedWord": "the",
+      "case": "success",
+      "end": 1.29,
+      "endOffset": 3,
+      "phones": [
+        {
+          "duration": 0.18,
+          "phone": "dh_B"
+        },
+        {
+          "duration": 0.08,
+          "phone": "iy_E"
+        }
+      ],
+      "start": 1.03,
+      "startOffset": 0,
+      "word": "The"
+    },
+    {
+      "alignedWord": "mute",
+      "case": "success",
+      "end": 1.6400000000000001,
+      "endOffset": 8,
+      "phones": [
+        {
+          "duration": 0.08,
+          "phone": "m_B"
+        },
+        {
+          "duration": 0.12,
+          "phone": "y_I"
+        },
+        {
+          "duration": 0.11,
+          "phone": "uw_I"
+        },
+        {
+          "duration": 0.04,
+          "phone": "t_E"
+        }
+      ],
+      "start": 1.29,
+      "startOffset": 4,
+      "word": "mute"
+    },
+    {
+      "alignedWord": "muffled",
+      "case": "success",
+      "end": 2.42,
+      "endOffset": 16,
+      "phones": [
+        {
+          "duration": 0.23,
+          "phone": "m_B"
+        },
+        {
+          "duration": 0.1,
+          "phone": "ah_I"
+        },
+        {
+          "duration": 0.14,
+          "phone": "f_I"
+        },
+        {
+          "duration": 0.04,
+          "phone": "ah_I"
+        },
+        {
+          "duration": 0.13,
+          "phone": "l_I"
+        },
+        {
+          "duration": 0.07,
+          "phone": "d_E"
+        }
+      ],
+      "start": 1.71,
+      "startOffset": 9,
+      "word": "muffled"
+    },
+    {
+      "alignedWord": "the",
+      "case": "success",
+      "end": 2.6700000000000004,
+      "endOffset": 20,
+      "phones": [
+        {
+          "duration": 0.13,
+          "phone": "dh_B"
+        },
+        {
+          "duration": 0.09,
+          "phone": "iy_E"
+        }
+      ],
+      "start": 2.45,
+      "startOffset": 17,
+      "word": "the"
+    },
+    {
+      "alignedWord": "high",
+      "case": "success",
+      "end": 2.83,
+      "endOffset": 25,
+      "phones": [
+        {
+          "duration": 0.11,
+          "phone": "hh_B"
+        },
+        {
+          "duration": 0.05,
+          "phone": "ay_E"
+        }
+      ],
+      "start": 2.67,
+      "startOffset": 21,
+      "word": "high"
+    },
+    {
+      "alignedWord": "tones",
+      "case": "success",
+      "end": 3.55,
+      "endOffset": 31,
+      "phones": [
+        {
+          "duration": 0.14,
+          "phone": "t_B"
+        },
+        {
+          "duration": 0.25,
+          "phone": "ow_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "n_I"
+        },
+        {
+          "duration": 0.07,
+          "phone": "z_E"
+        }
+      ],
+      "start": 3.01,
+      "startOffset": 26,
+      "word": "tones"
+    },
+    {
+      "alignedWord": "of",
+      "case": "success",
+      "end": 3.74,
+      "endOffset": 34,
+      "phones": [
+        {
+          "duration": 0.09,
+          "phone": "ah_B"
+        },
+        {
+          "duration": 0.07,
+          "phone": "v_E"
+        }
+      ],
+      "start": 3.58,
+      "startOffset": 32,
+      "word": "of"
+    },
+    {
+      "alignedWord": "the",
+      "case": "success",
+      "end": 3.8400000000000003,
+      "endOffset": 38,
+      "phones": [
+        {
+          "duration": 0.03,
+          "phone": "dh_B"
+        },
+        {
+          "duration": 0.07,
+          "phone": "iy_E"
+        }
+      ],
+      "start": 3.74,
+      "startOffset": 35,
+      "word": "the"
+    },
+    {
+      "alignedWord": "horn",
+      "case": "success",
+      "end": 4.34,
+      "endOffset": 43,
+      "phones": [
+        {
+          "duration": 0.08,
+          "phone": "hh_B"
+        },
+        {
+          "duration": 0.18,
+          "phone": "ao_I"
+        },
+        {
+          "duration": 0.12,
+          "phone": "r_I"
+        },
+        {
+          "duration": 0.12,
+          "phone": "n_E"
+        }
+      ],
+      "start": 3.84,
+      "startOffset": 39,
+      "word": "horn"
+    },
+    {
+      "alignedWord": "the",
+      "case": "success",
+      "end": 6.36,
+      "endOffset": 48,
+      "phones": [
+        {
+          "duration": 0.11,
+          "phone": "dh_B"
+        },
+        {
+          "duration": 0.08,
+          "phone": "iy_E"
+        }
+      ],
+      "start": 6.17,
+      "startOffset": 45,
+      "word": "The"
+    },
+    {
+      "alignedWord": "gold",
+      "case": "success",
+      "end": 6.8500000000000005,
+      "endOffset": 53,
+      "phones": [
+        {
+          "duration": 0.08,
+          "phone": "g_B"
+        },
+        {
+          "duration": 0.11,
+          "phone": "ow_I"
+        },
+        {
+          "duration": 0.18,
+          "phone": "l_I"
+        },
+        {
+          "duration": 0.12,
+          "phone": "d_E"
+        }
+      ],
+      "start": 6.36,
+      "startOffset": 49,
+      "word": "gold"
+    },
+    {
+      "alignedWord": "ring",
+      "case": "success",
+      "end": 7.27,
+      "endOffset": 58,
+      "phones": [
+        {
+          "duration": 0.11,
+          "phone": "r_B"
+        },
+        {
+          "duration": 0.09,
+          "phone": "ih_I"
+        },
+        {
+          "duration": 0.22,
+          "phone": "ng_E"
+        }
+      ],
+      "start": 6.85,
+      "startOffset": 54,
+      "word": "ring"
+    },
+    {
+      "alignedWord": "fits",
+      "case": "success",
+      "end": 7.92,
+      "endOffset": 63,
+      "phones": [
+        {
+          "duration": 0.22,
+          "phone": "f_B"
+        },
+        {
+          "duration": 0.12,
+          "phone": "ih_I"
+        },
+        {
+          "duration": 0.1,
+          "phone": "t_I"
+        },
+        {
+          "duration": 0.18,
+          "phone": "s_E"
+        }
+      ],
+      "start": 7.3,
+      "startOffset": 59,
+      "word": "fits"
+    },
+    {
+      "alignedWord": "only",
+      "case": "success",
+      "end": 8.63,
+      "endOffset": 68,
+      "phones": [
+        {
+          "duration": 0.11,
+          "phone": "ow_B"
+        },
+        {
+          "duration": 0.25,
+          "phone": "n_I"
+        },
+        {
+          "duration": 0.09,
+          "phone": "l_I"
+        },
+        {
+          "duration": 0.12,
+          "phone": "iy_E"
+        }
+      ],
+      "start": 8.06,
+      "startOffset": 64,
+      "word": "only"
+    },
+    {
+      "alignedWord": "a",
+      "case": "success",
+      "end": 8.73,
+      "endOffset": 70,
+      "phones": [
+        {
+          "duration": 0.1,
+          "phone": "ah_S"
+        }
+      ],
+      "start": 8.63,
+      "startOffset": 69,
+      "word": "a"
+    },
+    {
+      "alignedWord": "pierced",
+      "case": "success",
+      "end": 9.27,
+      "endOffset": 78,
+      "phones": [
+        {
+          "duration": 0.09,
+          "phone": "p_B"
+        },
+        {
+          "duration": 0.12,
+          "phone": "ih_I"
+        },
+        {
+          "duration": 0.1,
+          "phone": "r_I"
+        },
+        {
+          "duration": 0.04,
+          "phone": "s_I"
+        },
+        {
+          "duration": 0.14,
+          "phone": "t_E"
+        }
+      ],
+      "start": 8.78,
+      "startOffset": 71,
+      "word": "pierced"
+    },
+    {
+      "alignedWord": "ear",
+      "case": "success",
+      "end": 9.74,
+      "endOffset": 82,
+      "phones": [
+        {
+          "duration": 0.23,
+          "phone": "ih_B"
+        },
+        {
+          "duration": 0.21,
+          "phone": "r_E"
+        }
+      ],
+      "start": 9.3,
+      "startOffset": 79,
+      "word": "ear"
+    },
+    {
+      "alignedWord": "the",
+      "case": "success",
+      "end": 12.11,
+      "endOffset": 87,
+      "phones": [
+        {
+          "duration": 0.16,
+          "phone": "dh_B"
+        },
+        {
+          "duration": 0.11,
+          "phone": "iy_E"
+        }
+      ],
+      "start": 11.84,
+      "startOffset": 84,
+      "word": "The"
+    },
+    {
+      "alignedWord": "old",
+      "case": "success",
+      "end": 12.450000000000001,
+      "endOffset": 91,
+      "phones": [
+        {
+          "duration": 0.19,
+          "phone": "ow_B"
+        },
+        {
+          "duration": 0.06,
+          "phone": "l_I"
+        },
+        {
+          "duration": 0.06,
+          "phone": "d_E"
+        }
+      ],
+      "start": 12.14,
+      "startOffset": 88,
+      "word": "old"
+    },
+    {
+      "alignedWord": "pan",
+      "case": "success",
+      "end": 13.11,
+      "endOffset": 95,
+      "phones": [
+        {
+          "duration": 0.17,
+          "phone": "p_B"
+        },
+        {
+          "duration": 0.26,
+          "phone": "ae_I"
+        },
+        {
+          "duration": 0.17,
+          "phone": "n_E"
+        }
+      ],
+      "start": 12.51,
+      "startOffset": 92,
+      "word": "pan"
+    },
+    {
+      "alignedWord": "was",
+      "case": "success",
+      "end": 13.299999999999999,
+      "endOffset": 99,
+      "phones": [
+        {
+          "duration": 0.06,
+          "phone": "w_B"
+        },
+        {
+          "duration": 0.05,
+          "phone": "ao_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "z_E"
+        }
+      ],
+      "start": 13.11,
+      "startOffset": 96,
+      "word": "was"
+    },
+    {
+      "alignedWord": "covered",
+      "case": "success",
+      "end": 13.82,
+      "endOffset": 107,
+      "phones": [
+        {
+          "duration": 0.17,
+          "phone": "k_B"
+        },
+        {
+          "duration": 0.09,
