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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Similarity-based cpv classifier"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Install dependencies"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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+ "\u001b[?25hDownloading torchvision-0.16.0-cp310-cp310-manylinux1_x86_64.whl (6.9 MB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.9/6.9 MB\u001b[0m \u001b[31m17.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m:00:01\u001b[0m\n",
+ "\u001b[?25hDownloading safetensors-0.4.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n",
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+ "\u001b[?25hBuilding wheels for collected packages: sentence_transformers\n",
+ " Building wheel for sentence_transformers (setup.py) ... \u001b[?25ldone\n",
+ "\u001b[?25h Created wheel for sentence_transformers: filename=sentence_transformers-2.2.2-py3-none-any.whl size=125926 sha256=a635e6f828d977b26c9ca5e5b8a0518a34ca1cd3dc9c8c8b54d77ea460e98244\n",
+ " Stored in directory: /home/ec2-user/.cache/pip/wheels/62/f2/10/1e606fd5f02395388f74e7462910fe851042f97238cbbd902f\n",
+ "Successfully built sentence_transformers\n",
+ "Installing collected packages: sentencepiece, triton, safetensors, nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, nvidia-cusparse-cu12, nvidia-cudnn-cu12, huggingface-hub, tokenizers, nvidia-cusolver-cu12, transformers, torch, torchvision, sentence_transformers\n",
+ "Successfully installed huggingface-hub-0.17.3 nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.18.1 nvidia-nvjitlink-cu12-12.3.52 nvidia-nvtx-cu12-12.1.105 safetensors-0.4.0 sentence_transformers-2.2.2 sentencepiece-0.1.99 tokenizers-0.14.1 torch-2.1.0 torchvision-0.16.0 transformers-4.35.0 triton-2.1.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip install pandas sentence_transformers"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Restart notebook instance after installing dependencies. \n",
+ "\n",
+ "## Load dataset\n",
+ "\n",
+ "Download dataset from: s3://d-ew1-ted-ai-ml-data/experiments/similarity_based_cpv_v0.0.1/20231106-english_notices_with_title_and_text.json"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 100,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "\n",
+ "FILENAME = \"20231106-english_notices_with_title_and_text.json\"\n",
+ "\n",
+ "df = pd.read_json(FILENAME)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 101,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
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+ "3 [] [85] \n",
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+ "\n",
+ " divisions_roberta_model versions_model \\\n",
+ "0 [73] {'opentender-multi-label-division-classifier':... \n",
+ "1 [44, 34, 43] {'opentender-multi-label-division-classifier':... \n",
+ "2 [85] {'opentender-multi-label-division-classifier':... \n",
+ "3 [85] {'opentender-multi-label-division-classifier':... \n",
+ "4 [85] {'opentender-multi-label-division-classifier':... \n",
+ "\n",
+ " version is_eu_institution \n",
+ "0 R2.0.8.S02.E01 False \n",
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+ "execution_count": 101,
+ "metadata": {},
+ "output_type": "execute_result"
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+ ],
+ "source": [
+ "df.head(5)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Pre-process\n",
+ "Combine title and short_description columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 102,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
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+ "1 1no. 26 Tonne Bitumen Sprayer for Kerry County... \n",
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+ "1 [] [34, 43] \n",
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+ "3 [] [85] \n",
+ "4 [] [85] \n",
+ "\n",
+ " divisions_roberta_model versions_model \\\n",
+ "0 [73] {'opentender-multi-label-division-classifier':... \n",
+ "1 [44, 34, 43] {'opentender-multi-label-division-classifier':... \n",
+ "2 [85] {'opentender-multi-label-division-classifier':... \n",
+ "3 [85] {'opentender-multi-label-division-classifier':... \n",
+ "4 [85] {'opentender-multi-label-division-classifier':... \n",
+ "\n",
+ " version is_eu_institution \\\n",
+ "0 R2.0.8.S02.E01 False \n",
+ "1 R2.0.9.S05.E01 False \n",
+ "2 R2.0.8.S02.E01 False \n",
+ "3 R2.0.8.S02.E01 False \n",
+ "4 R2.0.8.S02.E01 False \n",
+ "\n",
+ " title_description \n",
+ "0 PreCommercial Procurement of a Mercury Free Me... \n",
+ "1 1no. 26 Tonne Bitumen Sprayer for Kerry County... \n",
+ "2 HS Social Support: Support to carer. HS Social... \n",
+ "3 Client Home Support 65 Plus Ext. Community Bas... \n",
+ "4 Client Home Support 65 Plus Ext Community Base... "
+ ]
+ },
+ "execution_count": 102,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "def combine_columns(row):\n",
+ " return f\"{str(row['title'])} {str(row['short_description'])}\"\n",
+ "\n",
+ "\n",
+ "df[\"title_description\"] = df.apply(combine_columns, axis=1)\n",
+ "df.head(5)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Remove duplicate lines"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 103,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "df = df.drop_duplicates(subset=[\"title_description\"], keep='last')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 104,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "306111"
+ ]
+ },
+ "execution_count": 104,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(df)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Remove unnecessary columns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 105,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>cpvs</th>\n",
+ " <th>divisions</th>\n",
+ " <th>title_description</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>[73120000]</td>\n",
+ " <td>[73]</td>\n",
+ " <td>PreCommercial Procurement of a Mercury Free Me...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>[85100000]</td>\n",
+ " <td>[85]</td>\n",
+ " <td>Care Home with Nursing 1864 Mental Health (wit...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>11</th>\n",
+ " <td>[60112000, 60140000, 60171000, 60170000, 60120...</td>\n",
+ " <td>[60]</td>\n",
+ " <td>Dynamic Purchasing System (DPS) for Education ...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>15</th>\n",
+ " <td>[98371000]</td>\n",
+ " <td>[98]</td>\n",
+ " <td>WHHT Funeral Services The West Hertfordshire H...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16</th>\n",
+ " <td>[38421100]</td>\n",
+ " <td>[38]</td>\n",
+ " <td>Supply and Delivery of Flow Meters for the Wat...</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " cpvs divisions \\\n",
+ "0 [73120000] [73] \n",
+ "7 [85100000] [85] \n",
+ "11 [60112000, 60140000, 60171000, 60170000, 60120... [60] \n",
+ "15 [98371000] [98] \n",
+ "16 [38421100] [38] \n",
+ "\n",
+ " title_description \n",
+ "0 PreCommercial Procurement of a Mercury Free Me... \n",
+ "7 Care Home with Nursing 1864 Mental Health (wit... \n",
+ "11 Dynamic Purchasing System (DPS) for Education ... \n",
+ "15 WHHT Funeral Services The West Hertfordshire H... \n",
+ "16 Supply and Delivery of Flow Meters for the Wat... "
+ ]
+ },
+ "execution_count": 105,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df = df.drop(columns=[\"notice_id\", \"notice_type\", \"title\", \"short_description\", \"divisions_opentender_model\", \"divisions_linearsvc_model\", \"divisions_roberta_model\", \"versions_model\", \"version\", \"is_eu_institution\"])\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 106,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "size_full_dataset = len(df)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Split dataset, 80% used as reference and 20% for testing"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 107,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "244888\n"
+ ]
+ }
+ ],
+ "source": [
+ "index_train = int(size_full_dataset*0.8)\n",
+ "print(index_train)\n",
+ "df_train = df.iloc[:index_train,:]\n",
+ "df_test = df.iloc[index_train:,:]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Embed text from reference dataset"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 108,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "from sentence_transformers import SentenceTransformer, util\n",
+ "embedder_l6 = SentenceTransformer('all-MiniLM-L6-v2')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 109,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['PreCommercial Procurement of a Mercury Free Method for Analysis of Organic Matter in Wastewater and Waste Products. Analysis of chemical oxygen demand (COD) in wastewater is used as a measure of effluent total content of organic matter. The Swedish wastewater treatment plants (WWTPs) use a COD analysis method called CODCr analysis in accordance to Swedish Standards SS 028142 that involves the use of both mercury prohibited by law in Sweden and dichromate listed in REACH. CODCr analysis is currently the only reliable method available at the WWTPs for COD analysis. The need to find an alternative COD analysis method is addressed through this precommercial innovation procurement with the goal to find suppliers that can deliver a corresponding analysis method to COD(Cr) which does not involve mercury and preferably not dichromate.',\n",
+ " 'Care Home with Nursing 1864 Mental Health (without dementia). Care Home with Nursing 1864 Mental Health (without dementia).',\n",
+ " 'Dynamic Purchasing System (DPS) for Education Taxis and Minibuses Fife Council established a Dynamic Purchasing System (DPS) for the supply of transport services principally for the conveyance of children and young people to schools and other educational establishments. This notice provides detail of contracts awarded under the DPS by Fife Council in 2020. Full detail can be found here: https://www.fife.gov.uk/data/assets/pdffile/0033/96927/ContractAwardListQ22020MiniCompetitions.pdf',\n",
+ " 'WHHT Funeral Services The West Hertfordshire Hospitals NHS Trust (WHHT) invited tenders for funeral services. The tender was split into two lots adult funeral services and child funeral services. Bidders were able to submit tenders for one lot only or for both. The anticipated contract length is an initial 3 years commencing 1 March 2021 with options to extend up to a maximum of 5 years.',\n",
+ " 'Supply and Delivery of Flow Meters for the Water Services Corporation to Use at the Peripheral Connections of the Pembroke to Ta Qali Tunnel The subject of this contract is the supply and delivery of Woltmann and electromagnetic potable coldwater meters and accessories to be used to monitor flows in the distribution network and out of production sources in two different Lots as follows:']"
