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gemini-1.5-flash-002の検証
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gemini-1.5-flash-002-test.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# gemini-1.5-flash-002 の検証\n",
"\n",
"latencyが早くなったとのことだったので、その検証と001と002の速度比較を行った。\n",
"今回のテストにおけるlatencyとは最初のチャンク到達時間のことである。\n",
"また、検証の際は暗黙的なキャッシュを避けるため、試行回数分のpromptを用意した。\n",
"\n",
"なお、以下の図を見て、001->002で速度が向上したと勘違いしたことがきっかけである。\n",
"実際には以下の図は継続的な改善しか言及していない。\n",
"![](https://assets.st-note.com/img/1727210533-l15BR2MK960UynYqsbrLItJk.png?width=2000&height=2000&fit=bounds&quality=85)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install -U -q \"google-generativeai>=0.7.2\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import google.generativeai as genai"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"from dotenv import load_dotenv\n",
"load_dotenv()\n",
"genai.configure(api_key=os.environ['GOOGLE_API_KEY'])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Whiskers,\n",
"________________________________________________________________________________\n",
" a fluffy ginger cat with a heart of gold, was known for his insatiable curiosity. One\n",
"________________________________________________________________________________\n",
" sunny afternoon, he found himself perched atop the kitchen counter, his green eyes sparkling with\n",
"________________________________________________________________________________\n",
" mischief. He watched, mesmerized, as his human, Emily, whisked together ingredients for a cake. \n",
"\n",
"Whiskers longed to join the fun\n",
"________________________________________________________________________________\n",
". He longed to lick the spoon, to knead the dough, to taste the sugary frosting. But Emily, ever vigilant, kept him at bay. Finally,\n",
"________________________________________________________________________________\n",
" as the cake cooled, Whiskers saw his chance. With a deft leap, he landed on the kitchen table, his fluffy tail swishing with delight.\n",
"\n",
"The cake, a fluffy vanilla masterpiece, was covered in colorful sprinkles. Whiskers\n",
"________________________________________________________________________________\n",
", unable to resist, dipped his paw into the frosting, leaving a delightful paw-print in the sweet cream. He then proceeded to lick the frosting off his paw, his tongue lapping at the sugary delight.\n",
"\n",
"Emily, returning to the kitchen\n",
"________________________________________________________________________________\n",
", found Whiskers in the midst of his culinary adventure. She chuckled, her eyes crinkling with amusement. \"Whiskers, you little rascal! You've been busy!\"\n",
"\n",
"Whiskers, his tail twitching in guilt, looked up at her with wide, innocent eyes. \"Meow?\" he said,\n",
"________________________________________________________________________________\n",
" as if to ask, \"What are you talking about?\"\n",
"\n",
"Emily scooped him up, his soft fur warming her hands. \"Don't worry,\" she said, \"I'll share some cake with you. But next time, you'll have to wait until after it's cool.\"\n",
"\n",
"Whisk\n",
"________________________________________________________________________________\n",
"ers purred with contentment, his tiny pink nose twitching as he sniffed the sweet aroma of the cake. He knew Emily loved him, and he knew she would always share her treats with him. After all, what was a cake without a little cat-shaped frosting? \n",
"\n",
"________________________________________________________________________________\n"
]
}
],
"source": [
"model = genai.GenerativeModel('gemini-1.5-flash-001')\n",
"response = model.generate_content(\"Write a cute story about cats.\", stream=True)\n",
"chunk_sample = None\n",
"for chunk in response:\n",
" chunk_sample = chunk\n",
" print(chunk.text)\n",
" print(\"_\"*80)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"387\n",
"387\n",
"Whiskers, a fluffy ginger cat with a heart of gold, was known for his insatiable curiosity. One sunny afternoon, he found himself perched atop the kitchen counter, his green eyes sparkling with mischief. He watched, mesmerized, as his human, Emily, whisked together ingredients for a cake. \n",
"\n",
"Whiskers longed to join the fun. He longed to lick the spoon, to knead the dough, to taste the sugary frosting. But Emily, ever vigilant, kept him at bay. Finally, as the cake cooled, Whiskers saw his chance. With a deft leap, he landed on the kitchen table, his fluffy tail swishing with delight.\n",
"\n",
"The cake, a fluffy vanilla masterpiece, was covered in colorful sprinkles. Whiskers, unable to resist, dipped his paw into the frosting, leaving a delightful paw-print in the sweet cream. He then proceeded to lick the frosting off his paw, his tongue lapping at the sugary delight.\n",
"\n",
"Emily, returning to the kitchen, found Whiskers in the midst of his culinary adventure. She chuckled, her eyes crinkling with amusement. \"Whiskers, you little rascal! You've been busy!\"\n",
"\n",
"Whiskers, his tail twitching in guilt, looked up at her with wide, innocent eyes. \"Meow?\" he said, as if to ask, \"What are you talking about?\"\n",
"\n",
"Emily scooped him up, his soft fur warming her hands. \"Don't worry,\" she said, \"I'll share some cake with you. But next time, you'll have to wait until after it's cool.\"\n",
"\n",
"Whiskers purred with contentment, his tiny pink nose twitching as he sniffed the sweet aroma of the cake. He knew Emily loved him, and he knew she would always share her treats with him. After all, what was a cake without a little cat-shaped frosting? \n",
"\n"
]
}
],
"source": [
"print(chunk_sample.usage_metadata.candidates_token_count)\n",
"print(response.usage_metadata.candidates_token_count)\n",
"print(response.text)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"import matplotlib.pyplot as plt\n",
"\n",
"def measure_generation_speed(model, prompts, num_trials=10, sleep_time=0.5):\n",
" \"\"\"\n",
" 指定されたプロンプトでテキスト生成を行い、速度を計測する関数\n",
"\n",
" Args:\n",
" model: genai.GenerativeModelオブジェクト\n",
" prompts: テキスト生成のプロンプトのリスト\n",
" num_trials: 試行回数\n",
" sleep_time: 各試行間の待機時間（秒）\n",
"\n",
" Returns:\n",
" tuple: 平均First Chunk Time（秒）、平均Tokens per Second\n",
" \"\"\"\n",
"\n",
" first_chunk_times = []\n",
" tokens_per_second = []\n",
"\n",
" for i in range(num_trials):\n",
" prompt = prompts[i % len(prompts)]\n",
" start_time = time.time()\n",
" response = model.generate_content(prompt, stream=True)\n",
"\n",
" first_chunk_time = None\n",
" response_text = \"\"\n",
" for _ in response:\n",
" if first_chunk_time is None:\n",
" first_chunk_time = time.time() - start_time\n",
"\n",
" end_time = time.time()\n",
" total_time = end_time - start_time\n",
" time.sleep(0.5)\n",
" response_text = response.text.replace('\\n', '')\n",
" token_count = response.usage_metadata.candidates_token_count\n",
" first_chunk_times.append(first_chunk_time)\n",
" tokens_per_second.append(token_count / total_time)\n",
"\n",
" print(f\"Trial {i+1}:\")\n",
" print(f\" First Chunk Time: {first_chunk_time:.4f} seconds\")\n",
" print(f\" Tokens per Second: {tokens_per_second[-1]:.2f}\")\n",
" print(f\" Prompt: {prompt}\")\n",
" print(f\" Response: {response_text}\")\n",
" print(\"_\"*80)\n",
"\n",
" time.sleep(sleep_time)\n",
"\n",
" avg_first_chunk_time = sum(first_chunk_times) / len(first_chunk_times)\n",
" avg_tokens_per_second = sum(tokens_per_second) / len(tokens_per_second)\n",
"\n",
" return first_chunk_times, tokens_per_second, avg_first_chunk_time, avg_tokens_per_second\n",
"\n",
"\n",
"def plot_results(first_chunk_times, tokens_per_second, title):\n",
" \"\"\"\n",
" 計測結果をグラフで表示する関数\n",
"\n",
" Args:\n",
" first_chunk_times: First Chunk Timeのリスト\n",
" tokens_per_second: Tokens per Secondのリスト\n",
" title: グラフのタイトル\n",
" \"\"\"\n",
"\n",
" plt.figure(figsize=(10, 5))\n",
"\n",
" plt.subplot(1, 2, 1)\n",
" plt.plot(first_chunk_times, marker='o')\n",
" plt.title(f'{title} - First Chunk Time')\n",
" plt.xlabel('Trial')\n",
" plt.ylabel('Time (seconds)')\n",
"\n",
" plt.subplot(1, 2, 2)\n",
" plt.plot(tokens_per_second, marker='o')\n",
" plt.title(f'{title} - Tokens per Second')\n",
" plt.xlabel('Trial')\n",
" plt.ylabel('Tokens/sec')\n",
"\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Trial 1:\n",
" First Chunk Time: 0.3752 seconds\n",
" Tokens per Second: 185.16\n",
" Prompt: Write a cute story about cats.\n",
" Response: Barnaby the tabby was a creature of routine. Every morning, he'd wake up with the sun, stretch his paws, and go for a leisurely stroll through the garden. This routine was interrupted one day by a tiny, fluffy creature with the most enormous emerald eyes. The tiny creature, a kitten named Luna, had wandered into Barnaby's garden and was now sitting, wide-eyed, in the middle of Barnaby's favorite sunbeam. Barnaby, usually aloof and independent, found himself oddly drawn to the kitten. He cautiously approached, sniffing the air, his tail twitching. Luna, unafraid, simply tilted her head and looked up at him with those mesmerizing green eyes.Barnaby, never one to resist a cute face, found himself nudging the kitten with his nose. Luna, overjoyed, purred and rubbed against his leg. Barnaby, surprised by the warmth he felt, decided to adopt the kitten.From that day on, Barnaby's routine changed. Every morning, he'd wake up with the sun, stretch his paws, and look for Luna. She was always waiting for him, ready to play and cuddle. They'd spend their days chasing butterflies, napping in sunbeams, and sharing meals. Barnaby taught Luna the art of hunting, how to stalk a leaf in the wind, and how to nap in the most comfortable spots.One day, Barnaby was grooming Luna's fluffy fur when she looked at him with a serious expression. \"Barnaby,\" she said, \"I'm scared of the big, loud things outside.\"Barnaby, a seasoned hunter, chuckled. \"Don't worry, Luna. I'll protect you.\"And so, Barnaby, the once aloof and independent cat, became a protector, a mentor, and a friend. He'd sit by the window, watching over Luna with a watchful eye, making sure she was safe and happy. Luna, in return, showered Barnaby with affection and a love that warmed his heart like a sunbeam.They were the most unlikely of friends, a seasoned cat and a tiny kitten, but their bond was unbreakable, a testament to the love and friendship that can bloom in the most unexpected places. \n",
"________________________________________________________________________________\n",
"Trial 2:\n",
" First Chunk Time: 0.3477 seconds\n",
" Tokens per Second: 195.75\n",
" Prompt: Write a thrilling story about a detective.\n",
" Response: The rain lashed against the grimy window of Detective Leo Maxwell's office, mimicking the frantic beat of his heart. The air hung heavy with the scent of stale coffee and fear. His usual stoic face was etched with worry, his eyes burning with a sleepless night's worth of frustration. The case file, its edges worn thin from repeated handling, lay open on his desk, a stark reminder of the missing girl, Chloe, and the mounting pressure to find her.Chloe, a vibrant young artist with a smile that could light up a room, had vanished without a trace three days ago. Her only known connection to the case: a single, cryptic note left behind – a single, ominous word: \"Corvus.\" Leo had chased countless dead ends, interrogated shady figures, and scoured every alley in the city, all to no avail. The word \"Corvus,\" Latin for raven, gnawed at him, its meaning elusive, its ominous presence casting a long shadow over the investigation. Suddenly, a knock on the door startled him. It was Detective Sarah Miller, his partner, her face pale, her eyes filled with an unsettling mixture of dread and determination. \"Leo,\" she said, her voice barely a whisper, \"I found something. A raven.\" Her words were a chilling echo of the cryptic note. She held out a small, black feather, its tip still wet from the rain. \"It was tied to a rusty pipe,\" she continued, her voice trembling slightly, \"near the docks. It's the same type of raven found in the city park, where Chloe was last seen.\"A surge of hope, tempered with a bone-chilling suspicion, coursed through Leo. He took the feather, its texture unexpectedly smooth against his rough fingertips. This was a clue, a tangible link to the elusive Corvus, whoever or whatever it was.He knew the docks were a notorious haven for smugglers and criminals. They were the city's underbelly, where secrets whispered in the shadows and hope died a slow, painful death. But tonight, Leo felt an inexplicable sense of urgency. He had to find Chloe, no matter the cost.With Sarah by his side, Leo plunged into the labyrinthine maze of the docks, the city lights blurring into a tapestry of darkness and rain. The air was thick with the smell of salt and decay, the distant echoes of laughter and violence blending into a chilling symphony.They followed the trail of feathers, each one a grim reminder of the child they were desperately trying to find. The path led them to an abandoned warehouse, its walls adorned with graffiti and its windows boarded up. The stench of stale fish and rot filled their nostrils, making their stomachs churn.As they cautiously entered, the air grew thick with anticipation. The warehouse was shrouded in darkness, broken only by the flickering glow of a single lightbulb hanging precariously from the ceiling. It illuminated a single figure, hooded and shrouded in shadow, standing near a pile of crates. Leo and Sarah exchanged a silent glance. The figure moved, revealing a face hidden beneath a raven's mask. The air crackled with tension, the silence broken only by the dripping of water and the pounding of their hearts.\"Chloe,\" Leo called out, his voice hoarse with fear.The figure turned slowly, its eyes burning with an unsettling intensity. It reached behind its back and pulled out a small, metal cage. Inside, trapped and whimpering, was Chloe. Leo's eyes widened in horror. The figure's voice, raspy and cold, filled the room. \"You're late, Detective,\" it said, its voice echoing through the warehouse. \"But you're just in time to witness the end of her innocence.\"The air crackled with the potential for violence. The warehouse echoed with the desperate plea of a child, the clash of metal against metal, and the frantic cries of a detective determined to save her. The fight was brutal, desperate, and filled with a raw, primal fear. In the end, the villain's mask lay shattered on the floor, a testament to Leo's resilience. Chloe was safe, her eyes wide with fear, but her spirit unbroken. The rain outside had stopped, the sun pushing through the clouds, illuminating the dockyard in a soft, hopeful light. Leo held Chloe close, the weight of her small frame a heavy reminder of his responsibility. He had saved her, but the scar of the experience would forever be etched on her soul.The case of Corvus was closed, but the city's dark underbelly remained, a constant reminder of the fragile nature of innocence and the unwavering dedication of a detective who would always fight for justice. \n",