+          "phone": "ah_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "v_I"
+        },
+        {
+          "duration": 0.09,
+          "phone": "er_I"
+        },
+        {
+          "duration": 0.09,
+          "phone": "d_E"
+        }
+      ],
+      "start": 13.3,
+      "startOffset": 100,
+      "word": "covered"
+    },
+    {
+      "alignedWord": "with",
+      "case": "success",
+      "end": 14.030000000000001,
+      "endOffset": 112,
+      "phones": [
+        {
+          "duration": 0.09,
+          "phone": "w_B"
+        },
+        {
+          "duration": 0.06,
+          "phone": "ih_I"
+        },
+        {
+          "duration": 0.06,
+          "phone": "th_E"
+        }
+      ],
+      "start": 13.82,
+      "startOffset": 108,
+      "word": "with"
+    },
+    {
+      "alignedWord": "hard",
+      "case": "success",
+      "end": 14.58,
+      "endOffset": 117,
+      "phones": [
+        {
+          "duration": 0.22,
+          "phone": "hh_B"
+        },
+        {
+          "duration": 0.13,
+          "phone": "aa_I"
+        },
+        {
+          "duration": 0.09,
+          "phone": "r_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "d_E"
+        }
+      ],
+      "start": 14.06,
+      "startOffset": 113,
+      "word": "hard"
+    },
+    {
+      "alignedWord": "fudge",
+      "case": "success",
+      "end": 15.42,
+      "endOffset": 123,
+      "phones": [
+        {
+          "duration": 0.03,
+          "phone": "f_B"
+        },
+        {
+          "duration": 0.21,
+          "phone": "ah_I"
+        },
+        {
+          "duration": 0.38,
+          "phone": "jh_E"
+        }
+      ],
+      "start": 14.8,
+      "startOffset": 118,
+      "word": "fudge"
+    },
+    {
+      "alignedWord": "watch",
+      "case": "success",
+      "end": 17.98,
+      "endOffset": 130,
+      "phones": [
+        {
+          "duration": 0.18,
+          "phone": "w_B"
+        },
+        {
+          "duration": 0.19,
+          "phone": "ao_I"
+        },
+        {
+          "duration": 0.17,
+          "phone": "ch_E"
+        }
+      ],
+      "start": 17.44,
+      "startOffset": 125,
+      "word": "Watch"
+    },
+    {
+      "alignedWord": "the",
+      "case": "success",
+      "end": 18.19,
+      "endOffset": 134,
+      "phones": [
+        {
+          "duration": 0.08,
+          "phone": "dh_B"
+        },
+        {
+          "duration": 0.11,
+          "phone": "iy_E"
+        }
+      ],
+      "start": 18,
+      "startOffset": 131,
+      "word": "the"
+    },
+    {
+      "alignedWord": "log",
+      "case": "success",
+      "end": 18.64,
+      "endOffset": 138,
+      "phones": [
+        {
+          "duration": 0.08,
+          "phone": "l_B"
+        },
+        {
+          "duration": 0.24,
+          "phone": "ao_I"
+        },
+        {
+          "duration": 0.13,
+          "phone": "g_E"
+        }
+      ],
+      "start": 18.19,
+      "startOffset": 135,
+      "word": "log"
+    },
+    {
+      "alignedWord": "float",
+      "case": "success",
+      "end": 19.21,
+      "endOffset": 144,
+      "phones": [
+        {
+          "duration": 0.09,
+          "phone": "f_B"
+        },
+        {
+          "duration": 0.07,
+          "phone": "l_I"
+        },
+        {
+          "duration": 0.17,
+          "phone": "ow_I"
+        },
+        {
+          "duration": 0.11,
+          "phone": "t_E"
+        }
+      ],
+      "start": 18.77,
+      "startOffset": 139,
+      "word": "float"
+    },
+    {
+      "alignedWord": "in",
+      "case": "success",
+      "end": 19.48,
+      "endOffset": 147,
+      "phones": [
+        {
+          "duration": 0.1,
+          "phone": "ih_B"
+        },
+        {
+          "duration": 0.1,
+          "phone": "n_E"
+        }
+      ],
+      "start": 19.28,
+      "startOffset": 145,
+      "word": "in"
+    },
+    {
+      "alignedWord": "the",
+      "case": "success",
+      "end": 19.6,
+      "endOffset": 151,
+      "phones": [
+        {
+          "duration": 0.04,
+          "phone": "dh_B"
+        },
+        {
+          "duration": 0.08,
+          "phone": "iy_E"
+        }
+      ],
+      "start": 19.48,
+      "startOffset": 148,
+      "word": "the"
+    },
+    {
+      "alignedWord": "wide",
+      "case": "success",
+      "end": 20.1,
+      "endOffset": 156,
+      "phones": [
+        {
+          "duration": 0.15,
+          "phone": "w_B"
+        },
+        {
+          "duration": 0.29,
+          "phone": "ay_I"
+        },
+        {
+          "duration": 0.06,
+          "phone": "d_E"
+        }
+      ],
+      "start": 19.6,
+      "startOffset": 152,
+      "word": "wide"
+    },
+    {
+      "alignedWord": "river",
+      "case": "success",
+      "end": 20.779999999999998,
+      "endOffset": 162,
+      "phones": [
+        {
+          "duration": 0.23,
+          "phone": "r_B"
+        },
+        {
+          "duration": 0.05,
+          "phone": "ih_I"
+        },
+        {
+          "duration": 0.1,
+          "phone": "v_I"
+        },
+        {
+          "duration": 0.27,
+          "phone": "er_E"
+        }
+      ],
+      "start": 20.13,
+      "startOffset": 157,
+      "word": "river"
+    },
+    {
+      "alignedWord": "the",
+      "case": "success",
+      "end": 22.9,
+      "endOffset": 167,
+      "phones": [
+        {
+          "duration": 0.18,
+          "phone": "dh_B"
+        },
+        {
+          "duration": 0.09,
+          "phone": "iy_E"
+        }
+      ],
+      "start": 22.63,
+      "startOffset": 164,
+      "word": "The"
+    },
+    {
+      "alignedWord": "node",
+      "case": "success",
+      "end": 23.389999999999997,
+      "endOffset": 172,
+      "phones": [
+        {
+          "duration": 0.11,
+          "phone": "n_B"
+        },
+        {
+          "duration": 0.3,
+          "phone": "ow_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "d_E"
+        }
+      ],
+      "start": 22.9,
+      "startOffset": 168,
+      "word": "node"
+    },
+    {
+      "alignedWord": "on",
+      "case": "success",
+      "end": 23.61,
+      "endOffset": 175,
+      "phones": [
+        {
+          "duration": 0.13,
+          "phone": "ao_B"
+        },
+        {
+          "duration": 0.09,
+          "phone": "n_E"
+        }
+      ],
+      "start": 23.39,
+      "startOffset": 173,
+      "word": "on"
+    },
+    {
+      "alignedWord": "the",
+      "case": "success",
+      "end": 23.72,
+      "endOffset": 179,
+      "phones": [
+        {
+          "duration": 0.04,
+          "phone": "dh_B"
+        },
+        {
+          "duration": 0.07,
+          "phone": "iy_E"
+        }
+      ],
+      "start": 23.61,
+      "startOffset": 176,
+      "word": "the"
+    },
+    {
+      "alignedWord": "stalk",
+      "case": "success",
+      "end": 24.369999999999997,
+      "endOffset": 185,
+      "phones": [
+        {
+          "duration": 0.17,
+          "phone": "s_B"
+        },
+        {
+          "duration": 0.07,
+          "phone": "t_I"
+        },
+        {
+          "duration": 0.27,
+          "phone": "ao_I"
+        },
+        {
+          "duration": 0.14,
+          "phone": "k_E"
+        }
+      ],
+      "start": 23.72,
+      "startOffset": 180,
+      "word": "stalk"
+    },
+    {
+      "alignedWord": "of",
+      "case": "success",
+      "end": 24.549999999999997,
+      "endOffset": 188,
+      "phones": [
+        {
+          "duration": 0.09,
+          "phone": "ah_B"
+        },
+        {
+          "duration": 0.06,
+          "phone": "v_E"
+        }
+      ],
+      "start": 24.4,
+      "startOffset": 186,
+      "word": "of"
+    },
+    {
+      "alignedWord": "wheat",
+      "case": "success",
+      "end": 24.990000000000002,
+      "endOffset": 194,
+      "phones": [
+        {
+          "duration": 0.03,
+          "phone": "hh_B"
+        },
+        {
+          "duration": 0.15,
+          "phone": "w_I"
+        },
+        {
+          "duration": 0.15,
+          "phone": "iy_I"
+        },
+        {
+          "duration": 0.11,
+          "phone": "t_E"
+        }
+      ],
+      "start": 24.55,
+      "startOffset": 189,
+      "word": "wheat"
+    },
+    {
+      "alignedWord": "grew",
+      "case": "success",
+      "end": 25.479999999999997,
+      "endOffset": 199,
+      "phones": [
+        {
+          "duration": 0.16,
+          "phone": "g_B"
+        },
+        {
+          "duration": 0.07,
+          "phone": "r_I"
+        },
+        {
+          "duration": 0.17,
+          "phone": "uw_E"
+        }
+      ],
+      "start": 25.08,
+      "startOffset": 195,
+      "word": "grew"
+    },
+    {
+      "alignedWord": "daily",
+      "case": "success",
+      "end": 26.14,
+      "endOffset": 205,
+      "phones": [
+        {
+          "duration": 0.11,
+          "phone": "d_B"
+        },
+        {
+          "duration": 0.2,
+          "phone": "ey_I"
+        },
+        {
+          "duration": 0.07,
+          "phone": "l_I"
+        },
+        {
+          "duration": 0.28,
+          "phone": "iy_E"
+        }
+      ],
+      "start": 25.48,
+      "startOffset": 200,
+      "word": "daily"
+    },
+    {
+      "alignedWord": "the",
+      "case": "success",
+      "end": 27.81,
+      "endOffset": 210,
+      "phones": [
+        {
+          "duration": 0.19,
+          "phone": "dh_B"
+        },
+        {
+          "duration": 0.03,
+          "phone": "ah_E"
+        }
+      ],
+      "start": 27.59,
+      "startOffset": 207,
+      "word": "The"
+    },
+    {
+      "alignedWord": "heap",
