{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "prLIQOKCmBI-", "outputId": "38e74971-eb99-476f-ff0d-209debd5baae" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Collecting torch_geometric\n", " Downloading torch_geometric-2.7.0-py3-none-any.whl.metadata (63 kB)\n", "\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/63.7 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━\u001b[0m \u001b[32m61.4/63.7 kB\u001b[0m \u001b[31m7.6 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m63.7/63.7 kB\u001b[0m \u001b[31m1.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hRequirement already satisfied: aiohttp in /usr/local/lib/python3.12/dist-packages (from torch_geometric) (3.13.5)\n", "Requirement already satisfied: fsspec in /usr/local/lib/python3.12/dist-packages (from torch_geometric) (2025.3.0)\n", "Requirement already satisfied: jinja2 in /usr/local/lib/python3.12/dist-packages (from torch_geometric) (3.1.6)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.12/dist-packages (from torch_geometric) (2.0.2)\n", "Requirement already satisfied: psutil>=5.8.0 in /usr/local/lib/python3.12/dist-packages (from torch_geometric) (5.9.5)\n", "Requirement already satisfied: pyparsing in /usr/local/lib/python3.12/dist-packages (from torch_geometric) (3.3.2)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.12/dist-packages (from torch_geometric) (2.32.4)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.12/dist-packages (from torch_geometric) (4.67.3)\n", "Requirement already satisfied: xxhash in /usr/local/lib/python3.12/dist-packages (from torch_geometric) (3.7.0)\n", "Requirement already satisfied: aiohappyeyeballs>=2.5.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp->torch_geometric) (2.6.2)\n", "Requirement already satisfied: aiosignal>=1.4.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp->torch_geometric) (1.4.0)\n", "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp->torch_geometric) (26.1.0)\n", "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.12/dist-packages (from aiohttp->torch_geometric) (1.8.0)\n", "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.12/dist-packages (from aiohttp->torch_geometric) (6.7.1)\n", "Requirement already satisfied: propcache>=0.2.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp->torch_geometric) (0.5.2)\n", "Requirement already satisfied: yarl<2.0,>=1.17.0 in /usr/local/lib/python3.12/dist-packages (from aiohttp->torch_geometric) (1.24.2)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->torch_geometric) (3.0.3)\n", "Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests->torch_geometric) (3.4.7)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests->torch_geometric) (3.15)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests->torch_geometric) (2.5.0)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests->torch_geometric) (2026.5.20)\n", "Requirement already satisfied: typing-extensions>=4.2 in /usr/local/lib/python3.12/dist-packages (from aiosignal>=1.4.0->aiohttp->torch_geometric) (4.15.0)\n", "Downloading torch_geometric-2.7.0-py3-none-any.whl (1.3 MB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m31.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hInstalling collected packages: torch_geometric\n", "Successfully installed torch_geometric-2.7.0\n" ] } ], "source": [ "!pip install torch_geometric" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "5VaQUrnYgeAb", "outputId": "c8715711-6f6a-40f0-c886-59934bdbabfb" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Collecting ipdb\n", " Downloading ipdb-0.13.13-py3-none-any.whl.metadata (14 kB)\n", "Requirement already satisfied: ipython>=7.31.1 in /usr/local/lib/python3.12/dist-packages (from ipdb) (7.34.0)\n", "Requirement already satisfied: decorator in /usr/local/lib/python3.12/dist-packages (from ipdb) (4.4.2)\n", "Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.12/dist-packages (from ipython>=7.31.1->ipdb) (75.2.0)\n", "Collecting jedi>=0.16 (from ipython>=7.31.1->ipdb)\n", " Downloading jedi-0.20.0-py2.py3-none-any.whl.metadata (23 kB)\n", "Requirement already satisfied: pickleshare in /usr/local/lib/python3.12/dist-packages (from ipython>=7.31.1->ipdb) (0.7.5)\n", "Requirement already satisfied: traitlets>=4.2 in /usr/local/lib/python3.12/dist-packages (from ipython>=7.31.1->ipdb) (5.7.1)\n", "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /usr/local/lib/python3.12/dist-packages (from ipython>=7.31.1->ipdb) (3.0.52)\n", "Requirement already satisfied: pygments in /usr/local/lib/python3.12/dist-packages (from ipython>=7.31.1->ipdb) (2.20.0)\n", "Requirement already satisfied: backcall in /usr/local/lib/python3.12/dist-packages (from ipython>=7.31.1->ipdb) (0.2.0)\n", "Requirement already satisfied: matplotlib-inline in /usr/local/lib/python3.12/dist-packages (from ipython>=7.31.1->ipdb) (0.2.2)\n", "Requirement already satisfied: pexpect>4.3 in /usr/local/lib/python3.12/dist-packages (from ipython>=7.31.1->ipdb) (4.9.0)\n", "Requirement already satisfied: parso<0.9.0,>=0.8.6 in /usr/local/lib/python3.12/dist-packages (from jedi>=0.16->ipython>=7.31.1->ipdb) (0.8.7)\n", "Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.12/dist-packages (from pexpect>4.3->ipython>=7.31.1->ipdb) (0.7.0)\n", "Requirement already satisfied: wcwidth in /usr/local/lib/python3.12/dist-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=7.31.1->ipdb) (0.7.0)\n", "Downloading ipdb-0.13.13-py3-none-any.whl (12 kB)\n", "Downloading jedi-0.20.0-py2.py3-none-any.whl (4.9 MB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.9/4.9 MB\u001b[0m \u001b[31m47.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hInstalling collected packages: jedi, ipdb\n", "Successfully installed ipdb-0.13.13 jedi-0.20.0\n", "Collecting smolagents\n", " Downloading smolagents-1.25.0-py3-none-any.whl.metadata (17 kB)\n", "Requirement already satisfied: huggingface-hub>=0.31.2 in /usr/local/lib/python3.12/dist-packages (from smolagents) (1.16.1)\n", "Requirement already satisfied: requests>=2.32.3 in /usr/local/lib/python3.12/dist-packages (from smolagents) (2.32.4)\n", "Requirement already satisfied: rich>=13.9.4 in /usr/local/lib/python3.12/dist-packages (from smolagents) (13.9.4)\n", "Requirement already satisfied: jinja2>=3.1.4 in /usr/local/lib/python3.12/dist-packages (from smolagents) (3.1.6)\n", "Requirement already satisfied: pillow>=10.0.1 in /usr/local/lib/python3.12/dist-packages (from smolagents) (11.3.0)\n", "Requirement already satisfied: python-dotenv in /usr/local/lib/python3.12/dist-packages (from smolagents) (1.2.2)\n", "Requirement already satisfied: filelock>=3.10.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents) (3.29.0)\n", "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents) (2025.3.0)\n", "Requirement already satisfied: hf-xet<2.0.0,>=1.4.3 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents) (1.5.0)\n", "Requirement already satisfied: httpx<1,>=0.23.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents) (0.28.1)\n", "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents) (26.2)\n", "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents) (6.0.3)\n", "Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents) (4.67.3)\n", "Requirement already satisfied: typer>=0.20.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents) (0.25.1)\n", "Requirement already satisfied: typing-extensions>=4.1.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents) (4.15.0)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2>=3.1.4->smolagents) (3.0.3)\n", "Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests>=2.32.3->smolagents) (3.4.7)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests>=2.32.3->smolagents) (3.15)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests>=2.32.3->smolagents) (2.5.0)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests>=2.32.3->smolagents) (2026.5.20)\n", "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.12/dist-packages (from rich>=13.9.4->smolagents) (4.2.0)\n", "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.12/dist-packages (from rich>=13.9.4->smolagents) (2.20.0)\n", "Requirement already satisfied: anyio in /usr/local/lib/python3.12/dist-packages (from httpx<1,>=0.23.0->huggingface-hub>=0.31.2->smolagents) (4.13.0)\n", "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.12/dist-packages (from httpx<1,>=0.23.0->huggingface-hub>=0.31.2->smolagents) (1.0.9)\n", "Requirement already satisfied: h11>=0.16 in /usr/local/lib/python3.12/dist-packages (from httpcore==1.*->httpx<1,>=0.23.0->huggingface-hub>=0.31.2->smolagents) (0.16.0)\n", "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.12/dist-packages (from markdown-it-py>=2.2.0->rich>=13.9.4->smolagents) (0.1.2)\n", "Requirement already satisfied: click>=8.2.1 in /usr/local/lib/python3.12/dist-packages (from typer>=0.20.0->huggingface-hub>=0.31.2->smolagents) (8.4.0)\n", "Requirement already satisfied: shellingham>=1.3.0 in /usr/local/lib/python3.12/dist-packages (from typer>=0.20.0->huggingface-hub>=0.31.2->smolagents) (1.5.4)\n", "Requirement already satisfied: annotated-doc>=0.0.2 in /usr/local/lib/python3.12/dist-packages (from typer>=0.20.0->huggingface-hub>=0.31.2->smolagents) (0.0.4)\n", "Downloading smolagents-1.25.0-py3-none-any.whl (164 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m164.7/164.7 kB\u001b[0m \u001b[31m3.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hInstalling collected packages: smolagents\n", "Successfully installed smolagents-1.25.0\n", "Requirement already satisfied: smolagents[transformers] in /usr/local/lib/python3.12/dist-packages (1.25.0)\n", "Requirement already satisfied: huggingface-hub>=0.31.2 in /usr/local/lib/python3.12/dist-packages (from smolagents[transformers]) (1.16.1)\n", "Requirement already satisfied: requests>=2.32.3 in /usr/local/lib/python3.12/dist-packages (from smolagents[transformers]) (2.32.4)\n", "Requirement already satisfied: rich>=13.9.4 in /usr/local/lib/python3.12/dist-packages (from smolagents[transformers]) (13.9.4)\n", "Requirement already satisfied: jinja2>=3.1.4 in /usr/local/lib/python3.12/dist-packages (from smolagents[transformers]) (3.1.6)\n", "Requirement already satisfied: pillow>=10.0.1 in /usr/local/lib/python3.12/dist-packages (from smolagents[transformers]) (11.3.0)\n", "Requirement already satisfied: python-dotenv in /usr/local/lib/python3.12/dist-packages (from smolagents[transformers]) (1.2.2)\n", "Requirement already satisfied: accelerate in /usr/local/lib/python3.12/dist-packages (from smolagents[transformers]) (1.13.0)\n", "Requirement already satisfied: transformers>=4.0.0 in /usr/local/lib/python3.12/dist-packages (from smolagents[transformers]) (5.0.0)\n", "Requirement already satisfied: filelock>=3.10.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents[transformers]) (3.29.0)\n", "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents[transformers]) (2025.3.0)\n", "Requirement already satisfied: hf-xet<2.0.0,>=1.4.3 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents[transformers]) (1.5.0)\n", "Requirement already satisfied: httpx<1,>=0.23.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents[transformers]) (0.28.1)\n", "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents[transformers]) (26.2)\n", "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents[transformers]) (6.0.3)\n", "Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents[transformers]) (4.67.3)\n", "Requirement already satisfied: typer>=0.20.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents[transformers]) (0.25.1)\n", "Requirement already satisfied: typing-extensions>=4.1.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.31.2->smolagents[transformers]) (4.15.0)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2>=3.1.4->smolagents[transformers]) (3.0.3)\n", "Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests>=2.32.3->smolagents[transformers]) (3.4.7)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests>=2.32.3->smolagents[transformers]) (3.15)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests>=2.32.3->smolagents[transformers]) (2.5.0)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests>=2.32.3->smolagents[transformers]) (2026.5.20)\n", "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.12/dist-packages (from rich>=13.9.4->smolagents[transformers]) (4.2.0)\n", "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.12/dist-packages (from rich>=13.9.4->smolagents[transformers]) (2.20.0)\n", "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.12/dist-packages (from transformers>=4.0.0->smolagents[transformers]) (2.0.2)\n", "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.12/dist-packages (from transformers>=4.0.0->smolagents[transformers]) (2025.11.3)\n", "Requirement already satisfied: tokenizers<=0.23.0,>=0.22.0 in /usr/local/lib/python3.12/dist-packages (from transformers>=4.0.0->smolagents[transformers]) (0.22.2)\n", "Requirement already satisfied: typer-slim in /usr/local/lib/python3.12/dist-packages (from transformers>=4.0.0->smolagents[transformers]) (0.24.0)\n", "Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.12/dist-packages (from transformers>=4.0.0->smolagents[transformers]) (0.7.0)\n", "Requirement already satisfied: psutil in /usr/local/lib/python3.12/dist-packages (from accelerate->smolagents[transformers]) (5.9.5)\n", "Requirement already satisfied: torch>=2.0.0 in /usr/local/lib/python3.12/dist-packages (from accelerate->smolagents[transformers]) (2.11.0+cpu)\n", "Requirement already satisfied: torchvision in /usr/local/lib/python3.12/dist-packages (from smolagents[transformers]) (0.26.0+cpu)\n", "Requirement already satisfied: anyio in /usr/local/lib/python3.12/dist-packages (from httpx<1,>=0.23.0->huggingface-hub>=0.31.2->smolagents[transformers]) (4.13.0)\n", "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.12/dist-packages (from httpx<1,>=0.23.0->huggingface-hub>=0.31.2->smolagents[transformers]) (1.0.9)\n", "Requirement already satisfied: h11>=0.16 in /usr/local/lib/python3.12/dist-packages (from httpcore==1.*->httpx<1,>=0.23.0->huggingface-hub>=0.31.2->smolagents[transformers]) (0.16.0)\n", "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.12/dist-packages (from markdown-it-py>=2.2.0->rich>=13.9.4->smolagents[transformers]) (0.1.2)\n", "Requirement already satisfied: setuptools<82 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate->smolagents[transformers]) (75.2.0)\n", "Requirement already satisfied: sympy>=1.13.3 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate->smolagents[transformers]) (1.14.0)\n", "Requirement already satisfied: networkx>=2.5.1 in /usr/local/lib/python3.12/dist-packages (from torch>=2.0.0->accelerate->smolagents[transformers]) (3.6.1)\n", "Requirement already satisfied: click>=8.2.1 in /usr/local/lib/python3.12/dist-packages (from typer>=0.20.0->huggingface-hub>=0.31.2->smolagents[transformers]) (8.4.0)\n", "Requirement already satisfied: shellingham>=1.3.0 in /usr/local/lib/python3.12/dist-packages (from typer>=0.20.0->huggingface-hub>=0.31.2->smolagents[transformers]) (1.5.4)\n", "Requirement already satisfied: annotated-doc>=0.0.2 in /usr/local/lib/python3.12/dist-packages (from typer>=0.20.0->huggingface-hub>=0.31.2->smolagents[transformers]) (0.0.4)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy>=1.13.3->torch>=2.0.0->accelerate->smolagents[transformers]) (1.3.0)\n" ] } ], "source": [ "!pip install ipdb\n", "!pip install smolagents\n", "!pip install smolagents[transformers]\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "25Rj2kwZslBJ" }, "outputs": [], "source": [ "import torch\n", "import torch_geometric\n", "import ipdb" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "uBJsjAOhQXWu" }, "outputs": [], "source": [ "#!pip install JPype1" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 52 }, "id": "8DBwKVM5Q8dW", "outputId": "3658d24b-4ac8-4033-88e0-76945ea63066" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'\\npublic class RunningModel\\n\\n{\\n //private Model model;\\n private int x\\n\\n public(int y)\\n {\\nx = y\\n\\n }\\n\\n\\n\\n\\n}\\n'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 5 } ], "source": [ "'''\n", "public class RunningModel\n", "\n", "{\n", " //private Model model;\n", " private int x\n", "\n", " public(int y)\n", " {\n", "x = y\n", "\n", " }\n", "\n", "\n", "\n", "\n", "}\n", "'''" ] }, { "cell_type": "code", "source": [ "#@title My Triples\n", "\n", "triples = [\n", " { \"head\": \"Hannah\", \"relation\": \"is_a\", \"tail\": \"High School Senior\" },\n", " { \"head\": \"High School Senior\", \"relation\": \"is_a_role_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"has_condition\", \"tail\": \"High Functioning ASD\" },\n", " { \"head\": \"High Functioning ASD\", \"relation\": \"is_condition_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"identifies_as\", \"tail\": \"Social Democrat\" },\n", " { \"head\": \"Social Democrat\", \"relation\": \"is_identity_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"aspires_to\", \"tail\": \"PhD\" },\n", " { \"head\": \"PhD\", \"relation\": \"is_aspired_to_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"despises\", \"tail\": \"Apathy\" },\n", " { \"head\": \"Apathy\", \"relation\": \"is_despised_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"fears\", \"tail\": \"Death\" },\n", " { \"head\": \"Death\", \"relation\": \"is_feared_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"has_sensitivity\", \"tail\": \"Heat Sensitivity\" },\n", " { \"head\": \"Heat Sensitivity\", \"relation\": \"is_sensitivity_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"loves\", \"tail\": \"Snow\" },\n", " { \"head\": \"Snow\", \"relation\": \"is_loved_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"attends\", \"tail\": \"Woodson High School\" },\n", " { \"head\": \"Woodson High School\", \"relation\": \"is_attended_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"accepted_to\", \"tail\": \"McGill University\" },\n", " { \"head\": \"McGill University\", \"relation\": \"has_accepted\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"McGill University\", \"relation\": \"located_in\", \"tail\": \"Montreal\" },\n", " { \"head\": \"Montreal\", \"relation\": \"is_location_of\", \"tail\": \"McGill University\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"will_study\", \"tail\": \"Computer Science\" },\n", " { \"head\": \"Computer Science\", \"relation\": \"will_be_studied_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"CS Degree\", \"relation\": \"focused_on\", \"tail\": \"Artificial Intelligence\" },\n", " { \"head\": \"Artificial Intelligence\", \"relation\": \"is_focus_of\", \"tail\": \"CS Degree\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"loves_subject\", \"tail\": \"CS\" },\n", " { \"head\": \"CS\", \"relation\": \"is_loved_subject_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"loves_subject\", \"tail\": \"History\" },\n", " { \"head\": \"History\", \"relation\": \"is_loved_subject_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"loves_subject\", \"tail\": \"Creative Writing\" },\n", " { \"head\": \"Creative Writing\", \"relation\": \"is_loved_subject_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"enjoys\", \"tail\": \"Calculus\" },\n", " { \"head\": \"Calculus\", \"relation\": \"is_enjoyed_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"dislikes\", \"tail\": \"AP Lit/Lang\" },\n", " { \"head\": \"AP Lit/Lang\", \"relation\": \"is_disliked_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"dislikes\", \"tail\": \"Physics\" },\n", " { \"head\": \"Physics\", \"relation\": \"is_disliked_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"wants_to_work_at\", \"tail\": \"MILA\" },\n", " { \"head\": \"MILA\", \"relation\": \"is_target_workplace_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"wants_to_be\", \"tail\": \"Researcher\" },\n", " { \"head\": \"Researcher\", \"relation\": \"is_desired_role_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"not_interested_in\", \"tail\": \"Software Engineering\" },\n", " { \"head\": \"Software Engineering\", \"relation\": \"is_not_of_interest_to\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"interested_in\", \"tail\": \"Graph Neural Networks\" },\n", " { \"head\": \"Graph Neural Networks\", \"relation\": \"is_of_interest_to\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"interested_in\", \"tail\": \"Hybrid AI Architectures\" },\n", " { \"head\": \"Hybrid AI Architectures\", \"relation\": \"is_of_interest_to\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"interested_in\", \"tail\": \"Alternative