{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "nRyeby_nLdSS"
},
"source": [
"# AI-Assisted Programming\n",
"A Tutorial for OceanHackWeek 2023"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PKjHMoDrMBt4"
},
"source": [
"## Introduction\n",
"\n",
"Hackathons (and programming in general) involve a *lot* of debugging - writing code as fast as possible, running into errors, and spending hours trying to fix those errors. Many times, project teams find that they spend more time chasing errors in their code than actually focusing on the scientific work of the project!\n",
"\n",
"**But** this workflow is about to change - with AI. Specifically, large language models (LLMs), which have shown an incredible ability to write, read, and even debug code. In the past few months, there has been a large shift toward a new workflow: AI-Assisted Programming. This workflow allows you to spend more time planning the *purpose* of your code while allowing a LLM to go through the drudgery of debugging.\n",
"\n",
"\n",
"Read about [this professor's experience](https://www.vanderbilt.edu/datascience/2023/04/10/chatgpt-an-ai-assistant-that-bridges-the-gap-for-novice-coders-in-the-study-of-birdsongs/) implementing a birdsong classification model mere hours after attending an AI workshop at Vanderbilt!"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CF7gTLhNWdy2"
},
"source": [
"### What are LLMs?\n",
"\n",
"Before you use these tools, it's vital to know what they are, how and why they were made, and how they get their results.\n",
"\n",
"**Generative AI**\n",
"\n",
"You may have heard this term before, as these are exactly the LLMs we will be using today. The \"Generative\" part of \"Generative AI\" (and also the \"G\" in \"GPT\") means that the model is trained to *generate* text. How? By predicting the next most probably word (technically, the next *token*).\n",
"\n",
"While we don't know the exact training data each model used, we do know that a lot of early LLMs were trained on text available freely on the web (Wikipedia).\n",
"\n",
"Keep in mind:\n",
"\n",
"- An LLM'ss No. 1 job is to *generate text* regardless of factual correctness\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qb-x2dzONlCL"
},
"source": [
"## The Tools\n",
"\n",
"There are many LLMs available today (and more being developed each week), but we will overview three main models and what we can do with them."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Q9DcGLigN2c-"
},
"source": [
"### ChatGPT\n",
"\n",
"The darling of the AI world, this is the most well-known LLM and gets a lot of use for writing emails and even essays. This tool does cost money (although it offers a nice [free trial](https://chat.openai.com/) period).\n",
"\n",
"ChatGPT offers two chat models: GPT-3.5 and GPT-4. GPT-4 is the most recent model and offers better performance, although it has a more restricted rate limit and processes less tokens than GPT-3.5.\n",
"\n",
"Quick Facts\n",
"- Costs money (cents per request)\n",
"- No updated knowledge past Sept. 2021\n",
"- Suite of coding tools with GPT-4 (Code Interpreter, plugins, API, etc.)\n",
"\n",
"In this tutorial, we will be using GPT-4 with Code Interpreter.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZLiB4yUVOU2C"
},
"source": [
"### BingGPT\n",
"\n",
"Uses a very similar model to ChatGPT, but can also use web search to aid its responses. Can only be accessed in Edge browser, but is free with a Microsoft account.\n",
"\n",
"Quick Facts\n",
"- Free to use (requires Edge browser)\n",
"- Can access the web for answers"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4S9SFG21OeDQ"
},
"source": [
"### HuggingChat\n",
"\n",
"This free, [open source chatbot](https://huggingface.co/chat/) uses the impressive new Llama-2 model, and is also able to search the web.\n",
"\n",
"Quick Facts\n",
"- Open source, free to use\n",
"- Backed by new Llama-2 model\n",
"- Not as widely used/tested for coding"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "c-hHL3CLOsws"
},
"source": [
"### Other Notable Tools\n",
"\n",
"- **GitHub Copilot:** available as a plugin for VSCode and has many planned additions as part of CopilotX. Free with a school email!\n",
"- **Google Bard:** available through Google\n",
"- **Poe:** multiple chat models hosted on the [Poe website](https://poe.com/login?redirect_url=%2F), ability to create a custom chat bot"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "VCLKgxyLPDz_"
},
"source": [
"## Prompt Engineering\n",
"\n",
"While very powerful, these AI tools are only as useful as you make them. It's very important to understand what these models *can* and *cannot* do well, and construct your prompt accordingly.\n",
"\n",
"Some strategies for prompt engineering:\n",
"1. **Persona** - tell the model to act like a programmer, scientist, teacher, etc. It will start responding like that persona.\n",
"2. **Examples** - give the model an example of the output you would like\n",
"3. **Flipped interaction** - tell the model to ask you questions until it has enough information to accomplish some task (i.e. deploying a cloud application)\n",
"\n",
"Find more information about prompt engineering in [this paper](https://arxiv.org/abs/2302.11382).\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "cRBcgHlVQw7e"
},
"source": [
"## AI Assisted Workflow\n",
"\n",
"1. **Prompt Engineer** your question (specifically for coding)\n",
"2. **Give feedback** if the answer is not optimal. You can even give the model more information including details on the project, documentation of a package, and example of what you want, etc.\n",
"3. **Run the code**, and send any errors to the model\n",
"\n",
" a) rinse and repeat\n",
"\n",
"4. **Use** the working code. Move on to next task and start back at step (1).\n",
"\n",
"Now you can get more work done, faster, and without cursing over package documentation.\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "9aFBNC7mRfAi"
},
"source": [
"## Demo\n",
"\n",
"Finally, let's demo how we can use this workflow in our coding projects. I will be taking you through a live coding session with ChatGPT 4 with Code Interpreter, but you are welcome to try this on your LLM of choice!\n",
"\n",
"**Note**: The answers you receive from the LLM may be different from mine! Remember to use prompt engineering to steer the LLM in the direction you want to go, including any libraries or methodologies you'd like the LLM to use.\n",
"\n",
"In case of technical difficulties, you can see the entire process through screenshots and code at the bottom of this notebook."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "8r3jawNViyGr"
},
"source": [
"### Mini Project Goal\n",
"\n",
"First, let's establish a goal for our demonstration. Actually, we can even use ChatGPT to do this :)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "FSI7yBIpjDAa"
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PF8wvVSPjgNg"
},
"source": [
"So, our project goal is to **predict sea surface temperature using Argo Float data**"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "XTEW8zi3juuF"