+      "case": "success",
+      "end": 28.240000000000002,
+      "endOffset": 215,
+      "phones": [
+        {
+          "duration": 0.22,
+          "phone": "hh_B"
+        },
+        {
+          "duration": 0.16,
+          "phone": "iy_I"
+        },
+        {
+          "duration": 0.05,
+          "phone": "p_E"
+        }
+      ],
+      "start": 27.810000000000002,
+      "startOffset": 211,
+      "word": "heap"
+    },
+    {
+      "alignedWord": "of",
+      "case": "success",
+      "end": 28.5,
+      "endOffset": 218,
+      "phones": [
+        {
+          "duration": 0.13,
+          "phone": "ah_B"
+        },
+        {
+          "duration": 0.08,
+          "phone": "v_E"
+        }
+      ],
+      "start": 28.29,
+      "startOffset": 216,
+      "word": "of"
+    },
+    {
+      "alignedWord": "fallen",
+      "case": "success",
+      "end": 29.05,
+      "endOffset": 225,
+      "phones": [
+        {
+          "duration": 0.09,
+          "phone": "f_B"
+        },
+        {
+          "duration": 0.13,
+          "phone": "aa_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "l_I"
+        },
+        {
+          "duration": 0.04,
+          "phone": "ah_I"
+        },
+        {
+          "duration": 0.15,
+          "phone": "n_E"
+        }
+      ],
+      "start": 28.560000000000002,
+      "startOffset": 219,
+      "word": "fallen"
+    },
+    {
+      "alignedWord": "leaves",
+      "case": "success",
+      "end": 29.580000000000002,
+      "endOffset": 232,
+      "phones": [
+        {
+          "duration": 0.07,
+          "phone": "l_B"
+        },
+        {
+          "duration": 0.25,
+          "phone": "iy_I"
+        },
+        {
+          "duration": 0.04,
+          "phone": "v_I"
+        },
+        {
+          "duration": 0.17,
+          "phone": "z_E"
+        }
+      ],
+      "start": 29.05,
+      "startOffset": 226,
+      "word": "leaves"
+    },
+    {
+      "alignedWord": "was",
+      "case": "success",
+      "end": 29.89,
+      "endOffset": 236,
+      "phones": [
+        {
+          "duration": 0.13,
+          "phone": "w_B"
+        },
+        {
+          "duration": 0.06,
+          "phone": "ah_I"
+        },
+        {
+          "duration": 0.06,
+          "phone": "z_E"
+        }
+      ],
+      "start": 29.64,
+      "startOffset": 233,
+      "word": "was"
+    },
+    {
+      "alignedWord": "set",
+      "case": "success",
+      "end": 30.26,
+      "endOffset": 240,
+      "phones": [
+        {
+          "duration": 0.14,
+          "phone": "s_B"
+        },
+        {
+          "duration": 0.12,
+          "phone": "eh_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "t_E"
+        }
+      ],
+      "start": 29.92,
+      "startOffset": 237,
+      "word": "set"
+    },
+    {
+      "alignedWord": "on",
+      "case": "success",
+      "end": 30.52,
+      "endOffset": 243,
+      "phones": [
+        {
+          "duration": 0.12,
+          "phone": "ao_B"
+        },
+        {
+          "duration": 0.1,
+          "phone": "n_E"
+        }
+      ],
+      "start": 30.3,
+      "startOffset": 241,
+      "word": "on"
+    },
+    {
+      "alignedWord": "fire",
+      "case": "success",
+      "end": 31.21,
+      "endOffset": 248,
+      "phones": [
+        {
+          "duration": 0.18,
+          "phone": "f_B"
+        },
+        {
+          "duration": 0.25,
+          "phone": "ay_I"
+        },
+        {
+          "duration": 0.26,
+          "phone": "r_E"
+        }
+      ],
+      "start": 30.52,
+      "startOffset": 244,
+      "word": "fire"
+    },
+    {
+      "alignedWord": "write",
+      "case": "success",
+      "end": 33.22,
+      "endOffset": 255,
+      "phones": [
+        {
+          "duration": 0.19,
+          "phone": "r_B"
+        },
+        {
+          "duration": 0.08,
+          "phone": "ay_I"
+        },
+        {
+          "duration": 0.1,
+          "phone": "t_E"
+        }
+      ],
+      "start": 32.85,
+      "startOffset": 250,
+      "word": "Write"
+    },
+    {
+      "alignedWord": "fast",
+      "case": "success",
+      "end": 33.79,
+      "endOffset": 260,
+      "phones": [
+        {
+          "duration": 0.14,
+          "phone": "f_B"
+        },
+        {
+          "duration": 0.24,
+          "phone": "ae_I"
+        },
+        {
+          "duration": 0.06,
+          "phone": "s_I"
+        },
+        {
+          "duration": 0.09,
+          "phone": "t_E"
+        }
+      ],
+      "start": 33.26,
+      "startOffset": 256,
+      "word": "fast"
+    },
+    {
+      "alignedWord": "if",
+      "case": "success",
+      "end": 33.96,
+      "endOffset": 264,
+      "phones": [
+        {
+          "duration": 0.09,
+          "phone": "ih_B"
+        },
+        {
+          "duration": 0.08,
+          "phone": "f_E"
+        }
+      ],
+      "start": 33.79,
+      "startOffset": 262,
+      "word": "if"
+    },
+    {
+      "alignedWord": "you",
+      "case": "success",
+      "end": 34.08,
+      "endOffset": 268,
+      "phones": [
+        {
+          "duration": 0.06,
+          "phone": "y_B"
+        },
+        {
+          "duration": 0.06,
+          "phone": "uw_E"
+        }
+      ],
+      "start": 33.96,
+      "startOffset": 265,
+      "word": "you"
+    },
+    {
+      "alignedWord": "want",
+      "case": "success",
+      "end": 34.379999999999995,
+      "endOffset": 273,
+      "phones": [
+        {
+          "duration": 0.08,
+          "phone": "w_B"
+        },
+        {
+          "duration": 0.1,
+          "phone": "ao_I"
+        },
+        {
+          "duration": 0.05,
+          "phone": "n_I"
+        },
+        {
+          "duration": 0.07,
+          "phone": "t_E"
+        }
+      ],
+      "start": 34.08,
+      "startOffset": 269,
+      "word": "want"
+    },
+    {
+      "alignedWord": "to",
+      "case": "success",
+      "end": 34.489999999999995,
+      "endOffset": 276,
+      "phones": [
+        {
+          "duration": 0.04,
+          "phone": "t_B"
+        },
+        {
+          "duration": 0.07,
+          "phone": "uw_E"
+        }
+      ],
+      "start": 34.379999999999995,
+      "startOffset": 274,
+      "word": "to"
+    },
+    {
+      "alignedWord": "finish",
+      "case": "success",
+      "end": 35.019999999999996,
+      "endOffset": 283,
+      "phones": [
+        {
+          "duration": 0.11,
+          "phone": "f_B"
+        },
+        {
+          "duration": 0.07,
+          "phone": "ih_I"
+        },
+        {
+          "duration": 0.06,
+          "phone": "n_I"
+        },
+        {
+          "duration": 0.07,
+          "phone": "ih_I"
+        },
+        {
+          "duration": 0.22,
+          "phone": "sh_E"
+        }
+      ],
+      "start": 34.489999999999995,
+      "startOffset": 277,
+      "word": "finish"
+    },
+    {
+      "alignedWord": "early",
+      "case": "success",
+      "end": 35.730000000000004,
+      "endOffset": 289,
+      "phones": [
+        {
+          "duration": 0.28,
+          "phone": "er_B"
+        },
+        {
+          "duration": 0.13,
+          "phone": "l_I"
+        },
+        {
+          "duration": 0.26,
+          "phone": "iy_E"
+        }
+      ],
+      "start": 35.06,
+      "startOffset": 284,
+      "word": "early"
+    },
+    {
+      "alignedWord": "his",
+      "case": "success",
+      "end": 37.8,
+      "endOffset": 294,
+      "phones": [
+        {
+          "duration": 0.14,
+          "phone": "hh_B"
+        },
+        {
+          "duration": 0.06,
+          "phone": "ih_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "z_E"
+        }
+      ],
+      "start": 37.519999999999996,
+      "startOffset": 291,
+      "word": "His"
+    },
+    {
+      "alignedWord": "shirt",
+      "case": "success",
+      "end": 37.879999999999995,
+      "endOffset": 300,
+      "phones": [
+        {
+          "duration": 0.08,
+          "phone": "sh_B"
+        }
+      ],
+      "start": 37.8,
+      "startOffset": 295,
+      "word": "shirt"
+    },
+    {
+      "alignedWord": "was",
+      "case": "success",
+      "end": 38.459999999999994,
+      "endOffset": 304,
+      "phones": [
+        {
+          "duration": 0.12,
+          "phone": "w_B"
+        },
+        {
+          "duration": 0.05,
+          "phone": "ao_I"
+        },
+        {
+          "duration": 0.07,
+          "phone": "z_E"
+        }
+      ],
+      "start": 38.22,
+      "startOffset": 301,
+      "word": "was"
+    },
+    {
+      "alignedWord": "clean",
+      "case": "success",
+      "end": 39.05,
+      "endOffset": 310,
+      "phones": [
+        {
+          "duration": 0.17,
+          "phone": "k_B"
+        },
+        {
+          "duration": 0.07,
+          "phone": "l_I"
+        },
+        {
+          "duration": 0.24,
+          "phone": "iy_I"
+        },
+        {
+          "duration": 0.11,
+          "phone": "n_E"
+        }
+      ],
+      "start": 38.459999999999994,
+      "startOffset": 305,
+      "word": "clean"
+    },
+    {
+      "alignedWord": "but",
+      "case": "success",
+      "end": 39.309999999999995,
+      "endOffset": 314,
+      "phones": [
+        {
+          "duration": 0.12,
+          "phone": "b_B"
+        },
+        {
+          "duration": 0.03,
+          "phone": "ah_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "t_E"
+        }
+      ],
+      "start": 39.08,
+      "startOffset": 311,
+      "word": "but"
+    },
+    {
+      "alignedWord": "one",
+      "case": "success",
+      "end": 39.629999999999995,
+      "endOffset": 318,