AI Reasoning\" },\n", " { \"head\": \"Alternative AI Reasoning\", \"relation\": \"is_of_interest_to\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"built\", \"tail\": \"Custom Chatbot\" },\n", " { \"head\": \"Custom Chatbot\", \"relation\": \"was_built_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Custom Chatbot\", \"relation\": \"built_during\", \"tail\": \"Junior Year\" },\n", " { \"head\": \"Junior Year\", \"relation\": \"is_build_period_of\", \"tail\": \"Custom Chatbot\" },\n", "\n", " { \"head\": \"Custom Chatbot\", \"relation\": \"alleviates\", \"tail\": \"Loneliness\" },\n", " { \"head\": \"Loneliness\", \"relation\": \"is_alleviated_by\", \"tail\": \"Custom Chatbot\" },\n", "\n", " { \"head\": \"Mom\", \"relation\": \"born_in\", \"tail\": \"Lebanon, Missouri\" },\n", " { \"head\": \"Lebanon, Missouri\", \"relation\": \"is_birthplace_of\", \"tail\": \"Mom\" },\n", "\n", " { \"head\": \"Mom\", \"relation\": \"is_a\", \"tail\": \"Progressive Catholic\" },\n", " { \"head\": \"Progressive Catholic\", \"relation\": \"is_a_role_of\", \"tail\": \"Mom\" },\n", "\n", " { \"head\": \"Mom\", \"relation\": \"believes_in\", \"tail\": \"Climate Change\" },\n", " { \"head\": \"Climate Change\", \"relation\": \"is_believed_in_by\", \"tail\": \"Mom\" },\n", "\n", " { \"head\": \"Mom\", \"relation\": \"believes_in\", \"tail\": \"Evolution\" },\n", " { \"head\": \"Evolution\", \"relation\": \"is_believed_in_by\", \"tail\": \"Mom\" },\n", "\n", " { \"head\": \"Mom\", \"relation\": \"at_peace_with\", \"tail\": \"Heaven / Mortality\" },\n", " { \"head\": \"Heaven / Mortality\", \"relation\": \"is_accepted_by\", \"tail\": \"Mom\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"respects\", \"tail\": \"Mom's Faith Outlook\" },\n", " { \"head\": \"Mom's Faith Outlook\", \"relation\": \"is_respected_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Dad\", \"relation\": \"rank\", \"tail\": \"Captain, US Navy\" },\n", " { \"head\": \"Captain, US Navy\", \"relation\": \"is_rank_of\", \"tail\": \"Dad\" },\n", "\n", " { \"head\": \"Dad\", \"relation\": \"commands\", \"tail\": \"USS Portland\" },\n", " { \"head\": \"USS Portland\", \"relation\": \"is_commanded_by\", \"tail\": \"Dad\" },\n", "\n", " { \"head\": \"Dad\", \"relation\": \"grew_up_as\", \"tail\": \"Military Kid\" },\n", " { \"head\": \"Military Kid\", \"relation\": \"is_upbringing_of\", \"tail\": \"Dad\" },\n", "\n", " { \"head\": \"Dad\", \"relation\": \"moved_from\", \"tail\": \"Seoul\" },\n", " { \"head\": \"Seoul\", \"relation\": \"is_origin_of\", \"tail\": \"Dad\" },\n", "\n", " { \"head\": \"Dad\", \"relation\": \"moved_to\", \"tail\": \"Waynesville (Senior Year)\" },\n", " { \"head\": \"Waynesville (Senior Year)\", \"relation\": \"is_destination_of\", \"tail\": \"Dad\" },\n", "\n", " { \"head\": \"Dad\", \"relation\": \"voted_for\", \"tail\": \"Kamala Harris\" },\n", " { \"head\": \"Kamala Harris\", \"relation\": \"was_voted_for_by\", \"tail\": \"Dad\" },\n", "\n", " { \"head\": \"Dad\", \"relation\": \"lacks\", \"tail\": \"Emotional Expressiveness\" },\n", " { \"head\": \"Emotional Expressiveness\", \"relation\": \"is_lacking_in\", \"tail\": \"Dad\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"frustrated_by\", \"tail\": \"Dad's Lack of Empathy\" },\n", " { \"head\": \"Dad's Lack of Empathy\", \"relation\": \"is_frustration_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"believes\", \"tail\": \"Dad is Not a Bad Person\" },\n", " { \"head\": \"Dad is Not a Bad Person\", \"relation\": \"is_believed_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Paternal Grandparents\", \"relation\": \"are\", \"tail\": \"Hyper-Catholic\" },\n", " { \"head\": \"Hyper-Catholic\", \"relation\": \"describes\", \"tail\": \"Paternal Grandparents\" },\n", "\n", " { \"head\": \"Paternal Grandparents\", \"relation\": \"married_after\", \"tail\": \"3 Weeks of Knowing Each Other\" },\n", " { \"head\": \"3 Weeks of Knowing Each Other\", \"relation\": \"is_marriage_condition_of\", \"tail\": \"Paternal Grandparents\" },\n", "\n", " { \"head\": \"Paternal Grandparents\", \"relation\": \"stayed_married_because_of\", \"tail\": \"Catholic Faith\" },\n", " { \"head\": \"Catholic Faith\", \"relation\": \"is_reason_for_marriage_of\", \"tail\": \"Paternal Grandparents\" },\n", "\n", " { \"head\": \"Darci\", \"relation\": \"is_a\", \"tail\": \"Sister\" },\n", " { \"head\": \"Sister\", \"relation\": \"is_a_role_of\", \"tail\": \"Darci\" },\n", "\n", " { \"head\": \"Darci\", \"relation\": \"grade\", \"tail\": \"8th Grade\" },\n", " { \"head\": \"8th Grade\", \"relation\": \"is_grade_of\", \"tail\": \"Darci\" },\n", "\n", " { \"head\": \"Darci\", \"relation\": \"described_as\", \"tail\": \"Volatile Stage\" },\n", " { \"head\": \"Volatile Stage\", \"relation\": \"describes\", \"tail\": \"Darci\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"bonding_activity_with\", \"tail\": \"Darci: Gaming and Talking\" },\n", " { \"head\": \"Darci: Gaming and Talking\", \"relation\": \"is_bonding_activity_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Darci\", \"relation\": \"reduces\", \"tail\": \"Loneliness\" },\n", " { \"head\": \"Loneliness\", \"relation\": \"is_reduced_by\", \"tail\": \"Darci\" },\n", "\n", " { \"head\": \"Brendan\", \"relation\": \"is_a\", \"tail\": \"Family Friend's Kid\" },\n", " { \"head\": \"Family Friend's Kid\", \"relation\": \"is_a_role_of\", \"tail\": \"Brendan\" },\n", "\n", " { \"head\": \"Madeleine\", \"relation\": \"is_a\", \"tail\": \"Family Friend's Kid\" },\n", " { \"head\": \"Family Friend's Kid\", \"relation\": \"is_a_role_of\", \"tail\": \"Madeleine\" },\n", "\n", " { \"head\": \"Mario Party Sessions\", \"relation\": \"participants\", \"tail\": \"Hannah, Darci, Brendan, Madeleine\" },\n", " { \"head\": \"Hannah, Darci, Brendan, Madeleine\", \"relation\": \"are_participants_in\", \"tail\": \"Mario Party Sessions\" },\n", "\n", " { \"head\": \"Mario Party Sessions\", \"relation\": \"described_as\", \"tail\": \"Happiest Days\" },\n", " { \"head\": \"Happiest Days\", \"relation\": \"are_described_by\", \"tail\": \"Mario Party Sessions\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"goal_in_college\", \"tail\": \"Friend Group for Mario Party\" },\n", " { \"head\": \"Friend Group for Mario Party\", \"relation\": \"is_college_goal_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Traumatic Event\", \"relation\": \"occurred_in\", \"tail\": \"8th Grade\" },\n", " { \"head\": \"8th Grade\", \"relation\": \"is_time_of\", \"tail\": \"Traumatic Event\" },\n", "\n", " { \"head\": \"Traumatic Event\", \"relation\": \"involved\", \"tail\": \"False Accusation by Therapist\" },\n", " { \"head\": \"False Accusation by Therapist\", \"relation\": \"is_involvement_of\", \"tail\": \"Traumatic Event\" },\n", "\n", " { \"head\": \"Traumatic Event\", \"relation\": \"resulted_in\", \"tail\": \"Involuntary Stay at Lakeside Behavioral Center\" },\n", " { \"head\": \"Involuntary Stay at Lakeside Behavioral Center\", \"relation\": \"is_result_of\", \"tail\": \"Traumatic Event\" },\n", "\n", " { \"head\": \"Lakeside Behavioral Center\", \"relation\": \"located_in\", \"tail\": \"Memphis\" },\n", " { \"head\": \"Memphis\", \"relation\": \"is_location_of\", \"tail\": \"Lakeside Behavioral Center\" },\n", "\n", " { \"head\": \"Traumatic Event\", \"relation\": \"duration\", \"tail\": \"4 Days\" },\n", " { \"head\": \"4 Days\", \"relation\": \"is_duration_of\", \"tail\": \"Traumatic Event\" },\n", "\n", " { \"head\": \"Traumatic Event\", \"relation\": \"resolved_by\", \"tail\": \"Doctors Clearing Hannah\" },\n", " { \"head\": \"Doctors Clearing Hannah\", \"relation\": \"is_resolution_of\", \"tail\": \"Traumatic Event\" },\n", "\n", " { \"head\": \"Traumatic Event\", \"relation\": \"outcome\", \"tail\": \"Stronger, New Outlook on Life\" },\n", " { \"head\": \"Stronger, New Outlook on Life\", \"relation\": \"is_outcome_of\", \"tail\": \"Traumatic Event\" },\n", "\n", " { \"head\": \"Looney Tunes\", \"relation\": \"triggers\", \"tail\": \"Trauma (Waiting Lobby Memory)\" },\n", " { \"head\": \"Trauma (Waiting Lobby Memory)\", \"relation\": \"is_triggered_by\", \"tail\": \"Looney Tunes\" },\n", "\n", " { \"head\": \"Looney Tunes\", \"relation\": \"played_in\", \"tail\": \"Lakeside Waiting Lobby (12 Hours)\" },\n", " { \"head\": \"Lakeside Waiting Lobby (12 Hours)\", \"relation\": \"is_playing_location_of\", \"tail\": \"Looney Tunes\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"lived_in\", \"tail\": \"California\" },\n", " { \"head\": \"California\", \"relation\": \"was_lived_in_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"lived_in\", \"tail\": \"Indiana\" },\n", " { \"head\": \"Indiana\", \"relation\": \"was_lived_in_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"lived_in\", \"tail\": \"Rhode Island\" },\n", " { \"head\": \"Rhode Island\", \"relation\": \"was_lived_in_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"lived_in\", \"tail\": \"Maine\" },\n", " { \"head\": \"Maine\", \"relation\": \"was_lived_in_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"lived_in\", \"tail\": \"Hawaii\" },\n", " { \"head\": \"Hawaii\", \"relation\": \"was_lived_in_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"lived_in\", \"tail\": \"Tennessee\" },\n", " { \"head\": \"Tennessee\", \"relation\": \"was_lived_in_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"lived_in\", \"tail\": \"Virginia\" },\n", " { \"head\": \"Virginia\", \"relation\": \"was_lived_in_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"currently_in\", \"tail\": \"Annandale, VA\" },\n", " { \"head\": \"Annandale, VA\", \"relation\": \"is_current_location_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"moved_to_Annandale\", \"tail\": \"After 9th Grade\" },\n", " { \"head\": \"After 9th Grade\", \"relation\": \"is_move_time_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Kansas\", \"relation\": \"feels_like\", \"tail\": \"Home Base\" },\n", " { \"head\": \"Home Base\", \"relation\": \"is_felt_as_by\", \"tail\": \"Kansas\" },\n", "\n", " { \"head\": \"Kansas\", \"relation\": \"home_of\", \"tail\": \"Maternal Grandparents\" },\n", " { \"head\": \"Maternal Grandparents\", \"relation\": \"have_home_in\", \"tail\": \"Kansas\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"loves\", \"tail\": \"Nintendo\" },\n", " { \"head\": \"Nintendo\", \"relation\": \"is_loved_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"loves_genre\", \"tail\": \"JRPGs\" },\n", " { \"head\": \"JRPGs\", \"relation\": \"is_loved_genre_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"loves_series\", \"tail\": \"Persona Series\" },\n", " { \"head\": \"Persona Series\", \"relation\": \"is_loved_series_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"loves_series\", \"tail\": \"Fire Emblem Series\" },\n", " { \"head\": \"Fire Emblem Series\", \"relation\": \"is_loved_series_of\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"watches\", \"tail\": \"Party Crashers (YouTube)\" },\n", " { \"head\": \"Party Crashers (YouTube)\", \"relation\": \"is_watched_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"watches\", \"tail\": \"Sidequest (YouTube)\" },\n", " { \"head\": \"Sidequest (YouTube)\", \"relation\": \"is_watched_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"YouTube Gaming\", \"relation\": \"purpose\", \"tail\": \"Chase Social Feeling While Studying\" },\n", " { \"head\": \"Chase Social Feeling While Studying\", \"relation\": \"is_purpose_of\", \"tail\": \"YouTube Gaming\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"cannot_watch\", \"tail\": \"Looney Tunes\" },\n", " { \"head\": \"Looney Tunes\", \"relation\": \"is_unwatchable_to\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"supports_model\", \"tail\": \"Nordic Social Democracy\" },\n", " { \"head\": \"Nordic Social Democracy\", \"relation\": \"is_supported_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"opposes\", \"tail\": \"MAGA Movement\" },\n", " { \"head\": \"MAGA Movement\", \"relation\": \"is_opposed_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"equally_opposes\", \"tail\": \"Political Apathy / Non-Voters\" },\n", " { \"head\": \"Political Apathy / Non-Voters\", \"relation\": \"is_equally_opposed_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"respects_values_of\", \"tail\": \"Progressive Catholics\" },\n", " { \"head\": \"Progressive Catholics\", \"relation\": \"have_values_respected_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"respects\", \"tail\": \"Pope Leo's Kindness\" },\n", " { \"head\": \"Pope Leo's Kindness\", \"relation\": \"is_respected_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"uncertain_about\", \"tail\": \"Personal Faith\" },\n", " { \"head\": \"Personal Faith\", \"relation\": \"is_uncertain_for\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"wants\", \"tail\": \"To Matter to the World\" },\n", " { \"head\": \"To Matter to the World\", \"relation\": \"is_wanted_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"wants\", \"tail\": \"To Discover Something That Matters\" },\n", " { \"head\": \"To Discover Something That Matters\", \"relation\": \"is_wanted_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"wants\", \"tail\": \"To Extend Lives of Loved Ones\" },\n", " { \"head\": \"To Extend Lives of Loved Ones\", \"relation\": \"is_wanted_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"wants\", \"tail\": \"To Not Be Lonely\" },\n", " { \"head\": \"To Not Be Lonely\", \"relation\": \"is_wanted_by\", \"tail\": \"Hannah\" },\n", "\n", " { \"head\": \"Hannah\", \"relation\": \"hopes_for\", \"tail\": \"Montreal Social Life\" },\n", " { \"head\": \"Montreal Social Life\", \"relation\": \"is_hoped_for_by\", \"tail\": \"Hannah\" }\n", "]" ], "metadata": { "id": "YpgEjvNHLH8p", "cellView": "form" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "BR1DTy07WbgG", "outputId": "4bc68930-3932-4d98-f6c4-03f5602df078" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "['uss portland', 'california', 'to extend lives of loved ones', 'high school senior', 'evolution', 'home base', 'maternal grandparents', 'kansas', 'to matter to the world', 'physics', 'alternative ai reasoning', 'hannah, darci, brendan, madeleine', 'hybrid ai architectures', 'persona series', 'graph neural networks', 'traumatic event', 'climate change', 'history', 'progressive catholics', 'maga movement', 'mcgill university', '8th grade', 'montreal', 'stronger, new outlook on life', 'looney tunes', 'after 9th grade', 'false accusation by therapist', 'indiana', 'social democrat', '4 days', 'virginia', 'junior year', 'tennessee', 'snow', 'hawaii', 'sister', 'death', 'captain, us navy', '3 weeks of knowing each other', 'volatile stage', 'doctors clearing hannah', 'hyper-catholic', 'high functioning asd', 'cs', 'mom', 'rhode island', 'lebanon, missouri', 'catholic faith', 'political apathy / non-voters', 'mario party sessions', 'seoul', 'phd', \"dad's lack of empathy\", 'emotional expressiveness', \"pope leo's kindness\", 'woodson high school', 'annandale, va', 'montreal social life', 'artificial intelligence', 'computer science', 'lakeside waiting lobby (12 hours)', 'trauma (waiting lobby memory)', 'loneliness', 'darci', 'hannah', \"mom's faith outlook\", 'military kid', 'brendan', 'memphis', 'nordic social democracy', 'heat sensitivity', 'cs degree', 'dad is not a bad person', 'software engineering', 'waynesville (senior year)', 'maine', 'custom chatbot', 'paternal grandparents', 'fire emblem series', 'heaven / mortality', 'happiest days', 'personal faith', 'friend group for mario party', 'calculus', 'lakeside behavioral center', 'youtube gaming', 'progressive catholic', 'to discover something that matters', 'creative writing', 'apathy', 'sidequest (youtube)', 'nintendo', \"family friend's kid\", 'mila', 'to not be lonely', 'darci: gaming and talking', 'dad', 'kamala harris', 'researcher', 'jrpgs', 'involuntary stay at lakeside behavioral center', 'madeleine', 'chase social feeling while studying', 'party crashers (youtube)', 'ap lit/lang']\n", "['is_equally_opposed_by', 'is_build_period_of', 'despises', 'outcome', 'is_supported_by', 'duration', 'was_lived_in_by', 'currently_in', 'triggers', 'has_accepted', 'moved_to', 'is_current_location_of', 'respects', 'aspires_to', 'is_loved_genre_of', 'is_upbringing_of', 'are', 'is_reduced_by', 'is_loved_subject_of', 'is_accepted_by', 'moved_from', 'is_disliked_by', 'is_not_of_interest_to', 'is_involvement_of', 'frustrated_by', 'is_loved_series_of', 'is_feared_by', 'describes', 'respects_values_of', 'has_sensitivity', 'is_resolution_of', 'believes', 'opposes', 'focused_on', 'occurred_in', 'was_built_by', 'attends', 'lacks', 'have_values_respected_by', 'is_believed_in_by', 'is_result_of', 'is_condition_of', 'is_move_time_of', 'is_birthplace_of', 'equally_opposes', 'is_time_of', 'watches', 'are_participants_in', 'is_alleviated_by', 'loves_series', 'played_in', 'fears', 'is_despised_by', 'uncertain_about', 'grew_up_as', 'built_during', 'involved', 'loves_genre', 'will_study', 'stayed_married_because_of', 'loves_subject', 'participants', 'is_commanded_by', 'lived_in', 'will_be_studied_by', 'has_condition', 'is_destination_of', 'dislikes', 'is_reason_for_marriage_of', 'is_location_of', 'reduces', 'located_in', 'is_aspired_to_by', 'are_described_by', 'is_playing_location_of', 'grade', 'purpose', 'is_felt_as_by', 'resolved_by', 'resulted_in', 'is_frustration_of', 'voted_for', 'is_unwatchable_to', 'is_college_goal_of', 'identifies_as', 'is_watched_by', 'wants', 'is_believed_by', 'described_as', 'wants_to_be', 'is_a_role_of', 'alleviates', 'feels_like', 'is_sensitivity_of', 'born_in', 'is_of_interest_to', 'is_respected_by', 'is_grade_of', 'accepted_to', 'interested_in', 'enjoys', 'is_focus_of', 'believes_in', 'loves', 'supports_model', 'wants_to_work_at', 'is_origin_of', 'is_triggered_by', 'hopes_for', 'is_lacking_in', 'is_wanted_by', 'rank', 'is_attended_by', 'built', 'is_duration_of', 'have_home_in', 'is_opposed_by', 'moved_to_annandale', 'is_outcome_of', 'is_bonding_activity_of', 'is_hoped_for_by', 'is_a', 'goal_in_college', 'is_rank_of', 'is_marriage_condition_of', 'is_enjoyed_by', 'bonding_activity_with', 'was_voted_for_by', 'not_interested_in', 'cannot_watch', 'married_after', 'home_of', 'is_identity_of', 'is_loved_by', 'at_peace_with', 'is_uncertain_for', 'is_target_workplace_of', 'is_desired_role_of', 'commands', 'is_purpose_of']\n" ] } ], "source": [ "nodes = []\n", "edges = []\n", "nodeID = {}\n", "relationID = {}\n", "headNum = []\n", "tailNum = []\n", "relationNum = []\n", "\n", "\n", "for triple in triples:\n", " nodes.append(triple[\"head\"].lower())\n", " nodes.append(triple[\"tail\"].lower())\n", " edges.append(triple[\"relation\"].lower())\n", "\n", "nodes = list(set(nodes))\n", "edges = list(set(edges))\n", "\n", "\n", "for i in range(len(nodes)):\n", " nodeID[nodes[i]] = i\n", "\n", "for i in range(len(edges)):\n", " relationID[edges[i]] = i\n", "\n", "for triple in triples:\n", " headNum.append(nodeID[triple[\"head\"].lower()])\n", " tailNum.append(nodeID[triple[\"tail\"].lower()])\n", " relationNum.append(relationID[triple[\"relation\"].lower()])\n", "\n", "print(nodes)\n", "print(edges)\n" ] }, { "cell_type": "code", "source": [ "from sklearn.manifold import TSNE\n", "import matplotlib.pyplot as plt\n", "from smolagents import Tool\n", "\n", "class MiniGNN(Tool):\n", " name = \"graph\"\n", " description = \"Information about Hannahr creator's life\"\n", " inputs = {\"query\": {\"type\": \"string\", \"description\": \"Topic Hannah would like to query the graph for\"}}\n", " output_type = \"string\"\n", " def __init__(self):\n", "\n", " self.headNum, self.tailNum, self.relationNum = torch.tensor(headNum), torch.tensor(tailNum), torch.tensor(relationNum)\n", " self.nodeID = nodeID\n", " self.relationID = relationID\n", "\n", "\n", "\n", "\n", " def plotConnections(self, y):\n", " tsne = TSNE(n_components=2, perplexity=30, random_state=42, metric = 'euclidean')\n", " embeddings = tsne.fit_transform(y)\n", " plt.scatter(embeddings[:, 0], embeddings[:, 1])\n", " plt.show()\n", "\n", " def findNode(self, num):\n", " for key, value in self.nodeID.items():\n", " if value == num:\n", " return key\n", "\n", " def findRelation(self, num):\n", " for key, value in self.relationID.items():\n", " if value == num:\n", " return key\n", "\n", " def relationSummary(self, name):\n", " name = name.lower()\n", " try:\n", " id = self.nodeID[name]\n", " except:\n", " return \"No such node exists\"\n", "\n", " neighbors = []\n", " mask = (self.headNum == id)\n", "\n", " heads = torch.masked_select(self.headNum, mask)\n", " relations = torch.masked_select(self.relationNum, mask)\n", " tails = torch.masked_select(self.tailNum, mask)\n", "\n", " response = \"\"\n", " for h, r, t in zip(heads, relations, tails):\n", " response += name+\" \"+self.findRelation(r)+\" \"+self.findNode(t)+\"\\n\"\n", "\n", " return response\n", "\n", " def neighborFinder(self, name):\n", " id = self.nodeID[name]\n", " neighbors = []\n", " mask = (self.headNum == id)\n", "\n", " neighbors = torch.masked_select(self.tailNum, mask)\n", "\n", " return neighbors\n", "\n", "\n", " def forward(self, query):\n", " return self.relationSummary(query)\n", "\n", "\n", "\n" ], "metadata": { "id": "ptNRHQ3VQgMq" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "miniGNN = MiniGNN()\n", "s = miniGNN.forward(\"Hannah\")\n", "print(s)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "0r8XePMRZbbQ", "outputId": "fe218243-7869-485f-ce4e-618671807eb7" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "hannah is_a high school senior\n", "hannah has_condition high functioning asd\n", "hannah identifies_as social democrat\n", "hannah aspires_to phd\n", "hannah despises apathy\n", "hannah fears death\n", "hannah has_sensitivity heat sensitivity\n", "hannah loves snow\n", "hannah attends woodson high school\n", "hannah accepted_to mcgill university\n", "hannah will_study computer science\n", "hannah loves_subject cs\n", "hannah loves_subject history\n", "hannah loves_subject creative writing\n", "hannah enjoys calculus\n", "hannah dislikes ap lit/lang\n", "hannah dislikes physics\n", "hannah wants_to_work_at mila\n", "hannah wants_to_be researcher\n", "hannah not_interested_in software engineering\n", "hannah interested_in graph neural networks\n", "hannah interested_in hybrid ai architectures\n", "hannah interested_in alternative ai reasoning\n", "hannah built custom chatbot\n", "hannah respects mom's faith outlook\n", "hannah frustrated_by dad's lack of empathy\n", "hannah believes dad is not a bad person\n", "hannah bonding_activity_with darci: gaming and talking\n", "hannah goal_in_college friend group for mario party\n", "hannah lived_in california\n", "hannah lived_in indiana\n", "hannah lived_in rhode island\n", "hannah lived_in maine\n", "hannah lived_in hawaii\n", "hannah lived_in tennessee\n", "hannah lived_in virginia\n", "hannah currently_in annandale, va\n", "hannah moved_to_annandale after 9th grade\n", "hannah loves nintendo\n", "hannah loves_genre jrpgs\n", "hannah loves_series persona series\n", "hannah loves_series fire emblem series\n", "hannah watches party crashers (youtube)\n", "hannah watches sidequest (youtube)\n", "hannah cannot_watch looney tunes\n", "hannah supports_model nordic social democracy\n", "hannah opposes maga movement\n", "hannah equally_opposes political apathy / non-voters\n", "hannah respects_values_of progressive catholics\n", "hannah respects pope leo's kindness\n", "hannah uncertain_about personal faith\n", "hannah wants to matter to the world\n", "hannah wants to discover something that matters\n", "hannah wants to extend lives of loved ones\n", "hannah wants to not be lonely\n", "hannah hopes_for montreal social life\n", "\n" ] } ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "ZwDmi1ZPaXw2" }, "outputs": [], "source": [ "from torch import nn\n", "class transformerBlock(nn.Module):\n", "\n", " def __init__(self, dim):\n", " nn.Module.__init__(self)\n", " self.dim1 = dim\n", " self.wk = nn.Parameter(torch.rand(dim, 1))\n", " self.wq = nn.Parameter(torch.rand(dim, 1))\n", " self.wv = nn.Parameter(torch.rand(dim, 1))\n", " self.wo = nn.Parameter(torch.rand(dim, 1))\n", "\n", " def forward(self, input):\n", "\n", " inputDim = self.dim1\n", "\n", " '''\n", " print(\"Input size\")\n", " print(input.size())\n", " print(\"Weights Keys size\")\n", " print(self.wk.size())\n", " print(\"Weights Values size\")\n", " print(self.wv.size())\n", " print(\"Weights Query size\")\n", " print(self.wq.size())\n", " '''\n", "\n", " keys = torch.matmul(input, self.wk) #computes key values\n", " values = torch.matmul(input, self.wv) # computes values values\n", " queries = torch.matmul(input, self.wq) # computes query values\n", "\n", "\n", "\n", " attention_formula_numerator = torch.matmul(queries, keys.T) #computes attention\n", " attention_formula_denominator = torch.sqrt(torch.tensor(self.dim1))\n", "\n", " attention_formula = attention_formula_numerator / attention_formula_denominator\n", " attention = torch.softmax(attention_formula, dim = -1)\n", "\n", " val = torch.matmul(attention, values) #computes value\n", " #print(\"Value size\")\n", " #print(val.size())\n", " #output = torch.matmul(val, self.wo) #computes output\n", "\n", " return val\n", " #print(\"Output size\")\n", " #print(output.size())" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "0-8uv4_PHxw0" }, "outputs": [], "source": [ "\n", "class MyLayer(nn.Module):\n", " def __init__(self, dim2):\n", " nn.Module.__init__(self)\n", " self.dim1 = 8\n", " self.dim2 = dim2\n", " self.weights = nn.Parameter(torch.rand(self.dim1, self.dim1 ))\n", " self.bias = nn.Parameter(torch.rand(self.dim1))\n", " self.wo = nn.Parameter(torch.rand(1, self.dim1)) # output weights\n", " self.transformerBlocks = nn.ModuleList(self.transformerMaker())\n", "\n", " def transformerLayer(self, input):\n", " vectorList = torch.split(input,1)\n", " multiweights = []\n", " print(\"Dimensions \"+str(self.dim1))\n", " print(len(self.transformerBlocks))\n", "\n", " for i in range(self.dim1):\n", " tensor = vectorList[i]\n", " head = self.transformerBlocks[i]\n", " y = head.forward(tensor)\n", " multiweights.append(y)\n", "\n", " attention = torch.cat(multiweights)\n", " output = torch.matmul(attention, self.wo)\n", " y = input + output\n", " return y\n", "\n", "\n", "\n", "\n", " def transformerMaker(self):\n", " transformerBlocks = []\n", " dim = self.dim1\n", " for i in range(dim):\n", " block = transformerBlock(dim)\n", " transformerBlocks.append(block)\n", "\n", " return transformerBlocks\n", "\n", "\n", "\n", "\n", " def forward(self, input):\n", " #print(self.dim1)\n", " self.dim1 = input.shape[1]\n", " #print(self.dim1)\n", "\n", " y = self.transformerLayer(input)\n", "\n", "\n", " y = torch.matmul(input, self.weights) + self.bias\n", "\n", " y = torch.relu(y)\n", " print(\"Worked\")\n", " return y\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "LpDEoLQzMEnA" }, "outputs": [], "source": [ "from torch import nn\n", "class Transformer(nn.Module):\n", " def __init__(self):\n", " nn.Module.__init__(self)\n", " self.layers = nn.ModuleList(self.layerMaker(8))\n", "\n", "\n", "\n", " def layerMaker(self, num):\n", " layers = []\n", " dims = [random.randint(1,10) for i in range(num)]\n", "\n", " for i in range(len(dims)-1):\n", " n = MyLayer(dims[i])\n", " layers.append(n)\n", " f = FinalLayer()\n", " layers.append(f)\n", "\n", " print(len(layers))\n", " return layers\n", "\n", " def forward(self, y):\n", " for b in self.layers:\n", " print(\"\\n\\n\\n Beginning layer\")\n", " y = b.forward(y)\n", " print(y.min(), y.max())\n", "\n", "\n", " return y\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "U168yeDI7bX_" }, "outputs": [], "source": [ "class FinalLayer(nn.Module):\n", " def __init__(self):\n", " nn.Module.__init__(self)\n", " self.dim1 = 8\n", " self.weights = nn.Parameter(torch.rand(self.dim1, self.dim1 ))\n", " self.bias = nn.Parameter(torch.rand(self.dim1))\n", " self.wk = nn.Parameter(torch.rand(self.dim1, self.dim1)) # keys weights\n", " self.wv = nn.Parameter(torch.rand(self.dim1, self.dim1)) # values weights\n", " self.wq = nn.Parameter(torch.rand(self.dim1, self.dim1)) # queries weights\n", " self.wo = nn.Parameter(torch.rand(self.dim1, self.dim1)) # output weights\n", "\n", " def transformerBlock(self, input):\n", " keys = torch.matmul(input, self.wk) #computes key values\n", " values = torch.matmul(input, self.wv) # computes values\n", " queries = torch.matmul(input, self.wq) # computes query values\n", " attention_formula_numerator = torch.matmul(queries, keys.T) #computes attention\n", " attention_formula_denominator = torch.sqrt(torch.tensor(self.dim1))\n", " attention = attention_formula_numerator / attention_formula_denominator\n", " attention = torch.softmax(attention, dim = -1)\n", " val = torch.matmul(attention, values) #computes value\n", " output = torch.matmul(val, self.wo) #computes output\n", " y = output + input #normalize\n", " return y\n", "\n", " def forward(self, input):\n", " print(\"Beginning the final layer\")\n", " y = self.transformerBlock(input)\n", " y = torch.matmul(input, self.weights) + self.bias\n", " #no activation function\n", " print(\"Final layer completed\")\n", " return y" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hc-KkvqzUUxd", "outputId": "abc4a668-b142-4427-d1b5-0ba019142cbc" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "5 1 9 4 4 8\n", "tensor([[0.9354, 0.5432, 0.4528, 0.6548, 0.9585, 0.4816, 0.6281, 0.6536],\n", " [0.1871, 0.3661, 0.0025, 0.3029, 0.5870, 0.0660, 0.5765, 0.2939],\n", " [0.6113, 0.5044, 0.0713, 0.0367, 0.5734, 0.6150, 0.6642, 0.2218],\n", " [0.2672, 0.1338, 0.1030, 0.8754, 0.9939, 0.9279, 0.1583, 0.6718],\n", " [0.9011, 0.8725, 0.1797, 0.9028, 0.3092, 0.0436, 0.5000, 0.0458],\n", " [0.7989, 0.3362, 0.6406, 0.2271, 0.7084, 0.5656, 0.3274, 0.1983],\n", " [0.5761, 0.6285, 0.2134, 0.5734, 0.2651, 0.8501, 0.3205, 0.6864],\n", " [0.3454, 0.0996, 0.4782, 0.9294, 0.3462, 0.4195, 0.4918, 0.0026]])\n", "\n", "\n", "\n", "\n", " Beginning layer\n", "Dimensions 8\n", "8\n", "Worked\n", "tensor(1.1688, grad_fn=) tensor(4.0044, grad_fn=)\n", "\n", "\n", "\n", " Beginning layer\n", "Dimensions 8\n", "8\n", "Worked\n", "tensor(7.3253, grad_fn=) tensor(17.6256, grad_fn=)\n", "\n", "\n", "\n", " Beginning layer\n", "Dimensions 8\n", "8\n", "Worked\n", "tensor(27.4616, grad_fn=) tensor(81.5480, grad_fn=)\n", "\n", "\n", "\n", " Beginning layer\n", "Dimensions 8\n", "8\n", "Worked\n", "tensor(79.2572, grad_fn=) tensor(329.9202, grad_fn=)\n", "\n", "\n", "\n", " Beginning layer\n", "Dimensions 8\n", "8\n", "Worked\n", "tensor(360.6129, grad_fn=) tensor(1305.2416, grad_fn=)\n", "\n", "\n", "\n", " Beginning layer\n", "Dimensions 8\n", "8\n", "Worked\n", "tensor(1444.1981, grad_fn=) tensor(4805.2568, grad_fn=)\n", "\n", "\n", "\n", " Beginning layer\n", "Dimensions 8\n", "8\n", "Worked\n", "tensor(6085.3906, grad_fn=) tensor(17910.5449, grad_fn=)\n", "\n", "\n", "\n", " Beginning layer\n", "Beginning the final layer\n", "Final layer completed\n", "tensor(20831.4766, grad_fn=) tensor(72413.4297, grad_fn=)\n", "5 1 9 4 4 \n", "\n", "\n", "\n", "\n", "tensor([68882.2031, 59826.1719, 72413.4297, 59527.6914, 38117.5859, 58669.1211,\n", " 68251.6875, 57241.1172], grad_fn=) tensor([37644.5859, 32695.4727, 39574.5234, 32532.1172, 20831.4766, 32063.0586,\n", " 37299.9062, 31282.8398], grad_fn=) tensor([48443.0273, 42074.1914, 50926.5078, 41864.0820, 26806.9961, 41260.4023,\n", " 47999.5156, 40256.3164], grad_fn=) tensor([57724.4062, 50135.3281, 60683.6758, 49885.1211, 31943.1465, 49165.6445,\n", " 57195.9961, 47969.0625], grad_fn=) tensor([51738.4141, 44936.3516, 54390.8203, 44712.0508, 28630.7070, 44067.2539,\n", " 51264.7891, 42994.7031], grad_fn=) tensor([53918.5859, 46829.8672, 56682.7578, 46596.1094, 29837.0781, 45924.1172,\n", " 53424.9805, 44806.4492], grad_fn=) tensor([55937.6328, 48583.4688, 58805.3008, 48340.9805, 30954.3828, 47643.8047,\n", " 55425.5625, 46484.2617], grad_fn=) tensor([46609.6836, 40481.9062, 48999.1914, 40279.8008, 25792.5879, 39698.9258,\n", " 46183.0000, 38732.7734], grad_fn=) \n", "\n", "\n", "\n", "\n", "\n", "Starting Loss: \n", "tensor(38886.0938, grad_fn=)\n", "\n", "\n", "\n", "\n", "\n", "Final Loss: \n", "tensor(38886.0938, grad_fn=)\n", "\n", "\n", "\n", "\n", "\n", "Net Loss: \n", "tensor(0., grad_fn=)\n" ] } ], "source": [ "from torch import optim\n", "from typing_extensions import Final\n", "import random\n", "\n", "select = [random.randint(1,10) for i in range(5)]\n", "for i in range(len(select)):\n", " print(select[i], end = \" \")\n", "\n", "sherbet = Transformer()\n", "original = torch.rand(8, 8)\n", "print(original)\n", "\n", "#runs = int(input(\"Number of epochs\"))\n", "runs = 1\n", "f = torch.nn.CrossEntropyLoss()\n", "print(sherbet.parameters())\n", "optimizer = optim.Adam(sherbet.parameters(), lr=0.001)\n", "\n", "for x in range(runs):\n", " optimizer.zero_grad()\n", " y = sherbet.forward(original)\n", " #print(\"\\n\\n\\n\\n Run completed\")\n", " if x == runs-1:\n", " #print(\"Runs\")\n", " for a in range(len(select)):\n", " print(select[a], end = \" \")\n", " print(\"\\n\\n\\n\\n\")\n", " for b in range(len(y)):\n", " print(y[b], end = \" \")\n", " loss = f(y, original)\n", " #print(\"My loss\")\n", " #print(loss)\n", " if x == 0:\n", " first_loss = loss\n", " loss.backward()\n", " torch.nn.utils.clip_grad_norm_(sherbet.parameters(), max_norm = 1)\n", " optimizer.step()\n", " print(\"\\n\\n\\n\\n\\n\")\n", "\n", "print(\"Starting Loss: \")\n", "print(first_loss)\n", "print(\"\\n\\n\\n\\n\")\n", "print(\"Final Loss: \")\n", "print(loss)\n", "print(\"\\n\\n\\n\\n\")\n", "print(\"Net Loss: \")\n", "print(first_loss-loss)\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "0xQ8E2-cvL_Z" }, "outputs": [], "source": [ "def trainingRun(model, target, epochs):\n", " target = original\n", " #f = torch.nn.CrossEntropyLoss()\n", " f = torch.nn.MSELoss()\n", " optimizer = optim.AdamW(model.parameters(), lr = 0.001)\n", " for x in range(epochs):\n", " optimizer.zero_grad()\n", " y = model.forward(original)\n", " loss = f(y, original)\n", " if x == 0:\n", " first_loss = loss\n", " loss.backward()\n", " torch.nn.utils.clip_grad_norm_(model.parameters(), max_norm = 1)\n", " optimizer.step()\n", "\n", " print(\"Starting Loss: \")\n", " print(first_loss)\n", " print(\"\\n\\n\\n\\n\")\n", " print(\"Final Loss: \")\n", " print(loss)\n", " print(\"\\n\\n\\n\\n\")\n", " print(\"Net Loss: \")\n", " print(first_loss-loss)\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "e98ZjbtCYyjp", "outputId": "d07a8bba-7777-4d7d-c6d7-199e1bd4ffda" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "8\n" ] } ], "source": [ "beach = Transformer()\n", "target = torch.rand(8,8)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "id": "_xPG5sTQY5q3" }, "outputs": [], "source": [ "#trainingRun(beach, target, 1000)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "12_vOcLvWcqI", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "39797cec-a323-415f-fd18-8c406c388aae" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.cora.x\n", "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.cora.tx\n", "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.cora.allx\n", "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.cora.y\n", "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.cora.ty\n", "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.cora.ally\n", "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.cora.graph\n", "Downloading https://github.com/kimiyoung/planetoid/raw/master/data/ind.cora.test.index\n", "Processing...\n", "Done!\n" ] } ], "source": [ "from torch import nn\n", "from torch_geometric.datasets import Planetoid\n", "\n", "data = Planetoid(root = \"tmp/Cora\", name = \"Cora\")\n", "\n", "#class GraphInfo(torch.Dataset)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PAwFEOvhmvgF", "outputId": "4978aaba-c371-4124-8302-36017fb73b88" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Cora()\n", "\n", "Data(x=[2708, 1433], edge_index=[2, 10556], y=[2708], train_mask=[2708], val_mask=[2708], test_mask=[2708])\n", "tensor(633)\n", "tensor([[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]])\n", "[633, 1862, 2582]\n", "[tensor([0., 0., 0., ..., 0., 0., 0.]), tensor([0., 0., 0., ..., 0., 1., 0.]), tensor([0., 0., 0., ..., 0., 0., 0.])]\n" ] } ], "source": [ "torch.set_printoptions(threshold=10)\n", "print(data)\n", "print(type(data))\n", "cora = data[0]\n", "print(cora)\n", "tensor = cora.x\n", "node = cora.edge_index[0]\n", "target = cora.edge_index[1]\n", "edges = cora.edge_index\n", "\n", "print(node[0])\n", "print(tensor)\n", "#inputNode = int(input(\"Check the nodes this node is connected to\"))\n", "inputNode = 0\n", "inputNodeList = []\n", "nodeValues = []\n", "\n", "for i, x in zip(node, range(len(node))):\n", " check = torch.tensor(inputNode) #if this node is 0\n", "\n", " if(i == check):\n", " node = target[x]\n", "\n", " inputNodeList.append(node.item())\n", " nodeValues.append(cora.x[node])\n", "\n", "\n", "print(inputNodeList)\n", "print(nodeValues)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "ch4o3Li13ixw" }, "outputs": [], "source": [ "import heapq\n", "import copy\n", "class GNNLayer(nn.Module):\n", " def __init__(self, width, height):\n", " nn.Module.__init__(self)\n", " self.weights = nn.Parameter(torch.nn.init.xavier_uniform_(torch.empty(height, height)))\n", " self.bias = nn.Parameter(torch.zeros(height))\n", "\n", " def neighborFinder(self, num, nodes, targets, graph):\n", " #set_trace()\n", " neighbors = []\n", " node = nodes\n", " target = targets\n", " mask = (node == num)\n", " neighbors = torch.masked_select(target, mask)\n", " neighborList = []\n", " neighborNums = []\n", " for i in neighbors:\n", " neighborList.append(graph[i.item()])\n", " neighborNums.append(i.item())\n", "\n", " return neighborList, neighborNums\n", "\n", " def kNearestNeighbors(self, graph, keys, target, neighborList):\n", " bigList = []\n", " for i in range(len(graph)):\n", " myFeatures = graph[i] # node features of the node finding neighbors\n", " distances = []\n", " dictionaire = {}\n", " for neighbor in range(len(graph)):\n", " if neighbor not in neighborList[i]:\n", " continue\n", " distance = torch.sqrt(torch.sum((myFeatures-graph[neighbor])**2))\n", " distances.append(distance)\n", " dictionaire[str(distance)] = neighbor\n", "\n", " smallest = heapq.nsmallest(3, distances)\n", " #print(smallest)\n", " smallList = []\n", " for b in smallest:\n", " smallList.append(dictionaire[str(b)])\n", " #print(\"K Nearest Neighbors for node \"+str(i))\n", "\n", " bigList.append(smallList)\n", "\n", " return bigList\n", "\n", "\n", " def forward(self, graph, edges):\n", " f = torch.nn.ReLU()\n", " #set_trace()\n", " nodeList = graph\n", " keys = edges[0] #list of keys used to find nodes that connect to this numbered node\n", " target = edges[1] #nodes that connect to the corresponding key in the first list\n", " newNodeList = []\n", " neighborList = []\n", " for i in range(len(nodeList)):\n", " #set_trace()\n", " neighbors, numsOfNeighbors = self.neighborFinder(i, keys, target, nodeList)\n", " neighbors.append(nodeList[i])\n", " neighborList.append(numsOfNeighbors)\n", " #set_trace()\n", " neighbors = torch.stack(neighbors)\n", " tensors = torch.mean(neighbors, dim = 0)\n", " newNodeList.append(tensors)\n", "\n", " print(\"Finished node classifications\")\n", " nodeList = newNodeList\n", " nodeList = torch.stack(newNodeList)\n", " knn = self.kNearestNeighbors(nodeList, keys, target, neighborList)\n", " count = 0\n", " for x, i in zip(knn, range(len(nodeList))):\n", " if count<= 6:\n", " print(x)\n", " print(i)\n", " #for each node, check neighbors probability\n", " #set_trace()\n", " node1 = nodeList[i]\n", " for n in x:\n", " node2 = nodeList[n]\n", " dot_product = torch.dot(node1, node2)\n", " probability = torch.sigmoid(dot_product)\n", " #print(probability)\n", " if probability > 0.8:\n", " #print(\"Edge drawn between \"+str(i)+\" and \"+str(n))\n", " torch.cat((keys, torch.Tensor([i])), dim=0)\n", " torch.cat((target, torch.Tensor([n])), dim = 0)\n", " count+=1\n", "\n", "\n", " #set_trace()\n", " print(\"Inputs\"+ str( nodeList @ self.weights))\n", " print(\"Bias\" + str(self.bias))\n", " x = nodeList @ self.weights + self.bias\n", " y = f(x)\n", " newEdge = torch.stack([keys, target])\n", " return y, newEdge\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "FYhjiqoIS6qZ" }, "outputs": [], "source": [ "import heapq\n", "import copy\n", "class FinalGNNLayer(nn.Module):\n", " def __init__(self, width, height, num_classes):\n", " nn.Module.