diff --git a/learn/search/image/satellite-image-search/satellite-image-search.ipynb b/learn/search/image/satellite-image-search/satellite-image-search.ipynb index 33531d5e..92d0c68a 100644 --- a/learn/search/image/satellite-image-search/satellite-image-search.ipynb +++ b/learn/search/image/satellite-image-search/satellite-image-search.ipynb @@ -1,3513 +1,3511 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "Ykk531cogh6q" - }, - "source": [ - "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/pinecone-io/examples/blob/master/learn/search/image/satellite-image-search/satellite-image-search.ipynb) [![Open nbviewer](https://raw.githubusercontent.com/pinecone-io/examples/master/assets/nbviewer-shield.svg)](https://nbviewer.org/github/pinecone-io/examples/blob/master/learn/search/image/satellite-image-search/satellite-image-search.ipynb)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "vNnH3ogARLfW" - }, - "source": [ - "# Satellite Image Search with Pinecone" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "OLYB2JyOROV1" - }, - "source": [ - "In this notebook, we will demonstrate how Pinecone can be used for Satellite Image Search. Our objective is to showcase how Pinecone's vector search can be used to efficiently and effectively find satellite images that are similar to a given query image.\n", - "\n", - "To achieve this, we will:\n", - "\n", - "1. Download satellite image dataset and prepare them for vectorization.\n", - "2. Use a pre-trained model fine-tuned on aerial and satellite images to generate embeddings for each image in the dataset.\n", - "3. Store the image embeddings in a Pinecone index along with image paths as metadata.\n", - "4. Use a query image to search the Pinecone index for similar satellite images based on their vector representation.\n", - "5. Visualize the retrieved images to evaluate the effectiveness of the search.\n", - "\n", - "Satellite image search can be useful in various applications such as urban planning, environmental monitoring, and disaster response. By leveraging the power of Pinecone's vector search, we can quickly search through a large database of satellite images to find those that are most relevant to our needs.\n", - "\n", - "Let's get started." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "wlzPt56jTK3i" - }, - "source": [ - "# Setup Notebook and Install dependencies" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Vks4X3PWumju" - }, - "source": [ - "Install the necessary libraries for running this notebook. Those are:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "id": "4bBF-2QTSzeV" - }, - "outputs": [], - "source": [ - "!pip install -qU transformers pinecone-client==3.1.0" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "E9qZhg88Tpft" - }, - "source": [ - "# Download and prepare the dataset" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "8ZvEPwCrUeMY" - }, - "source": [ - "We will be using the [LoveDa](https://github.com/Junjue-Wang/LoveDA) dataset, which is a collection of 5987 high spatial resolution remote sensing images with a resolution of 0.3 meters. The dataset covers three cities in China - Nanjing, Changzhou, and Wuhan - and focuses on different geographical environments between urban and rural areas. The dataset's high spatial resolution and focus on different geographical environments between urban and rural areas makes it a suitable choice for our demonstration of Pinecone's vector search capabilities for satellite image retrieval." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "o8O94WkxYMmP" - }, - "source": [ - "We will be downloading the LoveDa dataset using the ```gdown``` library and unzipping the files using the ```unzip``` command.\n", - "\n", - "*Note if not running this on Colab, you may need to run `!pip install gdown` first!*" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "GR7BBHuwXbPy", - "outputId": "e9e65413-4b4a-4abe-db07-914f72ec96cc" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.9/dist-packages/gdown/cli.py:121: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n", - " warnings.warn(\n", - "Downloading...\n", - "From: https://drive.google.com/uc?id=1ON7bWat7u9fGV16stAosdmzMIpcydnVC\n", - "To: /content/Test.zip\n", - "100% 3.13G/3.13G [00:43<00:00, 71.4MB/s]\n", - "/usr/local/lib/python3.9/dist-packages/gdown/cli.py:121: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n", - " warnings.warn(\n", - "Access denied with the following error:\n", - "\n", - " \tCannot retrieve the public link of the file. You may need to change\n", - "\tthe permission to 'Anyone with the link', or have had many accesses. \n", - "\n", - "You may still be able to access the file from the browser:\n", - "\n", - "\t https://drive.google.com/uc?id=1xbnKVN5aRMlpxISXgutzQO0hPT_b4lMi \n", - "\n", - "/usr/local/lib/python3.9/dist-packages/gdown/cli.py:121: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n", - " warnings.warn(\n", - "Access denied with the following error:\n", - "\n", - " \tCannot retrieve the public link of the file. You may need to change\n", - "\tthe permission to 'Anyone with the link', or have had many accesses. \n", - "\n", - "You may still be able to access the file from the browser:\n", - "\n", - "\t https://drive.google.com/uc?id=1yTMfeon1Oc4ia9oCX7r5Yq4C39I0oO_b \n", - "\n" - ] - } - ], - "source": [ - "!gdown --id 1ON7bWat7u9fGV16stAosdmzMIpcydnVC\n", - "!gdown --id 1xbnKVN5aRMlpxISXgutzQO0hPT_b4lMi\n", - "!gdown --id 1yTMfeon1Oc4ia9oCX7r5Yq4C39I0oO_b" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "DLhQ1JOvseTt", - "outputId": "f24c8922-99de-4cec-a868-a2a6c48972f6" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Archive: Test.zip\n", - " creating: Test/\n", - " creating: Test/Rural/\n", - " creating: Test/Rural/images_png/\n", - " inflating: Test/Rural/images_png/4191.png \n", - " inflating: Test/Rural/images_png/4192.png \n", - " extracting: Test/Rural/images_png/4193.png \n", - " extracting: Test/Rural/images_png/4194.png \n", - " extracting: Test/Rural/images_png/4195.png \n", - " extracting: Test/Rural/images_png/4196.png \n", - " extracting: Test/Rural/images_png/4197.png \n", - " extracting: Test/Rural/images_png/4198.png \n", - " extracting: Test/Rural/images_png/4199.png \n", - " inflating: Test/Rural/images_png/4200.png \n", - " extracting: Test/Rural/images_png/4201.png \n", - " extracting: Test/Rural/images_png/4202.png \n", - " extracting: Test/Rural/images_png/4203.png \n", - " extracting: Test/Rural/images_png/4204.png \n", - " extracting: Test/Rural/images_png/4205.png \n", - " inflating: Test/Rural/images_png/4206.png \n", - " inflating: Test/Rural/images_png/4207.png \n", - " extracting: Test/Rural/images_png/4208.png \n", - " extracting: Test/Rural/images_png/4209.png \n", - " extracting: Test/Rural/images_png/4210.png \n", - " extracting: Test/Rural/images_png/4211.png \n", - " extracting: Test/Rural/images_png/4212.png \n", - " extracting: Test/Rural/images_png/4213.png \n", - " extracting: Test/Rural/images_png/4214.png \n", - " extracting: Test/Rural/images_png/4215.png \n", - " inflating: Test/Rural/images_png/4216.png \n", - " extracting: Test/Rural/images_png/4217.png \n", - " extracting: Test/Rural/images_png/4218.png \n", - " extracting: Test/Rural/images_png/4219.png \n", - " extracting: Test/Rural/images_png/4220.png \n", - " extracting: Test/Rural/images_png/4221.png \n", - " inflating: Test/Rural/images_png/4222.png \n", - " extracting: Test/Rural/images_png/4223.png \n", - " extracting: Test/Rural/images_png/4224.png \n", - " extracting: Test/Rural/images_png/4225.png \n", - " extracting: Test/Rural/images_png/4226.png \n", - " extracting: Test/Rural/images_png/4227.png \n", - " extracting: Test/Rural/images_png/4228.png \n", - " extracting: Test/Rural/images_png/4229.png \n", - " extracting: Test/Rural/images_png/4230.png \n", - " extracting: Test/Rural/images_png/4231.png \n", - " inflating: Test/Rural/images_png/4232.png \n", - " extracting: Test/Rural/images_png/4233.png \n", - " extracting: Test/Rural/images_png/4234.png \n", - " extracting: Test/Rural/images_png/4235.png \n", - " extracting: Test/Rural/images_png/4236.png \n", - " extracting: Test/Rural/images_png/4237.png \n", - " extracting: Test/Rural/images_png/4238.png \n", - " extracting: Test/Rural/images_png/4239.png \n", - " extracting: Test/Rural/images_png/4240.png \n", - " extracting: Test/Rural/images_png/4241.png \n", - " extracting: Test/Rural/images_png/4242.png \n", - " extracting: Test/Rural/images_png/4243.png \n", - " extracting: Test/Rural/images_png/4244.png \n", - " extracting: Test/Rural/images_png/4245.png \n", - " extracting: Test/Rural/images_png/4246.png \n", - " extracting: Test/Rural/images_png/4247.png \n", - " extracting: Test/Rural/images_png/4248.png \n", - " inflating: Test/Rural/images_png/4249.png \n", - " extracting: Test/Rural/images_png/4250.png \n", - " extracting: Test/Rural/images_png/4251.png \n", - " extracting: Test/Rural/images_png/4252.png \n", - " extracting: Test/Rural/images_png/4253.png \n", - " inflating: Test/Rural/images_png/4254.png \n", - " extracting: Test/Rural/images_png/4255.png \n", - " extracting: Test/Rural/images_png/4256.png \n", - " extracting: Test/Rural/images_png/4257.png \n", - " extracting: Test/Rural/images_png/4258.png \n", - " extracting: Test/Rural/images_png/4259.png \n", - " extracting: Test/Rural/images_png/4260.png \n", - " extracting: Test/Rural/images_png/4261.png \n", - " extracting: Test/Rural/images_png/4262.png \n", - " inflating: Test/Rural/images_png/4263.png \n", - " extracting: Test/Rural/images_png/4264.png \n", - " extracting: Test/Rural/images_png/4265.png \n", - " extracting: Test/Rural/images_png/4266.png \n", - " extracting: Test/Rural/images_png/4267.png \n", - " extracting: Test/Rural/images_png/4268.png \n", - " extracting: Test/Rural/images_png/4269.png \n", - " extracting: Test/Rural/images_png/4270.png \n", - " inflating: Test/Rural/images_png/4271.png \n", - " inflating: Test/Rural/images_png/4272.png \n", - " extracting: Test/Rural/images_png/4273.png \n", - " extracting: Test/Rural/images_png/4274.png \n", - " extracting: Test/Rural/images_png/4275.png \n", - " extracting: Test/Rural/images_png/4276.png \n", - " extracting: Test/Rural/images_png/4277.png \n", - " extracting: Test/Rural/images_png/4278.png \n", - " extracting: Test/Rural/images_png/4279.png \n", - " inflating: Test/Rural/images_png/4280.png \n", - " inflating: Test/Rural/images_png/4281.png \n", - " extracting: Test/Rural/images_png/4282.png \n", - " extracting: Test/Rural/images_png/4283.png \n", - " extracting: Test/Rural/images_png/4284.png \n", - " extracting: Test/Rural/images_png/4285.png \n", - " extracting: Test/Rural/images_png/4286.png \n", - " extracting: Test/Rural/images_png/4287.png \n", - " extracting: Test/Rural/images_png/4288.png \n", - " extracting: Test/Rural/images_png/4289.png \n", - " inflating: Test/Rural/images_png/4290.png \n", - " extracting: Test/Rural/images_png/4291.png \n", - " extracting: Test/Rural/images_png/4292.png \n", - " extracting: Test/Rural/images_png/4293.png \n", - 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" extracting: Test/Rural/images_png/4374.png \n", - " extracting: Test/Rural/images_png/4375.png \n", - " extracting: Test/Rural/images_png/4376.png \n", - " extracting: Test/Rural/images_png/4377.png \n", - " extracting: Test/Rural/images_png/4378.png \n", - " inflating: Test/Rural/images_png/4379.png \n", - " extracting: Test/Rural/images_png/4380.png \n", - " extracting: Test/Rural/images_png/4381.png \n", - " extracting: Test/Rural/images_png/4382.png \n", - " extracting: Test/Rural/images_png/4383.png \n", - " extracting: Test/Rural/images_png/4384.png \n", - " extracting: Test/Rural/images_png/4385.png \n", - " extracting: Test/Rural/images_png/4386.png \n", - " inflating: Test/Rural/images_png/4387.png \n", - " extracting: Test/Rural/images_png/4388.png \n", - " extracting: Test/Rural/images_png/4389.png \n", - " extracting: Test/Rural/images_png/4390.png \n", - " extracting: Test/Rural/images_png/4391.png \n", - " extracting: Test/Rural/images_png/4392.png \n", - " extracting: Test/Rural/images_png/4393.png \n", - 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" extracting: Test/Rural/images_png/4434.png \n", - " extracting: Test/Rural/images_png/4435.png \n", - " extracting: Test/Rural/images_png/4436.png \n", - " extracting: Test/Rural/images_png/4437.png \n", - " extracting: Test/Rural/images_png/4438.png \n", - " extracting: Test/Rural/images_png/4439.png \n", - " extracting: Test/Rural/images_png/4440.png \n", - " inflating: Test/Rural/images_png/4441.png \n", - " extracting: Test/Rural/images_png/4442.png \n", - " extracting: Test/Rural/images_png/4443.png \n", - " extracting: Test/Rural/images_png/4444.png \n", - " extracting: Test/Rural/images_png/4445.png \n", - " extracting: Test/Rural/images_png/4446.png \n", - " extracting: Test/Rural/images_png/4447.png \n", - " extracting: Test/Rural/images_png/4448.png \n", - " extracting: Test/Rural/images_png/4449.png \n", - " extracting: Test/Rural/images_png/4450.png \n", - " extracting: Test/Rural/images_png/4451.png \n", - " extracting: Test/Rural/images_png/4452.png \n", - " extracting: Test/Rural/images_png/4453.png \n", - " inflating: Test/Rural/images_png/4454.png \n", - " extracting: Test/Rural/images_png/4455.png \n", - " extracting: Test/Rural/images_png/4456.png \n", - " extracting: Test/Rural/images_png/4457.png \n", - " extracting: Test/Rural/images_png/4458.png \n", - " extracting: Test/Rural/images_png/4459.png \n", - " extracting: Test/Rural/images_png/4460.png \n", - " extracting: Test/Rural/images_png/4461.png \n", - " extracting: Test/Rural/images_png/4462.png \n", - " extracting: Test/Rural/images_png/4463.png \n", - " extracting: Test/Rural/images_png/4464.png \n", - " extracting: Test/Rural/images_png/4465.png \n", - " extracting: Test/Rural/images_png/4466.png \n", - " extracting: Test/Rural/images_png/4467.png \n", - " extracting: Test/Rural/images_png/4468.png \n", - " extracting: Test/Rural/images_png/4469.png \n", - " extracting: Test/Rural/images_png/4470.png \n", - " extracting: Test/Rural/images_png/4471.png \n", - " inflating: Test/Rural/images_png/4472.png \n", - " extracting: Test/Rural/images_png/4473.png \n", - " extracting: Test/Rural/images_png/4474.png \n", - " extracting: Test/Rural/images_png/4475.png \n", - " extracting: Test/Rural/images_png/4476.png \n", - " extracting: Test/Rural/images_png/4477.png \n", - " extracting: Test/Rural/images_png/4478.png \n", - " extracting: Test/Rural/images_png/4479.png \n", - " inflating: Test/Rural/images_png/4480.png \n", - " extracting: Test/Rural/images_png/4481.png \n", - " extracting: Test/Rural/images_png/4482.png \n", - " inflating: Test/Rural/images_png/4483.png \n", - " extracting: Test/Rural/images_png/4484.png \n", - " extracting: Test/Rural/images_png/4485.png \n", - " extracting: Test/Rural/images_png/4486.png \n", - " inflating: Test/Rural/images_png/4487.png \n", - " extracting: Test/Rural/images_png/4488.png \n", - " extracting: Test/Rural/images_png/4489.png \n", - " extracting: Test/Rural/images_png/4490.png \n", - " inflating: Test/Rural/images_png/4491.png \n", - " extracting: Test/Rural/images_png/4492.png \n", - " extracting: Test/Rural/images_png/4493.png \n", - " extracting: Test/Rural/images_png/4494.png \n", - " extracting: Test/Rural/images_png/4495.png \n", - " inflating: Test/Rural/images_png/4496.png \n", - " extracting: Test/Rural/images_png/4497.png \n", - " extracting: Test/Rural/images_png/4498.png \n", - " extracting: Test/Rural/images_png/4499.png \n", - " extracting: Test/Rural/images_png/4500.png \n", - " extracting: Test/Rural/images_png/4501.png \n", - " extracting: Test/Rural/images_png/4502.png \n", - " extracting: Test/Rural/images_png/4503.png \n", - " extracting: Test/Rural/images_png/4504.png \n", - " extracting: Test/Rural/images_png/4505.png \n", - " inflating: Test/Rural/images_png/4506.png \n", - " inflating: Test/Rural/images_png/4507.png \n", - " extracting: Test/Rural/images_png/4508.png \n", - " extracting: Test/Rural/images_png/4509.png \n", - " inflating: Test/Rural/images_png/4510.png \n", - " extracting: Test/Rural/images_png/4511.png \n", - " extracting: Test/Rural/images_png/4512.png \n", - " extracting: Test/Rural/images_png/4513.png \n", - " extracting: Test/Rural/images_png/4514.png \n", - " inflating: Test/Rural/images_png/4515.png \n", - " extracting: Test/Rural/images_png/4516.png \n", - " extracting: Test/Rural/images_png/4517.png \n", - " extracting: Test/Rural/images_png/4518.png \n", - " extracting: Test/Rural/images_png/4519.png \n", - " extracting: Test/Rural/images_png/4520.png \n", - " extracting: Test/Rural/images_png/4521.png \n", - " extracting: Test/Rural/images_png/4522.png \n", - " extracting: Test/Rural/images_png/4523.png \n", - " extracting: Test/Rural/images_png/4524.png \n", - " extracting: Test/Rural/images_png/4525.png \n", - " extracting: Test/Rural/images_png/4526.png \n", - " extracting: Test/Rural/images_png/4527.png \n", - " extracting: Test/Rural/images_png/4528.png \n", - " extracting: Test/Rural/images_png/4529.png \n", - " extracting: Test/Rural/images_png/4530.png \n", - " extracting: Test/Rural/images_png/4531.png \n", - " extracting: Test/Rural/images_png/4532.png \n", - " extracting: Test/Rural/images_png/4533.png \n", - " extracting: Test/Rural/images_png/4534.png \n", - " extracting: Test/Rural/images_png/4535.png \n", - " inflating: Test/Rural/images_png/4536.png \n", - " extracting: Test/Rural/images_png/4537.png \n", - " extracting: Test/Rural/images_png/4538.png \n", - " extracting: Test/Rural/images_png/4539.png \n", - " extracting: Test/Rural/images_png/4540.png \n", - " extracting: Test/Rural/images_png/4541.png \n", - " inflating: Test/Rural/images_png/4542.png \n", - " extracting: Test/Rural/images_png/4543.png \n", - " extracting: Test/Rural/images_png/4544.png \n", - " extracting: Test/Rural/images_png/4545.png \n", - " extracting: Test/Rural/images_png/4546.png \n", - " extracting: Test/Rural/images_png/4547.png \n", - " extracting: Test/Rural/images_png/4548.png \n", - " extracting: Test/Rural/images_png/4549.png \n", - " extracting: Test/Rural/images_png/4550.png \n", - " extracting: Test/Rural/images_png/4551.png \n", - " extracting: Test/Rural/images_png/4552.png \n", - " extracting: Test/Rural/images_png/4553.png \n", - " extracting: Test/Rural/images_png/4554.png \n", - " extracting: Test/Rural/images_png/4555.png \n", - " extracting: Test/Rural/images_png/4556.png \n", - " extracting: Test/Rural/images_png/4557.png \n", - " extracting: Test/Rural/images_png/4558.png \n", - " inflating: Test/Rural/images_png/4559.png \n", - " inflating: Test/Rural/images_png/4560.png \n", - " extracting: Test/Rural/images_png/4561.png \n", - " extracting: Test/Rural/images_png/4562.png \n", - " extracting: Test/Rural/images_png/4563.png \n", - " extracting: Test/Rural/images_png/4564.png \n", - " inflating: Test/Rural/images_png/4565.png \n", - " extracting: Test/Rural/images_png/4566.png \n", - " extracting: Test/Rural/images_png/4567.png \n", - " extracting: Test/Rural/images_png/4568.png \n", - " extracting: Test/Rural/images_png/4569.png \n", - " extracting: Test/Rural/images_png/4570.png \n", - " extracting: Test/Rural/images_png/4571.png \n", - " extracting: Test/Rural/images_png/4572.png \n", - " extracting: Test/Rural/images_png/4573.png \n", - " extracting: Test/Rural/images_png/4574.png \n", - " extracting: Test/Rural/images_png/4575.png \n", - " extracting: Test/Rural/images_png/4576.png \n", - " extracting: Test/Rural/images_png/4577.png \n", - " extracting: Test/Rural/images_png/4578.png \n", - " extracting: Test/Rural/images_png/4579.png \n", - " inflating: Test/Rural/images_png/4580.png \n", - " extracting: Test/Rural/images_png/4581.png \n", - " extracting: Test/Rural/images_png/4582.png \n", - " extracting: Test/Rural/images_png/4583.png \n", - " extracting: Test/Rural/images_png/4584.png \n", - " extracting: Test/Rural/images_png/4585.png \n", - " extracting: Test/Rural/images_png/4586.png \n", - " inflating: Test/Rural/images_png/4587.png \n", - " extracting: Test/Rural/images_png/4588.png \n", - " extracting: Test/Rural/images_png/4589.png \n", - " extracting: Test/Rural/images_png/4590.png \n", - " extracting: Test/Rural/images_png/4591.png \n", - " extracting: Test/Rural/images_png/4592.png \n", - " extracting: Test/Rural/images_png/4593.png \n", - " extracting: Test/Rural/images_png/4594.png \n", - " extracting: Test/Rural/images_png/4595.png \n", - " extracting: Test/Rural/images_png/4596.png \n", - " extracting: Test/Rural/images_png/4597.png \n", - " extracting: Test/Rural/images_png/4598.png \n", - " extracting: Test/Rural/images_png/4599.png \n", - " extracting: Test/Rural/images_png/4600.png \n", - " extracting: Test/Rural/images_png/4601.png \n", - " extracting: Test/Rural/images_png/4602.png \n", - " extracting: Test/Rural/images_png/4603.png \n", - " extracting: Test/Rural/images_png/4604.png \n", - " extracting: Test/Rural/images_png/4605.png \n", - " extracting: Test/Rural/images_png/4606.png \n", - " extracting: Test/Rural/images_png/4607.png \n", - " extracting: Test/Rural/images_png/4608.png \n", - " extracting: Test/Rural/images_png/4609.png \n", - " extracting: Test/Rural/images_png/4610.png \n", - " extracting: Test/Rural/images_png/4611.png \n", - " extracting: Test/Rural/images_png/4612.png \n", - " extracting: Test/Rural/images_png/4613.png \n", - " extracting: Test/Rural/images_png/4614.png \n", - " extracting: Test/Rural/images_png/4615.png \n", - " extracting: Test/Rural/images_png/4616.png \n", - " extracting: Test/Rural/images_png/4617.png \n", - " extracting: Test/Rural/images_png/4618.png \n", - " extracting: Test/Rural/images_png/4619.png \n", - " extracting: Test/Rural/images_png/4620.png \n", - " extracting: Test/Rural/images_png/4621.png \n", - " extracting: Test/Rural/images_png/4622.png \n", - " extracting: Test/Rural/images_png/4623.png \n", - " extracting: Test/Rural/images_png/4624.png \n", - " extracting: Test/Rural/images_png/4625.png \n", - " extracting: Test/Rural/images_png/4626.png \n", - " extracting: Test/Rural/images_png/4627.png \n", - " extracting: Test/Rural/images_png/4628.png \n", - " extracting: Test/Rural/images_png/4629.png \n", - " extracting: Test/Rural/images_png/4630.png \n", - " extracting: Test/Rural/images_png/4631.png \n", - " extracting: Test/Rural/images_png/4632.png \n", - " extracting: Test/Rural/images_png/4633.png \n", - " extracting: Test/Rural/images_png/4634.png \n", - " extracting: Test/Rural/images_png/4635.png \n", - " extracting: Test/Rural/images_png/4636.png \n", - " extracting: Test/Rural/images_png/4637.png \n", - " inflating: Test/Rural/images_png/4638.png \n", - " extracting: Test/Rural/images_png/4639.png \n", - " extracting: Test/Rural/images_png/4640.png \n", - " extracting: Test/Rural/images_png/4641.png \n", - " extracting: Test/Rural/images_png/4642.png \n", - " extracting: Test/Rural/images_png/4643.png \n", - " extracting: Test/Rural/images_png/4644.png \n", - " extracting: Test/Rural/images_png/4645.png \n", - " extracting: Test/Rural/images_png/4646.png \n", - " extracting: Test/Rural/images_png/4647.png \n", - " extracting: Test/Rural/images_png/4648.png \n", - " extracting: Test/Rural/images_png/4649.png \n", - " extracting: Test/Rural/images_png/4650.png \n", - " extracting: Test/Rural/images_png/4651.png \n", - " extracting: Test/Rural/images_png/4652.png \n", - " extracting: Test/Rural/images_png/4653.png \n", - " extracting: Test/Rural/images_png/4654.png \n", - " inflating: Test/Rural/images_png/4655.png \n", - " extracting: Test/Rural/images_png/4656.png \n", - " extracting: Test/Rural/images_png/4657.png \n", - " extracting: Test/Rural/images_png/4658.png \n", - " extracting: Test/Rural/images_png/4659.png \n", - " extracting: Test/Rural/images_png/4660.png \n", - " extracting: Test/Rural/images_png/4661.png \n", - " extracting: Test/Rural/images_png/4662.png \n", - " extracting: Test/Rural/images_png/4663.png \n", - " extracting: Test/Rural/images_png/4664.png \n", - " extracting: Test/Rural/images_png/4665.png \n", - " extracting: Test/Rural/images_png/4666.png \n", - " extracting: Test/Rural/images_png/4667.png \n", - " extracting: Test/Rural/images_png/4668.png \n", - " extracting: Test/Rural/images_png/4669.png \n", - " extracting: Test/Rural/images_png/4670.png \n", - " extracting: Test/Rural/images_png/4671.png \n", - " extracting: Test/Rural/images_png/4672.png \n", - " extracting: Test/Rural/images_png/4673.png \n", - " extracting: Test/Rural/images_png/4674.png \n", - " extracting: Test/Rural/images_png/4675.png \n", - " extracting: Test/Rural/images_png/4676.png \n", - " extracting: Test/Rural/images_png/4677.png \n", - " inflating: Test/Rural/images_png/4678.png \n", - " extracting: Test/Rural/images_png/4679.png \n", - " extracting: Test/Rural/images_png/4680.png \n", - " extracting: Test/Rural/images_png/4681.png \n", - " extracting: Test/Rural/images_png/4682.png \n", - " extracting: Test/Rural/images_png/4683.png \n", - " extracting: Test/Rural/images_png/4684.png \n", - " extracting: Test/Rural/images_png/4685.png \n", - " extracting: Test/Rural/images_png/4686.png \n", - " extracting: Test/Rural/images_png/4687.png \n", - " extracting: Test/Rural/images_png/4688.png \n", - " extracting: Test/Rural/images_png/4689.png \n", - " extracting: Test/Rural/images_png/4690.png \n", - " extracting: Test/Rural/images_png/4691.png \n", - " extracting: Test/Rural/images_png/4692.png \n", - " extracting: Test/Rural/images_png/4693.png \n", - " extracting: Test/Rural/images_png/4694.png \n", - " extracting: Test/Rural/images_png/4695.png \n", - " extracting: Test/Rural/images_png/4696.png \n", - " extracting: Test/Rural/images_png/4697.png \n", - " extracting: Test/Rural/images_png/4698.png \n", - " extracting: Test/Rural/images_png/4699.png \n", - " extracting: Test/Rural/images_png/4700.png \n", - " extracting: Test/Rural/images_png/4701.png \n", - " extracting: Test/Rural/images_png/4702.png \n", - " inflating: Test/Rural/images_png/4703.png \n", - " extracting: Test/Rural/images_png/4704.png \n", - " inflating: Test/Rural/images_png/4705.png \n", - " extracting: Test/Rural/images_png/4706.png \n", - " extracting: Test/Rural/images_png/4707.png \n", - " extracting: Test/Rural/images_png/4708.png \n", - " extracting: Test/Rural/images_png/4709.png \n", - " extracting: Test/Rural/images_png/4710.png \n", - " extracting: Test/Rural/images_png/4711.png \n", - " extracting: Test/Rural/images_png/4712.png \n", - " extracting: Test/Rural/images_png/4713.png \n", - " extracting: Test/Rural/images_png/4714.png \n", - " extracting: Test/Rural/images_png/4715.png \n", - " extracting: Test/Rural/images_png/4716.png \n", - " inflating: Test/Rural/images_png/4717.png \n", - " extracting: Test/Rural/images_png/4718.png \n", - " extracting: Test/Rural/images_png/4719.png \n", - " extracting: Test/Rural/images_png/4720.png \n", - " extracting: Test/Rural/images_png/4721.png \n", - " extracting: Test/Rural/images_png/4722.png \n", - " extracting: Test/Rural/images_png/4723.png \n", - " extracting: Test/Rural/images_png/4724.png \n", - " extracting: Test/Rural/images_png/4725.png \n", - " extracting: Test/Rural/images_png/4726.png \n", - " extracting: Test/Rural/images_png/4727.png \n", - " extracting: Test/Rural/images_png/4728.png \n", - " extracting: Test/Rural/images_png/4729.png \n", - " inflating: Test/Rural/images_png/4730.png \n", - " extracting: Test/Rural/images_png/4731.png \n", - " extracting: Test/Rural/images_png/4732.png \n", - " inflating: Test/Rural/images_png/4733.png \n", - " extracting: Test/Rural/images_png/4734.png \n", - " extracting: Test/Rural/images_png/4735.png \n", - " extracting: Test/Rural/images_png/4736.png \n", - " inflating: Test/Rural/images_png/4737.png \n", - " extracting: Test/Rural/images_png/4738.png \n", - " extracting: Test/Rural/images_png/4739.png \n", - " extracting: Test/Rural/images_png/4740.png \n", - " extracting: Test/Rural/images_png/4741.png \n", - " extracting: Test/Rural/images_png/4742.png \n", - " extracting: Test/Rural/images_png/4743.png \n", - " extracting: Test/Rural/images_png/4744.png \n", - " inflating: Test/Rural/images_png/4745.png \n", - " extracting: Test/Rural/images_png/4746.png \n", - " extracting: Test/Rural/images_png/4747.png \n", - " extracting: Test/Rural/images_png/4748.png \n", - " extracting: Test/Rural/images_png/4749.png \n", - " extracting: Test/Rural/images_png/4750.png \n", - " extracting: Test/Rural/images_png/4751.png \n", - " extracting: Test/Rural/images_png/4752.png \n", - " extracting: Test/Rural/images_png/4753.png \n", - " extracting: Test/Rural/images_png/4754.png \n", - " extracting: Test/Rural/images_png/4755.png \n", - " extracting: Test/Rural/images_png/4756.png \n", - " extracting: Test/Rural/images_png/4757.png \n", - " extracting: Test/Rural/images_png/4758.png \n", - " inflating: Test/Rural/images_png/4759.png \n", - " extracting: Test/Rural/images_png/4760.png \n", - " extracting: Test/Rural/images_png/4761.png \n", - " extracting: Test/Rural/images_png/4762.png \n", - " extracting: Test/Rural/images_png/4763.png \n", - " extracting: Test/Rural/images_png/4764.png \n", - " extracting: Test/Rural/images_png/4765.png \n", - " extracting: Test/Rural/images_png/4766.png \n", - " extracting: Test/Rural/images_png/4767.png \n", - " extracting: Test/Rural/images_png/4768.png \n", - " extracting: Test/Rural/images_png/4769.png \n", - " extracting: Test/Rural/images_png/4770.png \n", - " extracting: Test/Rural/images_png/4771.png \n", - " extracting: Test/Rural/images_png/4772.png \n", - " extracting: Test/Rural/images_png/4773.png \n", - " extracting: Test/Rural/images_png/4774.png \n", - " extracting: Test/Rural/images_png/4775.png \n", - " inflating: Test/Rural/images_png/4776.png \n", - " extracting: Test/Rural/images_png/4777.png \n", - " extracting: Test/Rural/images_png/4778.png \n", - " inflating: Test/Rural/images_png/4779.png \n", - " extracting: Test/Rural/images_png/4780.png \n", - " extracting: Test/Rural/images_png/4781.png \n", - " extracting: Test/Rural/images_png/4782.png \n", - " extracting: Test/Rural/images_png/4783.png \n", - " extracting: Test/Rural/images_png/4784.png \n", - " extracting: Test/Rural/images_png/4785.png \n", - " inflating: Test/Rural/images_png/4786.png \n", - " extracting: Test/Rural/images_png/4787.png \n", - " extracting: Test/Rural/images_png/4788.png \n", - " extracting: Test/Rural/images_png/4789.png \n", - " extracting: Test/Rural/images_png/4790.png \n", - " extracting: Test/Rural/images_png/4791.png \n", - " extracting: Test/Rural/images_png/4792.png \n", - " extracting: Test/Rural/images_png/4793.png \n", - " extracting: Test/Rural/images_png/4794.png \n", - " inflating: Test/Rural/images_png/4795.png \n", - " extracting: Test/Rural/images_png/4796.png \n", - " extracting: Test/Rural/images_png/4797.png \n", - " extracting: Test/Rural/images_png/4798.png \n", - " extracting: Test/Rural/images_png/4799.png \n", - " extracting: Test/Rural/images_png/4800.png \n", - " extracting: Test/Rural/images_png/4801.png \n", - " extracting: Test/Rural/images_png/4802.png \n", - " extracting: Test/Rural/images_png/4803.png \n", - " extracting: Test/Rural/images_png/4804.png \n", - " extracting: Test/Rural/images_png/4805.png \n", - " inflating: Test/Rural/images_png/4806.png \n", - " extracting: Test/Rural/images_png/4807.png \n", - " extracting: Test/Rural/images_png/4808.png \n", - " extracting: Test/Rural/images_png/4809.png \n", - " extracting: Test/Rural/images_png/4810.png \n", - " extracting: Test/Rural/images_png/4811.png \n", - " extracting: Test/Rural/images_png/4812.png \n", - " inflating: Test/Rural/images_png/4813.png \n", - " extracting: Test/Rural/images_png/4814.png \n", - " extracting: Test/Rural/images_png/4815.png \n", - " extracting: Test/Rural/images_png/4816.png \n", - " extracting: Test/Rural/images_png/4817.png \n", - " extracting: Test/Rural/images_png/4818.png \n", - " extracting: Test/Rural/images_png/4819.png \n", - " extracting: Test/Rural/images_png/4820.png \n", - " extracting: Test/Rural/images_png/4821.png \n", - " extracting: Test/Rural/images_png/4822.png \n", - " extracting: Test/Rural/images_png/4823.png \n", - " extracting: Test/Rural/images_png/4824.png \n", - " extracting: Test/Rural/images_png/4825.png \n", - " extracting: Test/Rural/images_png/4826.png \n", - " extracting: Test/Rural/images_png/4827.png \n", - " extracting: Test/Rural/images_png/4828.png \n", - " inflating: Test/Rural/images_png/4829.png \n", - " extracting: Test/Rural/images_png/4830.png \n", - " extracting: Test/Rural/images_png/4831.png \n", - " inflating: Test/Rural/images_png/4832.png \n", - " extracting: Test/Rural/images_png/4833.png \n", - " inflating: Test/Rural/images_png/4834.png \n", - " extracting: Test/Rural/images_png/4835.png \n", - " extracting: Test/Rural/images_png/4836.png \n", - " extracting: Test/Rural/images_png/4837.png \n", - " extracting: Test/Rural/images_png/4838.png \n", - " extracting: Test/Rural/images_png/4839.png \n", - " extracting: Test/Rural/images_png/4840.png \n", - " extracting: Test/Rural/images_png/4841.png \n", - " extracting: Test/Rural/images_png/4842.png \n", - " inflating: Test/Rural/images_png/4843.png \n", - " extracting: Test/Rural/images_png/4844.png \n", - " extracting: Test/Rural/images_png/4845.png \n", - " extracting: Test/Rural/images_png/4846.png \n", - " inflating: Test/Rural/images_png/4847.png \n", - " inflating: Test/Rural/images_png/4848.png \n", - " extracting: Test/Rural/images_png/4849.png \n", - " extracting: Test/Rural/images_png/4850.png \n", - " extracting: Test/Rural/images_png/4851.png \n", - " extracting: Test/Rural/images_png/4852.png \n", - " inflating: Test/Rural/images_png/4853.png \n", - " inflating: Test/Rural/images_png/4854.png \n", - " extracting: Test/Rural/images_png/4855.png \n", - " extracting: Test/Rural/images_png/4856.png \n", - " extracting: Test/Rural/images_png/4857.png \n", - " extracting: Test/Rural/images_png/4858.png \n", - " extracting: Test/Rural/images_png/4859.png \n", - " extracting: Test/Rural/images_png/4860.png \n", - " extracting: Test/Rural/images_png/4861.png \n", - " extracting: Test/Rural/images_png/4862.png \n", - " extracting: Test/Rural/images_png/4863.png \n", - " extracting: Test/Rural/images_png/4864.png \n", - " inflating: Test/Rural/images_png/4865.png \n", - " inflating: Test/Rural/images_png/4866.png \n", - " extracting: Test/Rural/images_png/4867.png \n", - " extracting: Test/Rural/images_png/4868.png \n", - " extracting: Test/Rural/images_png/4869.png \n", - " extracting: Test/Rural/images_png/4870.png \n", - " extracting: Test/Rural/images_png/4871.png \n", - " extracting: Test/Rural/images_png/4872.png \n", - " extracting: Test/Rural/images_png/4873.png \n", - " extracting: Test/Rural/images_png/4874.png \n", - " extracting: Test/Rural/images_png/4875.png \n", - " extracting: Test/Rural/images_png/4876.png \n", - " extracting: Test/Rural/images_png/4877.png \n", - " extracting: Test/Rural/images_png/4878.png \n", - " inflating: Test/Rural/images_png/4879.png \n", - " extracting: Test/Rural/images_png/4880.png \n", - " extracting: Test/Rural/images_png/4881.png \n", - " extracting: Test/Rural/images_png/4882.png \n", - " extracting: Test/Rural/images_png/4883.png \n", - " extracting: Test/Rural/images_png/4884.png \n", - " extracting: Test/Rural/images_png/4885.png \n", - " extracting: Test/Rural/images_png/4886.png \n", - " inflating: Test/Rural/images_png/4887.png \n", - " extracting: Test/Rural/images_png/4888.png \n", - " extracting: Test/Rural/images_png/4889.png \n", - " extracting: Test/Rural/images_png/4890.png \n", - " extracting: Test/Rural/images_png/4891.png \n", - " inflating: Test/Rural/images_png/4892.png \n", - " inflating: Test/Rural/images_png/4893.png \n", - " inflating: Test/Rural/images_png/4894.png \n", - " extracting: Test/Rural/images_png/4895.png \n", - " extracting: Test/Rural/images_png/4896.png \n", - " extracting: Test/Rural/images_png/4897.png \n", - " extracting: Test/Rural/images_png/4898.png \n", - " extracting: Test/Rural/images_png/4899.png \n", - " extracting: Test/Rural/images_png/4900.png \n", - " extracting: Test/Rural/images_png/4901.png \n", - " extracting: Test/Rural/images_png/4902.png \n", - " extracting: Test/Rural/images_png/4903.png \n", - " inflating: Test/Rural/images_png/4904.png \n", - " extracting: Test/Rural/images_png/4905.png \n", - " extracting: Test/Rural/images_png/4906.png \n", - " extracting: Test/Rural/images_png/4907.png \n", - " extracting: Test/Rural/images_png/4908.png \n", - " extracting: Test/Rural/images_png/4909.png \n", - " extracting: Test/Rural/images_png/4910.png \n", - " inflating: Test/Rural/images_png/4911.png \n", - " extracting: Test/Rural/images_png/4912.png \n", - " extracting: Test/Rural/images_png/4913.png \n", - " inflating: Test/Rural/images_png/4914.png \n", - " inflating: Test/Rural/images_png/4915.png \n", - " extracting: Test/Rural/images_png/4916.png \n", - " extracting: Test/Rural/images_png/4917.png \n", - " extracting: Test/Rural/images_png/4918.png \n", - " extracting: Test/Rural/images_png/4919.png \n", - " extracting: Test/Rural/images_png/4920.png \n", - " extracting: Test/Rural/images_png/4921.png \n", - " extracting: Test/Rural/images_png/4922.png \n", - " extracting: Test/Rural/images_png/4923.png \n", - " extracting: Test/Rural/images_png/4924.png \n", - " extracting: Test/Rural/images_png/4925.png \n", - " extracting: Test/Rural/images_png/4926.png \n", - " extracting: Test/Rural/images_png/4927.png \n", - " extracting: Test/Rural/images_png/4928.png \n", - " extracting: Test/Rural/images_png/4929.png \n", - " extracting: Test/Rural/images_png/4930.png \n", - " extracting: Test/Rural/images_png/4931.png \n", - " extracting: Test/Rural/images_png/4932.png \n", - " extracting: Test/Rural/images_png/4933.png \n", - " extracting: Test/Rural/images_png/4934.png \n", - " extracting: Test/Rural/images_png/4935.png \n", - " extracting: Test/Rural/images_png/4936.png \n", - " extracting: Test/Rural/images_png/4937.png \n", - " extracting: Test/Rural/images_png/4938.png \n", - " extracting: Test/Rural/images_png/4939.png \n", - " extracting: Test/Rural/images_png/4940.png \n", - " extracting: Test/Rural/images_png/4941.png \n", - " extracting: Test/Rural/images_png/4942.png \n", - " extracting: Test/Rural/images_png/4943.png \n", - " extracting: Test/Rural/images_png/4944.png \n", - " extracting: Test/Rural/images_png/4945.png \n", - " inflating: Test/Rural/images_png/4946.png \n", - " extracting: Test/Rural/images_png/4947.png \n", - " extracting: Test/Rural/images_png/4948.png \n", - " inflating: Test/Rural/images_png/4949.png \n", - " extracting: Test/Rural/images_png/4950.png \n", - " extracting: Test/Rural/images_png/4951.png \n", - " extracting: Test/Rural/images_png/4952.png \n", - " extracting: Test/Rural/images_png/4953.png \n", - " extracting: Test/Rural/images_png/4954.png \n", - " extracting: Test/Rural/images_png/4955.png \n", - " extracting: Test/Rural/images_png/4956.png \n", - " extracting: Test/Rural/images_png/4957.png \n", - " extracting: Test/Rural/images_png/4958.png \n", - " extracting: Test/Rural/images_png/4959.png \n", - " extracting: Test/Rural/images_png/4960.png \n", - " extracting: Test/Rural/images_png/4961.png \n", - " extracting: Test/Rural/images_png/4962.png \n", - " extracting: Test/Rural/images_png/4963.png \n", - " extracting: Test/Rural/images_png/4964.png \n", - " extracting: Test/Rural/images_png/4965.png \n", - " extracting: Test/Rural/images_png/4966.png \n", - " extracting: Test/Rural/images_png/4967.png \n", - " extracting: Test/Rural/images_png/4968.png \n", - " extracting: Test/Rural/images_png/4969.png \n", - " extracting: Test/Rural/images_png/4970.png \n", - " extracting: Test/Rural/images_png/4971.png \n", - " extracting: Test/Rural/images_png/4972.png \n", - " extracting: Test/Rural/images_png/4973.png \n", - " extracting: Test/Rural/images_png/4974.png \n", - " inflating: Test/Rural/images_png/4975.png \n", - " extracting: Test/Rural/images_png/4976.png \n", - " extracting: Test/Rural/images_png/4977.png \n", - " extracting: Test/Rural/images_png/4978.png \n", - " extracting: Test/Rural/images_png/4979.png \n", - " extracting: Test/Rural/images_png/4980.png \n", - " extracting: Test/Rural/images_png/4981.png \n", - " extracting: Test/Rural/images_png/4982.png \n", - " extracting: Test/Rural/images_png/4983.png \n", - " extracting: Test/Rural/images_png/4984.png \n", - " extracting: Test/Rural/images_png/4985.png \n", - " extracting: Test/Rural/images_png/4986.png \n", - " extracting: Test/Rural/images_png/4987.png \n", - " extracting: Test/Rural/images_png/4988.png \n", - " extracting: Test/Rural/images_png/4989.png \n", - " inflating: Test/Rural/images_png/4990.png \n", - " inflating: Test/Rural/images_png/4991.png \n", - " inflating: Test/Rural/images_png/4992.png \n", - " extracting: Test/Rural/images_png/4993.png \n", - " extracting: Test/Rural/images_png/4994.png \n", - " extracting: Test/Rural/images_png/4995.png \n", - " extracting: Test/Rural/images_png/4996.png \n", - " inflating: Test/Rural/images_png/4997.png \n", - " extracting: Test/Rural/images_png/4998.png \n", - " extracting: Test/Rural/images_png/4999.png \n", - " extracting: Test/Rural/images_png/5000.png \n", - " extracting: Test/Rural/images_png/5001.png \n", - " extracting: Test/Rural/images_png/5002.png \n", - " extracting: Test/Rural/images_png/5003.png \n", - " extracting: Test/Rural/images_png/5004.png \n", - " extracting: Test/Rural/images_png/5005.png \n", - " extracting: Test/Rural/images_png/5006.png \n", - " extracting: Test/Rural/images_png/5007.png \n", - " extracting: Test/Rural/images_png/5008.png \n", - " extracting: Test/Rural/images_png/5009.png \n", - " extracting: Test/Rural/images_png/5010.png \n", - " extracting: Test/Rural/images_png/5011.png \n", - " extracting: Test/Rural/images_png/5012.png \n", - " extracting: Test/Rural/images_png/5013.png \n", - " extracting: Test/Rural/images_png/5014.png \n", - " extracting: Test/Rural/images_png/5015.png \n", - " extracting: Test/Rural/images_png/5016.png \n", - " inflating: Test/Rural/images_png/5017.png \n", - " inflating: Test/Rural/images_png/5018.png \n", - " extracting: Test/Rural/images_png/5019.png \n", - " inflating: Test/Rural/images_png/5020.png \n", - " extracting: Test/Rural/images_png/5021.png \n", - " inflating: Test/Rural/images_png/5022.png \n", - " extracting: Test/Rural/images_png/5023.png \n", - " extracting: Test/Rural/images_png/5024.png \n", - " extracting: Test/Rural/images_png/5025.png \n", - " extracting: Test/Rural/images_png/5026.png \n", - " extracting: Test/Rural/images_png/5027.png \n", - " extracting: Test/Rural/images_png/5028.png \n", - " extracting: Test/Rural/images_png/5029.png \n", - " extracting: Test/Rural/images_png/5030.png \n", - " extracting: Test/Rural/images_png/5031.png \n", - " extracting: Test/Rural/images_png/5032.png \n", - " extracting: Test/Rural/images_png/5033.png \n", - " extracting: Test/Rural/images_png/5034.png \n", - " extracting: Test/Rural/images_png/5035.png \n", - " extracting: Test/Rural/images_png/5036.png \n", - " extracting: Test/Rural/images_png/5037.png \n", - " extracting: Test/Rural/images_png/5038.png \n", - " extracting: Test/Rural/images_png/5039.png \n", - " extracting: Test/Rural/images_png/5040.png \n", - " extracting: Test/Rural/images_png/5041.png \n", - " extracting: Test/Rural/images_png/5042.png \n", - " extracting: Test/Rural/images_png/5043.png \n", - " extracting: Test/Rural/images_png/5044.png \n", - " extracting: Test/Rural/images_png/5045.png \n", - " extracting: Test/Rural/images_png/5046.png \n", - " extracting: Test/Rural/images_png/5047.png \n", - " extracting: Test/Rural/images_png/5048.png \n", - " inflating: Test/Rural/images_png/5049.png \n", - " extracting: Test/Rural/images_png/5050.png \n", - " extracting: Test/Rural/images_png/5051.png \n", - " extracting: Test/Rural/images_png/5052.png \n", - " extracting: Test/Rural/images_png/5053.png \n", - " extracting: Test/Rural/images_png/5054.png \n", - " extracting: Test/Rural/images_png/5055.png \n", - " extracting: Test/Rural/images_png/5056.png \n", - " extracting: Test/Rural/images_png/5057.png \n", - " extracting: Test/Rural/images_png/5058.png \n", - " extracting: Test/Rural/images_png/5059.png \n", - " extracting: Test/Rural/images_png/5060.png \n", - " extracting: Test/Rural/images_png/5061.png \n", - " extracting: Test/Rural/images_png/5062.png \n", - " inflating: Test/Rural/images_png/5063.png \n", - " extracting: Test/Rural/images_png/5064.png \n", - " extracting: Test/Rural/images_png/5065.png \n", - " extracting: Test/Rural/images_png/5066.png \n", - " extracting: Test/Rural/images_png/5067.png \n", - " extracting: Test/Rural/images_png/5068.png \n", - " extracting: Test/Rural/images_png/5069.png \n", - " extracting: Test/Rural/images_png/5070.png \n", - " extracting: Test/Rural/images_png/5071.png \n", - " extracting: Test/Rural/images_png/5072.png \n", - " extracting: Test/Rural/images_png/5073.png \n", - " extracting: Test/Rural/images_png/5074.png \n", - " inflating: Test/Rural/images_png/5075.png \n", - " extracting: Test/Rural/images_png/5076.png \n", - " extracting: Test/Rural/images_png/5077.png \n", - " extracting: Test/Rural/images_png/5078.png \n", - " extracting: Test/Rural/images_png/5079.png \n", - " extracting: Test/Rural/images_png/5080.png \n", - " extracting: Test/Rural/images_png/5081.png \n", - " extracting: Test/Rural/images_png/5082.png \n", - " extracting: Test/Rural/images_png/5083.png \n", - " extracting: Test/Rural/images_png/5084.png \n", - " extracting: Test/Rural/images_png/5085.png \n", - " extracting: Test/Rural/images_png/5086.png \n", - " extracting: Test/Rural/images_png/5087.png \n", - " extracting: Test/Rural/images_png/5088.png \n", - " extracting: Test/Rural/images_png/5089.png \n", - " extracting: Test/Rural/images_png/5090.png \n", - " extracting: Test/Rural/images_png/5091.png \n", - " extracting: Test/Rural/images_png/5092.png \n", - " extracting: Test/Rural/images_png/5093.png \n", - " extracting: Test/Rural/images_png/5094.png \n", - " extracting: Test/Rural/images_png/5095.png \n", - " extracting: Test/Rural/images_png/5096.png \n", - " extracting: Test/Rural/images_png/5097.png \n", - " extracting: Test/Rural/images_png/5098.png \n", - " extracting: Test/Rural/images_png/5099.png \n", - " extracting: Test/Rural/images_png/5100.png \n", - " extracting: Test/Rural/images_png/5101.png \n", - " extracting: Test/Rural/images_png/5102.png \n", - " extracting: Test/Rural/images_png/5103.png \n", - " extracting: Test/Rural/images_png/5104.png \n", - " inflating: Test/Rural/images_png/5105.png \n", - " inflating: Test/Rural/images_png/5106.png \n", - " extracting: Test/Rural/images_png/5107.png \n", - " extracting: Test/Rural/images_png/5108.png \n", - " extracting: Test/Rural/images_png/5109.png \n", - " extracting: Test/Rural/images_png/5110.png \n", - " extracting: Test/Rural/images_png/5111.png \n", - " inflating: Test/Rural/images_png/5112.png \n", - " extracting: Test/Rural/images_png/5113.png \n", - " extracting: Test/Rural/images_png/5114.png \n", - " extracting: Test/Rural/images_png/5115.png \n", - " inflating: Test/Rural/images_png/5116.png \n", - " extracting: Test/Rural/images_png/5117.png \n", - " extracting: Test/Rural/images_png/5118.png \n", - " extracting: Test/Rural/images_png/5119.png \n", - " extracting: Test/Rural/images_png/5120.png \n", - " extracting: Test/Rural/images_png/5121.png \n", - " extracting: Test/Rural/images_png/5122.png \n", - " inflating: Test/Rural/images_png/5123.png \n", - " extracting: Test/Rural/images_png/5124.png \n", - " extracting: Test/Rural/images_png/5125.png \n", - " extracting: Test/Rural/images_png/5126.png \n", - " extracting: Test/Rural/images_png/5127.png \n", - " extracting: Test/Rural/images_png/5128.png \n", - " extracting: Test/Rural/images_png/5129.png \n", - " extracting: Test/Rural/images_png/5130.png \n", - " extracting: Test/Rural/images_png/5131.png \n", - " extracting: Test/Rural/images_png/5132.png \n", - " extracting: Test/Rural/images_png/5133.png \n", - " inflating: Test/Rural/images_png/5134.png \n", - " extracting: Test/Rural/images_png/5135.png \n", - " extracting: Test/Rural/images_png/5136.png \n", - " inflating: Test/Rural/images_png/5137.png \n", - " extracting: Test/Rural/images_png/5138.png \n", - " extracting: Test/Rural/images_png/5139.png \n", - " extracting: Test/Rural/images_png/5140.png \n", - " inflating: Test/Rural/images_png/5141.png \n", - " extracting: Test/Rural/images_png/5142.png \n", - " extracting: Test/Rural/images_png/5143.png \n", - " extracting: Test/Rural/images_png/5144.png \n", - " extracting: Test/Rural/images_png/5145.png \n", - " extracting: Test/Rural/images_png/5146.png \n", - " extracting: Test/Rural/images_png/5147.png \n", - " extracting: Test/Rural/images_png/5148.png \n", - " extracting: Test/Rural/images_png/5149.png \n", - " extracting: Test/Rural/images_png/5150.png \n", - " extracting: Test/Rural/images_png/5151.png \n", - " extracting: Test/Rural/images_png/5152.png \n", - " extracting: Test/Rural/images_png/5153.png \n", - " inflating: Test/Rural/images_png/5154.png \n", - " extracting: Test/Rural/images_png/5155.png \n", - " extracting: Test/Rural/images_png/5156.png \n", - " extracting: Test/Rural/images_png/5157.png \n", - " extracting: Test/Rural/images_png/5158.png \n", - " extracting: Test/Rural/images_png/5159.png \n", - " inflating: Test/Rural/images_png/5160.png \n", - " extracting: Test/Rural/images_png/5161.png \n", - " extracting: Test/Rural/images_png/5162.png \n", - " inflating: Test/Rural/images_png/5163.png \n", - " extracting: Test/Rural/images_png/5164.png \n", - " extracting: Test/Rural/images_png/5165.png \n", - " extracting: Test/Rural/images_png/5166.png \n", - " creating: Test/Urban/\n", - " creating: Test/Urban/images_png/\n", - " extracting: Test/Urban/images_png/5167.png \n", - " extracting: Test/Urban/images_png/5168.png \n", - " extracting: Test/Urban/images_png/5169.png \n", - " extracting: Test/Urban/images_png/5170.png \n", - " extracting: Test/Urban/images_png/5171.png \n", - " extracting: Test/Urban/images_png/5172.png \n", - " extracting: Test/Urban/images_png/5173.png \n", - " extracting: Test/Urban/images_png/5174.png \n", - " extracting: Test/Urban/images_png/5175.png \n", - " extracting: Test/Urban/images_png/5176.png \n", - " extracting: Test/Urban/images_png/5177.png \n", - " extracting: Test/Urban/images_png/5178.png \n", - " extracting: Test/Urban/images_png/5179.png \n", - " extracting: Test/Urban/images_png/5180.png \n", - " extracting: Test/Urban/images_png/5181.png \n", - " extracting: Test/Urban/images_png/5182.png \n", - " extracting: Test/Urban/images_png/5183.png \n", - " inflating: Test/Urban/images_png/5184.png \n", - " inflating: Test/Urban/images_png/5185.png \n", - " inflating: Test/Urban/images_png/5186.png \n", - " extracting: Test/Urban/images_png/5187.png \n", - " extracting: Test/Urban/images_png/5188.png \n", - " extracting: Test/Urban/images_png/5189.png \n", - " extracting: Test/Urban/images_png/5190.png \n", - " inflating: Test/Urban/images_png/5191.png \n", - " extracting: Test/Urban/images_png/5192.png \n", - " extracting: Test/Urban/images_png/5193.png \n", - " extracting: Test/Urban/images_png/5194.png \n", - " extracting: Test/Urban/images_png/5195.png \n", - " extracting: Test/Urban/images_png/5196.png \n", - " extracting: Test/Urban/images_png/5197.png \n", - " inflating: Test/Urban/images_png/5198.png \n", - " extracting: Test/Urban/images_png/5199.png \n", - " inflating: Test/Urban/images_png/5200.png \n", - " extracting: Test/Urban/images_png/5201.png \n", - " extracting: Test/Urban/images_png/5202.png \n", - " extracting: Test/Urban/images_png/5203.png \n", - " inflating: Test/Urban/images_png/5204.png \n", - " extracting: Test/Urban/images_png/5205.png \n", - " extracting: Test/Urban/images_png/5206.png \n", - " extracting: Test/Urban/images_png/5207.png \n", - " extracting: Test/Urban/images_png/5208.png \n", - " extracting: Test/Urban/images_png/5209.png \n", - " extracting: Test/Urban/images_png/5210.png \n", - " extracting: Test/Urban/images_png/5211.png \n", - " extracting: Test/Urban/images_png/5212.png \n", - " extracting: Test/Urban/images_png/5213.png \n", - " extracting: Test/Urban/images_png/5214.png \n", - " extracting: Test/Urban/images_png/5215.png \n", - " inflating: Test/Urban/images_png/5216.png \n", - " extracting: Test/Urban/images_png/5217.png \n", - " extracting: Test/Urban/images_png/5218.png \n", - " extracting: Test/Urban/images_png/5219.png \n", - " extracting: Test/Urban/images_png/5220.png \n", - " extracting: Test/Urban/images_png/5221.png \n", - " extracting: Test/Urban/images_png/5222.png \n", - " extracting: Test/Urban/images_png/5223.png \n", - " inflating: Test/Urban/images_png/5224.png \n", - " extracting: Test/Urban/images_png/5225.png \n", - " extracting: Test/Urban/images_png/5226.png \n", - " extracting: Test/Urban/images_png/5227.png \n", - " extracting: Test/Urban/images_png/5228.png \n", - " extracting: Test/Urban/images_png/5229.png \n", - " extracting: Test/Urban/images_png/5230.png \n", - " extracting: Test/Urban/images_png/5231.png \n", - " extracting: Test/Urban/images_png/5232.png \n", - " extracting: Test/Urban/images_png/5233.png \n", - " inflating: Test/Urban/images_png/5234.png \n", - " extracting: Test/Urban/images_png/5235.png \n", - " extracting: Test/Urban/images_png/5236.png \n", - " extracting: Test/Urban/images_png/5237.png \n", - " extracting: Test/Urban/images_png/5238.png \n", - " extracting: Test/Urban/images_png/5239.png \n", - " extracting: Test/Urban/images_png/5240.png \n", - " extracting: Test/Urban/images_png/5241.png \n", - " extracting: Test/Urban/images_png/5242.png \n", - " extracting: Test/Urban/images_png/5243.png \n", - " extracting: Test/Urban/images_png/5244.png \n", - " extracting: Test/Urban/images_png/5245.png \n", - " extracting: Test/Urban/images_png/5246.png \n", - " extracting: Test/Urban/images_png/5247.png \n", - " extracting: Test/Urban/images_png/5248.png \n", - " inflating: Test/Urban/images_png/5249.png \n", - " extracting: Test/Urban/images_png/5250.png \n", - " extracting: Test/Urban/images_png/5251.png \n", - " extracting: Test/Urban/images_png/5252.png \n", - " extracting: Test/Urban/images_png/5253.png \n", - " extracting: Test/Urban/images_png/5254.png \n", - " extracting: Test/Urban/images_png/5255.png \n", - " extracting: Test/Urban/images_png/5256.png \n", - " extracting: Test/Urban/images_png/5257.png \n", - " extracting: Test/Urban/images_png/5258.png \n", - " extracting: Test/Urban/images_png/5259.png \n", - " extracting: Test/Urban/images_png/5260.png \n", - " extracting: Test/Urban/images_png/5261.png \n", - " extracting: Test/Urban/images_png/5262.png \n", - " extracting: Test/Urban/images_png/5263.png \n", - " extracting: Test/Urban/images_png/5264.png \n", - " extracting: Test/Urban/images_png/5265.png \n", - " extracting: Test/Urban/images_png/5266.png \n", - " extracting: Test/Urban/images_png/5267.png \n", - " extracting: Test/Urban/images_png/5268.png \n", - " extracting: Test/Urban/images_png/5269.png \n", - " extracting: Test/Urban/images_png/5270.png \n", - " extracting: Test/Urban/images_png/5271.png \n", - " extracting: Test/Urban/images_png/5272.png \n", - " extracting: Test/Urban/images_png/5273.png \n", - " extracting: Test/Urban/images_png/5274.png \n", - " extracting: Test/Urban/images_png/5275.png \n", - " extracting: Test/Urban/images_png/5276.png \n", - " extracting: Test/Urban/images_png/5277.png \n", - " extracting: Test/Urban/images_png/5278.png \n", - " extracting: Test/Urban/images_png/5279.png \n", - " extracting: Test/Urban/images_png/5280.png \n", - " extracting: Test/Urban/images_png/5281.png \n", - " extracting: Test/Urban/images_png/5282.png \n", - " extracting: Test/Urban/images_png/5283.png \n", - " extracting: Test/Urban/images_png/5284.png \n", - " extracting: Test/Urban/images_png/5285.png \n", - " extracting: Test/Urban/images_png/5286.png \n", - " extracting: Test/Urban/images_png/5287.png \n", - " extracting: Test/Urban/images_png/5288.png \n", - " extracting: Test/Urban/images_png/5289.png \n", - " extracting: Test/Urban/images_png/5290.png \n", - " extracting: Test/Urban/images_png/5291.png \n", - " extracting: Test/Urban/images_png/5292.png \n", - " extracting: Test/Urban/images_png/5293.png \n", - " extracting: Test/Urban/images_png/5294.png \n", - " extracting: Test/Urban/images_png/5295.png \n", - " extracting: Test/Urban/images_png/5296.png \n", - " extracting: Test/Urban/images_png/5297.png \n", - " extracting: Test/Urban/images_png/5298.png \n", - " extracting: Test/Urban/images_png/5299.png \n", - " extracting: Test/Urban/images_png/5300.png \n", - " extracting: Test/Urban/images_png/5301.png \n", - " extracting: Test/Urban/images_png/5302.png \n", - " extracting: Test/Urban/images_png/5303.png \n", - " inflating: Test/Urban/images_png/5304.png \n", - " extracting: Test/Urban/images_png/5305.png \n", - " extracting: Test/Urban/images_png/5306.png \n", - " inflating: Test/Urban/images_png/5307.png \n", - " extracting: Test/Urban/images_png/5308.png \n", - " extracting: Test/Urban/images_png/5309.png \n", - " extracting: Test/Urban/images_png/5310.png \n", - " extracting: Test/Urban/images_png/5311.png \n", - " extracting: Test/Urban/images_png/5312.png \n", - " extracting: Test/Urban/images_png/5313.png \n", - " extracting: Test/Urban/images_png/5314.png \n", - " extracting: Test/Urban/images_png/5315.png \n", - " extracting: Test/Urban/images_png/5316.png \n", - " extracting: Test/Urban/images_png/5317.png \n", - " extracting: Test/Urban/images_png/5318.png \n", - " extracting: Test/Urban/images_png/5319.png \n", - " extracting: Test/Urban/images_png/5320.png \n", - " extracting: Test/Urban/images_png/5321.png \n", - " inflating: Test/Urban/images_png/5322.png \n", - " extracting: Test/Urban/images_png/5323.png \n", - " extracting: Test/Urban/images_png/5324.png \n", - " extracting: Test/Urban/images_png/5325.png \n", - " extracting: Test/Urban/images_png/5326.png \n", - " extracting: Test/Urban/images_png/5327.png \n", - " extracting: Test/Urban/images_png/5328.png \n", - " extracting: Test/Urban/images_png/5329.png \n", - " extracting: Test/Urban/images_png/5330.png \n", - " extracting: Test/Urban/images_png/5331.png \n", - " extracting: Test/Urban/images_png/5332.png \n", - " extracting: Test/Urban/images_png/5333.png \n", - " extracting: Test/Urban/images_png/5334.png \n", - " extracting: Test/Urban/images_png/5335.png \n", - " extracting: Test/Urban/images_png/5336.png \n", - " extracting: Test/Urban/images_png/5337.png \n", - " extracting: Test/Urban/images_png/5338.png \n", - " extracting: Test/Urban/images_png/5339.png \n", - " inflating: Test/Urban/images_png/5340.png \n", - " inflating: Test/Urban/images_png/5341.png \n", - " extracting: Test/Urban/images_png/5342.png \n", - " extracting: Test/Urban/images_png/5343.png \n", - " extracting: Test/Urban/images_png/5344.png \n", - " extracting: Test/Urban/images_png/5345.png \n", - " extracting: Test/Urban/images_png/5346.png \n", - " extracting: Test/Urban/images_png/5347.png \n", - " extracting: Test/Urban/images_png/5348.png \n", - " extracting: Test/Urban/images_png/5349.png \n", - " extracting: Test/Urban/images_png/5350.png \n", - " extracting: Test/Urban/images_png/5351.png \n", - " extracting: Test/Urban/images_png/5352.png \n", - " inflating: Test/Urban/images_png/5353.png \n", - " extracting: Test/Urban/images_png/5354.png \n", - " inflating: Test/Urban/images_png/5355.png \n", - " extracting: Test/Urban/images_png/5356.png \n", - " extracting: Test/Urban/images_png/5357.png \n", - " inflating: Test/Urban/images_png/5358.png \n", - " inflating: Test/Urban/images_png/5359.png \n", - " extracting: Test/Urban/images_png/5360.png \n", - " extracting: Test/Urban/images_png/5361.png \n", - " inflating: Test/Urban/images_png/5362.png \n", - " extracting: Test/Urban/images_png/5363.png \n", - " extracting: Test/Urban/images_png/5364.png \n", - " extracting: Test/Urban/images_png/5365.png \n", - " extracting: Test/Urban/images_png/5366.png \n", - " extracting: Test/Urban/images_png/5367.png \n", - " extracting: Test/Urban/images_png/5368.png \n", - " extracting: Test/Urban/images_png/5369.png \n", - " extracting: Test/Urban/images_png/5370.png \n", - " extracting: Test/Urban/images_png/5371.png \n", - " extracting: Test/Urban/images_png/5372.png \n", - " extracting: Test/Urban/images_png/5373.png \n", - " extracting: Test/Urban/images_png/5374.png \n", - " extracting: Test/Urban/images_png/5375.png \n", - " extracting: Test/Urban/images_png/5376.png \n", - " extracting: Test/Urban/images_png/5377.png \n", - " extracting: Test/Urban/images_png/5378.png \n", - " extracting: Test/Urban/images_png/5379.png \n", - " extracting: Test/Urban/images_png/5380.png \n", - " extracting: Test/Urban/images_png/5381.png \n", - " extracting: Test/Urban/images_png/5382.png \n", - " extracting: Test/Urban/images_png/5383.png \n", - " extracting: Test/Urban/images_png/5384.png \n", - " extracting: Test/Urban/images_png/5385.png \n", - " inflating: Test/Urban/images_png/5386.png \n", - " extracting: Test/Urban/images_png/5387.png \n", - " extracting: Test/Urban/images_png/5388.png \n", - " extracting: Test/Urban/images_png/5389.png \n", - " extracting: Test/Urban/images_png/5390.png \n", - " extracting: Test/Urban/images_png/5391.png \n", - " extracting: Test/Urban/images_png/5392.png \n", - " extracting: Test/Urban/images_png/5393.png \n", - " extracting: Test/Urban/images_png/5394.png \n", - " extracting: Test/Urban/images_png/5395.png \n", - " extracting: Test/Urban/images_png/5396.png \n", - " extracting: Test/Urban/images_png/5397.png \n", - " extracting: Test/Urban/images_png/5398.png \n", - " extracting: Test/Urban/images_png/5399.png \n", - " extracting: Test/Urban/images_png/5400.png \n", - " extracting: Test/Urban/images_png/5401.png \n", - " extracting: Test/Urban/images_png/5402.png \n", - " extracting: Test/Urban/images_png/5403.png \n", - " extracting: Test/Urban/images_png/5404.png \n", - " extracting: Test/Urban/images_png/5405.png \n", - " extracting: Test/Urban/images_png/5406.png \n", - " extracting: Test/Urban/images_png/5407.png \n", - " extracting: Test/Urban/images_png/5408.png \n", - " extracting: Test/Urban/images_png/5409.png \n", - " extracting: Test/Urban/images_png/5410.png \n", - " extracting: Test/Urban/images_png/5411.png \n", - " extracting: Test/Urban/images_png/5412.png \n", - " extracting: Test/Urban/images_png/5413.png \n", - " extracting: Test/Urban/images_png/5414.png \n", - " extracting: Test/Urban/images_png/5415.png \n", - " extracting: Test/Urban/images_png/5416.png \n", - " extracting: Test/Urban/images_png/5417.png \n", - " extracting: Test/Urban/images_png/5418.png \n", - " extracting: Test/Urban/images_png/5419.png \n", - " extracting: Test/Urban/images_png/5420.png \n", - " extracting: Test/Urban/images_png/5421.png \n", - " extracting: Test/Urban/images_png/5422.png \n", - " extracting: Test/Urban/images_png/5423.png \n", - " extracting: Test/Urban/images_png/5424.png \n", - " extracting: Test/Urban/images_png/5425.png \n", - " extracting: Test/Urban/images_png/5426.png \n", - " extracting: Test/Urban/images_png/5427.png \n", - " extracting: Test/Urban/images_png/5428.png \n", - " inflating: Test/Urban/images_png/5429.png \n", - " extracting: Test/Urban/images_png/5430.png \n", - " extracting: Test/Urban/images_png/5431.png \n", - " extracting: Test/Urban/images_png/5432.png \n", - " extracting: Test/Urban/images_png/5433.png \n", - " extracting: Test/Urban/images_png/5434.png \n", - " inflating: Test/Urban/images_png/5435.png \n", - " extracting: Test/Urban/images_png/5436.png \n", - " extracting: Test/Urban/images_png/5437.png \n", - " extracting: Test/Urban/images_png/5438.png \n", - " extracting: Test/Urban/images_png/5439.png \n", - " inflating: Test/Urban/images_png/5440.png \n", - " extracting: Test/Urban/images_png/5441.png \n", - " extracting: Test/Urban/images_png/5442.png \n", - " extracting: Test/Urban/images_png/5443.png \n", - " extracting: Test/Urban/images_png/5444.png \n", - " extracting: Test/Urban/images_png/5445.png \n", - " extracting: Test/Urban/images_png/5446.png \n", - " extracting: Test/Urban/images_png/5447.png \n", - " extracting: Test/Urban/images_png/5448.png \n", - " extracting: Test/Urban/images_png/5449.png \n", - " extracting: Test/Urban/images_png/5450.png \n", - " extracting: Test/Urban/images_png/5451.png \n", - " extracting: Test/Urban/images_png/5452.png \n", - " extracting: Test/Urban/images_png/5453.png \n", - " extracting: Test/Urban/images_png/5454.png \n", - " inflating: Test/Urban/images_png/5455.png \n", - " extracting: Test/Urban/images_png/5456.png \n", - " extracting: Test/Urban/images_png/5457.png \n", - " extracting: Test/Urban/images_png/5458.png \n", - " extracting: Test/Urban/images_png/5459.png \n", - " extracting: Test/Urban/images_png/5460.png \n", - " extracting: Test/Urban/images_png/5461.png \n", - " extracting: Test/Urban/images_png/5462.png \n", - " extracting: Test/Urban/images_png/5463.png \n", - " extracting: Test/Urban/images_png/5464.png \n", - " extracting: Test/Urban/images_png/5465.png \n", - " extracting: Test/Urban/images_png/5466.png \n", - " inflating: Test/Urban/images_png/5467.png \n", - " extracting: Test/Urban/images_png/5468.png \n", - " extracting: Test/Urban/images_png/5469.png \n", - " extracting: Test/Urban/images_png/5470.png \n", - " extracting: Test/Urban/images_png/5471.png \n", - " extracting: Test/Urban/images_png/5472.png \n", - " extracting: Test/Urban/images_png/5473.png \n", - " extracting: Test/Urban/images_png/5474.png \n", - " extracting: Test/Urban/images_png/5475.png \n", - " extracting: Test/Urban/images_png/5476.png \n", - " extracting: Test/Urban/images_png/5477.png \n", - " extracting: Test/Urban/images_png/5478.png \n", - " extracting: Test/Urban/images_png/5479.png \n", - " extracting: Test/Urban/images_png/5480.png \n", - " inflating: Test/Urban/images_png/5481.png \n", - " extracting: Test/Urban/images_png/5482.png \n", - " extracting: Test/Urban/images_png/5483.png \n", - " extracting: Test/Urban/images_png/5484.png \n", - " extracting: Test/Urban/images_png/5485.png \n", - " extracting: Test/Urban/images_png/5486.png \n", - " extracting: Test/Urban/images_png/5487.png \n", - " extracting: Test/Urban/images_png/5488.png \n", - " extracting: Test/Urban/images_png/5489.png \n", - " inflating: Test/Urban/images_png/5490.png \n", - " extracting: Test/Urban/images_png/5491.png \n", - " extracting: Test/Urban/images_png/5492.png \n", - " extracting: Test/Urban/images_png/5493.png \n", - " extracting: Test/Urban/images_png/5494.png \n", - " extracting: Test/Urban/images_png/5495.png \n", - " inflating: Test/Urban/images_png/5496.png \n", - " inflating: Test/Urban/images_png/5497.png \n", - " extracting: Test/Urban/images_png/5498.png \n", - " extracting: Test/Urban/images_png/5499.png \n", - " extracting: Test/Urban/images_png/5500.png \n", - " extracting: Test/Urban/images_png/5501.png \n", - " extracting: Test/Urban/images_png/5502.png \n", - " extracting: Test/Urban/images_png/5503.png \n", - " extracting: Test/Urban/images_png/5504.png \n", - " extracting: Test/Urban/images_png/5505.png \n", - " extracting: Test/Urban/images_png/5506.png \n", - " extracting: Test/Urban/images_png/5507.png \n", - " extracting: Test/Urban/images_png/5508.png \n", - " extracting: Test/Urban/images_png/5509.png \n", - " extracting: Test/Urban/images_png/5510.png \n", - " inflating: Test/Urban/images_png/5511.png \n", - " extracting: Test/Urban/images_png/5512.png \n", - " extracting: Test/Urban/images_png/5513.png \n", - " extracting: Test/Urban/images_png/5514.png \n", - " inflating: Test/Urban/images_png/5515.png \n", - " extracting: Test/Urban/images_png/5516.png \n", - " extracting: Test/Urban/images_png/5517.png \n", - " inflating: Test/Urban/images_png/5518.png \n", - " extracting: Test/Urban/images_png/5519.png \n", - " extracting: Test/Urban/images_png/5520.png \n", - " extracting: Test/Urban/images_png/5521.png \n", - " extracting: Test/Urban/images_png/5522.png \n", - " inflating: Test/Urban/images_png/5523.png \n", - " inflating: Test/Urban/images_png/5524.png \n", - " extracting: Test/Urban/images_png/5525.png \n", - " extracting: Test/Urban/images_png/5526.png \n", - " extracting: Test/Urban/images_png/5527.png \n", - " inflating: Test/Urban/images_png/5528.png \n", - " extracting: Test/Urban/images_png/5529.png \n", - " extracting: Test/Urban/images_png/5530.png \n", - " extracting: Test/Urban/images_png/5531.png \n", - " extracting: Test/Urban/images_png/5532.png \n", - " extracting: Test/Urban/images_png/5533.png \n", - " extracting: Test/Urban/images_png/5534.png \n", - " inflating: Test/Urban/images_png/5535.png \n", - " extracting: Test/Urban/images_png/5536.png \n", - " extracting: Test/Urban/images_png/5537.png \n", - " extracting: Test/Urban/images_png/5538.png \n", - " extracting: Test/Urban/images_png/5539.png \n", - " extracting: Test/Urban/images_png/5540.png \n", - " extracting: Test/Urban/images_png/5541.png \n", - " extracting: Test/Urban/images_png/5542.png \n", - " extracting: Test/Urban/images_png/5543.png \n", - " extracting: Test/Urban/images_png/5544.png \n", - " extracting: Test/Urban/images_png/5545.png \n", - " extracting: Test/Urban/images_png/5546.png \n", - " extracting: Test/Urban/images_png/5547.png \n", - " extracting: Test/Urban/images_png/5548.png \n", - " extracting: Test/Urban/images_png/5549.png \n", - " extracting: Test/Urban/images_png/5550.png \n", - " extracting: Test/Urban/images_png/5551.png \n", - " extracting: Test/Urban/images_png/5552.png \n", - " inflating: Test/Urban/images_png/5553.png \n", - " extracting: Test/Urban/images_png/5554.png \n", - " extracting: Test/Urban/images_png/5555.png \n", - " extracting: Test/Urban/images_png/5556.png \n", - " extracting: Test/Urban/images_png/5557.png \n", - " extracting: Test/Urban/images_png/5558.png \n", - " extracting: Test/Urban/images_png/5559.png \n", - " extracting: Test/Urban/images_png/5560.png \n", - " extracting: Test/Urban/images_png/5561.png \n", - " extracting: Test/Urban/images_png/5562.png \n", - " extracting: Test/Urban/images_png/5563.png \n", - " extracting: Test/Urban/images_png/5564.png \n", - " extracting: Test/Urban/images_png/5565.png \n", - " inflating: Test/Urban/images_png/5566.png \n", - " extracting: Test/Urban/images_png/5567.png \n", - " extracting: Test/Urban/images_png/5568.png \n", - " extracting: Test/Urban/images_png/5569.png \n", - " extracting: Test/Urban/images_png/5570.png \n", - " extracting: Test/Urban/images_png/5571.png \n", - " extracting: Test/Urban/images_png/5572.png \n", - " extracting: Test/Urban/images_png/5573.png \n", - " inflating: Test/Urban/images_png/5574.png \n", - " extracting: Test/Urban/images_png/5575.png \n", - " inflating: Test/Urban/images_png/5576.png \n", - " inflating: Test/Urban/images_png/5577.png \n", - " inflating: Test/Urban/images_png/5578.png \n", - " extracting: Test/Urban/images_png/5579.png \n", - " extracting: Test/Urban/images_png/5580.png \n", - " inflating: Test/Urban/images_png/5581.png \n", - " extracting: Test/Urban/images_png/5582.png \n", - " inflating: Test/Urban/images_png/5583.png \n", - " extracting: Test/Urban/images_png/5584.png \n", - " extracting: Test/Urban/images_png/5585.png \n", - " extracting: Test/Urban/images_png/5586.png \n", - " extracting: Test/Urban/images_png/5587.png \n", - " extracting: Test/Urban/images_png/5588.png \n", - " extracting: Test/Urban/images_png/5589.png \n", - " extracting: Test/Urban/images_png/5590.png \n", - " inflating: Test/Urban/images_png/5591.png \n", - " extracting: Test/Urban/images_png/5592.png \n", - " extracting: Test/Urban/images_png/5593.png \n", - " extracting: Test/Urban/images_png/5594.png \n", - " extracting: Test/Urban/images_png/5595.png \n", - " extracting: Test/Urban/images_png/5596.png \n", - " inflating: Test/Urban/images_png/5597.png \n", - " extracting: Test/Urban/images_png/5598.png \n", - " extracting: Test/Urban/images_png/5599.png \n", - " extracting: Test/Urban/images_png/5600.png \n", - " extracting: Test/Urban/images_png/5601.png \n", - " inflating: Test/Urban/images_png/5602.png \n", - " extracting: Test/Urban/images_png/5603.png \n", - " extracting: Test/Urban/images_png/5604.png \n", - " extracting: Test/Urban/images_png/5605.png \n", - " inflating: Test/Urban/images_png/5606.png \n", - " extracting: Test/Urban/images_png/5607.png \n", - " extracting: Test/Urban/images_png/5608.png \n", - " extracting: Test/Urban/images_png/5609.png \n", - " extracting: Test/Urban/images_png/5610.png \n", - " extracting: Test/Urban/images_png/5611.png \n", - " extracting: Test/Urban/images_png/5612.png \n", - " extracting: Test/Urban/images_png/5613.png \n", - " extracting: Test/Urban/images_png/5614.png \n", - " extracting: Test/Urban/images_png/5615.png \n", - " extracting: Test/Urban/images_png/5616.png \n", - " extracting: Test/Urban/images_png/5617.png \n", - " extracting: Test/Urban/images_png/5618.png \n", - " inflating: Test/Urban/images_png/5619.png \n", - " extracting: Test/Urban/images_png/5620.png \n", - " extracting: Test/Urban/images_png/5621.png \n", - " extracting: Test/Urban/images_png/5622.png \n", - " extracting: Test/Urban/images_png/5623.png \n", - " extracting: Test/Urban/images_png/5624.png \n", - " extracting: Test/Urban/images_png/5625.png \n", - " extracting: Test/Urban/images_png/5626.png \n", - " extracting: Test/Urban/images_png/5627.png \n", - " extracting: Test/Urban/images_png/5628.png \n", - " extracting: Test/Urban/images_png/5629.png \n", - " extracting: Test/Urban/images_png/5630.png \n", - " extracting: Test/Urban/images_png/5631.png \n", - " extracting: Test/Urban/images_png/5632.png \n", - " extracting: Test/Urban/images_png/5633.png \n", - " extracting: Test/Urban/images_png/5634.png \n", - " extracting: Test/Urban/images_png/5635.png \n", - " extracting: Test/Urban/images_png/5636.png \n", - " extracting: Test/Urban/images_png/5637.png \n", - " extracting: Test/Urban/images_png/5638.png \n", - " extracting: Test/Urban/images_png/5639.png \n", - " extracting: Test/Urban/images_png/5640.png \n", - " extracting: Test/Urban/images_png/5641.png \n", - " extracting: Test/Urban/images_png/5642.png \n", - " extracting: Test/Urban/images_png/5643.png \n", - " extracting: Test/Urban/images_png/5644.png \n", - " extracting: Test/Urban/images_png/5645.png \n", - " extracting: Test/Urban/images_png/5646.png \n", - " extracting: Test/Urban/images_png/5647.png \n", - " extracting: Test/Urban/images_png/5648.png \n", - " extracting: Test/Urban/images_png/5649.png \n", - " extracting: Test/Urban/images_png/5650.png \n", - " extracting: Test/Urban/images_png/5651.png \n", - " extracting: Test/Urban/images_png/5652.png \n", - " inflating: Test/Urban/images_png/5653.png \n", - " extracting: Test/Urban/images_png/5654.png \n", - " extracting: Test/Urban/images_png/5655.png \n", - " extracting: Test/Urban/images_png/5656.png \n", - " extracting: Test/Urban/images_png/5657.png \n", - " extracting: Test/Urban/images_png/5658.png \n", - " extracting: Test/Urban/images_png/5659.png \n", - " extracting: Test/Urban/images_png/5660.png \n", - " extracting: Test/Urban/images_png/5661.png \n", - " extracting: Test/Urban/images_png/5662.png \n", - " extracting: Test/Urban/images_png/5663.png \n", - " extracting: Test/Urban/images_png/5664.png \n", - " extracting: Test/Urban/images_png/5665.png \n", - " extracting: Test/Urban/images_png/5666.png \n", - " extracting: Test/Urban/images_png/5667.png \n", - " extracting: Test/Urban/images_png/5668.png \n", - " extracting: Test/Urban/images_png/5669.png \n", - " extracting: Test/Urban/images_png/5670.png \n", - " extracting: Test/Urban/images_png/5671.png \n", - " extracting: Test/Urban/images_png/5672.png \n", - " inflating: Test/Urban/images_png/5673.png \n", - " extracting: Test/Urban/images_png/5674.png \n", - " extracting: Test/Urban/images_png/5675.png \n", - " extracting: Test/Urban/images_png/5676.png \n", - " extracting: Test/Urban/images_png/5677.png \n", - " extracting: Test/Urban/images_png/5678.png \n", - " inflating: Test/Urban/images_png/5679.png \n", - " extracting: Test/Urban/images_png/5680.png \n", - " extracting: Test/Urban/images_png/5681.png \n", - " extracting: Test/Urban/images_png/5682.png \n", - " extracting: Test/Urban/images_png/5683.png \n", - " extracting: Test/Urban/images_png/5684.png \n", - " extracting: Test/Urban/images_png/5685.png \n", - " extracting: Test/Urban/images_png/5686.png \n", - " inflating: Test/Urban/images_png/5687.png \n", - " extracting: Test/Urban/images_png/5688.png \n", - " extracting: Test/Urban/images_png/5689.png \n", - " extracting: Test/Urban/images_png/5690.png \n", - " extracting: Test/Urban/images_png/5691.png \n", - " extracting: Test/Urban/images_png/5692.png \n", - " extracting: Test/Urban/images_png/5693.png \n", - " extracting: Test/Urban/images_png/5694.png \n", - " extracting: Test/Urban/images_png/5695.png \n", - " extracting: Test/Urban/images_png/5696.png \n", - " extracting: Test/Urban/images_png/5697.png \n", - " extracting: Test/Urban/images_png/5698.png \n", - " inflating: Test/Urban/images_png/5699.png \n", - " extracting: Test/Urban/images_png/5700.png \n", - " extracting: Test/Urban/images_png/5701.png \n", - " extracting: Test/Urban/images_png/5702.png \n", - " extracting: Test/Urban/images_png/5703.png \n", - " extracting: Test/Urban/images_png/5704.png \n", - " extracting: Test/Urban/images_png/5705.png \n", - " extracting: Test/Urban/images_png/5706.png \n", - " extracting: Test/Urban/images_png/5707.png \n", - " extracting: Test/Urban/images_png/5708.png \n", - " extracting: Test/Urban/images_png/5709.png \n", - " extracting: Test/Urban/images_png/5710.png \n", - " extracting: Test/Urban/images_png/5711.png \n", - " extracting: Test/Urban/images_png/5712.png \n", - " extracting: Test/Urban/images_png/5713.png \n", - " extracting: Test/Urban/images_png/5714.png \n", - " extracting: Test/Urban/images_png/5715.png \n", - " extracting: Test/Urban/images_png/5716.png \n", - " extracting: Test/Urban/images_png/5717.png \n", - " extracting: Test/Urban/images_png/5718.png \n", - " inflating: Test/Urban/images_png/5719.png \n", - " extracting: Test/Urban/images_png/5720.png \n", - " extracting: Test/Urban/images_png/5721.png \n", - " extracting: Test/Urban/images_png/5722.png \n", - " extracting: Test/Urban/images_png/5723.png \n", - " inflating: Test/Urban/images_png/5724.png \n", - " extracting: Test/Urban/images_png/5725.png \n", - " extracting: Test/Urban/images_png/5726.png \n", - " inflating: Test/Urban/images_png/5727.png \n", - " extracting: Test/Urban/images_png/5728.png \n", - " extracting: Test/Urban/images_png/5729.png \n", - " extracting: Test/Urban/images_png/5730.png \n", - " extracting: Test/Urban/images_png/5731.png \n", - " extracting: Test/Urban/images_png/5732.png \n", - " extracting: Test/Urban/images_png/5733.png \n", - " extracting: Test/Urban/images_png/5734.png \n", - " extracting: Test/Urban/images_png/5735.png \n", - " extracting: Test/Urban/images_png/5736.png \n", - " extracting: Test/Urban/images_png/5737.png \n", - " extracting: Test/Urban/images_png/5738.png \n", - " extracting: Test/Urban/images_png/5739.png \n", - " extracting: Test/Urban/images_png/5740.png \n", - " extracting: Test/Urban/images_png/5741.png \n", - " extracting: Test/Urban/images_png/5742.png \n", - " extracting: Test/Urban/images_png/5743.png \n", - " extracting: Test/Urban/images_png/5744.png \n", - " extracting: Test/Urban/images_png/5745.png \n", - " extracting: Test/Urban/images_png/5746.png \n", - " inflating: Test/Urban/images_png/5747.png \n", - " inflating: Test/Urban/images_png/5748.png \n", - " extracting: Test/Urban/images_png/5749.png \n", - " extracting: Test/Urban/images_png/5750.png \n", - " extracting: Test/Urban/images_png/5751.png \n", - " extracting: Test/Urban/images_png/5752.png \n", - " extracting: Test/Urban/images_png/5753.png \n", - " extracting: Test/Urban/images_png/5754.png \n", - " extracting: Test/Urban/images_png/5755.png \n", - " extracting: Test/Urban/images_png/5756.png \n", - " extracting: Test/Urban/images_png/5757.png \n", - " extracting: Test/Urban/images_png/5758.png \n", - " extracting: Test/Urban/images_png/5759.png \n", - " extracting: Test/Urban/images_png/5760.png \n", - " extracting: Test/Urban/images_png/5761.png \n", - " extracting: Test/Urban/images_png/5762.png \n", - " inflating: Test/Urban/images_png/5763.png \n", - " inflating: Test/Urban/images_png/5764.png \n", - " extracting: Test/Urban/images_png/5765.png \n", - " extracting: Test/Urban/images_png/5766.png \n", - " inflating: Test/Urban/images_png/5767.png \n", - " extracting: Test/Urban/images_png/5768.png \n", - " extracting: Test/Urban/images_png/5769.png \n", - " extracting: Test/Urban/images_png/5770.png \n", - " extracting: Test/Urban/images_png/5771.png \n", - " extracting: Test/Urban/images_png/5772.png \n", - " extracting: Test/Urban/images_png/5773.png \n", - " extracting: Test/Urban/images_png/5774.png \n", - " extracting: Test/Urban/images_png/5775.png \n", - " extracting: Test/Urban/images_png/5776.png \n", - " extracting: Test/Urban/images_png/5777.png \n", - " inflating: Test/Urban/images_png/5778.png \n", - " extracting: Test/Urban/images_png/5779.png \n", - " inflating: Test/Urban/images_png/5780.png \n", - " extracting: Test/Urban/images_png/5781.png \n", - " extracting: Test/Urban/images_png/5782.png \n", - " extracting: Test/Urban/images_png/5783.png \n", - " extracting: Test/Urban/images_png/5784.png \n", - " extracting: Test/Urban/images_png/5785.png \n", - " extracting: Test/Urban/images_png/5786.png \n", - " extracting: Test/Urban/images_png/5787.png \n", - " extracting: Test/Urban/images_png/5788.png \n", - " extracting: Test/Urban/images_png/5789.png \n", - " extracting: Test/Urban/images_png/5790.png \n", - " extracting: Test/Urban/images_png/5791.png \n", - " extracting: Test/Urban/images_png/5792.png \n", - " extracting: Test/Urban/images_png/5793.png \n", - " inflating: Test/Urban/images_png/5794.png \n", - " extracting: Test/Urban/images_png/5795.png \n", - " inflating: Test/Urban/images_png/5796.png \n", - " extracting: Test/Urban/images_png/5797.png \n", - " extracting: Test/Urban/images_png/5798.png \n", - " extracting: Test/Urban/images_png/5799.png \n", - " inflating: Test/Urban/images_png/5800.png \n", - " extracting: Test/Urban/images_png/5801.png \n", - " extracting: Test/Urban/images_png/5802.png \n", - " extracting: Test/Urban/images_png/5803.png \n", - " extracting: Test/Urban/images_png/5804.png \n", - " extracting: Test/Urban/images_png/5805.png \n", - " extracting: Test/Urban/images_png/5806.png \n", - " extracting: Test/Urban/images_png/5807.png \n", - " extracting: Test/Urban/images_png/5808.png \n", - " extracting: Test/Urban/images_png/5809.png \n", - " extracting: Test/Urban/images_png/5810.png \n", - " extracting: Test/Urban/images_png/5811.png \n", - " extracting: Test/Urban/images_png/5812.png \n", - " extracting: Test/Urban/images_png/5813.png \n", - " extracting: Test/Urban/images_png/5814.png \n", - " extracting: Test/Urban/images_png/5815.png \n", - " extracting: Test/Urban/images_png/5816.png \n", - " extracting: Test/Urban/images_png/5817.png \n", - " extracting: Test/Urban/images_png/5818.png \n", - " extracting: Test/Urban/images_png/5819.png \n", - " extracting: Test/Urban/images_png/5820.png \n", - " extracting: Test/Urban/images_png/5821.png \n", - " extracting: Test/Urban/images_png/5822.png \n", - " extracting: Test/Urban/images_png/5823.png \n", - " extracting: Test/Urban/images_png/5824.png \n", - " extracting: Test/Urban/images_png/5825.png \n", - " extracting: Test/Urban/images_png/5826.png \n", - " inflating: Test/Urban/images_png/5827.png \n", - " extracting: Test/Urban/images_png/5828.png \n", - " extracting: Test/Urban/images_png/5829.png \n", - " extracting: Test/Urban/images_png/5830.png \n", - " inflating: Test/Urban/images_png/5831.png \n", - " extracting: Test/Urban/images_png/5832.png \n", - " extracting: Test/Urban/images_png/5833.png \n", - " extracting: Test/Urban/images_png/5834.png \n", - " extracting: Test/Urban/images_png/5835.png \n", - " extracting: Test/Urban/images_png/5836.png \n", - " extracting: Test/Urban/images_png/5837.png \n", - " extracting: Test/Urban/images_png/5838.png \n", - " extracting: Test/Urban/images_png/5839.png \n", - " inflating: Test/Urban/images_png/5840.png \n", - " extracting: Test/Urban/images_png/5841.png \n", - " extracting: Test/Urban/images_png/5842.png \n", - " inflating: Test/Urban/images_png/5843.png \n", - " extracting: Test/Urban/images_png/5844.png \n", - " extracting: Test/Urban/images_png/5845.png \n", - " extracting: Test/Urban/images_png/5846.png \n", - " extracting: Test/Urban/images_png/5847.png \n", - " extracting: Test/Urban/images_png/5848.png \n", - " extracting: Test/Urban/images_png/5849.png \n", - " extracting: Test/Urban/images_png/5850.png \n", - " extracting: Test/Urban/images_png/5851.png \n", - " extracting: Test/Urban/images_png/5852.png \n", - " extracting: Test/Urban/images_png/5853.png \n", - " extracting: Test/Urban/images_png/5854.png \n", - " extracting: Test/Urban/images_png/5855.png \n", - " extracting: Test/Urban/images_png/5856.png \n", - " extracting: Test/Urban/images_png/5857.png \n", - " inflating: Test/Urban/images_png/5858.png \n", - " extracting: Test/Urban/images_png/5859.png \n", - " extracting: Test/Urban/images_png/5860.png \n", - " extracting: Test/Urban/images_png/5861.png \n", - " inflating: Test/Urban/images_png/5862.png \n", - " inflating: Test/Urban/images_png/5863.png \n", - " extracting: Test/Urban/images_png/5864.png \n", - " extracting: Test/Urban/images_png/5865.png \n", - " extracting: Test/Urban/images_png/5866.png \n", - " extracting: Test/Urban/images_png/5867.png \n", - " extracting: Test/Urban/images_png/5868.png \n", - " extracting: Test/Urban/images_png/5869.png \n", - " extracting: Test/Urban/images_png/5870.png \n", - " extracting: Test/Urban/images_png/5871.png \n", - " extracting: Test/Urban/images_png/5872.png \n", - " extracting: Test/Urban/images_png/5873.png \n", - " extracting: Test/Urban/images_png/5874.png \n", - " extracting: Test/Urban/images_png/5875.png \n", - " extracting: Test/Urban/images_png/5876.png \n", - " extracting: Test/Urban/images_png/5877.png \n", - " inflating: Test/Urban/images_png/5878.png \n", - " extracting: Test/Urban/images_png/5879.png \n", - " extracting: Test/Urban/images_png/5880.png \n", - " extracting: Test/Urban/images_png/5881.png \n", - " extracting: Test/Urban/images_png/5882.png \n", - " extracting: Test/Urban/images_png/5883.png \n", - " inflating: Test/Urban/images_png/5884.png \n", - " extracting: Test/Urban/images_png/5885.png \n", - " extracting: Test/Urban/images_png/5886.png \n", - " extracting: Test/Urban/images_png/5887.png \n", - " inflating: Test/Urban/images_png/5888.png \n", - " extracting: Test/Urban/images_png/5889.png \n", - " extracting: Test/Urban/images_png/5890.png \n", - " inflating: Test/Urban/images_png/5891.png \n", - " extracting: Test/Urban/images_png/5892.png \n", - " extracting: Test/Urban/images_png/5893.png \n", - " extracting: Test/Urban/images_png/5894.png \n", - " extracting: Test/Urban/images_png/5895.png \n", - " extracting: Test/Urban/images_png/5896.png \n", - " inflating: Test/Urban/images_png/5897.png \n", - " extracting: Test/Urban/images_png/5898.png \n", - " extracting: Test/Urban/images_png/5899.png \n", - " extracting: Test/Urban/images_png/5900.png \n", - " extracting: Test/Urban/images_png/5901.png \n", - " extracting: Test/Urban/images_png/5902.png \n", - " extracting: Test/Urban/images_png/5903.png \n", - " extracting: Test/Urban/images_png/5904.png \n", - " extracting: Test/Urban/images_png/5905.png \n", - " extracting: Test/Urban/images_png/5906.png \n", - " extracting: Test/Urban/images_png/5907.png \n", - " extracting: Test/Urban/images_png/5908.png \n", - " extracting: Test/Urban/images_png/5909.png \n", - " extracting: Test/Urban/images_png/5910.png \n", - " extracting: Test/Urban/images_png/5911.png \n", - " extracting: Test/Urban/images_png/5912.png \n", - " extracting: Test/Urban/images_png/5913.png \n", - " extracting: Test/Urban/images_png/5914.png \n", - " extracting: Test/Urban/images_png/5915.png \n", - " extracting: Test/Urban/images_png/5916.png \n", - " extracting: Test/Urban/images_png/5917.png \n", - " extracting: Test/Urban/images_png/5918.png \n", - " extracting: Test/Urban/images_png/5919.png \n", - " extracting: Test/Urban/images_png/5920.png \n", - " extracting: Test/Urban/images_png/5921.png \n", - " inflating: Test/Urban/images_png/5922.png \n", - " extracting: Test/Urban/images_png/5923.png \n", - " inflating: Test/Urban/images_png/5924.png \n", - " extracting: Test/Urban/images_png/5925.png \n", - " extracting: Test/Urban/images_png/5926.png \n", - " extracting: Test/Urban/images_png/5927.png \n", - " extracting: Test/Urban/images_png/5928.png \n", - " inflating: Test/Urban/images_png/5929.png \n", - " extracting: Test/Urban/images_png/5930.png \n", - " extracting: Test/Urban/images_png/5931.png \n", - " inflating: Test/Urban/images_png/5932.png \n", - " extracting: Test/Urban/images_png/5933.png \n", - " extracting: Test/Urban/images_png/5934.png \n", - " extracting: Test/Urban/images_png/5935.png \n", - " extracting: Test/Urban/images_png/5936.png \n", - " extracting: Test/Urban/images_png/5937.png \n", - " inflating: Test/Urban/images_png/5938.png \n", - " extracting: Test/Urban/images_png/5939.png \n", - " extracting: Test/Urban/images_png/5940.png \n", - " extracting: Test/Urban/images_png/5941.png \n", - " inflating: Test/Urban/images_png/5942.png \n", - " extracting: Test/Urban/images_png/5943.png \n", - " extracting: Test/Urban/images_png/5944.png \n", - " extracting: Test/Urban/images_png/5945.png \n", - " extracting: Test/Urban/images_png/5946.png \n", - " extracting: Test/Urban/images_png/5947.png \n", - " extracting: Test/Urban/images_png/5948.png \n", - " extracting: Test/Urban/images_png/5949.png \n", - " extracting: Test/Urban/images_png/5950.png \n", - " extracting: Test/Urban/images_png/5951.png \n", - " extracting: Test/Urban/images_png/5952.png \n", - " extracting: Test/Urban/images_png/5953.png \n", - " extracting: Test/Urban/images_png/5954.png \n", - " inflating: Test/Urban/images_png/5955.png \n", - " extracting: Test/Urban/images_png/5956.png \n", - " extracting: Test/Urban/images_png/5957.png \n", - " extracting: Test/Urban/images_png/5958.png \n", - " extracting: Test/Urban/images_png/5959.png \n", - " inflating: Test/Urban/images_png/5960.png \n", - " extracting: Test/Urban/images_png/5961.png \n", - " extracting: Test/Urban/images_png/5962.png \n", - " extracting: Test/Urban/images_png/5963.png \n", - " inflating: Test/Urban/images_png/5964.png \n", - " extracting: Test/Urban/images_png/5965.png \n", - " extracting: Test/Urban/images_png/5966.png \n", - " extracting: Test/Urban/images_png/5967.png \n", - " extracting: Test/Urban/images_png/5968.png \n", - " extracting: Test/Urban/images_png/5969.png \n", - " inflating: Test/Urban/images_png/5970.png \n", - " inflating: Test/Urban/images_png/5971.png \n", - " extracting: Test/Urban/images_png/5972.png \n", - " extracting: Test/Urban/images_png/5973.png \n", - " extracting: Test/Urban/images_png/5974.png \n", - " extracting: Test/Urban/images_png/5975.png \n", - " extracting: Test/Urban/images_png/5976.png \n", - " extracting: Test/Urban/images_png/5977.png \n", - " extracting: Test/Urban/images_png/5978.png \n", - " extracting: Test/Urban/images_png/5979.png \n", - " extracting: Test/Urban/images_png/5980.png \n", - " extracting: Test/Urban/images_png/5981.png \n", - " extracting: Test/Urban/images_png/5982.png \n", - " extracting: Test/Urban/images_png/5983.png \n", - " extracting: Test/Urban/images_png/5984.png \n", - " extracting: Test/Urban/images_png/5985.png \n", - " extracting: Test/Urban/images_png/5986.png \n", - "unzip: cannot find or open Train.zip, Train.zip.zip or Train.zip.ZIP.\n", - "unzip: cannot find or open Val.zip, Val.zip.zip or Val.zip.ZIP.\n" - ] - } - ], - "source": [ - "!unzip Test.zip\n", - "!unzip Train.zip\n", - "!unzip Val.zip" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "MEcCaZZxbM79" - }, - "source": [ - "The dataset we've extracted is structured into folders as follows:" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "BBnjZ8HPZaDo" - }, - "source": [ - "```\n", - "\u251c\u2500\u2500 Test/\n", - "\u2502 \u251c\u2500\u2500 Rural/\n", - "\u2502 \u2502 \u251c\u2500\u2500 images_png/\n", - "\u2502 \u2502 \u2502 \u251c\u2500\u2500 image_1.png\n", - "\u2502 \u2502 \u2502 \u251c\u2500\u2500 image_2.png\n", - "\u2502 \u2502 \u2502 \u251c\u2500\u2500 ...\n", - "\u2502 \u251c\u2500\u2500 Urban/\n", - "\u2502 \u251c\u2500\u2500 images_png/\n", - "\u2502 \u251c\u2500\u2500 image_1.png\n", - "\u2502 \u251c\u2500\u2500 image_2.png\n", - "\u2502 \u251c\u2500\u2500 ...\n", - "\u251c\u2500\u2500 Train/\n", - "\u2502 \u251c\u2500\u2500 Rural/\n", - "\u2502 \u2502 \u251c\u2500\u2500 images_png/\n", - "\u2502 \u2502 \u2502 \u251c\u2500\u2500 image_1.png\n", - "\u2502 \u2502 \u2502 \u251c\u2500\u2500 image_2.png\n", - "\u2502 \u2502 \u2502 \u251c\u2500\u2500 ...\n", - "\u2502 \u251c\u2500\u2500 Urban/\n", - "\u2502 \u251c\u2500\u2500 images_png/\n", - "\u2502 \u251c\u2500\u2500 image_1.png\n", - "\u2502 \u251c\u2500\u2500 image_2.png\n", - "\u2502 \u251c\u2500\u2500 ...\n", - "\u251c\u2500\u2500 Val/\n", - " \u251c\u2500\u2500 Rural/\n", - " \u2502 \u251c\u2500\u2500 images_png/\n", - " \u2502 \u2502 \u251c\u2500\u2500 image_1.png\n", - " \u2502 \u2502 \u251c\u2500\u2500 image_2.png\n", - " \u2502 \u2502 \u251c\u2500\u2500 ...\n", - " \u251c\u2500\u2500 Urban/\n", - " \u251c\u2500\u2500 images_png/\n", - " \u251c\u2500\u2500 image_1.png\n", - " \u251c\u2500\u2500 image_2.png\n", - " \u251c\u2500\u2500 ...\n", - "```" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "nhRVj2iSaegU" - }, - "source": [ - "Let's retrieve all the paths to the images in the dataset. This will allow us to load the images in an iterative manner as needed later on." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "uR5ot4G-jf66", - "outputId": "a5c79dba-d91e-4183-b55f-576cdd887df3" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "1796" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from pathlib import Path\n", - "\n", - "# create an empty list to store image paths\n", - "image_paths = []\n", - "\n", - "# create a list of splits\n", - "splits = ['Test', 'Train', 'Val']\n", - "# loop through each split\n", - "for split in splits:\n", - " # get all relevant .png image files\n", - " image_paths.extend([\n", - " str(x) for x in Path(split).glob('**/images_png/*.png')\n", - " ])\n", - "# check how many images we return\n", - "len(image_paths)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "wgVOuKmLlH7z" - }, - "source": [ - "Every image path will look something like this:" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 35 - }, - "id": "_uI1-jN-RsaF", - "outputId": "7fb61291-a868-42b8-980a-1aa045dd405c" - }, - "outputs": [ - { - "data": { - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "string" - }, - "text/plain": [ - "'Test/Rural/images_png/4776.png'" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "image_paths[-1]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "jOCwIFc3c9x4" - }, - "source": [ - "We can load a batch of images using the following function." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "id": "yH3u1pi-luUL" - }, - "outputs": [], - "source": [ - "from PIL import Image\n", - "\n", - "def load_images(paths):\n", - " # create empty lists to store images and metadata\n", - " images = []\n", - " metadata = []\n", - " # loop through each file path in the input list\n", - " for path in paths:\n", - " # open the image at the file path and convert it to RGB format\n", - " img = Image.open(path).convert(\"RGB\")\n", - " # append the image to the list of images and include path in metadata\n", - " images.append(img)\n", - " metadata.append({\"path\": path})\n", - " # Return the lists of images and metadata\n", - " return images, metadata" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "id": "hBTeEYQaSklx" - }, - "outputs": [], - "source": [ - "images, metadata = load_images(image_paths[:3])" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "TAVr6SrfKTcT", - "outputId": "f3db8fef-1386-49e0-d78e-7ec2d2ad4479" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[,\n", - " ,\n", - " ]" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "images" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "tadZf56xKWtz", - "outputId": "4cc350d1-0aac-41d9-b45e-e9dda9476529" - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[{'path': 'Test/Urban/images_png/5832.png'},\n", - " {'path': 'Test/Urban/images_png/5229.png'},\n", - " {'path': 'Test/Urban/images_png/5566.png'}]" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "metadata" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "srcBj7rq0bgx" - }, - "source": [ - "# Initialize Pinecone Index" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "_OsxIvUgjOi1" - }, - "source": [ - "The Pinecone index stores vector representations of our satellite images, which we can retrieve later using another satellite or aerial image in vector form (query vector). We need an API key from Pinecone to initialize the index. You can get one for free from [here](https://app.pinecone.io/)." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "SEb1amNKyuq4", - "outputId": "41d762e2-1a92-4f06-cb19-68d896c60517" - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.9/dist-packages/pinecone/index.py:4: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", - " from tqdm.autonotebook import tqdm\n" - ] - } - ], - "source": [ - "import os\n", - "from pinecone import Pinecone\n", - "\n", - "# initialize connection to pinecone (get API key at app.pinecone.io)\n", - "api_key = os.environ.get('PINECONE_API_KEY') or 'PINECONE_API_KEY'\n", - "\n", - "# configure client\n", - "pc = Pinecone(api_key=api_key)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we setup our index specification, this allows us to define the cloud provider and region where we want to deploy our index. You can find a list of all [available providers and regions here](https://docs.pinecone.io/docs/projects)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from pinecone import ServerlessSpec\n", - "\n", - "cloud = os.environ.get('PINECONE_CLOUD') or 'aws'\n", - "region = os.environ.get('PINECONE_REGION') or 'us-east-1'\n", - "\n", - "spec = ServerlessSpec(cloud=cloud, region=region)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "AiFK7o1Gm6DK" - }, - "source": [ - "Now we create a new index with metric set as \"cosine\" and dimension as 512 because the CLIP model we use to generate embeddings generate 512-dimension vectors." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "index_name = \"satellite-image-search\"" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import time\n", - "\n", - "# check if index already exists (it shouldn't if this is first time)\n", - "if index_name not in pc.list_indexes().names():\n", - " # if does not exist, create index\n", - " pc.create_index(\n", - " index_name,\n", - " dimension=512,\n", - " metric='cosine',\n", - " spec=spec\n", - " )\n", - " # wait for index to be initialized\n", - " while not pc.describe_index(index_name).status['ready']:\n", - " time.sleep(1)\n", - "\n", - "# connect to index\n", - "index = pc.Index(index_name)\n", - "# view index stats\n", - "index.describe_index_stats()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ZTCf7fKPoAWV" - }, - "source": [ - "# Initialize the Embedding Model" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Zb5GDTlxoIlZ" - }, - "source": [ - "We will be using a [CLIP](https://huggingface.co/blog/fine-tune-clip-rsicd) model that has been fine-tuned on satellite images and captions from the [RSICD](https://github.com/201528014227051/RSICD_optimal) dataset to generate embeddings for the satellite images. This pre-trained model is readily available on the Hugging Face model hub, and we can load it as follows:" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 259, - "referenced_widgets": [ - "1ed8421712394284b4b3fe2343cc9d14", - "05faa53244214e43b37b0ce7feaa7149", - "c71712ff9b1a4c318c891c1cf012d012", - "29aed2479b3c4b249d30e335a0e541d5", - "b1affe279ae846bca16142b48bff0845", - "b117faab9a684f13be71466867252106", - "126b4b689c864a74bcc142c84a740fb7", - "73f7d2e6b50e46f89461aa5b51f5ca97", - "c2d6c768610d42b49f561785b6fceb77", - "b2a044732a7e4072b8af42cb6f294666", - "b8821f93373c4d7a9619f87ab90e325f", - "2722e3e0fd4f473caa43e0d108c8861a", - "409bbb02867f4685afdd310bdd4185b4", - "ff6ce372668243688296975bd0d59fdf", - "881b44ceaaae44b29e937bc57fff484e", - "3472b60db9ff48e98b5974485a2911ee", - "66c7c9ccc11143cbafb8faec51f7c7d6", - "742c72dba02c4be181b1f0deeab33d8d", - "f4bef42a41284243a6079ba65755ccac", - "86d8314007834765ad9b1e7c5eb10c02", - "09357d0e9ad54b2b8896f6886d8a25a6", - "40a3a152688d4e29931f3f1cdb4e772f", - "ff6d187f5b9840e1925a0ea786ffc1f0", - "d391ba93abd44bb69f52e28c1e27b1f5", - "0da6ffe94c3648b9b5683c625b4bc9d6", - "8cc02c6a2e124229b67c1390748d955e", - "fdcc073b937e4278afc8d3e7df40c35f", - "075de26c21b54d28a6c14b8e36e2db45", - "efc04cdaf87f45238a0c18b654ae2a10", - "26fb23288eab4176bcd58139621f5902", - "f5af73953c464ddba0664fad74bc4de9", - "b5e3fb1e7b58468aa06ab71b633e6e30", - "341e81df3f9e4550b755983c9a7e0dd2", - "d7c8cf1beed64b4788907f79431746c6", - "d4cc3b1ae18a498c960d5ed02684abbe", - "25fd1b4160c245fab633eb1febc7d38c", - "14b946569fdf4ac79c88e9500a37f93e", - "f3a8cc75e64b4fd9b7b712ee971ffe00", - "84e7e619a8f74cfba1a11605019fa3a9", - "9791439329d74e6298eb99e7292b292e", - "0036bb1756a34037bc0be2c4156dfebd", - "63a409df415c41b190e4545f219bd3ee", - "7af789b0dabf4ae8a91a2b8b98c3e498", - "5098ad27cff54d72901da377de1ad856", - "0fba9d1e72f045ad8b1be1609aea874a", - "0372810b9ae042f494bd84e4baca6b8c", - "a29dfe4355384b29909057bb5ef3872f", - "0ebed21a74024f0c93e549a933a52c86", - "5b4eead04f1342fbb961f727224039d7", - "8e0e1d1ba6864397aa8d256fa6b78f5b", - "f9116aeae6504bf5840bf8da1e03029c", - "5efa8483f001464b9f6d16729cb66b12", - "112fe8e23769453aaf10383d5f44d33d", - "f66d6eb7fca94eb78e1a76a7355938c7", - "d192a6d3e8ec48f185bd8dfc98180c0c", - "83829907a8aa4af7b33d6bda59fc35dd", - "123c2d2015444a2eb7ed1c9341a4c51b", - "a89d650f92c243128b0839f18a5c40a1", - "2d942f57a7c8460e802e9f5450b14bc0", - "0be9a57261b34b33853908ee9710dd54", - "82e99790fed147d3b8952029bb72693e", - "88e0a2de958b4007b8d74b99dfd3f36b", - "98e942f41e414495a1760f4d6726dd2d", - "4531528a5b644ee3887b372b8ecb3229", - "d74c928e0ca040c187e791c43703a9da", - "8369b016d3004eb89f8a6959eb13d894", - "d6c3e976331343c09932cd16db404c0a", - "46a9b161fc4e4b3db924a8a5d227a613", - "fe342c08a1a441e4877e6e186b23456d", - "36c11b48955c454aa65c5e94cf0162da", - "898191049cc04913b42271c5513df9ca", - "90987d47fe15402da97d6101779e4d7d", - "45083f2514414af0b664ad3e4ca4e845", - "244f5ec46744445db3deda616d926eb9", - "0bdb8b68d171453ea3288d46543980ec", - "89270223341b41dc95fc5676bd5432bb", - "78b885f5397843c780755817cf523775" - ] - }, - "id": "p-y91mo3n7Dm", - "outputId": "893b3201-0996-482f-da20-64b8462b0e74" - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1ed8421712394284b4b3fe2343cc9d14", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Downloading (\u2026)rocessor_config.json: 0%| | 0.00/354 [00:00\n", - " \n", - " \n", - " ''')\n", - " return HTML(data=f'''\n", - "
\n", - " {''.join(figures)}\n", - "
\n", - " ''')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ANqeCtACnYdB" - }, - "source": [ - "And the `display_result` function will allow us to show the results in the notebook." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "id": "YSjrLCiLUkcQ" - }, - "outputs": [], - "source": [ - "from IPython.core.display import HTML\n", - "from base64 import b64encode\n", - "from io import BytesIO\n", - "\n", - "\n", - "def display_result(images):\n", - " # initialize an empty list to hold the figures generated from the images\n", - " figures = []\n", - " # iterate through each image in the input list\n", - " for img in images: \n", - " # resize the image to have dimensions of 200x200 pixels\n", - " img = img.resize((200,200))\n", - " # create a BytesIO object to hold the image data\n", - " b = BytesIO()\n", - " # save the image data in PNG format to the BytesIO object\n", - " img.save(b, format='png')\n", - " # append an HTML figure element to the \"figures\" list for the current image\n", - " figures.append(f'''\n", - "
\n", - " \n", - "
\n", - " ''')\n", - " # concatenate the HTML figure elements into a string and wrap them in a div element\n", - " # return the HTML string as output of the function\n", - " return HTML(data=f'''\n", - "
\n", - " {''.join(figures)}\n", - "
\n", - " ''')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Ogqa5mi7NbcK" - }, - "source": [ - "First, let's load an image from the dataset and do a test search." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 217 - }, - "id": "vc8ZVfsY4OO7", - "outputId": "9964d4b8-1bce-4ca3-bcac-9be5442cd4c0" - }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "query_image, _ = load_images([image_paths[1524]]) #654\n", - "query_image[0].resize((200,200))" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "id": "u-zYRguk88hX" - }, - "outputs": [], - "source": [ - "imgs, meta = search_pinecone(query_image)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 444 - }, - "id": "VFM5lbjBYsI5", - "outputId": "5e1c7c06-e021-4eb4-d55f-a6adf3b7c020" - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "
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Let's write a helper function to load an image from url and test this." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "id": "sZjVn0SGeX6u" - }, - "outputs": [], - "source": [ - "import requests\n", - "\n", - "def load_image_from_url(url):\n", - " # fetch the image from the URL using the requests library\n", - " image_raw = requests.get(url, stream=True,).raw\n", - " # open the image and converting it to RGB format\n", - " image = Image.open(image_raw).convert(\"RGB\")\n", - " # return the RGB PIL image object\n", - " return image" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "id": "mzGFsG9nA5cR" - }, - "outputs": [], - "source": [ - "url = \"https://thumbs.dreamstime.com/b/shanghai-interchange-aerial-shot-china-148285873.jpg\"" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 217 - }, - "id": "-ctbJV8IA9J1", - "outputId": "ed383b9e-53fe-4b1e-b5f5-fdd0bbc6294e" - }, - "outputs": [ - { - "data": { - "image/png": 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xKzUBOQS8pCKK88MXBwhCw3ZzoGXIsl2v3miomgowZoxvdFs7a539nc0FixWtCjK0teITAp49Ozg+7+mu1+2uEKJMJhMIIcY4zzOEUJplEgDKOBMQSAKZAJRiznTJMecJFVfzgGI1KcxvHsWjhRVxMJ4f6ApKQz4ehJMgmYfzSkXPk+D8OgSkWOlixJZUiAJBbFmKoWuagqAwLR0jqUJoqgoGIkkWnQr77v7KiqkDAqGpSQVLDAGUhAl+cHoRKe5Ks4qkN5lM3njjjTiJl2EoB6PbGxtvPbh/OYxfnh39Mhy9ub56Ps0KqImsVFVlNJvNpyc/8MyDGC5SkfKiXXMUgxAaeZRBXMZh1Fr3yZJ9/vyFpfkkT9brznVmn82kQCLnIsoTlYo4TbjQkjTvbq2F80VWFnw+o7R0XLdWb/CykAAmYeA67sOHDzhn0yClnApaCi4AkEBiKZBp6pKxSqO1sb7N8vLRN49ZnvSGo/u39k1N+/DLx59+/SwKl5YGgCGada9I87oqaDLN5/P33li7XorRgNbqdlqUXOTDuUoZ9aodCOBsMS1LHgfLLEv/wa4AAJqmqqqmqeZ8EdiErHZXhggDAKIwMoQOAdrZXu80m6qiB1Ey6F8rKgiTEgCCBLJUmESh5VYOjq90TcMEvTg4ePXeg+bKShkttjfap8eHdq25nAabrQ5GfB4Vf/urD7KCVXTNNE1NU8uyrFQqRVEihNI0RRBmRVGWvF7zyiI3DD2PQyyBToiUcJqygEqbssOLoFlvarbGMHitebtex0K7orRSlAVWoGZ49Ub7yeGVqslGpeH59nASYk3FGAPGm4Zh1BsEwYixBGSWCksGWMkrbo0FLE1TAUGcJo4CVIyFBORXT68LCZEoxtPpzsYapwwA0O8NHj05aaugPptYmu5I+Y/3uqalXMfZ5TivNao100uWEQNinxetbjMfxI5mYlPnrGhUtMuTZ2t+e06LAugvj68IUaRVKwri+tb3bzcOvXgxGkHd6ra7p73LMg4ardXTo37Dd+JkyTgnqgIlnC0WBaWtZnPYHxq6XXNNv+qHec6EyPJctXTCNSEkAJwQRQggpaQCLoMEA1TxXFbEk4wenFxFGWs167/+5KtcqFHGLYUARkXBQElbK60nh6eVRm17u3H62fF0nnvVtaLMx9MxgqWqahKFKoFSxLqiziZjLhFEEGMspcQYG4bebLbTvJCyAFzUK1XGWL1RQxKttdfXV9Y7LX8ymVM61QwMJBcAhmHmmDYpE1DiTz49NBurrq7PgoXjuZppDC9P9zqVKJkXgmLm2SZdWfEQYn//6cfTMHdsz7dV0zS2t7cXi0We50mSGYbhOA5j7Pj8wrYthHXXs03bOFu+IBIJDnOgDqMUG2bV1hpOXsKLEnS/fLGAmWH0lmFhRWmqKlA1jCijj19ezua0yGi7rWPbZ1cBVFRGS00iaEhCYJFnUvKaR4gq05QqyDm/LIM4T0xLLBPAuIAQAagQhYwKgrCiIPjud98LpsvD45dXg0EqZE6xruSr3Wbv7EpH2tt3bt58cOeMWy9fnP7dr/4y1ofOyq2GyF5zGpOCKprvOoKXfG9zA/MUcGZaaq93ueTqPKK+aQzn3EdqX+Dlcr5dkcOCX8/C5ZDf3F8fDK4HgylCQNO1vMwZ44amJVGUp6kEQlWI49h5khiuM5rOwywnquo5XpwlSGLVsBHBqqIIIaiAKeVBPk+LpOna7Wo9T7M4F0cXo1/8+n2JSRQnhu6teMosCaigQrCnp1eKU2eK9vRskueyXtMwKsIwxBjmJRAQCVkmrGjWbYQIgJyWFGIMAYYASYkcxy0ZMw17MgmyLAUAGIauKKTmN3e2d5AUCOGyoERVdB0ncWJolqar3WbDgek8mic0R3mOoK9gkqXp46dPb967DWhwfPSi7jUGo/jOfhMh+vJs8PlXT4lqbG5uYsR933/y5Ml4PDYMQ1GUlZWVNE2//vprQ9chhKura2mc9AYDAQkFJBNA0iwtS8N3DF194+5OlM4v+kvPaMJKvphvn1+dpDRzbN9znJKySVokGRfMyIroajhEkhQZJQpSDQI8bTRbgCze3HIBVK+uppQpqm5MY54gfclSyUUp81qzLmJAU4VsrK32BwPf9zHEd+/edU3l6y+/UK0KycOfP1yfjye5YElZ/tXT88+Xxfbejd2m1nxn47//7cvr5JuNlm1sbTyexCoogUQgjd3Gm511G2B7EU38gn0+neu6iiF1Vekp4cUAf3OQv3XbDQsIAIvG/ZhnMQAFg+31jecHp5ZXA5InSVYWBYCyyLIQzWu+32r6w/48FUwgqEJlHIVZlBiQYIY4RxhCIEEYUSFYxthXT77ufO+nJZfdlbWU0iQKbASEmHd9Nltkuu7hRLqml4Byloc65dMwkIUQ1PDdrOYTynxaFBjpEBKIyiLJw0BjRXpycezaFdvxaJlzJlkJqg1XVVSVaBgoCtIEF75bi+IZ4ohAbFrKYDjzq1XGsyRbqpoDKVMUKWnCVXI2W1JVdSx9GgesyAnE3VbbhvzFaMg0O0xos1qpu47k8ssnR1hiy9AgAtVGO8uK6+s+AChNc0VRiqIYDodCCILQrb09glEYBRgCTJRZGCgK2OhYmYIhwlTIr04H6007xyosJ6MxefQ4SWiIFbXgPIkjWuaUc9XQTcdq1ZrD4TgFKaOEAyUU3ETCE+F6x1dRdjoJ86SERAmzsORCYIVIZCgag4Cnhaeh7Xsq6fV61Wo1TdPfffS7P/qjH95bsW6zjWy6CF9rK4o+X8xMhUQQRaU8ffJyTIU9G/+Tu/o/e+/Vv38y/ubgYnA8qG2u7/rWchFXd5w5npEUoSzDtPBrZmUZz2dp5WbnBo5f2fXaT6N5rGSw0l2tji8Ot3duPjscXg+XyEQZn0sh48VSYMBZiSAwDANIkKZZzfOJohi+Oxn1VcOI0zSjJaRcSKEaznQa+H5zf5sEUTidjgimvmEHy4VuVWs1Pw7mPIt0Q45Hw4pBp4vlywASxZYxA2nuAwiShcbkaq1zPhgPR7lueo5fFqECoJLmWZQubNOHEDDGLi8u79z0COQSJxAWuqFOx9T1ms16yWhKKQ3DsNPpdHHTNlwuGGdKnucYE8vWuNAcVav5tVkReW51NFkCZDRdl6Xp0cXJ+voGAmAxGlaMHOWxb1fj8VJX9cFkOpyMHz99pml6rVazTb1R8R49ewH+/8rzvCzLwWDQ6XR8319ZWTk9Pc3zHADkuj7nPEkDbpioKCFjGhMg0y+OpykxEsYAg4enl0xKxLHEZY5gmlFdUzFWTMMEACGETEvQOJMZoAXvEvbqG82Xx5NlaN1bMY54eBHQpIC6ZjRbHYIVkTMLJ7d22cPbTUULSFEUtm0rimKYxuHBCYKzn6wpZiu7SN3fPppKoEkpK52VSRJP4/GLX/1mzdnQytm3Nh1H0LvN6mCePj1cGrfs7Q3b78Kr8Yv+hx9+6+aG4zFZLrtV1m55bgVOrhMZu5tde3QpPj7vtyq1UukuMmT51r5nng7n55c923RYSUtKCYYEQ99zKeUYwTRLLy9j1a3YnpemKSsZL7mtG+vtldV2B2omBajZWdu76QpWDnr9u7dvlWUpVCIhIEj6ttFP8mWcM2GqZHs6XVoo6ujpd7618tmzYcP3Et0lhs4w/Oqri6yEm2tGpgWTcUykh7mHMbEdO5gvTd1oNOpE4YOLi3rDsh2LIOfi/LzSMKrVSppmlFJDNyjLl8tZ1XeiKKlUKpzTssx9r4byQlCaJmmmO2EpMTGrXvXs2fO3rI7kZEl4o9vIg36nWhtMgnrF/ebpk/t399//+DPGRHel7jn2zub6dDyOoohzjjHmnG9ubr58+VJV1aIodF0PwzAIAgAAQKhkPC9pkpeDWUhz0dC1tqEaRagQdJ2Hhs0NVfn2u/eBCk5e9C8vRzlzIDakxFIAw7DiKHFsH+ZqImaczndX/ft3/JPLcBi7msdrJiZ72/OjuWs2GtWaIKg/GKhC3L+n3Lybj68O6KJFqpXq1tbWy5cvz84uNtqtq2z0ouT3bzWuTpazFEIsgFsTluHbhjYdxRGN6eTtH9z8clDYJP/99zYz0/4f/vrRf/z0L//kB29mlvPs8cmPN26Es4nfUCIemQRNoiGw6q7ZnCVKjEUqSkZIqrpRmTz6+rntEcqycAmlRFhVoELyICGqrmK8u7M1GE5nnAkhXMcGiuIQRYUoLUND19c3NjRdf9G7TIpUCqFhpVGrvfn6W6+99gZnhV1xP/n8syRY3tje5GU+jzPIBc4XIOOgUDjkG7sN16Fbm16y6CNknlxNTLti2HZvNCtofmfPozkc9peaokKoRlHMGDMtM0jD6/4JE4tl3u9UXU1JEWHPno1u33k9z4tmswkRwkRptiyIQJFTVROYAEYZgqpuyCIvC8ZH8wUH0LbMOE1M35udjaF0ard2LNNcLKiETHLZaVTjva2Xp6ejRaQbHsJ4MOg3K+756WGelgDhokjb7c5kMgnD0HVdCGEcx4vFglIqhBAQZ0UZpzkXIJhGdbfiKbhuwBaAOSsTLF57ayee9b8+mgiVvPHKdqvhffjNiaYaXDBaQilgUbA4yTjHCsCb3er+uvPF+cVo5grkO0V/HLj9Iqg0u4ZVRwgeX56ORoNOzVvE8JtHxmIab6720Nbu1vHJ8d17d7/1zluHL14kpfnVsfIfP5VT7qm2C2FZ2drubG9dXp2Hs5mexv/b7/iY82SxnBTGR1/Tw+dzPqIerMvSfn5Cf3e46EMlTtXxqOjPmeOt1Wr7Z9dToEJSs2cp5nFR08wiExKntWalZOp4KrKwQABrtkWR1DTNMgzXsS8vzkejEUYIY8IYj4JwOZnaqnFjc+fO3k0h5Ivz00CUUkeKrUsNztPg/Y8/DpPU9f0gDg9efjkcnX30yfsXV5fZNKqi8J2b0c++FWEzNCpeiqqPTotFSLHihAnpDWHveqrbapKlSYBp6ipYu32vsX9bQ0imSaqqClGUs+uL/nQ0iyLFsFVFyYqBgNNq1cmyrF6rd7td27IVrNR8L4sj07KklFmWWJa1mAeKqsR5ukzjWRRylvqumSQRtvRhHYPtZr3bLGYzjvXxLGrWWxgKRSVffP1IQrKyuioBXCyWX335GS0yxpkQvOL7uqYO+v1KpdJsNL7/3nvVaiUMQ9M0V1ZWPc+Lk4SoCkLEUSyXaApnskhzXgpCaiuds+HlRtN0sZss4GQ4MTRBFIAIIgRSyqM4anU6pmUJuHQcbKvO5dEyZdtSg5AtjMwdxHqueIZbtU0jy5P5fIKxyPPkvJc/Op4sC38cNEmB2DIOavX6dDbduXHjycnT31vb6weF4okfvbsOQ/eALqKA/mTD4+3NqxNy50bz119OBLNMhKa5PBykE1J5rSNf7VSejON3X3vv//Oblz99sFnj6GyQP7b600n28wddg4jTWXlyNSO6N1mC8+VREmUEKwBAWgoOyqrfcA1nEc4dw1QwqfoVBSMiYZJToukQQhXLnOWL8WLz7lq9Uz//5EvfcXQb3trc3ti686uPf5Xlcqu5Wko2XwZ1xV5tNsN8YiEqwysTq9U6/OkPjEwnvzgQPmSLZF4sGVawVKzRMkjSFCtKyaiqE6IbETWQktueziZAAVx3SZKVcSZZWoRhrqosmFEVIkKMnDIBUdWvEqxUKpU0y3gh6jlbqTROkoTBfDFe1GpdWi6qhpP5pVguGJC2WVWQ5htWlibrnY7nNT1LlUqwYKqKWbfuqZg/efqyyHiz0WKM96YzQxa+igliAjkVx3jl/u3fffaFbxo7Wxv37tzM0uT68oJzJqVEAC1HI0pzpEBNoI7vrJrYx4QW5RcZW1tv8DS2hDUrbL2WwTRmAmMkfM1hUpGopFIYFlYcFwqOWUFUZRwvut3GardzcpIFRZLrNcPt1mtVVdMpK4ezvkYMR1ewVM6vA88RFpbPDgWa9oM7u/f6J70kpsf96b5rb25ZJJ9/czL81aMjatWeHBzOTp58/3b3j95c+y9/cvt5L1hklInMNQpTzoosXL9x64/+m//W6G5IrjQkf9hSP3vy9fPTq6q9Evezg4NFmjlBovZ6MYYKEFBXDQWRKIqLskzTBCIACep0OwrCrKQQIaKqhCiQYKBDzUaWBRDOHceGEti27Xi+bfpvvf6aq5O6o0bLyzIZ//Dbb7Zcf29/7/HLZ//pl38DDWVnd18yoGtGpeYnMtH9To7mSZrsNysbNZumSDVaDDu9SbIIYsnybqNSr9SkUBfLbHD5VEOpgmUYplE8l1IIDvu9MY0LwlE8T/KIzab5eBjM5svJbKgbmm1bCiFlURi2Fxb88cFxwcVoNPH9ahRGnudhu3Y9WmKsmIaBde3ZixdRlkKF6Ka7UbOXg8tEaotZ1KzVERKD4eDw8FjT9HqjPhkNRDgwRVTVpa9AwcpGq3M1nFwNZ3fu3vnua7d2V+qnlz2IVYwJLcvJdDwJZghDIuVmu+1pik6QoltcsaFiZ6Wo1htUol9+fPLls6uwREEJTNOnlBOEBKcCZSyI9WR+r5t/9079zTuNe/c77c3K5VUvCkvLqTU7q5bnaJpqW8ZyOSuLUNdErW64rsYZElSZjIPxaIbW2vUXn/1ay/uz0y+M8OQP7mxdzgcZtJHSPrws/uyvPxuP46tF+XcfPcmAUhJ0eFkyYBOsIqTmilVAZathrnbrjy/6BCpdhb27ZT5Y9W1LmeZRyItWZy3k6iAogzhKsrIsmK6okHOIAOeUc0ZpCSD0Xb9RqxMJirIQUlDBs6LIKTI10zVtRTEWwdI2rfWN9dFy/rtPvqzVqvdubSGaJOHwi09/icvFT7/15ngyOrk8i0T+8uq02V4lSB+OZmFBS2h8cxhfL/EyqupBgNOeqhRqpVCdGtY8ykCzWYWSZknOKKSU3d6p3dxtmhphVPiumcZJmTFLM959+1bDRzubTQjofF6kOZAQub4rBDcsPUliLhiT5Gg4MxptJmUUJpbphmF4eX39xfOjkmPHcOu1+mQ2Hc2mSCFMAr9eM0H6/JsvR5HUFatVr0IgP/r4M0K0vd19ITilOS9zjnBQgGUikzC6vO5/8eip43pFFu+tN49ePD7pDS3HJ0RnQg4nY6AT09QrpqUIaWrEdb3hMp6WghDj+PTyxcFpxmBJOtMILyJ+OQrPLkeGYSkKRBxUAbnh9N9qDd5uWxWea2VsKMrRSW84jCAy2531ZmvFsIyC5nEULqczJBQkIKdiuUxV1UgThoBumA55642776yrRta/VV+VU0vD9GKSZ2rHlhhpRhItwiwEjv/55Wz526NWxdaJDjnLOcqgk7rV/tWX/Pqb7MrLFwEuotXNGhb22773dDb+6PicaTZjycmopyIGMIrCHMMUCrAMFhCIssyFEARDiDGjdLW5cufGraPTwyiOCcGmrqsclos4jMtI4DTLTahUq9WjXi+m+VdPPm9VFckY5wrBMg2u1modmiUYQ4nB0fX5Vuc7Va9xNp1Mg2wZMSn5o8MmZ+jBK4GCzee/AL6zVvdMBHFZlACV49kiL1QCmOfI7lq9pPTgxVGZ2hAjIBAt2Guv7goxuXGrfT0c5ZyGcz6bh7qhlhQoCsYYJGno2PZ4GlCMR9FSwnK1u0FL7nl+GEVJGluaBjjTVANBVPH9g5cvX334sF2zJ/3DVnftPMxvtOsqFkeHRydHPae50m53jo8PizIDinUdZPM8V4SiGvrl1bXr2Dvd6iu3d67Gsw++eaboFUU1k7yfZXGSJ0KBIqWKogqFqI5PFbRgNJHSUOD27h6X/Lw3DnIFSCkZg6qSZhBAJDhVENrU9X1vHA9nJ2fe6SQkdZeVfDYGqmZvbm7VanWAZEmplHy5jFhZmsSO0uVouODUQooCGAESAsDI1emkthy8fcuBFJRm+7/76EQpLUqmr7zz/cbe3t/8hz+bZfPs8Kubm9uQ4tlo8bN3Nzgi15H6q6/OAVNv7m6uONnR4XMtiV9/2M5F+sXjaW2t3sskhHVfOKdhb2oTBUBaoIRxKIskjZM8RVgBEkAIIIJYVQb9wY2d3U6zNZgMozBYLBeo4q1XlKrlPz25jqiGiWppJoQwzFNpgEymi4gLQQqqUhbMl1dx3P7Om28Uqnx5dTxfLNKs9N3qSnddsSyvkuZk/vmTUtXlt36+U61U9y7qszJzVQgM44ooKS+ChBWlVEnxyr3OPClMk7hufXSdmK7mWIbgGYTlaDxbxsswZ2mBBRQlE1mQYmLFSWyaJmNMcKYreJTEGLOqrzqON58tKCsRRgqI2s0NRNRFGDuGydL01qtv7GytKywqJM6hYRuoUbUgLH/34UfLJW3vVtOs+IeoDstMQhElqQlsy1U0AVoV+507Gzc3mv/93348LNRmVStypqj6dDZSNU0ArhKpa9oiDmanYadiaRVPsXTfUifTRUHRcJIRLV1ruWXOkoLpTm2RzAkWBEtDT0c98+Uk6wGGVN1VtTQvq05jdWvTr3gYo2W4jMrEMcw4DgUtBChNq1jf6T57MsgyYCBSlgVUAeqNh58fDz775Ewo1vun82lMEqDrtRW31Vnf3mA2mmVhTdKf36oYiPRn+SdfnWCsXszngzzM8uC/+uMfbbWtF0Om2r6/qixYYXVXP/76cHydi8xqr9wyLOfyfEQLiTFcXd1qb21EZaogrBCsa6pKiIqxwlC1Xmmvtk6PjoBgAEouZJnzsohvN4uHbXHHRwbitt8kBHFZupryys374bxcRDTNaJjQ614AONVV5afv/WBnfbNkJRdlc2Xtje98z3L9ZRpFQUghW9k2f/WS/4dPU4ivDGXRbCo7d+vthrW3vyYILIrStUS7rgEsL6/LMFIdVwuTbDQOut11xzHHw9mon9HcjONCcuBYjmWYURjOFovri9OK58yXsaZpFU9vNiq1aqcsqW7oeV6UJUVY2b9zWzV10zQhlE7N0SyiAF4EEyG10SRqVS1XU589u8BG492f/MzU9WJ8mCczB2QqAz4xLc3OscoVs1tV9Ly/3fa/fvri5OIyK4rFcj6aXAxnw4IXUOREMtuQDmYSQqBhoOOMFst5fNUfH52NxuNwpdXUVLtT8wHSIHKiebSnzCoa22z7qk4+Pc/6hR8jM8e6Vdvort+4ff92tV6DAIwG/YOjl/1RX0HIt70wzYUs3nzrxoP7m426p2gKMGSOi4wy8vzJRxXN+PjF4pIzjZA7rkxYCNzan/77/2fji93hxbAWlf/Vew+oUs7DsSas4QS9//7LZ7GMEzk5elK8uR+nkORyda910TtnzKxU7N3N1vH5Yh6Hh6Nj3fWLJIMYOxW70ugMgmleFjpGBGJESFkWGBMNKm+89frTl0/LMrN0PUpiTdWAQBm35pNJRRFuw6AqsqsVomAO+LfefHNvZe3x598sgzFGBBEYLOFyTqtNbtt2XhRCCojA6cXF2fmxpqmjydI0gapwCvhpr0h7Zz97Z2O0QHEyOTwfK4o6n4VEIbqBVbVI4wiqZhqDeFloSCQpBULzK/Verz9bLoOQmxJqGo/yQtcUCIlj25TS+kpLUzUuojTLV7qtJE0IMaM0ZowhgoQQlu2/ODo+PT11bNuwVSy12WS2XtFKzqJYOoblGSoV8uPPn2zeujsYDjxF5ItzsxQdS7Y7tbNQLJENsgIVkx/caVQQ7J+8+PjJTCFu27EmowEXCeUU6paho02bRnmhChPLLI5paeWaxinNFaPuVRQEgORltExOKA8z1lSzH76JfvLWyiQFf/P+dX9ghwgRTWIOLb/Z7u4pmp0UVAJ5fnJ6cnLIsWysryuYDJMp13KoVb9+dOqcidm4hJlOAYVQEVRBZ4PJxemFWW/3xjyPyh/cX/vj19sPuwpL5l99/lVwfv572/V3bvqPziNDQqoYmebJylqG3TKTP37wUObR+xfpjdXa/ft+ngBZiHjZcx3F8nQKyulsfHk9BBhTCRhU+9Px0eEhRghACIWgeaGoqkRwc3tLUcnTZ4+TLI2juFapaCpBUIYZ6i2AU19h2Xw5OEGSMgAEQsPZTGL04OFDznhZFkVSilLPSxsqyqePvjq/utRVjWAlDBeE4KKgUZClKYti+eTFZDkVb617796xf/Zt/+r82aNHZ5e92WSaaaohJTcta2d7X+EmSwUtYFmqCJm1et2vOIPRACmaohPNAJubbaKyLA8ZY67jS8ENyx2OJ7WKZxjqbD7L8yJN0jwv8jw3dENRlNlsulwuDw4OpvNpnEWW4m5314tiOi9lrd1+9f4d19APLq+Pe1eff/05RLSIrng6r7NZR2ddPTBMBRqO7xptizfliI2Onz1/2ZstHMdJgyBPot5oZinQBYldTG5UeLVaOx4u4yy4vbsm8mil02g3G0VBDcv0q5W8oEiCcURVjf/Ba8Z/9m6L8mmbD2Hu9AJZYjPKSgzErfuvmU4VCIwoSObhyfOXiAoioauZSZYnJYsyOpglF0P+6Nk4CgvHLbY2XFOnnM+Q5bf32p29zYZSpAf95INnl3Oufvz5k32/81rbb8vBz99d/d3lJYssQOv0xp2PxuOPrken87ljyYcPNs6XWQ/o3QfbqRxywONiECf9L78+DzIlzVC+yKqKaHqq51qOX884S9IESSCAFAhiRcEImZr+xtuvf/n1F9P5LCtyDJHgXAqKQElAPovpi8uJYhq3ur6rIQVhjPBXjx9/+c0j1/UN3SzynBfCMipEq1xdXr//wQeaqjqaiSBWVKzpCmPCMJzZbKZgbBAd0sm3Xu9SEiBwSWAWJWCZJvNlkCS5ECyOg8U8KJbUMWxF0cKEUwZrrWpSLFUTu9Xa+taahIIzWas0uJBAQoJVXVUkREmax3Goa2Q8Hmmqrii6ohDDMAghhmG0221CyOrq2mg0EiXtVF3AUiZFKrTVtc0iDRUCD84uV9Y3Pc/2bDWNZwiijqNQXh4vi8KoWI2OajhMorPB5GgcHM9TToI0ve6u2EE6zgTC+eJbXfj9VR6NeycHx5yy9fW26cy/94NXy4KcHGdFCcIomM5n48lcwYptOYpIO3bav7y+GopeWDsa64sMzHKmeZUf/PBnq2vbimaaju1UvOViDiVQCVEQGlye9K/7WYTTKcmiRZrLkpuKZnj1ZsqxVMwScrJRDP752+8cDI4LqZQYPQ3hi9+dum7tTx50qy6aPzQYwOd9oJFiojWjMPZb3XqrHkRPa8VA5oNPnoU3bt6aYDY/nk5mGSQ5