+      "phones": [
+        {
+          "duration": 0.14,
+          "phone": "w_B"
+        },
+        {
+          "duration": 0.07,
+          "phone": "ah_I"
+        },
+        {
+          "duration": 0.11,
+          "phone": "n_E"
+        }
+      ],
+      "start": 39.309999999999995,
+      "startOffset": 315,
+      "word": "one"
+    },
+    {
+      "alignedWord": "button",
+      "case": "success",
+      "end": 39.879999999999995,
+      "endOffset": 325,
+      "phones": [
+        {
+          "duration": 0.05,
+          "phone": "b_B"
+        },
+        {
+          "duration": 0.09,
+          "phone": "ah_I"
+        },
+        {
+          "duration": 0.06,
+          "phone": "t_I"
+        },
+        {
+          "duration": 0.05,
+          "phone": "ah_I"
+        }
+      ],
+      "start": 39.629999999999995,
+      "startOffset": 319,
+      "word": "button"
+    },
+    {
+      "alignedWord": "was",
+      "case": "success",
+      "end": 40.18,
+      "endOffset": 329,
+      "phones": [
+        {
+          "duration": 0.06,
+          "phone": "w_B"
+        },
+        {
+          "duration": 0.04,
+          "phone": "ao_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "z_E"
+        }
+      ],
+      "start": 40,
+      "startOffset": 326,
+      "word": "was"
+    },
+    {
+      "alignedWord": "gone",
+      "case": "success",
+      "end": 40.76,
+      "endOffset": 334,
+      "phones": [
+        {
+          "duration": 0.1,
+          "phone": "g_B"
+        },
+        {
+          "duration": 0.3,
+          "phone": "ao_I"
+        },
+        {
+          "duration": 0.18,
+          "phone": "n_E"
+        }
+      ],
+      "start": 40.18,
+      "startOffset": 330,
+      "word": "gone"
+    },
+    {
+      "alignedWord": "the",
+      "case": "success",
+      "end": 42.82,
+      "endOffset": 339,
+      "phones": [
+        {
+          "duration": 0.17,
+          "phone": "dh_B"
+        },
+        {
+          "duration": 0.08,
+          "phone": "iy_E"
+        }
+      ],
+      "start": 42.57,
+      "startOffset": 336,
+      "word": "The"
+    },
+    {
+      "alignedWord": "barrel",
+      "case": "success",
+      "end": 43.34,
+      "endOffset": 346,
+      "phones": [
+        {
+          "duration": 0.1,
+          "phone": "b_B"
+        },
+        {
+          "duration": 0.17,
+          "phone": "eh_I"
+        },
+        {
+          "duration": 0.07,
+          "phone": "r_I"
+        },
+        {
+          "duration": 0.1,
+          "phone": "ah_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "l_E"
+        }
+      ],
+      "start": 42.82,
+      "startOffset": 340,
+      "word": "barrel"
+    },
+    {
+      "alignedWord": "of",
+      "case": "success",
+      "end": 43.480000000000004,
+      "endOffset": 349,
+      "phones": [
+        {
+          "duration": 0.03,
+          "phone": "ah_B"
+        },
+        {
+          "duration": 0.11,
+          "phone": "v_E"
+        }
+      ],
+      "start": 43.34,
+      "startOffset": 347,
+      "word": "of"
+    },
+    {
+      "alignedWord": "beer",
+      "case": "success",
+      "end": 44.04,
+      "endOffset": 354,
+      "phones": [
+        {
+          "duration": 0.08,
+          "phone": "b_B"
+        },
+        {
+          "duration": 0.25,
+          "phone": "ih_I"
+        },
+        {
+          "duration": 0.2,
+          "phone": "r_E"
+        }
+      ],
+      "start": 43.51,
+      "startOffset": 350,
+      "word": "beer"
+    },
+    {
+      "alignedWord": "was",
+      "case": "success",
+      "end": 44.27,
+      "endOffset": 358,
+      "phones": [
+        {
+          "duration": 0.08,
+          "phone": "w_B"
+        },
+        {
+          "duration": 0.04,
+          "phone": "ao_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "z_E"
+        }
+      ],
+      "start": 44.07,
+      "startOffset": 355,
+      "word": "was"
+    },
+    {
+      "alignedWord": "a",
+      "case": "success",
+      "end": 44.339999999999996,
+      "endOffset": 360,
+      "phones": [
+        {
+          "duration": 0.07,
+          "phone": "ah_S"
+        }
+      ],
+      "start": 44.269999999999996,
+      "startOffset": 359,
+      "word": "a"
+    },
+    {
+      "alignedWord": "brew",
+      "case": "success",
+      "end": 44.78,
+      "endOffset": 365,
+      "phones": [
+        {
+          "duration": 0.13,
+          "phone": "b_B"
+        },
+        {
+          "duration": 0.03,
+          "phone": "r_I"
+        },
+        {
+          "duration": 0.28,
+          "phone": "uw_E"
+        }
+      ],
+      "start": 44.34,
+      "startOffset": 361,
+      "word": "brew"
+    },
+    {
+      "alignedWord": "of",
+      "case": "success",
+      "end": 44.95,
+      "endOffset": 368,
+      "phones": [
+        {
+          "duration": 0.08,
+          "phone": "ah_B"
+        },
+        {
+          "duration": 0.09,
+          "phone": "v_E"
+        }
+      ],
+      "start": 44.78,
+      "startOffset": 366,
+      "word": "of"
+    },
+    {
+      "alignedWord": "malt",
+      "case": "success",
+      "end": 45.45,
+      "endOffset": 373,
+      "phones": [
+        {
+          "duration": 0.14,
+          "phone": "m_B"
+        },
+        {
+          "duration": 0.12,
+          "phone": "ao_I"
+        },
+        {
+          "duration": 0.18,
+          "phone": "l_I"
+        },
+        {
+          "duration": 0.03,
+          "phone": "t_E"
+        }
+      ],
+      "start": 44.980000000000004,
+      "startOffset": 369,
+      "word": "malt"
+    },
+    {
+      "alignedWord": "and",
+      "case": "success",
+      "end": 45.78,
+      "endOffset": 377,
+      "phones": [
+        {
+          "duration": 0.08,
+          "phone": "ah_B"
+        },
+        {
+          "duration": 0.05,
+          "phone": "n_I"
+        },
+        {
+          "duration": 0.05,
+          "phone": "d_E"
+        }
+      ],
+      "start": 45.6,
+      "startOffset": 374,
+      "word": "and"
+    },
+    {
+      "alignedWord": "hops",
+      "case": "success",
+      "end": 46.32,
+      "endOffset": 382,
+      "phones": [
+        {
+          "duration": 0.12,
+          "phone": "hh_B"
+        },
+        {
+          "duration": 0.2,
+          "phone": "aa_I"
+        },
+        {
+          "duration": 0.14,
+          "phone": "p_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "s_E"
+        }
+      ],
+      "start": 45.78,
+      "startOffset": 378,
+      "word": "hops"
+    },
+    {
+      "alignedWord": "tin",
+      "case": "success",
+      "end": 48.93,
+      "endOffset": 387,
+      "phones": [
+        {
+          "duration": 0.11,
+          "phone": "t_B"
+        },
+        {
+          "duration": 0.12,
+          "phone": "ih_I"
+        },
+        {
+          "duration": 0.12,
+          "phone": "n_E"
+        }
+      ],
+      "start": 48.58,
+      "startOffset": 384,
+      "word": "Tin"
+    },
+    {
+      "alignedWord": "cans",
+      "case": "success",
+      "end": 49.49,
+      "endOffset": 392,
+      "phones": [
+        {
+          "duration": 0.1,
+          "phone": "k_B"
+        },
+        {
+          "duration": 0.27,
+          "phone": "ae_I"
+        },
+        {
+          "duration": 0.06,
+          "phone": "n_I"
+        },
+        {
+          "duration": 0.13,
+          "phone": "z_E"
+        }
+      ],
+      "start": 48.93,
+      "startOffset": 388,
+      "word": "cans"
+    },
+    {
+      "alignedWord": "are",
+      "case": "success",
+      "end": 49.63,
+      "endOffset": 396,
+      "phones": [
+        {
+          "duration": 0.14,
+          "phone": "er_S"
+        }
+      ],
+      "start": 49.49,
+      "startOffset": 393,
+      "word": "are"
+    },
+    {
+      "alignedWord": "absent",
+      "case": "success",
+      "end": 50.220000000000006,
+      "endOffset": 403,
+      "phones": [
+        {
+          "duration": 0.24,
+          "phone": "ae_B"
+        },
+        {
+          "duration": 0.1,
+          "phone": "b_I"
+        },
+        {
+          "duration": 0.07,
+          "phone": "s_I"
+        },
+        {
+          "duration": 0.03,
+          "phone": "ah_I"
+        },
+        {
+          "duration": 0.05,
+          "phone": "n_I"
+        },
+        {
+          "duration": 0.1,
+          "phone": "t_E"
+        }
+      ],
+      "start": 49.63,
+      "startOffset": 397,
+      "word": "absent"
+    },
+    {
+      "alignedWord": "from",
+      "case": "success",
+      "end": 50.46,
+      "endOffset": 408,
+      "phones": [
+        {
+          "duration": 0.06,
+          "phone": "f_B"
+        },
+        {
+          "duration": 0.04,
+          "phone": "r_I"
+        },
+        {
+          "duration": 0.06,
+          "phone": "ah_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "m_E"
+        }
+      ],
+      "start": 50.22,
+      "startOffset": 404,
+      "word": "from"
+    },
+    {
+      "alignedWord": "store",
+      "case": "success",
+      "end": 50.84,
+      "endOffset": 414,
+      "phones": [
+        {
+          "duration": 0.08,
+          "phone": "s_B"
+        },
+        {
+          "duration": 0.06,
+          "phone": "t_I"
+        },
+        {
+          "duration": 0.13,
+          "phone": "ao_I"
+        },
+        {
+          "duration": 0.08,
+          "phone": "r_E"
+        }
+      ],
+      "start": 50.49,
+      "startOffset": 409,
+      "word": "store"
+    },
+    {
+      "alignedWord": "shelves",
+      "case": "success",