+ ]
+ },
+ "execution_count": 109,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "title_descriptions = df_train['title_description'].values.tolist()\n",
+ "title_descriptions[:5]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 110,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "embeddings_train = embedder_l6.encode(title_descriptions, convert_to_tensor=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Test method on one data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 112,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Expected CPVs: \t\t\t\t ['66100000']\n",
+ "[{'pred': ['66000000'], 'score': 0.6569411158561707}, {'pred': ['66523100', '66520000', '66522000'], 'score': 0.6087358593940735}, {'pred': ['79410000', '79430000'], 'score': 0.5991131663322449}, {'pred': ['79411000'], 'score': 0.5982860326766968}, {'pred': ['72000000'], 'score': 0.5880882143974304}, {'pred': ['48300000'], 'score': 0.5859005451202393}, {'pred': ['75320000'], 'score': 0.5770848989486694}, {'pred': ['48410000'], 'score': 0.5765272378921509}, {'pred': ['90500000', '63121100', '63121000', '90512000', '90514000', '90513000', '75130000', '63120000', '90510000', '63122000', '90513300', '75131000', '60100000'], 'score': 0.5551028847694397}, {'pred': ['45000000', '45210000'], 'score': 0.5546371936798096}, {'pred': ['45000000', '45210000'], 'score': 0.5546371936798096}, {'pred': ['85000000'], 'score': 0.5539848804473877}, {'pred': ['85000000'], 'score': 0.5526933670043945}, {'pred': ['75211000'], 'score': 0.551079511642456}, {'pred': ['72510000'], 'score': 0.5497228503227234}, {'pred': ['45000000', '45210000'], 'score': 0.549191415309906}, {'pred': ['98000000', '85000000'], 'score': 0.5485222339630127}, {'pred': ['98000000', '85000000'], 'score': 0.5454405546188354}, {'pred': ['79710000'], 'score': 0.5453060269355774}, {'pred': ['72500000', '72266000', '75320000', '72000000', '72267000', '72310000', '79414000', '72222300', '72268000', '66520000', '72320000', '72321000', '72263000', '66523100', '72212517', '79211110', '72261000', '72510000', '72253000', '79631000', '72212600', '85147000', '72300000', '72212610', '72264000', '72265000', '85141000', '72330000', '72260000', '79200000', '72212100', '72322000', '72262000'], 'score': 0.5416351556777954}, {'actual_cpvs': ['123456']}]\n"
+ ]
+ }
+ ],
+ "source": [
+ "import torch\n",
+ "\n",
+ "\n",
+ "def get_top_k_closest_notices(query, actual_cpvs, top_k=1):\n",
+ " result = []\n",
+ " query_embedding = embedder_l6.encode(query, convert_to_tensor=True)\n",
+ " cos_scores = util.cos_sim(query_embedding, embeddings_train)[0]\n",
+ " top_results = torch.topk(cos_scores, k=top_k)\n",
+ " list_of_closest_notices = []\n",
+ " \n",
+ " for score, idx in zip(top_results[0], top_results[1]):\n",
+ " cpvs_closest_notice = df_train['cpvs'].iloc[int(idx)]\n",
+ " list_of_closest_notices.extend(cpvs_closest_notice)\n",
+ " result.append({\"pred\": cpvs_closest_notice, \"score\": score.tolist()})\n",
+ " result.append({\"actual_cpvs\": actual_cpvs})\n",
+ " return result\n",
+ " \n",
+ "\n",
+ "input_text = df_test[\"title_description\"].iloc[0]\n",
+ "print(f\"Expected CPVs: \\t\\t\\t\\t {df_test['cpvs'].iloc[0]}\")\n",
+ "rez = get_top_k_closest_notices(input_text, [\"123456\"], 20)\n",
+ "print(rez)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Compute the top 20 closest notices for each one of the test set"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 113,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "full_predictions = []\n",
+ "for index, row in df_test.iterrows():\n",
+ " rez = get_top_k_closest_notices(row[\"title_description\"], row[\"cpvs\"], 20)\n",
+ " full_predictions.append(rez)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Save results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 114,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import json\n",
+ "with open('20231108-predict_cpv_closest_20_with_scores_train_80.json', 'w') as f:\n",
+ " json.dump(full_predictions, f)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "conda_tensorflow2_p310",
+ "language": "python",
+ "name": "conda_tensorflow2_p310"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/20231108-analyze_similarity_scores-2digits.ipynb b/20231108-analyze_similarity_scores-2digits.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..b8d87043bd1625cc981eb898824c0363d6a43092
--- /dev/null
+++ b/20231108-analyze_similarity_scores-2digits.ipynb
@@ -0,0 +1,901 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "8581fa08-3734-4a09-9cb4-ced734d61ffb",
+ "metadata": {},
+ "source": [
+ "# Evaluation of 2-digits CPV classifier based on similarity between notices\n",
+ "## Load dataset\n",
+ "Data are coming as output of 20231107-closest_notices_from_history.ipynb"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "c73576c2-306e-4b6b-90be-c48c3cdd11fe",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import json\n",
+ "with open('20231108-predict_cpv_closest_20_with_scores_train_80.json', 'r') as f:\n",
+ " full_predictions = json.load(f)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "894f58db-169a-4128-959c-2df12effec49",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[{'pred': ['66000000'], 'score': 0.6569411158561707}, {'pred': ['66523100', '66520000', '66522000'], 'score': 0.6087358593940735}, {'pred': ['79410000', '79430000'], 'score': 0.5991131663322449}, {'pred': ['79411000'], 'score': 0.5982860326766968}, {'pred': ['72000000'], 'score': 0.5880882143974304}, {'pred': ['48300000'], 'score': 0.5859005451202393}, {'pred': ['75320000'], 'score': 0.5770848989486694}, {'pred': ['48410000'], 'score': 0.5765272378921509}, {'pred': ['90500000', '63121100', '63121000', '90512000', '90514000', '90513000', '75130000', '63120000', '90510000', '63122000', '90513300', '75131000', '60100000'], 'score': 0.5551028847694397}, {'pred': ['45000000', '45210000'], 'score': 0.5546371936798096}, {'pred': ['45000000', '45210000'], 'score': 0.5546371936798096}, {'pred': ['85000000'], 'score': 0.5539848804473877}, {'pred': ['85000000'], 'score': 0.5526933670043945}, {'pred': ['75211000'], 'score': 0.551079511642456}, {'pred': ['72510000'], 'score': 0.5497228503227234}, {'pred': ['45000000', '45210000'], 'score': 0.549191415309906}, {'pred': ['98000000', '85000000'], 'score': 0.5485222339630127}, {'pred': ['98000000', '85000000'], 'score': 0.5454405546188354}, {'pred': ['79710000'], 'score': 0.5453060269355774}, {'pred': ['72500000', '72266000', '75320000', '72000000', '72267000', '72310000', '79414000', '72222300', '72268000', '66520000', '72320000', '72321000', '72263000', '66523100', '72212517', '79211110', '72261000', '72510000', '72253000', '79631000', '72212600', '85147000', '72300000', '72212610', '72264000', '72265000', '85141000', '72330000', '72260000', '79200000', '72212100', '72322000', '72262000'], 'score': 0.5416351556777954}, {'actual_cpvs': ['66100000']}]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(full_predictions[0])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9e85e591-e54f-4009-a6aa-65a6b2fed4b5",
+ "metadata": {},
+ "source": [
+ "## Format CPVs to only keep requested numbers of digits"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "c803fa00-460e-4249-b76e-5eb4b0660d08",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "def extract_cpvs_from_full_cpv(local_cpvs, number_digits):\n",
+ " divisions = []\n",
+ " local_cpvs = [str(local_cpv) for local_cpv in local_cpvs]\n",
+ " for local_cpv in local_cpvs:\n",
+ " if len(local_cpv) < 7:\n",
+ " continue\n",
+ " if len(local_cpv) == 7:\n",
+ " local_cpv = \"0\"+local_cpv\n",
+ " division = local_cpv[:number_digits]\n",
+ " if division not in divisions:\n",
+ " divisions.append(division)\n",
+ " return divisions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "21c4be73-f2b1-43d7-9f75-1caeb0f1f847",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[{'pred': ['66'], 'score': 0.6569411158561707}, {'pred': ['66'], 'score': 0.6087358593940735}, {'pred': ['79'], 'score': 0.5991131663322449}, {'pred': ['79'], 'score': 0.5982860326766968}, {'pred': ['72'], 'score': 0.5880882143974304}, {'pred': ['48'], 'score': 0.5859005451202393}, {'pred': ['75'], 'score': 0.5770848989486694}, {'pred': ['48'], 'score': 0.5765272378921509}, {'pred': ['90', '63', '75', '60'], 'score': 0.5551028847694397}, {'pred': ['45'], 'score': 0.5546371936798096}, {'pred': ['45'], 'score': 0.5546371936798096}, {'pred': ['85'], 'score': 0.5539848804473877}, {'pred': ['85'], 'score': 0.5526933670043945}, {'pred': ['75'], 'score': 0.551079511642456}, {'pred': ['72'], 'score': 0.5497228503227234}, {'pred': ['45'], 'score': 0.549191415309906}, {'pred': ['98', '85'], 'score': 0.5485222339630127}, {'pred': ['98', '85'], 'score': 0.5454405546188354}, {'pred': ['79'], 'score': 0.5453060269355774}, {'pred': ['72', '75', '79', '66', '85'], 'score': 0.5416351556777954}, {'actual_cpvs': ['66']}]\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Convert CPVS to division\n",
+ "\n",
+ "NUMBER_DIGITS_CPV = 2\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " local_cpvs = []\n",
+ " for sub_element in element:\n",
+ " if 'pred' in sub_element.keys():\n",
+ " reduced_cpvs = extract_cpvs_from_full_cpv(sub_element['pred'], NUMBER_DIGITS_CPV)\n",
+ " sub_element['pred'] = reduced_cpvs\n",
+ " else:\n",
+ " reduced_cpvs = extract_cpvs_from_full_cpv(sub_element['actual_cpvs'], NUMBER_DIGITS_CPV)\n",
+ " sub_element['actual_cpvs'] = reduced_cpvs\n",
+ "print(full_predictions[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "e9a0b339-8640-41f2-a495-cb9a1c4a4070",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "45\n"
+ ]
+ }
+ ],
+ "source": [
+ "ALL_REDUCED_CPVS = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " local_cpvs = []\n",
+ " for sub_element in element:\n",
+ " if 'pred' in sub_element.keys():\n",
+ " pred_values = sub_element['pred']\n",
+ " local_cpvs.extend(pred_values)\n",
+ " else:\n",
+ " actual_values = sub_element['actual_cpvs']\n",
+ " local_cpvs.extend(actual_values)\n",
+ " ALL_REDUCED_CPVS.extend(local_cpvs)\n",
+ " ALL_REDUCED_CPVS = list(set(ALL_REDUCED_CPVS))\n",
+ " \n",
+ "print(len(ALL_REDUCED_CPVS))\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0df6831d-050d-4883-8d9d-18f8b441c186",
+ "metadata": {},
+ "source": [
+ "Function to plot metrics"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "9b51420a-1e6c-409b-adb6-010c03f5f080",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "from sklearn.metrics import precision_score, recall_score\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "\n",
+ "def calculate_metrics_and_plot(y_true, y_pred):\n",
+ " thresholds = np.arange(0.1, 1.0, 0.05) \n",
+ " precision_scores = []\n",