JH4qwWQaqoQYhG7ZvN3SJmnsupUvjl+WlKoIAQxLDJBgWMAf//B7jLOj0yMuWaNeU4BaiFIC7th60y4NaJ0O42UYvbneLCxD8aoaIsTWvnny9N3XXr97597XX3/h6fbe9o5X9WajWcXzhvPRZqPDSlHSYrmc0UIdT6f7e82mY3Zbtr1jX4+nv70MVvUsj2Wc6M2uqZXqZB4DCDY2V2eTma02wkxkeUQ5R4qKCM/oTDVFWdI8K+ezcDIOVdVdTNP19SYAcm21M5rMqo2WLFMmynq9JiWYTRdCUsPQdV1njCGE0jSp1WqE4M1mt1NTRqOEAvvsYiTiL9ZbzvHF5UeffN5d34K0XA77yzDr2HUuJ5cp61NrrUo2K8o8B9FcxqgS6VgiuNNunh2PJ7Ms4chWgK0CLmQg1RioLhGtmkMUYlra85cvz6+ynFfzRciRQACalqdpBijyjmtgIhfJrCi0vzxezoEuGMW2+60f/azdWilyJjgdTEYQo+lixqUoGGOCq0w12ljByY01nlN6Pk0M11JUMj2fCwEkKCsaJv/nf/7abBDOg1TiBi2C2HKJ6pnE6jh0pyoW9sp/+mhsULsgy1Rr3NQIv/sQg2U2aP6zW92gyHDpKFH24umBApzLySQNeo7hEYjLNIjS9Cf3tu/u1F5cDjIBHz37ejzsKRAAACCATAIswN7G5ma38xe//Fsopet4cVpoWCKFIeDoOluv4It+WkoUJqA/WOrKcn37ZrfdPh8M1huNJClrlc573/muTLL6RvfF2cmqX3u4d/vpS7m3tR3GSyBBHOd5nnOsZEXhNtkrd3aBzE8Pjw8HLDUMxdJcu5gv5ghhWQrHhp6vmdDSueELLljGALYNlOTzpEgXy2AZUstQVrqt2Sw5Oh44hu2aju9ahmENJ0OFqL5tT2fjileVgORZVqQJQlBK2Wq1Dp8fYFXtrLbXnHa74pfFlGjwepaXGZvPpzf3Wr/6i48pB7ZpFHE6GY2juIzjQtSMqRQltkQyQ/NkzZQF0QaLpVOpxotlNphXAYqCfgubtp5Kmh/PYFyKiqZwxgtZDK5DQbq+s16II7NCognnlNmGqQAliGNbcoLVw2FqcoMB/9kZYwBrqrqyslqrtykHGMoijR89/urBa682Vlcm09kymkqorG3uaCa8s+mv1LzT82n84SQrI0+RP/9ZnRUoLUhrvUksQ/8fe9MS+ZxLq70/Cq91kNMI/8XHsz96u3kV9PrjSOo+t7bq3dtROkPZpO47//gfvyNffHI6zDs2Kk11vbr68uCzq9F0022+uuE4euJBa0R9D8nedDIOsqwki3gKaSIAJpqtEZWWiW24P/juDz788DfL+UTDGGJ1mSZlEVQM08DBasWKF8liRg3AICNfz3lD7e8q5MHWjWAQ3dm53e9fPn/68r033ry5e/Or6eWHn3362v7eH/74Dzbr3QIW55dPr3v9kpMwm/u60MhqCqw//+wAZYsH9x7g/sFnJ4FrOY6eJ4wgTVeVXEi+CMV4NujU2kXKar5TRLntqLRMg2AhuBoGkY5Ly7IBMk8uYb1S0yDeXFuZzRPL0AXLVcOt2NWCskKUaR4QhKWQCCNEME3Lnb1bAJdVG9Z9MouSmMrpPG41vIpNXpycPjscrHU2CSxGwSSJM4DVhLJPhsIwrQc39mfXBzM2WqkoBtY40keTgCE1XEZv1ZSb2+TlGIS6Nc30o35IiF4CMM05JULT9MPLhQaXnJP5cFgCpCMlj3KoCEbZjMtyGEtFr2nGy+vAtmu1+orn1fb39hGlAAtVV4IopJQuF0tBoNWolSRJQ1DrWgQugzkvMtlZ6dzeEyAv/vC7W/s3yuOD+dMDnlJBPnyS0ohzUR4maHW1sXdj6/DxpxpNhkz/0w/6a03x3W2zl0Xm9l68sv7s+fLw8w9dZ+fmOz5SmJcWcVUrXX51doGLFJYlRFZcQEUrvv/ayrOTNMlgMJu/udMhpvVvf/eVFAAgKIQgGDct/fatO9Vqw7BqcXKoaKpkguahDrGjGj/5ziK6YJ/2Eg24gLGUgLOgXLnThVLbq3VXfvideRi/f3ZaasaHB0dmpf7ymyffvnd7Y327Pxrevn378Oz5ycHxYr7MuIQqhhhMrnoab1oVjhD86qsXhtPKkqmCc4gwkKwoEqGIcAGffb3cWkWMEyaVglJd1VWVTKdjw9Co5KpIurUNUYJlkLqu63iW53vVaqPXm9RqVQDEwcHB9touUvVZvwcEABBwznzf9yuVN959587d24+++LjtVViRCYHmy4Qoaq1iuLb55//xbxDQXA0sxv3JaMwEUnQly2halLfuvhJTPgyyMEyYdGxV48i0/eJ6MFYpzTiZzM26Ozf0bsyR6evX44UsaSEIgFIluAyZ7dPdje7ByWw0jQsEAOOylILnEqoCGcuMRGlS6W698tp7ogSWYymqCiFUdZ0jPA6jHAChonA2ljx7+60Hy3GaD4/r3bpmtF5cXI2mw+12zTLAs97oRQ+nafH51yPFrZMTSTzPXjGIEpOTq0eH1+C6PzIXy//6zX1iVE+uzl57dePb99yTMP308jmbXJ9fTF0roztvMhOZdT2zN/l03iYnp5BxDZ2HUSazCsbUCi22SDUzo7pmKctkQrFUNNV3fJozRund2xvfevMNyvj61t40nJydnwIALNXEHDl+mIfI0nSKOMgkgHCR0KbRWelsJZIpBjaqtdmXPVUKh8NFNP9Pv/7lluve3NwM0vJscsVo+c7br/Suji/O/1bTNU6wq2sP9yYbnawcwSHxPj/oOzUTYDOIEt0wdAikBJ7GjeqCx/q6f2u8jOdhGSaF5erz+dRxPNs2syw2V9tQQE4RY7BarSoK2thYT+KSMZ6mqRDs7Pz81o37um4URZllWVkUAgLHcRVVFQ48Onxuq8h37GbTnp5ezhaTlfa6a4jJZH58dm0ajoLRLI4p40jRGAdUgK3t/Uaz+/TZ82mcmwTRGSV64DZWzYKMh6Bha5/2ZleK8e5r3vxscNTnc62WcjCfxkhRQSkihnyz7rmwLMP5dF7ErASSQFwCQCBTbbWEOCwU26neufVqtdpVBGSw5EJYliWkjJLl8dlhVuSLIJqPR45pRosRY/hwWpwMDzzztOClt7eeJ1GaZEzXRFRWPLK3u55Sizy9vtpA+oPtG//Lb3//0eDyrx8dHD959nrDfeNm7eNH47hQf/God55q10FxQtyvz8eCFw8sd72bf/xoqbkaUbjsXb/2o3bvo5M0CRk2GaPNRuNqGXl+Y05DT9Ge93v9+TIXhNG8yHMocV6Wx+cXfvPl/YfvuJ5j2i5CBAkuhVj36P4WvDjTpQh0qC/KUqgwK5QHN264tvnk2WcPbu+21Dsd2/j5W14cnz86xzOO7u/eApJkWbqxuTXpX/bOz37+03+URPzFy5dROPrPbucbXfqnT67TYJOyq0WYci3Pi3KxWLqeSwjUVPX2qvLKK62vPqVpwgsuoWaWcWqCPIoWeV6kaUpZAoGUQF8sp4Koqo5qNa/ValxdT6uVqqYrX3752dra2mQ2V4mqKZqhaAUrNUOfz+enF+fLYLlRd996eMet+FJTe9PE1N2ub5mm8psPvhIQG7ZJsb5MacklhkxTkG87ezvbs8no7OwYSSkBzoIS03JZXu8aZMtUgyyf4dqCl9655glLyDLJ+XwxlwgqKsSakueZUeVQqOGc0by0dZVzbpqGkBwjPROl5EAz/FcePuyubGJMNAKTOHY99+zs/Ouvv6jWCOZxEcSnTw9VyRUBEszSmANJ11YqNzerugqTMJ8GOdT0aJqs1E1VUxwLZ8uIVPVqWJBFdV1urZdB2KhXv7Nm/y9e2TlcJAsGOHHmEjwazHNKAsnCxUUds//1T510uiCzec3rNDuz0nA+e57pKW2pZgJdmiz8G+gyhWkAlxlv1cSyIFGhsbQkGMdxTKCqayo0zF/99oO0APu39hfLJRAiy4v1hvdPv21fXB2UsVUgQAoesTLmrF2/4W91riaX+ehS2rSmnKbBQX/QX13p3vr2/lDtbNXuTKNlV3ct00DNZsXzvvjky1a1sfuDtX7vIAZ/f37l9Qaq7xQ397bmcHw1mWIhDcvBhCgEqwq/89BPywwZa+No1GqvHl1MFZ3Uag5W4OXlsCyVRtsPUjaYRiyngFCA1LX1tSzLhQSMMcLhaDy+f/8+gKTX62+trFm2rUJd1bWzi3OIsaObK82GQuDR+QmFaDAJV+oNHYnpeDZfhCurq3mexgznAlMuOaeYiZvbm7qkn33zlWQFh0iUgnOgFqLTLN5cV9wd7cPn4q+P5oabHRxUb6/6HIEsLU1dkQK4nqkoalaojEeMto8P+r5XMQyF0tL1vflijlQjiZdclhXf7da7jmYpROVlpqhKURbD4YCz0lLYrc1ONDtOlzFQ1KAIXVNFZfbPX3Xu3tu+mk6MWj0eRC+vl6N50DTIlQCXfVZmOrYAefvWVrCYQb8SZfLzv//w3W72n//xWpo7H3x5rRJGCzICTsNUT/ozMC2ELF7dckClefXlkiPMlNBHirXqHw2eNT1lfatxOsKOUn72crRad4xKKIU4SXCcFqVkCJSarmQMAg4JxLxkWLDFbHg9NHq9C5uwperk5eJvvxxXBNJwHjKlFAwixEtzfXNTQGVydv2mN4X5/OTRHJRcN7ReuDSu33/tH/2vrhbj3vn1g9u7DgzOdP3TLx51a53lYjRdjFa7u2WmffDsdytrhkzBIqG1hjFbciKBIJIgTFNc78TEQE9PvZTLCrDPz5dROPGrepIVXBAupKYbGBsEprlAAmEuSg3w1fbmYDBVFEJUcHD0ZHW1wznKsrAIwqi8SmpOdXcLAG21tR6GE03TVxptwunl+YFwOgbidRsjA7//wQsKoe/ZkzIPZsOkCClCoFTvNSqvdzQvfnkhlwtGqAZ0mSNgF5CbWurapkHzWsO4GZoZE5yYny1QP1wsAFlv1FlZ5LQQCEZpESSc5SHRjExwBWoZ53mwiLMUxpwzwZGwKzXHqVgSnV2dn8yGNa9maljAoqRhWmiOXd3dbI9HgW65rj77g3eK9dVNt+EvwvLlNf744yNHOPMxwYI2mxIS3fbJZBJQ6pBpVgz706/Hv/7t8fHV8OJuCqtvrf/i2QXglZjAsuaO56PB89Jws0HBtuT+v/nxfjI+i4OpwEjo+PC6b9rgMoLExK5cdmHo1v3r1CoFinKZM3I1msZ5UHLGJXaICzQuKVNUhJE0TbK62vjko/ddomcc6NGVVe+qjhKOekgCxmhY8iiX65s3G7Xm4vCgiWc1nx5d9bNME3lOUbrky1dvvf6LD75Rneat9fa6VUJij5morlRbexsH88vKamORFJZ0PX/9etJTkBuORCKkCh1FgRwsMggKGa+v+NNRKRYhKJbAqEfTwDB0yzTDMA6jtFLxXNdL4yyYL2gJpJSqhm/fusO5IEQxDE1T4Wg4euONt7M0H82mEMnr8UCFhZt15vOprpFWty2KhGCWZGGj1Tq8ijdaDcvWJovZ84ODSqUGIdR1/XR4ORPAUeWWm79yA6npPBgNuxX9i7QQUuNIBSztELFi2JBhyrVlmDRa3VE4Z8IcjKZRFnHTLxiTlKdxCbHMs0JXCC0pwIhxuhxdUUkSoTCoK5wjiJqNyu1btxgCDAgowYvHTyQmjqXPp8MsCXSrNZiMaCmqncZiOXnl9c1XX12Oxxd//v6VqVkKqG1UrEVmmvpyviyOl6aZhivIsD3nqp+Rzw9ObY55xfqzP/+z91brM6/14WU+mnCLjwOmq83Nu+3O1clZvOwtiv6f7PnSQKdHZVZCgmXdIzQnBwenl/0MNayHVfv7d6vXSzk8Kq6HcQmKZQYpRYrqRmmkWbYsIaASIWBaGuPp1vba9eA8joM4Icss/Nev6IaHPj2YGhIDLgomYg51t7a+vpUG0x1/0XCS2WK+mCmSOGXKCMIVq8rcW3nKbFVRYBYuktTsRml+7+GdqAy32i4tYYqVle66125++H/7v2KVt12vYEmec0owgciu1mxlQpgYXhWrrlkA/miYcckIkMtlmKaZaRlRFC8WS0qZYLzkUkphQP3G/s3JZMq5hIgvlqGqmLpmYSSYFEjF2Daq7WYRRJcX50QnrYZ7b3cFyLRgRVpIyKSpa5qp//1HHzDGi7KESaIqSh6llNJmHf9gX/3WSr9/rn0TlScxFkQoZcGx2fDAGzvNukkenfVM28WGe3464xqKgxnEjCDOyny+KHHJSoYEEIQgSyWUFpIghBEjLmS0qSBbxwWxsWHU69XnTx/v376zVm/5VQ8zPpjNxkBQmpumMRiXcRJrOglyWqTg0eP+7TqHGNXrqmaYhwcTbJJ0fLnplTYmBwHrNFzN9pIo1HSMTs/7jZ2dNA52JfvPX7kzQvjfPT9XiPvW/fb3X+/mg/N8njVW/H4/qXH+kx+aj5P0QralV1E1kIZx1XE9XadJ8vhs3l9iquACK+P5MqSqv3IjB1rJaLXWatW78XIZLkcYUsfRVZ2YhmWaOmMFlyjK441qcWPNrsmpTJKEwgXDmdBSitfX900VR9ND35kpdH4xYAB2srTIClaWcmtlN8xgxa+6KlIBT5TKJJWQFc9P+2rJjWjRRbwGxN0H9/e2b7tGpSjLnM9dTxgGZSDH2PZhsdcuN9dWGddLgXJapFEkBeWC5UVpW66mEoxRHCdJlNqGpeoaFWJ9dU3XLCmBbui2bbx48azbWY/CbDgYVF1Xt0zDc1qddrfdkkhcXJx7utGuVQTPJcDDabrWaXqOHiXJkxdnpmVhhNI0LUtaMZyuouxXXJQlKJsqqOxBcZ5BT1V3nbxp0L2G1Wi6s5yeRvJFBHKgEtVxXa/q63fubHz79XvrrYptKfv7W912u+L5rWals9JZWV+tVfzNVlczvPV65Wf3Ov/F292OkdRdTGl8eXEUhUuoYKfi/uD739vd2OQlY1RQKsO4KBlASNd0u+RitAAXY/tyUlmcgk/fn370BfvmBV6veW/cXW/asGUrjuM4tlnmUafpkQe3HyDXOD149L95eGO3ST4+SKKIfkZ7ncr2Kw+q3VpW315NearWxO83H+ZptdebX1yWD+6i+ze3P/5mmC6XXFqK7kwD+WKi23M+HJcAm2vb99rbK88u+uPeqGBif28f8sw3gBDKZDHPp9G733lvOrkYjyZ5zl9r6N/Zt5/2ZDaVNcO4zljASJ5Sv7bSrndmgzNPzSfT3CkkMjpJvFxQlku1CMR9f6PiWQpiNVPZbLf7pT47ffr2Tt3d2yUikixfTC7uvvae33AtS3vvrbf++rd/JyFXMEECI2Its8nDNeWf/X7n0flgMI0Kp0IUrAPBOeU5wxjlOSWAaZqWZxxrquBcAKCbxhuvvR4sQ0IUCGEUBWEUdrurnEOCAxUgzbVJwRr1erJYKLq6u7W5011Jl5EUvKAwzaBtYMvCX336JCtI3TEBkBBCJvnajb1idFyWiz5yfjeACoVrd1uXn06afvfHN9CzMdfS+PjpiVtdd133m5OTW1u1WqODcHBzZY2ikpSibilOdYVmheuYeZlLQIM0ZELKkjoS3TLz7Y57a9W1UHl7RT1NYuDUVaIqCD15/lTX1LW1lXtpfnxwhLBepGWZB4QopabH4bws4QK6/+MvhkhzN1aUUVRgAAwW967SSy5Vs1phIo3DYW/RqjueoxFiwccvjl+p4p9+e+2DFxc2Fdt2be5pH1wFYylnko8ff5VAYAFRa9VeXLJCqjoqPngxlZBRbL84uijzcZijuCg/ObnupZqJZUnsBU0uH/16MR6nQIi0uD49+/l39qrm/NOT8dkwefvV7xmKNYrmg/5UcrLWcbKU9kd5kWqIcAHURZCqxGqvrAXFwopHr903Dg5HCXdzViIWZdQeLdidtRuladQNtFpzm7WK9Kr9R89xklDerrQbgjqttVb/8AS5FYawNPXXv/XKIl7+7vMvFss8zQRHiqGS3/9hVXiy1qpjFRz0UttWo5CpSLlxyw7CYL4Mg6UoS6oQvSj5IisFgjtbO6srW89eHBpQr9Scb05erq1uCyHDYKkbphQQFMJv+J98/BXhFCukVfdqNSMaDqRh9Cbz9VbX0tSEpp8/PjJdQ9MwY4IQoiia61ZHQR8SNg7TmOhI0fN+8taNVjqPYmbnowV2+HrVW5ZJfybrTr3qWPP5yCC8YXvn0zxlMMnYclIQlG+0rPWV9iIIH78cEYyatgfiuGqKhmRxzkZF+PDmWnzUO5nPIcaHz58UZaZio2U2Dk4OVZtYjjsazQGHigp1RUBOJYtUkDIgbVe7iiPOeLdZ7qyaLw5VploXk5hSQTSlZtZqbjpcUsKQujj85L/9J98bFvyknxhO/Y29W8M0+M3gyckk5UJMkuUsW/zX9+/tt/0nSbAcRoXIXOFEozx31ZQSgoEQrGQCSDYeA6KC3a6NR9ffvaUX5vrTsd0bztrV4Lv3VYyrpo+hFE1f/+iTjxKYd7xK1UO1Fffw+DrLOEBykRRBgUuKVjfWPb0yG57/6AE6O32ZUAOVeRylwDLnUXl/597endtFnja61bql+r5z0B93Gw1crbRv3ikFFoJ4jU4ySYDhlZJi5Hhu952HrzKp/uI3v6YAM17e7oYo5wfPbQURWCLJjOteAhneXEWGMrPbLlGdIJjrGtZUNU0jKoAC0O39W/N54DiuDhUI5eXlxU9/8EdRFM4XM13XbNtBgqsKy4KZ51Y8y2hW3DyeYUwXmZGXeKNr6Bp8eX42nETNdlVRVCB5xa9LgGhRWIoJaB5F4ZSWet2GDO43YMMxRwld32gM55lKcDSfcOxtr3Q6FeX1zdbLZ0+jOeKxPBjML6dTzmmlWptCXrHNxTQ3FZuioMi4h4OqKaRUDs6EqoAnV0e1vV01Sh2DhNHEr9mmrrw4fj4L5ls7G4sgUjQlB5AQxdA1IOju6m6z5h2cnE9mcRQDR5F31lp5FEOkxWmmGDpRgW1gWwd5ri0ihC4Peu+t6YQWf/3FhGNnKsFgMTOi7DvvvPvg1Tfji3Fcpj/cvrl3f30ko/7BNJkUAeS3ao39/e1pSq9m8SKllMuK11rxnTce3ChV7bRMpZZvdY2tzfhfPaz/Nz/c+S9+7z6Ui8Fs0lKD/+lPdqa9jxBOREBrOL+/pR/3zmKmB6UaiiJlfJlQ029Umy0ejra0UbA4uloqk4SIMinK7LpUC6jcWtt7sRg2XN/GskjDIk3qnqsLcOdbb+N6TTJYCDCOub+yizSTC5kEuUMMSV++9ebK6w/XbF2WZbnqmas7FaKwwxfMgADSgBfQ88y336zu71SGg0kUS8aFouCSZgCWClEsy7lz995kPBWUccCHo6FrVarVmqbpAAApZRgHjqO2KvrD2xv7t2+sdTtNy6LLhWJb/VHeamwAGGNVvnx5oWDMciA40DSjVm0AiDOY7q6utv1uxPWQO8dXU4khMcRomVGh1Nb45dX4tLdkQDV1daXlwHKsJeev32hwmpbhYjRddjqN795ru5gtZ7NFRPvzWLELF3dv1fi//rHz9h1DsXFvGmIOTM09Ob7K0jIKUy7hchnmgp7N+p7vV1wfMI4gxDriXASLlOXUUFlapMi0Fkmm6PGDN829O+z2/SokCkBEIxiURUWTSC+GE48YNeTFoz/+zv2wBNdzusx4yGFvNi+YIKb69PFTbGjZfHx7tTkZjmZBmQODqdaSsQVjzHDyPCs5KKEKsLq+tu45bjTpN0g5vXiRl+HJMOvHpVCLnCen18uPngSDWUakaNnsT35y89WbppqOunbum7DSWlmmNGVwnhQZUAQy1lZWDSxMpXfvdn7RryRFraQwYSDHWm9Z6rpZrVW3t9YrtiHKQiFkOp21u6tru3sFVAuJpeRIUXS3NYtoyWWwoJSl9ZZa6UwOj//m4R3193+y5eoTjuxfPuKHfdRPqFshih4jLPw6UIzcq1lYUQejMcK83anv7m3blgUAvH//AWOcCyk4M23t8PTo5t7tKIxGoyFCSAipKIpt27ZlJUmsWyZg1Dc1wfNMaJfD2bOXLyhN0iLp92auq2HISlrW6jXd0AxDIxh22t31jb1GZ0szamkBMyqZUBaBfX4dXQ3P2ht6BgVQ9HazJYvQ0GRUlJeTaBQUOcCF4K5jNWrOK69ubm/X/KpWgnIypSuw/29+Or0hqMZtnjPbEhsr5PduenerWJR5yDDN1dl1GE/zy/OhpmprrY4oqZBSNRRFUzkr7t7ZbtR1AQrOi1bD67QaqmYuYnExiFMGNcMyNdXR8dZqRyCH46qmOuRP7np13/2LR31TE3kudrf2huMR2VpbwiKZzk747Ial+viyy73n/UW1oiMk7ja3rFq1NzjUilDBkElEpTg+etaptUA4ec3J/81P7p7G4fF5jon1NBpJkdXajQQSGKSe4qpG0W0ov/dWXQ/CjQa+mhUnpxHRUJRlBdWWJW3U1+uWwYLr1qZyMSovcgfBXBZZqOoTLjiTP/r+tzOdNyX0LRUCqBtmnLFff/zZD37086IAAHKKmK5ZvcFkrdKQnC6jcHWtGsdatfkKhKfdqlirat3/+feTbPJv/3KgqRXHT5Gm5RKpakXX8eH1EF6nbnWlFidAMqJKhJFjV/Mie+3V1y7OLn3Pl7TIaTZbzP/Fwzf6w+E/rHRAKKt+LU7oX/3ydwg4o+zJg/2tzka7x4Ynk6KQZd2zTd0+vzyvVDtbN5qD3kBRHM83peC0TBSGC0JyglYabVWSeRgQrC4jSLEIi2gx82otX7EELbUgSEgw4VXlOMHXczqYF3EpiKYWRX7QKxpNZDv+yemApaCC5T//VtpSrd8MzGkR1Hx/s2rHUTrJ05XVlRdhWCCIKX/nwe0iywYsTdPU1g3PtCImKQGQAUWREi5d1xUEE00NpuFiSZ5+DZ5BnuUZJJioZdVRWzVHUbXpwka6cDSNfP/bt397cB4kYLXl6c31+7fv41b1enD91d/9MhLlIM//1av3frRX/+0XPQWm9TipvP7G3U3nIh1nS1BQphvaaB6mTBDALgvW1eXP37oh2BCK/HlMLyd5jYKaIfQ6xyTHgMxD7ppIxQGAyXfeXP3086fPe06WYgFSQmCcqUiBK+2aoeOtBr0eDIZDnOu5UgYaJuMCBlIFoEjz9NYrt/n1lWdiBlHEtWUQPz66wpWv37z3CsEQa2Q8Gs5nyx99672r6aQsIgk8qNRV7R0p//7soqjYKhdxzbPu364NjlLas6/UQgLPMtxmox7S2HE8ynG75WIFT8aLy/FEUH1jfd1xnOeLZ1CIimudnB7t7+0TrPX7w3q9aZrmbDZtNBonJ+c5xQpBCALdcl88e6aYytUguHPnFqShrqiXo9C0SVHMx5PrSnNNT0ReZMs4hzFYppmua7pm1GuVTlwfjS49xS3yZaVqpqm7uFgS22ZZkucx9I2j/uLRZZgwnSAUFomuwOUsorbdUt1KvVW+mPFkun/fKaj33/+5MjSWeys6xNLT9bAUxFLSpIjjSLX9atVrt6uoTKUsLrPso88+uuwPI6FATI1S1hzZ9USRLi97EgK8vl4Xg2g8SZdRxoQAAFmW4iqgxFoQCsY8y2GGislvz+cfXIS2cKYJkLMe/yi9/89/b3pxYsXBmYjf81df24a9+XA5LwyWT7TNrPPGBT2YXve+Pp4PM4I0TRKBaH6r5aVJBtzGV+M0itnVHM8uhk0ESggGcVn0kle2/bbnFNlwETpXs6RSU6fj8ZDWh3HCBUmzkgqlYGi1ta6pGGQ9v7roQUtqFMQp4xATEiQiB5gQ9MGjb37v9366eXNXB8U0T54cBx4Ejuv98he/aNaq4/Hkwf37H3/02YOHrwDTUDRN1/VwkdlOABRruoAnZ4VC6I0tbcOqPbjhVthkeM6WRmUWZo7DwyAFUB1GBUCIZSLhMWUYQSMv+SsP7w8HvarvIQg1Szs5PPrhD342HM8oA0XJVQ1gomOCNB0ybhg6rlf8X/72o5vVsrqxR7DSqjWmvQUCYjmPkuTq+fNRwr0wp30R1+s4XKC7u6+xshCqgXSr178WgGmG9c3xsOUZVRMxEHCkzkZ8u2srfPr0cpFDIyqg4+ntht/t+lmeT8cLopAkjZ6dlJVG4/6tDV1HLyAZy+eNkFBP+3wx7XTWIpTf7SpZFnSq8HiwlEx5jgev3Vxfoezo0XmGqFchIMjX1jq3qrSt581645dfnE2SsuFbz4/YJCwlKLigLMcYU1WguqIAaESJhjQJuXl0ekDOejEtlbkEgLJakum1yvD0ZDTqnyRjHhTff+PWW7vGRx89NagaAiWv7UiZH51eqYVSxBwiQqlknKuEmBy2HfU6nf36aWFq+lEvvu/wf7Gv/N+P0TcLbEljGRbLIHy4X02o+PxkcivXr8ZsMBMqYHNKGdaXYe5Zft3ziVqslqOnh2Cc4YxyCqWqi2mYaXrlrdfezqPgqtf7d3/xl/+X/+P/IZ5OxldPkWBGza0jFKX0l7/49Wg0evT141fu3djf32eMWaaZF/lyuXRd13cr3cbtk9P3qYSDhXk2uOo26wi5hUmZIFKSSq0ZRlOZDSIKOPKKHCySwDYdBIht69vbu19+/lmjWueMzhczBIlhWKPR0DS0OA7TNF5fX8+yzDQt07QQwhjrlp51t9ZPLucb3a6Oha7pOeM8GCMop1FREuoxEReohdUVJxbgWsF74+HC8ggtaRhEzWYty5LJPGRUB0LmnKYM2BbJI5YyNF+EumY4rlmpWUEwarebe7s3j46Pjq8WuuE3K65Q0Hg6di3HWd+6OLwYjku/sxGX+HoUJlvm6lrrgYFSfs55FgTJJKwuIyq5U/XEj390Kw6vFM5QvjTVylcvj7ubbWW4aDv4kC16XJMSAwwlYjVDrlfomo/ctfXDsYCqNh4PJU9JHOYNVZvJTCWk0tzgdvWD9z8P+oMVfV3dndx6u/1iKXpxRYF8Zjja1raCIibh0ckoTIpeEs4TAYCqaPpplHXR5N1XNy8y9ZNnwxaY/6u311mSdRz0MiiNcrnRWE+yac1TDk7HBmKvNI18nvaFUgLEZBokTEKtWvXq1Xzdu1jMQJhRrPA8YznTlzlWVPzTn/78nbffVRF8cfjyT//s3/+7X/zq59/7wYuDC8vQl5YBIUzChHPRqDbeefOdO7e3hBAAAE3TiKJACAEAqmbc2n/r1+//Cko0GBVhyq+GfdewWSog1A3DtRz35dHXr992waI8H8wlUOOQQ8E1DB8+uJcmWZ4VYRjUav7jJ1/u7OzpmjlfnJmWZRgaREjVlGazmiQxxrhWayznYbuqFQDnuVjtNoEQnmOOF5PLFA+mQZiJalWOwkVaimop97sO5YuiiMbjtKv77XZnOptOp3PPq8w5d7xKmWRIojiMe6Ol7zmKAfhkougYIdDvXyKp+b7CuSGBGcRhksyDaT9f9W/v7gGsBfMstCqCc5ajhqoW0vrdgWjPopcLOlyKus1q9cbxWQ9A8yIYj9Ki/dLSyXKrjT//dB6XhTDVFTN+cFfT8+mSqs/6kktEiFpbqVkwq1XTzoo7ZFJxHAUZgEfdGiARhe/cvDED6Reff7O+99DudsIPPzCD0f/+D5re7Teokn/5q6sS+8JIVx/sFNolSejB4eGLozND05KCMYEIQhDCQcmAqrqeDqK5gsH2ajVNgk/H5iilvIy+e/eGpqsKwZO0KKCy0/I/e3y+nBMQm7nUoMSUMtfS1zvaTiPpVq0vLjMMsywN01KLclVQ45X93Rs7N/72r/9msQz+yT/9o7uvPvzTP/9333rjze//+Efnz7++WCamaUHJGS1+9MM/7HbaaZK6joMxhggpigIhDMPQ0I2Nre1ubWUyHTNBpSBMYkycFMSmovg1PyuiWqtycH50MQjtSmN7u0vZlObUNe1XX33t9OS61WozmkIoBoPe6699e7FYlrSQqdB1fXt7O0mi3/72ieu67XYbKwTCvOVXJ0vheLblOYvB0CDoYHDOsnGwXHAAw2WYlLlLSDKjX8wWG52qrswNwxqPAsu1Nze2njz9Ki8yAHE0n7sYECYdTYtokRUiCxOEQJLEXa2+v7dzeRX2J9nzw8fD8ajSqL318H7V1a4H588PL6WiY2KWir6cD+fLfmLYS4HmBRiH2bPBUtUsSbMkGxQ545wkRZDn4jcffrO7UZ33oN32iLAFqxNycbUobUmanaZ6OJESSUGRzBQN1T1WdfnzywiYVQWBG+v+bjclud2al0TrdO+/ZtZblS8//a0V9P7kze3t/eTXB9GkBKJQ4sVwb7d1+1795PmHBwM+mY5iLmzX0iQK81RBHArmasogVP7yo4tICETR+xcEJIwr5nEQqpa12q39+sXV9orx+CyejoJ7Xe23PbdOORFMgwgRzdKUrRW/bTOPLv7qyxIxOxIsy1BRykLmqk5ef/WNyXB8cnqclOzDjz9fWV373fu//fu//ct/8Uf/+BKxOAWcpbWK8+Of/NNqrbqYTyEUSWI7rgsB+Idp4TRNmWD1lr+3dUth+GIw8GwXY63m1SSVhqatrnd6w4ucZgVvEaNCGYjCDCKqqMhxHUM3p7Npt9VQFXU6n9iOY9vOs6cvMUIIoX+wxoODA1qWiqKsr61NZjNV5YLiRSDu7K8wKIuCuppwlegf7YS/SZPHYyViikPwvq6rAR1Ir6w5FV8vCj6flgwA07L9SvXq+tw0dIhKAwgNwWGYFJLMmURFBiGwLaPIy8uL/jhM4yQjWFV0c32tLcq4d9EraJmkPGVhkg5lLn0FrTcbWk4DihUbdZv2OIpdzznv9RMFYoE5VWFc3Lu757u0VmU7G83JiNJp1KrxOFJejFjT9mu2s9qUvf7MdnQkirZJ9pqqrxbdmkOtlk3I/OIZzcaE8czfvwkgqLfXj67OloPc8+APvrN5ki4fH8WPeoN6p7XltwfTi62Twq5VvHyKZQAhSnIMJaoR8d5t40KAj77sJ2H+iFuep3CeDVP0V9dg2x+9smm/fqM1X15CVT3sl5Or2daOejllFaQsaYkgAiJWzM5O0/mjb4mz0/zxVblcMgFznmcl1EOWUwE0DEazRZxEKxvrQvIgDI56z1qqXef/SeWr7dW9QTKYL0ZvvfXGrVt782CJVJQmWZylhm0hhBRFIYRIKZMksV1r89bds/Ph9kbFaNRfvjwos9zS9IrrRfHienglOc8odKruZDp6+mxStWq6bu5t700mU4mKeBl0u+2vn3+1t3sPAqhpRFEMKaVlWQomjmntPXhF0UwgSTAaOr46pYYii5VKTbCCCa4jdnv7vPkq8/ab3ZfVr77uEwVtt30DF8ur8MkJorIhKSQmWSyjKNJVtVqp5ASWeRHMUqNr0ze3yafnYFzCVaTkgpmaKrh8fNiTEq2stR7c3s6DxafPTnq6ZmPRqVr7u+1H3xzqKFoUeCnMNwux4+XxgoyzErHKT994LcJZxV7sbq28fDl5+iJsNPTtzXo67+sSn44my2nZqjYBoQxLvhSru24+Wzo2bnbWKIssBG6syV7ceDypcMPabtmPv3k6X7CrSCW6ol9cXd26vW+g4vCj3w5n+eu3bv3FZ5dq1R8noe0Z4/H8JC07VeieXd293bTl7M6mi1Q4D0pNuu98e+vByqwVpAdHerjIoqggQMTIXbXSb++Y37nX2N61h6jy4ny2nk+Gc9Xb1QE2BpPYg5mCyDRhQhDOyp1a/egymcmD2SIluLpMclCyKMuAIFACw/SeHb5YX+kOLi+zMPi9H/58LOUCTff2FuHy7/Z3/k9UhfPFyuuvvUUZ1XRdSoExLoqiKArTNP+h7TQYDPIi37X219Y3VN0kkEghm80mpVTXtO2d7cFyRCnLkvh6MEa6hgnmlDuOIwW4ffvOs+fPV7srZVRIKJfzxdq31g8PDzVNE0Louu553mw2azSbN27c+PLrxxdnJyaRyyBSVNJp1gkhBSu5SFMAp7H3sje6DpSVvbrQxH/6xcWOFvz4ZuNWq/o3hwOZDojdASXQsYijUCfmSnV3PD6PQpMCsL/ivL1t+GryxZDRzGQZmC9LIgnACsIkzIsnL880KUWJnKoHWLrI+PhiePfBa62u8+nHB+N+v9rUKvayAyxZtlm+mC9GRrfx7ffugoxCwbZ36r0eO3j2Yv9Gs9qxQCbWds3Pn57Hmb5Rq7kWmk0GyYxezBVFb7Bs4jpKLLtxbGTcVQh5/+O/lwK4TZ9ySl558GAcR3EWXV0ch0sRZAHvw9xbPTgtrueTSr3mYXm1nBwNyjJm43lU36znAKaM6U4tHgV5Pj66mGBgvLuio8zPteZsOqxq2R9/a/XHrzQSvowFe/T1N5djvtZddZKrOFefHpEYLm2kcm7FBcwK+fCmt9uah6E+jqUAOuMozxkUsKRCCGk7roCYI/n7f/iPDx496rarC8xmH3+8Vx1PBvoo+KjV/cu1vT/Y2XeJghhHCArfr8xnM8ZYEAS6rkMIDcPQdX00GhVZ4bp+vd0GXOaC2bZdliXBZHt39+kvX9quE4aLRqO2TJMkTppuTSHKxsYWISQMQgUjQ9P6w16j2mi329dXvX9ggtlstr6+nqYpRujRo6+n0+lqt7MYX5dAAll0O02IoMgZhHQQxP+v/3Ds1DSoWto0jcISwDKQ86Mh61a8H9+ovsjZBBZFKSRBXEkBTgyD6GGeF0So+HhK6xa91dLX29bxVf7h01hIdTKNoQlc22QAU2xG82g2WrI0MW01ZRRykAnleqxdXRyvuLVlngUKzWaBqtt39jyzpr//pM94uexPb+6t275UJBtcz5eRvzxivqq2usi3ZTKfTiaLWtuxPXcxKhhAsEgdU1R9+2hADN2vVtqX19eG7173+oNJzEREZtPeuz//+Tdff/3k6WEBra45/6e//86Iy5cfnArOCYUmXPzeA28I1hbz2eOlgE/j3pLNc2U+Hd3tKIsgOl6SFV152AS9GXi2TC2S/usf7txfdeZpslDc0UCBmbliKV++vN7xoYBpQpNSeAEuUykpK2ue9+6tWrdy/skC06CT80VWZIwKIYDpWHFYaoSUrByMB3/1d39zd2/3dDz460fPH9am/+a/tIdJY7ywPnj0Z+9ZP2iucFWrQqRAAXVdF0IkSUIIoZSqqooxdhxnMBhEUYIgXt3YuL66VgVCDoqiyHGcyXR6eHwUl5FvW5qmQ01JkqJSrQsh9vb2rq6uNFVjBVMr7uGjw9v7t/q9fpZlnLMkSVRVXSwWnPMiz4Vgre5qvV59+eTL9vqWSVTLUAUUtCwAxRzIUUAirI0GYx0WeZy8cqv1+//o7l//6SdzFX2vpZpJMro6Mhs3s8BVsLoMBqZhOi7gIOZI6U+U3wlZv6msVIqNOyqN5EcXSUAVTTE541TS3mBIODQca32tPg/nScz21tdyHs9mya3tupMVeWlHZW2tXe9FA1jwo6fJ4IrPZmXVMmaLkhHF9fM337rx/DCdhTLHs7Ul/u7D7Y3qdFJmDImEuRejGdQ9AljN9x2/m0S6atWYBIwXBNonh2e2bRmGSbY2W+PZ4MmzF+EyzUan/+yV9cKmx8+DmiJJq52F/FuvrXRX0WcHCVhd/dtvDkbDAqhAs4ghkw0NB+M8Q02Gk5dXizBV9mvKj97t7u2oiyhBqjPoT58NsnmkWXr+2k0SDOfnZ0w1UB6YEy5ymiqY37/RipdXT58MRlgrcLWgJM0SJBEToigT27IZzTKZaUD5+ItPvnn+DRC0y5ff+0Ptyan12XEYR2FKaVr+d//yn/7PipwpOkEYK4pSr9cXi8V8Prdtu1qtQghd13UcZzgYpmlelFQzLMFpHiyllLu7uxeXFxJAxrkAcjjqlwBZlm2atszzbrfz2aeft1rtNIo5YPNgvr934+joRAgOoQohvHnz5sHBged57XYLApbn6W9+8+uq50CstlsNKZiESlEWmNtFPiAYFhl0VGs6HOm6ISjujXpMarTgw4JihkBa5CB49w0uSn74soxmM8at3d1Vv1mev1yEMRmVBqB0zSz+1Y+32G/H04MoSxJYUGJqjLNWq1OvbdV1YQUkE/O1TqPAajgp3rpf3THCLx/D2urWdW9oQTWb8Watvq2WSWqpSjIKF6cz+MYNT0oeRnNVNSt+JZjTJ4eZaYrLfplzGUdjy9dYkhmGIYW2CLDn2Y6lnF+eO54eBVeNKlIVUKv7qLvZnR4e96+mp5P+/+5n3X/xndpyEFxfF1IxFV3LChpmHBL/9m4jjMdikQMpVLtrWF0FostAjoVvAD4Pi2cTVFPz/8m3299/Z/M65f2CpUAqkFVNdhIFF5fh8mo+y3FZOJhbip5Qlpepfnuj/tM37bwoR7iT4sY0jubLGGuWkMDCqsolUZBX9drN7nr9tk1QtkizKPjD3yeru6AXxM+P4htbVruCL05+Me+dFHkOpEBAYoxs2y7KEkAYxzGjpQScqApR9cFwfHl9fX5xNpoM51FYckYU5Ln28eWJ7zllVhBF67TW86T0bV/k5draBmfCtixOS1XFg2G/XmtYmlPkxT8AQaPRqFQqlUrl9ddfRwgTog/7V2G0cCt1wPJ2o65ggjGCAnAs0pLOZ4skKJK4EEAVONnaW2v7XVsXCcdHM1ymaLuqWOR6kR36jeEf/qH75sMsiFIBwHt3vFd2+IZXnvQGx5eplKqtZlvrdQFkzgWEwjTslmOk4fT6enR+PV+GpSyzSTS/HgyDZdIbj/phnlAKiLQAGgfmwRQNFqHjOwIWGaNhHK+0m5f9/Ko/73Qb3U4tGsW8EBdXk1L4TNST2FKxbeqmpZu3GvT+OgaqqRtORotsFvl+RlBUrzV297dv7u+i06F6iUgOg/fs7PuvNqA+vzx9ppMwYWmpqwcZf3+MY60xmc2CZO57ardWQYxOr17e3VQTXkxK5nlWkKNxlndankLgwXVweR0ZSms6XOgq2Nu9WSPmg30tR/bheZGVUVkUHAAGYNWwfvjd9vX10dko7DF6PYqWs6KgggqJFVWUtAIVm0uHiwqTWjk1VKXqrt3o7NiKcXUiWS46PnrxoudUXNV1/9//8U/n8ylnDEKAIIAIeZ5nmmZZlnEcCSEhRLbrhlE0Go2iKCrybDadSQksy/vw40/Or86Pjo+KvJxM54tlaJlOs1oXBb139/7J8QktSkPXVtdXzs/P9nf3j49PIUL/8AfZbDbLsvQ8bzKZIIQ5E7quEoIBxLRIFYxMQ8cQIQTJ/4+l/3y6NM/P+7BfunM6OT059BM6h+npnrxhZgOwuwCxABEIEAwQSUiUTFm26LIku+SSqyyX7bJKFiWBZREUSGRgsdi8s7M7uadnOud+cjzPyec+dw6/4Bfr7z/xvV58PtelAklXZEUJvQETnm4bWNGPu+17z7tUdx7unTzfHTIEy2UdsXzgqg+exDc+PbbKVdOOhaCJD9bPXHjtjUsBBX6ihZmz22cS5SURW0CYtskQWVqYuXR+3TLxJBzXp6rNqerRiZdE+tGh58V6Ny1Ao9Afj1UZ7wZHhxP34MB7992to+NRFEoSrrX3R4pqqpqeJsloOAKEFypkYbE2Hg+D1EuobznIthSMxPlLFwrlsiLLqmRUisVzK6bKQ9dLg5DritIqFtDO5q2HH30QdofVqdm3P40e7BX9tOn1IgTp/uZmlk3evnH7z9652e2nnFLiAKwBBOKmTVar1lxBgzzph14/iY26PaDwZ3d2n+1ODALH7b4i4NJiZe/oqIEDCMadmCHZ5AAlSUwzkovShdPZydbJbh9Qq9zzMjfIZFknkpRTRhnPKTN1tWrIyJ+oacIm+4GXjt3BpLMxGpN2UDw8TF8/y6enK3futzd2ox+/f/v9997P0wQIAQVACBYKBd/3GeeBHzDKOQeypOzs7ty9exchtLO9zeJYUHDh0ou6U+KMrqyuIEJCLxp5E0PTZYDKhWKlUun1eoVCYTweR0k47I5Wl1c5ZJZlGrqh63qhUAjDMAzDo6MjTVMh4kHg67rheUGpWJIlqCokS5IoCjjP48gvlQvra9Onz1e8+DDLwWiU3d5wn5zQMIMjLx7kkUvx/gGLE3fsxz7Fz06eXHnRhiz88L77aD/fH8ajhPRT40d3uzc3EovDtxZrl2sFImDO+dCbuJ6ryAJgnlDKBU5DOuwHhml0OlEvkR8eHGwcnEQiBg6amp6uV2d64yBNU87h/kG/24/TKGcZlSVSr5fPXVpWDPm4N5pEYuQGGWWT0A/icb1qtdPinT2mybqjmoP2UbPWRXEex4ZlFtYWWi+szZEH9x5wRs8tz8/VANGKG23/eJjV69X7x+3T9eqL88mTzf69mw/EzNxxHHCrROU4AMLri/v+yCliTHB34g2DiOvmMBWSYVGkVu1AwlJKo14Y7nX3L15w7j0sbpxMoBAYESLBSRgaBM4V5tP06Kijp6oaZB7RNJkQDDHEEKYJwDgWDNOQaLKXpQorS5niOL1Xr9jfeeh13ODV1UrdnkBd39xUd7bCi6cuHe4f7m7vTM3OFIolDsTPk1YYBEHIjSiRZHV/7yBLs4WFhZ/3CimqrKq67/uf3fq44JhTi3N7x+1xZwjz3KpNZXFy7ZWrfuD/fCdHVuSD9sFMa0ZTdD/wVFXVdV0IASHM81zTNM6567p5Hrbbx1euvDjoeuXlBSDyLA0BFxiTPKdJkkVhXKs1zl+Zffioral4ef7UnYd7/ZOJIUlhLp4cDrGstAe8fQJsQ260wtl5vDCv9A6sD+71LI8TyNr9KA5RbsKSrJZcf9qQqIQiZuznoNsfQAbdQagVnScbJ5Nuv1gkpZKztjLj9YYng9xNc1/SvTRjofpk87ig+Z//8mlDwg/uPVteO7e5tT90I9MqsDQDSNrdOjhq9xWtaFglxFMEVZoAyTJU1TgecMmaK2hFDFCehwij3d0BC5xKxbpy4RyOcnJ8HF19/dLXr86/Ke0/3z26t3vU9vPrb50mp+bPteqYbzSnitfibH842e7A0BNY5uNxUpYNxkOWYsMq9I/3cgrabTdSkb1YAETWZTXi0e7Ye+IKTgpDL99zGcsB5UASlHMKMvbNzxWblfGdOw4E8aDTZTkAMs9BxpgkcgHSTBUonaSlkgoQDHMRUqgJ77WX5S+8MT3K+oYCUjZ5/1GW0HzQUVfnz55emOqMR0+fPNUNwzBNKMkQQsuyxqMRAmgy8XVD/Ozd915/441+r7e1tTUzNysgOH/x4nDYDtyDnPKOPxYIESQZElEhTtLMblT2Dw5t2wYAFguF+5/ePb9yoT8YJllCJMIoKxQLCKFyuex5HmOMcx6GvuPYBEuYyI5tD4fdYILtQhMIieWUUhTH7Ml2240SkMvFGuwcHqmT7oyiMNNOs2QYazDHk9hVJPHKlbWrl+vbG/eOD05sDesFMux6AKqQazSJuMQDL+5gYmlKq2x1enmXoxzIlGOFCNf3m9N1R2+MOvt6rZVkE0kx7tzfchwUpkomhBlnezR+6QuXmtMVQ5XjKP74s9sCGLqiVLB+3OmHkb8+01iZbzGkBklWKaIkyQuGpUry2KOOyAsVvdxo5JPouH90sNVPqVXXZJSECElHA5dUUfclnbrd8K8lTE4IhnW7IN15cNR6YdWsSMd9+Nj1ZumAQCrLMERy5GU6Z4uVdM4Co9DOMylOGMGMZkQAacKkk5ORDZ0YZ303eXyIIBV9WaTE0wgIIy1GQRyDqUbh9IraH9KYhHGU8RzqqhLzPM4ymGc0zx1dUzTJoVSnnDLGkjwBrIzCS2tLn93fX2vJRUj9XOnnsLMdiHzqi7/0Rq2pk6d7s/OLvd7AMk2nVoUQEIIxkfrdQRBn+/tHGOFqrfz48WNFUeM4hhCnefx888HVF9a3drtML0juJOr7juFwJpqtKcspnJx8trayMh4NGRLdXr/xcg0djNIshQByxqampwRHQjAiSxpRWZY9fbJ/amVtNJrMzMwVbfvDdz9aXZ/TzHrOOOOQUTCeTGRNenzcmbZK66bqhfG18wtJlHzYR4LYEta54HB4gonY2u6wqHdprRIGo3K5vryUP5u4XgQQTubnSmvThhwGk24gS7rbG2rc9E/auSaHPsc8N1oFyYTLzdl8aurZ84Mky8IxkyHHglABJcs5vwLFZGAUrO3nJ8VideRJKjGhXGBQ2t49UHW10Zqut/R2Z4Sx7HZOzp9fjAKhcqCyUNWqKkGGJo/cSfewzSCIREuXpfVmrbU6f/fRo08+uU9+7Y0XDCn9zmf3MwRR6L9xZqW71xszaVmzRTaypAKINyXDWCrqR5NhqEgQKyUyfmFWylhywmOep4AgAhEUIo7Y473R1JLd9sKIk7JjB48GBgcHPFI1lWeUQ55zVYHe9VP27cde38/HXN7vpUiSEGZQIIkYGKeyJKqNIhAcxzHNYggREkzHRrUqb3UHHzzzS5p09QK1fBAcpqdPVSvq0tpMNZfFwqmFDz/9ZGF6gXCx7phQkgQAxXLl8dOtuz/5WRjEv/u7f//jGx/v7h0QSBxHpyl//PRxZ9ytVnDKsq2Hm5qBMYG65TCIlk+tuZ0hFnA4HGAJDsKRo9omRObzvjKNKc0Nq0gp39s9sC1SsI1oPI6jMAwnhUJlPGrLChAsvvnp/dmlSs4EVmAa5ESSCWG/8cuXUDSuxNEpFewMlKmqKiNpl5IjpmKReKOxjsSZlfpxm4yMyeq66Y3Jn3yrP7M61SmMMXY0y5I1FEUkz/NxmuIcxZnMZemFlZlb23uGomVAJYYxcAOUnhiyEdEwcmGzUX3l3Py4Hx7vbA49FgTeWquV+fFB293eSQZR1rJRjBJVw7aqYQyD2D0ZZkOPC57LuLh3ODQ1qWSkL6yVdkdyArWMs+728zwajI4O7NJiIeV2sdCYrdx8fm+QjsjVc/oH73dgKB/724PROIpjN5CpP7p0cb4nk0e373p7h526VjYcq1wpYyXqYoCyIzcSyAS6V3P07RM/DPUIxEUAa9hfnXUS4uztMdpuT1nxpTP1d26EnT5GEg5RVJ7I/+jrCxpJP3jmQ6vo+nFCc8QYpLmkG0SSFCIJllPKABcjJgkM4klAgXzlzOnzF1e6k5+W5cyS9Eo5KFZ6mxvmo8PsN75RalitQjVERzlYnPv4k1ufxOnvNapTc7MQEMrE3u5+FEa2Yw1Hg/u3H5+0+5qu6MY8VKRJHBycDB4/badhmOYGy7it2Ioi25azurry8Uc3arUqE8y2nftPHp6dWRoc944H7axaUi2jWql3Ot2x6xZLU9FhT1ekvUGv1pjyvaBgmyXHPmq3e4MDVVUhZwgizgCCsFJwKOWn56u1ZDCnKUjNwtB73k+ZqAIWybIThu3ZZefUvB4nh6fPzT7ejAS2e8EhOt66cqF44+4eoItBOOwlhkWUQQRG6RhISJfDheqcgMqN7SOABEFY051Op2NKXqNRpZQmWRRT5nojnYDVmemf9je6BxPVDyXicCmuFcAvffHzO/u7/SBxDIcz1u5PDvcGs625iesVimacJgWFFpxUtoWaqZCVHj75dHnevnyh9nZYcpk6tVBeffW0gt3+4bPZmRXkZPyFM9obq3SGGFIsrSysvfTi0gvr9ODJ27ee3rUtvtSyvBzdero/SYSiyHad6NPlnSC/dxh7SZFzzTA0gbhiqjLKv3Jt3rTg0Es3tzqVgvWVz633jnsKsjDCQeYrPv3SVYqp9/AojZjeG4buxEMYcEoF44LxJIrTNA+CKIkzRdGYLPfiKMH4jc9/sVAp/uWPP3JqF+ebNdk8uHcr7u4XFKGdcRaXKhfU8jjDuUaU0PMoF0hVv/U33xn0XYTk27fu9rrDarW+urr68MF9f+Sur6yWiqUoSRjgJ4MTNwgMq/byy69YliUoLZg2Z7xWr0VR5Pm+ZdsAAFVTjg8PZ5aXDvyRN1NguiIpiqoY3sQrVxzKmD8c51HS6/dbrbnACwuWWSnan92+lTHXcz2CAM2ynAldNXiSfvD2waMbnZOdzAssU1dk03pwEnX6IxkBgmQmRLVZxBicP19fWK7vHrNv/3DvZAglXJufnT5zejYO+q1pU69hYFUnQtv301S3tEoxzzJHNYAQUIg8iFM/4Tk0dNOyrHq95nnBhw/3tgcecUqDIJskPEgJzVVOFS9HxycnP/30wdbuwdHeybDrH+2Nwgk/d+58tSzVylwingyyVkmDubF/VPQTkaY5Tf0kbEMFTM0sXX31rdL8LMHD/uHtr712/ptffIX87MOdtRenv/H6HGfVZmkKR6GCo3/621eebR78wXc//vLppmypWaaOkyhME8OykJz7fv656+c3Nz9757MNJghAECuCIHN1pbi2aD1tR8fDxMKJwtknt4aHJyjjRFZykrCri3OnVuLtg3TLtxOaeL5fKNhyLPxJljKWxrGs6bblpJLk+14UhposZqaKlUJz7PlHva5s6O++/eif/+5XB/Hao4f3P73lXV75YiXHjVIZy/0wkqFcuP3gnePeaGZ6ant774//+M+//OWv3rlzP0nyw8OjL775uUeP7hZsVCnpOU+Hw5GZU3fckyWOIM8RUE0zjl3btqMsP3P6zObmpqqq7ngMEAiDCACANDXEAk+XypYuC1it1M+cQdV6ae/g8NmoC2yZCaGqtshCyBlk+ZNnT4km+r3e2qJQZJmLTJblsq2P3OHcdKNmg2ednqk5PlWfe6qkKiXNznnOBXv6tHd3yAwLbmzynU2/Px5KRmnnKKPJtowsU033NyAlKEwO+16oqPokSFieBroeJJQwlmW53xkARIgku+MgirKCU4hjnotkZaFx+uzcxqcfxmGAiOp7oRuMUkErOmn34tPz06rBBQBOofj83tNhlNTMbLpeDiaZohHIvGJp/ngwoxbMZ8/vryyXdJT8zTsPZ+oLLOpPlXVDsIedyexCfamko6ee+Pc/OP74k3azJc20UJr44+744acPaDRZqM7JzJxQ5bgfQbkYpWjQd1VWJLEixpv/+FdLZy8pURIyqhmWaUl6xUaURQ/2ov1OfH61PF1Tj/pwSJVRGqVJhDN5HHfvbJhjoRAl8/JUtQ1VwZBGCCEEERSQMxaGYRxFURQFnrfUKixMFW1TMW1LKxVlCUzVFhqtFx4+KjXmv2IVv+Am+Myrl6F5gny1zKWbdx9uH3aJqh0eHTp2cWtz6w//8N9ube70ur0XX7z2ySefHB7uGbrYO3gOAYeQnHS6cRjQLE7jycMnj8IscopFRMjc/LxlWe12u9lsSpJsmsbOzvbczGw08U1J5xAZFJeKJctyLNt23dHu3q4933w+OJ5fXIyCqNloNuqVo4ODOM2Xl6dGwzGnGQQCIgwhObe+5uiFcJINx+jOZrjThz+8sdmnhlUqS1BJYz+nUaebDuMMKKQxU2jO43NrJYL97sjrhnTlIvjl37Ygidq93ok7BrIKEU7ilDFtezjxOC9bFs4oSqhEgQxImjBGYbczkIkM3V5w+Li3e7tmcQMJU1VajZppKS0NXZ6u1XSDeR4VcXfYbg+OG7Mtz5eSSBsOuTdRkpgCSLEOgCUlKe509zjz3FHY6edZ4pLs8MXV5v1bWx88cbc8zSrV0atf+Ry19L++tb/7rH22YZ9Zln7j9QKUjCzl5085XWwcDFnKWRAncRJNvOH27qbPg0xd9GLrjXXj1KwWBBAK8OKy/gtnjcOx7Ecii3yGss/2E0ShItiIyXUp/4efr68u1591J5sdTONEk6hmIKgTbuiTPKMcEIRVQ1dlMFdTZVnGUA59XtLsUwuzh91uVdZrphmy8H/407/68LNP//q7n3R8r1CZGyZMyjjmyXEs/fTDmwBwRjMBUb/TnV2YV20dQnb57NnVM6c+uXdrPAiqxbox1VSg/Du//luKg0EsGLCrKpnVVQOG9VJFUHH9hZeeP9lUiDI7NZ0m1DT09uH++qnVTrebBL5KcExTVdd2D7buP7y3tbVXUMz5VmvY6zUaUyxPUJ7ZBr774ElvNPZ63sRPBEA5TSWYJ4maTHzBs24/PR7BMVWedsebPgv8XhiNgsmQZUjTNIQ0oqrEQFu7o0Kh8Ft/58rpWd1Ewh0H95/4j+6zF190rpwtOLKOBEpTmuX5IPYpkDkD0/XCC6fmDVXJGeU0hgBFURRE48ZU8Y1XTr+2JtcL0fyCs1LWfe5ZHEkIIUWiWKmqHEuk1/YLuhX5E02TTk1ZhJNU5ggkiyWRZos7x3VN1rafPGg4lX5Pufl05Pt5lEqvX3lByrOT/mhtdf2NF68XsYruPXtmN+s9Kj7dHty8NZkMfQAzjsjzo/TBZne7M/KzrFwvJWlCcy5JKpJZwTHf/2z0g5/Zin31H3xj8e+9OS6DbEYJIjB+2Dk+6ru/++WZGQsdHMX9nLjIQ8IrKdrF9diyMcRw6IZeBDAxhdAQMhTFUjGEnCIZ67ZpW5asaFi1KMc0FePc+ODW1vrCfM0mhgwNCR9tb+oSwEgkWfjg8cNU4J7HJLv6zvs3EQPVQokAiABUDWNnb083jNOnT79w9eoPvv/9Qa8HMcmJNul69XrzqHd43u+dghOJTnIZQFkxNEMm8vqZM5Zp7e/vT01Ncc45Z4LzLM0UWR2Oh2maTiYTVdeiKHr//fdG41GSJJzTYb9Xr9UZ47ZpcpZBQB49+uzahbg6Ix1MBpRRBLGqyUkeVesFyEV/kvRSMebkwX58POnJcpIn5CT2lAqql18QWYDTbjxIe4fi5CTe6rQ5RovzpTdfn0YssnXH1NHqYq3VLOV5kuYpQXzWEg2NSulEA1m1oC3P1BHLsiSFjFGaqbbZD71hzrqR/bO7vcMgv/zCekGHmEczJTNl8HAY7HZGOVZL1Vq1Vr1+9VxZFxcv260Z6vbykiPPzC7rRjPP5CTKh964WK+mAPT9oNKYufby63PzS/1JUJqe+vzV61VNH/oeymW94wUHXvw8THeZu7Uvf+vH/r2D/m6PbZ/EEcNRlrb73ZRShAghGoJy7o2xbQ/z6pOtvATgf/r3ar/1S4pmhRvjmudZr1yqH086u50oyAw/yaGn2qE5c6p54yHY2usBBOOMuyn0YzAYpMN+EnkxoZmiIEWT0zRz3cnBcZ8KBLk4tbz+9NDPSaGiK2WT6DLSMG6a2qW1BVtTkihsTtfPXn0pN2s/uvHg3qPnhqrNtqawACzLvTDiEJ05c06WlJ2D/Y1nz2WIiSyduJEq5Hqjtrn9VPaGtbJSUPReLzvuuwSrtl1YWV978PChqqqnT5/u9Xq6oZx02uVKJUkyBNHPyb5isTgajQzTJBjbtgUR29x8trq6OhyOppqtxcWZTmeESPTqxdmn2/1uFvpxDwqoanLK4sZ0AzIxycnDg9Hjo+7uZCSrU45enmkJ24TMj6YK4198rfSrv3hGR3ka5EnGPn3cP+zyJM5sNZ+qOp4bZFSMRl1VyiFmhaK1ON+calQ1ReUAA1mzDFXDdHmmoUqYQKBIEhOAQ9jpnjzfGiBpyovZvd29KBM+xEM3CuL8aBiF0GiP44NupzMaViqFok6ePzuqVMqQGRj7B50wSFGxWDF1x65WMiQ2DnaNgr1yag1B+Hxn571b90vT0yszczID4yRB20f9o24fqyowirgy1ZrPEil/9BgRRAxdQRiZTqHTn4y9ECKIEJCQrEUpQpP++N6kv/nsKN3cxy9ejpWG+N5PdwYbPZ31391In3QxQypkfL6k/uov0CGffHKCIipzgaAsC0V3gyxKoO+nQRCcOjU7tzgNsQhG4yznkmpIALQKesaEEMLWJBr5WMBr114+f/b09Uunf+PvfPWtN15DCF558aJVLJ26/DKxG5KkAgi7/R7lXFKUSRSdPX9RAAQABjJOkkQh0quvvpbmXFGU+kw5bR8e5Ig26kkoYk8ajkPTKLz2yhsCob39vcXFxfn5+SiKbNs8Pj6ampo5Pjp56aWXV1dXJUlSFGUymQAh8jy/f/++qhIAmW1bggOWUU0jd+4+4oh95wcHfjAVxNk4GGiKKgRPc6ZoZcNQM6j0Qt4bTZLMjceRBbNTC1Edj0oifOs19uYrM0UHnz03BUQwGU+O9uFgwI+O4zCyOTCOB/DRtp9Ds1iQZ+aauqFIiN96tr/RHjPFPhp4T3YPKWO1olMvFiJvkkcxpgJElLoTS1UBE24vbA/C4Si9vX140PNkWU4E7ozDmAoiG4c9rz3wg4h6XnVzy5NUWqoUrfKiXqgYljkzNSWriqJphWKxUq2cW5w2EP3wo48/evDMm8Q5o4fHx73uCAHJYpTzNPZGI/9k8IVzxpm5ZKHMr51uXFhtGirgnJl2DSJFUSUs5aqcrVXmVKYv1cpvXS+65eBffWty8pzUdbi24n/1S9UEFvlEY6GfUz8FaAQzQ1W9CUyyxA9ZGGZYIjHIAUEcYl0zHNugIHeDsYyxReQgzPqDYeT21pqOWShOlZS6wdI0LJVag2E4Oz/3S19/q6jjermwtnrq2ksv5DTLAXn1jS9+9a23BEFDf5JxFudZrdU6c/78/QcPFxYWHz17Jhg3VNXzvDiIhEY+vP2R3u3nmbrXHyCUp4Sqmm1odrlc+eTWLUmSyuXykydPwjCQJDwY9EvFEqV8fn5uPB7btl0sFlvNVp7nGONSuTQc9dfWV3r9bqVSJQhHkXf/3mMm0UOqhYky7vV2d/uyokmSBJCeZkq5ZLthMBj5MlClxCqZnV/4cmmpWXr5hdb116Xn+8c37nXvPeojSSmVK6bSJKkMQdL3/bc/OPjos/2H29nt58GtJye1qmU7miRjBFixVC44to4FyqNuxFOBIKMlyyQExn6QDL18nOS5EXDmZiLK7CvLp5w8z5KJIQOep3GSZhyMxuPRKBj67PFOvx+w/d4e1iW7GQpR9SKkWfZR+2Bvb2s8HD599FjC0oVz53UWkNTt97t2bXZ5Znlzf9dLo5W5U8gddjDSbL1E3YmaDxXmz7Qqr39+cWc0vrPT3+tkvXEOsaIpsq4qBCGCjNnT588s+Ctz0VHveHwS90bBUTw9jtHZOckfpRubXhamQZyOU7qgswst/cYdPokE4sbYy7Asc5ZmYSABjKFIaA6INpok3jjK45wDjlDKM/DS4tzLb/5idzicLhccCcuSIhdKc61CqVwmTj0m+oP79y2ZcCoop4IJJCkvfu71mfkZAUQuGIXwtS98fufZhkXkw4O9XvtAQFBttIplx0JgOadLrQ1eioQSLZcJ5YCzVJXV85euHrc73mh49sy52bm5/f09CEWeRxKR8ozpmr6zf0gFtItlxTArzfLi4iLkoFYqDHvtZmM6DvN6qSQTsLl5MAy67W4ymHiTcOQP2L2n24B5uiJXbGcU5q3VhYEvpbkoadrltdJ//p9dq9TjH/90J/ZHq/P7u4+Dh0eJl/Kt3VGWByUjUR1QqulcZO1jvnsUxTSmDEex+tnDnhvGHIKTIc05FFkMWEo0TZZILtAkYyPfX51tnmpVcBaDjOYATxIYeGGWAncQmAVtbqo+U9fCocvznObMcxMFCZXhbDIpFSmWQMhAodAKGcGagTGoVO3u4GTQP7aMmiOby2V67Vy9Ox4K2fj89esAiX4wajVnURChv7dc+dK5069+4c2165fKs9MDrj05nGx3RzFWIy6PQuanME4SQ9ckjAiWBCYfPb5tOTEn8ZChILBffPWV79zof/BRRASO4jAcBzGkXmw2IfiFV52lFpJtNRHUj2NZNyDBmqaBnMZBCIXIacoFIJJJkEqwhAlUCWpVp9ZX1r/73meqouiKigBZWlrut/dFPJ6Zn+eqLTQLQvTFN95IkiwIQ0E550IyjG9+85uapoVhNNWaqhTLo95gcX7uzoM7WZLlVJy9eLnTHSsQlRz/8GBSP1N66ZdKb31p2q5qWCiNRmth6dTtO/ccy2y2WpxxWZZ0Q+12O1OtqTCMEIIPHz1+8dr1Yrm8tbX90Uc3tra2IeCaDKvlcppSQzNDb2Tp5Pad+1gnRCpWnCZEjOVg5/A4TcMkDhUMvTC1nFYYn+hW8Mqb0u/9fjOYDJ4+SFJmP+9lR/vmV7+whEIPY3P2VGV5Ta5UcGeQIVTXNE2gscJ0laEpRW6yIOuH457HoTSJ0+5wUK3VEVE7w3ESBq7nd0djyllBQRVTsnQly/PY9wM/lyEJfP9x92TIIgvhtXKpXi5CwDhn1XLlzOmpFy8v2TrBQlUk88mz/a3nYyYkyzY0RdZVvdcfBMnkuLehG97SDLl1/6N3b95otFqXTy/PzjZeefnVSrFy7+ZP0Jfr4LX54nTZqFStvdHo030pEDO4UI2iSJUwkXEGAZFkTdMkIiOMOUmQnh710wdP3YkHe2766d3tXne8uiYGA/PZM4lAmzLs6OqX5pmi816Eh25EKcvyHBICEEIIq6ouKbKmK5BleewTLFerNQkLBQMdEwnSTLFTDhxdS+PYKRUFRjaklYJNMYo4JZI6PTvvFItJlkwmk8FwIITI87w51Tpz5gwSIA/j7/75X063mp/euTXxvSRn07ML/aHrjgLK6M3e1vffc0dj/8Mb8Z/++WNEEIX566++cbh7cPHchYLlNOq1o6OD4WhQKBSOjzuzs3OuO44if3a6FfgTf+I+fvRw0PMmrlep2GE4XFxaGQ/d2ammrqAsDbf2diAhCAuYy/VqQTfIeBQddwcQcMdUac4MpdgoYuw3Rx3j/qfd/sCbmq8ykHz2fPzZ41J9qbC+tOgFsNsZMpboFpXUfhplCqoYsjpf5BWUTYn81bJ2yVbNlOZJVCzKhYJ+cHw8GLvFYtF2HE1VaRrpMtIlMVVyqraNIIA5pylLE6piLMm0qBELcRH65ZI9Nd2wbFVVpcHIPe5uzcw3Jm5uWqau2hJ2DLVqmSqCKIkyKLBpVUp1LGn+3fv3t/quXasqEoQ8C4PJzvP9k8Pjk+EG2fQnM+vW8fboaqnoV4t7hz0D4bg7jpneqDewyY4GI4mJQqGAMRYRQDifXigc7O+5E6Fjg4dZgUxWTqkb96Je0B3whGd2HoEL19AXLhfffgyfHftIKobuiaRa4zAgREZEUhXdT/04DiolW5FwGKeEi6lm0dCl1PctxXajsGQZjqqM++3FxXnNKdQNefn0WZcDDrjtlCVZyyhlaSzLWhAEQgjbtmmWvfzSS08ePgkn3uzcom6ox+0jTZY8P1pZWdrZ2UIIhHn4fJdrjvJ0y1e1ylyrcuejB19445enGtOeG8RBeHr9DCGo3T6iNIMQ+F6Y5yxJIqGIg71dyzTSOCo69njkFSwHAQFERoimKrmuKqYkP3j6eBRGFDEVJkIwDqCqqFmWPdnc/GJj2tSRpmlJjs+tzn5wtOeNqF8qyUbx0cZhu5NcXF99vrf/P/9ZeNQXXhSGzyVLi9F8YAIMaeSU+KVrjVONWudpb/S052jTXtCeV/mI+1g2dcs+TlwIiCzJuaCaovBMt3TFUCUd4YV6+WgwglgyHceQ8ukyOler92PQ9YMByIKICaRIkhQn6XBA52YdRcflhrz/dKhrjizZplnQFI2mFENs6LI/iquVAiale497bpg0mq3Z+dlOv7ex9USC0gtnLl3//OfIXzzJv6Q9uTg3e3MQDk9c26p47c7Ws2OsG1MIgoxLAuq6ViqVkiRJ01wmcpoOTEtOczAeUsMpwcC/OG8/V7MHH+J+iBEVi3VzxsH/5u2DHM7GXB+Ow2K5TBRzEoRBEBAq0iTP8lQhiiLBckGXNAB4Uq0oCKamBK+fW7nxLChJQhLc1LX9vX1iOudevAzsMhOyQej21r5uWotLS/udw59LMqPRyHVdDuD6+vqX33ormIQZAO999H4chY6iAo3ubz1DAsZJEuciTWSV9Y4pevlzomKE/+C336w1fvGdt3/UrLdoll+7enk0GuiGFkZyEHi2VfAmHgACIZBnKcEoDHzOaKNeMlQNQ9iot8Zj3zKdyXg4szzzyb1HGZSAiC+sNMLYf7adcyYjEh4cH2MEWBaZtt7ueS9cuLg8HZ86bz3bmLz3Qf5sG84t1B4930s5iUd2p3sSDr3T8+rnX17SdPzS5ZRnenu/L4Xp+x/deWt5wZot3D4cNB3lqzO2J2vvHcXDJMwEz8OkZBtplisSViVs6eokiPLMxwLULDk3nEK9tFACLX48W7GT4yTA2AuTOAJunsUCAE1WdXk4yLfQyLLoZOKVCjP1Rs005f2do9mZBUNnEskLGjs+6HNGFKyP3UxRksdPN3St0GrNXb4wbxHHUKfIjoe/8+HdV6L08dbhoOtlzsQ2TdOq9/xg/7hvGqouy4amWaZJc6oqCstSmuNe35dUc2PQvrhcrxP1wWb85BjmAEM0rlf18+vQnYi9URVJ8TijUUyhpEJKGEIZ5YwzKGGFKLValRDYG4yDnCsKGvlBHo5QNM7XyeeuvzXY8S1TFVI1Yvzd9z/OgHTt+nWkySrnN2988o2vfZ3IcqvROun04jiRZKXb6+/sH0zGwf17Dy5feeGPv/WXcRobGOgiM8p2GES1mrSwoN14gHuw3+2HVOgfvt2Llsv/7H/7S3/y5zcY5VkSnl1fd0zn0dNH4/FY07T2SbtWqw9HI4SIEKJcrUhEVhQtjCIAWNGUchoo6mwcZdPNehKMeoPhfqcLEJKR0u26S2emn+8ciIxqtrqxezwaDTTdbDWqRycDQ5/V+PFPf9x5tpWlWCo0UJT5saBhqKW0H49cy7TPXSkTPbl9u7+wWIese+ny1EF7ELcbQUAqZePZo+OlU2uKHHSe7RPgKJJuqgZVRX8ykiHxfDrVqHYHXR1BVRKaYl27uNDF8v5xv3p65mxrlfm9ZN/zfC1gcsiigRthGRULCpRTwMzJBBp6kWDfsW1FJv1Bf3f7ZNJvF4tobVGbbax/5yf32+0xItjWZM+Pbt19EMfs7Nn1F6+va0YhyxCJQOdnx8lGtN2QgF2fSf1wv9PPFVKwdF3X0ixRiGxZlkQkiRBdU3yWDMbKURuaVjJbMUQA1lfEO59N+pHMQS5Ro6iiog4/6zFTSg98yeVEBtx1Y6QJqKsQS5phCAlKAKiq6Y7dOAMIaxzC/SN/rmT92q+cay6EBwcfW8XXrl+8/Dfv/Bho2vzs/Le+97OHT/cVglSFXL50tlIrUUplrLSatd5gPBoHewcnf/xnf/XC2QtTzdYg8L0oQkJwliaZz2kpQdXXz/Xm6jgRdHyPjD3doIgm6flXfvnhk2g8HpbKtZJDzqzNhUHU6/bDMKzVqqPhaGGhBBGWJRkAUavXTk76YZDklBZLlZVpp5f2xz53DDMPx7Vy4eNbdzGGPPZiATcTcOgfy5JcKQAsG+3e8MHjR1947WWB1Zrp7PcD6KXv3TmempsKvVDFkiZl51enP7vbG48AkjDR06c7+JPh0Lb1zuOwpGcR7z575rtZ+oiTMyWZcePBzomYLyaocX5K+3DPlYQtcDYKsrmGlcTsZBy6QVxTZOxIg5DPqZEpKQWj1B54QqBTM+WppcLN3b0xoxljRFUNKffjBCaEABea+t5hWK1M25YtS3IS0XrTuTSVQzSulzHncnjt1Ns39ic+zxWQCZlnQtWN45OTv/72e3mSHezvk0Z9OuGTk0E/N5SaZXiRzzjQDE3RZQAYIUSWVduyhRCyLEMIoZAJRo5d73Z3zy1bYW8wGAEJyHKSJilJIN4/9m3ZYApqnmr2nnbVVE3iXFUVVZcpgoamSATmAiRR3g56eZoqhmFKmkzCio1OzRSAkf/046MwJQe7P/QCdHDQXzg1q2iEyPjJs8cX19YKBXt1dTWnFADAgYAIFYtFyhBGSCXS0dHRG5974zs/+D6LIkiUDCiVamkQMaMknV9W/+Td4z6A67PoyoK9teWuvvD1WrVx67O758+e297eW5g/jzDpd/uapsVpiDGWZTnPM1VVVVWFEBQKhY8//HGlUpmebbaPDiZFYBQqk1GoF5wojkqo9PjZMwiRqimSDFVN7o68nKJqqdF3vYAlm0ftz0GC0rhkKY8PvfOnLtc+fNDpjb0oNxXRrOos4SqSVcLyBGYJarcHWRILCEyJsox6Q153SlOy09499kdJ341SqnjRoGqUTnaHQJZrhdKgf7xUqgxGoaIanCKWSyGG+4MIEuVkSJ+N+qY5zWh2eNDr9fM3Vxuvnyt3O56bGT2Msjxqj4CQWBInMSaOaZqqBTkxNatWVh/dfT+2SM4nPGWKacxMl166kB8enhxHiDIFQIEVbewl3/7OjxUZKhIivYEHEZJ0PZcljzPJMiuGwyAUKKOMK4osSeTn1oAkSYxxyyrKMonsqHMy3NntfeMC3HgKn/eBLmtm4H7xYrmuVN991CuuWIVZ5zxKdve8E8qEpEqKDBhMczfPQS4kkTCEJdOyia4aCn3p6gLhw9B1f/TecZyBXi/naLJxfHjl8tWT451MSznLVVl64/XXTq+cao86Kc3L5TJGiHPOGDNNI89zFUuvv/H6Qft4MBgAwVWiLiwsLa4t/OynHy9rB//2e9FuR985yr98HS/PBW+8/nlUfutP/vgvLd00FG12urq4uAAg7vS6aZYiiOI4tG3b9wNCCMaYEIIR/rmw3+32DnY3rq7W4giXC1bBMYCQ9g4OojSnjEMIVFXiPPPcyNHs/nA8ikJA4O1nG19qd2acUqtW2O5H/Yi+fPXKv/vxJ5nQMKf9fhBMDFV2CjaesMzzUj/MNE0B2FpZdSIvcAqaSLVx1y0VxDDjU4u1k26w0Y8D5tmaMowYH++eW9dVkUabUppnYy9cXDoVBD038DSNjLw0CDOBxgPXO7PU5JOMjnsE0CDKW2WmWcSpzn1y68RjQldkIpCpOwRLLBcn7aOR2x6Oj1VGm3OzlEvTur73aHd5cX5lvvSd9w+YgAKhPIkD19dUoivINBQUxDmnzNJNwygWnMLiwvI3f+3vXrp8tVSsY0QkCVq2zDmnlKqqWiwWbdsyDENRDJ6nv/DSwkFY+cijSRR43vjavHZ5KmW5hxS5vd/95NNNjXu/8jn11auVnMZ+TKMgrFWK87PTMiGAsyyNiIyTPDZsKc29rjvqxcn+Md55apw9p5Z0+Ond9zBIC1Zhrz2wJOX3f+/31s+sJzwzbCtK4v3DgyCKKKWc826vd/vWrbnWdHNq6sHjx4xzJBEOeGOqcfvRPVsPX780fXsbOjZ46xVw785hb3Su2Pz833znR2nGMST9TueVl692O50kzYfucDKZKIoyHk90Xfc8L8syAECpVAzDsFardbvd4WCwtrLYaNaWFs6WC/Z43Lcde3tvb2ZxESIYRcnEjfxJWnRqGCmuHyR5psik6/rvfPSxomNVxacaxU4/WDl7uVVQNYCzCEJspjkMkgjLWNNNiIkASGAyCv3P7h88P/Ie7/cebB6HuXt11bpyceGrX3vzt37zq3bFYkbWmbgn7WDshpDQ6Tm7NV2qNyxJphNvGCdJlCM/DeOImRhCGjaaFdXQdVnInARjilVD0fjYj4/bvUIRIQQwJo5TKpfrikwAy7c2H8tqurhaM0v21qG7eUQfbgwSbt5+tO3F6RdenGnomQ2zgsSurE9fO7P4G1/78j/9rd8gDEi1UklCxDBtQ5NiP3znnZ9Kuj47tzQYdCxLgTBqH++oWmFqupXEiW7oruuapiEp9t6IKMLlwulCcbHAXr88I4zujfs0iECSKsORuFgg187BnhfqBs4ljSZpliWU5pxShSCWcySLLIq8Mdje6mPNfLw5wsyqOokKk+uXbKKwdm/v4pnrz0aTN69cvXb58iT2KRQIY8MwgjDc29+rV0qFcvW9d98bDIa//c1ff/bsWXfQy2ieCX5u9RTj6ajXfmPd+tnDniV3SlW1Ikvnr55afOGNv/zeXq8XXL10MfGDqampB/fvKESfmlmkjJmmqaryYJAipKRpSggZj8dnzpxOosS0zGq1iglYXW7Zjj136vxnH+9jJMIwfPDoETYLEAgIkCQZtuVECeienOScYQnzjOUcvn/z5je/9JqilZu29Lyr9Hz2xZev/PnffgqJ7bqhaUlRlg79HhbYsAwiYz/2aSpxSniMIkZ5mJScuspiSNOnT3ZWlwpvfvHaSX9j0mUD70SSnL29bNL3MqSZlrx+ZuHp04NGrTzOojgNioplQkKB5I/zB939sikrvYQwjbBh35P3+7JdkOo1PT7aL9hlVTOEgBKBEpZVHREYNhx93qmFDwe9w35clId+quva0+2TN87V/86XriGpUmpUppqVgl0sFctxnJBrr7x2985npaJlFGQVKwHLR25/sXpq53h/aVop6IcMZrmRfvbIxIZAkaI4IEri0A9XVk8f9N3j4704cR1ZWa+hf/OzjQGVGiX92svm8WBc9M273dB4n+/uUz+VUE4BR/1RphNtpiymK/XHh2CY+SDnb12R9JryVz+McmQPhyOMRPtwulaJLq/j3cEd/6H6ysXLr3z+6iQOR6OhU9RzKsVxIhNtnHmbO7tgZ//e3XurKysTmty6czvwPFkijqKdOnP6g4/e12V02BFers6t6BpQn7aVX/nyb4VDdX/z3YWFhdMzixMQZ0n40x/85Dd/83e90K9XCnGcYSJkRfImIUGYU6qYpm3ag4GLCao3ynEwadbqJwPo0zspzeenW/c2du3K1GjQd6yCZhdcNwxDJikQyhxjTCSSMC4kqeOP3vn49q9+5UvcMuYbzecb29fXrs0tPdw8YHEuZ/1IEByGAYOkVC4tL7b6nd7hUT+T9JyzbBK3ikp/PPxxbvWTwURT7x53zjWc2Vq1ZGeVplk2pp5tPX5+4p1frnIWZTQtN2woBJQIS8Qwo1DiWEL7h/583ZhWAFasx1tBTygqlfws9n04CvxaoRIzKLAcBnm7vWPX7EZTa1qh7+FnE1fTFI74QTcuFKRffuv1S/OnimVb0QyIFUlVGOcQqpMg5yAnu1uf5OEoBcCoLWQizWguyVL3pINI0pr3VFk8fJDrFqm3yO5Gu1Eo646epSnC+PTq2gefvl+sLC7oSuyetKbpfpoiqeAYrFRPIwCGEw5x7YM7WZhLnCbLlu/yeCSUqenmQrEnl8LiIEQuEryWIh6HKYcZTVMA8uFAdBz3vXf41z8v3rhW/j/8999lCV46szS3sKSbljtxIZIkSRqPPYxAEEQffniDUvrSS9d/8PZPGo1GrVZ99PjxpUuXP/zw4yxMNazkUJldPHVwvK1XWl/9+t959ODkycPttfVT1VrJ9/q5Br///W8DSgFAT548PTjYFwA2p2qaph0fdSEEnPNmsynLkqbL7rhH82R6phUL5Z33b9QrxbWFOiTSjU8+tYrVYOJaTm0ceh7weRbpBM5UCpsnvTwXMuG5AACrP/3g5i++cp0oVsXWDjRlszv62pd+6Q/+8F9zeTpMRRJHACAoGMaoc9KdjF0AhaXBIM2TLI2ZxGLaG3SZoqY5F5S3ed4+8CpTFU02cuq9/uqFd372EOCwYBMcJWbJmJygAROMQYoFyygUMcEsiVhUVA96o0OP9VkqM8E0izPAGOUgWT61Kgsl6E4CL8hFKoLYmZKiqCe4HXODyaRVr/wnf/83Xzy9mmcZ40IgjCBCRAIshxwJADCQ0GiYOYVGsVT1Qr/b7aRJ6jiOrullUnK7/ng8nFrMZFXm2V40GnCesDTgglLOZFnJBcBI+9Lnr775udbzw+FwGBYsk+jOwaY57uoIKpYNrQpRC/HpZfe/+SeF/+afTZ9fYYf9zs3Hg7v3SFU1X1pVrl+hj3fSR0+yKCAwM2RsVGrW7HrcnCcnA/vB7vF/+x/RiHz7X/5X//IP/uBfB2Fcq0/JsoQQRAhGcdTtDe8/eDQYDR88esA5P336NBCg1ZrCijYZjXVJkpF66swFhqQobXzxF//pnfvtn318R8jYMDRv0rV0vP38cb9zvLiw2GpNjUfumbNnV1dX4zjmnBFMft6AVavVRqNRnieqJuV5UqtVd44G9anpYsGqlgo9dyI4CvwAINgbjDLKCEZQpCqLCzKerdeJECBLMONQED+FN2/dNTVkq2JuptX1YlNpvPXaWQVSs1BCkipLKoYiDsOxG3hhKhva1Ezl9NqcbmnHA3e/O+56UUxB6IbxYJxSFDJ1NBFHB+M4S6JoWLUsp1SbX1hbXz2ThX633fbGPqUgzjKac8SFLmlcaE/bwVFAU2LEOQopjGMaRWmU0piyMIjKpl20zVLR4Ulsa1bZqZ1fbqYhHU9EqV7/lV/+xpXVM5OBG3IBEBEcZhT4QZwmNE7iMPDSNCc0RBHPIJmEIozGfqlUIpKUhOHs3GDxdPzoDtu6j5m6felM1RBiEvswtxQZcwh2d/ZEJssS39p/rGqDJ22uqtXYj+I0uXJO6g4jfycXEOKML1bL4WiUxtTRh2cX4PO9qBtpk8ivzitAaCwct+YrQzdrTueai2hmIU6HHWPYAR+PR7//Nch0u6GpW5L4X//dv3v8ZOP11165dOmCZVmaZoXh8f5BJ2ciTuP3P/xA1SwAACHk2osv/uz9D2TEeB61FpbsUvHm3bu//mu//90ff/L8yfbiqSXEU5aG58+u+J3BoNtVJTWO0vF4Mh5PPv+Fz29sbsiyNHEnuq4hqBOCHcd5/OTxSfek2aibph3HSeQHU9N1lHiOZf3wBz+p1Zp+EEwE2zraV02NZbEuYCwhHvozzaam8L6vJAlEquSY5k9uPjxzfq1QKM01qr2Rt7nXvnbtzSi99e69p46hR1EiRBqFYZAJLEtGwc4AOrO02O2NPD+jlGKMkyRN4hgJ0XMDRUFFgMI0bff8xnRNkPjuk06vR/NwxAGzbTh0GROQMapIQMGEpfFkIqAqZ1TKOXHMQhQGnHIMgKLhcrGsY2XY7xm6bpX0KOn63nhr15tpWeXWvInKCytzq9OzWZpgQtKch3mSZXlCmSQpCHKEmKpqCMnktTXYccMT18d2jRCiaaqm6lkSLi3wdJJMl9QXf8ulYDbzhUKyD+5SW7fSLPbT1J94M5X6eDIcetpM+YsT9C2M0qLDwzwaD5Gm2uVSYa89UiUcB/EwKf0//tYrmFyR1QbJ7ILwQvKkPe71+Nl5lQZ5yajHwTCLc1lhji3vbueKnP0nvy29fBpuu8mdW3C/HaZZ/vjxU0mWDcN+9vTZuXPnjo87W9u7umFpqsR4vriwHIahbdsPHz4UWWpaimnIsq16nve7v/3rP/nJjacbT2YaTc0AiIqL66f293eTgR/7MRaEc4GxBAQ4aXe2t3fKVdsPfInoEEHTdBhjz59vxGm+t3PwG7/+a6urqyrcancOluea7mj0fGfXVpyF+flRNAhBmObclDXByUkcF03saNySpKMRJ1iXAaJZthuzv/jO9//jf/w7um4vVRsPY/+ob59dau61t/xIZillHKc0A1CWJC3M0mzEycauDLEEJUklQAieJQVVTgWKudAVaapaGIDs4CgScptlyZHrUYZzr3f9pWVC43avHVMECdF0bOqY5SwXQqSwWK4moZSmPtBUKWM5TW3DbJZqMgN5lm0Nu17em19qODKQIXu8HxAreOXl62vzp8pY9ZMozzNTsTLOdMPiUUIkhWAexUNL0rOUoour6i+/unx5qaHpiqLCLNf8yaRhD/d2o4MOiUVn7KYH+4ef3R8edbyFipCYj5AsCVEu2OfPreU0O+yMjHLr7OVFSYfHvcNiVd89MO8/CLOc2qZOhTgZunFO+9R+fFysqfD3vyj94sXqtdk5y6wP/PiV66oA7P7WYORSwQtpzPzEV5T00tr4yrK2dZAoxF84RUfDHpJSN+g9uPfgs08/Hbnuv/43/9YL80F/rGsGJggAPh6OLpy7EAVRnrKKGnz+fOxnqUBSa7r5rW9/d39//+z62XLZkRG9ev38p8/v/Ohn74V5PnGDkHGOxDicxIL+8Cdvh2EYhVEcxVmWqYZdrbc8LzB0vWga9UrFKRSJZhoFu+WYU9XG3Y39aqO+MD+9XKrFGcyFIsHUmwzHWd8N3TBV9jrefi/MoyyO40k44KzH+MmNh09u339uQXdhrqQo+nd//OE4Vv7+17+AxajeKNpyQWIEMipoDhKeZ2Dk+p4XIMYlKAkF6KZUrBRKxZLEJQXpncGI5lqW4k7XnQR5HkxO2oeqYZ6cjEol68XL9Zm6bOtyrWTNL0ydOX1qulFuTc3MTi8XbdWUsSnppqw1q9pMeU7lGHAcURrSwFZ4QaYsTk8Golktl4xiLPhysyJ4ArIMREkSeJAoHCLKGOV0Eqcx1Y56WbufkbKusKR/7XQreh49P9QO9p997Q3pN38B/dFPdn76AVhr1CYD/1RVOv2qlUM/2meAiF6MDVUrlQv1Rs2yTJj777/3/W77oGTqpdLK9k4bE8WsWFESUopWFxkX9sFBlqSy0GJ3zM+8Hp4pe/tHlQ/vzjAcl/Sh2xdZVpWEJ8QQABwGTOF4Ya7+nVv9kj0HWba937t+ZYaYytPn/TxNHj54BAnRTMu0zLW1VcvSHjy6g6BYmF84abd1Ted8ACUx6vqXX/xCrTL7/e/9wB17s81m2dAAjS6dO3fr3r1/9xd/8dsvfwmmLJz4CCMFAZZnCKN6s5FGYRTHk8kkCnPO0bmzZ+I4tBw78cfrZy7Hcfr+BzdKOp6ynW63/3BrVzU1RSKmQsJ43DTTmUojCKiXIFkLx6Px0A1KZcsyFChbNIdnz0ylefBsY/jH3/rBmYUpo1ifq1Zmpmsb7aQ+vfibX/vcjc/uC1HlBCRxCACIXZeoegZtJiRZVmiacoyA7kRIlB002J94vigW7OHwKIwoh1LiMSAkCsVJf2wU61uHI8Mg115du3d3k/pBr5vquqFpTqnZ8sMESArQHIm5um5MzVYRKyABwyxxA5eydKlRXq6ZB1vtwxPP0meW10+tr5/GeZghEo58DCEyCYxzzlNV1ce+F+a5qhoYaapjkN3DSatO4qSfuMnq2aVhh2LsP3k28qh04nmI5dMz/PQLlZNOoKiOqkAu4jxVNVXngu8f7GKEZCzFScwjnqJRrlfS0DTKoFCq9zbbYZi8YE8lSdRqSLtHw2SoPxuXCrOTpSqoyt6Usbdyme8+tReKccdFjJJKSeoNYp7zlIn7zyf9JJfAJM1dBJWzC3CcBJWqHrgkDOOvfPkrx5329s4G53R3b0ci0snJ8a07d1ZOrURRpOhStX5+de21PojmZuaX59bD0hDTRGbBxSvn37tx60+/9d1SeWp6sfnBxtPYgIulWssqgiiFjE+8iYIxo1Q3jDjM48ADgg9GgyRPmjNN27F/9MMfNxvT5dlyeeHU//dP/iRmQM01iePd7oGE/d/5JRvyZHsHxozsHkGbqZW6rploMACcI7PQ2NvrA5TknB2Oxv/Lt9/+T//+360a8OL68iQFN592v3xx4fLZcPund8p1p1RoZlEc+H4SBxzETs0SVJyeFsc99rgthAIC3wWQcigElr/wlVd+/OPP5qZqBdW+u3HghZEfxVt74xNJ0U1Yq/r1lpb1sWZoaU4V1ajLfu56miT5kMgakiSeZ0LCGYKKADSLPUVDfTeKhr2pUmWupe2FChxMant7Z5bn/BSGFBu2hYisEJ0QQhHUCmqehFGSRd7Y94/J9+8NlxbNOPGBsXhh9ZzbWn66effhuwFgkiy0yJ2oy+qd48HtOzxPsitne2dqZuSTlFDPd8M4kiQ5p5hnvFBQTi3Xe922QpTQx0+f7guhaJrZdRlO06AbarE+pw0Ezz9+BzqvKQ1bMaVu3lWrZrK+HG1OQKcPTk5Cz0+nZuosS59uj5szZSjscBIuzptJGgigZTTJOHX7/Xu3b7zx+S+8++knURAlSaQoMiFKb9D3g+DChYvXXrnGJfRn37r9wkvzH73/AU+zlfl5LOLFheZf/PgHf/Pj96HAs9XSnE67mlI0q6jnZ5UYI4wgyvJcQAQAzPPcMI1Tp05leXbjow9L5eLrr16/f/fR9PTUTLPVKGtPNzf2T7pexnPV+9z6+Z3Bdh4Fo10+v66xlDangu5QHQ9TAGXbdk56ri4hVSKjKBeIqaoiKfqPPrp5fmn69VffcMOoXLBZMPjuZ91Xr17/nS+TP/3Jx3mQY4gqRTJ1uvl8r6+bWdFM/+EvwOGJ/v/8c9Ydsf4oQpqChYhcf3d7KMuFYkVfWyxZTfDw4aagjf3dIbXlTNYlqYBBnKSZacsqksPJcHWVrDVb3/94c0I5MbVCUc8SLDjnkAueOpY8CSabkWQrSi8MMdTlUoUROFUqbW7u3j+ZfOkbX4/yLJyEoTdMkiRJkjRL/SQkWJJkhTNODkLF30O2YZ4+OzcZY9dNrl56bTRZunf30yjdSMb2g0/VDFNUyCgPuiMxJ40rxfkg4lbRLsJiFrNej0vFcmc8ybOs5hgqYM8PQRBlhbJp29azO731Su/3vlpy9AwDeXrNfP5BoQO7tj6ZBObuE+WV6/HKtNXqWlxF4yBMsuik3U3ykFOD0VBzAFbtZxudUtGKRZ5S5BQlQ8GR37l/+2aWpZKEBgM/iogkKabtXL9+fXFx6eHDB7fu3COKurcFJAW+fOGipkuyBv7XP/ujn3x8C0vGjG1csWXjs48W+hzlWmzqUJcZgQiAmWar2+sosp5nGWfIrBS82FcIWV9c6vd9P4gLFomicaXe/MO/+tOMC8h42VEMRd45PCBYdIfaxo9BbcqORsgdD9NEDPo5hDKliENK8wRJBBMN4cxyLMHZH33/neUzqxfXmydtX16Z854efvjRky9eXvvtr9l/873vIF0TAo3HqSKr1aLesGk48aoGJwohSBYC6wq7dNqRRLh9vNsbAOmAT8JgpmadmjFLpnq6qe2dDAdxOBnS5dPzx3vdIM5tlVQKZsnRY4hmpqeOJ21VlU3TiIUJUZYmjAvKeaor8tjlg4x1krRsKpdXSlPLjflW689+8sEHm9uPO8frq2u2rAkgJFlGGIVhpMi6O3GF8FVVJRKR81QxK/WCoYf8aHv7UcN6paFME2nHqRz72dDjiWWpeZKI2PTHWlJzio6jqnDiD5ZWlk2j8Ojhk0ar1p9M0+g4D3dp1rMMZzzoYDPO3OTlS+I3vzj94nQA85BjykxPXAfbo4o42Y8gPA7Z3p765Fm2eziOoEMw1RWZZgwCSUA1yhHLGEthGitEtYMkzmmsV2VNgSKhhmWCMM9FVq3XCZHPnj23dvr00dHRX/7VXwEB106tu8mJOx5XyoaqUSDgd779k8OD8bnF89OGfN6SVkVfox6sTPegeXu4N3VIFy5eFYLbjtOcmTo42C5XqhDKWFOC8XBxfmZhbv7mg+3Z1qwb99bmG3fuPNjqd3TiIMCJJEt+st1uK5IiCtLBYQKLhzAs67LNbSFL4OTYiymAWn7SOYaKrKqGYKEAmSwjd8L+P//LH/2X/+E/WZ5pZl1vtaVv5PoPbhy/vq7+5q/9zv2ndx4+vRPk+iAgnj8qrasPdgDI4lK9waHwwty0lCTqN5pGZ4IhSicuj7ysLMezzXSqCksX6xQsvn+z40V4c3vXS0jWS4xWSYj8cOgNgjhijmo7gmeAq45dmUx6igRLZYNuwp2THsAmQIIQKEnYsXSMJZrQ/c44R8CdeO7YLdSNnNKYJnahMDU9q0pao9pQFJlzRhCklaZDNPzk6dbs3MzeQffMegRUydH0OXv2yMM5y+OUyaxgW9YgYjefjX/xVHGhUG0fyNOVZpLlxUJBlc3Z0sJBCrCtU260pnNHTZfm9SQCmed9/902PstPLZJJBrpH6o7LN/a8etkZ+snuAxGEeMx0lgB3FK01Kmi+lCRIN20K0pE/CMNIkTVeqPmTochzkQNvREuGUqhNPdneh9got2qXLl2o1xvtdvtvv/0d3/Nsx1FkBQJQMlsXXlxdbNYebdy88+mT2M8c0+RImqbZWvt+qeqcVJrf3QiiSu3c2qUnT+8hIGQMDw6PLr54NckZkRTHLrEsU7F49Stfunn7EUFwdmrGBo4ia//++z9QbIf7WLLIKdPpf/LZ6dm5/Z3DwX5oKrS9a8maRHMgEB2MQ4gwd1PfZzlHUg5plkJI/JhDyGUAn+yf/F//5//xv/3f//NzC0sUCmRXla3DG092FqdbZ9debBTR1v6j9jgOWf3GnVQ1WK+fFaxEU4rlou2H2WQiH9C42xWOKUEe8RQeHyYvXtQPd9L3T45euFCdKnDBxM6ESxoRlA/8RFH1cZTHqRYGqaWTJBVJQALaUWTih14qTrzBMMo04Ki6BgxFTYLo+fFRVcIDe0AhzBi7cO78yy++DBkgAgCMkzxTdC2PYwAhxFiWFFKqlmQV3378KUIwSv16rTIaDdzxSJZlTddr9VqaZTmjPMtN3TIEn5uqZnmqmXqlUeOQy5rSnGqmGUNAq1YXbn22JwE0Uywh3XG9PY6t5x3nwU4ME3A6FoMRPhqFAcRHPWEeqAAXkdLqxFxV87fOO/fv79Qr01QzkwwUShU/mjAaiYzapjWZeAhJsqwDmAuAGdGgrJ6/cnb51GlZJbs7Ox998JHrurqizk5PlysVRZbPrKyYRavTO/qLv/3Ljc19ClgOwpxNCnKd68VaqXiLTP2bBwcjN/r9r/9aGsY3P/mICyGEIAR22ie2ZTGaagrmk5Gl68839rKUFQvkxB9cm1n7zvvf2wqGS3lTyOjFudWF9nFq22eKNWdZDd0TX2Ix0DpukKAYQCZLiPOMGVIcpzIhnOYBTRRVj6MccChjxLH+6KH7f/m//9l/9Z//8+unTh12B7aKNQWncfb+zZ0L58997pUlkN9+//bWZoQtVZfUQi/imXciQoiIhLE88ieBK2ynwHiWUdYbme9+OBy0uVmaGYy1TicY+IIgOUmDol3OAYqB5lMtharq2Izm0PMRFrqK5ubLh8fReNJozMXHD1PKJAihouu6hhDiRVNNRZrnccE0jw+PenNdXTUUIjEgAACpl+eUpmmSJAnngmghrplOUph7frDtOd7CwgImiOVMQIExNgzDMMw845zlOiFrS4tL8/WBn+4f78dhgMeEAdEfjN2JZ2tmkMaUU9vSmvWMZmll2tnvBagaByf2O/fwBxuhouBMkEjAsZepmFmOSpPwcJBpWnp13aCAPto5kFW1NTX/6c2bALKEZpyBUe8gy2nCeaPZPH36tGma1XrVMOzx0Pvss5tHhwc/Z/GuXLpcchxN1xqNRqvRyKPo29/79uNnDwgUGc0jxpjAMC8v61Yr7X9kT//R870Qlsu6NlMr/fUPf5pRkafUskzZNO/duXt6fQECpikYZ7ldK9z47P7KyjoyUKFkyfuPWv2HX1q40B3k51eMlwd9IRvvZ/GzG/eYqdOc6xiLfFJUQKFRw4iGk0HZ0ctFpBJcNC1VVkKaACDRHA+H3iSJJmHqB2H35N7/+w/+i3/x9//ZXP0MMebrpfrG5oHvx5/cG1o2vn7t5TdeP/3+vYcP7rUFhFRIXgaog/MctQeC0oIE+KSfUMCIIuX0JKBOIvNOe9/3rDhLBFIEgLqhIkyajbliwcoIQ4rZqkyljJ4cHoaBL8toMjnC6ZOKMTuzVEIs+nhj7OfMG7vVavHqCy+fW13NM48LbkjaeDD467/+a0O3Gs0G5xxBmOeUCsY4V1U1iiKCI2/aPjXo4FKhajs2EBwAoKoKBaBSqWRZxijPUirJyEDw9NJco1UePNs+7rQh5IADAeDE946Oj6Zb1ShNOaBxSjsuCMbJUX8v5ZbvoixjkzzKgwR6um1ZsqaoZELTeNgbWpaZ5HKG5A8eHwhOdKtUKjjN6YWEEdWQKQdpmuu6aVmO5hjlUpky2ul07tx+0u/10ih2LKtSLK2vr+uGXq1UMeQ/XzfhjD7Z2KBcrK+dxjTNYnenfdg9GiwUl+zRBM/If3SUjaFc56xcKKqGuXu0JzjIsnx2bubW/furK6vrqwsHe8/TJJyaXbj76DmU5LE7sGGxtli+9cEPF8L+eqmyUZmrhjsmQDtLa5CLcHC/UtBffe3Vw63nhMVXzp/WNF2RCSFg0B/4keJ5wShLWcwEBKpqTM3OqoXgYoXqigoATTJ3nJx8/OjBK1q9UZmpaMiWZyxTebp3fNDrvXOj37Ssc8vffOnanuf6m0+Od3dOjiM/SnOWaIITTYJxHBPVEAJjUdraBElOIVInBI8CihHQCMcSsQ2tZBZKhpVk6cT1VSuybEeZm9vd3SUSc8c9SxIHvZ2SVtJUX0NplmOAZCwUzw2f3H588cJcszm1uX8QJBGWlLHrbR/sNZuNhZm5cqkkqYqmaa1WazQaEWeabXfuXH/zlWK/HwxGGNM09aCiRmmOiVQuOb1un+aZYZimKk2Gg2K5AAHhAiKABaeEyHGUQIQZlSAngLN+b9hzIw0pWVILQ/zq+XVsk0/e+9TLTNOQdU3TdblZNS2tON2aac1UohgqRAGWgjAxoCxLKM1FsTZFeZ5S4U48bxJ0+u5wa9P3vDiOhACGZleKldZKdXZmSjNNRDDnXAhBJAwhEIK7rutUqq8067YmwygytTxgvcHR1vjpjvc8/vHYcCO/hPUIeetrZ3OMaRicPX2Wc5GmqRCc56xSrjTrdU1VNvYOg4yeWjl1sr/x8qWLT+4/u+fG/6R5tj65OenNNHLlztz0d+9+SiJo6fz6dP3VKcIXro1SdOvBU0fPu71+xjlAaDIcQowBQQJBKBAO/H4auK4r7amWYpUsu+A4BJcDGO6OJ+WSo/K0WSSI1OrNcq/de37Q2+uebD+8bwijVSuvn5m6fk3EE6pg0R0e7fWPBx496eFxkIwnIaIqQiYDviqTQZBIuq5JsogjTOTFuUVHMWWGjgajJIu7J23LMILAr9cbSRJsbz49yrIA4v0P+i9cn1mec4+PE0mxeco2nm0u1Kc/pZMzZy8sr59+/PzZxvbOxPdac7MXL166eumKoIwQnOd5miStSg3+n/7rf0EgLDoWoylBCYSAM6CqOs1zxoHvx0mU5QhWVKbJOKZ4aW5x56Ttx6mMZAEyAFTf8zIWSjJWhZSlbJwlkkzqlqRjVirVnGINqNaznW6YE8cs0TQDCMZZmuYgiGN3PAIZi6MkydIsy9IkYSyjjFGaM8YZh1xwCCDGWNE027aLhUK5XK6WyqqqIgQRQmHsQwQRQnmWE4xpnodRSClLOBQsVxHKogxCgbEoFqSZKUNhw7c/uPfg8VEUqznIf/O3/r6uynvbj1XDwEIsn1q7de+J41RmF2ZhNLm/dXd/tzM/syjLSq1SEUC89+6PPve51/qbW79UDJKH275a/TMv76S9N69dOb22luTg2e6JRyWOFYKEoUmabsZRblp2r3us62qaJRBCTAjnvFQqt9ttRSkmSchYbFqqBhVdd5aXZxs1w+QEEaKYRhAnOYNhlg99b//oqHPU9iYRzaAqG2ZBKli6ZSgSARqJdRwC7p0M3e3u4d7BoNfPk0zKAEEYa6qKIZQwfOPlz5esWve4O4yOCFF11SmVq7KhSYLdv3+nPehpMJuEAYdA1YAu4Y19UagaBY0HEZQlS5LkhYXZgmM16o2J5w2HI8MoFIulSrnsum6hWvTGbuBOVEmGl69+WVUkCSNFwqpmYAgdw3zh8iW7ire3tyVJRUhiIrdwqkrEp0BR0xxwgmRT1pMcW2ZFCO6Ho4y7IqOUCUEUEGsZzAaRm+SChDSOac5xb+j6POJ5DjKKmOAcUAgQRhKHHAMAAEII/v8PQQgxxoamGYZRLJYKBUdXDYIxpTTLszRNsjz/OTAdhGGeZ5SxPMuBEIwxy7IKBafbP8IYS1hK4xhCVi62NM303LGO5PVzesa9v/nrDzuHg1pj+vKLV2cXZx4/fnzn5if/5J/+/qe3H43j7KTTeens2oPd+wWrgZko2+bVy5f+b/+v/06yzP/s9//hzt1bO4+iryubdjXaOH0ZmM3OXu9wLwoSFRm01poyNI1A2hm5qqw4hoEhdEOPcwEgSOJEFVLBcQzT7HW7NEs4F4KDldWVX/7mLz2+/+D2jfdaTYdypBl6tVHXdB0LjQHAIM4YT7N8OBr1uoNef+jHMacZgUCWJEFsXeYY5pIiFbXItiAV4zRz9/Z7B/vjyShHyDGrp5dWZi2H7O5vsshUFMkwJS5ywyjrkrKx8fSwd3I8nIS+W61YBPEsywQxKgUxZdoPdobFYjPNqKKgYqGoKIrjOHOzs4ZR0FTdcWxJlgGGGEIohCrLpNxQszSVJSKEGCZjgmB3dMRIsn7hyo1Pn028iazrIGe/8ObrF6++9Dff+9Fndx9LmCAqkAA5DGVFgRByzhEwcy6ggJDzQA4hwXouGRlJLCwgkIlEU2qlHOt6qnEJYcIYJ0hSFZ7mkqEICIQQqqLmOdd0nVEGIayUCpRSSrPj9lEepXmeZ1nGOMs4/Xlbv6KocZQAAIEQsiJzAeI4npqZvfLClZsfR8dHXcMgQkBNttKEIZJnIBsO+8fvaMtLpd/49S++98PPLKNctvWHjx69994HqTeOfd821ChKZ+yimcGVxnwgSB74165c+NmPvuuORzyj77/37jevr2wff8+8dk2Sikfbk82jPkJcMXW7TFS5RADHLAYsq+mSY6r1iuVosk1kVVG4gDRnmmJiiDDGwaLmchQnNPSSTq/9l3/657ZODMI0no/92PMnyXiIECaSiSWFY8IAUAzd0fXKqcVz66teGPUHfXc89gPPZ4NxxhDEIkGTcUklWEK6oU6tLk1dveQIJmUZy0WaM9EbhgqwY5hAxIUgMrYifzJOcgEAEdnVeS0IwaOdk0CopXKhUFCm6oD3PCD49MzUwf5RlqVe4MMwCOMoo7muGJqmVyrlarWWZtlgMMgpbTYb8Ktvfk1SNCIrAEIKmCIp+/uHQIiI+i+cOXfp8oUnu1ujtlur1CjlYz/oux1bU1mWnvQ6ll62bEPTNEqFgAypBMbpgurIYXiMRW6bPM0US82zXJFkd+wGSBhQKo6yN06dD1vWu7c/gRIBQgDEIUI/ZzU5/zlaBznnkzD8uSvBORcCAgEAEABCAIEAAkKoa1qeUYKJLMvlShkgFIRhHMdZljqGYygmoDFjLkslDhHRkCAZpxLNYpbktl649sK6xOn3f/LOp0+eBXFSUMhv/Oo3bae8sXFQUZzkuNM8P//eo3tf+/Jbm4/u3/zoo4NJpmi4iOL/83/423YZ/83N4eZR7JBUUolmVDiFIstUJSnZ6uryEpakmWpJU2VK04PDg8PBKKdgfm45TenbH/zM831JkkslZ6qsFezCyup6HOdPn5+sLk/P1gsqhqEXR0GQJ2mcJEGaxTlNGUsozbkAAEKIdd2CRFI0TVF1ynmepGMviVPqexMfhpRSwBgUUGIVQoRmAsdR1ltViFmUun7s7R71gjAkyGGZAVAUZ3w4Gqgo+NoZnOXguzd2Hvc4VBXNMKt22tQKmdGSFefjj29EcaBohm3bpmUZus5TJoSIojDPKeNgdn6eQ2HbNvnlL51XDdOLUsYBzViSChmL496oppUvrZy9evbiYNTPR95o1POCWACYTAKdAdmQnFpJE2a1XMQYxxEjCs8xK0BYCRMppF5B9VUs65IqADGtnIlcVlXEOeCgQJ71dlFmF3STGKosSUBQAAAhGEIoOCOEYIIBALvdPuMcAAAAoAgBCAkhQAiMIcHYsixZkvIkQRD9PGYFSZxzlFPBoeBKKBnSqanC6tLMsO9t73j7x9FkTJGcmIaZpWIQBE/2Tlq2Wq/VsvsP8pwptvHs8aNv/MqvfvZ8c3S4N36+y1r6L771xv72xp07d4OUxlSslpQvv3ztYJTf/OhoknLTUMrFIs8STeIYJLNVfXFxpla2BSLHA/+TG5+MPH/3+HjvuD2ZeI361Om1AECyu3mYZmmcJKqifhyFGMNa/aMkjSWB7t3Wa9WCTNR6s9KoVk1VL1btGU2FhAAs5UJEYZKlWRQlUZR6SRCPfR+gnAoJIoB1VZUUrFUUmXIpDIEfZBBOsjTxB0l3ALe2OoZGKmW9XLRPLzZUPcmoN+iHvb4I0iROfSJHnURSkuBik9RMcK8TuGMpkvROFhzvPcTYiONYVZWM0f3DA9MwqrXaVKWe5zmCEEJBc7q1vYVlSTV0+H/8j75RLjtz8w3Pd0cug4ZNM6gyRdINGeNJ4FVbNUvFWcajOMEEHOyNCGKzc1NRnGkSMHQFE5xmIgWKTCNC8PjIG7qdqfVlReUWZhwYQQq9KBWMIcGFpkYQ7O8fGjReXFzEBAMukGAw5xKWBCGUM0azceC7cb5zNDzunMRpmmRZPEkRRJqulUqlg71dwcXly5ejKLp580MhhCxJtmXTLB+NR4wyAAGVoC3JVR3Pt+zzq4uXz12Q1PIn954/3nyqSCXbdlRDjMZBEsWrSzPhZHjrzsNaxTF07Stf/cXnu4cyUnaeb1u18tVzK5+8/7ZlqJMoUS3ttavn4sDruylTygVDJRgLKCFBDNtQFDHVKGAgRsNhv+9SQLBM4iznWBYAySynORq5vm4apqXHUcizhEiEEpsIymjOkQSYB3gOIUiTjAsaBR4WQiEEE64RRZZkLnjF1GXdUlVJlWGOdc5BylnCeR7xSej7URz4SZ6RlIuI05jmEpLShAqgMAaDbEgzRjOeJZRgoWqs0bAb9YqhqZzlvfbu7ub9IIsaRaWGJ+cXKt++x392f5xCYqlQ1bQkZeNJwDiHiGQiAwCemj9VL1T2Dw8G4wGRsIqkJMtyzpgQ8L/83/yL6elGo1F4vvF40B5TJPzQF4whhRBZiuIYYwwYU7BsatLy0kx3HB8ebSPBNdlUZIlRpiiKQDBHknt0xFQMckEUkHESTsKioVWrpVGUDcYTVSaUUlnVOBcYY8C4TLClm4xSzSIgY7ZZGIdBmlNVwq4fBBTSjERJbJeKAELOkGXZGKE4SRRCDMOIokiSJE1TVFUFAEiShBFilCKEBRBYURWMdIJVQggROBs7pUKEjSxIJEniTOQ5y7IYSAoWHOXBcRjKWC5qlowlIakcQsp4kqSQ55hGeRLmEAuocgoJkhbn5qCUHBwfh2kyGHSnysU4zSFRk4zmglLKkzgjWJ6aLg2H49HQFQABzkrFum7oJ91DJKuGrp1eWR4NB9t7ByuzU3mS7x33p+anTN043DuIwkAzVFmWplqNJI3iNLGIIijTDF1HIkxzALku5TWHaIQgjEOaEUXTDYQAAEJKc5LkLM750A3GkziMUs+P8pwlgjABKBNBFO8fHlmGaeg6Zbkq01rJmK479bJz2HMfP38yV2RFMfrBrdH2mCPVKBkKxMgLQg5wGCU5pTli5VLtzNL52PM3tp55kSegkDkUQACEBITk0Ubv4zs75y5evHr9y6PsgTJxz16dGVJvMJhImBhJAgSQNMNWdRNxDIVZrM0qJcFowS5kmYiiGCKoKApBsFo6JxTuZCPEIVM0ipiuEw6tGawlWaZLSBZcsAxzxmiaCY1RznMaRSFTkW3ZAGIUp0wIwuncguVHbDRxheACQs45Bfznb1FVIQTQD6MkSW1J8cNs5IayLFNKBQRhGAoubNvKs4hgyfMCyoVVdGREv/SVc0Axf/zjP/XciRAII2zqJEwyDoBCiM4VpuA9tyc75qnW0tH+noyArsoJR+fPnCk35t/96c/c3MUAla3S2vXrRFbvvHfbCwNAiGxpGxv7AGIiy5QjWVZc1200p77xylc3Nzaefu8HkiSphu5m4tzVc5M47LuTjKOIk3EiqGSde/lNCaHDv/rrcmu52WicDJO1lQtU8I3drYunL29ubeQ8fuGNL974+MaB571y/doP/+RPIQS6rrhRbMmqLilElmrFuOLoPPFtXdUdlMYh5NTGotx0ALAQQHlORyEbuP7IixBlRQMXS4YkqQg7YZofDaKDTgfDE6fg1GevVRvVeHRSmd04jJ5LkkAiHgwiVTeIhKZmFtI06bsjWVICP86yGEtIcI4JRBhTxgQQAEJ47eUvICxNtWZMu7Bx0v7ixUv/we/8xk9vvPc//es/JBAtzMz+0je+8fHdO7dvfHZhdfl3/96v3d/d/dEP37724pWnjx70R/Hq6po7cQ8PD7BKAFVimCyWxT/67bN3Hg5/8IP9Wml95Xzz7sNHEIjEH2eMtJr1V65d7XdPfvLRhxBATVaKjjMa9uI8B1gSAkIAZSB+7Zt/V9LsP/r2n0VhAAEAQgBKf94f8c1vfvPw6OhnP/2paZqKqiZx6jhOlmc/l+Ank4ksy0IIyLJiqRzEsaQoliYnkV+p16KMIoGSOEuTnEhSr3dsaKpTLEUpzZIw87yGbZdtG1XKlKaIUwjYMMgoFQSRuanpSTqKgoimuWBQ1Y1m2WZAfHDrviSprWajVq3IEhF5TjDudjuUUj8MXrh0qVWr9XrdR3v7/f6k0Wxcf+nK9sZmp9vb2dtt1JuuH4/G46WFWVMhvjuZm5kpmPZoOOQIU0E3djcVXVmZOlUrlNMsu/3oAYQAChaGcalSS9JAynnRdvrj8QhIuqK89MLFUe9oMBoWbdNUcL1SsDXB80yVCGAsiQJFNzTdSik/HgZelPhR4gVJlEMOkAAkjCKEos7ApYLUq7WZZlM3FH/S2Xr+4Lg7GrsT2VAM0+Ash7KEoWGrlTCZ7O/t5HkqSwQjSUDAAcjyDK5euDzTnDJlJR17LYFSTRlBgHQTCAooM4i8ODd3OOkmEa845UrJavePfT+5euni4eFGymUiyd1OxwtDWVbKEEUyQIo0VVQ6bujH1DFNQ7ba3WG9UozcXo71+YXFufn5o+P2oycPZUwA55AxA4uMoAxAJJAuKY6pul7Y9SIKcxljCeGpZsu2nMFgcHR0yDlPKf35crjne6apRVHEGatUKook+Z7/8zndRr25sfFM0yRNk0EOmACD0YAyur6yEsep4KB90t3vdF66tH75/NmHG9t3DvcbUH61Og16o+BUw43C2bn5Wr32/PnGjVt3Hcs4NV1HKeEQR3nuBsHrb1xbbBbe+dlPbzzaLhULS/OzCoE0y3YOjjGCtmNCCDb2Tn7j137t/OrK9uazB4/vtHv+zPJasVJi3qB90hm6nmZYo5G3tX94em2p5iiun37h819s1up/8u//2Avi9fXVMJgcHx2++srny07hp++9u9M5fuXlq61K6W//5rt+jlqnVgadbqfbLTerupxJWLUtE4J8Z3uMIG7WK/1eR5HB5fNnFQgIBLqpOJaOAZMxrNmlo067M+ophp6mWX8UdsdxlHJM8EmnKxCZBDHLc1lCrVZzanpaVdStnc1Hzx5FSUDTRBCgyDpmSpSncRSkcSghJJAkECKyxDiHL37uS+eXFmxZCfqjmaH3PJ48yRJYKDVMO/fdqWrtc1986+HG/fbRMWPopDeq15xw4M7Oz/3ef/CPtvb2/9Uf/E+yTOqVynSqXUpQ18Efanx0eFQ0zFqjmmTp7m67VavMz7SWF+dnZprf/eEP7z14rMr60kxLCFAolL/whS+7w+7bH/4UKzLkEAGiWvqdh4+ClNqqjrjglL326qtXXnp5e3v7L/7iLzjnHAJKaaVaAUKkecAZk2RZ01QCUBxGtmW/+eZbll349KN3TV3inN25v1ms1ExTLzjWwlQhj1NF1Q5OOpOYTVVLliZjRI723Uq5eLC3Zejy5WuXwyTfOWp3h8Nzq+sT3y8X9GZBVSQIiZwJftLrRhFQBa03mpNUaKpULFhYcITgvae7zzc3X3ntZdsp7LeHgDN32FtbWrB1MppEx93R2PeurC8JhBLKJSKPht7znd35+dbsdHUUiqOjIwkgx7YN23r2+DER4tyZMwdH7SzJpuennmw/qRbLK/Ozd+8+6A4nqd/vtDuyphpFiyaYc3k0GhqWZhes7e0dTVNbzVaQiTfe+PzK4vyPfvDdp3vb0836xdVlGEdlS5NkMPEGpi7zPO31B5pdBrLR6UabWzt+ksZMEAmmaR4lPGPQVtH0/GytUc3S8OmjJ4+eP6SC04xDCUMhZIKzJAZIxRhnWUowgf/4P/7fnZ9rKgROKO8fDwWj2FQ9nh9unKw2C6eWFj59vDXTqM1NOSPX+/ThbuCNL8zMhBAqcjFnQRhPSo4+VasYg3Twkzvqcis/O73R6SyXi5VyoR0m+4fDtabTqlfN6gzC8OHGs729w1ahsjBVgBJ2IzYYpRLL5uYrioIhkMdh8sHtWxBLtUJZ1R0AIeccABAFUZZluq6bpik4Z5zRnCIMTVtljAEAdF0nhHDGJIT6vUHG+dpsY7pWiVL2/PCoXCyWiraEIaAZyliapRkSEOvjIDs8OlxdnCWKoqhar9OdajVKtvJsd38UxmGclDUnD/qn5gqazO7ujn03KzvOm198JedcIhpk6Mc/fPtgNGaCU8ZC36+U7FKl+vjZJpZUwNCly5c2t556/gQIeTzsn11d/sqX3vr0s7vvfvpJoVQUaR6Haa1R6w57qqkTIFhOK4Xy/u5ebbqxsrT80tUXnzx6/OndO5Kkqhp+4er6yeH48PBoaWnBto2JN97ZPlpdXatU7XfeuzkeDqvloqapJ133YP/Ase3lpSV33D/qjRVNK5gyFXRxafHrb33l6Nn2v/vR9woF8+Ligg2h4dhp2D9u7y6ur+8821Q0KwXSydjtDYZhTAVUmUB5MooZ4gK0qsVGYyql+VH7aP/4IE69OI4xIUAAlShIQEgZy3L48ptfK0i41agfD4dJwEq2+cpr14FKPvnsgYHyZq2aQYXnVFeBohljn+VJNFOpDPM4T7hmkrIkzzSrEaKdodd1R7VqtRWRAc91BSsKCRiL47xqSK1G7fle++C4W6rW8pzZmikj5vrDKM+OT0aOppdKZp6nXMAwzbAkn1pc4Sl9tPkszTLGWZ7ls9OzjuOMRsODg0MIAQDANM08zxmjjUZjbm7++fNnw7EbBpPlxZlf/IWvPts5/uHffhsLbpiWU6t57pjmaRgEjGGUi/nWNCa4Hw4mUcK5KDu6bcmKrCcJ+43f+m0m2B/+d/9jDkCoyRqQgvHeb/76G+WS9OffetA5mRQd57/4L/6lpEmaovW7g3/13/8PseAAIkJwkiQIZkKAnHHTcrIEEIwhBrJEAM3c8cjU1UsXL/h+8Hx7S9E1QXnnpA8QqNTKqq6AKPL86Oikb5rO2qk1TVEX5+ePjo4+e3pXVc0sza9de0EIeOPGJwCwOA5fefWV69de+cnbb48nQ1XWz5xeL9hmHEa7h+04TYvl8rPnz1gSckSSJGmUiwSTMIkljGebU/tHR4Zj/91f+dVn9x+9/dEHV86t2ZpCCAb52PPcwPcEF3q5GkRptzcajicJgwwrSUZpnsVpvrqyStOsVCymMHr0+OHW1paqqroq52kmY5LnGVmcmaJRenTSj2hmWCXNMBFALKNh6PtJ0Gq1bF3/6INP5hZnXzpzKXy2+9mNG48JWbpwpre1OwnGC+X6C7/3Dx61d3/0nR9/5eJLpZniT7bvde48f/PNL1w+ffa73/vuxsbzq5cuLK+d5ah398EjjCUh4LVrL0sY3bh5N6OJpOjKzJyfiZuf3IUIpnk225q5fumlNE729vbjJBZCCCGajaYQYjAYHh0dG4YGAIj+fyz955MlWX6miR3p2v3qGzdu3NARqUVlZWnR3dVaotHoxgyAwYoR5JArKHZoJM3WjDR+oPEDbT+M7eyCRswuB1gMBjNA6yp0d+mqLtGVlZVaRYaWVwu/rv0ofqg5f4GbnZ+5Hzv+Ps8bx1mWaZo5M4ODIA7DbBokU3/a6fXfePONhGvEKkRBqFI12Nk3da1WKc81W0GWt4+Od9r7C41mqVyfXbaDINQUaFQNAOnRyfC1V3/lFo18xcySdIZRgGmzeXlzO/3sszaAVr1hLi+vvvab9w9O9tsnJyLLL1w453jO9tZWuVKBEDp26eWXXjw+Pv7ggw8NkkshnnnmmUaj8dEnnyLDTpPk9Q8+XZqf80p1gNH6mTNfLNXeePMNx7XjKFhaWA+3d6stZ3ll7fvf+tpnn11/7Z3XG43G8vIiZ1wK8v67H2ONuq7nFZzl5cWjw/YvXn01iZM4ycd9v1TwBh208ehhlAvbc3Oeu57TWl+xPRsDdLi5M42jWrmimcY3fv+7tz669u6HH////pe/KbolQY2Fs0+4mv4f/uqviIPnF5ul5oyDgOno29vbDhWzq82A4eNOX+YcYGRa5hOXLjdrzffefqfn95+4+OTptbOPH28M+idSyUxwgCD8x//Jf4qw9ezzLxYr3s07t0/2DnvdfrXRmASBZWjTyYhiXCnXMgh6g5GOia0bkGgKypaAgqsAionIgE48w9YEAELOSYPbmiy4QENYpGGWjv0AUY1xqetQJHnBKx33+6NJ0GzWIFDj8dSfjgi1Z2ea9ZnK8ckBEZDnIpNCQuU4Nuc8y7LAD6ZBcOnixRdeeH5/f//evXt5nr/8hS/M1Gc+/fT6xqNHzdbc1t4uRrBWLYk803WnUJ2dm1sYdtsnR7vT6eR//c/+8bkzp393/XfvffjbznH7n/+n/6RYmfnZr36WJOmlMxe/+41Xbt+7/+u33h6H0WqtfP5wVPW8D/Ssh9WLz36xNbN2/dNbB8d3dZNUqrPFYuP23Tv3791xLOP//n/7b4HI333nbd/3gQKQOIutFsuSNI6SfBqF0cULl+cXFnf3Dj/8+JM059V6bX62qkEMMOxMRobuZklcLRcnw+GdB4/dgtecm2U8X5ydYZJv7+6etNsq461WAyhCiWN4bq/XzvKkXq+PR6E/Hbqu67rlb3/j65sbj3738QcaIQHnaZwgBXiWA02vNkr/6T/8k407G7u9w5WlxSAMwyxZrjfvbmzcvPugUihZDp1GWWumkQXTKQfjJDCVappOrVman59Nosn29gbLskKhgM3CdmfcHQ5ZymfqLcHBUW8fIlir1ebn5yEUDx4+2NnfE0rC3/zd33T6YcqlBHnCgnCS3nuwFeWiYBmlUimOQqwERCCUoNPrt+ozSnBCzel4eJ4YeaS6Lumr3NXMYsXttNs8YxesGtHpCc+RSf/xH/1wGAQ/e+03TILxZOyaYrZc+8Mf/dHmwf5Pf/Ga69lREGGo+/GIYqdcrlMN9E721hZXnn3x5VuPH33y0e8oIVN/quu6rumc8cuXLy+vLD9+/Pjx48cIwdXV1dnm7Mnx8XQ6DaNwe3/fdd2FuYWi64b+KAMaIYZnUF2TlqmVvYJlGBiSYRL1+n2b6jPVCjJkzljFqS8tLvWGnUkcBSyb8aru9XsmBOrZiyFBJ8eHEIHW7KypU6LhvaNunFGlEAYMQsWSYL1Vbcw2pUJSAT8eTf1xrVy0TAMIGkZZrzskmM6WLX/s+1FSqdUNIqkCiOCOP2IMuJZFIRScdxNhW7pj4TQORt3QK5fdUmE4nnAG51o1ANTm5mHMRas1124f7+/v2lYZYa5pWjDNmwvzBsHvv/duFIbcIDJjZWqeWVnfHo7G8filZ56Lh/FvPnv7yfOXTq+tf3rrZr1ULlQqw/E4j6Kyg3eOe//wH/5xHvo/+8mvJmkMuawQ83A6XVicbdQKrkWrDpwM+4/3jgcpUIgmORtNYgkwAIoQkmUZ57xULC6vr2iWubG5Cf+H//ZflOoNP4lTxlabc155ZjzxkeKt+dkMgG53OO4N5uYrSvdu3roP8vz8+TOcp0mWjvwwCaJWa/641zvudlfm501DT7NsPB5rhNSbszmXEEBNKduyszzHGOkUKoV6fZ9xVSphzyset7vjSdCcaVTKlU6nm7NssVkRALVHU0gMQzeiMEyTxPU8TE2pVJqkjDPHMy3LTtM0TROMqGmZmqZxxqeDEWOsWq3algWxzLKUpYlnW1STgOZiCJnIK44RC0Ict9trs2jkGVgq2Zvyg87oS0/PpIE9zIXkMc+5ZFkynSgG/Xj0pS+8uPdotx8yz3G6fiS92tHe/qW50lgzThthA+xd2xu2Ay2LQZwopqQgMBcM85wrFDOQK2XpKgwDAKGm6QpghDAkGGLEMp6nGaUkThKnUOScE4yyLGWcm6ap6xqESIdU17CpEwSBYZiebRdsy7Wtkuu5BU+3LWoY3aFPCNV1Y+PRZm88QRBUEb1Qad54eON+LjZ7/VbBLtWKtlltzsw/eHC70+lQquu6tbS4ePbsfJAmQKGlxtztTz897nU64+E4nNYrzUsXLlw4d+6tt95cXG7VbRPzJEnjD289aPs+MUyd6lkscsaAUgihTPI0TcuVyuLCAvzjP/4RovT2g4e9wbCCiZCgVikuNWulmVbEMgoRydnyTGEwTRynbJtGLoRiiWmYuldKMJQ5X1k73R4MJgdHOqUIIcaZZRDXK6Q5G4zGVsHmnEsl8yyTnHGh/GlCqF63Ncuy2t2+VFDR//gXOUtTydIwzRIOMNE5F0Ew5Z8vIRFCQgillFRASCG4IIR8HhE8c/pMoeBN/anjOLV6rdPpbO9sp3EElSAQ69R0q7aKNQ1klqMKlVqep/tbj/Z6UyW5kCoH+vz83Jevzm7ePzmc5oxinqm1leWPPnxb5knGpy89++SXX3jlx2/dWayWep0j6hWGQ/8rzz7VVqiUDZ+5OLs7HR+N2xTm85YVRGGYJ1jXMal0+2NF9CDOgzHSdYNzDgCwbSdKEq6kBApKaOgGJphzHqeJYRi6buR5jhAWnAMIsiyLeA6AUjwXPAcSKikUz4GSn6fWoAIY47LnVcqlS5fOIYxEps/Oz/Gx7+XSq9fvH43e++R6FA0Xm83h2Pcjv1L3RmM/Z8y2Tcu0vvWN3+tPRteu/W5lfqE8U3344KFgPAyCSrHqT6dxEi8tL1996vKLV59++/XfXLt+bWV+ieu0MxkfHB7ncWqaZpqlSZpKiJVSAIA0TeGP/vN/luVcIsy5IDKPwpCqzKXq4cEw5zmVrO7YFZtgqhfLVQHgg80dC4FGpToJ0hjDPM7/6E/+dOfo8PVf/NLUDUIJUIqAlFKdKyCkAgQCpQglLGdASc6lUJAJqQPoeV4uOMIYQqDr2ufzk2VZpToDCd0/OJJSSCHUf4RnMMIYIYgQ5hJkWV4oeLVqjVDd8zxd1xFCw8l4OBp2u93P4UmNYF0jszON44PjmEWWW/ny+bVy3f303j1/1G0W3e2uf9IdapZbqs3WqrVsvHv1iSsf3NgAhpVn7PzZM4837j56cN/U5XKz9tyTTz351DMbd+7d39iuLp8OxpOjw27qOqearT/87p/+7as/tlxMVMYnWaVWTRmbTH2EVBDFpuMxLqTMS6VSHMcszzOWKgAUgnGamJrhuS4hNMuyIA4RRJ7nSqmUgpzxnDFCqSQQY+RZjue5YRAqJRjPEAKI6DrVEBciZwjz0aiT8xAAHo9TQGClUJirVou1oqUcXbeMij1fqh93Rp/efrR9cIIpAkDML8x985vf+PC967vHh0mefOMrX+50u5t3Hzxx+lzBtLe6J3tHh1LJZ194DkO1v70HEN3eP5wztUE8bZ061Wg2e53jNE2Gw2EwDXIJsyxHCEop4Stf+4FSCiEKISYWQpTqSFlYcOJgjag8cwhNWVSvlyfT6STOgji1MCy6XhgzkeeQg9VTZyZJvL27STXNtmzXsXkW5IwzCXTN0CF0bBsAEIQBBsiwLIQJQJADABDIeJbnuYuNcrEEABBSJEnmFbw4TpMk4SJXAEghheC6pkspIQAQYalAmmZCcACg7wdBEEyn0ySJcykwwa7rcsaLxSpUajjoSiEcl64sz5dmm972g9QPj6TKKFmdn2NZ9Hevvr64fu7Cpcuf3X6UTAZ/8AdfufvgkAkJFayUiroGf/7TXz554cy5M6f2dvcWSuk//NEff3L/+Bcf3Ki7TsgNaSJ/HNY9I02jRr3FUnB7605jbhZBdHx8XLIcwzQ/zyd+97vfe+mll3/yk588erTx3NNPY0rf//CDCxcvVMvlTz75HYSQMaZbZhRFhmECoIRQUkhd1wkhLAl5zp9+8unf//7333n33Vdfe5VLhihy7GKjXj+7frrTaU8zH2Gl6bBSKbq2xnmeZrGh04yP/c4gjdMgj2e98tzcCqL1LDNrM6U4Cru9fqVcjaf+Z/fvZVIWHa9mFnY2NmdKZZ4zOFNozs15jru9veXHfve4WyzVo5ylg2OpkUwq27SffPKS67pBEGw83uiPxpRSCGGWZfA/+2f/5Wg4khyUvOJw1NdsjzHOoinUcMQYhMSmVpZlRGXUoDnWKcCmBhREUtMxyzSAJUSplKZGCCYAAAgAAILqBqZaEMbBZIwgABAuzM+7VuHmrVuZyIQUkgkJZJyFURzYtECJBgDQDD1MQsG5kgJCKJX4/NWqlLI0+/MTIkKISQ4AABAgCBHEuq4rAHRNLxS8bq9Xq9UGg0GeM0rxbK3Wmm8qJPc3NnZPDv9RrUj9UbR6alsSotud/Xu3tg6//Qd/dHx40Gv3n778RHMeHh8mvXFqm26WRI1G8YPfvvXsk0/4YbbbHY77u2dmZr76hVeK9UYUZj9/57YQQ0hcw9SrZVNKWa7OSinDIDA0fWlp6dbtW0HgLy0uHhzs67r7OfVUKBSfe+r5KI6PO23HdRzLEEJghCGESZ4RQnRDBwowngOgpFCGqRMiQz+cjkNDMyVQG1uPH2w+nF9sEUGKxdLFK5d3dnbv3r4NAcjynFIKMDh3av3pq1du3bqBMWitLwThlDKgRCSUHyej6SQgSi8VG+XSnMhhwdYGSXrj3tZXv/h1kLKf/uLn7UGvUC071cKLTz/7/OUnP3zvt514YmvGeDC6fvsWA3l9bg4CnIyDs+fOzjab3W7XNM2YBZubm+PxmBACf/8H/4AxIYQGSCxyZWgliVUqJhVn3vd917U0gv3huFLwTiY927RYDplgjucOhkNTA3EUZ4xhXQMCmqbBGJNSCgHW109dfuLK3bt3Hzy8hzGiVHv55ZcLVuHXv/lNmqVccCmYlAIgwAV37SKCCCFoGOYk8hVQUAKMsJRCKpmxXCrVnJ1rt9vlcnk4HHqOo5TinFer1Xb7pFqtRlEUxzFUkmUpJXSmVm/NtVxbn4STuxsbuzubGZe27vxfz5bT3b1ppdWfWdgTqne8W6rONuZXb928vTY//51vf+dnv/iL9bW1h1u9gleJ43BlZW486mqU3Hvw6Lg3MrDesFR3NFlZWfrDH/zQ1J3f3ruWjZVdrBuuvbt9//SVZ9ab87969Sdf/cI3NEp+886HVCOzs1XPs3RCG41ZTdMggFIQiCChCADFZYQEQkiTCBCqMMEsz/Ms13U9TbODk3aSJUkynmvMuXrh3p37A+5/5xtfnnWc117/dBh3v/Xt7/zytb+Pk6BVqRhYxxDvHx3XarMIkXpj9vikPRy1n37phTu3b+9vbVm67RbobNOjVHm2g5Do9Q6VYmWnUTCcSnW+3Y8Kun13c/fe3i419FKlDHNZoFrkD3f7vVK5VK5UnII7Cadusbw2s3D9+vUgT3mapWnKlKzXKiurq2mSbG1vw7/693+RpnkYoigJg8TP/DiOWMx4Gg3TLFMKAozThFOJAsgNBZFSECHLsqIgtAx37dS6grA/HOzubc02ZuI45lwYhjMZjz3Pi+PYtHRKaRBMPbfQbXeXl5erlaqma5qhd7rdcqmUZRlUACOEMKaU+uEUAAmEkJxhTBElOec5YwDCrc0txlkURhThz3sDEIIKCKAU1bRyuVQulyulkmva0+n08Ohkb3djHIyVbmIop4yt6M5/u2J2d9o7CWwX6zuIFJvVhcWV65/d0TQLKlmolHuDo0vnlztt3zSKWZZeefL8wcH+Bx98MBqNLMv2CGlVrQfH4yRNn1+YO9+aW/7S87WZxfEwe3w0mI66g0QRnDkGqni1aqVUrFYM08AYQgR5LG3bTZJYSsk4gxhqlEKEsEZsou/vH44Cf+r7SRz7/rRer337m998vPnoN2+8gQlOBP/6V77Smpl57+03B2P2/MtfODfrffzxrYEf2FYxzxiAeZCOlpotKeSDzc1XvvKl2WbrjTfe7nT7RKea7kzGY4jF3t5OuVzhnAVBYNrVmVrh5ecvCxEIPBWTcTCOGkunz8ydPehPj0f+4eF+oVhACo16XUrETvtkOB6naTpTqzfmm4brqUnaGQ+/+NVXNAXfeOPN7ngoMpZlWavVWlhYgP/P/823HM82TYNz9xBojRqwIXatlYRHmlkahyCThKspiDNfwTwSaTSWjKVpGiZJHsPV9bUky3f2dqJwrGlUKQWUgpAACJX8nFlXEAKllJRScEkp/Y+RdgWLxWKxWPRc13Ud0zQAgJqu+aMJRtLQgO8PHatkuc5oMlYAOnZBCBFFURiGcRQRQj5nU3UDAgg550EQ9Mf+oD8Y9nosZwxhLHMpGUeE50Ig+aOV+T/g4wkt7HH028PeCaTPffMrkzDceLyDMInicHZlcW9/88lza55Z8Ceprpvz842tnc233nrLsiwhRFGHy9Xy3d3B/OzMEwjIydQ6tbCVTy61qk59/vypxViRXm7nOdA0IFguZJameaXcWF05HQTZ/sFBFEXlSnn/YFvXDUO3AMKthVUo8p/85G9746GOtblms1QuaZpGCKiW3XLBNA2NE7Pf3Tf1bKFZhKn45GBaIPnp+RpUeZLkpWJRQjZNVTAM3EIB6ubuYUgUtnVz1B/6KTCNwsH+/nFnvz/pu27RcYpRnGYoNan2T/74H8V+8He/+rvnr1wydU0RrAK8c9xvLiyfPbVqYrC9e3B/40F/1IlyFkfRTLUWh9EwGJWas9/70je2Dg/DOCwY5u07d457XUszhBBJkui6TvZ3opyzDHc5NMdRuLaYVBxWrzQEVQknj3fGXBqnm2fmy400EWGADccrV6ue56ZKFFxvNBrl0qjOXjCQked5FIVZlidJmsSxVIpzLoQUQkghcsayLDUtXQguhEAC+OPBsN9BCGm6XigUqtVqqzVfLVcg4JRIghTBeqVUmgb+o0ePpARSSgQRhFAoiSBMknQa+KPpcDKZxFHEOAdEswzTtWyqESmgQUjFKyOksTgtFgtePslKlQ7VQmICLsuaAwAZDfxiodjp9dZPrXSjMMrz46OT9RdWkrDt2dbx4ZHrukIIjHGWZYLA1I9WSvU50xbTkTvbSJM8Dcdj5t/9+JP+LJVUvbGbT7OC0sKSU3Vdqzm3eObURYyNIM5/9oufWZZZKpX3dg4o1SzT0gyjtrNbKWovvHiJA+JYGCHIOUvSlPPoqHPv5CSdToY8z9JkVKugk014eDB8NClXjMqHEqQCA4ARkkk2WpzX6uWZJMNKNwENoOQl123UZzRmYwS/du5sGM1ubJz0ukON2t1e/KWXn2/U5n7y459pyLStRcNaxVi+/sarBdt1irViwSt6tk2QWFgolEuj6XA4Gj188CjPma6bHvCgVJCJaOw/3ttqlKtzzabuWL1292tf+1q73b5x4wa5urB793YBanlKsVst7bWHeNEdHA6Ou1mSKsMsDwfDcvCwtpTudCZ3D9MoEy7U1tdWA8U820YER0msIDCJZlu2bVkFzysVPU3TioWCkFJwZZqmlDJJkoynmqYJIQihnOVZmuY5C8Ow2xsPR+PBcHByckwwPb2+3qjXXW8GE8ikGk+C2/fut9tHSilN04UQueCc88/3WyCIMUYIYaoBpSSQjOcY42ax1nDMuXKlUixrIt2+t1sseB9hsnGwnRn2g+Ph7//wT4f9qWnaRPBqtVK0rQcHewig7lFH11Ch4LCMsZx7JZdSGsdxmudCN1u1ORQjMuqgudk3+ydxpwtFMjEKSOCyMWmtaqsN/bPtxK3RM2tnT5+/jKkGJD7q9I5PTqhOFASPtzY92y2V3KWVueXllhK5Pzw82D3Y2G53+53JZCKlJBgJkQopMYEAAqqhoms93gtdCyNc7Z6kM8umUZrhua9r2mjSG0wn1sAkoB7nlqIlyEpHx/tx0jOskWZOlISEkLX1xblKfe7cvOu5CC37oQx7/aJXmAYZy4Jf/PLnly6cZVm6Ox4aE38ajIvml2aqZYKpY9iWobfKs0uzC1uH+yeDLh+J8cT/6f/y79xSKefZzs6ObdvLp9bmZ1u+77darcPDA8LM8d1+POCFbjqE7r6ja6NMnwQZNuhg6DcquZEmBosUzL1KHQwGVGYV3XVNZzIdjoYB4yJjeZwmioU556ZpSy5Nk5qmoemGpukG1QuFIkBwNJpwJXjOBZflqg1zBpFmetgpVK5cfdLGcDga7/d62ztbv732iWdb87OthcWWYVvrZ8+VK9VPPvtgb2/380+hgoBgQgCRCCoJACEKQoAQ51womXHOVYzzIQh0FE2no+lSo6Iy7jZmbk86drEyCcK5xYU8z23HOTw5Mi39zJn1O7duuo6juCBMMC7CKHasIkwR1nW75Ckmqm7pzPwynEbJdKpRfPvk5H4wqWF90TNHPEjy6MXLRnMFX/vNeH7hwrNffKnsNE5G0zToa5o5jsNgMiTUtWy4Vpq5dOayZYrN7buvvfb+cDDEPKGAHB35gYDFom15hSSHEgQlC0cCMoT9hEtoKGW1A0ZR6lBA0ERp0qGlJEkH/RNNA9QRAsUrq2eCnHaP9jUrLTS8NMsgqydpPJlm4s5JW9vVKFEwMW3LKVeKM7WXX5yFGAchunFvdzA4NkxNWkbFcS2V//pXv1w5dU5wxBi/ePFc2XVTRtZW15ZW15J4urO1Pdo8ipNE07U0igeTwfDmuOyUW3Pz4/FEKUSOh9XDPBRCFs2kslBtt5PDTsSV5AGToNDvZF8pw4Wy3Ow+PEhn8ywtedUzldrs4kzexkXPjZM0ztj+wSGx7EyJJE6UZFyIOI6TJKW6WfHcw4M92y0kGRNKZnEouZ7LTskqhUEu/XG2NZgtHuvxYO3U6eX55um1+Z294ePNO9s7m4edtlcpztZra8253/vu9/b293/193+fphkESmUMUaIoMiBRGmGcK6GQoUGAIEYZ4GMxYbnRKlqf7LaP1bn1xbku9xsWKVTnOzvbZy9d7PSHnlvI82SmUTrY2wq4KNplfzDhHPtBLgGOswwgYGrG2VPrahK7OU2PhyHisGZ+0OkHmV9QmKWRsqmWiRzaoYaAXly+dCFX66MBHvR2CDXxNOUo7QcTx7TOnm/N1+syjF5761fdvTuejgDWLY8qIbMw0yjVNGpRUbdUAEBq6PN6PGDk0E9AnFMKwzwPOHQxQRYKxtgyxpMsHfiMCT0Jc34c+/oUqWFpZibnWa02I5TSsG1QGkwHMtZnXB0lQsaxbuW5L69vdaU3jFr7RRtSt7y6uoBbZURlu93D/V4llCNkCZAEaXxy1PPDkeWatukszK14dkG36KUznt9Y7vd79w4ep1lGFMEYCsHv3rvrOG5jZpZ8sB0loOBi/7/+YentA9hrB1Rz4kxyhk2sHAgAwLcOfVEtZ0BO43ipbJYKSPAAcQ0LWit6AJHdzUO7Xk/9znhy1Ci7UHcN3fZ0CwlpG2aW5gghyUWaTGMxEcx2dbfHu3GSFQV0GF025MLaDKLpg9vvRdxZv/DCpe98++6t+4/3DyYDRoEiXAVJ0JxrvvzyV3756i/9uCu4wAgBAIiGECJccYEAAQpjDBGslcoSpdlkfO7KqU7++LBzeO5SQ8gpViTl6eLyapaCOMqTqG3ZZrFY+vT69fn1UwbRiAQcgunU13UjzwUAQJdwHtrbR/uR6WJTJQ59cLwZ5wIIHclc17EgOrE4Ubw7LrXHVwWvD4Kx7YGCY0YnCU5yCfMXL5+1aubBzt3X3v65HAd4Jms1dIe63V7bYFWhtEGS5FoRYJVkPPZzz8YkjedbeEb3Cr18s+MzkUMAYB4yAbk1y3jYoNLR0l5HarRQKJtRMIqkag+HpbnZ5ZW14aAfR7FlaK35Mo8qh4PgyTMFLevxuLMwn6vc+ptX++1YyvxskouH28eH2Z6nodXTs3atNdc8ne/164WS5i2cJHdf+u65RxufvXedcYFL5cfzrfnl5bWiV/QKnuu5s0uL7U778eajbrcjgHBdOwj8x9MRKdjy7CJAplWY5+Nb0dpaK5iKbj/KcoV5blh2RlBCTCBVbzgyTEtHrFjWfZVVy00MJQJYKVT0isQER48fFrxwbk67dns/TbULq+cvrKydf+KJk04Ha/rJcS8YR77yogDMGA7iGFlh3dWxDNbrAslhHoGVGt6fZD/58b92a+a3vvW9xfWljz76ZNjrO6aDsf7wweb8/Px3vvX9v/v53/hhIJRSTKQihXnOJAcYIYRyIpUk5ULBcJojeHLvwSYHWLeMmDN/MioUHIRJY3bx5saJZVrD0cmpU+sbG4/DMCZUw7kwAGa6zgW3bYOzGFKaQ2W5Tm1hLkJYRNlWZ28QxQ61PUfDLNEJzSGcpunS2dV668LNR3R1vdnw9NFo1DvJI3/cLBcvXbm0P9r7+V+/enQv+/43wvl5Wp31rt2bbvfUWJgkBobyz50qP946htDJOO1yZ3g8XptRPsh647Hrli/XZ+/d7+UJ0jCwNR1BpNGo5DgVz97u5J0AupYzV20MR7GAkGiEAL1cqsxUqgcH25HPTzXPhkFi6WimcNqhMBj9NhrlV6/q/VRN2kdFU09ZXqmu86C7eW9A9fRGzuaL9koZzTanpVIdK1lzlqHcbC20gnj6cOfRQbv9ja9+bTQalopFisj8bGthdv6k3f709ifdXidJYtsxCfP586eyz8b8vQdFahi65QnASsBAWo5Tn2tkw0/SUd5csDTieYZZn9GIbh4eDDqjQcEp5Cw3TNstOw+PHxkOunB+cb6Ex5P40ztHmztbX3n+JdswbdMybCeLWbM6O5Zs597Dktx+qrnr1NCQ6RPuB2px1VqE2Nz0x5/dfLjd77tC+1d//meXzj37jS9//eHjnQdb2wXXsyzr4OBwfr71hz/8w5++9otx4GMFoYZZlFAIMSI6RZBiJWXJdiruzB98+XsfvPNv4jS1NDPJMgbUtDe8vHilP80x1jiLLUsnhLRPOq+88tUUKTSOKFchz9Isq1IKIUJIcaWmmtqOh5NpSnIg4qAKuEai+szgGy8utjvB/kAwceXchYsPH/WiSBwePzJsHQusYfjk116ajgd/+ZN/92Dnsa3whUvGd39ga0N6815anpu5P55w5SpjdHGdPrkGLlyofXAbh3HcG3eoZjkzro9Epuenlgr+cChFNI00olGkax5lK8tmQi2WljiZEMIdhUuaDgqEKcjiNGaAIKARPFevf/kLT6PAD8camybDzDyZxiyCEBLuMCWSIYtfubhKTOhj4MyQ6TDrRYONaZb7hd+9fs99k55ZXatXysuLyxfOibsPHwFKqWlOwslPf/mzPE0911tfXm80Zk3Tac61vlqrbW9v7OxsjMZ9EshCmbIy0T/9JE+lsAqASRGEAhNiOXqoyF43NZRYNV3MzFEYQxJM47w/TZBBdRu19wdqOi5WqkzqUz+Lp2k7mJ5eKfYmFVtvMCnG43Ge55gyQrFlizt3d4edjWfODp5bTB4H8U67tBtzGD6cvVgb+5MdkD7oBgmtBGOfCvjmm28c7e7/oz/9p9gw7925gymebcyGQVAoen/wo3/w13/z72SWI9sATKCMI6EgUZ936Rzs7Y7UsQz9Vqt153CjUXSkknNLS65jm061s79HNO3Z557uD3qfXb81N9d68cWX3/zovUvnzs+VasfpJAiGUkohOIVA5yrieXsyLBIvkv2mlZ1ueb1kYha8dBSKIDO0pcXFJ46Px1iZjpPGUXx81D9zau4LX1z7+Nqtn/301VxIxMmpS+aps2xnw3rmknzzx4I4cdFDpYjEWQkl1rsfnOhmMczFKy/N+Qc7WQC3k2z3WHIiLy2wtZbTGdg9fwII5Ri16la5BHzp+NOyVsBa2q7oZlEnUcalRN3jdsJVwTEZAStLS/VineDwiTPzR4eDg/5QRMbZ06/cvnvzoBenHGr2okPtlxbZWPrV4gkUYsLc1++j+xuhDM0BRx9P9xHdmmlsXF079+LzV6Bmb+0dHvcGRCeVanPQ7V279clMrdFozC0srGBsr66cXV1d6XSPUa3Bru3wWpEuztkFO1yuyqardJiAJIuEPp2mimueq59umAwyivWCTsrVYrFctjRTRxhTnLDs5PgYMDZfsM+tmPMrxe5gvD5Xu7I6V/WccRgNp+O9o4N2f3x3e2d03EE6vrsdX38g/t1H6K0H9GhH64/JOPG7fvS7eyc51xQXUEoAoVUsDUT2L//sX1YkePnZZwbT8dbhfh7ntuZoOfr+17+TZ3k0nigIMiWUAkhSzBAQ6qDf3Tg6NnSVZqkBkAFpwINo2G8U6Mk0UQguNBvVSj3Ps36/t7a+niW5rvBnN25R2xqMRoLlUEqCAEZQYGBiAuLcMHWWZAXPurqa/unlev8gGkUadNfd6tP9fmAaJcM0MMHKUS+/+Fy9od+/9Tf9o9/lQgikE2lNxowj6+6B9taGmetFPZF/+HLhm8+Wa47z4BBtnBR1qjuawdL8+9+o/j/+S/X0XORPENVYO0BDnwSJwtnUo7pmFmG5NGKzo6kdMu7oBYeaEgqBKFdIKiClqJRdx8GIDX71xlt//dOfH+yeVL0q1IilScupfnIr8g/o9RvROF375gtPlyylGMBx+2R/2ulnQZK/dNH5ykW85MmiMxUskczqHsavvvPRv/vZqx9fv16fqT771BPlgh1MhxmP18+fRxLcu3Xj/vY920YYSaRos76M2lt4kph7HT1FYnmxhVQy35DffKU2P2+kSdezletgU2m6tIDSHduyLAsCJYVwLBshzDiDAGAlXjrbUqjw/u3pp/ciSKqDYQyg5vvhpN+RWVR09GA86BxMuOZnenjcwfeO1P4YHU/48SimGmAyAgik09xAsl4RtapCgHMh+sNBP5j8d//f/2Ec+F9+9nkRJ6HMozRtn7Tr1drzzz7H0kwKgSmBBOc5U1JKKTElwIDTPDYsz7ELTHFFkOlWOHR63b7n2hTBXqd7cHCo6frW1tbdu7eVkgdHB4cnR6PRyHVdCCEhhFBKKMUIE4xtx9O92q2Dwc+vZQ9SmlBvHLdK5afSCHl2VQrY650YOv3eK98W/oPjrb9+6nzy5Ze95QUHyIRocbcL3np9un9C335bdA6m58/YT1wMvvyFzDZj0yRKkTSDjEGeEZm5k3b6v/oqeGI5ffpsYVYP37p2fGdvVJ1fjLhcWz6zOP+s73vj8bTs+BQOian5EvvTqaXrFGMAFIH5Qq0462VnViJL2wMWf7C9XTFpo+RplLaDZEqc8Tj+7ObDv/zx3791/+RGW/z7T0e3hvVELR4fsUknX6vb33zBfu6pRcflEetP8xHEmAv54OHDV1997b1334UQnD59qtVqnVpf/9P/5E9nm01KiGlp+we7vUEXE0SAYDnFvaExyHsos12zpLZ8z01SkDXrjd3dnpIGhWRvc4TMGdfGjGWMcQqRZ9m5EKZl5X7kWcYTa/ZH92HXd1EyKmrh6sLp+YV1HotayeWCBZFPUQxZ9/hkP0HpiqFHzEIyg5mcW2wi4gsKajX3bLNVUQTQETH128E0SyXAAGgk5eLP/82//m/+6X/xhWeefePmNcmYoWu7OzvPPvX0cedwe2fbMAwmOAVIKQABME1TL2GGYW/oU0gnyTSPkzLVKxnVdI1guL29CeHa3u4hpVqaxLZtjqcjbJC9kwOEQKVShggKKQAXuqanaWo7DgJQsbRUr+xPzaNrB09+4RsN78z+4dgpOiwTve5Jve6+/NJTn77/i7z3/jMvmB7huEyoAlBqAiVcgGzkhUkvT52ysRD5POzhWbfQKA72DgaOM1Oq1KJ8POiM799KnMVKsxBjwBhH62dnfnvP0mlIRLg6P3PhzPx0mD58vNtsgHMzfByoLrZ6o9gs1gy7BP1QIekYdLC/sVyZWLVQL3Qf9Qd37+BvXXxe01xCVASIn6pmc3GUs+OJ/Nmnh3UMjlMzoWZ0cOAtlrsdWiNsmJ10IocJngOANUspRKlOiIYxarc77Xbbdd3llZWbN65v3X8wCSYHg5Pj/f0wiK9cecpyDTK3JI4jRj1Hm+QJ7h9nSuZIy5jImGJxmkOn7OoGHk7zGIilOcOyDQihY1qeaQ/iKaHUNs0zayvTfHJq7TQ3jK0HdzzTPbX6RLlQMct472jHD6I4i8sVc/fxwyoHZqMCVeSnmY2pC0EynUqT7A/az6w0vvLE+p0Yv/rmz+ZXqogSIoHgDCP8ez/60Y3f/e4v/vov/6v/+n//1NkLN27dXl9ZMQzaPj7+2le+dnR0JKQUUhIAAVAQIkopxPDR5nbNxjV7YQIVQXxmptYZ+rVqdTgcLMy3Tk6OsjQHABEidIOEwZRDRSg2ILJMi+VMSSUhMC0ziWPOebfbAXlALR3q8OqzL1pe7ag3oJa2vNp4dHd7bbVx8fL6L1/7xeaDD77/0qof4e2TwkF7vH+SMmhQAhZaZpKQbg9IkAuzvXGc3Xw4E9TyM0venZP+SX/SG1mGaTsehhq7dxi/9pF47+50Dcg467dP/Jprv3Bmrja7BEB89+FnA39/plFu758AoXva/FTJcqWoE1sKOM2jo70Tix/MWPFmf3rvkTadHrRWTu1OjhebFyHitmtLRCFGNoRMMCnsLBmZhv29b/0AHDx4lAzeunm3AA2vUp/kHGkazrlpeFRxrnKI4OcBFkJwHMe3b93SDafVnFtfX5+GASbkC1/64ptvvn14vI8osqWYZWpc1AyHz1FeVcLNGcwB4QgV6q5d042aGwOUMlFwsGHoCEJD001NlwCkeaqkFAJe28gdPLNgVL5w5UuXzz1TLzWwEBZRFy5dkpAGSfbuBx9M+/HXLqCLjXF/jIZAn3LY9/O9TrRxkPSmsWvy87PG4f7+ZKTt7seZVAIoDCBisr1/lMVxqoE//zf/03plZmlp+ejkRHKRJymG8Otf+5pUCkCoFAAAIoSkkHnCEdBLrlOyaDCZrC0vNBvllMUYYynEfGvu6OCQUg1j4jgOxrDTbQsoc8ksy7Aty7ater1WKpXcz+lFzoNwmiDjeMhnV53FheenHc1zSstrq+XKXG3GOXt+/q/+7Z93u8elxtr7v+tfewT/9oPOp495bpjAYbW5yvlzi8881yzYDaInwkhPAu2zTfL+ve1m1Z6rF4MwaPf6SZYwIb36PCsuvt+1CwurGw+Gr78znDAV51mtWi4XZh7d2R5P+8WqM/XlrQN1ezcYR1KzCqZlIqUqJU9KOR7EWJNdP3p0rG2NLWgW93ujX994PMm549meSR2CNdvQICsQtD6/LqwGpfrf/fhn3dzNg3q7H947Obp1NJhkyikVCiW94NK52TnLclgukjiTSkopGWMQQJanmzubb73zVqd9DLF6vPWIS7Z3sEt2RoAJWDJsaOkMIvMxQAAAgWZJREFU5Z4pSZoTokuN2IpamsEJIkSm2ODpxCCVsmMCYcwCCIDu2sWCUwy4nyYpxq6CEko4Uy5W6gWq+HQaYsO98c5nms0XDfVROG64hXM1eJOoQskZRuHBOMwQgnm+tuTkuh6z/qFffu+ze0nGwARyBCjSsIXTNLt+87pGKDW07mTwr/7n//Ff/Bf/4mejwYk/Xq3O9k+GayunW62H7X6XM6EhAAHgQhACHZqVYLls0JSlOMeDLC+7ZtHRQNHGkvtxTCiBUJWKBSElocQw7GDia8UCF3kUCkpMwzAq5QpXKeMUI5EyUa02Vlev7u13XRNGwu/2in73+qUzM//TX/7b2w8eO7YnkJ3Fikw6eRauL1Xrs6WT4UDXoQGTSZBKNNV0OwdGJ6W9O+2nVohB2o8fh8uLLpVouWI0DParG9tIZYd+MteaL+prD45OCCVPXTnPlXHnweNPHj9aqhohL4d5e5hmniJ8pzO3ihyCpgxRatqO7RVUs55UmsZPb2QpHC0tlXKe3duBb3x688tXriw1F3fyvSw3eypsatbv/+iHo2mycffO9uPNX3xyXeVqdWW90z9KMk6pU3aqJraFkJqt4QkBSvAskApgy1JSciixUghBzrLt7a3dw8MLFy48//yze3v7JGC8Vbc1YguNuCVCM2UaWCrpFE0HWgib/TjWccCJ5iHCI2ZQEuYCKQAoPrV+auCPFftcc5wIjASkuo41DfTbXUqM9z751AWs0Sj0hAaLtePeyaePLDJvkyAYB3GeCQXU2vrCSsvabfduuuPf3Pww4UpJFvm5JIgR5lZdBDDjHAClpNRt43Hn8Gc/+/EXvvOtX7/zLiDUNOzRYPzlL335x7/8aQYzACHGOE4zSIRdqwimJFAAydn63E638/yFSwsrrUe3bnfaJ8QwoAJKqmqtHgYhADCYhAQT2zKUUkmScAKVAr1BrzfuCwixEgXL/L1vfwshWq+Qzcc7USzM5sb8UuvP/tWf7Xd9pazATx0TnllZUDxv1M+Nku54miqFFYC2W6rMzXx6603KTUsjg3GgK5VGdJgWFLUaTX18gibTcVUzP33UgykOo+hxuHvh/OWvPTNbKJWqBTvI+Mdbm3WbpH7YVSM9LyuVpzzPwbTuaDIKEXE1BI4PD5eXysbM9O3PHi6v1C8Z+pnFCrXzKO1N4qkf+jEopGmSxcFq3Xy61OBpvLywuDq/MHputLO7s/FoI4xG5Wo58BPTtbGk1YKbZmmSJleeuHLj2iczVS9N+dFJG2Ckm4bkgueMEIwwEVxcv/7Z4eHR1SefJDrFrusgrENdI4ATyYlpY4wcg2KgjwURBkU4MnRENDMdpyxXQhAulUHxoNfVKfFcx6J6pmMKdNuydNsSEuYZS+JsGk9mZ62qjt7q7oLpxEL4o130tJyYRqkgCrGIkzg5GQyH41GaQAOo7XGCFRIAIIQUlwgpXSNJniCKkQKCc0AJta3bh1tP9PpXT535bPPRTLnCMjZfa51bP/1o67FMUsZYmqZYkxLjqeQ4T8uFQqFWgr2T2fmFO3fuIACOOl3PLSCIgFKu6z3e3IQQUQ1ZJrUsHSGipHIcx7I0rrIoybmKDEP7wotf0g1DCnBweMJAYbGinr5i/L//+7/c3xvmgEhEgJQLczN/9L3vYYw+vX7tZApzqUzb8ifh9kEi0DFnkAKhYVm0dU2Zg0nsPxiGyu5t9zRYKud6d9qvFGQq7KcuGbfavD2c/ODCC3EWYqTd39rIWXK22eznvbCbzerBqTo/jAHk0oizwfFJfX1Nx8wgYOfxgzc+brve/CsvkiU3u38wnp9d+caL1q/eiamm51HOAcihnKPg9EJ9gp0oyQq25RUKKyurKysrmILxaPLo4fbu3pZSkhLcPhm+9PLLB3tHGGuXn7x4fHCSc8mlHPkTigkhVAghJAcQIwV7ne7rv3mdmLpGIKSUAIolkcSyMMaarusQJWmqa7oGacqEYZrto/ac4TIBk1QCpCECw/FUp0QSXKuWG/Xa9r1tgkmSZ74f2bYzGg0JQWapdO3GtZPHt740640CZ2egMtNIHJAGnOhE5WAaZ5AjmxqdEPqpdDG1yiWlVDDxlWDB1IcE2gUHZnmaMSAVoXrA07/8q7/4P/+L/8vGyQGEaKZe73e6ly9cPDg5irJcCEEw1jEilHBJMoRnZ6rdYX+2Ujcd7+i4Xa2WwjSlREMAc84o0ad+gBDWNc00EdEgUAgAJAR3veJo2DU1M6KTF194uV6rdzs9KeHB3rFXNZ58fu1//Jc/3tweQKILgB3Phko7mUbdaV6v1seMjsZJmKaOV4j9dHt7OAgmECKiQWVSy7aARErYeaaoRiAkilOiKNXJ1TO4dxQ8sVTcmvg70/6DdufMwmIQTch0/5unyP3jw3HorMDJj57zv7Roftg191J8dD923IJjkEG3G/qTczPNBw910wp5oPu0fO3h7oNds6j8k3YugYqzNGG5IHQyGPdTAI0KATlAEGKsW6Zp6JgA1y0LoR8e7CoJWJbPN+dm3Mq7G+/Pzs+7xXJLUYhpnKaGZROE+/0+hFIKIfjnKmudC4HKpSIlyLVtjRDd0A3boDoFCKQKhLGvYdYoeU6tISixi7ZpUYRJkirT8jAhUTCNwkApYej6/slRmqQIoWkc9fujNM3q9aqpa1nGfru/88yFJ4hVPpqmmZpc3w3bx2GCVKgyoCGAqRTA1cJGwzEVRJQIDYUihwQrwaGSpmUyxZVJFEWSS10RzvJ2MHr1jV89f/nKeDyKojBPM0c3lpeWIQCUEIJx0bAc3bJsbxIlJc9NRFYwnR//7Oe27Y58P2Wcc0GpVq/PMMbznDmOizE2TcNxzDznAKA8Tx3HYHHQO+qeP7XwzOXLYZjoupGmzHWdb3zx3L/96U82h127UMyU0lyrUPVOnV0yPT0IJ5zlhXJZ5hgwJeNUVyTyIymhpIRhZFKrYNq6hsyia5Y90wG6ZgCK9keT27t5GCDqun/15sHJgBVtbXd3Iwr93cNjQoxL60uWrsuJ/4dfxqdPWTf3k92TrJ9yfWn97BPPIgwwwcQoHe/HFE/jnP36k9FHD/NypdZ/PJhssuWVlYyznd1dzrOWASjDXLctAyIEMsYEkJgSiKEEIE5zQs1quaJrepak66tr773+7rn1c6urp3YPjgaDUZrkpmk3Gs2zZ8+fO3u+4BWVAkoqXdNcxyEIIYQkwLrlYIQBoYQQrBsaIVgi4BYLroavrDRfeO555JgEI69sYt0mmsFyKaXkQiAANaK1u51Rp69rxDC04XAw8UcIyP44LGiobMMhU6++/+jVe50BciQhfYaSCERMxSzFSGJlISmqJaPgWETCMIpTxriUTEkhFUDEclyv4CiiOBBSCsyVpVnINt/9+EOZZLVKZTgaO7Y76o4unjkHEeJQKShtnbgQDP1Br92fmWkWi+U4z/cPDgFG42kYp6nvT+M4mZ9fDKZhsVimhGKMDQNpGs7T0DB1wzRLxWLv5KTgGF995WthkJu2EYdCsOirX7x6+9O7DzaCc08v1asGABIiqVv6NIvLJddztIcbt0Eeu5YNUoaYolinOtFtXSKZC2FC3aNG1XGKpmEY2DI117KKngU9O0WN+1vGtfviSCwicwaxmKpo5/BRzw9vHYz+p79/eLA1+eoFf45Pb22xX09n3trXd/v2FLpCsJlyaXl5oViqbQ4j4IwzaQyYftgPPV2bNYiF7cXWMjWchbn5cqG03vAspQpekcAYQ6WAQggRQiDC0zhhOQum46P28XAyXjt9igkZ55lm6vfu3V1eXClXKmEUpmmaJOnNu3d640GjOatTE0KlgOwPekkaI5glWY4djak0BVxQiHVMDUINCB3TtTUd+J2GZZbrxaVG/dy55ViYQRq5bhEpiTXkaJZOdYGgxgClOM4DmeeOZwiWDgbTsw23okNXWAHIn366ZWuQSr0oyNl5+9RKsarXcQxgGjdrRWxUb91uRwopAGScEw4QxMS0o1z60ziNE6AkQ5JToDDQkO66ZWpav/rNry+cOc0480oVkYEisS5cvGC6di5yhHjLs8aZr1Eda7Zrer1wWqlUe4NeFCVZyijBmqaZprW3t7+1tWUZluTAMhHF+Pe/+/VCwTEtQ0PquL3/gx98S6e1vaPBqdNrTz/13JWLiye79378qw8zoHhKKp5FIIeSSQA4tk66wd/98vV/9/rrb77329Gk72BNyyGhutQRsahhaFXPBUQBDUOCMJIGwQZxHNN0dK1o2JbJM4SQBuo2txFiDI9T8eBwM4mDnLPNMedQPKODZg6OtuhBVxQapajD0mkYJYOSV9TdAgO8cmopl1XAmAtFEKSPN6NUUGNpXgmBqVkqWp5tR1EKIHFLcwlQWAElpOQCA5glOUPYRGjSOw6SkBr63MLitZs3i/PV4mxhdXVx2O0/3Hy8sLycRHHsB5pheNXid77/3bOnL6RZIiQDUEKkEAbG4dZ2MkohA4QSjPHn4AMAABOEMMyybOvB45rrPHG+1ZipTcaZ7RSoBpN0qlNd07BGkUY1XdchBJ1ON4oiwygMh/58AS3XyWj3fUoyzPHk3v5ztem6Dr7+FP2nf1AyWbtq5LOuXrO1gudGSepPQwQBkkCmrFYo1QolqFEAUBLGURjnKbc1C2GciBxKgZQwHfPO5sNo4s9Wq/v7e0KDSZpdufhEySspCXTLOxj5w75fn5nJGbdMK88y17XHY59giiBZW18Pw3GcTBiPKQXb25sIK4RwpTxTqy8mYTxbL0Vxv7VUWlpYPzroe0Xz7PrlPOu6rv7Xf/urBMhcgfYofnw0LpSr1Vr95OjkaG8/GI0H/T5AMMcAAEQRIVKdX1370ktfevnqC0+cvliyi5IrBBHBlBJNp7pONYKxRnQKXUiF4SnNwrpFkjiNwzRJ/SIlBYMqlUuZvLicL7rg1zv4JMy0ULR3BkLotlfViy5yC51pdjyITrrDjIE4lsFUJBHePRlNEc4MnSueJJNa3auUHH0UabYBPUuHNMnkyclgNI6SVCqpCIAE4iAILEIvnjm7ef8h4mptZW3QHxi6PhgMEpaPxqOV+QUXa1VqfvnZlw/3Dofj4dLS8sLCEoQYAIRu7neUqx0NphnBAILPAVFKqaZhjKCuUd3QLKoXTa1UlFkmkwQmaZbxNMlSBCECfKHVqJZLxWKRMZ5lGWdsMp7muTw7Z+VxZ/9xljOr0jB++P25L6xjnFkTgf76Z3sWU8s1tlgDltC6J13DdOuNOdu0MMYAQaZEtdkQOlUQEUhYykTAbUGNVBIukzSWnEnJsaW999t3z55aT5NYdyxCtbJbEhkHCo78+KMHj6d+Wp2p5zk/PDzKWarppFgsCS6r1VocJQAKjBWAolh0dUPXdQyRct3Kzt6xZ5vLrZk49CvV+qgXZDEbjHq//PnPKRm//e7bUQZhwuQk9Q8n6VQmGRMKOrZHkKYholPNsiwllWASCGkZ5uxsHSLoGOYrz7303W9+W9eMKIgRwCzjCECW5RqhBcfRdUA109LrNmpEMtc8jG0ZyGwYK2wWNcs1THpuBucC3Ilc7tUiBXPdrq4sV1qVZtkwiWrWKnNlr98bAIWb9YWvf+k7s/Wlr3/n++efeUor2CZyonFQdUsqk81ypTRTkRqlimRcCoXSjPf6ozhNKUD+cLS3t9+sN4q22z0+efbqU4dHh9VqNWdsNBq5jiNz7g9GBdPSuHxw695vfvU6xEDTDMd2W3PzUijSi4WWTHsj7FmeaSKeMwihlEpBCRHABBmGJpQSjJkWilIjyULDkJgShI2Cg7N4GAQTy6oAEH0uX3Acq1BwSK7ZNDoZH+8xTkqeadpv3xpMh/m0GO7eoX/wNVfTtA9/q8Iw1cig4tQZB8PxVDCFMMohyizKynZBNZLhGOVMIppiJINIxrFGtQwikKQEYYLJnY37X/n61wqOLVhulmtIgtlq/dHjh9MoU5qppKpWq3kqRJ5DCKMoGA3HhumYhgMhaTZbo5Gf5QxCdPbcuYVWfXf3xtbW7q3bjy6dWtERgIrqWiv0Y42A4cA/szJz9/Z777z1MSN1V7M1XZtGEUQAYBLHCWPcNi2VxURIySTkSoOapmFk0t/e+N2Uch3Azz758NITl7/19W/euPFZr9+mlAjFJOeKiVylEqSCEeZPjDzUmVYpMKNe2W4zjiAA3Mh9D8ok1j8WfKQ4Rm6EVSiY5+Izc7ZFzE57dNAJDQx+8L3vPnrw8KUXXhA5V8vZxauXXcmyLNq8uXl6Zf7ep+9yqIuyoTK2t7kzM7coESQaAUDlWS4lpRAFSWoY+trpU9tbO5VqdWVtFRgkz/OtrS2NUgtRaqBsGiIJNEs7ODpeXT11cry/sDB/fHyiaUahUEIoQzBhKhBhf8w5/5y9T9NEcq6A0jRNN6iEStc1pNEgwWmeIQKlgozBgleEQEnB8owJLpSShBDLNEbjrlNworjvi0QtleqrVWjW374pFxpzRgGOoPH2p9HO3bFrsEKBuFYjS7LDo+MwjFmaYYyQpZWX5/oiZhAgiCXjhmU5p5ZAo8QcnTua1AnEmGUZS9Mcyt998vH68lK/3R4NR9Px9Nzps5blJDmfJKxUrFBdj5MkDCNd13v9nmGaGOEgCKq16uLCSpYyyQFQeHV5GQLZaDQ4VwCKSsmZn501NUdkRSBBngXrq6sZa/e7vWJxZmZ+9tSTl7gGuQGYpRSGXAgpRTCdIgyLntcs1zxqVEuVQrkcqzwlwqt6jmuePrv26c1rn3124+UXX5ZCxHGUpQwooJQKwyjnSgniWZOvvZh9/0XxX/+p/X/8zwrPnwpWG5QN95+e1V9uakddcSe3zQI/OOkriUyIzs3WWlj9/RvX3/zooVVZnGZS5sm59ZXDhxtHjzYLjvn4wa21xZkffecr3/rqE5AfzdTy555fPveFK+sXzr3xi9c++ehjCQUmUAFpGFTXNaRAOA0uXrqUcXbUPlk/c3p7bzcMgtFolLOcYOwSzdZNr1jUXWuSxWtnz5q2Xa/V8pydOnVKCLm+fgqVHZJzejD0B9Not91lOVcsJwRQSADE7cFo//jhaDLRsIhiN0pSXce1Wj3LMgBVkkVSoChWx91hEE6QrqdSRCwWiCE2/ujx/Z2x106KsxXHsokw7bduD7Z3rWGcX2mgf/pKYdblEMeehwmQeZwYGsUEpNPIMIlrmw7TKcQmxEgoRbHJeNEyEcFcCiUgEyKXIhV5mmXTUa9ZLRNEuRQT368Uq/VyXRLEmax6phQgyIOBP6SGMR6HllsUECCsZmZKUvHDo4NiqfAHP/xB76SdpUHBLVMKbd32KNJFcmZlBbEgjuIf/N43nlx1/vavf/X2J92hEHOt1uHgIOBT0yaOqVEiFcgQEdgAPoq7KDKqhfrplZnTC7mtcpqdObtUN2ysYG8wKBUKjx8/GPRHq6sLWZ5LyWydU5InXOQMxUmGWHJuBvzBk3mrbBCZ/Tc/mv1//SeFxVlZlCkgirmmzBkT2LLMar1y9cKFufXzoTkXW5X63OLg5GClWU0mfcEm5SAAnYFh02++/ML6qTPSLF9+7hnHtJYunK8hJ3+4vw/Y73//S00vHx3tuQXLsKhtaFgKglSC2elTa1kuzi4tR71h56Tbmp07PD5yXdejuozjSTLVa8XG4kIvih7tPDo43LYde6m12G13i9US1BE6tTpPEIwk4wp1x8NRFKRcAIhjLoIo4tmYwmw89jmTSSLSNCsWC9VqNY5j27IEkGGW2cUikzxnec5ySkkaZa7u9eODe8fijRsnEmkfvn9n89ZDPT+6+jQ/tWBUbNdxjI+2xsq2CJY87lAMMSXEsQqLs7BVEhgBASKWRWmSQ5BqFJeKzA/z0RSnTPkxFIISouuapmkIoSBOTk7aM7VqnueIYC7EfHPOIKTkes3ZOYQJY4IxhjHlnEMIgyBACN26dYsQwhhbX1/HmEz98WjYtyyLcz7fahqO+2Dv5PqDrQxMn//Sk4vrM79++/Xbu3513WrNLxABx8NBrVbTCDUIdXTDMy3XMF3dKFo2kGJ7f3uvc3Dn8b2MpZVSabW14Jm2qem2YZq6LlV0ctIxcCPsJ4te++oaXawgFXWmk/54Oto4Cn5zfbzZFvd3gtubwxEnQX7y8hNgrc5MQhWJDB0e7nG7QjMGnjy91qgXfaXNzM/vdtr/5ic/v7G5Nz7sriwuXvj6c4tfufTEufUnz13QNYdxwvXqlZe/MyMrm//+t3/36vWCW3rp2VONltM9ORz3u83GzNLSYqFUuHnrlmFZjzYebT14WLLthUZDB+ijT343NzdXMB0soeO5VNeSLLt3/36tVndsW9e08Wi8ub2FKZ5MxtVKGWGoDIJSJKfjsT8eB1kaZnlvON4+OZ74weKcN1stZ4xPgyznUDNM1/WCIJhMfExwksYJF/cfbx4cHVx99mprvik40yE6XbHmZpUf4jAVnaPD8ZBPeuOnT5f++OXmAklBzu/shrM1rVGIi4Zue3UuhOHa0qS5RbSyawJtutvWOK9pxnx9plqt2bbLIAhEhi2D6prIUsW5rlPT0rGOH2xufXzt06X51nA0jNKEc352dV1FcTyZLMwvZDnHSEdIS5JY1zXOmVIqy7I0TRFCpmlyzre3thzPFlICgIJphIAyvMo4ww922xLpz7744n//Z//642vXvvdFm7f1gmcOwxNKNc9xMEQQQh0jHSMDYwNjVzNcy7RsCqks1wqlcmG2Vqt6JUMzdE1jeZ5ECUJaEPmcTVfng6trEc225yv48moDKZPneJJ4H286fTn7YDeLQePhwHr/oU2wWj5Tm3JgGdVzl4yV1XKa1S2npklGFNcKJQezNOglmf8H/+D78xdO//07b+9Gw4Wz809fOOeaLmMASASkW16+FEToxv1Hz/3w25dOLU6Ho99+eNcyyP7jR7HvZzyv1Gqnzpy+e+/unTt3G5XqwsK859jT0ciPw0G3V3ELBqGCoDRNuydtwzTLpaLkAikghShVSgAqU9M0ghGg2vLikuYZmCUoTDcfbWzvHxx1esPJSGSqOVvVjMI0iEfjMIryMIkRglEUIQSzLGNJDCDyp+H5M6euXL3y4NEDlueuRZrFuL1/4tro6umGkQeFomUUXV1zP3sjni+IxXqQTpGbk+UiRDI/mE5ywaM41i3LcR1DSB5mw4PuZGc/67VBElxYXaFpnkCZGYjbmlMuUgiBFLZlZizliktC7j54ZFBCMNZtK+fs9MrqlbNnS5YzU59JMi4lmm8tDgbDQsGL4wRjDCE0DMP3fUrp5ubm/sE+AAIjqCRYXVkreG4QZ5lQs43meJT+xb/597967b2CMftUs3n1DHMsaxQpivFkOKKEaIQAoKSUCkiEEdWoaegGRc2Z0vrywuxMrVat6ZoBlSoXSwRhUzMIsrjKEBh9//fqz7x4jroeB9r8/OLc/Kmza0vNet2P9Wv3R6MJ3d9ntzbE+7fcGxvGu5vxGIp6PRntZ1ShLIsWWgumU5xMk7JlL1WLqd/79leev3p+5at//PuNuaXrN+7hUCBIOKICIqKkIUEQ58784oV//IPVi6UZ1755/2hp+el7t26YSG1vPEzTtD8YLCwunrtwwfGc/ZODmxv37u0+DtJIMIaE7J6ceJVSqjgmeLY+c+78+dFwhCESOVuYn187vRYl0aWL51uzDZRI3G73TJeuzZRndVtE2TSIwzSTnFNg5Hl+cDTJcgGhxjgMg8hxnCRJHMcxNA3kuWd5rulcOHX69t1bOcsMQ6NUdtP25pGuFfVGTfvuF5+u1glw9J3j0VfPhqcd1x/ouFXbkWBrGKXMkbxCDQNhJLLcRtQzjMzSeMFCCDItC2G4ebgRpwEFsOgVZZJnQ19kORAcY2jZBjUoIjTL+WgwKJSKKWeMc0c3Zoql5YWFcqGUZgxj3TTtXq9fLBWzLIMQCiFKpRLjnDH2uRGJsUw3dCnl5ctXPK+QZiyYTiCLqiX78GAjmHYxoX/x+uOdsY6ISWVMMYIAKiERgAoBhRUgEBCATc3x7KJrNYoFTQnAGUAgV1IpxRlDEJqGyWVimEbFm7ewtjPIjiPz5mbvvY9vfPzZ+6PhrfOrcLVFskwEg/x4J7h185ilw/6A3dsHSvK5isaG0tWDij0HFevFsrl87tN33vqzf/0fjsb5S1/9TsZU1bC/94Vv9kbpJ5/dv/FgIxJAIUSJyKWfjgY13Xnya184OzN775PH3PSCdLg032jNVO/dvvXg4UOFYBCFV5680pybO3v1UmV1fuXJ8y99/RUTayrjGtWUhiVB/nR67ty5o6MjJaQSkjF259btn//y58252dZ8a2lhHukSDXHeDYKt8ZQQOVvyLM3GuYQSRmm70++NwuTz+08hVKXWyAWeTGMAYZolUkEpme1Yv/302s3Pbji4QHWbwfz+0Xiz16fU6vRTirTF2QrK+QSU/z/Xcz+ZrFXzaafth5ZmO1YhdwqRUFq5VNdNM5ZyJIVedAABCctzRSSmHDAEGRZQY9CAMFdMYpQL1ekMBIOm5SJXzzE/2DuYqdUm43ESpwJiiDUKKaCUIGgbehIHSRxgiDVNx5ggBB3bzMfR3Ezz6lNP1eu1NE903aLEmox8ojDW4ijlj7d2FxZqLJ56xIhGw7MLxe4OGk3YOOtLjDRCKcECCAyRhgmFpOB49XLZsSzPKVBisJynaSal2t3bZYIhTKQCuWBA5Y3qQibA/W381idBN6ETAfd6vpDpTMn83gvpn3zNc2zNZ3KSiCRK+pPeZ7t9tyRKtv3z9/qx59kzCzP1+Y399tF4f9De33i4v9M/uXzl6unV057j6AL2x32DoNuPN9+9dufexiYlCEsV9Tthv//Whx9vPjz6+PpeL8jKNqnR+JUr50cTPw7Sfvvw6HAfSdLuDB7sbyKqnr586dTCisxUo1qBSGVAxIwnk9TvDR8/vldr1TWiZWmGMVZINWZrywv1gq2LHCMpONOxbjpTATqo2OcWG3USpjKmDFMCIIJwWvCKnuMRjKvVehSlhFKoQJYmXEophWmbmRCTyRQBmLMok+HAV7Pzzb1Hu+2j0SjkAGoy573ptN6cXZjBzRJZWp7VPKAXTb1YHU2xZZWqpVrVK06HE5NaFsIySRSAWcSyKINMijBCQokkzVkmTCwJkhBmTAiBeMa55JLAvePjUqGAAbRtB0Bca8zO1GYkkFCp46MDlse6RqMgQhCbpukVXEpJOPbnZudc1yEESyVLpepwONl6/NgrFdNc3Pjs9uJCfdjZ/+S3v7UcD5tewSlh7AMlhTQyLiQAEABNo45pF5xCoz5TK1V0QjFEtu1yrqI4zbJ8Op0eHh7602mapQCiOM7On3mOMfjOB+9/8Em329d6XWZbVqlIWJyMxlG9AW036I/jUQwiQUnK/k9roCXFoGedvmhoxZKwZ4l7rjM5WVi9WCw3f/Haz46CI69sXjp/6sHtGywOOBf3Nx+ZFOuGfrTffuv1t/YPjsIk04i5u3cYQnR0Mnp40Ndce9I9cjBmAn/wyc3t/aOp7288ejQajn71699ICK5cvFp1yhu37k26AyVksVqjlp1kuYrY1XPnszA0de2ll14sFYsSiPps/cLZU61Gueza+3uHRNm6JjQUpVDyNOzrSv6TU9GHId7Iy0XXBiLXDb1YnNU0AwphGHpn0Cl5HsUg8Ee6ZUKsUYn6wzEmGtFVPjmZ5NOez013DntThLTtwy7TANRI0eUa6xnVMtsMd44m1blWQTkJKaRq37WsaRCmgSCCiSAjGiUQcYoBAFEQSZYbGkUAMCUJpUIikUoFlGFZcRIrnkNKdcMeJgFFmCAkpRRK6rq+sLCQ53mSJqalJ0nieYUwjHXT1jSCEIQARFliOla706YECZHrujEe9FurTanh6+/taAicWvTeee0D19a7kR9hMtjNoadVqsZpeGavvxfkmadpnmk7jmMYhm3bSqksi3Vdp5T6vp9nGWc8jmMppVLqcytdsVBaW7/4tz/9K5lHKiNh7gNgezT/4gvzUSwYJLd30NbepD9xJHB5rnTdvh2GLVckLvu737CVORcAZxzhBLCvfOUlSxMfDUb+zubF+nK90fCHw5Jjf3DnsygMdcNYXVi0FDk+af/ytV998aUXUj/c7wxbi0tb2ztzrblRv++ftJ+++uR793YW59dDsXvz7v1XvvDyf/i7v9nd2/3O733nnV998AmUk0HP8UqmYWZQNZpzg97w9IX67s7DNJ7Gg4mwpWnpTXPWtPTTy4v1oi05vHf3M2SXi2kUZVEcZim3DK9cKriGaWhEA9WSUy0WlpZOBUGyt3dUqVSjKEiiECiRxlGWJmESAQSllBQgHVEgIzAZHO8d9oeTW9dvHuwehWm62+7t7pyUDP3ps/X504vv7o03xqrPnb9/NxtllypzTy6uzM/NzcZBMOr0eJRkkyAcjiGE1NABISkXWc50qmPFszgkECkJAAIAI9M2NUNHEPE0y5IEYJQnaa1c8X1fAbC4sHDu/HnGuFLKdW3fn9RrMwjR6XTKBdc1Lc0y3bU+/vTj4/ZRp3OiIEcQQoQKRfvug/uDQTTXKg36J482HhPdUJRKXY+wlUN1cLilU63oFTkEAcslgp9PEssZY4xxjjEmhHDOgQIY4ziOP7dw5zkDAFx96uqnt96Pso5bItV6FSg9y+Th4UES+42GuXvkv/ab5KS7Mo1At9vRcNRsaj1a1KC50CpfecbFVMuhfndz9/S5U7rhU+o/feXSlfPP7e7sPXj08PLl80Sy4+OjhYUFjWq2ad27fXs8GnOhXvvVG6++/jak2mQ8rFeLZc/dfPhgbm7+45v3V8+cOTc/7/vD2dnmg3sPbt25vrq6UPPKWw8eP7p7D+R553DPJKhYcLqdYxPD2B+qLC3ZTv+k2+m279672+93m7MN2zQt09ve3t/d30PdbjcPYkKwszgXlmo9bP/5PfzpkQAoNTRV8gpJBMMw89xitVJL0tgwqOC54KxSLp4+e4YLAQEgCNmY8iQoccR9uThfLzhmpVIOGR8FwaQ3ahra2RI6OD55NAahghxwbBY4sC2rsNCo9E7ahmHWZxtI0zAlAEKlFIRQUAJ0DVDqhyHC0rF0CtF8Yw5TChDM+X8UnwMAdKLpuu4PRyWvYOg6oWRpcclxbNu2TNOcazW7va5l2SwXhmmGYeh5hSRNiE4llJZtAqAMgygFKKGaTobdUTAdFqrog49v+4yOwhxIpNJc8ogl2cHB8cOdh1hATTdjJbvTaZplQghCCWN5kiSfP78UEihACYWfN8QyDiGoVmtxErW7B5pWCEPU6fQIBuW6ngC2d8LSWAiljSa42xtAKFxHnTtjfvsrc99ZyP7z74yn/nC0VyD6jJ9nUBNPXX6mvdcF+fE3vrzynZefvHD2wl/+27/66U9/3D850qlWq9er1cq1658yIJ648oShmQRqlVotzWLJonrReHTr0+XW7GgSHI3Tc+tzaHi8utQY9ntZkpw6u/bKl7/43ptvz9a91mxFw6pZrfqdQ5WFUCSEp6NBlxJEMPZ9//DooFTy1tfXNJ0mGRuM4nc+uJYIQPZ2dk6tr4R57jMJpj7oT2JklE3ZqFsFE2Ds9HtjAtH6+hqX0p8ElFoEwDhNn37hhb1OjyKcc2ESbTQdHO+ddA6PL33pCpg1x93p4kwtUHyYqTBk00k3CYtcea4Nz61a45zsd8KN3VvykdY53sQKzcw1OtEYKIh03aY0jhKWZsCkSgGhUMxYsaCrjCMFnzp/MWf5Sa8bJTESSjDumvaLzzzrGLYCQENkOB6Pfb9cMMd+mGVsMh6VinaWpZquaxrhnBENeq671e0CLCmkeZIjqCrlap5mtWpF07TxwEcgTmL04NG+wkbOUyAllIxqQAoEEASYAcmqpSrwIcujII5c24ZK6bru2LZpGYNhH2GQS0kxwhJJAAFCBIFWcwECKIRCogglCdI+0FmzWqs3V+M4HEzHaZrRinPqbHFrNz2/3lxs5b3OSQ+Vhpus7FkfbMgqhIN08MTVZ13T3XqwPeo+XHS0L768HmTZaNy9v7nRqlYt20iULNVrpf6YRZEQqtNuW5ph6c5M1UNZfLy7k7Ngde783/72vcsvvyRHvTkbNg0lq4Xjk8H3v/29pVbr+YvnD/a3ZZYIAcaRPzvXePprr0wG47Q7vnZyRHVjmuZMSgn42un1C5cuVoseEPDNd94/7PY1y0KWbdfKTtXSsq6fDxjJTSNTMOMlJGeKtp/oYZg1agXdpEPfFwJLiaIoRlSbZurddz4s2k4mkiyNj3qHwTjzTUtgwXKWZpEiYH2xmIlIacbhdPrqR73f3siisV4qlhQU+yf9a9dv3r5/PeHS81yg40QxSYDmUcs1bFMnSqEok3EGJASICqEYA/44xEI+c+UqNnViGRqhBtZW5pcqXiGLwpjnpq5ngkEEQyZSDqM4U4r5/qRQKAClIJK2pZk6JhgiQOI4ZDE3iZHnUcEty5zXypVcqEkwbc6WNu4f+GEGuRCSZ5IpAhTEkkDT0VGepyw0sO5iU0dqksY5YzzLOOMG1QjCEEqFuILAsEzHdSFECiCMQWt2YToaeRqo2elMFWGdBpnYfrR/sLmvALjyxLkLa3OEAj+Mq8XMEyMdgEkbJ1H840Prw5sJJBnWDYjtS5evTkbd+ox+8dIXf3sz2uu2f/CDp/7k2y9dOH/2KMqm4VRI5tnObHkmzvKHDx81GjOQgNFk6HqG7eih759bXf7w03vlM6tPnaof39kKJ/0rlcKVs6svvPKlZn1By4GZJyKclrwStpx2Gm5Npp2MzZYb2dgvz87EkCZYh7ZRLLq2a2OMPMOGku4en8SCcZYTKcj9u9sY08lwaiioS00CKYSaxpJYM483+xlXjHHTMJWQpXIxYUkUZOGUbf/mLU83TN3IpAxEMhkP4zjREb57+8BsFHxfjCIQnEwBRZxlnl5BwI44A055kKLrdzYxcQnCBde1DBNShCkJ4sywrJphAqGYBCbVJUu5lIhipdRkOs4FRgQftI+//pWvbx/sbx/sSQEhhJplfHz9mmKcatbSbAsAqJQCCnxePWea5nA0XFhYnE6nn59+XM9kLB+PJ4bjiVzajtYfhbpm5LmwLLM526rVC5ZH7rz+CFLKpGQARoxhrGGhLIJd3ZhmTEAYszTMYgkUBiLMEiGx69kIQ8ZzXdNzzk8tzPvTaZTGUMOQQUKQ4xpROHj2zPzmyW4OM3EYAYu6XnG5WQ38/s7WTqkkzTKoVfDT6/rND6I3troXrs4p6c7auwTPHTF9GkSXLl1UXCTh+OXTDbtcALl20IkXatNTjdan1989DMLzl5/TYmggUK86bb/SOTqKw2i+OdcfDwxd39152Jwpsbb/Wd77B2deHN3vfnjt4Yypqs26i4z5tXPvvvarlldIh6M4ldIPc4xdtwKoMTw6XnBLYb9dadSmDGi6nnSP11YWm63ZLE58P7xzb6Pb6di2LTknWcb9qc+ZBJBiITAEWNexa7pebRKi3ihDCLuuQyhljOmahjTR7acJA5PJ+Mrp1W6nk7B8FA6zIMYES0imE7Y/OAyybJxuIBOonMyXvLLL0xQejdi1B7uaBhm2XNsBShmGrlEMCMQ6mZudSeNUk5BLlee5AAoCRYmiWNqWYdDCIM7jJBtNhpqCP/zGt48GvfFoNO4PR/1BkiSU0izLAAQYI6UUAAohGIahZVrdbufMmbO93lDXdd2gs7Oz0+l0MBhU0IzgYhqMMJWE6Ioyx3X6vaGuyYOTg/ZwZEAL61oKlFMtQwCzLDEIRpITokFEIFYScgixqWsAIQFkwaUYgCwXCoC5ZuvU0upHv/vIMHSAUTCJNAOnWeQHI8egYVw47CU5wTyFXKlqDa0sVP7nu7t/8vKp5y4Y8WQyGof1tdp9ph7tCj4aPX2qPg3KaQ6iFF69fPVwb2euYpcNGIRpuVJSpDpqT99+8xpHjoT5xv7ulXNXomCCXdpsNaf+5Nev/+YbX/3q6eWV8e6Rp0i9UH710w+++/Wvbb3z6YbkMTEHeRr3/IWZ5Uc3b51qzIyO26btaY7XmYzCnNlOYfX06ZcvnLn27/+WZ0mwvW/bxc39A8cyWnPNerVUdEubjw/e/eC3GGEEoaSY+P7YgNSyLaTrbDyc5klCNFOz6tX6eBgjbDqWdF17e3vLtV2D0mCS8BwQQmolu1wvdg57ec58f4QVkhqQn+uRc44gVIJlU/7cerPhaQr7W+1Ut8xE8m5vYjsm1pBOiKFTx3Iw1Xr99sJszdGqhNq3Hz7MNUQ8S0SSKjlbcEuWCYDGSZSkabHgaZpma5o7vzywC3Ghki8sx3GUJEkWCyEEQkgpoJRijI/H45lGudPpzLValFKMiGObnud12j3P8/b2dkzDNA2vVC7lmfRchzF27dqNubob8xAATBDlQkmD5BC6pm24TkkHcRhJjCzDDiZjKATGqGzblmXZGpirFye+iNOEUp0QPUxCiMD87Gy5XP7g2ocYC6CUEPjjO5sXl+ccQ7u2jbNc7B31RNa+dLq0fq7h+/6tG8em4U1Zbbd/OB0ZsDdZWSZ5IgZZa3XpHDRoySsOCNU13BmHxyN29snVGad679e3/JgfT/3nz68dHh7u7j8qz7ZgBNbml3Y2NiOW/c0vfvInP/jBnKmvNZd+/e77ccErTdlmmoaWY7ikN5zQiDthYhOoZyFI/BhhiRDUcBzGz5y5slKr3X3zTZJngeC2bh34o0q9YlsmgMC1dJOSdnswDgLT0CGEM805ggiIwkTnQqaRRRTGZALyHGqKq8DPCLQLBYPlzDKtLEuQUn7fb840M5G7RqU77BGdgBDkSQIlTFkMkKI6RkJCyS1NX2g1/ujrM+29/Rjau+2MM8ahgphyJpSSVKeY4Fzknuc5uV6kiubjOweHQie2WcqEgiyyKbYoZr5vutUkCFqzzZeee960LME5m0YyTmSap1FkGGalVH/08DFjjGACEZRCZlk2Ho8rFRcAYOhGkEWEUEqpRjUuRKs1B4hQAnquZ9uQMV5oFPf29tonJ6fnV1uzTaSQTggDMhfC0GjKOEVUgVyBtFRrIQlZkiIoPcdzNB0r6Jq6Y9BuL5pMfMbV7t7hnmOUPA9DqEFMCEcYcCEgshWnf/DlPM/Egz+DkkgArHYXYAaev2obCm8d08MJaJZ61ershI1ePF+mc0DQuceZlSXimWeuRtMpUqpWqw/yxJudnSnbJaCiuxsaRC88vX4Ji69dPv0/fPbwo+3D88WZnWTn5Ph4aWXl8cHOv33jF3/89W+GRyeh4dqY/v0vXz0sGaSjffmZSw/DXm1uYev4uFU0R50DHYMpizuD4dz5MzOnV+rl4s7tmzXMFabA0wdReBiNL1w83Ww2sBRCiG67+/G1T6lGJVCA8XMXL5BireSb1PVHFSHP6Iat818y0bKMfIpprUB5blpOzhXhrOSYw0G7NrcY5X4c+YOxbBZc10n628Nef4SYinOMTCOSIZSSG87ySuHZM+SJFpiv2D9/l6UJVGnGIaCaBqQUucAAEwiB4Ik/bhnepUax0XS6HwQPRzKMQysCJc2wTcxyPppkmA3PrKx+5YvfcHW72zvsJMN0f7I16AV+B0ifIh2ruuGVBM8pxp8n9/NUGpYzCoaO7QjGw3BaLHgWBkgqhBDAarZWm5tdPDi+Y9AG4kK37N729vpCNQc0DpllmGaZsoRrgnqOPvKTEtV/+KWKZeuvX6s82mwTqrE80hHMc1k1gGuQURD1+sOTzpBzqUGYKdxP+1EcHzljizgKjCdjf67VeObySdWaHPQdSH2SaEQjTIqQZds73NBpa4WOJqnnFu48SnojBoBDQ6021+geH62vrdWLpj9IFFAffHrvyy89XfMwYEZwErScpe17H7sV+9kLTbh/658/9+Sf3zhiQPn9keYYHrGrRqU3Pfmbn7z6lVe+eurM2e13P+WaM6uZQEcPHmwT03WX5lG7o49HSa6woZE8LpZK3HE16jiD+Fb/OCiVTbfW7nd3O6NxFn7ZcsuOTbd7owf9xyAdBiNHB7mGoygfHI7QxaVWRUcuFgYGLFEgpVVlPFVfqM+YijJik2kaQqg0QrI8D6M4iNOJHyFARJrPFLxpEG883ow4H+ehPaOaS4ZmkZAVy4b6+pNsRof3j/mtxzyIzCQJRZZpGOkEQyXzLM+zLGdMSOAH+er6TGOWKBadmi9rEhOlZ6k/0/BKJTfn3LS9mercV7/41XG/8/obv/wPv/r5tQ/fn4Q3t0/20mT03Ze0f/StyfnTtx/v3OA81jWMESIIZ1niufZkMv68z41grBSwXJOzzNN1U8KC50kpOp22ZbmGriupjk+ONcu4eX/jnfc/xJoeMyEVTIOgv9OlKT91qsbY1NIFYROlxlxMiwWzWvaEBITSLE82dzan/phLMYmSkPFY+BAnFubjw03GE4C1/f3touUtFLLWjPrJOwrwqkQgZYmpM8fkxDb6AfrkTruXZh9upL7QqBdX15P5lTOjSdJqzl04f5pFsUW0ilcMo+iND343ORo++ORG9trvZv3kqeappWItm7ShaS+P7/9oFsS90emlZQ2DvcNtgRg19HEwDaYBkPJGe89p1AqKNKkFXPp4Z/P6bz8uY2fsx0CzILWo7cWEmApfbLU++OidNEtHUbLd7h4MRjnitXo1KBpzRvn8jY3Tv3vARu2ya3LDsKYKVwrpZIIiP82mEUE4NbSHVe0DCvoe3s8DqJtxqgyzHKUMSqHrNE7SaZTsHR5tPt7FEjWKnmuCxwcdxlJsalIzyzPu3Hw1zyU3RlWdf/G8USyc/Pj9zb/7xcG9O/sIcNsyIVA8z5UUaZ5NozDLsyzPTKjmamq2xGoWzSeDgu7auusV7JQFg9EQIr1YrDzz9Iv37t579903/KCnQfzcavNLX3RXV7mJ/GdW1Aur8qvPzZeqOsDMNDVT0ymhWRbN1CvD/rBULOZ5Tgj1PM90nTCMTEh1AQTnQTjWdS1NuGboaZqOJxNO0O9u3L5563YYRkEqYgTNqgmwzvM8DeD2br9cBGeXQ50ICjQCjCziSZojAtI8CaaRVDJNs8Xl1fOXrlQaqzkDBg4unzEhjLnEg3EvCae6IMeHILZjwKZMIUCAbYHFpnvpnFV2wblTZxuzXlmLL7nsP3vB+87lRqlYimO2srwEZZ7FiWBcx8TTrOOD3gdHh6UOU7snuu9XY7xs1nUlJA9tlS/G41eKJD46vnTutG6jJPc5VGbBO+m2CYBrp9c7nXaaprkULoEvXX1yZ2tr6/ikvn4mUeSwM4J2sbg4f3V17e47byMdFIrlaZKMwuD+5kYvGUmeW5bj3u/rfru1WqgkgQgHDMkAgdMrp1rr82jnoIukdG1cnLGRBqVRaFVrMEcPHnd1rZaHKeWJTiDLM38aZlw+2nqklLJ1vVE2JtODW5uPEchcl2LIKDJ2NjuBz6jUk7D09lvW4wN791iWiyunV+YqnosoIgbhgAMChVJRHGeMSSVl5vMst8xqzuxG43SapdPpUAnIchiEwrJLTz377Nbu9vWbnwGCJMyunB2uLQcffdo92VAvXG4iBB4+Fr99LxxPE4iR9rmdCKEsCSkBaRQXiyUpJaVkfX19bm45Z2A4mu7vnziOk7PEce3h0I+TNJj4zebsw52tzc0tk0AgspxzqSmnphPLtIrmpx891rWm56gnTycFQ8PAwIr6o0EQj+Ns2ukNJj5PYvmHP/yj/90//9/+kz/+k3/8J//VD3//Pye6PUkHZU+PQ5bK9LhzfNB3rz/0/sF35RPnoQIEY6TpuNVq+J1JtSBaVdQoI61Y7I26MTc2jpv7xz3Lduaac1mShXGU5lmaZ7kSAOPP3vzkjYPtca3QgwBP46N3b2cTU1colpqmm99bmysQHSHyzFNPyTRJghBp9LjftR1nqTIjwkRz7dQh6cCvaNbzzz3z8PDxveM9o1x0a1WjXCwXvdwfToc9w7T8aex4ruvQpZkiT1n7+KT92b2TWw98SAdI/ZPymf/D6pMLQVRZrJ+bac0UisjCedPMXz5TurqinZ0tQaZAlGiAEsMqFKzE33v6vFvyzDiMdMNoNOfcklOtV8oF29LEfvveVGULrVrZoy8+M9eqFeMoMQzkQn35Wf3tjfQnb+YsNVwNlf//Lb3n06ZZYpd37nPuc+fw3E/Ob46du2d6ct4ws0krJJC0SwaXC7DBUJT54PIHl124jAFjygKBQdJKsGKRBNq8OzuzM7MTe3o6d7/95vjkfOd8jj+s/4tf1VXX9VMDESKGwxEgrCIQFlLIQJZ1PS9KYpcV3r07+T+/des/vde5v2dN3Jnp9N1ZPBr4LNSvXXv28Ojg7tZtKKKAJBQJzfJiL/FvDiseg+u5uOXauz5/auEwwpARIGB4jEiSMiANAu+XREVVVUEQOI4bj2zEym7M8HpelCTHsXRdT1NG03Xbsoql8lmvDRmSkTmVRzSOdUJeuLDCR+nTl9brzcxwPLGnPh9FlHgYp6qarm0YksI43mw2Mz2P+dJX/sKrL3+hpOk5DhZ0sLl+/olnf6M7LRDXj4LUT30njH/8qf/uw8k1wckLSRzGgDAUwLNub6+TMor04Udn5tBwu86fe71YzKWzJBqM7YX5udnU7rQG7X7vrNcZmlM7cH3XmkzMH+09Prm2MF1oiBDyo+Thx5O+k2Wwr8nB4cF02LfGY6uUK33ltderuUKSJlbgff/NH/uYEVRFwjyI0vzmernZyDDwa88+ezbpTjwrhQTL3Beee7rVOUwgiQJi26Gsyr/2K1/8X/7+37pUXGI44Yc/+O7vnn78lhOeTZPWeHQ1V/wHm1dflvNJEq/EElzR0ovLko+8o95g4NpAY0Ze7POclld7nfbCPFMqqBM7mNhOq9sBDF1cWS1lNYFn7u0dvnW7B1LyyjPnKnm8vpylqSNKTEYXvvnnja9+Ti7UOKUscSKqGjniqQmvJhACABWM5gvyuWZeU0UniNIkBQzYPhn9/Obhhw9anZ5b1XN5UQUCtdP0pVdf4kT29s5DM/KGs9k4DCPd+OG9+MNdzbWdK5fLSlbTWXmtlhdkDAlgCAWEsAiFnqspomNNs5nsL193MCsEfmo5wfHZmeWbzeXG0vL6eNrOZoocy7AIBn6iaGjQHec0XeA5DCGXJrET3ftsj0XJ3vZxr3fUadslI495/NWn43/4N5hm1S0ackajUUpnJt5YX7+8sYY8N57YncMeooEE0cL8emPtibN+xHGmhBHko0GQ3OyK331P6fZ5ygI/8WOAt47tkScfd8Nj2+yMt//cs4yhRkUtLyVJlMRhGkaxv7a+7kaoe3w2GvZiJ+JFrhW7ler8ljn1n5wbrdaKUNAS/uGj+MF9K+lDj8CT2D46PhkPzbWFjeeuPiWkjCpIR62T8mLlC6++kHqmrgrf+Et/Hgt8aNtp++z1609q1SyX15vLC9u3Pytmi1q2Yobp6vqFZ9fXL82Vn1lefn15o6pVJym6MTj8vj/4yWh0LwrPxr06J39N1Nd7Pe7NT2BJyWQULQRKoXqOQMHzHA6ICCBV0SwrMAqVu4+7rd5wNJkSQmzLShy3mDO6k/F797daTthrT3//937MMprjiid7TkECz16lX3k1X+OZ1Xrm4vmaF/v7o/HeKDwZTW3TDh0Hp+FCRctIwNB1wOAwiFnKMIRyPAuYdGaaHGFKmYKg8Ivz8yuLC1sP74Vh5LtBGCfFWi3h2a7r9yYEkeDktPfe/bHtZmYzYIesJimaomLEYsTOZlNB5H3fX1paieOYUkAp2N7enVnjIPIkRWrOzbW7PT+wWcQLPIcBMnQ9iNzBaMLygqhpWjYLEQzSlBX16kKl1R/ZvjC2lZ/94nAUCutz+GKzt1iD2zsjIZbeeNl//XPBlbWrUZJ6ib91cvRP/82/m4ymORkaOD63sAQYTlMSnZdooBjU/rWnwu9+2H9/3+cQ4Rim35s5nmhNPWsAlhvnDKglnvLHP9d+dLt047E/nc0ooMVqSc8Zr7/+bHl1pRulw3Hv1Zde+dwz1zmGmQyDIYd7V5Z2LxadkujYriTND1xxoPAzEHIYK4ra7Q1eeO6FV59/caUxPxkMHjx40FycF2U5k8kg0wnaJxVditJ0OPSfu/4ytMjwqAsBY7tBwuIQMXoery7mBDFNErdmO6/pxmYxH2NuPx7eibu/ODp8OIhOZ9McDa/gOEP67PE4dBhuZFkBE43iGDFsKZtFCep1x4qe/ejWEQOE0Ishw2i6Jgpi6tkMpPePjg8nJkFJHEp9l24/3DmQiiAc/sZvrVbzpCBQlDCa5EkRy8vqR50TBNnISzIZnRPl5cUCJbaXROORl4ZJAtk0QZ7nRVEgCGQ0HcqGzPG8nEpPrl2cDsZnJy02opqkqrkMJ4quFyZ2kKiIy+huFLYnzN2DxA2mQ1tOCFJVvSHJcZISBnKCaDtuvlh3HHd1da3fGyIW2d4UcxAS7PtRq3WsKBoDWRZxoRuybHrS7kYIBIREFDC8iGU1paGsSIQQP4moVJjQ5Gwmpu10tShpOKwVlb3OaK3K5Fmwcr00sAPbnDCogBS5sTIv8pilpsak64VKoVzp9Gjgxazg1nL4H35h9r+Z/NYn0nKWcKzkJ0y7a+IcK6uKIjiaAcazcT9c7c2IWCD1pNhsNiv1BkFwvqYtf/kpQqY3bcex3V/54ku37zyMWN06dGfbByIizZQxRFKWM/dnzh8f7kIWz9XqcRRRAOI0aVRrge1e2zj/yY1P1+tLp8Pptbm5Gz9+Jz3e1Q2xJcg//uRm6+isGqdn5gheOzeNols7W82lxcvn5kUBi5xsTizWmVxJPKaSsRlyYI3a2OUUIfBtMIyUGGQbirxRgMdhfOTSQys9nPlhhHJaNqdlzp2/XKs2U5BKaiNIsOv7buCbtu14Hi/wrWH/wd5+kCJ7QjgSiqr71c/lcmrw2qs4l223j2LPQRCIioQC22UxC2QxgLAxV1M1mReF4XiMBUlUcqGfIAAAiBmY8AIsFjOb51ZTkFBAwiDiIF6sz+2fnnqEJAlR9IyfpI7jUz9N3EgWRQBZysocb5yceZpWy2kZnuM5jncdjwHQdlzTchw3AAzCrCCJsmlNFUUMQp/jWIzZnZ3Hg2FHUzWSAlGU+4MxYMOT005KaRgT0/ZTwjhe6Pvxyf5p66ilZ3KluXxhTm8sNDjO643tJJ07a3kA8hHmP/yE7w0VyHXE0PL7w4Vc/u/+5b9YyOZYhrUn4+noJKZJEjYIiGurHSZH+wPu0mamrjFPPbFeKgkFg+fY0MhVEpKaU5dlycWrCzIfE9t87soTtmnf/uxTQ8XVop7nVenmd/7WeeErL7zohnYIwl/9+peaWTkInWsM9xSvRX7UqFVIhHdmfjeMNU1fXVwa9gdGqYAQmqs3rl+4fHX1XE6Uf/zWz7VSScKs2e25ljXzPblUuH5lLa8mhuBmhfjDz27bJL3+wrOXL1zoHI5QbLQfm//x//njvWmfQ9E5CP9caX4VVlwrPU2nZilpCdqn4/igHU4DzHaHs8nYEyWVU+RarqwqHIvQWb/PQMYwlDBIk9AFDIiTFCJ2ZjkUygeHB4PJmKWYE9JXrheA4j256nX2rbVazXLC7V5qFLk0SVKKZ+OQQwC5PohSsQonvut7sRTDjJWenPU5VvbIVJBwqaaYEy8I6WDUM3I6y7GhE2Z1gxOlw2FvBhJOkUIIEgD7nT70IpqQ2A8n4yEE0h4KipiOH3cfn3gL1c0oiCgBlELXC9zIGo7GEGGMoet6URRhzEZhiiBEgMiK2OqbuawYBkkhm3v0cKu8Uh90hzRMJFFLgjhEcTFbBCybwQhB6DCQkTUmcQbHO5cWooMJ/cG70dsfjLnU6Jy4MzF96Y1aBsx2z3ak/LLiSlEEPB9PPTIdj3d7d5V0sDlHm4tBPp/tmvC33z7lAFuv4Ltbh7Ox7VoRSyEa2YLohkEqz4t/+qbje+pKLo+C7Je//PXv/NG/7xzce/7q18P7n0qxxXrBG/P6h3098SgdTDfGHTeIFT0oQOCdayZpemSFn0x7rMSWCnlEga5qqpHBHNaAvHtyTybMuWr14+39dGOlc3ZgMDDJFC1ZfPX5pwqf3N9xegFKQUyGtrOi66vNeS5Mbx4/apvvn926l5z1eegDJlnMZa/QiK/nfjKBj6b9Q+8kEKOGkE1mYCURWZERFF7hsdSszuWzRd+3CAGDyVgSBMylGIqB5yMWYZbHLB+lYWtk7Z+cOpNBvZB99cXSc5fzI9uJnTNVhOOezqiw7539/BajS3qnO263XCqIoenlshmepQJHRVlNYnLQmbhemNheLsO8/MJSrz82NEIZcTjxCQg5zK6cv1DOl9rjUWsyCEiUxInCZ5LQD20HmD4FzKA/IISwkLiU9bFi+Y6bhAuN2u7hfgyQKmuWY0/tSaVem5qmZzuDYUeU+DiJk4RQSFKaUob4nifVq6Zli4KkZTXbDU3L0WQ1iRIOABagWrOZJAyOQsoA3wlmrW5Osc/P1a6tRgej8ffeHe2cRmvzzhdfKb//gfnhBwcXa/hgUJ62ewvl+aB7vHn1OkyEH7z9E5ucXJkXrl30Vhfimx+n9Tx6JGofvZ/k1kF/SJyJj6mMOWjw1je/JO0+GG9eqH7yU0UWgZ4DBPm1+cW/9lf/8s/f/OBz15f103tMeQXEw7L16ZN444AY40ePLoUj4hI3NQWxeLDbOkUgYrkBAryIV5dWTg+P185tSKKIWTyd2Dvbjy8052qZzPlLG/PNGp2NQkolubC6MD9vVE9676EYCFrudqv77GtfeO2F147uPbzx8QfcQqaxXGS6+uP2AYu01iiMgLWp8pcEn69kQghb4/5BcBZINhSLbn/GYk4RVD2bywmi7EfBxvlL7XbbtqwoCGyb2M4wAULkunldCn0vweHx8TZO45evrH75ZX5jRWIFNt6Lf/K+X5hfuLHT1TL52RTcOB1k+CAwQz8AMXABLwIRCwJe1LO8mrm7ewwEWUhoYE8vbc5n5BnVsCwiP+GPzqZRQnzPax8flzXjs4N7hMQcZCBiA8dJ45iFkDAAc1yc0GK9ZvaGycwd9sYBByQErq0tjOw4l89PrZkoc492TxaWVyiggsRSQgrFgmlZlMZpAjbWN3zPi+OIAeJoMlhYnMOYzGaBoKmu5RCQSILEYpaFADA0oZHvh5PhVNOtlbw+c8z2GPaHjJukm0vGV19PX3uiDzzhTz4iOyc0jI61nMoNk5LEnZvL/5cfff/Oye5kZtfKSyCOM6FdyLO4kn92Db719h4Y6IkfNDNaXo29IHUj6fTAP7++8P4jFkPKc0J55Yqo6phGr16rp9bV3/5X3/5vixXgtLQClWtJk31EvIRgQcpGeF43JpmTk0mH5f7fOzeiJJxfmFvKVzhW0PI5JHICZlFMf/Hu+5wsAC5prp1nmfB8Y/XW/bA837RGE+e0/btvf2aPD/KqMLBdXC0989S1j372/uOHW6JG/varL3onPTh141r5UWukAr438GCUXjLEJzTHJ+J3aak/ayuEmRhSX5KhJEnFYvH8uXOCILTb7a2trXq9Xq3VDcOYTWYkiVmGSLKYL2PTbVlmwMazL77Gvf5F1bUnUZo60dBlIjNGUxeaifLmR/2TQQ5jzvM8BgJJ4TOGpEhMvV6KCIgoPGv3kzBJg9ifBpcuLWeKhQeP/ZPW2I3BYasvq7IgirbjmJbF8rhQLISeL2COYzG0fBTEJCVQ4IDIybrGMAwFgIXQ9wMKaLVUmZtb9FxXluUw9FSVx5hZmG8CEHEY53I5QRAWFxcNNcNQUKtV/cATZcRxUFUylLIshzzXK+ZKuYyBRB7xHKA08v3RuNfttqzZKAwmy6syp4xOR91pqngz7spm+tIF5mrDmVfDqxftXF53EmZ5Oful51eWm6xNCONbADHnLywVqvneOHIpnylwRZn/zh/1Y8rk8ky/7ZA4LCDmmy/j37gGry2Thyfadz61dseKlyRQ4usLjeXN+dVqTtl97288TQJX/j/e2e8H1cEuPzzSqaLXwofM43shiq3e9N3DyWdI/nh0ppYzIU/3e2duHPWGg1Kp9MH77z98tLX98NGo13ny6lWjWPFFLZ2QYXu8d3zMhHR//6jvTpmaNJFZykitgFZQ4fY7H3e7nbE7++z+gx/+0U//+N//8ePHO3nEXqzmRpwJQNoJ44czmkbpFRH8VjN/qVScerHYs3KLdVbX9UKhACHs9/s8zw+Hw3v37kmSVMjnKS2PB10WRbVqxg9ONS08bVnXLtSBN9jfcvM6VjilZw15VslnG/e2ZjYRbSaWOT8rG8ePTgqZvKRwQeQuzOVlBQUxF6SJZfuBFwCa8ogHTHB4cuLHytVz8zGTdkYdQVJiEgDKUBZAhKIoyuuZJElmk5k/mAABp4iRRBHKvCRJseuzFBDKJAjKqhL74S8btRyPoziAbKxI6tNPPoXZO73eCCEEAKCU0ohIvBRF0cnZcSajAwYYRtYyHUWNT45PaER5yEIIU0IYjIaTcX82QknqO7Yos5ca0WKNKWXWkhQXDH95iZCxZ7VTWAJzeVLk/VpGenZVWSvEoQF+fDietY6dwFuZk2q1tZv3Hvz4dhQ7kTvSD7t08YLTaArtE0/OCueXojKMrpzTMgP0ISBn3UKKJrKmLa6tqhklmxOyBi7fIHjy6V+6dvEfHnT+2fbtv755Yelhv2PHzavK3ArD4+BRH/7hp2djXfFQslmvZyVxZrsfvPnOV3/la4PhcDQaeZ/exCmTV1VFkpRS86fvfRp1xx9Pxy99/fV8o/jry782nQ7Hd29Xipmu5ZYJl7BJzsjZXjzzzKFt/4sf/uhasTwv8a2js2aj8nyx/rDfhzHajabnZZJbwNdGHbVaeCtRlYH50dvvss1mU9O06XTqeZ6maZRS27GDIJhMx3ktO9do8jiUlC5NEwzj07QdxdVqqUBCfuuwJ+qhH+m37x1PZ1KnH5iJo+mshJ1e1wyCxPP8xkLRdamsJ25oPd63stlslADfCRBIFEPDgmhNHYSZz25vdace4NTuqKvrOiU0JSkB1PM8Z2rxAp8kCWAYlsOY5yDLGrmcNZqgmMSen/gBRCgIQ0ziKEx5XiA0pTQ1J7OsXvzw/Rsza4I5MYoiwzAYwMRelIL08daj6WyyMF+ilEnTxLTGpWpBkdUk5QhJKKWyICqq2p2NY4/1wwTynFEyspz77KZgdu2joffyM6rjAlPOfLIXJkzanc3Y1Pv85QUm7XkmKlbV9aI26nT3T4+/tjaXzejRbOHDu71Hn451mQlliQDFmQ1ZyGAmadallDLHk/jND2y+eh4zzSTpZjQ5DEPHtq5emqsGFpgMTh8eqHl8WVF/Ojn7nTb5O+tPlndbNnGXzvHhmL3ZCbosnvp20cgWCAwRtlJyfuPcZ3duV8pFHvMsgClNMiKPIby1tRUNTjVe5JaqJU3XQnN8cnL7zt1lDhbYeKpwnhdXFpv1ubnvfP/7ru/m86UTOPqs1/ZqpQtGZv+0da48pyhad+jmRfzDfvvzorheR85pSyO5QCByjNhfhiH7/b6iKBDCOI4RRJIoxmk8HI1ENp/AWS47IiFDI+fF5+eDOOkN/aP9fr5R+YOfnM6m8WQSc7xrGKLvpsE0zOXqLjvK5iUaxZ1uWxKZhbnm2XCqG9x0ZtI4zmfz1mzG4ITjOUWWbNdU5ayS6q2BSZKUF0KF4wkAlm33+r3ZZKJpGgCA4bGgyJRFSRxPxiM2pqkbJl5ASMrxXBgn+UKFUsCyOAx8jkPdbr/ZXB8OZ6Y95XhPkmXf93d3djHECCHIMFHoZzJ5kLJYYAWBd127VCo1G5nHu/fVOIyjaGqbs9CDkogBx8QBgUxC9MnMSwIGEk+F5MGOeOJbb30y+cEtkUvR+Yv6eHBWr+UORuyMjff2esuFeq1Rvb5e0HGUV8TjFjDONyDv3bxjvf0zq3XMKTKf16NHD2crX8l1xrxtwLHDRvixH/FXLr6AOZlnkUTx8PvvVNAOJ1dPToT75nE2l8dK7iEGWCC5TiGt+fsd/qETA1VQk7gi6yCJUoY0N1ZUxeh8eqPdai/MNaIwyCtaPmtwAt/t9i4ulWczu/zU1aqmDd9+0yG8CEHbHR05U624llTLwGPfe/f9IA1N13r2iaeDzxyXOB+eHY+lzFU9d2/c45G45Y6usBUJLf7oyOTZZKGSibreoeChCQMZhhkOh77vE0LiNKGUQgowZCVJZHmpN+pi3nWd+GyUbLcmB/vWdMLtHicOJY93et2uOba9KIoLiqhr/HK5fHGznHDeSrXeLOiASdtDW1Nknqa6yGm6wDJpPq/LGZFTcF4lT1+TPvdyeX0pv7hQ9V0HAKDlDEmWGAYyhM4mE5c4aj4ThEkYR5wuyrwAdRnm9MAPPMsOPI+QFEKYSpjnJVnWA4ZwHBvatiIKrX7HS3zLdyHHUQYqqu54gReGE2IBjDOynFUZmRd1ReMZkBH5VmvE8UKxVCgVq7bjhI6XhjEvCBJHxCzHKeKT5xtb2/w//vfgX3zLbpakFy/Dkeu/8ymw3aQ3hEvLerWQ3twNbz1wfvRm+6NHsa1fIGI17I12Hp14ppdB3lKWzShksSpUs+puizhRLCve55Z5O2F/8FF8+YL0W5/nbdsvqNX1tfnNc5uba+fqRdn5xS+k449dVo6V2qesOYVwodIoKPKBM/5UF4Ehx6jyo51WP3ZUjpdYRWKpxcFMpZwz8nvbexleLStZzw91Qc5xuLS+8XgyWT+3UVs9D0Rxf7vDhVOZg6Mkohy3tLaaFkpPfv5Lc5XmzYc3D/cPu+1+ba7JZ6SLT1xIMMMjftuzbpuzVgKmcbxuGA+s9gSkIlF+8jj92QEAKPJS5FYNCCEcjUa/HMIAAAghx/FxHNpOHxLKYUbN0YlJd/a684uLUcrcftCmWDp3YSNr6CzHcTzH8RzCuJArYOguzZcgEYetASRA07VyrYIl9cbO8P7epL1/LPCcIAgUUFEUNjY2T05nB/uzvb3RzQe7kp7hBZYhQRLHgAEpJf3hIJfLaxkjSCNRkQnDTWc2JEBmOZnXQIqSOGY5xECIeR4AUMwXAt8XRTGO4yRNHNeDEKVRiCGElBqaGniOgLHCiDovcSzD8lAUFVVRWRbyPO52+hwnUErLpdJ8o6kqas7IZjXNEBQmjJkwzWcKoazePvM/abPfu83/8AO17+leShDiQBKNBxaG2bNW/AdvHXcI7B9NvnJBXm3aIxN/9DA6M/32zD+/PHx22Rs8sLt7CmFwSTZfKaGn19Pr1zKd/vTNn1kJqPI8K0vC+eXzfuIZDWlO9HMHf5bLee5odfnZuqtzYUqUjFyda4iclH3uuXey4Cfbvbf7k6N+J/SdxUYTAoaX5Uq17jkuh5AfBmmSFPP5JAiz1aodB7oh1QqykoBippnj9N3b90ipGOWMrcHgbqu9ef0ZsZD/7LNbKwvLnekok8+uLC42y+Uvfu5z3/jN35BYFiN0iOIt4E3ZpMYrq+XFk+HZGYhuJOIPW+OenbpDJ3BsttPpEEIQQpSQFFAWIhbBNCFxyOrZXqnEnrat8YgAmBkNbdeLj7vu1OpqOmIxsvwAMUI+V4jSNPQTQaTd3vHZUSgDTq0aoyBwA+/hwcQiOI6IFBMEoeu6giCmafrxp/dq1QxGqmGsdtuHIXE5DDiG0DQNYwJZdubYqq4KoiSpMoc4hpWsVi+2fQBDJiQ0SlgGxmEgyCpgmMD3y4WC7/tZQ4oD33U8UZBymWxW1afTIWSxIklry8unJ2fB0Bcg7HTOZE1zXZ9wMEkTwBCSMqqSYVkMKG3WGwovmoHrDrrdzighJHbT7a2DSlPLV5ujPv3BjdGf/Xg4iGCCJMRyXpDefDQ7HTiOjZFaiFCkq/N7929qIm9TYXvEWD9pnd8oXm5mL58vKGzQDe2HW+hKLvf1lUkmkQuZpLnQGIT5rbeH2VwhX8kmfpzhjEpe4jqRwrYdK9cbZIenwQd7R1jSC7VSLlfIZoz8bJo/t/jzd7pctcQTNytKkMQxSXnMq7qWnrYEji2tLjn9oWuZPGAClrVts1xSr63NwYd3OpPdeVVbyNLb/dGEilqhctw94Q9aYxuNrVkzTDrmcGVjNZfJZCVFgPDJy5fzhvE7v/+7gyTxC+oQMLIbZVL87NXF6vLGmzu9iTngzZRPqEICaBjG0tISQuiXGjjLsoSQJKEskBuNuFgOd3Ym97Z7J2eTNBWnJkMA5mXj8V77uG2ykM/JRkErMJTtDaYsLytalrKsTemtx4/bw74T+JafBH7CIixnc5TSNE1t2+J5rlKrxzSzczjlBPWLr355vt7kICNiHlBAKAmiyPE8NgKR6ydxlNMVgaccS2bjkTWexv4UkkDgEMuyKaAMhLIoZXUjSZMkSSBC/X6/kCtldWOuWluZm6sUiiLGGyurBcPAPPID56R1Jqs5ANBsZoaBHwQexgJk2DiKKSUIAD2ja5Kck9TYTwLb4RHvuklB0fKiyCTuZMqMk7yWrWVUgUU0X9Ohmm/NIof4ORnNZwQ9z314HHy8zbk0nbrefjtTnJMHY/7Nn4xTxrt+Rf2b3zS+9iKnhYI/STlG0Ir6o7bdmpBqoVxpztdr5ZyYqceOGIohLkzN+o7n/vbb/a5Ls5pWqVRYSNeqpatOt/zRexcX6yWVkVlW4VjXnkYsM7WcVqtdKhZ8187KclZTkzQWNakzHZVK5dXqvOIlRWb8hYvqJeVEEWzKib4XtM/aDMWtR4d7W4+uPn3VSwPCMgyGGUMHlIxGA45DFy+d+9//8f+6mi2Y/WE79I84Mg2nzz55+WqtcF4Fz187x4tM3sD//Te+zPI8bxhGmqYAgMFoyDAMoTRNQ1mJYgcdDSb5ino4DAIn3N058yJOUQQvCKZxQBNWQKwA8Osvfe6zBzf3eyf9UerFEaey7aGXhkEup1OWSSjSYRJEngNEDSFVVlzXUWTR8dzjlhkE5NH2XQzh6y+/cuuOdHp05MVenMRRkiLESpTlGda3bJfjGYHmDQmncugnHJnlCoo18xgGAQijOBIhEnjejwNRkqKAsW3n0qUrO493z68u1UqFwcREgIaem8RhyqWYY70gEjiD5yTP8rOGPp2OZVlLUwoAnZlTVRQhw/CY0yWl0Zw7Oz2AkH20d0oT/7jvsaLge5TXklolMx0RTYTZTDxIoDaXzxe5uw/dc2xxsRHcu6v03cT1oYRCnIeSiGa88Hgb5RNOwuHFBWSYEUqZJIWUCIMhtRNd4lJMoKSXlBy24m5y63b7e8eFimza6h3r7GeDzsr80uL8im97i/XCfDFr7HkuNS/O4HGu8DDq6QIfQO7IcS9sXrxz/x5m0eryYup4HICcyIsZpWta5tjqWOHjB3eK/KhZRDVV2CJlE8GPHtwsNRZEPTv76A5h0sPhqe34c3ONbC6LeBazWFYkThIZFnIS/4/+x//hW9/+T7fuPuhrmUDgDgfJ1s23y3KKc4L6zCaXuJfnM7BaLkMA6tXq6vLKlYuXVU31kyiCSUzddg8eHiU0iefLOuLQxIGul6ahx3AAYUVEXEbT5uealVrJcq00oTM32juzelOHoTGvizEH/CSEcQTSOGtoNAlnboBhXCtWgphhGG5xvpHR+ZC493fv3L75ybWLVyRJhQCQOKaAWLbpWBOJ4WAKGqq3Xo43z5Wz5XxWB8+uqpc3tUo5DylmECJRoksqYjHHCvZsApl0arspJWHiC4rsOJEkiQPLfvfjmzyWZEkSBIJQnMuV8sWi44wyGeWsPQ5Dv9s/2T/csh3LchwKGI7jF+cXL5w7X67OJyBhGNTpeqEXx76PuaRSzBRl+9e+CM5X8MVa+t/8mvTKuezGPCPKYGtvGvgdRYI+AIgkBAqVrPx//87h1pmPC/7AclQtf7AbRQnH6jQVot5M7E9FjHE+W1TyhXI+l9Ery40sOtlbzLbDcWYky3edscfYqcgYtTwAuLF2sTDpK9yU8mLYmx2OO9PU85O0juCrFy61T4ZKRhMlNiCJLqme77724issp85peWc4aJ32T3zHFoq9GaVCobSyetzqpRx6+vknv/rG51dfuNp1Xcvx5xrVS5ubrz/z9BPnNlPM8rLghfHRadt1rEqj9Lf+5l974+WXVF5wCf3Pb7//eOKM+s6SZ19OWtryopsUWNuy8/m8qqphGM7X67qmHBwfn5ydEAaejdqKIgHAYRAAyPCiHHkOz+MoieKIaixkAbz+1BO7hztRHGMKY0pzRkUIAhC4EUsjkiiqolCQUgoZLCJuFsxUNRP5zmQ2aJm2IIgshzlRZDh0cLinq/ry0sr+0YEg8Bhjx3HdMASIo3FSzwnz88LIjwZmgvSw0QhEJfHC5GRki1wNA1AtVwilAi+C1Pe8eGJahBIA6cHhgS4ri4tVp+ukhIA0dU0bIjOjy6ZpJQGQZD4lSX9kYp4/OTlwXVcQBKpTQinHcRAyv/4rX7dtP4liexKFMUGYBQAzCLYP+8+/0Xj6qqyh2VK9IQnmZ06w3XcFgYCwQggpF9OjDsAIEIgCy/MoFJSGjH0Wsq1O/8KcoaoTJgoZrb71KDnrTfLFmooURVXyGmg2c5VZy5+6omo4tv5nW3d2zaEoq3Pzc5cubEYTk92+79z9mVqMKAvvJh1fFpZK9cf3H0pFfYnjh91W3sBPXr34zp2HSEZCNXfca7OiJESJM25r1dVZMeuoArHjA1N0UXh3Z//aS9cbxVyWJb/5l74W/Mn3dw5bmpIp5/OhaY4YZn193bemiOElT0KUMIQeHO5/9WtfWVxa+t5Pf5hycEhZ37TpvcevzOVa3UffLnbg4eHh9vZ2fzBQVSUOXZCkBT17cX1D042UAwFgtnb7B8e9er0pikytrheKBQ5hgcUsy9WL1YX55v7BHklTCWOZleYKdY3l05AKSKAJCRynWM4KArZsF0F+qVHTZHU2M6PATwgKEiZIYJQySZJQSnmOm5kzTdMJYRDECGHKCVEaFPK6LCkiSJRo3BC8hpoyhKLJaCXHlXN1QBiR5SrFUhBHsiyzGJvmLIpCURAqpXIU+gCkCAAmCnQRp4kLaOKFQSaXn4ympmnKstwfDWeO5fv+ZDI5PDwcjUdzc01Kies6w9Fw9+HWExcvrzTmVV6o5sW5gqLzGMSwVOAEwXz42bBQSXloQspCKTS90nhKIOeJIpBFllLCQIZSks0anhPeuzf76EbnpDOYeIwZw+1WwOSzN8+UgwEUJTWna088eYVXZEBJRdPg7m2K5Vlyccfy3+4fBRKnKMqVtc1LaytrNbl59FGjGJouqp9bb7xxvVKYJ2P34hNPRJXC3YND326vMcDd2Xv9+efPJn0q8idnpyD0RsNeEcUccL7w6qscIB2HOvrSt9+5F8rSytpKNaNsLpTlcPB3fusrX/nci0EUkSR0fc80zXG/y2GOYaimyqIgHR+fLS4uI8RsbKx+5cuvsxKrL81P8vlHkfTOoVnuBc7RAQshjKLoYH+fASCf0xEUWMQIApraoNt1AWRcG2KEu/2OwJNqudEd+govRiRJ4uTZJ54+PT0Oo4CmAEIkIDEjGTvj+7ViXS5o9x7fASS1TDMIIkJIEoc4gSeHHZrokWMyLGUATFPqexGWUcHI53K5h9uPMeYFQZrNpoqqi5KQxrNcIRsQnkCOZWwS+nmVLylEjSQzTSQauoyocEJOzwRRxIcBi1Cv18vnCwIWKAPZNFYkbLkeQxiGSZ3A01X5ZG+rvrDExHwcRYQDo+mYQJASMhwMgiDgMDebTTkeB4GfpsmdW7fdKCmXy6POUYGzGuXso4OOPTbXni7LalDQNnq9Xb7ApU4EsfBo60RCc3NLJFvg26fVcslvdfYppHEcZ/TcwYm5MFcaW9OzHkmYNGgz3vXqh/umQ/KQgnqtnFspYFFZqC5ZD0/Tz95n2cxpf/xe68RURMkwLi5tKjzudvdrSmKww5gmnRMcs7SF/HQaEM8XCbP+0vM80L3RaQUhO41O7t4piQqfwJKWI+OJhJmiLHVGZ8Yue0Xhd+vNR8PBJ62tl974vMFzFV127WHRkEf29JlLq0GcAJJEEZ2fL4VR4NoomzVc24yilMNiGEa6rp4cH7/x4ovLcwv/7ve+rcrajKTvBePLo27F5eEvl3s2mwUMc9wZdQZTQeGx4GHURoAGfqqolBUhwohSQkkCALWnM2syy+fyHGB3d7cZFiDEAgQ5QQaANWdmwShMRzMSxbVKxTIDz/NFkVdUvLmmN5ua41iQMhKHdUUuZDISz4ZBwHFcFEe240RxEgQRxwnFQpGEroDTFNDdtnVjz2lZGMqV477vR+yhxZ8GkR25Is+roqTKSgJoSgiHcbvdbjYbk/GYEmLoqqpKncG03RkeHJ35aaLrShAFkqxAwE7HU8zhmW0JimxZlh8ELMtGUdQf9NqdVhB6fuAmlCSEHp+ecILAQtFzfEEUeFU9PTMz+lwEXNPV7h7imC/MxuqLzy8ZSuTP0tk4OzLpL2u5vucHfuD5QcykR51Rux2h1N7dPd0+Im9+0g9ZPaYkl82sr53L6LmlaqEQdJN3fq+qAToNa3WrzScIcReWN65fvCIInEK8as6gEnX66LjL3oyN41a8dbhDmCBtdWet1nDYb5bqGKKYTePJ4NLqujmZ2aYpsmRzZd5xUjVnrGlxRCOh0vjg/t3F+cLVlaVLzTmN41IWdqcuZtlmQf2rf/4rlUK2Vm/MTDOf0QIv8lx7cWHeyGR5XiwWSr1et1DI2oG/tFD7R//gb2uGIMkcm8kfqLTj+myUxLwg9Pp9z/f5bAYzfKvbBagtKWlzrmzZZK4MRD7T7fWjGAVu4vqB7wUiFjkO/eitHxaaWct2AIMR4mVF6nbPXMc5v7lh3jJBCmYTs17JdbpW4AeQSS0nLuXnw6QjSWyjWvODKEVujLAfeSzGoR+qkvrUxiYB4KTdCuOIwkAWsO8mDJIjlh+YgWmbHMu/dzs5GwAfEphW85qQz+UkSUw9ijGbgHRmWaqa8Z2gWSoLHOVEfmp3/BSwHFZknQF0aWkJQSTyfCDykiQ6vmu6jmObQeDzHDfXrL/w3NOddtu0TALhsDf1A8cOQprEiGBKwiRydRnTJPvRjVGpFORyzfdv9x4f961h/NQrlXkL3bgxZCOIlVIYYoEXooQ4fgQZ7CVTEHLYBV9/Lk9C79bMy5QXB6eMqnHr66uuE/Axbub18N0/bUQPzEAJZpK8KHYjR0Li05sXVVVdXG4uuYPuD97OJsQ+g1PV6FG2b6eiLMZMrAjcw0/v5RbPU5+6CPftQS2bt83pWadjbK4CRSaePQq8XApjL+lKlfv9gWl7v/HFNy5U9LIsZFUpZPiAFWajPq/4wBl+/qXnPrv32E5jy/WP97evPnHJsUxNldkotmzLMLIEECBwMSBB7L7x5Ve2d/f37+0Hhtq3IhYJ/Gw6ZSjlOW7cP+aMvCZmjOLcwck0jO0kNEWgoHB4dUWmUP7FzZ4bxADhWrUuyxxRSJgSkqKUEI7hFYW7vX8X8fjdd99sDXpxRCwvgkzkOCHHJU9crWGG/uS7Ww4hPAswobmcYgUpYJixy2AsztfmlhrLEIF7jx72+72RNV1ZyUFObEpcDInvuI4PFUmRZXb/1LKYIAmkalbEiIEsipOUY6DvO4gjnCSxrMAKLKIMIIDB2PMcJZth0tGcofemfQ7x66ub3ozu7PlhGp62TlKoRCSCGFEAms25S6ur11fX+qPhLA5v3XloqOb90wGEQkqTDE8v5DIJgf95ZxgwGlVKEXKCOLBtw/PHO1ue48ZUgozIibwShUTAnJWGmYq6tMT94qOgsSQAOzq+33pp00BL+a0ZF0Xx6uZSszkPCcroKLX6usZDRpqNy3sOu/Wxdzbzz19cb5SyvJ4p5njx0cNCaz8SMiaiwvnFSas96B9LETFyhQmk4xFh3ETNqB3fBYwoMHC7dWKIfFFgYgZPQZrNZg0SfzRlIk3MSGh1ZSmn6/MZrAmsrMpQMk7NY1ExEkJzGg8xXF8o7rf6o5lXqxc7nfbC0vJk0tGMHJuiIEgVWRco1GXt9PC0kDNaGb26vthtj6jAQp7jAKWVaqVUKj69fvni3NJKTdNZznfFbnckKMWdY3DYDSlf7o0CzKaYgYIgT0xn0J9wAHszGxHKAhIn3knnZBZYQOEfHeyFDOEVCXHi8aEpa4wq6E+eE5Peia7TCxulSoUznU6xgHN4sZ4Rry5tnlu8wAKcROE7n95888MPTc+HDGodT8Zjz7Q9SNFoHByZI4f1sxJUBcl3PB5jnucooYViMY4jxLKYRePh5ML5ixxGkAe9SY8TWBInPC/mVHFzPtsogdFkyAlysVhBkNE1eTAcOq5PkzRwPMzxRr7iuuk/+6f/+vd+9z/f/uRRMknfePULzz1x5Ynz51iKI8gNnNTx+NTlDV0PovThfu/xiXn5QvbFZ43rVxYmbTC1w0atUs9LHLEAYHmRQygtF4wvPqd+dTP3YpN94bqAcP7OjitoS+4E6nqmWCjJEn/h4ooYTdUHD0ePz4JQN2Ppp+70Dw/uSYVysV7iZfbyxqKeuNB9nGtqXs96jNGhOUaeK0ceUmiSJCnL5Zv1O4/u8hvzuFwgonE0iT0BX1uql+yzVWHsUo5ImbFQDfVFzwwIxXsn7cdng7FJWYGY5pk7sTLZrOu6kMWmaSdRYI16T17cWKzlE4gUIyspYs7Qet32oN8VOLZ1ehonycc3bgDKOk748Ye3fS988voV1x3Bg4ODYrGoa5pt2a1BL0aJDTqf7dy5fe/QsYKTw5Pj097MCt/+xf3hJMxn9dR3Pd+dWhbLcsVcCaRkY22tWMghPrW8saALCUpjSB3fJxDEceIFoRcEebY0u7X1pVX0m18pPb00+e/+4uL8svDwwb7j7yaBxwZh5+S03+uFgdXqHaq6AEFC4mjSt1udkR+m/e6Q4zWkqlbgQYpbJz2GIIaCNI4Zhink80EQCDwvCVznrFPIFX3PqVZL6xc23SiyTEfgeBEyy40Ch7zdo70wocPBrHV2KgpsdzBw/Mh3fQRQFCVL80slPX8wGHx6sPfTTz75t3/wH773J39SkNiSyn/hhVdhyMwov5Uy2wDMGaUsVBlXMLvUHE09vzdzdlfPFQTFCFw7p2KWSQbjUcYwBJ7ferD/zjtDSZ2KLNc+8yxetI3VT1pTRsnUGwvVcqVRLTdrWdjf89/+bnpqDqfCFKEb0zNQVZ64sHLh/Gqzli8KgO+doTSypml/wu8AhXAcG4cKJBLHRhy7evlqithrT127tri2sbhMNHnjK1+u6IY4Ga5hUnYmTRqPrKMde4oCRhLlW7dv2Z77k/c+eHw6cuJEVkTPtnlBWFhaIgDFKTMZ9FZXFlAaLjcrEMI0TbvdbpKSMAg0Vcno+oULm1GS5ovlTLbwB3/4nUF/MhpNbcf6zW/8Oosxhgh5no8YQBA67rXE3NlB79AMfBqn+SzefKKSUZX9I2s8dWUBZHWR+NSaBYeHB0ZG13LZvaMDSRZSEAAmUkTec/wIAEqIIkhBGFimt9Q4J7udLzRxtkgBF61UJE0ffu6qcqY6uRI4PiX7Z917D45tf21tpVHRY5RXTEeYmkEgSWEaTWamLogMD1TI+RPz095ZmkKR5zkWI8hIsiQIgmPZfuAXMrJre5qiD4a9Wq48dZwQsIfHJ3EYZwolQy8cHzxywhBh8aOPbugcn83q3f5AkjUQARZyqqysN2uLGfWv/LW/+LMP3g2DKPUCTUYvXFuZ+b7tik+cv3hz9/4QxmVVVULAUQzDaNgxP5vpcoYJE25m7dpxLGISJoUHO2eHvRSA8nxzjdi7P//Ew9R57WVwvB/MJHUQc5QJpTRCiPKcIAo4q+EwtXKanaTNh1PwnjkeBVEZas8/eUXT9QLPsuak+/bbTU06OnIOcFYoFg7ubeUFbOTzKYOHgNbnlz+6df+NF15YlPT7p59cWJnbvLyW7G07s3YqKieTWF2NXpOzt6P8zf17JCHHx9sEJD1z8N13PiiXtKfPLWSyJKYxZFlVzQRBEKau53mYF5k0fv3FZ3f3j47b3enUpZRUSsXJZMSynKRro7HZao22d44ohFEcPHp099XXXoYcxyVxHMVRFIUSg2jg0mhWzGY5iTVU5dxy4dolsaCF+YwQBGFK4/n5EosZWefDNP709u1ffPTRZ/duH7VOYhJizKA0zYqyLAgYQmdmmuNJoVjFQDs/P7lS82wfT0IIWdWbkQ3J/Otfil9Yol98IvPktQrFXnt8Oja7KxVeApaMacFQZQWnNLQdJ4rSs9Oj8cGZ2wu7Y4IYnmM5VVFTkgIAWIwhZBkAKE3Ho8lsavIsO+4Od7b3ohRafiLwrMiLP3/305mHREVmIIrChIGQ0sR2HOb/fwXDGU1TED25/9kTS/P/89//e9curCehXS5oW1u3n79+qWgomqG88srnMkAWbWpTEvMs5XGmVLBiuz1w7FDGakZWMpBFkBO9FKdMEsepJBr5zAKWGao2Pr7hPns108xleUajYRRPe/3BME2TSrFAk1gPLKKGo5Pu7sT/L2etxuq15y6/ki00NMxmmPTgzZ+WWWQHkVYu+fPKg/sfZAlwPEfJFVhOlxT1ez/44WvPv8x64bf+w+8dPbwrWbPxgwfj9okno9uut+WwyDRnxDtNkt0HO3vHe4IAlhq5uWr27s7jOw/bW9udmIZ6RsUcpxtZQoCiZbwglhWNw2xqTiJzxiHOtHyRFyzLzGiaNZveuXNnbX39p2++BRELEXFdKwzjP/uvP4AIoMBzXXeaJIHvjUvVxJ2BYJosV3OXV7Tz6/J0GqRpJCuOyNMnrzezpaikS0zsaoWsWFEIz6QUdHt9hoLQJdY08L0YC6wqSHktV23OL82vBMPuskYe9difnQm+B3pB2G0HEmJAouaMqDsyr1a9bFENwohPExLBGFIqyBGIgiAVRazocn/s+tOIRAliGV7gIcYsx7ACa5RrhVrFdHxZyWCOG0z6icATyGZE6fHZoelOJA6CKNUVNWb8GCvdaaDpMk0SBrJm4M6CYRKnaUIoRzlJyOYK73/0YZQGOz/+2dFP319XC9/40pcUzP7g9u723a0nz5UvXcpnMPrql35tCsnYDxBCmCEMilcXlKdX9EoBVAqZYl6gojiZyISRIcdJmYwmYMLoiBONLCpkQDXL1coGTQaAYj+Fe9vbKfQYEqeHo+jsMKR1cUOe1Sjh+UopE8YRiryVRtF/+OaKvccrsTch9cvFSWCLQBWpm0HpeDocgoRiMSOm48Fw1j/LoSTfKI0s/2joTWVprbnMhGyzaczJFCKtKrPZRmXqBY4V09Qs5DmFDQ53jn/n3/3Xw44dubama5PpzMhlQBqyBJmjGSCBbc4MA1+62DAyrKAqVhgNzRnLgnox+3v/9lvHx+2IeOWqMTc3Z+TyhVoJipIQRzGHMEaoaJQFtrC/d9poOlfPh/UFPiKpPyWjidzupNVS43jnTAJgc0Faq5QbOSIh0qjpuZyYhvT0uDMaWpOxNZtZ0+kkSen8wvLVC5cmYRCSfguo/9dH6c1TT1AXrLEU+g7Myy2gbncVTnANZSKSMHWi6Xhy/3FfkBWWYWIXxYRk9ApmtZShBFACQEIJxCiVkJhRFVVdnJ/75je/4XleEoeUpOPprN6o27bFcVhVlEq5hBBDGDqZ2p4X1aqNqWlKkkIIECVBN7TDs/bMsgBleI4rlQwG46KhNeSUuqObN2/du/WZnExJan3ta59nBHLn0a2XLl1+5lxVpMMXrl5AlDgRxRhcnxd+9Zx2ZbGoqNrUtHpdH1BBL9dXzi9LAmfoei6b9Xyf45CeUVYub8wAN3Vj0/aee+7laqUBAtDaOxMmZ+SD31NFOuxmlUoeADxfr2ULmmKoLAtA4Gq1Jm/4kz5pD5t3j+Xjjm1wIYuQKKsBJRGNewd7y89eEAw0ebTlJMw4pl4KWMjyejFESn39SsiJUylrpriSz2tYUDDd2OASDzjjCEHxpLN/0tn/J//835yOgtB1QGRHQcBAnMmXgoQMJrPReFSpVCWO++JrL4iQYEqjIDjY2zW0zK1bt4IokA2dpqgzGCFJjBFgUxIjhJr1ahRMzp3T3v/kdr06X6+g44PpXnssa0JBzB60himBgE5XF3Jewn7ySffyk5nAkaK2l8tLke+ZBHpOAiHDIsxilIDIst1up0OJEtpHz12Vxwz785YsCzF9/zE/jb/+uh4AOAhib8g8fVnfPhvbIe9F6GjoQ4QFiQz6bSbVdEP1HU+WVYBIAiiCECEGciw2JM3II4LmauVSvuDaNq+qiqw/eryXy1cUieMELisIkir8kqj4QWykjO96kqKIWA98ghBSNan9cEoRyzCMJmnVcv65688E27fXy9yDvS5EksDj+aLqYVWX2czFud1HBx/+7M3nX3xK5yu9ngEx92fv3UIpWMmj8wb5+Vb35MRKGeHialGUsWf6G421jJyNgnA2myGWvXzhGVnlrNmB6zJTB+iZYi6Tf/ab13703ps726c3fOfzOBhMws4E7gryL/YfVTY3r1676JhTJnYMJ0y8KEl8u6c/9snWrX3C8CITMJhLsPi5L3zx7U8/y1e1zfklz9nbldlDy0e+n8vgg9ufzSKyH3uWYwk5I2KMem0OUCoRomPQqDO+uGHHcO/27flK7le/+rVvfeu7/+Rf/8Hf/cYb5aysZYx+r28oegIg9FHohSmhCEHi2/W8etK2ECtef/Lp3/3dP3RdJyLRtUtXgUsn7t7ZoPvSK09Dx3EkSdBVNNfEu6dv7pw+6I/Sj9/vbT+Co1YyGvqPTmdOGE4tR89JSSp8en/WMaejCazN5eaq8tFBuzf0AKIAAMAAQeI5nsUsCyDT6exPhzvnquSFy1nbZ3IZ5HrUHHsin0n4nOOVeid2Vklt07nfMVpTSHllFMAojY2MrmkCFtI4chsVtpQlhi5DjBiMKIKIx6oqqYrKEFqvlcfDEYZIUySGSSYTu1goxpGPOU6XJUUUwsATZREgKAkcRvTgeIdSlKYgjgPHM0+6YwIRoLRSqDaLdaZ7UkaxmsnW5xoyCutFHcvGx/f2tx7suDRcu7Cmloy33nu3nDcurlZXFqpPXb7AAO7mo+6909gP2LliTWSlqkGe3SiZQzuehpjQKAjCIFhbW88ZzUb1nCSu6vmnM5mKKmnUDzQMv/aV1+qXNr73qPOTx0J30uxC+i/faw0UrVwu57PGUr24UdLI/Xc7P/u525PHMTcqRDMxFpgAIz2RFKDqY9urVIpCSS8kAn98ChQYBV4QxYfdXms0OOm0Ptx69Mnh3sPOiS9nT0djUeCKuUzZMA53zXp9KfQigQPnN1dWl+f+yjd//cYnH/3pj97i1BzDAEHgTo6P4ijwPWdxdSlN6Gw8Dq0JCdxivnx80h9MnfvbezFIeAHdv31na2ubMLTRKP3Wr36ZTQnlOWRZLd8/Y3AqZMS9vTaOyHzJffmiFrLxu1tWIVc7OhjeunNoiPmpHcKY8cf9wgU51OB4QiJGh3DMAiiKIs8zcRyyiMMcANBaXZ8rqfHB6bg9Es9V0R4Dq1oesbMP76aYpQqHn3lFuL8T336AAj9eqjBhzNAI//TPbpdrCzPHwyzIZ3xZgo93PAoRwiwFNEnTDM/rguSwcaNZPTxqsSy6dPHc9uM7cUJKhULkmASQNI54LAWhL4g8r7CigKbjliAjCLGuKfmCdtredsIUcYIqKojhKno1N92pSOxH9/cZjluuaEpOHSWyWj4fuNR0vSSNKpdWQ1b+2duffP6lK416uXE6Yi8/c/ue8O37k/OGeH5+vrGYH3Z3T87sji8ms3Yha6iSAiGcmhOW9aNoVi1VJEnptUc5Td1caFLPqcwtvrDs3ps532t1X1GldjDzavZCtebaCaDMpdVFzTyjpLXZKD1+BKf10oPTLqDMsgwDIHgs+8rLr/bGs7wkz62e/9M33y4dbUNJwp4FFQ3ns7f2P3UsC6mSlNdZDa9sbPr99mgyPH/lXCYvZ3JzU3Nsu7PlufzTV58Ytjrn18t//Te/9q0//XGmWPutL1xXFMWB1BwNsgWtP+hjhvcsxxpNNy9c/Qf/07/yoKplxUkYIQgwgqHjKlltNB188xvfBNYIypo+nJhja+DHdDB24ogKgf/3fqPy2pPc1141ry5FtbzSORtCSDyinnZt4IV/+VJxLUdu37ffer+VRC5OQ5YiyLAixgLHqUY+xSgFsS7zJUUhKfjh7QQQ7/WntIUy8TyabdQ+vT16+8NdKxTffRCcucXpDEoMZUCsyDhBuDMhW3sdnpcurGUWaxxLXWscYMimCDEAQDZRBAmEqa4YMq912j1d14M4Gs8sI5NZaK6VSsU4jJIoETihWalfXN1YX2pihulZpihpSUQgAxM7cIMoCWIBUcjzmGM/fXDLHp9QLLZdRkEUq+LcuUuTid1s1GqL57xJmsZpFIar5xeKy5Uf/uKTlWzmpadXOQ69+PwXJL2xZaaPW2NAqZab1/OXfuNXfuXCxYuLC4ulQsHI5ERBgTAdDDud3qk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", - "text/plain": [ - "" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "query_image = load_image_from_url(url)\n", - "query_image.resize((200,200))" - ] + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "Ykk531cogh6q" + }, + "source": [ + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/pinecone-io/examples/blob/master/learn/search/image/satellite-image-search/satellite-image-search.ipynb) [![Open nbviewer](https://raw.githubusercontent.com/pinecone-io/examples/master/assets/nbviewer-shield.svg)](https://nbviewer.org/github/pinecone-io/examples/blob/master/learn/search/image/satellite-image-search/satellite-image-search.ipynb)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vNnH3ogARLfW" + }, + "source": [ + "# Satellite Image Search with Pinecone" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "OLYB2JyOROV1" + }, + "source": [ + "In this notebook, we will demonstrate how Pinecone can be used for Satellite Image Search. Our objective is to showcase how Pinecone's vector search can be used to efficiently and effectively find satellite images that are similar to a given query image.\n", + "\n", + "To achieve this, we will:\n", + "\n", + "1. Download satellite image dataset and prepare them for vectorization.\n", + "2. Use a pre-trained model fine-tuned on aerial and satellite images to generate embeddings for each image in the dataset.\n", + "3. Store the image embeddings in a Pinecone index along with image paths as metadata.\n", + "4. Use a query image to search the Pinecone index for similar satellite images based on their vector representation.\n", + "5. Visualize the retrieved images to evaluate the effectiveness of the search.\n", + "\n", + "Satellite image search can be useful in various applications such as urban planning, environmental monitoring, and disaster response. By leveraging the power of Pinecone's vector search, we can quickly search through a large database of satellite images to find those that are most relevant to our needs.\n", + "\n", + "Let's get started." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wlzPt56jTK3i" + }, + "source": [ + "# Setup Notebook and Install dependencies" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Vks4X3PWumju" + }, + "source": [ + "Install the necessary libraries for running this notebook. Those are:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "4bBF-2QTSzeV" + }, + "outputs": [], + "source": "!pip install -qU transformers==4.47.1 pinecone==8.0.0 pillow==11.1.0 jax==0.4.38 flax==0.10.2 requests==2.32.3 tqdm==4.67.1" + }, + { + "cell_type": "markdown", + "metadata": { + "id": "E9qZhg88Tpft" + }, + "source": [ + "# Download and prepare the dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8ZvEPwCrUeMY" + }, + "source": [ + "We will be using the [LoveDa](https://github.com/Junjue-Wang/LoveDA) dataset, which is a collection of 5987 high spatial resolution remote sensing images with a resolution of 0.3 meters. The dataset covers three cities in China - Nanjing, Changzhou, and Wuhan - and focuses on different geographical environments between urban and rural areas. The dataset's high spatial resolution and focus on different geographical environments between urban and rural areas makes it a suitable choice for our demonstration of Pinecone's vector search capabilities for satellite image retrieval." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "o8O94WkxYMmP" + }, + "source": [ + "We will be downloading the LoveDa dataset using the ```gdown``` library and unzipping the files using the ```unzip``` command.\n", + "\n", + "*Note if not running this on Colab, you may need to run `!pip install gdown` first!*" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "GR7BBHuwXbPy", + "outputId": "e9e65413-4b4a-4abe-db07-914f72ec96cc" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.9/dist-packages/gdown/cli.py:121: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n", + " warnings.warn(\n", + "Downloading...