+      "end": 51.42,
+      "endOffset": 422,
+      "phones": [
+        {
+          "duration": 0.2,
+          "phone": "sh_B"
+        },
+        {
+          "duration": 0.14,
+          "phone": "eh_I"
+        },
+        {
+          "duration": 0.16,
+          "phone": "l_I"
+        },
+        {
+          "duration": 0.03,
+          "phone": "v_I"
+        },
+        {
+          "duration": 0.05,
+          "phone": "z_E"
+        }
+      ],
+      "start": 50.84,
+      "startOffset": 415,
+      "word": "shelves"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/tests/data/results/full-harvard-sentences-list30-s01.json b/tests/data/results/full-harvard-sentences-list30-s01.json
new file mode 100644
index 00000000..a57c9a06
--- /dev/null
+++ b/tests/data/results/full-harvard-sentences-list30-s01.json
@@ -0,0 +1,223 @@
+{
+    "transcript": "the mute muscle the higher tones are who are and ",
+    "words": [
+        {
+            "alignedWord": "the",
+            "case": "success",
+            "end": 0.5900000000000001,
+            "endOffset": 3,
+            "phones": [
+                {
+                    "duration": 0.17,
+                    "phone": "dh_B"
+                },
+                {
+                    "duration": 0.08,
+                    "phone": "iy_E"
+                }
+            ],
+            "start": 0.34,
+            "startOffset": 0,
+            "word": "the"
+        },
+        {
+            "alignedWord": "mute",
+            "case": "success",
+            "end": 0.98,
+            "endOffset": 8,
+            "phones": [
+                {
+                    "duration": 0.08,
+                    "phone": "m_B"
+                },
+                {
+                    "duration": 0.11,
+                    "phone": "y_I"
+                },
+                {
+                    "duration": 0.13,
+                    "phone": "uw_I"
+                },
+                {
+                    "duration": 0.07,
+                    "phone": "t_E"
+                }
+            ],
+            "start": 0.59,
+            "startOffset": 4,
+            "word": "mute"
+        },
+        {
+            "alignedWord": "muscle",
+            "case": "success",
+            "end": 1.74,
+            "endOffset": 15,
+            "phones": [
+                {
+                    "duration": 0.23,
+                    "phone": "m_B"
+                },
+                {
+                    "duration": 0.11,
+                    "phone": "ah_I"
+                },
+                {
+                    "duration": 0.12,
+                    "phone": "s_I"
+                },
+                {
+                    "duration": 0.05,
+                    "phone": "ah_I"
+                },
+                {
+                    "duration": 0.22,
+                    "phone": "l_E"
+                }
+            ],
+            "start": 1.01,
+            "startOffset": 9,
+            "word": "muscle"
+        },
+        {
+            "alignedWord": "the",
+            "case": "success",
+            "end": 1.97,
+            "endOffset": 19,
+            "phones": [
+                {
+                    "duration": 0.11,
+                    "phone": "dh_B"
+                },
+                {
+                    "duration": 0.09,
+                    "phone": "iy_E"
+                }
+            ],
+            "start": 1.77,
+            "startOffset": 16,
+            "word": "the"
+        },
+        {
+            "alignedWord": "higher",
+            "case": "success",
+            "end": 2.29,
+            "endOffset": 26,
+            "phones": [
+                {
+                    "duration": 0.1,
+                    "phone": "hh_B"
+                },
+                {
+                    "duration": 0.18,
+                    "phone": "ay_I"
+                },
+                {
+                    "duration": 0.04,
+                    "phone": "er_E"
+                }
+            ],
+            "start": 1.97,
+            "startOffset": 20,
+            "word": "higher"
+        },
+        {
+            "alignedWord": "tones",
+            "case": "success",
+            "end": 2.86,
+            "endOffset": 32,
+            "phones": [
+                {
+                    "duration": 0.16,
+                    "phone": "t_B"
+                },
+                {
+                    "duration": 0.24,
+                    "phone": "ow_I"
+                },
+                {
+                    "duration": 0.09,
+                    "phone": "n_I"
+                },
+                {
+                    "duration": 0.08,
+                    "phone": "z_E"
+                }
+            ],
+            "start": 2.29,
+            "startOffset": 27,
+            "word": "tones"
+        },
+        {
+            "alignedWord": "are",
+            "case": "success",
+            "end": 3.12,
+            "endOffset": 36,
+            "phones": [
+                {
+                    "duration": 0.26,
+                    "phone": "er_S"
+                }
+            ],
+            "start": 2.86,
+            "startOffset": 33,
+            "word": "are"
+        },
+        {
+            "alignedWord": "who",
+            "case": "success",
+            "end": 3.43,
+            "endOffset": 40,
+            "phones": [
+                {
+                    "duration": 0.11,
+                    "phone": "hh_B"
+                },
+                {
+                    "duration": 0.2,
+                    "phone": "uw_E"
+                }
+            ],
+            "start": 3.12,
+            "startOffset": 37,
+            "word": "who"
+        },
+        {
+            "alignedWord": "are",
+            "case": "success",
+            "end": 3.49,
+            "endOffset": 44,
+            "phones": [
+                {
+                    "duration": 0.06,
+                    "phone": "er_S"
+                }
+            ],
+            "start": 3.43,
+            "startOffset": 41,
+            "word": "are"
+        },
+        {
+            "alignedWord": "and",
+            "case": "success",
+            "end": 3.64,
+            "endOffset": 48,
+            "phones": [
+                {
+                    "duration": 0.03,
+                    "phone": "ah_B"
+                },
+                {
+                    "duration": 0.05,
+                    "phone": "n_I"
+                },
+                {
+                    "duration": 0.07,
+                    "phone": "d_E"
+                }
+            ],
+            "start": 3.49,
+            "startOffset": 45,
+            "word": "and"
+        }
+    ]
+}
\ No newline at end of file
diff --git a/tests/helpers.py b/tests/helpers.py
new file mode 100644
index 00000000..c5e8b959
--- /dev/null
+++ b/tests/helpers.py
@@ -0,0 +1,20 @@
+import json
+import os
+import pytest
+
+_thisdir = os.path.dirname(os.path.realpath(__file__))
+_datadir = os.path.join(_thisdir, "data")
+
+def input_path(name):
+    return os.path.join(_datadir, "inputs", name)
+
+def result_path(name):
+    return os.path.join(_datadir, "results", name)
+
+def result_json(name):
+    with open(result_path(name + ".json")) as f:
+        return json.loads(f.read())
+
+def input_data(filename):
+    with open(input_path(filename)) as fh:
+        return fh.read();
diff --git a/tests/test_forced_aligner.py b/tests/test_forced_aligner.py
new file mode 100644
index 00000000..705a4b0b
--- /dev/null
+++ b/tests/test_forced_aligner.py
@@ -0,0 +1,34 @@
+import gentle
+import logging
+import logging.handlers
+import sys
+
+from helpers import *
+
+class TestForcedAligner:
+
+    def test_harvard30(self, tmpdir, request):
+        name = "harvard-sentences-list30"
+        transcript = input_data(name + ".txt")
+        audiofile = input_path(name + ".mp3")
+        resultfile = result_path("forced-" + name + ".json")
+
+        expected = gentle.Transcription.from_jsonfile(resultfile)
+        assert transcript == expected.transcript # test data consistency check
+
+        resources = gentle.Resources()
+        aligner = gentle.ForcedAligner(resources, transcript)
+
+        logger = logging.getLogger(request.node.name)
+        handler = logging.handlers.MemoryHandler(sys.maxint)
+        logger.addHandler(handler)
+        logger.setLevel('INFO')
+
+        with gentle.resampled(audiofile) as wavfile:
+            result = aligner.transcribe(wavfile, logging=logger)
+
+        log = [record.getMessage() for record in handler.buffer]
+
+        assert result == expected
+        assert "5 unaligned words (of 86)" in log
+        assert "after 2nd pass: 0 unaligned words (of 86)" in log
diff --git a/tests/test_full_transcriber.py b/tests/test_full_transcriber.py
new file mode 100644
index 00000000..b16c926e
--- /dev/null
+++ b/tests/test_full_transcriber.py
@@ -0,0 +1,26 @@
+import gentle
+import json
+import logging
+import logging.handlers
+import sys
+
+from helpers import *
+
+class TestFullTranscriber:
+
+    def test_harvard30_s01(self, request):
+        name = "harvard-sentences-list30-s01"
+        audiofile = input_path(name + ".mp3")
+        resultfile = result_path("full-" + name + ".json")
+
+        expected = gentle.Transcription.from_jsonfile(resultfile)
+
+        resources = gentle.Resources()
+        transcriber = gentle.FullTranscriber(resources)
+
+        assert transcriber.available # verify language model is loaded
+
+        with gentle.resampled(audiofile) as wavfile:
+            result = transcriber.transcribe(wavfile)
+
+        assert result == expected