__init__(self)\n", " self.weights = nn.Parameter(torch.nn.init.xavier_uniform_(torch.empty(height, num_classes)))\n", " self.bias = nn.Parameter(torch.zeros(num_classes))\n", "\n", " def neighborFinder(self, num, nodes, targets, graph):\n", " neighbors = []\n", " node = nodes\n", " target = targets\n", " mask = (node == num)\n", " neighbors = torch.masked_select(target, mask)\n", " neighborList = []\n", " neighborNums = []\n", " for i in neighbors:\n", " neighborList.append(graph[i.item()])\n", " neighborNums.append(i.item())\n", "\n", " return neighborList, neighborNums\n", "\n", " def kNearestNeighbors(self, graph, keys, target, neighborList):\n", " bigList = []\n", " for i in range(len(graph)):\n", " myFeatures = graph[i] # node features of the node finding neighbors\n", " distances = []\n", " dictionaire = {}\n", " for neighbor in range(len(graph)):\n", " if neighbor not in neighborList[i]:\n", " continue\n", " distance = torch.sqrt(torch.sum((myFeatures-graph[neighbor])**2))\n", " distances.append(distance)\n", " dictionaire[str(distance)] = neighbor\n", "\n", " smallest = heapq.nsmallest(3, distances)\n", " #print(smallest)\n", " smallList = []\n", " for b in smallest:\n", " smallList.append(dictionaire[str(b)])\n", " #print(\"K Nearest Neighbors for node \"+str(i))\n", "\n", " bigList.append(smallList)\n", "\n", " return bigList\n", "\n", "\n", " def forward(self, graph, edges):\n", " print(\"Beginning final layer\")\n", " f = torch.nn.ReLU()\n", " #set_trace()\n", " nodeList = graph\n", " keys = edges[0] #list of keys used to find nodes that connect to this numbered node\n", " target = edges[1] #nodes that connect to the corresponding key in the first list\n", " newNodeList = []\n", " neighborList = []\n", " for i in range(len(nodeList)):\n", " neighbors, numsOfNeighbors = self.neighborFinder(i, keys, target, nodeList)\n", " neighbors.append(nodeList[i])\n", " #set_trace()\n", " neighbors = torch.stack(neighbors)\n", " neighborList.append(numsOfNeighbors)\n", " tensors = torch.mean(neighbors, dim = 0)\n", " newNodeList.append(tensors)\n", "\n", " print(\"Finished node classifications\")\n", " nodeList = newNodeList\n", " nodeList = torch.stack(newNodeList)\n", " knn = self.kNearestNeighbors(nodeList, keys, target, neighborList)\n", " new_keys = []\n", " new_target = []\n", "\n", " for x, i in zip(knn, range(len(nodeList))):\n", " #for each node, check neighbors probability\n", " node1 = nodeList[i]\n", " #set_trace()\n", " for n in x:\n", " node2 = nodeList[n]\n", " dot_product = torch.dot(node1, node2)\n", " probability = torch.sigmoid(dot_product)\n", " #print(probability)\n", " if probability > 0.8:\n", " torch.cat((keys, torch.Tensor([i])), dim=0)\n", " torch.cat((target, torch.Tensor([n])), dim = 0)\n", " #print(\"Edge drawn between \"+str(i)+\" and \"+str(n))\n", "\n", "\n", "\n", " #set_trace()\n", " print(\"Inputs\"+ str( nodeList @ self.weights))\n", " print(\"Bias\" + str(self.bias))\n", " x = nodeList @ self.weights + self.bias\n", " newEdge = torch.stack([keys, target])\n", " return x, newEdge\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "I9FS-xFsU4zH" }, "outputs": [], "source": [ "from sklearn.manifold import TSNE\n", "import matplotlib.pyplot as plt\n", "\n", "class GNN(nn.Module):\n", " def __init__(self, dim, data):\n", " nn.Module.__init__(self)\n", "\n", " self.graph, self.edges, self.width, self.height = self.graphMaker(data)\n", " self.dim = dim\n", " self.layers = nn.ModuleList(self.layerMaker(3))\n", "\n", "\n", " def plotConnections(self, y):\n", " tsne = TSNE(n_components=2, perplexity=30, random_state=42, metric = 'euclidean')\n", " embeddings = tsne.fit_transform(y)\n", " plt.scatter(embeddings[:, 0], embeddings[:, 1])\n", " plt.show()\n", "\n", " def layerMaker(self, num):\n", "\n", " layers = []\n", " for i in range(num):\n", " n = GNNLayer(self.width, self.height)\n", " layers.append(n)\n", " f = FinalGNNLayer(self.width, self.height, self.dim)\n", " layers.append(f)\n", "\n", " print(len(layers))\n", " return layers\n", "\n", " def graphMaker(self, data):\n", " cora = data[0]\n", " tensor = cora.x\n", " edges = cora.edge_index\n", " dimensions = tensor.shape\n", " width = dimensions[0]\n", " height = dimensions[1]\n", " return tensor, edges, width, height\n", "\n", " def neighborFinder(self, num):\n", " neighbors = []\n", " mask = (self.edges[0] == num)\n", " neighbors = torch.masked_select(self.edges[1], mask)\n", " return neighbors\n", "\n", "\n", " def forward(self):\n", " y = self.graph\n", " for b in self.layers:\n", " print(\"\\n\\n\\n Beginning layer\")\n", " y, edges = b.forward(y, self.edges)\n", " self.edges = edges\n", " print(y.min(), y.max())\n", " print(\"Current Graph\")\n", " x = y.detach().numpy()\n", " self.plotConnections(x)\n", " return y\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "DiDdJKXXg-4S" }, "outputs": [], "source": [ "from pdb import set_trace" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "6lQGEKCQMAOc", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "a4930ed4-b5de-43e8-bf31-481f0c12a292" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "tensor([ 633, 1862, 2582, ..., 598, 1473, 2706])\n" ] } ], "source": [ "data = Planetoid(root = \"tmp/Cora\", name = \"Cora\")\n", "cora = data[0]\n", "tensor = cora.x\n", "classify = cora.y\n", "edges = cora.edge_index\n", "dimensions = tensor.shape\n", "width = dimensions[0]\n", "height = dimensions[1]\n", "original = tensor\n", "print(edges[0])" ] }, { "cell_type": "code", "source": [ "def dataChomp(triples, characteristics):\n", " nodes = []\n", " relation = []\n", " traits = []\n", " headNum = []\n", " tailNum = []\n", " relationNum = []\n", " traitNum = []\n", "\n", " ids = {}\n", " edgeID = {}\n", " traitID = {}\n", "\n", " keys = characteristics.keys()\n", " for characteristic in characteristics:\n", " for key in keys:\n", " traits.append(characteristic[key])\n", "\n", "\n", " for triple in triples:\n", "\n", " nodes.append(triple[\"head\"])\n", " nodes.append(triple[\"tail\"])\n", "\n", " relation.append(triple[\"relation\"])\n", "\n", "\n", " nodes = list(set(nodes))\n", " relation = list(set(relation))\n", " traits = list(set(traits))\n", "\n", " for i in range(len(nodes)):\n", " ids[nodes[i]] = i\n", "\n", " for i in range(relation):\n", " edgeID[relation[i]] = i\n", "\n", " for i in range(len(traits)):\n", " traitID[traits[i]] = i\n", "\n", "\n", " for triple in triples:\n", " headNum.append(ids[triple[\"head\"]])\n", " tailNum.append(ids[triple[\"tail\"]])\n", " relationNum.append(edgeID[triple[\"relation\"]])\n", "\n", " for characteristic in characteristics:\n", " characterList = []\n", " for key in keys:\n", " characterList.append(traitID[characteristic[key]])\n", " torch.tensor(characterList)\n", " traitNum.append(characterList)\n", "\n", " traitNum = torch.tensor(traitNum)\n", " headNum = torch.tensor(headNum)\n", " tailNum = torch.tensor(tailNum)\n", " relationNum = torch.tensor(relationNum)\n", "\n", " return headNum, tailNum, relationNum, traitNum\n", "\n", "\n" ], "metadata": { "id": "HWFy1h7fXgCh" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "QU9JWQ8kBn0I", "outputId": "d32811aa-af1c-480f-9421-551a4a47f9bf" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "4\n" ] } ], "source": [ "beach = GNN(7, data)\n", "optimizer = optim.AdamW(beach.parameters(), lr = 1e-4)\n", "f = torch.nn.CrossEntropyLoss()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "gxVg1N3oBqNY", "outputId": "c51757b0-5372-49c2-8180-82fd75cade61" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[2582, 1862, 633]\n", "0\n", "[652, 654, 2]\n", "1\n", "[1986, 332, 1666]\n", "2\n", "Inputstensor([[-0.0046, 0.0242, 0.0755, ..., 0.1164, 0.0554, 0.0853],\n", " [-0.0890, 0.0768, -0.0680, ..., 0.1464, 0.2113, 0.1298],\n", " [-0.1127, 0.0547, 0.0227, ..., 0.1233, 0.0972, 0.1405],\n", " ...,\n", " [ 0.0543, -0.1808, -0.0389, ..., -0.0123, -0.0050, 0.0143],\n", " [-0.0619, 0.0189, 0.0378, ..., 0.0194, 0.0176, 0.0069],\n", " [-0.0656, 0.0238, 0.0568, ..., 0.0070, 0.0123, 0.0406]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([0., 0., 0., ..., 0., 0., 0.], requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.4862, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[1862, 2582, 633]\n", "0\n", "[654, 652, 2]\n", "1\n", "[332, 1454, 1666]\n", "2\n", "Inputstensor([[-0.0350, -0.0736, -0.0031, ..., -0.0485, 0.0354, -0.0220],\n", " [-0.0803, -0.0478, -0.0975, ..., -0.0080, 0.0360, 0.0290],\n", " [-0.0495, -0.0237, -0.0581, ..., -0.0026, 0.0347, 0.0024],\n", " ...,\n", " [-0.0029, -0.1022, 0.0203, ..., -0.0311, 0.0114, -0.0566],\n", " [-0.0394, -0.0519, -0.0219, ..., -0.0236, -0.0275, -0.0263],\n", " [-0.0406, -0.0570, -0.0111, ..., -0.0152, -0.0235, -0.0225]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([0., 0., 0., ..., 0., 0., 0.], requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.3103, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[2582, 1862, 633]\n", "0\n", "[652, 654, 2]\n", "1\n", "[1454, 332, 1666]\n", "2\n", "[2544]\n", "3\n", "[1256, 2175, 2176]\n", "4\n", "[1629, 1659, 2546]\n", "5\n", "[1042, 373, 1416]\n", "6\n", "[208]\n", "7\n", "[1996, 269, 281]\n", "8\n", "[723, 2614]\n", "9\n", "[2545, 476]\n", "10\n", "[1839, 1655]\n", "11\n", "[2662, 1318, 2661]\n", "12\n", "[1701, 1810]\n", "13\n", "[2075, 2077, 2668]\n", "14\n", "[1093, 1271, 1090]\n", "15\n", "Inputstensor([[ 0.0192, 0.0240, 0.0319, ..., -0.0103, -0.0097, -0.0095],\n", " [ 0.0051, 0.0870, 0.0295, ..., 0.0223, 0.0217, -0.0414],\n", " [ 0.0202, 0.0803, 0.0114, ..., 0.0027, 0.0114, -0.0187],\n", " ...,\n", " [-0.0267, 0.0422, -0.0048, ..., 0.0188, 0.0448, 0.0205],\n", " [-0.0063, 0.0424, 0.0219, ..., -0.0003, 0.0067, -0.0092],\n", " [-0.0089, 0.0493, 0.0158, ..., 0.0078, 0.0093, -0.0142]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([0., 0., 0., ..., 0., 0., 0.], requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.1906, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Beginning final layer\n", "Finished node classifications\n", "Inputstensor([[-0.0240, -0.0154, 0.0029, ..., -0.0058, 0.0227, -0.0063],\n", " [-0.0419, 0.0009, 0.0302, ..., -0.0198, 0.0089, 0.0044],\n", " [-0.0288, -0.0058, 0.0161, ..., 0.0037, 0.0088, -0.0047],\n", " ...,\n", " [-0.0101, -0.0195, -0.0084, ..., -0.0052, 0.0233, -0.0704],\n", " [-0.0173, -0.0054, 0.0270, ..., -0.0159, -0.0022, -0.0383],\n", " [-0.0150, -0.0056, 0.0269, ..., -0.0165, 0.0004, -0.0346]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([0., 0., 0., 0., 0., 0., 0.], requires_grad=True)\n", "tensor(-0.1361, grad_fn=) tensor(0.0975, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Y Values\n", "tensor([[-0.0240, -0.0154, 0.0029, ..., -0.0058, 0.0227, -0.0063],\n", " [-0.0419, 0.0009, 0.0302, ..., -0.0198, 0.0089, 0.0044],\n", " [-0.0288, -0.0058, 0.0161, ..., 0.0037, 0.0088, -0.0047],\n", " ...,\n", " [-0.0304, -0.0682, 0.0202, ..., -0.0008, 0.0134, -0.0236],\n", " [-0.0291, -0.0315, 0.0253, ..., 0.0038, 0.0210, -0.0311],\n", " [-0.0434, -0.0512, 0.0391, ..., 0.0156, -0.0034, -0.0443]],\n", " grad_fn=)\n", "tensor(1.9461, grad_fn=)\n", "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[2582, 1862, 633]\n", "0\n", "[652, 654, 2]\n", "1\n", "[1986, 332, 1666]\n", "2\n", "Inputstensor([[-0.0054, 0.0234, 0.0746, ..., 0.1175, 0.0547, 0.0852],\n", " [-0.0899, 0.0756, -0.0696, ..., 0.1475, 0.2096, 0.1299],\n", " [-0.1136, 0.0537, 0.0215, ..., 0.1245, 0.0957, 0.1405],\n", " ...,\n", " [ 0.0536, -0.1818, -0.0399, ..., -0.0114, -0.0057, 0.0147],\n", " [-0.0630, 0.0179, 0.0364, ..., 0.0209, 0.0165, 0.0068],\n", " [-0.0666, 0.0229, 0.0554, ..., 0.0085, 0.0113, 0.0401]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([-9.9999e-05, -9.9999e-05, -9.9999e-05, ..., 9.9999e-05,\n", " -1.0000e-04, 9.9998e-05], requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.4869, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[1862, 2582, 633]\n", "0\n", "[654, 652, 2]\n", "1\n", "[332, 1454, 1666]\n", "2\n", "Inputstensor([[-0.0317, -0.0772, -0.0026, ..., -0.0454, 0.0365, -0.0246],\n", " [-0.0746, -0.0528, -0.0985, ..., -0.0031, 0.0375, 0.0256],\n", " [-0.0452, -0.0280, -0.0578, ..., 0.0008, 0.0355, -0.0006],\n", " ...,\n", " [ 0.0007, -0.1067, 0.0194, ..., -0.0272, 0.0106, -0.0573],\n", " [-0.0361, -0.0562, -0.0216, ..., -0.0200, -0.0259, -0.0278],\n", " [-0.0377, -0.0610, -0.0107, ..., -0.0120, -0.0218, -0.0238]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([ 1.0000e-04, -9.9988e-05, -9.9998e-05, ..., 9.9998e-05,\n", " 9.9999e-05, 9.9753e-05], requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.3095, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[2582, 1862, 633]\n", "0\n", "[652, 654, 2]\n", "1\n", "[1454, 332, 1666]\n", "2\n", "[2544]\n", "3\n", "[1256, 2175, 2176]\n", "4\n", "[1629, 1659, 2546]\n", "5\n", "[1042, 373, 1416]\n", "6\n", "[208]\n", "7\n", "[1996, 269, 281]\n", "8\n", "[723, 2614]\n", "9\n", "[2545, 476]\n", "10\n", "[1839, 1655]\n", "11\n", "[2662, 1318, 2661]\n", "12\n", "[1701, 1810]\n", "13\n", "[2075, 2077, 2668]\n", "14\n", "[1093, 1271, 1090]\n", "15\n", "Inputstensor([[ 0.0244, 0.0181, 0.0330, ..., -0.0081, -0.0109, -0.0132],\n", " [ 0.0143, 0.0784, 0.0283, ..., 0.0246, 0.0170, -0.0477],\n", " [ 0.0272, 0.0728, 0.0106, ..., 0.0042, 0.0087, -0.0228],\n", " ...,\n", " [-0.0218, 0.0376, -0.0069, ..., 0.0253, 0.0415, 0.0159],\n", " [-0.0007, 0.0376, 0.0211, ..., 0.0021, 0.0054, -0.0128],\n", " [-0.0028, 0.0440, 0.0145, ..., 0.0107, 0.0085, -0.0179]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([ 1.0000e-04, -1.0000e-04, -1.0000e-04, ..., 9.9999e-05,\n", " -1.0000e-04, -9.9999e-05], requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.1811, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Beginning final layer\n", "Finished node classifications\n", "Inputstensor([[-0.0323, -0.0398, 0.0028, ..., -0.0049, 0.0055, -0.0386],\n", " [-0.0444, -0.0327, 0.0240, ..., -0.0012, -0.0119, -0.0488],\n", " [-0.0306, -0.0336, 0.0097, ..., 0.0139, -0.0113, -0.0484],\n", " ...,\n", " [-0.0078, -0.0452, -0.0153, ..., -0.0041, 0.0093, -0.1043],\n", " [-0.0255, -0.0287, 0.0226, ..., -0.0110, -0.0188, -0.0754],\n", " [-0.0227, -0.0280, 0.0231, ..., -0.0125, -0.0157, -0.0711]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([-1.0000e-04, -1.0000e-04, 1.0000e-04, 1.0000e-04, 1.0000e-04,\n", " -1.0000e-04, -1.0000e-04], requires_grad=True)\n", "tensor(-0.1962, grad_fn=) tensor(0.1434, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Y Values\n", "tensor([[-0.0324, -0.0399, 0.0029, ..., -0.0048, 0.0054, -0.0387],\n", " [-0.0445, -0.0328, 0.0241, ..., -0.0011, -0.0120, -0.0489],\n", " [-0.0307, -0.0337, 0.0098, ..., 0.0140, -0.0114, -0.0485],\n", " ...,\n", " [-0.0324, -0.0941, 0.0139, ..., 0.0096, 0.0016, -0.0510],\n", " [-0.0400, -0.0591, 0.0266, ..., 0.0094, 0.0005, -0.0696],\n", " [-0.0506, -0.0814, 0.0578, ..., 0.0174, -0.0200, -0.0824]],\n", " grad_fn=)\n", "tensor(1.9158, grad_fn=)\n", "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[2582, 1862, 633]\n", "0\n", "[652, 654, 2]\n", "1\n", "[1986, 332, 1666]\n", "2\n", "Inputstensor([[-0.0061, 0.0226, 0.0738, ..., 0.1187, 0.0540, 0.0855],\n", " [-0.0905, 0.0744, -0.0711, ..., 0.1489, 0.2080, 0.1305],\n", " [-0.1143, 0.0528, 0.0203, ..., 0.1257, 0.0945, 0.1410],\n", " ...,\n", " [ 0.0530, -0.1828, -0.0409, ..., -0.0105, -0.0060, 0.0151],\n", " [-0.0640, 0.0170, 0.0350, ..., 0.0223, 0.0158, 0.0072],\n", " [-0.0675, 0.0222, 0.0541, ..., 0.0100, 0.0105, 0.0402]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([-0.0002, -0.0002, -0.0002, ..., 0.0002, -0.0002, 0.0002],\n", " requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.4877, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[1862, 2582, 633]\n", "0\n", "[654, 652, 2]\n", "1\n", "[332, 1454, 1666]\n", "2\n", "Inputstensor([[-0.0285, -0.0804, -0.0017, ..., -0.0422, 0.0377, -0.0258],\n", " [-0.0691, -0.0574, -0.0990, ..., 0.0021, 0.0391, 0.0241],\n", " [-0.0412, -0.0320, -0.0574, ..., 0.0046, 0.0364, -0.0019],\n", " ...,\n", " [ 0.0044, -0.1106, 0.0191, ..., -0.0231, 0.0101, -0.0569],\n", " [-0.0329, -0.0602, -0.0209, ..., -0.0161, -0.0242, -0.0279],\n", " [-0.0349, -0.0647, -0.0099, ..., -0.0086, -0.0200, -0.0238]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([ 0.0002, -0.0002, -0.0002, ..., 0.0002, 0.0002, 0.0002],\n", " requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.3113, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[2582, 1862, 633]\n", "0\n", "[652, 654, 2]\n", "1\n", "[1454, 332, 1666]\n", "2\n", "[2544]\n", "3\n", "[1256, 2175, 2176]\n", "4\n", "[1629, 1659, 2546]\n", "5\n", "[1042, 373, 1416]\n", "6\n", "[208]\n", "7\n", "[269, 1996, 281]\n", "8\n", "[723, 2614]\n", "9\n", "[2545, 476]\n", "10\n", "[1839, 1655]\n", "11\n", "[2662, 1318, 2661]\n", "12\n", "[1701, 1810]\n", "13\n", "[2075, 2077, 2668]\n", "14\n", "[1093, 1271, 1090]\n", "15\n", "Inputstensor([[ 0.0300, 0.0127, 0.0341, ..., -0.0055, -0.0115, -0.0170],\n", " [ 0.0241, 0.0694, 0.0269, ..., 0.0278, 0.0116, -0.0528],\n", " [ 0.0341, 0.0657, 0.0099, ..., 0.0069, 0.0056, -0.0262],\n", " ...,\n", " [-0.0164, 0.0331, -0.0090, ..., 0.0314, 0.0385, 0.0111],\n", " [ 0.0048, 0.0331, 0.0200, ..., 0.0052, 0.0043, -0.0160],\n", " [ 0.0033, 0.0391, 0.0131, ..., 0.0139, 0.0079, -0.0208]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([ 0.0002, -0.0002, -0.0002, ..., 0.0002, -0.0002, -0.0002],\n", " requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.1909, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Beginning final layer\n", "Finished node classifications\n", "Inputstensor([[-0.0411, -0.0652, 0.0046, ..., -0.0033, -0.0110, -0.0710],\n", " [-0.0489, -0.0667, 0.0215, ..., 0.0192, -0.0307, -0.1005],\n", " [-0.0334, -0.0619, 0.0058, ..., 0.0249, -0.0292, -0.0905],\n", " ...,\n", " [-0.0063, -0.0731, -0.0195, ..., -0.0022, -0.0045, -0.1369],\n", " [-0.0330, -0.0512, 0.0209, ..., -0.0079, -0.0353, -0.1117],\n", " [-0.0298, -0.0495, 0.0220, ..., -0.0095, -0.0318, -0.1071]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([-0.0002, -0.0002, 0.0002, 0.0002, 0.0002, -0.0002, -0.0002],\n", " requires_grad=True)\n", "tensor(-0.2521, grad_fn=) tensor(0.2781, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Y Values\n", "tensor([[-0.0413, -0.0654, 0.0048, ..., -0.0031, -0.0112, -0.0712],\n", " [-0.0491, -0.0668, 0.0217, ..., 0.0194, -0.0309, -0.1007],\n", " [-0.0336, -0.0621, 0.0060, ..., 0.0251, -0.0294, -0.0907],\n", " ...,\n", " [-0.0367, -0.1199, 0.0085, ..., 0.0202, -0.0104, -0.0792],\n", " [-0.0527, -0.0869, 0.0294, ..., 0.0152, -0.0181, -0.1101],\n", " [-0.0593, -0.1114, 0.0780, ..., 0.0205, -0.0348, -0.1197]],\n", " grad_fn=)\n", "tensor(1.8873, grad_fn=)\n", "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[2582, 1862, 633]\n", "0\n", "[652, 654, 2]\n", "1\n", "[1986, 332, 1666]\n", "2\n", "Inputstensor([[-0.0066, 0.0220, 0.0731, ..., 0.1199, 0.0536, 0.0864],\n", " [-0.0908, 0.0735, -0.0726, ..., 0.1503, 0.2067, 0.1316],\n", " [-0.1147, 0.0520, 0.0191, ..., 0.1270, 0.0936, 0.1419],\n", " ...,\n", " [ 0.0524, -0.1837, -0.0420, ..., -0.0095, -0.0060, 0.0159],\n", " [-0.0649, 0.0164, 0.0337, ..., 0.0237, 0.0154, 0.0081],\n", " [-0.0683, 0.0217, 0.0528, ..., 0.0115, 0.0101, 0.0409]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([-0.0003, -0.0003, -0.0003, ..., 0.0003, -0.0003, 0.0003],\n", " requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.4883, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[1862, 2582, 633]\n", "0\n", "[654, 652, 2]\n", "1\n", "[332, 1454, 1666]\n", "2\n", "Inputstensor([[-0.0253, -0.0836, -0.0004, ..., -0.0389, 0.0394, -0.0261],\n", " [-0.0636, -0.0618, -0.0990, ..., 0.0075, 0.0412, 0.0238],\n", " [-0.0373, -0.0358, -0.0566, ..., 0.0087, 0.0378, -0.0023],\n", " ...,\n", " [ 0.0081, -0.1142, 0.0192, ..., -0.0191, 0.0100, -0.0560],\n", " [-0.0298, -0.0640, -0.0200, ..., -0.0117, -0.0221, -0.0271],\n", " [-0.0321, -0.0684, -0.0089, ..., -0.0046, -0.0178, -0.0229]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([ 0.0003, -0.0003, -0.0002, ..., 0.0003, 0.0003, 0.0003],\n", " requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.3149, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[2582, 1862, 633]\n", "0\n", "[652, 654, 2]\n", "1\n", "[1454, 332, 1666]\n", "2\n", "[2544]\n", "3\n", "[1256, 2175, 2176]\n", "4\n", "[1629, 1659, 2546]\n", "5\n", "[1042, 373, 1416]\n", "6\n", "[208]\n", "7\n", "[269, 1996, 281]\n", "8\n", "Inputstensor([[ 0.0355, 0.0073, 0.0352, ..., -0.0018, -0.0116, -0.0209],\n", " [ 0.0333, 0.0601, 0.0251, ..., 0.0320, 0.0064, -0.0568],\n", " [ 0.0406, 0.0587, 0.0091, ..., 0.0104, 0.0022, -0.0292],\n", " ...,\n", " [-0.0111, 0.0291, -0.0116, ..., 0.0369, 0.0350, 0.0067],\n", " [ 0.0102, 0.0282, 0.0188, ..., 0.0091, 0.0038, -0.0190],\n", " [ 0.0093, 0.0343, 0.0118, ..., 0.0180, 0.0078, -0.0236]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([ 0.0003, -0.0003, -0.0003, ..., 0.0003, -0.0003, -0.0003],\n", " requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.2041, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Beginning final layer\n", "Finished node classifications\n", "Inputstensor([[-5.1856e-02, -9.3231e-02, 