"________________________________________________________________________________\n",
"Trial 3:\n",
" First Chunk Time: 0.4004 seconds\n",
" Tokens per Second: 73.07\n",
" Prompt: Write a funny story about a baby.\n",
" Response: Bartholomew \"Barty\" Butterfield was not a normal baby. While most babies were content with drooling, giggling, and pooping, Barty had a different agenda: world domination. He’d begun his campaign early, starting with his parents, the unsuspecting Mr. and Mrs. Butterfield.It all started with the pacifier. Barty would refuse to use it unless it was precisely placed in his mouth at a 45-degree angle, with the nipple positioned at a specific point\n",
"________________________________________________________________________________\n",
"Trial 4:\n",
" First Chunk Time: 0.4636 seconds\n",
" Tokens per Second: 8.62\n",
" Prompt: Write a romantic story about a couple.\n",
" Response: The rain hammered against\n",
"________________________________________________________________________________\n",
"Trial 5:\n",
" First Chunk Time: 0.4154 seconds\n",
" Tokens per Second: 190.47\n",
" Prompt: Write a scary story about a haunted house.\n",
" Response: The house on Elm Street had stood sentinel for decades, a looming, gray shadow amongst the vibrant, sun-drenched houses that lined the otherwise lively street. It was a place of whispered warnings and hushed secrets, where children were told to avoid its overgrown lawn and creaking porch. My friends and I, being teenagers, naturally felt compelled to ignore the warnings.We arrived at dusk, the air thick with anticipation and the scent of damp earth. The house, a Victorian relic with peeling paint and broken windows, seemed to sigh in the growing darkness. An eerie silence hung about it, broken only by the rustle of leaves and the occasional creak of the ancient wood.We entered through a gaping hole in the back door, its rusted hinges groaning in protest. The interior was a dusty tomb, shadows dancing in the fading light filtering through the grimy panes. The air was heavy with a cloying scent of decay, making our throats tickle with apprehension.As we explored, the air grew colder, and an unsettling feeling settled over us. The portraits on the walls seemed to watch us with cold, unblinking eyes, their faces contorted in silent screams. We found a tattered diary, its pages filled with frantic scribblings about a \"presence,\" a \"shadow\" that followed the writer. It spoke of a chilling fear that permeated the house, a fear that seemed to seep into our very bones.Suddenly, we heard a noise - a soft, scratching sound coming from the attic. We exchanged nervous glances, our hearts pounding in our chests. The scratching grew louder, punctuated by the occasional thump. With trembling hands, we climbed the rickety stairs, fear gnawing at our insides.The attic was a cavernous space, filled with dust-covered furniture and boxes stacked haphazardly. As we approached the source of the scratching, the air grew colder and a bone-chilling wind seemed to whip around us. Then, we saw it.In the dim light, a figure emerged from the shadows, its face obscured by darkness. It held a rusted sickle in its skeletal hand, its eyes burning with an unearthly fire. We screamed, paralyzed with fear, as the figure raised the sickle, its cold steel glinting in the dim light.We fled, scrambling down the stairs and out of the house, leaving our friend behind. We didn't look back, didn't dare to. As we ran down the street, the house on Elm Street seemed to loom larger, its shadows reaching out to engulf us. The scratching followed us, an insistent echo in our ears.We never went back to that house. The memory of the scratching, the cold, and the chilling presence lingers to this day, a constant reminder that some doors are best left unopened, some secrets best left buried. The house on Elm Street remains a testament to the darkness that can dwell within the walls of a haunted house, a chilling reminder of the fear that lurks in the shadows. And every time I pass by it, I can hear the faint scratching, the whispering of secrets that still haunt the night. \n",
"________________________________________________________________________________\n",
"English - Average First Chunk Time: 0.4005 seconds\n",
"English - Average Tokens per Second: 130.61\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Trial 1:\n",
" First Chunk Time: 0.4723 seconds\n",
" Tokens per Second: 139.51\n",
" Prompt: 猫についてのかわいい話を書いてください。\n",
" Response: ある寒い冬の夜、小さな猫のミトンは、暖炉のそばで居眠りをしていました。彼女は毛布にくるまり、優しい火の光に照らされ、幸せそうに眠っていました。突然、大きな音が聞こえて、ミトンは飛び起きたのです。音は、家の外から聞こえてきました。ミトンは好奇心旺盛だったので、そっと窓際に近づき、外を覗き込みました。すると、外は雪が激しく降っていて、小さな鳥が木に止まり、震えているのが見えました。ミトンは、鳥が寒そうにしているのを見て、かわいそうに思いました。彼女は、窓を軽く叩いて、鳥に近づこうとしましたが、鳥は怖がって飛び去ってしまいました。ミトンは、鳥を助けたい気持ちでいっぱいになりました。彼女は、窓の外に出る方法はないかと考えました。そして、ひらめきました。彼女は、暖炉のそばに置かれた、小さな木の箱を見つけました。彼女は、箱を窓の下に引き寄せ、箱に乗って窓の外に飛び出しました。外は、想像していたよりも寒く、雪がミトンの毛皮に積もっていました。しかし、ミトンは、鳥を助けたい気持ちで、雪の中を走り続けました。彼女は、鳥が止まっている木を見つけると、木の下に駆け寄りました。鳥は、ミトンが近づいてくるのを見て、また怖がって飛び去ろうとしましたが、ミトンは、優しい声で「大丈夫だよ」と語りかけました。鳥は、ミトンの言葉に少し安心した様子で、木に止まったままになりました。ミトンは、鳥に近づき、そっとその小さな体を温めました。しばらくすると、鳥はミトンの温かさを感じて、安心して眠り始めました。ミトンは、鳥が眠っている間、ずっとそのそばに寄り添っていました。そして、雪が止むと、鳥はミトンに感謝するように、さえずり声をあげました。ミトンは、鳥を助けられた喜びでいっぱいになり、再び家へと帰りました。彼女は、暖炉のそばに戻ると、心地よい温かさを感じながら、眠りにつきました。その日から、ミトンは、鳥を助けたことを誇りに思い、どんな寒さにも負けない、勇敢な猫になりました。そして、彼女は、いつも周りの人に優しい心を持ち、困っている人がいれば、必ず助けようとしました。ミトンは、小さな体ながらも、大きな愛と勇気を持ち、みんなに愛される、素敵な猫になったのです。\n",
"________________________________________________________________________________\n",
"Trial 2:\n",
" First Chunk Time: 0.3758 seconds\n",
" Tokens per Second: 161.32\n",
" Prompt: 探偵についてのスリリングな話を書いてください。\n",
" Response: 都会のジャングルに夜が訪れ、影は高くそびえ立つビルから這い出て、湿気を帯びたアスファルトの隙間を埋め尽くす。霧のような雨は、街の灯りをぼんやりとさせて、見慣れた景色を幽玄なものに変え、その奥深くに危険が潜んでいることを感じさせる。この暗い舞台の中心には、ジョージ・ヘイゲン、通称「ゴースト」と呼ばれる男がいる。ゴーストは、悪名高い私立探偵であり、この街で最も手ごわい悪党すら恐れる存在だ。彼の評判は、彼の容赦のない才能と影のように行動することから生まれた。ゴーストが仕事を引き受けると、それは完了するまで必ず完了する。そして、彼は常に報酬を得る。その夜、ゴーストのオフィスは、薄暗い光の中で暗闇に沈んでいた。古い木製の机の上に置かれた電話が、彼の静かな沈黙を打ち破り、彼の鋭い青い目を覚ました。「ゴーストだ」と彼は応答し、電話の向こうの声が彼の耳に届くまで待った。「あなたの評判を聞いた」と、声は低くて硬質な、冷たい鋼のような口調で言った。「私の妹を探すのを手伝ってくれるかな？」「妹？」とゴーストは言った。彼の額に皺が寄った。「あなたは名前とどんな情報でも持っているのか？」「彼女の名前はエリザベスだ」と、その声はわずかに震えていた。「彼女は1週間前に姿を消した。警察は興味を示していない」「なぜ？」ゴーストは尋ねた。彼の声は、薄暗い部屋の中で響き渡った。「それは重要ではない」と、その男は言った。「私は彼女を見つけなければいけない。彼女を傷つけるつもりはない。私はただ助けを求める場所が他にないんだ」ゴーストは黙っていた。彼は電話から相手の感情の熱を感じることができた。この男は絶望に駆り立てられ、彼の妹の運命を懸けてゴーストの助けを求めていた。「わかった」とゴーストは言った。「住所とどんな情報でもすべて教えてくれ。明日朝の9時に君のオフィスに迎えに行く」電話が切れると、ゴーストは立ち上がり、背の高い影が薄暗い部屋の中に伸びていた。彼の顔は、薄暗い光の中で見えなかったが、彼の目には鋭い閃光が宿っていた。彼は常に自分が最も優れていると思っていたのは、難しい場合ほどのことだった。彼は、街の暗い裏通りに潜む危険をすでに感じていた。エリザベスが失踪した事件は、危険な罠の始まりに過ぎなかった。次の朝、ゴーストは男のオフィスに到着した。それは、街の端にある、さびれた産業地区の古いビルにあった。男は背が高く、肩が落胆して、ゴーストがオフィスに入ってきたときに焦燥感に満ちていた。彼は、彼の妹の顔写真と、彼女が最後に目撃されたという情報を渡した。「彼女は夜勤の仕事帰りだった」と男は言った。「それから、何もなかったんだ」ゴーストは写真を見た。エリザベスは美しく、若く、明るい目を持っていた。しかし、その目の奥には、恐怖の色が漂っていた。ゴーストはその写真から、この女性が絶望の中で消えたことを知った。「心配しないで」とゴーストは言った。「彼女を見つけ出す」ゴーストは、男が提供したわずかな情報から、エリザベスを追跡した。彼は街の暗い路地を歩き、酒場やナイトクラブに忍び込み、人々に質問し、情報を探した。彼が得たものはすべて、行き止まりに繋がった。エリザベスは、まるで空気の中に消えてしまったかのように消えていた。しかし、ゴーストは諦める男ではなかった。彼は、この事件が複雑であることを知っていた。誰かがエリザベスを隠していた。彼は、この事件の裏に潜む闇の真実を暴くまで、休むことはなかった。ゴーストは数日後、街の地下世界で有名で、恐ろしいギャングリーダーであるトニー・コルソの噂を耳にした。コルソは、この街のすべての犯罪に手を染めており、彼の支配は絶対的だった。ゴーストは、エリザベスがコルソの手に落ちたのではないかと疑い始めた。彼は、コルソの秘密の基地に潜入することを決意した。それは、街の郊外にある、荒れ果てた倉庫だった。ゴーストは、コルソのガードをすり抜け、倉庫の中に入った。そこは、薄暗く、不快な場所で、暴力と死の香りが漂っていた。倉庫の奥で、彼はエリザベスを見つけた。彼女は手足を縛られ、地面に倒れていた。彼女の顔は、恐怖と苦痛で歪んでいた。コルソが近くに立っていた。彼は、エリザベスを嘲笑し、彼女の妹の不幸を楽しむ様子だった。「ああ、ゴースト」とコルソは言った。「君も来たのか？彼女は私が気に入っているんだ。彼女は私の新しいお気に入りの玩具だ」ゴーストは静かにコルソに近づき、彼に向かって拳を振り下ろした。コルソは、ゴーストの攻撃を避けることができなかった。彼はゴーストの鉄拳を受け止め、地面に倒れ込んだ。ゴーストはエリザベスの縄を解き、彼女を連れて倉庫を出た。彼らは、街の暗い路地を駆け抜け、コルソの部下からの追跡を逃れた。ゴーストは、エリザベスを彼女の兄のもとに送り届けた。彼女は安全だった。ゴーストは彼の仕事を終えた。彼は、彼の報酬を得、街の闇に再び姿を消した。ゴーストは、彼はただ仕事をしているだけだと自分に言い聞かせた。彼は、正義の味方ではない。彼は、この街の暗闇の掃除屋に過ぎない。しかし、彼は、エリザベスの目を目の当たりにしたとき、自分の仕事がどれだけ重要なのかを理解した。彼は、弱きを助け、悪党を倒すために存在した。彼は、ゴーストだった。そして、彼は常に闇の中で正義を貫くためにそこにいた。\n",
"________________________________________________________________________________\n",
"Trial 3:\n",
" First Chunk Time: 0.4251 seconds\n",
" Tokens per Second: 157.72\n",
" Prompt: 赤ちゃんについての面白い話を書いてください。\n",
" Response: 小さなジェイミーは、新しいオモチャであるおもちゃのぬいぐるみを手に入れたことで、世界で最も幸せな赤ちゃんになりました。 ジェイミーは、そのぬいぐるみを昼も夜も手放すことができませんでした。 彼はそれを抱きしめ、それに話しかけ、それにミルクを注ぎました (彼の母親は、彼がそれをしないように懇願しましたが、ジェイミーは頑固でした)。 ある日、ジェイミーの母親は、ジェイミーのぬいぐるみが汚れていることに気づきました。 それは、ジェイミーのあらゆる場所にあり、彼の母親はそれを洗う必要がありました。 彼女はジェイミーに新しいおもちゃをたくさん与えましたが、彼はそれらには興味を示しませんでした。 彼は、お気に入りのぬいぐるみが欲しいだけでした。ジェイミーの母親は、ジェイミーがそれを受け入れることを願って、ぬいぐるみを洗うことにしました。 しかし、ジェイミーはぬいぐるみがなくなると、ものすごく泣きました。 彼の母親は、ジェイミーが泣き止むまで、ぬいぐるみを洗うのをやめました。その後、ジェイミーの母親は、ジェイミーがぬいぐるみとそれほど愛着がないことを知りました。 ジェイミーはぬいぐるみ自体を愛していたのではなく、ぬいぐるみが持っていた独特の匂いを愛していたのです。 それは、彼の母親の匂いがしたからです。 ジェイミーの母親は、ジェイミーが彼のぬいぐるみを洗うことにそれほどこだわらないことを理解したとき、笑いました。彼女は、自分の人生で初めて、赤ちゃんは清潔さを嫌うことを知りました。\n",
"________________________________________________________________________________\n",
"Trial 4:\n",
" First Chunk Time: 0.5067 seconds\n",
" Tokens per Second: 134.28\n",
" Prompt: カップルについての話を書いてください。\n",
" Response: 街の喧騒の中で、2人の影が溶け合い、歩みを進めていました。彼らは、静かな公園のベンチに座り、夕暮れの空を眺めていました。「あの頃は、毎日が冒険だったね。」彼女は、少し懐かしいように呟きました。彼は、彼女の言葉を聞きながら、彼女の手にそっと手を重ねました。「今でも冒険だよ。君と一緒なら。」彼らの出会いは、偶然でした。彼女は、カフェで本を読み、彼は、隣に座って新聞を読んでいました。偶然視線が合った瞬間、彼は、彼女の笑顔に心を奪われました。彼女は、彼の穏やかな瞳に惹きつけられました。「君と出会って、世界が変わったんだ。」彼は、彼女を見つめながら、静かに告白しました。彼女は、彼の手を握りしめながら、微笑みました。「私も。君と出会って、世界が色づいたよ。」彼らは、互いに理解し合い、支え合い、愛し合っていました。それぞれの夢を語り合い、困難を乗り越え、喜びを分かち合いました。「でも、時々不安になるんだ。」彼女は、少し戸惑いながら、告白しました。「このまま、ずっと一緒にいられるのかなって。」彼は、彼女の不安を感じ取り、彼女の顔を優しく撫でました。「僕はずっと、君と一緒だよ。どんなことがあっても。」彼女は、彼の言葉に安堵し、彼に寄り添いました。夕暮れの空は、オレンジ色に染まり始め、街の明かりが灯り始めました。彼らは、静かに寄り添い、互いの存在に感謝し、未来への希望を感じていました。彼らの物語は、まだ始まったばかりです。彼らは、互いの手を取り合い、人生という冒険を、共に歩んでいくのです。 \n",
"________________________________________________________________________________\n",
"Trial 5:\n",
" First Chunk Time: 0.4393 seconds\n",
" Tokens per Second: 150.74\n",
" Prompt: お化け屋敷についての怖い話を書いてください。\n",
" Response: 薄暗い街の通りにある古い、ひっそりと佇む屋敷には、暗闇の中に隠された恐ろしい秘密がある。地元の住民たちは、その屋敷を避けるようにしており、その中の闇を深く恐れている。屋敷に足を踏み入れた者は誰も帰ってこず、その中で何が起こったのかを知る者はいない。伝説では、屋敷はかつて裕福な家族が住んでいたという。その家族は、その莫大な富と、その家長の冷酷さと残忍さで知られていた。彼は、贅沢な暮らしの陰で恐ろしい秘密を隠していた。彼は、その巨大な富を蓄えるために、ありとあらゆる方法を駆使し、その道で邪魔になる者はすべて排除した。彼の悪行は、その土地全体に知れ渡り、彼の家族は永遠の呪いを受けると噂された。家族が屋敷から消えたとき、それは自然な死によるものだとされたが、地元の人々はそれが違うことを知っていた。彼らの悪行によって、屋敷は暗い力によって染められた。それは、夜に闇の中から姿を現し、侵入者を苦しめるようになった。その屋敷には、家族の暗黒面の魂が住みつき、彼らを生きたまま飲み込み、永遠の苦しみを与えるという。何年にもわたって、多くの勇敢な魂がこの屋敷に足を踏み入れようとした。彼らは、その恐ろしい伝説を証明しようと、恐怖に満ちた探検に出かけた。しかし、彼らは決して帰ってこなかった。彼らの運命は、屋敷の暗闇の中に永遠に封印された。その物語は、地元の人々の間に語り継がれている。子供たちは、お化け屋敷について話し合っては、暗闇を恐れていた。その話は、恐怖の物語として語られるようになった。それは、人の心を震わせる警告となり、彼らの家から遠く離れた場所にある屋敷に近づかないようにと、注意を促すものだった。しかし、その物語はただの伝説ではない。屋敷は、この町の上空にそびえ立ち、その中に隠された闇は、今でも存在している。誰もがその壁の中に潜む恐ろしい秘密を知っている。それは、永遠に静かな闇の中に閉じ込められた魂の幽霊物語。その物語は、かつては悪の場所であった屋敷への警告として、語り継がれている。\n",
"________________________________________________________________________________\n",
"Japanese - Average First Chunk Time: 0.4439 seconds\n",
"Japanese - Average Tokens per Second: 148.71\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Trial 1:\n",
" First Chunk Time: 0.5717 seconds\n",
" Tokens per Second: 148.64\n",
" Prompt: Write a cute story about cats.\n",
" Response: Bartholomew Buttons, a ginger cat with a perpetually surprised expression, considered the feather wand a mortal enemy. It danced and teased, a fluffy, infuriating phantom. His nemesis, however, was not the wand itself, but Penelope Purrington, a sleek black cat with eyes like polished emeralds. Penelope, a master of the wand's manipulation, found immense joy in tormenting Bartholomew.Today, the torment was particularly egregious. Penelope batted the wand just out of Bartholomew's reach, a mischievous glint in her emerald eyes. Bartholomew, his ginger fur bristling with frustration, launched himself into a series of increasingly acrobatic leaps, his tiny paws flailing. He looked like a furry, orange comet, narrowly avoiding a priceless vase (and Penelope’s amused chuckle).Finally, exhausted, Bartholomew collapsed in a heap, panting dramatically. Penelope, having sufficiently amused herself, delicately dropped the wand next to him.Bartholomew glared. He was about to unleash a ferocious hiss when he noticed something. A tiny, bright red ribbon, detached from the wand, lay nestled against his fluffy ginger fur. It looked remarkably like a miniature bow tie.He nudged it with his nose. It was soft. He batted it with a paw. It was…cute.Penelope watched, her usual playful smirk softening into a curious tilt of her head. Bartholomew, overcome by a sudden surge of affection (and the undeniable cuteness of the miniature bow tie), gently nudged the ribbon towards Penelope with his head.Penelope, surprised by this unexpected gesture, reached out a paw and gently touched the ribbon with a single black claw. Then, to Bartholomew's utter astonishment, she licked his head. It was a surprisingly gentle lick, and Bartholomew, despite his initial surprise, purred.From that day on, their battles with the feather wand continued, but they were punctuated by moments of unexpected tenderness. Bartholomew, still convinced the wand was evil, would receive a tiny ribbon \"peace offering\" from Penelope after each particularly intense chase. And Penelope, despite her initial amusement at Bartholomew's antics, found a peculiar fondness for the clumsy, lovable ginger cat. After all, who else would accept a tiny ribbon bow tie as a truce offering?\n",
"________________________________________________________________________________\n",
"Trial 2:\n",
" First Chunk Time: 0.4304 seconds\n",
" Tokens per Second: 161.37\n",
" Prompt: Write a thrilling story about a detective.\n",