From c4b47b62399d10af931166c1f888f84f80049440 Mon Sep 17 00:00:00 2001
From: ronen barzel <ronen@barzel.org>
Date: Thu, 15 Sep 2016 09:49:14 +0100
Subject: [PATCH 5/5] tidy up test data directory names; stash test results in
 tmp dir for post-mortems

---
 tests/.gitignore                              |   1 +
 .../forced-harvard-sentences-list30.json      |   0
 .../full-harvard-sentences-list30-s01.json    |   0
 tests/data/{inputs => input}/README.md        |   0
 .../harvard-sentences-list30-s01.mp3          | Bin
 .../harvard-sentences-list30.mp3              | Bin
 .../harvard-sentences-list30.txt              |   0
 tests/helpers.py                              |  19 ++++++++++--------
 tests/test_forced_aligner.py                  |   6 +++++-
 tests/test_full_transcriber.py                |   6 +++++-
 10 files changed, 22 insertions(+), 10 deletions(-)
 rename tests/data/{results => expected}/forced-harvard-sentences-list30.json (100%)
 rename tests/data/{results => expected}/full-harvard-sentences-list30-s01.json (100%)
 rename tests/data/{inputs => input}/README.md (100%)
 rename tests/data/{inputs => input}/harvard-sentences-list30-s01.mp3 (100%)
 rename tests/data/{inputs => input}/harvard-sentences-list30.mp3 (100%)
 rename tests/data/{inputs => input}/harvard-sentences-list30.txt (100%)