6.9585e-03, ..., -4.0967e-05,\n", " -2.7602e-02, -1.0524e-01],\n", " [-5.4886e-02, -1.0418e-01, 2.1894e-02, ..., 4.1327e-02,\n", " -4.9316e-02, -1.5228e-01],\n", " [-3.7445e-02, -9.1562e-02, 4.4757e-03, ..., 3.7015e-02,\n", " -4.5699e-02, -1.3222e-01],\n", " ...,\n", " [-5.3167e-03, -1.0063e-01, -2.3403e-02, ..., 2.0728e-04,\n", " -1.8014e-02, -1.7015e-01],\n", " [-4.0282e-02, -7.4478e-02, 2.0298e-02, ..., -4.2070e-03,\n", " -5.2529e-02, -1.4671e-01],\n", " [-3.6449e-02, -7.1531e-02, 2.1846e-02, ..., -6.1635e-03,\n", " -4.8945e-02, -1.4196e-01]], grad_fn=)\n", "BiasParameter containing:\n", "tensor([-0.0003, -0.0003, 0.0003, 0.0003, 0.0003, -0.0003, -0.0003],\n", " requires_grad=True)\n", "tensor(-0.3089, grad_fn=) tensor(0.4262, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Y Values\n", "tensor([[-0.0522, -0.0935, 0.0073, ..., 0.0003, -0.0279, -0.1055],\n", " [-0.0552, -0.1045, 0.0222, ..., 0.0416, -0.0496, -0.1526],\n", " [-0.0377, -0.0919, 0.0048, ..., 0.0373, -0.0460, -0.1325],\n", " ...,\n", " [-0.0430, -0.1473, 0.0050, ..., 0.0328, -0.0224, -0.1081],\n", " [-0.0658, -0.1167, 0.0327, ..., 0.0209, -0.0360, -0.1518],\n", " [-0.0694, -0.1421, 0.0997, ..., 0.0234, -0.0493, -0.1589]],\n", " grad_fn=)\n", "tensor(1.8601, grad_fn=)\n", "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[2582, 1862, 633]\n", "0\n", "[652, 654, 2]\n", "1\n", "[1986, 332, 1666]\n", "2\n", "Inputstensor([[-0.0070, 0.0215, 0.0723, ..., 0.1211, 0.0535, 0.0875],\n", " [-0.0909, 0.0728, -0.0740, ..., 0.1517, 0.2058, 0.1330],\n", " [-0.1150, 0.0515, 0.0179, ..., 0.1282, 0.0931, 0.1431],\n", " ...,\n", " [ 0.0520, -0.1845, -0.0430, ..., -0.0085, -0.0058, 0.0167],\n", " [-0.0656, 0.0160, 0.0323, ..., 0.0252, 0.0153, 0.0092],\n", " [-0.0689, 0.0215, 0.0515, ..., 0.0130, 0.0101, 0.0420]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([-0.0003, -0.0003, -0.0004, ..., 0.0004, -0.0003, 0.0004],\n", " requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.4890, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[1862, 2582, 633]\n", "0\n", "[654, 652, 2]\n", "1\n", "[332, 1454, 1666]\n", "2\n", "Inputstensor([[-0.0220, -0.0865, 0.0013, ..., -0.0356, 0.0414, -0.0259],\n", " [-0.0582, -0.0657, -0.0985, ..., 0.0132, 0.0438, 0.0241],\n", " [-0.0335, -0.0392, -0.0555, ..., 0.0130, 0.0397, -0.0022],\n", " ...,\n", " [ 0.0117, -0.1172, 0.0198, ..., -0.0151, 0.0103, -0.0546],\n", " [-0.0266, -0.0675, -0.0187, ..., -0.0071, -0.0195, -0.0259],\n", " [-0.0294, -0.0716, -0.0076, ..., -0.0005, -0.0153, -0.0216]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([ 0.0004, -0.0003, -0.0002, ..., 0.0004, 0.0004, 0.0004],\n", " requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.3196, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Finished node classifications\n", "[2582, 1862, 633]\n", "0\n", "[652, 654, 2]\n", "1\n", "[1454, 332, 1666]\n", "2\n", "[2544]\n", "3\n", "[1256, 2175, 2176]\n", "4\n", "[1629, 1659, 2546]\n", "5\n", "[1042, 373, 1416]\n", "6\n", "[208]\n", "7\n", "[269, 1996, 281]\n", "8\n", "Inputstensor([[ 0.0408, 0.0019, 0.0361, ..., 0.0030, -0.0119, -0.0246],\n", " [ 0.0430, 0.0508, 0.0229, ..., 0.0375, 0.0022, -0.0606],\n", " [ 0.0470, 0.0518, 0.0078, ..., 0.0148, -0.0007, -0.0321],\n", " ...,\n", " [-0.0058, 0.0256, -0.0142, ..., 0.0416, 0.0315, 0.0039],\n", " [ 0.0161, 0.0228, 0.0177, ..., 0.0139, 0.0038, -0.0223],\n", " [ 0.0154, 0.0289, 0.0107, ..., 0.0230, 0.0084, -0.0267]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([ 0.0004, -0.0004, -0.0004, ..., 0.0004, -0.0004, -0.0004],\n", " requires_grad=True)\n", "tensor(0., grad_fn=) tensor(0.2214, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAAioAAAGgCAYAAACE80yQAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAA4thJREFUeJzsnXlYlOX+/98zw47sCIMr4IaICLgiamWihKUd7duqtpjZYvv5lWaWpqZ1OtliZZl5bLFOHS1NEXMrUUFNRERwY3EDVHZkG5iZ3x/jM87yLPezDIver+vyumTm2eaZZ+77c3+W90dlNBqNoFAoFAqFQmmHqNv6AigUCoVCoVC4oIYKhUKhUCiUdgs1VCgUCoVCobRbqKFCoVAoFAql3UINFQqFQqFQKO0WaqhQKBQKhUJpt1BDhUKhUCgUSruFGioUCoVCoVDaLdRQoVAoFAqF0m6hhgqFQqFQKJR2i0MNFb1ejwULFiAsLAzu7u7o1asXFi9eDEvVfqPRiLfeegshISFwd3fHuHHjcObMGUdeFoVCoVAolA6CkyMP/t577+GLL77AunXrMGDAAPz99994/PHH4ePjgxdeeAEA8P777+OTTz7BunXrEBYWhgULFmDChAnIzc2Fm5ub4DkMBgOKi4vh5eUFlUrlyI9DoVAoFApFIYxGI2pra9GlSxeo1Tx+E6MDmThxovGJJ56wem3KlCnGRx55xGg0Go0Gg8Go1WqN//rXv8zvV1VVGV1dXY0//vgj0TkuXLhgBED/0X/0H/1H/9F/9F8H/HfhwgXeed6hHpWRI0fiq6++wunTp9G3b18cO3YM+/btw4cffggAKCwsRGlpKcaNG2fex8fHB8OHD0d6ejoefPBBu2M2NTWhqanJ/LfxehjpwoUL8Pb2duTHoVAoFAqFohA1NTXo3r07vLy8eLdzqKEyd+5c1NTUICIiAhqNBnq9HkuXLsUjjzwCACgtLQUABAcHW+0XHBxsfs+WZcuWYdGiRXave3t7U0OFQqFQKJQOhlDahkOTaX/++Wf88MMPWL9+PTIzM7Fu3Tp88MEHWLduneRjzps3D9XV1eZ/Fy5cUPCKKRQKhUKhtCcc6lH5f//v/2Hu3LnmEM7AgQNx7tw5LFu2DI8++ii0Wi0A4PLlywgJCTHvd/nyZcTExLAe09XVFa6uro68bAqFQqFQKO0Eh3pU6uvr7TJ5NRoNDAYDACAsLAxarRa7du0yv19TU4ODBw8iPj7ekZdGoVAoFAqlA+BQj8o999yDpUuXokePHhgwYACOHj2KDz/8EE888QQAU1zqpZdewpIlS9CnTx9zeXKXLl1w7733OvLSKBQKhUKhdAAcaqh8+umnWLBgAZ599llcuXIFXbp0wezZs/HWW2+Zt3nttddQV1eHp556ClVVVRg1ahRSU1OJNFQoFAqFQqHc3KiMRguZ2A5ITU0NfHx8UF1dTat+KBQKhULpIJDO37TXD4VCoVAolHYLNVQoFAqFQqG0Wxyao0KhUCjtCb3BiEOFFbhS24ggLzcMC/OHRk17hFEo7RlqqFAolFuC1JwSLNyci9KaRvNrWm83LJwUiaSoEJ497WEMntKaRlRca4K/pwu0Pu7U8KFQHAA1VCgUyk1Pak4Jnv4+0+710ppGPP19JlZNiyM2VlJzSrDo91yUVDfavaf1dsXCSQNEGz4UCoUbmqNCoVBuavQGI+ZuPM67zbyNx6E3CBdApuaU4JnvM1mNFAAorWnC099nIjWnRNK1UigUe6ihQqFQbkp0LQasSSvA7O/+RlV9M++2lfXNyCgo591GbzBi0e+5INFzmEto+FAoFGFo6IdCobQbdC0GfJdehHMV9ejp74Hp8aFwcRK/nlqWkovVaYUQYyscyC9DQu9AzvcPFVZwelJsqapvRkZ+ORL6cB+PQqGQQQ0VCoXSLliWkouv9hZaeSyWbM3DU2PCMC85UtRxvtxbKPr8lyobeN+/UktmpDCkF5RRQ4VCUQBqqFAolDaHy7gwAubXSYwVXYsBq9PEGykA0MX3RtsONs9OkJfYth60+odCUQJqqFAolDZF12IQ9IB8ubcQr46PEAwDfZdeJCrcY0lCr84A2MNGS1PyMHNUGLzcnFDb2EJ0vPheAbzv6w1GZBSUIz2/HIAR8eGBGNErQFZ5s1KhMwqlPUENFQqF0qas3U/mAVm7vxCzb+vFu825inpJ1+DhosGIXgGcnh2DEVidVog7I4Kw6+QVweP5ujthRDi3oZKaU4K5G49bJfmu3JMPX3dnLJ86UFJ5M5eBNWu0uNAZhdLeoKY2hUJpU3bkliq2XU9/D0nXYDAasTXrkmDYaM+pK7gzorPg8ZZPjeb0jDCaLmyVSFUNzZLKmxkDy9abZDCavFHLUnJFHY9CaU9QQ4VCodw0TI8PhZTISWOzAS/8fEwwbGQwAiN7BWLW6FDW9z1dNLzicXqDEQs3CxsNr/ycRVzerGsx4CuB0NlXewuhazEQHY9CaW/Q0A+FQmlTxkdq8fe5KqLthHBxUmPW6DBJVT+kZBSUo5/WC8/e1gvVDTpcqW2Ep6szpsZ1w8jegbw5JozsvhD1OgMOnC3D6L7C3pv/7CsU1HYxXt/uqdv5Q2cUSnuEelQoFEqb8lhCmGB9jOr6diTMS47E7DFhkjwrJOzIu4KVe/Lx+V/5+OHQBRw+V4WkKC1G9+0smAgrpsR5Y+ZFou3+yCMLnZFuR6G0N6hHhUKhtCkuTmo8NYbfC/LUmDDi6hW9wYjb+wWjb5AXsi5WwWgEVCpApzfgv4fJJn8xVNU3E/cLElPiXKfTE25JapEJb0erhijtEWqoUCiUVoFvEmSqUmyrVlQAxkZ0xu39gqE3GAU9FmwNA1UAkey9XBb9novESC3vNQ4L8ycucR4a6kd03sTIYPx9rpJoOy70BiNe/PEoth4vsbpXtGqI0h5QGY3GDt2QoqamBj4+Pqiuroa3t3dbXw6FQmGBrXRWBWBidAg+fjDWPLkzxszeM1dxuKgS9RZeBV93ZzyeEIY5Y3uzGgNMw8C2HNB+nDVCUD/l92PFeP7Ho7zbqACcWnIXkTdD12JA3ze3CW53muN4qTkleOGnLN5k29ki1YEpFBJI52/q06NQKA6Fq3TWCGBLdgkGLtyOlOwSpOeXY1tOCY6er8Jfp8usjBTAVLq7YudpDF6yw658V0zDQEdCkoNyz6AuSIwM4t3mqTGmfJw1aQV4a1MO1qQVcBoSLk5qzB7Dn78zmyN0xpRKC1UErU6jVUOUtoN6VCgUisPQtRgQsWCbZLVYPixzQtLzy/HQ6gzlTyISEo8Kw9KtJ7A6rcjqNRVuGCm2Hii1CrxhGLZeSczx2PbRG4xIWL6bqAoJABZM7I+Zo8OJtqVQSCCdv2mOCoVCcRhyJO2FsMwJEdsw0BH4e7og7cwV7D9bhvheARgRzi+HP3/iAPy/Cf3t8nb+/cdJTnVcrr5HuhYDgrzc8PDwHrhS04ggL1eEd+7EmwxLWirNIFX1l0KRCzVUKBSKw3Dk5FZS3YhDhRWI7xUgoWGg8lTU6fD5nwUAgJV7zsLXwxnv3jsQfp4uuFLbiCAvNwwL87cyXlyc1FZeCpKmiqvTrPseseX/MN4XvhwXscadVNVfCkUu1FChUCgOw9GT2/6zZRgW5o9hYf7w9XBmlaVvK6rqm/Hs+kyr1/w9XbBkchSSo9nLmEk8UAajabuZo8N5exMJdZ0WY9ypVSbVXwqlLaDJtBQKxWFIlbQnZeWesxi6dCdmfXu4TYyUTq4aUdtX1Onw7PpMzt47pB6ocxX1xN4XriTYYWH+0HqTGSszR5Hr2FAoSkOfPAqF4jAYSXtHUlGnw+6TVx16Di6uNZGKslnz5d5CpGQX271O6oHq7ucuyvvChkatwsJJwiXHiZFBmD+RliZT2g5qqFAoFIfCSNo70LHSIXlzU45d40FSD9SafUXYe6aM6DyF5XVIzy/Hr0cvYU1aAX7NvIj0/HLoDUYkRYVg1bQ4+Ho42+3n5qzGygdjsHrGUM5j6w1GpOeXY1PWJfMxKRSloTkqFArF4cT28IMRjmsU2Ba4O6vR0CxdW6SirtmcDMxA2lTxck0jccXOpqxifJ9x3u51LzcN7ovrhvEDQnDojXE4XFSB9PxyAEbEhwdiRC/+qqXUnBIs3HwCpTVN5te03q5YOGmAYCsBCkUMVEeFQqE4FL3BiFHv7baStaeY+PjBGEyO6Wr3OpsmiiMJ8XHD2/dEEhsYKdkldonClpD0PaJQqDIthUJpFxwqrKBGCgdclTevJfXH6xP6tdp1lFQ34pnvM+0UfwH78M6WrEu8RgoAzN14nIaBKIpBQz8UCoUXuR1124MYW3vE280JKceLkVtcbXVPU3NKMHfjceIqpqgu3sgtqbHroyTFTLBtrMjW5JGEqvpmZOSXI6FPoISroFCsoYYKhULhhE1MTGxH3fYgxtYWjOvfGTvzuKuRahpb8N313BHmnsb28MPT3/N7K2w5e/UaTixKwvqD57D39FUcKqqQlDtjhLWIntwmj+kFZdRQoSgCDf1QKBRWuJoJMmJiXFogtgwL80eIj9stV/VzorgWKx+Mgb+nfUWNLcw9feXnLNHnaWw2IPN8Ja7UNuKvM2WyEnwBkwdMbzBi4Wa5TR5vtW+c4iiooUKhUOyQKyZmiUatwtv3mLwvtlOX6vq/Tx+KxYKJ/fHI8B5w0ZBNcEkDtHAjCEH5ejibz9OalFQ3wsfDBYfnJ+LHWSPw7/8bBJXARdTrpBkZ36UXCVYKkRLk5YaVu8+I6gPExt4zV3i7PlMopDjcULl06RKmTZuGgIAAuLu7Y+DAgfj777/N7xuNRrz11lsICQmBu7s7xo0bhzNnzjj6sigUCg9yxcRsSYoKwRfT4qD1sQ4D+Xk644mEUAR2csVjCWFY+o+B+OiBWMHj+Xo4Y8+pK2gUmARVAJZPGch6bjEw9oWbs7ghc8Y3h/B+ah7iewWgql4HR9VY7si9LPsYKpiqfyrrmrBip/wxOPtiDRZvzUPEgm3E3jcKhQ2H5qhUVlYiISEBd9xxB7Zt24bOnTvjzJkz8PPzM2/z/vvv45NPPsG6desQFhaGBQsWYMKECcjNzYWb260Z26ZQ2hoxUu6kJEWFIDFSi0OFFfgjtxT/O3IRFXXNWLO/CGv2F8HH3RlPJIRhztjemD2GX0uEJNHUtuT2tr5BmPZ1Bo6cryK+Zgbt9WMdLqrAmn1FxPsZcaPnjtyQDB96hQygBRMjsXirskYFSd8hCoUPhxoq7733Hrp37461a9eaXwsLuyGnbTQa8dFHH+HNN9/E5MmTAQDffvstgoOD8dtvv+HBBx905OVRKBQOSKXcxTYd1KhV+PPUZazdX2T3XnVDM1bsPI3Vafl4f2o0Pn84Fm9uykFF3Q2jROvtisZmA6oahA2VHS/fhk5upiGOLSlYiABPF7w5sT+0Pu4YFuYPwFQVI4XVaYWYmxQhad/WwN1Zg/fvi4afp4vDSsltuz5TKKQ49InZvHkzhgwZgv/7v/9DUFAQYmNjsXr1avP7hYWFKC0txbhx48yv+fj4YPjw4UhPT3fkpVEoFB5IpNyldNRNyS4WzKW41qTHs+uP4tjFKnN+x8cPxpjyPO6PITJSAOC91DwA3EnBQiz9RxT+EdcN8dcVWuXowRiMgBFGwXvaVumnDc16vPDTUaxOy3fYOcSECikUSxxqqBQUFOCLL75Anz59sH37djzzzDN44YUXsG7dOgBAaWkpACA4ONhqv+DgYPN7tjQ1NaGmpsbqH4VCURaSZoKzRovrqKs3GDH/txzi7b/cW4jtOaWI7xWAyTFdEd8rAGXXmoR3vE5ROVmHYTZWPhhjp6wqVw/mUlWj4D11dxHXjVlJjEY4vLmjmFAhhcLg0NCPwWDAkCFD8O677wIAYmNjkZOTg1WrVuHRRx+VdMxly5Zh0aJFSl4mhUJhgcknsA2ZqFUQpaPCcKiwApWEImYMCzblYELUDQEyMZosoQEeREnBtswaHYa7r8vaN+j0eDclF0Xl9UQVRnz09PdAVz93eLics6vuUamAiQNDsCXbXhn2ZkJsqJBCARxsqISEhCAy0now69+/PzZs2AAA0Gq1AIDLly8jJOTG6uXy5cuIiYlhPea8efPwyiuvmP+uqalB9+7dFb5yCoUCmIyVV8dHyFKmZZDikSiv01k17hsW5g+tt6tVIzwu3kiOxLJtecTnsjXAnlx3GDvzroi+Zq5jB3u5coq5GY2m929mpIQKKRTAwYZKQkICTp06ZfXa6dOn0bNnTwCmxFqtVotdu3aZDZOamhocPHgQzzzzDOsxXV1d4ep6c/+gKZT2hIuTGjNHh8s+jlSFWks9D41ahYWTBgiqtyZGBkGjVqGkqoHoHIn9g/DZI4PNBtiklWnIvqhcWHnmqDC8ufkE7zY/Hjqn2PnkcnvfQBw5X4XaxhbFjvnESGkGLoXi0Kfm5ZdfRkZGBt59912cPXsW69evx1dffYXnnnsOAKBSqfDSSy9hyZIl2Lx5M44fP44ZM2agS5cuuPfeex15aRQKpZUxeUPEGyuLt5ywapaXFBWCVdPi4Mox6SVGBiE80BMRC7ZhB4FHRK2ClZGyOfOSokZKbHcf3N43SLCkur65/TTxG92nM+6N6UK07W19A/HDzOGYc0cvxHb35RS1++ZAEdVToUjCoYbK0KFD8euvv+LHH39EVFQUFi9ejI8++giPPPKIeZvXXnsNzz//PJ566ikMHToU165dQ2pqKtVQoVBuMkzeEPE6GhV1zXadfZOiQpD7ThLWPT4Uo3oHYGBXbzwyvDvy3klCeKCnqCofy6RgvcGI13/NJtovrocP0Xb/HB+BA/llZBfTTigsq0MpYYXTmD6dkdAnEP+cEIFfn0vAEwmhrNuJbb1AoTCojEZHaSW2DjU1NfDx8UF1dTW8vb3b+nIoFIoAqTkleOW/WagXIYCmgkl0bd/rY82JtWzoWgyIWLCNyEhhSwpOzy/HQ6sziK5pVO9AHCqq4JWI93BR46U7++LHwxdQWFZHdNyOhFoFnFx8l9nQI7n/tvtQbl1I52/6pFAolFYlKSoEqx8dKmofy86+fJBW+ST2D8LJxXfZVS6JSfgtr2sS7GNTrzPg3W0nb0ojBbAvUVe69QKFAjg4mZZCoSiH3mDEocIKXKltRJCXG4aF+fN6F9ozYvRQLLE1JGzvSVE5mU5HiK8764peTMJvXkkt8bY3G1wl6o5ovUChUEOFQukApOaUYNHvuVbKqLa9bDoSUlfUloZEak4JFm4+YVWq3MmVzEnMpecxLMwfIT5uggq0fYM8cfrKzekl4SKxfxBCfN15S9Qd1XqBcmtDDRUKpZ2Tkl2CZ9fbl+OWVDfi6e8z8fK4vpgztneH8a5sybqEv89Vid4vxMfN3HMnNaeEtUT5WpNw3otaBfQN8sKvmRdRdk2HqnodVCogPjwQI3oF4O17IvHM95ngimCEd/ZAsI/7LWeohPi6453JUbzbTI8PxdKUPMEcFUs9FV2LQRGdHsrNC02mpVDaKXqDEZ/sOo1Pdp3lnDQZtN6uWDhpQLv3rugNRsS8sx21jXrR+66aFoekqBDoDUYMXrKDqIMyGx4uGtTr2M/v6+GM5VMGAoCdB8tZo4K7kxo1TeKv/WZgwcT+RHo6TG8lLmaPuREyYmsWKVX5mNLxIJ2/qUeFctOhNxhx4GwZNmReRL2uBUNDA/BoBxObSs0pwdyNx4kn49KaJjz9faZ5Mm+vHCqsEG2kMMYD87ky8sslGSkqlUkBlstIAYCq+mbzfdz3+lhz/ktRWR1W7DyDZv2taaSoADwwtAfvNpbtBvqHeNnl8NgaIFwGDVPGDIAaKxQA1FCh3GSk5pTglZ+PWU1Gf+RewdKUPEwcGIJPHopt9yGS1JwS3tADH3M3ZCMxUttuP6OYqhpnjQpz7uhjF9bany++cd7UuK7Yd+YqLtfqiLZfuPkEEiO1iO8VAL3BiFHv7RZ9zpsJI4DoRds5PR2zvj2MHbn24np9gzphRK8Au5AOSbPI1WmFeHV8RIdaYFAcA30CKDcNTN4C14p56/ES9H8r1Uo4rL2hNxix6PdcSUYKAFQ1tODFn44qek226A1GpOeXY1PWJaTnl0MvouufmKqad++Nwovj+tgZXcVV4noGqQD8eYrcSAFMHiqmFPpQYYVgcu2tAJdgG5eRAgCnr1xDSXUDZo4Op2XMFMlQjwrlpkBvMOLtTfy9VADTSq49h0iUmBS3ZJcgOaoYydFkEuik6FoMeGNjNrYeL0VD8w1jUOvthoWTyKqPhoX5w9/TBRV1wkZDN39P1tcbW8SFX4wwNTcUy5XaRugNRuw/27FUZR2NpaejQafnNFIYduReQYNOD3cXjfk1WsZMEQP1qFBuCg4VVuByLbk2x8LNJ0R5AloLKR2G2XhzU46in29ZSi76LdiG/2VesjJSAFPTwKdtJO650KhVWCJQOQJYV/hYkppTgtScy+QXLoOisnqMem83Vu452yrn6yhYejreJZTDt92OljFTxEANFcpNgdgJ3tK1356Q2mHYloq6ZsU+H5P0KFQf+Oovx4iMo+ToEMweE8b5vgrA2/dEWoV89AYj9p8pw9wNx0kv2w5/T2fibX3cnbBi52ka8uGA8XSQCuzZbjc9PhRCaVS2ZcyUWxdqqFBuCqRM8Ep5L5RkWJg/fN3JJ1Q+lPh8uhYDvuIpNbWkrkmPA4RhknnJkfj84Vg74yHExw2fPRwLH3cXcw5MSnYxRr23G4+sOYiqBmklySoV8M49A0CaYtzAUxlEueHpCA0g83jYbufipMas0dzGKmAvz0+5daE5KpSbgmFh/gj2chUV/lHKe6EkGrUKjyeEYcXO07KPpcTnm7cxW1Ri78bMixjdtzPRtsnRXTAhKsRKAr+yTofFW3MV92QYjYCfpyu+mBZHVPat07e/sGB7wdLT8UZyJL7LOC+4zxsslUJM9RDVUaEIQQ0Vyk2BRq3CoskDWNVK2dB6u7LmQLQH5oztjbX7CyV7DwDuHA8x6A1GbMoqFrVPnUhPhEatQnyvAACm/JPn1ksryyYhvaAMUV19JAvFUUxYejrcXTRIjAziTahNjAyySqS1ZF5yJF4dH0GVaSm80KeBctOQFBWCVdPiiAa5hZMGtFutEY1aheVTB0reny3HQword59Bi8iE3KGhfpLOJbcsmwQjTEnUFGHUKtjlkKhV1qqyDKtnDEViZBDrcRIjg7B6Bn+nbBcnNWaODsc7k6PsypgpFIB6VCg3GUlRIch7R4uPd57GF3/mo9lmorVVOW2vMEbXqz8fE+WlUKpRoSk3pUDUPioAj47kzzvgojW0SnzdXawaGDoKtQro3MkVV2qbJBleKsChBhsJBiOw7rGhOHv1GpGnY/WMoVbKtKEBHngjOZLTk0KhiIEaKpSbDo1ahVfG98OL4/oio6Ac6fnlAIzmpnPt1ZNiS1JUCBIjtXjtf1nYkCkcglkwsT8eSwiT/flSc0rwxq85osM4T42Rnvzo6MRmPw9nBHZyceg5GGaOCsPgnn54hjAMaYsRJkXX01euKXthMBlRg7p54+iFGsFtDxaV47Wk/sTHdnfRYPG90j2BFAoX1FCh3LRo1Cok9A5EQu/Atr4UyWjUKiybMggbM4t5V9kqmBIc5RopXJ2ahWALCYjB0YnNy6YMhI976xgqW7JLMLinH76YFoeFm3NRWiPeCCM1UqK6eONSVQMqefJuvN2cMDmmC0IDPDE9PhSv/e8YkaHyd1Gl4DbUi0JpDaihQqG0cw4XVgiGAozXt0voI90o25J1Cc//lCVqn8gQL/z23CjZeQXDwvwR4uOG0upGyWEPXw9nuDlprAwDDxcNkqO0GBsRDI1aBa23q8PDPyXVjXjm+0x8MS0O++eOxUs/ZeL37FKHnCu2hy9yivmNjprGFiQP7GJOWu7q50507BMlNdAbjJzGr610ftoZ4LuM80R5KRSKGGjWEoXSzjmQT6ZNQrodG8tScjHnpyxRRoKvhzN+f360IsmPGrUKb99j8shI8QmpACyfMhD7547FPdFa8zHqdXr8L/MS+i3YhuXb8rBw0gDZ10qCEcCi301qrJ8+PBizx4QJCpyJRa0CYruTJS9bhtZG9iIzZuua9JyigXz9fXbkXsGsbw8TnYNCIYF6VCiUds6lqgZFt7MlJbsEXxKKulmyfMpARfN9kqJC8MW0OCz6XZyOio+bE967LxpJUSFYlpLL6r0wGk16HTtzS+GsBpoNil02JyXVjcjIL4fBaMTlmiaMjQgCYESwtxtOldbi73NVso6fPDAEBWVkISLL0NqI8AB4umiIcpDYcoek9vehUKRCDRUK5RZGbzDizU05ovbxdNHg3/cPckjlFJNAnFFQjif+cxhNLcIWxefTBiOhdyB0LQasTuM3uArLhY05T1cN6pqUUaZ9fN1h6Gw+g0oFjAgNINp/RLg/DhVWWAmiqVSAu7MGW7KFeyupAAR7u6JFb8AH20+BSSqfNTocH+06I7g/W+6QmP4+NLmWogTUUKFQ2jldfMlyCki3s+RQYQVRJ2NLVk0bTKw+KwWNWoUR4QF45rZegpNpiI8bRoSbJv3v0ougRB9GpYwUAHZGCmDy7qQXlgvuq1IBax8bBo1aZRZEq29qwf8yL6GewBvClDnXNrZg+jeHzK+v3JMPX3cneLhoOI+jAqDlEA2U2t+HQpEKNVQolHZOQu9AfP5nPtF2YhFbFuzr4YyREs6jazEQq4+m5pQQhX9she2YRnkdBSG9FKMRuOODPVg4aQBmjg6H3mDE4CU7iI/v4+GMqvpm1hBPVUML73UB3KKBoQEeSBN2xhD3AaJQhKCGCoXSzhkRHgDf65MOF34ezmbPghjElgVLyUtZlpJr189laUoeaz+X1JwSPPO9sIy+1tsVDwztjpxL1ci5VIP4XgE4XVor6rraGiPYQzuWlNY04envM7FqWhy83PifAYbn7uiFkeGBePWXYwD4t/dxd4K7s5NVpZRWQDRQTn8fCkUK1FChUNo5GrUKy6cM5O1jtExiYuuwMH9ovd2ItD4+fzhOdF7KspRc1kRdgxHm1xljhURG39fDGY/Gh2LdgSJ8vOus+fWVe87y7NW6uDmp0UiQWwMAfYO9sPaxYYhd/AcaeTJ85248joeH9SA65oGz5RjW05/oO61uaMHnDw+GWq0yN4YcFubP+yzJ7e9DoYiFlidTKB0ARlJf623tAQnxccOqaeINCAaNWoWFk4RXvp8/HIvkaHHnIEluXZ1WaM7jIJHRr6pvxse7zshq2OhotD7kXqqe/h7IPFfJa6QAps99qZIstHX0QhUe/Q95eXBZXRPiewVgckxXxBMqN8vt70OhiIF6VCiUDgJTEXOosIJ49Ut63FXT4jB343G70IKvuxOWT42WZAiRJLcajKbtZo4Od7iMfmtRVF4PF40KOj3/h1erTGrCn+w6TXRclSSFGWGkqgI7ur+PmLwmys0NNVQolA6ERq0yK4wqiWVZsFK9kUiTW5ntHC2j35oIGSkAMGs00xuJ7P529XfnrdSRgtbblbWyxxI+g8FR/X3E5DVRbn6ooUKhUAAo3xuppz9Z1QeznRIy+u2J2/oG4nBRpZ1hoQKQPFALZ40aH2w/heIqMoNuZK9AuGjUWLGToOSGkIWTBvAaomwGw5KUPDw5KgzzJzrGYBCT10S5NaB+NAqF4hCmx4cKysYz4Q+AX0a/Y/S7tsZgBLLeGo837orAkJ6+GNLTF1Niu8DbzQlbj5di5Z58rNxzFhuPCnfGZqq65oztA09X+aEVXw9nwdwmxmCwDd8xKr+P/+cQ+44yEJvXRLk1oIYKhUJxCC5OaswaHca7zY3whwlGRt82IVXr44bPH46D1tvVIdfqCNQqYMz7e/DutpP4+1wV/j5XhY1Hi1HdyK1hwkXC9RCcRq3Cv6ZGy7qucf0748ibibxGConBsOfkVdzzyV5Z12KLmLwmyq0DDf1QKBSHwbjobcMHapWpV01kFx+k55dbJQXzJQ0fvVCB1WlFbfBJxPPXaelNIm3ZcrwUXVNyMS85EsnRXTD7YpWk/kwA8OlDgwXzjkhVfo8X1+LJdYfw9aPDJF2LLWLzmii3BtRQoVAoDmVeciReGtcPS7fm4tjFKjS3GFBa04gt2SXmfjUhNiJjbEnDpnyJota+/HbDl3sLMaibH5KjQzAvORKDuvnhzU05Vi0QXJ3UvP2RSPVNxBgCO/OuKtaAUGxeE+XWQGU0Gjt03lpNTQ18fHxQXV0Nb2/vtr4cCqVDojcYFS97ZkjNKWEtfbaEOdMXHHkTKdkleHY9t+CdUqgAeLlpUNOoXGWNkgR4uuDQ/HHm74bte3v6+79ZxdjE6JusSSvA4q15xNc1fUQPRap/dC0GRCzYxuvNUauAk4vvoqXKNwGk83erfdPLly+HSqXCSy+9ZH6tsbERzz33HAICAtCpUydMnToVly9fbq1LolAURW8wYv/ZMnyw/RQ+2H4S+8+UQa9ElzwHoTcYkZ5fjkW/n0DMO3/godUZePGnLDy0OgMJy3cjNUe4O68QqTklePr7TEHpd+YuLfo91+6eSenwLBUjgEmDuorapzUTfcvrdDhUWGH+m/E8WYq1rZ4xFHnvJGH6iB4Y3ScQ00f0QN47SaJE2KbHh0Il4oMp1YBQSl4T5eanVUI/hw8fxpdffonoaOsksJdffhlbt27FL7/8Ah8fH8yZMwdTpkzB/v37W+OyKBTFYPMarNyTD18PZyyfMlCycqyjSMkuwfzfjqOSw4AorWk095iReu16gxELN+cSb28EUFLdiEOFFeawj95gxDf7CkV3eGZDowII5E2gUoG4rQDA31jQEew/e1XQ8yVX38TFSY0nR4UJJtQyKNmAkC+vieqo3Jo4PPRz7do1xMXF4fPPP8eSJUsQExODjz76CNXV1ejcuTPWr1+P++67DwBw8uRJ9O/fH+np6RgxYgTR8Wno59bEkaEKsTBeAz6YCZ+57tKaRlRca4KvuzMq6ptR1aCDCpAtssYHc+6v0/Kx6+RVon38PJzx95uJkq4nPb8cD63OEL3fxw/GYHJMV6KQkSNYMLE/QnzcWyXUJBettxsWTuJuICiXx/9zCHsInpW8d5IU7+1DlWlvfkjnb4d7VJ577jlMnDgR48aNw5IlS8yvHzlyBM3NzRg3bpz5tYiICPTo0YPXUGlqakJTU5P575qaGsddPKVdkpJdYpdE6O/pgiWTo0T1o1FC/pvUa7Bw8wkYDMDirbm8/Wwc5YVJzSnBot/5z81GZX0zMgrKJYnASZXED/JyIzL+HAGj63LkXGWrntfTRYOHh/cg9mAwKOH54mPtY8Nwzyd7cbyYuzO1oxoQujipMXN0uOLHpXQ8HGqe/vTTT8jMzMSyZcvs3istLYWLiwt8fX2tXg8ODkZpaSnnMZctWwYfHx/zv+7duyt92ZR2zNKtuXh2faZdKKCiTodn12diWQpZqGHWt4fR/61UfJdxHmlnyvBdxnn0fysVs74lb+YGwOwdEaK0pgnPrs8kMhSq6pvx9PeZiuSIACYj5Znvyc7NhklSXzxiJfFVMFX/DO7ph4WbT0g6p1yY/AcxRpark/wuPF9NH4L5EyMxewx/fgYXr/5yzGH5UL+/MAbj+ndmfY82IKS0Bg4zVC5cuIAXX3wRP/zwA9zclOvhMW/ePFRXV5v/XbhwQbFjU9o3S7eeEFxxfrm3ECnZ/Eqfs749zNmifkfuFVHGiiMb6S3cfEL25KM3GLHo91yZeRTS9h4W5m/X7ZkLZqJ/+55IHDlXidKaJt7t5TCom72LWa0CZo+5kf8gxsga1M0XgLSkWsY4G3E9J2deciQ+fzgO/p4uoo5T16THp7vIpfV1LQasSSvAW5tysCatQFDp9etHh8lO0KVQpOKw0M+RI0dw5coVxMXFmV/T6/XYu3cvVq5cie3bt0On06GqqsrKq3L58mVotVrO47q6usLVteOoU1KUISW7hFhD4+Wfj2FCVAhrXkWDTs9ppDDsyL1CrAvhyEZ6pTVNVomlUjhUWCHZk8IQHy6t949GrcLCSZFEIRythY7KpqxLos7j4aLBkJ5+2HuGTGDt2EX7cPETI0OtkjSHhfnD190JVQ3CKrLPj+2DOl2LpNAaYDLOLJ/V5OgQTIi6IXj358kr+DVLWGb/630FeP7OPoL5RFIb/jmqASGFIoTDPCp33nknjh8/jqysLPO/IUOG4JFHHjH/39nZGbt27TLvc+rUKZw/fx7x8fGOuixKB0RseWpTiwGfcKwu3yUMDZFuJ8ZrIAW5Hhu5+/u6O5lX+1JIigrB5w/Hsvan6eSqwcyEUPw4awT2vT7WnGMhxvibnxyB4wsnIDTQU/I1AsDX+4uswoYatQrv/kN4UvZ00WBk70AkRYVg3+tj8eOsEVjxQAz8PZ0F99V6u3LqxliWHXf1cyf6DNea9Faly2xw9e9hGv6Rhk4plNbEYR4VLy8vREVFWb3m6emJgIAA8+szZ87EK6+8An9/f3h7e+P5559HfHw8ccUP5dbgUGGF6PLUVX/l4wWW1SWp3gPpdhq1Cm/dHemwChG5Hhu5+y+fGi2rAik1pwSLt+ahrumGgFonVw2eHBXOufo3GX+uguGfEB83PDEqHBq1ShGl0tVphXh1fIS5soREqj4pKhibsy5B6+OOYWH+Zu+Xu7Maz1z3JLEFzl4e1xdzxvYmurfx4YFYuSef6DPwGaakDf8s7wGF0h5o06dxxYoVuPvuuzF16lSMGTMGWq0WGzdubMtLorRDpHgFmloMyGBJAiXVeyDdLjWnBG/8dpzzfV8PZ3z+cCxCfNxE5zBovV0xLMxf5F7WDAvzl3RuH3cn2ZUkXEm8dU16fLzrDHbksifNm0JGAwSPbxkyIenULARbszsmZ8TPg91DsiGzGC//fAwPrc7AqPduiORxNVcM8XHDqmlxeHGccIiGYUSvAHQi7JjMZ5jShn+Ujkqr9vr5888/rf52c3PDZ599hs8++6w1L4PSwZDqFUgvKENCH+v8ijeSI/FdxnnBff85PgJr0gp4NRxISmjfvXcgkqNDoFarzCtsUhZOGiBbT0WjVuHteyLxzPeZUIE/LdbNSY07Ijpj2vBQ2VoufEm8RpiSSBf9novESC3reZKiQrBqWhyrjoqfhzOW2ZRvM4qmUhv1MbD1uGFK3oW8ZiXVjXjm+0xzOIevuaIYNGoV3p8ajWfXH+XdLsTHjdewpQ3/KB0V2pSQ0u5hvALiExXZFTsTI4N4E2p7BrgjdvEfvMmGpPop72w5gQlRWvMKmyThUmkdFa5z+3s4Y3i4P3p19kJ8rwCMCFdOaE4oiZdNhZbtuhMjtcjIL0d6QRkAFe91cimaqlQAqawlWwhJbzDinS1k5dJGWBtgbM0VpSAUhlLBPinXFtrwj9JRoU0JKR0CJowg5mH94cnhnEJlXCXKPQPcca68gfOYTAmrGNXVl+7sjZcS+wG4oba54ehF5NqIaKkAJA8MwScPxTpUmbY11Hw3ZV3Ciz9lCW7HqNAqia2i6cPDe+L2f+3G5Vr+PCeuZndSFHZ/nDVCEQPFFjaxQ9vO01zQhn+U9ka7UaalUJSA8QqQSqr7eThjRDj3RLF6xlA7Zdp/jo9A7OI/eI/LJBuKyZv5aNdZNDTrMaibn90kY4kRwNbjJejm52ZVJirWwOCSHldqdU8CabjOEeXdbIqmiyZHCYbpuJrdScmRcpS+jm3pshiDkyQ81hYN/9pTOwxK+4QaKpQOAxMKWLn7DL7cW4B6nZ5z22VTBgoOdra6EGvSCoiTDSO7+Ii6dtPkQJY/YVl5IXYFLVUjQ2mYcF1pdSOrF0wFk3aK3GRhUpicl1d+Pmb33KhUwFM890eKMeVIfR05Bmd7a/gnx0NEuXWgoR9Kh0RvMGLl7jP4Zn8RqhtueFi4BjmSVdtbm3Lwbfo5wXPPiO+Jt+8ZgITlu4k77IplwcT+uFLbyJuTYKvBwWhkcGGpvNoaMOE6wDqJl7nrXBoijkRvMOLAmTJsOHoR9To9hob649GR/M3u9AYjEpbvIlbLDfFxw77Xx7Zrr0B7aPjH97yyPd+Umw/S+ZsaKpQODYkBkppTgoWbc62MCraus2vSCrB4a57gORdM7I/HEsKwcvdZrNh5WrkPY8FtfQLw1xn+HjuWE2J7zT9ga4bYEVfMpE0S6QTLD/N73Xa8GN8KVN91BIOPIg9qqFAoEJ5gLLVCGnR6RL6dylsholYBHz8Yi3dT8mRL0/OhVkEwDAXcSNoUY2S1dkdaEmPScpvATq6A0ZTnUVGng38nV2i92z53ITWnhDdHSkxSa1t7M9qClOzi62Ee4RwzBpKk5Fv1ft4M0GRayi2P3mDE3I3cYmwAMG/jcSRGarEjt9Sk+yFgHNzZPwgv/HhUZpM/YUh7ETJJm+1ZI0Mop4ItT4GNtvbE2JZLGwH4ursgsJOLWZnWUX12OjJ6gxEv/nQUW7LFdwMXSkq+Fe/nrQg1VCg3LRkF5YIVQpX1zfh4x2l8sues4PHcndU4XFTpcCNFDHtOXsGZy9dgILRs2ptGxtKtuYKy7gy2gmptgUatQkKfQDshQRK4cjKYPjsAbrrJNTWnBHM3ZBM1d2SDLyn5VryftyrUP0a5aUlnkdBng8RIAYCGZgNRaXRr8ltWMVbuOYvvDwqr7apVJqn59sLSrSeIjRRLFv2eCz2py6mdQNpnR9diaKUrcjxM2FWqkRLg6cJZFXYr3s9bGWqoUDokuhYD1qQV4K1NOViTVsAxIHWMyczDuXV+hlFdvdtN7P73Y8VYnVYkej9LRdvWhOx54+ZW67PDtFCQw+LJUZyhtI54P+U+Q7cyNPRD6XCQxqXFdJ1tS+qbW2fAyr5Yg2UpuW3uDk/JLsYLP/H3rRHCUYJqbCiRB9Gec4hIsBVHfCM5Eu4u3I0ShVooCDF7TJi5xxIbHe1+0lwaeVBDhdKhEBOXHtErAL7uTpJdzzcjlmJybUFqTolgcz0SHCmoZolSeRBK9tlp7SoX23YTaWeA7zLOIzEyCKtnDGXdR44h+ezt4XgtqT/vNh2pbxHNpZFP+/ADUygEiI1La9QqPJ4Q1hqX1mGQ4g5v0Omx4LfjmL7mIBb8dhwNPIrAfCgRDlBBuEuwUiiZBzE9PhRCldUkOUTLUnIRsWAbFm/Nw7fp57B4ax4iFmzDshR595ULrp5YALAj9wpmfXuY9T05hqRaJVyCrsT91LUY8NVf+bjvi/2474sD+PKvs4qHY2gujTJQjwpFURzZt0NMXJrRCgkN9FTk3DcTYtzhUlbTXMgNBzAIdQnWG4zEHZf5kPK8caFEn53WXpk36PS8XcYBk7HSoNPbhYGGhfnD190ZVQ1Sks8d37doWUouvtpbaJXF9ve5SizbdkpRBWcln6FbGWqoUBSDVAHWFlJXtpS4dGuFCDoSpO5wktW0GGNFbl4JiY4Kmyjbyj1n4emqwb+mRiM5ugvx+ZTOg5DTZ4d0Za5kWO9dQi/Nuym5Vj2zAMabGYoVO8+IPi9pHyOp91Oo1YSSRl9Hy6Vpr1BDhaIIXAqwpTWNePr7TCsFWEvEJJlJiUszzfEcqSLb0Qj2chXcRs5qmgspRqO7sxoPDu2B8QO0gt45PhXiuiY9nl1/FLMvVhFPQI7Ig5iXHIlXx0eIzjFpi5V5UTnZ5Mm13ZyxfbA6rRDXmshzxIS6ntsi9n6SGHyAyVhRwujrSLk07Rmao0KRDakCrK32BbOysR2AGVe2bdxdSlxao1bh7Xtoopolc37KQmoOv0qomNU0KYzRSBKA8XTR4OVxfZGzKAlvTxqA+F78oRu9wYiFm08IHvfLvYX4/Vgx0vPLsSnrEtLzyzk1WZTKK7HFxUmNmaPD8c7kKMwcHU40GbbFyjw0gGzy5NpOo1bh/anRos5J0vXcFjH3k8Tgs9xWLo56hm41qKFCkQ2pAmxGwQ0BNilJZkxcmg+2uHRSVAgeH9mTd79bjYWbT/CKpsldTbNhaTRyjd1JA4Lxw5PDkb1wAl4c14d40jpUWEHc3fj5H4/iodUZePGnLDy0OgMD396GV3/Owq9HrQ0Xqc+bI2iLlfkbhJ4nvu2So0Mwe4xwQrufhzOn11VJxBhyShh97ekZ6sjQu0MRjd5gtFqR7j9TRrTfgbM3tpMq2DQvORKzx4TZrVLUKvAmwY0fQLvZWlJa08QrmiZ3Nc1FUlQIvpgWB62PdRgoxMcNq6bFYdX0IUjoHSh6VS0n/6W+2YgNmZfw8n9Nhsuo93abPU5SnzelaYuVubuLBomRQbzbJEYGCYb+5iVH4vOHY+Hpar+dh4sGL4/rg7/fTGyVtghiDDmljL728gx1ZGj3ZIk4srqlPcPWQM7NSY1GgvK6SdEh+OThOADAW5ty8G36OcF9ZsT3xDuTo+xeF6sloTcYMeq93TRXxYKPH4zB5JiurO816PTo/1aq4DHy3kkizlGxROnfT3p+OR5anSF5f1tUgFVPITnaJUrpngglgTpq0uNKqhZb+aU3GJFRUH69tYUR8eGBGCEQ0lMaXYsBEQu2EYV/Ti+5S1FPB+3ybA/tnuwAmMF1R24pfssqtpqsfd2d8XhCGOaM7X3TGixcAyWJkQIApy7Xmv8v15XNxKX5sFXTnDchAi/+nNVBhPUdD19yK7Oa5kuoJVlNcyHUUVksw8L8ofV2JQ7/kLDo91wkRmqhUauInjc2lFQklVM1JIfVM4aKVqZlQ6NWIaF3IBJ6i2/oqBQkZc2AyehT2oiQ+gxRqEeFmNScEiz6PVdwRe7hosHsMeGYM5Y8vt4RSMkulq0o6qpRI3dxEjRqFdHKRq0CTi6WtqrhWgVGd/PG1Vod9awA+PzhWMFyXaVW060BX9WPVH6cNUKyQeUoDwhdmcuHTUeFgYZjWg/S+ZsaKgSk5pTgme8zRa3EfT2csXzKwDZrR68keoMRQ5fuQEWd/M7BlgO/owZyPv0PABjXPwgzR4VjZ24p1uwvEn38m4UQHzfse32sYDXNvtNX8VVaAWoamzGomy/mTxS/mm4tUnNK8MrPx1AvUT3XFr7wGB+ONsTbAiUNJCU8NHLRtRjwn/2F+CO3FIAKiZFBeDyBrAqLogw09KMQjOy3WGuuqr4Zz3yfaRXn7qgcKqxQxEgBrJMeHeHKJtH/2Jl3BZ8+FIf4XgEYGuaPf/5yDNealJnYWhs/D2dUClRcccF0IebyGKRkF1/PR7px/LJrOozqE9junmkmLNvUYsDqGUNwML8c3xwolP29ShUMbE3dE+sJF0iM1OLxBGVDF0qGsJRUO5aDi5MaT93WC0/d1qvVzikFPgOxoy0kpEINFQHkyH4bYSoDZeLcHRUlO9XaDvxSBbC4EKummRQVgoMFFVh7oEjS+dqSTq5OSIoKxo+HLko+Btt3q2sx4NE1B5HOUhVUUt0oyQBXOlzBGCYlVQ34LesSDhWWo7Hlxizq5+GM5f+IRoCXK67UNiLQ0xXPrc8klnRXAdDK6ClUUFan6HZcsEvBV2HZtpOKhTCUlO5XWu34ZofNQFyyNQ8To0OQFKnFSz9nocXizeOXavD9wdY3+hwNNVQEkDtJl9Y04cWfjmLl9WqXjogSMvR8A7+SSWZi9T90LQb8ePi8IudubZw0KlyoaJB1DNvvli92z2CEdaKpEEq3uCfJF6usb8acn45aTdbLpw4UlcMi1FOIjys1ZOMG6XYMln2M9p8tx9ELVZzbKiEFr6R0v1Jqx7dKjg6XgWgEsCW7BFuyuUUbbzaj7+b7dhVGiUl6S3aJw7qbtgaMoqgQXMJGzFAvZ+AnRYz+R2pOCeIW70Bjc8fsXFpV34yiMmmiVGxdiJmBkSTMyYSNhBCrPiwEky9G6uX8cm8hUrKLAZg0XFZNi4OvhzPvPiE+brJDtkHewm0KxGwHAFuyLmHA26l4ZM1BrNyTz2ukMHy1V15nXql6R2wooXasRPdoXYsBa9IK8NamHKxJK2iXnYtJpf75YIy+mwHqURFAXhfQGyjdMKw1YRRF+RKKmZXr4J5+dqtdLUEzORJItDfeSI7EdxnCHpIhof6KV4i0BRerxHtU2AxHKQOjkLdR6UZ6UvPF5v92HBOiQqBRq5AUFYLESC0yCspx4GwZLlU1QOvjhgBPVwR6uULrrYwmUnhgJ0W3E0oQ58IIeXkwSkr3y1U7ViIEpbR3z1HeHTFS/3ywNYzsiFBDRQA5XUAt6eitvBlFUVsjxN/TGUsmR5nLXJmJQGkxvC1ZxZj323HUNt5ocMbWTZdE/2Nc/854m6AvzM0Km+EoZWAU8jYqnVAqNV+ssr7FKmlYrp4HyeQ0PT4US1PyBKt+SJRkl27NlWSkMMiRgldSuj80wANpBMMom1dUCaNXyVwb5nhKGj2WiGlN0RrHaWuooULAnLF98OXeAtklj0Xl8hLnbNEbjDhwtgwbMi+iXteCoaEBeHSk4+K1pEaI0mJeXKtJrsTO1TOG8up/PDYyDDvzDip2fR2JBRP747GEMLvvTOxk5u/pLJhoqnQjPTn5YkolhJNOTiTCYiQ9XnQtBny9T14IQI4UvJIGF6m3k613kFyjV2nvntJGjz3KqIaIbXHRXqGGCgEatQqzx4TL9qooCZtexB+5V7A0JQ8TB2rxyUNxDskHUdoIEUJoNcmV2MmmpvnP8RH435ELWL4trxWuvH0S6OXK+lyIncyWTI4SfL6UbqQnJ19MiVwzsZOTEuX336UXQY7SlQpkRgRXWFUpgwuQp3Ys1+hV0runlNHDpyUT080X30F+kj9pY8n2DjVUCJkztg/WHigS7BLMR0x3P0WuRUiBc+vxUuzMS8XHD8a0O70LMZCuJrn0QNxdNOb47LKUXMQu/kORuG9HhmvCJlk5M8weEyaoaEt6TDGN9Jik7tLqRlHrTa23q533R2xugdTJSW75vdwOvk8RSMGn5pRg4eZclFpUIGm93bBwkik8qKTekZC3k6tKRa7Rq6R3TwmjR0hLpouffE+InBYX7Q1qqBCiUauwfMpA0Qq1lnTxdZd9HXqDEW9vEs6vaGox4OnvMxVrnd4WJYFiVpN8rn0hBVwhBnXzwbGL1ZL3bw8I6YKQrJzdnNX48P9ikBxN9jwpuRoHrJO6xbBw0gAr74+U3AI5k5Oc8ns5YRsSHRWuRU9pTaPV+KGE3hHjQWhsNuChod1hhBGXqhqJlGnlGr1KevfkGj1CWjIz/3MIX0wbAj8PJ1TWt7BuJ8TNpqPi0Jlm2bJlGDp0KLy8vBAUFIR7770Xp06dstqmsbERzz33HAICAtCpUydMnToVly9fduRlSYZJKCUp1bXFthRUKocKK3C5lrzx2qLfc6GX6UZQoiRQCmJWk1yeAjllfr4ezlg1LQ6TBgl7D9ozpOXhXO3oVQDuidbixKIkYiNF6JhSW9yL+Q0y35+loS61XFrpfBtSpseH2t07LnoFemJIT1/MuysCp5fcJXhv9QYjXv35GO82r/5yDHqDUfZCZda3h9H/rVR8l3EeaWfK8OPhC/jp8EW4Oaux+N6Bgit/xujlPQeP0UtyH0m9e3KMHhItmV0nryJ6YaokI2V0r0DkvZN0UxkpgIM9Kn/99Reee+45DB06FC0tLXjjjTcwfvx45ObmwtPTEwDw8ssvY+vWrfjll1/g4+ODOXPmYMqUKdi/f78jL00ytgmlgZ1ckVFQhi/+LLBSCLREBeU0RMQmBQrJpAvh+KQxbkgHBG83J04jUGqZ34t39sYLd/Y1N1AkDYu0B1SwTsVjq/LhyklQWikYUF592PI3WFLVgKMXKqE3GqGGCt5uzlCrgfjwQIzoFWD1m5OTW6B0vg0pJF4pVye1pDDvgbNlqBMoEKhr0uP59ZlIPVEqubpFKTXaecmRMBiN+DqtyOr5JglBKendk+PdIdWSsVRZFoNKjQ6tgs6FQw2V1NRUq7//85//ICgoCEeOHMGYMWNQXV2NNWvWYP369Rg7diwAYO3atejfvz8yMjIwYsQIR16eZCwTSoXCCn4ezlimYHNCKUmBUiselM6UFwtp3sS79w7k/HGKXeFqvV2xcNIAq+/LxUmNmaPCeO+Fi5NatHDUbX0CsfdsmaxkSTaYwz2REIrESK1dZRabsqu/p8v1MvMQh7Sjtzxmg06PxVtOyGpIpzcYkVtcjXMV9QgN8CQyfOSEb5TOtxEDV46ICsDEgSH4+KFYSZPTxkyy1gspOaV2r5EuVJRSowWAlOwSbDhSbGWkeLk54d1/DMQ9Al5PXYsBQV5uiAzxQl5JrWhDxxI5Ro+jy4X3nilDxIJtipRItydaNUelutoU5/f3N61+jxw5gubmZowbN868TUREBHr06IH09HRWQ6WpqQlNTTdCHzU1NQ6+6hurz9KaRlRca4K/pwuCvNyQUVAmmPvg6qRGYqRWsWsZFuYPbzcn1DSSuwUZ44ZEMM2S1mysxgbJgJAYGYS7Y7gHKdIV7r0xXfDA0B5W94Rxd+89fRX78st49398ZE/ReTBpZ8vwRHxPrDlwTtR+pPxw8Dzu6Bdk9RpXJ/CKOh2eXZ+J2DQf/HN8hJ03QimUaEgnVb9CTvhGiRW52N+fJUp7pfQGI4rKrkna1xKhhYrY3ltccC0Iaxtb8PyPR+GsUXEuBtmeFwAY0MULU2K7SbqPUhOMSbVk5NAa3u7WptUMFYPBgJdeegkJCQmIiooCAJSWlsLFxQW+vr5W2wYHB6O01N6KB0x5L4sWLXL05Zoh6SvCR2lNExZuzkFcDz9ofdxli59p1CrMHBVGXCod4uOGwT398PHO01i7v8hKYZdNMM2StorLW8K5mlQBT44Kw/yJ/D9E0pXw+/cNshqsuAY3Lv7790V8/nAc3tliXT3Bh8EI6BwYT2pqMWD6N4fg6+GM5VMGIjFSK6jsevRCNR5ZcxCuTmqMjQjCtBE9MSJcGaNFiRCAnFCk3PCNnOoXtk7UQr8/W2w9XYwUvFjDJTWnBHM3HpdVwcggtFCRq0YLmO6d0CLg1V+Osfae4vN4nyiuxajejaKNFGYB09BswNykCBgBXKpqIPoOSLVklKAjq6Hb0mqGynPPPYecnBzs27dP1nHmzZuHV155xfx3TU0NunfvLvfyWOFafYrlu4zz5odT7ODEhphSaa23K6IXbkcjS1iiVKATblvF5W2Rs5qUshKWUiVUVd+MM1euYf/csThUWIHP/zyLtDP8XhigdZQjq+qb8fT3mXh5XB9ig7upxYBtOaXYllNqNnTkPLNKhADkhiKVCN9IeRaXbj2B1WlFdq9L7UQNSPcqCUkbSIFvoSJHjRYweX7m/5ojuH9dkx4HzpZhdN/O5tccEbpmu++MoUriVSbRklGKjq6GbkmrmFpz5szBli1bsGfPHnTr1s38ularhU6nQ1VVldX2ly9fhlbLHi5xdXWFt7e31T9HILWviBDM4JSaw935UgimVJpkjXv0QjWrkQLcyGXgqgxSMlNeLsxq8p3JUZg5OlzUKkFM5YmcKqG1B0z7xfcKwO0WAyYfrakcuXZ/kaT9GENHzjOrREM6uQ3y5FaOWB6H9FlcvIXdSGFgBAvFVOZJrVzSG4xY6IDWEXwLFVLBMa7tDhVWoJKwz5ptzo2SDRUB5Rpsrp4xFHdGkI0PcnGkt7s1caihYjQaMWfOHPz666/YvXs3wsKsB4nBgwfD2dkZu3btMr926tQpnD9/HvHx8Y68NEGk9hUhwXZw0huM2H+mDB9sP4n3U09i9d4CbDhyEWvSCvDr0UtIzy+3G8jklErbXgtXJ1ylBvb2wLzkSJxcfBcWTOyPGfE9sWBif5xcbF/CKacZWFV9s/k+khp5byRHIsTHjcjolIvcxprzNh6XXOquRAhAiVCk0uXSfCzdmos1+4oEtyPtRA2YDOmvBAzpr9LYOyab8uzIpQ1IEFqoMB4EPviEycQUAthWMCkZuib1zpAk1OtaDBjZKxARwWQNKeXgaG93a+HQ0M9zzz2H9evXY9OmTfDy8jLnnfj4+MDd3R0+Pj6YOXMmXnnlFfj7+8Pb2xvPP/884uPj27ziR6neIFwwg1N1gw6vb8hGdQN/cqzW2w3zJ/bHlZpGnKuoR3c/D0RovZA0IBhrFUjG5Pq8SqpStgZ8eg8k1SxyVyDMfdQbjIgI9kJuaS3ntrNGh8HdRSNJxEwqnVw1uNYkrWdVZX0zMgrKJTXzkxsCAJQLRfKFb5iE10uV9dh+ohQNzXqEBXqKrkxKyS4R5ZkjHW/WHRAWQTQaTdvNGmP9rEsZ06K7eSP7InfBQvLAEGzLKeFNDpaqRgsAgZ1cia91aKi18reSoWulCgtIct9UKsDdWcPZW87d2TSeNTTzG0Wt5e1uDRxqqHzxxRcAgNtvv93q9bVr1+Kxxx4DAKxYsQJqtRpTp05FU1MTJkyYgM8//9yRl0WEEr1BhNiRW4pvCN3xpTWNeP7How67Fr7PKydHhGmcuDHzIq41tSDY2xVxPfwR4is/sdgWJbqZyl2BBHm58SaNAvZGHuMde/WXY6iTaESQ8uSocHy0S3rZQXq+NENFTkM6BiVLhNmMVq7E+X1ny0VVJukNRry5STivwhLS8eZwEZnn5XBRhZ2hImZMU8Ekvz8vOZL1d6UC4KRRYUt2CbZkm0KCfPl3bL232Iw/28oog57cg/foSGvvr9jnhW+Ro4R3Rij3zbIKSaNW3dDq8nQFVEDZtSazQQgAL/501Hzv2ego3m4SHGqoGAkEItzc3PDZZ5/hs88+c+SliEZqXxEx/PfwBQcdWRwkqrlStDVSc0rw6s/H7Fyy3x+8YD7v/Lv643Jto+ySS6WE6cT0vLGEkahfsy8fO/Oucm7XN7gTtjw/2u4zJkWF4Pilany2J1/UeX09nAEjWVgnxMcNz9/ZBw3NLTJaCkj7NchpSMegtCS/JSSJ86SVSYcKK1BRpyM+t5uzyvz7Eyph9iD06rBtNyzMH1pvV8Hwj7ebEw6+Mc78XdguVDIKynD6ch2abYwIoeRgy95bbLAZip6uZJ/3zojO5u/d8h4mDwwhmsyXbj1hJyRnuciR650hCR3lldRi+rM3xj8hkc6VD8ehqy93cm9783bLgfb64UBqXxFS5PRxUBqlVHMtIakuKKluxJyfrL1ES7aauj9/LKL7s5LZ/SSTIRdzkyLw4n+zeLc5ffkaZ57HyPBAIkNlfnIEgrzdrFZXK3efESxZZ77necmR0LUYJIUM48PFe1MY5IQAGEhDkWIk38UkzpOIk4kNsQzs6ost2cUoKqvDj4fOWxkStl6KqbHd8FtWseAxp8Z2s3tNo1Zh4aQBgr/L9++Ltvt8zEJl0e85OH25jnNfJv+OrVSYDy5DkdTD+MSocOgNRnyy6zS+Tiu0Whx5uGjQ0Ky3CplZPi9PrjuMnXn2z6TlIufV8RGyvHmO0qRyhJJ0e4QaKjwwLnk5OipceLk6twtDZfaYMLvVjxxhKmb/hZul9QEyAthyvBQ7RHR/VmIQsJ3YZo4KxTf7yZoiBni6YOk/orD/rHA5MsAtbjWiVwB83Z1QxZOv5OvhjCdGhdt9Hy+O64t+Wi9WfQw2deTxA0JEGyq+Hs4YIbEVAwNpCIAPocFZbAhQbOK8kDiZ2LDx4aJKHC6qZH2vpNrUHPCT+wdhUlw3jOwTCA8X7vwFwDQxj+zDblAmRYVg1bQ44ufEknd+P4G1+4WfGbFtO5SosDyYX46Z/znMWuHI3Kv74rrBw1Vj9bws+f0Eq5FiCbPIkePNc6QmlSOUpNsb1FARgOkrsmLHaazcc1ax456vbFDsWHLYfKwEryX1N098bO5XLzcn3BfXDeMH2Muxs8Go+MpBTPdnuYMAlzbCE/E98XPmRdQ2ck8K/p7OSJ93J1yc1PjhIJmQE1dly47cUugEYvLLp3C3C2Ce1Yz8cqQXlAEwtXpgE2xjQptiJmi+c4uBLQQgtukd1+AsJQQo1gMiVMEk5d4K8cLPx7D5eAm+fnQoPrx/EK9X5MP7B5m/J7ZFh5jnhEEo78oWrnuqNxjtzgtA9r36hGBs3p9fhn2vjzV/xpTsYnxNkCPILHJeS+qPS1WN2JpdIlqCv71oUnVUqKFCgEatQkLvQEmGyrThPRAW6In9Z69i9ymyFXdrYrn64XK/1ja2YO2BIqw9UIRgL1eM7tPZbmViiZIVUyRuZDmDAN/EtubAOSRGBmHn9QHa8r4wV/PuPwaaP7+cyhaSUBmb98sWjVqFhD6BSOBYUVtux4Q2hVayPu5OeG9qtGL9qmxRIgkakB4CFOsBEdK+EXNvxbAz70aOzKppcXh7Uw4u197IhQn2csGiyVHm74lr0bHs3oG4O6YL0XMCAFuyikULlLHdUzZF3JV7zsK1lcIUlmOdrsUgGKa1JO3MVXy9r9DqXno4a5A8UIt3p0QLhlraslfUzcDNFchyIMwqSex6cmJ0F0yPD8Wfp9ufkcJwpbaR2P16ubYJ/8u8iG/Tz2Hx1jxELNhmJ3SkZMUUicaEVGE6koltV94VfPpgLLQ2ejVaHze7pEGp4lakQlw//31Rso4JG0JaPL4eznh5XF9kLhjvUCNFCREtQLrAl9jfNtv3rDcYkZ5fjk1ZJt2jxEitIjpHtjA5MklRITgwbxx+nDUCHz8Ygx9njcCBeeOsjJRnvs+081TUNrZgzk9HMeXz/UTPkt5gxLzfjou6RrZu5owhzqam3SSymaccrtQ2IjWnBLHv/GGXDMzHn6fL7O5lQ7MeGzIvYffJy4L730yaVG0B9agQYrlKUoGs9oGppvnPfvKeMW1BkJebZIE7Npe6qbrATXb4h0HIQyO1GoR0Yrtc24h9r48VzNuRWtlCKsTFp2MiNnTCwIQBDhVWoLS6ARV1Ovh3coXWW1pukpjcJqUlzqWGAMUkzrN9f6k5JVi42brHk9bbDQsnRZqfG8t7m3+lFitFVndZwuTIWHZxt4Rk0ZF5vgr939qGTx6M5TVCDxVWoFZEA1TAvpu5oxRxpVBUVkfcJ00II0yeVdLk4Y6mSdWeoIaKCEiTa5nHlamyUELG2EkFtChs7DAltcPC/LElW7iSgA/LCcVUXRCpWE8REg+NlEFAzMTGNSnYIqWyRUyojE3HRErohN2wkZ4oK6XpntKVEHJCgCS/bbbvjytkV1rTyJljtf9smSxDRShHhnTRoWsxCuaBiQ3jsnUzd4QirhTcnNX4am+Bose0VPYmGR9ulSodpaGGikgsV6BXahtRVFZ/vaTQYjVlM0CTDqBuzmo0WqgNBni6YHJMF3i6OuHT3col8gL2xpTccI3thMJUF7DpqIhBrQIq68gGObGDgKMS3MRWtoi799Yzu5TkUaVyQsz7bs1l9YwI6WooXQkhJQ/A1mDb/ertyLpQRaRMqzcYMXcjf1hk3sbj9qttmQsOoRwZscbFws0nOD0CYp7N6K5esg1xR9IooOTKhp+HMyoJmr+K+YwuTmo8lhBm9rT9Z18hcktrUK/TY2ioHx4dSUNAtlBDRQLM6ppxdfcI8EDFtSb4e7pA62OvuEo6gB5dMB5ZF6qsXOcpx0scokjra1OKOCzMH/6eLqKEqmyxnVAYo45LmVZIHA0wTbjPrT+KL9QqojwJMaV6jkxwExK3smRYmD/xgGipYyIldKKUMB5z/hlrDiKDJ4eIT1dDaUNRbAhQyGC7bwh/V/aMgnLBDuZs4boyQsObC75cKF2LAX8TqtcylNY0cXoEhoX5w9NVQ6RnolErYYi3L0h+k4C4z8ilgAwAf+RexrspJ82qwBQT1FCRyKasS5i38biVngHj6rYdkEkHUHcXjdVgwdUeXgma9Qbc1vdGszCNWoUlk6Pw7Hrp4Rq2CUWjVmF0385W7dcZ4nsFYEtWMf75v2OcHZ4ZpIhICaGU0iljsJbWNPIarFxo1CosvXeg4L231TERGzpRMidESA7cEi7XuFhDkSQHhjQEqITBlp5fzvu+5XaWhoqciZtPvZekjwwXXB4BjVqFWYRtF45eqMKDX6XjgaE9rHKcSBVxOyKW4XMSSBSQjRC/aLjZoYYKD2xxfI1ahfEr/kT+VXt3NJ+rW2wOhWnQKVL8MzFca9Ij8u1UPGVx7uToEMy+KE2VVarn4e6YLvDr5IJHvj7IuY3YOLAY5Ca4bTp6CXM3ZrM2CBPK0bCE5N7b6piIDZ0o2VhN7DPCNREODw1AeiH3hM8YiluyijH312yrhopab1csnDSA9bfGFwJUzmAjswgKrlo3ppTanoNPvVfKd2IJn/H0/J19sDqtgCiEm1FQgYwCk0fH8vknUcTtaNiGz4UQK2z31V7yRPKbHWqocMC2Olm8NQ9qAHxrf1tXt+Uq8PZ+wXhpXD+sP3iON4dC12LAVxIGnWAvV1y91kS8ojKyrB7nJUdiUDdfu8RIIeSU1pVdI1tpOSrWLTXBbdLKNN7OskI5GpboWgwI8nLDmD6BOFRYjkaLzGmuCVls6ESJnBBdiwFfiegKzGA7EQqt/i0NRa7k5NKaJs5kUL4QoFIGW3x4IFFS7F+nr0JvMJonM5IKwukjuqO0ugl1uhY0NRvQV9sJvTt7QddiYB0vxHRqtkXr7crrEdCoVfi3gMgcG7bPP5cibkfFMhfxWmMLXv7vUZyvbEAPP3eseCAWndysp1exlZVGiJfUv1mhhgoLfKsTknQsZvVf3aCzi0Vqvd3w0LAeGNzTD0FebqyW+BsbsyXl2y2aPABHz1eKXlnZrh6To7tgQlSIXVnlrrzLSDleIsrzQJJUSuoKd2SsW6wM9ZPrDvEaKQwkvU+4utOOjeiMJ0f34gwhiQ2dKJETsu4AWVsBS/w9na0mQqHVf99gT2x6bjSyLlTh8bWHsOcUfx7TXLaEVR6USuId0SsAnVydcK2Jv3y3TmfAJ7vO4OXEvubXuKqMLL0Qls/FkfNVANiTnkkMLz4WThoAwBSi4gqrJUWF4La+nfHXaf7vgg3m+bdUxP38z7PYTxg6a0+MjwzGxOgQq3tku2A5VVqLqIXbEd3NG5vnjDa/LmWhpUTF6M0ANVRskLs6YdiZW2rqFWPzemlNI1bsPG3+23a1rDcY8TtPt082PF01+Pf/DTIfw0ldhBYRIxfb6pGtHPcfsV1F6XXYroTTzgDfZZy3c2ELucLFxoH5kNtnhjmGUBKwJXxhK65J2whg18mr6B3UiTPc5eKkxp39+XVbLD1dSiQPHy4SP7ksmRxlnvRIfl+nL9chftkuoo7QAFBV34yM/HIilVVAuSRejVqF+4d0wzcEMuwf7zqDfsFeSI6+4fmxrSC0nPzE5NBIncx8PZyxfIop4XvUe7s5DSaGMX0CRRsqtmFbRjl5e25phzRUhof5Y3JMV/PffF7V7Is1mLQyzWysSFloUUl9EzT4ZYPc1QnDr1mXiLwijPs6NcdknKzcfUaUUuMLd/RC9tsTkBQVYtZ0EGOkMPANdpaqm0fOVeKxhDC8MzkKM0eHExspluzINUmBMzCucAB26qBi48B8zPr2MPq/lYrvMs4j7UwZvss4j/5vpVpdCwnvilBLZWBbTZHmSug4nofUnBKzvD8biZFBVitvJdQxPVzErW3uHhiC5Ogbuhqkvy9SI4XB1DuGDKlKxmzcYZGQLsSz6zOxJasYa9IK8NamHKxJK4DeYER8rwBMjulqnsjFPBd6gxFGQhfXtOE9MOeO3phzRy/8MHM4jryZCACsCral18M2zLgEyJN3t33+O+IEbPtMXGtsEfSqZl+swbXrgnnMgowUFaikPgM1VGxQwtXm6qQWld8BmNzXuhYD0erMksiuPuZcGKkdiwHugSM1pwQJy3fjodUZePGnLDy0OgMJy3dbDWC2NOj0gr1BGClwBsYVziZV//H9Mdh/tgzT1xzEgt+OW+1HihjDSQghwS022FZTUiXfAbLEvJxLNXYy6fOSIzF7TJjdRK1WmXoJCSUPT43rxn/BFrg6qfDxQ7FWrznOlU1uxCphsOkNRny88wye/uEI8XkBYM5PR7F4ax5vCwrS5+K+L/YjbvEOfJch3AxTrQLeumcA/jmhH/45IcLsfZq78TjrM8S8tuj3XPMzpFGroJG4VrB9/kmMRSmoYOp55Ahsn4mX/0smG8FsxyzISD/2U2OongoDDf3YoISl/8DQ7vg2XbgduiVV9c1Yd6AQ1SJWkpbyzXI6FnOtHqWobgLkHgdGCpyBzRW+Zl8BXvg5y7wNV/iIDzGGE0kYiLT5IEMIR9hKTq4ESWIeV8jppXH9UNvYgvSCcjir1ZgS2xVP8HjHLBnZOxAeLhqrsnwuVtwfI1k7RSwVdU2siaZczEuORHpBOeuKOLqbN6/BxtZcTypyQjnZl4RzpBjYDK+Vu8/wfgbbsM2hwgqIaI8DgDtsSyINIIX+Id74R2xXRGi9UFGvQ2AnV7z6c5bs0mhb7yQAnK9sINrXcjsSBWQVQHVUbKDmmg1yXW3R3bxxl8QGbr8fEydjbzmQyKmIYRvESFU32RqbkXoc2LZjcmMmx3TFN/sLsDNPvhdEjOFEAmnzQcA06HCFrcTmSliG4PafJQt12D4XTPhr/aELKCyrx+kr17B8+yk8t57MM6BRq/Dh/YMEt5s9Jswq5MMwPT4UKgespNcfuoB+b9p7J7hYlpLLm1vAdRy+5npysAzxOcKYi+3hZ/f8rPqLTMafeYakjjEPDu2BLdnFSM8vtxovuLx7JHDtkltSg6UpeXh07SHkFlcjoXegOVlYDoeLKu3Guh5+7kT72m6XFBWCfa+PxY+zRmDF/YPwRlIE7o3pgvGRwZifHIFTS+6iRooN1KNig4uTGjHdfZB1oVr0vuP6d8bXjw6D3mCUpJNwsvSa6HMCMHsfxMJXsSNVdRMg9zjwSYEr6QWRYzixQdJ8EBDWURGT3MqnZsmH5XNBEv4i8VIxpaavb8hGdYN1xUsnVye8PzXaKmnUEhcnNZ4cFaZIwrotpEJZUnVUmHCbI7BMaCd5LsSggmlRsXDzCUmehYKrpnFJ7Bjj5+EMI2BVPODhrEHywBC8O2UgXJzUdtIAJy5Vmyuc+HhoWHf06twJG49exIniWrv3bT1VMxNCsUZkWN0StoTtFQ/EImrhdsF9VzxwI/wptXmoUgiJJlq+H9jJFTCalJRJmow6EmqosDCqdyCxoeKiUWFEeAC+nD7EPGGK6cZqiU4vrd058xCRdiwe3N0XKrUKiZFBeDyBvST3AOGK/cDZMjtD5Y3kSKK4OZ9nQmr4iA0lDCdb+JoPRnXxwvyJAwR/2KTKuLtPXhZUs7TF1uWudPjLXGpaUH5dodWI+PBAjLieEMrH/ImRKCqvE7weqXwpIJQlVUdFaodxUgrL67D/bBnS88sR080HmRIWS2wYQS4Fz8bHu86isVmP15L6Cy7AnNTAA0O6o6nFiP9lXrR7v75Zj/9lXsT/Mi9iQBcvTInthunxoeb7PH0Nt/CjJRcqG7BwUhSWpuTxbscYnOMitbIMFcCUsG1pqHRyc0J0N2/ehNrobt5mPRWle2yJhW2x4+/pgntjuiAxUovKOh0Wb+VeDIkRsFQaGvphwbKfCh/zkyOQt/gufDtzuN3gzsQivdzISl+dJWSpqXAj/4HpWEyyz5ELVfj7XCWWbTvFmswHANtPlBJdw2GWviKMx4EPPilwQFkvCGmoRkxIBzAZK3nvJGH6iB4Y3ScQ00f0QN47SdjywhhzBYcQQsmtryX1F6VmCbBXSikd/gJMBnlC70CrBE3SFdfqGUOx8sFYeLk5Zq207kAR53tSc4Mc3Vxvw5FLeOTrg1i556xiRopSfLm3ENtzSjmr8xhaDMAPhy6wGim2nCiutUsoJl0shAZ4iDI4B/f0g7+n3CRb+0+9ec5oRHfzZt3aUkeFKTe3vV7G80MaspQKI91va4RU1Onwzf4iPLQ6A8+ut3/fkhKWSrDWghoqLIzoFQBfD2febXw9nPHEqHDegTkpKgSH3kgkisk/M0a8+qAR1pMR45L35DEAbH/XbD+UlOxinL1aR3QNh4oqWR/c1TOGchorJImwYgYsIZQwnPiOvfjegfhu5nAsvneg4DF0LQar8lRdiwHzkiNxcvFdWDCxP2bE98SCif1xcrEpTi1lFa/1cbNTw1U6/KUEd8d0QdZb47FgYn/Fj81mQDOQ5oDUNDRb5VU4urleQ7P0LuOtwYJNOUiM1LJW58nBcgwSs6ggNTj3nrmK0e/tltVwFQCnntHmOaORs3ACEvsHoZ/WC4n9g5CzcILZSJErQyAXsdL9fDAClmy5iY6Ehn5Y0KhVWD5lIK9ktG3fFS7cXTR4LD4Ua3lWeImRQXgxsR9+ybwkelLS6awfbtuOxXU6PWJ7+OJf20/xrj4Yd7lGrcKbm3JEXQOX8urqGUPRoNNj6dYTyLxQhfJrOgR6uiDYy1UwxKBE+Mj2WrhCNWIqiOQg5PplU8YlXcXPuaMX+gR7ccaSHRH+UgKNWoXHEsLw9b5CRcMqHjzPFmkOyG9ZxfgtqxhabzcsnBSJxEitpNyzm4XyOh0OFVZYVeeV1jRiwW/HrXowSYUJ0wjlfzGLClKD86/T5Bo7XPi6O2FEOHefsU5uTlj9KPsYolTLBjb0BiMy8suv6wiZChFGhFt7c5UOWTqq7xof1KPCAeOd0Hq7Wr2u9XblLMtlY9LKNE4jhUlmXT1jqOgae4YXfs7CHf/ag/1ny6z0Dkb37YwVD8biqxlD4KJREyXmPbrmEA4VVojWgGEeXDb+On0Fvxy5hNziWlyuacKJklp8f/CCoNCaI7wgXKGa1jJSpLh+SVfxCb07W4mG2eKo8JcSSH32+Zgay633QqKjYglTjr8j90bo41aFMZyZ6rygTq6KGCnAjcmazxvbN9gTnz08GIDjtFjYWD412kpd2dYryodSLRtsSc0pweAlO/DImoNYuScfK/ecxSNfH8TgJTusvNyOCFk6OgxqCzVUeEiKCsH+uXfix1kj8PGDMfhx1gjsn3unKCOFL9EqMqQT5k+8MfAxeS2+7vxhJ1sKy+vtHlDLUsSMAsJ29IXluFhBFvKxhe3BZUo5uZR2hUqM5YaP2LAM1bye1B8v/JiJCR/txax1h80Kkkojx/Ub092XN4/DMk/JkgadHgt+O24WyQPgsPCXEjDPvruz/CHJw0WDkQJy+lJKY+dd7yn0xbQ4ToVRR86bLlLV1gQQc1Rbw1mMIjAJzGTNLCoiQ7ys3j99uc6c0yLW4OTijbsi8ERCKDq52v/OfD2crRamy1JyEbFgm6BonyVKtWywJCWbu0y+qr7ZSu08sJOr3TZycXQY1BYa+hGArecNCSTyyjnF13CtscWqy2ZSVAi8XJ3xCGH2uyXMAzp7TBg2HyuR5O6b/5u4sA+D7YOrNxjx9qYTgvsJVZow4SO5/XlsIW0kxgfpdUl1/Qp1GOZqL8DXY4nLrU5i+DGft+DqNTQ2G9BX64XenTspVmJ59HwlGprlx+k/vH8QcSIzUxqbUVguWIXElOPbhj4qrjXB39MFFXU6LN7KX4UiB51YtbXr+Lo7mcvILY/A3KEX7+yDj3YJxwVtm0taH0UZLCfrj3aeQm6JcOkxALvfiVplujKSW5ZbUoOPHozF/ImRvFVsYvovWaJEjy1LUrKL8ex6YVVcJiSvdJyS/TlwLNRQcRBi5JVtY5sjegUQlxqzIUftUexgyKU8eaiwApdryTQbhEqMGS+IUohpJMYFacNFQJrrV6jDMGDdZp7ruizZkXsFiZFByHsnidjwY3QV3k3JxXEbJVS+jr5iSckuIX5uVQA+vn8Q3v79BCotdFyCvVywaHKUqPJJpmt2ZX0zUbl0er5JN4htAbMp6xLxeVuT+F6BiNB64cdD5610VJjnJzFSi/+kFwnqJlk2l7xx7ACs3HNWkeu0nKx1LQZ8JeCF/Op6Xp2tFktPfw/0DfbC9G8OEZ23Xmd6hpgqNlu5BeZ6pGjvAOQyBCTGfmpOCZGRAtwIyZfVyVPltYXtOXA01FBxEFLklRmYUmO+ZN72AF/DQDExTDGVJnIFk8Q0EuvEEXIRK5wm1vVLMiiqVMDuV2+3MjBItVIAEBl+pCJzQitKIfQGI+b/xq+CbIkRgF8nV/y9YDyveJU4yAz0gqv2K3zA9BmuyJRpdxTbckqxLacUXm5OGNTNB+GBnpgS1w0jrxtceoNRMM/CSa2Cj4cL9Aaj1T0eEW6qkOQzcpw1KjQTLIAsJ+t1B4og1GvRCGDexmP49/2xZoOTQYzRODRU2GMuNyGWz/NDauTrDUa88vMxwe0suVLbiEBP5UI/XIrTjobmqAigNxix/0wZ3k/Nw0s/HcW/tp+0SlzlQqq8MgOTzOvj3n5sSdspgK0MlkFMDJO00kRKfNgWsY3EbJHScFFst16SQdFoBNYftO4npaRWCpfuAh9SSywPFVaIFiTbmHnRqt0CqW4NF6TaSekF5Xa/fSapUUh8rK2pbWzBsYvV+DWrGI+uPYT3U03Xm1FQLti7qcVgxCNfH8TIZbusEjWZCkk+Pn0oFqeXmMrvI0O87cYRtoaYfOXllmzJLmEdi0nHHxWAh4b1EEyOVSIhlk+GgIQDZ8qIemxZEuTlpkh0zsNZjc8fjmszaf/2Mwu2M/QGIz7ddQZf/JVvlwz62Z58+Ho4Y/mUgZxuZinyyrYwsfAVO05h5R6yvhyOoJOrBl9OG4KhYf44cq6SaAU7LMwfwV6uROEfkkoT0viwkMdFjqcLkKaYK9b1K3VQVEorRarugtQSy9Jqsu/EkjoJHbT5KCcMU1bWt1iVZnI17mzvWP5unDXk+V6Xa5vsGpIyi6qFm3OtwtW2SqYzR4dj5uhwotwuvvJyS5pajKylssPC/BHi4yZoaA/s6o3oRdsF1WKVSoi19fyIYcNRYRE9S5gk+y3Z4nrIsfHiuL6cbTFaA2qosJCaU4JXfj7Ga70yiatcpcpi5ZW50KhV+OeECJy6XOswyXEhrjXpoVar4OKkJk4s1qhVWDR5gOAgTlJpQhofbjEYsHb/Od5Bp4efO06VsrvvLeHydEk1BsS4fqUOikpppcjRXRBbYglAkhDX0FA/0ftwkZJdghd/ySLenglr6g1GLNzsWEVRR/NVWiGeljBxvvhTFnLfsdVOsjZtG5v1OFxYAS83Z3PPmMKr17AuvQiV9aa8kLQzwM68K3a5VlNju+G3LLIJli3MbNnGhMvg7hngztqBmi2UqXRCrBTEelOYkLwSFTpHzlXKPoYcaOjHBmaFRPpQzN1wHPvPsIeCSOWVSVg9YyhmjQ5zaPkjH2yDAVMC/WvmRaxJK8CvRy9ZKXkyKy1XjhwS0hJj0vjwmn3nBHVK+DxYlnBtJ0cxl9T1KzZUxKCUVoocjQQpnX/9RZZPqgA8OpK8LFVvMGL/2TJ8sP0U/rX9JFbvzcevmReRnl+OlOwSPLs+UzAfwhJm4GeqfjoyRiNQ3SjeUGxqMWDf6asAboQJbRseVtY3Y83+Ijzy9UE8suYgXvwpCx/tOms2UhjYpNlH9gmEG2HuGddEzJS825aSe7s54aP7BuFCBb8nzzKUSVIKTZoQK5WhoWSVNu7OGqsFNONdkjN38KmdtwbUo2KBaYUkXFJrSVVDMx5Zc5CzYdPmOaNxrbEFL//3KM5XNqCHnztWPBAr6ElhY/7ESPy/CRF4Y+NxbD52SXK5ohRsBwO+REvLe5EUFYLcd7TYd/oqVqcVoLqxGYO6+WD+xAHEJcaF5dK0XSxhMvLlerrkKuaSuH6lVgmQdHUm8WBJXYGpJK4otd7izvfUGPIJITWnBHM3HudM9iRpb2FJgKeLucJNrEGnguKVoopw9ZpOMCGWjdVpBRjVt7Mi8uyMNDujcK1Rq/Dh/TF4dj2/R5ZNQ8gSy1Jyy5D1f/Zzl/0z2IYyubyiKgBPjCKvepNaEPDoyFC8uy1P0KjOXJBo9Ru39C5JfQanxHELKLYG1FCxwLRCkpa5X3p9VcCWXMonr8wFVztuFyc1Prh/EN67LxpvbTqOHw5ekHS9YrAdDJgVFNcDX1JtUvL8/OFYJEd3gUatwm0RQbgtgl9wjIvzCvSfsRx0Ns8ZzVmiLOTpUsoYAK7LXxeUY//ZMhRXNaCrrztG9g7EiPAAyVUCfK0C/D2dofV2E2xfQBrft2XiwBBJK0ox57NNuuSDJH9EjCcFABZblGaKNejao5ECAJ4uToItQ9iobmxWVJ7dVpo9OToEsy9yG+wqWFcc8snJ24aspeaBzUuORIvBgDX7biSyGwGs3V8IJ7Vw1ZucDsouTmo8JbCAmT0mjPW3zXiXbBeXWm9XVNY3c4pyAoCnqwYjWUq2W5N2Yah89tln+Ne//oXS0lIMGjQIn376KYYNG9bq1yHH5W2E6YfD1fdGDCnZJXhzU45V7N7WY2NadYibFGyt6RAfNyyY2B8pOaXYks3eEZNtMCBdQc358ShWQkWUhMW1ytAbjMi6oEx81HLQkePpWjVtCO7/8gCOnKuye480nMW10v/sz3x4umjw1JheeC2pv50+BMnqy1IkLyW7BOXXz1FR14zvMs5z6r0wMCswMROXh4sGHz/IHi4TWkGS5BPEhwVg3cxhxIaQI/JHZo0Os3qWd58k6zDe3pka1w2j+3a+nhB7gnixNqibD3bkKnsPiivrAdwwKuYlR2JQN9/r4+GN34rteJiSXYzXNmRbyfmv3HOWs+hBah7YspRcKyOFgaREX6pgnCVyypy5vEs7ckt5f+v//j8yAUVHojIaxa4plOW///0vZsyYgVWrVmH48OH46KOP8Msvv+DUqVMIChJegdfU1MDHxwfV1dXw9mbPByFl/5kySYqwtvw4a4Tkhk18Ql8qwMpjsyatgFgJc95dEXg8IQxHzlWitLoBFXU6+Hdyhdbb9LBuzykVNI4Ak+DVQ6szRH0mod5IbKsM5od3e79g0efjYsHE/nZhFy7PFRcp2cV2g6aLRoUR4QH4cvoQIk8KaaWIr7szlk/lriwTgk/vBRA2qv75cxb+l0mmR8H1HfN9t7aDKls4McDTBYsnR4muOJDynPIxa3Qo5k8cYP6bRJCvI+DpokH2wglmPZUDZ8vwy9/nsTlb2ADJWTgBY/61R3ZXYkumj+jBqvHD9zsl+S5sn09diwERC7YJJseeXHyX2TiWso+c8/EhV0/KltScEsGqLUdAOn+3uUflww8/xKxZs/D4448DAFatWoWtW7fim2++wdy5c1v3YhQyGqV4ZvQGIz7ZdZr3B2cbx50eH0psqKhVprBRdYMO76Wesnogme6wh+ePE5y0payg+LxMQquMM1euiT4fG2zJp2wTI9uPkxkUNhy9iNxi+4ohnd6ItDNl+Ov0FcEftZiVflUDf2UZH2L0XriMq3enRGND5iVB79nKB2M4jRQxK0iuFZ+U1ZySTdNeGNsbr4zvZ/6bpAqNwdNFo3gptZL8+/5B0BuMeP1/x7D5WDFx3ltiZBCOX6pW1Egxwf5dc7UyIVU0th2DpOSByRF9U7qDspwyZzaU/O05gjY1VHQ6HY4cOYJ58+aZX1Or1Rg3bhzS09Nb/XrKrimjLCkmdq03GLFy9xl8s78I1Q3CyWyWcVwXJzUiu3ixTp62XKis51zJM91hhSZEvcFIXDLIdc2WkAz4f566SnSOsAAPFPLkstgOOlx5Njfya+Lg5+mCr/bm489TVwUna1sjkgsplSJMMzwxg4YUvRdbXJzUeGqM8GB+d0xXu9elSo5L7a1li1JN03w9nPHiuL5Wr5FMOgDw0NDu0KiB71shj0wsni4a/Pv+QTh6vhLP/CCu6onxxDmiZQBfVZ2tV2VwTz+8uYmsNxnbGCQ2jCJH9M1RHZSVRKnfniNoU0OlrKwMer0ewcHBVq8HBwfj5MmTrPs0NTWhqemGQVFTwy+HLga5gxtX3xsuhCoSuLBcLU6N7YbcYmGvSnc/D8zdyC9T/uJPWfjmUWerRlyWHCqskLyCYlvhkq4yvNw0uNao5zUWuIwUtkGHJM/mufXc+RJccBlklkhZ6VfWN+ObfYUI8nY1dUK9rknBt+pRQvxN12JAkJcbBnTxwgkbY1goJq70CpIPtgnMYDTCx92ZyPjnY1A3X/xnf6GVa510Mvnp8IV2m0B78I1x+HQ3vwfXEheNCvcP6Y75E2+IsyndQZdPh4TN+ynWW8X222PrE8QVRpEj+uaIDsq3Em0e+hHLsmXLsGjRIocce1iYP7TerpIqf/j63rAhVDnDh+UAQSpEVN2gEzSImloMeGTNQfh7OuMfMV0xLlJrNRHKcaezDWqkA/7gHn7463SZqNK6zp1c8NSYXnh0ZCg0ahXS88vNE5nBYBSsVJA6wQjdI6mDO5c8O1ccWa74G1tuiQpA/xAvTI3rJhgTb60VJNsEJqUE08eiw7Alf52+ir9OX7WqzCCdTNqrkQKY2i+Qhq8AU3hzYnQXqzAhU61VWt2oyGfl0iHhGivFhtS4fnukYRQ5om/tQTCuI9Omgm+BgYHQaDS4fPmy1euXL1+GVqtl3WfevHmorq42/7twQTm3qqkZ4ADhDVng63tji1SJcsBaxwEgEyK6s3+QKAn+ijqTUNNDqzMw6r3dZiEmKZOsCtxaB6QD/ug+nfHFtDhofcjPf/WaDit2nMK//ziJUe/txkOrM/DiT1l4aHUGnhPQZpCD0D0aFuaPTq7KiSeVsohlAfLE35jcEttB1Qggt6QWV2obBRP3xKwgLQXZPth+klNA0RaufkRiflchPm5YNS0OmQvG48dZI3BnRGfW7SyFA0kE+do7f+SWEoWvLPn8z7NWvXCYai1AXnofW68fBjljpSUhPiZPW3p+OTZlWQtTkiJH9K09CMZ1ZNq86mf48OEYNmwYPv30UwCAwWBAjx49MGfOHKJkWiWrfhhIQjL+ni6YMaInwjp7ik48klOR8PnDcawVEFzVFTNHhWFLdolkrQPmE30xLQ6JkVqMem838QrKcl82A05sJjzj4t9/tkyx1vJK4u/pjE8fjBMMy2zJuoQ5P2Updl4m5Ljv9bFW55NS9aNUdQLpcT55IBZvbs6x+60J9dLSG4wY9d5uUc91J1cnTI/vAX8PFwR2coXWx93qOxLz2f/9x8kOXfUzpKcv/mYpryfBNuxH2mXbkqlxXeHp6iRYsaJU9dbsMWHYfKxEMHGeBDGVbEruezPSYap+XnnlFTz66KMYMmQIhg0bho8++gh1dXXmKqC2gMmAthQPGh7mD7VahbJr/JMQCVJDKPHhfpxlmlyx1iPnKkW5eG2x1YcRo3CoFRgIxGbeM8leSlZ0KEl9U4tVeTvXQHh3TFd8uOs0Cq4qkzhnhH1+jN5gxBMJ4SipakROsX0eF1dpstzcEst8keSBIZz6PAAwNiIIc346yvqeUC8tKUJj15paMKZPEGcOkZjPzpWIqQSuTmpeAS6NCpAjSq1WAT38PSQbKrZVW8x4yaUtZIlY40Dub93TVYNpw3vgq72FduMVn0gnH2LyWpTc91amzQ2VBx54AFevXsVbb72F0tJSxMTEIDU11S7BtrXRqFVI6BOIhD7KK/JJzVNY98QI3vfZYq1KTOqWEyGXwqGvhzMejQ/FsDB/UcZcbA8/eLict+utpFIBT3GsMpRO4lOKxhbroZBrIEzNKVHMSLHkSm3j9Sqys1i7vxBVLImk7s5qvPePgZjEIYktJ7fEpMVgLRjm4aJGQ7PBqqpErQLGRnTG7pPCTTYXbj7BWvEk9bnef7aMs/xS7Gdnm3T0eiPeTWUvBLBkRLg/DhVWsK6sDUbwLi7kds64s38QNh6V31HXsmpL12IQNFIAYMfLt4lqHyLnt+7posF7/4jG0m15rIsqOSKdcsqDlS4tvhVoc0MFAObMmYM5c+a09WW0GlIkyu+J1kqyupWc1JnJQamaez7hM6PRZMSwMSzMH15uGtQ2tl99CoB9IGRi7o6g8GodBi36A9ea7JNCGRqaDXjx52NwcdGwriKlVidwfZf1OpNn4L64rvC47uoP9nIlDn2V1jSxVlJJfa4tQ4a2q3spn9120tG1GAQNFbUK+PaJ4QBgt7L+9x8nZXlAhc7LhIKVwNKzRloO/15qnrkcnlFPLiqvR2iAB95IjrTT9JHazgEwJdtyeewYmEXYN/sK8MSocElecqXF1yj2tHmOilwckaPSGoip+vF01SD77QmSfkR6gxFDl+5URJhJjuKuLXqDEYOX7ODNA/LzcMbfbya2Sp6Ho2HundKKqYDJGPIQWaoZwpLTAkjLUSH5Ln09nHHkzUQAEJ1b8vGDMZhso9UiJUfFFtscKpLPDgCPDO+B8EBP1glpWUoua5jBEq7EUaaTsxLMHhPGGQomef5cNSo0EbhumHvx9b5Cou9idJ9AfDdzOGf+FFtIklTJWS6dXJ1w/5BuuDMiGFCByDPMl3PyWlJ/s25SWW0jquqboVJZ9yC61ekwOSq3KkwIhURHRU6vBY1ahSWTo2QNgGL1YUjIKCgX/NyV9c3IKChHAktDrLtjumJTdrGg+ioXKpjCS1LyC1ydVGhqEbcj441SOr+GyRUSW6rJpfkiRbEzI1/4u6yqb0ZGfjnUapVo44LNe0LSH0gIW48XyWcHgB8Omrpn2zaTI5Fy5zJSdC0GvPJLlpSPYUdiZJD5HFJDwSRGCgCsP3he1P0PDfDgTfLekXsFs749bGWsJEWFYNW0OMzdkI0qlhJypbjW1IJv9hfhm/1FVq/7eThj6b1RSI7uYvW6kPLydxn2IW2AvwcRhR3qn2pDkqJCcOTNRLw8rg88WGTM/TycJcmn25IcHYLZY/hL47gQqw9DSnp+ueztVs8YipmjxH8u5lMIlQtack90CObc0Rs/PDkc9w/pIfqchVfroDcYUVarjPoxQ5CXC9ycpf2MbSctvcGI9PxyRHbxwT3RWruSU64yUlPCuTDpBWWiDTWttyungcwY+x4u0ocxy/wrwJR3MntMGFH5sWXJMokSr1oFvDo+wuo1vcGIj3eeQfTC7Whs5k6gFcPO3Ct25eoMSud3iTUSXx7Xj7i1gyVJUSE4smA87hbZ80kJKuub8ez6o1hmEd4i+b7ZjBQGJlmc63uiWEM9Km2MRq3Ci+P6Ys7YPpwtypWA6UJq22EUAHzdnfB4QhiqG5rxW1axVZhIqHJHOqRDHPd2uhYDuvi4YUxvf+w9W8G5na+Hs9WK3/IzDermi+fWH+W9Gk9XDT56MNb8XZwsEa+G/NGuM/gqLd+cs6EUV67pRMmfW2I5abGVmPp5OGNsv87wdHPmjb0bCD+SwSB+olw4aYDgb6BBgXtqaUBZJskWlF3D+oP8CrOr0woR4OkqulpKqjK1EHztHJQWaRNDYmQQVuw8RbQtW2sHjVqFlQ/HITmqGC//fIy3MsoRfLm3EIO6mSovSdsoCCElkfdWhBoq7QRHVhkxJEd3wYSoEF6DaP7ESFFJsiTdh9mSzYb28AcgLEJn2s4ettiwLUyyJF/ib3J0F3wGFW9ozDb0RqIyyYbSRgoAyUaKpQgfV75UZX0zNhwtxuwxYbxVCjWNZBNtTWMzcXKki5Man3A0O2RQSgwMsDegmCTZNWkFgsc3GE0CaiQwFUOOzrvgCu1ZhsykKPgC0pR/mdyT6YTd6flaOzDj2Ce7zmD13nzUK+SJIuHNTTmYEKVVrCcPSdsNCjVUbjmEDCIxjanY+2+okTRAi1F9OkPr447dJy9jzT5rg2JpSh6GhbJX9Nhy+uo13NY/yOo1oVyAsRGdMWt0LyuDhO8z/Zp1kfV1Vyc1PmaZLElzGdorKtwI5ZFM9l/uLYS7sxOev7MPu9FKuhhUmZ6v+XdFCCZCt+gNGBvBL1EgRUuFDS7lZECMxD/ZTWCUeB1V+WUJ4yViWyiwSQwI0V/rhfsGd0PB1Wv44ZCwIniIjxvG9Q+yquaR29qBQaNW4eXEvnjhzj5YufssVuw8TfQZ5FJRp8OhwgpFe/K0V12o9gTNUaFIgku+vE5nwIajJtfsQ6szWL0eBiOQUVhJdJ59Z6y7J5N2XB7c04/IncqX2NfUYsCGTHYjZl5yJGaNDhU8fnsjxKbVA+lk/9GuMxiyZAdSsu31N8ICPInOzWx3mSBPhwmT8KHUAM+Xf0U6ISVGBgnmtagAPDC0h2IGlhBBXm5YlpKLiAXbsHhrHr5NP4fFW/MQsWAbjp6vxL7Xx+I+Dj0dNvJKa9HVzx2hgZ2Itn8iIQyL7x1oVXIsp7UDG6bQeR+smhYHrbcr0T5yuVLbqGgbBUfpQjE5Z1JbBrQnqEeFIojtiuzh4T0Vc7kLcbioAnqD0TyRiFEPnR4fyqtv0KDTEyf22eo7AMDYCC1WpxWJ/kytzYhwfzwwpLudZDwgbrJnkgpnX6yySqgV23BNqYaFSgzwMxNCOcNLuhYDWgxGwVCHWgU8nhCOijodr5fNCCB60Xbc3o+9n5BSMFV6u0+Wsj6fTBKwwQjsO0uWCM0wd+NxTBtGlkweEexl95q7iwaJkUGCrR3Yfm/CtE6eR5CXm2JeVT5vnhxM4ou5KK258fvWerth4ST+UHh7hRoqFF7YckGWbGVXenQE9c0Gqxgu6SS38ehFu8lz8dY8xHX3wasTIjAiPIBYpOr5H48gQusDwIjhYabrOFhYgdOXxSfVtjYvjO2FV2wqTSyRMtlbJhUC4kualWp5PyzMH/6ezqiok56MOi6SvfkpSQ4UA/PZSGT1DUZg98mr7G8S4OGi4a0mYaabN5L740UBsTPbkCwJVfXNWPknWYNTrtDTZw8PxnPrj7AaK3E9fNAv2BsfbD+J+PBAjOhlyp/jE1WT04leLJaGBdf3rVKR544pXU0JcOc/ldY04unvM+06hft5OOMfsV2RGKltt0YLFXyjcEKiC9EaWAp+rUkrwOKtebKP6evhjBBvN+SV1so+lhJ4ihRsI8XX3RnLp/I394t4cxuaRc5YAZ4uODR/nNWgRtpwTanGhwCQkl2MZ9fzT8hccInekT73XM3krjW2IGrhdknXJHQuRkSsqPwaPt15BiU1TVYTNJNAfqmyQZHfiRymj+gBDxcN5zPx0rh+ZmVatQo4dqHaru2Dr4czhob6YVfeFZaGq6G4vW8wnl2fiWqWdhGOgE0uwtKI6ubjDqMKSM8vw5HzlZzq2X4ezljmAB0VEvFFPnzdnfF4QhjmjO3dKgYL6fxNDRUKK6Qqna2BpSJue7ouJenu64YLVY7JW1CBu4M1AMQv24mSavH6LmxKxVwrX9vXi6sbsGZfEeexuYTR2JBiUHPdE9Lna3TvAHw1YyhriEKMMc0VVvJwVmNIqD96BnggNMBaBXfSyjRkX7T35oV39sCOl2+HRq3CW5ty8G36OaJrcBSRId7I5SnlZ77j1lKe5YOZoKsbdPj574t2bShIDAs2Q12lAm7v1xkjwwNaRZl2/9kyPPI1WWUVH60lSEeVaSmyUEongA8SF6ltDLejV9xw4SgjBTBNhPN/zUGDTs+apxLVxQcl1eIVftnyW9garnF5WqK7eSPnUg1xy3suI8ikEeSHNzflWGkABXi64N7Yrvj16CWr1/k6+JI+92lnyxG/fBfrYE4anry9byDySmqtkot93JzwxKgwzBnLXmHFZaQAQMHVevzj833YPGc0cXitk6sa15ocU97LZ6QAppDJS+P6YeFmx1dACVHV0IwVO09j1bQ4zJ8YKVrTistYNhqBPSevom9QJ2LDWw6kQppCMIJ0Kx+MweXapjbvY0QNFQorSukE8PHUdWVYLqPDsozWEq7YsFoFRGi9kFvS9uEcZ7UKWh83dPNxRXpRVVtfDsrrdHj552MA7CfqFQ/ESgpVkOS38MmMZ1+swZMJoQjxdRccCNmMHUsJ++ToEEyIYk8SfCO5P3HyoJjnnhnMP3841kpendRIaGwx4Oo1a09WbVML6nUtrNd3rbGF00hhyL5Yg2uNLUQJzioABmPb5SMYjCZhN8uEz7Zm3sbjSIzUitK0IqlEtOw07Uj2n5We/8SGrYyAbduI1oIaKh2M1urUqaROgC22q2a21TDfqhewVg9l7sUDQ3vg5f8eFW2oDOzqjeOXlE2MbTYYcaGyARcqGxQ9rhKUVDfime8zzaGPTm5OiO7mLTgJWhLi44aY7r5Yk1bA+SySDODfHCgy56JYPtvd/dwRofVGRb0OO3Ivs3b8ZapXANPzwKUBJEYbSMpzP+fHo1gJlTm5mNRIyCiwV1O2/UyWvPxfslycl/97FKsfHSroeTSCX+a9NeATdmsL+PqLcSGmEpFPOFEuKdklOHqh2mHHB/ifT0dCc1Q6EKTJikpAmvC44oEYzP81xy6myxDi44b5d0UIug9tFW5juvti/cFzxAaZmCoNW+6J1uL3bDJl0ZsJy2RSXYsBt/1rD5G+hwrAuMgg1gRHy2eRNFdjwcT+uFLbKPn7U6mAUwSJtyTIyYGyTLSUm4jOlkw84aO9OEWQ/N1P64XtL40BACzekotv9ll3c1YBcHdWt6qiKxfTR/TAdxnn2/oyrJhzR2/8c0I/4u1J84FmxPfEO5Oj5FwaJ3qDEUOX7rRa7DkS0mR3IWiOyk2GUKdOQFkLl7TkdHJMV9wd3QUZBeVIzy+HEUb4ujsjsJOrVT5Eg06Pd1Ny8efpqygqr7NSqwSsV73LUnLxyNcZnG5+W+RMCp6umlvSSAFuyHf/eeoyq5EQ6OkMvdG0ymQI8XFDVFdv1tJS22eRNIyycs9Zq3OIxWgE1h0owqwxptUqSVsHLuTkQL36yzFz3xa+8OTw0ACkF/LnErCtwHv4uRMZKj383AGYfhdr9xfaJeveFRWMlJzLZB/KgahVJmG3HblX2lX4R2yDAKXK7eVwqLCi1YwUoHU8RJZQQ6UD0FYxUL7B1tJo0KhVSOgdyOkutVV/TTsDfJdx3tz/wxIhg+xSVSM+tmgQSHJv+KhvalvXd1vzdVo+dnHoepTVNWPW6FCMjdBaeboGvJ3Ke0zmWSQdmOUYKQyHiyowa0w4Z3PFEeEB6NXZ00qbg4t5yZEwGCH6uapr0uPTXafxUmI/83Fsw5PT40OxZGuuoKEC2OfLkOYSrXggltd4bw0jRQWTuBtfaGnW6DC4u2iwcFJkm1f9WBIfLq7fmljBQzGQhvrbQoa/NfIYGaih0gEgjYFarirFwldRwTbYkhpEfBL1O3Kv4Ml1h/H1o0PN1yA0OWzJLsHhwgosmjwASVHSu5j6eTjjzogg/C/zkvidZeDj7txqmg8kCImPrdlXhP83ob/5+16TViBKGVhK80YpuDureZsrbssxec1W7smHj7sT3psazVt6OX9iJAZ19cUcAdE0W77cW4Bn7+hjvl9sVVBSVuB6gxHHL1Wjh787zldw5z1Fd/OGi5NalvGuFB/ePwhHz1cKLnSSokKwalocaydpLh0VR+Hr4YwRIhsEihU8JEUogdwSR8nw8+FID5Et1FBp5+gNRmw+Zt9fhY3l2/JQXFWP8QNCRLm7hX4QbIMtCSQS9TvzrmBz5kVMiutGbHRcrm0yJ4OKteo1KuCBod2w4O4oLNvW+oJYTySEtVoDNRKEbreti1eM/H1rlpL313oTt3WobmjB099nsop3WXJ3TBc4OalYJ1AuGpoNiFu8He9PHWRVCWSJ2BV4SnaJXbI5G9HdvLF5zmgiY1IJ3JzU6BPciTURfWA3byRFhSApKoRooZMUFYLESK05hAwYOZVpaxqa8VsW2ZgoluVTBkrSNyH1PpMiNtRP2pVcKaR6iKRCDZV2TGpOCV7fkG0ld8yH3gisPXAOaw+cE6yaYXBk7gupRP0LPx+Di4tGlNFhhKmU8Nnbe4u6Jr0RWH/oIn46fBHDQpXvscFHsJcLnrm9F77am+8QFVpHYfm9iPUGkMjKK0GtrkX0ID13Q7Y5p4QLZgJ97Zdj2HCUzPt2rcmAZ9cfxawLVZg/0f63o1GrMHEgfwI3swIXyr/q4uOGAV28seKBWHRyMw3nreWSb2wxcFbLZV+swaxvD2P1jKFECx2hEIflMdLzyxU3VHzdnbBcwMsmhFzvM4OUUL9GrcLb90S2WisBKR4iOVBDpZ0iV63RtgSVDUflvjCDzu/H7EtKufjnL9m4MyKIeHvA5NKvadRBrYLoSdDUwdm+PNSRLJochcNFFR3KSAGsjRMp8XjLAfznIxeJEkLFIkUNpKqhBRn55YJ6GRq1Cu//3yBsz73MWd3GBvPbsjRW2HJouEjJLhb0RjU067Fq+hArY4vUmLwvrit2nrxi5y0S06uGD76GnpaICXEAN7wHpdWNoidlVyc1vp4xBDACB4vKQSroRopU77MlUsudk6JC8MW0OOLnSwqOqjIVghoq7RC9wYi5G4/LPo4RwKLfczlXjY6o/5daJnytqQWbCENclnyXfh5jI4KwM0+8smpboJRyZGtha3SIjcfbrpSnxHbBsm2nFL3GEB83xIcHYuUesmZ5lqQXlBEJe2nUKrw/NRrPrhe3eFidVojY7r5Iju4iqnnel3sL4UqwOGDT/Xh4eE8sScnjNTbUKuDdKdF4T62yUmH1cXfG0hTlQqLvpuRi8b0DOd+X4tG19B4Idba25eMHYzC6r6l79WgZXazlVJYJIae7OOMBPFRYgRU7TuFQUaXk62C6cD+REIoLlQ1UmZZiTUZ+ueSmUrYwJahsgldyfhBstEUTw6qG5g5jpCz6PRdTYru29WWIgs3FSxqP59L9URJGvXhErwCJq2zyC0qODsHsi+Jzbt7clINxkVriHBqGphYynZPvM85hRHgADhVWYGduKX7NuiToEZk5KhRHzlWaJ9qXE/tBo1ZhU5ayyeV8gm5yPLpivQdab1csnDRAkd41KdnFmP9bjlW1mqerBrNGheP5O9lbH4hBbrkzI/WQdsZfsqHCfAKS9IHWgBoq7RDT6kY5duSWshoqStb/yy0TvhUoqW6Er4dzW18GEWwuXstV5O39gvHSuH6conx8K2UhBnTxwr0xXc3KtEFebii71oS3N5/gVS9mVtliIFWsZTD1FfLFK78cQyOhYFpFXTO+Sy9ymDv+j9xSDFy4nUhlVq0CIrt4Y0NmMVanFZlfZ+6l0tUjoQHcY4dcj66l92Bnbik2Hr2IyvoboTk/D2dMie2KcZFaxTweXM91XZMeH+06g6/SCvDh/YNkTe5KlTvL+bhawhzH1oIaKu0SZZedm7KKMX+ifc8cJev/W6OJ4c1AoJcbXJ3UxKvltqCTqwbL/xGNu2NuVK38fqwYb/x6HLWNNyYCZnKznURIjFY2l71Q/Dt5YAivu13sKpvRVxFLcnQXeLk5Y/o3h4j3cWSCq95ALoVvMAI5LAmwpddz2j68P0bRa3uDJ5dBCY8u4z2I7xWANyZGOiwcA5iqr4S8afU6PVFFGR9KlTuLCYe+eGdvDAsLQNm1JofcO7lQQ6UdEt8rACv3nFXseOV1Otbwj5L1/60p/tOROV9e366NFAC41qTHnJ+OwslJhaSoEDy57hB25tnrrXAlbJMYrUYAb9wVAY1aRVQhQZoTYLnKXp2Wz6sTs4ylFFVvMLKWyAIwn9/fwwW/Zl7g/4A2tKbmhBSYr+vln7MUO+bgnr68Y4fSiq5iejqJRW8w4s1NOcTbL9x8QrCijA8lyp1H9AqAr4czbxqBCsBnD8eZ+1S1V6ih0g4ZES78gImFS7lQqfr/9j4QtwdUANYfFO4J0l6Yu/E4fvn7AqdyLcCesE1qtF6sarDrfaI3GJGRX479+VdRXNWILj7uuFzbiJ15V6yE8vjK7y1X2WwaJFz7puaU2GmmrNyTDzcnNdRqleQGfiE+bgj2cpNUndaROXKuCgnLd3HmhjhS0VVpxErUl9Y0ceYGkiK33FmjVmH5lIG81aOfPRzb7o0UgBoq7RKSB0wsfLFnJer/W1OFtKNihEmsrqNQVd/Ma6Qw2CZsS10pp2QX4/9tyEYdQVuDUoLye8CUADshSivojeGTA2iU4QFTAZg0KATP/3S0VfQt2hulNU2coRBHKbo6AikS9UrI2sstd2ZUfxduPoHSmhtjj5LJxa0BNVTaKTcesFxZDbuYErNhYfziZlJ/EJYueSERK0rbI7ackxTLQVnKSllsxZgRps/CV37PIBQS0BuMWLiZTJxQDCoV8OkDMVi67eQtaaRY8srPx1i/Jz6P7sxRYbi9XzA2HrmIoxcqYQQQFuDZJiWyUpKM20LWng3LcKij8nccDTVU2jGWD9j2nBKsSz8nasCzLDFT8qFkjJMduaX4LavYyiXq5qwmroagtB4hPm54I7m/XeWMUlgOymJXyiRJimwYwV9+T8qhwgqHdO81Gk0etNaSNW/P1Ov0+HTXGbyU2NfuPTaPbrCXG5Zuy2NNyuYTg3MUw8L8ofV2I35O/DycBReHrYkj83daA2qotHMs4+3Dwvzx7HruJmm2RoLcEjPGICmtaURZbRMq6prwd1EFjhfXcBojTdRIaVcw5umkQSF4NyXPIUaKu7PablAmzX0Sm6TIhlwXuyM7z9Ik8xt8va+AU2fE0qMrJIynRHsPsWjUKlFdnpfeG9WhPBbtHWqodCCSo7tglVplV37p7+mMJZOjMCGKv3xTDGKkvi251V3c7Q2tjxsmDQrBV3sLHfbdzBodzvqckeQ+iU1SZIPNxS7UO0Zof6WgSeY3uNakF/R+6Q1GYmE8Ke09AOBaYwte/u9RnK9sQA8/d6s+SXww4fhXfz7G2wZj9pgwzoaUFGlQQ6WDIRRvVMK9J0bqm9I+UamAbx8bhiFh/kh4b7ek75Kk54uLRoUXx9m7883vO6nxWEKY+Xk9cq7S6nmV680Iscm/0huMePHHTGw9Xmr1mYV6x4hx65PA5IYVVzcodsybAaHv+1BhBfHiSGx7DwCYtDIN2Rdv6MicKq1F1MLt5s7TQjDj76e7zmD1vgKrxG9/TxcsmRzVIapoOhrUUOmAOFovQKzUNxfebhrUNHasBnytia3wW4CnCybFdEE3X3dkX6zCJhFNHW15anQY6ppbMGTpDqIqGq5jCOWOfPJQLKfXTm8w4tNdZ/D1vgJcs7gGy/JgOd4MRj6fOX9qTgle/CmLVadGqHeMGLc+KXdHhyiu1jxrdBhiu/tizo9HO2SFndD3LdZwFRNaszVSLMm+WINJK9OIjBWNWoWXEvvi+Tv7dOgE1Y5E29d9UdoVYlY0QswcJa+L6M0OM6G6OqkwNa4r0ufdibfvGYCZo8Ph4+Ei6Zhqlcn1HNvDD09/nynZSHkiIRTzkiOxalocq+y/r7sTXh7XF00tBqTnl0NvM2um5pRg4MLt+GjXGSsjBbghFJeaU2LuhCsWPw9nq9JkprxYSExvdVohdCzbMG59JVochPi44bOH47AhU9m+OS/d2QfzJ0YiOboLVj4UR7RPYqS4juSOxNb7xYZYw5U0tHatsYXTSGHIvliDa43k3bGZBePkmK6I76VM92UKOw4zVIqKijBz5kyEhYXB3d0dvXr1wttvvw2dzjoenZ2djdGjR8PNzQ3du3fH+++/76hLohCgRGKhCqZB6akxveRfUDvCzckxA1FTixEbMi8h9p0/kJpj8qKQDsBv3BWBBRP7Y0Z8TyyY2B8nF9+F15L6Y+HmE7KuKTFSC8A0gR95MxE/PDkcc+7ojTl39MKLd/aGq5MaK3aexos/ZeGh1RkYsuQPpGSbul8zRgOfQBojFAeYvCJi7uw90Vr8/Wai2UgRU17MhAvYsP2scd19RFyVialxXbHv9bHw83RRPHH5XHmd2chKjuY3rHw9nLFqWhxWzxiKWaPDWO+vs4ITq9CRbL1fXDCGK8mViRGDe/m/3EUIUrajtC4OC/2cPHkSBoMBX375JXr37o2cnBzMmjULdXV1+OCDDwAANTU1GD9+PMaNG4dVq1bh+PHjeOKJJ+Dr64unnnrKUZdG4UFuYiGj0xHT3RdPrjusyDW1F4aEBmD2mHDM+OaQYGhMSj+fOos+IaRaJI8lmMp8mQqtbTklKKttshJ3Eou/543SSua4ZdeakNA7EJV1TayVZ5X1LXh2/VHMulCJ34+RaekwpcWkPXqYpHHbREWx5cVCvWMSegcioXcgMKEfUrKLRTUgDPFxh0atckgl0a9Zxdh0rNica8PkS2QUlONAfhkuVTagi68bEnp1xojrK/yU7GKsP8gua9CsQOyICeONjQjGd+lF+OvMVfxdVGllpPKpCNuiUauIm0uKEYM7X0mWK0S6HaV1cZihkpSUhKSkJPPf4eHhOHXqFL744guzofLDDz9Ap9Phm2++gYuLCwYMGICsrCx8+OGH1FBpJWyrIx4e3hMhPm4orW6Ulqdy3VLZlnPzCb+FBXrg9OVaovvyz/F90dXXHS//fEy0wfLGrzlYMFGP5IEh2JLNnafCDNSpOSV2ypNyWDLZVFrJVvkltNK17MhLAjOhsyWJD+7phyPnKgVzAMQaBWIqcZKju+BEcQ0++5OsuRtT9+aoSiLbXBsrw8oGsSJ6JCRGBkHr7YaYbr7o4udh9Z3MHB2OmaPDifsycSFkuIpt7wEAPfzccaq0lmg7SvujVZNpq6ur4e9/I0aZnp6OMWPGwMXlRjx+woQJeO+991BZWQk/Pz+7YzQ1NaGp6caAXFPDH3ekcLMsJddO52JpSh7u7B+EUpF5KlFdvZFzqUawSqQj80ZyJJZtyyPa9kJlA8quNUlqQFhRp8PLPx8DAHi4aNDQrLe6r5YDNZ/0uxSY0kquyi+lv17LCZ0tSZwkaVyMUaC6Hi4QU748slcgsaESH24yGJgQhqPE3oRKc6WK6PER4uOGVdOGCBodSiT7WxquJVUNspVpVzwQi6iF24m2o7Q/Ws1QOXv2LD799FOzNwUASktLERYWZrVdcHCw+T02Q2XZsmVYtGiRYy/2FoBrtWUwAjtyryAxMgg5l2oEB9pOrk5YNmUglm4lm8DbI/Pu6ocfD19AURl3SCAxMgjuLhri1XhXX3e8l3pS9rU16PQwArgvris8XJ2sJlW9wYi5G4/LPgcAuDtr8P590bhnUBdFK7/4CPB0UUS9U0x58ZOjwvDvP06yGuhcq/QRvQLg6+6Eqgb+REtfD2dzp2XLEIYj7qPBCKw7UIiorr52ngu9wYjXNmSLOt6zt/XC5ZoGbDhazPo+W46JGGNPCpYGz5TB3WQdq5ObE6K7efMm1EZ38ybSU6G0PqK/lblz5+K9997j3SYvLw8RERHmvy9duoSkpCT83//9H2bNmiX+Ki2YN28eXnnlFfPfNTU16N69u6xj3mroWgyCZZO78q7gxKIkZF2oslKmLa5qAKBCN393jOwViBHhAQ6TIG8t3ks9xZsLkhgZhNUzhgIg72OjMirTKZfpabM/vxz7Xh9rNVFk5JfL6rBtmUfT0KzH0q15cNao4OPu0iqy74snc6t3Nuj0eDclF0Xl9QgN8MAbyZFwd9GwbktaXpwYGQS1CpwGOl/58vKp0YLHXz5loNXnYUIYcvt1cbFi5xmrXBBfd2c8nhCGuB6+uNZEXr0CAGq1Cv9+IBaJA7R2IRe2HBMub2xrS9uLYfOc0ZwlyqQ6KpS2QbSh8uqrr+Kxxx7j3SY8/EZZanFxMe644w6MHDkSX331ldV2Wq0Wly9ftnqN+Vur1bIe29XVFa6urmIvm2LBd+lFgpOowQisP3iOSExJSuKgWmVaCWcUVIjeV2m47sVtfQOxatoQqwmStI/NRQWFvrh62qQXlEk6nrNahWaD0S4sVVrTiKe/z0R3f8fH6U0hJvbkylnfHsaO3Cvmv9POAN9lnLcyGG1hyovnbjxuZ7y5OavxwdRBGB+lRcSCbbzXxRVSYY7/+oZsVNt4VnzdnbB8ajRrsqjBYERTizijgRTbqqqqhmas2HlaUjUP81yRNLDj88a2trS9LUJens1zRktWpqW0HaK/nc6dO6Nz585E2166dAl33HEHBg8ejLVr10Kttv7xx8fHY/78+Whuboazs6nMbseOHejXrx9r2IciDMmPkFQkiXS7QE9yw3F8ZBCGhwVgenwoth4vaReGChsqAKcvX5PsynaEdHqpnfFDPiExxgkgXO1xoUKekaX1dsVbdw/AG7/ZGw2erhr8a2o0p8S4rZFiyY7cK5j17WFOY2VsRDCeu70eBwsr0NisR3RXXyT0DjRXwKxJKyAy0Bm1U9uk0MRIranKJr/8upFoCk2MCGfX0HBEMisJYqt5/DycMSL8hgHMl2NC4o0llbaXm3RrC6mXp5ObE1Y/yv4MUdonDjMjL126hNtvvx09e/bEBx98gKtXr5rfY7wlDz/8MBYtWoSZM2fi9ddfR05ODj7++GOsWLHCUZd1U0MqD006idpup2sxYN2BIhwuKoeHixOmxnVDbWML3viNLE9C6+2KLyyS8YK82q9njMuLQTpQZ789QTBEJJbFW/Pg7qIxr9zjewVg5Z6zRPsqUYpKysJJA5AUFYIJUabS2fT8cgBGxIffMBrYaNDpOY0Uhh25V9Cg09uFgdgmqQP55dAbDUjoY0pwFWOgs1U8eblpsOzegbg7pqv5mFw4IpnVUSyzCVnxQeqNFZK2T80pwdubTuBy7Y3CiGAvVyyaPEBSE9X27OWhyMdhgm87duzA2bNnsWvXLnTr1g0hISHmfww+Pj74448/UFhYiMGDB+PVV1/FW2+9RUuTJUAiD80wPT4UQuOSrZjSspRc9FuwDUtT8vBH7hX8llWM6d8cwrPrM4nzJBZOGmA9IHaACiHbsBbpQP3fw+cxa3QY/4YiqazTmRVdASCuhx/cnduPuDQjMsZMNEzp7D8n9MM/J0QgoU8g74Q47sM/ic7zboq1uBszSdl+L8wktez69qQGen1TC575PtMuT6e2UY85P2Xh7k/TWNV4GZToCM2FkpKDvu5OVt8XCaTG3sHCCs77w1SqWRopAHC5tglPWzzfpJAuHtgUiSkdA4eNco899hiMRiPrP0uio6ORlpaGxsZGXLx4Ea+//rqjLummRaw8NJNnwYelmBIzEUgtPfbhGBDL6pTR/SDB31OaNLpt6auYVfm85EjMHhMmaBSSTj5G3FB0Xbo1FwPeTkUDoRCZo/hHTBfMuaMXfpg5HEcs1GLFsnRrLi5VkeU6FZXf+A7ETFIkBroKwL6z5bw2dM6lGjy0OgMJy3exTqpKdITm4q4o9tw9sdw9UIsjC8aL/r5Ijb0/ci9j1Hu77e6P3mDEK9dL77l49edjnEYOG2K8PELoWgxYk1aAtzblYE1agcONG73BiPT8cmzKuoT0/HLorrekYP4Wcx9uZmgG0U2AGHloJjbLuEFt3eW2YkokE4EQnz8ymFWQakfuZZatHcOSyVFY9Huu3SqOC6b7rWX5rK7FgL9O8YcmGJgBfV5yJF4dH2FO8KtvasG+s+VWVSDa61UVR89X4qu9hYKOppLqRsWb3Unl9oggTI7pKusYuhYDvt5H/nlCA25MlmJDEUKJ0HdHa/F7NplYYWlNk1lJ2HLCd4QqLUNKTil83J3sEnrFsi+/HDtyS4kNFSafxNfdmairNnCjp5NlT6YDZ8t4WysAJoXmA2fLMLovWS6kUjl3rV3JxCqoaHNvudSYbzWooXITIFUe2nYSZcuSJ5kIhCi7Zm8cpGSX8Kqu8qFWkZf++no4Y/mUgUiKCsHuk1fxv8yLxOex1I0QkxipgnXYzMVJbRWvZ0si3JFbSmSktDeUUGD9Lr1IlLfuDYtJQ+wkJWSgR3bxITZUGOZuPI7ESK1F7pVjVGkZpIgI2lJV38xqZLHBNqGSwngAmfuzgfD3tyHzIrGhIjXnzpLWznHhEmq0/R1U1DXj2fVHMfti1S2dY0MNlZsAOfLQtpOoLWLaqHNhO3DLieGrAMFVMQB4umjw1JhemDO2t3kC8XBl1+GwxcNFgw/vH2QewMVWb9wdreWteLCtqmgtgTUlYfM4sUEiCibmGRvc09cqkVbKJMVnoJsSf8VRVd+MjPxyc4LtsDB/+Hs6o6JOusYNH43NBtwTrcXeM2WyPSuWRgQbXArFYrBMSq/XkV0v6XYAubYRVwNDJSuZSJAi1Pjl3kIM6ubHWdJ/s9N+MvEokiGVfZYiDy23zFbr7Wo3mcmJ4T85OhTzkiM5O8d6uGjw8rg+yF44AS+O62M1AJN+lpfH9TUbKboWA74SGWYZFykuj+BQYUWrCKwpBXNHF0yMxKHCCs54+rKUXEQs2IbFW/Pwbfo5LN6ah4gF28zJrQyk34taBfw8e6TVa1ISw4EbBvo7k6Mwc3S4eQIaFuYPLzcyg9YSS00bjVqFJZOjRO3v4+6E++LI1Vf3ni7D4fmJuFvmxMUYEWwoaUAz4bChoWTS+qTbAeJz7mxRMseFhJW7z0oSanxtQ/Ytm7NCPSo3AY6UhyZZrfBhV+kDeTH8DZmXMPcu686xpOWvpCuvR0eGmv9ed0BcWAIQ7/p3ZE6DI9D6uGHSoBAs3modDvDzcMbwsAC4OalxvLgK+VftPSVsrnTSZ+yTB2LsvltSAT6+lbCt12fx3QPw0v/ESdDbpkQnR3fB7ItVvNd1T7QW4yK15vAfAGzPLUVto7A3obqxBUfOVWLlw3FIjirBm5tyJBv/bM+frsWAxVtOKGZAM7+JR0eG4t1teby/KZXNb5AE0pw7NpTWleJDbzBi7X5p+WXXmlqwcvdZvDiuj+zr6GhQQ+UmwVHy0CQTARuWuSG2yInhV9Q1m93IfJ1j2ZAyqR0uEidIJ6V/TWsmFcthdJ9APHt7b1TWNeG59UftVtqV9c1IPUGW32HpSif5XhIjg3A3R9KunEmKLYFSrQJ6BrjjXDm58B2bQNq85EgM6uZnZ0TwJUgm9AokvoeMgZEcbdKsYVpZvLXpOGob+RNWLbH9PbLdEzlY/iZcnNR4SuC7fkrAsOSCJOeODSVyXEg5VFiBqgbpIcG1Bwqtwtm3CtRQuYlwlDw0M9B/lWZfouzposG/7ouGj4cLsWdDbmdZOR6IecmRaDEYsWZfkdXrXJOaB0d/GS74+tewsSwlV3JScWtze9/OGBbmj1Hv7ZYdDrAVBeMzNmaOCsP8ifyJhFImKb4EynPlDYju6o3sS8Ld2RllV7Z8HEsjgkSBtXeQJ3BC8JQAuDtPu2pUeHY9WSVgiE2ekSPUdG1/E3IMSwau3CehnDs25Oa4iEGu97SqvtlOhPJWQGW0FTbpYNTU1MDHxwfV1dXw9vZu68u5qWFTph3Zm1/Ei2v/qvpmHCqqlHQdP84aIfmHyrZaVAGYmRCGN++xHyDTTl3F9LWHiI4d3tkDu1+9g/hadC0G9FuwTbI+TWuiVgEnF9+FI+cq8dDqDEWOOSO+J96xyeVwdEdey/NELNgmODllvz0BCzfn4H+Zlzi3WzUtDkfPV8qaeBn2nynDI2sOCm7n7+GMw28mcv72SA0Oy6ofknsilpmjQtHFx531+5T6XS/dmouv91kvmqTca0uE7tfsMcqUKKfnl8v+/Xz8YIxsSYD2Aun8TT0qFGJcnNSYNSYcs8aIW7EApoGAzSOjgjiBWtsVoNhrYBuMjAC+3l8Ijca+BHFkn0B4uKhRrxMuCS24Wo9lKbnEA5qU/BdLVj4Yg8u1Tdh7pgx/nb4qvAPE328GJiSmZD4NmytdyopYigEtRmH4g/tjMC4y2K4LcoiF/o1Spa0jegXA18NZMNny7UkDrLw0g3v64XBhBQ4UlKG4sgFdfN3xwh298c2BQlxrsg8DuTqp8NCwHvBxd4HeYIRGrVJEioDBz8MZg3v6Yu3+Ik5dErHftd5gxP1fHsCRc1V278ktI1bCy0OCXG8y4Pjy9/YI9ahQHA7J6m5mQijG9g/G+oPnsPU4e4xeBViJR4mBdAV9cvFddqs6Ls0DMcdg46lv/8YfEvNTVj4Yg7tjukJvMCJh+W6rCVRJbAdqJVaEzHFJ7xMfy1JyWfVnbEvMbXlrUw6+TT8neHxLrw+b/o3eYJT8XHGxOfMSXvg5i3cbWy0hLgPUx90Jo3oHYmfeFU79FcbgOpBfTnRPhHjpzj6o07XwlvyK9VCkZBfjn78cQ72AErPc56o1PHpixhNLGEmAfa+PvWlyVEjnb1qeTJGErfQzV9kcqbLt1uMlGBEegM8eGYzPH461k7wP8XFjNVJIJa/llCAmRYVg1bQ4kKSrsB2D6xrF5r9YEnB9VcUkUJLgJrIvkJuzGh8/GGs1oTArQrkIVeKQYG7twPJevU7P2zdGSgIlkwcyOaarOZlb6dLWWd8eFjRSmGNawnUJ1Q0t2Hq8lFckjlGQrW+Sp8nCMLiHH9YIKA2L6b2zLCUXz64/KmikAPLLiLnK1pWEGU983cnbejBmiaUI5a0EDf1QRJOSXXy9kuGGe5pZldkaEqTu5NKaJnOSWHJ0F0yIChFMQBQjeS23BDEpKgQPDO2J7zKEV5yWx+C7xqmx3fBbVjHRddnChGDEhGIaRfYFamw24Pkfj8JZo7JqNPj2PZGSVoSAcq50XYuBKAdj4eYTrIJmSiVQKlnaOuvbw4Ldox2FEUDamauiVJ+52HD0oiIdlgFpXaiVKCN2NIy8wos/HSVKptdyjK+3CtRQoYhi6dYTWJ1WZPc6W18PANh7hix3ArCedG3VW20RK3mtRAmiZY8ZkmMIXaPBaPKqCPU+YYOJU7dGvNp2sk+KCsHnD8dizo9HRU1q98V1xbtTohVZpf6HsDeQpQFsidhSda6QgFKlrQ06fZsZKQyXa3W4OzpEdhUa6fN8rqKeNZzGPGdSFayVKCNuDTRq1XUdnGK8tiHbLpeok6sGDwzpjnGRWt5KsVsBaqhQiFm6NZfVSGGw7euhazFwql6yQTrpSpG8VmIFLeYYJNe4Zl8hPnkgFnN+IislBeyl64eF+UPr7eawHBWAfbJPju6ClVDh2fXCnhU/D2cs49DUkcofeeT9eLi8TqQJlHxesVfHRyjimXnXRq23rUiMDEZjsx4786QZTVpvVwwN9SfKvapvasGo93ZbJZZaemalKFirFCojbk0YD3JGfvl1hWPTIm1EOLfEw60GNVQoRKRklxDlmpRUN2LFjlNw1miwdn8BGgjDDVpvV8R098WatALBRDaxHXMBZRRMxRxjTVoB0TVerm3EqmlxeHtTDi7X8g/KbHFqjVqFhZOkh2JIYZvsk6NDsEodZ9ewzs1ZjYFdvDE0LAAJvQMxNNQfR85VYlPWJUEdEXLI92czgBkPSUOzAa8n9YMKKlysarB77kg8d0LPRHQ3H7z2v2Po6uuOkb0DWSegovL2Ea4oKqvDLolGCmBSoh4bEYxl2/iNNxVMKtO2m1h6ZqU0X3xylPzcp7ZAo1YhoU+guV8UxRpqqFAE0RuMeG0DuaT4yj35os8xsJsPBryd6tB8E7EliHqD0U6i/7Wk/kTHEHONM0eHIzHSWhSssk5nJ1HPFadmkvPmbjwuqYcICVzeLibWzuW+T80pwW3/2sO5aiahQafH4i0nkF5QDme1GlNiu2Jsv874+5ywDo+Xq8aunJ1LjXbW6DCrnAlSz93JxXeZ/882OWddqEbWhWoAwGd/5rOqNocGeCDtjODHcSj+ns74Zr+0Dt6eLhr826LKSsh483DRoI4jRGQEMG/jcTx9Wy9R15AYGSQoDEjpmNDyZIog+8+W4ZGvhUWopDKkpy/+ZtFGYLAtZVyTVoDFW/MEj7tgYn/WZD2SEsTUnBLWid/X3RnLpw7E2Ihg3mPIvUaAvRyWzxNha1j5uDtjacpJwWsg4fOHY1kl3/mul0tqn/kEJKXmchNMP30oFvcMunHdYoS9xH6HzHOVduYq/jxdJrifpdhag06P/m+lCu7TXsl7J8mqqzXA/d31DfbE6ct1ip3bzUmND+4bhLtjuJ/PBp0e76bkoqi8HqEBHngjOdLueimtD+n8TQ0ViiAfbD+FlXvOOuTYWm9XXK5p4l3F2WojyNFEIYFE52CVwCTr6Gtkw9ZQiOnui2Hv7iRqcidEiIB+Q2pOiV0ISKUCp6AdiSaEXCMlMTIIq2cMNf8t9juRqrVCqmtje0/bsupHLv+I6YL7h/YwG9NStULEcnd0CD5+MJbXgOe6r7bPB6X1ocq0FAVxjC2rAjCqdyCvPDngmHwTLvQGIxZuFk5snLshm7XslcGR18gGm6GgRKkpQ0l1I2ePkdScEjzzfabdU8K3BDIKHFNMFQyb2Nms0aGYP3GA1Wtic5ukVPSI0bWx/fyrZwwVbawk9ArAnLF9sCu3FF/vL+LcbtboUNzeLxjp+eUwwghfd2f4e7hg6baTkrsuW/JrVjF+zSqG1tsNDwztjq/TCmQfkw8VgE8fjOX1ogD8xt+O3CuY9e1haqx0AKihQhEkPjxQUt4JH51cNfjg/wbhQH450fZS8k3Ehk4A8ommqqEFGQXlvJ2bW0uWm8tQULJnC8CeUKs3GLHo91zJpixXRY6YKpi5d0XASa0STMIWm9skpVJMbIsB2+1XzxiKBp0ed3ywB6U1TYL7q6+X8cf3CoBGo2JV6TVdp32n8fT8ckWMFEtKaxrx8S7HJ9sYAfh1cuHdhsTY3ZF7BQ06PQ0DtXOooUIRhLT/iBi+eGQwRvftjEuVDUTbs61uuTrmatQqfLzzDNbuL7RqqU6SxClmoknP5zdUbK+xsLwOKgCDuvmiuqEZvx69BK23vCoYuYaCGNgSag8VVjikb4mYKpiNRy/h/sHd8ObESF4PlVgPiRSvmFhdG7bt3V00SIwMxncZ5wX3t9X24XoO2LSFlOzb1BYI/f5Ijd13U3Kx+N6BSl0WxQF0vDouSqujUauwfIpyP2Q3JzVGXh9gpseHQmiO5tOhsJW8Ts0uQf8F27Bi52krIwUASq+XPnLJqgNiJxph80BvMOLIuUqcr6jDhiMX8V3Gefzzf9lYvDUPL/83Cw+tzsCo93bzXhMfcg0FElTgbgZZWk1maIo5JkAurgcAp0prsXhrHiIWbMMynslJyrM2LzkSs8eE2e2nVrH3q2F0bUjg+/xvEHrbmO1IK5QsZes7enO7/Wf5xSRJjd32UhpO4YYaKhQikqJCMDMhVJFjzb6tl9mDwKxa+SDN5Zi0Mg0v/JwFnZ7dgGBeXfR7LmdvomFh/vD35HcpM8SH83tTUnNKMOq93XhodQbWpZ/n1JQpITCguHD0qliox4iU0AFJ3xLSidoSRtuEy1iR+qzNS47EycV3YcHE/pgR3xMLJvbHycV3sYbuGF0bEvg+v8mrEsS7f2JkkDlkIaXnENO3qaNKimVdqObtF0Rq7IoxiiltAzVUKMSMi9TKPoaHiwYv3NnH6jWxq1Y2nlx3GNkXawS3s0ziZEOjVmHJ9QoOPnw9nDGCR+KfyRsR4+3gM6CYJpC/Hr2ENWkF2PD3BaxJK0CKTLlzIbQczSAZ/Du5Kn5MgGyi5oKv4Z2UZ43xigV6ueKuqBA8lsBvOJubznmwN53z83AWrBoDTPkqXPfAtmJFirYQ07cJECOf134wgr8BoVivFKX9QnNUKMSYvA3OVs0IxfLh/YNYV5Fc+SYknpQGnXjJbz5PRHJ0CGZf5M9NWD5lIOdqWEreCGNAZeSXQ61WWSUA78gttavocTQz4nvirqgQwfwZ0jAHw4KJ/fFYQhhRTo6UKhhAuOGdmGeNrZqKJNeJEcLLKCjH/rNlKK5q4FWm5YJJrmU0QHr6eyAxIhhVTc1Izy83fz9Sew4lRYXgi2n26sIdBT4DjTF2+Z4fS68Upf1CdVQookjJLsaz68l701jy8ri+ePH/t3fvcVHV+f/AXzPIDAzInXHwCngnJLyk4m3bRPGSl81ffbtZbi6p6Wa7fltlvWHmZWtrt9XNyi3XtNW+ZZuaiFHWRoaREiIgmgjeuCn35D7z+f3BnnFmmMs5M+fMDPB+Ph7zBzNnDocDnPOez+f9eb/jB9veUKD1n57nlXho6EDieKtND4H2n3Xtp7moNkgi1vgpkTz3Hqs3qYzCSjy2+7Sg4+H4e3ui1iC3RuwkZr74nB/AsbohfBlWpq2604LaRtt1YQxrm/Ap8GeOpdVUnMUTw+1uGGfPirTDP97Emk9yjKYQuaDpgWG9HKrbwxULXP5BVofcLndmrWAih+qouC+qo0IkMSumN5bcqBHcer1XTwVWPDBIkmMSmgxnLYnRENcsTOgNxZG8kVqTm4SYQYq5eiPm8D0/gLBeQ9ZyMswxDDAGhvoieW409mUU86oWa9jB2lJDQWtTilw9HWvn691TxXj3VDECvD3x64kRWPHAIF4/nz2jNHN3ppud2jTsjcNnhRIAs/20POTty5e3LxiBZf/9Xbr7J1g+zR6BjqNSVJm286ERFTdmz6cuZ0nJKf1va3J+VU/5zMnbS8iIigz8Src7wpERFSmoFB5osNBXxRx7flepuaVY9X/nzPZv8VF64LWH7xW0T0v9eH49MQJ7TpnvqWO4XcHmmXjt8wLe5fJNvfHFJfzlC2H1QLw85XhsbH9MtzLKYmmUhgsifxc/GOEhPkb/77/Zm4kvLlhf4cKNVr2SesFi3R6AX00fc4GUNUE+CqydNRyrD+WgTeziPVbwzV8j7otK6HdyR8+V4I//Pm9U/lyl8MCsaA22PhTjFh1CtTqGnScvd6hXYshcAzax8e2TwvXpceRY+ASPWh3r0L6+M1Ap5Hj9kVi7z49Wx/Dd5ds4lHUDN6ob0TfACwtG98OEQSGCAmxb/Xhi+vpZTZxeMiUCq6YPs3sqRIzy76YjJFodw+nCSiz/F/+plTB/L6yZMQwrP8zmtT03XWduqkto0Gb4d158uwF//eISAONRFsOeTRdK651S6I3zYEwYdj4+ymnfj0iDApVOzFYCoQzAs270aYK7qJXVNeF2fTOqG1ogl7Uv3x0/kH/ioCNsnbPIEBXSfn+/Q8eSmluK5CN5RhVDLeWs2MpvMOSr9MDPzfxHPKTywW/G2Sxg5yhb+SJ8+/H8euIA7Dl11eLogL1NIdtzbr7kVRXWFm70DoBdyap8p+o4bzwai3mxfTo8zyeQt9V3ytp01bQoDWKST1jshiy2AO8eOLt+utuMLhP7UY5KJ7XlWJ7NVQ4M5itNuorHf8t4u5K1FSLxw9X4x9OOJc1Z+pRdVteMpfuzOkyX8FlN8cuhoXh2ykB8+9Mt/P1rcVsU2OP2z812J57ywSdfhG89kN7+KhRsnmnxWO1ZrgtwLRQcD1I4SZ+cN0rGFkLoJ0hzBdxSc0vxAo8RGVsrpbhVTOZGEzMKK50WpADA1OG9oNUxClS6EQpU3Eh7dcli3tu/k16EVdOHucU0kDuQKmlOq2NY88l5q9us+eR8hyaFhhf3kuoGZN+oASBDeLDxTVWnY24RqHyRX4bffZgtOPGUD0vTOVyRNqA96BYSYHBVic2xd7mumAX0GGB3kCKUylPeIQFa6BSWrXNv6QOJs0vxH8q6iX//eFPUfllSBujEcRSouJG93xUL2p6x9vckTrG+PK878VZ4iN6343Rhpc3VNzUNrVi67wzGRwYbXeTuXtyDsWBMPwAd81zuiwhCgLenS5eF+ig9cDSnrMPzpoGEPfiWd181fZjdAYYpexoKAp23rPy2h2KMguT2VUt5gvbB99wbamnT4Uyx+eKJphQeMjxyXz9EBPtA7eeF3x6wXObAR+FhdZRGjL9Ljr0rw4jzUKDiRn7g+Q9v+h4KVKSVceU2r+3SLlQg7UKF1Yucubl+lcLDYkVaUwoPOVq0lsuG26vBRo7MbgdG74SUd7c3wDBlT0NBgOvVoxR1+kdqMX39MG+kcW6K0Cksvkt9DZm7wVvz1/8ZiVkxd6dHPT1kHXK+glSeeHn+CCREa/Dd5dt46r1Mq1Ngjvxdcj8Dn5E+4lpOGdtqbm5GbGwsZDIZsrOzjV7LycnB5MmT4eXlhX79+uGVV15xxiG5JZUdUxT2vIcY0+oYTl2+jT+fuIg/nyjAqZ9umwQOwubCLfWcSckpwVIzZfUbWrRottKzxJDYQUqgyhP/b1Qfm/kQpn1ihBA6nSNW7yd7yuW314W5h9fxuoP44aE4smJyh+eFTsfwPacc7gbPN0hZMiXCKEgB2qdGT62ZigOJ4/HGo7E4kDgeP6ybhlkxYfCQy3CpvF7Sv0t7GjkS13DKiMof/vAH9O7dG+fOnTN6vq6uDtOnT0d8fDzeeustnD9/Hs888wwCAgLw7LPPOuPQ3MqCkX3xaXaJ4PcQ+6XmlmLNJ+eNpnZ2flVotKw6bmAwdn51WfC+DT/tpeSUYoWVoW5n8lF4YNHEcEwY2F7OfdNRflMEfAMOU0Knc7gAgk/ND1vsac3A9eox/bsQSgbAX+WJ2oZWUYqnrUkYipu1jbzyr4pv3xHhO5rH5wbPCfLxxMvzojErprfZ160l4tubEM2XkJE+W9VvibQkD1SOHz+Ozz//HIcOHcLx48eNXvvggw/Q0tKC9957DwqFAvfccw+ys7Px+uuvd8tAZcLgEHj1kKOJZwSv7CHHhMHSLiftyqwlG9Y0tOpX80yL0thVyp67yPUJ9MZz/3KsLoeYXnvEuPiao3khthIR7ZnOsbf3E1cKPqOwEjqmQ4CXArXNrZABSIjS8F4ur+/VU1j536k/GcZFBOHs1Wq8k37FZgE9bukuAIdrsnBK6pp45V9pdQwHMoW1lHj7myLc2zfAYkBhiM8NHgAWju+P5LnRdq/OEStfyRKpAyEiHkkDlfLyciQmJuLTTz+FStXxjykjIwNTpkyBQqHQP5eQkIA//elPqK6uRmBgYIf3NDc3o7n57pxmXZ3tjrmdhYdchtcfieV9U/uLhQZ/xDauRLotyUfyMC1Kg+0PjbDrhlNUeQf/+FZYuwF7yWWwegPx9JBhUKgvTl2+jV8MuduMzZG8ED6JiPbmi1hb1WOOudExQ6YjZbZ4yGWYODgEEw0+DEweEorfTh2sD4YYGAK8PRGkUqCmsRVBvkpo/IwLAT4zMRzvnSrm/XNYwveGbO8S63WHc5EQHWbzmsL3xi2TyRy6PomVr2SJ1IEQEY9kgQpjDIsWLcLSpUsxZswYFBcXd9imrKwMERHG89G9evXSv2YuUNm2bRs2bdokyTG7Az6dewFuztf2px9iHlegzpayumZkFlXppwOSj+Tzeh9HBjitQu2vJ0YgfngvVNQ3IcRXCZ2W4fviShzLKUVRZQNatQwXyupxoawe+05f0zdlszeQEJKIyHc6x5EGgnwCScORMnsr8HJ9cfgWx5sWpXE4UBFyQ7Z3uXDVnVZkFlXZrInkrBu8vX+XfEkdCBHxCP4Nr1mzBjKZzOqjoKAAO3bsQH19PZKSkkQ94KSkJNTW1uof169fF3X/7iBpVhTefHwkfJUd5599lT3w5uOjKBPdQUIu5ty27cl/D+BA4ni8/vC9NlNsZQB6Kj3tP0iB3v22CNV3WjAvtg8mDgrB5KGhuFhejyILTRvT8iuQ+P4PAIQnntqTiJg0KwoFm2di/ezheCpuANbPHo6CzTP1+96Wko9h649j87ELeD/jKjYfu4Bh6493SEo2xXd0zFDykTzeK60cNTYiCGH+XgJTso0JuSE7ssSaz//FwrjwDn8npsS6wduTEM2XmInbRFqCR1RWrVqFRYsWWd0mMjISJ0+eREZGBpRKpdFrY8aMwRNPPIG9e/dCo9GgvLzc6HXua41GY3bfSqWywz67Iq5zr+EcedzAYIyPdE5J+q5OyMXccFsu+U+rY/iyoBzHznesPcJRKTzw5n+cW8ht/eFcJES3F55rbNHarHKcll+BxhYtvBUegvJC7E1EtDSd48gyUb6jY4a4kTJnVFT2kMuwcU4Ulu3PElwW31YCsbkRKC4wsmckj8//hdQjHabszVfiu29AnMRtIh3BgUpoaChCQ0Ntbve3v/0NL7/8sv7rkpISJCQk4MMPP8S4ceMAAHFxcVi7di1aW1vh6dn+yTMtLQ1Dhw41O+3T3ZibIyf8WWsg2F4vw8vmDU7jpzRb8ZPPihBnlhXnVN5p0d+At9oYieBsTcnXJ2nyzQsRMxFRSEE4czcne6c6nFlRlU9LBc74yCAM6dXT5g3ZWn4QFxgJCYrC/L06/K0bMg2KFk+y3m9JTELzlYSQMhAi4pAsR6V///5GX/v6+gIABg4ciL5925fUPv7449i0aRMWL16M1atXIzc3F2+88Qb+8pe/SHVYpJswV1jN21OO/oHe8PXyxDBNT0waFIyPs25a3U/y3HuMRrDE6KwrRJi/F7wVcly5xX/lAXcDLrYw5WOK73aGxMxTcHSZqL1THc6uQmuuX05svwD86/urgm+QtkaglkwB78AIaJ+m3DgnyuJorbmgqL05ZAR6+3t1+hu8lIEQcZxLK9P6+/vj888/x/LlyzF69GiEhIRgw4YN3XJpMhGPpc7Fja06XKxory9x9loNgPYLtKKHvEPBNXOrQ+zJhXDU+tnDIZfLBAVH3A04PFiF9J9sbx8eLDzpUcxEREdHZ/iOjhkyN1JmytqInL3M1Q0ReoPkOwJVsHmYPjAqq21E1Z0WXKtqwCc/3kB9093RPm4ptaXkYmtB0bvfFmHJlAi8NC9a0M9g7meiEQ1iidMClfDwcDDW8aoWExOD9PR0Zx0G6eK0OoZNR/N5D3kzAM1tOsweoUFEiC8AhrjIELP1NuzJhXBU0ifnoTXzf2OJ4fD9H2dFYd9p2/U0/mjHML2YeQqOjs60V5ONEhTMGY6UaXUMpwsrcarwFm5WN0Imk6GpVYfviyqNmgrauqE7i9ARKNPAaMOce3gHYI5Oy/FBvXaILdTrh4jK1Z+MMouq7EoiPJ5bhoLNM60eq7O7xAJAbVMb721Nh++9FR6YFqW2mlA7LUptd3dpsRIRxRid4VtN1nSkjG++EQCU1TZh2f4s7HJgabMYHB2BslYN1pTU1Vup1w7hgwIVIhpzn4xePnYBv5kcjrWzndM/xd5ggs/F1p0761oqZLb7qfuQ+P4PZoMVro6KI8RIRBRrdEZfTdZCZVrTkbKUnBI89y/+bQ0Y2oPBTUfzMS1K47LVd84sVCZl9VZnjNaQroECFSIKS5+MGIDd6cUormxw+KbIhyPBhK2LrT25EM6y49GRmDzE/Gq83U/dh8YWLbam5PPqEwMIGxkTIxFRrNEZvsXY7O29xNBewI/v0mYpRhidWahMyqCIeu0QvihQIQ7j88koLb8CR8+VYM690lbT5WpIlNU2CW4EZ3qx5frGfHf5Nm5WNwJgiO3vj9Rc9wtU5DLrn+69FR68+sQArskZaGnTQd3TC4+N7YeKumao/bwQGeLj8I3dsPcPl39U29jqcO8lPiN3Up1HZ9YxkTIoknJVmqunoIm4KFAhDuPbpGztv89j1gjbvUQcYVhcSwjTi62Q3AV3cPuO8N4u5rgiZ8DS0ldHb7aWOmOL8ddna+RO6vP4hxnDUVLTiM9yyowCcjHqmJiudlo8KcLqBxF7f09XK/l2eBb2kYOSc7seClSIw/jOT9c1tTmlGqiQ4locw4uts2uliEGM/BlX5AxIdUO39jt0tHA+n8JoUp5HczWClD3kGKL2QUy/QKh7eqGlTcer03RmURVKaxrx4/VqaBnDjapGZF+rRl3z3eXLGj8lpkWp8eWFCtGKu2l1DD8UV/HaNrZvAO/9UnJu10SBCnGYkPlpZ+V3GBbX2pqSj/M3zXfZNr3YuqJWiqNs3Tj5cnbOgFQ3dKl/h9YKowHSnkdLNYKa23Q4X1KP8yX1AGyPIJgLdiwpq2tGWX4Fdj4ai/L6ZlGmU05fqURjq872hgB6B/K7vlBybtdFgQpx2MK4cGw+doHXtrfrxZmi4INbhnn0t5P1yaRXbv2MplYdhml6IjLUt8PF1hW1UhwV288fpwsrzdZ+EULKFR7mSHVDl+p3KJcBOx8baXNpslTnUUiNIGsjCJaCHVvWHcnD2XXTRJm6bc8Zss1X6cE7CKfk3K6LAhXiMEUPOe7t64dzN8yPWhiqanBeoGKIbzKpK2qlOOp4bjmO55ZbXKLMlzOXvQLS3dCl+h3ufGwUZsXYPrdSnUd7agSZjiAILYhoqKahFacLK0XqPcbvCCYPDuEdGDk70CbOQ+NfRBThwb68tiupdu9AwJ1rpdhS09CKpfuzkJpbatf7F8aFw9Y9Qaxlr4B0N3Sxf4dh/l5460l+QQog3Xm0JwDjRhA49hZE5Lz2eYHd7zUUF8kv2HlyXDjvfTo70CbOQ4EKEcUtnhdRvtu5ClcrpTNLPpIHLZ9lWCa4Za/WiLXsFZDuhi7W71AGYN8zY/Ht6gcEjVJJdR7tDcAMRxAcHW3Kul6LbTy7clszfmAwAlSeVrcJUHlivIDEe2cH2sR5KFAhojBt6ufodq7C9Y3pzMrqmpFZxG9FhamkWVFYMiWiwwVfLgOWTBF3eadUN3S+v8P44Wqrrz87JQKTh4TalZMhxXkcGxEEHzvaHRiOIIgx2rQ7vQgtDv4fe8hl2P6Q9anY7Q+NEHTunR1oE+ehHBUiin6B3vqOxLa2c3fTojR4Yeog7PpPIZrbHF3M6hqOfHIWoyy+kO8FOF6R1pS13j+GuTzWarg4GpS9ED8U9U1tyLhSCU+5HA+N7INnJkc69UZpOoLgSEFEjlgJqdzvKPlIHsrq7uauafyUSJ57j125VlL9PRHXkjFzLY07kbq6Ovj7+6O2thZ+fn6uPpxuK/3SLSx8L9PmdvueGWux1Ls7SMkpxR8O5eDnZuNmgJ4eMmj8lLju5jk2nAOJ4yWvVyMmqSqJmqtMa7o6Sorvbam/UvxwNf7xtH2tJDIKK/HY7tOC3mNu9MbeVT+GnoobgJfmRdv9fsOiciG+SoC1Fy201c2ZL6pM2znwvX/TiAoRxYRBIfBReOBOi9biNj5KD0yw0YPFlbYcy7dYh6FVyzpNkKLxU4pSV8WZxOgXZA6f3j9if29LQQoAfHGhAnN3puPIiskdXjOtCGt6wxY6SmZpismegoimHElITc0tRfKRfKMl5Bo/LyTPjRItuJbq74m4BgUqRBQechlee+ReqxVdX3v4Xpd1nLVly7E87E4vdvVhiCJ57j1ue56FNkfsbBpbtBaDFE7OjTocybqJuaP66J9LySnBusO5qLpzd5oqzN8LG+dE6adAhOSXzBkRZnWagyuIuGz/WXyeX857v4BjCamWKgaX1TVh6f4svPXkKLuX15Oui8bCiGi4OWfTFRfc8k53vQCl5JS6dZDio/CwuZoBaM+9cOfznPj+Dxi+IRX7Tl9D+k+3se/0NQzfkIrE939w9aGJZivPFTGrDp3Tr8zalpKP5/71o1GQArR3aV5msNxcSDJtPx4jHh5yGcbZMfJmb0KqVsew6v/OWd1m5cFsqyvWWtp0eDf9CjYczsW76VccTurl9rn7myt49v0zeOHgj0i/eMuuVXNEOjSiQkRlWLre0hC2O9HqGH7/UbarD8OqOy1a7HtmLC6V1+vn3B8fNwBZ16qt5l64E2vTIWn5FUh8/wfsfsq+3A3AfXIS+Hb6bdUy7Dx5GYPVvla7IDMAm47mY1qUBh5yGWZEa3Ao66bN/Qf6KHgdB5/uyBxHE1K/u3zb6tQw0L4q8I0vLuH304d2eE3MZoPcNNvu9EJ8VXDLKF/n0+wSqBQeeP2Re9026O9uKFAhouNK13cGO768hCaePUc4D8aEIeV8Ka+Lu1hu/9zcYc7dVu6Fu+AzHZKWX4HGFq1d00Du1C03PFiF9J/4bfveqSvwkNsOpkprm/TNPCcNCuEVqIT48gtUuCW91oKlqN49sWBkX4eDv0+ybvDabnf6FayMH2IUdIvRbJALTtLyy/Bpdgmq7rRY3LahRUtTUW6EAhXSbWl1DLu/td7EzJTGT4k3Hh2J1x+JNfoE//i4AXj7P4X465c871IC7fq6EL8a1VeSfUuN73TI1pR8Xm0ODLlDt1zD0Zw+/vyX39c2ttne6L+4RFoNz/3z3Q5w3pJeW6MpnMZWHf55qgiLJkbAQy4TpdmgkCaMhjYeztWPZhHXoUCFdFuZRVW408zv4snhElU95DKjEQ6tjuH901fFPkS9SxU/Ozw94ip8p0P4bsdxh2655kZzpMAl0o4eEIhAlSeqTWrDGLKnm7YzaufcFx7IO3F387EL2J1ehOS5UbhZ3ehQs0FHlmOX17foR7OI61CgQrotocs933zc8jBwZlGV1aFkS2QygG8lI0emR1yJ73RIeLCwJa+u7pZraTRHbEE+nhgbEYTU3FKzBewMyQBsnBNlcwSgpU2Hvd8VI7OoEg0tWsT09cekwaH6UQwpPD0hAltS+PcK4lYC/YJn3SVzga4jTRg5nbFRaVdDq35ItyVkuefOR2OtNqWz92L2m0kRCPPnfxx8p1HcyR95Th3w3Y7jym65fEZzxPLyvGik5Zdh6f4sq0FKoMoTu3jkVGxLycfQ9cexJeUC0i5U4FRhJXb95wqe+Mf3GP1ymt1NLa3R6hjOXq3G/UOE51SdvlLJc8uO4YijTRiBzt2otKugERXSbXHlxG1dyBInR+DB2D5WtxF6MTOc/x89INBq/RlDQqdH3IG3wgPTotRWE2qnRakFjxS5slsun9EcMSyZEoGE6DBM3H7S5raM6fDAsF5Wt7E1CsR14BYzidTe/BAO3/5gcpmsw+qvAG/rjQ9t8VHIOl3xxK6IAhXSbXnIZdg4J8rq/HXi5AisnW37kz7foOcXg0MwZUio0fz/jOgwTBkcgm9+um3z+widHnEXu5+6z+IS5WlRartyb/gsrZWqW64UozSmuEA2o7DSqIqrJTWNWsRsOoElUyLx/NQhHaZwhIwCGS6JdoQY5fr52ptxFe9nXDX6XjIHZ7H+9JD7FqnsTmjqh3RrXDlx0+mXIB9PvPn4SF5BCnA36LF2SVsyJQJ7F4/DYjON6d5eOIbX9xE6PSI1rY4ho7ASh7NvIqOw0mqhrN1P3YcLL83AwvH9MXlwCBaO748LL82wO0HYld1ypRilMfVZTim0OiZoWrGpVYc3vryMEcknOkzhCBkF4pZEO0KM/BChTL+XI53spkWpbY6kEuegERXS7YlVpM5SD5VgHwU2z4u2muMi1fSIlMwN6ZuWfTflrfAQvATZGld1y+UzmiOTAUsnRWCXnbksXLBgT46EuTogQkeBHE0iFSM/xFX4jqQS56BAhRCIV6TOkaBHiukRqVga0ufKvvNJ6hSLkKW1Pze14Xcf/ohr1Y3oH+iNv/zPSPh6Cb8M8imUxhjwXoZjS9Yr6pvwYExvaPy8eE3/mEo+kqefwhE6CuRoEqm7rZbp6eWB+qa75QiCfDzxq9g+uH+oGgVl9bheTZ2W3ZWMMUcGx1yPb5toQjoLd2/cp9UxTPrTSauflgNVnjizbppbze/P3ZmOnBt1HZ6P6etntpsxH9tS8vFOepFDUwzWHEgcj7iBwRab+QnZR0ubDsPWH+c1/RPm74VvVz/g0O8vo7ASj+0+bff7xbZw/ADMGhHWKVp7dBd8798UNhLiZrjpkX2Lx2Hz/BFuFaQA/Ib0qxtasfrjHLdp7mYpSAHauxnP3Zlu137/MGM4Qn0cW1liiWHhNq7hZ4BK+PfiRjb45PRw+NRisYVLMHeXUCA8WIW4gcGYF9sHcW7cF4t0RIEKIYQ3rY7h28u3eG37cdYNTNz+pSR1OYT4uanNYpDCyblRh5+b+Je052QWVaHiZ8u1TRxhGizMiA7D2XXTsO+ZsfDy5H/pNpzCSZoVhSVTIiyuhgkUsQM3l2DuLgpv/YxGnmX8iXuhqR9CCC+puaVIPpJvV67EMxPDMS1Kox8hOF1YiYwrtwG05waNj5TuE27i3h+QdsF6U0QAmDZcjd1PC8sDOpx9EysPZtt5ZJbZmjpLySnBc//60eZ+NH5KnFoz1exSZXOVaaX4PaTmlmLV/53j3etHau6W79Wd8b1/UzItIcQmR3IkAOC9U8V471QxAlSeaGnTocHgprXzq8sIUHli+0MjJEnAvVbdKOp2hqSqWlrd0Gq1x8ysmN5YcqPGZgl/rjeVKUUPORKnRCJxivitBUw9MKyX0e/b1dLyKzpt36zuiqZ+CCFWaXUMaz45L8q+ahpazd60uIqoUkwT9Q/k10mY73aGxkYEQeOnFPw+PmytmkmaFYU3Hx8FX2XHz5sBIk7hOGpfRrFTa6nwwfXNIp2DpIHKsWPHMG7cOHh7eyMwMBDz5883ev3atWuYPXs2VCoV1Go1XnzxRbS1CZ8nJoRI5/SVSqs9ZsS06Wi+6Am4f/mfkaJuZ8hDLkPy3HsEv48PPqM1s2LCcG7jdHzwm3FY8ctBWPHLgfhg8TicXTfNLYIUwDlVfO1hrm9WS5sO76ZfwYbDuXg3/QpaeJbvJ9KSbOrn0KFDSExMxNatW/HAAw+gra0Nubm5+te1Wi1mz54NjUaD7777DqWlpXjqqafg6emJrVu3SnVYhBCBMgr5NoVzHFfkTIyaNhxfrx6I6etnNaE2pq+fXfVUgLsrcmx1NhYi2EfBu8eMh1yGiYNCMHGQ8IZ/zuCMKr72MO2btS0lv0PhwC0pFyQtHEj4kWREpa2tDStXrsSrr76KpUuXYsiQIYiKisIjjzyi3+bzzz9Hfn4+9u/fj9jYWMycORObN2/G3//+d7S0tEhxWIQQuzh34F6KQmFHVkxGTF/zyXqO1FHhcCtyPlg8DnPv7e3QvgBg87zoLrN8dmFcONzxRzHsm8U1azQdzNMx4O1virCtE3Yt70okCVSysrJw8+ZNyOVyjBw5EmFhYZg5c6bRiEpGRgZGjBiBXr3udvtMSEhAXV0d8vLypDgsQogd4iKd+0ldqgTVIysmIzc5AdOGqzFU0xPThquRm5zgUJBi2Osos6gK1XeacbKgzKHjXDIlwmq7hc5GSP0WZ+L6ZvFp1rg7vYimgVxIkqmfK1euAACSk5Px+uuvIzw8HK+99hruv/9+XLp0CUFBQSgrKzMKUgDovy4rs/yP3tzcjObmZv3XdXXW6yMQQhwzfmAwAlSeTslTMSxyJgVfrx6ClyBbYq7XkSN8lB54dUEMZsU4PiLjbiz1ZJLB2eN17Qz7ZvFp1qhj7dstniz9KinSkaARlTVr1kAmk1l9FBQUQKdrjzzXrl2LBQsWYPTo0dizZw9kMhk++ugjhw5427Zt8Pf31z/69evn0P4IIdZ5yGXY/pB4jQStEaMiqjOk5LQv1xYjSFEpPPC7+CHI2ZjQJYMUTtKsKBRsnon1s4fjqbgBWD97OPJfmtGhc7nUTOuo8E32ddek4O5A0IjKqlWrsGjRIqvbREZGorS0fYlhVNTdBCSlUonIyEhcu3YNAKDRaJCZmWn03vLycv1rliQlJeH3v/+9/uu6ujoKVgiRGJcwmvTJeVQLGFkx/cQcqPJEs0kdFe75bRLVURFbSk4JVhywXWyNj5VTB+H5qUM6RXAmBkUPeYdRiY1zosw2uOSM6uePrOu1dn9PpYcM90UEISLEx2zfLL7Jvu6aFNwdCApUQkNDERoaanO70aNHQ6lU4uLFi5g0aRIAoLW1FcXFxRgwYAAAIC4uDlu2bEFFRQXUajUAIC0tDX5+fkYBjimlUgmlUpq6BYQQy2ZEh6GxVYfffZjNa3tlDxmyNyQg+3qNUSM4wLmVacWUmlvKqyIsX8PD/DrFzy2lGdFh2PXkqA7TaME+CmyeF41AH4VDzQ2btQzLfznY4kqyhXHh2JJywer0j1zWvh1xDUlyVPz8/LB06VJs3LgR/fr1w4ABA/Dqq68CAB5++GEAwPTp0xEVFYWFCxfilVdeQVlZGdatW4fly5dTIEKIm9L48R+mX/aLgfBWeJi9QUwcHIKJg91zOa0lWh3DpqPirv7YdDQf06I0FKxEh2FalKa9d5JJd2OtjkHj52VX6waOtZVkXLKvtSq/iZMjoOhB9VFdRbI6Kq+++ip69OiBhQsXorGxEePGjcPJkycRGBgIAPDw8MBnn32GZcuWIS4uDj4+Pnj66afx0ksvSXVIhBAHtVditX3TUCnk+O3UIU46Kufg0zVaKCnqxnRWHnKZ2fPQXlQvyqEWDrZWkllK9pXLQHVU3AA1JSSECMKn74+7lG8X00tH8/DeqWLR9/vGo7GYF9tH9P12Nam5pXYV1Qvz98K3qx/gNWrV0qbDvoxiXK1qwIAgFRbGhdNIioSoKSEhRBLWKrFK2VzQlbQ6hk+zSyTZd4gvTXXzwU0Pnb5SiYzCSjDGEKDyxHeFlfjq4i2z75FB2Eoyc8m+xPUoUCGECGZ60wAY4iJDMH5g50iKFSqzqApVdySqmN2px7Sdy1y7gMQpA5GSU4J1h3NRdedu4Bzm74WNc6K6XNDcHVGgQgixi7v3mBGTFGX9nbHv7mJWTG8kRIeZTcYlnR8FKoQQYoNUZf0BSDdS081YSsYlnR9lCRFCiA1jI4Lg7SnN5TKIclQIsYoCFUIIsWHp/jNobJWmKZ2Q2jSEdEcUqBBCiBVHz5UgLb9Ckn1r/JSSNmEkpCugQIUQQizQ6hj++O/zku0/ee49lPBJiA0UqBBCiAWZRVWob2oTfb8BKs8uWRSPECnQqh9CCLHA0aXDiyeG44HhvaDTMXxfVIWuXm+GEClQoEIIIRbYuyzZXLGxyUNsd54nhHREgQohpFPR6hhOF1Yi48ptAO21M8ZHSjNCMTYiCGH+XjabEaoUciyZMgjhISoqNkaIyChQIYR0GuYa0+386rJkPYY85DJsnBOFZfuzLFa6HzMgAB8umUCBCSESoWRaQkinwHVtNtc9t6ahFUv3ZyE1t1T07zsjOgy7nhyFMH/jaSA/rx7Y8dhIfLxsIgUphEiIRlQIIW5Fq2MderYAQPKRPJvv3XQ0H9OiNKIHDlwTRuolQ4jzUaBCCHEbqbml2HQ03ygnJMhHgafGD0BZXbPN95fWNiGzqEqSni/US4YQ16BAhRDiFlJzS83mglTdacFfv/yJ936oGzEhXQvlqBBCXE6rY9h0NN9iwqoQUnY6JoQ4HwUqhBCXyyyqsrkEmI8wfy/qnUNIF0OBCiHE5T7PKxNlPxvnRFGCKyFdDAUqhBCX0uoY9p++6tA+fJU9qHcOIV0UBSqEEJf66xcX0apzLDtlk0m5ekJI10GBCiHEZVJySrHjZKHD+6lp7FgEjhDSNVCgQghxidTcUjz3ryxR9hXkqxRlP4QQ90OBCiHE6bjlyGLR+NGSZEK6KgpUCCFOJ9ZyZAAI8vGkJcmEdGEUqBBCnE7M6rEvz4umJcmEdGEUqBBCnE6s6rFLpkRgVkxvUfZFCHFP1OuHEOJ0YyOCEObvhbLaJrvK5vsqe+CVBTGYFUNLkgnp6ihQIYQ4nYdcho1zorBsfxZkgNlgJUDlia3zo+GvUuDU5dsoqWlEnwBvTBgUgvGRwTTdQ0g3IWOMidEHzGXq6urg7++P2tpa+Pn5ufpwCCECpOaWYtPRfKPE2gCVJ349IQIrHhhEwQghXRjf+zeNqBBCXGZGdBimRWmQWVSFivomqHu2NxWkAIUQwqFAhRDiUh5yGeIGBrv6MAghbopW/RBCCCHEbVGgQgghhBC3JVmgcunSJcybNw8hISHw8/PDpEmT8NVXXxltc+3aNcyePRsqlQpqtRovvvgi2trapDokQgghhHQykgUqDz74INra2nDy5EmcPXsW9957Lx588EGUlZUBALRaLWbPno2WlhZ899132Lt3L/75z39iw4YNUh0SIYQQQjoZSZYn3759G6Ghofjmm28wefJkAEB9fT38/PyQlpaG+Ph4HD9+HA8++CBKSkrQq1cvAMBbb72F1atX49atW1AoFLy+Fy1PJoQQQjofvvdvSUZUgoODMXToULz//vu4c+cO2tra8Pbbb0OtVmP06NEAgIyMDIwYMUIfpABAQkIC6urqkJeXZ3Hfzc3NqKurM3oQQgghpGuSZHmyTCbDF198gfnz56Nnz56Qy+VQq9VITU1FYGAgAKCsrMwoSAGg/5qbHjJn27Zt2LRpkxSHTQghhBA3I2hEZc2aNZDJZFYfBQUFYIxh+fLlUKvVSE9PR2ZmJubPn485c+agtLTUoQNOSkpCbW2t/nH9+nWH9kcIIYQQ9yVoRGXVqlVYtGiR1W0iIyNx8uRJfPbZZ6iurtbPO7355ptIS0vD3r17sWbNGmg0GmRmZhq9t7y8HACg0Wgs7l+pVEKpVAo5bEIIIYR0UoICldDQUISGhtrcrqGhAQAglxsP2Mjlcuh0OgBAXFwctmzZgoqKCqjVagBAWloa/Pz8EBUVxfuYuFxgylUhhBBCOg/uvm1zTQ+TwK1bt1hwcDB76KGHWHZ2Nrt48SL73//9X+bp6cmys7MZY4y1tbWx6OhoNn36dJadnc1SU1NZaGgoS0pKEvS9rl+/ztDefJUe9KAHPehBD3p0ssf169et3ucl65585swZrF27FmfOnEFrayvuuecebNiwATNnztRvc/XqVSxbtgxff/01fHx88PTTT2P79u3o0YP/QI9Op0NJSQl69uwJmazzNTKrq6tDv379cP36dVpeDTofpuh8GKPzYYzOhzE6H8bc/XwwxlBfX4/evXt3mIExJFmgQvihOjDG6HwYo/NhjM6HMTofxuh8GOsq54N6/RBCCCHEbVGgQgghhBC3RYGKiymVSmzcuJGWXP8XnQ9jdD6M0fkwRufDGJ0PY13lfFCOCiGEEELcFo2oEEIIIcRtUaBCCCGEELdFgQohhBBC3BYFKoQQQghxWxSouNixY8cwbtw4eHt7IzAwEPPnzzd6/dq1a5g9ezZUKhXUajVefPFFtLW1ueZgnaS5uRmxsbGQyWTIzs42ei0nJweTJ0+Gl5cX+vXrh1deecU1Bymx4uJiLF68GBEREfD29sbAgQOxceNGtLS0GG3XXc4H5+9//zvCw8Ph5eWFcePGdWhs2lVt27YN9913H3r27Am1Wo358+fj4sWLRts0NTVh+fLlCA4Ohq+vLxYsWKBv9NqVbd++HTKZDC+88IL+ue54Lm7evIknn3wSwcHB8Pb2xogRI3DmzBn964wxbNiwAWFhYfD29kZ8fDx++uknFx6xAIIb+RDRfPzxxywwMJDt2rWLXbx4keXl5bEPP/xQ/zrXDyk+Pp79+OOPLCUlhYWEhAjuh9TZPP/882zmzJkMAPvxxx/1z9fW1rJevXqxJ554guXm5rIDBw4wb29v9vbbb7vuYCVy/PhxtmjRInbixAlWWFjIDh8+zNRqNVu1apV+m+50Phhj7ODBg0yhULD33nuP5eXlscTERBYQEMDKy8tdfWiSS0hIYHv27GG5ubksOzubzZo1i/Xv35/9/PPP+m2WLl3K+vXrx7788kt25swZNn78eDZhwgQXHrX0MjMzWXh4OIuJiWErV67UP9/dzkVVVRUbMGAAW7RoEfv+++/ZlStX2IkTJ9jly5f122zfvp35+/uzTz/9lJ07d47NnTuXRUREsMbGRhceOT8UqLhIa2sr69OnD/vHP/5hcZuUlBQml8tZWVmZ/rldu3YxPz8/1tzc7IzDdLqUlBQ2bNgwlpeX1yFQefPNN1lgYKDRz7569Wo2dOhQFxyp873yyissIiJC/3V3Ox9jx45ly5cv13+t1WpZ79692bZt21x4VK5RUVHBALD//Oc/jDHGampqmKenJ/voo4/021y4cIEBYBkZGa46TEnV19ezwYMHs7S0NPaLX/xCH6h0x3OxevVqNmnSJIuv63Q6ptFo2Kuvvqp/rqamhimVSnbgwAFnHKJDaOrHRbKysnDz5k3I5XKMHDkSYWFhmDlzJnJzc/XbZGRkYMSIEejVq5f+uYSEBNTV1SEvL88Vhy2p8vJyJCYmYt++fVCpVB1ez8jIwJQpU6BQKPTPJSQk4OLFi6iurnbmobpEbW0tgoKC9F93p/PR0tKCs2fPIj4+Xv+cXC5HfHw8MjIyXHhkrlFbWwsA+r+Hs2fPorW11ej8DBs2DP379++y52f58uWYPXu20c8MdM9zceTIEYwZMwYPP/ww1Go1Ro4cid27d+tfLyoqQllZmdE58ff3x7hx4zrFOaFAxUWuXLkCAEhOTsa6devw2WefITAwEPfffz+qqqoAAGVlZUZBCgD912VlZc49YIkxxrBo0SIsXboUY8aMMbtNdzofpi5fvowdO3ZgyZIl+ue60/m4ffs2tFqt2Z+3q/2stuh0OrzwwguYOHEioqOjAbT/vhUKBQICAoy27arn5+DBg8jKysK2bds6vNbdzgXQfj/ZtWsXBg8ejBMnTmDZsmV4/vnnsXfvXgB3rwed9f+HAhWRrVmzBjKZzOqjoKAAOp0OALB27VosWLAAo0ePxp49eyCTyfDRRx+5+KcQD9/zsWPHDtTX1yMpKcnVhywpvufD0M2bNzFjxgw8/PDDSExMdNGRE3exfPly5Obm4uDBg64+FJe4fv06Vq5ciQ8++ABeXl6uPhy3oNPpMGrUKGzduhUjR47Es88+i8TERLz11luuPjRR9HD1AXQ1q1atwqJFi6xuExkZidLSUgBAVFSU/nmlUonIyEhcu3YNAKDRaDqsauAy1zUajYhHLR2+5+PkyZPIyMjo0JNizJgxeOKJJ7B3715oNJoOmftd9XxwSkpK8Mtf/hITJkzAO++8Y7RdVzgffIWEhMDDw8Psz9vVflZrVqxYgc8++wzffPMN+vbtq39eo9GgpaUFNTU1RiMJXfH8nD17FhUVFRg1apT+Oa1Wi2+++QY7d+7EiRMnus254ISFhRndSwBg+PDhOHToEIC714Py8nKEhYXptykvL0dsbKzTjtNurk6S6a5qa2uZUqk0SqZtaWlharVav2qDS6Y1XNXw9ttvMz8/P9bU1OT0Y5bS1atX2fnz5/WPEydOMADs448/ZtevX2eM3U0ebWlp0b8vKSmpyyaP3rhxgw0ePJg9+uijrK2trcPr3e18jB07lq1YsUL/tVarZX369OkWybQ6nY4tX76c9e7dm126dKnD61wC6ccff6x/rqCgoEsmkNbV1RldK86fP8/GjBnDnnzySXb+/PludS44jz32WIdk2hdeeIHFxcUxxu4m0/75z3/Wv87dgzpDMi0FKi60cuVK1qdPH3bixAlWUFDAFi9ezNRqNauqqmKM3V2ePH36dJadnc1SU1NZaGhol1+ezBhjRUVFHVb91NTUsF69erGFCxey3NxcdvDgQaZSqbrkctwbN26wQYMGsalTp7IbN26w0tJS/YPTnc4HY+3Lk5VKJfvnP//J8vPz2bPPPssCAgKMVsV1VcuWLWP+/v7s66+/NvpbaGho0G+zdOlS1r9/f3by5El25swZFhcXp79RdXWGq34Y637nIjMzk/Xo0YNt2bKF/fTTT+yDDz5gKpWK7d+/X7/N9u3bWUBAADt8+DDLyclh8+bNo+XJxLaWlha2atUqplarWc+ePVl8fDzLzc012qa4uJjNnDmTeXt7s5CQELZq1SrW2trqoiN2HnOBCmOMnTt3jk2aNIkplUrWp08ftn37dtccoMT27NnDAJh9GOou54OzY8cO1r9/f6ZQKNjYsWPZ6dOnXX1ITmHpb2HPnj36bRobG9lzzz3HAgMDmUqlYr/61a+MAtuuzDRQ6Y7n4ujRoyw6OpoplUo2bNgw9s477xi9rtPp2Pr161mvXr2YUqlkU6dOZRcvXnTR0QojY4wxp883EUIIIYTwQKt+CCGEEOK2KFAhhBBCiNuiQIUQQgghbosCFUIIIYS4LQpUCCGEEOK2KFAhhBBCiNuiQIUQQgghbosCFUIIIYS4LQpUCCGEEOK2KFAhhBBCiNuiQIUQQgghbosCFUIIIYS4rf8PwudV+dhtSiMAAAAASUVORK5CYII=\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", " Beginning layer\n", "Beginning final layer\n", "Finished node classifications\n", "Inputstensor([[-0.0639, -0.1229, 0.0089, ..., 0.0044, -0.0453, -0.1414],\n", " [-0.0615, -0.1449, 0.0220, ..., 0.0645, -0.0693, -0.2045],\n", " [-0.0431, -0.1236, 0.0033, ..., 0.0499, -0.0630, -0.1744],\n", " ...,\n", " [-0.0059, -0.1278, -0.0270, ..., 0.0058, -0.0322, -0.2052],\n", " [-0.0494, -0.0998, 0.0204, ..., 0.0010, -0.0716, -0.1837],\n", " [-0.0449, -0.0958, 0.0224, ..., -0.0017, -0.0676, -0.1788]],\n", " grad_fn=)\n", "BiasParameter containing:\n", "tensor([-0.0004, -0.0004, 0.0004, 0.0004, 0.0004, -0.0004, -0.0004],\n", " requires_grad=True)\n", "tensor(-0.3679, grad_fn=) tensor(0.5787, grad_fn=)\n", "Current Graph\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Y Values\n", "tensor([[-0.0643, -0.1233, 0.0093, ..., 0.0048, -0.0457, -0.1418],\n", " [-0.0619, -0.1453, 0.0224, ..., 0.0649, -0.0697, -0.2049],\n", " [-0.0435, -0.1240, 0.0037, ..., 0.0502, -0.0634, -0.1748],\n", " ...,\n", " [-0.0491, -0.1770, 0.0028, ..., 0.0454, -0.0342, -0.1379],\n", " [-0.0796, -0.1476, 0.0363, ..., 0.0275, -0.0536, -0.1950],\n", " [-0.0817, -0.1733, 0.1230, ..., 0.0280, -0.0652, -0.1992]],\n", " grad_fn=)\n", "tensor(1.8338, grad_fn=)\n" ] } ], "source": [ "\n", "for i in range(5):\n", " optimizer.zero_grad()\n", " y = beach.forward()\n", " print(\"Y Values\")\n", " print(y[:10])\n", " #set_trace()\n", " loss = f(y, classify)\n", " loss.backward()\n", " optimizer.step()\n", " print(loss)\n" ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }