mirror of
https://github.com/james-m-jordan/openai-cookbook.git
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674 lines
301 KiB
Plaintext
674 lines
301 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "760354d7",
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"metadata": {},
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"source": [
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"# Generate and edit images with GPT Image"
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]
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},
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{
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"cell_type": "markdown",
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"id": "3e51d6ca",
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"metadata": {},
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"source": [
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"In this cookbook, you'll learn how to use GPT Image, our new large language model with image generation capabilities.\n",
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"\n",
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"This model has world knowledge and can generate images leveraging this broad understanding of the world.\n",
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"It is also much better at instruction following and producing photorealistic images compared to our previous-generation image models, DallE 2 and 3. \n",
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"\n",
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"To learn more about image generation, refer to our [guide](http://localhost:5000/docs/guides/image-generation?image-generation-model=gpt-image-1)."
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]
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},
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{
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"cell_type": "markdown",
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"id": "3b30f3ad",
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"metadata": {},
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"source": [
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"## Set up"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "f2811f97",
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"metadata": {},
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"outputs": [],
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"source": [
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"%pip install pillow openai -U"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "8eda6833",
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"metadata": {},
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"outputs": [],
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"source": [
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"import base64\n",
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"import os\n",
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"from openai import OpenAI\n",
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"from PIL import Image\n",
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"from io import BytesIO\n",
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"from IPython.display import Image as IPImage, display"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "e022f680",
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"metadata": {},
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"outputs": [],
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"source": [
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"client = OpenAI()\n",
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"# Set your API key if not set globally\n",
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"#client = OpenAI(api_key=os.environ.get(\"OPENAI_API_KEY\", \"<your OpenAI API key if not set as env var>\"))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "1eb23b94",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Create imgs/ folder\n",
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"folder_path = \"imgs\"\n",
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"os.makedirs(folder_path, exist_ok=True)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "33146f60",
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"metadata": {},
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"source": [
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"## Generate an image\n",
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"\n",
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"GPT Image 1 is great at instruction-following, meaning you can prompt the model to generate images with very detailed instructions."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "c4a5607d",
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"metadata": {},
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"outputs": [],
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"source": [
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"prompt1 = \"\"\"\n",
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"Render a realistic image of this character:\n",
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"Blobby Alien Character Spec Name: Glorptak (or nickname: \"Glorp\")\n",
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"Visual Appearance Body Shape: Amorphous and gelatinous. Overall silhouette resembles a teardrop or melting marshmallow, shifting slightly over time. Can squish and elongate when emotional or startled.\n",
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"Material Texture: Semi-translucent, bio-luminescent goo with a jelly-like wobble. Surface occasionally ripples when communicating or moving quickly.\n",
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"Color Palette:\n",
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"- Base: Iridescent lavender or seafoam green\n",
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"- Accents: Subsurface glowing veins of neon pink, electric blue, or golden yellow\n",
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"- Mood-based color shifts (anger = dark red, joy = bright aqua, fear = pale gray)\n",
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"Facial Features:\n",
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"- Eyes: 3–5 asymmetrical floating orbs inside the blob that rotate or blink independently\n",
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"- Mouth: Optional—appears as a rippling crescent on the surface when speaking or emoting\n",
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"- No visible nose or ears; uses vibration-sensitive receptors embedded in goo\n",
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"- Limbs: None by default, but can extrude pseudopods (tentacle-like limbs) when needed for interaction or locomotion. Can manifest temporary feet or hands.\n",
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"Movement & Behavior Locomotion:\n",
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"- Slides, bounces, and rolls.\n",
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"- Can stick to walls and ceilings via suction. When scared, may flatten and ooze away quickly.\n",
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"Mannerisms:\n",
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"- Constant wiggling or wobbling even at rest\n",
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"- Leaves harmless glowing slime trails\n",
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"- Tends to absorb nearby small objects temporarily out of curiosity\n",
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"\"\"\"\n",
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"\n",
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"img_path1 = \"imgs/glorptak.jpg\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "dae9821a",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Generate the image\n",
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"result1 = client.images.generate(\n",
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" model=\"gpt-image-1\",\n",
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" prompt=prompt1,\n",
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" size=\"1024x1024\"\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "15d182da",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Save the image to a file and resize/compress for smaller files\n",
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"image_base64 = result1.data[0].b64_json\n",
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"image_bytes = base64.b64decode(image_base64)\n",
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"\n",
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"# Adjust this if you want a high-quality Glorptak\n",
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"image = Image.open(BytesIO(image_bytes))\n",
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"image = image.resize((300, 300), Image.LANCZOS)\n",
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"image.save(img_path1, format=\"JPEG\", quality=80, optimize=True)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "1084fac0",
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"metadata": {},
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"outputs": [
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{
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"data": {
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nQj317204/WHckn1BXX9Tr8+BEX9ydQdbDUWsQNv+9L8FkEGx9B7f8/zvrw9bB+3oTzXYV9Sb4xz0zn39Me+MfX9/fp5MoCgnQm3a9/Xvttf07X04TvLbaw9B6g6kEG99Rpv37XPH4C9rkg9h6W01Hfv7aEngto7m3pftbTUXuPQaD278BjweRjn17ZHI7mv68dSWNnHsT9/c9v6ZoDop5b37G99zrr7CxOvpcG424KD6nzHfttp9Plt3314U9Ane5A2vcH9hqQAbXtrb11AYCCO21/XbS1ux/Um+2tjqw4qv35rv7nsB79MOOe36nj6C77d/uR0shYkDX5X117AWvbe2+gO/YLNADqNQdwd9SDvb/GmuvCWBQosdT/f5W7d/bT3Brva6j9rA38wGn73vtrew4FJuPHfJz2wazWPTHYdOUgZ9QP6g+nt/10GVwAfX31udb3A/Uae3qeCI5Mx07+hI76DQ3ANvrppe9/CGc2Gp9LEj39BqBceoO+w4/RxkH66fL9LWuSO1r+vCqGoAWeKxVcc+nA/S79Gs3fB/pyO985xfJyTyenJAbA72G1hawIIOnp79z+p6MR/Pv2Bvp/Ov0tZJGxvbe3fbsCbG5Gltdhrr68OEADDUWJ3uNxva1rn09STbQ68FVSMk9v8AH+P6devj3IH8/wCP89EuxGYm5Fhc/TsTfc/rtwjGZmvrlJ7d72uSDb3t8r29XSVMw3AJHubki1haxv2Onc8EIgUDTYC4I3+nv2sdrevBQASB/Pfk/wAyfbobFgT2z2r0HsD37+3pfXsWmhBNzrcHUH5ft9LbcOUSFyoVWJLKoAGYlm8oVVXUsSVAADMxYAAm1yoIXmlihijeWWV0iiiiQu8kkjhY44o0Uu0juyxxooZncqACxA47T/Y1+xHBhBwfxA8T8KOIc11rQz8tcovFHUJgbyKk0M9dTyXgnx1o2Eh+IZaLBIyXmfrKx4tfC/CNR4tqRptMpxtMkpDFIlJoFqoFmIISMG3IOVUMyNk1EUEZlmYJGoq+STWFVeWYiyAPQ3gFus//AGafsAc2eJUdLzd4lCu5T5PkSGppsHjTp8zY1BIw6PVWRGGC01USEhDrJiVQp/BpolJcdp+SPAzwi8DsNhwTCcPwfAKsRJ1MKwKlWXGHkEQa+OcwVEcjvOSUEyrPU5M+lnGTiysToF5XxChwalx3C6ephpDK8Qkkko8JmeMljUVJhkWaZUJjzwRPPNIHReisghEaxnD8LpolxJa+XmKsq5XNRX5ZEDzgNJdRKwqFi8jKGEMcEeTKHY3t2vwn4c0ngWnDafTCXWAgPq5wjNe1S1EEPtyAI1CxAKDIrMSehy61IxEPmBfmxrIyRncVD7dqvKoKgn8pXeu5/wAuF3NIKDDeUJ0NZjOL1AhZmWCKiDNmSBC0oSarFPE7hDGkCrG4nlLlmjj6eZRh8HIFO8k7DEq5XqUkVYqiinmgodckazxwT4ZJMxyPNIs5jy56dIz5mSkqvEK2qqFUCNYQwCxmcxiJHKgmJAGD2AtkYrnLsMxuRwsoatMNphDT08FJBDljipqdUhiUszMqCCIokSlhcBUVQ5ZhqTxMkeXdgNYWmbAprX/aVKkDPBJBA5zUWTxmVCFCxA3gDzEYBznDZANiib9OtNYing3XUNNCsHMCVslKyvPEuF0NBS1DB+nJO8NBLX1WVlVHSmiQIrdTM5VoTFKzkWgmwkNhVfhON0gkllFG8QGNUMSQAuzSxo6yUrhy8as5kEkZ61NArrmjeAYlhFbDTNjldNHO8jiIUyLJNAgqI1KyLPHFT08bRNJKr9aVHA88UZBYPVVSUUFXLNgj4lJRvIy09XPTwRSgZvwSWpZpoEaRlbMQzLmOTzroa+PXyrOyM07sd6yNJETEyrSlVf5ca1fcfmKk01EkD62RUjklfTyqxQiNZozOA1up2I5ZSKOCPLgEDd1j7xq+wlyP4n4dNjtfyzU8rYm7mNOcMDo1o3jndW6IxRI4hQ4hG7CzLUR9QkMgljkGnFL7QH2TfEzwErPjMcpUx7k6pkZcN50wWKSTCpLyEJT4nH55MIrALBoqk9IsfJKdE4+nWLHeYpo6yieuq6uKYXqMOqne0wifNHLGJMypNG9zGRqxMkTF45Cjs2M8nYRzVg9fhdbR01fQ1tIYcVwjEYEko6+KQFJY5KWVTEJEV2RlcXzI3TkuygUvjPw14Z40kkkUS6bW0HE8AALNQzLCKWVbvcSElAGJALUzn8W06pG8MUzLtqRJGBYOG5jdfKyFaJUqjoSAdygMfkHFBma5UgEajYj1J+ul9PnwXLR5NLW0NjsTp6jXsdthp306R/a8+xxX+D9TW88cgUVVWeH80zPiGHIrz1PKTyOSGNw0kmCMxKrLJd6BiElYw2aPnXUFmcgbA3JNtfkdNLWN9tNz34x4j4bq/C9U+l1aFHWmVhZSVL8skTEDcjURfIIZHVWUgW0UsU0ayJkMAawGBoWpBNg+oBPt1HnTKdACS1gNL67nvoNQd7+hvwQ4sQdzqb3IsbH0/bQm4078PHRubkX377A31tpcA7m1wb27cJZYgoNxptcaXNv4J/TuRxCBH1++f59u/wBOmt7GvoBk4r3vsK/XpnzML2uCNgdvlYn6e1uCnlZQbnf2N/Qb21tpe1z8+HEw6Zj3v2t6m49B3NvnpccNlVHa42P7b+1zvuTfg612yLHP0GM+3rx0Fiavkj+n1/n7npLJLfvvfUGwubgn9f278FJ5ibXINjc3A10+WoufY97cBsQdRtrrr7fTtr7+9+FCqBrbS1twNrak+9/XX6cOJFCjjn74Hqc2CQPQ85rpim+9kD39vt2975xkdGqpAB9QPU6bD9NNddbi/CaaQgkb2tqLnT017D07i2uup0kuVdNtfTvrpqANdzr7XJ4b5ZCx0JJ2Hcbm5tvprrr78N79v7i65/g4GD0/1r/vo5ZVFr3sTb07baEb+x730I1E7Zhcne+nqT6dr7ntvbW2jeWIPv3N/Zb+g7aj56G3BbVJXQG3uP2vc7b77d7XPC9MDc2OeKHOB/OfSievZdzY6XtrvbvsTpqNAL9jtbgUTAG4011vp27j5i5t/J4SmS9ze5tpf9f+X14NiDE3Ntdz63voL21vbQ67a7koTVX/ADI/7+gPXsNmq9+4OK9a5N/qenNQpW/lFhcm+ul9jodtxf5nhMxUHcjT1P8Ab/n8cCM2RcoPYki/zsRpodD37XtccIGnBJsD9e/uNdrW9fn2HlY8i/5Rzf8AaxX1rphUiueew4uv+vt79OZcXG2+9v1sNx/zccKEu3cEXA7fTbYD5evfhAACwufcix9xfXvrcAjQW4daVRmN+1vQ2HyO5ttqO+umoL9Cf5/1+3UgUbv0+uMcfQXnNDt0YseoJAA11J9e17Adu36aX4BIFsb231+dv8HUjub39XEoAmgHY9xbv3sPU9vfUcNcz62vc6k9/nb1ubbXt27DgqEkgUO3r9ub/rx2x0xqA7emc+na/uR27cV15mCnUi/yJtrp9dv9wePMwZwb3BNie5G+3Yb7XuRY6W4Cq6a7/wDPmQCLX773vpbzRWA9L/Pe/trYgdwL/oY2bOOM4o+nfOewxY+46FuIoCiBR+/uebHHbjjpyjiFr9rj52vcjS9+2hvb+PZEC7nTMQNf2F9Bb9O178JlqCFtfXX9iLaD+4uLHTS/HjzMynUa7XuT7k2A0sbG+2/DOOD08MCDyO+OTx39+PXot5Aja2uGFrHbe43tqbdwTqbduFlNUZrWaxJv8/Qb+p2/tpwxTs2YaE63vYCw23G+lzttvruspXsb2A2/7PYg631Fx234KCxrHcD9a9yTd1x3vnHTC2buhz9BYJq/fv379PjuSdjbudrm539zpc+nzHAY2LED83y7ep2t6ai9rajfgnqFxa5sSCNhpf1HyJ7XGw78Xv8AZx8Hazxo8UsD5SVXTB45UxPmSrXyLTYNTOpmiz3Cxy18mWkhJII6kjf0XE7SaWXVzw6eFC808qRxKO7OQFs9gLsngCyeMMDb3VR3IF4AHAJ9KoZ4wMdbj+wt9m+mmig8duf8O6uH0cx/9BYVVwl0qquIsj8wyQMrGURynoYQpUjqNJWAErGR3Q5fw+u5Y5RfFcPp2bHuYaZBV1bShqbl7DahhLJFPGyFqaWCnEc8lQWBeepFsxiiDUVguC0EDUmC4dEmGcn8i4SiyNSKq09PFRwLBDT04UKr1FROsdFS2BbqM8gyiMtw4x1GJYrTCtxGeop6BmEMMGeVYBTI0b9GIF+myI/Ru3ndpFLsSVse9eDeG6bwPSrp4kMkqoTJMo2PJqCFE0vG4KKCJZJRNqgkiznvGpvJGHZhHvcwxoAwkWPyvqJDdiMPYRgCGZGANRt0rxHF1oviVFXLWVNQz9YqzBHhzjol5WGdpHs0piTLFGrIrPJIzER+LFsQd2CyTgSllmAci8bEARasMyhfKqdhvoAAz4hM81bKCixIjBBltYlRYAE6MctrkXudSb8OeHQRLWRGeQSxARPIInIZQQJGiJkVAsqG6uQrxo4JXqLa5fxEzyrRMaDFWQqAUGJI5zRskE/XrH63xhZVr5gWKMhUyQDx5ivLGslqJF3YvL9Dg9XWzoejKiOFaMSgQlmKNks7lQylQGDIAovqyXW00o+XqNTCKqrpagLlPRpw+IKGAN1dLJAwDb9EupbPdyQy8R2DED8R0o2PwojWFFkbrMUAN+o0wYXOrZRopVFAsotYmF1K09Cgo5p4fjoHp6+oakhcgpUJLFHTzSpEUBjRHmmhnaSzvT3ELvG45tUoJMLOZMHdnBAUE7NtVYw24mrsd+gJ4yIliaOdnksBF3NGijBJJAYltt0HUAsAoF+bp8wjk+nMQqFw9oEOZKeaWbDqGIMoAy9CpjmqJApILABSBmOjKp4d6jl/F6SiaaKow6SAEKyQV0TTlnBdfwoEZcoSzSdbpWLjIj3YrIuX2wCOnaSXA3x6CDIa2OoqpM1Mjo2WdpY4oKdafrEZ8s5BkljQJKqu66Q5F8ReRcMw9qVuTMDw+RgBT/GSVPQjaMq4EGLVLE0sqkZgrokcsjSAymLMwzWr8Q1aFm+U71W4UqGsHksSLuySldObXRTOPny/LlO024k3Aij+UKgN3iyDmt3PWRJ/v54KrF3SdHVfhqurhEcYyOoZY2EakUzOYQ0cqRqzPEmqSkhv1BXRzwVTCIiqAjeWteYPPP581UXRkK9RgepK7dRJrXkiMqROu7eZ/DTkvmzDetyxUQ4JzTNDA1Xh1KIqSnnTEUaWKTEKKZeitGaYCmqK6AS0704E1O7yyRwVeNOZeUsZ5Jx6op6U1FJU08McskdVBDBUolXCUAiEMtTS4nh9VC8kKVtG5psRopYpujSymSmgZ4Z4lE0qsiqkgCpsIEe2OkUfkwwBoIRY20u0kUbWDXyQOn4ySWbTySjfIrtIwLAlpF3Ov+spJco5Xc17m5bqLY7yphPMeHYhkaGvpJ6dosQwmrhjK1tHJG0dXJT08pkSSNIzeroHd88XUemYpkWP53Ptn/Zbk8C+bTzJy1RvJ4a80VbnDihaaPl3EpSZZMHklAJNBPcy4TNLb8PNRvZ4gD9IFHhQxmKpbD4o6WrgiZazDJJhGROEkmhfDVkGZxKY5oRTOc4fJHmYyqJKK8RfD7l/xR5T5g5B5poTW4TjFBURBWGaopWCZ1qKRyGMVZQTKJ6Z1Idyi5fMpLO+ItDD4xpfw8qqJzcmi1dG0kAApqH5JRtWZQoXAcDciHrR6XxldM8AkUGDUWqzRhtjKCNpKnIdCSrq3mBzZ5PynTCNL7AWPaxGlj6e+n+3EfqZVJIB1uRbvYe57aG9yLnU+9oeMnh5j3hD4g8xcg4+knxOC1bijq2jKJiuEzMz4disAtYx1cFupluI50mi/pHFLyzAk2uRf1NxY6+mnoP78cTlgk08r6eVDHLE7ROjcq6mmBrGD3Fg8jB61W9XVWU2CARXGaIN4/aj7jpS0wFxtqdTfT3I20/5pwhmcONyTfTcep0Nr6Wvtc+h4DnNjfXXYja+hI12Atc/73Aw+Rte/fS2ljv6ba/pw8AAV/L/AJ26ETZ2nJ9/aj65x/1XSJkfMDpubgm3y0I10IFibH204GXKqASdNxm0vpvvYEn00I9NeFbR5lvp/JIH6233t67gcNFWzKCAD6aenrp+o33NgbHgYfOarPF/vg/YYvp23aLH6fYffP3/AKdAmmvf9xfvexHy7aH39OCwL632t8x9SQLenvuCOEAc3Ob1N97+1r339+99tuHGK1vNrtYE6mw/a1z67fPghNDHPb63xz3/AM9MDEnjgVn3/Tk12PGBnrxxZQRr5T/wj3vtvsR3u2TA3udLfXT29rbjbX0Nw99NSCTr6WOpG1h87m4010A2ujljUagdr/trf1Btt69hvwwOBjtxf6Z/X6Y/TpSt1X/FY9rvAHI+vPSFAbjW9tzY3Nv+iO5O/rwuSwWxsD5he+36A+/73FuCVUA7j1Py+gBuNbfLTTc03Kkga76Gx9AexOmtrcIzXVE+/wDPbpQKr6f4/pVDJ+p6STzAaaam2lvl6aA2v+xAPCXqAX8xAubDLewv3v7307C3Aam+bQH/AO499Lbdrep9dweCAzAAAW0ubZSLn59/XfXvwqD6j6H6fUXj9zY46aSLzijjn/8AU8is/wBMfd7E1rHTbv3toddtrjS9tO1uFkVUFI1AtuOwO5HbuAfnYacNFwPS2m5G23cW279zx7ck/O2p1BsN9j69/c34f8u6xfH6YIB5rFXx34s9N+ZVcdqvk/vz+v8Al+bErLa4N7jXfbfT6i4udu9+ED1LOSR3INyb6j0/v2/fhEEJ9xvpobabbdtfob634GBb11tp6DXf639Lm3vwqjZVg4yO1m++P5jpCxbHp2xd4/zdV39OnBag6AkAne17Hvbt2P8AHuB40rmxBOnbS36m3bS3p34Q7EaXBJ/zrr3114Mz/Mm1iO3zve/ztb1vw4GvTtjFHj1FD3o3dEgV03pSJmPzFvp/IJ099RrfhXBd9L2Nt73Nu29u/cAH52A4aw2o/wCu4P8AN9++pNtAugkygXt23v8Ao22l9hfTY8eJBHHau/avX0sj9z268O1/f+D+3St4l2uQTb1Hqe4vprbt9eAKMh0tp67k+tx+2mh78Gh1Pf1tvaxtrtYXt/HBbWNyL+mwtsbW7dv+9uCxdr9R644oeo9O3Ng1yOS6FHn09cdjzX891EclmU2NgdT2W35j37XNx9N9O5H2EPDKn5B8NjzdjlK8WOc9TRYhkCqtUuERI4wiiUvZohMG+JlJIy9UsQSBbj54Rch1HiP4g8rcpQqxixPE4mxCQAkQ4TSWqcRnb0VaWNowSQM8iga8fSt4a8rx4hX8r4DR0p+Eo6aKrlggVVaLDaGNHSnTP5Iy1LBFTozEXaoQaEgN034A8NWTWy+JyJuTSgRw7gNomcAytkZKREDsCJTm+q19Q51On0EAP4jWusafLsuquyJuUKC24liAcnyn6GyMThrcIwHDOUqiCGlq6yVeYcUKhZKuVJqcfdGHyBBnVY42krEgdvOaiKd1XyniGYlj71lBS4erdKOgnqIlp4z04mVY6a8shR5M08kue5DZUynKEIKg+r5gxJsdxTGmqJYcUlqKuSKeKRkmpOoGhbpyklw8MJ+HjcbRx5VGQ24g0MsUBSKJTLL1HAQapG1ySZCdGkYks9zYMMwGtuN1qHnGtmjA/wBLaFQhmLlrYyKVIpYwoTYSxJLEUoUbsV8T+PaMtqhBNLFtH4FIZAo+Xo4PlLBbKQzTu6SPOCijexclmkbZJociOks6iU5WYJ5w6MFJjJTMoZCQquLXvaxBFw506SmeoVVWpRMrGpiLtShfIDkkMcYfpkhWZlQRHdSQA0WkepLqZVYeUC2UoShuNLEDKALKLMWIyi5OYvFPiFVT0MNNFJ0YpwqyszGzokjPCrWspEVgzqdDIFZhmHkkvAE0/wAyd2UUSECLbNY/O2GIxtAY4zg89cyHiMU7MqkGipjYEA8EEZbb5iQ10aABvNdT7B1w6Nh8bVmmpltLXVyRfFvRwHP0+lSLJG0s8rIY4Q7RohvJKejC54hHNvj1ydyXLEJXknl/E+AoIx94YvVRoLNaOGNlS6sxlmSEUcYZrkIqk1d4oc7Rcr8qy1QbJ0KGXEqplZVkq6iW5SJnABRI4uhSQJcgF5pCC0rW5JY/z5jfOvMleKvEZIsLkmkGJYkJWhOJyU5YVAEx1jwLDpVkhpIAVgMcEuI1PVlmB4x/jniiaQPDBIY0QIJpEBMksjrYhRTihkm7UFbINJe08D8GX5A12rkKIxtcDfQJva2GQHC0ClgeehddpcA+3Rh9PX0oTBeXDFSyR3pcbPLVV1OmYmMNbTiubqI5UGWGWanksxiJQvIW2VyN9prwS8RjheD81cqjw7xTET8HRc4co1RTCqyoeIqZK2hkmxmiq0gkb4mqiwnFjXRwLJFJQxUysT82ngF9q37K/h940ck4L4l4JinMHIL8w0VBzTzFSzLRwYfQVUohev6tpK6LCo6poJsZxCkWPEKfB1q58NiSohglPcH7dXhX4P8Ah7yxyN4neA0UeG4R4hLiVDFy9JVyVUVFjuBUmG42cOkqmmSfmPl/FsPrVqcDxh2lx3A6qKT4XGJTJhdemKPiE/zAd+p01gsnzZgwYDPmUKB9VayAcpx1pUh0M8LyvoQ2kSSOJ5iVaRVkKKkpQoHETGgZIpSbsqSoY9dJ6XEazDaukwGpxZYOYuXqZ8U5N5oonggo8ewapaatpKvCqqmSAwF4lZ5aFpZYa1o5aaWKLEYUsb4o1Z5wwZZ6/Co6HnXCsNXHhW0DQyUmPYG2VKjFqSQuJBGlZA3xWGpGY4J5XrIXMEsjycm/stfaDrOesETBqvEKxsT5ZlWbCHxCcz1lN8NMzvR1LWUSzw1ENVRVcsSpFUPSvUdKBKtY4ut8EWF81+DlLzGkggxnl3mPGIqeeN1pJfu/mCSlkmw+JmdJaiE0k1VTrhyZxUNUTRqsbSSk2EM1vDMwCsJTFJQoLIQCaAr/AEZSQduQNzMoAAHVLroJNHNPo1ctF8n50QJzJEgQA2b/ANSMZDghm2BXyTtzfy9kqsZo6qnfoSSOIcUo38q9N3HVrKND5isaqaiamDdeLK01OWyHKRjEdHVY/in3dTQwQPXVMkRAWNiiB5YpkdbLIW6blspLyGQ2DuMvA3UYdW00lMmapOJ0nQRSwkV0kHSIluFAeULZCpZIPMZMoKkdXFFiGJ1lPCIMPeafEiKpKiUUdJWwVUlQHiEauYaR4fwnRBUIuWKpgCi6nYRzjUad1ehsG5GAIO5ASTQo5Uk2KDFaJ4IlQ6vTajwOOJpWTWwa6mjDKE1Cyxo0ZjetsMoKOGLkpuKsQgLhuQ//AJLvAVec+TR4o8u4cTzHyDAz4oKdC0mIcrVB6lajBBmeTDZ74jT2BKwtUxghSQOATBj3Bvb3uCLgjsQdLWB09Ljj7N+fsEix3DMWGI0UM33hSiLFKLIOhUxvAkdfaMZlTrhpZyqfhr1ZlRFQoB8pX2j/AAgqfBfxc5p5NMLphHxb4ryzUEHLU8v4lI81EI2/q+DPUopCpsDAh/q4wPxh4btaPxSMWJGEGqYD/wDIuIZGrgvGhRqAzGndjei+D/GBq4ZtBJMZJdIx+Sz2sj6ck7dwNncoF1ZIB5Iyc/KhI9dTqe/b1Pba/wDI4MyDsdQb/IbE+twdP2v6jYKpsD6gg76X79hfuBwU0qr3Gg27e36G/p/B4wxexQu8Z4v144/p9662lC77/wA/n6eg6PRb6Mf09LDfcDe2mnbQ8NlZAozEkai+vf0A0IJ7i47DbW6xKhFAN7k73PsLj9fb097oqmcODa2mY21Itex3O22nqPbgBBLd6sXyRYyMemR+5x2MSAM0cCh6jHt6g49OR0xtGAxNtAfXTW17b6a+4vc97cHq9h6b7kHW3v3Hfb07cAd7MdBYG9zbvb9NNO+/CZpN99yfpuN/puNR34LeK+v7/wDQ9v7gsA49xgXkUPtj/OcW49ay6tYm4/XuL/Tv399UryFr/W/sL/xY6AXP0ueEBm1tc6juT+/a1+386ceJNcj1tpY+pv8AI303224WjXGPcHvQxXN/fA4HXtwxnn1969vQ/wAzS4anNf3uBfb/AH11ta/YcHFl9R8/X29P7214SdZQLg+1iSDb2t76+/vpwlknJbc+419r7kb63tvcm57qqFjx9f2v6f5x0hdQCb9P3+l1989fqqxbMp2PY7WNtD+21731HCcWAF9T6knUfQH6673224HfMdSTc+vzAv6egtcHT6+jTTX1Gh2P0/nX+OJKx0M8/ajxnIOeo5ks3Vk9v0x9uOM/1Ot2Gmu2mottba4Atr5b3t6Aa2G/yNvloDte+g7Xv24Lzaai5BBH09L7aC25vf58FSSHsL97f87/APANbcPHA+n0HbtQ+1Y59ulNce9nntXpXAIzePeunKNl2Nhb32tcaEb3P77C5B4NKXJtpfYW+X6/pvwyxyvnFwcpOx9z9Df66fUcPKPdTqLgC3fUi1rb9/8Ahtw1wSMX9v7+3v268pwP2o3X8/YV0B/L7m38m2gtv8vW19yQZrXH97kaG9zr30trbU6jgTm51G/pY7W+h99/TuBwBY7kA2+gt31vr6ak7k7WHDdoC3/f1r7Y4I7+owOnf8fv7/yuTjry+Ym9tRbQj5jubHQWX3JPCtTYG5N+9xY29/Tb1JO54EkIy5jY3O+30tcbX1N732309K30NhrcdtrD5kel97XtrfgYIJ713/v9D7Gj0pBHPBF/b/jv1+Dt2JH/AD+O49NO44WxG+l7k73N9tyB27+uu5PCVEJI9iRe/axIvqTc+3+5XQRi9/XXTXNYWIHfYaep234kriq9j/Q9hni7+/QHs4vtyPQ+nf1o2R7DjrpH9gbkL4ms5q57mhJdfhuUsFkZDpLWFKvGZoza+aOnWGAsuxZlOp17A4bjU2HVqw4fO8Jb4cVbxExystIVeOFpQR+F1IkcojBBlW4ZkXjIH2VcAg8PfDHlXDWQpi74ScblJC6YpzDepnmlVgfPSUrwxxXvlsfYjX3LOBR4jTVtdPisGF0/xFNQU8s7F5K2urGEjGRMrMlHSU6SVFTUMOmhkjBN2sO+/CumXR+F6SCgHkQS6ixlXkG8r/8AIb9jHPlVKyccy1viGs/+vPNpHKfh45NkiyLEFTTrua5SyKgYqSfOCxZV7gF0xCkqsXq6qXCsKrJpMRmL0kiflincvLVNm6ZWSMosrF3kiSnjUzTSGONsijDuWqHCIpPj5xiWIowFQ8Ew+7KZnJLQQTLGVxCW6lJavqLTI5VKdagB5ksynxGSsgw7lHD2oaSmiw8pzFi5iCGekgnkrJaitNVkWP4voxUtLh5dY3gooIqkRRCqVc/eKnj34Y8kVUmD4TU09RVQKyy4piE33jiFaseSJpsPwqmRIcPw9Oi0FNK1POJqVkZvhs0cUdj4hPpdC0kysWdyAPmMWtyihkhWn3EDJYUtkkFXsnmutHiHxB4pMNMruJZXdzHHuG5mLOQq0KsmyzUAQu4KABJcTqKRBNFCEByhZWkLWYrZ7LIC1srDVixD6BRZb8QSrxIUdLKXqY2jyPkUSLI4dFUM5RmzRLKhURuUCyebIWKNaAYD9qHlHH6uOgafDaua7CKlrsP+DeZMzEqJCtPNNbMW8krOosFbKuTid8zYbh3MXLTcw8sVBKxsBiWEuTLJRuUZ0niqIwHmpJrlgk8Qemby9SpDrkoh4vFMjpLNIZCfIrr8vafKwwbBtd1XQLEHJsGRP8K6vw9FaQOyk7iGTYxUDaSoEjKdtW1MWCg4q6yN9pnmGok8OsSSiEokEdD1pcw/CjavYEOANYzK9PEuVgVcBmVg4tzM5rGN1XhHzRNSRzQ1NFgEUkDwKDJNRvUQx1a6ZmEfwhmJuclllzXY5h0+5mw6hxqixDB+YDUw4Vi1BWYTW1EUTTyUTuCaarSDOglFPVpSVMkIkEi9COSASHLBLhLC6ybwxx2t5X58oPiOXZ1raalxJaeOppWp6kFG6UskbrJSzxs3Q6wtCsgjnEMsbBsL8QQ6ny6iCMymHU/iGQAkvEViDFBRyvyqdQLCvvA79dX8EGn8S8FghR1jmhiaF0agRKpbLA5CyCTdG7UGKlN18ci6halKnNlldndSLpI0jk3LnUMWK5WDA5vS9uOj32SOaud6qPERiWIYxjOF4NPh8NBFieKYhX02FxNSSy1EeHw1lRPDQRR00FIJlpkiCIkMCgFIsqDH/A/wpxbmGqq8Bx2vwvCnkaqNDBXQtDFT586pFLJFNJFGEsyok7zKuWwuFU3VyLg0VPRJyR4XUEVWsqxx1eKRI8tHhpLtJU1tdiDHLVVEkbGSSLzTSSopdkRL8ZfUa78Yv4bRRzyTSMgZnjaNYBuUs8jZCigRd7au2xRs08KnpG1gSCBQSbcH5hAAUKoNnJyvOOB1tj7GWK1VR4q8wmlj/wBA+IYi7OokVC0Txmf+u6p8SZw2oIZiha5JP0gfZioKrGsIq6ebpQrRVX3itbU0UddSQVLxNFROYpnEIlmjEjhcglKxCW69GNJOO/2QvBSg5Jw019fBUS4/ikdLQ4JFKgMFNTzGV8S5kx0qkkzT1Essk2H0KIr/ABEjVVRaOlgjn7y+CGAYdynyssddPQw1mO1jwxwSTlp1URtT0VLFHF5mxCo6E9VViyy0/XSmbphJS1+N0ekIyWcwopIy/wAqNUL0cgEC8juQRkDrI+JaiLVeMwxQsHi0cDiVgQFBYkpGXBvcbBABwuQKNdUd4h8gVceJ8ww0FGyScu56unq4GESVNA5auE7usjCKqhpJ1gFNGSVemkg0eIRcU/HWQq9OZIRS5WhkUxxhLMPLacMQbSJmVWjXIyloyupPGkud/EDl2arrsJw2qp4KCOZVxTmeuxXCsOwwLA8sc2H0WJVz/D1UgmkmWpnp0aF5lBpC6RfFPTGKYXFVxDEeWua+SOe1ggb4nDsMxLDRiIp42cyohpayQ1MsYifPdFnYedVqZFBa80OvEWyOWVY2uMgO1MSAMt+YJZtgCQRdURXWS1Gl1srySaRJPkby4eJCaKHylfKC+0YJUNdE2CDcTxZKMOJ6V1NLJl/DBVmppluslLLoPIIwzQq2Uyw5wSxVhxx5/wDJz4MR4pyPhviLhdNnxDkerUzTJGRJLypjkqx1KSEDMyYViRiqFzeVYnkYEKTx1hFXGhr5KbNEamIw1FDVAyOCrJKkDuVVlkUhHgqFQOyXkQ2Loap8XOTabnTw+xbCsQj+LwfF6KuwaoEqg5aaug+HqIZhdgskBngqYGtYhUkja2i6LX6CHxHwnVqWjvURMpQHypKi70lArygOocL327RX5Td+DSropNP43DM29H+X4lphQATekbS7FoqjBlDLQ2SEV5SG6+RCoRlLWJ0vf6X79/re17j14YJZXDFRcWJGp9Rpf3t3I3OgHFkc+8s1/JHNfMfKWKRtHX8uYxX4RPmUqX+DmaOKoCt/TUU4jmUjRhJoTtxWVQ9iWvfU62FrXOuh9AdOx+fHB2idGeNhToxVlPIYGiPqCCDeLBq812xZVkVJEa0dVdSOGRgGBBvupBwAM9+evwmK2JJvr8rWA2sdP0Gl9d+Ayzraw03Jt6d+x29NrXO3CAzX310000+Xfa+oG3buCllmY3sb76a6a2tb1/X9DfhAhvNY+/7Ywc/oenlzQHfF/b6Yo/X1FdKWlGYnbtcm5IJ+W+l9Dcg3G1uCHYk/rtawBt8vr/A4IVy1iSPkLHU7WB1vqLWva4vfXgbEWO4JH8aG47HWxPb9BwRYxeLz+2Qf0yD3P26CWA/txWK9Pr/X7kSNqdfbbca2Pc6G9je99978Fq+uhuTa19Db5+lx3I1sbcfm0Nr37DudL7+h9RoOAqe9wNbC/b5+h7WPr2OxgmPX1/Ue4wPcc59uhliTzX0xX9+lObW1vX+okWBItYWPe2vv9Q3Nz2F7Wtb9DcaXuLWJ97ceXAA/a3ft62763O+vAc1r/Ww+Zve/66bafq4KB/2T6f46Qknk8fz+evRq9jcdt72Pvp/zX04FmI0109LD5dj2+X9yTmsLegB7EWuNAddtr7nj9nHt87nX9Af54XpB/b6/v36LWfMLd9/19NNdtRYWtc9+DVOYD0tfvoO3zuba+mh9eECKQbnTX6m50y6+o3P191YYKLHQXGt7/Mk/x++u/vb9Olv+lfz6dKksDc69/rtbTUbnfe1xfbhQJ7Cx+R2tva2pNt/TWx7a8IVkv6a6afoDYADY77a7b28Zxe99/wCf9+409rWPHulVqOeK/n9K/T06d42zAaiwAtt7Htrp9e3pwaCQxOny1G5Nx6aWHra+3DdFMAoudha2m/b1vra99RvpweZve23sPXv76a6bXPfhpF4x79yOOP4PX26fuFDNnveP5Zx6DngHpw+IAGXW/YkjtbtoP79x6cF9cE6WA7g2uL7kX7aadx+o4a2lYE32Og7i21r20Pr76dxb9GzE39T+4udbG972t9B34YqBc8DBzWOMZ4ODZ549x14vftxx/wDzfavUX3I/WQwsCAfp/j2ItvoQNO2ptPwi5UbnbxF5Q5aKF6fEMapnrrC+TDaJvja9mHZTBA6Fjp5wCdbcVHTsSR87gDXt8tDe+vfbtpvX7FnJq1mM80c71Kfh4RRR4LhkhFs9dXkSVZjbsyU6xRtYXtIy31HFv4PpPx3iOk04W1aUPIMV8qOpJO9C0VhYsWRWc9V/iGp/CaOea8pHS/8AzYBUAwchiP39werXJFG/w1YUptauL7uw9cgzUtELL+CLWE7oixK4GZI2ZVI1IsmorXwk0mHFbQ4fiknXvmUzVUdo6gMFs4jVY3ijChSt2a6k8A8NxR0dKuM1UEkpwuKT7soQAXrMXmp2jw26EEmnpJb4pVDy/hUgjZlaoQ8QzmrEZopcHmkmuK9qiWmVr2kg6LU5q+s4AkeSombM6GQLIryMwbyju0TSQQvtsbUVmZR2kYYBoUAdgJGCW2CgCByfxDQ6tvCY9S4dX12qmZFYqoh0GmYBWNVul1upLHZl0i00chBjmjJD4weM1fyl4V108DwnGMfknlp2ZRH1880OH4bTyzqeqaQVENLApYs1PSwzyBRJI2bi949faA5ZwevposCwzEMQieON0TF66MYnzLWQKI8V5w5yrKRXp5DiGJfFR8s8uYfTx4by3gEVDh0QqMQhxXGsX259pDFaiflPBg4y0uG1dCKwC7ZKalq3eWViq5yln+IKXyqq2BaQMzciPtK8o4hTY7R4/QUlS+CTYZR4etcIzLTLWUKygxs0KFKdZ6Z4Z6MOCJo+sUlkKPl5149r5pNcsDs6qyvtptpf5SxEoGw3mMrOwH5tqg2B1feE+GjQ+FaOWLyrqGB1UiWGzvZEvBRV28XW5mYjArq59hfB/Av7ZfhP49cuYpXYzyL9ojw0wGLnbkSlw6ejPLeMcq0NDVz1stXUPRriMVXLi0H3K1fJV/B4HUVWAS4hRYpQ4vUmimn2U/GLFHmquXcdkjxufA6yKlqlqDIYMdwKZoZY+tlkLo1VSujdRZepCZEKuZ4lkPDPwU5Y5jgxCu5ipZ8UosJfDqvD8ZrKV6ughqqapkpcuHtMOnFVwyTU8c0sWWop0+FjkmRJfhyOqv2TMNrKnHsVxyWGVKaripckjZi3wsDU8MEjM6qb1UdPJNE+Qs0MsTAMXU8VellcySQlzIi7CqG2MTl0G0NZI3IXYrg+UMcr1Z6ho5NK8bx/6EGmkkMzPvDyx20becHbtJEZJJDi1rJvpBzDy5y7X4hSpQU8qwVdIrVImVWOZ5qiKmkZGfIJlpVp4ai2VaqdZ6qLppKsSVpjfhHT1MEsNXhNLj1DdQ0NTDFPFHnLBATMgAXQgAMWVRuobW4MHgnxCWorHUI88im3TcWAYZENrEMWQHQLY5iSLkcWjRYNiE9HTVa05MdRVGhjaJlUvVdHOFEKsJndkS5JiVGPkDFjk40dGRVQguQgLbhuI4zxgA3TYGPt1x5/HdVotW8mlLQ3eYiRgUD5eTdeYENk1x1ifBPst+HGIVQkbw2whH6t2BnlaJyWFrwNVIlm8zKqtZCfMzIEA2f4XeAmDcvtG+EYJhuD1FH8KaXDcNoqdnuXZWnRoh02aF1jkcjMqSM4kqFZohxZGC8uTQws00FLAWyoJ6opTukiSrnaBHMaGRipRwweTLnJ8wsLQ5coqgVo+HikEUEiLUTQOsawJIemxVlkYFZxdMyQksCiygEBRGfRoLLVQyAzFg2Ae5IAyRVWTWKo9WEfxZ4hqtkbaiVi3lYoNlZIKsBGtsQAx8xWiLo8Wf4dcs4JRQieSB5a6rM0UeJYjUJDTS1K9BXlBEK0mWVZRCjtMGhLeaNppYyqzxy8RablblXBRh2I1f33PgeKTYsIXMMmH02IMlP92RT08zRO1VTdCCoeJIXz/Go+cuHWVvVU1bhNPy3PhJRqLGKRkUTfEy00RmM8oAlMkbNniB+H6kjWhjpXV4mJp8w/aS5ZxeMcyYUJRUTz4ZWPRywzip6cs5NdTCGSAiMnpvFkWKOIqy+aFHDKYJHm3VRUOyocggABSKvA3AlRVVfp1PjZNqptsTSwRPNtIAZ3VnsHJagV3nca3cUOuNHj19s4YNi8sNRjcNJguG1VThNLiEmG0nMVfidXRExVS8nYRjFNW4BhOEU1Sj0pxmpwqpxvGJInr2xHD6Kejw6PUnO9TF4beEXgr9p7wg8bsC8YORPEqCKnnqIuW6Pkbm3AeZqPDlxPHeX8Z5ewxqeLE8MhSHEqZK+qpRiEFThNdT1iYPVRQQYrw9+0v4Qc6VuG8vczYThWI4lh2FUVfgmO/A01RVthGLUGISCpepghRpoVqSVMkrJZXRGkbpVFNLLD/s+8uc44VT4zW1VLitPhOIQUmFUtPU09RTtXVPxTyutFBUJ1HaeQpRxyRQxNUTzSorusUl6X8QGi+ZuUv8xkkQgWZfmbPlXXzFcEE+rXYABUr0FIhpi0SQ7rEaxIAAqxgi3I2kSCSOwd1FRW11IIb61+Q/EDDPEvlXl3m+niijfE46WgxSOBLq5eExrVOAxyVMU8YkdlUCSVZG0EzATmuQx4DWYNVIqisikSOQi9p4XlFLJGewlZpaGZCTYS0b65RxmX7MXJmMcp+EWB4NiyPFWzVFPlRjndOmh6zobDPHHUiVM6A5jEbaHXU/MFDNLhwhMeWendqunK5gs1PKkT1VMGvoUKfEx5tQYxZhcAdA8A1B/CfLlcyLtZVJJG5Y5AoyL/ADIADkHsaBJ6554jqtPo/GtfABtimLRMAdoQTRASiqI8wd4wcEMxZSGoj5xP/I94XNy94g4J4kYfAfu/nXD/AILFpEjyxpj+FL01ZwL2kq6JfNe5LwWGp45hVRa5Fife1wb2Gug+tydgba6/UR9sjwTHih4Vc3YHTU4OLYfUzYtgEwCkRV9JGKylRSBcCfM0MlgM0cjd1PHzB11PNT1M8FTE1PUU0ssE8Lgh4p4JDFNGwbZ4pUZGBH5l10tbnnxNoBo/EHlC3Fqh81WUeX5q+SYX6lhvINgb/wBemfB3iP4zwsaZ5C+o8NmfQyHFskTf6TkXwUO3jBXjOGgx2Un9yDta+nbYH1I1+iF7hiSPXuRpf01uLkm/vtw7MVANzb3vbUaj5Hb17a7DhpqGAN1PytcXAHc7fW/z7cZcNZPrx9a9MVQvHt2HWxNgX/euKvjj68fa+vynf1ta17Ad7m97nvv37mx49dtPYC+x7bd99RfW2/z4RNJY6knuDqdPp2Bvrrrpx+M4y2Pptc/S/wAu1vTXtwdRgV6Z9efvzWfpiugE/pjP0HOe3PNelduhuw107+mh077gevrfW9teCQwDaXt21Guo0+d7X09r8fi2Y7jYe4G5BI9+2h0PzPACdz/btrbsN/rYn5jh/PSE4zj9e1Hsfrizf69KMwtcG1vW/b1/29u5sQl7kdgDc+p9ttv+Cx4StJYHTQ6W31t2uNL2ub7+g24K6x+h9xqdPbX09x+nHuvX6WcgX+mfofWq5rt0s6hNje/99dd/S3bUb9+PRIfQaaa97aX39eEQkJvftcj29h6kk3J9twNjFbTci5vtcbDa9tPkLce6QX/TueMXj7Y+ue9nK/uT3Nzvtcnt31322I04HmGmmtvY/M2I7nc7/wB28S/rbS4ve9zf5W7W7W07mdS5HzJN7Dfe1tbHvsPW178Jt4JGO3pj2/n9g4HNfseOx/xYP6cHpWG21uL3sLaWNzp/bsSOPHkt2Bvca3Fvlrux09BpckX4JVif6gbjuT3NvbUeu+ltDt48bHUA2NtO2+309e4Glu71F47V++L+/H14vv0jGrNf29OOcdHxzE3HobHew9Nbbj6+3C5HL2udRbU3+d7G2m1z/gDhsjjOa2oA2Ou173tY3/bQ2N+FyeX6A2GwJ/57/S9uHFPQn+fw+nbpm/j9/wBvf6+v0zhasd+5uRe+o3Iv/PfXf5BQsJX6AehuR/sLaC+2wsOPIbWAvqRt2Pz1IGg2tfvcWuVZYDQC5Pe+4vv3toO19BbuOBkev0o/v7e1n/PRAxHt+nev34+/HSimUggWJa4AWxLMSbBQNbkkhVABuSACe3af7O/JA5H8OeWMKmhVcRqIX5gxTMuhrqz8UCTW5Ed4oFzAgCI7C9uXXgHyNJz54kYHh0kTSYZh06YxizlQY1pqORXhjfQgCeoCJYmxCvYHS/b7leiirsUw+mSECCesw+jbpjIhpY5PxQABlUNFmZzqAFub5jxv/gzQkHUa51ya08JrtavMwPHIRPchgOOs744W1B0eijNmfURBhV5dxGh+gJLEY7cHrROGlMFNJhNNE5rIOSlqMQSW0clJX4xTGor2jOYlWgoKyCPqkCRdkjVm8lCc1Ba6qh+B+Im+Dp3WFUZ3CpCwYxoCc0cCoGLaAIQ7WOpNi8/YhPRYnXYiTUwSY/RisEpcIJ6OqlToSoxYuaaaOnSOJDcLHCpsdhVuGV9UrSJRxtPLUQy0mcxmVVjqImilkYEG7mJny65la8gJZVt0wvEkaQTvfzERmdAGItVYChVgvZCE49Lvqr+NjHp9U+mCskWllmjhi/L8uKM/KgOztJJpkg3sSbpRZRVqrOcMNpMbpKvDaxOvSVcTizA5lzAEgJewmhYAG3lkiUEZQxXjLmJ+DXPWH0clByxiOH41gEiEwYZiscsi4bnmsIoZYirwqTIAkMnWiRWyxCJFy8dD2wHlyLBZHxaWokqhEGpKGm6YDV7GRTLWyzqzx08Sp+LBCpZlYLZZnAWtqvA6KSQiKWSlZjnkjhYpGiswW8ufJItwY1WJZJendiHY+WPFeLeGwaqvn/LdSQwVgGZawGxRierAIZXonIDV1mfCfiLVaKMxonzIgTSyYo4sKSHBUk2bUqT+YCrGMOW/AHnbGpoouacRo6TAoXGfDqLNT0MkSuSVqZZZElnp75s0EHQimGkjFWKvvHwy5Aw3AaaOjoICKcSJLWVhQRmoZFsiRqFUrGqqBGcqoAAqIsSInB2A8u4bGFqJpDVOrMQsiySNdScgA1v5gTcXAF1F2BIuHBOpD04DDGqlkuSoKopsGlIUFsoYsMovdQ1g2/EDT+HafTAfKUArwK2ICaBN8sxwLdicAE11TeO/FWr1kcmnCiCJ/wA4Sy8oUClYi/Kpo7FCredvYT/C8HRGp4gVRX6d2NxlGYoxsBd7aMxsTsLX1MzgwjoyO8EpkihZjHJnKWYZjoWEdmORpQuVQbZgpYWVFh9NUQ0quqRmkr1eCGsmgjbO8FRHI/wwljL09QpSIyGOQTiCcxtKKeoZXm9Dh5dIonNkDrIY3RGAJVQXvYSMCqqcpbKjsxYAs5J3L6dmEgKmvIO7KQrKwoWQVOMkEZo2B1zPUapJ9pjcON5DN/uBUlGQ3VlWADqQCGsWNuTKWX4hI3LO5UOslpGcqXCgFbf1k5gSCCCL7lQZdg+EYhWSmOjgklkjjkqOiqyO5giX8WZQFcgRRfnNhqAtiQg4/UGD0VNldeoJEylCh/NJmBQuChvHlUISrCXqNGI0K9TLZeHnAKum6rLUYZidPNTrEY6h2Z4+m5kaILE5jUSJTnqSVkJPWcU0LmJumA6gtZJIyK++2ztuyPcDv5sAjo+jEZYGM2ACTTbdtZsFgVvBHJ3VizXThy3TYrDOap6MSvhyBzG015evE8ZQwTIXqMx6YZI+p8PG6uUe0hzR3nWixfmJZZKtZYnkm+KhedcodJCZZCh6UUKxCYsVUHQowbzADiw/i436lPS4fR0Yp+my4osVb1ato0AWemp53p40SYg9aMwFxYIJIrkEFNBT187xY1UB6qpkBjm6iil6krBZA0ccLdRWDkFEAIsGZ0Au41UsdwVTYC0aJoAdjeOfQi65z1fSawiJIlkkJBDAi9jURjcoDAg0owVuyMA9c0ue/szcq834nX19Fj2NcgYtibFcTqsGo4sRwXF5oiywy4lhEzSxSTBDcVUVO1RHCQkcqMW4F4W/Yu5H5bx6k5ix7G+ZfEbFKGWOowmjmw2i5ewGhqYC4WoaGNxLJLCkhEU6QmvhZpFp5aW4qT0CxePlXD62oZauCaNXQGHpASytGShVpIReFHvYQiZAUyRzmVrjhlpedMIw2d/h0pYg5yNAZOkvTdrqRCkgkKqhKAPNJK4t1AEuphSeH6FZvnFVEh22QIwRgf8A5CglsDAAegBtsLfWo0fxX4ydCkBmjCxgKsskTPLkDbf+oY6FgW0e4nJDHzF95d5Wjasp5sTRKWipsqLBSxiKAQxIhWlpI16YWMRxpSxFGvEiRKpdlkYyDHayCVKGkaljWlgkVWWCzTuBUSsrTS3vLVRxyPRhgYhJEqBhdQ4bDzbT4nTtIkkMbKEaMxxmJMq5c662JUqpD2ViCG6bsCFKmlFPXmjzMHkEsE3TD3zqAk8Y8rK0aOA7tLnGSNdQp1XQ6L5YMSR+RV2hRW2uFzV3YaiCWF5rv1kJ5tS00kxId5ZUeSd8/M3SxsWkJzW5QxqjW4ZViOqP5xwkVWKtO6laasnkpqqNzkMbsWWNnOwMZkdHBGirck24+ZL7ePg5N4V+NWKYnR0Zp+X+eTNjlAUS0MOKhgmM0iEeRWE5WrjXus7sBYE8fVRzBR9STFKSZSs0rRzxFmYOZZwqy+ZmJzSSfiI1ybncXPHO/wC3X4Hjxt8H6tafDhDz3yu8ldhLfDiJK6vw6EqDHIL5ZsWpFkpq+IWU1AWYABwR7x7w6PxLw7UiMf8AqdOx1MIrJIIR47oi3T8maZpAbsZ2/wAH+IrofFZ3n1AjLkCeCQbPmo8lSSAk4l08hSRkokwrKRlDfy/TlgSt7ja1x77Wtc3A9S36WbnUtfTf5n0tr31O3t9eHusppaaeopqmCSmqKaWWnqIJVKTQTwO0U8EqmxWSKRWR0IBDqbnazcQL32GpFxb/APqdzve99gL2PHIghXtRGar0oc5z7UTj367fvB2kHGCSODwcZyP4PdreM9h6WPr2019dv+zwhYFWIv3J7200FiP01sdTbQcPcgBBtbe9j33tf1N7m17HXhrlQXLa7aE7XGvfsfQ+/CruvueQbvF0bz3Pp/npprkZz35xWTzn+47dvI2Nh37enysf2v7e1+DyNNifTX5i9ibHvqeEykA6dzoQBr2sRbbfUC3qd+DC11sDuLG3b00tba303G3BRzXr/wAWfTv3/wCehkHsT7DHNir9e5JvH9U04Nt+xFr3BJ13GotcG/yHa3CEub3A9LX07enfufnbW1hwvmBsTf8AXa+h39/5vw3uSCNLd+19T3sex7+gN9ePH7H/AL+n84+igUeMgDNHOAMfv6V6HPShCbDT9ew7k+9u5/a9uFCsLa3uPQ/zqPp7W4RofLr6H9Lm36EftwIMthfTT1A07XuN/wDrtw265xY9fp6gH+H0HTv+OP5/O3R5WwsPca3tr6fqDe19baC3BZ0Ol7djp89NNtdr+u/CwrcHTXvqdLfPbU2277cJ3Rbe4H11Gw103sNO5A48WA5+td/8fv26dsPt9f0/n2+nRkOpHcG382+f7/24d1AKnQagn0AOmtgDfT0JB0vwxw3B2vr63AOx0trod9tvlw4dQgWBP5fa/pr3v/bY6cKGHY/zn/H3xz0m0+nFcfbFduePS66UaAn13AFrmw3+dyR8ux49zWsCf9r6/TbcfXfhB1WB9Pfttfc673sNLftwO7sb6/lFydOw+g7bb+2/BFf1/Xv9/tnOf1HQmjI49sel/wA/Tpxim2CnUf3Nva1tjb9exdac5zobtoLAXvfYAC9yToANWJA104YUDDLYXJNgBe19O1rWvvfe24trrj7MPhHJztzLFzNjdMw5Y5eqEkyyoTHiOJJaSOBARaSKm/PIuoaUpGfykGZotLLrtTHpoELSSNd1YRQAzOTdAKoLHIOKGaBaSFW2cIoI3MTSi9ub4xec9r462d9l3wmqOT+T48VrKYJj/NVM+K1SMgE1Hh0aXo6U3uVIjDyyJa5fMxBI06Dcm4fSxQ1DFDK+HYYqSPFby1OISxxzTB7hgkcLCmRiM3UkEhKIgVmLw55aOIUfMfMUiw09FhmGS09MHusbTyRtBT06ECytEBrkVkR8vUsCSLH5LwmOlosexKphaWlgo6NpAW6AeoWrgkihlIRkkE0sRWJM0RZSZLOUjLdq8O0CaPSQQxjyKqKN1AsA43MewaRtxPFknhT1RaEnxDxlNi7kVnCuwIVAkTsJm/MQsYUTtQtVGcjDF410lZBWYXBUSJNUTYbRViSKci03L8UQpsHpmg0ankeOB50icKy0gonK+fM9XivgwrB446NWapeQSVkzXLF2QiONGFygAcjLuxsz3AAEo5vxCq5hqcTxWurkZq+rihWZ45GUGJL/AA9MgaRzHAEWFVUiNVRCwAYMa6nxGOWnoqdKciWhSoWZtFWYGUMkhAAZnBNpCQxCoLEW4PNpxgmVQ0caDbW0Fxt8iAA5UEUTtBA9eKT448Tg8Q8a8RfS7hppJSIXk80zooCNLI26laZlaWRSWzIVDMKJRnmBo5mmKNLKjSGJXsAJWKlGYuWUjNqQwubWtcZuKX59k53IFVh3MNdh1Q6ioiVR0qdonLMrhTGwmWSzAF+r1FUkNZTxbUuHTrFBUlM8VRI65tdGjZWYsQo3LEBr3tcm3B7cuJjYkilj6z9Jm8txZIIzJmUah2EYaQqMoABbNcMDUS6SUnay7fKHBIyVNENgjH9vU9Y3TaT5zLG/zQW2hBE7KTZBLKVIJNUe5Jz2o5iwb7QPNPJdTHR+IuCyVeFPIIY+ZcDSN2VxmAFbQB46aVipFjTtS1JGopp2LW2d4f8AjFypzjSxtgXMeH4qpjXPS09Uvx8FgCFmopljr6ZksABLFEFYBb5BY0VjvhfSVyTUoFJX0lQhSppXS6gEKWWRGU/lLKoYBlMinI5YZuMr86fZ5x7BZnxXlKKsY08hYUUcskGJUhBLBMPrVkinYA/lp5nSdSFCSy2AFVJFNHyCRzwQcUMA5B+116jqTqPCImvyHVBANxR1GrXPcoGTUJ3vaJCcEkAt12pwnm2lPSVpg0S5DFTFekI5SqI8uVcqdRiq9SWxaRhne5JZrWw/muidUla2dQyushFmGRQGW4strXBWyggG5F+Pncwbxh8beTpfu+HnPmCNqVhGcN5jgixR4cmhQx4zTSVqADS4nClfytrfi3cL+19410qolUnK2JWIBebBaqnkZQLb0WJxxAka+WJfoALQmLmvLfGCxqgQABfHFcdgPYZib4e8OZmZNQ6eZiRNCbDNlwfls5JY2WJAs5oZPXfpOasPljj6HlcdUiTqC7Rmxjj6YNkdSPN03kV7AWzqp4V0vMVHTXqCQSzAZ1mjcJmRg2ZXiVc5kbOqHM0RNjm/MeFNP9svxYKEDAuUszr5mWmxvOANfL/+KgKbDJfupIUaqeFU32uvG2qiEdI3LeHG+kkOB1FXIubRipr8SqULX7mIk6XBHAdkxNhBmjzxkEC6OKxXAHA6ijwjTRkFNWi1iljlAZTV2Cq573zdZwK70SeJMKmKR5xWGGmMNNTVayzQ0qOzsVpo0eMISzNIcuglkeSzMbmifEb7THIPIUU6Y/zPR0tdldocHwyY4pjsouzBIsOpXkqIgH2eqNJALkPOqZm44w1/in42c8yDDsR555jnSrIjjwnBCMLjnD2vElFgUFJUzKdijGYEX7DW/PB37IHPXOtbBV4xRVOF0dQ6yPHJEZMZrA7i7GALKtMz3OaWqaSZbEGFGIbh0cExOWCCrIT8xr1ZhS8nIXJr26Omj0cYAjWXUbQKMn+nGoFYpSzuD2XeligAc9WRiP2h/FnxqxiTAfC+hquTsB6pSsx2VVr+YHibQL8QsbUOHVE6m8VLQCqrATc4lGAxOm+QPsx85ULUOPYxLzDU4hGtPiFdXV2I1VZVpBOT+LXCWWRYFqFRw/UaMRK6KwBYca88Ivs48oeEtPhf35TR4UlNG0lJRQQrPiFZWQxoKhutHUs0EtOJ/iY6iuEUVcVklw+aeZIc218cxXlKj5OqsNoqKGCvxG60FLFLmZJYpKZaisxaoMlXUVUtPG5FPT1dVVSdWqqQ8ryCV0R2ERVY1MhchWceYtdWC12xGbF7QbAqiOrFNFpZYJvxLqrQqWSMlUVCFBASMYj3EqqsQJXJU2QRWNqTAaigwaGmSFyJHKpOsiysUhDLmjUM2VJC5Bd1BkMRaNjGrO66gmlp2eQfhtTfDJ0ogAphLskjSBB53UgKHuHCuCzMSBxoLDaCpq6TEMFpMFp8UqqqLrmqVJTLSrCjNLT0xjjpoooWL9RkMM1OYYacrI8SfDLUNDhjxYw0MsIdQzJNG5K3jRvxEYgjIydybmM2JuF4n6OGZXieRCqGVEVrBD4RywriixBVqby2FIIJieIaZdNptBqY2E2n1aSq3kdUSaB1jMe8gB3CFJbUkU4VjvBCvXNdLHXUuBVcvRo6qbDabDax8oyLJSIEoamULlJM1KaQzygfitmkGzAUh4nYPidNgFHWVgc0mLVDyU0rxg0z19KRT1UysL2miTprOgYdZB1GUknjSCcvycwcnY/iKZepyzNRREMyM9TTSSy0KtCFUtNMg6RmUXJihMxKqoBr+OnhxShTBsbfqYLI8nXdy1R8DUKpEdbBGpMqdNwiTiJBnRrkPa3GmI0rytpo6iOpjVIWLhI0dhGFSVmYKIytWS3l/OTg9SviDTjT6jQ+I6gMqeNaCDW6XUbfL8+J3007nyliGn00olKkncS/mDC/l6+339nCbknmSXxX5bw4py9zHVRpzRS08Z6WEY7Nbp19gLLRYoLDq6J1+mWILueOZM5Ita9u499d76W3Fj/G/wBjPjB4RYPzVybimAY1Qpi3L+L0tXhUsky5isEiFUpKoG+SWBiJsPqMwKlLWC2I+Wnx/wDArG/BTn/FeUsSimlw4u9Xy/ibqwTEcJd2MDlyMr1NOCIalVJIdVktZ7DlnxJ4U+h1DThNsUxDOAMK7ZvFDbJeCPLuvswHXR/grx1tfph4Zq2rWaVR8pmYET6UAbCrZDmMeUkE2lEElWJzVJK2oA7Ef41PoNSANLgAnhOza3JOtx7WP0O3b566Hh+kwmUknL37/Xa+hvr2GmmxPHv3Q+5UDa3qB37W1O1973v5bcZUyKPS8ZsXYIwfTjPa+3frfiJzWOf+Pp6/ft1GrEfIdxt7ai3t7/Xj1iR666H9Tpe1u2na9x3PEgOEuLArr27ki9/Y+h0+ZP5RwU2FOd1I77A6b/8AP41HDTMooeg549Pp37+9AjnpwgY1QJ7nH6Yuxj36jrsxvobC400vrbUk6k8JCDfY39DfXfX/AH9L/SWfdTkXsdTsNLW07kbe/roLk8A+6SBcqdN9L229R/PbQA8eE6/Uex+lD/igD6Dv75D+/t7jHv6/X7XmM2NrgfO41+ViP7m40PYcB1FxcjXS1x7fzfiUNhV7WG1+259Ntr6/X0NuC/uo6gxhrG1zv6+o9f8AJvwnzVri7o9s3RP2sfuKwOkMLCu/0H0+v/fRq0bm11JBFjp87Dtv22PrbbgZw3MCSpAFwdATa1tt/cWFiT2F+LBTB2/+H1tppc20Omh117cLUwZiPykeo/Sw0vYaa7DXXgJkc1Q9PS+AMiscf56mCFe/84vP2/nHVYrhbAghdrDUX1NraEXO/v2014UrhjNoVNvY3+WpGvy3v9eLNXA9iV27EC1jrv3AF7D634NGDLrZNT3sQTY27+h3NxtptfgfzXGMfrfpxm/57Hoo06kX654H27cH+A31Wv3OCNiNraDTvaxB3+f03uemDnst7G/e+p7jvtaxtsdLcWAcLINshItpp/A/XuPcenq4c6/07dgpve+gAve7bBe5Oh4es8nArt7d69O/tnn2oZ0yk8ZJ9ORjvxXa8j0oV0i5K8P8S5z5jw3l/DISZqyYCWbKSlHSIQamqlOoAiivkuQHkKr3Nu1Xg94cUWE4fgfJvL1NGsFIKamQkKgqK2oZUknqJTkuqs0k0rkgkhrEsAvGavADwwn5R5QPNNXQ3x3mWpho6NnADxQsqyrBGCblaeJhU1TAZVd4or5nCnop4O8sYxX8w0UGCKRNT0b1cs70zTCnFPK4WpCkMjTAiaoUvb8NM2Q5QOOyfCngkmh0iarURMNXrY0eiCGi0zkGOMAi1L18x+58qngE5LxR21Ex08ALJGStKttJNgAAYwvFDkmx1qOn8KaTDcBh5fwWtR4oY5XxWoIzfG4o9lSl6bC4sW6VLSxAvnZp3a5QmB+KkqcqUtLyJSIkdZElNPzEwAMceIrGxgpHCsVaWhhnLVDqOq0tR0QFWnMR0mjwcqYH8fO9Jhs9KkC4S2KySSPW43Um5xmVEVRLFCueqlzRDr1ssJaRUW0OTuZMBq8TxSvrKCqkx/Ep6+c9SNSRUNOVmkrDK6JFG1XLNP8ACq7RSk3VUuLnoSmGQARBVCBcC9ryCsKSCCsZKjJtnJJrbXWkj8C1vg/w08iaWWTxvxJTHIqBTP4f4c4DANEG+YNRrsixHUel8lt+JNUxV4fSxRhqtpKmMpIYad2lURnIQ0qoLZOpLk/MufIQxVypAiVXh8cMfxNErmJiIpJAqsUeRWPTzAEZige6941uPMdbT5i5TxTl4U7cxLNRyVNOJqWheNvi5IKhiVmOcdNYSBmR3cu+YWTI2ZYa1JFVBVoYpAzkoFcKWDZjbMo8rBkCKT3kDhVsoIg6uJohI7gIwG4qRbG9u6yM7SuBnHNcjrimr0GpgmmfUK4laZkZHJR1YMFC7GAyCRa0pNV9CcBWGanbCa02gnZZIaoiwhnCsiuxIuIXVrSoLBlEbWBW5eq2il5bqJKOSBUnLq6yKVEZgCsB05FVXC1CMGZlZS+dhkIvZlpKWWmrOi4JGZUbL51WRBe+YXAKgFQQGW4Itsy3VzPyLV1HI3LvMfVZ46hquBZc6ypIITG7Bsjl45oTLJFIkiIxCI6nI4PD4ZDJoXcFRJEBGjuaYxyEEBcZFXtIBIzkC+rnwnw3UeKeGeJGFD+M8JgXU/NQqb0olWKVSKvcjyAgiiArLZG3bRwigaQyxlLSNlliKklM7N/7btmDKQQR/wDqIRqxHEop6WnrC3x6SVElS+eR5XDtI27NM7AmWVhfzmRjrf8AOSCRR4bRCGaKuFb1w0bUrUphZUuNRULKm1yD+GS1lICXJZXR6WswyKmqJoJjR1LOkFRJGDDMYQjTKpIyNLAJIywjJKq6MwBZc1BNp9QVM6AShVJlC2xiFgAuABtAJG08EFaJJ6yryNp3KyOY2BBDK53McAjJwxIJ55vBXHReL+DPhzzRR08WL0mG1z1AkYpPTkz0KpKUCmYRZ4GkH40BpqhrQ+Z+lIOiIE32HPDvFnlkwrH8Swh0hknWP4hJ6eyRiQrGtZHNIzMBliXOrSSssSi5B4t7DsQSsemgQQRSPJHCjM8VOjM7WDzzsVjjjC6tLI6oiAySEAMRMsJxqKHNnkUMhMLMkq6KpyOSVBVwCq62vcZje9+KtZ43OxkRpKLZA3hS3NqFtVHlBwSFtvNZ6DrdZKYxJNEjwkiNZGRXYyKiEj5jhpAW/wDcK7qXcQo21WfML/8AH7hNSVY88SxoWsFlWiic3Fx5jG0aIy3s5YIbWvcEcXbyj/4+vDOErPzBzJU1sMQM0iy4kY0CRtGrLNDhVP1l6plVYrhhLldgOlHJItsUvMsZRIqWeTpRi0SFi4to7d9s7uxtcsGuQtrcSCDmGeaFQagZrgnKVQEIDY2Ghy5rLcXvm1Y6HxrG2JQCauiSP1JBIu+COBmx1SHVQ7rWGNjYBoLVng+cE0bI7G7PN9XF4c/Z6+zH4fYWKilr6ZKsq6PQYNyzWtiYmjMoBrMSrqZklifIkpYVM7yQSrlRaiKWGO+8K8QsC5OoZqHkPlnB6fr04pRj9RQTrU1sckVNmAoa6aqiRknEiSVUxnSpkCzRxRQ9Knp8iYbjJdssjvqFZfMgRgLMct1JcsRfYroCMxUcWJhk2J4pNQLTxVNcqSRJDAqGSNiWtGgXIVmDG6hTnNiIlK6Zo0kUh/NukQeYg0qKBx+UIDXq182SaHTW8RlDrHCqQSGkQqrPI5YhQE3u+0m8GMWDgVRBn8kk9fO2JV9S9TVVJSeapnBedkDAtI8vlKCBYyqnqBEjIACQxrxOZ1lp6Wkq5SFdQYTEaciGmElqiGDMwAWaRZnmJuOokn52F80l5TxPD6aAYo5oKfFVhpmioCIZZplWY2oqcVCyJJUyMzmSKWNUMTCB0Qo1/cXlgx1/u1MPmplqaqGZ5pA4kDSwyKrMks3UWEsJWNRUmWoJJbJFBJYgQM0igrkGjkVgrwOKF0CrG+MAdWek8On1SpCGLSaqREVQL8zkKDYrczPRbcF2k1ktuVlfmiqoaT7yw+saneuStp4gVCyrHMsUFZIzM7DUsIFABCfjNckKeIHTyTGqlmmLAytI0sh87fjq8ZfM9yVsdzq6kXsSbyXH8Po5JoqChZYYMOpzTxRku+cxu0lTNNIQCJqiRnlF1ZShiQLGqrZwoU5fMNKkq1FFIVjWorjN8SoYJZiKQxCQI+VlaPrOtwCpBCgaFkD0DIEVSput2TyQLORmyO9VfRtXooNRrY/AdJr9Pp9P4TthVdZJLFFqNX5BrJY3aNlQy6lXKvJ8pTH8s+UChNOSuVsWw7kDHeZMQWSPAcRrYsMhCTR089TVLItVNJTmU5ZpKOm/G6VmMrZY1KsQBWPNPLEdLK9VhUzSwuWJ6amN7eUnrRG00LuWUgSqAzholdiAz6QkxvCa/wALqPl2hrosUq+WMTq8bWmpomRarDKh42qmqYZVWoSWlkjjaCRVkgjikkjnIVQDmLGsYqqrFJa0SMju9yC3lRXJSSAhr9WJ7sCrAhkBWxyq3EYTKfxh1LAomrEOkRYnRvkxRQqJnd8sXJ3DaoTadoDbD1tvj/TeF+G+H/C3g7QGbTr4Fp9S/icOp08/ydbqNTOdQkDQF4mijckTRF9wKoykbrauazyQywOwMNSHp6tdGjqY9HAqITfpTR3LrMACD5kYFWVud/2y/s2weJHKdfhbUix49hkb4zyhizqolzSKXWlkcZjJR1qHoyMCUHUzG0itx03rMAepp6jEqHNKpMhVVQs0boPxEkW7dSyHOpQFpI8yuilGPFP81wR4rQR0N26vRqFpEkeSSSjqQ2Z6UZwCKeoct0ojopNrguLu1EEeu0J02pDOZFY6ZybDLXmj4P5sEFSNsihsliw5fodZqvCtfp9jkPA4l0mpjIKOLRgtqSDFMrHcvAYkMqkv18hGJ8v1GFV1ZhmI0r0ldh9TNR1dNKMrwVNOxjljZbDVWB1tZhlZTZhdtaghUWC3007bem/6fU9hx0v+3P4INgGMw+J2B0fSosVkSh5mgjjyCnxKL8KKukQD8Mylfh6hiB5jGzWOvHOSRHBIt6iwAuNDodLb21G+vz4434ho5NFqpdO4yhtTR86HKvwBxgjswI56+l/BfE4fFfD4NbHS/MWpUuzHMtCSM3nytZBP+1lY89MLUaXtlG+pI+Y+m2o97jXgpqBSTZRsP1va/cdhf00Go4ehEzG+XcC59e9vpodCbbHfjxozr5SDrr69/a4IJtew1078VxSzXHOf0xXtnHAHVv25/nr9/wC3TKKBL/lF9dRe30vtvv8AoPT8cOjFyAL6XAJ12vbT6fLXfh4VTr5dfUDXW5tcbWsdB8x6keUAWIJPqbG2np76X73O2927Df2/x2xjPr7+g69fPt0xnD0ANgdN7jQe+npt7X7cJmw9Cdj89dffQD97n14kjLf+ki/637fsCO+uwtpwSYQTsw3ta2up11I/xpw4JQye/Av1Gf5+1X17vxeQOD+nvz2/z1KFp4lYaL9ddR399PTQHY214UiOIaAC/wAvlfX3+Z7fLjxKeRraE+g11B1Go2sbWBt678KlpZANVN7XAsSRpc97321GunBzGex9P+/f/HBvpqyCxYIog+v8Ocf16GiREWsu36Ael7m++nca3019MUFtAdRv2Gm+vb5b+nBJp5gdmO+5Ivf3/Qm1ttbAHg+OlncflPv+hubDsdj30tYdxCDks1Z59eM/zPt0f54qgvb0zwDZAwe314ycdEmKK+oG19fT599t+3YDTi2PB3w8fnXm2kjNO09DQyrNOgTMJXjHUVCNBlRQZZC3lCqLkWPFajD52ZQqnMSoAt/UxAA29dAb6nf146E+CHLX/o/linXKqYrjtO71ExuJIqZ1Mk4FlJTOilXkLKEjBUasAdT8J+CjxHxJGkG7TaMrPKrWVdgw+TGfqy7mGbVGB5x5XVyVkOxdtuwoEDAIXNBmJVFu9pbcbA6vTlrl6aZWxFQKbC8IU0tC8r5aWnklCrJJBqENRIFMrNGMyqiE2GUnoD4WYjhvh9hsEdA0I5jxvDUrs8yrFSUODwwqGnqAyOXra5xDBTxv5RBE9QqkzxA4Z5YrsV5poxgNB0hQYLDXYzU2W8VPT0pp5qqd0CMZqmqVIKKnBVmLSRqqlAvGhuY62nrpqzFMPhq1wSDCaGtrSlRLG8lPSSrHV1VNBK0Zqm68KyPHLP0qeKISxwiVAR3oLUCu63GzbbJ8rBFWwAR5gE2q3ZQVQYsGim1sHhkon8MW544w/wCMkiG6LUSrmSFb2xmGViIHJLMyCYbCKVf4ueIdTJjIOKVk1YZBSy0rxsinpRBoadVjfqKsciKcsT6rTqnlMskrtUcnPmMSVB+BqqqmRYoacpHM8XWij6iZZ4YWWOQ/iSeVlKASGMFgzFoDjvNEmI1LxYTAOiFQPX1CfEVzMoKOYqh8zQI2ayJEFtcBSxUOFWBVc+EVIFQQhxGneOaSWOKcmlqG6UsgEkcxWVlVgknlniGZoyGe7RfxcgYBCFhG0KoUeUYoBcA0LoUc8Z6xXiPi/jyGXU6bVTSappN7zfPkE0ruRuYzKWYM1m2O7cSPXrQIjrPEjlhHZGkxPlyCojkeNpZZqjDQrVNO7RFnu0TieIdIKgTKGXJGXWn6SWnopkQhpSsylo0dow8KMMyGVMrqZACgZFY2csp/Leecg481BzZTRYcs5pXJo3+DWVpZ4HzxCpWGS0jsyyF+iVR2RmhEaOxTiyMc8HMH+JlNJzBhWFVpqFjhwzEMRpEmljctlmcQTzmksyFZYqwU/RLIGMZLAW80Q8QghYCMSgKvzZP9NZjQG0BvLu9iBznrdr8Ga3478A0fiuihnfxKJfkeKpJPEpYwxxDSzo7FakljuORQzSM8e5LLELScFOlVXfEU8NqTrMYhmsyJmZljOuZggKqsjeZyuZrE240jSU9NhnhRWRYrCzVOJ4ktRg5kBBC0SCCs6Sk6KeuEmlS6oyLGWJzWfOTPAerxGnWgplglxuKsikaRMVw+OkTDh1EndYX/ANRUSLIvVEkcnRaFGIgkZg6o/FGTLiFNhVLK7YPgVOmGQSEo8CJFmEvQMmRR16o1U6g2eRpWlK2IfiG2hljjRHjeNWZmdiVG5IFVgyBXYbXk2gBgtosl0CpbT+C/Aus+A/hfxrxnxSD5b+IeHSeD6KOYNUsmqcLOzhyGY6WFGdmG9VleJrLLQzMsHUrbBmRmJGim+bMciqL2JzWQAEk3ub78L5mxSsyUFReopqJpStHIWMEbAqKlhEtumXESrK4CySZUUkMi5ZAlBQ1uIlaUmigkmIhWolDvCtiFEswjjWRl3aRURLEDKCBnkdRyhW0AWqzGWF8rQTwjy1EROksbsB1IWCnpPlcEL5SrB8tFDDOfmCOR4xKtSIGqxasVcAsGoA2BYBF22D180+JaOfdqJl0zTwxym541aRFazsP5NyrIcIX24O3ZYo1ouCU0qloFNNYMSlpJIxcsxdM8hdUBKqFIfKASS1+P2EUEz1Cxuwy5vLNZ1jcl8qFs6gBbi5Lg5VuQexsimp4oqhnnpLxgjPEheIyxjMMgkVT0yQQXKgkgeS5U3X4dhlGtQjNSutO7SELFMxKG7iPMekWmKCwJZULKCSFBNm/g1TYxS6NmhtLDy0D3HF57fp1nZdBqNRC8krrCXbbGjfMBUKgJcnZ8oDzUNjMSUNharqOQ4PjC1bJSysSrsjS0xLxvm8pMEsZGdJLmxiJSRSGJ1y8TuhpIELUNRHVNULTqYZCoULPnZWWRCWbJmDKQCJAwQhbXBsbA8RiwSnleiiXrNF05bxU8qhkZTGfxUa5v52cBShYWIysxeOWsHrMZr5amnpaSBMpdnmEUUVhbM3UmKDqeYFXzeRmygFRo+fw7TzqE0zSmRm3slKip+UgLJuO70YkIRkURZFd4TpvF9TM8K6GNwm2KN63PKWABJSgoVQxdKY5G4spFE7kzBaupVKN8OWtUuostO7CO2fPJA+V5omQnzhDb/wBwBHzhBpekixjBcKp6SCPDY4aVUqhFSQ0Rq2BywvVVbRZzHUHIsVjlkWQjNGFlzNDYTFhkUNBhz4fM8yiOorkqI3lqaiBBnjQEQSU0CTMZYbANVleoTMPwy3YZVV09YaaStniiRirRhcjM7EZlUhTIF813BATJ5mawuIk8EUUDJvDsU2vGLIKGrUjJzVDFEA5oAdXeog0+mWPSyRtqPFdPqAYtRHLGsWjeMgMitTtMysxG9HijjP5C4y1nUWKVNPGZ1o4jOFiKzSTVcsUX4ikxk9RIRJLJp0S0qsVjdImaNWDpFjNdUUzpMKpayviJhlhKxmsp2dkIlYZmELRNJHFJ+EwSOQMzKws3VGA4hS0lOYcTzRw3kqaxJZSkcitI0fQaQwBpTGDIvTVpFDszFSTnFyjyvJjeKU1JRPXVVVVTxx0sFOju89VVMuWnR8vUcWy6EKQQQuZbO9PpdP8AiZI3iyhN5R7KgAAeaioJFi8G+BYPWn8I8O8Qk1UPh8cTSa1pIkRI2Qn5sroAtR3beYAEEUSeQCOpZjPLXRwDB8YNmqhU1eF1i575+gsM0MrnO2bqU1UkRk1VxAwLlyeI3W0dGjJTRFpbRxBwhXMxK2y5UuAY7gMHF81wWYLc2T4hwDAyvKlK8skuHrGuJrKC7QVkcKrUl2zH8VHYxyARBIWvGSzBjxVUDRw9eWdj1kVBCuViZCJFV1z5rRoqMzqxLFyI0CMruyWmqaKNVJtmaixCklQzgKaFmxYskUoFmhdC/wDKngKeGfEn4PQuE1seg0sfiKq6fLk8Rg0yDVOj7q3PLHIST53lJoWVBLwSpGCcwYbVNMYoIa1HkLozxtBITHUxuhZepDLA8kc0Sklo2YAEkAunNvK+Ex1GJVVHVSdKoheqweGCH4iF0LfiIs75LUyAzOTleVCkYKMsmdYri+JJOYHnMnR6JhzQoJZoRECyqkckiKMl1VQ7LdCTnJXLwXgvNZgVcMq5BXUc0ctMIZNHRaiLpnoyWWSJgHILplY+ZTYlSsJtsshiMjfLeOl8tG9wIKMVYbhRUrkU5OCQeqrwHX6XV+CS+D+NxJHI+p+dodXKxlGm1KxLFJHKgYMummuNmZSP9WFWIcIVELpayvpQ70kky9BxMShfLCqtlEzr5vwjnRCXvGGZdQWF4bzWnxrJiNKbYiEFRL0laLr3kZZw8P5UqlOVmkjISZLSIoKuOLBxakgkir2wV6h46eVTUQ1bBq2nQSFbeUItRATkDzdGN43ZY5o1LGR6erMWME84nzSSQlowynpsq5hcjTTQ3WQX1spUbmVBG8VxSMJISPKbYGNwO278rrzVAEEUCM9ZbW6DVaJwu0FD51WN0kglS9olicBkOVCMyNYZSr0wKjP/AIzcl4Pzzy7j2AYxEzjFKGanr1kVWVaqeNlpauPTMokGUOzapNExzklePni5t5HreVOYcY5dxCNkqsIr56NiylRIkT/gTDe4liKSA3sbnj6W+Z64TYnWS1wSaomWJopYxGq1lDLECQ4RQqyg5TdR5Zg+1+ORv2y+Ro8M5uwzmqkgKQY7Tmjq2VLBqqlUtDI9gAHeElDc3LADjIfF2kikhbWxAl9NIyS2lFomcAM4BNFWKkjNWxBAI66T/wCNvGJTrpfDtQaXWRrIgB8g1USKSVxVyx7i5ABZ1WxfPPH7oUD8oBt6X7ak7i+5OhBPAGwhb6g+wOpuPXSx01A7AX9DxN3pW1sNiRca662+RGvyvwWYiBquoBGxN/a5vfY3279xrzhZksjaec44Br63xfPXb/kPQo9vUA+3p7cj2xm4QMGGpyk9yNbDXXUbC3qN9fXgD4Ra5y6fzp8ib/TW2o4m6hRoV12PcaX3Hew31O3AXVGA0toBbS2n1P6Ee/fhDLGRggffnjH29r/qevfKf0J9+3btX9r5rqDHDCATl9h20BFj8zqbfM6EagOHa6qf0J/fX+eJkY477A72Glvobet9NNNR68AaFSb33H/L2I/z/AQMpNhr++BZH/f2PS/LYcKe/oTgj1HHpjvn06cocPjv+VRvY+4vqdNd72sL99jwqbDoltYA3Hb2Nj7nU6G3pqN+FkIcbqQLX0BHfTYaem/78DcuDe19NFsd/qP1OgJJ0FzxKo3divTBPbk3j9OgDbXB7G6IB4PpQBI7mhnsek8eGIdwABaw0/f1tvp/vweuHopACAEfvrvrYXsbbnS1x34MWeQaWIGx3J1Guummo7DTtqOPwmcvexvrfuDqff2N/oBcX4cU3AcHis57f5o3/jpQ6isenbHrxf8AO3Uk5ZwWGrxmjDxgxxOJpBYWtGbgGx76++1tONXxYw9DURhCQIsOWkU2ssTstwWFjcgkgRi2dlQOSnFGeFeGy4niEhFgXcwoWvdVSMyyMSSbAADMR3AG9uLKnZVqqoyTr0Kd55Igz5HqJ1CRLl0uWUsQh2yB2J8pPHXPg7RfhvCElFCTVytK/rsSkQWTVUu4ZrzEqOq/XfP2qyhliZwti/MyqCQKOaDi6ut3a660d4T18dDR4qXmp4GxFYlxOVx1IBRrKasUxkViqzVDQwlGYMDKEEaWWSRJbzrzpBjD4rV4baKF8NioVSORlhFyIql0p3RelFNFTh6eNSSqOtS5ElTJCtI8vtB/6alkklmOaf42soopoUFRFSrZ1PmMufIM3UCLDBBFIbSTywqry3wf3KQs8ktfVSMklMSI1p43UGFlI/M6RquYObhTksNjtXWaWBY1KqsaFrahgMGKj1NmzQvFH8vVPNDLNEsXEMbNM5BALPs2JvYeZgovauQCWNZNuHIdZRPiw+9Zmhw+CKqmkMUbVDSyw000lJTiPrQqsVRVLBFPUGQ/DxPJOkcrxJC9gRxwYxWZ4FkuzgAg5jnLXvfKgKEMpK2ugDG+14fyZyscWq4KI1lNh0cixk1NWKgRGJpgkpVoIJmtTxCapfOqBooJEjzzmKGa2psb5a5aqEpuWqeaslgbpvjlcp/ElWQoZ6HD1yiJJEP4ZqzJOgGdkTYQ9PpAJTqJpXoqqCInbGApLGRQQAWbeFY235AFFhrm6XwEz+FfjdbLovDvD4tSWGqlYPrNW9Q74dPApM0qxqO6pCrTVJKN4qY0csnh1hlRV09Pmx3EKaSkpquWOMjDaVkVKmqgLMbV84/01IWQmlg+IqFBnMLLFKaorCkVdV1uVmdljQsSwdLMWaO6sy6NeQBgr3Vrki0L5l5iOIYh00eQwpFCMskkjsJrK8730Bd5SzMdzfzMWGXhyXFYMVTC4zH0lw+lSllLNmEjLJJI02VVXM7mRQQSXKxBi5Wy8T9TrjGXjgkOyNQsZUYJBA8o5oWcUbJvBPUPX+PeIzS+Habw0PB4RomqKOPDfLK75J5du3fPqHCh3IJUBEU7EVV1NybzZiXJ+OUcjV9BXzU70tQBS1UdXSy3jSVUFTC7JJZWVHVHtFICjr14yotLxCpMNxaCgx2mp5o8Hr/jKiaCkhDtSYkY8+WXyqjLHI5UyEoVizOkZZVhfFdIZYZqeaCd5YXIVGU5SxXckSW6YY2KnMyDbMCLDenhjPR898nVvJlVV0mHYxUiKuwSqxGWOkgr6mnhenmoaytkOWJp6Vz8NI7JCZoMsrFyHCx+JSR6AS6omSREWPVagD5YERUB3MZLgRow3sNxKLYsgseu3/B7J/5J+H/Fvg7WayWCOSHUarwUPIfxcGrQKDBFLIim5UQIwdUDlFarG05BlIEr9NbWZwLG1yGa3ZWC6G2txrrckCecmY/NBUNSVbCrp6iIwrDUM0kEDM/USSON1eMkWkyIQEDP1tWVbzTHPB/mrlmasOK4FWRIrMIqh4nWlUhkOeGoRTDOAhKjK5iZZkkW5ylqygpxQViyS9W0UqMy06I8pVZBmC9QdMMEvYv5VIykNcHgUUJpJoAssEiho5lcNHIvdo3ViGCm1skix3HPFvHfgPxr4Z1TpqIdVpKYqjyBk3KGC7shgRQBtgVBF556vTCOY+XxidHTYty3g9TQRyRipVIJKZ6iJ1EZPVp3EsE7AiTrRqPxfzQSKzLwuxHkqmkq55OWJHxOlzGSJ4klaohzL1enNGi5ldBcF7IrkCVRlOUUhW4h15Y2XyK5RgQACsd28jOuUsUAAsVbMfyHLvNcDfGMOxCh6NZPTzVsME9JPS1BLSQzsyIb0soJZsoEkD5ZksFliFwCaO2BqL52VVgzybQCaUCidjEt+ZRZBUMGAWqiFh4myaD4ggRtKkhMOq0kGlg1kLeRWPzEhVZ4HQeaB9tMN0bIWk325ynygImqavmGOaOgooDLUKkZ6lyw6YZWCBHnkOWNyrIZbK2jEhVinNKeTDcJpo8NwpZyY6eIrJPIQ75HrKkqr1UqqbopWOBGXPHAnlAtuDGKzG/DHHKTEA1ZjGHY3hgNdMglrBhslJWRJFNKAXlijrFdneVS0TSoA2UgNQElK0Ul2VUkR2zdb8pC6i9rE5QTlC5j3zeUXiK7hZrj+R8qYoFDhjhEbcxCiyC3lDLdVxitl8YfCUHwx4H4cvgobUQeL6Ia2bWPp44tTIkshRIC6b/lquza6o9MSd19SxYk+HjliDTyhs/XBIRUsQ10azFiSkgYSFbMFPmtw/YZLIlVT1UdPAs0XSkaMEGOR4mCk5GKowe0ZyAi6qFOZiwMn5GxGbHcJbApoqU0VM61CgUsas7ydOJs83TM8jEFCt5B5UKsq2DizMM5Q5a5Tq/juZ5JMVRIRURYNhk0aTTu8f4KVNU8TRUkOf8ADqZAkk2VWSCB5SrpWa4QAp8udpGZAZAyBWD43KFsg5N3a8gmh1wP4a+G9b4v4lrV1rxeE6XQzqNR4hq5tukgjkberyTFNzNtX/2lV5LrbvOekGBYLzLzrWJDTUk9U7zIwp6WBkiUsVy2hiiMS3BAVFSME3BvlKnYHJ+E4H4MYjQV2JUmHz82rGlZS1D1YmosLnkMbItTSR9b4isKl5D10pehKsYKhRZssT+J2K/CtRYNBSYNDLIhSHB4zRJCqyMY0jkjc1kzBLKZpZZJZtSzAsRx7gnM74rR1y4g7NWYcjPFNJJFEZVYnNDLfzO6veRXe7g9QSMcxHFUJNlxxK0SncuCokKkUAAMAMLvN5rABJ694f8AFXwb8LaLXf8A2xO3jHxQmklePxzxCCJdDBJGN0kml02oR2lfYrCN5lphYEYYqDdfPXLEPOWKzY7hlbTYfjGJyVVXUYZW1KU8NbPLIXnNBWsXgIqM7SGCeZFZlaNWYhQagreT+ZcLa1ZhpijZHIrDJT/AtEQQyCqz/DE5M4cRyMVcWIym3BlD4hyUcNJEJUkMNV1ljfz/AA8eTKFjW5sCxdmyZGViGYEZSqfmfHZ8VkanqKrTPLLUU8UpMEpBztKVRiA8eZZA6gkpcBlVTYoEjrEZAphUhWaisi5UAMRStzml9fMboclk+O/B/ifxHf8AEfg8y+MytKreJeGalItLq5mclXk0csUgiVgVLmOZBuZmEWBcNxPlOeCCfEI6mCekijYSfA19NVyRSEKLyRwszRIQSnVKlc4CsysVXiocZYUZSSFZYZFSKzBtTMoBMkTizAhhcAjMGIOZgBxYFdjiYdiSmhsqxhYrK5f4gFVDq6kEPFMxe6MZPwz02JHCrmnlHCsVwOh5mpK5IKetrTR1WFU6s9ThtcRH/wC2JXynD5+oXpXaRsjo9HJIJVRzKbSx6ghdMFik05KtUmJCCBvWzd4GATVEjqNL4HF4xBq9b4DHPBLoEVtb4Zq5o3ljjR1R9TpZAIvmUzAT6cIzxA/MVnjDFK1+9ah2q8Rqi09ZKkebM8ax1HWQR1PUjygMslPZc0bIUkAYKTtBeY6LD6mOTE8MqWnRIKc10UypFUJLLEGq0RMztNHTyBlaVAgZSj9Nc2li1nKNdh8c01Xmmp2gZopxFdlYIJIhNGjusYqAHSKQOVzkPp02UUxNjUdLiuJiWCOGkqWVnjjUt0mMfQbo9ZnaMMB1GUtqQU0FrNljmjeJdRLSzBlJYig1i5HJBNruskMLU5sgViX12ugSbw5kWQJMsiSSo5MQ3rDPHA4YD/UUD5nleniUij+aD4shnjaeNgRhqm92BZbWeMAbtZgTYDQPYm++PftW4EmNchYjP0h8Thq0+PU3lIIi0MiqbWK5Lm69mt631HXVK07VE0MxalaTozLsXjZjYgM1yVIuGuDbQ68Ub4lzpjfK9VRTfiF6HEcOUuNTSfDzGJB6BD+UG9ttuM5rEWaDWadnDfMidR3Dk0gINEHkG75A9qvvh7WR6DX6XUfMkWSLVaR4goG1h81RMklncpCMSCBtOQfzAjjm0sR+V7gjbcnYD03I0P6jhLM8ZXygXuDfYD3I9Pcb8OcmHNHJLE2hileI20/9tipB9NVPpfU+/BMmHkeh3B7gjfTftfbX1tpxyAtZIKEeuPoDj63689+31YAQop7sCs1fAFE+2f29KYDHnuwI1uB+p19e+2x+nAGh8trj1vcen/LDWx9wOH1KFgbAAgEa2HpcC2v6bgb8FTUbdhrfW1jcDUfX+1r8eULzWM4/zec/bk3nrxJ7E129b9L5Jz+vAx1HXjI2FyCPT9RoANB8zrsRwVllOwUDXQg3/kcSAUTi2YAm+mnvYW9L72PzIsOBfB+x/wDtBI+pHe/14cqqWwKr6eovtXH1z0m4gc9+/wBqzf7e/v1KFhhYkKLi+m3sPT5+uvzHBcsMUY81jftftfc2AFtiPS5Hpw3rUtGe5JWwK2Jvt31sDptbf6CaKaqGrEX7C5OuwBG4+Wot2HBxC5zZAHcn6WPb6Z9+Og/NTjaCcCiPSgPUXYHb646LnNOBpbMffcg2sLfLU9vU8JogCTYa9iNrkDbS3/W3B7Ya6DzbX2v6339j3/zrwbHAwIKqdtQN9AQAAPX5b67cFSlsWSaBsWLqvr6Xfckc9DIZiDtAGMD6qfShkYu8EdqPVzeGkslDSVFTELyGHEAp9GeEgWI2I2vew1vrxIYaeZ4o6iRiKZ3KiST8pYQpIbC5swzMToTqGO1g2eGggC0cdQCsUlQUmAW56VyJLA6G6+UjS99L2txYGLT4dNTSYZg6CGhp6uor1klIM0sADGdXtcK3SAiiRTZrE28w47n8PbR4T4fgm9PH5QMncqE3XqSfvVEDqQdF87T/ADXkUJHuSKMEFnlKxsdq+m0f6jcE7F5NdKsIpcTTBfvCnkkWmlqTQyBcwjLTKJFWfsYlDhNScpUEA78TFQYHpKaY00L0sUcDJTsZJJZZEjklnmJYlp5WZAUGToKkcIUCPVs5e5l+BwNsHmcCkxWoljlW0cjR9VUnVwjeRXCiC0rWkBhWNWVM6mY0R5HpJMPnqqvGKypaQVdXLSUlOpfK9vh1mnqCFlaPOZJ3RgjFDGHN76vbFMkcasyHYhkZsqDdsAFv/wDX822iCM0OrDRfDK65VaPWaREZI2l/FaiPTfLsraFZKLAkhwYw1LbNkECxMMqqXlPA6vHKt1eqrKGtoMFoiSxjqKyJqZq2p0tFBDTT1FRSx2ZpZxDfKlmeskxeSPLUrIVkjeMRLnsysvnWRdCSEZB/9TFQRwLxLxFJseeKhJjwr/Ty4ZCJS6xYdUU0L06OwZl66R9KKpYEoZ0YgkbwvrNFdGLAxupNzezFQStrEEghrk7g3AB1NfrJFZqiH+kgVEGboUftZtjzljXlodQviqCOCRfA4graXwtp4wwAI1M0kiDUaksPzJIY41iBoCBYxRbczTdqku4ldw0kiK8rkHMZJCXKm+nUA/MQANSTfUcTXDZJBSxGnuz1BaF4gisWyOrrkJBYE5FLSKiEeYFiCV4rqnaOoagijdQxkGcswBZpHAsSdCBezFibA5rgMSbEqAKCqNLSyiRKb8CKWMBEkUqGZhojZWkdjZ8pCZLhTe8JFLhiVLAVRqwGFc+maIrJokDBrLRaSV9IdRCu0RzRwFWUUN4ewVBDFSqNnIAwSpPUnoZ3WZkjd8gLIqMpXMouDbUOg2IU9msbgMDenJXMNbQS03SMyy086Sx9J8mR1shbLcEZkBDAAMUzLfK2U59oJ6gTJIiMkugzjZmW+ckGxs5bMQQCSL6BTeycKq6ulyT1CMOpqWCZWK3u7AlbMBl1uCb7XGhesjrhCynaASbIPFg8g3xwB9OrrwHW6zwjxTT6iKVYnEiMmyQrIHDL5gFAvAGd266+/Uzwsgh56wnmiCsxupraqmwcV2F4NJKpTEYw8MmKrSJOVhmloaUPXJSRwR9WKkdkaNoCVylzzhUfJ/MUstDS0tQOvUCFKumSegnp5DNEHNM9jdVbOEkPUgmVHzLKgHDZ4f8APM+C4lh88VZVRoiR9OamZoZKeo6ivDPE5BZ2i1dQqGySFGuFZGnnjvURVGNYN05leaowbDa+qgjjMEMFZXxfHN06d8q0hqhNFUT06N0o55XVAmdYx6GbxCHVEDVg6aVQdPpFVUXStGkSyCMIoGyUlZP9p3s5JI2AfU/xf+E+Mv8Ax4PEJgg1fh8sKSWyvMxkUBkDNTtGw3OVJLB92Sg2x54qaeogfJUR9FXzOqESIcr2KqoNrKVC5SBcgBhmB1dcNxKdGpwkkitSkdBhmHS6ZZvJlAJys7WOhzEW0uA2Yti9ZiEpetqZ5nSCClSSVzKyw0sSQUsTM5YiKGGOOKKJcqRxxqiqABwjoZAg67OpAOpDAMpJtqMwIvbQBTe57jgkOpnBAlO1yoLrEzFQ2OCQrGhRFgcA1nHyTrfDkTUSDTbikcn+m0iKjtXZlVmUNk8FsA0SOdX+E3OyUGJzUmJGKtwXGR934tS1E7BnhnkUmpgAJnWWmmAnRlIJsYQrF2KSDnTluTDMfq6KhlFTTEJNFeYzp8LKEkhAcBLlQyJawY5CWRVsBnPlaZ5qqEKhAknUEqxdmYlVvf8AMczAl7EBrqAABrtjniKnwbBMHx8GF8bagpaSpVGjYUdRSxJIaiNVHSFd05IlaSQs1MxzdPqssiuk1Uah0fErsXSwd7naqsuaBA/MxIsUKJIAPfPANNF8Uf8AjvWabxZFC/DksU0OsdQZYtLJZ1MCA0r0yiRQW2hjZIJy2chUbcp0lVzLjb08C0SSNQYZVSx/F4picqEUMUdA95niiJaqq6iWMU9PDGqMXlkiidloOZJKmrqarEjUOkpDTTRBWJh6hLlS10iPmstgSc2W5UkGrTjbYlLM9XXxQWzSZZpGeSV0zSOOo5LSySZb3eSR5JGsAzMCzbPj7pTy0tHVyxU72Elhm6nTuQbFgxtchVJuqswX0NY7oGLsq2pzQ3E0LUEEndm8DaSaoCq6+Tv/ACd4vodfo4PhvwDRPo9BpppTPNIzLNrNXK0Zk1MsyIi4iWJIoV3JGqm3DOzdWFLzTUCpaWErAql4qeQqIwYwCp6bXJbMGCG+mbMgY5GHDpScx0q0pWKQtVyGQzyFgilVXLAqKrFndiGEjFRlLAgEF2WiKaetxKdYYQHdYZGCBlijWKJDJIbu6rcKjPbOHlIyIDJIEZTC9S7pHCSzlSFyEjY7eVT2JXaxJ10ueIKxu2o3bGYtigM+YDaAKJFG6ojnHPXGZPDSYFgibaCRZXdbFT5rCnzAmgbsE2SO3Vn0eOVVTXrULmCU7oahQwe6BxmzZQSCQxXO4yvdbgnRZXidRibVqSxGcLVRiWE5emJllZjm08rKALSZfIALCygcV9hWDYs0xXD4amWaSFIZ0p4XZ26jBgjqiqWLMqupGbzr5WYrcTvmStfA8EwilqTGmLxSzVFRGZWNTT0wRY4qSpj1RM8hkm6OdZFuizKeooEwJJHDJFLG4ZXV1HFGPBJxmxyTjF89WHh3wxMTP4pqYTp9DpNKz/MaNk+c26JV08bOChnkdgyLlgoZivkNtOMVjtVCymUtIGSRWEYDKirLYXawMqOxuAWRlYDXiX0tdV4hgllWU1NBNTq8cdPJIs1M4PWWqaNhmk6sUEUUQUuRmmPUKKoqaSrlxXDMSxySqhjGGtTxlXaz/wCoaYxpGinVR05MzNexCrmGcDiYcl+JeJcv0FbUwVqLBTQpTtSMtPG8008rS0sEbrSyTmSOrmWQurRzPS9aBZ44gGghT/i9M0UpQqmrQ6jT+cAuiu0ZkFA7QHjdLagSDwAD0kfiSS67UyLI0KGRtwTcTHMVD7SLUsArAn2sEsb6tHPQS4BiEtBzAk9ZQhKqlwOqhmNRNQ1TyDEKN54UenmakyJlOZZhF1CY0IWMY58RVjgmmrYITTRVyKY0UN/78LBahHZhcOMwJXVxe5AUjjcnInM3h3zBypW4LzY9FS4wqyHCsfC1HxGGTT1glqClNARU1kEcBMcIZnnmUdOLqjoSHIfjbgVbQUuK4cRnmoamWtoHjF1nVWkDvHdiCKmmdvh9SzAxxOBKqoPPrZNSjo6sXhDNGWFq9ovmRjyGBAatpDYcYHRfG1/Gw6LUpBBFNHEodoS+6UoxL/NSRnAkYcFCInVVACsDWZ6vEiuA18bBS8ytKrMPxM0Oi5b6rdgRe9mBJ4pzmyuss8KHKlNRxo6tv12R2lNtybSBb7ADXib0eN0HUjaqZ5qKigYzLoRIxRjBGpJ1DSZM6m+gb01pfHK0VTYjOWOdxUy5d1I+XbKgJ9AOw3FHLYQEsCSTHtGGCKAbNjhy1A5yjDirzumBM0eMmRT6UdyAckVVGueb5657YrRzHE8QKqFU11VawP8A+9IdRoO5JtcE2v34QNQVOgbTfcW1vproANyPU39uJjiEyJV1DWBLVEzG2t7zMb6a7G9/88Nc1fFcACzfLQ2HbUDXt/3fmxhitieSxrOALBz2+vtYu+vrKKaX5cVNZCIGHAsKt+2azz+nUelpZoQBl3Fxpe+ltv8AAt9N0IhqM+bKSO4te409trkG/r2sdZQ9WktjYGwHbYX0uNgb+umwPCWSrSJwMoO+gCjU23t7/pbbvwIxRjAN+o4Pr9QPuPsOTiWQ1249fpz9Tk5vHTb8I7gZlykn02GtgdffW1jbYjbgr4H17adh9LEH+T6cOUlcMpyIQdbC29/237i/oTYE8I/iZDqwW/8A/Im//XDVWNBzQJ+l1Wa9/rx6Hh7NI9dzQJ+1D1H7n17X1HMzB8xW2t7G5uB2sPUb27An34coKkACyFe19dTpa9r2OhHp8rCzTNWxoScuo3PfY3B1tce/ppqBwQ2MQEZApva1xpa/e/sDbbbS+tg+i3dsgY9R/TtjHbjF9LQXPl9b+4xdEdqH9arqTLUxPoxA0vbaxP8AJO2v/ZoqoUuAQfUk6+47DbTTc78Qpq3PIVBy31uCV/TQ3tr7G9x24LFaM7RtOBYE5tRoDfXW3tp6W9OHopB/L2u6OcA9x+2PQC7PXi4IGR6Yqqx79jXtWcdaC5Or4o6QsFbMZmSFw2iuW9LkgnMQCNyALd+JNS1y0MtTS1WUmWnnpiGJBhqKuAiJzoSckmXykaG+1wOKQ5RxRjQV0QkErw1EdTFbRj0WBdATbW29tSBfQA8WHjuJQ4jI9bTERyVscFSY0OXNOkaK4ux0bOuYDQ5r5dweO2fDch/+k6JxW5IUpSARSnYfTg8+zd+epscq/JG0gvEwpcZElgnveVQHIwR6YmtPIaijjBJiDTGajnkuqTPE8URiWfp2DQRm8gzG3fLm4WU+MzUpKSvqjshRiXXrC6sRlA0sA6st1YANmbiOcmcxKrQYTXTqmHVlS6P1wJVoaudDA1UokQlADlaoUMMyC5byXCzmzBcS5VxSpw+saOSSkneJ5qd+pBIhCypLFKB54XR0lglQZGheN47o2ugeT/TjeJiJAAGoiyPLeByBghjXNGz1ajRTt4cniWnEjwRvHpdS6jEGoZTJGklM1CZY5WialDfKkA8yMBMpMUkxaGljDk1lKrQwBjdqimN5IobH+uIl+iCbOjdIHMIwQUtU8jxxtKt3YRqzMLq0jWGcuwsCxF8xCp5gWAueK3p8SUK7rKEmikjZVFxmB0Yg2IQx2DXJ8wJK3a5E2hqafFqCrDhYsXpY0rIZFcBcQgVjHVQ5SMq1caOk0QS/VRZrjOlyyGMalioKiTa7qCQvzNgLMqYreQG2j/cSFFkgdQJ4/wAfTPuGrAC7iMTIiKFo3/7gVQCLp6A/Pe6YUdW0VQsTurdOYxllIaO6sQSHUlWsV0eMlWOoZgQeL/pK6gxujw5OgtFjCQrTLVBlFJicYAWJZ0ckw1YAyNNcw1OeMlYWUNJkmjrpUkizuoPUUE3tGoLWu2QMcqg3crfQEAEixtfDOaaqoWgyw08RoI1iiMUMMcgHVabqzyRBWqJszEdebPMY0jiL9OKNVjwuUlCbbUvbHcQUFEDy4D2aVgSKB3CmUdWvw6+n0fz4NYsUuj1SQxamB4VckCRGMschIbTTRgsY5UJY20bbondTcuHVU1PUVENV/p5II5FeN4XuXQi0IVVfIXYEZmCIMozSDyni0KXEHr6BHqIY5TDAFSZVVCAukeUjysVJGZbEsbEm51g2HxvzWox/B45FxKKBWx2hpgoIlZDHJiFHEbSNDVoGaWCAOtPM8hCCF1JNwzE8RwuSaJkiejlz56erVnRB5o0lCnpmOoQWeNlIJsmdX8o4sBplZWksmMEjatB0ORbCuDgi/wAy+YGquw8U+Bl0uuh1EambRzyfO8N8SVSIp9OWoMjKPK9DbNHdxSho3AZSBb/KEyzYlh1PUsxj+IjvHe0bI0i3vYArceXNoSTe9hbi7PHKuw2LmWEJicVZWyRgYnUpUGqpzJE+WmCzyBRIsdEsFO7paEvHaFcmVuK48HPuiTGpcZxdXfD8DpWxaeKEITP8OyiKlfObH4qoaKMgNnAcsCDqK0585pnx/FqyscpGsk8rpGqMqwx5iEisoyhVXLGCx8xVmYsCSQhBFUu4MUVl27asy7GWyRiglsAbylmq67jP4ZH4H/41ZJ5Inm8X1YOlUEl0jgX5bzMARXmLooYG7Y1xUuxfmGiMlOaSkUIsERmM5jm+IbplHkASOMxxTPrFHmYxnL+I5u3B2E0iYnIr0MgELJNPJBJLEGp+lG7y3aYqsirCrkWtJlGUKzZb01BidWYzTMxeInqqLZmz5WQZbEsbDQgEqQQCtt5jyxLPVzGCGXVkJCXsCACbrYNa5W4AsxIIBva4g6SSh+AckXQFAYxisgce3F184HwmOAgQuEdAbklLTBhuDEurHJBLV5gQDSkC+tR+HWFUUC1PMWIOsVBgywumdTIKqsklRaWnhRrpIzyI8z3KKI4WzlR+aQ+IHiZS43URJh6PTYVSww0lHRyTidzHGgarrKp2LLNXYnXNPX1kysVFRUGKIdGOMCLUiw0nhSzVVUtPWS4v8RTwK5LVMTRNGVePNlQUoiLO7oEZZrBjMOnxQuIYvLZoY1JU3zHQlSWAABvY5F1uFF2OYlbAcVbyQ6ieadQwbTytAm+wAQI97oPysWIoMbIUlBVvfU/jafUfDPwr4d4DoYY44vFfD4tb4hKF2zSSSnfscgkpGirHQq2IBDFSep9LjkU00sqvIUByhEdQwYsASLEmxHlve1yMxNgeD6zETHJCsLnK6qWuxDKSNrgAXF9Lgvcd7cVXhs7NVBHfICr+ZrkBsrOF8l2IewQAhgGIeQZQRwprcXk6ys7lCjRKFXKSWvYta5cAZdW/KLaW24C25mO5ryDwbrAvir9B9Kuxfxr41pXk1SOgBViw/NWRsxtsHN/m45o4NXxT1FFQ4SJVnSXEJ5IjKVuHiC51yRsHeN0YskjSFWCnKnlCTZpTy3itDhVPVY5XCCV4I44qaGQsY6meckLG5CEWRFmqZ1JjHSiVEbNIgakMPmxDGYJ6omnp4aaCAOypFS08YjyU6MzIFQzOD+IzfiTSCR5M8zM7FY3zCuH4OmH01alS5qPiaiZV0BSNliiiLglEiJYyFQOq5AswjRuHwL+DEkjahmMjBls06qdp2ih5FChglG+97vMSJ4YYEg8b1Oi0+kj0ulk/CxtTpq9dtaOBlSQXOI9SVmkG0x1GysAh2m48R8S8fMrFK2amgZkJpossUeVgAVMMKqFDAkWJFkZirKGsGLEOfJYsJhoC0btWVUs9eWYPPMLoIkklZS4hijJyRgrd2kL3zWNDRY9MZlkldi2ezB2L77nLmZTupsdCLD3IK7FFMNVO7ySTQxrJHlRWjyBkVjOSw6UaKcysFbOckeVSxZVk18hSQg0sgEbELmmKDcKAIJGGPFFiQBnrBS6vX6mX5Gq1k+pfzFVlmdlVQxdgDIxVarAUWSdoAJANurzBWQRYhEhb4aqSRGjzqcyqrNG5VS/4kYu5C6BmKgLmJWMQc1uaej/1AjapxRKiU2IAVYZmVciA2Cug6ShSCTfKFzHipIcdr5K1ctUyPLBJUHKxZgiMUKlTsWCWKny63uL8Ram5hlmiMZBFRT4jLUF7+ciN3BuSCFVlly2sQbbgC3ESINOkce4kRK6xWC21ZCCyrdcEk5wCbwTiFqYNEJUMHzfmMD89JdlDzAKVZKBsWp8oxRs31vPlDmujw+qwyqaOnxGnmhtWQ1EaMY1kvCpZJMsExQokzrJ5G6kiPdc2a5uf8JpcV5Yj5lTEsOnRmSIQR1Jqb07Aw2KkBsOXqw1NLSYdOpFQlP8AEUbCCSLNg/lrF6kdCCA54HjQ2YhiVYtKFRmvYs9wSCCxspuF1239nnxAwWRMV5Wx3AqbmCXFo5KOGCaalgq2oK6agOOU0FPWqtBiDw0GHvV0tJPNCy1kYmgaOQmWKPKJNOfnICwUDcpItlNAjzWAQLzm1omyL6soNsx/CS7EfBjYX5SNoRgB5mBqgtEKbA8tg8tvE+iTlXGZ8Oo2Y0WNVslbREggQ05IkqYgRdB0JXzIimwSRRlAGXil8XxEph2K1YYIHSoii9kVCoYai2i6X7+3G5/tS+HFLgkmN0GGtLIuFVNbW4NJUqiVeWldyyv05p2KVOFSrBM8ghLYhBVxGMy0UpXnxirCqwiWlQEkwTXKmwZhH5e97E2vbaxudeKrVCw7JkMm5a9SMAcZyewoEKcjFSNOIPEtOr0I21UJckjaoWVA69wQCCRzSlT3vrO0lJDIc8l7sb7Eak9xc9zvtrpYcMVfQQgfhtmY3JFxcm5vtoCNLjXUbEcOE2JiHMky2EZKMreVlIJGoIuddbb23JvogGK0bSKXA/Ne3pt79r2023IBOnOGxjiue2R9ePQ3z356+nIqpTQ8wUCjYohcijm80c/XpnSAx3uGuDoTpr7e/f10tvs1z9dZLlGyXFiR6G+wGxva51H8TWoqKaoQGljzMBchYzYHTud9dDqCO4ts2uXmGVoASujC1iRsR8gbb2/XgINEk5NVn+enPUraCAOKNjmyf3/pnPJ6Y4ayELaRcp/+kiwJub30IsD30trccHmroO0ZbQagX/g8KJKeklGSOIpKBaxIux0J1HbW3y79uEZoGj8rRa77jv8AIH+b8JuUViz3HPcZAo+hzWCeenqp7GiazXPHtX+eBjPVSVOJxorB3zO2lrgEW2t9QSLj2Hrw3iuhsG6wDfmtfsR30t9LbX0J4YqmWJBm8rM1r2NyF2HvvfX1/ThkqqiK4bMxYnVUFmvt29jb5X78Xaw7q2jbkduRQFYBzzjH2rqr+bjJ3XyLNX96Is179s56mE+KuAclja1iP+diNtjoTYHhp+9KjMfIzu5GXKL3+YNvzE/Kw37iKR1UtTPHS0gmkmmdY0UeYlj2IN9iLnTYa7HjbHgp9mrmDniRPgqR8Sr4qY1dW0wEdFQR5c4M0jMqhst8ikkm1+1+LvwjwDU+M6uPR6WNpJWZRSDc2ckKBbMxqwAPUmlGIeo1selRpJZFiUA2WIVRxyzUB29M+hPVccrUclHgL4g7FKiOeJ50JtaOpOTQNba+oufKCdRvY+BVeH18L4RiGWmnieU0tWRoM8ZKRyi12j6h8uUZlLWFweDueMMoeT6fF+VppaWesiqk/wBVSP1xPKuyxlDlWOAhkYk2DWUAm/EMgpa6Kvw9OgyTPAkjqhDlolQuJ8otlCohD2uLg7E246ZptIPDRFplU/8Ap0EE0e0EhvmFHRvRrUXRyQSD62PhesVpYyArhxGdptlkRipx6GitEVRo326dzM9NiEkMjKHilMcoNwgkQFXa3mBzqoZrEXvtrYXXg9Y3OGA1FBNUxriuD4e1dBJUsC9XQUoaKppVLgtJJTRBZIAuY9JDHcCzCl8cpwtUk58oq4o5GctZs+XIwZTco2iPHn/MHAUkEngjBcaq8ExGlnLI6QyZmD2MVREwKMGBIBWSMlL5lKkk3DKbGZm08pjIwQBfFAkFbx/uB5JODwK63Hgeuj0GteDUq0nh+r3afWRbmQGNwQk6kAlZIGYTIdppgVIKswL7NmoqlopVKMHOcML+VrgZRcBkIUOLjMQRZiTq84Vi3w1bGMwTqrJDG5IyR/ERPHGc75RHdnHnDqI2FyVBJ4I5lb4laEU8kdTSqsow6sCdKSpgmladKWqb8oq6N5fh5AXshWPps0RjZoHNNUR54A48ynPT1KpGzFSGAikJCO3dApRnsVsblSxl2uHgZioAZCQAQxUHYQDkqSVNMN1Gua6BPBLoNZ5ksRyggqwIdAVKsjqCh3oQystghlZdy1drQzzRMqvYSKzLIhINnW4JsDYk6WIO1iLqQeJtguKKsiK5MSXObKRocoF+1rlbFdQ2YKoBIPFW8rc04ahihx7DpKxIumgljqzR1cUSk/hmRoZo5QossTSQh4ojlBkCpafLFQ1UU1Zgxd4HYt0ZpY3mpkBuY5yFS7CwKTxxor/mXI+nDEBc3dPirK5bHGTxzkZ4zk9TV0ELw/idPqYpwbMml/1Rqo0UKSXQxqjLu8txSP2JCiuruwLHZY6eKehllpZo5SGkgkkViFCvGwsVK5AGMhVitwLBCrl7hwespuYaWqGMYlFQYjBA8y1NVFJLHXWsRFMUBImNzkmKsttGK3J4yRhOM1dHMDAZVkUmQ+TOFPmUkDUFWBOcAEkX3BYNYlFjIroTkmMcwDukQuqi2ZyiDN5RqQEN0yi2pAvJTUHKlirAbSABuIFihuBuiM2Mjgit3Vj4L47L4ZLHFqYjrvDG3Xo9RPKqK7UFKFWVonQ2yOj8jYQUJU6z5Cx5cPq8RwZ2iqabHcPlwaOphmydCtlkR6KrjMoUNknULLHIImeB3UOjjPxFMZpK/C8SqKWvilhnglaOYOoBSRbrlZGuFsQQQ1iNwSTbilMK5iqYJFH4pEZV7Kzhs4GjAa6IQCCCChBKkEm9/YBzph/N702B8zSKk9U0VLT47MqioopSgSIVnTXqTUvUKio6pllWEiVMrRi7DIjjaSxWxvX/AHI6hfMBVFSpph+YbQVDDHXYfDdf4f8AGPgmm+Hp9QNDr9LM6+DmZgNPqE1DBm0cs5AKSidj8mZw0Z+aUdo1XcYjNWrG1uq8GdlYro0ZI2NrAgEm5sXGWxsTrw94VXzUUtPUUtSDIjKxaNiuVm2CBbZSM1iDsLqbE34hnNOG1eCYtWYdVK0c9HUyU0qXVsssZYMA5vdVy+VwMhRg6+Ukhto6qaJrpIFVSgJykrmv5VI1sQQbEDzXytoOI58pYdlqj2N1RBBHYijx1xzxjRz+Ea6fTahCkummeKVXTzK8bbCrKQAxBoUcY+42VguNQ8w8iY3hpcJimBumLxPd2mq8PkkSmrqcky5M9JLJBVBjD1GiecSuRGLVJNzLNhZmoJTIKWpng+8IhFTmqcUxZ6cCWWNmhyGZ2tHkWQgrNnARFbfD7mCiir6gYzX1FLQ4lR1FNLNSwmqbqOqlI5adGifpuwAbpZiqkPkky8M3NOFCOIYnh8/xdBJIyioiuBGQwCxzxPaRJCScqkP5PNmKZrwvkxSmeJgNjyrqIyyEKHGxqSQrtMiTRfMQAl0ZgVACrVv8Sy6/xv4c8J8Ygm07NotDqNBr9OksR1SxQMyJJNpt3zUhk08iRtIyFJdhBN2GesJ5jhpqietqRDL8PTu9PTSxiSGWQlUCTROxzrZmK5iwHSu39NhRSGogSrMmUMAQHJY3DtoLbORYEMfzWNgCBxU4qgqyypNm6YZSTbzEMFUZM4bITsSLrd12BPCuDEq2oanhXqBRZVjClsyuw0yEBbs1rBQATlFzYWerEkKQDW2mFZLFbPfAA7mvbuPm7V+HfO1IeBiTLJGjihSpGGAjRBmyx5NklrxQHV347zFNhOB4dhEDTU/xCpiFcRIwFQ0oIolZFUIY6WEyGPUt1Z5XbISAYDHipqahRUziKLyglgSFULbUKGKqbsCQrEAXVSQDwp5hlesSoFRNA8uGYfh9NLKJkVElWyBMvmbrAAxyAXOaOTMGa54rJq4RysvUJABa+p0vewW99NASANc2gXgGpV4xExIIlJk2k+ViSB62QMBb/KqhR+XqF8aKG1+o0cTskOlij0mlA/NEsSJG1KoKLJvDM9A7nLPkvfVkxYnHUVZRqjo04AEkpGZmUeVFXcubZbEgCw175feaqikpJlp6HEvjYWhheV4JW6TyAllSSMqgZlYB7FCFZiQNL8QLFK9aDD6OdHvLWQzTHLa0aq5gTZiys2VnZ29RYDKbxVaqepiaQO0gN1B2RS1lzXGljcWBF7gsbgcAaQhDCsQLsynetlkWxagA8Hy+lAWbHXPX8PWJtm1n1DiPaDbFAyhzVAWZN67ibCgYqyRI/vOo671sBljQVMVOpH5ihQF2Jvp1Ccwsbm97/msnpMTjpsRqJp6hFhmQmbMOmCzM+cor5eoc1iFFkfS4FvLDMWx2SIDDaaciFHEnlzDNKPwxIDa97ghbmwUAjyk3j2I1zRxQPMzTTTMVSMMfMwsW2FljW4Lm5JLZQNCeAmcwk7D5lolgcXQBJsZPbj05voerSDTkbYQ8kYVpXagAVABUEEjbYC3i7wAetWcj8xU2JTPDTzKRGyAwGRetEwY9PUE5oZjnWNxfI34b+bizKTEJKPEERkJ6bq4DjqKZYyrFGRWjL5kjUPGkis6K6o0bFHXCmC43VYJi1NiFC/UqqWWIyIoZIJIyoeWkcDygSIOmN+k4jmU9RFY7ZkrVxHCcMxWiOemxWnp66lna2YLNGrooe+ZZomzQP2V1dSQQw4DqvEBMiuAscqf6cir+VwbKvQOGIBDDJvINNQmadY/EdC+qghA1WheH8QgsCTTyNtWdQQK+W2HBIG4pxvVRobx1x6HxO5a5W5+phavngkwLmOkEdWrCowuKiip6ieorGlNbJiNFKaY1yzZ6lcPc1lPHXierr+XMGA1UWJYvSBW6eHTVaWcWLwwynK2u5MBRrjtc2146F8rYzQ1/InMPJ00dI1b1sLxrAaqfOJqWajqJ1xOmgmQlWGJ01dAKynmi6a/d9JVpJHJTSrPinnqCuouda5KRXeOupo53NPfLIZerDUHMpIIJhBFrixBvlsTChaNiqsDtFjaoztABUj/4ggC8+UXg31V+MxtIkcpoMHBJoit42vycktGGvA82T1mTnvw8lapfEsNUS009mZRfKA17tpqB9PLbXe/FU1GA/d0qmopJXYbaErrpdva4vcm2w9uNlwUs4pZDNEJ4kVkVC1yiljqwvayk3I7G+t92DEuXKWuCKVjR5QAjKFKa9m9r6eguBfWwpNd4NpNQWlhk+S7kkrj5Ycm8jlbu7z/XrUeAfG3iWihjg1mnXWQw1Gsi+WYIoUVfmDlRYsi6xdAdZSVWp2YxqFD7KdbHXSxudDa/+/CWeQqLq5SRtGIFrg+hAA+Z0/txbnPPh5W4bRSYjBG6iAguACFdDqSh09CRbcgX004oSpqp1kEdsw3NhroPy7HXY/PfjK6rRTaWQxyVwCGU2GB7jB74IOQcehPV/CvG9F4tpl1WlYsu4xujinicVaOM0QCOMEX06CjZrzLN5iCwAsDoSQCNdbi9/fTvwWsVQR5pMxvv6j21P7d78IWrm6ClqZgQQrOt9Ndja1z272348SqdVGgW+oBU3IPft/wcQzCwqibPpnuD7Vf1+uR1cLMnce55B7fT+9d7rGcHo2UlVaOTMdc17qR6agdiT7978MddQ1SuSmVM9gCbZdTuW7Cw0+p24ldTSSDNIgSFVfzAuWe52uAflobC/wAhZjrIZQwJmkysFJAX81vbXT2+Y0PGpiVQLL7siqxgkGruvrQHrmuqVr4CbcZsnvXHf74vsem/l2vTAeYaDEqyIyUtO7LM6rmCMwsJRuGynUNvv68dB/DPxxquV8JrZeVsYV0xF6Katoi6tFUJSypKKaZcyyGnqERoaiIFM0TuoJuDxgQUk5U3zPELdRHS1swF9CBoLC5uLaHUacO/K2Fy1HMuG0tFNLTMzPPMKdyEaGIBiJFuEtmKg3ABBF7Eni/8G8Q1Xhuojm0UzwTk2jxsRIpYBDRsYKmskCiR36rNZpV1QEc8aSxMQGSTCtlTyAQDgGs3QGLvrUXidzs/P3OOL82V+GYdRV2O15rJ8OwaNo6GmYlFSOlhuzRxpHGqs0jl5XLysc0hPD9gFBVY3NJi9XNT4PBQU6QRGaohpmnygIY8kgdmhydRSFUvI7hUVzwr5N8NPvSplpkqqaapiYSyyfEwRqdGZ1lnmliSLo5TZmAjZtFZroDek/gziuG8s02PS0lDQYPUGU0uOYvisUcdewqDDEaGjjjSqkeRg/w6yMrTxDrCJYsjP07w9PEtdLPr9RFLqTM0mr1BH+6QPuklkaFHWMLI+5z/AKaAsAWyoLIn0Whihi0+oXTvEscUQ3EMq0NiR/MYFztXaoG9sFqsFuqV5l5Xq4osNx9KKpShxUyTrhte11p8LSUU1Gv3iiRfFVM3SkkEUcST00UfUeJVABqOupaf4nEYc70k1KzSUqyMWv05QphJCAO4zasVUvHZ9hlfRPNtfzphlIcCx6KvilhtLSU9fhnwkD0lUjxtVxswjZlZEgjhlhSQVQzmWpV0tLAo+WsOxWinqa6eemxKTLNSSCKOaCpijeOmenkpoWWpgaLK7JLFHVxzIqxpBGAriRrF02olKwKyuVWSaPUhIiJAgWUbg9Rl3G5IvKqmlQAFFNpovGZ4ov8A1TrODIRFIhMpKPe07vK5CAjPmJK7mzvJrnBsfqcJaamaOOenqUQT0lXE0lLItsy1ERsHhmiBtHURWcKWS7J5eLCpqbAMZo5i8tJFUJEZIqOqlEcryBDIkdPOGiDiTpsAyhWQsoaORmXMXzDy5TyU1DPLRQ4bOlKlCXpxM1PiNRTyFp51sZ4opI0lhaVFlEZDp0lJkyLFKLl7EkfqFGFPnEfULiNWZrEDO7KqghrWNwCxUCzZRCWCSCXYq7waIBFkqVB88ZG4UM7qFgAqaKnrZ+GfEBeFYdTGuq06q4RHcEwg2WKSqCyLvO7YSYwxY7Q5bqRzYYZIo5f9EojiCEGSFKoFWyoLIC87m6+QK/lGa6LqvuC4hUYbiAdJBGVIjdTleN1zeeNwSAVYX8pFrNdTexLfNg1VQlJXn6LRkgBlldDH0BNG6SLEYZUlz5YQJWkfyvkETo7DzLiMBqlOSqjljSURxCLrGfNYGFLhJ2CNKyhUu3U1BChmzqzsDt2sBRzzt2gHNmyBySbIPNYcPE9G5E+kfY8bqQA4dWGOHAQWPTbkYHobXr6qOEUtRSq1PJOqyywjMoiBHkMT38qPm8j30tlXKN1OF4gwbLf0sxky2AJIBBAYG51KgZbL+Y3AZeUYavFpI6WOshaSlpKv4da+aKNYVooZp2hPxV45IwBKI4WV87MyRgE2CZKnpsTkYL+U9OMG0gLZLKTmCPZhmBJuu5IPERw7SEEAsoUmjbbSSKJ2jBA8uWzuwCLM/wARN6aHxGLcNPqXkWMMoRN8CQNPRViCwaUWNq0rJRIYqlu0WJV1DJBiFHO0csDrLFLExWeORACHR1AN1srqx0DixbMOF1Bjj09Qsgfzuc+bNcggnUMX1a5uzmxtqoH5uKmouaY4w0MkZdCvTCKWjfLm/KWABF9bruBcgqwtxMcMkpq9laibqSl1c0cilam6ks6xkXEgVVLqQRdlVTmClQMxAPvoWypbhaNK3lVyM0CzUCSAWLKRZHRfCtdrHMX4Zy0sMnzFgEm1gx2jfFGzAuxKKWCXISFBBAB61TKr8+YQvMSVMAxOhpo4MWidhnqo4YxBBVwrmbqTFMqVSOCqonxDOt3UxKanoKTDUd6xZK2SWcNSGOdelBGIhBN8QwEMy1Gd0WOMtNB0HLgJNGTUx5hpsLqIpMHqq+nYMPJKvSmACrcdSNmRzIbsRHIAkeVTckZppT87U/M1M9BjEhasdVWLEnjiaaMgxgJOC6GaO1i0hdXRLWOSK5FIsgkCfMBjUjKVe0r5YyGjYvGCd25WjdaVRa2vWz8f+I/B/iFQ+s0/4Px8af5epnkIm0+t1S1Wq3rIn4eaVQA6MksUjlpCyMwCOmG8xQ0tTBBUxLPSRzBpkgkMDyLdcwWcRsY3eNbCQJKqsFfIxurzTBMUlmbEKSaNzhFfBaWQP1YafPIDTyyOoyxNHMwR5Gyi7kOUErLxUnMfLmJYBTQVsoNRBMzoKqCOdIkYEmBJuoqZGqIQKmmJ8tRTt1YWkRWPEfw7muqpyBCtRFJGJOu9KJgJ6NkPWiqVjLI8SqGMhZVjKlnmuoUIJi7JQZWUmwRRyCpyeQ1gXYNEZwOuRxeJa3wvxRZHd1CExahC9QvA9iSNl3BCHRmViAG2kobFbZRXzzUNVUUQdgEmIPnUnKrEauL6ZTbQsGFmBIZeJVh2P0+F0yVTFZahV6dO7qLQsqkGQg5hmJZQl/MD5j+W/FbPKK+uk6MoggWlinaWsz+ZjGiuIyVHXcSXVFQAM18ourcN2K1qRLh8Shui6tJ1S1jIM5Dl0sVWzIygA+QIqsC3AxuAL0AKFjHlDVe7BAAHa7HqOqLWTR+Hy6vWxfJV1Z/wahg0hktQJIwavYh3I7ADcLHmWupRi/MVS5st2kmcyF84MrOBYlrGzWvZcxuCW7G3A6JljhNVWymMqoZIGyhppCcwAzHOVVbs7qpCg2GrACKfGCuqm+BgySuQIYVBlERICeQZL6Wzl3CrmYr+VRxYWDeF/PeOYbjuJUXLeM1+H8tr1uYMYjoquahwOCWFKiCoxWVFb4SCONmea0INDDesrpIqKCapgiSuqMGLDFAWQBdqO9f/AM8C8UTVYFtQZN2p1MUk+oc7thbdtdlDK0rKTvK5ZgCFJWzak3DsYxtqtzHmBiSyoEJsApuqJe4CFiSRYXIvY63FQYxFQUVTULeeeaGWKAMpMNKZHVXmVSbNM8IaKLQCPOzgmQizTiOFyUM9TS1KESwonUPVgkikSdUkheGankmp6iGVZY3jlgmlRgwJazAcPj4ZiE2B4fXiiJwh5anC8PxGGkpoYHxGnR8WqMPr6lVgaWrFHJJU0zTyyTtSxCnjlaCljiiGhKt8wNyeb5JHuCDxZ7gZyLBrIFkR5plBacgsHILEM9BioOA1NSlr2GtoDAEQg1RmqOpJITICbKqht9TcE2BLWsADqCACAePK3GJMSrUVIkgagoFpqKnAIYQRkh6mS5INVVSmSeonNgMyoiLGkY4DWoi4nU1lNF8PA0iTRwNKZSi2RCvUaGDOxtmJEMQAcKFNixBU4cstQmIx5aSOshEURjsShjSOOd3vYnqSAyXNwA6qDlQARZ7Baskscm6PGew5v+pzdZLxGeZEaFg0UcpRpAQLPy2UiMtkldxLFVJVmVTkqp6W4ehjjlLTFpWkEjdNiXJY5lQZgLgKLanW2g7cbF8G6+THuQcUwWRHNRyhiaVFN1DaRsHx8yTRmwIstNjFPiC3X/21rKdbC4vlbBYcEwf/AFOLVcTwQRNGpV1VqsspYBy7HLJE7AltjGvc6cWZ4NeNXKND4lcucnx1lP8ABc39XkrEZ6c9WKnnxoxLgNZWTjNBDHTcxU+FJJK8maOKombRSxFNqaWJn3DchDWTtB21YGRkqTtq80Lz1N+FdW48Z0+mEbPpvElfw2dlBIVNWFWCV9o8scOsXTTyMdoEcbcDrY/h3BSvzBLhtVAzS4rQV9DRSwRTST0eJS0zTYZVRQ0ssD5nrIo6SV87hI6ku8NVGslLNnXxCq63lbmF+vQRpUpHiFDNHWo8DxHM6zRtHLleOogd8wQgMDoyqQV40NhFfVcmc7YZibQv8Tg+JfjU8yQujJEGimp3WpUwyrJC5Uwzp05ADHJbMQIR9r3kCi5yw2rxTkirmE2KfCc5YDLDJXNiFNUywzQ4tyjidTisklVXVEqxzlKuZmM2INRVEUskMps/SaqSBvmxk2iGitFjuQrQHG7aRt9aPp1L8W8PaWCXRy7YpfxCwuJAQIykqEOxH+3chDNtwGByBXVScv13K1JhuJyYvF16iopB8EqTqipM4XM8hv5kuSSo/quRYjhVzNzr4S0NNRQYPGkbR4fStWVdfPEZfvHIoqo0BsDCjAiNgLkgC5uOMB02H10rstdjGKzmIMklNLVTJbK2VocqshRw4yPGwVkfMjgMpAe5aLDehBEcNilqcyuJJKlBkCrcqTMxDtlGup8w4r5/EUK2iBdgIJalLeYHNWSQGrONoA7Yd4f8JatSyTasMszhj8tGYp5ESkZzHtBCgkACjZF31aniN4q4XieF4hhuDUxrWljMYmVCkEKi6q+cgD8utlv76X4yQkVWWZSVZ2UZXUBjZjdiQSSRobX07Dix60yllFPBCsDEpLGkkRBPdWCtrYCwYWAIAHbiL4lVoqPFTUpp5gwCNGupFrkuLm4JBAa411sOM9q9WdQwZiPIKAHIJIsZr9v0HXTvAPBY/B4ZI4d5M7iSR3N7mACigMLQ4xffJGCWo4mpUSprOjGQbRiNFdpBY2JOoB0/YduGSSUQsY8+bLoGJFyO3bX58IamesqpJBIcqRhVK5hckNaw/wDiW0F7+m414/CWd1X8GJwqhAzsQxsL65SAbXtfiA7bqr15BGLqrvGR9a608akZs9sm/biqxY5+556r+ehppHEsbSKGI6gZY4y5bMR5nc2J/pDKL62sOG+fCY6gsRN0zFZxHI8Z1K5WRQq5Wsb3UOD6cS5sNyuzQOkTgAEyoMswQMxZkzFArMtsqyO4tmy2N+EMzzPC8LzRxPfqSQKpjLlrkKshVWLIAx08uUMxsSl5sc3/APqQAALgbeaW+aIuq55wQAentABwhJJJzZBzxg8i+/2vJ6i9Ry+ytFLZBC4DZamURBwfKDFmYNIQFJIIsCLai3DbBTVuB4tTY1hjR1U1MJIp6QnJHUU0gXqUwe3knOQZCFPnF9ATxL4keaMqIppSSzMOkj2O7MMyuyKqE51VgAbMxIIHCiOjaINMk7UyPGxKLNG80ZJYAOGiQKJGJKsHdSSdeoCvEvTapYXtaDg4aRicYNAKDVmjnI6FqNKZkCtvC4zEAGVgR5rOMUPYg0QRZ6tDlrxBwfGSWoauTDsRvH8RQzsaOrSYERsrKGUS5FzBSCynMTvrxd1B4kc2mqwuSPFEafA6RosIlq4KWoTDo5EQ9SkEw6f3gdP9U4eoUALHJZVAy/hvKPK2PCQ1LzJVJHmQIpZ3KKDn6kCq8MzsDGEDOG6ZcABgB5U8oY7hGuFY/jlHCCFVameOujQSlumOi0MlRGqhSmVyS5AZBbyja+H+MauCISw6ieNfLfyJWFGNldSwUqQFYBkLAlTTDzAAVkmkk2NA+n084YUHYKrbWoGtwdd7Xtfa6KcqAF62FjnidifMlBhGFc5SUFfSUgqlWpWhdMRMs5qJDVS1vUWWWaaomkeZBLDFNMyyyq8cZV4dK3J7JG0D47TVBaSNZSKJ6amJS6ZSZeu4JdoHlMkQtT9RIws+WPLM03iDGTE2LUleUzWSqpZIXY2U2zI7gNYDVlUHykeU6/lxfxDgAX7oo6kILFIq4AnXUBXjdSVINyt7E2vYW4sn+K2kbdqZxLIVVQ+oV3lVVCqBvI3UKFWTXKkHIgw+HNCuz8HqgFZm/wBEwhDubcfKJWyCTdgX1qheTMJxAxthXMSYq8lPDJLG6vhaU7SVccD0aPibIK+SAmOaZ6YinSG8wlyUs3Scqzw+xmjw3DpJ5qT7vxNIaqkoo6+hrMQaOoheelmqcJpZpq+jWqpEWsp2rYaYtQT0kxUdeJJMy4T4n4zhNRCMc5YrRSx2UyQ9OqiEeaz5emVkYAswuqsyEEMpJvxovlrxRw/HZHXB8dVkrM0tTQiXoVMZaE0j/wCmvHJHVJTBUaoETSpGipHKI86PN03j+nlBpQNwVQYJGCj8uSsm9iGo2C4omxQG3pZZp4NvymljAFSxTqVLqQbUMFCWLBO1XsDbgnd0qnGI0lJ91zUctfTRvNJQ0VUZZqeCqnjSFqmKiQnrVMixwO5ygyPDT2BRSjVzBh0tPUx1XTzywSdQZkU2cDyu4dSGZioMlwc3mOQEi2jG5rGKSVGITUGHJMkaRQ01KklKkDvE9NB8OiPmPwcaIwRZkUP+JMZ2mYFuaHC6zI9TFDTzrGsarEuSnjFgGeRWaaSWVvM82qosrZoozGMi2K+KxNsqVWo35hRU+U7TfJPp25FdRYPGJIZRG+jEKBrSSDYPmM55cJ5sNy7c3gkAXUE1PXVU6Val0rFlEiy9SUyOzv1spYuzuwYjIATIEG7EA8LcUwfG55IsRq4Aq1gMsUUKiM5I9HaGIhZQitGwZnHkAe1wpPF14VDgtBBUw1eHTzVk7L0KtWVI6SDKyysFCh5XfMlmV0QIGLLKMoMhxXAOWJa2mhwKbGYI3pisstdLTNW1CvLURZnhpOqlIs1HJDG1FDJUGKV5168iOAWtron3PvBfu27NsQWArDA0CT7ZB4F/P408UUGnjkklTU3I+nWN1j0zxilEhpbYpe0RBlCkAsGB259wvlla+eMSyLRpKxUyymXLEoykyMsccskhUedlhSR7fkUki0sl5JxzBIKHE6haihgxKn+NwmbNLEKujjnmpTVUzAgSRCppaqnMyM46sM6KWaJyLM/9P4bROVpJ5qmy2MjxGOIFSGyRGUZpQmWxclFzDIoYBryKlw2jxDEMLpcWxGqp8OqWj+NnhpBVS0NOJJFlFPSTy00MrxurBYhNBG1zkYKUHEceIoWqgN1BSLBFGiSbwAeMehxfVJqPFtbDMr6OWREiYHU2rM+ysCLaxYPv2gsQwKjZQYg9UphsRfE6CpxWCfFKaGqgerpXnanargjeNnpxUIjyQrMiiJpUUypHI5iyy5CsjxSillrpK3C8MTCqeVutDFDnaCONgqRNGGJK2AZfxM9zmY3DEmzaflvD6lnSmoZZaemmaSesinKytTZgiAJIskSyStaRUkDZApUuCczP2A8jVGNmSLC1lr5acGSeiSnmkqIqbqLCszxWZFjVpI0LAdKMZ2aaPKHZG1kakneFBIWyRV2Ddmhdd8Hbjg9GPjc2oZfl6mPVTMFeVWLCZSAGWzJTA5FAggsK/NzDaybm2o5Ywulrq+LF6arlkNJhyVZqKulpsPd4wJ6VjPUU0YlkmNC+fpsvxEUMaIFBa8Ew3keSJ4sdn5wpZZKWoEtRh1Dh00UNe8F46cpLXUtQ9E1WrolZJUIphZWqcJusmfY3h39m+Tm+XFMKgxjBcGxzCepLUU2L4tR4W8MFH8PJWYgySS/GDD6VZ261TTw1KSMiwUjT1JFOVnM32ccU5Vo8XkxHFsErko4BR17fEV8kNJP8Q0UtPHLj1BhaPiUEctJVxLRGdqmjxLD3oIKyP4mop66XX6fcY1mVS2aiIUkkr5t1MCSKs8E81joPiHius1cyyPGYoIoFiVivzSWjUnC+W1J3EgMrJZAL2duQTTYTzAaLD6jmfE6aiw+WGDCcWxXDquSA0tRIJHw3EI1mr/urEMOVppJamllxPBaqKGpqKWOJTHTqhxDlbCJ8OiEUlbLiKGofNVT56YxrPMKSjoXphJS1CR0hpqquqaqKjnkq5pIYYkiiEkli1eC4ZBPWQVNQZqYOQpjSOFFMOWKCVIljzKcoYplRaknMZrvnzM81Tg2E0zQipU1LziQDKzIrU7jp6TKOpnD5pJNLRsYjFKc4BCyoo3TFg1AKGBqiDkKgsEm81f8AtrKnJ6jxV9YSxqMw2rMQB81UVdqqzGhtFgAXYsYbKy7wc5vw7wixPF8cr+UMM5vpcQwWsw84XWDCp8NkxSOajemmmfEsOxB4cJoknq4q6TDo6irLyRI8LoWIa6vxH5iwpeYqLlbGcR5awLmvDmwvH6SLEFnatwmoqDVS4WmJ1Jr8W+6us0sLR09VTyy0zSQVAjgq6iF63rOc89TUyS1QnnqGD1M5jLZzY5pSyAO0rozJJNmDyDSVpRayLDOZMPoaw1UVTGkghqqfPIlPKtqulmopj0p06WdUmZoZWHUhmWGeFlnhhkWvdkWRn2CQuFsuCV8gWqDY3XZDVYxfFdRk8RRkCPMECE7GRk3Mr1d7fN3orvokFqAJHS6GnlraP7sw+JI6dpjIokhpI6py7OTGk5SF1jdSGMDsVbL5AFFmQjl2qjzUs5niopKiNaiSPPJSxzDOsTSrEpiEsbO/RDlXiZ51XJ1JVe3eQPGmn8O5Uki5f8OOaKaKdZjRc7cvU2O0zBWDdFKgVFNOaWQqC9NJNNTlyGaJnjhZCeZfHzkjEqesgTkvw95fqquqiqVqeW5cYppaelR6iSbCYMOjrZcPqMOeWdTAtfQVlfQJBBHBiZaFHAG8RMclPCwisWwK3Q7myOOa+vJu1DwNGTFqgZWRgFVWZ1JAAoorgsaODYsi6FVU2N8pYngBpxNJ8TQ11KtVSytGFkmop2kMNSiO7l4pwhaOzZsyyRSKChBz/wCJ+I41hWE4dFg1RBT1FRVPTy1LXcU9OY2lZ1jA/wDcJhESo908wcs1svFyY94g0tVTSR4fRVVXdpGiLRfCU+YpchJ6zokKD5n6asD2C3HGfeZZqvGJ1+LEckMCnoU9MXZITLZmdnPTaadmKq4ZY0jVCkYILM0LxDxjTtE6Quu40BtKuwOAxLISoGTgm7NAXfSQ+FajXiAa3TvIsTbvnSRNp1dRlQI387BhtFKCgo3iga3oYRXusmPYzNiUrFgoqsQtBcXuBThooI1F2uvTuwIU2vxKlajw1x8BPAqrFmJo3jRoSgGUo8dkjnVwpjdWaRHVZFIbhtblaOUkzdGljLMeorFZ8q+XywhnaRiRdUFjm0W5Pma5+Xscoo2ajnaojUPKwPSncxqSrP0cskimPKC4dLKWByg/lyc8okIZp2L8UxJUk8gGz35AN8Cqo9anRaEadTGmlSNOxjQKRW0AgKFCgjixR9STjtD4U+IWFeO/h3SY2Z1bxB5cgpsN5+wqJjJVzVyIIaHm2npk/FfDea0iFU8sSvBS49Hi2GTvEq0hqZAuLtFTV2E4hhqVtDWwfA3njcS0UnXjmhrsOlLxvS18DxGMOjMJIKmenkjeKV8vG7wu8QeefD3nPAuaKDG8XwRaOoMNZiWB0sddWJhsoX4unkwyX4enxLD3dYhWYbUMySqhlprV0FLKvSag8bKfnzD4a7pRU7U6LHJU0dEZaKocmWUSyS9GLE6WR2lZuhjECTwAJTpUSRQxhbfQ6gvEAWUSJ5SoNiVFUUaH+5QKIJFmypNlRVfE8WmkVNR549VI4/FmVGEEm6gJo5gpVdQWUmWNvzeWRDtJCrfELwJwbmNhzDDAaWbEGmqPj6GelTEmiE3TWXHKJUFNVySEZhUrTR1D3bPIrKIxlHmjwX5uwqVp6OmpuY6KnViIoJWoa4RuSMrUUjPDNbXJ8NVyPIGXJH51HGvMH50i+JSWKt6rqxAyN5WaxUIUYWCk+WXOpaSPMLAMONC8z+JPg7zdyhiAxHw6p+VfECljwpcJxrlOaDDuVcQNOzpib41gtZXypBJidK6yOuHBY4a0wTU/wUcM8FcWaPSTMm+NlduWTylSStlgwpsckqzc8cik8P1mt0UZWPWwtHHtYQTklXXaPLG4zGaFBQ6IcYuweKFTE3Xnphh60lREXgqYcrR1UDhsoWeKoYGN1PleN41cWJ0uAWp8NnBGWKRgCwVMzRxtYtnV2N48oW7Zr5bGyAd7w+0j8DUV+H4zh1F0ZkqJaSoq6IhxV0hpVeGJ3UZ5WSaNnppmLssYnUERSIBlpMYkd1pmqp2EjK2XrKLBcxSPK1QAZ9FBD5AOoS4AynjMa1Bp55IbLhACGqgyHaQdpBqhakXV5HoOmeETnxDRwatCI/mWCgbcUdGpkLAgG6BAIsAgV3LwwRGKwpBDKR5yyCdmu1lsrgZG0uLLcIM2YZrcFZEW5eWC7kuMpgjWzf8AxVhewIIv3IPy4a62Tqy5o5pWtdXWaEOVDA7gSK5y3vcMoQAMUkW44QtHYjMsTmwOYnMSDrY9SNWUr+UqLrcFlJDcQtymgI1+orPFjzgAegxzwTnq6AIu3J4oHHcAkBfXgfTI6bZpXVldiEZQMyBB01UAi7qDnVyCCsiKMrHz5hfMmkkhFjEDIwVmCssf4a5rZWFQtwPyFAEUjy5vMCOHVMP6zyTQ5PiJCFHxIcB7kBmUxME8oVVAdmzEEkHReDpaWRB00iLVHTk6jPEQLZlt0DYKFsHDZwCVYZQQAQ/eqlAbx7iqxiwRj/FH1E4WVJAoGvN5ufL7Eg2cZPJ6QNACBPDTuYyGWRROTEJAl2vdgUcqdUcO3Uc2cE+UMsbTJEkkHmc3Rx0pHCLGCzX1XOCQWuGRGtcKyhUkUVMRCZHp6pTlzAL8NBTkqS6tIrxLLIRoyKjtmvl2IADTPTrUZJEjilDK0dTK0wjhD3yqtOqNIj6FiWK3a4dGVrhQVJtQQVrBognGA2TWazeMZF142BVghiM3VAnnj9gRXqLyDDaaqowJqbInUCIzCRepmjYOhAaO7edSzArKoUsHW9rSyirw9M6TqHqbxrMAjkO3ULgyTRwiJ3e17MRE7AXDAlQxCmgMoVHkZlKuhQTCJyxIKojgKV0IMjDKS2ZCGBXh+owOm0rCmjQDLISHnrgSxX8Lr+QkJmjcwRiws48xu1lpNTNE1ANtPKGwAbq6NnIsWBdYsWb8VUi/KCBQP5qyD2rIu/TvnoivpJlbrxMAHDFhMgdmj1ZZViUPZ0JZruiMgOodR5WEw1D/AI0kyyMEvEDJMc0asrMWys2VQliOmFUAMUs/5ZQsagvVU0olQ586RtJBUOp/DLAswBvZswZmKoSyAGw4bq3LFUEdF5KUr1pUdlWV80LBFgkC2MinK5do2DEOqkKSwlSSpINzINy2SrDmgCKugK4zXOc5DdpWgDS4FiwBxnnzDF8EiyKIuyaCaieRYquKXJKpWVoY4jEhzAjKZWAdri7ZlizsTeygO46rlXBcQnaSTDBNOoLRS08UtLOq3DRyxVFMEAspMme484KMzOM3EbhpjM6GWreJLkoHeQsFJVmLiOzZ2KkhQCFBDFnO83wWWeiaSGhxh6XqgljGiyJVKinIZY5kZW0OTpSFo2yhmBIXgsMiLS7SgB3bkDDgCiTR7mse9X1Gkh+dl6YYUghWsYsfLYgc5FgLR4qx030dBjlIGjwrmPmKkyeaOkrH+9ImKkgLH8bE8lwRlyrUJupz2vZ9p+ZfEGjHwzSYXXlWySrV4TV0j58t1vJHJIGLqNGSIC1iCQubhZHOKgRrUrHVStm6js7RzZwzOzSwHPEn5W8wjXIHRbub2TVuJVk0qjLDShTFEPh4RH1FjVlR5WVc0jgMFMhCuzgNIzkXEj8TOqjbqipxQbbJwQMhx6WR5skcekRvCdIzEPproggRlo1ORZqJwtg96PPp1J8O5/5solj+N5coKlGGUyU2ItDImVBmjVaunj8/5G6V7Ftrgupel8QMTlyTjl2uiaKRgHpq3DCUl0YKnSrVlkcLkIeMK1/KTnUkRylrFrIY+vQSQmENA0ixuDIWXyzuqqSzWuqGVpLWuChF+CqqdqaKWOGtzvkRkijUpEZQVKIHys8gS2UXJQ65iRazD4lrlB/1YnAoKZI2UHC4GxlO42DdEZI7V0xvBdMxUXqY7F/6cyMwOM+eNmrjuDx69TmLxXxOLKajl/GXkKXBaXD7soa2Y/69bBrFQCArMb3LNqY3i1M7op5dxlIwxBZFonVQBd1Z0rXAALglVBXKxzZs1jXEUrdORZ1LVLIiEI4AcLYlImDykPl8pIjF1F7FyG4KkWUyK0cfmXqCQPaUFGHnVYgAQUBVw2j5gxCm2XhY9f4hJhEgazRpXHAFczGr4GCL/asm8A0MT/MbVa1CQSR8yNt3mG4lfkbbwDYG66uuernwrxgTDnmJwTHFWSGWCZAFRHM0cgQsIKlizRghunlEbpGqSKEZmLxhPjG1BXwVtBS8x0tbGskkElOk9K8ccqmKZlloq6KVVC5c4DqGKDOCFI4z1Q1tVK88KZpVjjDSdNXiuqyefqG7q63KHLIBGMoWzNoJLQiIZZJIah3bIpgSdWKMjAFiqRJLMMrMRCrLmCgvINQDHWa8AqyQUCBX+oSbAHHzQt02Tu4x1GTwHRtIHj1OrR3zvAgBFFa8y6YmrApdoAs1Vm9LUvjDXYrVUzYhWVcdRCkkFPXYk09XKsFQRG1I0lFT4rWVMcjG5irOtGAWXyRuUkceY/FDFqqAdPEq7md4aqUs9dBjVLRYdVVFOhmaOox6mohFVVEadOdYKHqOkESMRDDT5aFw2up6aqqJaGKaCNc8SyV89bAWjkQh0MdFUwuiszGweaYFfw1dAzNw8YxzLV4jhXwhnjpwJJWcUqy5JJjZ7tE88kefLmj60SrMyFi8oZpeqvzdYxVg0KWQRtjs0QLrc0lYvOfoOgS+DaNC6NJrJjZVg09BjYrMUcRyecA8AZF9H45zzzGwYTPDh5VU/wDyxlq5FcqWRVllWKJcqi+YJILX6dx5uKwkqarE5G+OrMQnaa1xPWvHEQWuy5hJFHExYhiWLAgCyLYgrqtqWI05rpZqiJolTpgI00TKvkAaZ2js17asknTDXIIvw0TR+ctHKTGxVVyKzOqNm3ZTkAsSGVCQGsqfl0BL86TMupmdR+ZQxSPFAj5cYRfu3mrArosHhel04HytLp4yMI0i/NmzWRJO0sg9qIS7wR0pOBUMsb9engfLYBlLTdAP5ka6yOhWQhkKZAFK/muWIKmwzB6aVY4o6CQvqXWkvNGFuWYvcxI5DFH8hQPlzqQgbhfEuUNA8rTRMUyuAQFyjIkTx2Yks2Ulj1CqkEFDubTUEtNIUqIpYpHfrQs0fUSJrXzOAuZsqgFFcsg0LD1gtEg8yk0cqpJv/bZGWqsnBv78ySHvYVWwaLACgboCwFBvg84A6cMLwjCYqqAV9FStBIYWdfu+JJkVyQz5HildQV6jZzR1H5QZISMoE4kocEo45IcPo6aNqcuGqTHMIKhUEgLfBmagkCH8JUM0ayr+J1aeXODG0YQZEqjUpU9TEtHplmjBhkhF1d5lMa9UsQCquEyHqNcX1HMmIUtQ0ixU6VckkeqCCRQRmUWiaKSJ8xJJA2Ni5CEkRzEhIyLFYrmiPMVJWwO/Fkj1BMhAQppScGyMgA0du5dwDGuKIAGaF1CqzE5JM6zogS5XPSJ0wkWUqG8oe8pUKqNYhiEJY2a7F8UkLugBRL5WiqZYPiXLXzhGqIGZWAt1ZIsjxg2cBWKcTDHaqvqquWSshgaqWCIy1K09JSInTN4zEaWKniZkIsMqkm2jWJBguJ1sk6oqpT541srQxJD5YkCoGSMq3WIFpZ2kaSUeaVpHGc+KSFqUD5XY8CrGdqE5xRG4VyM8hKwIN7G5QQSuPzUBt3MACBQN7STXPS+nSCRwYqVZpVLdR36UitZVIUVEUiSRK1wr2tYsXiZ3uCb1aVmNNJSvA5kXrZJnqgzuMud0dlGY5kZOnHKQpLaKAGYaGCeXoyPMhp5GZmjNSQxAJBXpk3uSupYgE2a4UjNKqTD1jaKnMskcxCTR/DRM8GVnZmm2KOraLdCburXLMeI8mmAa2e7raFvy0bJJBJx6FSFBFE10aKYuoCJtqi5ahu3AKoA21k8EPmjYAN9Srljl2mmmZYaAVcsiSyCKKknq7pEovK0CQxqI41YkqqSZVUyFUcEBwxmSLCSKWCpanpz8NJBVLHMk1443XKspSBZArnO/w8bOsDRqjSecoZhNVDBJBHV1FRBTgPDHU0880E0jNZcvRgYOIiTnlAY3JLEroOIxzVLDZlr2iniWob4WBBOxZGALZI0EAYsuRWeWTMpF2VkIAOUSOFGohrrcDZBBFCsH7nBA4B3AtmDzSlBsKqoBRgCjWACbaweCSAcA3ZFHp/w3FMTrauBIcbxKOJhdmFdOXYKbzGOWomRHAGdkznNT2iR7nVdBYHz9ytyhhprJMSxmfEHgaOOYRrXTddM4MwaqeWGpDXVqcUSYeYZ4c01RUAsk2MHqMPpOnJE0ihSzwdWdAqEHWyrHrkl1C20U5k3Yt5U4zJOjwVdXhjmWEotTU1M4qo1Yh7RRxxq3VbKrq5DOWOjixUxJNRMy0JZiOKEjUOM+a+1WLOcd769B4Tolk3HSaQOaYv8Ah4rNgVRCq3JuwDYJB6M8QOYqbmHmCvxqtim6uIVLVbVVVLieJVCTysol/wBVicxkkdoo0SICUrEI0hUsIwFr6oioJmVwWtqTmQxgGM3LBMiREuxyzP5yHDNmCEM8knWmCfD9SorGlWVmlEC1byO4sXLlo5CojuzdR1KaWa4A4ikuFOCJ4olliK5W8xjW7DM8UqtNIxEyLmjZZEBKlBlyaw7LMWawws5YZugSQwAFcAA3d3fe7VAiKiKpTC4Q+XjjaTeByQQBxjgb0gpIlaSIyNUZRTxRPETMruR1FSISVE0pdwMhSMnKyAvK2iinFUkeQYazKrMFz0sRdV3CuWjkOYX18w31VTdQ1qkkMhlSSko2BaVRLPMGS7FVFKYoyC8Ru48121F7XPC2SbFSUZqqNy0asZIpzIsha7FyZhG6lmJ8hRQotYW4G5Y7aoXliSwAIoYC2MC/9x7HPAkRqiklic1t2oh8tg5LANztAG0VWax0zjEpq4wno08a07EloIFV2P8AT1XsAyhje5BsbG9+HH4ybI7Mq1AI6aJIxGR7AXBVQxAvYAH0sdeASxLTwxLESFn8kqaZWAF9raG/cHhOGKTxQrYRsim1hcEki4NrjQW/Xg4dHAHy6okCmP8AtIJ7WCSexyMdG2yR8yE1VisdgMd6HrisV0VW19bAscctU9RniZERHKJGD+UsBZiyBiADpYXOY24JgjSOxlaUBkOYxgNIT6PLICQQuljqNfXhbPBGs8dhbqPla9muL23YEg+4t7cH1sSRRhEFlW5AFhckC5YgAt9b8PBwoA/NZB7iiP05HF317bZq8LV371373Xf2Axw90Ul6dHYLGiABFY52dP6M7gAqQRcquhYtffQ1fgZMsyzQtU5yixkGNgzaqepc5rNclrAf0ga3ERE8kiQxs1lU/wBJKk2A0JB1Gvt+nDnCiGcRZFyK9gLa9zmvvmvrf1v6ng8bEUWZq9ufTJPOB0homqGCBxdE9xxWQaqvcG8SWNZ5S4qKiOnygABEXpkkaZi5N1I/MQNQfpwYYImo45upHU1YMkaxJTtYKoCjqOzWIdbAZQdABvxGZppSxQuxVXKgEkgKhNhqfYA+vz14W4fVz5ZrNawWwA01Nvn8rG3BhICeCAAByMjAIOO/N3249HgECrH6E0fXmsdsdL4aG8wmnp5ZI5IwHCKiBGH9CgqRbYLbKbG9u3C6thBjyUtM0UQAyLlAkV1sJM7+Vbk6gjUDvfUI8SeUwoyzzIx6b5kfKbkD2P8AHCpZJBhqMXZmvcs7Fma1gMxvqLHbQe3Bo6V0xuDsAoYkUcAE0e1Hjt9emi2VqwQLJFWc8Dy9/wCX02DD5FshJhzMA/UYNe1/MrgmxN8tsuuxuRfh1TD6pGhMTohhGRY5ZmtZiD1WDELZjY5bEC+5OvBEJLq7lmzZcwNzoRc6D09jccIqmeZ088jMbqmYnzFbdz6678TH0xaQF3JIwLFjNV3BIGcXxgGumrMojBVKBKnFXQOc55OTj0yMDqYUNYYnqupP1WMdmMc14uqjflY3yyLa5yagXJ3N+E8mIYeUczgNLmJtZMx1uyqFtZWuLDLfQXI14jOHM0byoNU6BfKwBAa4N9Lf/I6bcSKGhpZKM1rwoagTL5rAi1joQQRY2F/YW4Y0BWrc7LWlBNWACcYABPYE+/HUiErIL2jeAWLEXg9gfX3r6EdIIlSeV1glliaSSMRSsVtCWI0ZxrlUXBKkmw7nZbiOGz08l3rxOxYXniL2bKB6AXFr2va4PvYiNW8MTGOKBWWWNQwiF8txodbG3a44dUtOjyOq51z2ZQR+VQwNiSCb+22nB9Okm809YBAoEV2FkWKFfWu2SQTxwhaMYY2CSSR6WKBo3ftVDpigw9mkKQRVTGQEGfWJSh3zqTooa9gSSe50vxJqQNTVMIp4jTvGVEkrOzswy+Z84PkvoQFAJ9Be/DvgJNVAzz+dljci4Fri4GlrbDhFNPIalIvKFlYlyqgN5WKgA9hYbW3480rb2Vs7aF3kH14ya9cf16jiONCNqqAWAoDtjFk2BirGaNcdSqnppo6UzRGnkWpmMKO0WZTL+ZiXcAM5U5WOnlHrfgpsNSGZEma4JzGOmUBZLgA2HmAuRY7AjfuSLC2cwtCWYxI5KISSqMzAMyg3sWv5iN+JEiLBF8RGoEokyAkXAXNbQbA7m42Yki1zw6PUElUPmo4sAWGIqzZIq819j0PU6WFmZkBQlQTm6KgWR636E1nPvE5sGWT4uOscRNGUlp0KZmKvsuZTkAC+cgg6ggHW3DdR4TJB1w8bzR2cwyLoysB5RkbQEHfLfUXGvEuYfFVzSTMzNkQaGwsPbX14FK3wzERAAFgSCLg3Yjbtt2tfW9+JTRDHmIBIuquyBx2qxdkE/rinllVC3kDBAQN3NYN3dgjtRGPqeoMKOVAi5ZCY26iKfK+pHlYi+rEajYWAIF7cKTPMhlf/AFEIAiEitnIZib3zaNkB/oUkWO+XTiZVcccSkpGgLC5Nrm5sTY9hf04BBSw1EJaVMxa1zt/UB21G/YgX14C0AYgXixVgWAdpxirwD7Hv1BM20sQKIWyF4+xJ3cGsk/v17RvRtSCchlmbyiGndgQCRtcDKrD8y5j6gW4TVTxxxzA9X4slFgKuPw473ZS9iwD6AsRmI0BAFuEFT/o6wJT+RDoVuSN2N9979/md9eAYo7SxI7nzLLkzKApIFrZiLE7+2uvrfzaVQdwYjji+QR70RzdjjHBPSfiSVC7VogngcUBxWCLsUaB+3TXLT0dZJI9YaiOQ2upkYwoCbAgggm53U+o1twkOHYfSNGhDmCQss8ysBdGF9L5hqbXJBIA9eDq9EipsqKBnKZiSxY3bYknbvwXh1HCwZ3DPljuFdiyAnUnKdO//AA68Q5dPe8/McAZq8A2Bajt3wSaOc9HjnoAGKMsKUNtokDIs8nkWRR5qu7mnLEZlppUjSkoQjP1JGEhcX/NmLG2bcDy2LEgbcPEJp4kdqOsmNSgaAxtGpRo3bQmUjyItrrsO51JPEUNTKy5S3lJtlFwujWHlBsLDQW4KgnlSocBzlZQCpJsRlJFwCL2tp/1aIdO1BncPsoAV683u32cc4PHUlNRGCRHGU35JFXwFAFbQADeKODm+OpsY6LpMamOyxKwasSTqTFyLkoEdV8lyrEAXGUduIpi3wdcU+LrK7oxE9PrNnUtlsp8puFyAKQzEg2JB24c6KzDKygoPMYzcoxNr5lvrudrcRLELzSPTMxEABcItlAY3JtYX/W5tpfj01NEqUAc2c19OePaue/FJGGEzSE2PKADVgDb328nF+3a8mK1dIKqTrURhllpwzDrS5AiR3sEva7FTsLabg2vwjZYKiD4vowGWOc9WKMFSVAXzFyS1wQ35TqToB3HVUsUNQI484RiWZcxs1l0B9vbhbDJ1OjDkjSMg5ljQLmOVhdt7nTfv3vxW7DX5u11VYFWLB9DjGKHp1aK4J/LRJAPcX5aIB71yTZJ9AekEFbTu8hmhWngY9NEhBW0V7FZXBEjXN8pzasbai3Bcww4tGpnMqtcpBI7hAAPwx01NyVBAGY76Nq2r3LhNHKhzK+keaytYXJYX29NLix9+I/LRQQvCYwQUtYnKTqO5K/pwiouTVbcjvXoQT3xnjPeuHfMNhbOSL4AN0cgYwB75z0CY4QtQgjzSusilhkMeT1QKdGUnbYam4Go4UtWYfKzPLRJnzEHyOmx00BsdLaiw7W04QMqqYpAozszMzEak2vc/539+CaioldlLEE5FG3uf88IScbaX1INE8XeDzQ/vfclKB57YEigcgfloi6znPN/bP//Z",
|
||
"text/plain": [
|
||
"<IPython.core.display.Image object>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Show the result\n",
|
||
"display(IPImage(img_path1))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "e0101d66",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Customize the output\n",
|
||
"\n",
|
||
"You can customize the following output properties:\n",
|
||
"- Quality can be `low`, `medium`, `high` or `auto` (default value)\n",
|
||
"- Size can be `1024x1024` (square), `1536x1024` (portrait), `1024x1536` (landscape) or `auto` (default)\n",
|
||
"- You can adjust the compression level (from 0-100%) for JPEG and WEBP formats\n",
|
||
"- You can choose to generate an image with a transparent background (only available for PNG or WEBP)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "6df3dbe3",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"prompt2 = \"generate a portrait, pixel-art style, of a grey tabby cat dressed as a blond woman on a dark background.\"\n",