diff --git a/tests/.gitignore b/tests/.gitignore
index d0e8fdb3..b5f1fe66 100644
--- a/tests/.gitignore
+++ b/tests/.gitignore
@@ -1 +1,2 @@
 !data/
+data/tmp
diff --git a/tests/data/results/forced-harvard-sentences-list30.json b/tests/data/expected/forced-harvard-sentences-list30.json
similarity index 100%
rename from tests/data/results/forced-harvard-sentences-list30.json
rename to tests/data/expected/forced-harvard-sentences-list30.json
diff --git a/tests/data/results/full-harvard-sentences-list30-s01.json b/tests/data/expected/full-harvard-sentences-list30-s01.json
similarity index 100%
rename from tests/data/results/full-harvard-sentences-list30-s01.json
rename to tests/data/expected/full-harvard-sentences-list30-s01.json
diff --git a/tests/data/inputs/README.md b/tests/data/input/README.md
similarity index 100%
rename from tests/data/inputs/README.md
rename to tests/data/input/README.md
diff --git a/tests/data/inputs/harvard-sentences-list30-s01.mp3 b/tests/data/input/harvard-sentences-list30-s01.mp3
similarity index 100%
rename from tests/data/inputs/harvard-sentences-list30-s01.mp3
rename to tests/data/input/harvard-sentences-list30-s01.mp3
diff --git a/tests/data/inputs/harvard-sentences-list30.mp3 b/tests/data/input/harvard-sentences-list30.mp3
similarity index 100%
rename from tests/data/inputs/harvard-sentences-list30.mp3
rename to tests/data/input/harvard-sentences-list30.mp3
diff --git a/tests/data/inputs/harvard-sentences-list30.txt b/tests/data/input/harvard-sentences-list30.txt
similarity index 100%
rename from tests/data/inputs/harvard-sentences-list30.txt
rename to tests/data/input/harvard-sentences-list30.txt
diff --git a/tests/helpers.py b/tests/helpers.py
index c5e8b959..968e24a5 100644
--- a/tests/helpers.py
+++ b/tests/helpers.py
@@ -2,18 +2,21 @@
 import os
 import pytest
 
-_thisdir = os.path.dirname(os.path.realpath(__file__))
-_datadir = os.path.join(_thisdir, "data")
+_this_dir = os.path.dirname(os.path.realpath(__file__))
+_data_dir = os.path.join(_this_dir, "data")
+_input_dir = os.path.join(_data_dir, "input")
+_expected_dir = os.path.join(_data_dir, "expected")
+_result_dir = os.path.join(_data_dir, "tmp")
 
 def input_path(name):
-    return os.path.join(_datadir, "inputs", name)
+    return os.path.join(_input_dir, name)
 
-def result_path(name):
-    return os.path.join(_datadir, "results", name)
+def expected_path(name):
+    return os.path.join(_expected_dir, name)
 
-def result_json(name):
-    with open(result_path(name + ".json")) as f:
-        return json.loads(f.read())
+def result_path(name):
+    if not os.path.isdir(_result_dir): os.makedirs(_result_dir)
+    return os.path.join(_result_dir, name)
 
 def input_data(filename):
     with open(input_path(filename)) as fh:
diff --git a/tests/test_forced_aligner.py b/tests/test_forced_aligner.py
index 705a4b0b..a2d17a0f 100644
--- a/tests/test_forced_aligner.py
+++ b/tests/test_forced_aligner.py
@@ -11,9 +11,10 @@ def test_harvard30(self, tmpdir, request):
         name = "harvard-sentences-list30"
         transcript = input_data(name + ".txt")
         audiofile = input_path(name + ".mp3")
+        expectedfile = expected_path("forced-" + name + ".json")
         resultfile = result_path("forced-" + name + ".json")
 
-        expected = gentle.Transcription.from_jsonfile(resultfile)
+        expected = gentle.Transcription.from_jsonfile(expectedfile)
         assert transcript == expected.transcript # test data consistency check
 
         resources = gentle.Resources()
@@ -29,6 +30,9 @@ def test_harvard30(self, tmpdir, request):
 
         log = [record.getMessage() for record in handler.buffer]
 
+        with open(resultfile, "w") as fh:
+            fh.write(result.to_json())
+
         assert result == expected
         assert "5 unaligned words (of 86)" in log
         assert "after 2nd pass: 0 unaligned words (of 86)" in log
diff --git a/tests/test_full_transcriber.py b/tests/test_full_transcriber.py
index b16c926e..d290eedd 100644
--- a/tests/test_full_transcriber.py
+++ b/tests/test_full_transcriber.py
@@ -11,9 +11,10 @@ class TestFullTranscriber:
     def test_harvard30_s01(self, request):
         name = "harvard-sentences-list30-s01"
         audiofile = input_path(name + ".mp3")
+        expectedfile = expected_path("full-" + name + ".json")
         resultfile = result_path("full-" + name + ".json")
 
-        expected = gentle.Transcription.from_jsonfile(resultfile)
+        expected = gentle.Transcription.from_jsonfile(expectedfile)
 
         resources = gentle.Resources()
         transcriber = gentle.FullTranscriber(resources)
@@ -23,4 +24,7 @@ def test_harvard30_s01(self, request):
         with gentle.resampled(audiofile) as wavfile:
             result = transcriber.transcribe(wavfile)
 
+        with open(resultfile, "w") as fh:
+            fh.write(result.to_json())
+
         assert result == expected