+ " recall_scores = []\n",
+ " f1_scores = []\n",
+ " best_f1_micro = 0.0\n",
+ " best_threshold = 0.0\n",
+ "\n",
+ " for threshold in thresholds:\n",
+ " binary_predictions = (y_pred >= threshold).astype(int)\n",
+ " precision = precision_score(y_true, binary_predictions, average='micro')\n",
+ " recall = recall_score(y_true, binary_predictions, average='micro')\n",
+ " f1 = 2 * (precision * recall) / (precision + recall) if (precision + recall) > 0 else 0\n",
+ "\n",
+ " precision_scores.append(precision)\n",
+ " recall_scores.append(recall)\n",
+ " f1_scores.append(f1)\n",
+ " if f1 > best_f1_micro:\n",
+ " best_f1_micro = f1\n",
+ " best_threshold = threshold\n",
+ "\n",
+ " print(f\"Best F1 Micro Score: {best_f1_micro:.2f} (Threshold: {best_threshold:.2f})\")\n",
+ "\n",
+ " # Plot the micro precision as a function of the threshold\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(thresholds, precision_scores, marker='o', linestyle='-', label='Micro Precision')\n",
+ " plt.xlabel('Threshold')\n",
+ " plt.ylabel('Micro Precision')\n",
+ " plt.title('Micro Precision vs. Threshold')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()\n",
+ "\n",
+ " # Plot the micro recall as a function of the threshold\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(thresholds, recall_scores, marker='o', linestyle='-', label='Micro Recall')\n",
+ " plt.xlabel('Threshold')\n",
+ " plt.ylabel('Micro Recall')\n",
+ " plt.title('Micro Recall vs. Threshold')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()\n",
+ "\n",
+ " # Plot the F1 micro score as a function of the threshold\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(thresholds, f1_scores, marker='o', linestyle='-', label='F1 Micro Score')\n",
+ " plt.xlabel('Threshold')\n",
+ " plt.ylabel('F1 Micro Score')\n",
+ " plt.title('F1 Micro Score vs. Threshold')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()\n",
+ "\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(recall_scores, precision_scores, marker='o', linestyle='-', label='Precision-Recall Curve')\n",
+ " plt.xlabel('Micro Recall')\n",
+ " plt.ylabel('Micro Precision')\n",
+ " plt.title('Micro Precision-Recall Curve')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "45b89823-d494-4ff4-9262-8ce054b52b48",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "d8179322-e967-4c90-b30b-de45cda223ff",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.11421701908111573, 0.08292329013347625, 0.0, 0.0, 0.027755144238471984, 0.0, 0.11124512255191803, 0.1371138095855713, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.05469813942909241, 0.0, 0.09036560654640198, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.027755144238471984, 0.0, 0.08397231101989747, 0.0, 0.0, 0.027755144238471984, 0.0, 0.058121389150619505, 0.0, 0.0, 0.0]\n",
+ "Best F1 Micro Score: 0.66 (Threshold: 0.20)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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0RFFERkYG6tatW2jf7KeZXJi9d+8eXFxcpC6DiIiIiJ7hzp07qF+/fol9TC7MWltbA8h7c2xsbCSuxrRoNBrs378fPXv21F9xiEwbxwQ9ieOBnsYxYbrS09Ph4uKiz20lMbkwm7+0wMbGhmHWyDQaDaysrGBjY8NfSgSAY4IK4nigp3FMUGmWhPIEMCIiIiKqshhmiYiIiKjKYpglIiIioirL5NbMEhERkXREUURubi60Wu0z+2o0GpiZmSErK6tU/alqUSgUkMvlz/04DLNERERkFDk5OVCr1cjMzCxVf1EU4eTkhDt37nBv+GpIEATUr18fNWvWfK7HYZglIiKiCqfT6RAbGwu5XI66devC3Nz8mQFVp9Ph4cOHqFmz5jM3zqeqRRRFPHjwAHfv3kWTJk2ea4aWYZaIiIgqXE5ODnQ6HVxcXGBlZVWqY3Q6HXJycqBUKhlmq6E6derg1q1b0Gg0zxVmOTKIiIjIaBhKKV95LR3hiCIiIiKiKothloiIiIiqLIZZIiIiqjK0OhEnbiTjl+h4nLiRDK1OlLqkAl544QVMmTJF6jIkIwgCdu3aBQC4desWBEFAdHR0hT4nwywRERFVCXsvqtFl8QEM/u4k3t8WjcHfnUSXxQew96K6wp5z5MiREAQB48ePL3RfUFAQBEHAyJEj9W07d+7EJ598UmH1FOeFF16AIAgQBAHm5uZo1KgRZs6ciezsbKPXYmwMs0RERFTp7b2oxoRNkVCnZRVoT0jLwoRNkRUaaF1cXLBt2zY8fvxY35aVlYWtW7fC1dW1QF87OztYW1uX6XnyLyhRVu+88w7UajWuX7+OJUuWYOXKlZg3b16ZH6+qYJitYJX96xAiIiKpiKKIzJzcEn8e52iRkaXB3F8voaj/g+a3zfs1BhlZmmc+XmZOLkTRsP8Xt2/fHq6urti5c6e+befOnXBxcUG7du0K9H16mUF2djY+/PBDuLi4wMLCAk2aNMGaNWsAAAcPHoQgCNi3bx+8vb1hYWGBI0eOIDs7G5MnT4aDgwOUSiW6dOmCM2fOPLNOKysrODk5wdXVFW+88QYCAgKwf//+/71XooglS5agYcOGsLS0RJs2bfDTTz8VeIxLly7h5Zdfho2NDaytreHv748bN24AAM6cOYOAgADY29tDpVKhW7duiIyMNOi9rAjcZ7YC7b2oxvzdMQX+FemsUmJuoAd6ezpLWBkREZH0Hmu08Jiz77kfRwSQkJ6FVvP2P7MvAMQs6AUrc8Mi0KhRo7Bu3Tq8/fbbAIC1a9di9OjROHjwYInHDR8+HCdOnMDXX3+NNm3aIDY2FklJSQX6fPjhh/jyyy/RsGFD2Nra4sMPP8SOHTvwww8/wM3NDUuWLEGvXr1w/fp12NnZlarec+fO4dixY2jQoIG+bfbs2di5cydCQ0PRpEkTHD58GEOHDkWdOnXQrVs3xMfHo2vXrnjhhRdw4MAB2NjY4NixY/rZ4oyMDIwYMQJff/01AGDp0qXo27cvrl27VubZ6PLAMFtB8r8Oefrffvlfh4QObc9AS0REVEUMGzYMM2fO1J/UdOzYMWzbtq3EMPv333/jxx9/RHh4OF566SUAQMOGDQv1W7BgAQICAgAAjx49QmhoKNavX48+ffoAAL777juEh4djzZo1+OCDD4p9vpCQEHz//ffQaDTIycmBTCbDypUr9Y+7bNkyHDhwAL6+vvpajh49itWrV6Nbt25YuXIlVCoVtm3bBoVCAQBo2rSp/vFffPHFAs+3evVq1KpVC4cOHcIrr7zyrLewwjDMVgCtTsT83THFfh0iAJi/OwYBHk6Qy3itaSIiMk2WCjliFvQq9n6dToeM9AxcTtZg9A8Rz3y89aM6wMf92TOXlgrDrzZlb2+Pl19+GT/88ANEUcTLL78Me3v7Eo+Jjo6GXC5Ht27dSuzn7e2t//ONGzeg0WjQuXNnfZtCoYCPjw8uX75c4uO8/fbbmDVrFtLT07F48WLY2NjgjTfeAADExMQgKytLH5rz5eTk6JdKREdHw9/fXx9kn5aYmIg5c+bgwIEDuH//PrRaLTIzMxEXF1diXRWNYbYCnI5NKbRA/UkiAHVaFk7HpsC3UW3jFUZERFSJCIJQ4tf9Op0OueZy+DexhbNKiYS0rCInigQATiol/JvUqdBJotGjR2PixIkAoJ/xLImlpWWpHrdGjRr6P+ev53366liiKD7zilkqlQqNGzcGAGzatAktW7bEmjVrMGbMGOh0OgDA77//jnr16hU4zsLColT1jhw5Eg8ePMDy5cvh5uYGCwsL+Pr6IicnpxSvsuJIfgJYSEgI3N3doVQq4eXlhSNHjpTYf/PmzWjTpg2srKzg7OyMUaNGITk52UjVlk5iRvFBtiz9iIiITJlcJmBuoAeAvOD6pPzbcwM9Kvzbzt69eyMnJwc5OTno1av4GeV8rVq1gk6nw6FDh0r9HI0bN4a5uTmOHj2qb9NoNDh79ixatGhR6sdRKBT4+OOPMXv2bGRmZsLDwwMWFhaIi4tD48aNC/y4uLgAAFq3bo0jR45Ao9EU+ZhHjhzB5MmT0bdvX7Rs2RIWFhaF1v9KQdIwGxYWhilTpmDWrFmIioqCv78/+vTpU+x09dGjRzF8+HCMGTMGly5dwvbt23HmzBmMHTvWyJWXzMFaWa79iIiITF1vT2eEDm0PJ1XB/3c6qZRGOw9FLpfj8uXLuHz5MuTyZy9VaNCgAUaMGIHRo0dj165diI2NxcGDB/Hjjz8We0yNGjUwYcIEfPDBB9i7dy9iYmLwzjvvIDMzE2PGjDGo3iFDhkAQBISEhMDa2hrTp0/H1KlT8cMPP+DGjRuIiorCypUr8cMPPwAAJk6ciPT0dLz11ls4e/Ysrl27ho0bN+Lq1asA8oL2xo0bcfnyZZw6dQpvv/12qWefK5KkywyWLVuGMWPG6MPo8uXLsW/fPoSGhmLRokWF+p88eRINGjTA5MmTAQDu7u4YN24clixZYtS6n8XH3a5UX4eUZl0PERER5ent6YwADyecjk1BYkYWHKzz/l9qzPNPbGxsDOofGhqKjz/+GEFBQUhOToarqys+/vjjEo/5/PPPodPpMGzYMGRkZMDb2xv79u1DrVq1DHpuc3NzTJw4EUuWLMH48ePxySefwMHBAYsWLcLNmzdha2uL9u3b6+upXbs2Dhw4gA8++ADdunWDXC5H27Zt9et3165di3fffRft2rWDq6srPvvsM0yfPt2gmiqCIBq62Vo5ycnJgZWVFbZv347XXntN3/7+++8jOjq6yCn548ePo3v37vj555/Rp08fJCYmYuDAgWjRogVWrVpV5PNkZ2cXuPpFeno6XFxckJSUZPCANMS+S/cxads5ACgy0H7zVhv0aulYYc9fGWk0GoSHhyMgIKDYxeVkWjgm6EkcD9VbVlYW7ty5gwYNGkCpLN03k6IoIiMjA9bW1s9cL0pVT1ZWFm7dugUXF5dCYyI9PR329vZIS0t7Zl6TbGY2KSkJWq0Wjo4FA52joyMSEhKKPMbPzw+bN2/GoEGDkJWVhdzcXPTr1w8rVqwo9nkWLVqE+fPnF2rfv38/rKysnu9FPMOopgJ23pIhNafwX8DoqEhob5vmBRTCw8OlLoEqGY4JehLHQ/VkZmYGJycnPHz40OAThjIyMiqoKpJSTk4OHj9+jMOHDxe68llmZmapH0fy3QwMOVsvJiYGkydPxpw5c9CrVy+o1Wp88MEHGD9+vP5qGk+bOXMmgoOD9bfzZ2Z79uxZoTOzANAXwIc6EWdv/4PEjGw4WFvgzyuJWHc8DjvuKDGyny8cbUxn3SxnXehpHBP0JI6H6i1/ZrZmzZqcmSUAeWPC0tISXbt2LXJmtrQkC7P29vaQy+WFZmETExMLzdbmW7RoETp37qzfMLh169aoUaMG/P39sXDhQjg7F178bWFhod9y4kkKhcIovywVALo0/d/r6dDQHqdvpeLSvXR89PMlbBzdETIT22vWWO89VR0cE/QkjofqSavVQhAEyGQyyGSlO/88fzup/OOoepHJZBAEoci/84b8DpBsZJibm8PLy6vQ10nh4eHw8/Mr8pjMzMxCgzn/bEKJlv4azMJMjq8Ht4OlQo5j15Px3ZGbUpdEREREVGVJ+s+c4OBgfP/991i7di0uX76MqVOnIi4uDuPHjweQt0Rg+PDh+v6BgYH6awrfvHkTx44dw+TJk+Hj44O6detK9TIM1qhOTczrl7df3hf7ruL83VRpCyIiIjKSqjL5RBWvvMaCpGtmBw0ahOTkZCxYsABqtRqenp7Ys2cP3NzcAABqtbrAnrMjR45ERkYGvvnmG0ybNg22trZ48cUXsXjxYqleQpkN9HbBob8fYM+FBLy/LRq/TeqCGhaSL2EmIiKqEPlfG2dmZlaKvUlJevknApZmz96SSJ6egoKCEBQUVOR969evL9Q2adIkTJo0qYKrqniCIGDRa60RHZeK2KRHmPfrJXzxZhupyyIiIqoQcrkctra2SExMBABYWVk986QunU6HnJwcZGVlcc1sNaPT6fDgwQNYWVnBzOz54qjkYdaUqawU+L9BbfHWdyexPeIuujatg8A2VWe5BBERkSGcnJwAQB9on0UURTx+/BiWlpbczaAakslkcHV1fe7PlmFWYh0b1sbE7o2x4sB1fPzzBbRztUX9WhW7/y0REZEUBEGAs7MzHBwcoNFontlfo9Hg8OHD6Nq1K3e4qIbMzc3LZcadYbYSmNyjCY5eT0JUXCqmbIvGtnc7wUzOr1OIiKh6ksvlpVonKZfLkZubC6VSyTBLxWJiqgQUchm+fqsdalqY4eztf7DyrxtSl0RERERUJTDMVhIudlb49DVPAMBXf/6Ns7dSJK6IiIiIqPJjmK1EXm1bD6+3qwedCLy/LRppj5+9noiIiIjIlDHMVjLzX20JVzsrxKc+xqyfL3BzaSIiIqISMMxWMtZKBb56qy3kMgG/nVdjR2S81CURERERVVoMs5VQO9daCA5oCgCY88tF3Ep6JHFFRERERJUTw2wlNb5bI3RqaIfMHC0mb4tCTq5O6pKIiIiIKh2G2UpKLhPwf4PaQmWpwPm7afi/P/6WuiQiIiKiSodhthJzVlli8RutAACrDt3A8etJEldEREREVLkwzFZyvT2dMdjHFaIITP0xGimPcqQuiYiIiKjSYJitAv7zSgs0qlMD99Oz8dGO89yui4iIiOhfDLNVgJW5Gb56qx3M5TKEx9zH5lNxUpdEREREVCkwzFYRnvVU+LB3MwDAJ7/F4Nr9DIkrIiIiIpIew2wVMrqzO7o2rYPsXB0mbY1ClkYrdUlEREREkmKYrUJkMgFL32wD+5rmuJKQgcV7r0hdEhEREZGkGGarmDrWFvhiQBsAwLpjt/DXlUSJKyIiIiKSDsNsFdS9uQNGdW4AAJi+/RwSM7KkLYiIiIhIIgyzVdRHvZujuZM1kh/lYNqP56DTcbsuIiIiMj0Ms1WUUiHHisHtYGEmw5FrSVh7LFbqkoiIiIiMjmG2CmviaI3/vOIBAFi89wouxqdJXBERERGRcTHMVnFvd3RFTw9HaLQi3t8WhcycXKlLIiIiIjIahtkqThAELH6jNRxtLHDjwSN88ttlqUsiIiIiMhqG2WqgVg1z/N/AthAEYOvpOOy9qJa6JCIiIiKjYJitJvwa22N8t0YAgI92XMC91McSV0RERERU8Rhmq5HggKZoU1+FtMcaTA2LhpbbdREREVE1xzBbjSjkMnz1VjtYmctxKjYFqw7dkLokIiIiogrFMFvNNLCvgQWvegIAloX/jai4fySuiIiIiKjiMMxWQ2+0r4fANnWh1Yl4f1s0UjNzcOJGMn6JjseJG8lcfkBERETVhpnUBVD5EwQBn77miai4fxCXkgnfRX/isUanv99ZpcTcQA/09nSWsEoiIiKi58eZ2WrKRqnAYB8XACgQZAEgIS0LEzZFcgsvIiIiqvIYZqsprU7EppNxRd6Xv8hg/u4YLjkgIiKiKo1htpo6HZsCdVpWsfeLANRpWTgdm2K8ooiIiIjKGcNsNZWYUXyQLUs/IiIiosqIYbaacrBWlms/IiIiosqIYbaa8nG3g7NKCaGEPs4qJXzc7YxWExEREVF5Y5itpuQyAXMDPQCg2EA7vWczyGUlxV0iIiKiyo1hthrr7emM0KHt4aQquJRA/m9+/f2CGjruZkBERERVGC+aUM319nRGgIcTTsemIDEjCw7WSliZyzFw9QkcuJKIb/66jsk9mkhdJhEREVGZSD4zGxISAnd3dyiVSnh5eeHIkSPF9h05ciQEQSj007JlSyNWXPXIZQJ8G9XGq23rwbdRbbRxscXC/p4AgP/7428cvJoocYVEREREZSNpmA0LC8OUKVMwa9YsREVFwd/fH3369EFcXNGb/X/11VdQq9X6nzt37sDOzg5vvvmmkSuv+t70dsGQjq4QRWBKWDTupGRKXRIRERGRwSQNs8uWLcOYMWMwduxYtGjRAsuXL4eLiwtCQ0OL7K9SqeDk5KT/OXv2LP755x+MGjXKyJVXD3MDPdCmvgqpmRoEbY5ElkYrdUlEREREBpFszWxOTg4iIiIwY8aMAu09e/bE8ePHS/UYa9aswUsvvQQ3N7di+2RnZyM7O1t/Oz09HQCg0Wig0WjKUHn1IQPw9aDW6B96Ehfi0zBn1wV82r/ilmzkv9+m/r7T/3BM0JM4HuhpHBOmy5DPXLIwm5SUBK1WC0dHxwLtjo6OSEhIeObxarUa//3vf7Fly5YS+y1atAjz588v1L5//35YWVkZVnQ19ZabgFWXZfgxIh6yf+Lg61ixOxyEh4dX6ONT1cMxQU/ieKCncUyYnszM0i9/lHw3A0EouM+pKIqF2oqyfv162Nraon///iX2mzlzJoKDg/W309PT4eLigp49e8LGxqZMNVc3fQFYHrqJZX9cx844BQb19IFnvfJ/bzQaDcLDwxEQEACFQlHuj09VD8cEPYnjgZ7GMWG68r9JLw3Jwqy9vT3kcnmhWdjExMRCs7VPE0URa9euxbBhw2Bubl5iXwsLC1hYWBRqVygU/IvxhIkvNsX5+Az8cfk+Jm47h98mdUGtGiW/t2XF956exjFBT+J4oKdxTJgeQz5vyU4AMzc3h5eXV6GvDsLDw+Hn51fisYcOHcL169cxZsyYiizRpMhkApYObAO32laIT32M98OioeUFFYiIiKiSk3Q3g+DgYHz//fdYu3YtLl++jKlTpyIuLg7jx48HkLdEYPjw4YWOW7NmDTp27AhPT09jl1ytqSwVWDXUC0qFDIf/foCv/rwmdUlEREREJZJ0zeygQYOQnJyMBQsWQK1Ww9PTE3v27NHvTqBWqwvtOZuWloYdO3bgq6++kqLkaq+Fsw0Wvd4KU8PO4es/r6GtiwovNi952QcRERGRVCQ/ASwoKAhBQUFF3rd+/fpCbSqVyqAz3Mhwr7Wrj6i4VGw4cRtTtkXjt0n+cK3NnR+IiIio8pH8crZUOc1+2QPtXG2RnpWLcZsi8DiHF1QgIiKiyodhlopkbiZDyNvtUbuGOS6r0zF710WIIk8IIyIiosqFYZaK5ayyxIrB7SATgB2Rd7HldNyzDyIiIiIyIoZZKpFfY3t82Ls5AGD+rzGIvpMqbUFERERET2CYpWca17UherV0RI5Wh6BNEUh+mC11SUREREQAGGapFARBwJdvtkFD+xq4l5aFyduieEEFIiIiqhQYZqlUrJUKrBrmBUuFHMeuJ2Pp/qtSl0RERETEMEul19TRGosHtAYAhBy8gf2XEiSuiIiIiEwdwywZpF+buhjVuQEAYNqP5xCb9EjagoiIiMikMcySwT7u2wLebrWQkZ2LCZsikJmTK3VJREREZKIYZslgCrkMK99uD/uaFriSkIGPd17gBRWIiIhIEgyzVCaONkqsHNIOcpmAXdH3sPHkbalLIiIiIhPEMEtl1rFhbczsk3dBhQW7YxBxO0XiioiIiMjUMMzScxnTxR0vt3JGrk5E0OZIPMjgBRWIiIjIeBhm6bkIgoDFA1qjUZ0auJ+ejUlbI5Gr1UldFhEREZkIhll6bjUtzLB6mBdqmMtx8mYKvtjHCyoQERGRcTDMUrlo7GCNL95sAwBYffgm/ntBLXFFREREZAoYZqnc9G3ljHf83QEAH/x0HtcTH0pcEREREVV3DLNUrj7q3Rw+7nZ4mJ2L8Zsi8CibF1QgIiKiisMwS+XKTC7DN0PawcHaAtcTH+KjHed5QQUiIiKqMAyzVO4crJUIebs9zGQCfjuvxtpjt6DViTgVm4KIJAGnYlOg1THgEhER0fMzk7oAqp68G9hh1sstMH93DD79PQYhf11H8qMcAHJsuHYWziol5gZ6oLens9SlEhERURXGmVmqMCP9GsDbrRZ0Iv4Nsv+TkJaFCZsisfcidz0gIiKismOYpQqjE4E7/2QWeV/+IoP5u2O45ICIiIjKjGGWKszp2BTcTy/+8rYiAHVaFk7HphivKCIiIqpWGGapwiRmZJVrPyIiIqKnMcxShXGwVpZrPyIiIqKnMcxShfFxt4OzSgmhhD7OKiV83O2MVhMRERFVLwyzVGHkMgFzAz0AoNhA+173xpDLSoq7RERERMVjmKUK1dvTGaFD28NJVXApgdm/AXbdsVikZuYUdSgRERHRMzHMUoXr7emMox+9iE2jvTG8iRabRnvj0Afd4axS4saDR3h3YwSyc7VSl0lERERVEMMsGYVcJqCjux287EV0dLdDvVqWWDeqA6wtzHA6NgXTt5+HjvvNEhERkYEYZkkyzZ1sEDrUC2YyAbvP3cMX+69KXRIRERFVMQyzJKkuTezx+RutAQChB29g86nbEldEREREVQnDLElugFd9THmpCQDgP7su4q8riRJXRERERFUFwyxVCu/3aIIBXvWhE4H3tkTiwt00qUsiIiKiKoBhlioFQRCw6PVW8G9ij8wcLUb/cAZ3/8mUuiwiIiKq5BhmqdJQyGUIebs9mjtZ40FGNkauO4O0TI3UZREREVElxjBLlYq1UoF1ozrAyUaJ64kPMW7TWe5BS0RERMVimKVKx1llibUjO6CmhRlO3kzBRz+dhyhyD1oiIiIqjGGWKiWPujYIebs95DIBu6LvYen+v6UuiYiIiCohhlmqtLo2rYNFr7UCAHzz13VsPR0ncUVERERU2UgeZkNCQuDu7g6lUgkvLy8cOXKkxP7Z2dmYNWsW3NzcYGFhgUaNGmHt2rVGqpaMbWAHF0zukbcH7exdF/HXVe5BS0RERP8jaZgNCwvDlClTMGvWLERFRcHf3x99+vRBXFzxM3ADBw7En3/+iTVr1uDq1avYunUrmjdvbsSqydimvtQEr7evB61OxMTNkbgYzz1oiYiIKI+kYXbZsmUYM2YMxo4dixYtWmD58uVwcXFBaGhokf337t2LQ4cOYc+ePXjppZfQoEED+Pj4wM/Pz8iVkzEJgoDPX28Nv0a18ShHi9HrzyA+9bHUZREREVElYCbVE+fk5CAiIgIzZswo0N6zZ08cP368yGN+/fVXeHt7Y8mSJdi4cSNq1KiBfv364ZNPPoGlpWWRx2RnZyM7O1t/Oz09HQCg0Wig0XAPU2PKf7/L8r4LAL55qzXe+u4M/k58iJFrT2HbWB/YWCrKuUoypucZE1T9cDzQ0zgmTJchn7lkYTYpKQlarRaOjo4F2h0dHZGQkFDkMTdv3sTRo0ehVCrx888/IykpCUFBQUhJSSl23eyiRYswf/78Qu379++HlZXV878QMlh4eHiZjx1SH/i/f+S4lvgIb33zJ8a30MFM8pXf9LyeZ0xQ9cPxQE/jmDA9mZmlvwqoZGE2nyAIBW6LolioLZ9Op4MgCNi8eTNUKhWAvKUKAwYMwMqVK4ucnZ05cyaCg4P1t9PT0+Hi4oKePXvCxsamHF8JPYtGo0F4eDgCAgKgUJR9RrVdp3QM+f4MrqUDR7LqYckbnsWOGarcymtMUPXA8UBP45gwXfnfpJeGZGHW3t4ecrm80CxsYmJiodnafM7OzqhXr54+yAJAixYtIIoi7t69iyZNmhQ6xsLCAhYWFoXaFQoF/2JI5Hnf+zautbHy7fYY88NZ7DqnhmvtGgju2awcKyRj499HehLHAz2NY8L0GPJ5S/YFrbm5Oby8vAp9dRAeHl7sCV2dO3fGvXv38PDhQ33b33//DZlMhvr161dovVS5vNDMAZ/29wQAfH3gOn48c0fiioiIiEgKkq42DA4Oxvfff4+1a9fi8uXLmDp1KuLi4jB+/HgAeUsEhg8fru8/ZMgQ1K5dG6NGjUJMTAwOHz6MDz74AKNHjy72BDCqvt7yccXE7o0BADN/voBDfz+QuCIiIiIyNknD7KBBg7B8+XIsWLAAbdu2xeHDh7Fnzx64ubkBANRqdYE9Z2vWrInw8HCkpqbC29sbb7/9NgIDA/H1119L9RJIYtN6NsVr7fL2oA3aFIFL97gHLRERkSmR/ASwoKAgBAUFFXnf+vXrC7U1b96cZzWSniAIWPxGaySkZeHEzWSMXn8GPwd1Rl1bztQTERGZAm5qRFWeuZkMq4Z5oYlDTdxPz8bo9WeQnsU9CYmIiEwBwyxVCypLBdaN6oA61ha4kpCBoE2RyMnVSV0WERERVTCGWao26teywrqRHWBlLsfR60mYufMCRFGUuiwiIiKqQAyzVK141lNh5dvtIZcJ2BF5F1/9eU3qkoiIiKgCMcxStdO9mQM+eTVvD9rlf1zD9rPcg5aIiKi6YpilamlIR1cEvdAIADBz5wUcvZYErU7EiRvJ+CU6HiduJEOr4xIEIiKiqk7yrbmIKsr0ns0Qn/oYv0Tfw9gfzqCm0gxJD3P09zurlJgb6IHens4SVklERETPgzOzVG3JZAKWDGiNJg41kZWrKxBkASAhLQsTNkVi70W1RBUSERHR82KYpWrNTCYrds/Z/EUG83fHcMkBERFRFcUwS9Xa6dgU3E/PLvZ+EYA6LQunY1OMVxQRERGVG4ZZqtYSM7LKtR8RERFVLgyzVK05WCvLtR8RERFVLgyzVK35uNvBWaWEUEIfZ5USPu52RquJiIiIyg/DLFVrcpmAuYEeAFBsoHVWKXnZWyIioiqKYZaqvd6ezggd2h5OqoJLCeysFJDLgMi4VEz98RxytTqJKiQiIqKy4kUTyCT09nRGgIcTTsemIDEjCw7WeUsLDlxJRNDmCOw+dw9yAVg6sC3kspIWJRAREVFlwjBLJkMuE+DbqHaBtgAPR6wY3B4Tt0RiV/Q9yGQCvhjQhoGWiIioiuAyAzJ5vT2dsGJwO8hlAnZGxmPGjvPQ8SIKREREVQLDLBGAPq2c8dVbbSETgO0Rd/HxzxcYaImIiKoAhlmif73Sui7+b1BeoN125g7+88tF7nJARERUyTHMEj3h1bb1sHRgGwgCsPlUHOb+eomBloiIqBJjmCV6ymvt6uOLAXmBdsOJ25i/O4aBloiIqJJimCUqwgCv+lj8emsAwPrjt7Dw98sMtERERJUQwyxRMQZ2cMFnr7UCAKw5GovP/3uFgZaIiKiSYZglKsGQjq74pL8nAGD14Zv4Yt9VBloiIqJKhGGW6BmGdXLD/H4tAQAhB2/g/8L/lrgiIiIiyscwS1QKI/wa4D+veAAAvj5wHcv/YKAlIiKqDBhmiUppTBd3zOrbAgCw/I9rWPHnNYkrIiIiIoZZIgO807UhZvRpDgBYGv43Qg5el7giIiIi08YwS2Sg8d0a4YNezQAAS/ZexepDNySuiIiIyHQxzBKVwXvdGyM4oCkAYNF/r+D7IzclroiIiMg0McwSldHkHk0wuUcTAMDC3y9j3bFYiSsiIiIyPQyzRM9h6ktNMLF7YwDA/N0x2HDilrQFERERmRiGWaLnIAgCpvVsivHdGgEA5vxyCZtO3pa4KiIiItPBMEv0nARBwEe9m+Edf3cAwOxdF7HtdJzEVREREZkGhlmiciAIAj7u2wKjO+cF2pk/X8CPZ+9IXBUREVH1xzBLVE4EQcB/XmmBkX4NIIrARzvOY0fEXanLIiIiqtYYZonKkSAImBvogaGdXCGKwPSfzmFXVLzUZREREVVbDLNE5UwQBCzo54nBPnmBNvjHaPx67p7UZREREVVLZlIXQFQdyWQCPu3vCZ1ORNjZO5gaFg25IKC3pxNOx6YgMSMLDtZK+LjbQS4TpC6XiIioymKYJaogMpmARa+3glYU8VPEXUzaGgkbSwVSMzX6Ps4qJeYGeqC3p7OElRIREVVdki8zCAkJgbu7O5RKJby8vHDkyJFi+x48eBCCIBT6uXLlihErJio9mUzA4jdao6O7HXQiCgRZAEhIy8KETZHYe1EtUYVERERVm6RhNiwsDFOmTMGsWbMQFRUFf39/9OnTB3FxJe/RefXqVajVav1PkyZNjFQxUdncTs4ssl3897/zd8dAqxOL7ENERETFkzTMLlu2DGPGjMHYsWPRokULLF++HC4uLggNDS3xOAcHBzg5Oel/5HK5kSomMtzp2BQkpGcVe78IQJ2WhdOxKcYrioiIqJqQbM1sTk4OIiIiMGPGjALtPXv2xPHjx0s8tl27dsjKyoKHhwdmz56N7t27F9s3Ozsb2dnZ+tvp6ekAAI1GA41GU9xhVAHy329Te9/VqY9K3U+jsangaioXUx0TVDSOB3oax4TpMuQzlyzMJiUlQavVwtHRsUC7o6MjEhISijzG2dkZ3377Lby8vJCdnY2NGzeiR48eOHjwILp27VrkMYsWLcL8+fMLte/fvx9WVlbP/0LIYOHh4VKXYFQ30wQAz/724OalaOy5G1XxBVVCpjYmqGQcD/Q0jgnTk5lZ9PK8ogiiKEqyUO/evXuoV68ejh8/Dl9fX337p59+io0bN5b6pK7AwEAIgoBff/21yPuLmpl1cXFBUlISbGxMaxZMahqNBuHh4QgICIBCoZC6HKPR6kS8sPQw7qdno7i/bCqlGU7N7G5y23SZ6pigonE80NM4JkxXeno67O3tkZaW9sy8JtnMrL29PeRyeaFZ2MTExEKztSXp1KkTNm3aVOz9FhYWsLCwKNSuUCj4F0MipvbeKwDM69cSEzZFQgCKDLRpWbnYejYeozq7G7m6ysHUxgSVjOOBnsYxYXoM+bwlOwHM3NwcXl5ehb46CA8Ph5+fX6kfJyoqCs7O3KOTKrfens4IHdoeTiplgXZnlRIBHnn/eJu/OwahB29IUR4REVGVJelFE4KDgzFs2DB4e3vD19cX3377LeLi4jB+/HgAwMyZMxEfH48NGzYAAJYvX44GDRqgZcuWyMnJwaZNm7Bjxw7s2LFDypdBVCq9PZ0R4FH4CmAyAfi/8L/x9YHrWLz3CrI0Wkx5qQkEwbSWHBAREZWFpGF20KBBSE5OxoIFC6BWq+Hp6Yk9e/bAzc0NAKBWqwvsOZuTk4Pp06cjPj4elpaWaNmyJX7//Xf07dtXqpdAZBC5TIBvo9qF2oN7NoOFQo4v9l3FV39eQ1auFjN6N2egJSIiegbJL2cbFBSEoKCgIu9bv359gdsffvghPvzwQyNURWR873VvDKVCjk9+i8HqQzeRrdFhzisekJnYSWFERESGkPxytkT0P2O6uGNhf08AwPrjtzBr1wXoeGUwIiKiYjHMElUyQzu54cs320AmAFtP38H07eeQq9VJXRYREVGlVKplBufPny/1A7Zu3brMxRBRngFe9WFhJsOUsGjsjIpHdq4Oy99qC4Wc//4kIiJ6UqnCbNu2bSEIAoq7vkL+fYIgQKvVlmuBRKYqsE1dmJvJMHFLJH6/oEZ2rg4r324HC7NnX02MiIjIVJQqzMbGxlZ0HURUhF4tnfDtcG+M3xiBPy7fx9gfzuLbYd6wNGegJSIiAkoZZvO3yiIi4+vezAHrRnbAmB/O4si1JIxafxprRnRADQvJNyMhIiKSXKn+b/jrr7+W+gH79etX5mKIqGh+je2xYYwPRq07g5M3UzBszSmsH+0DGyUv70hERKatVGG2f//+pXowrpklqjgdGthh09iOGL7mFCLjUvH2d6ewYbQPatUwl7o0IiIiyZTq1GidTleqHwZZoorV1sUWW9/tBLsa5rgQn4bB351E0sNsqcsiIiKSDPf5IapiWtZVIezdTqhjbYErCRkYtPoE7qdnSV0WERGRJMp0BsmjR49w6NAhxMXFIScnp8B9kydPLpfCiKh4TRyt8eM4X7z93UncePAIA1efwOaxHVG/lpXUpRERERmVwWE2KioKffv2RWZmJh49egQ7OzskJSXBysoKDg4ODLNERuJuXwNh43wx5PuTuJ2ciUGrT2LLOx3hVruG1KUREREZjcHLDKZOnYrAwECkpKTA0tISJ0+exO3bt+Hl5YUvv/yyImokomK42Fnhx3G+aGhfA/Gpj/HmqhO4nvhQ6rKIiIiMxuAwGx0djWnTpkEul0MulyM7OxsuLi5YsmQJPv7444qokYhK4KyyxLZxndDUsSYSM7IxaPUJXFanS10WERGRURgcZhUKBQRBAAA4OjoiLi4OAKBSqfR/JiLjcrBWYtu7vmhZ1wbJj3Iw+LuTuHA3TeqyiIiIKpzBYbZdu3Y4e/YsAKB79+6YM2cONm/ejClTpqBVq1blXiARlY5dDXNsGdsJbV1skZqpwZDvTiLi9j9Sl0VERFShDA6zn332GZydnQEAn3zyCWrXro0JEyYgMTERq1evLvcCiaj0VFYKbBrbET4N7JCRnYtha07hxI1kqcsiIiKqMAbvZuDt7a3/c506dbBnz55yLYiInk9NCzOsH90B726IwNHrSRi57jS+G+6Nrk3rSF0aERFRuTN4ZjY2NhbXrl0r1H7t2jXcunWrPGoioudkZW6G70d448XmDsjO1WHsD2fxR8x9qcsiIiIqdwaH2ZEjR+L48eOF2k+dOoWRI0eWR01EVA6UCjlWDfVCH08n5Gh1GL8pAr+fV0OrE3HiRjJ+iY7HiRvJ0OpEqUslIiIqszJdNKFz586F2jt16oSJEyeWS1FEVD7MzWRYMbgdpm0/h1+i72HilkjYWCqQ9lij7+OsUmJuoAd6ezpLWCkREVHZGDwzKwgCMjIyCrWnpaVBq9WWS1FEVH7M5DIsG9gWfo1qQwQKBFkASEjLwoRNkdh7US1NgURERM/B4DDr7++PRYsWFQiuWq0WixYtQpcuXcq1OCIqPzcfPCqyPX+RwfzdMVxyQEREVY7BywyWLFmCrl27olmzZvD39wcAHDlyBOnp6Thw4EC5F0hEz+90bAoS0rOKvV8EoE7LwunYFPg2qm28woiIiJ6TwTOzHh4eOH/+PAYOHIjExERkZGRg+PDhuHLlCjw9PSuiRiJ6TokZxQfZsvQjIiKqLAyemQWAunXr4rPPPivvWoiogjhYK8u1HxERUWVh8MwskLesYOjQofDz80N8fDwAYOPGjTh69Gi5FkdE5cPH3Q7OKiWEEvqYyQS42FkarSYiIqLyYHCY3bFjB3r16gVLS0tERkYiOzsbAJCRkcHZWqJKSi4TMDfQAwCKDbS5OhEDQk/gsjrdeIURERE9J4PD7MKFC7Fq1Sp89913UCgU+nY/Pz9ERkaWa3FEVH56ezojdGh7OKkKLiVwVimxsL8nGjvUREJ6FgauOoGj15IkqpKIiMgwBq+ZvXr1Krp27Vqo3cbGBqmpqeVRExFVkN6ezgjwcMLp2BQkZmTBwVoJH3c7yGUCAlvXxbsbz+JUbApGrjuNz99ojQFe9aUumYiIqEQGz8w6Ozvj+vXrhdqPHj2Khg0blktRRFRx5DIBvo1q49W29eDbqDbksryFByorBTaM8UFgm7rI1YmYvv0cvvrjGkSRe88SEVHlZXCYHTduHN5//32cOnUKgiDg3r172Lx5M6ZPn46goKCKqJGIjMTCTI6vBrXFhBcaAQD+74+/8eFP56HR6iSujIiIqGgGLzP48MMPkZaWhu7duyMrKwtdu3aFhYUFpk+fjokTJ1ZEjURkRDKZgI96N0c9W0vM+eUitkfcRUJ6FkLebg9rpeLZD0BERGREZdqa69NPP0VSUhJOnz6NkydP4sGDB/jkk0+QmZlZ3vURkUSGdnLDd8O9YamQ48i1JLy56gQS0nhRBSIiqlzKFGYBwMrKCt7e3vDx8YGZmRmWLVvGNbNE1UyPFo4IG9cJ9jUtcCUhA6+FHMOVBG7dRURElUepw2xOTg5mzZqFDh06wM/PD7t27QIArFu3Dg0bNsTSpUvx/vvvV1SdRCSR1vVt8XOQHxrVqQF1WhbeDD2BY9e5dRcREVUOpQ6z8+bNwzfffAM3NzfExsbizTffxLhx4/D5559j0aJFuHXrFmbOnFmRtRKRRFzsrLBjgh983O2QkZ2LEWtPY0fEXanLIiIiKn2Y/fHHH7F+/Xr89NNP2Lt3L7RaLdLT03Hp0iWMGDGiwAUUiKj6sbUyx8Yntu6atv0cvv6TW3cREZG0Sh1m79y5gw4dOgAA2rRpA3Nzc3z00UcwMzN4QwQiqqLyt+4a3y1v665l4X/jox3cuouIiKRT6jCr0Whgbm6uv61QKKBSqSqkKCKqvGQyATP6NMcn/T0hE4Afz97F6PVnkJGlkbo0IiIyQQZNq86ZMwdWVlYA8k4IW7hwYaFAu2zZsvKrjogqrWGd3FBXpcTELVE4ci0JA1efxPpRHeBoo5S6NCIiMiGlnpnt2rUrrl69iqioKERFRcHPzw83b97U346KikJ0dLTBBYSEhMDd3R1KpRJeXl44cuRIqY47duwYzMzM0LZtW4Ofk4jKx/+27jLHZXU6Xlt5DFcTMqQui4iITEipZ2YPHjxY7k8eFhaGKVOmICQkBJ07d8bq1avRp08fxMTEwNXVtdjj0tLSMHz4cPTo0QP3798v97qIqPTytu7qjBHrTuPmg0cYEHocq4d5wa+xvdSlERGRCSjzRRPKw7JlyzBmzBiMHTsWLVq0wPLly+Hi4oLQ0NASjxs3bhyGDBkCX19fI1VKRCVxsbPCzgl+8Gnw79Zd605jZyS37iIiooon2VYEOTk5iIiIwIwZMwq09+zZE8ePHy/2uHXr1uHGjRvYtGkTFi5c+Mznyc7ORnZ2tv52enre1Ys0Gg00Gp6wYkz57zff9+qphkLA2uHt8NHOS/j9YgKCfzyHuORHCOrmDkEQijyGY4KexPFAT+OYMF2GfOaShdmkpCRotVo4OjoWaHd0dERCQkKRx1y7dg0zZszAkSNHSr0l2KJFizB//vxC7fv379efzEbGFR4eLnUJVIFeqglk1ZXhz3syLP/zOk5e+BsD3XWQl/A9EMcEPYnjgZ7GMWF6MjMzS91X8k1in56xEUWxyFkcrVaLIUOGYP78+WjatGmpH3/mzJkIDg7W305PT4eLiwt69uwJGxubshdOBtNoNAgPD0dAQAAvslHNvQJg86k4LPj9Ck4myqCwqYOv32qDmhYFf+VwTNCTOB7oaRwTpiv/m/TSkCzM2tvbQy6XF5qFTUxMLDRbCwAZGRk4e/YsoqKiMHHiRACATqeDKIowMzPD/v378eKLLxY6zsLCAhYWFoXaFQoF/2JIhO+9aRjZpRHq29XEpK1ROHI9GW+vOYt1xWzdxTFBT+J4oKdxTJgeQz7vMp0AlpqaiqVLl2Ls2LF45513sGzZMqSlpRn0GObm5vDy8ir01UF4eDj8/PwK9bexscGFCxcQHR2t/xk/fjyaNWuG6OhodOzYsSwvhYgq0Esejtj2bt7WXTFPbd2l1Yk4FZuCiCQBp2JToNXxsrhERGQ4g2dmz549i169esHS0hI+Pj4QRRH/93//h88++wz79+9H+/btS/1YwcHBGDZsGLy9veHr64tvv/0WcXFxGD9+PIC8JQLx8fHYsGEDZDIZPD09Cxzv4OAApVJZqJ2IKo82Lk9t3bXqOMZ0dkfY2TtQp2UBkGPDtbNwVikxN9ADvT2dpS6ZiIiqEIPD7NSpU9GvXz989913+pOwcnNzMXbsWEyZMgWHDx8u9WMNGjQIycnJWLBgAdRqNTw9PbFnzx64ubkBANRqNeLi4gwtkYgqmfytu97ZcBZnbv2D5X9eK9QnIS0LEzZFInRoewZaIiIqNUEURYO+27O0tERUVBSaN29eoD0mJgbe3t4GnX0mhfT0dKhUKqSlpfEEMCPTaDTYs2cP+vbty7VPJupRdi68FoYjS6Mr8n4BgJNKiaMfvQi5rOjtvKj64u8IehrHhOkyJK8ZvGbWxsamyNnSO3fuwNra2tCHIyITcv5uWrFBFgBEAOq0LJyOTTFeUUREVKUZHGYHDRqEMWPGICwsDHfu3MHdu3exbds2jB07FoMHD66IGomomkjMyCrXfkRERAavmf3yyy8hCAKGDx+O3NxcAHnbJ0yYMAGff/55uRdIRNWHg3Xhbbmepx8REZFBYVar1eLEiROYO3cuFi1ahBs3bkAURTRu3JhX0yKiZ/Jxt4OzSomEtCwUt1jf1koBH3c7o9ZFRERVl0HLDORyOXr16oW0tDRYWVmhVatWaN26NYMsEZWKXCZgbqAHgLyTvYqSmqnBsvCr0HHfWSIiKgWD18y2atUKN2/erIhaiMgE9PZ0RujQ9nBSFVxK4KxSIsAj7+p/K/+6gXc3nkVGlkaKEomIqAoxeM3sp59+iunTp+OTTz6Bl5cXatSoUeB+bndFRM/S29MZAR5OOHE9EfuPnEJP/47wbewAuUzAz1F38dGOC/jjciLeCD2O74Z7w612jWc/KBERmSSDw2zv3r0BAP369YMg/O+LQlEUIQgCtFpt+VVHRNWWXCago7sdki+L6Ohup99X9rV29eFuXxPvbjiLv+8/xKsrjyFkSHv4NbaXuGIiIqqMDA6zf/31V0XUQUSk19bFFrsndcG7G87i3N00DFt7GnMDPTCsk1uBf0QTEREZHGa7detWEXUQERXgaKNE2DhfzNx5AT9HxWPOL5dwWZ2B+f1awtzM4OX+RERUTRn8f4R169Zh+/bthdq3b9+OH374oVyKIiICAKVCjmUD22Bmn+YQBGDr6TgM/f4Ukh9mS10aERFVEgaH2c8//xz29oXXrjk4OOCzzz4rl6KIiPIJgoBx3Rph7YgOsLYww+lbKej3zTHE3EuXujQiIqoEDA6zt2/fhru7e6F2Nzc3xMXFlUtRRERP697cAT+/54cGta0Qn/oYb4Qex38vqKUui4iIJGZwmHVwcMD58+cLtZ87dw61a9cul6KIiIrS2MEav7zXBf5N7PFYo8WEzZFY/sffvMACEZEJMzjMvvXWW5g8eTL++usvaLVaaLVaHDhwAO+//z7eeuutiqiRiEhPZaXAupEdMLpz3jdEy/+4hve2RCIzJ1fiyoiISAoG72awcOFC3L59Gz169ICZWd7hOp0Ow4cP55pZIjIKM7kMcwI90NzJGrN2XcB/LybgVnImvhvuhfq1eHltIiJTYnCYNTc3R1hYGD755BOcO3cOlpaWaNWqFdzc3CqiPiKiYg3s4IKGdWpg/KYIXFan49VvjiF0qBd83O2kLo2IiIzE4DCbr2nTpmjatGl51kJEZDDvBnb4ZWLeBRYu3UvH29+fxIJXPTHYx1Xq0oiIyAhKFWaDg4PxySefoEaNGggODi6x77Jly8qlMCKi0qpna4mfxvth+k/n8Pt5NWbuvIAr6nTMfsUDCjkvsEBEVJ2VKsxGRUVBo9Ho/1wcXmaSiKRiaS7HN4PboYWTNb7c/zd+OHEb1xIfYuWQ9qhVw1zq8oiIqIKUKsz+9ddfRf6ZiKgyEQQBE19sgiaO1pgaFo3jN5LRP+QYvhvujaaO1lKXR0REFYDfvxFRtdOrpRN2Bvmhfi1L3E7OxOshx/FHzH2pyyIiogpQ6hPARo8eXap+a9euLXMxRETlpbmTDX6d2AUTNkXgVGwK3tl4Fh/0aoYJ3RpxSRQRUTVS6jC7fv16uLm5oV27dhBFXm2HiCo/uxrm2DS2I+bvvoRNJ+OwZO9VXFFnYMmA1lAq5NDqRJyOTUFiRhYcrJXwcbeDXMagS0RUlZQ6zI4fPx7btm3DzZs3MXr0aAwdOhR2dtzLkYgqN4VchoX9W6GZkw3m/3oJv567h9ikRxjS0QVf/3kd6rQsfV9nlRJzAz3Q29NZwoqJiMgQpV4zGxISArVajY8++gi7d++Gi4sLBg4ciH379nGmlogqvWGd3LBxTEfUslLgQnwaZu68WCDIAkBCWhYmbIrE3otqiaokIiJDGXQCmIWFBQYPHozw8HDExMSgZcuWCAoKgpubGx4+fFhRNRIRlQvfRrXxc1BnmBWzlCD/n+Xzd8dAq+M/0omIqoIy72YgCAIEQYAoitDpdOVZExFRhVGnZSG3hKAq/tvndGyK8YoiIqIyMyjMZmdnY+vWrQgICECzZs1w4cIFfPPNN4iLi0PNmjUrqkYionKTmJH17E4G9CMiImmV+gSwoKAgbNu2Da6urhg1ahS2bduG2rVrV2RtRETlzsFaWa79iIhIWqUOs6tWrYKrqyvc3d1x6NAhHDp0qMh+O3fuLLfiiIjKm4+7HZxVSiSkZaG4xQbWSjN0aFDLqHUREVHZlDrMDh8+nBuNE1GVJ5cJmBvogQmbIiEARQbajKxcBG2OxJcD28BGqTB2iUREZACDLppARFQd9PZ0RujQ9pi/O6bQPrMvNKuDHRHx2B9zH/1WHEXoUC+0cLaRsFoiIipJqcMsEVF10tvTGQEeTkVeAWxQB1e8tzkSt5Iz8VrIMSx6vRVea1df6pKJiKgIZd6ai4ioqpPLBPg2qo1X29aDb6Pa+kvZtnWxxe5JXeDfxB5ZGh2mhp3D7F0XkJ2rlbhiIiJ6GsMsEVER7GqYY/0oH0zu0QQAsOlkHAauPon41McSV0ZERE9imCUiKoZcJiA4oCnWjewAlaUC5+6k4pWvj+Dw3w+kLo2IiP7FMEtE9Azdmzvgt0ld0KqeCv9kajBi3Wl8/ec16HjJWyIiyTHMEhGVgoudFbaP98VgHxeIIrAs/G+M+eEMUjNzpC6NiMikMcwSEZWSUiHHotdbY8mA1rAwk+Gvqw/wyoqjuBifJnVpREQmi2GWiMhAA71dsDPID652Vrj7z2O8HnocYWfipC6LiMgkSR5mQ0JC4O7uDqVSCS8vLxw5cqTYvkePHkXnzp1Ru3ZtWFpaonnz5vi///s/I1ZLRJSnZV0Vdk/sgpdaOCAnV4ePdlzAhz+dQ5aG23cRERmTpGE2LCwMU6ZMwaxZsxAVFQV/f3/06dMHcXFFz3DUqFEDEydOxOHDh3H58mXMnj0bs2fPxrfffmvkyomIAJWVAt8O88YHvZpBJgA/nr2L10OOIy45U+rSiIhMhqRhdtmyZRgzZgzGjh2LFi1aYPny5XBxcUFoaGiR/du1a4fBgwejZcuWaNCgAYYOHYpevXqVOJtLRFSRZDIB73VvjA2jO8Kuhjli1Ol4ZcUR/Hn5vtSlERGZBMkuZ5uTk4OIiAjMmDGjQHvPnj1x/PjxUj1GVFQUjh8/joULFxbbJzs7G9nZ2frb6enpAACNRgONRlOGyqms8t9vvu+UrzqNiY4NVNg1oRMmh51D9J00jPnhLCZ0c8f7LzbWX1mMSladxgOVD44J02XIZy5ZmE1KSoJWq4Wjo2OBdkdHRyQkJJR4bP369fHgwQPk5uZi3rx5GDt2bLF9Fy1ahPnz5xdq379/P6ysrMpWPD2X8PBwqUugSqY6jYlhdQEbjQyHE2QIPRSLP6NvYEQTHWoqpK6s6qhO44HKB8eE6cnMLP1yLcnCbD5BKDhjIYpiobanHTlyBA8fPsTJkycxY8YMNG7cGIMHDy6y78yZMxEcHKy/nZ6eDhcXF/Ts2RM2NjbP/wKo1DQaDcLDwxEQEACFgv9np+o7JvoB+PWcGrN/uYS/04AVf1vi67faoJ2LrdSlVWrVdTxQ2XFMmK78b9JLQ7Iwa29vD7lcXmgWNjExsdBs7dPc3d0BAK1atcL9+/cxb968YsOshYUFLCwsCrUrFAr+xZAI33t6WnUcE294u6KVSy2M3xiBm0mP8PaaM/jPKx4Y1sntmf9gN3XVcTzQ8+GYMD2GfN6SnQBmbm4OLy+vQl8dhIeHw8/Pr9SPI4pigTWxRESVRVNHa/wysTP6eDpBoxUx55dLmBoWjcycXKlLIyKqNiRdZhAcHIxhw4bB29sbvr6++PbbbxEXF4fx48cDyFsiEB8fjw0bNgAAVq5cCVdXVzRv3hxA3r6zX375JSZNmiTZayAiKom1UoGQt9vj+yOx+HzvFeyKvocYdTpWDfVCwzo1odWJOB2bgsSMLDhYK+HjbscTxoiIDCBpmB00aBCSk5OxYMECqNVqeHp6Ys+ePXBzcwMAqNXqAnvO6nQ6zJw5E7GxsTAzM0OjRo3w+eefY9y4cVK9BCKiZxIEAe90bYjW9VWYuDUKf99/iH7fHMMQHxfsPq+GOi1L39dZpcTcQA/09nSWsGIioqpDEEVRlLoIY0pPT4dKpUJaWhpPADMyjUaDPXv2oG/fvlz7RABMc0wkpmdh4pYonL6VUuT9+XOyoUPbm1ygNcXxQCXjmDBdhuQ1yS9nS0RkShxslNgwxgc1zOVF3p8/uzB/dwy0OpOaayAiKhOGWSIiI4uKS8WjHG2x94sA1GlZOB1b9OwtERH9D8MsEZGRJWZkPbuTAf2IiEwZwywRkZE5WCvLtR8RkSljmCUiMjIfdzs4q5QoaQMuQQAecz9aIqJnYpglIjIyuUzA3EAPACg20IoiMPqHs/j8v1eg0eqMVxwRURXDMEtEJIHens4IHdoeTqqCSwmcVUp8/VZbDOuUt9/2qkM38Na3JxGf+liKMomIKj1JL5pARGTKens6I8DDqcgrgPVrWw++jWrjo5/OI+L2P+j71RF8+WYbBHg4Sl02EVGlwjBLRCQhuUyAb6PaRd7Xt5UzPOuqMHFrJM7fTcM7G85iTBd3fNS7OczN+MUaERHAZQZERJWaa20r/DTeD6M7uwMA1hyNxZurjuNOSqbElRERVQ4Ms0RElZy5mQxzAj3w3XBvqCwVOHc3DX2/PoI9F9RSl0ZEJDmGWSKiKiLAwxF73vdHe1dbZGTlImhzJP6z6yKyNMVfTYyIqLpjmCUiqkLq2VoibJwvxndrBADYePI2Xg85jtikRxJXRkQkDYZZIqIqRiGXYUaf5lg/qgPsapgjRp2OV74+gl+i46UujYjI6BhmiYiqqBeaOWDPZH/4uNvhUY4W72+Lxowd5/E4h8sOiMh0MMwSEVVhTioltoztiMkvNoYgANvO3EH/lcdwPTFD6tKIiIyCYZaIqIozk8sQ3LMZNo7uCPuaFrh6PwOBK47hp4i7UpdGRFThGGaJiKqJLk3ssef9LujcuDYea7SYvv0cgn+MxqPsXKlLIyKqMAyzRETViIO1EhtGd8S0gKaQCcDOyHj0++YoriSkS10aEVGFYJglIqpm5DIBk3o0wZZ3OsHRxgI3HjzCq98cw9bTcRBFUeryiIjKFcMsEVE11alhbeyZ7I9uTesgO1eHmTsvYPK2aGRkaaQujYio3DDMEhFVY7VrWmDdyA6Y0ac55DIBu8/dQ+CKo7gYn6bvo9WJOHEjGb9Ex+PEjWRodZy9JaKqw0zqAoiIqGLJZALGd2uEDg1qYdKWKNxKzsTrIccx+5UWqFPTAgt+i4E6LUvf31mlxNxAD/T2dJawaiKi0uHMLBGRifBys8Oe9/3xUgtH5Gh1mPPLJUzYHFkgyAJAQloWJmyKxN6LaokqJSIqPYZZIiITYmtlju+Ge2HWyy2K7ZO/yGD+7hguOSCiSo9hlojIxAiCAM+6qhL7iADUaVk4HZtinKKIiMqIYZaIyAQlZmQ9u5MB/YiIpMIwS0RkghysleXaj4hIKgyzREQmyMfdDs4qJYQS+tgozdChQS2j1UREVBYMs0REJkguEzA30AMAig206Vm5mLglCmmPeZEFIqq8GGaJiExUb09nhA5tDydVwaUEziolBnrXh0IuYO+lBLyy4gjO302VpkgiomfgRROIiExYb09nBHg44XRsChIzsuBgrYSPux3kMgFvd3TDe1sicSflMQaEnsCsl1tguK8bBKGkxQlERMbFmVkiIhMnlwnwbVQbr7atB99GtSGX5YXVNi62+H2SP3p65F1kYe6vlzBxSxTSs7jsgIgqD4ZZIiIqlspKgdXDvPCfVzxgJhPw+wU1AlccxcX4NKlLIyICwDBLRETPIAgCxnRxx/bxvqhna4nbyZl4PeQ4Np68DVHkFcKISFoMs0REVCrtXGvh98ld8FILB+RodfjProuYtDUKGVx2QEQSYpglIqJSs7Uyx3fDvTGrbwuYyQT8dl6Nft8cQ8y9dKlLIyITxTBLREQGEQQB73RtiLBxvqirUiI26RH6hxzDllNxXHZAREbHMEtERGXi5VYLv0/2R/dmdZCTq8PHP1/AlLBoPMrOlbo0IjIhDLNERFRmtWqYY82IDpjRpznkMgG/RN9D4DdHcSWByw6IyDgYZomI6LnIZALGd2uEbe92gpONEjcfPMKr3xxD2BkuOyCiiid5mA0JCYG7uzuUSiW8vLxw5MiRYvvu3LkTAQEBqFOnDmxsbODr64t9+/YZsVoiIipOhwZ2+H1yF3RtWgfZuTp8tOMCpv14Dpk5XHZARBVH0jAbFhaGKVOmYNasWYiKioK/vz/69OmDuLi4IvsfPnwYAQEB2LNnDyIiItC9e3cEBgYiKirKyJUTEVFRate0wPqRHfBBr2aQCcDOqHj0++YY/r6fIXVpRFRNSRpmly1bhjFjxmDs2LFo0aIFli9fDhcXF4SGhhbZf/ny5fjwww/RoUMHNGnSBJ999hmaNGmC3bt3G7lyIiIqjkwm4L3ujbHlnU5wsLbA9cSH6PfNUfwUcVfq0oioGjKT6olzcnIQERGBGTNmFGjv2bMnjh8/XqrH0Ol0yMjIgJ2dXbF9srOzkZ2drb+dnp53UoJGo4FGw42+jSn//eb7Tvk4Jqo3Lxcb/BrUCdN+uohjN5Ixffs5nLjxAHNfbgFLc3mh/hwP9DSOCdNlyGcuWZhNSkqCVquFo6NjgXZHR0ckJCSU6jGWLl2KR48eYeDAgcX2WbRoEebPn1+off/+/bCysjKsaCoX4eHhUpdAlQzHRPU2oA6gyhHw3zsy7Ii8h2OX4zGqqRZOxfwK5nigp3FMmJ7MzMxS95UszOYTBKHAbVEUC7UVZevWrZg3bx5++eUXODg4FNtv5syZCA4O1t9OT0+Hi4sLevbsCRsbm7IXTgbTaDQIDw9HQEAAFAqF1OVQJcAxYTpeATD4Zgqmbj+PhIc5+OqyBRYEtsCrbesCALQ6ESdvPMCBExF40dcLnRrVgVz27P8XUPXG3xGmK/+b9NKQLMza29tDLpcXmoVNTEwsNFv7tLCwMIwZMwbbt2/HSy+9VGJfCwsLWFhYFGpXKBT8iyERvvf0NI4J0+DfzBF73vfHlG3ROH4jGdN3XMTZuDT4NaqNRf+9AnVaFgA5NlyLhrNKibmBHujt6Sx12VQJ8HeE6THk85bsBDBzc3N4eXkV+uogPDwcfn5+xR63detWjBw5Elu2bMHLL79c0WUSEVE5crBWYuOYjni/RxMIArDtzB1M3hb9b5D9n4S0LEzYFIm9F9USVUpEVYWkuxkEBwfj+++/x9q1a3H58mVMnToVcXFxGD9+PIC8JQLDhw/X99+6dSuGDx+OpUuXolOnTkhISEBCQgLS0tKkeglERGQguUzA1ICm+GGkD4pbSZB/qYX5u2Og1fHCC0RUPEnD7KBBg7B8+XIsWLAAbdu2xeHDh7Fnzx64ubkBANRqdYE9Z1evXo3c3Fy89957cHZ21v+8//77Ur0EIiIqI4WZDCXlVBGAOi0Lp2NTjFYTEVU9kp8AFhQUhKCgoCLvW79+fYHbBw8erPiCiIjIKBIzsp7dyYB+RGSaJL+cLRERmSYHa2W59iMi08QwS0REkvBxt4OzSomSNuCytjCDt1sto9VERFUPwywREUlCLhMwN9ADAIoNtBnZuRi3KQJpmbwCFBEVjWGWiIgk09vTGaFD28NJVXApgbNKiWG+brAwk+HAlUQEfnMUl+5x5xoiKkzyE8CIiMi09fZ0RoCHE05cT8T+I6fQ078jfBs7QC4TMMjbBRM2RyAuJROvhxzHwv6eeNPbReqSiagS4cwsERFJTi4T0NHdDl72Ijq62+kvZetZT4XfJvqje7M6yM7V4YOfzmPmzgvIztVKXDERVRYMs0REVKmprBRYM6IDpr7UFIIAbD0dh4GrTiA+9bHUpRFRJcAwS0RElZ5MJuD9l5pg3cgOsLVS4NzdNLzy9REc/vuB1KURkcQYZomIqMp4oZkDdk/sglb1VPgnU4MR607jmwPXoOMlb4lMFsMsERFVKS52Vtg+3hdvdXCBKAJf7v8b7248i7TH3L6LyBQxzBIRUZWjVMjx+RutseSN1jA3k+GPy4kIXHEUMffSpS6NiIyMYZaIiKqsgR1csHOCH+rXskRcSiZeCzmGHRF3pS6LiIyIYZaIiKo0z3oq/DapC174d/uuadvPYdbP3L6LyFQwzBIRUZVna2WOtSM6YMpLTSAIwOZTcRi4+iS37yIyAQyzRERULchkAqa81BRrR3aAylKBc3dSEbjiKI5eS5K6NCKqQAyzRERUrXRv5oDfJnWBZz0bpDzKwfC1p7Dyr+vcvouommKYJSKiasfFzgo/jffDIG8X6ETgi31X8e7GCG7fRVQNMcwSEVG1pFTIsXhAa3z+eqt/t++6j37fHMVlNbfvIqpOGGaJiKhae8vHFTvG+6GerSVuJ+dt37Uzktt3EVUXDLNERFTttaqft31Xt6Z1kKXRIfjHc5i9i9t3EVUHDLNERGQSatUwx9qRHfB+j7ztuzadjMOg1Sdx79/tu7Q6ESduJOOX6HicuJEMLU8YI6oSzKQugIiIyFjkMgFTA5qirYstpoRFI/pOKl5ZcRTDO7kh7OwdqNOy9H2dVUrMDfRAb09nCSsmomfhzCwREZmc7s3ztu9qWTdv+67lf14rEGQBICEtCxM2RWLvRbVEVRJRaTDMEhGRSXKxs8KP43xhqZAXeX/+IoP5u2O45ICoEmOYJSIik3X+bhoea4o/CUwEoE7LwunYFOMVRUQGYZglIiKTlZiR9exOBvQjIuNjmCUiIpPlYK0s135EZHwMs0REZLJ83O3grFJCKKGPXCaghkXR62qJSHoMs0REZLLkMgFzAz0AoNhAq9WJGLDqBDafug1R5IlgRJUNwywREZm03p7OCB3aHk6qgksJnFVKfDmgNXo0d0BOrg6zfr6ISVujkJGlkahSIioKL5pAREQmr7enMwI8nHA6NgWJGVlwsFbCx90OcpmAN7zq4/sjsVi89wp+O6/Gxfg0fDOkPTzrqaQum4jAmVkiIiIAeUsOfBvVxqtt68G3UW3IZXkLDwRBwDtdGyJsnC/qqpS4lZyJ10OPY9NJLjsgqgwYZomIiErBy60W9rzvj5da5C07mL2Lyw6IKgOGWSIiolKytTLHd8O9MfvlFjCTCfjtvBqBK47iYnya1KURmSyGWSIiIgMIgoCx/g3x43hf1LO1zFt2EHIcG7nsgEgSDLNERERl0N61Fn6f3CVv2YFWh//suoiJXHZAZHQMs0RERGX09LKD38+r8QqXHRAZFcMsERHRc8hfdrD932UHt/OXHZy4xWUHREbAMEtERFQO2umXHTjmLTv45RImbolCOpcdEFUohlkiIqJykrfswOt/yw4ucLcDoorGMEtERFSOilt2sIHLDogqhORhNiQkBO7u7lAqlfDy8sKRI0eK7atWqzFkyBA0a9YMMpkMU6ZMMV6hREREBmjnWgt7JvsjwCNv2cGcXy7hvS2RXHZAVM4kDbNhYWGYMmUKZs2ahaioKPj7+6NPnz6Ii4srsn92djbq1KmDWbNmoU2bNkauloiIyDAqKwW+HeaF/7ziAYVcwJ4LCXjl66O4cJfLDojKi6RhdtmyZRgzZgzGjh2LFi1aYPny5XBxcUFoaGiR/Rs0aICvvvoKw4cPh0qlMnK1REREhhMEAWO6uGP7eD/Ur2WJuJRMvBF6HD8c57IDovJgJtUT5+TkICIiAjNmzCjQ3rNnTxw/frzcnic7OxvZ2dn62+np6QAAjUYDjYZf9RhT/vvN953ycUzQk6r7eGjpVAO7JnTCzJ8vIfxyIub+egnHrz/AotdawlqpkLq8Sqm6jwkqniGfuWRhNikpCVqtFo6OjgXaHR0dkZCQUG7Ps2jRIsyfP79Q+/79+2FlZVVuz0OlFx4eLnUJVMlwTNCTqvt4eFkF1Gwg4NfbMuyLScTZG/cxqqkWLjUBnQjcSBeQrgFsFEAjGxEyQeqKpVfdxwQVlpmZWeq+koXZfIJQ8G+pKIqF2p7HzJkzERwcrL+dnp4OFxcX9OzZEzY2NuX2PPRsGo0G4eHhCAgIgELBWQjimKCCTGk8vAxg6N00vB92DndTs/BVjAL929TFketJSEj/37eJTjYWmN23OXq1dCz+waoxUxoTVFD+N+mlIVmYtbe3h1wuLzQLm5iYWGi29nlYWFjAwsKiULtCoeBfDInwvaencUzQk0xlPHi52+P397viw5/OYd+l+9geGV+oz/30bEzadg6hQ9ujt6ezBFVWDqYyJuh/DPm8JTsBzNzcHF5eXoW+OggPD4efn59EVRERERmPylKBlUPaw0ZZ9NxS/ulh83fHQKvjyWJERZF0mUFwcDCGDRsGb29v+Pr64ttvv0VcXBzGjx8PIG+JQHx8PDZs2KA/Jjo6GgDw8OFDPHjwANHR0TA3N4eHh4cUL4GIiOi5nLn1D9Kzcou9XwSgTsvC6dgU+DaqbbzCiKoIScPsoEGDkJycjAULFkCtVsPT0xN79uyBm5sbgLyLJDy952y7du30f46IiMCWLVvg5uaGW7duGbN0IiKicpGYkVWu/YhMjeQngAUFBSEoKKjI+9avX1+ojXvyERFRdeJgrSxVv9RMbk9FVBTJL2dLRERkynzc7eCsUuJZ+/jM/fUSJm+Nwr3Ux0api6iqYJglIiKSkFwmYG5g3nkfTwfa/NudG9WGIAC/nruHF5cexP+F/43HOVqj1klUWTHMEhERSay3pzNCh7aHk6rgkgMnlRKrhrbH5nc6YffELvBpYIcsjQ5f/XkNLy49iF1R8Vx+RyZP8jWzRERElBdoAzyccDo2BYkZWXCwVsLH3Q7yfy8B5llPhbBxnbDnQgI+23MZ8amPMSUsGj+cuIU5r3ignWstiV8BkTQYZomIiCoJuUwocfstQRDwcmtn9GjhgDVHY7Hyr+uIikvFayHH8Vq7eviod/NCs7tE1R2XGRAREVUxSoUc73VvjL+mv4A32tcHAPwcFY/uXx7E139eQ5aG62nJdDDMEhERVVGONkosHdgGv07sDG+3Wnis0WJZ+N948cuD+PXcPa6nJZPAMEtERFTFta5vi+3jfbFicDvUs7XEvbQsTN4ahQGrTuDcnVSpyyOqUAyzRERE1YAgCAhsUxd/TuuG4ICmsFTIEXH7H7y68him/XgO99N5BTGqnhhmiYiIqhGlQo7JPZrgwPRueL1dPQDAjsi76P7lQaz86zrX01K1wzBLRERUDTmrLLFsUFv8HOSHdq62yMzR4ot9V9Fj6SH8fl7N9bRUbTDMEhERVWPtXGthx3g/LB/UFk42SsSnPsZ7WyIxaPVJXIxPk7o8oufGMEtERFTNyWQC+rerhwPTu+H9Hk2gVMhw+lYKAr85ig9/OofEjILrabU6ESduJOOX6HicuJEMrY6zuFR58aIJREREJsLK3AxTA5piUAcXfP7fK/j13D38ePYu9lxIwHvdG2NU5wY4eDUR83fHQJ32v4DrrFJibqAHens6S1g9UdE4M0tERGRi6tpa4uvB7bBjgi/a1FfhYXYuFu+9gs6LD2D8psgCQRYAEtKyMGFTJPZeVEtUMVHxGGaJiIhMlJebHX4O6oylb7ZBnZrmSH6YU2S//EUG83fHcMkBVToMs0RERCZMJhPwhld9LBnQpsR+IgB1WhZOx6YYpzCiUmKYJSIiIqRnaUrVLyHtcQVXQmQYngBGREREcLBWlqrf3F8v4dzdNLzati7authCEIQKroyoZAyzREREBB93OzirlEhIy0Jxq2IFAUjPysX647ew/vgtNKhthX5t66F/27poWKemUeslysdlBkRERAS5TMDcQA8AwNNzrcK/PysGt8Pakd7o16YuLBVy3ErOxNd/XsOLSw+h3zdHseZobKE9a4kqGmdmiYiICADQ29MZoUPbF9pn1umpfWZfbO6IR9m52B+TgF1R93D0ehLO303D+btp+PT3GHRubI9X29ZDr5aOsFYqpHo5ZCIYZomIiEivt6czAjyccDo2BYkZWXCwVsLH3Q5yWcH52hoWZnitXX281q4+kh5m47dz97Ar+h6i76TiyLUkHLmWhFk/y/CShyP6t62Hbk3rwNyMXwhT+WOYJSIiogLkMgG+jWqXur99TQuM7OyOkZ3dcSvpEX6JvodfouNxM+kRfj+vxu/n1bC1UqBvK2f0b1sP3m61IJPxxDEqHwyzREREVG4a2NfA+y81weQejXEhPg27ou5h9/l7eJCRjS2n4rDlVBzq2VqiX9u66N+2Hpo5WRf5OFqdiFOxKYhIElA7NgW+jR0KzQ4TAQyzREREVAEEQUDr+rZoXd8Ws15ugeM3krAr6h72XUpAfOpjhB68gdCDN9DcyRr929VDvzZ1UdfWEgCw96L6iXW7cmy4dhbOT63bJcrHMEtEREQVSi4T4N+kDvyb1MGnGk/8cfk+dkXdw6G/E3ElIQOf//cKFu+9Ap8GdmjsUBNbTsUV2h4sIS0LEzZFInRoewZaKoBhloiIiIxGqZDjldZ18UrrukjNzMHvF9T4JeoeTt9KwanYvJ+iiMjbHmz+7hgEeDhxyQHp8bRCIiIikoStlTne7uiGH8f74uhH3fFWB5cS+4sA1GlZOHb9gXEKpCqBM7NEREQkufq1rODbqDa2nbnzzL6j1p2BR10VWtdXoY2LLdrUt0Vjh5qcrTVRDLNERERUKThYK0vVTysCF+LTcCE+DZtPxQEArMzl8Pw34LZ2sUWb+iq42llBEBhwqzuGWSIiIqoUfNzt4KxSIiEtq9AJYEDemlknlRJb3+mEi/fyrjh27k4qLsan4VGOFqdvpeD0rf+tubW1UqBVPRXauuTtqtCmvgoONqULzEDe9mDPungESY9hloiIiCoFuUzA3EAPTNgUCQEoEGjzI+TcQA80sK+BBvY18ErrugDyQufNBw9x7m4azt9Nxbm7abh8Lx2pmRr91cjyOdko9csTWtdXoXU9W6isCl9yt+D2YHm4PVjlxDBLRERElUZvT2eEDm1fKEg6lRAk5TIBTRyt0cTRGgO86gMAcnJ1uJKQnhdw76Ti/N00XEvMQEJ6FhJisrA/5r7++Aa1rf4Nt3mzt/GpjzFlWzS3B6siGGaJiIioUunt6YwADyecuJ6I/UdOoad/R4OvAGZuJtNftAGd3AAAj7Jzceleun729vzdVNxOzsStf39+ib5X4mNye7DKiWGWiIiIKh25TEBHdzskXxbRsZzWqtawMIOPux183O30bf88ysH5+LzZ23N303D2VgpSH2uKfYz87cHGbTwL7wZ2cKllhfq1LOFiZ4VaVopyP+GM63afjWGWiIiITFatGubo1rQOujWtAwD4JToe72+LfuZxf1xOxB+XEwu01TCXo34tK7jYWaL+EyHXpZYV6ttZwkZZeG1uSbhut3QYZomIiIj+VdrtwV5rVxeiCNz55zHupGQiMSMbj3K0uHo/A1fvZxR5jMpSkRd0bfMCr4vdv4G3lhXq17KCpblc33fvRTUmbIrkut1SYJglIiIi+ldptwf78s22Bb7uz9JoEZ+aF2zv/vMYd/7JxN2Ux7j7Tybu/PMYKY9ykPZYg7R4DS7Gpxf53PY1LVC/liXq17LEX1cTi3x+rtstjGGWiIiI6F+l3R7s6RCpVMjRqE5NNKpTs8jHfZidi7v/Btw7/2TizhNB925KJjKyc5H0MBtJD7MRfSe1xBrz1+3+Z9cFdGpkj7oqJZxtLeFobQEzuaysL71YlX3dLsMsERER0RPKsj3Ys9S0MENzJxs0d7IpdJ8oikh/nPtvyM3E3ksJz9xZAQC2nL6DLaf/d/lfmZC3TMLZVom6Kks4qZRwVilR19ZS/1/7mhYGBdGqsG5X8jAbEhKCL774Amq1Gi1btsTy5cvh7+9fbP9Dhw4hODgYly5dQt26dfHhhx9i/PjxRqyYiIiIqrv87cGMMSMpCAJUVgqorFTwrKeCrZV5qcJs50a1odGKuJf2GPfTs6DRinn76KZnIQqpRR5jJhPgaKNEXVslnFSWebO6/87s1lVZwtlWido1zCEIQpVZtytpmA0LC8OUKVMQEhKCzp07Y/Xq1ejTpw9iYmLg6upaqH9sbCz69u2Ld955B5s2bcKxY8cQFBSEOnXq4I033pDgFRAREVF1JZcJ8G1U2+jPW9p1uxvGdNSHa51ORNLDbNxLy4I69THUaVlQpz0ucPt+ehZydSLiUx8jPvUxgH+KfH5zMxmcbCyKff7Ktm5X0jC7bNkyjBkzBmPHjgUALF++HPv27UNoaCgWLVpUqP+qVavg6uqK5cuXAwBatGiBs2fP4ssvv2SYJSIiomqhLOt2ZTIBDjZKONgo0dbFtsjHzdXqkJiRrQ+66tQs3Pv3v/nBN+lhNnJydYhLeVxijfnrdk/HpkgS+J8kWZjNyclBREQEZsyYUaC9Z8+eOH78eJHHnDhxAj179izQ1qtXL6xZswYajQYKReH927Kzs5Gdna2/nZ6edwahRqOBRlP8pshU/vLfb77vlI9jgp7E8UBPM+Ux0aOZPVa81QYL91xBQvr/coyTygKz+jRHj2b2ZXpf6tQwQ50aNdG6btEnquXk5gXeHZHx+ObgzWc+njr1ETSawuuAn5chr02yMJuUlAStVgtHR8cC7Y6OjkhISCjymISEhCL75+bmIikpCc7OhddtLFq0CPPnzy/Uvn//flhZWT3HK6CyCg8Pl7oEqmQ4JuhJHA/0NFMeEx95ADfSBaRrABsF0MjmEbS3I7DndgU/cZoAQP7MbjcvRWPP3ahyf/rMzMxS95X8BLCnL/smimKJl4Irqn9R7flmzpyJ4OBg/e309HS4uLigZ8+esLEp/39JUPE0Gg3Cw8MREBBQ5Cw6mR6OCXoSxwM9jWNCOlqdiJ+WHsb99OwS1u1aYOKgrhWyZjb/m/TSkCzM2tvbQy6XF5qFTUxMLDT7ms/JyanI/mZmZqhdu+j1GhYWFrCwsCjUrlAo+BdDInzv6WkcE/Qkjgd6GseE8SkAzOvX8hnrdltCaWFeMc9vwOdd/jvrlpK5uTm8vLwKfXUQHh4OPz+/Io/x9fUt1H///v3w9vbmICciIiIqR/n77TqpCl7i10mlrDTbcgESLzMIDg7GsGHD4O3tDV9fX3z77beIi4vT7xs7c+ZMxMfHY8OGDQCA8ePH45tvvkFwcDDeeecdnDhxAmvWrMHWrVulfBlERERE1ZIx99stK0nD7KBBg5CcnIwFCxZArVbD09MTe/bsgZubGwBArVYjLi5O39/d3R179uzB1KlTsXLlStStWxdff/01t+UiIiIiqiBS7bdbWpKfABYUFISgoKAi71u/fn2htm7duiEyMrKCqyIiIiKiqkCyNbNERERERM+LYZaIiIiIqiyGWSIiIiKqshhmiYiIiKjKYpglIiIioiqLYZaIiIiIqiyGWSIiIiKqshhmiYiIiKjKYpglIiIioiqLYZaIiIiIqiyGWSIiIiKqshhmiYiIiKjKMpO6AGMTRREAkJ6eLnElpkej0SAzMxPp6elQKBRSl0OVAMcEPYnjgZ7GMWG68nNafm4ricmF2YyMDACAi4uLxJUQERERUUkyMjKgUqlK7COIpYm81YhOp8O9e/dgbW0NQRCkLsekpKenw8XFBXfu3IGNjY3U5VAlwDFBT+J4oKdxTJguURSRkZGBunXrQiYreVWsyc3MymQy1K9fX+oyTJqNjQ1/KVEBHBP0JI4HehrHhGl61oxsPp4ARkRERERVFsMsEREREVVZDLNkNBYWFpg7dy4sLCykLoUqCY4JehLHAz2NY4JKw+ROACMiIiKi6oMzs0RERERUZTHMEhEREVGVxTBLRERERFUWwywRERERVVkMs1SuQkJC4O7uDqVSCS8vLxw5cqTYvjt37kRAQADq1KkDGxsb+Pr6Yt++fUasliqaIePhSceOHYOZmRnatm1bsQWS0Rk6JrKzszFr1iy4ubnBwsICjRo1wtq1a41ULRmDoWNi8+bNaNOmDaysrODs7IxRo0YhOTnZSNVSZcQwS+UmLCwMU6ZMwaxZsxAVFQV/f3/06dMHcXFxRfY/fPgwAgICsGfPHkRERKB79+4IDAxEVFSUkSunimDoeMiXlpaG4cOHo0ePHkaqlIylLGNi4MCB+PPPP7FmzRpcvXoVW7duRfPmzY1YNVUkQ8fE0aNHMXz4cIwZMwaXLl3C9u3bcebMGYwdO9bIlVNlwq25qNx07NgR7du3R2hoqL6tRYsW6N+/PxYtWlSqx2jZsiUGDRqEOXPmVFSZZCRlHQ9vvfUWmjRpArlcjl27diE6OtoI1ZIxGDom9u7di7feegs3b96EnZ2dMUslIzF0THz55ZcIDQ3FjRs39G0rVqzAkiVLcOfOHaPUTJUPZ2apXOTk5CAiIgI9e/Ys0N6zZ08cP368VI+h0+mQkZHB/2lVA2UdD+vWrcONGzcwd+7cii6RjKwsY+LXX3+Ft7c3lixZgnr16qFp06aYPn06Hj9+bIySqYKVZUz4+fnh7t272LNnD0RRxP379/HTTz/h5ZdfNkbJVEmZSV0AVQ9JSUnQarVwdHQs0O7o6IiEhIRSPcbSpUvx6NEjDBw4sCJKJCMqy3i4du0aZsyYgSNHjsDMjL+aqpuyjImbN2/i6NGjUCqV+Pnnn5GUlISgoCCkpKRw3Ww1UJYx4efnh82bN2PQoEHIyspCbm4u+vXrhxUrVhijZKqkODNL5UoQhAK3RVEs1FaUrVu3Yt68eQgLC4ODg0NFlUdGVtrxoNVqMWTIEMyfPx9NmzY1VnkkAUN+R+h0OgiCgM2bN8PHxwd9+/bFsmXLsH79es7OViOGjImYmBhMnjwZc+bMQUREBPbu3YvY2FiMHz/eGKVSJcXpDyoX9vb2kMvlhf41nZiYWOhf3U8LCwvDmDFjsH37drz00ksVWSYZiaHjISMjA2fPnkVUVBQmTpwIIC/IiKIIMzMz7N+/Hy+++KJRaqeKUZbfEc7OzqhXrx5UKpW+rUWLFhBFEXfv3kWTJk0qtGaqWGUZE4sWLULnzp3xwQcfAABat26NGjVqwN/fHwsXLoSzs3OF102VD2dmqVyYm5vDy8sL4eHhBdrDw8Ph5+dX7HFbt27FyJEjsWXLFq55qkYMHQ82Nja4cOECoqOj9T/jx49Hs2bNEB0djY4dOxqrdKogZfkd0blzZ9y7dw8PHz7Ut/3999+QyWSoX79+hdZLFa8sYyIzMxMyWcHoIpfLAeTN6JKJEonKybZt20SFQiGuWbNGjImJEadMmSLWqFFDvHXrliiKojhjxgxx2LBh+v5btmwRzczMxJUrV4pqtVr/k5qaKtVLoHJk6Hh42ty5c8U2bdoYqVoyBkPHREZGhli/fn1xwIAB4qVLl8RDhw6JTZo0EceOHSvVS6ByZuiYWLdunWhmZiaGhISIN27cEI8ePSp6e3uLPj4+Ur0EqgS4zIDKzaBBg5CcnIwFCxZArVbD09MTe/bsgZubGwBArVYX2Dtw9erVyM3NxXvvvYf33ntP3z5ixAisX7/e2OVTOTN0PFD1Z+iYqFmzJsLDwzFp0iR4e3ujdu3aGDhwIBYuXCjVS6ByZuiYGDlyJDIyMvDNN99g2rRpsLW1xYsvvojFixdL9RKoEuA+s0RERERUZXHNLBERERFVWQyzRERERFRlMcwSERERUZXFMEtEREREVRbDLBERERFVWQyzRERERFRlMcwSERERUZXFMEtEREREVRbDLBFRBbt16xYEQUB0dLRRn/fgwYMQBAGpqanP9TiCIGDXrl3F3i/V6yMiAhhmiYieiyAIJf6MHDlS6hKJiKo1M6kLICKqytRqtf7PYWFhmDNnDq5evapvs7S0xD///GPw42q1WgiCAJmMcw5ERCXhb0kioufg5OSk/1GpVBAEoVBbvps3b6J79+6wsrJCmzZtcOLECf1969evh62tLX777Td4eHjAwsICt2/fRk5ODj788EPUq1cPNWrUQMeOHXHw4EH9cbdv30ZgYCBq1aqFGjVqoGXLltizZ0+BGiMiIuDt7Q0rKyv4+fkVCNsAEBoaikaNGsHc3BzNmjXDxo0bS3zNp0+fRrt27aBUKuHt7Y2oqKjneAeJiJ4PwywRkZHMmjUL06dPR3R0NJo2bYrBgwcjNzdXf39mZiYWLVqE77//HpcuXYKDgwNGjRqFY8eOYdu2bTh//jzefPNN9O7dG9euXQMAvPfee8jOzsbhw4dx4cIFLF68GDVr1iz0vEuXLsXZs2dhZmaG0aNH6+/7+eef8f7772PatGm4ePEixo0bh1GjRuGvv/4q8jU8evQIr7zyCpo1a4aIiAjMmzcP06dPr4B3i4iolEQiIioX69atE1UqVaH22NhYEYD4/fff69suXbokAhAvX76sPxaAGB0dre9z/fp1URAEMT4+vsDj9ejRQ5w5c6YoiqLYqlUrcd68eUXW89dff4kAxD/++EPf9vvvv4sAxMePH4uiKIp+fn7iO++8U+C4N998U+zbt6/+NgDx559/FkVRFFevXi3a2dmJjx490t8fGhoqAhCjoqKKe2uIiCoMZ2aJiIykdevW+j87OzsDABITE/Vt5ubmBfpERkZCFEU0bdoUNWvW1P8cOnQIN27cAABMnjwZCxcuROfOnTF37lycP3/eoOe9fPkyOnfuXKB/586dcfny5SJfw+XLl9GmTRtYWVnp23x9fUv3BhARVQCeAEZEZCQKhUL/Z0EQAAA6nU7fZmlpqW/Pv08ulyMiIgJyubzAY+UvJRg7dix69eqF33//Hfv378eiRYuwdOlSTJo0qdTP++RzAoAoioXanryPiKgy4cwsEVEl1a5dO2i1WiQmJqJx48YFfpycnPT9XFxcMH78eOzcuRPTpk3Dd999V+rnaNGiBY4ePVqg7fjx42jRokWR/T08PHDu3Dk8fvxY33by5EkDXxkRUflhmCUiqqSaNm2Kt99+G8OHD8fOnTsRGxuLM2fOYPHixfodC6ZMmYJ9+/YhNjYWkZGROHDgQLFBtCgffPAB1q9fj1WrVuHatWtYtmwZdu7cWexJXUOGDIFMJsOYMWMQExODPXv24MsvvyyX10tEVBYMs0REldi6deswfPhwTJs2Dc2aNUO/fv1w6tQpuLi4AMjbj/a9995DixYt0Lt3bzRr1gwhISGlfvz+/fvjq6++whdffIGWLVti9erVWLduHV544YUi+9esWRO7d+9GTEwM2rVrh1mzZmHx4sXl8VKJiMpEELkAioiIiIiqKM7MEhEREVGVxTBLRERERFUWwywRERERVVkMs0RERERUZTHMEhEREVGVxTBLRERERFUWwywRERERVVkMs0RERERUZTHMEhEREVGVxTBLRERERFUWwywRERERVVn/D1eQFDUc2STSAAAAAElFTkSuQmCC",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + score_pred\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/length_number_pred\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ "print(formatted_result_pred[0])\n",
+ "\n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "12ced66a-a09b-473d-888d-8be9d5a8274d",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "4c2bd65e-0296-4a60-8acb-47f3abaf163d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.11258679352557663, 0.038971620864297424, 0.0, 0.0, 0.017143569069887343, 0.0, 0.05852657453506826, 0.04956731800079222, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01739099344575258, 0.0, 0.27472549365114446, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.017143569069887343, 0.0, 0.050405979300032586, 0.0, 0.0, 0.017143569069887343, 0.0, 0.04717295073113574, 0.0, 0.0, 0.0]\n",
+ "Best F1 Micro Score: 0.76 (Threshold: 0.25)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "normalized_factor = 0\n",
+ "for i in range(1, 21):\n",
+ " normalized_factor += 1/i\n",
+ " \n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " position = 0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " position += 1\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred / position\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + (score_pred / position)\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/normalized_factor\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ "print(formatted_result_pred[0])\n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "40b11344-fd69-4ceb-9763-7152e62502ed",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 3"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "42364514-f56e-4fc1-80b7-c5fc88632a91",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.19066552270358078, 0.0704356387783427, 0.0, 0.0, 0.0308835885027113, 0.0, 0.10434240972701744, 0.09023318143077234, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.031791929341026336, 0.0, 0.43082605961282266, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0308835885027113, 0.0, 0.0880182272327272, 0.0, 0.0, 0.0308835885027113, 0.0, 0.08106941981961716, 0.0, 0.0, 0.0]\n",