" Response: The rain lashed against the corrugated iron roof of the abandoned warehouse, mirroring the tempest in Detective Inspector Ava Thorne's gut. The air hung thick with the cloying sweetness of decay and something else, something metallic and sharp, that made her nostrils flare. This wasn't just another missing person's case. This was a bloodbath waiting to happen.Three weeks ago, renowned art collector, Alistair Finch, had vanished. His opulent penthouse, a fortress of priceless artifacts, had been stripped bare, save for a single, crimson rose meticulously placed on his untouched bed. Now, a cryptic note, delivered anonymously to Finch's distraught wife, led Ava to this derelict building on the docks. The note: a single, perfectly formed playing card – the Queen of Spades.The warehouse was a labyrinth of rusted machinery and stacked crates, the shadows alive with the scuttling of rats. Her partner, Sergeant Miller, trailed behind, his flashlight beam cutting through the gloom. Ava’s gut churned; she could smell the coppery tang of blood, stronger now, closer.They found him in a cavernous space at the rear, bound to a rusted crane, his expensive suit torn and stained. Alistair Finch. Or what was left of him. He was alive, barely. His face was gaunt, his eyes wide with a terror that chilled Ava to the bone.Before Ava could reach him, a figure emerged from the darkness, silhouetted against the flickering beam of Miller’s flashlight. Tall, imposing, their face obscured by a wide-brimmed hat. They raised a hand, revealing a gleaming, wickedly curved knife.\"Don't move,\" the figure hissed, their voice a chilling whisper that echoed in the vast space. \"One wrong step, and the game is over.\"Miller raised his weapon, but the figure was impossibly fast. With a blur of motion, the figure disarmed Miller, the sergeant hitting the ground with a thud. Ava’s training kicked in; she reacted instinctively, diving for cover behind a towering stack of crates.The figure turned its attention to Finch, raising the knife. Ava knew she had to act. She had only seconds. She remembered the crimson rose, the Queen of Spades. It wasn't a random card; it was a symbol. A symbol of a certain notorious group, the \"Crimson Court,\" known for their elaborate heists and penchant for theatrical displays. Their calling card was always a single playing card from the Queen suit.Taking a deep breath, Ava rose, not from behind the crates, but from a hidden alcove she'd spotted earlier. She hurled a smoke grenade, plunging the warehouse into a blinding cloud of white. In the chaos, she saw her chance.She tackled the figure, a fierce struggle ensuing in the suffocating smoke. The fight was brutal, visceral, both of them grappling for the knife. Finally, with a desperate heave, Ava disarmed the figure, pinning them to the ground.When the smoke cleared, Ava held the attacker at gunpoint. It was a woman, her face etched with a fierce determination, her eyes blazing with anger. The woman was surprisingly strong, her movements precise and deadly, clearly a professional.Finch, freed from his bonds, coughed weakly. \"They…they wanted the Serpent's Eye,\" he croaked, referring to a legendary diamond rumored to be hidden within his collection. \"They said…the game was just beginning.\"Ava looked at the woman, then at the almost lifeless Finch. The game, indeed, had just begun. The Crimson Court's intricate web had only just begun to unravel, and Ava Thorne, with the Queen of Spades still fresh in her mind, was determined to bring them all down. The rain outside continued its relentless assault, a fitting soundtrack to the thrilling chase that lay ahead.\n",
"________________________________________________________________________________\n",
"Trial 3:\n",
" First Chunk Time: 0.7440 seconds\n",
" Tokens per Second: 144.40\n",
" Prompt: Write a funny story about a baby.\n",
" Response: Bartholomew \"Barth\" Buttercup the Third wasn't your average baby. He possessed a disconcerting lack of baby-like qualities, primarily a sophisticated understanding of sarcasm and an unnerving talent for interpretive dance. He also had a vendetta against socks. All socks.His mother, Penelope, a woman whose patience was thinner than a newborn's wail, was perpetually on the verge of a caffeine-induced meltdown. This morning's battle involved a pair of bright yellow, ridiculously oversized socks she'd found at a garage sale. They were meant to be adorable, but on Barth, they resembled fuzzy yellow caterpillars clinging precariously to his chubby legs.\"Bartholomew,\" Penelope sighed, attempting a calm she didn't feel, \"please, darling, keep the socks on. It's freezing in here!\"Barth, who was currently engaged in a passionate interpretive dance piece loosely based on the mating rituals of the lesser-spotted penguin (as far as Penelope could tell), simply stopped, stared at her with his unsettlingly knowing eyes, and then, with the precision of a seasoned contortionist, flung one sock into the fish tank. The goldfish, a grumpy old fellow named Kevin, glared back.The second sock met a similar fate, only this time, it ended up nestled amongst the carefully arranged succulents on the windowsill, creating a surprisingly chic, albeit sock-based, still-life.Penelope stared at the carnage. The fish tank, a miniature aquatic sock-disaster zone. The succulents, now adorned with a jaunty yellow accessory. Barth, meanwhile, had resumed his penguin mating dance, looking utterly pleased with himself.\"You know,\" she muttered, grabbing a lukewarm cup of coffee, \"I think he's plotting world domination. And he's using socks as his weapons.\"Later that afternoon, Penelope was attempting to prepare dinner when she heard a strange rustling from the living room. She found Barth, surrounded by a mountain of her underwear, engaged in what appeared to be a complex sock puppet show. The puppets, surprisingly articulate, were engaged in a heated debate about the merits of organic cotton versus bamboo blends.Penelope rubbed her temples. She needed more coffee. And maybe a therapist specializing in babies with advanced sock-based weaponry. Raising Bartholomew Buttercup the Third wasn't easy, but one thing was for sure: it was never, ever dull. And Penelope suspected, with a shudder, that the sock-related chaos was only just beginning.\n",
"________________________________________________________________________________\n",
"Trial 4:\n",
" First Chunk Time: 0.3983 seconds\n",
" Tokens per Second: 164.34\n",
" Prompt: Write a story about a couple.\n",
" Response: Elara, a whirlwind of bright scarves and infectious laughter, perched on the edge of their worn, mismatched armchair. Across from her, Liam, a sculptor whose hands were as rough as river stone but as gentle as a summer breeze, meticulously cleaned his tools. The afternoon sun, slanting through the attic window, cast long shadows that danced across the dust motes suspended in the air. Their silence wasn't uncomfortable; it was the comfortable silence of two souls who understood each other's rhythms, the pauses filled with the unspoken language of years spent together.They’d met amidst the chaos of a university art exhibition. Elara, a fiery poet, had criticized his sculpture – a stark, minimalist piece – with a passion that had both charmed and challenged him. Liam, usually reserved, had found himself captivated by her vibrant spirit, her words a stark contrast to the quiet intensity of his art. Their love story hadn't been a fairy tale, not in the glossy, predictable way. It was a messy, beautiful tapestry woven with disagreements, compromises, and a deep, unwavering love that weathered every storm.Today, however, a different kind of storm brewed. Liam had received a prestigious invitation to exhibit his work in Florence, a dream he’d held close since he was a boy. The opportunity was breathtaking, a chance to finally break into the international art scene. But Florence was far, a world away from their cozy attic studio, from the life they’d painstakingly built together.Elara watched him, her heart a tight knot of conflicting emotions. She knew how much this meant to him, the culmination of years of dedication and tireless work. But the thought of him leaving, even for a few months, filled her with a quiet dread. She was a creature of routine, finding comfort in the familiar rhythm of their days. The prospect of solitude, of an empty studio, felt daunting.Liam finally looked up, his eyes mirroring the stormy sky outside. \"It's a huge opportunity, Elara,\" he said, his voice a low rumble. \"I… I don't know what to do.\"Elara rose and crossed the room, kneeling beside him. She took his calloused hand in hers, her touch surprisingly firm. \"Go, Liam,\" she said, her voice surprisingly steady. \"Go and let your art speak. I'll be here, waiting for you, with the same worn armchair and a thousand stories to tell when you return.\"A slow smile spread across Liam's face, a smile that reached his eyes and chased away the shadows of doubt. He squeezed her hand, the unspoken promise of their enduring love as strong as the stone he sculpted. The sun broke through the clouds, illuminating the dust motes in a radiant glow, a silent blessing on their love, a testament to their enduring strength, a promise of a future reunited in Florence, or maybe back in their cozy attic, filled with the scent of clay and the rhythm of shared laughter. The storm had passed, leaving behind the quiet calm of a love that transcended distance and doubt.\n",
"________________________________________________________________________________\n",
"Trial 5:\n",
" First Chunk Time: 0.4157 seconds\n",
" Tokens per Second: 161.17\n",
" Prompt: Write a scary story about a haunted house.\n",
" Response: The realtor called it \"charmingly rustic.\" I called it a death trap disguised in peeling paint and overgrown ivy. The Blackwood Manor stood hunched on the cliff overlooking the churning grey sea, a skeletal finger pointing accusingly at the churning storm. Inside, the air hung thick and cold, smelling of damp earth and something else… something acrid, metallic, like old blood.My flashlight beam danced across cobweb-draped furniture, revealing chipped porcelain dolls with vacant eyes that seemed to follow me. Each creak of the floorboards, each groan of the house itself, felt deliberate, a malicious whisper in the howling wind. I was here to assess the structural damage, a job I'd taken for the exorbitant fee, ignoring the local whispers. Whispers about the Blackwood family, about disappearances, about screams in the night.The second floor was worse. The wallpaper peeled away in strips, revealing dark stains that refused to be explained by damp. In the master bedroom, a chillingly preserved Victorian four-poster bed stood stark against the shadowed walls. A faint, sweet scent, like lilies and decay, clung to the air. I felt a prickling on my skin, a sense of being watched, of something unseen breathing down my neck.Then I heard it. A child's giggle, high-pitched and chillingly close. My flashlight beam snapped wildly, illuminating nothing but the empty room. My heart hammered against my ribs. It wasn't the wind. It was deliberate, taunting.I stumbled through the house, adrenaline flooding my system. I found the attic door, a dark maw in the ceiling. Bracing myself, I pulled it open. The air rushing out was icy, carrying the metallic scent stronger than ever.The attic was a graveyard of forgotten things: crumbled photographs, yellowed letters, and scattered, bone-white dolls identical to the ones downstairs. And then I saw it. In the center of the room, under the single, flickering bulb, lay a rocking chair. Empty, yet somehow… occupied.The chair rocked gently, back and forth, back and forth. The giggling grew louder, closer, until it was right in my ear. I whirled around, flashlight beam desperate, but there was nothing there. Only the shadows, and the rocking chair, which continued its unsettling rhythm.Then, a small, skeletal hand, pale and impossibly thin, reached out from the chair's shadows. It clutched at my ankle. Its touch was shockingly cold, the nails like shards of ice.I screamed, a primal, gut-wrenching sound lost in the howling wind and the relentless rocking. I tore myself away, scrambling down the attic stairs, the chilling giggle echoing behind me.I never looked back. I ran, leaving the flashlight, my tools, everything behind. I ran until I reached the road, the howling wind a mournful soundtrack to my escape. The Blackwood Manor remained, a dark silhouette against the stormy sky, its secrets guarded by something far older and far more terrifying than crumbling plaster and peeling paint. The realtor never returned my calls. And I never slept soundly again.\n",
"________________________________________________________________________________\n",
"English - Average First Chunk Time: 0.5120 seconds\n",
"English - Average Tokens per Second: 155.98\n"
]
},
{