},
"source": [
"### Accessing Data\n",
"\n",
"The next step of our project should be accessing our Argo SST data. Let's see what ChatGPT can find for us:\n",
"\n",
"Prompt: *How do I access Argo float sea surface temperature data in Python?*"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "vtwvEKt5jfBZ"
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "O3T2KrvYkI-G"
},
"source": [
"### Visualizing Data"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "eMblxelikW5p"
},
"source": [
"Next, let's plot the data on a map.\n",
"\n",
"Prompt: *How can I plot this data on a map?*"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "DCWmTYxLkqgL"
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "_O_C0pGIlMT7"
},
"source": [
"Another common visualization with SST data is SST vs Salinity. Let's plot that relationship.\n",
"\n",
"Prompt: *How could I use this data to plot SST vs salinity?*"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "4fey-bRAldAN"
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "nNysnQ-fksDN"
},
"source": [
"### Predicting SST\n",
"\n",
"Now we've reached the actual goal of our project: predicting SST using variables such as pressure, salinity, and lon/lat.\n",
"\n",
"Prompt *I want to use a machine learning model to predict sea surface temperature using other varaibles such as pressure, salinity, and lon/lat. How can I do this using the Python code generated above?*"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "6-UuJspilLAO"
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "PydvIJI-_Zk8"
},
"source": [
"### Extending this Example\n",
"Time permitting, try to extend this example: use a more complex model, improve the model performance, add in additional data. Record your prompts and findings below."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "d3NSN_tV_1eE"
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "Tn4k1GM1_7Ir"
},
"source": [
"## Playground\n",
"\n",
"Now that you know how to use the tools, use the below cells to try out the AI-Assisted Workflow for your own project."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "FJOK1s6fAFpL"
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "7-W5NNaxisZO"
},
"source": [
"## Demo via Screenshots"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "V422SyArcfvr"
},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "3uPKZxd3Vvj1"
},
"outputs": [],
"source": [
"# library installs if using Google Colab\n",
"#!pip install argopy xarray"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "ftpQtz2xLWTO"
},
"outputs": [],
"source": [
"from argopy import DataFetcher as ArgoDataFetcher\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "udw15KZZc87p"
},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "fQ1iwdWcVt9k"
},
"outputs": [],
"source": [
"# Define the region: [longitude_min, longitude_max, latitude_min, latitude_max, depth_min, depth_max, time_start, time_end]\n",
"region = [-80, -50, 20, 50, 0, 10, '2021-01', '2021-02']\n",
"\n",
"# Fetch data for the specified region\n",
"argo_loader = ArgoDataFetcher()\n",
"ds = argo_loader.region(region).to_xarray()\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ft00xxySdAa2"
},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "w3JOjlv_V54H"
},
"outputs": [],
"source": [
"sst = ds['TEMP']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 450
},
"id": "Jit-WyzbV8Df",
"outputId": "478c36b5-9b47-4422-bcd1-02c21b25d477"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"sst.plot()\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "SPrkMk-de0XF"
},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "LilXhkszWiif"
},
"outputs": [],
"source": [
"# installs for Google Colab\n",
"#!pip install cartopy"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "bT2WD3HbWg-f"
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import cartopy.crs as ccrs\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gIRaa4Jae7MF"
},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Xq-3U1-WWn2M"
},
"outputs": [],
"source": [
"latitude = ds['LATITUDE'].values\n",
"longitude = ds['LONGITUDE'].values\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "rofEYnZOWp4U"
},
"outputs": [],
"source": [
"sst = ds['TEMP'].values\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "K5eMKGI0fDhU"
},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 521
},
"id": "u2MSqXRQWseg",
"outputId": "bdcbe8aa-28a9-41aa-d33f-2ec340472860"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.10/dist-packages/cartopy/io/__init__.py:241: DownloadWarning: Downloading: https://naturalearth.s3.amazonaws.com/50m_physical/ne_50m_coastline.zip\n",
" warnings.warn(f'Downloading: {url}', DownloadWarning)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create a figure and axis with a specific projection\n",
"fig = plt.figure(figsize=(10, 5))\n",
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"ax.coastlines() # Add coastlines to the map\n",
"\n",
"# Scatter plot for SST data\n",
"sc = plt.scatter(longitude, latitude, c=sst, cmap='jet', s=10, transform=ccrs.PlateCarree())\n",
"plt.colorbar(sc, label='Sea Surface Temperature (°C)')\n",
"\n",
"# Add gridlines, labels, and title\n",
"ax.gridlines(draw_labels=True)\n",
"plt.title('Sea Surface Temperature Distribution')\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "sYwBJh3ZfSiH"
},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NU-eQsMOfhkr"
},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 435
},
"id": "ev0qIgM9XB5q",
"outputId": "97af1a7d-e322-4911-9b7e-296423a116eb"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Define the longitude and latitude boundaries for the plot\n",
"lon_min, lon_max = -180, 180\n",
"lat_min, lat_max = -90, 90\n",
"\n",
"# Create a figure and axis with a specific projection\n",
"fig = plt.figure(figsize=(10, 5))\n",
"ax = plt.axes(projection=ccrs.PlateCarree())\n",
"ax.coastlines() # Add coastlines to the map\n",
"\n",
"# Scatter plot for SST data\n",
"sc = plt.scatter(longitude, latitude, c=sst, cmap='jet', s=10, transform=ccrs.PlateCarree())\n",
"plt.colorbar(sc, label='Sea Surface Temperature (°C)')\n",
"\n",
"# Set the map extent (zoom out to show the whole world)\n",
"ax.set_extent([lon_min, lon_max, lat_min, lat_max], crs=ccrs.PlateCarree())\n",
"\n",
"# Add gridlines, labels, and title\n",
"ax.gridlines(draw_labels=True)\n",
"plt.title('Sea Surface Temperature Distribution')\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "9xr9y4HpXUVI"
},
"source": [
"SST vs Salinity"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "DsmVuIsWfpyU"
},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "h_9Cj5JAXVnx"
},
"outputs": [],
"source": [
"sst = ds['TEMP'].values\n",
"salinity = ds['PSAL'].values\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "KS5RXuS5f48g"
},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
},
"id": "G-V0SzlDXWQI",
"outputId": "0aa478d4-991f-4b5e-d870-aa4969c43b00"
},
"outputs": [
{
"data": {
"image/png": 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QCA0NNfrlfPLkSZw9exZffPEFxo0bpz1e1cwSU8sDyP8kMzMzddIVFRXppKmOW7du4ffff8f8+fN1BuhW7GYICAiAj48PTp06ZTS/sLAw3L59u8ogzVQBAQHw9vZGaWmp2fM2RF9Xy9mzZ+Hh4YGAgAAAMEuZNm3ahPvuuw+rVq3SOZ6ZmakTKBgKaAD97w8AuHTpUqUp/fqEhYUBAHx8fKpdl2HDhuGJJ57QdmWdPXsWs2fPrpSuYcOGmDhxIiZOnIjbt2+jV69emDdvXrXWfqr4WYmLi8PNmzfx/fffo1evXtp0ycnJ1alSjRi7XoBs3Xn++eeRlpaG9evX4/7779e2GJF9YTcW1ardu3fr/U/sl19+AQDtlM8RI0bA0dER8+fPr5ReCKGdkq35b698GiEEli1bpqg8+/bt0zv9tGJ5APllVHG8y2effaZoOq0x+uoAoNKsKQcHBwwbNgw//vgj4uPjK+Wjefzo0aNx8OBBbN++vVKazMzMSuNiTCnnQw89hO+++05vwHXjxo1q5WvMwYMHdcbMXL58GT/88AMGDBgAR0dHs5XJ0dGx0usfGxuLK1eu6Bzz9PQEAL1BTVhYGA4dOqSzBMBPP/1UaakEQyIjIxEWFoYlS5bg9u3blc4rqYufnx8GDhyIjRs3YsOGDXBxcam0AGTF5Qy8vLzQqlWrSlP/K1L6WdH3fi4qKsLHH39cZfnNzdj1AoBHHnkEKpUKzz77LC5evGi360kRW3aolj3zzDPIy8vD8OHD0a5dOxQVFeHAgQP49ttvERISoh1nERYWhjfffBOzZ89GSkoKhg0bBm9vbyQnJ2Pz5s2YOnUqXnzxRbRr1w5hYWF48cUXceXKFfj4+OC7775T3I//zjvvICEhASNGjNB2dxw5cgRffvklGjZsqDNt+fHHH8eTTz6Jhx56CNHR0Th+/Di2b9+u859/dfj4+KBXr1549913UVxcjDvuuAO//fab3v+E33rrLfz222/o3bs3pk6divDwcKSlpSE2Nhb/+9//4Ofnh5deeglbt27FAw88gAkTJiAyMhK5ubk4efIkNm3ahJSUlGqXefHixdi9eze6d++OKVOmICIiAhkZGThy5Ah27tyJjIyMGr0WFd15550YOHCgztRzADrryZijTA888AAWLFiAiRMnokePHjh58iS+/vrrSi0yYWFh8PPzwyeffAJvb294enqie/fuCA0NxeOPP45NmzZh0KBBGD16NC5cuIB169ZpW2yq4uDggJUrVyImJgbt27fHxIkTcccdd+DKlSvYvXs3fHx88OOPP1aZz8MPP4yxY8fi448/xsCBAyutaRUREYE+ffogMjISDRs2RHx8PDZt2oSnn37aaL5KPys9evRAgwYNMH78eMyYMQMqlQpfffVVtbubaqJz585wdHTEO++8g6ysLLi6uqJv377adYECAgIwaNAgxMbGws/PD/fff3+tl5FqSe1O/qL6btu2bWLSpEmiXbt2wsvLS7i4uIhWrVqJZ555Rly7dq1S+u+++07ce++9wtPTU3h6eop27dqJ6dOnizNnzmjTJCYmiv79+wsvLy/h7+8vpkyZIo4fP25winB5+/fvF9OnTxd33nmn8PX1Fc7OziI4OFhMmDBBXLhwQSdtaWmpeOWVV4S/v7/w8PAQAwcOFOfPnzc49Vzf9HBDU8///vtvMXz4cOHn5yd8fX3FqFGjxNWrV/VOd7906ZIYN26cCAgIEK6urqJly5Zi+vTporCwUJsmJydHzJ49W7Rq1Uq4uLgIf39/0aNHD7FkyZJK0/yNqTj1XAghrl27JqZPny6CgoKEs7OzaNq0qejXr5/47LPPqqynoddGM734xo0b2mMAxPTp08W6detE69athaurq+jSpUulacQ1LZMQcur5Cy+8IJo1aybc3d3Fv/71L3Hw4MFK08aFEOKHH34QERERwsnJqdJ77P333xd33HGHcHV1Ff/6179EfHy8wann+sohhBBHjx4VI0aMEI0aNRKurq6iRYsWYvTo0eL333/Xm76i7Oxs7RTxdevWVTr/5ptvirvvvlv4+fkJd3d30a5dO7Fo0aIq3xemfFb2798v7rnnHuHu7i6aN2+uXWICFaaBmzL1vPx7Q4iy91JycrL2mL7p/59//rlo2bKlcHR01DsNfePGjQKAmDp1qtH6U93GvbGIyCapVCpMnz5du/IvkSX88MMPGDZsGPbu3atdKJLsD8fsEBFRvfX555+jZcuWuPfee61dFLIgjtkhIqJ6Z8OGDThx4gR+/vlnLFu2rMqZW1S3MdghIqJ655FHHoGXlxcmT56Mp556ytrFIQvjmB0iIiKyaxyzQ0RERHaNwQ4RERHZNbsfs6NWq3H16lV4e3tzABoREVEdIYRATk4OmjdvDgeHmrXN2H2wc/Xq1Uo7LBMREVHdcPnyZQQGBtYoD7sPdry9vQHIF8vHx8eseRcXF+O3337DgAED4OzsbNa8bU19qSvraV/qSz2B+lNX1tO+GKtndnY2goKCtN/jNWH3wY6m68rHx8ciwY6Hhwd8fHzs+s0I1J+6sp72pb7UE6g/dWU97YuSeppjCAoHKBMREZFdY7BDREREdo3BDhEREdk1BjtERERk1xjsEBERkV1jsENERER2jcEOERER2TUGO0RERGTXGOwQERGRXWOwQ0REVMelpwN9+gBhYfI2Pd3aJbItdr9dBBERkT0qKgK+/hqYOhUoKSk7fvEiEBAAREQAp09br3y2hC07REREdcyKFYC7OzBpkm6gU15iItC+fe2Wy1axZYeIiKiWFBQAq1YBKSlASAgweTLg5lb5XGgocMcd+vNYsQJ46illz5eYKLu0/P3NUPg6jMEOERFRLXjjDeC//wWyswEhAJUKmDMHePppeb78OQ8PYN06YNEiYN68sjyKioDnnzfteUeOBOLizFWLuonBDhERkYW98Qbwzjuyy8nFBXBykr9nZQFvvSUDHKDsnLOzvP/BB4BaDSxYIO9//bVsATLF5ctmq0adxTE7REREFlRQIFttSkoAT0/A1RVwdJS3Hh5AaakMaFxdy865uMjHlpQAH31UFuCsWGH68wcFma8udRWDHSIiIgtRq2XLTWam7LYqKSlrxQF0Bxer1ZUf7+wsW39WrZL3c3NNL8OmTaY/xt4w2CEiIrKApCRg+HDg7bdlgFNaCuTny3E5eXnyWPkAx1CwI4QctAwAd99tWhnc3Dg4GWCwQ0REZHZJSXL9m23b9E8NLy6WQU9RUdkxBz3fyMXFskUoJETeX7bMtHI0b25aenvFYIeIiMiM1GrZdXT0qGzNcXRU9rjCwsrHiosBX185RR0AfHyAmBjlZeF4HYnBDhERkRmlpgI7d8rgxdVVf/eUIVlZMkDSBD5OTsD06WVr8QDAL78AvXsry2/jRuXPbc8Y7BAREZlRTo4ckKxWy/E25QckK3H7dlnX18yZZdPOy4uLA9q2NZ6Pjw+wcqXsUqvvGOwQERHVgFoNnDwJDBsG3HMPMH++3MrBwcHwVg7GODvLNXkA4LXX9KcpKZHT2T089J/385NdX0ePAsuXM+DhooJERETVlJQEDB0KnDtXduyPP+StSlW9PIuLgdGjgf379Z//6Sdg2jTg778rn3N0BAID5QyswkK5GWhiIrBli2wJ0jcIuj6op9UmIiKqnsxMYNQo4M47gS5ddAOd8qrThaWh2fvqkUeA556TXVuADHTGjdMf6AByvE9RkZza/tdf8lhgoAzKUlOrVxZ7wJYdIiKiKhQUAJ98IruoMjMt/3w//QQ89pgcjJyfD3z4ITBiBHDzJnDrlvHHpqUBzZrJDUCzsgAvL+DKFTmWqL5isENERGTEG28A778vW0uspbQUiI2Vs7OUuHRJrrZ88aIcqBwVBXh7W7aMtozdWEREZJfS04E+fYCwMHmbnm56Hm+8IXcet1ag4+gofzTjf5QOeL55U7ZG3b4NXL0KfPcdcP/9liunrWPLDhER2Z327eXAXI2LF4GAADlg9/hx4NAh4No1oEkTOYNKX4tJQYFcsdiUdXLMpeJChA4OsnWnJhIT5ety+DCweDGwZ4+cNTZ2rBwQrdl81B4x2CEiojotI0N+YV+6BLRoIQfjavaSqigxUa5I7O9f1vohhFz8r0cPuQhfw4Yy7eefyy0drKm0tOZBTnmJibJbq3ye27fLAdHvvCNnedkjBjtERFRndekCHDtWdr98a44heXmVZybl5wO//w40agRERgLx8XLtnNrQpYvsavP3l4Ogq+LoWLMASN9jc3KAp5+Wv9tjwMMxO0REZNM0U727dQPGjy87HhysG+iYS0KCnMH09dfmz1ufzp3l4OP33ivrvjIWzLi5ydYpc1OrgZde0t2c1F4w2CEiIpvVqxfQoIHcWDM+Xi6OBwAdOgCXL1vueXNzTR+U7OQkW2e6dAFatVL+uORkeevlBYwcWfVzlJbK8Uc//ww8/DAwaJAcSN2rl2nl1Sc3F9iwoeb52BqrBjsrVqxAx44d4ePjAx8fH0RFRWHbtm0AgJSUFKhUKr0/sbGx1iw2ERHVgl69gH379J+zxQXydu+Wg3/j4+VCgw0aGE5bfnXlFi2A//1PzpiaOlUOmjakpES2/qSllQUm27bJ9X+++8489fj8c/PkY0usOmYnMDAQixcvRuvWrSGEwBdffIGhQ4fi6NGjaNeuHdLS0nTSf/bZZ3jvvfcQY8r+9kREVOdkZhoOdGzVW2/JRQA1UlL0dzepVLorK6emAo8+KhcL1KyU7O5u+Hlyc+WA6ootW/7+ZdtD1ERtLJpY26wa7AwZMkTn/qJFi7BixQocOnQI7du3R9OmTXXOb968GaNHj4aXl1dtFpOIiGrZlCnWLoHpLl3Sve/jA8TEyJaX8soHOu7usiXI1NWNS0qAO+6ofPz06crT7k3VoUP1H2urbGY2VmlpKWJjY5Gbm4uoqKhK5xMSEnDs2DF89NFHRvMpLCxEYWGh9n72/88bLC4uRnFxsVnLrMnP3PnaovpSV9bTvtSXegL2V9erV/W3bri7F+vc2pJWreQmnuX98IMch7NzZ+V9snx8ZNCSl1e5rlXV09ER6Nix8vMBctD2+fNyVll1zJqlP19LMPa+Ned7WSVEdbcpM4+TJ08iKioKBQUF8PLywvr16zF48OBK6Z566inExcUhsYpwdd68eZg/f36l4+vXr4eHh4fZyk1ERESWk5eXh0cffRRZWVnw8fGpUV5WD3aKioqQmpqKrKwsbNq0CStXrsSePXsQERGhTZOfn49mzZphzpw5eOGFF4zmp69lJygoCOnp6TV+sSoqLi7Gjh07EB0dDWdnZ7PmbWvqS11ZT/tSX+oJ2GZdz5yRG1qePSsX73NzA9q0AR54AGjb1vhjs7Lk1PKK3N2LsXr1DkyaFI38fNuoJyCnj+/ZI8fdTJkix9MEBcnBvhUHKt+8CfTrVzYLS5+q6unqKleBbtnScB45OXLHc1ONHQtU0YliNsbet9nZ2fD39zdLsGP1biwXFxe0+v85epGRkTh8+DCWLVuGTz/9VJtm06ZNyMvLw7hx46rMz9XVFa6urpWOOzs7W+wPgCXztjX1pa6sp32pL/UEbKeuSUnyCzM9XX7pe3rKgbUJCXJsy4wZQHi44cf7+wNduxoepJyf72xTwY6Tk9xsMyGh7NjRo8DWrWWLFAIyODEW5FRkqJ7FxXJGVuvWcoBzTo7c6DM4WG4tAcjb/HzT63LuHFDbbyF971tzvo+tHuxUpFardVpmAGDVqlV48MEHERAQYKVSERGRUmo1sHmzDHRCQ+XvmZmAnx8wfLj8st+yRbbuOBhZAGXvXjkt2xanmVdkbOZYQoIM3E6eNN+CfSoVsGsXcOBA2fYYf/0lz2kWKazuIO/QUPOU0ZZYNdiZPXs2YmJiEBwcjJycHKxfvx5xcXHYvn27Ns358+exd+9e/FJ+Ph8REdms1FT5xbt3r1wMUCM9Xa4S7OAgv6Td3IAff5RdP126AB98IAftlld+PRprcXaWZTV1xlR55Vt8zFEeBwcZYBUVyVaj8kHUzp2y68zT0/S8VSp5HeyNVYOd69evY9y4cUhLS4Ovry86duyI7du3Izo6Wptm9erVCAwMxIABA6xYUiIiqopaLVsvnnwS+OOPyrOPyqe7ehV4/vmyY8eOAWvWyLEsO3eWHS8osGiRDXJykuUUQgYWubnWKYc+xcWyTAcPAhU6QnRUp8yDBlUOOO2BVVdQXrVqFVJSUlBYWIjr169j586dOoEOALz11ltITU2Fg7G2TiIiMll6OtCnj9yEsk8feb+kRC6M17evbG2ZNEnu/J2RAdx3n2wt8PICoqPlMY2kJDkepXNnOXC2ulNffv9dt0UiK6sGFaxAaSvRPffI+rz6qux6KymRgY8tUauNBzrVEROjuyiiPbG5MTtERGR+GRlyls2lS3IczMWLcraUxsWLcr+lijQtLhXt3Cl3CO/UCfjmG6BHD/OtvJuXJ9escXU1T8tO8+ZyVtRjjykrY0yMfP6FC4HXXgNWrQKWLZMDd+3VpUtlLXMVBzrbAwY7RER2rmtX3TEjNd1OoLzjx+UWBeZ24YJ58lGpZCuNhwdw111yUK8xrq7Aiy+W3XdzA6ZPl4GSsb2u6rKePYF16+Q4q/x82ZLl6ysD2P79gZCQuh/4MNghIrJjFQOd+qb8GJTnnpPTwW/dMpx+4kQZGFXk5yeDgrq2X1dVVCrZ8nX0qKz3pUtytlxurtxYNDAQGDgQeOIJ40sF2Lo6HqsREZEhGRn2H+g0aWK4xaXiGJQHHgC+/FL/QnvOznJg9YoVhp9r714Z8FRHp07Ve5ylCQFs3CgHZCckyK660lIZ3Dk7AzduyLWC5s+XLWR1FYMdIiI7de+91i6B5bVrB1y/Dvz8sxxA3bmzbJ3JytI/2PaBB2TLxY4dwMMPy5afN96QY3mMBToae/fKlqGRI2WrWePGysrZvHn196qyNCGA334Drl2Te255ewMuLrKlx9FRdmGdPg18/73tDdRWit1YREQ2qqREDgT+73/larnp6fILKDQU+M9/gAkTgCtX5O7X33+v+9gVK+r2f+JKbdokWyUGD5Y/Sjg5ybEo/ftX7zn9/OSifYDcYfz69aofc+mSDBg0A8X/+EP+7ukpy5OXJ6+3tTZwysiQ3X3e3mWz1hwd5YwvDw853T0hQa6hFBJinTLWBIMdIiIb9NNPctr3jRuVz/31F7BtW9n9v/+Ws4e++Ua2Ovj5ydaKus7DQwYBhkREyG0lrKlFC2UDvlu0kLcNG8oWp48+Ap59VnYZOTlVHidkrpWWTVFaKgOc8vcdHOQg7ZISOY6nJgsrWhO7sYiIbMxPPwGPPqo/0KlKSIjchiE93ezFqnWXLxue6dWunWwpsbZ166qXbvJk2ZJSVFS5a0itLpv9dM89cv2i3r3l+yEmpuZlNkQIGeBofte06qhU8r6np2z5qYsY7BAR2ZCSEmDJkpr9B52SYrbiWE1kpGwFOX1afsn37i2/9DXjkP74w7rl02jYsOqxOJq6lOfmBjz9tGzVyc2V6wmVlsrb3Fx5HAC2b5fT8OPiZCvWL7/I8Ujjx8sNVt3c5DRxc2yrodk4tLhYtqg5O8vnzMmR5YmM1L8TfV3AYIeIyIYcOlS2Q7Y969hRrnujj2aX8IwMOQ6nd2/ZwnD4sByIbGvi4w0HPOV3PK9owQLglVdksFJSUjZux88PmDnT8PP5+ABr18rxM7GxwN13yzxqolkzOautoECumO3qKgOdzEzZwtO+PTBiRN1db6eOFpuIyD5du2ad8Rq1rUcPOeD15k3ZNRMRIW9v3pTBQdeucoXmbdvkmJht2+T93r2tXXL94uMN18WYBQvkPmHLlsm9wpYtk4POX3tN2fM+8IBs7fnxRzlDzNnZ9LI3bw588gmwerXclT4oSAY1WVlya5AHHwTmzq3b6+xwgDIRkQ1p0kR+YRUXW7sklvXtt8DSpWUDdsszthDisWMWL1q16auLEppVmsvTXP9bt+Ssu/Pn5Xtj2TI5vb58C4uTk+zeu/de2TKzYoWcpXbqlGylMcTRUf6MHy8DGkDuiZaSApw9K++3acMVlImIyMzuvBNwdzc+C8keZGbK/aqGDJFjQjT7MWVmKlsI8dYt5WvclFdxj7B16yqPp7ElISFyHA0gF/yLjJQtMTt36m9pcXOTK0U/9xzwv/8B//63fHxurhzXExAgW2tKSmRAVVKiO2XfwUGOjWrZslaqV2vqeKxGRGQ/xoyRX7w3b1q7JJanWbn35ZflejedOslZZAMHKnv8lCmmP6ehrrGuXU3Py9KMddddvQr06lX1Okr33AO0bi1bfrp0kWOkgoLk2JxGjWRA3bq1TGfvGOwQEdmAMWNk1461FpWzhsOH5QDb69dld8v588oHZ1++bNpzGesaS0iwrYAnI6Pq7rr0dOCrr4yvaOzkBMyYIQcvX7wox+CUlMjbixfl8WeeKZv5Zc8Y7BARWdnt22Ur8tYnhYXVf2xQkPK0SvYIS0iQ6WzB2LHK0mlmZBnzwAPAO+/IQdNZWXKrjPPnZbdWs2ayhag+YLBDRGRlc+bU3T2HrOXzz5WnVRo8KE1naZcuKUuXk6NsPSbNjK3GjWUX2O3bcmzU77/Lae5Kt9moyxjsEBFZ2cWL1i5B3fPoo8rTKg0elKazNM3WElXx9la+ovGDD+pfiFEIOXbJ3gMeBjtERFZmbzNfasOBA7J1QgmlwYPSdJamdAuKCROUrWicnQ38+mvZfZWq7Efj11+NT1Ov6xjsEBFZ2cKFdX8dE2tQOiOruvtXWUvDhnItHWP8/eW0cmPvm/R0oE8fOVVdM/C94rYSmvtCyFWbd+0CXnhBbmWxYYP9LHDJjxcRkZV5eQGjRlm7FHWP0j3Aqrt/lTXt2WP4XPPmwN69xlc0bt9erqmzZ48cjKxhbLbfhg3AgAHAf/4jd2V/7DHZ2rVihenltzUMdoiIbMCGDcDDD5tnQ0dD/PwMbyfQqZPc4qBVKyAwUK7W6+5uubKYQ0iI8rTV3b/K2lJS5HVp3VqukJyQIKfdVxXoJCYaPm8o4MnPlwPlNSsrq9XAP/8AL71U9wMeBjtERDZiwwY5buLpp4F27eTml+aUnCy7JfTt4XTsmJyxc+6c/DL95x/ZBVITd9xhjlIbZsqMLKD6+1dZU4MG8rqcPQvs2ycXBqyq68pYoKOhCXgqBj5OTmU/Li7yWF6ebO2py11a9WApISKiusPLC/jwQ91j6elyk8fLl+WO19XZH6pnT9myAyjbwyk7W87SqYkTJ4Ddu4FHHjH/Xl89epTVxxTV3b+qrhg5UnnaioGOg4NuIKVSyZbAkhLg77+BH36ou92tbNkhIrJx/v5AXBxw4QKwebPsYjBFz55yjIcpnn3WtPQVacbAPPQQ8P33cvsDT0/ZYuDuDnTvDvz3v9Xb9gGoeSBWUyUlMmjq21duxTBpkvlmM2Vmys05AXmrdNYZYPrK0uWp1UBpqe4xlUoGRaWlNcvb2hjsEBHVIcHBcj8pJe6/X26YaWqgA1S975IxFcfAPPCA3Ljy119lV91vv8lNKqdPBz75BNixQ/8UapVKtuBERwMdO8pWi6pWDK4NP/0kF+i7/37ZcnXsGLBmjdx+oabr1fTqJbuutmyR97dskfeVrnSsdGVpBwcZdLZsqduaU1KiG/AIIa+Do6Npq1bbGnZjERHVIQ4Ocsrx55/L7i1DIiPll3J1NW2qPG14uPxCNLaLuJOTHGBbkYOD3Ag0ORk4dQp44w3g2jWZ5wcfyG678szdHWaqn36SA8kN7UqvWaCvOl1lvXrJcTn67Nsnz1cVuCptBWrSRA5GV6nkuKWsrLJzpaVl6/AUF8vbwEBg6FBledsiBjtERHVMeLj80uvfXy7/X5E5ZhctXCjHaFTFy0u2ztR0jyUHB9l6o2nRsEUlJcCSJYYDHQ3NAn0VAzVjMjMNBzoa+/bJdIbGKmVkAMePK3u+pk3LWnSCgmSdNIGkELKumjE9Hh7A88+XDViui9iNRURUC9Rq2d0xYICc5j1qlGljMSoKD5djKBISZItJWJg8npQktwYYPVq2tISGyllVxlqB9GnfXk53rkqHDrKrqT44dEhZEKlZoM8USscuGUundG8vZ2fdmX6NGgFt2+ouNSCEDIaaNQPeew+YNk2+h1NSgJMn5W1d2s+NLTtERBaWlCSnOZffe+nECWDTpuoNHtZwcJBTkfftk/+V//KLHCx765ZuupQUucBcRARw+rTyvH/4QbbYGAqUgoKAV1+VXVT1wbVryqdfJyeblvfZszVPp3RvLyFkS075lqdGjWT349WrwPXrQL9+MmAeMUJe319/BVatkmOm3N3ltQ8PB4YPN77mj61gyw4RkQUlJckZO4a+iDRjMWrquefkbUGB4TSJibLFpqKMDDnOpH17eZuRIY9rustGjwZcXeUxlUp2XUVFAR9/LAcf1xdNmijvygkNNT3vmqTLzFTeeufsLAO3ii0zQsiFBe+5B9i4ERgzRs4AHDZM/nz3nWzZOnhQ7pj+88/A8uU1G8xeW+pJPE5EVPvUajlg959/jKeraixGVfLygPXr5aylqiQmyi9Ff395v2tX2RVW/nyjRmXjfsLDgW++kTuz798vn6t9e9l1VV9adDTuuUe+Xsa2cgBkQPjBB6bl/e67slVOSbqKjA1s1ic/X47JKSmRW094esotJW7ckDPKnnlGXtvTp+XU9yNHymZlqVRyAPONG2Vjl7Zskd1gtry/mw0XjYiobktNBb76Slna6q43A8hBs8ZadCrSLDxXMdApLyFBngfkl1irVvKLb9o0+eVa3wIdQNb5xRerXtl60CDTBicDcnB2Vbuut2gh05VnaqCjUVwsB1HfuCFbHbOyZBD7zjuyde+334BHHy0LdAAZ6Dg4lK29k5cnx40lJtrGkgDGMNghIrKQnBzlC80p3dRSn4sXTUt/+bLsqjIU6GgkJJR1aZH0wAPAt9/KtW/0iYmp3rRzBwc5bd3QlP+mTeX58q0nSmZwVVR+77WCAtka+J//AF9+KbulwsJkl+j48XIgcvlVljWLC2ryUKvl+LArV+R73ZYx2CEishBvb+X/4ZuyqWVFLVualj4oSPnMHaXp6pMHHpCDeH/+GbjvPqBzZ2DiRNk6UpOtKMLDgV275KDvwEB5LDBQ3t+1q/JAYFNbAzVBSvmA59AhoFs3OaPv3DkZ6KxaJeunb8NQIWSQo2ndKS6WAZC3t2llqW0MdoiILCQ4WC4AqISpm1qW9+KLgJub8vSbNimfuaM0XX3j5CS7e3btAo4eBVavNr3rSp/wcLnGkWY7jG3b5H19M55MaQ0sH+CUl5kpW2XUauDtt+XK1gUFchBzRRU3DxVC/rRrp38FbFvCYIeIqAYMzWQCZJfD2LFVr0ZcfpPO6vDwkOMrlIiIkIOTqxofoqE0HZmPg0NZ8BAcbHjgb3VbA8u32Hh4yAHKFy/KbTtKS+WMM2dn/c+rCXBKS+VtgwbA00/b9uBkgMEOEdUDarX8Y/7rr/Ln4kXzLIjWtaucubRtmxykuW2bvK8Z2AuUdU0YChpqss5OeUuXyltjLTzl19lZt05ZvkrTUe0zpTWwYquMhqennG0XGyvHl3l6ls26MjQIXRPwuLsDc+bIhSVtXT0cT09E9Y1mzIOm1aVhQ7kL9xNPVH9BNCUzmTSr7YaHywDrxAm5iee1a0CbNvLLqiYtOvqkpMhpz6dOAX/8If/jbtFCdl1pppsD8jWIjDQ+SFmzcznZJj8/GSwrHaRcMdDx85PT3Y8dk8sjlJSUbfqp+V0flUq+L+bPl5u51gUMdojIbp05I29/+UX+8dZ0J926Bfz4o/wDP3eu6QGP0plMZ8/KoAaQQUfnznJKryW5u8vNNJWIjzcctJljfy2qudRUOcXb21t/l9bevYann/fsKdfR2bRJdydzQO7aPnKkXFn7+nXg8GG5OnR6unwOYy2fbm5ynE7TpjK4NtbVZisY7BCRXVKrZUATESFX/23cuOw/VTc3ub7I6dPA998Ds2eb9sda6Qyltm1N26LBGuLjZfA2dqwcjGxs53KqPZpAfdEi4PbtsgBD3/YMe/fKgcZTpsjgIyREt9Xw9m1gxgzZzernJ2eQBQTIz8ONG8CGDbpbjFTVxZufDxw4IAOk8HDZSjpkiFwp3FaDHgY7RGSXUlNl83xEhNzeIDlZ/tcqhPwiv+MOOQslIUGmNWWwpykzlDRbNNhywNOwYc2mTJN5JSXJneSjo+UYsDvukCscHz0q10iaMaNywOPnJ8fd6OPlJaeU374tA3BHR3lcCNnqU3EvNSWEkC1BJ07IMm3bJgfo16Rr2JJsNAYjIqqZnBz5xx2Qq8Beviz/Iy0okJsdHj4sF0PLzTV9QTRTZyhptmggqopaDWzeXDa+zNtbBic+PjJwT0+X2zOYOsDe21u2DuXmlh27cUN2YdWEZq0dtVrul7VsmW3ulcVgh4jskre33MTQmJwc2eJi6oJo1ZmhpNmigciY1FTgr79kaw4gFyq8dk12UwFykcGkJOPbM6jVsjvr5El5q1bLcTXt2smgXzNQuao9vqqi2T6ioEBOV1epZLmqE4xZGruxiMgu+fsr26/nyhXTx6comclU0eXLpj0H1U85OTJ4yM+X9/ftk60xTk7yPd26tTxvqDUyKUmOQ0tIkC2bXl7yvTpihBzvo9nLKjDQ9G1G9Ck/Y6u0VHa7aYKxmqwKbm5s2SEiu/Sf/yhP+/TTpucfHy+/RJQKCjL9Oaj+8fYGCgvlsgGAnF3XqJFc/C8tTQ4MLizU3xqZlCSng69fL8fSnD8vb9evl8cBOd6nSxfg5k055qamNGvyADIg8/U1HoxZC1t2iMhuaJrvz541bYPEvXvlY02dSRIfL5+rbduq027aZFreVD8FBspWHc2gYVdXGZS4usqWnYsXgWbNyvbO0lCrgU8/Bfbvl49Xq2V3laarKTsb+Owz4P33gVmzZMvLzp0ygKouR0eZv4eHfD5/fxnwuLnZ3l5ZbNkhIruQlCRnnERHAw8+KP+QK3XjhrIuL33atJEDR43RbNFAVJW//5atOZpd1QsKZCBRUCAHJzdsKIOJv//WfVxKCrB9uwyS8vJkF5ZmkH5enjz+668ynYOD7GIydSPR8jStOY6OsqvMy0sG/VeuyNlYtrZXFoMdIqrzkpKAF14A/vtf+Z9vcbFpj3dyqlmz++nThgOeiAg5fuLtt+UU9NatgQkT5H/aRBXl5MhWnO7d5f2CAtnllJ8vW3R69JDnK75fz5yRAVBenkyr2Y28uFjez8uT5zXr9wDAwYPVL6eDgwx0GjUCWrWS7+0bN2RQP2yY7a23w24sIqrT1Gq5Jslvv1V/BoifX/Wb3dVquZ6PZu2e3FyZn2aLhuXL5X+95VewPX8e+OILICaG69uQLs0UcXd3eb9nTxmouLrK8TDZ2fq7ia5dk+kqbgmhIYQ8f+1a2bErV6pXxk6dgPHj5WzHq1dl0CMEcNddMtCxxXV2GOwQUZ2WkiKb5ysuh2+KCROq1+yelAT07y//4JeXmSn/412+HFi40PDjNQuxMeAhDc0U8VOn5H1f37LARgjZOnPXXZXfr4WFVQf7arVMp9GihZyZZapdu2Rwr1bL7t+cHMPbWdgKBjtEVKedPWvaisYVNW0KjBlj+h/ppCS5J5GhxQITEpRNTf/1V/nfuo+Pac9P9snBQU4R1wTQmpac3FwZ6BjqJjp2TFn+5dOtWyeDclN06lS2VINm7E9dYNUYbMWKFejYsSN8fHzg4+ODqKgobNu2TSfNwYMH0bdvX3h6esLHxwe9evVCvmYBAiIiVL9Vp0UL+V+qqc3uajXw1VfmWRVZCGDmzJrnQ/YjPBx48kn5e0aGDOhv3pQtOvq2igDkRrdKlE/XsKEMXpTy8FAeVNkaq7bsBAYGYvHixWjdujWEEPjiiy8wdOhQHD16FO3bt8fBgwcxaNAgzJ49Gx9++CGcnJxw/PhxONhqOxkR1bo2beQfYSUDfps1k/8ZN20KLFkC3Hmn4RYdtVquUfLyy3KcQ5s2ZZsrpqYCa9earw7JyebLi+xD27ZyTMxrrxnf9VyjY0dl+VZMd+yYHB9UUGD8cV27yi1W6iqrBjtDhgzRub9o0SKsWLEChw4dQvv27fHcc89hxowZmDVrljZNWyULWhBRvRESAjzyiFxjpCqJiWU7QRuTlCQHD5fvHjtxQg447tkT+Ogj8y6aFhpqvrzIvgQHA87OVaebMgV4/XXjQb+vr/7p5vn5cjaVvvE7Pj7yc1Dxc3P7NjBnjpz92LKlHJvm5VV1Oa3FZsbslJaWIjY2Frm5uYiKisL169fxxx9/4LHHHkOPHj1w4cIFtGvXDosWLcK9995rMJ/CwkIUlhuBlf3/V764uBjFps5HrYImP3Pna4vqS11Zz7rp6aeBn3+WTf3lubsXa2979AA8Paueln7mDDBkiNwgUTMjprz4eNnFEBBQs0HRGiqVbGWq6aWwt2tqSH2rZ3JyMfLzZSARGGi4ZcfRUa4ztXSpfC9pVjYWQv44O8vuUkdH/e+1Y8fkWjxTpsgtJYKCZEumZr2f8o+ZOBH44Qfd9//KlcDQocCaNdWrp77rac5rrBLC0ES12nHy5ElERUWhoKAAXl5eWL9+PQYPHoxDhw4hKioKDRs2xJIlS9C5c2d8+eWX+Pjjj3Hq1Cm0bt1ab37z5s3DfM262OWsX78eHh4elq4OERERmUFeXh4effRRZGVlwaeGI/itHuwUFRUhNTUVWVlZ2LRpE1auXIk9e/YgMzMT//rXvzB79my89dZb2vQdO3bE/fffj7fffltvfvpadoKCgpCenl7jF6ui4uJi7NixA9HR0XBW0s5Yh9WXurKe1pObK5vCT52STeQREXLw5IQJco0RJdRq2QX12muyZaZdu2KMHKm8nqmpsvuq4uq0+ri4yMUI8/IMp+ncGRgwQC7Rr68VKDrafNtI2OI1tQR7q6daLd9vmk07AwOBc+eAzz8vRt++O3DwYDRcXZ2Rl1e2ae2TTxrfoqSwEPjyS/l+Dg4Gxo1T/hkyJjdXtviUlpZtQ1G+HkLIz0RqqmxFVcLY9czOzoa/v79Zgh2rd2O5uLigVatWAIDIyEgcPnwYy5Yt047TiaiwLGl4eDhSjazr7urqClc9V9XZ2dliHwxL5m1r6ktdWU/LSk8HRo4say5v0ADYulV3nZADB+Ttc88BL70ElPufx6jOnWWXFiCb3n/5RXk98/JkkKRkwmd+vvxj7+Wlf5xEZGRZHWbNkt0L69bJfY7+9S+5Bo8lppvzvVt3JCUBmzcDf/0lBwi7uckg5sYN+QMAHh7OUKud4ekpV99OTAR+/FH+M2CoS8vZGXjqKfOXd/58GZRV5OAggx9NQD9/vny/m0Lf9TTn9bV6sFORWq1GYWEhQkJC0Lx5c5wpv7Y1gLNnzyImJsZKpSOimqo4EPLiRePpS0rkVgv/+5/csNOSvL1lAJKVpSy9Zs+igwdlQHbtmlw6f926srVIAPklNnu2/CECZKCzfLkM/IOCZEtIbq7cyPP8eTkQviKVSrb8JCXJ1pPaXuPG0Ge14mKGVX2mrcGqwc7s2bMRExOD4OBg5OTkYP369YiLi8P27duhUqnw0ksvYe7cuejUqRM6d+6ML774An/99Rc2cftgojrJ0IwPJfbtA159VXkLT3UEBwP//rdpz1FUJPfGMmWXdarf1GrZopOeLltoNJtq+vjI9+DJk4a3cvD0lOfMORtQKaVTz1u2tGw5qsOqwc7169cxbtw4pKWlwdfXFx07dsT27dsRHR0NAJg5cyYKCgrw3HPPISMjA506dcKOHTsQFhZmzWITUTWkp1c/0NH4z3+AN96QLSWW4OAAjB0LrF4N/POP8sctXw5MnmyZMpH9SU2VXVdBQWWBjoabm+waLb+HVXm5ufr3xrK0zEwgLa3qdI6OxrdIsRarBjurVq2qMs2sWbN01tkhorpp5Mia51FYCKxaBUyfXvO8DAkPl6sqV1xnxxh94xiIDMnJkd2f+gbx+vrKRS8vX658ztjeWJamb30eQ2xxvR0uRUxEtULfH+/qSEkxTz7GhIfLcQd9+ihL36WLRYtDdkazs3lubuVzKpVs8dGs8ZSdLcetZWXJllFDe2NZmtLPXWmpebZRMTcGO0RkVhkZcifv9u3lbUaGPB4UZJ78a2tQpoODHFehxMqVli0L2RfNzuaXL8vWmvKEkDP9Bg6U95XujWVppnzuzNGKa242NxuLiGxTRoYcz3LpktxAs+KMI0Dun1N+p+/ERLmrcmSk3N07IKBmZfD1rd2xMX5+claMscHHPXsq24KCSEOzs/nly/IzEhhYNhtLs7P5hAmm7Y1laZ9/rnxNKHO14poTW3aIqEpdu8qgZds2+cd52zZ5v2tX3TTlA53yEhKAQYPkzJPqcnSU/9VaanCyIXv36p8GDMjjlp4OT/YpPFy+n7t0ka02FVtvNIsGBgcDHTrIlhVr7oHt56d8ULS5WnHNiS07RGRUVUFM167Ab78ZTlM+7c2bMkAwdVaWhwfwwgvAggWmPc5c9u6Vs1GmTJFjF0JCynZAJ6qu8HAZ1KSmykHL5VtvbHHrr4sXlbXO2uLqMAx2iMigjAxlQcxDDynLb+xYuSZNxRWUN22SMzhWrZJN9zduyD/+paVA377AtGm136JTkZ8fEBtr3TKQ/XFwqP3FAavL31+2zhr7Z8XNTaazNQx2iMigsWOVpdNsi1CVv/6St/7+QFxc5fNKppQXFckdlzWB0tChcp8qIrK806flTLGCAv3nCwqAXr1sr3uXwQ4RGaR0nRmlTe769pAyxYoVwOLFchCnWi2n6fr7A3PmAM88U7O8iahqmZmGAx2NfftkOlvq5uUAZSIyqEULZemUdjHl5VWekq7UihVy4GZqatlePELILq8ZM2RXFxFZltLFBU1ZhLA2MNghIoPWrVOWrnt3Zeny8w3P5gJkEHPihFw0LSoKmDRJtgYVFQEvvigXVzPkk0+Ur4tDZMvUahnUA7rBvS1QurhgbSz+aQoGO0RkUMOGco0cYyIjge++q17+mtlcgNzJuV07oFMnOSbn0CFgzRrZFN6li2wVqsrrrxsPiIhsXVKS7KpdtEjeX7RI3k9Ksm65NJQOpra1QdcMdojIqN9+M7y+RmQkEB+vLCgyJCEB2L9frhh77lzl80Ion6p+/rwMkojqoqQkuans0aOy5ROQt0ePyuO2EPB8/rl509UWBjtEZJBmMcGcHN3jXl5yzZz4+LJj8fHVD3jGjTPPqqtqteHdoolsmVotu2HT0+X0bs0/GN7e8n56OrBli/W7tDSrihtji6uKM9ghIr2MLSZ4+zYwYEDl4/HxMgjS/Feq1MWLppdPH3d3oEkT8+RFVJtSU+XSDEFBcpZheSqV3FIiKalsLI811cVVxRnsEFElShcT1DejqmFDwNnZMuWqSteuwD33WOe5iWoiJ0dO6fb01H/e01Oer9jKai179wK3bsnFQbt2lbe3btlmoANwnR0i0kPpYoJjxwK//KJ7bMUK4J9/THs+B4eaN897ewPPPw848a8a1UHe3nIJh9xcwMen8vncXHle6f5UtaEurSrOlh0iqkTpYoIV0xUVAe+9Z/rz6fvjXpFKJbel0LcZYuPGwPr1wAMPmP7cRLYgOFjORrx8WQ7KL08IuZBmeLhMR6ZjsENElShdTLBiuh9+AK5cMf35unSR422MGTRI7qGVlQU8/rgcJA3I3dB795ZL1BPVVQ4OwPDhckXwxMSy1cazs+V9f3+5/pQ1dz6vy/iyEVElShcTrJju8mW5eaep2ratesuJ69flbffuwMqVcpA0IJ8vNhbw9ZUrMxPVVeHhcjXwLl3KxsNlZAB33SWPh4dbt3x1GXu3iagSzbo5xgYpR0bKdOUFBcn/PE0JeHr1AnbvrnoxwIQEoGVLIDnZcJpt22TAU3EcEVFdER4ug//kZODUKeC114DQULbo1BRfPiLSa948w7uJu7jI8xUNHWratPPoaGD2bOMBTHlK0m3bVvMNR4msycGhbGxOcDADHXPgS0hElZSUyBVbAwLktFI/Pzmmxs9P3g8IAD78sHJrjIsL8OqrldcJ0WfCBLk6M1C9ri9jZs40b35EVLexG4uIKjl0SG690LixXN+jUyfd8wEBcmuHQ4eAe+/VPffMM3JA5eefGw5iYmLkvlcA0KZN2ZRbc7GFZfWJyHawZYeIKrl2TQ4Y9vDQf97TU543tDXDihVy0PCdd8pAxskJcHWVYw++/VZ3TE1ICPDYY+YtP1dRJqLy2LJDZGWZmcCUKUBKivzi//xz0/eVKSmRrSzXrskv+nvuqdniek2ayFWQ8/IML3Dm7Gw8qBg+HBgypOpyOTjIbqeNG+VrYUjbtsCZM8rKv2CBsnREVD8w2CGyol69gH37yu7Hx8u1ZEzZX+ann+T4mvPnZWuLszPQqpWcqlrdRfbuuUfmkZgo17MpP0BSrQZu3ADat696awYnJ7mJ4VtvyQUIW7SQ09UrzuIKDwcOHAD69QPS0irnExkJ/PmnDJjS040/Z+vWskWJiEiD3VhEVlIx0Clv3z5li+T99BPwyisyKPHzk8GEn5+8/8or8nx5arVsQUpMLLuvj5OTDJZ8feUmnVlZsvUoK0ve9/WVY3Oqaj3S7Jq+bZt8zm3b5P2uXSunDQ+Xq8QmJMhxQK1by7E9mt3VHRxkAGhsufymTeXChpy9QkTlsWWHyAoyMw0HOhr79sl0hrq0NDOmsrLk+jOaL3gfH9kac/GinDE1aJAMSpKSgM2b5c7KJSXAww8DS5fK6eL6FivTtAppWo3S02WrUfv2MtCpqtXI2K7pCQnyfHy87nEHB7mAmqHXJjwc+OMPWe4vvwQKC+VxFxdg8mRZLi68RkQVMdghsoIpU5SnM7TRXvkZUxVbMhwcdGdMNWokg5b0dLnwn6Z15MQJ2b1kaHXWBx6QwZKp44FM2TW9YpdWVcLDgU8+AWbNAs6elcfatJHjndiiQ0T6MNghsgLNl3RN0imZMZWeLncg37tX/h4RIdfA0QQFbdvKVVq3bJG/6wsWnJwqTy+vSk12TVfCwUG2ZrVsafpjiaj+MSnYyczMxObNm7Fv3z5cunQJeXl5CAgIQJcuXTBw4ED06NHDUuUksitKp0YbS+foKAOea9fk9O527XQDH82MKSFk11VQUOXF/lQqIDBQdnGlpsrWEXOo7q7pRESWoKjR9+rVq3j88cfRrFkzvPnmm8jPz0fnzp3Rr18/BAYGYvfu3YiOjkZERAS+/fZbS5eZqM57772apWvfXk7tLi6WPzk5wOHDcjwLUDZjqnVrOauqoEC29Ojj6SnP5+SYXg9DqrtrOhGRJShq2enSpQvGjx+PhIQERERE6E2Tn5+PLVu24IMPPsDly5fx4osvmrWgRPakQwf5RW+sZaNFC5muovbty2ZTVVRQABw8KMfraGZMNWhQtkKxoTVz3NzkOJ6iIuDrr+Xqxnl5QI8ectq4l5f+51OrZYtQTo58vGYfn3XrlO2RpXR3dSKimlAU7CQmJqJRFX+53N3d8cgjj+CRRx7BzZs3zVI4Invl4CCnYfftK8fUVNS0qTxfcQxNerrhQEejqEiuVPzKK3KAsVotu7iOHi0bs6MhhJzufdddwM8/Ay+/LIMcjYQE4KOPgFGjgA0bdJ8nKQn46itg1aqyYGfyZODf/5aDiKuzazoRkSUo6saqKtCpaXqi+ig8HNi1C3j9dTmexs9P3s6ZI4/rmx01cqSyvB0dy6aGOzjILi9/fxkoadbMAeSKxP7+QH6+XMW4fKCjoVbLLR7GjCk7lpQEREUBb78NXL8uH3/9urwfFSXPx8fLgEafyMjK086JiCxF8QDl5cuX6z3u6+uLNm3aICoqymyFIqovwsOB+fNli0jFriB9Ll9Wlm/FdOHhcnq5Zp2da9dkwNGpk5xaPmRI5R3MK/r2W2DlSjkIulcvGTTpk5UF9O4tW6zi4+X08rFjja+gTERkSYqDnaVLl+o9npmZiaysLPTo0QNbt25FQ/4VIzKJg4PyWVBBQXKxQCXpKgoPl9PLU1NlQJKSIltztm4Frl5V9vyhoXKhwqq2bLhxAzhyRC4c2LBh9aaXExGZi+IluJKTk/X+3Lp1C+fPn4darcbrr79uybIS1Wm3bwPPPSdXLH7uOXnfVJs21SydJrDSzDNwcJCtQKWlyvJNT5djcpSYNk1ZOiIiSzPLeqMtW7bE4sWL8dtvv5kjOyK7M2aMnAn1wQeyJeWDD+T98uNglPD3LwtUDImIkOmUCgqSY3yUqqq7S+P6deV5EhFZktkWVw8ODsY/+qaVENVzY8bI8S5C6B4XovLAXyVOnzYc8EREyPOmGDoUaN7ctMcoERpq/jyJiKrDbMHOyZMn0YIrhBHpuH0b2LjReJqNG03v0jp9Wo6L6d1bbpnQu7e8b2qgA8hNNGfPNv1xVVHa5UZEZGmKByhnZ2frPZ6VlYWEhAS88MILGD9+vNkKRmQPXn21cotORULIdAYmPBrk7w/ExVW7aDqmTZOLC770knnyM7UrjYjIkhQHO35+flBV3Fjn/6lUKjz++OOYNWuW2QpGZA8OHFCW7vffgcGDrTs9+8UX5erJx47VLB8Pj+q1MBERWYriYGf37t16j/v4+KB169bwMrSePFE95u6uLF1iYtnKyImJcqsFayy8Z8pAZUO++67meRARmZPiYKd3796WLAeRXZoyBfjf/6r32IQEuU5NbQU8GRnGt3dQonFjoH9/85SHiMhcFA9QTk9Px6UKuxaePn0aEydOxOjRo7F+/XqzF46orhszxvBu40okJMggpDaMHassnaHVnb295T5ZTor/hSIiqh2Kg51nnnlGZ8uI69evo2fPnjh8+DAKCwsxYcIEfPXVVxYpJFFd5eICvPce4Oxc/TyUBiE1ZWwH9vLuuEPO/vLyAlxd5W2fPsD69WX7cRER2RLF/4MdOnQIa9eu1d7/8ssv0bBhQxw7dgxOTk5YsmQJPvroI/xb6fKqRPWEZiXh994rW61YMzZGyQJ9SoOQmmrRouod1QHgzjvlwoiHDsk9tpo0Ae65hy06RGS7FLfs/PPPPwgpt4HPrl27MGLECDj9/1+4Bx98EOfOnTN7AYnswbRpcgPO9euBJUvkrdKxLVUtX5WRIWdytW8vb6vb7bVunfJ0Tk7AvfcCDz0kbxnoEJEtU/wnysfHB5mZmdqFA//8809MnjxZe16lUqGwsND8JSSyEy4uwKhRZff79ZOzrqpiLAjp2lV3UHFNZnI1bCgfZ2yQcmQkdywnorpHccvOPffcg+XLl0OtVmPTpk3IyclB3759tefPnj2LIH1bLRORXprgwhhjwUXFQKc8zUwuU8XHGy6TNabCExGZg+JgZ+HChdi6dSvc3d3x8MMP4+WXX0aDBg205zds2MDp6UQmqm5woWSaeHVncsXHAzdvAjExciXkmBh5n4EOEdVVioOdjh07IikpCRs3bsSBAwewcOFCnfNjxozBK6+8YtKTr1ixAh07doSPjw98fHwQFRWFbdu2ac/36dMHKpVK5+fJJ5806TmI7JHSGVrVncnVsCHwyy9yJeRffmHXFRHVbSYNK2zUqBEiIiJQVFSEkpIS7eBkALj//vtNfvLAwEAsXrwYrVu3hhACX3zxBYYOHYqjR4+iffv2AIApU6ZgwYIF2sd4eHiY/DxEtkpJV5S+FhWlM7RqayYXEZEtU9yyk5ycjI4dO6Jdu3bo2LEjwsLCEF/Ddu0hQ4Zg8ODBaN26Ndq0aYNFixbBy8sLhw4d0qbx8PBA06ZNtT8+Pj41ek4iW1GTrqiqZmiZmo6IyJ4pbtl56aWXUFJSgnXr1sHNzQ1LlizBE088gYSari///0pLSxEbG4vc3FxERUVpj3/99ddYt24dmjZtiiFDhmDOnDlGW3cKCwt1ZoVpdmsvLi5GcXGxWcqqocnP3PnaovpS19qs58SJyvbOmjgR2LRJ99jatUC5lSAMWrsW0FcVXk/7U1/qynraF2P1NGfdVUIIoSRh06ZNsWnTJtx7770AgLS0NAQGBiI7OxueNVgP/+TJk4iKikJBQQG8vLywfv16DB48GADw2WefoUWLFmjevDlOnDiBV155BXfffTe+//57g/nNmzcP8+fPr3R8/fr17AIjIiKqI/Ly8vDoo48iKyurxr06ioMdBwcHpKWloUmTJtpjXl5eOHnyJEJDQ6tdgKKiIqSmpiIrKwubNm3CypUrsWfPHkRERFRKu2vXLvTr1w/nz59HWFiY3vz0tewEBQUhPT3d7F1gxcXF2LFjB6Kjo+Fck/0A6oD6UtfarOfIkcCOHVWni46u3LKj0bs3cOxY5eOdOwN79hjOk9fT/tSXurKe9sVYPbOzs+Hv72+WYEdxN5ZKpcLt27fhXq7d3cHBATk5OdquIgAmF8jFxQWtWrUCAERGRuLw4cNYtmwZPv3000ppu3fvDgBGgx1XV1e4urpWOu7s7GyxN4wl87Y19aWutVHPNWuULSq4Zo3hvbUOHJBjesaOlYORW7SQixAqnT3F62l/6ktdWU/7oq+e5qy34mBHCIE2bdpUOtalSxft7yqVCqWlpTUqkFqtNrgS87H//xe2WbNmNXoOIltgrhWLNdPEiYhIP8XBzu7du83+5LNnz0ZMTAyCg4ORk5OD9evXIy4uDtu3b8eFCxe043caNWqEEydO4LnnnkOvXr3QsWNHs5eFyBri4w1PP+eKxURE5qE42LHE6sjXr1/HuHHjkJaWBl9fX3Ts2BHbt29HdHQ0Ll++jJ07d+KDDz5Abm4ugoKC8NBDD+H11183ezmIrCk+vmZdUUREZJyiYCc3N9ekGVdK069atcrguaCgIOwxNsKSyI6wK4qIyHIULSrYqlUrLF68GGlpaQbTCCGwY8cOxMTEYPny5WYrIBFVlpEBDB4MtG8vb6uzBxYRUX2hqGUnLi4Or776KubNm4dOnTqha9euaN68Odzc3HDr1i0kJibi4MGDcHJywuzZs/HEE09YutxE9VbFMT6JiXJWF8f4EBHppyjYadu2Lb777jukpqYiNjYW+/btw4EDB5Cfnw9/f3906dIFn3/+OWJiYuDo6GjpMhPVW9XdS4uIqD4zaSPQ4OBgvPDCC3jhhRcsVR4iMsCUvbQ4uJmIqIzijUCJyLrGjjVvOiKi+oLBDlEdcemSedMREdUXDHaI6ogWLcybjoiovmCwQ1RHrFtn3nRERPUFgx2iOkKzl5YxSvbSIiKqb0wOdkJCQrBgwQKkpqZaojxEZER8vOGAh+vsEBHpZ3KwM3PmTHz//fdo2bIloqOjsWHDBoO7lBOR+cXHAzdvAjExQESEvL15k4EOEZEh1Qp2jh07hj///BPh4eF45pln0KxZMzz99NM4cuSIJcpIZNPS04E+fYCwMHmbnm7559TspXX6tLxl1xURkWHVHrNz1113Yfny5bh69Srmzp2LlStXolu3bujcuTNWr14NIYQ5y0lkk9q3BwICgD17gIsX5W1AgDxORES2odrBTnFxMTZu3IgHH3wQL7zwArp27YqVK1fioYcewquvvorHHnvMnOUksjnt28t9qfRJTGTAQ0RkK0zaLgIAjhw5gjVr1uCbb76Bg4MDxo0bh6VLl6Jdu3baNMOHD0e3bt3MWlAiW5KebjjQ0UhMlOn8/WunTEREpJ/JwU63bt0QHR2NFStWYNiwYXB2dq6UJjQ0FGPGjDFLAYls0X33KUs3ciQQF2fRohARURVMDnYuXryIFlUs0erp6Yk1a9ZUu1BEtqykBDh1Slnay5ctWxYiIqqayWN27rvvPty8ebPS8czMTLRs2dIshSKyZb/9pjxtUJDlykFERMqY3LKTkpKC0tLSSscLCwtx5coVsxSK6je1GkhNBXJyAG9vIDgYcLChtb6XLFGeduZMixWDiIgUUhzsbN26Vfv79u3b4evrq71fWlqK33//HSEhIWYtHNU/SUnA5s3AX38BBQWAmxvQrh0wfDgQHm7t0km3bilPq+f/AiIiqmWKg51hw4YBAFQqFcaPH69zztnZGSEhIXj//ffNWjiqX5KSgOXL5QymoCDA0xPIzQWOHpVjX2bMsFzAk5EBjB0L/PMPMHeuDGgaN9aftksX4NixqvP08gKaNDFrMYmIqBoUBztqtRqAnGl1+PBh+HM+LZmRWi1bdNLT5RYIKpU87uMj7ycmAlu2AG3bmr9Lq2tXICFB/u7uLm9DQuTz6tuC4YMPACXj7+++G7jnHnOVkoiIqsvkr43k5GQGOmR2qamy6yooqCzQ0VCpgMBA2fJj7v1nywc6FSUkyPMV+fjI/aiM8fQEnnsOcDJ5VBwREZmboj/Fy5cvx9SpU+Hm5obly5cbTTtjxgyzFIzql5wcOUbH01P/eU9P4MoVmc5cMjIMBzoaCQkynWbvKU1316VLcrFAfftgNWoErF0LPPCA+cpKRETVpyjYWbp0KR577DG4ublh6dKlBtOpVCoGO1Qt3t5yMHJurmw5qSg3V5739jbfc44dqzzdL78YbgXy9QVCQ4EGDYCXXwb692eLDhGRLVH0Jzk5OVnv70TmEhwsZ10dPao7ZgcAhAD+/hu46y6ZzlwuXVKezlh3V1YW4OgI7NplvrIREZH52NDqJVSfOTjI6eX+/nIwclaWXKk4K0ve9/cHhg0z7+DkKhYC12reXHl3FxER2R6TG9tLS0uxdu1a/P7777h+/bp2lpbGLv57S9UUHi6nl2vW2blyRXZd3XWXDHTMPe183To5vqYqJSXK8tN0dxERkW0xOdh59tlnsXbtWtx///248847oao4dYaoBsLD5fTy2lhBuWFDIDLSeKtNZCRw/bqy/JR2ixERUe0yOdjZsGEDNm7ciMGDB1uiPERwcJDr3NSG+HjD43EiI+X5wYNlV1pVlHaLERFR7TI52HFxcUGrVq0sURYiq4iP111BGQBSUspWUFba3bVuncWKSERENWBy58ALL7yAZcuWQQhhifIQWUXDhnK8zR9/yPsNGuiei4w0/vjIyLK1eIiIyLaY3LLzv//9D7t378a2bdvQvn17ODs765z//vvvzVY4IluhpLuLiIhsk8nBjp+fH4YPH26JshDZtPLdXZcuyTE669axRYeIyNaZHOysUbIDIpGd0nR3ERFR3cFFBYmIiMiuKWrZueuuu/D777+jQYMG6NKli9G1dY4cOWK2whERERHVlKJgZ+jQoXB1dQUADBs2zJLlISIiIjIrRcHO3Llz9f5OREREZOs4ZoeIiIjsmqKWnQYNGijeAyuDWz8TERGRDVEU7HzwwQcWLgYRERGRZSgKdsaPH2/pchARERFZhMmLCpZXUFCAoqIinWM+Pj41KhARERGROZk8QDk3NxdPP/00GjduDE9PTzRo0EDnh4iIiMiWmBzsvPzyy9i1axdWrFgBV1dXrFy5EvPnz0fz5s3x5ZdfWqKMRERERNVmcjfWjz/+iC+//BJ9+vTBxIkT0bNnT7Rq1QotWrTA119/jccee8wS5SQiIiKqFpNbdjIyMtCyZUsAcnyOZqr5vffei71795q3dEREREQ1ZHKw07JlSyQnJwMA2rVrh40bNwKQLT5+fn5mLRwRERFRTZkc7EycOBHHjx8HAMyaNQsfffQR3Nzc8Nxzz+Gll14yewGJiIiIasLkMTvPPfec9vf+/fsjKSkJR44cQatWrdCxY0ezFo6IiIiopmq0zg4AhISEICQkxAxFISIiIjI/xd1YBw8exE8//aRz7Msvv0RoaCgaN26MqVOnorCw0KQnX7FiBTp27AgfHx/4+PggKioK27Ztq5ROCIGYmBioVCps2bLFpOcgIiKi+k1xsLNgwQKcPn1ae//kyZOYPHky+vfvj1mzZuHHH3/E22+/bdKTBwYGYvHixUhISEB8fDz69u2LoUOH6jwPIPfmUroRKREREVF5iruxjh07hoULF2rvb9iwAd27d8fnn38OAAgKCsLcuXMxb948xU8+ZMgQnfuLFi3CihUrcOjQIbRv3177vO+//z7i4+PRrFkzxXkTERERASYEO7du3UKTJk209/fs2YOYmBjt/W7duuHy5cvVLkhpaSliY2ORm5uLqKgoAEBeXh4effRRfPTRR2jatKmifAoLC3W607KzswEAxcXFKC4urnb59NHkZ+58bVF9qSvraV/qSz2B+lNX1tO+GKunOeuuEkIIJQlbtGiBr776Cr169UJRURH8/Pzw448/ol+/fgBkt1bv3r21iwwqdfLkSURFRaGgoABeXl5Yv349Bg8eDAB44oknUFpaipUrV8rCqlTYvHkzhg0bZjC/efPmYf78+ZWOr1+/Hh4eHiaVjYiIiKxD0+CRlZVV403GFbfsDB48GLNmzcI777yDLVu2wMPDAz179tSeP3HiBMLCwkwuQNu2bXHs2DFkZWVh06ZNGD9+PPbs2YPz589j165dOHr0qEn5zZ49G88//7z2fnZ2NoKCgjBgwACz78heXFyMHTt2IDo6Gs7OzmbN29Zo6nrmTDT++ssZBQWAmxvQpg3wwANA27bWLqF51Jdrynran/pSV9bTvhirp6ZnxhwUBzsLFy7EiBEj0Lt3b3h5eeGLL76Ai4uL9vzq1asxYMAAkwvg4uKCVq1aAQAiIyNx+PBhLFu2DO7u7rhw4UKlVZkfeugh9OzZE3FxcXrzc3V1haura6Xjzs7OFnvDWDJvW3HmjLw9dswZTZs6w9MTyM0FEhKAS5eAGTOA8HDrltGc6sM1BVhPe1Rf6sp62hd99TRnvRUHO/7+/ti7dy+ysrLg5eUFR0dHnfOxsbHw8vKqcYHUajUKCwsxf/58PP744zrnOnTogKVLl1Ya2EyWo1YDKSnAypXAffcBDRrIYw4OgI8PEBEBJCYCW7bI1h0Hk9fkJiIisiyTFxX09fXVe7xhw4YmP/ns2bMRExOD4OBg5OTkYP369YiLi8P27dvRtGlTvYOSg4ODERoaavJzkelOnwbWrgX27QMuXpTBzo8/Au7uQGAg0K4dEBAgf09KAlJTAa4vSUREtqbGKyjXxPXr1zFu3DikpaXB19cXHTt2xPbt2xEdHW3NYhGA776TXVMZGUBpKaDpGSwuBgoLgZISICsL6N5dtvZcuQLk5Fi3zERERPpYNdhZtWqVSekVThyjGnr4YSA2Fij/cjv9/zultFQGPGo1kJcH/PUX0KGDHKzs7W2d8hIRERnDERak48kngY0bdQOd8vLyZMCTlydbe27cAM6elYOTg4Nrt6xERERKMNghrbw8YM0a42nUatmyU1Qku7Ju3ZItOsOGcXAyERHZJqt2Y5FtWbJEBjFVKSoCHB2B/HzA3x+YMsW+pp0TEZF9YbBDWhcvKkunUgFhYUDz5sC99wJ9+1q2XERERDXBjgfSatmy7Hdjm8y7uQFNmshp5iNGsPuKiIhsG7+mSOvFF2UgA8hgx1DAExkp19yxt1WTiYjIPrEbi7Q8PIAJE4DPPpMDkfXp2xf473/lzCu26BARUV3AYId0rFghb9euBQoKyo5rFhXcvBmoB9u0EBGRHeH/5lTJihXAzZvA/PnA+PHy9tIla5eKiIioetiyQ3p5eABvvFF2v7jYemUhIiKqCbbsEBERkV1jsENERER2jcEOERER2TUGO0RERGTXGOwQERGRXWOwQ0RERHaNwQ4RERHZNQY7REREZNcY7BAREZFdY7BDREREdo3BDhEREdk17o1lBWo1kJoK5OQA3t5AcDDgwLCTiIjIIhjs1LKkJGDzZuDIESAuDigoAPz9ga++Anr2tHbpiIiI7A+DnVqUlAQsXw6sWwfcvl12PDcX6NULCAsDzp+3XvmIiIjsETtPaolaLVt0KgY65V24ALRvX7vlIiIisncMdmpJaqrsujIU6GgkJgLp6bVTJiIiovqAwU4tycmRY3SUGDnSokUhIiKqVxjs1BJvbzkYWYnLly1bFiIiovqEwU4tCQ6Ws66UCAqybFmIiIjqEwY7tcTBQU4vV2LTJsuWhYiIqD5hsFOLevaU08uNiYhQ3gJEREREVWOwU8vOn5cBjT4REcDp07VbHiIiInvHYMcKTp8GbtwAevcGWraUtzduMNAhIiKyBK6gbCX+/sqnohMREVH1sWWHiIiI7BqDHSIiIrJrDHaIiIjIrnHMTi1Qq+XeWDk5ciXl4GC57g4RERFZHoMdC0tKkrud//WX3C7CzQ1o1w4YPhwID7d26YiIiOwfgx0LSkoCli+Xu5gHBQGenkBuLnD0qNz/asYMBjxERESWxs4UC1GrZYtOerpcLNDHB3B0lLcREfL4li0yHREREVkOgx0LSU2VXVdBQYBKpXtOpQICA2XLT2qqdcpHRERUXzDYsZCcHDlGx9NT/3lPT3k+J6d2y0VERFTfMNixEG9vORg5N1f/+dxced7bu3bLRUREVN8w2LGQ4GA56+ryZUAI3XNCAH//LQcnBwdbp3xERET1BYMdC3FwkNPL/f2BxEQgKwsoKZG3iYny+LBhXG+HiIjI0vhVa0Hh4XJ6eZcuwM2bwNmz8vauuzjtnIiIqLZwnR0LCw8H2rblCspERETWwmCnFjg4ACEh1i4FERFR/cT2BSIiIrJrbNmxILUaSEmRY3UAoE0b2cLDLiwiIqLaw2DHQk6fBpYsAfbulWN1nJ2Bxo2B3r2BJ57g4GQiIqLaYtU2hhUrVqBjx47w8fGBj48PoqKisG3bNu35J554AmFhYXB3d0dAQACGDh2Kv/76y4olVuann+S08/XrgUuXgMxMICMDSE4GvvsOmD9fbhVBRERElmfVYCcwMBCLFy9GQkIC4uPj0bdvXwwdOhSnT58GAERGRmLNmjVISkrC9u3bIYTAgAEDUFpaas1iG3X6NDB7tuy+EkKukuzqKs8VFMjAJyFBbhLKTUCJiIgsz6rdWEOGDNG5v2jRIqxYsQKHDh1C+/btMXXqVO25kJAQvPnmm+jUqRNSUlIQFhZW28WtkloNrF4tW3MAGeQ4OsrfHRyA4mK5sGBmJnD4sJyOzllaRERElmUzQ2VLS0uxYcMG5ObmIioqqtL53NxcrFmzBqGhoQgKCrJCCauWmgocOwaUlsogp/xAZJUKcPr/0DI/Xy4uyE1AiYiILM/qA5RPnjyJqKgoFBQUwMvLC5s3b0ZERIT2/Mcff4yXX34Zubm5aNu2LXbs2AEXFxeD+RUWFqKwsFB7Pzs7GwBQXFyM4uJis5Zdk5/mNitLBjWenvoDHiHkMUdHmcbDQ7b21AUV62qvWE/7Ul/qCdSfurKe9sVYPc1Zd5UQFbeprF1FRUVITU1FVlYWNm3ahJUrV2LPnj3agCcrKwvXr19HWloalixZgitXrmD//v1wc3PTm9+8efMwf/78SsfXr18PDw8Pi9aFiIiIzCMvLw+PPvoosrKy4OPjU6O8rB7sVNS/f3+EhYXh008/rXSuqKgIDRo0wMqVK/HII4/ofby+lp2goCCkp6fX+MWqqLi4GDt27EB0dDScnZ2hVgPvvy9nYV2/LsfnALL7SgigqEjeb9NGju1p186sxbGoinW1V6ynfakv9QTqT11ZT/tirJ7Z2dnw9/c3S7Bj9W6sitRqtU6wUp4QAkIIg+cBwNXVFa6a6U/lODs7W+wNUz7v4cOBEyeA/ftlcFNUJIMetVp2aYWGAnPnAh06WKQoFmfJ19GWsJ72pb7UE6g/dWU97Yu+epqz3lYNdmbPno2YmBgEBwcjJycH69evR1xcHLZv346LFy/i22+/xYABAxAQEIC///4bixcvhru7OwYPHmzNYhsVHi6DmU8/BeLiZAtPcbHcALRPH+CFF4D27a1dSiIiovrDqsHO9evXMW7cOKSlpcHX1xcdO3bE9u3bER0djatXr2Lfvn344IMPcOvWLTRp0gS9evXCgQMH0LhxY2sWu0rh4cB//mN4qwi1mrugExER1RarBjurVq0yeK558+b45ZdfarE05uXgALRsKX/KS0oCvvwSWLUKuH0b8PICJk8Gxo3jFhJERESWYHNjduxZUhLQo4dcVFAjPx9YvBj45BPgwAEGPERERObGzpNaolbLTUDLBzrlZWbK89xCgoiIyLwY7NSSI0eAGzeMp7lxQ6YjIiIi82GwU0umTTNvOiIiIlKGwU4tuX7dvOmIiIhIGQY7tSQ01LzpiIiISBkGO7Vk0ybzpiMiIiJlGOzUEn9/oNxm7npFRMh0REREZD4MdmrR6dOGA56ICHmeiIiIzIvBTi07fVpOMe/dW66u3Lu3vM9Ah4iIyDK4grIV+PvLTUKJiIjI8tiyQ0RERHaNwQ4RERHZNQY7REREZNcY7BAREZFdY7BDREREdo3BDhEREdk1BjtERERk1xjsEBERkV1jsENERER2jSso2yi1GkhNBXJyAG9vIDgYcGBoSkREZDIGOzYoKQlYvx5Yvbos2Jk0CXj0USA83NqlIyIiqlsY7NiYpCSgVy8gPb3sWE4O8OabwCefAHv3MuAhIiIyBTtGbIhaDfTvrxvolJeeLs+r1bVbLiIiorqMwY4NOXECuHrVeJqrV2U6IiIiUobBjg155hnzpiMiIiIGOzbln3/Mm46IiIgY7NiUVq3Mm46IiIgY7NiUr782bzoiIiJisGNTGjYEIiONp4mMlOmIiIhIGQY7NiY+3nDAExkpzxMREZFyDHZsUHw8cPMmEBMDRETI25s3GegQERFVB1dQtlENGwK//GLtUhAREdV9bNkhIiIiu8Zgh4iIiOwagx0iIiKyawx2iIiIyK4x2CEiIiK7xmCHiIiI7BqDHSIiIrJrDHaIiIjIrjHYISIiIrvGYIeIiIjsGoMdIiIismsMdoiIiMiuMdghIiIiu8Zgh4iIiOwagx0iIiKya07WLkBdpFYDqalAVlbZfSIiIrJNbNkxUVISMGcO0KsXMHCgPPbmm/I4ERER2R627JggKQno2xf45x95391d3r7/PrByJbBrFxAebr3yERERUWVs2VFIrQZiYsoCnYr++UeeZ5cWERGRbbFqsLNixQp07NgRPj4+8PHxQVRUFLZt2wYAyMjIwDPPPIO2bdvC3d0dwcHBmDFjBrI0A2Vq2YkTwKVLxtNcuiTTERERke2wajdWYGAgFi9ejNatW0MIgS+++AJDhw7F0aNHIYTA1atXsWTJEkRERODSpUt48skncfXqVWzatKnWy/ryy8rT/fabZctCREREylk12BkyZIjO/UWLFmHFihU4dOgQJk+ejO+++057LiwsDIsWLcLYsWNRUlICJ6faLfq1a+ZNR0RERLXDZsbslJaWYsOGDcjNzUVUVJTeNFlZWfDx8an1QAcA2rQxbzoiIiKqHVafjXXy5ElERUWhoKAAXl5e2Lx5MyIiIiqlS09Px8KFCzF16lSj+RUWFqKwsFB7Pzs7GwBQXFyM4uLiapdzxQrg5591j7m7F+vcatLV4Glslua1q8lrWBewnvalvtQTqD91ZT3ti7F6mrPuKiGEMFtu1VBUVITU1FRkZWVh06ZNWLlyJfbs2aMT8GRnZyM6OhoNGzbE1q1b4ezsbDC/efPmYf78+ZWOr1+/Hh4eHhapAxEREZlXXl4eHn30UW2vTk1YPdipqH///ggLC8Onn34KAMjJycHAgQPh4eGBn376CW5ubkYfr69lJygoCOnp6TV+sQA5vfzAAfm7u3sxVq/egUmTotGlizP+fyKZXSouLsaOHTsQHR1tNNis61hP+1Jf6gnUn7qynvbFWD2zs7Ph7+9vlmDH6t1YFanVam2wkp2djYEDB8LV1RVbt26tMtABAFdXV7i6ulY67uzsbJY3zM6dQGYmMGUKcPWqPHbmjDP8/e33zVieuV5HW8d62pf6Uk+g/tSV9bQv+uppznpbNdiZPXs2YmJiEBwcjJycHKxfvx5xcXHYvn07srOzMWDAAOTl5WHdunXIzs7Wjr8JCAiAo6Oj1crt5wfExsqxOb/8Avj6Wq0oREREVAWrBjvXr1/HuHHjkJaWBl9fX3Ts2BHbt29HdHQ04uLi8McffwAAWrVqpfO45ORkhISEWKHEREREVNdYNdhZtWqVwXN9+vSBjQ0nIiIiojrIZtbZISIiIrIEBjtERERk1xjsEBERkV1jsENERER2jcEOERER2TUGO0RERGTXGOwQERGRXbO57SLMTbNWj2b1ZXMqLi5GXl4esrOz7X457/pSV9bTvtSXegL1p66sp30xVk/N97Y51tyz+2AnJycHABAUFGTlkhAREZGpcnJy4FvDfZlsbtdzc1Or1bh69Sq8vb2hUqnMmrdmR/XLly+bZUd1W1Zf6sp62pf6Uk+g/tSV9bQvxuophEBOTg6aN28OB4eajbqx+5YdBwcHBAYGWvQ5fHx87PrNWF59qSvraV/qSz2B+lNX1tO+GKpnTVt0NDhAmYiIiOwagx0iIiKyawx2asDV1RVz586Fq6urtYticfWlrqynfakv9QTqT11ZT/tSW/W0+wHKREREVL+xZYeIiIjsGoMdIiIismsMdoiIiMiuMdghIiIiu8Zgx4iQkBCoVKpKP9OnT9ebfu3atZXSurm51XKpq7Z3714MGTIEzZs3h0qlwpYtW3TOCyHwxhtvoFmzZnB3d0f//v1x7ty5KvP96KOPEBISAjc3N3Tv3h1//vmnhWqgjLF6FhcX45VXXkGHDh3g6emJ5s2bY9y4cbh69arRPOfNm1fpGrdr187CNTGuqus5YcKESmUeNGhQlfna2vUEqq6rvs+rSqXCe++9ZzBPW7umb7/9Nrp16wZvb280btwYw4YNw5kzZ3TSFBQUYPr06WjUqBG8vLzw0EMP4dq1a0bzre7n2pKqqmtGRgaeeeYZtG3bFu7u7ggODsaMGTOQlZVlNN/qvuctRck17dOnT6UyP/nkk0bztbVrWlU9U1JSDH5GY2NjDeZrjuvJYMeIw4cPIy0tTfuzY8cOAMCoUaMMPsbHx0fnMZcuXaqt4iqWm5uLTp064aOPPtJ7/t1338Xy5cvxySef4I8//oCnpycGDhyIgoICg3l+++23eP755zF37lwcOXIEnTp1wsCBA3H9+nVLVaNKxuqZl5eHI0eOYM6cOThy5Ai+//57nDlzBg8++GCV+bZv317nGv/vf/+zRPEVq+p6AsCgQYN0yvzNN98YzdMWrydQdV3L1zEtLQ2rV6+GSqXCQw89ZDRfW7qme/bswfTp03Ho0CHs2LEDxcXFGDBgAHJzc7VpnnvuOfz444+IjY3Fnj17cPXqVYwYMcJovtX5XFtaVXW9evUqrl69iiVLluDUqVNYu3Ytfv31V0yePLnKvE19z1uSkmsKAFOmTNEp87vvvms0X1u7plXVMygoqNJndP78+fDy8kJMTIzRvGt8PQUp9uyzz4qwsDChVqv1nl+zZo3w9fWt3ULVEACxefNm7X21Wi2aNm0q3nvvPe2xzMxM4erqKr755huD+dx9991i+vTp2vulpaWiefPm4u2337ZIuU1VsZ76/PnnnwKAuHTpksE0c+fOFZ06dTJv4cxIXz3Hjx8vhg4dalI+tn49hVB2TYcOHSr69u1rNI2tX9Pr168LAGLPnj1CCPl5dHZ2FrGxsdo0SUlJAoA4ePCg3jyq+7mubRXrqs/GjRuFi4uLKC4uNpimOu/52qSvnr179xbPPvus4jzqwjVVcj07d+4sJk2aZDQfc1xPtuwoVFRUhHXr1mHSpElGNxS9ffs2WrRogaCgIAwdOhSnT5+uxVLWXHJyMv755x/0799fe8zX1xfdu3fHwYMH9T6mqKgICQkJOo9xcHBA//79DT7GFmVlZUGlUsHPz89ounPnzqF58+Zo2bIlHnvsMaSmptZOAWsgLi4OjRs3Rtu2bTFt2jTcvHnTYFp7uZ7Xrl3Dzz//rKgVwJavqabLpmHDhgCAhIQEFBcX61yfdu3aITg42OD1qc7n2hoq1tVQGh8fHzg5Gd/a0ZT3fG0zVM+vv/4a/v7+uPPOOzF79mzk5eUZzKMuXNOqrmdCQgKOHTum6DNa0+tp9xuBmsuWLVuQmZmJCRMmGEzTtm1brF69Gh07dkRWVhaWLFmCHj164PTp0xbfjNRc/vnnHwBAkyZNdI43adJEe66i9PR0lJaW6n3MX3/9ZZmCmllBQQFeeeUVPPLII0Y33evevTvWrl2Ltm3baptge/bsiVOnTsHb27sWS6zcoEGDMGLECISGhuLChQt49dVXERMTg4MHD8LR0bFSenu4ngDwxRdfwNvbu8ruHVu+pmq1GjNnzsS//vUv3HnnnQDkZ9TFxaVSUG7sM1qdz3Vt01fXitLT07Fw4UJMnTrVaF6mvudrk6F6Pvroo2jRogWaN2+OEydO4JVXXsGZM2fw/fff683H1q+pkuu5atUqhIeHo0ePHkbzMsf1ZLCj0KpVqxATE4PmzZsbTBMVFYWoqCjt/R49eiA8PByffvopFi5cWBvFpGooLi7G6NGjIYTAihUrjKYt36/csWNHdO/eHS1atMDGjRsV/XdiDWPGjNH+3qFDB3Ts2BFhYWGIi4tDv379rFgyy1q9ejUee+yxKicJ2PI1nT59Ok6dOmX1cWG1oaq6Zmdn4/7770dERATmzZtnNC9bfs8bqmf5AK5Dhw5o1qwZ+vXrhwsXLiAsLKy2i1ljVV3P/Px8rF+/HnPmzKkyL3NcT3ZjKXDp0iXs3LkTjz/+uEmPc3Z2RpcuXXD+/HkLlcz8mjZtCgCVZnZcu3ZNe64if39/ODo6mvQYW6EJdC5duoQdO3YYbdXRx8/PD23atKlT17hly5bw9/c3WOa6fD019u3bhzNnzpj8mQVs55o+/fTT+Omnn7B7926dluGmTZuiqKgImZmZOumNXZ/qfK5rk6G6auTk5GDQoEHw9vbG5s2b4ezsbFL+Vb3na0tV9Syve/fuAGCwzLZ8TZXUc9OmTcjLy8O4ceNMzr8615PBjgJr1qxB48aNcf/995v0uNLSUpw8eRLNmjWzUMnMLzQ0FE2bNsXvv/+uPZadnY0//vhDp9WqPBcXF0RGRuo8Rq1W4/fffzf4GFugCXTOnTuHnTt3olGjRibncfv2bVy4cKFOXeO///4bN2/eNFjmuno9y1u1ahUiIyPRqVMnkx9r7WsqhMDTTz+NzZs3Y9euXQgNDdU5HxkZCWdnZ53rc+bMGaSmphq8PtX5XNeGquoKyHIOGDAALi4u2Lp1a7WW86jqPW9pSupZ0bFjxwDAYJlt8