|
||
"img_path2 = \"imgs/cat_portrait_pixel.jpg\""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "1bb40de7",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Generate the image\n",
|
||
"result2 = client.images.generate(\n",
|
||
" model=\"gpt-image-1\",\n",
|
||
" prompt=prompt2,\n",
|
||
" quality=\"low\",\n",
|
||
" output_compression=50,\n",
|
||
" output_format=\"jpeg\",\n",
|
||
" size=\"1024x1536\"\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"id": "4de5aa8e",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Save the image to a file and resize/compress for smaller files\n",
|
||
"image_base64 = result2.data[0].b64_json\n",
|
||
"image_bytes = base64.b64decode(image_base64)\n",
|
||
"\n",
|
||
"image = Image.open(BytesIO(image_bytes))\n",
|
||
"image = image.resize((250, 375), Image.LANCZOS)\n",
|
||
"image.save(img_path2, format=\"JPEG\", quality=80, optimize=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"id": "03290401",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/jpeg": 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",
|
||
"text/plain": [
|
||
"<IPython.core.display.Image object>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Show the result\n",
|
||
"display(IPImage(img_path2))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "203ba5d4",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Transparent background\n",
|
||
"\n",
|
||
"You can use the `background` property to request a transparent background, but if you include in your prompt that you want a transparent background, it will be set to `transparent` by default. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "51b9f60f",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"prompt3 = \"generate a pixel-art style picture of a green bucket hat with a pink quill on a transparent background.\"\n",
|
||
"img_path3 = \"imgs/hat.png\""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"id": "c3e8a066",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"result3 = client.images.generate(\n",
|
||
" model=\"gpt-image-1\",\n",
|
||
" prompt=prompt3,\n",
|
||
" quality=\"low\",\n",
|
||
" output_format=\"png\",\n",
|
||
" size=\"1024x1024\"\n",
|
||
")\n",
|
||
"image_base64 = result3.data[0].b64_json\n",
|
||
"image_bytes = base64.b64decode(image_base64)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"id": "b9929907",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Save the image to a file and resize/compress for smaller files\n",
|
||
"image_base64 = result3.data[0].b64_json\n",
|
||
"image_bytes = base64.b64decode(image_base64)\n",
|
||
"\n",
|
||
"image = Image.open(BytesIO(image_bytes))\n",
|
||
"image = image.resize((250, 250), Image.LANCZOS)\n",
|
||
"image.save(img_path3, format=\"PNG\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "a0a0694c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<IPython.core.display.Image object>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"image/png": {
|
||
"width": 250
|
||
}
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Show the result\n",
|
||
"display(IPImage(img_path3))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "24aa76b7",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Edit images\n",
|
||
"\n",
|
||
"GPT Image can also accept image inputs, and use them to create new images. You can also provide a mask if you don't want the model to change a specific part of the input image.\n",
|
||
"\n",
|
||
"You can use a maximum of 10 input images, and if you use a mask, it will be applied to the first image provided in the `image` array."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"id": "3e4ae773",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"prompt_edit = \"\"\"\n",
|
||
"Combine the images of the cat and the hat to show the cat wearing the hat while being perched in a tree, still in pixel-art style.\n",
|
||
"\"\"\"\n",
|
||
"img_path_edit = \"imgs/cat_with_hat.jpg\""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"id": "be995b49",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"img1 = open(img_path2, \"rb\")\n",
|
||
"img2 = open(img_path3, \"rb\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"id": "3e46de51",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Generate the new image\n",
|
||
"result_edit = client.images.edit(\n",
|
||
" model=\"gpt-image-1\",\n",
|
||
" image=[img1,img2], \n",
|
||
" prompt=prompt_edit,\n",
|
||
" size=\"1024x1536\"\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"id": "30fad662",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Save the image to a file and resize/compress for smaller files\n",
|
||
"image_base64 = result_edit.data[0].b64_json\n",
|
||
"image_bytes = base64.b64decode(image_base64)\n",
|
||
"\n",
|
||
"image = Image.open(BytesIO(image_bytes))\n",
|
||
"image = image.resize((250, 375), Image.LANCZOS)\n",
|
||
"image.save(img_path_edit, format=\"JPEG\", quality=80, optimize=True) "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"id": "9016913d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/jpeg": 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",
|
||
"text/plain": [
|
||
"<IPython.core.display.Image object>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Show the result\n",
|
||
"display(IPImage(img_path_edit))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "cb06c713",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Edit an image with a mask\n",
|
||
"\n",
|
||
"You can also provide a mask along with your input images (if there are several, the mask will be applied on the first one) to edit only the part of the input image that is not covered by the mask. Please note that the model might still edit some parts of the image inside the mask, but it will avoid it. \n",
|
||
"\n",
|
||
"Important note: the mask should contain an alpha channel. If you're generating it manually, for example using an image editing software, make sure you include this alpha channel. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "e34eedd7",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Generating the mask\n",
|
||
"\n",
|
||
"For this example, we'll use our model to generate the mask automatically for us. The mask might not be exact, but it will be enough for our purposes. \n",
|
||
"If you need to have an exact mask, feel free to use an image segmentation model."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"id": "fe2ef0fc",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"img_path_mask = \"imgs/mask.png\"\n",
|
||
"prompt_mask = \"generate a mask delimiting the entire character in the picture, using white where the character is and black for the background. Return an image in the same size as the input image.\""
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"id": "70329b98",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"img_input = open(img_path1, \"rb\")\n",
|
||
"\n",
|
||
"# Generate the mask\n",
|
||
"result_mask = client.images.edit(\n",
|
||
" model=\"gpt-image-1\",\n",
|
||
" image=img_input, \n",
|
||
" prompt=prompt_mask\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"id": "e3eb0193",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Save the image to a file and resize/compress for smaller files\n",
|
||
"image_base64 = result_mask.data[0].b64_json\n",
|
||
"image_bytes = base64.b64decode(image_base64)\n",
|
||
"\n",
|
||
"image = Image.open(BytesIO(image_bytes))\n",
|
||
"image = image.resize((300, 300), Image.LANCZOS)\n",
|
||
"image.save(img_path_mask, format=\"PNG\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"id": "1660ae01",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<IPython.core.display.Image object>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Show the mask\n",
|
||
"display(IPImage(img_path_mask))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "2d66b14d",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Creating an alpha channel\n",
|
||
"This step is optional, if you want to turn a black & white image into a mask with an alpha channel that can be used in the Image Edit API."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"id": "2ea97104",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# 1. Load your black & white mask as a grayscale image\n",
|
||
"mask = Image.open(img_path_mask).convert(\"L\")\n",
|
||
"\n",
|
||
"# 2. Convert it to RGBA so it has space for an alpha channel\n",
|
||
"mask_rgba = mask.convert(\"RGBA\")\n",
|
||
"\n",
|
||
"# 3. Then use the mask itself to fill that alpha channel\n",
|
||
"mask_rgba.putalpha(mask)\n",
|
||
"\n",
|
||
"# 4. Convert the mask into bytes\n",
|
||
"buf = BytesIO()\n",
|
||
"mask_rgba.save(buf, format=\"PNG\")\n",
|
||
"mask_bytes = buf.getvalue()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 42,
|
||
"id": "7aa9c7f7",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Save the resulting file\n",
|
||
"img_path_mask_alpha = \"imgs/mask_alpha.png\"\n",
|
||
"with open(img_path_mask_alpha, \"wb\") as f:\n",
|
||
" f.write(mask_bytes)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "ca8fdead",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Editing with the mask\n",
|
||
"When using a mask, we still need the prompt the model describing the entiring resulting image, not just the area that is masked. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 43,
|
||
"id": "40ee1402",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"prompt_mask_edit = \"A strange character on a colorful galaxy background, with lots of stars and planets.\"\n",
|
||
"mask = open(img_path_mask_alpha, \"rb\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"id": "65b5487a",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"result_mask_edit = client.images.edit(\n",
|
||
" model=\"gpt-image-1\", \n",
|
||
" prompt=prompt_mask_edit,\n",
|
||
" image=img_input,\n",
|
||
" mask=mask,\n",
|
||
" size=\"1024x1024\"\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"id": "06ee85a6",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<IPython.core.display.Image object>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Display result\n",
|
||
"\n",
|
||
"img_path_mask_edit = \"imgs/mask_edit.png\"\n",
|
||
"\n",
|
||
"image_base64 = result_mask_edit.data[0].b64_json\n",
|
||
"image_bytes = base64.b64decode(image_base64)\n",
|
||
"\n",
|
||
"image = Image.open(BytesIO(image_bytes))\n",
|
||
"image = image.resize((300, 300), Image.LANCZOS)\n",
|
||
"image.save(img_path_mask_edit, format=\"JPEG\", quality=80, optimize=True)\n",
|
||
" \n",
|
||
"display(IPImage(img_path_mask_edit))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "ae87ecb7",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Wrapping up"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "28f2e4b8",
|
||
"metadata": {},
|
||
"source": [
|
||
"In this cookbook, we've seen how to use our new image generation model, GPT Image, to either generate new images from scratch, or use reference images. We've also covered how to create a mask with an alpha channel to apply it to an input image, to guide the image edition even further. \n",
|
||
"\n",
|
||
"Feel free to use this as a starting point to explore other use cases, and if you're looking for some inspiration, check out the [image gallery](https://platform.openai.com/docs/guides/image-generation?image-generation-model=gpt-image-1&gallery=open#generate-images) in our docs. \n",
|
||
"\n",
|
||
"Happy building!"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python (notebooks-env)",
|
||
"language": "python",
|
||
"name": "notebooks-env"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.13.3"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|