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km4xSfV1LVXc0rNAVQRDw448/IiYmBr/++iv27duHp59+Gu+99x5iYmK0rtQ3J7Zr167VOqkcPHiwRTqdtmnTpta2Rx99FIMHD8ZPP/2E/fv3491338WaNWuwa9cujBw5ssnvoR7Jce7cOfTq1avRr7vb7+7OE7maQqFo9jHVBg4ciNOnT+OTTz7Bo48+Wm/NmC7VF1tjYlYqlRgxYgReffXVOvdVf8khImptPEfrjru7O9zd3fH777/jxIkTWhc91E3HXn755XrvgN55YaMx59nG/i6bq6nnr7q+tzSGu7s7Jk+ejIkTJ6Jbt2744YcfsGXLFs3vbcqUKfWuamvJkW6t/d8HtQ4m3WSS1M00EhISaj1X17bG6t+/P/r374933nkH3377LZ544gl8//33WkuEm8PNzQ1//vmn1ra7LRPXNXd3d8yePRuzZ89GZmYm7rvvPrzzzjuapLu+hLcuI0eOhFQqxddff93kZmoNUV+Rv7PD651XkZvD398fa9euxbBhwxAeHo6IiIgmL49vTX5+figqKmrySgciIrGZ8jla/dnj4+O1VpOVl5cjKSmp1r/pFhYW+O233/DAAw8gPDwcUVFR6NatGwBoXm9ubq7zc0Fzf5fqu+81vzNcunQJADRd6Vv7/GVubo7AwEBcvnwZWVlZcHZ2ho2NDRQKxV1j8PPzQ2xsLCoqKuptcOfl5YUDBw6gsLBQ63tDXFyc5vmmcHZ2Rps2bXD58uVaz8XHxzfpWNR6WNNNJsnDwwPdu3fXLBlWi4qKwrlz55p8vNzc3FpXINV3cMvKyu4pVqDqpBoaGqr1qFlz1pIUCgXy8/O1trm4uMDDw0Prs1lZWdXarz4dOnTAjBkzsH///jpHbimVSrz33ntITU1tUqy2trZwcnKqVe/16aefNuk49QkMDMTvv/+OixcvYvTo0bh165ZOjtsSHn30UURHR2Pfvn21nsvLy9OMkiEi0jemfI4ODQ2FTCbDRx99pBXzV199hfz8fDz00EO1XmNnZ4d9+/ZpxnmqR1W5uLhg2LBh+Pzzz5GWllbrdXcuiW+Me/1d3rhxAz/99JPm54KCAmzbtg29evWCm5sbgJY7f12+fBkpKSl1HjM6Ohr29vZwdnaGVCrFxIkTsXPnTpw/f77W/jV/bxMnTkRWVhY++eSTWvupf0+jRo2CQqGotc8HH3wAQRCavGJQKpUiLCwMu3fv1vo8Fy9erPN3RvqBd7rJoPzxxx+aK4M1DRgwoMn1xStXrsTYsWMxcOBAPPXUU8jNzcUnn3yC7t27a53kG2Pr1q349NNPMX78ePj5+aGwsBAbN26Era0tRo0a1aRj6ZvCwkK0b98e//nPf9CzZ09YW1vjwIEDOH78ON577z3NfsHBwdi+fTsWLFiAPn36wNraGqNHj673uO+99x4SExMxb9487Nq1Cw8//DDs7e2RkpKCHTt2IC4uDpMnT25yvM888wxWr16NZ555Br1798ahQ4c0V9F1oX///vj5558xatQo/Oc//8Hu3btbbYxMU7zyyiv45Zdf8PDDD2PatGkIDg5GcXExzp07hx9//BHJyclwcnISO0wiMiI8R987Z2dnLFy4EMuWLUN4eDjGjBmD+Ph4fPrpp+jTpw+mTJlS5+ucnJzw559/YtCgQQgNDcWRI0fQrl07rF+/HoMGDUKPHj0wY8YM+Pr6IiMjA9HR0UhNTcWZM2eaFN+9/i47deqE6dOn4/jx43B1dcWmTZuQkZGBzZs3a/ZpqfPXmTNn8Pjjj2PkyJEYPHgwHBwccP36dWzduhU3btzAunXrNEu7V69ejYMHD6Jfv36YMWMGunbtipycHJw6dQoHDhxATk4OAGDq1KnYtm0bFixYgGPHjmHw4MEoLi7GgQMHMHv2bIwdOxajR4/G/fffj0WLFiE5ORk9e/bE/v378fPPP+PFF1/UaprWWMuWLcPevXsxePBgzJ49G5WVlfj444/RrVs3nD17tsnHo5bHpJsMypIlS+rcvnnz5iaf0EePHo3vvvsOb731Fl5//XV07NgRW7ZswdatW/Hvv/826VhDhw7FsWPH8P333yMjIwN2dnbo27cvvvnmmyY1+NBHlpaWmD17Nvbv349du3ZBqVTC398fn376KWbNmqXZb/bs2Th9+jQ2b96MDz74AF5eXg0m3ZaWlvjjjz80v/Ply5ejpKQEHh4eeOCBB/DNN980ax7rkiVLcPPmTfz444/44YcfMHLkSPzxxx9wcXFp1uevywMPPIAffvgBEydOxP/93//h22+/1eoyqw8sLS0RFRWFlStXYseOHdi2bRtsbW3RqVMnLFu2DHZ2dmKHSERGhudo3Xjrrbfg7OyMTz75BPPnz4eDgwNmzpyJlStXNniRt127djhw4AAGDx6MESNG4NChQ+jatStOnDiBZcuWYcuWLcjOzoaLiwuCgoLq/fNqyL3+Ljt27IiPP/4Yr7zyCuLj4+Hj44Pt27dr1Zy31PlryJAhWL58Of744w+8//77uHnzJmxsbBAUFIQ1a9Zg4sSJmn1dXV1x7NgxvP3229i1axc+/fRTODo6olu3blizZo1mP6lUit9//12zzH7nzp1wdHTUXOgAAIlEgl9++QVLlizB9u3bsXnzZnh7e+Pdd9/FSy+91KzPEhgYiH379mHBggVYsmQJ2rdvj2XLliEtLY1Jt54SVKzKJ9LSq1cvODs716rPIiIiInHxHG24vL290b17d/z2229ih0LU6vTr1gxRK6qoqKhVFxQZGYkzZ860SsdRIiIiqhvP0URkTLi8nEzW9evXERoaiilTpsDDwwNxcXHYsGED3Nzc8Nxzz4kdHhERkcniOZqIjAmTbjJZ9vb2CA4OxpdffombN2/CysoKDz30EFavXg1HR0exwyMiIjJZPEcTkTFhTTcRERERERFRC2FNNxEREREREVELYdJNRERERERE1EJY010HpVKJGzduwMbGBoIgiB0OEREZMZVKhcLCQnh4eOjdvHdDxHM4ERG1lsaew5l01+HGjRvo0KGD2GEQEZEJuXbtGtq3by92GAaP53AiImptdzuHM+mug42NDYCqX56tra3I0RARkTErKChAhw4dNOceujc8hxMRUWtp7DmcSXcd1MvRbG1tecImIqJWoU9LoQ8dOoR3330XJ0+eRFpaGn766SeMGzdOa5+LFy/itddeQ1RUFCorK9G1a1fs3LkTnp6eAIBhw4YhKipK6zXPPvssNmzYUO/7qlQqLF26FBs3bkReXh4GDhyIzz77DB07dmx07DyHExFRa7vbOZzFY0RERKSluLgYPXv2xPr16+t8PjExEYMGDULnzp0RGRmJs2fPYvHixbCwsNDab8aMGUhLS9M81q5d2+D7rl27Fh999BE2bNiA2NhYWFlZISwsDKWlpTr7bERERK2Nd7qJiIhIy8iRIzFy5Mh6n1+0aBFGjRqllUT7+fnV2s/S0hJubm6Nek+VSoV169bhzTffxNixYwEA27Ztg6urK3bv3o3Jkyc38VMQERHpB97pJiIiokZTKpXYs2cPOnXqhLCwMLi4uKBfv37YvXt3rX2/+eYbODk5oXv37li4cCFKSkrqPW5SUhLS09MRGhqq2WZnZ4d+/fohOjq6JT4KERFRq2DSTURERI2WmZmJoqIirF69GuHh4di/fz/Gjx+PCRMmaNVwP/744/j6669x8OBBLFy4EP/73/8wZcqUeo+bnp4OAHB1ddXa7urqqnmuLmVlZSgoKNB6EBER6RMuLyciIqJGUyqVAICxY8di/vz5AIBevXrh6NGj2LBhA4YOHQoAmDlzpuY1PXr0gLu7O4YPH47ExMQ6l6I316pVq7Bs2TKdHY+IiEjX9OJO9/r16+Ht7Q0LCwv069cPx44dq3ffYcOGQRCEWo+HHnpIs8+0adNqPR8eHt4aH4WIiMioOTk5wczMDF27dtXa3qVLF6SkpNT7un79+gEAEhIS6nxeXfudkZGhtT0jI6PBuvCFCxciPz9f87h27VqjPgcREVFrET3p3r59OxYsWIClS5fi1KlT6NmzJ8LCwpCZmVnn/rt27dLqhHr+/HlIpVI88sgjWvuFh4dr7ffdd9+1xschIiIyajKZDH369EF8fLzW9kuXLsHLy6ve150+fRoA4O7uXufzPj4+cHNzQ0REhGZbQUEBYmNjERISUu9x5XK5ZjwYx4QREZE+En15+fvvv48ZM2bgqaeeAgBs2LABe/bswaZNm/D666/X2t/BwUHr5++//x6Wlpa1km65XN7ojqlERER0W1FRkdYd6aSkJJw+fRoODg7w9PTEK6+8gkmTJmHIkCG4//77sXfvXvz666+IjIwEUDVS7Ntvv8WoUaPg6OiIs2fPYv78+RgyZAgCAwM1x+3cuTNWrVqF8ePHQxAEvPjii1ixYgU6duwIHx8fLF68GB4eHrVmhBMRERkSUZPu8vJynDx5EgsXLtRsk0gkCA0NbXSn0q+++gqTJ0+GlZWV1vbIyEi4uLjA3t4eDzzwAFasWAFHR8c6j1FWVoaysjLNz2zCQkREpuzEiRO4//77NT8vWLAAAPDkk09iy5YtGD9+PDZs2IBVq1Zh3rx5CAgIwM6dOzFo0CAAVXfDDxw4gHXr1qG4uBgdOnTAxIkT8eabb2q9T3x8PPLz8zU/v/rqqyguLsbMmTORl5eHQYMGYe/evbXmfxMRERkSQaVSqcR68xs3bqBdu3Y4evSo1tKxV199FVFRUYiNjW3w9ceOHUO/fv0QGxuLvn37arar7377+PggMTERb7zxBqytrREdHQ2pVFrrOG+99VadTVjy8/O5TI2IiFpUQUEB7OzseM7REf4+iYiotTT2nCP68vJ78dVXX6FHjx5aCTcATJ48WfP/e/TogcDAQPj5+SEyMhLDhw+vdZyFCxdqruIDVb+8Dh06tFzgREREREREZBJETbqdnJwglUqb3KkUAIqLi/H999/j7bffvuv7+Pr6wsnJCQkJCXUm3XK5HHK5vGnBE5EWhVKFY0k5yCwshYuNBfr6OEAqEcQOi4iIiEjv8HuTaRE16ZbJZAgODkZERISmSYpSqURERATmzJnT4Gt37NiBsrIyTJky5a7vk5qaiuzs7Ho7phLRvdl7Pg3Lfr2AtPxSzTZ3OwssHd0V4d353x0RERGRGr83mR7RR4YtWLAAGzduxNatW3Hx4kXMmjULxcXFmm7mU6dO1Wq0pvbVV19h3LhxtZqjFRUV4ZVXXkFMTAySk5MRERGBsWPHwt/fH2FhYa3ymYhMyd7zaZj19SmtEwcApOeXYtbXp7D3fJpIkRERERHpF35vMk2i13RPmjQJN2/exJIlS5Ceno5evXph7969cHV1BQCkpKRAItG+NhAfH48jR45g//79tY4nlUpx9uxZbN26FXl5efDw8MCDDz6I5cuXcwk5kY4plCos+/UC6urGqAIgAFj26wWM6OrGJVNERERk0vi9yXSJnnQDwJw5c+pdTq6e+VlTQEAA6mu63qZNG+zbt0+X4RFRPY4l5dS6UluTCkBafimOJeUgxK/ukX1EREREpoDfm0yX6MvLichwZRbWf+Jozn5ERERExorfm0wXk24iajYXGwud7kdERERkrBr7fSglu6SFI6HWxqSbiJqtr48D3O3qP4EIqOrG2dfHofWCIiIiItJD6u9Nd6vWfu/PS5ix7QRu5N1qlbio5THpJqJmk0oELB3dtc7n1CeUpaO7shkIERERmby7fW8SAIR1c4WZRMCfFzIQ+n4Uvjx8BZUKZavGSbrHpJuI7klYNze0tTSvtd3NzgKfTbmP8yaJiIiIqoV3d8f6x++rdbdb/b3p8//rjd9fGIzeXvYoKVdgxZ6LGPPJ3zhzLU+McElH9KJ7OREZrsuZRcgrqYBMKmDd5CDM/uYUAGDnrAHwaNtG5OiIiIiI9Et7hzZQAWhjLsHK8T3gZtcGfX0cNCsDO7na4IdnQ/DDiWtY9UccLqQVYNynf2Nqfy+8FBYAW4vaNztIv/FONxHdk6j4mwCAED8njOrhju7tbAEAx5NzxAyLiIiISC9FJ2YDAAb6O2H8fe0R4udYqxRPIhEwua8nIl4aivFB7aBSAVujryL0vSjsOZtW7/hk0k9MuononkRdqkq6h3ZyBgCE+FbNlTyakC1aTERERET66mh10t3f9+6zuJ2s5fhgUi98Pb0ffJyskFlYhue/PYWntxzHtRx2OTcUTLqJqNlKyitxLKnqjvbQgKqke4CfEwAg+gqTbiIiIqKaKhRKzWrAEL+7J91qgzo64Y8XBmPe8I6QSSU4GH8TIz6IwoaoRFSw0ZreY9JNRM0WcyUb5Qol2tu3ga+TFQCgT3VNUkpOCVJzeQWWiIiISO1saj5KyhVoa2mOLm62TXqthbkUC0Z0wu8vDEY/HweUViix+o84jP74CE5eZVmfPmPSTUTNpq7nHtrJGYJQVYtkLTdDj3Z2AG7XLBEREREREJ2YBQDo7+MISTNHqvq7WOP7mf3x30d6wt7SHHHphZj4WTQW7jqH/JIKXYZLOsKkm4ia7c56brUB1culuMSciIiI6Db1d6MB/o1fWl4XQRDwn+D2+OulYXi0d3sAwHfHUjD8/Uj8fPo6G63pGSbdRNQsyVnFSM4ugZlEwAB/J63n1DVKMYnZ/EefiIiICEBZpQInknMB3G48e6/srWRY+5+e2D6zP/ycrZBVVI4Xvj+NqZuOITmrWCfvQfeOSTcRNcuhy1V3uXt728Nabqb1XG8vB5hLBdzIL8XVbNZ1ExEREf2TkoeySiWcrOXwd7HW6bH7+Tri9xcG46URnSAzk+Dw5Sw8uO4QPo64jLJKhU7fi5qOSTcRNcvtem6XWs+1kUkR1MEeAJeYExEREQG3e92E+DlqeuHoktxMirnDO2L/i0MwuKMTyiuVeO/PSxj14WHE8vuYqJh0E1GTlVUqNDMm76znVutfvcT8KJupEREREd1OunW0tLw+3k5W2PZ0X3w4uRecrGVIvFmMSV/E4JUdZ5BbXN6i7011Y9JNRE12IjkXtyoUcLaRo4u7TZ37aJqpsa6biIiITNytcgX+uVZdz92E+dzNJQgCxvZqh4gFw/B4P08AwI6TqRj+fhR+PJnK72atjEk3ETVZza7l9S2PCvJsC7mZBFlFZUi8WdSa4RERERHplZNXc1GhUMHdzgLejpat9r52luZYOb4Hds4KQYCrDXKKy/HyjjN4bGMMEjL5/ay1MOkmoiarOZ+7PnIzKYK9quq6ucSciIiITNnR6vncIb4tU899N8FeDvht3iC8Ft4ZFuYSxFzJwagPD+P9Py+htIKN1loak24iapK0/FuIzyiERAAG3TEq7E41l5gTERERmSp1Y9nWWFpeH3OpBLOG+eHP+UNxf4AzyhVKfBRxGSM/PIy/E7JEi8sUMOkmoiY5VL20vGeHtrC3kjW4r2Ze95VsKJWsHSIiIiLTU1RWibOp+QDETbrVOjhYYtO0Pvj0ifvgYiNHUlYxnvgyFvO3n0ZWUZnY4RklJt1E1CQ167nvJrB9W1jKpMgtqUBcemFLh0ZERESkd44n5UChVKGDQxu0t2+9eu6GCIKAUT3cceCloXgyxAuCAPz0z3UMfy8K3x9L4c0SHWPSTUSNVqlQ4vDlquVHwwJqz+e+k7lUgj7eDgA4r5uIiIhMk/o70ADfhsvyxGBrYY5lY7vjp9kD0dXdFvm3KvD6rnN49PNoXMrgDRNdYdJNRI32z7U8FJZWwt7SHD3a2TXqNSGs6yYiIiITppnPrQdLy+vTq0Nb/DJnIN58qAssZVKcuJqLUR8extq9cbhVzkZr94pJNxE1mrpr+eCOzpBKGtd5U91MLTYpGwouVSIiIiITkl9SgfM39KeeuyFmUgmeGeyLPxcMxYiurqhUqvBpZCIeXBeFyPhMscMzaEy6iajRmlLPrdbNww42FmYoLK3Ev9UnHSIiIiJTEJuUDZUK8HW2gquthdjhNEq7tm2wcWpvfP5/wXC3s8C1nFuYtvk45nx7CpkFpWKHZ5CYdBNRo2QVleHc9aqkeXCnxtckSSUC+vlU1XVzXjcRERGZEvV3nxBf/b7LXZewbm74c8FQTB/kA4kA/HY2DcPfi8L/Yq6y0VoTMekmokY5fLnqLnc3D1u42DTtSm2IX1WSzrpuIiIiMiUxejCf+15Yy82w+OGu+GXOIAS2t0NhWSUW7z6PCZ8dxYUbBWKHZzCYdBNRo6jruZuytFxNfXX3eHIOKhRKncZFREREpI+yi8o0I1P7G+Cd7pq6t7PDT7MHYtmYbrCWm+H0tTyM/uQI3tlzAcVllWKHp/eYdBPRXSmVKhyqHhXWnKS7s5sN7C3NUVKuwNnUPB1HR0S6dujQIYwePRoeHh4QBAG7d++utc/FixcxZswY2NnZwcrKCn369EFKSgoAICcnB3PnzkVAQADatGkDT09PzJs3D/n5Dfd1mDZtGgRB0HqEh4e3xEckImpxMVdyAAABrjZwspaLHM29k0oEPDnAGwcWDMWoHm5QKFXYeDgJD35wCAcuZIgdnl5j0k1Ed3X+Rj5yisthLTfDfV72TX69RCJorvByiTmR/isuLkbPnj2xfv36Op9PTEzEoEGD0LlzZ0RGRuLs2bNYvHgxLCyqSk9u3LiBGzdu4L///S/Onz+PLVu2YO/evZg+ffpd3zs8PBxpaWmax3fffafTz0ZE1Fqir1TdsDDUpeX1cbOzwKdPBGPztD5o17YNrufdwjPbTuC5/51EWv4tscPTS2ZiB0BE+k+9tHygvyPMpc27Vhfi54g/zqcj+ko25jzQUZfhEZGOjRw5EiNHjqz3+UWLFmHUqFFYu3atZpufn5/m/3fv3h07d+7Ueu6dd97BlClTUFlZCTOz+r9+yOVyuLm53eMnICISnyHM574X93d2wZ8LhuDDiMv48nAS9v6bjsOXb+KlBwPw5ADvRo+XNQW8001Ed3V7VJhLs4+hntd9IjkXZZUKncRFRK1PqVRiz5496NSpE8LCwuDi4oJ+/frVuQS9pvz8fNja2jaYcANAZGQkXFxcEBAQgFmzZiE7m6tjiMjwZBSUIvFmMQQB6O9jnEk3AFjKzLBwZBf8NncQgjzborhcgbd/u4Cx64/gXCpHxaox6SaiBuWXVOBUSi4AYEgTRoXdyc/ZGs42cpRVKvFPSp6OoiOi1paZmYmioiKsXr0a4eHh2L9/P8aPH48JEyYgKiqqztdkZWVh+fLlmDlzZoPHDg8Px7Zt2xAREYE1a9YgKioKI0eOhEJR/4W6srIyFBQUaD2IiMSm7lrezcMWdpbmIkfT8rq422LncwPwzvjusLUww/nrBRi7/gje+uVfFJZWiB2e6Jh0E1GD/k7MglIF+LtYo729ZbOPIwi367o5r5vIcCmVVRMIxo4di/nz56NXr154/fXX8fDDD2PDhg219i8oKMBDDz2Erl274q233mrw2JMnT8aYMWPQo0cPjBs3Dr/99huOHz+OyMjIel+zatUq2NnZaR4dOnS4l49HRKQT0QY8n7u5JBIBT/TzQsRLwzC2lweUKmDL0WSMeP8Q9p5Pg0plurO9mXQTUYPuZVTYndRLzGOYdBMZLCcnJ5iZmaFr165a27t06aLpXq5WWFiI8PBw2NjY4KeffoK5edPu9vj6+sLJyQkJCQn17rNw4ULk5+drHteuXWvSexARtYSjRl7P3RBnGzk+nByEbU/3hZejJdILSvHc16fwzNYTSM0tETs8UTDpJqJ6qVSqGvXc9550q6/2/nMtF7fKWddNZIhkMhn69OmD+Ph4re2XLl2Cl5eX5ueCggI8+OCDkMlk+OWXXzSdzZsiNTUV2dnZcHd3r3cfuVwOW1tbrQcRkZhSc0uQklMCqURAH28HscMRzZBOztj34hDMud8f5lIBEXGZGPH+IXxxKBEVCqXY4bUqJt1EVK9LGUVILyiFhbkEfX3u/aTh5WgJdzsLVChUOHE1RwcRElFLKCoqwunTp3H69GkAQFJSEk6fPq25k/3KK69g+/bt2LhxIxISEvDJJ5/g119/xezZswHcTriLi4vx1VdfoaCgAOnp6UhPT9eqz+7cuTN++uknzXu+8soriImJQXJyMiIiIjB27Fj4+/sjLCysdX8BRET3QL20vEc7O9hYGH89d0MszKV4OSwAv88bjL7eDrhVocDK3+Mw+uMjmp5BpoBJNxHVK+pSJgCgv68jLMyl93w8QRA0y6w4r5tIf504cQJBQUEICgoCACxYsABBQUFYsmQJAGD8+PHYsGED1q5dix49euDLL7/Ezp07MWjQIADAqVOnEBsbi3PnzsHf3x/u7u6aR83l3/Hx8cjPr+puK5VKcfbsWYwZMwadOnXC9OnTERwcjMOHD0Mul7fyb4CIqPmiq5uoDTDBpeX16ehqg+9n9sfaiYFoa2mOuPRCTPzsKN7cfQ75t4y/0RrndBNRvXS5tFwtxNcRu05d15yQiEj/DBs27K4Nb55++mk8/fTTzX49AK192rRpg3379jUtUCIiPaNSqTS9a0yxnrshEomAR/t0wPAuLlj5exx2nkrF1zEp2PdvBpY83BUPB7pDEIxztjfvdBNRnYrLKnE8qWrZj06T7uoT0NnUfBSVVersuERERERiu5pdghv5pTCXCujtZbr13A1xtJbjvUd74tsZ/eDrZIWbhWWY+90/eHLzcaRkG2ejNSbdRFSnmCvZKFco4elgCR8nK50dt729JTwdLKFQqnA8iXXdREREZDzUK/mCOtijjezeS/OM2QA/J/zx4mC8GNoRMqkEhy7dxIgPorD+YALKK42r0ZpeJN3r16+Ht7c3LCws0K9fPxw7dqzefYcNGwZBEGo9HnroIc0+KpUKS5Ysgbu7O9q0aYPQ0FBcvny5NT4KkdGIrDEqTNdLfdRdzLnEnIiIiIyJumdNfy4tbxS5mRQvhnbC3hcHY4CfI8oqlXh3Xzwe/vgwjicbz80Z0ZPu7du3Y8GCBVi6dClOnTqFnj17IiwsDJmZmXXuv2vXLqSlpWke58+fh1QqxSOPPKLZZ+3atfjoo4+wYcMGxMbGwsrKCmFhYSgtLW2tj0Vk0FQqFSKrm6jpcmm52gD/qhPR0cQsnR+biIiISAwqler2fG5fJt1N4etsjW+e6Yf3H+0JBysZLmUU4ZEN0Xh951nklZSLHd49Ez3pfv/99zFjxgw89dRT6Nq1KzZs2ABLS0ts2rSpzv0dHBzg5uamefz555+wtLTUJN0qlQrr1q3Dm2++ibFjxyIwMBDbtm3DjRs3sHv37lb8ZESGKzm7BNdybsFcKrRIExD1iejfGwXILzH+jpVERERk/BJvFiGrqAxyMwmCPNuKHY7BEQQBE+5rj79eGorJfToAAL4/fg3D34vCT/+kNqpBp74SNekuLy/HyZMnERoaqtkmkUgQGhqK6OjoRh3jq6++wuTJk2FlVVVzmpSUhPT0dK1j2tnZoV+/fvUes6ysDAUFBVoPIlMWFV91l7uPtwOs5LofcuBiawFfZyuoVEBMEpeYExERkeFT3+UO9rLXyahVU9XWUobVEwPxw7Mh6OhijezicszffgZTvorFlZtFYofXLKIm3VlZWVAoFHB1ddXa7urqivT09Lu+/tixYzh//jyeeeYZzTb165pyzFWrVsHOzk7z6NChQ1M/CpFRaYlRYXcawHndREREZESiubRcp/r6OGDPvMF4JSwAcjMJ/k7IRviHh/Hhgcsoq1SIHV6TiL68/F589dVX6NGjB/r27XtPx1m4cCHy8/M1j2vXrukoQiLDU1qh0DQ4GxrQckl3iK8TgKou6URERESGTKlUab7TqHvX0L2TmUnw/P3+2D9/CIZ0ckZ5pRIfHLiEkR8eNqgbN6Im3U5OTpBKpcjIyNDanpGRATc3twZfW1xcjO+//x7Tp0/X2q5+XVOOKZfLYWtrq/UgMlXHk3NQWqGEq60cAa42LfY+/X2rZlfGpRciu6isxd6HiIiIqKXFpRcit6QCljIpAtu3FTsco+PlaIWtT/XBR48Fwclajis3i/HYxhi89MMZ5BTrf6M1UZNumUyG4OBgREREaLYplUpEREQgJCSkwdfu2LEDZWVlmDJlitZ2Hx8fuLm5aR2zoKAAsbGxdz0mEQFRLTgqrCZHazk6u1Ul9TFXjGckBBERNZ9CqUJ0YjZ+Pn0d0YnZUCgNt3ESmRb1KsE+3g4wlxr0YmK9JQgCxvT0QMRLQzGlvycEAdh5KhUPvBeJH05c0+tGa7rvkNRECxYswJNPPonevXujb9++WLduHYqLi/HUU08BAKZOnYp27dph1apVWq/76quvMG7cODg6ai/fEAQBL774IlasWIGOHTvCx8cHixcvhoeHB8aNG9daH4vIYN2u53Zp8ffq7+uIuPRCRF/JwkOB7i3+fkREpL/2nk/Dsl8vIC3/9ohXdzsLLB3dFeHdeY4g/aap5+Z87hZn18YcK8b1wIT72uONXecQl16IV388ix9PpmLl+O7wd2m5lZrNJXrSPWnSJNy8eRNLlixBeno6evXqhb1792oaoaWkpEAi0b5aFB8fjyNHjmD//v11HvPVV19FcXExZs6ciby8PAwaNAh79+6FhYVFi38eIkN2Pe8WLmcWQSIAg/ydWvz9Bvg5YsvRZE23TyIiMk17z6dh1tencOd9qvT8Usz6+hQ+m3IfE2/SWwqlCrFJbKLW2u7ztMevcwdh899J+ODPyziWlIORHx7Gs0P8MOcBf73qIC+o9Pk+vEgKCgpgZ2eH/Px81neTSfnuWAoW7jqHYC977Jw1oMXfL7+kAr2W74dKBcS+MRyutrwwRqaH5xzd4u/T8CiUKgxa85fWHe6aBABudhY48toDkEparuyJqLnOpuZhzCd/w8bCDP8sHgEzLi9vdam5JVj687+IiKsae+vlaIkV47pjcMeWawoMNP6cw78RRKRRs567NdhZmqObR9U/UIbUgZKIiHTnWFJOvQk3AKgApOWX4lgS+3+QflJ/h+nn48CEWyTt7S3x5ZO9sWHKfXCztcDV7BL831fHMO+7f5BZePvfF7H6Roi+vJyI9EOFQom/E7IAtF7SDQAD/Jxw/noBohOzMS6oXau9LxER6YeaX4h1sR9Ra1OXyfXn0nJRCYKA8O7uGOjvhPf2X8K26GT8cuYGIuMz8drIzrBvI8PyPeL0jeClGCICAPyTkofCsko4WMnQo51dq72vuvYpmvO6iYhMkotN40qLGrsfUWuqUChxPLlqFcYAv5bvh0N3Z2NhjrfGdMPu5weieztbFJRWYtFP5zH721O1VtWo+0bsPZ/WojEx6SYiAEDUpaoamMEdnSBpxZq5Pj4OkEoEpOSUIDW3pNXel4iI9ENfHwe429WfUAuouhvV18eh9YIiaqSzqXkoKVfA3tJcMwqV9ENg+7bYPXsg3nyoC+r7ZqteXL7s1wstutScSTcRAag5Kqz1lpYDgLXcDIHtq+6ss66biMj0SCUClo7uWudz6i/KS0d3ZRM10kvRNZaWt+ZNC2ocM6kE3Tzsak1GqKk1+kYw6SYi3Cwsw/nrBQDQ4l0e68Il5kREpq2zW91df93sLDgujPSa+rsL53PrL33oG8Gkm4hw+HLVXe7u7WzhbCNv9fdXn6iiE7PBKYZERKbnu+MpAIBhnZzwv6f7wsKs6ivqx48FMeEmvVVWqcCJ5FwAnM+tz/ShbwSTbiISbWm5Wm8vB5hLBaTll+JqNuu6iYhMSXmlEj+eSAUAPN7PC4M7OWN4F1cAQGT1KEsiffRPSh7KKpVwspbD38Va7HCoHuq+EfUt/m+NvhFMuolMnEKpwqHqpHtYgIsoMbSRSRHUwR7A7bEbRERkGvZfSEd2cTlcbeV4oHPVeWh4l6r/PXAxQ8zQiBqkrucO8XOEILCeW1/V7Btx559Sa/WNYNJNZOLOXc9HbkkFbCzMENShrWhxaJaYs66biMikfHesamn5pN4dYCat+mo6LMAFEgGISy/kZAvSW5qkm0vL9V54d3d8NuU+uN0xKaG1+kaYtejRiUjvRVUv3Rvk76T5siOGED9HfBhxWVPXzSvGRETGLzmrGH8nZEMQgEf7dNBsd7CS4T5Pe5y4mouDcZn4vxBv8YIkqsOtcgX+uVZVzz2ATdQMQnh3d4zo6oZjSTnILCyFi03VkvLWmIzAO91EJk49n1usem61IM+2kJtJkFVUhoTMIlFjISKi1nG7gZoz2ttbaj2nrus+cDGz1eMiupsTV3NQoVDB3c4CXo6Wd38B6QWpRECInyPG9mqHED/HVhtFyKSbyITllZTj9LU8AMAQkZNuuZkUvb2r6rq5xJyIyPjVbKD2WF/PWs+HVtd1Rydmo7isslVjI7qbmkvLuTqP7oZJN5EJO5KQBaUK6ORqDY+2bcQO5/a8bjZTIyIyenU1UKvJ38Uang6WKFcocfhylggREtWP87mpKZh0E5kwdT232EvL1Wo2U1MqOa+biMiY1dVArSZBEDTJeAS7mJMeKSqrxNnUfABMuqlxmHQTmSiVSlVjPrc4o8LuFNi+LSxlUuSVVCAuvVDscIiIqIXU10DtTqHVdd0H4zN5MZb0xvGkHCiUKng6WNbqRUBUFybdRCYqLr0QmYVlaGN+u5ZabOZSCfp4OwBgXTcRkTFrqIFaTX19HGAjN0NWUTnOpOa1UnREDdMsLeeoMGokJt1EJkp9lzvEzxEW5lKRo7lNPXYjOpH1e0RExuhuDdRqkplJNI0+I9jFnPTE0ervKFxaTo3FpJvIROlbPbea+gQWeyUHlQqlyNEQEZGu3a2B2p2GV3cxP8C6btID+SUV+PdGAQAm3dR4TLqJTFBRWSVOXM0BoH9JdzcPO9hYmKGwrFJzUiMiIuNxtwZqdxoW4AKJUFUWlZpb0tLhETUoNikbKhXg62wFV1sLscMhA8Gkm8gERSdmo0KhgpejJbydrMQOR4tUIqCfz+0u5kREZDxqNlCbdJel5WoOVjLc51nVe+RgHJeYk7iOJrKem5qOSTeRCYq6VPWlRd/ucqtpRodxXjcRkVGp2UCtXds2jX7d8Oou5gdY100ii6m+ITDAz0nkSMiQMOkmMjEqlQqRelrPraa+enw8OQcVrOsmanWHDh3C6NGj4eHhAUEQsHv37lr7XLx4EWPGjIGdnR2srKzQp08fpKSkaJ4vLS3F888/D0dHR1hbW2PixInIyGi4JlelUmHJkiVwd3dHmzZtEBoaisuXL+v645FImtJA7U6h1XXd0YnZKC6r1HlsRI2RXVSmGWna39dB5GjIkDDpJjIxSVnFSM29BZlUgv56ujSqs5sN7C3NUVKuwFmOiCFqdcXFxejZsyfWr19f5/OJiYkYNGgQOnfujMjISJw9exaLFy+GhcXt+sb58+fj119/xY4dOxAVFYUbN25gwoQJDb7v2rVr8dFHH2HDhg2IjY2FlZUVwsLCUFpaqtPPR+JoagO1mvxdrOHpYIlyhRKHL3O6BYkj5kpVP5zObjZwtJaLHA0ZEjOxAyCi1qUeFdbHxx5Wcv38J0AiEdDf1xF/nE9HdGI2gr14NZmoNY0cORIjR46s9/lFixZh1KhRWLt2rWabn5+f5v/n5+fjq6++wrfffosHHngAALB582Z06dIFMTEx6N+/f61jqlQqrFu3Dm+++SbGjh0LANi2bRtcXV2xe/duTJ48WVcfj0TybWzTGqjVJAgCHujsgi1HkxFxMQPh3d1aIkSiBkVfqbrgo683LUh/8U43kYlRJ936urRcTV3XfZR13UR6RalUYs+ePejUqRPCwsLg4uKCfv36aS1BP3nyJCoqKhAaGqrZ1rlzZ3h6eiI6OrrO4yYlJSE9PV3rNXZ2dujXr1+9ryHDkZRVjKOJTWugdqfQ6rrug/GZUCpVugyPqFE0TdQ4KoyaiEk3kQkprVBoGoAM7dS0pX2tbUD1Ce3k1VyUVihEjoaI1DIzM1FUVITVq1cjPDwc+/fvx/jx4zFhwgRERUUBANLT0yGTydC2bVut17q6uiI9Pb3O46q3u7q6Nvo1AFBWVoaCggKtB+mf75vZQK2mvj4OsJGbIauoHGdYekStLKOgFFduFkMQgP4+TLqpaZh0E5mQY0k5KK1Qws3WAp1crcUOp0F+ztZwtpGjrFKJf1LyxA6HiKoplVXNDceOHYv58+ejV69eeP311/Hwww