ZqaUs9Vq1bhwQcfREBAgMnPU63rWaPhzfVAaWmpCA4OFq+88kqlc//+97/FrFmztPfnz58vtm/fLi5cuCASEhLEmDFjhJubmzh9+nRtFrlKOTk54ujRo+Lo0aMCgPjPf/4jjh49qp2FtHjxYuHn5yd++OEHceLECTF06FARGhoq8vPztXn07dtXfPjhh9r7GzZsEK6urmLt2rUiMTFRTJ06Vfj5+Yl//vmn1uunYayeRUVF4sEHHxSBgYHi2LFjIi0tTftTWFiozaNiPV944QURFxcnkpOTxf79+0X//v2Fv7+/uH79ujWqKIQwXs+cnBzx4osvioMHD4rk5GSxc+dOcdddd4nWrVuLgoICbR514XoKUfV7VwghsrKyhIeHh1ixYoXePGz9mk6bNk34+vqKuLg4nfdlXl6eNs2TTz4pgoODxa5du0R8fLyIiooSUVFROvm0bdtWfP/999r7Sj7Xta2qumZlZYnu3buLDh06iPPnz+ukKSkp0eZTvq5K3/O2VM/z58+LBQsWiPj4eJGcnCx++OEH0bJlS9GrVy+dfGz9mip57wohxLlz54RKpRLbtm3Tm48lrieDnSps375dABBnzpypdK53795i/Pjx2vszZ84UwcHBwsXFRTRp0kQMHjxYHDlypBZLq8zu3bsFgEo/mrqo1WoxZ84c0aRJE+Hq6ir69etXqf4tWrQQc+fO1Tn24Ycfaut/9913i0OHDtVSjfQzVs/k5GS95wCI3bt3a/OoWM+HH35YNGvWTLi4uIg77rhDPPzww+L8+fO1X7lyjNUzLy9PDBgwQAQEBAhnZ2fRokULMWXKlEpBS124nkJU/d4VQohPP/1UuLu7i8zMTL152Po1NfS+XLNmjTZNfn6+eOqpp0SDBg2Eh4eHGD58uEhLS6uUT/nHKPlc17aq6mroegMQycnJOvloHqP0PV+bqqpnamqq6NWrl2jYsKFwdXUVrVq1Ei+99JLIysqqlI8tX1Ml710hhJg9e7YICgoSpaWlBvMx9/VU/X/GRERERHaJY3aIiIjIrjHYISIiIrvGYIeIiIjsGoMdIiIismsMdoiIiMiuMdghIiIiu8Zgh4iIiOwagx2iemz//v3o0KEDnJ2dMWzYMGsXh2pRUVERWrVqhQMHDpgtz19//RWdO3eGWq02W55E5sBgh0iBGzduYNq0aQgODoarqyuaNm2KgQMHYv/+/RZ93tLSUixevBjt2rWDu7s7GjZsiO7du2PlypVmyf/5559H586dkZycjLVr15olT1OsXbsWKpXK6E9KSkqtl8uS4uLioFKpKm3kWds++eQThIaGokePHtpjBw8eROfOnRESEoJVq1ZVeszu3bsxePBgNGrUCB4eHoiIiMALL7yAK1euAAAGDRoEZ2dnfP3117VWDyIlGOwQKfDQQw/h6NGj+OKLL3D27Fls3boVffr0wc2bNy36vPPnz8fSpUuxcOFCJCYmYvfu3Zg6dWqNvyiLi4sBABcuXEDfvn0RGBgIPz+/mhfYRA8//DDS0tK0P1FRUZgyZYrOsaCgoFovV3UUFRXV+nNqrqOphBD473//i8mTJ+scnzx5MubMmYP169fj7bffxuXLl7XnPv30U/Tv3x9NmzbFd999h8TERHzyySfIysrC+++/r003YcIELF++vHoVIrIUkze/IKpnbt26JQCIuLi4KtNNnjxZ+Pv7C29vb3HfffeJY8eOac+fP39ePPjgg6Jx48bC09NTdO3aVezYscNonp06dRLz5s0zmqZFixZi6dKllR5Xfv8nAOLjjz8WQ4YMER4eHmL8+PF6968pKSkRkyZNEiEhIcLNzU20adNGfPDBB5Wec9WqVSIiIkK4uLiIpk2biunTpyt+HYzp3bu3ePbZZxXnNXfuXNGpUyexatUqERQUJDw9PcW0adNESUmJeOedd0STJk1EQECAePPNN3WeR/N6DBo0SLi5uYnQ0FARGxurkyY1NVWMGjVK+Pr6igYNGogHH3xQZz+m8ePHi6FDh4o333xTNGvWTISEhAghhPjyyy9FZGSk8PLyEk2aNBGPPPKIuHbtmhBC6N2TTbOvV3Wuo+bcli1bRJcuXYSrq6sIDQ0V8+bNE8XFxQZf58OHDwsHBweRnZ2tczw4OFhcvHhR3L59W3Tt2lW7ifHly5eFi4uLmDlzpt78bt26pf390qVLAoDV94wjKo8tO0RV8PLygpeXF7Zs2YLCwkKD6UaNGoXr169j27ZtSEhIwF133YV+/fohIyMDAHD79m0MHjwYv//+O44ePYpBgwZhyJAhSE1NNZhn06ZNsWvXLty4caPG9Zg3bx6GDx+OkydPYv78+UhLS4OPjw8++OADpKWl4eGHH4ZarUZgYCBiY2ORmJiIN954A6+++io2btyozWfFihWYPn06pk6dipMnT2Lr1q1o1aqV4tfBFEryunDhArZt24Zff/0V33zzDVatWoX7778ff//9N/bs2YN33nkHr7/+Ov744w+dvOfMmYOHHnoIx48fx2OPPYYxY8YgKSkJgGwxGThwILy9vbFv3z7s378fXl5eGDRokE4Lzu+//44zZ85gx44d+Omnn7SPXbhwIY4fP44tW7YgJSUFEyZMAAAEBQXhu+++AwCcOXMGaWlpWLZsmUmvSfnrOGnSJOzbtw/jxo3Ds88+i8TERHz66adYu3YtFi1aZDCPffv2oU2bNvD29tY5/sYbbyA8PBy+vr645557EBERAQCIjY1FUVERXn75Zb35lW8VDA4ORpMmTbBv3z6T6kVkUdaOtojqgk2bNokGDRoINzc30aNHDzF79mxx/Phx7fl9+/YJHx8fUVBQoPO4sLAw8emnnxrMt3379uLDDz80eP706dMiPDxcODg4iA4dOognnnhC/PLLLzpplLYI6Puv3NfXt9KOxBVNnz5dPPTQQ9r7zZs3F6+99pretNV9HTTKt+woyWvu3LnCw8NDp4Vi4MCBIiQkRGdH5bZt24q3335bex+AePLJJ3Xy7d69u5g2bZoQQoivvvpKtG3bVqjVau35wsJC4e7uLrZv3y6EkC07TZo0EYWFhUbrdPjwYQFA5OTkCCHKdvIu3xoiRPWvY79+/cRbb72lc+yrr74SzZo1M1imZ599VvTt21fvudu3b4uMjAydY9OmTRM+Pj4G86uoS5cuVbZIEtUmJ6tGWkR1xEMPPYT7778f+/btw6FDh7Bt2za8++67WLlyJSZMmIDjx4/j9u3baNSokc7j8vPzceHCBQCyZWfevHn4+eefkZaWhpKSEuTn5xtt2YmIiMCpU6eQkJCA/fv3Y+/evRgyZAgmTJhg8iDlrl27Kkr30UcfYfXq1UhNTUV+fj6KiorQuXNnAMD169dx9epV9OvXT+9jlbwOSinNKyQkRKeFokmTJnB0dISDg4POsevXr+vkExUVVen+sWPHtM99/vz5Si0fBQUFOs/doUMHuLi46KRJSEjAvHnzcPz4cdy6dUs7Myk1NVXbUlITFa/j8ePHsX//fp2WnNLSUhQUFCAvLw8eHh6V8sjPz4ebm5ve/D09PeHp6alzTAgBlUqluIzu7u7Iy8tTnJ7I0hjsECnk5uaG6OhoREdHY86cOXj88ccxd+5cTJgwAbdv30azZs0QFxdX6XGaJv4XX3wRO3bswJIlS9CqVSu4u7tj5MiRVQ5sdXBwQLdu3dCtWzfMnDkT69atw7///W+89tprCA0NhYODA4QQOo/RN3C14heYPhs2bMCLL76I999/H1FRUfD29sZ7772n7QJyd3c3+nglr4NSSvNydnbWOadSqfQeM2U69O3btxEZGal3VlFAQID294qvaW5uLgYOHIiBAwfi66+/RkBAAFJTUzFw4EBF17k61/H27duYP38+RowYUSmtoYDG398fJ0+eNFqe8tq0aYOsrCykpaWhWbNmVabPyMjQeZ2IrI3BDlE1RUREYMuWLQCAu+66C//88w+cnJwQEhKiN/3+/fsxYcIEDB8+HID8kqrOtGpN60Bubi4A+eWblpamPZ+dnY3k5GST89WUsUePHnjqqae0x8q3ZHh7eyMkJAS///477rvvvkqPV/I6KGXOvPQ5dOgQxo0bp3O/S5cu2uf+9ttv0bhxY/j4+CjO86+//sLNmzexePFi7Syy+Ph4nTSalqDS0lKd49W9jnfddRfOnDmjM26qKl26dMGKFSsUt9iMHDkSs2bNwrvvvoulS5dWOp+ZmakNQDWtX5rXksgWcIAyURVu3ryJvn37Yt26dThx4gSSk5MRGxuLd999F0OHDgUA9O/fH1FRURg2bBh+++03pKSk4MCBA3jttde0X3atW7fG999/j2PHjuH48eN49NFHq2xtGDlyJJYuXYo//vgDly5dQlxcHKZPn442bdqgXbt2AIC+ffviq6++wr59+3Dy5EmMHz8ejo6O1apr69atER8fj+3bt+Ps2bOYM2cODh8+rJNm3rx5eP/997F8+XKcO3cOR44cwYcffqj4dVDKnHnpExsbi9WrV+Ps2bOYO3cu/vzzTzz99NMAgMceewz+/v4YOnQo9u3bh+TkZMTFxWHGjBn4+++/DeYZHBwMFxcXfPjhh7h48SK2bt2KhQsX6qRp0aIFVCoVfvrpJ9y4cQO3b98GUP3r+MYbb+DLL7/E/Pnzcfr0aSQlJWHDhg14/fXXDT7mvvvuw+3bt3H69GklLxWCgoKwdOlSLFu2DJMnT8aePXtw6dIl7N+/H0888YROHQ8dOgRXV9dK3YREVmXdIUNEtq+goEDMmjVL3HXXXcLX11d4eHiItm3bitdff13k5eVp02VnZ4tnnnlGNG/eXDg7O4ugoCDx2GOPidTUVCGEnHZ83333CXd3dxEUFCT++9//VppqXdFnn30m7rvvPhEQECBcXFxEcHCwmDBhgkhJSdGmycrKEg8//LDw8fERQUFBYu3atXoHtm7evLlS/hUHKBcUFIgJEyYIX19f4efnJ6ZNmyZmzZolOnXqpPO4Tz75RLRt21Y4OzuLZs2aiWeeeUbx62BMxdejqrw0U8/L00wJN5YvAPHRRx+J6Oho4erqKkJCQsS3336r85i0tDQxbtw44e/vL1xdXUXLli3FlClTRFZWlsHnEUKI9evXi5CQEOHq6iqioqLE1q1bBQBx9OhRbZoFCxaIpk2bCpVKpZ16XpPr+Ouvv4oePXoId3d34ePjI+6++27x2Wef6X2NNUaPHi1mzZplNE1FO3bsEAMHDtQO1m/Xrp148cUXxdWrV7Vppk6dKp544gmT8iWyNJUQFTqJiYjsnEqlwubNm+v1FhknTpxAdHQ0Lly4AC8vL7PkmZ6ejrZt2yI+Ph6hoaFmyZPIHNiNRURUD3Xs2BHvvPNOtcd36ZOSkoKPP/6YgQ7ZHLbsEFG9w5YdovqFs7GIqN7h/3hE9Qu7sYiIiMiuMdghIiIiu8Zgh4iIiOwagx0iIiKyawx2iIiIyK4x2CEiIiK7xmCHiIiI7BqDHSIiIrJrDHaIiIjIrv0fyzgVCZHAKlkAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"plt.scatter(sst, salinity, c='blue', alpha=0.5)\n",
"plt.xlabel('Sea Surface Temperature (°C)')\n",
"plt.ylabel('Salinity (PSU)')\n",
"plt.title('Sea Surface Temperature vs Salinity')\n",
"plt.grid(True)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "wlbeHklQX5I9"
},
"source": [
"Predicting"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_5VvMSz8fwAf"
},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "bIRKzWaXX7QQ"
},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.metrics import mean_squared_error\n",
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qMcLZl_FgDNd"
},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Psnz3z8sX8GD"
},
"outputs": [],
"source": [
"# Extract the variables\n",
"sst = ds['TEMP'].values\n",
"salinity = ds['PSAL'].values\n",
"pressure = ds['PRES'].values\n",
"latitude = ds['LATITUDE'].values\n",
"longitude = ds['LONGITUDE'].values\n",
"\n",
"# Combine the features into a single array (ensure they have the same shape)\n",
"X = np.column_stack((salinity, pressure, latitude, longitude))\n",
"\n",
"# Target variable (SST)\n",
"y = sst\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "y5rg9RZggMIv"
},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "iG41HQ3GX-zu"
},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 75
},
"id": "EixPtJ9EYLSo",
"outputId": "fdd75707-59d3-41a7-91ab-76bc30044dc2"
},
"outputs": [
{
"data": {
"text/html": [
"
LinearRegression()
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