\n", + "From: https://drive.google.com/uc?id=1ON7bWat7u9fGV16stAosdmzMIpcydnVC\n", + "To: /content/Test.zip\n", + "100% 3.13G/3.13G [00:43<00:00, 71.4MB/s]\n", + "/usr/local/lib/python3.9/dist-packages/gdown/cli.py:121: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n", + " warnings.warn(\n", + "Access denied with the following error:\n", + "\n", + " \tCannot retrieve the public link of the file. You may need to change\n", + "\tthe permission to 'Anyone with the link', or have had many accesses. \n", + "\n", + "You may still be able to access the file from the browser:\n", + "\n", + "\t https://drive.google.com/uc?id=1xbnKVN5aRMlpxISXgutzQO0hPT_b4lMi \n", + "\n", + "/usr/local/lib/python3.9/dist-packages/gdown/cli.py:121: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n", + " warnings.warn(\n", + "Access denied with the following error:\n", + "\n", + " \tCannot retrieve the public link of the file. You may need to change\n", + "\tthe permission to 'Anyone with the link', or have had many accesses. \n", + "\n", + "You may still be able to access the file from the browser:\n", + "\n", + "\t https://drive.google.com/uc?id=1yTMfeon1Oc4ia9oCX7r5Yq4C39I0oO_b \n", + "\n" + ] + } + ], + "source": [ + "!gdown --id 1ON7bWat7u9fGV16stAosdmzMIpcydnVC\n", + "!gdown --id 1xbnKVN5aRMlpxISXgutzQO0hPT_b4lMi\n", + "!gdown --id 1yTMfeon1Oc4ia9oCX7r5Yq4C39I0oO_b" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "DLhQ1JOvseTt", + "outputId": "f24c8922-99de-4cec-a868-a2a6c48972f6" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Archive: Test.zip\n", + " creating: Test/\n", + " creating: Test/Rural/\n", + " creating: Test/Rural/images_png/\n", + " inflating: Test/Rural/images_png/4191.png \n", + " inflating: Test/Rural/images_png/4192.png \n", + " extracting: Test/Rural/images_png/4193.png \n", + " extracting: Test/Rural/images_png/4194.png \n", + " extracting: Test/Rural/images_png/4195.png \n", + " extracting: Test/Rural/images_png/4196.png \n", + " extracting: Test/Rural/images_png/4197.png \n", + " extracting: Test/Rural/images_png/4198.png \n", + " extracting: Test/Rural/images_png/4199.png \n", + " inflating: Test/Rural/images_png/4200.png \n", + " extracting: Test/Rural/images_png/4201.png \n", + " extracting: Test/Rural/images_png/4202.png \n", + " extracting: Test/Rural/images_png/4203.png \n", + " extracting: Test/Rural/images_png/4204.png \n", + " extracting: Test/Rural/images_png/4205.png \n", + " inflating: Test/Rural/images_png/4206.png \n", + " inflating: Test/Rural/images_png/4207.png \n", + " extracting: Test/Rural/images_png/4208.png \n", + " extracting: Test/Rural/images_png/4209.png \n", + " extracting: Test/Rural/images_png/4210.png \n", + " extracting: Test/Rural/images_png/4211.png \n", + " extracting: Test/Rural/images_png/4212.png \n", + " extracting: Test/Rural/images_png/4213.png \n", + " extracting: Test/Rural/images_png/4214.png \n", + " extracting: Test/Rural/images_png/4215.png \n", + " inflating: Test/Rural/images_png/4216.png \n", + " extracting: Test/Rural/images_png/4217.png \n", + " extracting: Test/Rural/images_png/4218.png \n", + " extracting: Test/Rural/images_png/4219.png \n", + " extracting: Test/Rural/images_png/4220.png \n", + " extracting: Test/Rural/images_png/4221.png \n", + " inflating: Test/Rural/images_png/4222.png \n", + " extracting: Test/Rural/images_png/4223.png \n", + " extracting: Test/Rural/images_png/4224.png \n", + " extracting: Test/Rural/images_png/4225.png \n", + " extracting: Test/Rural/images_png/4226.png \n", + " extracting: Test/Rural/images_png/4227.png \n", + " extracting: Test/Rural/images_png/4228.png \n", + " extracting: Test/Rural/images_png/4229.png \n", + " extracting: Test/Rural/images_png/4230.png \n", + " extracting: Test/Rural/images_png/4231.png \n", + " inflating: Test/Rural/images_png/4232.png \n", + " extracting: Test/Rural/images_png/4233.png \n", + " extracting: Test/Rural/images_png/4234.png \n", + " extracting: Test/Rural/images_png/4235.png \n", + " extracting: Test/Rural/images_png/4236.png \n", + " extracting: Test/Rural/images_png/4237.png \n", + " extracting: Test/Rural/images_png/4238.png \n", + " extracting: Test/Rural/images_png/4239.png \n", + " extracting: Test/Rural/images_png/4240.png \n", + " extracting: Test/Rural/images_png/4241.png \n", + " extracting: Test/Rural/images_png/4242.png \n", + " extracting: Test/Rural/images_png/4243.png \n", + " extracting: Test/Rural/images_png/4244.png \n", + " extracting: Test/Rural/images_png/4245.png \n", + " extracting: Test/Rural/images_png/4246.png \n", + " extracting: Test/Rural/images_png/4247.png \n", + " extracting: Test/Rural/images_png/4248.png \n", + " inflating: Test/Rural/images_png/4249.png \n", + " extracting: Test/Rural/images_png/4250.png \n", + " extracting: Test/Rural/images_png/4251.png \n", + " extracting: Test/Rural/images_png/4252.png \n", + " extracting: Test/Rural/images_png/4253.png \n", + " inflating: Test/Rural/images_png/4254.png \n", + " extracting: Test/Rural/images_png/4255.png \n", + " extracting: Test/Rural/images_png/4256.png \n", + " extracting: Test/Rural/images_png/4257.png \n", + " extracting: Test/Rural/images_png/4258.png \n", + " extracting: Test/Rural/images_png/4259.png \n", + " extracting: Test/Rural/images_png/4260.png \n", + " extracting: Test/Rural/images_png/4261.png \n", + " extracting: Test/Rural/images_png/4262.png \n", + " inflating: Test/Rural/images_png/4263.png \n", + " extracting: Test/Rural/images_png/4264.png \n", + " extracting: Test/Rural/images_png/4265.png \n", + " extracting: Test/Rural/images_png/4266.png \n", + " extracting: Test/Rural/images_png/4267.png \n", + " extracting: Test/Rural/images_png/4268.png \n", + " extracting: Test/Rural/images_png/4269.png \n", + " extracting: Test/Rural/images_png/4270.png \n", + " inflating: Test/Rural/images_png/4271.png \n", + " inflating: Test/Rural/images_png/4272.png \n", + " extracting: Test/Rural/images_png/4273.png \n", + " extracting: Test/Rural/images_png/4274.png \n", + " extracting: Test/Rural/images_png/4275.png \n", + " extracting: Test/Rural/images_png/4276.png \n", + " extracting: Test/Rural/images_png/4277.png \n", + " extracting: Test/Rural/images_png/4278.png \n", + " extracting: Test/Rural/images_png/4279.png \n", + " inflating: Test/Rural/images_png/4280.png \n", + " inflating: Test/Rural/images_png/4281.png \n", + " extracting: Test/Rural/images_png/4282.png \n", + " extracting: Test/Rural/images_png/4283.png \n", + " extracting: Test/Rural/images_png/4284.png \n", + " extracting: Test/Rural/images_png/4285.png \n", + " extracting: Test/Rural/images_png/4286.png \n", + " extracting: Test/Rural/images_png/4287.png \n", + " extracting: Test/Rural/images_png/4288.png \n", + " extracting: Test/Rural/images_png/4289.png \n", + " inflating: Test/Rural/images_png/4290.png \n", + " extracting: Test/Rural/images_png/4291.png \n", + " extracting: Test/Rural/images_png/4292.png \n", + " extracting: Test/Rural/images_png/4293.png \n", + " extracting: Test/Rural/images_png/4294.png \n", + " extracting: Test/Rural/images_png/4295.png \n", + " extracting: Test/Rural/images_png/4296.png \n", + " inflating: Test/Rural/images_png/4297.png \n", + " extracting: Test/Rural/images_png/4298.png \n", + " extracting: Test/Rural/images_png/4299.png \n", + " extracting: Test/Rural/images_png/4300.png \n", + " extracting: Test/Rural/images_png/4301.png \n", + " inflating: Test/Rural/images_png/4302.png \n", + " extracting: Test/Rural/images_png/4303.png \n", + " extracting: Test/Rural/images_png/4304.png \n", + " extracting: Test/Rural/images_png/4305.png \n", + " extracting: Test/Rural/images_png/4306.png \n", + " inflating: Test/Rural/images_png/4307.png \n", + " extracting: Test/Rural/images_png/4308.png \n", + " extracting: Test/Rural/images_png/4309.png \n", + " extracting: Test/Rural/images_png/4310.png \n", + " extracting: Test/Rural/images_png/4311.png \n", + " extracting: Test/Rural/images_png/4312.png \n", + " inflating: Test/Rural/images_png/4313.png \n", + " extracting: Test/Rural/images_png/4314.png \n", + " extracting: Test/Rural/images_png/4315.png \n", + " extracting: Test/Rural/images_png/4316.png \n", + " extracting: Test/Rural/images_png/4317.png \n", + " extracting: Test/Rural/images_png/4318.png \n", + " extracting: Test/Rural/images_png/4319.png \n", + " extracting: Test/Rural/images_png/4320.png \n", + " extracting: Test/Rural/images_png/4321.png \n", + " extracting: Test/Rural/images_png/4322.png \n", + " extracting: Test/Rural/images_png/4323.png \n", + " extracting: Test/Rural/images_png/4324.png \n", + " extracting: Test/Rural/images_png/4325.png \n", + " extracting: Test/Rural/images_png/4326.png \n", + " extracting: Test/Rural/images_png/4327.png \n", + " extracting: Test/Rural/images_png/4328.png \n", + " extracting: Test/Rural/images_png/4329.png \n", + " extracting: Test/Rural/images_png/4330.png \n", + " extracting: Test/Rural/images_png/4331.png \n", + " extracting: Test/Rural/images_png/4332.png \n", + " extracting: Test/Rural/images_png/4333.png \n", + " extracting: Test/Rural/images_png/4334.png \n", + " extracting: Test/Rural/images_png/4335.png \n", + " extracting: Test/Rural/images_png/4336.png \n", + " extracting: Test/Rural/images_png/4337.png \n", + " extracting: Test/Rural/images_png/4338.png \n", + " extracting: Test/Rural/images_png/4339.png \n", + " extracting: Test/Rural/images_png/4340.png \n", + " extracting: Test/Rural/images_png/4341.png \n", + " extracting: Test/Rural/images_png/4342.png \n", + " extracting: Test/Rural/images_png/4343.png \n", + " extracting: Test/Rural/images_png/4344.png \n", + " extracting: Test/Rural/images_png/4345.png \n", + " inflating: Test/Rural/images_png/4346.png \n", + " extracting: Test/Rural/images_png/4347.png \n", + " extracting: Test/Rural/images_png/4348.png \n", + " extracting: Test/Rural/images_png/4349.png \n", + " extracting: Test/Rural/images_png/4350.png \n", + " extracting: Test/Rural/images_png/4351.png \n", + " extracting: Test/Rural/images_png/4352.png \n", + " extracting: Test/Rural/images_png/4353.png \n", + " extracting: Test/Rural/images_png/4354.png \n", + " extracting: Test/Rural/images_png/4355.png \n", + " extracting: Test/Rural/images_png/4356.png \n", + " inflating: Test/Rural/images_png/4357.png \n", + " extracting: Test/Rural/images_png/4358.png \n", + " extracting: Test/Rural/images_png/4359.png \n", + " extracting: Test/Rural/images_png/4360.png \n", + " extracting: Test/Rural/images_png/4361.png \n", + " extracting: Test/Rural/images_png/4362.png \n", + " extracting: Test/Rural/images_png/4363.png \n", + " extracting: Test/Rural/images_png/4364.png \n", + " extracting: Test/Rural/images_png/4365.png \n", + " extracting: Test/Rural/images_png/4366.png \n", + " extracting: Test/Rural/images_png/4367.png \n", + " inflating: Test/Rural/images_png/4368.png \n", + " extracting: Test/Rural/images_png/4369.png \n", + " extracting: Test/Rural/images_png/4370.png \n", + " inflating: Test/Rural/images_png/4371.png \n", + " extracting: Test/Rural/images_png/4372.png \n", + " inflating: Test/Rural/images_png/4373.png \n", + " extracting: Test/Rural/images_png/4374.png \n", + " extracting: Test/Rural/images_png/4375.png \n", + " extracting: Test/Rural/images_png/4376.png \n", + " extracting: Test/Rural/images_png/4377.png \n", + " extracting: Test/Rural/images_png/4378.png \n", + " inflating: Test/Rural/images_png/4379.png \n", + " extracting: Test/Rural/images_png/4380.png \n", + " extracting: Test/Rural/images_png/4381.png \n", + " extracting: Test/Rural/images_png/4382.png \n", + " extracting: Test/Rural/images_png/4383.png \n", + " extracting: Test/Rural/images_png/4384.png \n", + " extracting: Test/Rural/images_png/4385.png \n", + " extracting: Test/Rural/images_png/4386.png \n", + " inflating: Test/Rural/images_png/4387.png \n", + " extracting: Test/Rural/images_png/4388.png \n", + " extracting: Test/Rural/images_png/4389.png \n", + " extracting: Test/Rural/images_png/4390.png \n", + " extracting: Test/Rural/images_png/4391.png \n", + " extracting: Test/Rural/images_png/4392.png \n", + " extracting: Test/Rural/images_png/4393.png \n", + " extracting: Test/Rural/images_png/4394.png \n", + " extracting: Test/Rural/images_png/4395.png \n", + " extracting: Test/Rural/images_png/4396.png \n", + " extracting: Test/Rural/images_png/4397.png \n", + " extracting: Test/Rural/images_png/4398.png \n", + " extracting: Test/Rural/images_png/4399.png \n", + " extracting: Test/Rural/images_png/4400.png \n", + " extracting: Test/Rural/images_png/4401.png \n", + " extracting: Test/Rural/images_png/4402.png \n", + " extracting: Test/Rural/images_png/4403.png \n", + " inflating: Test/Rural/images_png/4404.png \n", + " extracting: Test/Rural/images_png/4405.png \n", + " extracting: Test/Rural/images_png/4406.png \n", + " extracting: Test/Rural/images_png/4407.png \n", + " extracting: Test/Rural/images_png/4408.png \n", + " extracting: Test/Rural/images_png/4409.png \n", + " inflating: Test/Rural/images_png/4410.png \n", + " extracting: Test/Rural/images_png/4411.png \n", + " extracting: Test/Rural/images_png/4412.png \n", + " extracting: Test/Rural/images_png/4413.png \n", + " extracting: Test/Rural/images_png/4414.png \n", + " extracting: Test/Rural/images_png/4415.png \n", + " extracting: Test/Rural/images_png/4416.png \n", + " extracting: Test/Rural/images_png/4417.png \n", + " extracting: Test/Rural/images_png/4418.png \n", + " extracting: Test/Rural/images_png/4419.png \n", + " extracting: Test/Rural/images_png/4420.png \n", + " extracting: Test/Rural/images_png/4421.png \n", + " extracting: Test/Rural/images_png/4422.png \n", + " inflating: Test/Rural/images_png/4423.png \n", + " extracting: Test/Rural/images_png/4424.png \n", + " extracting: Test/Rural/images_png/4425.png \n", + " extracting: Test/Rural/images_png/4426.png \n", + " extracting: Test/Rural/images_png/4427.png \n", + " extracting: Test/Rural/images_png/4428.png \n", + " inflating: Test/Rural/images_png/4429.png \n", + " extracting: Test/Rural/images_png/4430.png \n", + " extracting: Test/Rural/images_png/4431.png \n", + " extracting: Test/Rural/images_png/4432.png \n", + " extracting: Test/Rural/images_png/4433.png \n", + " extracting: Test/Rural/images_png/4434.png \n", + " extracting: Test/Rural/images_png/4435.png \n", + " extracting: Test/Rural/images_png/4436.png \n", + " extracting: Test/Rural/images_png/4437.png \n", + " extracting: Test/Rural/images_png/4438.png \n", + " extracting: Test/Rural/images_png/4439.png \n", + " extracting: Test/Rural/images_png/4440.png \n", + " inflating: Test/Rural/images_png/4441.png \n", + " extracting: Test/Rural/images_png/4442.png \n", + " extracting: Test/Rural/images_png/4443.png \n", + " extracting: Test/Rural/images_png/4444.png \n", + " extracting: Test/Rural/images_png/4445.png \n", + " extracting: Test/Rural/images_png/4446.png \n", + " extracting: Test/Rural/images_png/4447.png \n", + " extracting: Test/Rural/images_png/4448.png \n", + " extracting: Test/Rural/images_png/4449.png \n", + " extracting: Test/Rural/images_png/4450.png \n", + " extracting: Test/Rural/images_png/4451.png \n", + " extracting: Test/Rural/images_png/4452.png \n", + " extracting: Test/Rural/images_png/4453.png \n", + " inflating: Test/Rural/images_png/4454.png \n", + " extracting: Test/Rural/images_png/4455.png \n", + " extracting: Test/Rural/images_png/4456.png \n", + " extracting: Test/Rural/images_png/4457.png \n", + " extracting: Test/Rural/images_png/4458.png \n", + " extracting: Test/Rural/images_png/4459.png \n", + " extracting: Test/Rural/images_png/4460.png \n", + " extracting: Test/Rural/images_png/4461.png \n", + " extracting: Test/Rural/images_png/4462.png \n", + " extracting: Test/Rural/images_png/4463.png \n", + " extracting: Test/Rural/images_png/4464.png \n", + " extracting: Test/Rural/images_png/4465.png \n", + " extracting: Test/Rural/images_png/4466.png \n", + " extracting: Test/Rural/images_png/4467.png \n", + " extracting: Test/Rural/images_png/4468.png \n", + " extracting: Test/Rural/images_png/4469.png \n", + " extracting: Test/Rural/images_png/4470.png \n", + " extracting: Test/Rural/images_png/4471.png \n", + " inflating: Test/Rural/images_png/4472.png \n", + " extracting: Test/Rural/images_png/4473.png \n", + " extracting: Test/Rural/images_png/4474.png \n", + " extracting: Test/Rural/images_png/4475.png \n", + " extracting: Test/Rural/images_png/4476.png \n", + " extracting: Test/Rural/images_png/4477.png \n", + " extracting: Test/Rural/images_png/4478.png \n", + " extracting: Test/Rural/images_png/4479.png \n", + " inflating: Test/Rural/images_png/4480.png \n", + " extracting: Test/Rural/images_png/4481.png \n", + " extracting: Test/Rural/images_png/4482.png \n", + " inflating: Test/Rural/images_png/4483.png \n", + " extracting: Test/Rural/images_png/4484.png \n", + " extracting: Test/Rural/images_png/4485.png \n", + " extracting: Test/Rural/images_png/4486.png \n", + " inflating: Test/Rural/images_png/4487.png \n", + " extracting: Test/Rural/images_png/4488.png \n", + " extracting: Test/Rural/images_png/4489.png \n", + " extracting: Test/Rural/images_png/4490.png \n", + " inflating: Test/Rural/images_png/4491.png \n", + " extracting: Test/Rural/images_png/4492.png \n", + " extracting: Test/Rural/images_png/4493.png \n", + " extracting: Test/Rural/images_png/4494.png \n", + " extracting: Test/Rural/images_png/4495.png \n", + " inflating: Test/Rural/images_png/4496.png \n", + " extracting: Test/Rural/images_png/4497.png \n", + " extracting: Test/Rural/images_png/4498.png \n", + " extracting: Test/Rural/images_png/4499.png \n", + " extracting: Test/Rural/images_png/4500.png \n", + " extracting: Test/Rural/images_png/4501.png \n", + " extracting: Test/Rural/images_png/4502.png \n", + " extracting: Test/Rural/images_png/4503.png \n", + " extracting: Test/Rural/images_png/4504.png \n", + " extracting: Test/Rural/images_png/4505.png \n", + " inflating: Test/Rural/images_png/4506.png \n", + " inflating: Test/Rural/images_png/4507.png \n", + " extracting: Test/Rural/images_png/4508.png \n", + " extracting: Test/Rural/images_png/4509.png \n", + " inflating: Test/Rural/images_png/4510.png \n", + " extracting: Test/Rural/images_png/4511.png \n", + " extracting: Test/Rural/images_png/4512.png \n", + " extracting: Test/Rural/images_png/4513.png \n", + " extracting: Test/Rural/images_png/4514.png \n", + " inflating: Test/Rural/images_png/4515.png \n", + " extracting: Test/Rural/images_png/4516.png \n", + " extracting: Test/Rural/images_png/4517.png \n", + " extracting: Test/Rural/images_png/4518.png \n", + " extracting: Test/Rural/images_png/4519.png \n", + " extracting: Test/Rural/images_png/4520.png \n", + " extracting: Test/Rural/images_png/4521.png \n", + " extracting: Test/Rural/images_png/4522.png \n", + " extracting: Test/Rural/images_png/4523.png \n", + " extracting: Test/Rural/images_png/4524.png \n", + " extracting: Test/Rural/images_png/4525.png \n", + " extracting: Test/Rural/images_png/4526.png \n", + " extracting: Test/Rural/images_png/4527.png \n", + " extracting: Test/Rural/images_png/4528.png \n", + " extracting: Test/Rural/images_png/4529.png \n", + " extracting: Test/Rural/images_png/4530.png \n", + " extracting: Test/Rural/images_png/4531.png \n", + " extracting: Test/Rural/images_png/4532.png \n", + " extracting: Test/Rural/images_png/4533.png \n", + " extracting: Test/Rural/images_png/4534.png \n", + " extracting: Test/Rural/images_png/4535.png \n", + " inflating: Test/Rural/images_png/4536.png \n", + " extracting: Test/Rural/images_png/4537.png \n", + " extracting: Test/Rural/images_png/4538.png \n", + " extracting: Test/Rural/images_png/4539.png \n", + " extracting: Test/Rural/images_png/4540.png \n", + " extracting: Test/Rural/images_png/4541.png \n", + " inflating: Test/Rural/images_png/4542.png \n", + " extracting: Test/Rural/images_png/4543.png \n", + " extracting: Test/Rural/images_png/4544.png \n", + " extracting: Test/Rural/images_png/4545.png \n", + " extracting: Test/Rural/images_png/4546.png \n", + " extracting: Test/Rural/images_png/4547.png \n", + " extracting: Test/Rural/images_png/4548.png \n", + " extracting: Test/Rural/images_png/4549.png \n", + " extracting: Test/Rural/images_png/4550.png \n", + " extracting: Test/Rural/images_png/4551.png \n", + " extracting: Test/Rural/images_png/4552.png \n", + " extracting: Test/Rural/images_png/4553.png \n", + " extracting: Test/Rural/images_png/4554.png \n", + " extracting: Test/Rural/images_png/4555.png \n", + " extracting: Test/Rural/images_png/4556.png \n", + " extracting: Test/Rural/images_png/4557.png \n", + " extracting: Test/Rural/images_png/4558.png \n", + " inflating: Test/Rural/images_png/4559.png \n", + " inflating: Test/Rural/images_png/4560.png \n", + " extracting: Test/Rural/images_png/4561.png \n", + " extracting: Test/Rural/images_png/4562.png \n", + " extracting: Test/Rural/images_png/4563.png \n", + " extracting: Test/Rural/images_png/4564.png \n", + " inflating: Test/Rural/images_png/4565.png \n", + " extracting: Test/Rural/images_png/4566.png \n", + " extracting: Test/Rural/images_png/4567.png \n", + " extracting: Test/Rural/images_png/4568.png \n", + " extracting: Test/Rural/images_png/4569.png \n", + " extracting: Test/Rural/images_png/4570.png \n", + " extracting: Test/Rural/images_png/4571.png \n", + " extracting: Test/Rural/images_png/4572.png \n", + " extracting: Test/Rural/images_png/4573.png \n", + " extracting: Test/Rural/images_png/4574.png \n", + " extracting: Test/Rural/images_png/4575.png \n", + " extracting: Test/Rural/images_png/4576.png \n", + " extracting: Test/Rural/images_png/4577.png \n", + " extracting: Test/Rural/images_png/4578.png \n", + " extracting: Test/Rural/images_png/4579.png \n", + " inflating: Test/Rural/images_png/4580.png \n", + " extracting: Test/Rural/images_png/4581.png \n", + " extracting: Test/Rural/images_png/4582.png \n", + " extracting: Test/Rural/images_png/4583.png \n", + " extracting: Test/Rural/images_png/4584.png \n", + " extracting: Test/Rural/images_png/4585.png \n", + " extracting: Test/Rural/images_png/4586.png \n", + " inflating: Test/Rural/images_png/4587.png \n", + " extracting: Test/Rural/images_png/4588.png \n", + " extracting: Test/Rural/images_png/4589.png \n", + " extracting: Test/Rural/images_png/4590.png \n", + " extracting: Test/Rural/images_png/4591.png \n", + " extracting: Test/Rural/images_png/4592.png \n", + " extracting: Test/Rural/images_png/4593.png \n", + " extracting: Test/Rural/images_png/4594.png \n", + " extracting: Test/Rural/images_png/4595.png \n", + " extracting: Test/Rural/images_png/4596.png \n", + " extracting: Test/Rural/images_png/4597.png \n", + " extracting: Test/Rural/images_png/4598.png \n", + " extracting: Test/Rural/images_png/4599.png \n", + " extracting: Test/Rural/images_png/4600.png \n", + " extracting: Test/Rural/images_png/4601.png \n", + " extracting: Test/Rural/images_png/4602.png \n", + " extracting: Test/Rural/images_png/4603.png \n", + " extracting: Test/Rural/images_png/4604.png \n", + " extracting: Test/Rural/images_png/4605.png \n", + " extracting: Test/Rural/images_png/4606.png \n", + " extracting: Test/Rural/images_png/4607.png \n", + " extracting: Test/Rural/images_png/4608.png \n", + " extracting: Test/Rural/images_png/4609.png \n", + " extracting: Test/Rural/images_png/4610.png \n", + " extracting: 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Test/Rural/images_png/4763.png \n", + " extracting: Test/Rural/images_png/4764.png \n", + " extracting: Test/Rural/images_png/4765.png \n", + " extracting: Test/Rural/images_png/4766.png \n", + " extracting: Test/Rural/images_png/4767.png \n", + " extracting: Test/Rural/images_png/4768.png \n", + " extracting: Test/Rural/images_png/4769.png \n", + " extracting: Test/Rural/images_png/4770.png \n", + " extracting: Test/Rural/images_png/4771.png \n", + " extracting: Test/Rural/images_png/4772.png \n", + " extracting: Test/Rural/images_png/4773.png \n", + " extracting: Test/Rural/images_png/4774.png \n", + " extracting: Test/Rural/images_png/4775.png \n", + " inflating: Test/Rural/images_png/4776.png \n", + " extracting: Test/Rural/images_png/4777.png \n", + " extracting: Test/Rural/images_png/4778.png \n", + " inflating: Test/Rural/images_png/4779.png \n", + " extracting: Test/Rural/images_png/4780.png \n", + " extracting: Test/Rural/images_png/4781.png \n", + " extracting: Test/Rural/images_png/4782.png \n", + " extracting: Test/Rural/images_png/4783.png \n", + " extracting: Test/Rural/images_png/4784.png \n", + " extracting: Test/Rural/images_png/4785.png \n", + " inflating: Test/Rural/images_png/4786.png \n", + " extracting: Test/Rural/images_png/4787.png \n", + " extracting: Test/Rural/images_png/4788.png \n", + " extracting: Test/Rural/images_png/4789.png \n", + " extracting: Test/Rural/images_png/4790.png \n", + " extracting: Test/Rural/images_png/4791.png \n", + " extracting: Test/Rural/images_png/4792.png \n", + " extracting: Test/Rural/images_png/4793.png \n", + " extracting: Test/Rural/images_png/4794.png \n", + " inflating: Test/Rural/images_png/4795.png \n", + " extracting: Test/Rural/images_png/4796.png \n", + " extracting: Test/Rural/images_png/4797.png \n", + " extracting: Test/Rural/images_png/4798.png \n", + " extracting: Test/Rural/images_png/4799.png \n", + " extracting: Test/Rural/images_png/4800.png \n", + " extracting: Test/Rural/images_png/4801.png \n", + " extracting: Test/Rural/images_png/4802.png \n", + " extracting: Test/Rural/images_png/4803.png \n", + " extracting: Test/Rural/images_png/4804.png \n", + " extracting: Test/Rural/images_png/4805.png \n", + " inflating: Test/Rural/images_png/4806.png \n", + " extracting: Test/Rural/images_png/4807.png \n", + " extracting: Test/Rural/images_png/4808.png \n", + " extracting: Test/Rural/images_png/4809.png \n", + " extracting: Test/Rural/images_png/4810.png \n", + " extracting: Test/Rural/images_png/4811.png \n", + " extracting: Test/Rural/images_png/4812.png \n", + " inflating: Test/Rural/images_png/4813.png \n", + " extracting: Test/Rural/images_png/4814.png \n", + " extracting: Test/Rural/images_png/4815.png \n", + " extracting: Test/Rural/images_png/4816.png \n", + " extracting: Test/Rural/images_png/4817.png \n", + " extracting: Test/Rural/images_png/4818.png \n", + " extracting: Test/Rural/images_png/4819.png \n", + " extracting: Test/Rural/images_png/4820.png \n", + " extracting: Test/Rural/images_png/4821.png \n", + " extracting: Test/Rural/images_png/4822.png \n", + " extracting: Test/Rural/images_png/4823.png \n", + " extracting: Test/Rural/images_png/4824.png \n", + " extracting: Test/Rural/images_png/4825.png \n", + " extracting: Test/Rural/images_png/4826.png \n", + " extracting: Test/Rural/images_png/4827.png \n", + " extracting: Test/Rural/images_png/4828.png \n", + " inflating: Test/Rural/images_png/4829.png \n", + " extracting: Test/Rural/images_png/4830.png \n", + " extracting: Test/Rural/images_png/4831.png \n", + " inflating: Test/Rural/images_png/4832.png \n", + " extracting: Test/Rural/images_png/4833.png \n", + " inflating: Test/Rural/images_png/4834.png \n", + " extracting: Test/Rural/images_png/4835.png \n", + " extracting: Test/Rural/images_png/4836.png \n", + " extracting: Test/Rural/images_png/4837.png \n", + " extracting: Test/Rural/images_png/4838.png \n", + " extracting: Test/Rural/images_png/4839.png \n", + " extracting: Test/Rural/images_png/4840.png \n", + " extracting: Test/Rural/images_png/4841.png \n", + " extracting: Test/Rural/images_png/4842.png \n", + " inflating: Test/Rural/images_png/4843.png \n", + " extracting: Test/Rural/images_png/4844.png \n", + " extracting: Test/Rural/images_png/4845.png \n", + " extracting: Test/Rural/images_png/4846.png \n", + " inflating: Test/Rural/images_png/4847.png \n", + " inflating: Test/Rural/images_png/4848.png \n", + " extracting: Test/Rural/images_png/4849.png \n", + " extracting: Test/Rural/images_png/4850.png \n", + " extracting: Test/Rural/images_png/4851.png \n", + " extracting: Test/Rural/images_png/4852.png \n", + " inflating: Test/Rural/images_png/4853.png \n", + " inflating: Test/Rural/images_png/4854.png \n", + " extracting: Test/Rural/images_png/4855.png \n", + " extracting: Test/Rural/images_png/4856.png \n", + " extracting: Test/Rural/images_png/4857.png \n", + " extracting: Test/Rural/images_png/4858.png \n", + " extracting: Test/Rural/images_png/4859.png \n", + " extracting: Test/Rural/images_png/4860.png \n", + " extracting: Test/Rural/images_png/4861.png \n", + " extracting: Test/Rural/images_png/4862.png \n", + " extracting: Test/Rural/images_png/4863.png \n", + " extracting: Test/Rural/images_png/4864.png \n", + " inflating: Test/Rural/images_png/4865.png \n", + " inflating: Test/Rural/images_png/4866.png \n", + " extracting: Test/Rural/images_png/4867.png \n", + " extracting: Test/Rural/images_png/4868.png \n", + " extracting: Test/Rural/images_png/4869.png \n", + " extracting: Test/Rural/images_png/4870.png \n", + " extracting: Test/Rural/images_png/4871.png \n", + " extracting: Test/Rural/images_png/4872.png \n", + " extracting: Test/Rural/images_png/4873.png \n", + " extracting: Test/Rural/images_png/4874.png \n", + " extracting: Test/Rural/images_png/4875.png \n", + " extracting: Test/Rural/images_png/4876.png \n", + " extracting: Test/Rural/images_png/4877.png \n", + " extracting: Test/Rural/images_png/4878.png \n", + " inflating: Test/Rural/images_png/4879.png \n", + " extracting: Test/Rural/images_png/4880.png \n", + " extracting: Test/Rural/images_png/4881.png \n", + " extracting: Test/Rural/images_png/4882.png \n", + " extracting: Test/Rural/images_png/4883.png \n", + " extracting: Test/Rural/images_png/4884.png \n", + " extracting: Test/Rural/images_png/4885.png \n", + " extracting: Test/Rural/images_png/4886.png \n", + " inflating: Test/Rural/images_png/4887.png \n", + " extracting: Test/Rural/images_png/4888.png \n", + " extracting: Test/Rural/images_png/4889.png \n", + " extracting: Test/Rural/images_png/4890.png \n", + " extracting: Test/Rural/images_png/4891.png \n", + " inflating: Test/Rural/images_png/4892.png \n", + " inflating: Test/Rural/images_png/4893.png \n", + " inflating: Test/Rural/images_png/4894.png \n", + " extracting: Test/Rural/images_png/4895.png \n", + " extracting: Test/Rural/images_png/4896.png \n", + " extracting: Test/Rural/images_png/4897.png \n", + " extracting: Test/Rural/images_png/4898.png \n", + " extracting: Test/Rural/images_png/4899.png \n", + " extracting: Test/Rural/images_png/4900.png \n", + " extracting: Test/Rural/images_png/4901.png \n", + " extracting: Test/Rural/images_png/4902.png \n", + " extracting: Test/Rural/images_png/4903.png \n", + " inflating: Test/Rural/images_png/4904.png \n", + " extracting: Test/Rural/images_png/4905.png \n", + " extracting: Test/Rural/images_png/4906.png \n", + " extracting: Test/Rural/images_png/4907.png \n", + " extracting: Test/Rural/images_png/4908.png \n", + " extracting: Test/Rural/images_png/4909.png \n", + " extracting: Test/Rural/images_png/4910.png \n", + " inflating: Test/Rural/images_png/4911.png \n", + " extracting: Test/Rural/images_png/4912.png \n", + " extracting: Test/Rural/images_png/4913.png \n", + " inflating: Test/Rural/images_png/4914.png \n", + " inflating: Test/Rural/images_png/4915.png \n", + " extracting: Test/Rural/images_png/4916.png \n", + " extracting: Test/Rural/images_png/4917.png \n", + " extracting: Test/Rural/images_png/4918.png \n", + " extracting: Test/Rural/images_png/4919.png \n", + " extracting: Test/Rural/images_png/4920.png \n", + " extracting: Test/Rural/images_png/4921.png \n", + " extracting: Test/Rural/images_png/4922.png \n", + " extracting: Test/Rural/images_png/4923.png \n", + " extracting: Test/Rural/images_png/4924.png \n", + " extracting: Test/Rural/images_png/4925.png \n", + " extracting: Test/Rural/images_png/4926.png \n", + " extracting: Test/Rural/images_png/4927.png \n", + " extracting: Test/Rural/images_png/4928.png \n", + " extracting: Test/Rural/images_png/4929.png \n", + " extracting: Test/Rural/images_png/4930.png \n", + " extracting: Test/Rural/images_png/4931.png \n", + " extracting: Test/Rural/images_png/4932.png \n", + " extracting: Test/Rural/images_png/4933.png \n", + " extracting: Test/Rural/images_png/4934.png \n", + " extracting: Test/Rural/images_png/4935.png \n", + " extracting: Test/Rural/images_png/4936.png \n", + " extracting: Test/Rural/images_png/4937.png \n", + " extracting: Test/Rural/images_png/4938.png \n", + " extracting: Test/Rural/images_png/4939.png \n", + " extracting: Test/Rural/images_png/4940.png \n", + " extracting: Test/Rural/images_png/4941.png \n", + " extracting: Test/Rural/images_png/4942.png \n", + " extracting: Test/Rural/images_png/4943.png \n", + " extracting: Test/Rural/images_png/4944.png \n", + " extracting: Test/Rural/images_png/4945.png \n", + " inflating: Test/Rural/images_png/4946.png \n", + " extracting: Test/Rural/images_png/4947.png \n", + " extracting: Test/Rural/images_png/4948.png \n", + " inflating: Test/Rural/images_png/4949.png \n", + " extracting: Test/Rural/images_png/4950.png \n", + " extracting: Test/Rural/images_png/4951.png \n", + " extracting: Test/Rural/images_png/4952.png \n", + " extracting: Test/Rural/images_png/4953.png \n", + " extracting: Test/Rural/images_png/4954.png \n", + " extracting: Test/Rural/images_png/4955.png \n", + " extracting: Test/Rural/images_png/4956.png \n", + " extracting: Test/Rural/images_png/4957.png \n", + " extracting: Test/Rural/images_png/4958.png \n", + " extracting: Test/Rural/images_png/4959.png \n", + " extracting: Test/Rural/images_png/4960.png \n", + " extracting: Test/Rural/images_png/4961.png \n", + " extracting: Test/Rural/images_png/4962.png \n", + " extracting: Test/Rural/images_png/4963.png \n", + " extracting: Test/Rural/images_png/4964.png \n", + " extracting: Test/Rural/images_png/4965.png \n", + " extracting: Test/Rural/images_png/4966.png \n", + " extracting: Test/Rural/images_png/4967.png \n", + " extracting: Test/Rural/images_png/4968.png \n", + " extracting: Test/Rural/images_png/4969.png \n", + " extracting: Test/Rural/images_png/4970.png \n", + " extracting: Test/Rural/images_png/4971.png \n", + " extracting: Test/Rural/images_png/4972.png \n", + " extracting: Test/Rural/images_png/4973.png \n", + " extracting: Test/Rural/images_png/4974.png \n", + " inflating: Test/Rural/images_png/4975.png \n", + " extracting: Test/Rural/images_png/4976.png \n", + " extracting: Test/Rural/images_png/4977.png \n", + " extracting: Test/Rural/images_png/4978.png \n", + " extracting: Test/Rural/images_png/4979.png \n", + " extracting: Test/Rural/images_png/4980.png \n", + " extracting: Test/Rural/images_png/4981.png \n", + " extracting: Test/Rural/images_png/4982.png \n", + " extracting: Test/Rural/images_png/4983.png \n", + " extracting: Test/Rural/images_png/4984.png \n", + " extracting: Test/Rural/images_png/4985.png \n", + " extracting: Test/Rural/images_png/4986.png \n", + " extracting: Test/Rural/images_png/4987.png \n", + " extracting: Test/Rural/images_png/4988.png \n", + " extracting: Test/Rural/images_png/4989.png \n", + " inflating: Test/Rural/images_png/4990.png \n", + " inflating: Test/Rural/images_png/4991.png \n", + " inflating: Test/Rural/images_png/4992.png \n", + " extracting: Test/Rural/images_png/4993.png \n", + " extracting: Test/Rural/images_png/4994.png \n", + " extracting: Test/Rural/images_png/4995.png \n", + " extracting: Test/Rural/images_png/4996.png \n", + " inflating: Test/Rural/images_png/4997.png \n", + " extracting: Test/Rural/images_png/4998.png \n", + " extracting: Test/Rural/images_png/4999.png \n", + " extracting: Test/Rural/images_png/5000.png \n", + " extracting: Test/Rural/images_png/5001.png \n", + " extracting: Test/Rural/images_png/5002.png \n", + " extracting: Test/Rural/images_png/5003.png \n", + " extracting: Test/Rural/images_png/5004.png \n", + " extracting: Test/Rural/images_png/5005.png \n", + " extracting: Test/Rural/images_png/5006.png \n", + " extracting: Test/Rural/images_png/5007.png \n", + " extracting: Test/Rural/images_png/5008.png \n", + " extracting: Test/Rural/images_png/5009.png \n", + " extracting: Test/Rural/images_png/5010.png \n", + " extracting: Test/Rural/images_png/5011.png \n", + " extracting: Test/Rural/images_png/5012.png \n", + " extracting: Test/Rural/images_png/5013.png \n", + " extracting: Test/Rural/images_png/5014.png \n", + " extracting: Test/Rural/images_png/5015.png \n", + " extracting: Test/Rural/images_png/5016.png \n", + " inflating: Test/Rural/images_png/5017.png \n", + " inflating: Test/Rural/images_png/5018.png \n", + " extracting: Test/Rural/images_png/5019.png \n", + " inflating: Test/Rural/images_png/5020.png \n", + " extracting: Test/Rural/images_png/5021.png \n", + " inflating: Test/Rural/images_png/5022.png \n", + " extracting: Test/Rural/images_png/5023.png \n", + " extracting: Test/Rural/images_png/5024.png \n", + " extracting: Test/Rural/images_png/5025.png \n", + " extracting: Test/Rural/images_png/5026.png \n", + " extracting: Test/Rural/images_png/5027.png \n", + " extracting: Test/Rural/images_png/5028.png \n", + " extracting: Test/Rural/images_png/5029.png \n", + " extracting: Test/Rural/images_png/5030.png \n", + " extracting: Test/Rural/images_png/5031.png \n", + " extracting: Test/Rural/images_png/5032.png \n", + " extracting: Test/Rural/images_png/5033.png \n", + " extracting: Test/Rural/images_png/5034.png \n", + " extracting: Test/Rural/images_png/5035.png \n", + " extracting: Test/Rural/images_png/5036.png \n", + " extracting: Test/Rural/images_png/5037.png \n", + " extracting: Test/Rural/images_png/5038.png \n", + " extracting: Test/Rural/images_png/5039.png \n", + " extracting: Test/Rural/images_png/5040.png \n", + " extracting: Test/Rural/images_png/5041.png \n", + " extracting: Test/Rural/images_png/5042.png \n", + " extracting: Test/Rural/images_png/5043.png \n", + " extracting: Test/Rural/images_png/5044.png \n", + " extracting: Test/Rural/images_png/5045.png \n", + " extracting: Test/Rural/images_png/5046.png \n", + " extracting: Test/Rural/images_png/5047.png \n", + " extracting: Test/Rural/images_png/5048.png \n", + " inflating: Test/Rural/images_png/5049.png \n", + " extracting: Test/Rural/images_png/5050.png \n", + " extracting: Test/Rural/images_png/5051.png \n", + " extracting: Test/Rural/images_png/5052.png \n", + " extracting: Test/Rural/images_png/5053.png \n", + " extracting: Test/Rural/images_png/5054.png \n", + " extracting: Test/Rural/images_png/5055.png \n", + " extracting: Test/Rural/images_png/5056.png \n", + " extracting: Test/Rural/images_png/5057.png \n", + " extracting: Test/Rural/images_png/5058.png \n", + " extracting: Test/Rural/images_png/5059.png \n", + " extracting: Test/Rural/images_png/5060.png \n", + " extracting: Test/Rural/images_png/5061.png \n", + " extracting: Test/Rural/images_png/5062.png \n", + " inflating: Test/Rural/images_png/5063.png \n", + " extracting: Test/Rural/images_png/5064.png \n", + " extracting: Test/Rural/images_png/5065.png \n", + " extracting: Test/Rural/images_png/5066.png \n", + " extracting: Test/Rural/images_png/5067.png \n", + " extracting: Test/Rural/images_png/5068.png \n", + " extracting: Test/Rural/images_png/5069.png \n", + " extracting: Test/Rural/images_png/5070.png \n", + " extracting: Test/Rural/images_png/5071.png \n", + " extracting: Test/Rural/images_png/5072.png \n", + " extracting: Test/Rural/images_png/5073.png \n", + " extracting: Test/Rural/images_png/5074.png \n", + " inflating: Test/Rural/images_png/5075.png \n", + " extracting: Test/Rural/images_png/5076.png \n", + " extracting: Test/Rural/images_png/5077.png \n", + " extracting: Test/Rural/images_png/5078.png \n", + " extracting: Test/Rural/images_png/5079.png \n", + " extracting: Test/Rural/images_png/5080.png \n", + " extracting: Test/Rural/images_png/5081.png \n", + " extracting: Test/Rural/images_png/5082.png \n", + " extracting: Test/Rural/images_png/5083.png \n", + " extracting: Test/Rural/images_png/5084.png \n", + " extracting: Test/Rural/images_png/5085.png \n", + " extracting: Test/Rural/images_png/5086.png \n", + " extracting: Test/Rural/images_png/5087.png \n", + " extracting: Test/Rural/images_png/5088.png \n", + " extracting: Test/Rural/images_png/5089.png \n", + " extracting: Test/Rural/images_png/5090.png \n", + " extracting: Test/Rural/images_png/5091.png \n", + " extracting: Test/Rural/images_png/5092.png \n", + " extracting: Test/Rural/images_png/5093.png \n", + " extracting: Test/Rural/images_png/5094.png \n", + " extracting: Test/Rural/images_png/5095.png \n", + " extracting: Test/Rural/images_png/5096.png \n", + " extracting: Test/Rural/images_png/5097.png \n", + " extracting: Test/Rural/images_png/5098.png \n", + " extracting: Test/Rural/images_png/5099.png \n", + " extracting: Test/Rural/images_png/5100.png \n", + " extracting: Test/Rural/images_png/5101.png \n", + " extracting: Test/Rural/images_png/5102.png \n", + " extracting: Test/Rural/images_png/5103.png \n", + " extracting: Test/Rural/images_png/5104.png \n", + " inflating: Test/Rural/images_png/5105.png \n", + " inflating: Test/Rural/images_png/5106.png \n", + " extracting: Test/Rural/images_png/5107.png \n", + " extracting: Test/Rural/images_png/5108.png \n", + " extracting: Test/Rural/images_png/5109.png \n", + " extracting: Test/Rural/images_png/5110.png \n", + " extracting: Test/Rural/images_png/5111.png \n", + " inflating: Test/Rural/images_png/5112.png \n", + " extracting: Test/Rural/images_png/5113.png \n", + " extracting: Test/Rural/images_png/5114.png \n", + " extracting: Test/Rural/images_png/5115.png \n", + " inflating: Test/Rural/images_png/5116.png \n", + " extracting: Test/Rural/images_png/5117.png \n", + " extracting: Test/Rural/images_png/5118.png \n", + " extracting: Test/Rural/images_png/5119.png \n", + " extracting: Test/Rural/images_png/5120.png \n", + " extracting: Test/Rural/images_png/5121.png \n", + " extracting: Test/Rural/images_png/5122.png \n", + " inflating: Test/Rural/images_png/5123.png \n", + " extracting: Test/Rural/images_png/5124.png \n", + " extracting: Test/Rural/images_png/5125.png \n", + " extracting: Test/Rural/images_png/5126.png \n", + " extracting: Test/Rural/images_png/5127.png \n", + " extracting: Test/Rural/images_png/5128.png \n", + " extracting: Test/Rural/images_png/5129.png \n", + " extracting: Test/Rural/images_png/5130.png \n", + " extracting: Test/Rural/images_png/5131.png \n", + " extracting: Test/Rural/images_png/5132.png \n", + " extracting: Test/Rural/images_png/5133.png \n", + " inflating: Test/Rural/images_png/5134.png \n", + " extracting: Test/Rural/images_png/5135.png \n", + " extracting: Test/Rural/images_png/5136.png \n", + " inflating: Test/Rural/images_png/5137.png \n", + " extracting: Test/Rural/images_png/5138.png \n", + " extracting: Test/Rural/images_png/5139.png \n", + " extracting: Test/Rural/images_png/5140.png \n", + " inflating: Test/Rural/images_png/5141.png \n", + " extracting: Test/Rural/images_png/5142.png \n", + " extracting: Test/Rural/images_png/5143.png \n", + " extracting: Test/Rural/images_png/5144.png \n", + " extracting: Test/Rural/images_png/5145.png \n", + " extracting: Test/Rural/images_png/5146.png \n", + " extracting: Test/Rural/images_png/5147.png \n", + " extracting: Test/Rural/images_png/5148.png \n", + " extracting: Test/Rural/images_png/5149.png \n", + " extracting: Test/Rural/images_png/5150.png \n", + " extracting: Test/Rural/images_png/5151.png \n", + " extracting: Test/Rural/images_png/5152.png \n", + " extracting: Test/Rural/images_png/5153.png \n", + " inflating: Test/Rural/images_png/5154.png \n", + " extracting: Test/Rural/images_png/5155.png \n", + " extracting: Test/Rural/images_png/5156.png \n", + " extracting: Test/Rural/images_png/5157.png \n", + " extracting: Test/Rural/images_png/5158.png \n", + " extracting: Test/Rural/images_png/5159.png \n", + " inflating: Test/Rural/images_png/5160.png \n", + " extracting: Test/Rural/images_png/5161.png \n", + " extracting: Test/Rural/images_png/5162.png \n", + " inflating: Test/Rural/images_png/5163.png \n", + " extracting: Test/Rural/images_png/5164.png \n", + " extracting: Test/Rural/images_png/5165.png \n", + " extracting: Test/Rural/images_png/5166.png \n", + " creating: Test/Urban/\n", + " creating: Test/Urban/images_png/\n", + " extracting: Test/Urban/images_png/5167.png \n", + " extracting: Test/Urban/images_png/5168.png \n", + " extracting: Test/Urban/images_png/5169.png \n", + " extracting: Test/Urban/images_png/5170.png \n", + " extracting: Test/Urban/images_png/5171.png \n", + " extracting: Test/Urban/images_png/5172.png \n", + " extracting: Test/Urban/images_png/5173.png \n", + " extracting: Test/Urban/images_png/5174.png \n", + " extracting: Test/Urban/images_png/5175.png \n", + " extracting: Test/Urban/images_png/5176.png \n", + " extracting: Test/Urban/images_png/5177.png \n", + " extracting: Test/Urban/images_png/5178.png \n", + " extracting: Test/Urban/images_png/5179.png \n", + " extracting: Test/Urban/images_png/5180.png \n", + " extracting: Test/Urban/images_png/5181.png \n", + " extracting: Test/Urban/images_png/5182.png \n", + " extracting: Test/Urban/images_png/5183.png \n", + " inflating: Test/Urban/images_png/5184.png \n", + " inflating: Test/Urban/images_png/5185.png \n", + " inflating: Test/Urban/images_png/5186.png \n", + " extracting: Test/Urban/images_png/5187.png \n", + " extracting: Test/Urban/images_png/5188.png \n", + " extracting: Test/Urban/images_png/5189.png \n", + " extracting: Test/Urban/images_png/5190.png \n", + " inflating: Test/Urban/images_png/5191.png \n", + " extracting: Test/Urban/images_png/5192.png \n", + " extracting: Test/Urban/images_png/5193.png \n", + " extracting: Test/Urban/images_png/5194.png \n", + " extracting: Test/Urban/images_png/5195.png \n", + " extracting: Test/Urban/images_png/5196.png \n", + " extracting: Test/Urban/images_png/5197.png \n", + " inflating: Test/Urban/images_png/5198.png \n", + " extracting: Test/Urban/images_png/5199.png \n", + " inflating: Test/Urban/images_png/5200.png \n", + " extracting: Test/Urban/images_png/5201.png \n", + " extracting: Test/Urban/images_png/5202.png \n", + " extracting: Test/Urban/images_png/5203.png \n", + " inflating: Test/Urban/images_png/5204.png \n", + " extracting: Test/Urban/images_png/5205.png \n", + " extracting: Test/Urban/images_png/5206.png \n", + " extracting: Test/Urban/images_png/5207.png \n", + " extracting: Test/Urban/images_png/5208.png \n", + " extracting: Test/Urban/images_png/5209.png \n", + " extracting: Test/Urban/images_png/5210.png \n", + " extracting: Test/Urban/images_png/5211.png \n", + " extracting: Test/Urban/images_png/5212.png \n", + " extracting: Test/Urban/images_png/5213.png \n", + " extracting: Test/Urban/images_png/5214.png \n", + " extracting: Test/Urban/images_png/5215.png \n", + " inflating: Test/Urban/images_png/5216.png \n", + " extracting: Test/Urban/images_png/5217.png \n", + " extracting: Test/Urban/images_png/5218.png \n", + " extracting: Test/Urban/images_png/5219.png \n", + " extracting: Test/Urban/images_png/5220.png \n", + " extracting: Test/Urban/images_png/5221.png \n", + " extracting: Test/Urban/images_png/5222.png \n", + " extracting: Test/Urban/images_png/5223.png \n", + " inflating: Test/Urban/images_png/5224.png \n", + " extracting: Test/Urban/images_png/5225.png \n", + " extracting: Test/Urban/images_png/5226.png \n", + " extracting: Test/Urban/images_png/5227.png \n", + " extracting: Test/Urban/images_png/5228.png \n", + " extracting: Test/Urban/images_png/5229.png \n", + " extracting: Test/Urban/images_png/5230.png \n", + " extracting: Test/Urban/images_png/5231.png \n", + " extracting: Test/Urban/images_png/5232.png \n", + " extracting: Test/Urban/images_png/5233.png \n", + " inflating: Test/Urban/images_png/5234.png \n", + " extracting: Test/Urban/images_png/5235.png \n", + " extracting: Test/Urban/images_png/5236.png \n", + " extracting: Test/Urban/images_png/5237.png \n", + " extracting: Test/Urban/images_png/5238.png \n", + " extracting: Test/Urban/images_png/5239.png \n", + " extracting: Test/Urban/images_png/5240.png \n", + " extracting: Test/Urban/images_png/5241.png \n", + " extracting: Test/Urban/images_png/5242.png \n", + " extracting: Test/Urban/images_png/5243.png \n", + " extracting: Test/Urban/images_png/5244.png \n", + " extracting: Test/Urban/images_png/5245.png \n", + " extracting: Test/Urban/images_png/5246.png \n", + " extracting: Test/Urban/images_png/5247.png \n", + " extracting: Test/Urban/images_png/5248.png \n", + " inflating: Test/Urban/images_png/5249.png \n", + " extracting: Test/Urban/images_png/5250.png \n", + " extracting: Test/Urban/images_png/5251.png \n", + " extracting: Test/Urban/images_png/5252.png \n", + " extracting: Test/Urban/images_png/5253.png \n", + " extracting: Test/Urban/images_png/5254.png \n", + " extracting: Test/Urban/images_png/5255.png \n", + " extracting: Test/Urban/images_png/5256.png \n", + " extracting: Test/Urban/images_png/5257.png \n", + " extracting: Test/Urban/images_png/5258.png \n", + " extracting: Test/Urban/images_png/5259.png \n", + " extracting: Test/Urban/images_png/5260.png \n", + " extracting: Test/Urban/images_png/5261.png \n", + " extracting: Test/Urban/images_png/5262.png \n", + " extracting: Test/Urban/images_png/5263.png \n", + " extracting: Test/Urban/images_png/5264.png \n", + " extracting: Test/Urban/images_png/5265.png \n", + " extracting: Test/Urban/images_png/5266.png \n", + " extracting: Test/Urban/images_png/5267.png \n", + " extracting: Test/Urban/images_png/5268.png \n", + " extracting: Test/Urban/images_png/5269.png \n", + " extracting: Test/Urban/images_png/5270.png \n", + " extracting: Test/Urban/images_png/5271.png \n", + " extracting: Test/Urban/images_png/5272.png \n", + " extracting: Test/Urban/images_png/5273.png \n", + " extracting: Test/Urban/images_png/5274.png \n", + " extracting: 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Test/Urban/images_png/5294.png \n", + " extracting: Test/Urban/images_png/5295.png \n", + " extracting: Test/Urban/images_png/5296.png \n", + " extracting: Test/Urban/images_png/5297.png \n", + " extracting: Test/Urban/images_png/5298.png \n", + " extracting: Test/Urban/images_png/5299.png \n", + " extracting: Test/Urban/images_png/5300.png \n", + " extracting: Test/Urban/images_png/5301.png \n", + " extracting: Test/Urban/images_png/5302.png \n", + " extracting: Test/Urban/images_png/5303.png \n", + " inflating: Test/Urban/images_png/5304.png \n", + " extracting: Test/Urban/images_png/5305.png \n", + " extracting: Test/Urban/images_png/5306.png \n", + " inflating: Test/Urban/images_png/5307.png \n", + " extracting: Test/Urban/images_png/5308.png \n", + " extracting: Test/Urban/images_png/5309.png \n", + " extracting: Test/Urban/images_png/5310.png \n", + " extracting: Test/Urban/images_png/5311.png \n", + " extracting: Test/Urban/images_png/5312.png \n", + " extracting: Test/Urban/images_png/5313.png \n", + " extracting: Test/Urban/images_png/5314.png \n", + " extracting: Test/Urban/images_png/5315.png \n", + " extracting: Test/Urban/images_png/5316.png \n", + " extracting: Test/Urban/images_png/5317.png \n", + " extracting: Test/Urban/images_png/5318.png \n", + " extracting: Test/Urban/images_png/5319.png \n", + " extracting: Test/Urban/images_png/5320.png \n", + " extracting: Test/Urban/images_png/5321.png \n", + " inflating: Test/Urban/images_png/5322.png \n", + " extracting: Test/Urban/images_png/5323.png \n", + " extracting: Test/Urban/images_png/5324.png \n", + " extracting: Test/Urban/images_png/5325.png \n", + " extracting: Test/Urban/images_png/5326.png \n", + " extracting: Test/Urban/images_png/5327.png \n", + " extracting: Test/Urban/images_png/5328.png \n", + " extracting: Test/Urban/images_png/5329.png \n", + " extracting: Test/Urban/images_png/5330.png \n", + " extracting: Test/Urban/images_png/5331.png \n", + " extracting: Test/Urban/images_png/5332.png \n", + " extracting: Test/Urban/images_png/5333.png \n", + " extracting: Test/Urban/images_png/5334.png \n", + " extracting: Test/Urban/images_png/5335.png \n", + " extracting: Test/Urban/images_png/5336.png \n", + " extracting: Test/Urban/images_png/5337.png \n", + " extracting: Test/Urban/images_png/5338.png \n", + " extracting: Test/Urban/images_png/5339.png \n", + " inflating: Test/Urban/images_png/5340.png \n", + " inflating: Test/Urban/images_png/5341.png \n", + " extracting: Test/Urban/images_png/5342.png \n", + " extracting: Test/Urban/images_png/5343.png \n", + " extracting: Test/Urban/images_png/5344.png \n", + " extracting: Test/Urban/images_png/5345.png \n", + " extracting: Test/Urban/images_png/5346.png \n", + " extracting: Test/Urban/images_png/5347.png \n", + " extracting: Test/Urban/images_png/5348.png \n", + " extracting: Test/Urban/images_png/5349.png \n", + " extracting: Test/Urban/images_png/5350.png \n", + " extracting: 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Test/Urban/images_png/5427.png \n", + " extracting: Test/Urban/images_png/5428.png \n", + " inflating: Test/Urban/images_png/5429.png \n", + " extracting: Test/Urban/images_png/5430.png \n", + " extracting: Test/Urban/images_png/5431.png \n", + " extracting: Test/Urban/images_png/5432.png \n", + " extracting: Test/Urban/images_png/5433.png \n", + " extracting: Test/Urban/images_png/5434.png \n", + " inflating: Test/Urban/images_png/5435.png \n", + " extracting: Test/Urban/images_png/5436.png \n", + " extracting: Test/Urban/images_png/5437.png \n", + " extracting: Test/Urban/images_png/5438.png \n", + " extracting: Test/Urban/images_png/5439.png \n", + " inflating: Test/Urban/images_png/5440.png \n", + " extracting: Test/Urban/images_png/5441.png \n", + " extracting: Test/Urban/images_png/5442.png \n", + " extracting: Test/Urban/images_png/5443.png \n", + " extracting: Test/Urban/images_png/5444.png \n", + " extracting: Test/Urban/images_png/5445.png \n", + " extracting: 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Test/Urban/images_png/5503.png \n", + " extracting: Test/Urban/images_png/5504.png \n", + " extracting: Test/Urban/images_png/5505.png \n", + " extracting: Test/Urban/images_png/5506.png \n", + " extracting: Test/Urban/images_png/5507.png \n", + " extracting: Test/Urban/images_png/5508.png \n", + " extracting: Test/Urban/images_png/5509.png \n", + " extracting: Test/Urban/images_png/5510.png \n", + " inflating: Test/Urban/images_png/5511.png \n", + " extracting: Test/Urban/images_png/5512.png \n", + " extracting: Test/Urban/images_png/5513.png \n", + " extracting: Test/Urban/images_png/5514.png \n", + " inflating: Test/Urban/images_png/5515.png \n", + " extracting: Test/Urban/images_png/5516.png \n", + " extracting: Test/Urban/images_png/5517.png \n", + " inflating: Test/Urban/images_png/5518.png \n", + " extracting: Test/Urban/images_png/5519.png \n", + " extracting: Test/Urban/images_png/5520.png \n", + " extracting: Test/Urban/images_png/5521.png \n", + " extracting: Test/Urban/images_png/5522.png \n", + " inflating: Test/Urban/images_png/5523.png \n", + " inflating: Test/Urban/images_png/5524.png \n", + " extracting: Test/Urban/images_png/5525.png \n", + " extracting: Test/Urban/images_png/5526.png \n", + " extracting: Test/Urban/images_png/5527.png \n", + " inflating: Test/Urban/images_png/5528.png \n", + " extracting: Test/Urban/images_png/5529.png \n", + " extracting: Test/Urban/images_png/5530.png \n", + " extracting: Test/Urban/images_png/5531.png \n", + " extracting: Test/Urban/images_png/5532.png \n", + " extracting: Test/Urban/images_png/5533.png \n", + " extracting: Test/Urban/images_png/5534.png \n", + " inflating: Test/Urban/images_png/5535.png \n", + " extracting: Test/Urban/images_png/5536.png \n", + " extracting: Test/Urban/images_png/5537.png \n", + " extracting: Test/Urban/images_png/5538.png \n", + " extracting: Test/Urban/images_png/5539.png \n", + " extracting: Test/Urban/images_png/5540.png \n", + " extracting: Test/Urban/images_png/5541.png \n", + " extracting: Test/Urban/images_png/5542.png \n", + " extracting: Test/Urban/images_png/5543.png \n", + " extracting: Test/Urban/images_png/5544.png \n", + " extracting: Test/Urban/images_png/5545.png \n", + " extracting: Test/Urban/images_png/5546.png \n", + " extracting: Test/Urban/images_png/5547.png \n", + " extracting: Test/Urban/images_png/5548.png \n", + " extracting: Test/Urban/images_png/5549.png \n", + " extracting: Test/Urban/images_png/5550.png \n", + " extracting: Test/Urban/images_png/5551.png \n", + " extracting: Test/Urban/images_png/5552.png \n", + " inflating: Test/Urban/images_png/5553.png \n", + " extracting: Test/Urban/images_png/5554.png \n", + " extracting: Test/Urban/images_png/5555.png \n", + " extracting: Test/Urban/images_png/5556.png \n", + " extracting: Test/Urban/images_png/5557.png \n", + " extracting: Test/Urban/images_png/5558.png \n", + " extracting: Test/Urban/images_png/5559.png \n", + " extracting: Test/Urban/images_png/5560.png \n", + " extracting: Test/Urban/images_png/5561.png \n", + " extracting: Test/Urban/images_png/5562.png \n", + " extracting: Test/Urban/images_png/5563.png \n", + " extracting: Test/Urban/images_png/5564.png \n", + " extracting: Test/Urban/images_png/5565.png \n", + " inflating: Test/Urban/images_png/5566.png \n", + " extracting: Test/Urban/images_png/5567.png \n", + " extracting: Test/Urban/images_png/5568.png \n", + " extracting: Test/Urban/images_png/5569.png \n", + " extracting: Test/Urban/images_png/5570.png \n", + " extracting: Test/Urban/images_png/5571.png \n", + " extracting: Test/Urban/images_png/5572.png \n", + " extracting: Test/Urban/images_png/5573.png \n", + " inflating: Test/Urban/images_png/5574.png \n", + " extracting: Test/Urban/images_png/5575.png \n", + " inflating: Test/Urban/images_png/5576.png \n", + " inflating: Test/Urban/images_png/5577.png \n", + " inflating: Test/Urban/images_png/5578.png \n", + " extracting: Test/Urban/images_png/5579.png \n", + " extracting: Test/Urban/images_png/5580.png \n", + " inflating: Test/Urban/images_png/5581.png \n", + " extracting: Test/Urban/images_png/5582.png \n", + " inflating: Test/Urban/images_png/5583.png \n", + " extracting: Test/Urban/images_png/5584.png \n", + " extracting: Test/Urban/images_png/5585.png \n", + " extracting: Test/Urban/images_png/5586.png \n", + " extracting: Test/Urban/images_png/5587.png \n", + " extracting: Test/Urban/images_png/5588.png \n", + " extracting: Test/Urban/images_png/5589.png \n", + " extracting: Test/Urban/images_png/5590.png \n", + " inflating: Test/Urban/images_png/5591.png \n", + " extracting: Test/Urban/images_png/5592.png \n", + " extracting: Test/Urban/images_png/5593.png \n", + " extracting: Test/Urban/images_png/5594.png \n", + " extracting: Test/Urban/images_png/5595.png \n", + " extracting: Test/Urban/images_png/5596.png \n", + " inflating: Test/Urban/images_png/5597.png \n", + " extracting: Test/Urban/images_png/5598.png \n", + " extracting: Test/Urban/images_png/5599.png \n", + " extracting: Test/Urban/images_png/5600.png \n", + " extracting: Test/Urban/images_png/5601.png \n", + " inflating: Test/Urban/images_png/5602.png \n", + " extracting: Test/Urban/images_png/5603.png \n", + " extracting: Test/Urban/images_png/5604.png \n", + " extracting: Test/Urban/images_png/5605.png \n", + " inflating: Test/Urban/images_png/5606.png \n", + " extracting: Test/Urban/images_png/5607.png \n", + " extracting: Test/Urban/images_png/5608.png \n", + " extracting: Test/Urban/images_png/5609.png \n", + " extracting: Test/Urban/images_png/5610.png \n", + " extracting: Test/Urban/images_png/5611.png \n", + " extracting: Test/Urban/images_png/5612.png \n", + " extracting: Test/Urban/images_png/5613.png \n", + " extracting: Test/Urban/images_png/5614.png \n", + " extracting: Test/Urban/images_png/5615.png \n", + " extracting: Test/Urban/images_png/5616.png \n", + " extracting: Test/Urban/images_png/5617.png \n", + " extracting: Test/Urban/images_png/5618.png \n", + " inflating: Test/Urban/images_png/5619.png \n", + " extracting: Test/Urban/images_png/5620.png \n", + " extracting: Test/Urban/images_png/5621.png \n", + " extracting: Test/Urban/images_png/5622.png \n", + " extracting: Test/Urban/images_png/5623.png \n", + " extracting: Test/Urban/images_png/5624.png \n", + " extracting: Test/Urban/images_png/5625.png \n", + " extracting: Test/Urban/images_png/5626.png \n", + " extracting: Test/Urban/images_png/5627.png \n", + " extracting: Test/Urban/images_png/5628.png \n", + " extracting: Test/Urban/images_png/5629.png \n", + " extracting: Test/Urban/images_png/5630.png \n", + " extracting: Test/Urban/images_png/5631.png \n", + " extracting: Test/Urban/images_png/5632.png \n", + " extracting: Test/Urban/images_png/5633.png \n", + " extracting: Test/Urban/images_png/5634.png \n", + " extracting: Test/Urban/images_png/5635.png \n", + " extracting: Test/Urban/images_png/5636.png \n", + " extracting: Test/Urban/images_png/5637.png \n", + " extracting: Test/Urban/images_png/5638.png \n", + " extracting: Test/Urban/images_png/5639.png \n", + " extracting: Test/Urban/images_png/5640.png \n", + " extracting: Test/Urban/images_png/5641.png \n", + " extracting: Test/Urban/images_png/5642.png \n", + " extracting: Test/Urban/images_png/5643.png \n", + " extracting: Test/Urban/images_png/5644.png \n", + " extracting: Test/Urban/images_png/5645.png \n", + " extracting: Test/Urban/images_png/5646.png \n", + " extracting: Test/Urban/images_png/5647.png \n", + " extracting: Test/Urban/images_png/5648.png \n", + " extracting: Test/Urban/images_png/5649.png \n", + " extracting: Test/Urban/images_png/5650.png \n", + " extracting: Test/Urban/images_png/5651.png \n", + " extracting: Test/Urban/images_png/5652.png \n", + " inflating: Test/Urban/images_png/5653.png \n", + " extracting: Test/Urban/images_png/5654.png \n", + " extracting: 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Rural/\n", + "│ │ ├── images_png/\n", + "│ │ │ ├── image_1.png\n", + "│ │ │ ├── image_2.png\n", + "│ │ │ ├── ...\n", + "│ ├── Urban/\n", + "│ ├── images_png/\n", + "│ ├── image_1.png\n", + "│ ├── image_2.png\n", + "│ ├── ...\n", + "├── Train/\n", + "│ ├── Rural/\n", + "│ │ ├── images_png/\n", + "│ │ │ ├── image_1.png\n", + "│ │ │ ├── image_2.png\n", + "│ │ │ ├── ...\n", + "│ ├── Urban/\n", + "│ ├── images_png/\n", + "│ ├── image_1.png\n", + "│ ├── image_2.png\n", + "│ ├── ...\n", + "├── Val/\n", + " ├── Rural/\n", + " │ ├── images_png/\n", + " │ │ ├── image_1.png\n", + " │ │ ├── image_2.png\n", + " │ │ ├── ...\n", + " ├── Urban/\n", + " ├── images_png/\n", + " ├── image_1.png\n", + " ├── image_2.png\n", + " ├── ...\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "nhRVj2iSaegU" + }, + "source": [ + "Let's retrieve all the paths to the images in the dataset. This will allow us to load the images in an iterative manner as needed later on." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" }, + "id": "uR5ot4G-jf66", + "outputId": "a5c79dba-d91e-4183-b55f-576cdd887df3" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 444 - }, - "id": "DvERO64HcJK_", - "outputId": "85f62e70-cf7d-4e65-fd5f-bb89b5f9bf34" - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "
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\n", - " " - ], - "text/plain": [ - "" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "imgs, meta = search_pinecone(query_image)\n", - "display_result(imgs)" + "data": { + "text/plain": [ + "1796" ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from pathlib import Path\n", + "\n", + "# create an empty list to store image paths\n", + "image_paths = []\n", + "\n", + "# create a list of splits\n", + "splits = ['Test', 'Train', 'Val']\n", + "# loop through each split\n", + "for split in splits:\n", + " # get all relevant .png image files\n", + " image_paths.extend([\n", + " str(x) for x in Path(split).glob('**/images_png/*.png')\n", + " ])\n", + "# check how many images we return\n", + "len(image_paths)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "wgVOuKmLlH7z" + }, + "source": [ + "Every image path will look something like this:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 }, + "id": "_uI1-jN-RsaF", + "outputId": "7fb61291-a868-42b8-980a-1aa045dd405c" + }, + "outputs": [ { - "cell_type": "code", - "execution_count": 34, - "metadata": { - "id": "AkDoRpkx-Bv9" + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" }, - "outputs": [], - "source": [ - "url = \"https://live.staticflickr.com/65535/49126457771_491f670929_b.jpg\"" + "text/plain": [ + "'Test/Rural/images_png/4776.png'" ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "image_paths[-1]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jOCwIFc3c9x4" + }, + "source": [ + "We can load a batch of images using the following function." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "yH3u1pi-luUL" + }, + "outputs": [], + "source": [ + "from PIL import Image\n", + "\n", + "def load_images(paths):\n", + " # create empty lists to store images and metadata\n", + " images = []\n", + " metadata = []\n", + " # loop through each file path in the input list\n", + " for path in paths:\n", + " # open the image at the file path and convert it to RGB format\n", + " img = Image.open(path).convert(\"RGB\")\n", + " # append the image to the list of images and include path in metadata\n", + " images.append(img)\n", + " metadata.append({\"path\": path})\n", + " # Return the lists of images and metadata\n", + " return images, metadata" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "id": "hBTeEYQaSklx" + }, + "outputs": [], + "source": [ + "images, metadata = load_images(image_paths[:3])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TAVr6SrfKTcT", + "outputId": "f3db8fef-1386-49e0-d78e-7ec2d2ad4479" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "images" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "tadZf56xKWtz", + "outputId": "4cc350d1-0aac-41d9-b45e-e9dda9476529" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'path': 'Test/Urban/images_png/5832.png'},\n", + " {'path': 'Test/Urban/images_png/5229.png'},\n", + " {'path': 'Test/Urban/images_png/5566.png'}]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "metadata" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "srcBj7rq0bgx" + }, + "source": [ + "# Initialize Pinecone Index" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_OsxIvUgjOi1" + }, + "source": [ + "The Pinecone index stores vector representations of our satellite images, which we can retrieve later using another satellite or aerial image in vector form (query vector). We need an API key from Pinecone to initialize the index. You can get one for free from [here](https://app.pinecone.io/)." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SEb1amNKyuq4", + "outputId": "41d762e2-1a92-4f06-cb19-68d896c60517" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.9/dist-packages/pinecone/index.py:4: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n", + " from tqdm.autonotebook import tqdm\n" + ] + } + ], + "source": [ + "import os\n", + "from pinecone import Pinecone\n", + "\n", + "# initialize connection to pinecone (get API key at app.pinecone.io)\n", + "api_key = os.environ.get('PINECONE_API_KEY') or 'PINECONE_API_KEY'\n", + "\n", + "# configure client\n", + "pc = Pinecone(api_key=api_key)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we setup our index specification, this allows us to define the cloud provider and region where we want to deploy our index. You can find a list of all [available providers and regions here](https://docs.pinecone.io/docs/projects)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from pinecone import ServerlessSpec\n", + "\n", + "cloud = os.environ.get('PINECONE_CLOUD') or 'aws'\n", + "region = os.environ.get('PINECONE_REGION') or 'us-east-1'\n", + "\n", + "spec = ServerlessSpec(cloud=cloud, region=region)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AiFK7o1Gm6DK" + }, + "source": [ + "Now we create a new index with metric set as \"cosine\" and dimension as 512 because the CLIP model we use to generate embeddings generate 512-dimension vectors." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "index_name = \"satellite-image-search\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import time\n", + "\n", + "# check if index already exists (it shouldn't if this is first time)\n", + "if index_name not in pc.list_indexes().names():\n", + " # if does not exist, create index\n", + " pc.create_index(\n", + " index_name,\n", + " dimension=512,\n", + " metric='cosine',\n", + " spec=spec\n", + " )\n", + " # wait for index to be initialized\n", + " while not pc.describe_index(index_name).status['ready']:\n", + " time.sleep(1)\n", + "\n", + "# connect to index\n", + "index = pc.Index(index_name)\n", + "# view index stats\n", + "index.describe_index_stats()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZTCf7fKPoAWV" + }, + "source": [ + "# Initialize the Embedding Model" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Zb5GDTlxoIlZ" + }, + "source": [ + "We will be using a [CLIP](https://huggingface.co/blog/fine-tune-clip-rsicd) model that has been fine-tuned on satellite images and captions from the [RSICD](https://github.com/201528014227051/RSICD_optimal) dataset to generate embeddings for the satellite images. This pre-trained model is readily available on the Hugging Face model hub, and we can load it as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 259, + "referenced_widgets": [ + "1ed8421712394284b4b3fe2343cc9d14", + "05faa53244214e43b37b0ce7feaa7149", + "c71712ff9b1a4c318c891c1cf012d012", + "29aed2479b3c4b249d30e335a0e541d5", + "b1affe279ae846bca16142b48bff0845", + "b117faab9a684f13be71466867252106", + "126b4b689c864a74bcc142c84a740fb7", + "73f7d2e6b50e46f89461aa5b51f5ca97", + "c2d6c768610d42b49f561785b6fceb77", + "b2a044732a7e4072b8af42cb6f294666", + "b8821f93373c4d7a9619f87ab90e325f", + "2722e3e0fd4f473caa43e0d108c8861a", + "409bbb02867f4685afdd310bdd4185b4", + "ff6ce372668243688296975bd0d59fdf", + "881b44ceaaae44b29e937bc57fff484e", + "3472b60db9ff48e98b5974485a2911ee", + "66c7c9ccc11143cbafb8faec51f7c7d6", + "742c72dba02c4be181b1f0deeab33d8d", + "f4bef42a41284243a6079ba65755ccac", + "86d8314007834765ad9b1e7c5eb10c02", + "09357d0e9ad54b2b8896f6886d8a25a6", + "40a3a152688d4e29931f3f1cdb4e772f", + "ff6d187f5b9840e1925a0ea786ffc1f0", + "d391ba93abd44bb69f52e28c1e27b1f5", + "0da6ffe94c3648b9b5683c625b4bc9d6", + "8cc02c6a2e124229b67c1390748d955e", + "fdcc073b937e4278afc8d3e7df40c35f", + "075de26c21b54d28a6c14b8e36e2db45", + "efc04cdaf87f45238a0c18b654ae2a10", + "26fb23288eab4176bcd58139621f5902", + "f5af73953c464ddba0664fad74bc4de9", + "b5e3fb1e7b58468aa06ab71b633e6e30", + "341e81df3f9e4550b755983c9a7e0dd2", + "d7c8cf1beed64b4788907f79431746c6", + "d4cc3b1ae18a498c960d5ed02684abbe", + "25fd1b4160c245fab633eb1febc7d38c", + "14b946569fdf4ac79c88e9500a37f93e", + "f3a8cc75e64b4fd9b7b712ee971ffe00", + "84e7e619a8f74cfba1a11605019fa3a9", + "9791439329d74e6298eb99e7292b292e", + "0036bb1756a34037bc0be2c4156dfebd", + "63a409df415c41b190e4545f219bd3ee", + "7af789b0dabf4ae8a91a2b8b98c3e498", + "5098ad27cff54d72901da377de1ad856", + "0fba9d1e72f045ad8b1be1609aea874a", + "0372810b9ae042f494bd84e4baca6b8c", + "a29dfe4355384b29909057bb5ef3872f", + "0ebed21a74024f0c93e549a933a52c86", + "5b4eead04f1342fbb961f727224039d7", + "8e0e1d1ba6864397aa8d256fa6b78f5b", + "f9116aeae6504bf5840bf8da1e03029c", + "5efa8483f001464b9f6d16729cb66b12", + "112fe8e23769453aaf10383d5f44d33d", + "f66d6eb7fca94eb78e1a76a7355938c7", + "d192a6d3e8ec48f185bd8dfc98180c0c", + "83829907a8aa4af7b33d6bda59fc35dd", + "123c2d2015444a2eb7ed1c9341a4c51b", + "a89d650f92c243128b0839f18a5c40a1", + "2d942f57a7c8460e802e9f5450b14bc0", + "0be9a57261b34b33853908ee9710dd54", + "82e99790fed147d3b8952029bb72693e", + "88e0a2de958b4007b8d74b99dfd3f36b", + "98e942f41e414495a1760f4d6726dd2d", + "4531528a5b644ee3887b372b8ecb3229", + "d74c928e0ca040c187e791c43703a9da", + "8369b016d3004eb89f8a6959eb13d894", + "d6c3e976331343c09932cd16db404c0a", + "46a9b161fc4e4b3db924a8a5d227a613", + "fe342c08a1a441e4877e6e186b23456d", + "36c11b48955c454aa65c5e94cf0162da", + "898191049cc04913b42271c5513df9ca", + "90987d47fe15402da97d6101779e4d7d", + "45083f2514414af0b664ad3e4ca4e845", + "244f5ec46744445db3deda616d926eb9", + "0bdb8b68d171453ea3288d46543980ec", + "89270223341b41dc95fc5676bd5432bb", + "78b885f5397843c780755817cf523775" + ] + }, + "id": "p-y91mo3n7Dm", + "outputId": "893b3201-0996-482f-da20-64b8462b0e74" + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "1ed8421712394284b4b3fe2343cc9d14", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Downloading (…)rocessor_config.json: 0%| | 0.00/354 [00:00" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "query_image = load_image_from_url(url)\n", - "query_image.resize((200,200))" + "text/plain": [ + "Downloading flax_model.msgpack: 0%| | 0.00/605M [00:00\n", - " \n", - "
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\n", + " {''.join(figures)}\n", + "
\n", + " ''')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ANqeCtACnYdB" + }, + "source": [ + "And the `display_result` function will allow us to show the results in the notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "id": "YSjrLCiLUkcQ" + }, + "outputs": [], + "source": [ + "from IPython.core.display import HTML\n", + "from base64 import b64encode\n", + "from io import BytesIO\n", + "\n", + "\n", + "def display_result(images):\n", + " # initialize an empty list to hold the figures generated from the images\n", + " figures = []\n", + " # iterate through each image in the input list\n", + " for img in images: \n", + " # resize the image to have dimensions of 200x200 pixels\n", + " img = img.resize((200,200))\n", + " # create a BytesIO object to hold the image data\n", + " b = BytesIO()\n", + " # save the image data in PNG format to the BytesIO object\n", + " img.save(b, format='png')\n", + " # append an HTML figure element to the \"figures\" list for the current image\n", + " figures.append(f'''\n", + "
\n", + " \n", + "
\n", + " ''')\n", + " # concatenate the HTML figure elements into a string and wrap them in a div element\n", + " # return the HTML string as output of the function\n", + " return HTML(data=f'''\n", + "
\n", + " {''.join(figures)}\n", + "
\n", + " ''')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Ogqa5mi7NbcK" + }, + "source": [ + "First, let's load an image from the dataset and do a test search." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 217 + }, + "id": "vc8ZVfsY4OO7", + "outputId": "9964d4b8-1bce-4ca3-bcac-9be5442cd4c0" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + " " ], - "source": [ - "imgs, meta = search_pinecone(query_image)\n", - "display_result(imgs)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "id": "QjkFvrnJDchT" - }, - "outputs": [], - "source": [ - "url = \"https://media.architecturaldigest.com/photos/58adccaba4527904a46a646c/master/w_2300,h_1725,c_limit/airport-aerial-views-007.jpg\"" + "text/plain": [ + "" ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 217 - }, - "id": "bINzWjCfEGLT", - "outputId": "7427d48e-c692-4dda-fcfc-8a240cb32eb1" - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "display_result(imgs)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-ZspHXScWcHT" + }, + "source": [ + "We can see that the search is working as expected, and the Pinecone index is correctly retrieving similar images. \n", + "\n", + "We are not limited to using images only from the our dataset. We can also load satellite or aerial images from the web and conduct a search to identify similar objects or structures. Let's write a helper function to load an image from url and test this." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "id": "sZjVn0SGeX6u" + }, + "outputs": [], + "source": [ + "import requests\n", + "\n", + "def load_image_from_url(url):\n", + " # fetch the image from the URL using the requests library\n", + " image_raw = requests.get(url, stream=True,).raw\n", + " # open the image and converting it to RGB format\n", + " image = Image.open(image_raw).convert(\"RGB\")\n", + " # return the RGB PIL image object\n", + " return image" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "id": "mzGFsG9nA5cR" + }, + "outputs": [], + "source": [ + "url = \"https://thumbs.dreamstime.com/b/shanghai-interchange-aerial-shot-china-148285873.jpg\"" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 217 + }, + "id": "-ctbJV8IA9J1", + "outputId": "ed383b9e-53fe-4b1e-b5f5-fdd0bbc6294e" + }, + "outputs": [ + { + "data": { + "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "imgs, meta = search_pinecone(query_image)\n", + "display_result(imgs)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "id": "AkDoRpkx-Bv9" + }, + "outputs": [], + "source": [ + "url = \"https://live.staticflickr.com/65535/49126457771_491f670929_b.jpg\"" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 217 + }, + "id": "Eb66RSdBCicW", + "outputId": "3c05ad29-38c1-470f-f230-52fb1cabacf2" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "query_image = load_image_from_url(url)\n", + "query_image.resize((200,200))" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 444 + }, + "id": "u-M6-QuVEIRO", + "outputId": "0e554478-a6e7-4e94-e4b6-8c869a662192" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
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\n", + " " ], - "source": [ - "imgs, meta = search_pinecone(query_image)\n", - "display_result(imgs)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ZE8WbcvV1l6w" - }, - "source": [ - "These all look like great results, showcasing Pinecone's advanced vector search capabilities in satellite image search.\n", - "\n", - "If you have finished with this example, we delete the index to save resources like so:" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": { - "id": "MasFEjycgh6w" - }, - "outputs": [], - "source": [ - "pc.delete_index(index_name)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "_G0UqM981op3" - }, - "source": [ - "# Summary" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "vmkxXL1N2OU6" - }, - "source": [ - "We demonstrated the potential of using Pinecone for satellite image search by leveraging state-of-the-art natural language processing and computer vision models. This approach has a wide range of potential use cases, such as identifying damaged buildings and infrastructure after natural disasters, monitoring deforestation or crop health, identifying areas of urbanization or industrial activity, and more.\n", - "\n", - "The ability to quickly search through large collections of satellite imagery with advanced vector search capabilities can greatly benefit organizations and researchers across various industries, from disaster response to environmental monitoring and urban planning. Overall, Pinecone's efficient and scalable infrastructure, combined with powerful machine learning models, provides an innovative solution for image search that can have a significant impact on real-world problems." + "text/plain": [ + "" ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "imgs, meta = search_pinecone(query_image)\n", + "display_result(imgs)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "id": "11EMRa0nEKYB" + }, + "outputs": [], + "source": [ + "url = \"https://img.freepik.com/premium-photo/aerial-view-shipyard-repairing_33835-1036.jpg\"" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 217 + }, + "id": "KBJUBro3EcUl", + "outputId": "a822f5bb-4c99-412e-99ea-498b7a88129d" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" } - ], - "metadata": { + ], + "source": [ + "query_image = load_image_from_url(url)\n", + "query_image.resize((200,200))" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { "colab": { - "provenance": [] - }, - "gpuClass": "standard", - "kernelspec": { - "display_name": "Python 3", - "name": "python3" - }, - "language_info": { - "name": "python" + "base_uri": "https://localhost:8080/", + "height": 444 + }, + "id": "X95pfLVqEccO", + "outputId": "88d0afa6-012f-427d-883c-448aed1edefa" + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "
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