9jw4YNrR7PqlWrYGdnp3l06NCh1WOght1LA7WaZGYSDKlepRXBLubUytQ3Lbp52MLO0lzkaMjQMOkmMiHqpeXDApwhCILI0TRMEARNF3PO6ybSH05OTjAzM0PXrl21tnfp0kXTvdzNzQ3l5eXIy8vT2icjIwNubnXX4qq339nhvKHXAMDChQuRn5+veVy7dq2pH4la2L00ULvT8Oou5gcuNtwJn0jXjiZwPjc1H5NuIhMSGa/f87nvpK6ZimFdN5HekMlk6NOnD+Lj47W2X7p0CV5eXgCA4OBgmJubIyIiQvN8fHw8UlJSEBISUudxfXx84ObmpvWagoICxMbG1vsaAJDL5bC1tdV6kH65lwZqdxoW4AKJAMSlFyI1t0QX4RE1SjTnc9M90M/WxUSkc9dySpB4sxhSiYAB/oZxwlBfTf7nWi5ulSvQRiYVOSIi01BUVISEhATNz0lJSTh9+jQcHBzg6emJV155BZMmTcKQIUNw//33Y+/evfj1118RGRkJoKoB2vTp07FgwQI4ODjA1tYWc+fORUhIiFbn8s6dO2PVqlUYP348BEHAiy++iBUrVqBjx47w8fHB4sWL4eHhgXHjxrXyb4B0RRcN1GpysJLhPk97nLiai4Nxmfi/EO97D5LoLlJzS5CSUwKpREAfH05UoaZj0k1kIg5drlpafp9nW9i1MYxaJC9HS3jYWeBGfilOXM3B4I6GcYeeyNCdOHEC999/v+bnBQsWAACefPJJbNmyBePHj8eGDRuwatUqzJs3DwEBAdi5cycGDRqkec0HH3wAiUSCiRMnoqysDGFhYfj000+13ic+Ph75+fman1999VUUFxdj5syZyMvLw6BBg7B3716t+d9kWHTRQO1Ow7u44sTVXBy4yKSbWkd09Yq7Hu3sYK2n41ZJv/FvDZGJiIo3jFFhNQmCgP5+jth16jqiE7OZdBO1kmHDhkGlangk09NPP42nn3663uctLCywfv16rF+/vt597nwPQRDw9ttv4+23325awKSXajZQe7yfl86OG9rFBWv2xiE6MRvFZZWwYhJELez20nLWc1PzsKabyASUVyo1syX1fVTYndRLzDmvm4jIsNRsoHZ/gO4umvq7WMPTwRLlCiUOX87S2XGJ6qJSqTR3ujmfm5qLSTeRCTiVkouisko4WsnQzcOwmgypT3DnruejqKxS5GiIiKixdNlArSZBEDRd0CPYxZxa2NXsEqTll8JcKqC3F+u5qXmYdBOZAPWosCGdnCGR6PeosDu1t7eEp4MlFEoVjifliB0OERE1gq4bqN0ptIsrAOBgfCaUyoZLIYjuhXppeVAHezZ0pWZj0k1kAgyxnrsmdQ3V0UQuIyQiMgTfH9N9A7Wa+vo4wEZuhqyicpxJzdP58YnU1OVt/bm0nO4Bk24iI5dZUIoLaQUQBGBwR8MYFXYn9RJz9dVmIiLSX2WVCuw4qfsGajXJzCQYUn0hOeJiZou8B1HNem42UaN7waSbyMgdqm4y06OdHRyt5SJH0zzqZmr/3ihAXkm5yNEQEVFD/ryQgZwWaKB2p+Fdquq6D7Cum1pI4s0iZBWVQW4mQZBnW7HDIQPGpJvIyKnruQ11aTkAuNhawM/ZCioVEMu6biIivdZSDdTuNCzABRIBiEsvRGpuSYu9D5ku9dLyYC97yM1Yz03Nx6SbyIgplCocvmz4STdQY4k5R4cREemtlm6gVpODlQz3edoDAA7GcYk56R6XlpOuMOkmMmJnU/OQV1IBGwsz9OrQVuxw7kmIb1U9OpNuIiL91dIN1O40vLqL+QHWdZOOKZUqTS8ZzuemeyV60r1+/Xp4e3vDwsIC/fr1w7FjxxrcPy8vD88//zzc3d0hl8vRqVMn/P7775rn33rrLQiCoPXo3LlzS38MIr2kXlo+uKNTiy7xaw39fatmY8ZnFCK7qEzkaIiI6E6t0UDtTqHVdd3RidkoLqtslfck0xCXXoi8kgpYyqQIbN9W7HDIwIn6LXz79u1YsGABli5dilOnTqFnz54ICwtDZmbdVyvLy8sxYsQIJCcn48cff0R8fDw2btyIdu3aae3XrVs3pKWlaR5HjhxpjY9DpHeMoZ5bzdFajs5uNgCAmCus6yYi0jf7/61qoOZma9GiDdRq8nexhqeDJcoVShy+zLGSpDvqu9x9vB1gbuA3Lkh8ov4Nev/99zFjxgw89dRT6Nq1KzZs2ABLS0ts2rSpzv03bdqEnJwc7N69GwMHDoS3tzeGDh2Knj17au1nZmYGNzc3zcPJyTDHJBHdi9zicpy5lgcAmrEqhq6/L+d1ExHpq++ql5Y/2qdlG6jVJAgCHuhcdbc7gl3MSYeiq79rcGk56YJoSXd5eTlOnjyJ0NDQ28FIJAgNDUV0dHSdr/nll18QEhKC559/Hq6urujevTtWrlwJhUKhtd/ly5fh4eEBX19fPPHEE0hJSWnRz0Kkj44kZEGpAgJcbeBu1/J1da1hAOd1ExHpJa0Gan06tOp7h1bXdR+Mz4RSqWrV9ybjpFCqNNNS2ESNdEG0pDsrKwsKhQKurq5a211dXZGenl7na65cuYIff/wRCoUCv//+OxYvXoz33nsPK1as0OzTr18/bNmyBXv37sVnn32GpKQkDB48GIWFhfXGUlZWhoKCAq0HkaHTLC1vpSV+raGfjyMEAbhysxgZBaVih0NERNVau4FaTX19HGAjN0NWUTnOpOa16nuTcfr3Rj4KSythY2GGbh52YodDRsCgChSUSiVcXFzwxRdfIDg4GJMmTcKiRYuwYcMGzT4jR47EI488gsDAQISFheH3339HXl4efvjhh3qPu2rVKtjZ2WkeHTq07hVaIl1TqVRGVc+tZmdpju7VJz92MSci0g9iNFCrSWYm0ZRRRbCLOemAej53Px8HSCWCyNGQMRAt6XZycoJUKkVGhnb9TUZGBtzc3Op8jbu7Ozp16gSp9PZw+i5duiA9PR3l5eV1vqZt27bo1KkTEhIS6o1l4cKFyM/P1zyuXbvWjE9EpD8upBXgZmEZLGVS9Pa2FzscneK8biIi/SJGA7U7Da/uYn6Add2kA+rvGCF+7AtFuiFa0i2TyRAcHIyIiAjNNqVSiYiICISEhNT5moEDByIhIQFKpVKz7dKlS3B3d4dMJqvzNUVFRUhMTIS7u3u9scjlctja2mo9iAyZ+i73AD9HyM2kd9nbsISom6ldYTM1IiJ9IEYDtTsNC3CBRKga85SaWyJKDGQcKhRKHE+uqudWf+cguleiLi9fsGABNm7ciK1bt+LixYuYNWsWiouL8dRTTwEApk6dioULF2r2nzVrFnJycvDCCy/g0qVL2LNnD1auXInnn39es8/LL7+MqKgoJCcn4+jRoxg/fjykUikee+yxVv98RGKJije+peVqfaqXel3LucUvVkREIhOzgVpNDlYy3OdZtbLrrzguMafmO5uah5JyBewtzTWjSonulZmYbz5p0iTcvHkTS5YsQXp6Onr16oW9e/dqmqulpKRAIrl9XaBDhw7Yt28f5s+fj8DAQLRr1w4vvPACXnvtNc0+qampeOyxx5CdnQ1nZ2cMGjQIMTExcHY2vuSDqC6FpRU4eTUXADC0k4vI0eietdwMge3t8E9KHqITs/FIb0uxQyIiMlliNlC70/AurjhxNRcRFzMxNcRb1FjIcKmXlvf3dYSE9dykI6Im3QAwZ84czJkzp87nIiMja20LCQlBTExMvcf7/vvvdRUakUE6mpiNSqUKPk5W8HQ0zoQ0xNexRtLNxodERGIQu4HanUK7uGDN3jhEJ2ajuKwSVnLRv+aSATqqqefm0nLSHYPqXk5Ed2eMXcvvNKC6sUn0lWyoVJzJSkQkBn1ooFaTv4s1PB0sUa5Q4vBl9v2gpiurVGhWC3I+N+kSk24iI6JSqYy6nlst2Mse5lIBafmluJrNum4iIjHoQwO1mgRBwAOdq8qqItjFnJrhn5Q8lFUq4Wwjh5+ztdjhkBER/19IItKZxJvFuJ53CzIzCfr5OogdTotpI5MiqENVw5yjHB1GRNTq1A3UJCI3ULtTaJeqvkAH4zOhVHIlFDXN0Rr13ILAem7SHSbdREZEvbS8n48DLGXGXcummdd9hUk3EVFr0zRQC3ARvYFaTX19HGAjN0NWUTnOpOaJHQ4ZmJjqpJtLy0nXmHQTGRFTqOdW0yTdiazrJiJqTTUbqD3W11PkaLTJzCQYUn0OjLjI0WHUeLfKFfjnWlU9N+dzk64x6SYyEqUVCsRW3/U1haQ7yLMt5GYSZBWVISGzSOxwiIhMhr41ULvT8C5Vdd0HWNdNTXDiag4qFCq421nAy0inv5B4mHQTGYmYK9koq1TCw84C/i7G3/xDbiZFb++qum4uMSciaj361kDtTsMCXCARgLj0QqTmstkmNU50jVFhrOcmXdO/fymJqFk0S8sDnE3mZKFe/nU0gUk3EVFr0NcGajU5WMlwn2fVRdm/4rjEnBpHM5+bS8upBTDpJjISplTPrRZSPa87JimbXWqJiFqBvjZQu9Pw6i7mrOumxigqq8S56/kAbveMIdIlJt1ERuBaTgmu3CyGVCJggL+T2OG0msD2drCUSZFXUoG49EKxwyEiMmr63EDtTqHVdd3RidkoLqsUORrSd8eTcqBQquDpYIn29qznJt1j0k1kBNR3uYM97WFrYS5yNK3HXCpBH++qeeRHE7NEjoaIyLjpewO1mvxdrOHpYIlyhRKHL/P8QA1Tf4fg0nJqKUy6iYxAzXpuU6OepRnDZmpERC1K3xuo1SQIAh7oXHW3O4JdzOku1A1ZB/gz6aaWod//YhLRXZVXKnE0oeoKrSnVc6upa69ir+SgUqEUORoiIuNkCA3U7hRaXdd9MD6TfT+oXvklFfj3RgEA3ummlsOkm8jAnbyai+JyBZysZejqbit2OK2um4cdbCzMUFhWqTlpEhGRbhlKA7Wa+vo4wEZuhqyicpxJzRM7HNJTMUnZUKkAX2cruNhaiB0OGSkm3UQGTr20fEhHZ0gkpjEqrCapREA/n6or05zXTUSke4bUQK0mmZkEQ6pXgLGLOdVHPZ97ALuWUwti0k1k4CLjq75ImGI9t5p6ibl6xiYR3ZtDhw5h9OjR8PDwgCAI2L17t9bz06ZNgyAIWo/w8HDN85GRkbWeVz+OHz9e7/sOGzas1v7PPfdcS31MaiRDaqB2p+HVXcwPsK6b6qHuCRPiazrTX6j1mYkdABE1X0ZBKeLSCyEIwOCOhvVFSJfUV6dPJOegQqGEuZ43+CHSd8XFxejZsyeefvppTJgwoc59wsPDsXnzZs3Pcrlc8/8HDBiAtLQ0rf0XL16MiIgI9O7du8H3njFjBt5++23Nz5aWHN8jNkNqoHanYQEukAhAXHohUnNLOA6KtGQXlWlGjvb3dRA5GjJmTLqJDJh6aXlg+7ZwsJKJHI14AlxtYG9pjtySCpxNzUOwF0+cRPdi5MiRGDlyZIP7yOVyuLm51fmcTCbTeq6iogI///wz5s6dC0FouAzG0tKy3uNS6zPEBmo1OVjJcJ+nPU5czcVfcZmYGuItdkikR2Ku5AAAOrvZwNFafpe9iZrPsC5XEpEWzagwE+xaXpNEIqB/dcfRowlcYk7UGiIjI+Hi4oKAgADMmjUL2dn1/7f3yy+/IDs7G0899dRdj/vNN9/AyckJ3bt3x8KFC1FSUqLLsKmJDLGB2p2GV3cxZ1033Uk9n7s/u5ZTC2PSTWSgKhVKHLlsuqPC7qReYs5makQtLzw8HNu2bUNERATWrFmDqKgojBw5EgqFos79v/rqK4SFhaF9+/YNHvfxxx/H119/jYMHD2LhwoX43//+hylTpjT4mrKyMhQUFGg9SDcMtYHanUKr67qjE7NRXFYpcjSkTzTzudlEjVoYl5cTGagzqfnIv1UBuzbm6NneTuxwRKdupnbyai5KKxSwMJeKHBGR8Zo8ebLm//fo0QOBgYHw8/NDZGQkhg8frrVvamoq9u3bhx9++OGux505c6bWcd3d3TF8+HAkJibCz8+vztesWrUKy5Yta+YnoYYYcgO1mvxdrOHpYImUnBIcvpyF8O4sX6CqvjhXbhZDEKCZgkLUUninm8hAqZeWD+roZHCNbVqCn7M1nG3kKKtU4p+UPLHDITIpvr6+cHJyQkJCQq3nNm/eDEdHR4wZM6bJx+3Xrx8A1HlctYULFyI/P1/zuHbtWpPfh+pmyA3UahIEQdPFPIJdzKmaelRYNw9b2FmaixwNGTvD/ReUyMSxnlubIAgI8eUScyIxpKamIjs7G+7u7lrbVSoVNm/ejKlTp8LcvOlfak+fPg0AtY5bk1wuh62trdaD7p2hN1C70/DOVXXdB+MzoVSqRI6G9MHt+dwcFUYtj0k3kQHKKS7H2dQ8AEy6a1IvMY+uboxCRM1TVFSE06dPa5LepKQknD59GikpKSgqKsIrr7yCmJgYJCcnIyIiAmPHjoW/vz/CwsK0jvPXX38hKSkJzzzzTK33uH79Ojp37oxjx44BABITE7F8+XKcPHkSycnJ+OWXXzB16lQMGTIEgYGBLf6ZSZsxNFCrqa+PA2zkZsgqKseZ6vMnmbZozXxuLi2nlsekm8gAHb58EypV1YgLV1sLscPRG+pGKKev5eFWed0NnYjo7k6cOIGgoCAEBQUBABYsWICgoCAsWbIEUqkUZ8+exZgxY9CpUydMnz4dwcHBOHz4sNasbqCqgdqAAQPQuXPnWu9RUVGB+Ph4TXdymUyGAwcO4MEHH0Tnzp3x0ksvYeLEifj1119b/gOTFmNpoFaTzEyCIdUXqdnFnFJzS5CSUwKpREAfH44ZpZbHRmpEBkiztNyAG9u0BE8HS3jYWeBGfilOXM3B4I78/RA1x7Bhw6BS1b8Ed9++fY06zrffflvvc97e3lrv0aFDB0RFRTU+SGoxxtJA7U7Du7hgz7k0HLiYgZfDAsQOh0SkXloe2N4O1nKmQ9TymvW3LCkpCYcPH8bVq1dRUlICZ2dnBAUFISQkBBYWvOtG1JKUShUOXeKosLoIgoD+fo7Ydeo6jiZmM+kmImqGb2ONo4HanYYFuEAiAHHphUjNLUF7e0uxQyKRqJNuLi2n1tKkpPubb77Bhx9+iBMnTsDV1RUeHh5o06YNcnJykJiYCAsLCzzxxBN47bXX4OXl1VIxE5m0C2kFyCoqg6VMit5eXBJ1pwF+Tth16rrmhEpERI135WYRoq8YTwO1mhysZLjP0x4nrubir7hMTA3xFjskEoFKpaoxn5tN1Kh1NPryZVBQED766CNMmzYNV69eRVpaGk6ePIkjR47gwoULKCgowM8//wylUonevXtjx44dLRk3kclSLy0f4OcEmZnx3IHQFXUztXPX81FYWiFyNEREhmX78aqRa8bSQO1Ow7tUdTFnXbfpuppdgrT8UphLBQR72YsdDpmIRn9jX716NWJjYzF79mx06FD7yqdcLsewYcOwYcMGxMXFwdfXV6eBElEV1nM3rF3bNvB0sIRCqcLx5ByxwyEiMhjG2EDtTqHV87qjE7NRXFYpcjQkhqPVK+GCOtijjUwqcjRkKhqddN85BqQhjo6OCA4OblZARFS/gtIKnLqaCwAYynrleg3QjA7jEnMiosYy1gZqNfm7WMPTwRLlCiUOX+Z4SVOkGRXmx3puaj3NWpt66tQpnDt3TvPzzz//jHHjxuGNN95AeXm5zoIjIm1HE7JRqVTB18kKno5sAFMf9Yn0KJNuIqJGM9YGajUJgoDh1Xe7Iy5miBwNtTaVSnW7iRqTbmpFzfoX9dlnn8WlS5cAAFeuXMHkyZNhaWmJHTt24NVXX9VpgER0m3pp+RB2LW+QuhvphbQC5JXwQiAR0d0YcwO1Ow3vXFXXfTA+E0pl/aPxyPgkZBYhq6gMcjMJgjzbih0OmZBmJd2XLl1Cr169AAA7duzAkCFD8O2332LLli3YuXOnLuMjomoqlQqHWM/dKC62FvBztoJKBcQmsa6biOhuvjfyBmo19fVxgI3cDFlF5TiTmid2ONSK1EvLe3vbQ27Gem5qPc1KulUqFZRKJQDgwIEDGDVqFACgQ4cOyMpifQxRS0i8WYTrebcgM5Ogvw+XRN1NCOu6iYgapaxSgR+rG6g9bqQN1GqSmUk0K8bYxdy0cD43iaVZSXfv3r2xYsUK/O9//0NUVBQeeughAEBSUhJcXV11GiARVYmMr7rL3d/Xkd02G0E9e5NJNxFRw2o2UBtmIiup1HXdB1jXbTKUShWbqJFompV0r1u3DqdOncKcOXOwaNEi+Pv7AwB+/PFHDBgwQKcBElEVzagw1nM3Sv/qq9jxGYXIKioTORoiIv1lCg3U7jQswAUSAYhLL0RqbonY4VAriEsvRF5JBSxlUgS2byt2OGRizJrzosDAQK3u5WrvvvsupFLegSPStZLySsReqapNZtLdOA5WMnR2s0FceiFirmTj4UAPsUMiItI7ptRArSYHKxnu87THiau5+CsuE1NDvMUOiVrY0cSqEtg+3g4wN5GLS6Q/dPo3zsLCAubm5ro8JBEBiL2Sg3KFEu3atoGfs5XY4RgM1nUTETXMlBqo3Wl4l6qSSNZ1m4aY6qXlA7i0nETQ6Dvd9vb2EAShUfvm5LBbMJEuRdXoWt7Y/w6pqlHK5r+TmXQTEdXB1Bqo3Sm0iwvW7I1DdGI2issqYSVv1gJQMgCVCqVmxSDruUkMjf7XZd26dZr/n52djRUrViAsLAwhISEAgOjoaOzbtw+LFy/WeZBEpo713M3Tz8cRggBcySpGRkEpXG0txA6JiEhvmGIDtZr8Xazh6WCJlJwSHL6chfDubmKHRC3k3xsFKCyrhI2FGbp52IkdDpmgRifdTz75pOb/T5w4EW+//TbmzJmj2TZv3jx88sknOHDgAObPn6/bKIlM2NXsYiRlFcNMInBJVBPZWZqju4cdzl3PR3RiNsYFtRM7JCIivWGKDdRqEgQBw7u4YPPfyYi4mMGk24ipu5b383GEVMIVg9T6mvUv7L59+xAeHl5re3h4OA4cONCkY61fvx7e3t6wsLBAv379cOzYsQb3z8vLw/PPPw93d3fI5XJ06tQJv//++z0dk0ifHaq+yx3sZQ8bC/ZMaCr1MjJ1AxUiY7Z582bs2LGj1vYdO3Zg69atIkRE+spUG6jdaXjnqrrug/GZUCpVIkdDLUUzn5s3L0gkzUq6HR0d8fPPP9fa/vPPP8PRsfF/mbdv344FCxZg6dKlOHXqFHr27ImwsDBkZtbd0KK8vBwjRoxAcnIyfvzxR8THx2Pjxo1o165ds49JpO9q1nNT02maqV1hXTcZv1WrVsHJyanWdhcXF6xcuVKEiEhfmXIDtZr6+jjARm6GrKJynEnNEzscagEVCiWOJ1fXc/sy6SZxNKtjxLJly/DMM88gMjIS/fr1AwDExsZi79692LhxY6OP8/7772PGjBl46qmnAAAbNmzAnj17sGnTJrz++uu19t+0aRNycnJw9OhRTZd0b2/vezomkT4rq1TgaPXVWdZzN08fbwdIJQKu5dzCtZwSdHCwFDskohaTkpICHx+fWtu9vLyQkpIiQkSkj0y9gVpNMjMJhnRyxp5zaYi4mIkgT3uxQyIdO5uah5JyBewtzdHZzUbscMhENetO97Rp0/D333/D1tYWu3btwq5du2Bra4sjR45g2rRpjTpGeXk5Tp48idDQ0NvBSCQIDQ1FdHR0na/55ZdfEBISgueffx6urq7o3r07Vq5cCYVC0exjEumzk8m5KClXwNlGjq7utmKHY5Cs5WYIbF/VNIV3u8nYubi44OzZs7W2nzlzpkkr0ci47TPxBmp3Gt7FBQBw4GKGyJFQS1AvLe/v6wgJ67lJJM2ejdCvXz988803zX7jrKwsKBQKuLq6am13dXVFXFxcna+5cuUK/vrrLzzxxBP4/fffkZCQgNmzZ6OiogJLly5t1jEBoKysDGVlZZqfCwoKmv25iHRJvbR8SEeOCrsXA/wc8U9KHmISs/Fob9OtXSTj99hjj2HevHmwsbHBkCFDAABRUVF44YUXMHnyZJGjI33xXXUDtUkm2kDtTsMCXCARgLj0QqTmlqC9PVdEGRP1ikE2oyUxNTvpViqVSEhIQGZmJpRKpdZz6hO9rimVSri4uOCLL76AVCpFcHAwrl+/jnfffRdLly5t9nFXrVqFZcuW6TBSIt1gPbduhPg6Yf3BRERfyYZKpeIFDDJay5cvR3JyMoYPHw4zs6pTvFKpxNSpU1nTTQC0G6g9asIN1GpysJLhPk97nLiai7/iMjE1xFvskEhHSisUOHk1FwCbqJG4mpV0x8TE4PHHH8fVq1ehUml3ehQEQbPcuyFOTk6QSqXIyNBeypORkQE3t7pHNri7u8Pc3BxSqVSzrUuXLkhPT0d5eXmzjgkACxcuxIIFCzQ/FxQUoEMHnohIXOn5pYhLL4QgAIP9azdGosYL9rKHuVRAWn4pkrNL4ONkJXZIRC1CJpNh+/btWL58Oc6cOYM2bdqgR48e8PLyEjs00hNsoFa34V1cceJqLiIuMuk2Jv+k5KGsUglnGzn8nK3FDodMWLPWFD333HPo3bs3zp8/j5ycHOTm5moeOTk5jTqGTCZDcHAwIiIiNNuUSiUiIiIQEhJS52sGDhyIhIQErTvrly5dgru7O2QyWbOOCQByuRy2trZaDyKxqUeF9WzfFvZWMpGjMWxtZFJNcxx1bReRMfP29kZgYCDCw8OZcJMGG6jVL7S6rjs6MRvFZZUiR0O6ou7lEuLryFVuJKpmJd2XL1/GypUr0aVLF7Rt2xZ2dnZaj8ZasGABNm7ciK1bt+LixYuYNWsWiouLNZ3Hp06dioULF2r2nzVrFnJycvDCCy/g0qVL2LNnD1auXInnn3++0cckMhSapeXsWq4T6jEhnNdNxqykpATTp0+HpaUlunXrpulYPnfuXKxevVrk6EhsbKBWP38Xa3g6WKJcocThyzxPGIsYzucmPdGspLtfv35ISEi45zefNGkS/vvf/2LJkiXo1asXTp8+jb1792oaoaWkpCAtLU2zf4cOHbBv3z4cP34cgYGBmDdvHl544QWtUWB3OyaRIahUKHH4Muu5dUndQCXmSk6tshgiY7Fw4UKcOXMGkZGRsLCw0GwPDQ3F9u3bRYyM9AEbqNVPEARNF/MIdjE3CrfKFfjnWnU9N+dzk8iaVdM9d+5cvPTSS0hPT0ePHj00M7PVAgMDG32sOXPmYM6cOXU+FxkZWWtbSEgIYmJimn1MIkNwJjUPBaWVsGtjjp7t24odjlHo5dkWcjMJsorKkJBZhI6unNVJxmf37t3Yvn07+vfvr7WUslu3bkhMTBQxMhIbG6jd3fDOrtj8dzIOxmdCqVRxvJSBO3E1BxUKFTzsLODlyI70JK5mJd0TJ04EADz99NOabYIgaLoCN6aRGhHVLyq+6i734I5OkPKkrxNyMyl6e9vj74RsHE3MZtJNRunmzZtwcXGptb24uJj1jCaODdTurq+PA2zkZsgqKseZ1DxNLxAyTJr53H6s5ybxNWttUVJSUq3HlStXNP9LRPcmsrqee1hA7S/P1HwD/Kq6wLOZGhmr3r17Y8+ePZqf1V80v/zyywYbipJxYwO1xpGZSTCkuo9KxMVMkaOhe6Wez82l5aQPmnWnm51QiVpOVlEZzqbmAwCGdOSoMF3qX33ijUnK5tJBMkorV67EyJEjceHCBVRWVuLDDz/EhQsXcPToUURFRYkdHomEDdQab3gXF+w5l4YDFzPwcliA2OFQMxWWVuDc9arvUmyiRvqg2V00EhMTMXfuXISGhiI0NBTz5s1jvRiRDhyp7pra1d0WLrYWd9mbmiKwvR0sZVLklVTgYnqB2OEQ6dygQYNw+vRpVFZWokePHti/fz9cXFwQHR2N4OBgscMjkbCBWuMNC3CBRADi0guRmlsidjjUTMeTc6BQquDpYIn29qznJvE161/effv2oWvXrjh27BgCAwMRGBiI2NhYdOvWDX/++aeuYyQyKZpRYbwboXPmUgn6+jgA4BJzMl5+fn7YuHEjjh07hgsXLuDrr79Gjx49xA6LRFKzgdokNlC7KwcrGe6rruX+K45LzA2V+hw/gHe5SU80K+l+/fXXMX/+fMTGxuL999/H+++/j9jYWLz44ot47bXXdB0jkclQKlU4xPncLUpd28Wkm4zRqVOncO7cOc3PP//8M8aNG4c33ngD5eXlIkZGYlE3ULs/wAUebKDWKMO7VI2ZZV234Yq+wvncpF+alXRfvHgR06dPr7X96aefxoULF+45KCJT9e+NAmQXl8Nabqa50k66pT4BH0vKQaVCKXI0RLr17LPP4tKlSwCAK1euYNKkSbC0tMSOHTvw6quvihwdtbaaDdQeYwO1RgutntcdnZiN4rJKkaOhpsorKce/N6pKyNhEjfRFs5JuZ2dnnD59utb206dP1zmqhIgaJ+pS1VX1AX6OkJmx7q4ldPOwg42FGQrLKjUnZSJjcenSJfTq1QsAsGPHDgwdOhTffvsttmzZgp07d4obHLU6NlBrHn8Xa3g6WKJcocTh6j4rZDhik3KgUgF+zlbsjUN6o1nf6mfMmIGZM2dizZo1OHz4MA4fPozVq1fj2WefxYwZM3QdI5HJYD13y5NKBPTzqbryfZRLzMnIqFQqKJVVKzgOHDiAUaNGAQA6dOiArKzGJw+HDh3C6NGj4eHhAUEQsHv3bq3np02bBkEQtB7h4eFa+3h7e9faZ/Xq1Q2+b2lpKZ5//nk4OjrC2toaEydOREZGRqPjJm1soNY8giBgePXd7oiL/PtnaNTlY1xaTvqkWf8CL168GEuWLMHHH3+MoUOHYujQofjkk0/w1ltv4c0339R1jEQmIf9WBU6l5AEAhnRk0t2S1I1V1DVfRMaid+/eWLFiBf73v/8hKioKDz30EAAgKSkJrq6ujT5OcXExevbsifXr19e7T3h4ONLS0jSP7777rtY+b7/9ttY+c+fObfB958+fj19//RU7duxAVFQUbty4gQkTJjQ6brqNDdTuzfDOVf+9HIzPhFKpEjkaagpN0u3LsaukP5o1p1sQBMyfPx/z589HYWEhAMDGxkangRGZmqMJWVAoVfBztkIHB463aEnqq98nknNQXqnkUn4yGuvWrcMTTzyB3bt3Y9GiRfD39wcA/PjjjxgwYECjjzNy5EiMHDmywX3kcjnc3Nwa3MfGxuau+6jl5+fjq6++wrfffosHHngAALB582Z06dIFMTEx6N+/f+OCJwBsoHav+vo4wEZuhqyicpxJzUMQ+6wYhOyiMsRnVOUm/X0dRI6G6LZmfdNMSkrC5cuXAVSdUNUJ9+XLl5GcnKyz4IhMiWZpeSf2RWhpAa42sLc0R0m5AmdT88QOh+ieXblyBQAQGBiIc+fOIT8/H0uXLtU8/+6772Lr1q06fc/IyEi4uLggICAAs2bNQnZ27ZUjq1evhqOjI4KCgvDuu++isrL+plQnT55ERUUFQkNDNds6d+4MT09PREdH6zR2Y8cGavdOZibBkOopIuxibjhiruQAADq72cDRWi5yNES3NSvpnjZtGo4ePVpre2xsLKZNm3avMRGZHJVKxXruViSRCJq73RwdRsYgMDAQ3bt3xxtvvIFjx47Vet7CwgLm5uY6e7/w8HBs27YNERERWLNmDaKiojBy5EgoFArNPvPmzcP333+PgwcP4tlnn8XKlSsb7KCenp4OmUyGtm3bam13dXVFenp6va8rKytDQUGB1sPUsYGabqjrug+wrttgHE2s6l3Bem7SN81aXv7PP/9g4MCBtbb3798fc+bMueegiEzN5cwipOWXQm4mQT8fLodqDSG+jvj9XDqir2Rj7vCOYodDdE+ysrLw559/4ueff8aYMWMgCAIefvhhjBkzBiNGjICFhW47+E6ePFnz/3v06IHAwED4+fkhMjISw4cPBwAsWLBAs09gYCBkMhmeffZZrFq1CnK57u5ArVq1CsuWLdPZ8YwBG6jpxrAAF0gEIC69EKm5JWhvz9IvfaeZz81RYaRnmvUvsSAImlrumvLz87WuchNR40TFV93l7u/rCAtzqcjRmAZNXffVXJRW8N8tMmwWFhYYPXo0vvzyS6SlpWHnzp1wdHTEa6+9BicnJ4wbNw6bNm3CzZs3W+T9fX194eTkhISEhHr36devHyorK+stQ3Nzc0N5eTny8vK0tmdkZDRYF75w4ULk5+drHteuXWvORzAabKCmOw5WMtxXXcv9VxyXmOu7jIJSXLlZDEGAZkoJkb5oVtI9ZMgQrFq1SivBVigUWLVqFQYNGqSz4IhMxe16bi4DbC1+ztZwtpGjvFKJf6q7xhMZA0EQMGDAAKxevRoXLlzAP//8g8GDB2PLli1o3759gx3Jmys1NRXZ2dlwd3evd5/Tp09DIpHAxaXuvhXBwcEwNzdHRESEZlt8fDxSUlIQEhJS73HlcjlsbW21HqaMDdR0a3iXqi7mrOvWf+pyse4edrCz1F05DZEuNGt5+Zo1azBkyBAEBARg8ODBAIDDhw+joKAAf/31l04DJDJ2JeWVOJZU1fiD9dytRxAEhPg64pczNxCdmMX6LzJaHTt2xEsvvYSXXnoJ2dnZyMnJuetrioqKtO5aJyUl4fTp03BwcICDgwOWLVuGiRMnws3NDYmJiXj11Vfh7++PsLAwAEB0dDRiY2Nx//33w8bGBtHR0Zg/fz6mTJkCe/uqO4fXr1/H8OHDsW3bNvTt2xd2dnaYPn06FixYAAcHB9ja2mLu3LkICQlh5/JGYgM13Qvt4oI1e+MQnZiN4rJKWMmb9dWZWgHnc5M+a9ad7q5du+Ls2bN49NFHkZmZicLCQkydOhVxcXHo3r27rmMkMmoxV7JRrlCivX0b+DpZiR2OSeG8bjI2W7duxZ49ezQ/v/rqq2jbti0GDBiAq1evwtHRER073r2HwYkTJxAUFISgoCAAVfXZQUFBWLJkCaRSKc6ePYsxY8agU6dOmD59OoKDg3H48GFNrbZcLsf333+PoUOHolu3bnjnnXcwf/58fPHFF5r3qKioQHx8PEpKSjTbPvjgAzz88MOYOHEihgwZAjc3N+zatUtXvx6jp26g5m7HBmq64u9iDU8HS5QrlDh8OUvscKgBR69UN1FjPTfpoWZfrvPw8MDKlSt1GQuRSVLXcw/t5AxBEESOxrSor4afvpaHkvJKWMp4B4MM28qVK/HZZ58BqLrbvH79enzwwQf47bffMH/+/EYnsMOGDYNKpar3+X379jX4+vvuuw8xMTEN7uPt7V3rPSwsLLB+/foWWQJvCtQN1B7tzQZquiIIAoZ3ccHmv5MRcTED4d0bN3eeWldqbgmu5dyCVCKgDxvSkh5q9r/Ihw8fxpQpUzBgwABcv34dAPC///0PR44c0Vlwhk6hVCE6MRs/n76O6MRsKJT1f4Eh08V6bvF4OljCw84CFQoVTiTnih0O0T27du0a/P39AQC7d+/GxIkTMXPmTKxatQqHDx8WOTpqSWyg1nKGd66q6z4Ynwklv8vpJfXS8sD2drBmCQDpoWYl3Tt37kRYWBjatGmDU6dOoaysDEBV93Le/a6y93waBq35C49tjMEL35/GYxtjMGjNX9h7Pk3s0EiPJGcVIzm7BOZSAQP8ncQOx+QIgoAQv6rfO5eYkzGwtrZGdnbV3+X9+/djxIgRAKruIN+6dUvM0KiFsYFay+nr4wAbuRmyispxJjVP7HCoDuqkewDruUlPNSvpXrFiBTZs2ICNGzfC3Px2d8CBAwfi1KlTOgvOUO09n4ZZX59CWn6p1vb0/FLM+voUE2/SUN/l7u3lwCuzIlEvMVefsIkM2YgRI/DMM8/gmWeewaVLlzBq1CgAwL///gtvb29xg6MWwwZqLUtmJsGQ6tVo7GKuf1QqVY353LyBQfqpWUl3fHw8hgwZUmu7nZ1drfmapkahVGHZrxdQ1+Ij9bZlv17gUnMCUGNpORveiEaddJ+7no/C0gqRoyG6N+vXr0dISAhu3rypmdUNACdPnsRjjz0mcnTUUthAreUN71I16u7AxQyRI6E7JWeXIC2/FOZSAcFe9mKHQ1SnZt1ac3NzQ0JCQq2r5keOHIGvr68u4jJYx5Jyat3hrkkFIC2/FMeScjjSwMSVVig0d1dZzy2edm3bwMvRElezS3A8OQcPVNfuERmitm3b4pNPPqm1fdmyZSJEQ63l29irANhArSXdH+ACiQDEpRciNbcE7e0txQ6Jqqm/SwV52qONTCpyNER1a1bSPWPGDLzwwgvYtGkTBEHAjRs3EB0djZdffhmLFy/WdYwGJbOw/oS7OfuR8TqRnItbFQq42MjR2c1G7HBMWoivI65ml+BoQjaTbjJ4eXl5OHbsGDIzM6FUKjXbBUHA//3f/4kYGbWEKzeLEHMlhw3UWpi9lQzBXvY4npyLv+IyMTXEW+yQqNrtpeW8mUX6q1lJ9+uvvw6lUonhw4ejpKQEQ4YMgVwux8svv4y5c+fqOkaD4mJjodP9yHhFXaqqC+OoMPGF+Dni++PX2EyNDN6vv/6KJ554AkVFRbC1tdX6t4VJt3FiA7XW80BnVxxPzkXERSbd+kKlUmnudHMFKemzZq1BEgQBixYtQk5ODs6fP4+YmBjcvHkTy5cv13V8BqevjwPc7SxQXwolAHC3s0BfzhA0eazn1h/qq+MX0gqQV1IucjREzffSSy/h6aefRlFREfLy8pCbm6t55OTkiB0e6RgbqLWu0Oq67ujEbBSXVYocDQFAQmYRsorKIDeTIMizrdjhENXrngp/ZDIZunbtis6dO+PAgQO4ePGiruIyWFKJgKWjuwJAnYm3CsDS0V0hlfDOpim7kXcLlzKKIBGAQRwVJjoXWwv4OVtBpQJirjAxIcN1/fp1zJs3D5aWrDc1BWyg1rr8Xazh6WCJcoUShy9niR0O4fbS8t7e9pCbsZ6b9Fezku5HH31U06jl1q1b6NOnDx599FEEBgZi586dOg3QEIV3d8dnU+6Dm13tJeRuthasGSUcqr7L3atDW7S1lIkcDQHAgOp53TFcYk4GLCwsDCdOnBA7DGolbKDWugRB0HQxj2AXc71wNIH13GQYmlXTfejQISxatAgA8NNPP0GpVCIvLw9bt27FihUrMHHiRJ0GaYjCu7tjRFc3HEvKQWZhKaxkZnht5xmkF5Tii0OJmPNAR7FDJBFplpZ3chE5ElIL8XPE/2Kucl43GbSHHnoIr7zyCi5cuIAePXrA3Nxc6/kxY8aIFBnpGhuoiSO0iys2/52Mg/GZUCpVkHDlomiUShViktT13Fw1SPqtWUl3fn4+HByqapL37t2LiRMnwtLSUnOypypSiaDV1GFJeTe88P1pfPRXAh4O9IC3k5WI0ZFYKhRKHKlelsZ6bv3Rv/oqeXxGIbKKyuBkLRc5IqKmmzFjBgDg7bffrvWcIAhQKBStHRK1EDZQE0cfbwfYyM2QVVSO06l5uM+Tc6HFEpdeiLySCljKpAhsbyd2OEQNatZapA4dOiA6OhrFxcXYu3cvHnzwQQBAbm4uLCzYlbs+Y3p6YHBHJ5RXKvHm7vNQqVRih0QiOH0tD4VllbC3NEePdjxJ6AsHK5lmdBuXmJOhUiqV9T6YcBsPNlATj8xMgiGdqi6Y/3UxU+RoTNvRxKobGH19HGDO8grSc836G/riiy/iiSeeQPv27eHh4YFhw4YBqFp23qNHD13GZ1QEQcCKcd0hN5PgSEIWfjlzQ+yQSARR8VVLywd3dGZDPT2jXpnCJeZkDEpLS8UOgVoIG6iJS13XfYB13aKK4XxuMiDNSrpnz56NmJgYbNq0CUeOHIFEUnUYX19frFixQqcBGhsvRyvMG15Vz738twscT2SCbtdz84uSvlGfuJl0k6FSKBRYvnw52rVrB2tra1y5cgUAsHjxYnz11VciR0e6wgZq4ro/wAUSoWp5c2puidjhmKRKhRKx1dNGOJ+bDEGz/6UODg7G+PHjYW1trdn20EMPYeDAgToJzJjNGOyLji7WyCoqx5q9cWKHQ60oq6gM567nAwAGd2LTD33Tz9cREgG4klWM9HzeJSTD884772DLli1Yu3YtZLLbkxG6d++OL7/8UsTISFfYQE189lYyBHtV1XL/Fccl5mL490YBCssqYWNhhm4eLNUj/dfopHv16tW4detWo/aNjY3Fnj17mh2UsZOZSbByQtUy/O+OXcPxZM4FNhWHL1fd5e7mYQsXG/Y/0Dd2bcw1J+/oK5zBSoZn27Zt+OKLL/DEE09AKr09s7Znz56Ii+NFXmPw3bEUAGygJjb1+NcDrOsWhXo+dz8fR5bqkUFodNJ94cIFeHp6Yvbs2fjjjz9w8+ZNzXOVlZU4e/YsPv30UwwYMACTJk2CjY1NiwRsLPp4O+CxvlVXqN/YdQ7llUqRI6LWoK7n5tJy/TWAdd1kwK5fvw5/f/9a25VKJSoqKkSIiHSJDdT0R2h1XXdMYjaKyypFjsb0HE1Ujwrj0nIyDI1Ourdt24YDBw6goqICjz/+ONzc3CCTyWBjYwO5XI6goCBs2rQJU6dORVxcHIYMGdKScRuF18I7w8lahsuZRdh4+IrY4VALUypVOKQeFcakW2/1Vyfd7GBOBqhr1644fPhwre0//vgjgoKCRIiIdGnfvxnILalgAzU94O9iDU8HS5QrlDh8mSujWlOFQokT1atEBzDpJgPRpDndPXv2xMaNG/H555/j7NmzuHr1Km7dugUnJyf06tULTk6sUW2KtpYyLH64a9Xs7ojLeKiHO2d3G7HzN/KRU1wOa7kZ7vPiXE991cfbAVKJgGs5t3AtpwQdHCzFDomo0ZYsWYInn3wS169fh1KpxK5duxAfH49t27bht99+Ezs8ukdsoKY/BEHA8C4u2Px3MiIuZiC8u5vYIZmMs6l5KClXwN7SHAGuXFlLhqFZ/2JLJBL06tULY8eOxeTJkxEaGsqEu5nUs7vLKpVY/DNndxsz9dLygf6OnCepx6zlZujZXl3XzbvdZFjGjh2LX3/9FQcOHICVlRWWLFmCixcv4tdff8WIESPEDo/uARuo6Z/QLlV13QfjM6FU8vtbazmacHtpuYT13GQg+M1fZIIgYPnY7pCZSXD4Mmd3G7Pbo8JcRI6E7kZdIxbDum4yMKmpqRg8eDD+/PNPZGZmoqSkBEeOHMGDDz6ImJgYscOje8AGavqnj7cDbORmyCoqx+nUPLHDMRnRnM9NBohJtx7wdrLCvAeqGt9wdrdxyi+pwKmUXADAUNbh6b0Q36qVO0cTs7n6hAzKgw8+iJyc2hMx/v77b4SHh4sQEelCzQZqj/djAzV9ITOTYEh1j5a/2MW8VZRWKHDyatX3KTZRI0PCpFtPzBziB3/O7jZaRxKyoFQBHV2s0Y53KPResJc9ZFIJ0gtKkZxdInY4RI3Wv39/PPjggygsLNRsO3ToEEaNGoWlS5eKGBndi5oN1NiIU78Mr+5ifuBihsiRmIZ/UvJQVqmEs40cfs7WYodD1Gh6kXSvX78e3t7esLCwQL9+/XDs2LF6992yZQsEQdB6WFhozzueNm1arX30/Qq/zEyCleM5u9tYRV2qugLOL0uGoY1Mil6ebQEARxPZlZYMx5dffglPT0+MHj0aZWVlOHjwIB566CG8/fbbmD9/vtjhUTOxgZr+uj/ABRIBiEsvRGouL9K2tJpLywWB9dxkOO7pX+6EhATs27cPt27dAoBmLcPcvn07FixYgKVLl+LUqVPo2bMnwsLCkJlZ/zIdW1tbpKWlaR5Xr16ttU94eLjWPt99912TY2ttfX0cMLm6Ocqinzi721ioVKrb9dxcWm4w1LVinNdNhkQikeD777+Hubk5HnjgAYwZMwarVq3CCy+8IHZo1ExsoKbf7K1kCK6eSPJXHJeYt7To6gvhXFpOhqZZSXd2djZCQ0PRqVMnjBo1CmlpaQCA6dOn46WXXmrSsd5//33MmDEDTz31FLp27YoNGzbA0tISmzZtqvc1giDAzc1N83B1da21j1wu19rH3t4wRjS9PrIzHK1kuJTB2d3GIj6jEBkFZbAwl6CPt4PY4VAjqWd/xlxhXTfpt7Nnz2o94uLi8NZbb+HatWuYMmUKhgwZonmODA8bqOm/BzpXfQ89wLruFnWrXIHT1/IAcD43GZ5mJd3z58+HmZkZUlJSYGl5e4btpEmTsHfv3kYfp7y8HCdPnkRoaOjtgCQShIaGIjo6ut7XFRUVwcvLCx06dMDYsWPx77//1tonMjISLi4uCAgIwKxZs5CdXf/dqrKyMhQUFGg9xKKe3Q0AH0VcxtXsYtFiId1QjwoL8XWEhblU5GiosXp5toXcTIKsonJcziwSOxyievXq1QtBQUHo1auX5jFkyBCkpqbi888/1zwXFBQkdqjURGygZhhCq+u6YxKzUVxWKXI0xuvE1RxUKFTwsLOAp4Pl3V9ApEfMmvOi/fv3Y9++fWjfvr3W9o4dO9a51Ls+WVlZUCgUte5Uu7q6Ii6u7mZiAQEB2LRpEwIDA5Gfn4///ve/GDBgAP79919NPOHh4ZgwYQJ8fHyQmJiIN954AyNHjkR0dDSk0tpJz6pVq7Bs2bJGx93SxvbywI8nU3EkIQtv7j6PbU/3Zd2KAbs9KoxLyw2J3EyKPt4OOJKQhejEbHRytRE7JKI6JSUliR0CtZC959PZQM0A+LtYw9PBEik5JTh8OQvh3d3EDskoHa0u9+rvx3puMjzNSrqLi4u17nCr5eTkQC6X33NQDQkJCUFISIjm5wEDBqBLly74/PPPsXz5cgDA5MmTNc/36NEDgYGB8PPzQ2RkJIYPH17rmAsXLsSCBQs0PxcUFKBDB/HqpgRBwIpx3fHgukOa2d1je7UTLR5qvuKySk1TvKEBnM9taEL8HDVJ95MDvMUOh6hOXl5eYodALUS9tJwN1PSbIAgY3sUFm/9ORsTFDCbdLUTdY2WAn5PIkRA1XbP+BR88eDC2bdum+VkQBCiVSqxduxb3339/o4/j5OQEqVSKjAztMQsZGRlwc2vcP1jm5uYICgpCQkJCvfv4+vrCycmp3n3kcjlsbW21HmK7c3Z3fkmFyBFRc0QnZqNCoYKngyW8HbkUytD0r26mFpOUDaWSdd1kGBITEzF37lyEhoYiNDQU8+bNQ2JiothhUROxgZphCe1StWrzYHwmzxctoLC0Aueu5wNgEzUyTM1KuteuXYsvvvgCI0eORHl5OV599VV0794dhw4dwpo1axp9HJlMhuDgYERERGi2KZVKREREaN3NbohCocC5c+fg7u5e7z6pqanIzs5ucB99VHN292rO7jZINZeWcymU4QlsbwcrmRR5JRW4mC5erweixtq3bx+6du2KY8eOITAwEIGBgYiNjUW3bt3w559/ih0eNQEbqBmWPt4OsJGbIauoHKdT88QOx+gcT86BQqmCl6Ml2vG/BzJAzUq6u3fvjkuXLmHQoEEYO3YsiouLMWHCBPzzzz/w8/Nr0rEWLFiAjRs3YuvWrbh48SJmzZqF4uJiPPXUUwCAqVOnYuHChZr93377bezfvx9XrlzBqVOnMGXKFFy9ehXPPPMMgKoma6+88gpiYmKQnJyMiIgIjB07Fv7+/ggLC2vOxxWN9uzuFJzg7G6DolKpEMn53AbNXCpBH5+qjvMcHUaG4PXXX8f8+fMRGxuL999/H++//z5iY2Px4osv4rXXXhM7PGokNlAzPDIzCYZUn+v/YhdznVOfg9XjPIkMTbNqugHAzs4OixYtuucAJk2ahJs3b2LJkiVIT09Hr169sHfvXk1ztZSUFEgkt68N5ObmYsaMGUhPT4e9vT2Cg4Nx9OhRdO1a1fFbKpXi7Nmz2Lp1K/Ly8uDh4YEHH3wQy5cvb/F685bQ18cBk3p3wPYT1/DGT+fw29zBkJmxrssQJGeX4FrOLZhLBS6FMmAhvo6IjL+J6MRsPDPYV+xwiBp08eJF/PDDD7W2P/3001i3bl3rB0TNwgZqhml4FxfsOZeGAxcz8HJYgNjhGBV1EzV+nyJD1eyku7S0FGfPnkVmZiaUSqXWc2PGjGnSsebMmYM5c+bU+VxkZKTWzx988AE++OCDeo/Vpk0b7Nu3r0nvr+8WjuqMAxczNLO7n7/fX+yQqBGi4quudPfxdoCVvNn/qZHI1A1bjiXloFKhZDMj0mvOzs44ffo0OnbsqLX99OnTcHFhM0dDoV5aPqkPG6gZkvsDXCARgLj0QqTmlqC9PXu56EJeSTkupFWVePFONxmqZv1LvnfvXnh6eqJ///4YM2YMxo0bp3mMHz9e1zGavLaWMrz5cBcAnN1tSDgqzDh09bCFrYUZCssqcf4G67pJP7399tsoKSnBjBkzMHPmTKxZswaHDx/G4cOHsXr1ajz77LOYMWNGo4936NAhjB49Gh4eHhAEAbt379Z6ftq0aRAEQesRHh6ueT45ORnTp0+Hj48P2rRpAz8/PyxduhTl5eUNvu+wYcNqHfe5555r0u/C0NVsoPZobzZQMyT2VjIEe9kDAP6K4xJzXYlNyoFKBfg5W8HF1kLscIiapVlJ99y5c/HII48gLS0NSqVS66FQKHQdIwEY16sdBvo7oqxSiTd3n4dKxc6Y+qy0QoHoK1VLoYYGMOk2ZFKJgH7VV9ZZ1036atmyZSgqKsLixYuxZMkSfPzxxxg6dCiGDh2KTz75BG+99RbefPPNRh+vuLgYPXv2xPr16+vdJzw8HGlpaZrHd999p3kuLi4OSqUSn3/+Of7991988MEH2LBhA9544427vveMGTO0jrt27dpGx20M2EDNsD3Quao88gDrunUmmkvLyQg0a81rRkYGFixYoKm7ppZXNbu7B8KqZ3f/ejYNY3p6iB0W1eN4cg5KK5RwtZUjwNVG7HDoHoX4OuLPCxmIvpKNWcOa1iySqDWoL8QKgoD58+dj/vz5KCwsBADY2DT936CRI0di5MiRDe4jl8vrHe8ZHh6udefb19cX8fHx+Oyzz/Df//63weNaWlo2emyosWEDNcMX2sUFa/bGISYxG8VllSwv0wHO5yZj0Kw73f/5z39q1VpTy/NxssLc6nrut3/l7G59FhXPUWHGRH11/XhSDsorlXfZm0gcd/5bY2Nj06yEu7EiIyPh4uKCgIAAzJo1C9nZDa8Eyc/Ph4ODw12P+80338DJyQndu3fHwoULUVJSoquQ9R4bqBk+fxdreDpYolyhxOHLWWKHY/CyisoQn1F1AbE/67nJgDXr8tsnn3yCRx55BIcPH0aPHj1gbm6u9fy8efN0EhzVNnOoL34+cwMJmUVYsy9OM1KM9Mvtem42LjIGAa42cLCSIae4HGdT89Db++6JA1Fr69Sp010v8uXk6Gb0ZHh4OCZMmAAfHx8kJibijTfewMiRIxEdHQ2pVFpr/4SEBHz88cd3vcv9+OOPw8vLCx4eHjh79ixee+01xMfHY9euXfW+pqysDGVlZZqfCwoMt/cCG6gZPkEQMLyLCzb/nYyIixkI726aqzZ0Jaa6VK+zW9V5mMhQNSvp/u6777B//35YWFggMjJS6yQvCAKT7hYkN5PinXHdMemLGHwbm4KJ97VDsBcTAH1yPe8WLmcWQSIAg/y5FMoYSCQC+vs64Pdz6YhOzGbSTXpp2bJlsLOza5X3mjx5sub/9+jRA4GBgfDz80NkZCSGDx+ute/169cRHh6ORx555K7N3GbOnKl1XHd3dwwfPhyJiYnw86u7tGPVqlVYtmzZPXwa/ZDIBmpGI7SLKzb/nYyD8ZlQKlWQSLjirblYz03GollJ96JFi7Bs2TK8/vrrWjO0qXX083W8Pbt713n8Nm8QzHlFXG+ol5YHedrDztL8LnuToQjxdcTv59JxNDEbc4d3vPsLiFrZ5MmTRRsL5uvrCycnJyQkJGgl3Tdu3MD999+PAQMG4Isvvmjycfv16weg6k55fUn3woULsWDBAs3PBQUF6NDB8JLW79lAzWj08XaAjdwMWUXlOJ2ah/s87cUOyWCpm9JyVBgZumZlauXl5Zg0aRITbhEtHNUZjlYyxGcUYuPhK2KHQzVEXarqWDqM9XhGJaS6gcvJlFyUVnBKA+kXsXtHpKamIjs7G+7u7ppt169fx7BhwxAcHIzNmzc36zvD6dOnAUDruHeSy+WwtbXVehgaNlAzLjIzCYZUfwf4i13Mmy2joBRXbhZDIkAzRYTIUDUra37yySexfft2XcdCTdDWUoZFD1XN7v7wwGWkZJtOoxl9VqFQ4u8EjgozRn7OVnC2kaO8UolTKblih0OkRddjJIuKinD69GlN0puUlITTp08jJSUFRUVFeOWVVxATE4Pk5GRERERg7Nix8Pf3R1hYGIDbCbenpyf++9//4ubNm0hPT0d6errmPa5fv47OnTvj2LFjAIDExEQsX74cJ0+eRHJyMn755RdMnToVQ4YMQWBgoE4/n75hAzXjM7xL1aqTAxczRI7EcKmXlnfzsINdG64cJMPWrOXlCoUCa9euxb59+xAYGFirkdr777+vk+CoYeOD2uHHk6k4mpiNN38+j61P9RH9boepO3U1F0VllXCwkqG7R+vUVlLrEAQBIb6O+OXMDcQkZnN0CekVpVK3XfVPnDiB+++/X/Ozevn2k08+ic8++wxnz57F1q1bkZeXBw8PDzz44INYvnw55HI5AODPP/9EQkICEhIS0L59e61jqy8QVFRUID4+XtOdXCaT4cCBA1i3bh2Ki4vRoUMHTJw4sUnzxQ0VG6gZn/sDXCARgLj0QqTmlqC9vaXYIRmco4lV3d9Zz03GoFlJ97lz5xAUFAQAOH/+vNZzTPpaT9Xs7u4I//AwDl26ydndekDdtXxIRyc2TjFCA/yqkm51jRmRsRo2bFiDd8/37dvX4OunTZuGadOmNbiPt7e31nt06NABUVFRTYrTGNRsoDapj+HVolPd7K1kCPayx/HkXPwVl4mpId5ih2RwNPXcTLrJCDQr6T548KCu46Bm8nW2xpz7/fH+n5fw9q8XMLSjM5t3iUgzKoxLy42S+sR/+loeSsorYSlr1j+hREQa6gZqD3R2gbsdG6gZkwc6u+J4ci4OXGTS3VTXckpwLecWpBIBfTgxhIwA1zAZgWeH+sLP2QpZRWVYsy9O7HBMVmZhKf69UTUfdnBHJt3GyNPBEu3atkGFQoUTyazrJqJ7U1pxu4HaY33ZQM3YhFbXdcckZqO4rFLkaAyL+i53YHs7WMt5gZsMX6P/Fk+YMAFbtmyBra0tJkyY0OC+u3btuufAqPHkZlKsHN+jxuzu9gj24niK1nb4UlXtUY92dnCyloscDbUEQRDQ39cRO0+lIvpKtqY7LRFRc+z7lw3UjJm/izU8HSyRklOCw5ezEN7dTeyQDEZMdRO1AVxaTkai0Xe67ezsNPXadnZ2DT6o9fXzdcSjvaua1byx6xwqFLptqkN3p1lazi9ORk29xPxoIuu6iejesIGacRMEQdPFPIJdzBtNpVLVmM/NpqVkHBp9p3vz5s14++238fLLL2Pz5s0tGRM108KRXXDgYibiMwrx5eEkzBrmJ3ZIJkOhVOHwZdZzmwJ10n0uNQ8FpRWwtWAPBSJqOjZQMw2hXVyx+e9kHIzPhFKpYpPVRkjOLkFafilkUglXbpLRaNJl1WXLlqGoqKilYqF7ZG8lw5vq2d0Rlzi7uxWdu56P3JIK2FiYIahDW7HDoRbUrm0beDlaQqkCjifliB0OERkoNlAzDX28HWAjN0NWUTlOp+aJHY5BUM/n7uXZFm1kUpGjIdKNJiXdDY0PIf0wPqgdBvg5orRCiTd/Ps8/s1YSFV91l3uQvxOXCJqAEN+qu93RXGJORM3ABmqmQ2Ym0fT/+OtipsjRGAbNfG5f1nOT8WhydsA53PpNPbtbZibBoUs38dvZNLFDMglRl6pOpKznNg3qJeac101EzcEGaqZFXdd9gHXdd6VSqRBzpWoVGZuokTFpctLdqVMnODg4NPggcfk6W+P5Yf4AgGW/XkD+rQqRIzJueSXlOH0tDwDYzdpEqK++X0grQF5JucjREJGhYQM103J/gAskAhCXXojUXJb+NSQhswhZRWWQm0nQy7Ot2OEQ6UyTB98tW7aMHcoNwHPDfPHzmeu4crMYa/fG4Z3xPcQOyWgdSciCUgV0crWGR1vW5ZkCF1sL+DlbIfFmMWKu5HAMDBE1GhuomR57KxmCvexxPDkXf8VlYmqIt9gh6S31ZJDe3vaQm7Gem4xHk5PuyZMnw8XFpSViIR1Sz+6e/EUMvolNwQTO7m4x6npuLhE0LQP8nKqT7mwm3UTUaGygZpoe6OyK48m5OHCRSXdDojXzuTkqjIxLk9Y0sZ7bsPT3dcQjwZzd3ZJUKlWN+dy8GGVKbs/rzhI5EiIyFGygZrpCq+u6YxKzUVxWKXI0+kmpVCEmqSrp7s8mamRk2L3cyL0xqgscrGSa2d2kW3HphcgsLEMbcyl6e3MlgSlRfyG4lFFVf0ZEdDc1G6gNC+CFWlPi72INTwdLlCuUOHyZF2vrcjG9AHklFbCSSRHYnqWsZFyalHQrlUouLTcw9lYyLBp1e3b3tRw28NAl9V3uED9HWJiz9siUOFjJ0NnNBgAQwy7mRNQI38bebqAmlXD1oCkRBEHTxTyCXczrpF5a3sfHAeZsMEhGhn+jTcCE+9ohxLd6dvduzu7WJdZzm7bbS8yZdBNRwxJvFiE2iQ3UTFloF1cAwMH4TCiV/C52J/UFbM7nJmPEpNsECIKAd8Z3h0wqQdSlm9hzjrO7daGorBInrlbNkmTSbZrUjV5imHQT0V2wgRr18XaAjdwMWUXlOJ2aJ3Y4eqVSoUSsZj43m6iR8WHSbSJ8na3x/P2c3a1LRxOyUKFQwdvREt5OVmKHQyLo6+MAiQBcySpGen6p2OEQkZ5iAzUCAJmZBEOqL9L/dTFT5Gj0y783ClBYVglbCzN09bAVOxwinWPSbUKeG+YLX2cr3Cwsw7v74sQOx+Dd7lrOu9ymyq6NObp5VDV7ib7CxjhEVDc2UCM1dV33AdZ1a1GXafX1cWS/AzJKTLpNiHp2NwB8E5uCk1dzRY7IcGmNCgtg0m3KBlTXdUdziTkR1YMN1Ejt/gAXSISq6SepuWxuqxZ9RT2fm/XcZJyYdJuY/r6O+E9we6hUwKKfOLu7ua5kFSM19xZkUglnSZq4/mymRkQNYAM1qsneSoZgr6oRo3/FcYk5AJRXKnEiuaqeO4RJNxkpJt0m6I1RXWBvaY649EJ8dYSzu5tD3bW8r48DLGVmIkdDYurj7QAziYDU3FscyUdEtbCBGt1peHUX8wOs6wYAnE3NQ0m5AvaW5ghwtRE7HKIWwaTbBDlYybDooa4AgHUHOLu7OVjPTWrWcjMEtlfXdfNuNxHdxgZqVJfhnavqumMSs1FcVilyNOJTl2eF+DlCwvILMlJMuk3UxPvaob+vA2d3N0NphUIzS5L13ATcXg7Hum4iqokN1Kgu/i7W8HSwRLlCicOX2YQzmvO5yQQw6TZRVbO7e3B2dzPEJuWgrFKJ/2/vzsObOs+0gd9HkiXhTba8G2xsDNjsiwFjN2WJnbKkEJJ806RNgFJCGiYkJaTJBTMdCGk6hDbNMi1N0pRACU3JpC1ZpxAwO9gsdlzM5oCxAYOXeJUXbNnS+f6QJRBesGxJ58i6f9ela2rp1dGjMyKvHp33fZ4onRbDwv2lDodkwNpTNKuwij9gEZENC6hRZwRBsFUxz/TyKubNrSacai/sm8r+3NSPMen2Yglh/vj3mQkA2LvbEdb93NOHh0EQ+CWKgOTBwVArFSgzNKOoslHqcIhIBlhAjbqT0b6ve39BBcxm7/2x9uurtTC2mREWoEFCmJ/U4RC5DJNuL7d8RgKGhLJ3tyMOfmMpfML93GSl9VFifGwQAO7rJiKLvx5nATXq2uQ4PQI0KlQ2GJFXUit1OJK5fWk5L2RQf8ak28tpVEr86rbe3blX2bu7O9eqm1D4bSOUCgFpQ7kMim5hv24ismpuNeHvuSygRl1TqxSY1v7j/T4vrmKeVWjZ087+3NTfMekmpCbc6t39H/9g7+7uHLpoWVo+MTYIugE+EkdDcmItAJN9mfu6ibwdC6hRT1j3de/10n3dTcY25F2rBcD+3NT/MekmAPa9u99n7+4u3b6fm+h242ODoFEpUNlgxMWKBqnDISIJsYAa9cTMxHAoBOBCWT1Karyvfeup4hq0mkRE67SI1ftKHQ6RSzHpJgD2vbvfYO/uThnbzDjWvnR4+nBeuSB7GpUSk+P0ALjEnMibsYAa9VSwnxrJg4MBAPsueN8Sc9t+7oRQ7uemfo9JN9nc3rt77afs3X2n3Ks1aGhpQ4ifGqOiA6UOh2TIujzuWCH7rhJ5KxZQI0ekt1cx3+uF+7qtP1BzaTl5A1kk3Zs2bUJcXBy0Wi1SUlJw4sSJLsdu3boVgiDY3bRard0YURSxdu1aREVFYcCAAcjIyMDFixdd/TY8niAIeGWBpXf3/oJv8X/5ZVKHJCsHv7EsLZ82PAwKLhekTli/OBwvqvbqFjBE3ooF1MhR6UmWlXPZhVVobGmTOBr3qW9uRf71OgBMusk7SJ50f/TRR1i1ahXWrVuH3NxcjBs3DrNmzUJFRde/+AUGBqK0tNR2u3Llit3jv/71r/E///M/eOedd3D8+HH4+flh1qxZaG5udvXb8XhDw/2xfIald/dLn5+FoZm9u624n5vuZsxAHfzUStQ2teJ8mUHqcIjIzVhAjRw1NNwfsXpfGE1mHL7oPaukThZXw2QWMTjEFwODuCKE+j/Jk+7XX38dy5Ytw5IlSzBy5Ei888478PX1xfvvv9/lcwRBQGRkpO0WERFhe0wURbz55pv4xS9+gQceeABjx47Ftm3bcOPGDXzyySdueEeez653964CqcORhQpDM86VGiAIwHeHsVUYdc5HqcDkeO7rJvJWLKBGjhIEwVbFPNOLqpjblpYP4VVu8g6SJt1GoxE5OTnIyMiw3adQKJCRkYGsrKwun9fQ0IDBgwcjJiYGDzzwAM6ePWt7rKioCGVlZXbH1Ol0SElJ6fKYLS0tMBgMdjdvpvVR4pUHRwMAth+/wt7duLW0fMxAHUL8NRJHQ3LGft1E3okF1Ki3Mtr3de8vqPCarUnHuJ+bvIykSXdlZSVMJpPdlWoAiIiIQFlZ5/uJExMT8f777+PTTz/F9u3bYTabkZaWhpISyx4q6/McOeaGDRug0+lst5gYTpZpCaF4eCJ7d1tZk24uLae7SR1iWQlxvKgabV7+74bIm7CAGvXW5Dg9AjQqVDYYkVdSK3U4LlfbZMS5UssFLl7pJm8h+fJyR6WmpmLRokUYP348pk+fjn/84x8ICwvDu+++2+tjrlmzBnV1dbbbtWvXnBix5/rP+9m7GwBMZtG2z2pGIpNu6t7I6EAEalVoaGnDmRvevWqGPNehQ4cwb948REdHQxCEDtuzfvzjH3coajp79my7MdXV1XjssccQGBiIoKAgLF26FA0N3fewb25uxtNPP42QkBD4+/vj4YcfRnm5/Jfc3l5A7UcpLKBGjlGrFJjW/qP+Pi+oYp59uRqiCCSE+SE8UHv3JxD1A5Im3aGhoVAqlR0m1PLyckRGRvboGD4+PpgwYQIuXboEALbnOXJMjUaDwMBAuxtZenf/x9wRALy7d/e/SmpRd7MVgVoVxg0KkjockjmlQkDKEC4xJ8/W2NiIcePGYdOmTV2OmT17tl1R07/+9a92jz/22GM4e/Ys9uzZgy+++AKHDh3Ck08+2e3rPvfcc/j888/x8ccf4+DBg7hx4wYeeughp7wnV7q9gNr04SygRo6z7uve6wX7urPb+3OnJbBGDnkPSZNutVqN5ORkZGZm2u4zm83IzMxEampqj45hMpmQn5+PqKgoAEB8fDwiIyPtjmkwGHD8+PEeH5Nu+X/Jg5AS7929u61Vy787LAwqpcctDiEJWJfLsV83eao5c+bglVdewYMPPtjlGI1GY1fUNDg42PbY+fPnsWvXLvzpT39CSkoK7rnnHvzud7/Djh07cOPGjU6PV1dXh82bN+P111/Hvffei+TkZGzZsgXHjh1Ddna209+jM7GAGvXVzMRwKATgQlk9Smr690UO9ucmbyR5BrFq1Sq89957+POf/4zz589j+fLlaGxsxJIlSwAAixYtwpo1a2zjX375ZXz11Ve4fPkycnNz8fjjj+PKlSt44oknAFiqQK5cuRKvvPIKPvvsM+Tn52PRokWIjo7GggULpHiLHk0QBPzqwVu9u/95xvt6d3M/Nzkqbajli8Sp4hoY27ivm/qnAwcOIDw8HImJiVi+fDmqqm6t7MjKykJQUBAmTZpkuy8jIwMKhQLHjx/v9Hg5OTlobW21K4SalJSE2NjYbourSl0MlQXUyBmC/dRIHmz54Wrfhf67xLyyoQUF5fUAgKncz01eRPKk+5FHHsFrr72GtWvXYvz48cjLy8OuXbtshdCuXr2K0tJS2/iamhosW7YMI0aMwNy5c2EwGHDs2DGMHDnSNubFF1/EM888gyeffBKTJ09GQ0MDdu3aBa2W+0Z6w65392fe1bu7ptGIf7UXNZnGpJt6aHh4APR+atxsNeG0FxTFIe8ze/ZsbNu2DZmZmdi4cSMOHjyIOXPmwGQyAbAUNQ0Pt19mrVKpoNfruyxqWlZWBrVajaCgILv7uyuECkhfDJUF1MhZ0turmO/tx/u6rUvLkyIt8ySRt5A86QaAFStW4MqVK2hpacHx48eRkpJie+zAgQPYunWr7e833njDNrasrAxffvklJkyYYHc8QRDw8ssvo6ysDM3Nzdi7dy+GDx/urrfTLy2fkYD4UD9U1Lfgtd3e07v78KVKiKJlcojU8Ucb6hmFQsDUIZZ+3ce4r5v6oUcffRTz58/HmDFjsGDBAnzxxRc4efIkDhw44PZYpCyGygJq5EzpSZYfqrILq9DY0iZxNK7BpeXkrWSRdJP8aX2U+NUCS+/uD7Kv4Gsv6d1t3c/NpeXkqNT2AjEspkbeYMiQIQgNDbUralpRYX+1rq2tDdXV1V0WNY2MjITRaERtba3d/XcrriplMVQWUCNnGhruj1i9L4wms61rSn9jnRNZRI28DZNu6rG0oaF4aOJAiCKwxgt6d5vNIvdzU69Zi6nlXK1Bc6tJ4miIXKukpARVVVW2oqapqamora1FTk6Obcy+fftgNpvtVrPdLjk5GT4+PnaFUAsKCnD16lXZFkJlATVyJkEQbFXMM/thFfNyQzMuVzZCIQBT4vVSh0PkVky6ySH/OXcEgtp7d2852r97d58vM6CyoQW+aiWS44Lv/gSi2ySE+SEsQANjmxm5XrIyhPqPhoYG5OXlIS8vDwBQVFSEvLw8XL16FQ0NDXjhhReQnZ2N4uJiZGZm4oEHHsDQoUMxa9YsAMCIESMwe/ZsLFu2DCdOnMDRo0exYsUKPProo4iOjgYAXL9+HUlJSThx4gQAQKfTYenSpVi1ahX279+PnJwcLFmyBKmpqZg6daok56E7lypYQI2cL6N9X/f+ggqYzf2rY4z1KveoaB10A3wkjobIvZh0k0NC/DW3enfvudive3dbr3KnJYRAo1JKHA15GkEQkNa+Zy2bS8zJw5w6dQoTJkyw1UxZtWoVJkyYgLVr10KpVOL06dOYP38+hg8fjqVLlyI5ORmHDx+GRqOxHeMvf/kLkpKSkJ6ejrlz5+Kee+7BH//4R9vjra2tKCgoQFPTrXnkjTfewPe//308/PDDmDZtGiIjI/GPf/zDfW/cATtOsIAaOd/kOD0CNCpUNhiR188KcVrbaKZxPzd5IZXUAZDn+bfkQfhbTglOFFVj7adn8P6PJ0MQ+t+yOu7npr5KHRKCT/Nu4FhhFVZJHQyRA2bMmAFR7Poq2+7du+96DL1ejw8//LDLx+Pi4jq8hlarxaZNm7Bp06aeBysBFlAjV1GrFJg2PAxf5pdi3/kKTIztPyvtstorl09l0k1eiFe6yWGCIOC/HxwDH6XQb3t31ze3IueKZUkwi+NQb1mrs/6rpBZNxv5ZiZbIG1kLqEWzgBq5gHVf995+tK/7WnUTrlXfhFIhYHIc93OT92HSTb1i6d09FED/7N19rLAKbWYR8aF+iA3xlToc8lCxel8MDBqAVpOIU8Xc103UX9wqoBbLAmrkdDMTw6EQgAtl9Sip6R/b+KxXuccN0sFfw4W25H2YdFOv/Xs/7t3NquXkDIIgYGp7FXP26ybqH24voPaDyYOkDof6oWA/NZIHW5aV77tQcZfRniGb/bnJyzHppl67s3d33rVaaQNyElEUuZ+bnMZaMMb6Kz8ReTYWUCN3SG+vYr73vOcn3aIo2n54Zn9u8lZMuqlP7uzd3dYPencXftuI67U3oVYpkDKE+46ob6y/6ueX1Pa7bRhE3oYF1Mhd0pMs+7qzC6vQ0OLZNUGKq5pQZmiGWqmwXcEn8jZMuqnPrL27z5casOVosdTh9Jl1aXlKvB6+au47or6JDhqAwSG+MIvAyaJqqcMhoj5gATVyl6Hh/ojV+8JoMuPIxUqpw+kTa3/u8bFB0PqwBSt5Jybd1Gch/hr8xxxL7+7X93zj8UU/uJ+bnM22xJz7uok8GguokbsIgmCrYp7p4VXM2Z+biEk3Ocm/TRqEKfF63Gw1Ye2nZ7vt7ypnN40mZLfvvWXSTc7CYmpEno8F1MjdMtr3de8vqIDZ7Jnfq0RRtH2vSh3CpJu8F5NucgpL7+7R8FEK2HehArs8tHd3dlEVjG1mDAwagKHh/lKHQ/2E9YvG+TIDapuMEkdDRL1xq4BaBAuokVtMjtMjQKNCZYMReSW1UofTKxcrGlDZYIRGpcD42CCpwyGSDJNucpqh4QFYPj0BALDOQ3t3W6uWTxseBkHg0kFyjvBALYaG+0MUgezL3NdN5GmaW034m62AWozE0ZC3UKsUmNa+6s5Tl5hbt1VNjtNDo+J+bvJeTLrJqf595lDEhfiior4Fv/XA3t2HuJ+bXMR6tTur0LML4hB5o91ny1DLAmokgVv7uj2zdVgW+3MTAWDSTU6m9VHiVw+OAQBs87De3VermnC5shEqhYC0oZwcyLnYr5vIc7GAGkllZmI4FAJwoaze4wrVms0isossc95U7ucmL8ekm5zuO0ND8dAEz+vdffCi5Sr3xMHBCNT6SBwN9Tcp7V84vilvwLf1LRJHQ0Q9xQJqJKVgP7Wtt/W+C551tdtSx6QVfmolxg7SSR0OkaSYdJNL/Of9nte727qfm0vLyRX0fmokRQYAgK2SKxHJl8ksIquwCr/68hwAyxVHFlAjKaS3VzHf62FLzG37ueP18FEy5SDvxn8B5BKe1rvb2Ga29ZFk0k2ukpYQCoBLzInkbteZUtyzcR9++F429rf/IJt7tQa7zpRKHBl5o/Qky77u7MIqNLS0SRxNz1mTbvbnJmLSTS50e+/udTLv3X3qSjWajCaE+mswMipQ6nCon7IWksliv24i2dp1phTLt+eitK7Z7v7aplYs357LxJvcbmi4P2L1vjCazDhy0TOKcbaZzDhRZOnWkTokVOJoiKTHpJtc5vbe3ZkXKrD7rHx7dx/8xtoqLBQKFskhF5kSr4dCAIoqG1F2xxd6IpKeySxi/efn0NlPxNb71n9+DiazfH9Epv5HEITbqph7RuuwszcMqG9pQ6BWhZHRvJhBxKSbXGpoeACeuq13d71Me3dzPze5g26AD0YPtBSTybrsGVcriLzJiaLqDle4bycCKK1rtl3BI3KXjPZ93fsLKmD2gB99jrWv6EoZEsKK/0Rg0k1u8HR77+5yQwt++9U3UofTQbmhGRfK6iEIwHeHMekm17L26z52iUvMieSmor5nK1B6Oo7IWSbH6RGgUaGywYi8klqpw7kra+2SVLYKIwLApJvcQOujxCsLLL27/5xVjH/JrHe3dWn52EFB0PupJY6G+rup7NdNJFvhAVqnjiNyFrVKgWntq/HkvsTc2GbGSet+bhZRIwLApJvc5J5hoXhQpr27rUk3l5aTO0yO00OlEFBScxPXquVd1Z/I20yJ1yNKp0VXi2EFAFE6LabE690ZFhEA3LavW96tw06X1OJmqwl6PzUSIwKkDodIFph0k9v85/0joBvgg3OlBmw9Vix1OAAs1TWtlUCZdJM7+GtUGDuofV83q5gTyYpSIWDdvJEA0CHxtv69bt5I7lElScxMDIdCAC6U1cu6Fat1bps6RM/itETtmHST24T6a/Afc5MAAL/9Sh69u/9VUoe6m63QDfDBuPZEiMjV2K+bSL5mj47C249PRKTOfgl5pE6Ltx+fiNmjoySKjLxdsJ8ayYODAQD7Lsj3are1iFpqAluFEVmppA6AvMu/Jcfg7znXcaK4Gus+PYs/LZ4EQZDuV1Dr0vJ7hoVCpeRvUOQeqQkh+P3+SzhWWAlRFCX9N0BEHc0eHYX7RkbiRFE1KuqbER5gWVLOK9wktfQREThZXIO95yuwKDVO6nA6aG41IedqDQAWUSO6HbMMciuFQsCvZNS7m/u5SQrJg4OhVipQbmhBUWWj1OEQUSeUCgGpCSF4YPxApCaw7RHJQ3qSZV93dmEVGlraJI6mo6+v1sLYZkZYgAYJYX5Sh0MkG0y6ye2GRcijd3d1oxGn29tuMOkmd9L6KDEhNggAl5gTEVHPDQ33R6zeF8bbatLISVahJaa0hBCu4iK6DZNukoQcencfvvgtRBFIigxARCDbv5B7WduoHGMxNSIi6iFBEG6rYi6/1mHsz03UOSbdJAk59O4+WNC+tDyRV7nJ/axfSI5froIoihJHQ0REniJjRAQAYH9BBcxm+cwfTcY25LV/n2N/biJ7TLpJMvcMC8WC8dEQReA/drq3d7fZLOLQRUvSPWN4uNtel8hqfGwQtD4KVDYYcbGiQepwiIjIQ0yO0yNAo0JlgxF57dvk5OBUcQ1aTSIGBg1ArN5X6nCIZIVJN0nqF98fCd0AH5y94d7e3edKDahsMMJPrbS13yByJ41KiUmD9QCAY5fkty+PiIjkSa1SYFp7LRo5LTG3Li2fOoT7uYnuxKSbJBXqr8GaOZbe3a/v+QbXa2+65XWtVcvThoZCreI/A5KGdfkdi6kREZEjbu3rlk+/7lv9ubm0nOhOzDZIcj+YFIPJccFoMpqw7tMzbtnfatvPzarlJCHrF5Psy9Wy2pdHRETyNjMxHAoBuFBWj5KaJqnDQX1zK85crwPApJuoM0y6SXIKhYD/fnAMfJQC9p6vwO6zrl0qZWhuRc7VGgBMuklaYwbq4KdWou5mK86VGqQOh4iIPESwn9q2PW7fBemvdp8srobJLGJwiC8GBg2QOhwi2WHSTbIwLCIAP51m6d39kot7dx+7VAmTWcSQMD/EsNAHSchHqcCUeMu+7mwuMSciIgekt1cx3yuDJebHLlnmsDRe5SbqFJNuko0V9w7F4BBflBmaXdq727qfm1e5SQ7Yr5uIiHojPcmyrzu7sAoNLW2SxnJ7ETUi6ohJN8mGpXf3aACu690tiiL3c5OspA4JBQCcKKp2a9s8ou4cOnQI8+bNQ3R0NARBwCeffNLl2KeeegqCIODNN9+03XfgwAEIgtDp7eTJk10ea8aMGR3GP/XUU058Z0T9x9Bwf8TqfWE0mXHkonRdMGqbjLYtUqlMuok6xaSbZOW7w8Jc2rv7UkUDbtQ1Q6NS8NdYkoWR0YEI1KrQ0NKGMze4r5vkobGxEePGjcOmTZu6Hbdz505kZ2cjOjra7v60tDSUlpba3Z544gnEx8dj0qRJ3R5z2bJlds/79a9/3ef3Q9QfCYJwWxVz6VqHZV+uhihafgQID9RKFgeRnMki6d60aRPi4uKg1WqRkpKCEydO9Oh5O3bsgCAIWLBggd39P/7xjzv8Uj579mwXRE6u4Mre3dal5SlDQqD1UTr12ES9oVQISBliXWLOft0kD3PmzMErr7yCBx98sMsx169fxzPPPIO//OUv8PHxsXtMrVYjMjLSdgsJCcGnn36KJUuW3LV/r6+vr91zAwMDnfKeiPqjjPZ93fsLKiTrgmGtScKr3ERdkzzp/uijj7Bq1SqsW7cOubm5GDduHGbNmoWKiu6LQhQXF+PnP/85vvvd73b6+OzZs+1+Kf/rX//qivDJBe7s3X3Dib27uZ+b5Mj6RSWL+7rJQ5jNZixcuBAvvPACRo0addfxn332GaqqqrBkyZK7jv3LX/6C0NBQjB49GmvWrEFTU/ftkFpaWmAwGOxuRN5icpweARoVKhuMyCuplSQG6w/GbBVG1DXJk+7XX38dy5Ytw5IlSzBy5Ei888478PX1xfvvv9/lc0wmEx577DGsX78eQ4YM6XSMRqOx+6U8ODjYVW+BXOAHk2IwaXB77+7PzjrlmE3GNhy/XA2ASTfJS9pQyxeVU8U1MLZxXzfJ38aNG6FSqfDss8/2aPzmzZsxa9YsDBo0qNtxP/rRj7B9+3bs378fa9aswQcffIDHH3+82+ds2LABOp3OdouJienx+yDydGqVAtMSLd9ppFhiXtnQgm/KGwCwiBpRdyRNuo1GI3JycpCRkWG7T6FQICMjA1lZWV0+7+WXX0Z4eDiWLl3a5ZgDBw4gPDwciYmJWL58Oaqqur6CxF/J5UehEPDfD42BSiFgz7ly7D5b1udjHr9cDaPJjIFBA5AQ5ueEKImcY3h4APR+atxsNeFfEl2pIOqpnJwcvPXWW9i6detdl4oDQElJCXbv3t3tnG315JNPYtasWRgzZgwee+wxbNu2DTt37kRhYWGXz1mzZg3q6upst2vXrjn0fog8nbWKeaYErcOsS8uTIi3zGBF1TtKku7KyEiaTCREREXb3R0REoKys8yTryJEj2Lx5M957770ujzt79mxs27YNmZmZ2LhxIw4ePIg5c+bAZDJ1Op6/ksvT8IgA/HS6ZSXDuk/P9rkdhm1peWJYj74oErmLQiFwiTl5jMOHD6OiogKxsbFQqVRQqVS4cuUKnn/+ecTFxXUYv2XLFoSEhGD+/PkOv1ZKSgoA4NKlS12O0Wg0CAwMtLsReZOZieFQCMCFsnqU1HS/HcPZrO0u0xJC3fq6RJ5G8uXljqivr8fChQvx3nvvITS063/cjz76KObPn48xY8ZgwYIF+OKLL3Dy5EkcOHCg0/H8lVy+nrl3GGL11t7dBX06Fvdzk5xNTWAxNfIMCxcuxOnTp5GXl2e7RUdH44UXXsDu3bvtxoqiiC1btmDRokUdiq31RF5eHgAgKirKGaET9UvBfmokD7Zso9x3wb1Xu7Pbk27u5ybqnkrKFw8NDYVSqUR5uf0elPLyckRGRnYYX1hYiOLiYsybN892n9ls2f+oUqlQUFCAhISEDs8bMmQIQkNDcenSJaSnp3d4XKPRQKPR9PXtkAtYe3cvev8E/nysGA9OGIixg4IcPs6VqkYUVTZCpRCQxomBZMh6pTv3ai2aW02srk+SamhosLu6XFRUhLy8POj1esTGxiIkxP6/oz4+PoiMjERiYqLd/fv27UNRURGeeOKJDq9x/fp1pKenY9u2bZgyZQoKCwvx4YcfYu7cuQgJCcHp06fx3HPPYdq0aRg7dqxr3ihRP5E+IgIni2uw93wFFqXGueU1y+qacbmyEQoBmBKvd8trEnkqSa90q9VqJCcnIzMz03af2WxGZmYmUlNTO4xPSkpCfn6+3a/r8+fPx8yZM5GXl9flsvCSkhJUVVXxl3IPNW14GB4YHw1zH3p3H2q/yp08OBgBWsevthC5WkKYH8IDNDC2mZF7tUbqcMjLnTp1ChMmTMCECRMAAKtWrcKECROwdu1ah46zefNmpKWlISkpqcNjra2tKCgosFUnV6vV2Lt3L773ve8hKSkJzz//PB5++GF8/vnnfX9DRP1cRnu/7uzCqj5vx+uprMuWlVmjB+qgG8DvVkTdkfRKN2CZyBcvXoxJkyZhypQpePPNN9HY2GhrK7Jo0SIMHDgQGzZsgFarxejRo+2eHxQUBAC2+xsaGrB+/Xo8/PDDiIyMRGFhIV588UUMHToUs2bNcut7I+f5xf0jsf9CBc5cN+DPWVew9J54h55/+35uIjkSBAGpCSH4NO8GsgqruD+OJDVjxgyIYs97/hYXF3d6/4cfftjlc+Li4uxeIyYmBgcPHuzxaxLRLQlh/ojV++JqdROOXKzE7NEdV4w6m7UGCftzE92d5Hu6H3nkEbz22mtYu3Ytxo8fj7y8POzatctWXO3q1asoLS3t8fGUSiVOnz6N+fPnY/jw4Vi6dCmSk5Nx+PBhLiH3YGEBGqyZOwIA8NuvChzq3d3SZrIV+uB+bpIzFlMjIqLeEAQB6SOsVczd0zosq71y+VRu2yO6K8mvdAPAihUrsGLFik4f66r4mdXWrVvt/h4wYECHQi7UPzwyKQZ/zynBqSs1WPfZWby3aFKPnnequAZNRhPCAjQYGcWqtiRf1qvbeddq0WRsg69aFv+JJiIiD5AxIgJbjhZjf0EFzGYRCoXrOrVcq27CteqbUCkETI7jfm6iu5H8SjdRT/W2d/ftVcvZKozkLEY/AAODBqDNLOJkMfd1ExFRz02O0yNAo0JlgxF5JbUufS3rVe6xg3Tw1/AHYqK7YdJNHqU3vbsPFrBVGHkG675ugEvMiYjIMWqVAtPaa9e4eol5FluFETmESTd5nNt7d7/+1Tfdji2tu4mC8nooBOCeoSxMRfJn29d9mUk3ERE5Jj3Juq/bdf26RVG0Jd0s+knUM0y6yeNofZT45QJLtfqtx4qQX1LX5Vhrq7BxMUEI9lO7JT6ivrBeNcgvqYWhuVXiaIiIyJPMTAyHQgAulNWjpKbJJa9RXNWEMkMz1EoFkgcHu+Q1iPobJt3kkaYPD8P8cZbe3Wt2nu6yd/ft+7mJPEF00ADEhfjCLAIni6qlDoeIiDxIsJ/algjvu+Caq93HCi39uSfEBkHro3TJaxD1N0y6yWP94vsjEKhV4cx1A7ZlXenweJvJjMMXLRMDk27yJNar3ce4r5uIiByUPsLSdnevi5aYcz83keOYdJPHCg/QYvWcrnt3512rRX1zG4J8fTB2UJAEERL1zlT26yYiol7KaO/XnV1Y1aOCs44QRRHZ7TVHrDVIiOjumHSTR3t0cgySBwej0WjCS5+dtXvMurT8u8PCoHRhr0oiZ7NePThfZkBNo1HiaIiIyJMkhPkjVu8Lo8mMI+0r/pzlYkUDKhuM0PooMD42yKnHJurPmHSTR1MoBPz3g5be3V/d0bub+7nJU4UHaDE03B+iCBwv4tVuIiLqOUEQkD7CWsXcua3DrCuwJg3WQ6Pifm6inmLSTR4vMTIAT06z9O5+6bOzqLvZil1nSnG6var5d7jniDxQKpeYExFRL2W07+veX1ABs1l02nGtRdS4n5vIMUy6qV+w9u4urWtG6oZMPLU91/bYQ28fw64zpRJGR+S4tAT26yYiot6ZHKdHgEaFygYj8kpqnXJMs1nE8fauGky6iRzDpJv6hQFqJR4YHw0AaDKa7B4rq2vG8u25TLzJo6S0X+n+prwB39a3SBwNERF5ErVKgWmJlu11zlpifr7MgNqmVviplRgzUOeUYxJ5Cybd1C+YzCL+llPS6WPWRVXrPz8HkxOXWBG5kt5PjRFRgQBgqxRLRETUU+lJ1n3dzmkdZt3uNCVeDx8lUwgiR/BfDPULJ4qqUVrX3OXjIoDSumacaF8WReQJrPu62a+biIgcNTMxHAoBuFBWj5Kapj4fj/25iXqPSTf1CxX1XSfcvRlHJAfWLza80k1ERI4K9lMjeXAwAGDfhb5d7W4zmW0XLlKHhPY5NiJvw6Sb+oXwAK1TxxHJwZR4PRQCUFTZiNK6m1KHQ0REHia9vYr53j4uMT9zw4D6ljYEalUYGR3ojNCIvAqTbuoXpsTrEaXTQujicQFAlE6LKfF6d4ZF1Ce6AT4Y3V6shq3DiIjIURnt/bqzC6vQ0NLW6+NY56CUISFQKrr6tkVEXWHSTf2CUiFg3byRANAh8bb+vW7eSE4U5HHYr5uIiHorIcwfsXpfGE1mHLlY2evjWNtXWuckInIMk27qN2aPjsLbj09EpM5+CXmkTou3H5+I2aOjJIqMqPdS2a+biIh6SRAEpI+wVjHvXeswY5sZJ9v3c6cNZdJN1BsqqQMgcqbZo6Nw38hInCiqRkV9M8IDLEvKeYWbPNXkOD1UCgElNTdxrboJMXpfqUMiIiIPkjEiAluOFmN/QQXMZhEKB78TnS6pxc1WE/R+agwPD3BRlET9G5Nu6neUCoHtLKjf8NOoMHaQDrlXa5FVWMWkm4iIHDI5To8AjQqVDUbkldRiYmywQ8+3tq2cOkTvcMJORBZcXk5EJHNpCZb2LFxiTkREjlKrFJiWGAagd0vMb/XnZqswot5i0k1EJHPWlRvHCishiqLE0RARkadJT7Lu63asdVhzqwk5V2sAsIgaUV8w6SYikrnkwcFQKxUoN7SgqLJR6nCIiMjDzEwMh0IALpTVo6SmqcfPy71aA2ObGeEBGiSE+bkwQqL+jUk3EZHMaX2UmBAbBODW3joiIqKeCvZTI3mwZS/3vgs9v9qdbVtaHgJB4H5uot5i0k1E5AHYOkw+TGYRWYVV+DTvOrIKq2Ayc8k/Eclf+ogIAMBeB5aYsz83kXOwejkRkQdISwjFm3svIruwCqIo8oqDRHadKcX6z8+htK7Zdl+UTot180Zi9ugoCSMjIupexohwvPrPC8gurEJDSxv8Nd2nAU3GNuRdqwVwq6AnEfUOr3QTEXmAcTE6aH0UqGo04pvyBqnD8Uq7zpRi+fZcu4QbAMrqmrF8ey52nSmVKDIiortLCPNHrN4XRpMZRy5W3nX8qeIatJpEDAwagBj9ADdESNR/MekmIvIAGpUSkwbrAQBZhXf/skTOZTKLWP/5OXS2kNx63/rPz3GpORHJliAISB9hrWJ+99Zht/pzcz83UV8x6SYi8hDc1y2NhpY2bMsq7nCF+3YigNK6ZpwoqnZfYEREDspo39e9v6AC5rv8SGida9ISuJ+bqK+4p5uIyENYk+7sy9Uwm0UoFLzy4Gx1N1tx9nodztyow5nrBpy5Xoeiqkb0tD16RX3XiTkRkdQmx+kRoFGhssGIvJJaTIwN7nScobkV+SW1AG7NPUTUe0y6iYg8xNiBOvhrVKi72YpzpQaMHqiTOiSPVt1oxBlbgm1Jsq9Wd96/NsTPB1WNrXc9ZniA1tlhEhE5jVqlwLTEMHx5uhSZ58u7TLpPFlXDLAJxIb6IDuJ+bqK+YtJNROQhVEoFJscFY3/Bt8gqrGLS7YCK+macvW5A/nVLgn32hgHXa292OjZGPwCjo3UYPdByGxUdiGBfNe7ZuA9ldc2d7usWAETqtJgSr3fp+yAi6qv0pPD2pLsCL8xK6nRM1m39uYmo75h0ExF5kNSEEEvSfbkKy6YNkToc2RFFEWWGZuSX1OHMDQPOXq9D/vU6VNS3dDo+PtTPklxHB7b/Xx10vj6djl03bySWb8+FANgl3sJtjyv7yZL/Q4cO4Te/+Q1ycnJQWlqKnTt3YsGCBZ2Ofeqpp/Duu+/ijTfewMqVK233x8XF4cqVK3ZjN2zYgNWrV3f5us3NzXj++eexY8cOtLS0YNasWfjDH/6AiIgIZ7wtIgIwMzEcCgG4UFaPkpomDAr27TDGup97KvtzEzkFk24iIg9i7ZV6oqgabSYzVErvrYcpiiJKam7alojnX7ck2VWNxg5jFYKlXY71yvWYgTqMjA5EgLbzBLszs0dH4e3HJ3bo0x3ZD/t0NzY2Yty4cfjJT36Chx56qMtxO3fuRHZ2NqKjozt9/OWXX8ayZctsfwcEBHT7us899xy+/PJLfPzxx9DpdFixYgUeeughHD16tHdvhIg6CPZTI3lwME4W12DfhQosSo2ze7y2yYhzpQYAvNJN5CxMuomIPMiIqEAEalUwNLch/3odJnSxH6+/MZtFXKluat97favQWd3NjvuslQoBw8ItCfaYgTqMHhiIEVGB8FX3fcqbPToK942MxImialTUNyM8wLKkvL9c4baaM2cO5syZ0+2Y69ev45lnnsHu3btx//33dzomICAAkZGRPXrNuro6bN68GR9++CHuvfdeAMCWLVswYsQIZGdnY+rUqY69CSLqUvqICJwsrsHe8x2T7uzL1RBFYGi4P+tUEDkJk24iIg+iVAhIGRKCPefKkXW5ql8m3SaziKLKhvb915YK4uduGFDf0tZhrI9SQGJkAMYM1GFU+z7spMgAaH2ULotPqRC8/uqP2WzGwoUL8cILL2DUqFFdjnv11Vfxy1/+ErGxsfjRj36E5557DipV5189cnJy0NraioyMDNt9SUlJiI2NRVZWVpdJd0tLC1pabm0fMBgMvXxXRN4jY0Q4Xv3nBWQXVqGhpQ3+mlv/LrPbl5ancmk5kdMw6SYi8jBpCe1Jd2EV/n3GUKnD6ZM2kxmXvm1AfomluFl+e4J9s9XUYaxGpcCIqECMHhhoK3Q2PCIAapX3LrGXysaNG6FSqfDss892OebZZ5/FxIkTodfrcezYMaxZswalpaV4/fXXOx1fVlYGtVqNoKAgu/sjIiJQVlbW5ets2LAB69ev79X7IPJWCWH+iNX74mp1E45crMTs0bdWpBwrrATA/txEzsSkm4jIw1ivsp4qroGxzewxSaexzYxvyuvt9mBfKDWgpc3cYewAHyVGWYubtS8RTwjzh48X72GXi5ycHLz11lvIzc2FIHS9rH7VqlW2/z127Fio1Wr89Kc/xYYNG6DRaJwWz5o1a+xey2AwICYmxmnHJ+qPBEFA+ohwbDlajMzz5bak+9v6FnxT3gAASOGVbiKnYdJNRORhhocHQO+nRnWjEf8qqcXkOPm1qWpuNeFCWb3dHuyCsnq0mjo23ArQqDCyvbiZNcGOD/Xvd/uk+4vDhw+joqICsbGxtvtMJhOef/55vPnmmyguLu70eSkpKWhra0NxcTESExM7PB4ZGQmj0Yja2lq7q93l5eXd7gvXaDROTeKJvEXGiAhsOVqM/QUVMJtFKBSCbWl5UqRlniEi52DSTUTkYRQKAalDQvBlfimyCqskT7qbjG04X2qwtek6c70OFysaYDJ3TLB1A3ws+6/bl4iPGahDrN4XCibYHmPhwoV2+64BYNasWVi4cCGWLFnS5fPy8vKgUCgQHh7e6ePJycnw8fFBZmYmHn74YQBAQUEBrl69itTUVOe9ASICAEyO0yNAo0JlgxF5JbWYGBtsaxVm7ZRBRM7BpJuIyANNTbAk3ccKK/Fs+jC3vW59cyvOtifW1j3Yhd82QOyYXyPET227cm0tdDYoeEC3S5JJHhoaGnDp0iXb30VFRcjLy4Ner0dsbCxCQuyXnfr4+CAyMtJ2BTsrKwvHjx/HzJkzERAQgKysLDz33HN4/PHHERxsKf53/fp1pKenY9u2bZgyZQp0Oh2WLl2KVatWQa/XIzAwEM888wxSU1NZuZzIBdQqBaYlhuHL06XIPF+OibHByC5sL6LG/dxETiWLpHvTpk34zW9+g7KyMowbNw6/+93vMGXKlLs+b8eOHfjhD3+IBx54AJ988ontflEUsW7dOrz33nuora3Fd77zHbz99tsYNsx9X0yJiFzJWuAm92otmltNLqnWXdtktCXY+e1JdlFlY6djIwI1GB2tw6jb2nRFBmqZYHuoU6dOYebMmba/rXumFy9ejK1bt971+RqNBjt27MBLL72ElpYWxMfH47nnnrPbe93a2oqCggI0NTXZ7nvjjTegUCjw8MMPo6WlBbNmzcIf/vAH570xIrKTnhTennRXYOHUOFyubIRCAKbEy2/bEpEnE0Sxs+sT7vPRRx9h0aJFeOedd5CSkoI333wTH3/8MQoKCrpcggYAxcXFuOeeezBkyBDo9Xq7pHvjxo3YsGED/vznPyM+Ph7/9V//hfz8fJw7dw5a7d37DRoMBuh0OtTV1SEwMNAZb5OIyKlEUcSUX+3Ftw1GrJiZgO8MDetTv+iqhhbb0nDrHuxr1Tc7HTswaABG3bYHe9TAQPZy7QPOOc7F80nUczWNRkz85R6IAL4/NgpfnC7FmIGB+PyZ70odGpFH6OmcI3nSnZKSgsmTJ+P3v/89AEvvz5iYGDzzzDNYvXp1p88xmUyYNm0afvKTn+Dw4cOora21Jd2iKCI6OhrPP/88fv7znwMA6urqEBERga1bt+LRRx+9a0ycsIlI7nadKcXKj/LQ3Hqr8neUTot180Zi9uiobp9bYWi+1QP7hiXJLq1r7nRsrN7Xbg/26IE6FtdxMs45zsXzSdRzu86U4pm/fm1X5NJPrcRvfzDurnMJEfV8zpF0ebnRaEROTg7WrFlju0+hUCAjIwNZWVldPu/ll19GeHg4li5disOHD9s9VlRUhLKyMrsiLzqdDikpKcjKyupR0k1EJGe7zpRi+fZc3PmLaVldM5Zvz8Xbj0/E7NFREEURN+qaLfuv25eIn7lhwLf1LR2OKQhAfKhfe2JtadU1KkoHna+Pe94UERG5VVdzSaPRZDeXEFHfSZp0V1ZWwmQyISIiwu7+iIgIXLhwodPnHDlyBJs3b0ZeXl6nj5eVldmOcecxrY/dqaWlBS0tt76EGgyGnr4FIiK3MplFrP/8XIcvSQBs9/38439he/YVnCutR3WjscM4hQAMDfe3XbkePVCHkdGB8NfIoswHERG5WHdzidX6z8/hvpGRbN9I5AQe9Q2rvr4eCxcuxHvvvYfQUOe1MtiwYQPWr1/vtOMREbnKiaLqLpeCWzW0mHDkkqUCrUohYFhEAMZYr15H6zAyKhAD1M4vvEZERJ7hbnOJCKC0rhkniqpZyZzICSRNukNDQ6FUKlFeXm53f3l5OSIjIzuMLywsRHFxMebNm2e7z2y27GdUqVQoKCiwPa+8vBxRUbeWxJSXl2P8+PGdxrFmzRq7iqoGgwExMTG9fl9ERK5SUd99wm31g0mD8PjUwRgeEeCSyuZEROS5ejqX9HQcEXVPIeWLq9VqJCcnIzMz03af2WxGZmYmUlNTO4xPSkpCfn4+8vLybLf58+dj5syZyMvLQ0xMDOLj4xEZGWl3TIPBgOPHj3d6TMDS2iQwMNDuRkQkRz2tEv7ghEEYOyiICTcREXXQ07mEnSmInEPy5eWrVq3C4sWLMWnSJEyZMgVvvvkmGhsbsWTJEgDAokWLMHDgQGzYsAFarRajR4+2e35QUBAA2N2/cuVKvPLKKxg2bJitZVh0dDQWLFjgrrdFROQSU+L1iNJpUVbX3OlePAFApE7LHqtERNQlziVE7iV50v3II4/g22+/xdq1a1FWVobx48dj165dtkJoV69ehULh2AX5F198EY2NjXjyySdRW1uLe+65B7t27epRj24iIjlTKgSsmzcSy7fnQgDsvixZS92smzeShW+IiKhLnEuI3EvyPt1yxB6fRCR3u86UYv3n5+wK4fS0TzfJC+cc5+L5JOo5ziVEfeMRfbqJiKh3Zo+Own0jI3GiqBoV9c0ID7AsA+RVCSIi6inOJUTuwaSbiMhDKRUCW7kQEVGfcC4hcj1Jq5cTERERERER9WdMuomIiIiIiIhchEk3ERERERERkYsw6SYiIiIiIiJyESbdRERERERERC7CpJuIiIiIiIjIRZh0ExEREREREbkIk24iIiIiIiIiF2HSTUREREREROQiTLqJiIiIiIiIXIRJNxEREREREZGLqKQOQI5EUQQAGAwGiSMhIqL+zjrXWOce6hvO4URE5C49ncOZdHeivr4eABATEyNxJERE5C3q6+uh0+mkDsPjcQ4nIiJ3u9scLoj8ab0Ds9mMGzduICAgAIIg9OlYBoMBMTExuHbtGgIDA50UoXswdmkwdvfz1LgBxi4VZ8YuiiLq6+sRHR0NhYK7vvqKc7gFY5eGp8buqXEDjF0qjN2ip3M4r3R3QqFQYNCgQU49ZmBgoMd9IK0YuzQYu/t5atwAY5eKs2LnFW7n4Rxuj7FLw1Nj99S4AcYuFcbeszmcP6kTERERERERuQiTbiIiIiIiIiIXYdLtYhqNBuvWrYNGo5E6FIcxdmkwdvfz1LgBxi4VT46des6T///M2KXhqbF7atwAY5cKY3cMC6kRERERERERuQivdBMRERERERG5CJNuIiIiIiIiIhdh0k1ERERERETkIky6nWDTpk2Ii4uDVqtFSkoKTpw40e34jz/+GElJSdBqtRgzZgz+7//+z02RduRI7Fu3boUgCHY3rVbrxmgtDh06hHnz5iE6OhqCIOCTTz6563MOHDiAiRMnQqPRYOjQodi6davL4+yMo7EfOHCgwzkXBAFlZWXuCfg2GzZswOTJkxEQEIDw8HAsWLAABQUFd32eHD7vvYldLp/3t99+G2PHjrX1kkxNTcU///nPbp8jh3PuaNxyOd+defXVVyEIAlauXNntODmcd3Ic53D34hzOOdwRnL+l+e8L53Dnn3sm3X300UcfYdWqVVi3bh1yc3Mxbtw4zJo1CxUVFZ2OP3bsGH74wx9i6dKl+Prrr7FgwQIsWLAAZ86ccXPkjscOWJrIl5aW2m5XrlxxY8QWjY2NGDduHDZt2tSj8UVFRbj//vsxc+ZM5OXlYeXKlXjiiSewe/duF0fakaOxWxUUFNid9/DwcBdF2LWDBw/i6aefRnZ2Nvbs2YPW1lZ873vfQ2NjY5fPkcvnvTexA/L4vA8aNAivvvoqcnJycOrUKdx777144IEHcPbs2U7Hy+WcOxo3II/zfaeTJ0/i3XffxdixY7sdJ5fzTo7hHM453BGcw93/eef8Lc1/XziHu+Dci9QnU6ZMEZ9++mnb3yaTSYyOjhY3bNjQ6fgf/OAH4v333293X0pKivjTn/7UpXF2xtHYt2zZIup0OjdF1zMAxJ07d3Y75sUXXxRHjRpld98jjzwizpo1y4WR3V1PYt+/f78IQKypqXFLTI6oqKgQAYgHDx7scoycPu+360nscvy8WwUHB4t/+tOfOn1MrudcFLuPW47nu76+Xhw2bJi4Z88ecfr06eLPfvazLsfK+bxT1ziHS4tzuHQ8dQ7n/C0dzuF9wyvdfWA0GpGTk4OMjAzbfQqFAhkZGcjKyur0OVlZWXbjAWDWrFldjneV3sQOAA0NDRg8eDBiYmLu+ouXXMjlnPfF+PHjERUVhfvuuw9Hjx6VOhwAQF1dHQBAr9d3OUau574nsQPy+7ybTCbs2LEDjY2NSE1N7XSMHM95T+IG5He+n376adx///0dzmdn5HjeqXucw6X/N9YTcjnnfcE53Hk4f7sf53DnYNLdB5WVlTCZTIiIiLC7PyIiosv9OmVlZQ6Nd5XexJ6YmIj3338fn376KbZv3w6z2Yy0tDSUlJS4I+Re6+qcGwwG3Lx5U6KoeiYqKgrvvPMO/v73v+Pvf/87YmJiMGPGDOTm5koal9lsxsqVK/Gd73wHo0eP7nKcXD7vt+tp7HL6vOfn58Pf3x8ajQZPPfUUdu7ciZEjR3Y6Vk7n3JG45XS+AWDHjh3Izc3Fhg0bejReTuedeoZzOOdwV+Mc7lycv92Lc7hzz73KaUeifi81NdXuF660tDSMGDEC7777Ln75y19KGFn/lZiYiMTERNvfaWlpKCwsxBtvvIEPPvhAsriefvppnDlzBkeOHJEsht7qaexy+rwnJiYiLy8PdXV1+Nvf/obFixfj4MGDXU5+cuFI3HI639euXcPPfvYz7NmzRzaFYIj6Sk7/xrwF53Dn4vztXpzDnYtJdx+EhoZCqVSivLzc7v7y8nJERkZ2+pzIyEiHxrtKb2K/k4+PDyZMmIBLly65IkSn6eqcBwYGYsCAARJF1XtTpkyRdKJcsWIFvvjiCxw6dAiDBg3qdqxcPu9WjsR+Jyk/72q1GkOHDgUAJCcn4+TJk3jrrbfw7rvvdhgrp3PuSNx3kvJ85+TkoKKiAhMnTrTdZzKZcOjQIfz+979HS0sLlEql3XPkdN6pZziHcw6XAufw3uH87X6cw5177rm8vA/UajWSk5ORmZlpu89sNiMzM7PLPQ+pqal24wFgz5493e6RcIXexH4nk8mE/Px8REVFuSpMp5DLOXeWvLw8Sc65KIpYsWIFdu7ciX379iE+Pv6uz5HLue9N7HeS0+fdbDajpaWl08fkcs47013cd5LyfKenpyM/Px95eXm226RJk/DYY48hLy+vw2QNyPu8U+c4h8vnv2ndkcs5dxbO4Y7h/C2fzzrn8D5yWkk2L7Vjxw5Ro9GIW7duFc+dOyc++eSTYlBQkFhWViaKoiguXLhQXL16tW380aNHRZVKJb722mvi+fPnxXXr1ok+Pj5ifn6+7GNfv369uHv3brGwsFDMyckRH330UVGr1Ypnz551a9z19fXi119/LX799dciAPH1118Xv/76a/HKlSuiKIri6tWrxYULF9rGX758WfT19RVfeOEF8fz58+KmTZtEpVIp7tq1y61x9yb2N954Q/zkk0/Eixcvivn5+eLPfvYzUaFQiHv37nV77MuXLxd1Op144MABsbS01HZramqyjZHr5703scvl87569Wrx4MGDYlFRkXj69Glx9erVoiAI4ldffdVp3HI5547GLZfz3ZU7K5/K9byTYziHcw53Zeycw6WJWy6fdU+dv3sTu1zOeVfkMIcz6XaC3/3ud2JsbKyoVqvFKVOmiNnZ2bbHpk+fLi5evNhu/P/+7/+Kw4cPF9VqtThq1Cjxyy+/dHPEtzgS+8qVK21jIyIixLlz54q5ubluj9naguPOmzXWxYsXi9OnT+/wnPHjx4tqtVocMmSIuGXLFrfHbY3Dkdg3btwoJiQkiFqtVtTr9eKMGTPEffv2SRJ7Z3EDsDuXcv289yZ2uXzef/KTn4iDBw8W1Wq1GBYWJqanp9smvc7iFkV5nHNH45bL+e7KnRO2XM87OY5zuHtxDucc7uq45fJZ99T5WxQ5h7vi3AuiKIrOu25ORERERERERFbc001ERERERETkIky6iYiIiIiIiFyESTcRERERERGRizDpJiIiIiIiInIRJt1ERERERERELsKkm4iIiIiIiMhFmHQTERERERERuQiTbiIiIiIiIiIXYdJNRE7x0ksvYfz48Q49RxAEfPLJJy6Jh4iIiHqGcziRazHpJqIOBEHo9vbSSy91eM7Pf/5zZGZmuj9YIiIisuEcTiQ/KqkDICL5KS0ttf3vjz76CGvXrkVBQYHtPn9/f9v/FkURJpMJ/v7+dvcTERGR+3EOJ5IfXukmog4iIyNtN51OB0EQbH9fuHABAQEB+Oc//4nk5GRoNBocOXKkw9K0kydP4r777kNoaCh0Oh2mT5+O3Nxc6d4UERGRF+AcTiQ/TLqJqFdWr16NV199FefPn8fYsWM7PF5fX4/FixfjyJEjyM7OxrBhwzB37lzU19dLEC0RERFZcQ4nci8uLyeiXnn55Zdx3333dfn4vffea/f3H//4RwQFBeHgwYP4/ve/7+rwiIiIqAucw4nci1e6iahXJk2a1O3j5eXlWLZsGYYNGwadTofAwEA0NDTg6tWrboqQiIiIOsM5nMi9eKWbiHrFz8+v28cXL16MqqoqvPXWWxg8eDA0Gg1SU1NhNBrdFCERERF1hnM4kXsx6SYilzh69Cj+8Ic/YO7cuQCAa9euobKyUuKoiIiI6G44hxM5F5NuInKJYcOG4YMPPsCkSZNgMBjwwgsvYMCAAVKHRURERHfBOZzIubinm4hcYvPmzaipqcHEiROxcOFCPPvsswgPD5c6LCIiIroLzuFEziWIoihKHQQRERERERFRf8Qr3UREREREREQuwqSbiIiIiIiIyEWYdBMRERERERG5CJNuIiIiIiIiIhdh0k1ERERERETkIky6iYiIiIiIiFyESTcRERERERGRizDpJiIiIiIiInIRJt1ERERERERELsKkm4iIiIiIiMhFmHQTERERERERuQiTbiIiIiIiIiIX+f8VMvqz0FVpiwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Trial 1:\n",
" First Chunk Time: 0.5246 seconds\n",
" Tokens per Second: 130.89\n",
" Prompt: 猫についてのかわいい話を書いてください。\n",
" Response: 小さな三毛猫、ミケは、お気に入りのぬいぐるみ、大きなピンクのウサギさんと一緒に眠るのが大好きでした。ウサギさんはミケより少し大きく、ふわふわの毛がたっぷりで、ミケはいつもその毛に顔をうずめて眠りにつきました。ある日、ミケはウサギさんをくわえて、ソファの上で気持ち良さそうに寝転んでいました。しかし、急にウサギさんの耳が邪魔になったのか、小さな前足でぎゅっと耳を押しつぶし始めました。その姿は、まるでウサギさんを優しくなだめているようでもあり、いじめているようでもありました。そして、満足げにウサギさんの耳をモフモフと舐め始めました。まるで自分の赤ちゃんをいたわる母親猫のようでした。 少し経つと、ミケはウサギさんの耳の上で眠り込み、小さなピンクの鼻先がウサギさんのふわふわの毛に埋もれていました。その姿は、とても平和で、見ているだけで心が温かくなりました。夜になっても、ミケはウサギさんと一緒に寝ていました。時々、小さなイビキをかきながら、ウサギさんをぎゅっと抱きしめる仕草をしていました。 ミケとウサギさんの、何気ないけれどとても幸せなひとときでした。 まさに、小さな猫と大きなぬいぐるみの、究極の友情物語でした。\n",
"________________________________________________________________________________\n",
"Trial 2:\n",
" First Chunk Time: 0.4021 seconds\n",
" Tokens per Second: 161.59\n",
" Prompt: 探偵についてのスリリングな話を書いてください。\n",
" Response: 雨の夜の闇の中、霧が街を覆い、街灯は幽霊のように薄暗く照らしていました。探偵のジャック・アイアンズは、彼のぼろぼろのトレンチコートの襟を立て、濡れたアスファルトの上を歩き、雨が彼の顔に当たるのを防ぎました。彼の目的地は、都市の影の中にある不吉な建物、悪名高いブラックウッドマンションでした。顧客である老婦人アイリス・デイルは、彼女の宝石が盗まれたと主張していました。しかし、ジャックは、彼女の落ち着いた口調と不安な目の中に、何かが隠されていることを感じていました。彼女の家は、裕福な人々の秘密を隠すためにデザインされた、複雑な迷路でした。古い木製の床板、隠された通路、そして影の中で囁くような歴史。彼は、家の中で起こっているすべての物事の不吉な感覚に目を向けました。静けさ、不自然な静けさは、ジャックに嫌な感覚を与えました。彼は、この家の中に住んでいるものが、盗まれた宝石以上のものを隠していることを知っていました。彼の調査が始まると、彼は、家の中で多くの秘密が守られているという、暗いそして恐ろしい事実にすぐに遭遇しました。各部屋は、それぞれ、その秘密を持っていました。家政婦の隠された部屋は、盗まれた宝石の秘密の手がかりを明らかにしました。家政婦の若い孫であるベンジャミンが、家政婦は宝石に強迫観念を持っていると彼に語っていました。しかし、それは真実ではありませんでした。彼の調査が進むにつれて、ジャックは、アイリス・デイルが、彼女の過去の罪を隠していたことを発見しました。彼女は、何年も前に若い女性の殺害に関与していたのです。宝石は、その罪の隠された記号でした。家政婦はその事実を知っていて、彼女を守るために動いていました。この事件は、過去と現在の、複雑な網の目になっていました。ジャックは、ブラックウッドマンションの不気味な廊下を歩き回って解決策を探している間、彼は過去と現在の秘密を明らかにする謎めいた手掛かりを発見しました。その結果、彼は何年にもわたって隠されてきた真実を明らかにしました。彼はついに、このすべてが彼の顧客の罪悪感と秘密の周りの複雑な網の目であることを発見しました。彼がこの謎を解き明かすにつれて、彼は大きな衝撃に気づきました。それは、彼が常に戦ってきた闇の悪意のある力が彼の背後で操っているというものでした。最後に、ジャックは、アイリス・デイルが彼女の過去の罪と隠された秘密を告白し、正義が達成されるのを見届けました。それから、彼はこの暗い事件を調査している間、彼は彼自身が大きなリスクにさらされていたことを知りました。そして、その日、ジャックは自分の限界を超えて、闇の中にいる者たちと戦い、正義が達成されるのを目撃しました。彼は彼を脅かしたこの闇の悪意のある力の複雑さにはショックを受けました。彼はまた、事件を解明しただけでなく、彼の心に深い傷跡を残した物語であることを認識しました。\n",
"________________________________________________________________________________\n",
"Trial 3:\n",
" First Chunk Time: 0.4103 seconds\n",
" Tokens per Second: 138.47\n",
" Prompt: 赤ちゃんについての面白い話を書いてください。\n",
" Response: ある日、小さな赤ちゃんが、お母さんの膝の上でぐっすり眠っていました。お母さんは、赤ちゃんの愛らしい寝顔を見つめながら、静かに微笑んでいました。突然、赤ちゃんが目を覚まし、お母さんの指を掴みました。そして、小さな声で「もっと！」と言ったのです。お母さんは、何が「もっと」なのか分からず、戸惑いました。「ミルク？おむつ替え？それとも…」と考えていると、赤ちゃんは再びお母さんの指を強く握りしめ、「もっと！」と繰り返しました。その時、お母さんは気づきました。赤ちゃんの小さな手には、お母さんの指が一本しか入っていなかったのです。赤ちゃんは、指を全部入れて欲しかったのでした！お母さんは、赤ちゃんの小さな手に自分の指を全部入れ、赤ちゃんは満足したように、再びぐっすり眠りにつきました。このエピソードは、赤ちゃんの無邪気さと、大人には理解できないような、独自の論理を持っていることを示しています。そして、その可愛らしさに、誰もが癒されることでしょう。\n",
"________________________________________________________________________________\n",
"Trial 4:\n",
" First Chunk Time: 0.4069 seconds\n",
" Tokens per Second: 157.21\n",
" Prompt: カップルについての話を書いてください。\n",
" Response: 夕暮れの公園。ベンチに腰掛けた莉子は、隣にいる翔太の手にそっと自分の手を重ねた。オレンジ色に染まった空を背景に、二人の影が長く伸びている。出会いは一年半前。大学のサークルで、彼は人懐っこく、彼女は少し内気だった。最初は互いに遠慮がちだったけれど、彼の冗談に彼女が笑うようになり、彼女の真面目な性格に彼が惹かれるようになり、いつしか二人の距離は縮まっていった。翔太は、莉子のことが大好きだった。彼女の少し抜けているところも、時折見せる真剣な眼差しも、全てが愛おしかった。莉子は、翔太の優しさに何度も救われた。彼の言葉はいつも温かく、どんな時でも彼女を支えてくれた。今日の話題は、卒業後のこと。莉子は地元に残って教師になることを決めていた。翔太は東京で就職活動中だ。将来、離れて暮らすことになるかもしれないという不安が、二人の間には確かにあった。沈黙が二人を包む。しかし、それは不穏な沈黙ではなく、お互いの気持ちを確かめ合う静寂だった。莉子は、翔太の手をぎゅっと握りしめた。「翔太…。」「ん？」「東京…遠いね。」翔太は莉子の顔を見つめた。彼女の瞳には、少しの不安と、強い決意が混ざり合っていた。「うん。でも、離れていても、毎日連絡するよ。週末は必ず会いに行く。」彼は莉子の手を握り返し、優しく言った。「心配しなくていい。僕たちは、どんな距離があっても、繋がっていられる。」莉子は、彼の言葉に安心した。確かに、物理的な距離は離れるかもしれない。けれど、二人の心は、これからもずっと繋がっているだろう。それは、この夕暮れの美しい景色を見ているだけでも感じられた。「うん。私も、そう思う。」二人は、沈黙の中で、お互いの温もりを分かち合った。未来への不安はあるけれど、それを乗り越えるだけの、強い愛が二人の間にはあった。オレンジ色の空が、二人の未来を祝福するように、ゆっくりと暗くなっていった。\n",
"________________________________________________________________________________\n",
"Trial 5:\n",
" First Chunk Time: 0.3960 seconds\n",
" Tokens per Second: 161.17\n",
" Prompt: お化け屋敷についての怖い話を書いてください。\n",
" Response: 廃墟と化した遊園地の奥深く、ひっそりと佇むお化け屋敷。地元では「血染めの館」と呼ばれ、誰も近付こうとはしない。噂によると、かつてそこで起きた惨劇の霊が、今もなお館内に閉じ込められているという。その夜、好奇心旺盛な大学生、真司と友香は、肝試しに「血染めの館」を訪れた。薄暗く朽ち果てた入口から一歩踏み入れると、湿った空気が肌を這う。古びた看板には、歪んだ文字で「絶叫！恐怖！…永遠…」と記されていた。館内は迷路のように複雑に構成され、所々に崩れた壁や、剥がれ落ちたペンキが目立つ。不気味な人形が、無数の血痕と共に置かれ、風で軋む音は、まるで誰かの呻き声のようだった。進むにつれ、空気が重くなり、肌に感じる冷たさが増していく。友香は怯え、真司の腕にしがみつく。その時、かすかな足音が聞こえた。振り返れば、誰もいない。しかし、その直後、背後から冷たい息が吹きかけられた。恐怖に慄く二人。進むべきか、戻るべきか。迷っていると、館の奥から、不協和音のオルゴールの音が流れ始めた。その音は、心をかき乱し、精神を蝕むように、徐々に大きくなっていく。音の源を目指して進むと、広間のような空間に出た。中央には、血に染まった祭壇があり、その上には、古びた鏡が置かれていた。鏡に映ったのは、自分たちではない、歪んだ顔をした、何かが映っていた。そして、鏡の中から、血まみれの少女が現れた。彼女は、絞り出すように言葉を吐き出した。「…出て行け…二度と…来るな…」少女の悲痛な叫び声と共に、館全体が激しく揺れ始めた。壁が崩れ、天井が落ち、二人の前に、無数の怨霊が姿を現した。真司と友香は、必死に逃げ出した。しかし、出口は見つからない。いつまでも、いつまでも、怨霊に追いかけられるまま、館の中を彷徨い続ける… 二人の悲鳴は、夜空に消え、二度と聞こえることはなかった。「血染めの館」は、今もなお、その場所に存在し、迷い込んだ者を永遠に閉じ込め続けるという。 そして、オルゴールの音は、今も夜空に響き渡っているというのだ。\n",
"________________________________________________________________________________\n",
"Japanese - Average First Chunk Time: 0.4280 seconds\n",
"Japanese - Average Tokens per Second: 149.87\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"NUM_TRIALS = 5 # 試行回数\n",
"SLEEP_TIME = 2 # 待機時間（秒）\n",
"model = genai.GenerativeModel('gemini-1.5-flash-001')\n",
"\n",
"# 英語のテスト\n",
"prompts_en = [\n",
" \"Write a cute story about cats.\",\n",
" \"Write a thrilling story about a detective.\",\n",
" \"Write a funny story about a baby.\",\n",
" \"Write a romantic story about a couple.\",\n",
" \"Write a scary story about a haunted house.\"\n",
"]\n",
"first_chunk_times_en, tokens_per_second_en, avg_first_chunk_time_en, avg_tokens_per_second_en = measure_generation_speed(model, prompts_en, NUM_TRIALS, SLEEP_TIME)\n",
"\n",
"print(f\"English - Average First Chunk Time: {avg_first_chunk_time_en:.4f} seconds\")\n",
"print(f\"English - Average Tokens per Second: {avg_tokens_per_second_en:.2f}\")\n",
"plot_results(first_chunk_times_en, tokens_per_second_en, \"English\")\n",
"\n",
"# 日本語のテスト\n",
"prompts_ja = [\n",
" \"猫についてのかわいい話を書いてください。\",\n",
" \"探偵についてのスリリングな話を書いてください。\",\n",
" \"赤ちゃんについての面白い話を書いてください。\",\n",
" \"カップルについての話を書いてください。\",\n",
" \"お化け屋敷についての怖い話を書いてください。\"\n",
"]\n",
"first_chunk_times_ja, tokens_per_second_ja, avg_first_chunk_time_ja, avg_tokens_per_second_ja = measure_generation_speed(model, prompts_ja, NUM_TRIALS, SLEEP_TIME)\n",
"\n",
"print(f\"Japanese - Average First Chunk Time: {avg_first_chunk_time_ja:.4f} seconds\")\n",
"print(f\"Japanese - Average Tokens per Second: {avg_tokens_per_second_ja:.2f}\")\n",
"plot_results(first_chunk_times_ja, tokens_per_second_ja, \"Japanese\")\n",
"\n",
"\n",
"model = genai.GenerativeModel('gemini-1.5-flash-002')\n",
"\n",
"# 英語のテスト\n",
"prompts_en = [\n",
" \"Write a cute story about cats.\",\n",
" \"Write a thrilling story about a detective.\",\n",
" \"Write a funny story about a baby.\",\n",
" \"Write a story about a couple.\",\n",
" \"Write a scary story about a haunted house.\"\n",
"]\n",
"first_chunk_times_en, tokens_per_second_en, avg_first_chunk_time_en, avg_tokens_per_second_en = measure_generation_speed(model, prompts_en, NUM_TRIALS, SLEEP_TIME)\n",
"\n",
"print(f\"English - Average First Chunk Time: {avg_first_chunk_time_en:.4f} seconds\")\n",
"print(f\"English - Average Tokens per Second: {avg_tokens_per_second_en:.2f}\")\n",
"plot_results(first_chunk_times_en, tokens_per_second_en, \"English\")\n",
"\n",
"# 日本語のテスト\n",
"prompts_ja = [\n",
" \"猫についてのかわいい話を書いてください。\",\n",
" \"探偵についてのスリリングな話を書いてください。\",\n",
" \"赤ちゃんについての面白い話を書いてください。\",\n",
" \"カップルについての話を書いてください。\",\n",
" \"お化け屋敷についての怖い話を書いてください。\"\n",
"]\n",
"first_chunk_times_ja, tokens_per_second_ja, avg_first_chunk_time_ja, avg_tokens_per_second_ja = measure_generation_speed(model, prompts_ja, NUM_TRIALS, SLEEP_TIME)\n",
"\n",
"print(f\"Japanese - Average First Chunk Time: {avg_first_chunk_time_ja:.4f} seconds\")\n",
"print(f\"Japanese - Average Tokens per Second: {avg_tokens_per_second_ja:.2f}\")\n",
"plot_results(first_chunk_times_ja, tokens_per_second_ja, \"Japanese\")"
]
}
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