+ "Best F1 Micro Score: 0.73 (Threshold: 0.35)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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R9ERRRGZmJqpUqVJo3+ynmV2YvXPnDtzd3aUug4iIiIie4+bNm6hWrdoz+5hdmLWzswPw+M2xt7eXuBrzolarsXv3bnTq1El3xSEybxwT9CSOB3oax4T5ysjIgLu7uy63PYvZhdn8pQX29vYMs0amVqthY2MDe3t7/lIiABwTVBDHAz2NY4L0WRLKE8CIiIiIyGQxzBIRERGRyWKYJSIiIiKTZXZrZomIiEg6oigiLy8PGo3muX3VajUsLCyQnZ2tV38yLQqFAnK5/KUfh2GWiIiIjCI3NxcJCQnIysrSq78oinBzc8PNmze5N3w5JAgCqlWrhgoVKrzU4zDMEhERUanTarWIi4uDXC5HlSpVYGlp+dyAqtVq8eDBA1SoUOG5G+eTaRFFEffu3cOtW7dQp06dl5qhZZglIiKiUpebmwutVgt3d3fY2NjodYxWq0Vubi6USiXDbDlUuXJlXL9+HWq1+qXCLEcGERERGQ1DKeUrqaUjko+oJUuWwNPTE0qlEj4+Pjh48OAz+y9evBgNGjSAtbU16tWrhzVr1hipUiIiIiIqayRdZrBx40ZMnDgRS5YsQWBgIJYtW4YuXbogNjYW1atXL9Q/LCwMU6ZMwQ8//IAWLVogIiICb7/9NipWrIiQkBAJXgERERERSUnSmdn58+dj+PDhGDFiBBo0aIAFCxbA3d0dYWFhRfZfu3YtRo4cib59+6JmzZp46623MHz4cHz99ddGrpyIiIikoNGKOHo1Bb/H3MbRqynQaEWpSyrglVdewcSJE6UuQzKCIGDbtm0AgOvXr0MQBMTExJTqc0o2M5ubm4vIyEhMnjy5QHunTp1w5MiRIo/JycmBUqks0GZtbY2IiAio1eoir9uck5ODnJwc3e2MjAwAj/euU6vVL/syyAD57zffd8rHMUFP4ngo39RqNURRhFarhVar1esYURR1/6/VarHzbCJm/XkeiRnZuj5u9kpM69YAwd5upVL30KFDsWbNGrzzzjuFJtvGjh2LpUuXYvDgwVi1ahUA4LfffoNCodD7NZaUDh06YP/+/QAe79/q7u6ON998E9OnT4eVlZVRa8n/jPPfg+I+c61WC1EUizwBzJDfA5KF2eTkZGg0Gri6uhZod3V1RWJiYpHHdO7cGT/++CN69uyJ5s2bIzIyEitXroRarUZycjJUKlWhY+bMmYOZM2cWat+9e7feZ1NSyQoPD5e6BCpjOCboSRwP5ZOFhQXc3Nzw4MED5ObmGnRsZmYm/r2Ygg+2XsDT87B3M7Ix9udofNOrPjrWcy65gv+jVqtRtWpVbNiwATNmzIC1tTUAIDs7G7/88guqVasGtVqtmyyzsLCAKIq624YQRREajQYWFobHs7y8PAwZMgRTpkxBbm4uoqOjMW7cOOTk5GD69OkGP97LePToETIyMvDgwQMAwMOHD4t8P3Jzc/Ho0SMcOHAAeXl5Be7Tdy9ioAxszfX0mWyiKBZ7dttnn32GxMREtGrVCqIowtXVFaGhoZg7d26xWzpMmTIFkyZN0t3OyMiAu7s7OnXqBHt7+5J7IcXQaEWcvHEfSZk5cLGzgq9HRchl5rnxs1qtRnh4OIKCgoqcRSfzwzFBT+J4KN+ys7Nx8+ZNVKhQQfctqyiKeKQu/speoijiQeYDWNvaYu6/cYWCLACIAAQA//dvHF5tVE2v/8ZaK+R6n0mvUCjg4+ODuLg4/PPPPxgwYAAA4M8//0T16tXh6ekJhUKhyxQdOnRAkyZN8O233wJ4/A3xtGnTsGHDBiQlJaF69er46KOPMHz4cOzbtw8dO3bEjh078Nlnn+H06dP4+++/ERAQgI8++ggbN25ERkYGfH19MW/ePLRo0aLYOi0sLODg4IA6deoAABo2bIht27bhwIEDutpEUcQ333yDZcuWISEhAXXr1sXUqVPRu3dv3eOcO3cOH3/8MQ4dOgRRFNG0aVOsXLkStWrVwokTJzB16lTExMRArVajadOmmDdvHpo3b17w/bW2hr29ve5iCLa2tkVmruzsbFhbW6Nt27aFvnk35B8DkoXZSpUqQS6XF5qFTUpKKjRbm8/a2horV67EsmXLcPfuXahUKixfvhx2dnaoVKlSkcdYWVkVOb2uUChK/ZflzrMJmLk9Fgnp//s6ROWgxPQQLwR7F55FNhfGeO/JtHBM0JM4HsonjUYDQRAgk8l023Nl5ebBe8bLz8SLABIzctBk1j969Y+d1Rk2lvrtayoIAgRBwNChQ/HTTz9h0KBBAIDVq1dj2LBh2Ldvn+51PXlM/u3Q0FAcPXoU33//PZo0aYK4uDgkJycXeB8mT56Mb775BjVr1oSjoyMmT56MLVu24KeffoKHhwfmzp2LLl264MqVK3BycnpmrfmPeerUKRw5cgQ1atTQtU2dOhVbtmxBWFgY6tSpgwMHDmDw4MFwdXVFu3btcPv2bbzyyit45ZVXsGfPHtjb2+Pw4cPQarWQyWR4+PAhQkND4ePjAwCYN28eunXrhsuXL8POzk5XR/5ry3/eJ//8JJlMBkEQivw7b8jvAMnCrKWlJXx8fBAeHo5evXrp2sPDw9GjR49nHqtQKFCtWjUAwIYNG9CtW7cyt2/dzrMJGL0uqtC/IhPTszF6XRTCBjY360BLRERkSgYNGoQpU6boTmo6fPgwNmzYgH379hV7zKVLl/Drr78iPDwcr776KgCgZs2ahfrNmjULQUFBAB5/JR8WFobVq1ejS5cuAIAffvgB4eHhWLFiBT788MNin2/JkiX48ccfoVarkZubC5lMhsWLF+sed/78+dizZw/8/f11tRw6dAjLli1Du3btsHjxYjg4OGDDhg26MFm3bl3d43fo0KHA8y1btgwVK1bE/v370a1bt+e9haVG0mUGkyZNwqBBg+Dr6wt/f38sX74c8fHxGDVqFIDHSwRu376t20v20qVLiIiIQMuWLXH//n3Mnz8fZ8+exU8//STlyyhEoxUxc3vsM78Ombk9FkFebma75ICIiMhaIUfsrM7F3q/VapGZkYnzKWoM+ynyuY+3emgL+HkWP3P55PMaqlKlSnjttdfw008/QRRFvPbaa8V+K5wvJiYGcrkc7dq1e2Y/X19f3Z+vXr0KtVqNwMBAXZtCoYCfnx/Onz//zMcZMGAApk6dioyMDHz99dewt7fHG2+8AQCIjY1Fdna2LjTny83NRbNmzXT1tmnTpthZ0aSkJEybNg179uzB3bt3odFokJWVhfj4+GfWVdokDbN9+/ZFSkoKZs2ahYSEBHh7e2PHjh3w8PAAACQkJBR4gzQaDebNm4eLFy9CoVCgffv2uin0siQiLrXA0oKniQAS0rMREZcK/1olv1idiIjIFAiCABvL4qOIVqtFnqUcbeo4QuWgRGJ6dpETRQIANwcl2tSpXKqTRMOGDcO4ceMAQDfj+Sz5J4s9j62tre7P+Ts4GHJOUT4HBwfUrl0bALBu3To0bNgQK1aswPDhw3W7Cfz111+oWrVqgePyl2M+r97Q0FDcu3cPCxYsgIeHB6ysrODv72/wCX0lTfLv5seMGYPr168jJycHkZGRaNu2re6+1atXF5i+b9CgAaKjo5GVlYX09HRs27YN9erVk6DqZ0vKLD7Ivkg/IiIicyaXCZge4gXgcXB9Uv7t6SFepf5tZ3BwMHJzc5Gbm4vOnYufUc7XqFEjaLVa3ZZZ+qhduzYsLS1x6NAhXZtarcbJkyfRoEEDvR9HoVDgk08+waeffoqsrCx4eXnBysoK8fHxqF27doEfd3d3AEDjxo1x8ODBYrfFOnjwICZMmICuXbuiYcOGsLKyQnJyst41lRbJw2x55GKnfH4nAGF7r2L3uURoy9iGz0RERGVNsLcKYQObw82h4H9j3RyURjsPRS6X4/z58zh//nyxuyg9qUaNGhgyZAiGDRuGbdu2IS4uDvv27cOvv/5a7DG2trYYPXo0PvzwQ+zcuROxsbF4++23kZWVheHDhxtUb//+/SEIApYsWQI7Ozt88MEHeO+99/DTTz/h6tWriI6OxuLFi3XLNceNG4eMjAy89dZbOHnyJC5fvoy1a9fi4sWLAB4H7bVr1+L8+fM4fvw4BgwYoPfsc2mSfGuu8sjP0+mZX4fku3A3E++sjYRnJVsMb+2JN5pXg7WeZ1cSERGZm2BvFYK83BARl4qkzGy42Cnh5+lk1PNPDN3WMywsDJ988gnGjBmDlJQUVK9eHZ988skzj/nqq6+g1WoxaNAgZGZmwtfXF7t27ULFihUNem5LS0uMGzcOc+fOxahRo/D555/DxcUFc+bMwbVr1+Do6IjmzZvr6nF2dsaePXvw4Ycfol27dpDL5WjatKlu/e7KlSvxzjvvoFmzZqhevTq+/PJLfPDBBwbVVBoEMX9xhpnIyMiAg4MD0tPTS3Wf2fzdDAAUCLT5f92+fL0RbqRk4efjN5CR/Xij4Io2Cgxq5YFB/jVQ2c64V+swBrVajR07dqBr167cdocAcExQQRwP5Vt2djbi4uLg6elZaE/R4mi1WmRkZMDe3r7M7VpEL+9ZY8KQvMaRUUqe93VIP7/qmNylPo5O6YjpIV5wd7LG/Sw1vt9zBYFf78HkzadxJSlTouqJiIiITAOXGZQifb4OsbWywNBATwxq5YFd5+7ih4PXEHMzDRtO3MSGEzfRvl5lvN2mJvxrOet9tRIiIiIic8EwW8rkMkGv7bcs5DK81liFro3cEHnjPn44eA27Y+9i78V72HvxHhpWscfbbWritcYqKOScUCciIiICGGbLHEEQ4FvDCb41nBCX/BArD8VhU+RNnLuTgYkbY/D1zgsYGlgDb/lVh72Sa8qIiIjIvHGKrwzzrGSLz3t64+jkjng/qC4qVbBCQno2vtxxAQFz9uDzP2Nx636W1GUSERHpzczOO6dnKKmxwDBrAiraWmJ8xzo49HF7zH2jMeq4VMCDnDysOBSHdv+3D+N/icbpW2lSl0lERFSs/B0qsrI4CUOP5V85TJ89e5+FywxMiFIhR58W7njTtxr2X7qHHw5ew+ErKdh+6g62n7oDP08nvNOmJjrUd4HsiZPMNFpR0j35iIiI5HI5HB0dkZSUBACwsbF57onNWq0Wubm5yM7O5tZc5YxWq8W9e/dgY2MDC4uXi6MMsyZIEAS8Us8Fr9Rzwbk76VhxMA5/nLqDiLhURMSlombl/12EYd/FJMzcHouE9P9dOlfloMT0EC+jXC2FiIgon5ubGwDoAu3ziKKIR48ewdramjv6lEMymQzVq1d/6c+WYdbENazigPl9m+LD4HpYfeQ6fj4ej2v3HmLq1rOYs+MCHuTkFTomMT0bo9dFGe3yf0RERMDjyRiVSgUXFxeo1ern9ler1Thw4ADatm3LC2mUQ5aWliUy484wW06oHKwxpUsDjO9QB7+euIkfD17DnSdmY58k4vGVyGZuj0WQlxuXHBARkVHJ5XK91knK5XLk5eVBqVQyzFKxuAClnKlgZYFhrT0xt3fjZ/YTASSkZyMiLtU4hRERERGVAobZcirlYa5e/Q5fSeY2KURERGSyGGbLKRc7pV79Fu29gle+2YdFey4jsZhlCURERERlFcNsOeXn6QSVgxLPWg1rYymHraUcN1Ky8M3uSwj46l+ErorA32cSkJunNVqtRERERC+KJ4CVU3KZgOkhXhi9LgoCHq+RzZcfcOf3aYK2dSvj7zOJ2HjyJiLiUrHv4j3su3gPTraW6NWsKvr4uqOem50Er4CIiIjo+Rhmy7FgbxXCBjYvtM+s21P7zL7hUw1v+FRDXPJDbDp5E79F3kJSZg5WHIrDikNxaOLuiD6+1RDSpArslTyblIiIiMoOhtlyLthbhSAvN72uAOZZyRYfBdfHpKC6OHD5Hn49cQv/nL+LUzfTcOpmGj7/MxZdvVXo08IdLT2duIE1ERERSY5h1gzIZQL8aznr3d9CLkOH+q7oUN8VyQ9ysC36NjaeuInLSQ+wJfo2tkTfhoezDfr4uuON5tXg5qDfyWZEREREJY0ngNEzVapghRFtamL3e22xZUwA+vm5o4KVBW6kZOH/dl1EwFf/YqgeJ41ptCKOx6UiMlnA8bhUaLTcDoyIiIheHmdmSS+CIKB59YpoXr0iPuvmhR1nEvHrfyeN7b14D3ufOGmsbwt31HX930ljO88mPLFuV441l09C9dS6XSIiIqIXwTBLBrOxtEBvn2ro/d9JY7+evInNRZw01tfXHdYKGSb9egpPz8Mmpmdj9LoohA1szkBLREREL4xhll6KZyVbfBxcH+8H1cX+S/fw68mb+Pd8ku6kseKIeLxF2MztsQjycivyhDQiIiKi52GYpRJhIZehYwNXdGzginuZj08aW3UkDnfSir+qmAggIT0bEXGpBp2gRkRERJSPJ4BRiatsZ4W329bEx53r69U/KZOX0SUiIqIXw5lZKjUu9vpt2fVt+CXcTnuE1xqp4OFsW8pVERERUXnCMEulxs/TCSoHJRLTswudAPak6ylZmLvzIubuvIhGVR3wWmMVXmukgruTjdFqJSIiItPEMEulRi4TMD3EC6PXRUEACgTa/NO95vZuDI1WxF9nEnDkagrO3E7Hmdvp+OrvC2hS7XGw7dpIhWoVGWyJiIioMIZZKlXB3iqEDWz+xD6zj7k9tc/sW37VkfIgB7vO3cVfZ+7g6NUUnLqVjlO30vHljgto6u6Ibo1V6NJIhaqO1lK9HCIiIipjGGap1AV7qxDk5YajV5Kw++BxdGrTEv61XQptx+VcwQr9W1ZH/5bVkfwgBzvPJuKv0wk4FpeCmJtpiLmZhtl/nUfz6o54rXEVdG3kBpUDgy0REZE5Y5glo5DLBLT0dELKeREtPZ2eu69spQpWGNjKAwNbeSApMxu7zibiz9MJiLieiqj4NETFp+HzP2Ph61ERrzVWoYu3Cm4O+p1wRkREROUHwyyVeS52Sgzyr4FB/jWQlJGNHWcS8NeZBJy4fh8nbzz+mfVnLFp4OP0XbN2K3ElBoxUREZeKpMxsuNgp4adHqCYiIqKyjWGWTIqLvRKhgZ4IDfREYvr/gm3kjfuIuJ6KiOupmLH9HPxqOKFbYxU6e7vBxU6JnWcTCq3bVT21bpeIiIhMD8MsmSw3ByWGtfbEsNaeuJP2SBdso+PTcDwuFcfjUjH9j3Oo7VIBl+4+KHR8Yno2Rq+LQtjA5gy0REREJophlsqFKo7WGNGmJka0qYlb97Pw95lE/HkmAaduphUZZIHHW4UJAGZuj0WQlxuXHBAREZkgXs6Wyp1qFW3wdtua+H1sIL5/q+kz+4oAEtKzERGXapTaiIiIqGQxzFK59qwrjz0pKTP7+Z2IiIiozGGYpXLNxU6/7br07UdERERlC8MslWt+nk5QOSjxrNWw9koL+Hk6Ga0mIiIiKjkMs1SuyWUCpod4AUCxgTYjOw/rj98wXlFERERUYhhmqdwL9lYhbGDzQlcIUzko0bmhKwBg2u/nsO4YAy0REZGp4dZcZBaCvVUI8nIrdAUwmQB89fcFLDtwDZ9uOwuZIKB/y+pSl0tERER6YpglsyGXCfCv5VyofXKX+tBoRfx4KA6fbD0DuQzo24KBloiIyBRwmQGZPUEQMPW1BhgaWAMAMHnLGWw6eVPaooiIiEgvDLNEeBxop3XzQmhADYgi8NHm09gceUvqsoiIiOg5GGaJ/iMIj3c+GNTKA6IIfPDbKWyLvi11WURERPQMkofZJUuWwNPTE0qlEj4+Pjh48OAz+69fvx5NmjSBjY0NVCoVhg4dipSUFCNVS+WdIAiY2b0h+resDlEEJv0ag99jGGiJiIjKKknD7MaNGzFx4kRMnToV0dHRaNOmDbp06YL4+Pgi+x86dAiDBw/G8OHDce7cOWzatAknTpzAiBEjjFw5lWcymYDZPbzxVgt3aEXgvY0x2H7qjtRlERERUREkDbPz58/H8OHDMWLECDRo0AALFiyAu7s7wsLCiux/7Ngx1KhRAxMmTICnpydat26NkSNH4uTJk0aunMo7mUzAl70aoY9vNWhFYOLGGPx1OkHqsoiIiOgpkm3NlZubi8jISEyePLlAe6dOnXDkyJEijwkICMDUqVOxY8cOdOnSBUlJSfjtt9/w2muvFfs8OTk5yMnJ0d3OyMgAAKjVaqjV6hJ4JaSv/PfblN73z0MaQK3RYmv0HUzYEA1Rq9FdaIFenimOCSo9HA/0NI4J82XIZy5ZmE1OToZGo4Gra8Fg4OrqisTExCKPCQgIwPr169G3b19kZ2cjLy8P3bt3x8KFC4t9njlz5mDmzJmF2nfv3g0bG5uXexH0QsLDw6UuwSBtrYBblWQ4kSzDhI0xGFpXi8ZOotRllSumNiaodHE80NM4JsxPVlaW3n0lv2iCIAgFbouiWKgtX2xsLCZMmIBp06ahc+fOSEhIwIcffohRo0ZhxYoVRR4zZcoUTJo0SXc7IyMD7u7u6NSpE+zt7UvuhdBzqdVqhIeHIygoCAqFQupyDNJFK+LDzWew/XQi1lyxwMK3mqBjfRepyzJ5pjwmqORxPNDTOCbMV/436fqQLMxWqlQJcrm80CxsUlJSodnafHPmzEFgYCA+/PBDAEDjxo1ha2uLNm3aYPbs2VCpVIWOsbKygpWVVaF2hULBvxgSMcX3XgHg277NAOEUtp+6g/EbTmHZIB90qM8lByXBFMcElR6OB3oax4T5MeTzluwEMEtLS/j4+BT66iA8PBwBAQFFHpOVlQWZrGDJcrkcwOMZXaLSZCGX4ds+TfBaIxXUGhGj1kZh78UkqcsiIiIya5LuZjBp0iT8+OOPWLlyJc6fP4/33nsP8fHxGDVqFIDHSwQGDx6s6x8SEoItW7YgLCwM165dw+HDhzFhwgT4+fmhSpUqUr0MMiMWchkWvNUUXbzdkKvRYuTaSOy/dE/qsoiIiMyWpGtm+/bti5SUFMyaNQsJCQnw9vbGjh074OHhAQBISEgosOdsaGgoMjMzsWjRIrz//vtwdHREhw4d8PXXX0v1EsgMKeQyfN+vGcauj8Lu2Lt4Z81JrBjSAq3rVJK6NCIiIrMj+QlgY8aMwZgxY4q8b/Xq1YXaxo8fj/Hjx5dyVUTPppDLsKh/c4xZH4V/zt/F8J9OYFVoCwTUZqAlIiIyJskvZ0tkqiwtZFg8oBk61HdBTp4Ww346gaNXeWllIiIiY2KYJXoJVhZyhA1sjlfqVUa2Wothq0/g+DUGWiIiImNhmCV6SVYWciwd6IO2dSvjkVqDoatP4MT1VKnLIiIiMgsMs0QlQKmQY/kgH7SpUwlZuRqEroxA5A0GWiIiotLGMEtUQh4HWl8E1HLGw1wNhqw8gaj4+1KXRUREVK4xzBKVIGtLOVYMaYFWNZ3wICcPQ1ZEIOZmmtRlERERlVsMs0QlzNpSjpWhLeDn6YTMnDwMWnEcp2+lSV0WERFRucQwS1QKbCwtsCq0BVrUqIjM7DwM/PE4zt5Oh0Yr4ujVFPwecxtHr6ZAo+VlmImIiF6G5BdNICqvbK0ssGqoH4asjEDkjfvos+wobCzlSH6Qq+ujclBieogXgr1VElZKRERkujgzS1SKKlhZYPXQFvCsZIOsXE2BIAsAienZGL0uCjvPJkhUIRERkWljmCUqZTaWFsjK1RR5X/4ig5nbY7nkgIiI6AUwzBKVsoi4VNzNyCn2fhFAQno2IuK4Ly0REZGhGGaJSllSZnaJ9iMiIqL/YZglKmUudsoS7UdERET/wzBLVMr8PJ2gclBCeEYfuUyAg7XCaDURERGVFwyzRKVMLhMwPcQLAIoNtBqtiDfCjmBr9C3jFUZERFQOMMwSGUGwtwphA5vDzaHgUgKVgxL/17sx2tSphEdqDd7beAqfbjuDnLyidz8gIiKignjRBCIjCfZWIcjLDRFxqUjKzIaLnRJ+nk6QywS83rwavvv3Mr7/9zLWHYvHmVvpWDygOapVtJG6bCIiojKNM7NERiSXCfCv5YweTavCv5Yz5DJB1z4pqC5WhbaAg7UCp26lo9vCQ9h/6Z7EFRMREZVtDLNEZUj7+i74c3xrNKrqgLQsNUJXRWDBP5eg5QUViIiIisQwS1TGuDvZYNMof/RvWR2iCCz45zKGrj6B+w9zn38wERGRmWGYJSqDlAo5vuzVCPPebAKlQob9l+6h28JDOHUzTerSiIiIyhSGWaIy7A2fatg6JhA1nG1wO+0R3lx6FOuO3YAoctkBERERwDBLVOY1UNnjj/Gt0cnLFbkaLT7ddhaTfj2FrNw8qUsjIiKSHMMskQmwVyqwbJAPPulaH3KZgK3Rt9Fr8RFcu/dA6tKIiIgkxTBLZCIEQcA7bWth/YiWqFTBChfvZqL7osPYeTZB6tKIiIgkwzBLZGJa1XTGjgmt4VfDCQ9y8jBqXRS++CsWao1W6tKIiIiMjmGWyAS52Cux/u2WeKdtTQDADwfjMOCH40jKyJa4MiIiIuNimCUyUQq5DJ90bYClA5ujgpUFIq6nouv3h3DsWorUpRERERkNwyyRiQv2VuGPcYGo52qH5Ac5GPDjcSzbf5XbdxERkVlgmCUqB2pWroCtYwPQq1lVaLQi5vx9AaPWRSIjWy11aURERKWKYZaonLCxtMD8Pk0wu6c3LOUy7Dp3F90XHsL5hAypSyMiIio1DLNE5YggCBjYygObRvmjqqM1rqdkodeSw9gceUvq0oiIiEoFwyxROdTE3RF/jm+NdnUrI1utxfubTuGTrWeQrdZAoxVx9GoKfo+5jaNXU6DRcm0tERGZLgupCyCi0lHR1hKrQltg4Z4rWPDvJfx8PB6HryQjK1eDe5k5un4qByWmh3gh2FslYbVEREQvhjOzROWYTCbg3VfrYPVQP9hYynEjJatAkAWAxPRsjF4XxSuJERGRSWKYJTIDrWtXgq1V0V/E5C8ymLk9lksOiIjI5DDMEpmBiLjUQjOyTxIBJKRnIyIu1XhFERERlQCGWSIzkJSp32Vu9e1HRERUVjDMEpkBFzulXv2y1ZpSroSIiKhkMcwSmQE/TyeoHJQQntNv6tYz+O6fy1BrtEapi4iI6GUxzBKZAblMwPQQLwAoFGjzbzeu5oA8LfDtP5fQfdFhnL2dbtQaiYiIXgTDLJGZCPZWIWxgc7g5FFxy4OagxNKBzfH72EB8368ZKtoocD4hAz0XH8b83ReRm8dZWiIiKrt40QQiMxLsrUKQlxsi4lKRlJkNFzsl/DydIJc9np/t3qQK/Gs6Y/ofZ7HjTCK+33MFu87dxf+92RiNqzlKWzwREVERODNLZGbkMgH+tZzRo2lV+Ndy1gXZfJXtrLBkgA+WDGgOZ1tLXLybiZ6LD+Orvy/wBDEiIipzGGaJqEhdG6kQPqkdujepAq0ILN1/Fa99fxBR8felLo2IiEiHYZaIiuVka4nv+zXD8kE+qGxnhav3HqJ32BF88VcsZ2mJiKhMYJgloufq1NAN4e+1xevNq0IrAj8cjEOX7w7ixHVeMYyIiKTFMEtEenG0scT8Pk2xMtQXbvZKxCU/RJ9lRzHjj3PIys2TujwiIjJTkofZJUuWwNPTE0qlEj4+Pjh48GCxfUNDQyEIQqGfhg0bGrFiIvPWob4rdr3XFn193SGKwOoj1xG84CCOXk2RujQiIjJDkobZjRs3YuLEiZg6dSqio6PRpk0bdOnSBfHx8UX2/+6775CQkKD7uXnzJpycnPDmm28auXIi8+ZgrcDXvRtjzTA/VHW0RnxqFvr9cAyfbjuDBzmcpSUiIuORdJ/Z+fPnY/jw4RgxYgQAYMGCBdi1axfCwsIwZ86cQv0dHBzg4OCgu71t2zbcv38fQ4cOLfY5cnJykJOTo7udkZEBAFCr1VCr1SX1UkgP+e833/fyw9/TEdvH+uP/dl/CLyduYd2xeOy9kIQvejZEYC3n5x7PMUFP4nigp3FMmC9DPnNBFEWxFGspVm5uLmxsbLBp0yb06tVL1/7uu+8iJiYG+/fvf+5jhISEICcnB7t37y62z4wZMzBz5sxC7T///DNsbGxerHgiKuRSuoBfrsqQmvN431p/Fy16eGhhzUuzEBGRgbKystC/f3+kp6fD3t7+mX0l+89McnIyNBoNXF1dC7S7uroiMTHxuccnJCTg77//xs8///zMflOmTMGkSZN0tzMyMuDu7o5OnTo9982hkqVWqxEeHo6goCAoFAqpy6ES1hXA2zl5mPfPFaw9Fo+jSTLEZVtjdg8vtKtbuchjOCboSRwP9DSOCfOV/026PiSfMxGEglcfEkWxUFtRVq9eDUdHR/Ts2fOZ/aysrGBlZVWoXaFQ8C+GRPjel1+OCgU+79kI3RpXwUebT+NGShZGrI3GG82rYVo3LzjYFP25c0zQkzge6GkcE+bHkM9bshPAKlWqBLlcXmgWNikpqdBs7dNEUcTKlSsxaNAgWFpalmaZRPQCWtZ0xs5322J4a08IArA56haCvt2Pf2Lv6vpotCKOx6UiMlnA8bhUaLSSrHgiIiITJ9nMrKWlJXx8fBAeHl5gzWx4eDh69OjxzGP379+PK1euYPjw4aVdJhG9IGtLOT7r5oWujdzw4W+nce3eQ4xYcxI9mlZBm9qVMC/8EhLSswHIsebySagclJge4oVgb5XUpRMRkQmRdGuuSZMm4ccff8TKlStx/vx5vPfee4iPj8eoUaMAPF7vOnjw4ELHrVixAi1btoS3t7exSyYiA/l4OGHHhDYY2a4mZALwe8wdfPDb6f+C7P8kpmdj9Loo7DybIFGlRERkiiRdM9u3b1+kpKRg1qxZSEhIgLe3N3bs2AEPDw8Aj0/yenrP2fT0dGzevBnfffedFCUT0QtQKuSY0qUBOnm5oe+yo8grYkmBCEAAMHN7LIK83CCXPX/tPBERkeQngI0ZMwZjxowp8r7Vq1cXanNwcEBWVlYpV0VEpSE3T1tkkM0nAkhIz0ZEXCr89dinloiISPLL2RKR+UjKzH5+JwP6ERERMcwSkdG42ClLtB8RERHDLBEZjZ+nE1QOSjxrNayDtQJ+nk5Gq4mIiEwbwywRGY1cJmB6iBcAFBto0x+p8f2/lyHRlbaJiMjEMMwSkVEFe6sQNrA53BwKLiVQOSjRxdsNAPDdv5fx8ebTUGu0UpRIREQmRPLdDIjI/AR7qxDk5YajV5Kw++BxdGrTEv61XSCXCVh//AY+23YWv568hbsZOVgyoDlsrfirioiIisaZWSKShFwmoKWnE3wqiWjp6aTbV3ZASw8sH+QLpUKG/Zfu4a3lx3AvM0fiaomIqKximCWiMudVL1dseMcfTraWOHM7Ha+HHcbVew+kLouIiMoghlkiKpOaujtiy+gAeDjb4GbqI7wRdgSRN1KlLouIiMoYhlkiKrNqVLLF5tEBaOLuiLQsNfr/cBw7zyZKXRYREZUhDLNEVKZVqmCFX95uiY71XZCTp8Xo9ZFYc/S61GUREVEZwTBLRGWejaUFlg3yQf+W1SGKwLTfz2HO3+eh1XIvWiIic8cwS0QmwUIuwxc9vfFh53oAgGX7r+G9X2OQk6eRuDIiIpISwywRmQxBEDC2fW3Me7MJLGQCfo+5g9CVJ5D+SC11aUREJBGGWSIyOW/4VMPK0BawtZTj6LUU9Fl6FAnpj6Qui4iIJMAwS0QmqW3dyvh1lD9c7Kxw8W4mXl9yBBcTM6Uui4iIjIxhlohMVsMqDtgyJgC1XSogIT0bvZcewZGryVKXRURERsQwS0QmrVpFG/w2yh9+NZyQmZ2HISsj8HvMbanLIiIiI2GYJSKT52hjiTXD/dC1kRvUGhHvbojBsv1XIYrcuouIqLxjmCWickGpkGNRv+YYFugJAJjz9wXM3B4LDfeiJSIq1xhmiajckMkETAvxwqevNQAArD5yHWPWRyJbzb1oiYjKK4ZZIip3RrSpiUX9m8FSLsOuc3cx4MfjuP8wV+qyiIioFDDMElG51K1xFawd7gd7pQUib9zHG0uP4GZqltRlERFRCWOYJaJyq2VNZ/w2OgBVHJS4du8hei05gjO30qUui4iIShDDLBGVa3Vd7bB1bCDqu9kh+UEO+i4/in0XkwAAGq2Io1dT8HvMbRy9msKTxYiITJCF1AUQEZU2V3slNo3yx+h1UTh0JRnDfzqJ/n7V8c/5u0hIz9b1UzkoMT3EC8HeKgmrJSIiQ3BmlojMgp1SgZWhLfB6s6rQaEWsPXajQJAFgMT0bIxeF4WdZxMkqpKIiAzFMEtEZsPSQoa5vRvD1kpe5P35iwy4Py0RkelgmCUis3Li+n08zCl+31kRQEJ6NiLiUo1XFBERvTCGWSIyK0mZ2c/vZEA/IiKSFsMsEZkVFztlifYjIiJpMcwSkVnx83SCykEJ4Rl9LOUCPJxtjFYTERG9OIZZIjIrcpmA6SFeAFBsoM3ViAhZeAgHLt0zXmFERPRCGGaJyOwEe6sQNrA53BwKLiVQOSgxo7sXGqjskfIwF0NWReD/dl1AnkYrUaVERPQ8vGgCEZmlYG8VgrzcEBGXiqTMbLjYKeHn6QS5TMBbLarj8z9jsf54PBbvvYoTcffxXb+mUDlYS102ERE9hTOzRGS25DIB/rWc0aNpVfjXcoZc9njhgVIhxxe9GmFR/2aoYGWBiOup6PrdQez97zK4RERUdjDMEhEVo1vjKvhzfGs0rGKP+1lqDF11Al/9fQFqLjsgIiozGGaJiJ6hRiVbbB4dgMH+HgCApfuv4q3lx3An7ZHElREREcAwS0T0XEqFHLN6eGPJgOaws7JA5I376Pr9Qfx7/q7UpRERmT2GWSIiPXVtpMJfE9qgcTUHpGWpMfynk/hyx3kuOyAikhDDLBGRAao722DTKH+EBtQAACw/cA19lh3FrftZ0hZGRGSmGGaJiAxkZSHHjO4NsXSgD+yVFoiOT8Nr3x/C7nOJUpdGRGR2GGaJiF5QsLcb/prQBk3cHZH+SI131kZi1vZY5OZx2QERkbEwzBIRvQR3JxtsGumPEa09AQArD8fhzaVHcDOVyw6IiIyBYZaI6CVZWsjwaTcv/DDYFw7WCpy6lY6u3x/EzrNcdkBEVNoYZomISkiQlyv+mtAazao7IjM7D6PWRWLGH+eQk6eRujQionKLYZaIqARVq2iDX0f6Y2TbmgCA1Ueuo3fYUdxIeShxZURE5RPDLBFRCVPIZZjStQFWhvrC0UaBM7fT0e37Q9hxJkHq0oiIyh3Jw+ySJUvg6ekJpVIJHx8fHDx48Jn9c3JyMHXqVHh4eMDKygq1atXCypUrjVQtEZH+OtR3xY4JbeDrURGZOXkYsz4Kn207i2w1lx0QEZUUScPsxo0bMXHiREydOhXR0dFo06YNunTpgvj4+GKP6dOnD/7991+sWLECFy9exC+//IL69esbsWoiIv1VcbTGL++0wuhXagEA1h67gTfCjiAu+fGyA41WxNGrKfg95jaOXk2BRitKWS4Rkcmx0KfT6dOn9X7Axo0b6913/vz5GD58OEaMGAEAWLBgAXbt2oWwsDDMmTOnUP+dO3di//79uHbtGpycnAAANWrU0Pv5iIikoJDL8HFwfbT0dMKkX0/h3J0MhCw8hL4t3LHjTAIS0rN1fVUOSkwP8UKwt0rCiomITIdeYbZp06YQBAGiWPSMQf59giBAo9Hv67Pc3FxERkZi8uTJBdo7deqEI0eOFHnMH3/8AV9fX8ydOxdr166Fra0tunfvjs8//xzW1tZFHpOTk4OcnBzd7YyMDACAWq2GWq3Wq1YqGfnvN993ymduYyKwZkX8PqYV3vv1NE7eSMOKQ3GF+iSmZ2P0uigsfKsJOjd0laBK6ZjbeKDn45gwX4Z85nqF2bi4wr9wX1ZycjI0Gg1cXQv+snZ1dUViYtF7M167dg2HDh2CUqnE1q1bkZycjDFjxiA1NbXYdbNz5szBzJkzC7Xv3r0bNjY2L/9CyGDh4eFSl0BljLmNibfcgDM35cjRAoBQ4D7xv//9dEsM1Nc1kAmFjy/vzG080PNxTJifrCz9LzyjV5j18PB44WKeRxCe+kX+3wxvUbRaLQRBwPr16+Hg4ADg8VKF3r17Y/HixUXOzk6ZMgWTJk3S3c7IyIC7uzs6deoEe3v7Enwl9DxqtRrh4eEICgqCQqGQuhwqA8x1TByPS0XO8ZPP6CEgLReo7NUKLT2djFaX1Mx1PFDxOCbMV/436frQK8z+8ccfej9g9+7d9epXqVIlyOXyQrOwSUlJhWZr86lUKlStWlUXZAGgQYMGEEURt27dQp06dQodY2VlBSsrq0LtCoWCfzEkwveenmZuYyIlK0/vfub0vuQzt/FAz8cxYX4M+bz1CrM9e/bU68EMWTNraWkJHx8fhIeHo1evXrr28PBw9OjRo8hjAgMDsWnTJjx48AAVKlQAAFy6dAkymQzVqlXT63mJiKTmYqcs0X5EROZMr625tFqtXj/6Btl8kyZNwo8//oiVK1fi/PnzeO+99xAfH49Ro0YBeLxEYPDgwbr+/fv3h7OzM4YOHYrY2FgcOHAAH374IYYNG1bsCWBERGWNn6cTVA5KPGs5rKVcQG2XCkariYjIVEm6z2zfvn2xYMECzJo1C02bNsWBAwewY8cO3RrdhISEAnvOVqhQAeHh4UhLS4Ovry8GDBiAkJAQfP/991K9BCIig8llAqaHeAF4+vSv/8nViHgj7Agu3800XmFERCZIr2UGT3v48CH279+P+Ph45ObmFrhvwoQJBj3WmDFjMGbMmCLvW716daG2+vXr86xGIjJ5wd4qhA1sjpnbYwvtM/t2m5pYdSQO8alZ6LXkCBb2a4b29V0krJaIqOwyOMxGR0eja9euyMrKwsOHD+Hk5ITk5GTY2NjAxcXF4DBLRGSugr1VCPJyQ0RcKpIys+Fip4SfpxPkMgE9m1XFqHWRiIhLxfCfTuCTrg0wvLVnsbu9EBGZK4OXGbz33nsICQlBamoqrK2tcezYMdy4cQM+Pj745ptvSqNGIqJySy4T4F/LGT2aVoV/LWfI/9tY1snWEuuGt8RbLdyhFYHZf53Hx5tPIzdPK3HFRERli8FhNiYmBu+//z7kcjnkcjlycnLg7u6OuXPn4pNPPimNGomIzJKlhQxzXm+Ead28IBOAX0/ewsAfjyPlQc7zDyYiMhMGh1mFQqH7msvV1VV3gpaDg0OBk7WIiOjlCYKAYa09sTK0BeysLBBxPRU9Fh/GxUSeGEZEBLxAmG3WrBlOnnx85Zr27dtj2rRpWL9+PSZOnIhGjRqVeIFERAS8Us8FW8cGwMPZBrfuP8LrSw7j3/N3pS6LiEhyBofZL7/8EiqVCgDw+eefw9nZGaNHj0ZSUhKWLVtW4gUSEdFjtV3ssG1MIPxrOuNhrgYj1pzEsv1XIYqi1KUREUnG4N0MfH19dX+uXLkyduzYUaIFERFR8SraWmLNcD/M+OMc1h+Px5y/L+DS3Qf48nVvWFnIpS6PiMjoDJ6ZjYuLw+XLlwu1X758GdevXy+JmoiI6BkUchlm9/TGzO4NIROAzVG30P+H40jmiWFEZIYMDrOhoaE4cuRIofbjx48jNDS0JGoiIqLnEAQBQwJqYPVQP9gpLRB54z56LDqM8wkZUpdGRGRUBofZ6OhoBAYGFmpv1aoVYmJiSqImIiLSU9u6lbFtbCA8K9nidtojvBF2BLvPJUpdFhGR0RgcZgVBQGZm4S1h0tPTodFoSqQoIiLSX63KFbB1TAACazsjK1eDkesisWTfFZ4YRkRmweAw26ZNG8yZM6dAcNVoNJgzZw5at25dosUREZF+HG0ssXqoHwa18oAoAnN3XsT7v55CtpqTDERUvhm8m8HcuXPRtm1b1KtXD23atAEAHDx4EBkZGdizZ0+JF0hERPpRyGX4vKc36rpWwIztsdgSfRtxKQ+xbJAPXOyUUpdHRFQqDJ6Z9fLywunTp9GnTx8kJSUhMzMTgwcPxoULF+Dt7V0aNRIRkQEG+dfAmmF+cLBWIDo+DT0XHca5O+lSl0VEVCoMnpkFgCpVquDLL78s6VqIiKiEBNauhG1jAzH8pxO4du8heocdxbd9myDYWyV1aUREJcrgmVng8bKCgQMHIiAgALdv3wYArF27FocOHSrR4oiI6MV5VrLF1jGBaFOnEh6pNRi1LgqL9lzmiWFEVK4YHGY3b96Mzp07w9raGlFRUcjJebxJd2ZmJmdriYjKGAdrBVaFtkBoQA0AwDe7L+HdDTE8MYyIyg2Dw+zs2bOxdOlS/PDDD1AoFLr2gIAAREVFlWhxRET08izkMszo3hBf9moEC5mAP07dQd/lx5CUkQ0A0GhFHL2agt9jbuPo1RRotJy5JSLTYfCa2YsXL6Jt27aF2u3t7ZGWllYSNRERUSno37I6alSywZj1UTh1Mw3dFx3GsMAaWHXkOhLSs3X9VA5KTA/x4vpaIjIJBs/MqlQqXLlypVD7oUOHULNmzRIpioiISkdArUrYNiYQtSrbIjEjG1/+faFAkAWAxPRsjF4XhZ1nEySqkohIfwaH2ZEjR+Ldd9/F8ePHIQgC7ty5g/Xr1+ODDz7AmDFjSqNGIiIqQTUq2eK30QGwtCj6PwH5iwxmbo/lkgMiKvMMXmbw0UcfIT09He3bt0d2djbatm0LKysrfPDBBxg3blxp1EhERCXsQkImcvO0xd4vAkhIz0ZEXCr8azkbrzAiIgO90D6zX3zxBaZOnYrY2FhotVp4eXmhQoUKyMrKgo2NTUnXSEREJSwpM/v5nQzoR0QklRfaZxYAbGxs4OvrCz8/P1hYWGD+/PlcM0tEZCL0vbwtL4NLRGWd3mE2NzcXU6dORYsWLRAQEIBt27YBAFatWoWaNWti3rx5ePfdd0urTiIiKkF+nk5QOSghPKOPo7UCfp5ORquJiOhF6B1mZ8yYgUWLFsHDwwNxcXF48803MXLkSHz11VeYM2cOrl+/jilTppRmrUREVELkMgHTQ7wAoNhAm/ZIja/+Ps+TwIioTNM7zP76669YvXo1fvvtN+zcuRMajQYZGRk4d+4chgwZUuACCkREVPYFe6sQNrA53BwKLiVQOSjR1dsNAPDDwTgMW30CGdlqKUokInouvU8Au3nzJlq0aAEAaNKkCSwtLfHxxx/DwuKFziEjIqIyINhbhSAvN0TEpSIpMxsudkr4eTpBLhPw5+k7+GDTKey/dA89Fx/GiiEt4FnJVuqSiYgK0DuJqtVqWFpa6m4rFAo4ODiUSlFERGQ8cplQ5PZb3RpXQQ1nW7y95iSu3XuIHosOYfGA5mhTp7IEVRIRFc2gadVp06bptt7Kzc3F7NmzCwXa+fPnl1x1REQkKe+qDvh9XCBGrY1EVHwaQledwKevNUBoQA0IwrNOHyMiMg69w2zbtm1x8eJF3e2AgABcu3atQB/+YiMiKn9c7JT45Z1W+GTLWWyOuoWZ22NxISETs3o2hJWFXOryiMjM6R1m9+3bV4plEBFRWWZlIcc3bzZGA5UdvtxxHhtP3sTVew+wdJAPKlWwkro8IjJjL3zRBCIiMi+CIGBEm5pYGdoCdkoLnLxxHz0WHca5O+lSl0ZEZoxhloiIDPJKPRdsGxsIz0q2uJ32CL3DjuLvMwlSl0VEZophloiIDFarcgVsGxOINnUq4ZFag9Hro7Dgn0vQ8gILRGRkDLNERPRCHGwUWBXaAsMCPQEAC/65jHG/RCErN0/iyojInDDMEhHRC7OQyzAtxAtz32gMhVzAjjOJ6B12FLfTHkldGhGZiRe6fFdaWhpWrFiB8+fPQxAENGjQAMOHD+dFFIiIzFSfFu6oWdkWo9ZFIjYhA90XHsKyQT7wreEkdWlEVM4ZPDN78uRJ1KpVC99++y1SU1ORnJyMb7/9FrVq1UJUVFRp1EhERCbAt4YTfh/XGl4qe6Q8zEW/H47h1xM3pS6LiMo5g8Pse++9h+7du+P69evYsmULtm7diri4OHTr1g0TJ04shRKJiMhUVHW0xm+j/dG1kRvUGhEfbT6NWdtjkafRSl0aEZVTLzQz+/HHH8PC4n8rFCwsLPDRRx/h5MmTJVocERGZHhtLCyzq1xwTX60DAFh5OA5DV59AepZa4sqIqDwyOMza29sjPj6+UPvNmzdhZ2dXIkUREZFpk8kETHy1LsIGNIe1Qo6Dl5PRa8lhXL33QOrSiKicMTjM9u3bF8OHD8fGjRtx8+ZN3Lp1Cxs2bMCIESPQr1+/0qiRiIhMVJdGKmweHYCqjta4lvwQPRcfxr6LSVKXRUTliMG7GXzzzTcQBAGDBw9GXt7jvQQVCgVGjx6Nr776qsQLJCIi0+ZVxR6/jwvE6HWROHH9PoatPoFPujbA8NaeEARB6vKIyMQZNDOr0Whw9OhRTJ8+Hffv30dMTAyio6ORmpqKb7/9FlZWVqVVJxERmbBKFaywfkQr9PV1h1YEZv91Hh/+dho5eRqpSyMiE2dQmJXL5ejcuTPS09NhY2ODRo0aoXHjxrCxsSmt+oiIqJywtJDhqzcaYXqIF2QC8FvkLfRbfgxJmdnQaEUcj0tFZLKA43Gp0PCyuESkJ4OXGTRq1AjXrl2Dp6dnadRDRETlmCAIGBroidouFTB2fRSi4tPQ6dsDsJAJSH6QC0CONZdPQuWgxPQQLwR7q6QumYjKOINPAPviiy/wwQcf4M8//0RCQgIyMjIK/BARET1PmzqV8fu41nC1t0Jalvq/IPs/ienZGL0uCjvPJkhUIRGZCoPDbHBwME6dOoXu3bujWrVqqFixIipWrAhHR0dUrFjR4AKWLFkCT09PKJVK+Pj44ODBg8X23bdvHwRBKPRz4cIFg5+XiIikVd2p+CVq+YsMZm6P5ZIDInomg5cZ7N27t8SefOPGjZg4cSKWLFmCwMBALFu2DF26dEFsbCyqV69e7HEXL16Evb297nblypVLrCYiIjKOiLhU3M3IKfZ+EUBCejYi4lLhX8vZeIURkUkxOMy2a9euxJ58/vz5GD58OEaMGAEAWLBgAXbt2oWwsDDMmTOn2ONcXFzg6OhYYnUQEZHxJWVml2g/IjJPBofZVatWoUKFCnjzzTcLtG/atAlZWVkYMmSIXo+Tm5uLyMhITJ48uUB7p06dcOTIkWce26xZM2RnZ8PLywuffvop2rdvX2zfnJwc5OT871/++et61Wo11GpeWtGY8t9vvu+Uj2PCvDnb6PefIGcbC44RM8XfEebLkM/c4DD71VdfYenSpYXaXVxc8M477+gdZpOTk6HRaODq6lqg3dXVFYmJiUUeo1KpsHz5cvj4+CAnJwdr165Fx44dsW/fPrRt27bIY+bMmYOZM2cWat+9eze3FJNIeHi41CVQGcMxYZ60IuBoKUdaLgAUf/GERdsjkFhTC4XBZ3lQecHfEeYnKytL774Gh9kbN24UuS2Xh4cH4uPjDX24Qld/EUWx2CvC1KtXD/Xq1dPd9vf3x82bN/HNN98UG2anTJmCSZMm6W5nZGTA3d0dnTp1KrDulkqfWq1GeHg4goKCoFAopC6HygCOCVLUuIvxG04B+N9JX8DjaJt/+9g9GR4oHLGoXxNUdbQ2dokkIf6OMF+G7JBlcJh1cXHB6dOnUaNGjQLtp06dgrOz/gv0K1WqBLlcXmgWNikpqdBs7bO0atUK69atK/Z+KyurIq9MplAo+BdDInzv6WkcE+arW9NqsLCQY+b2WCSk/29trNt/+8zaWFrg3Q3ROHsnAz3DjuG7t5qhXV2e9Gtu+DvC/BjyeRv8pc1bb72FCRMmYO/evdBoNNBoNNizZw/effddvPXWW3o/jqWlJXx8fAp9dRAeHo6AgAC9Hyc6OhoqFTfVJiIyVcHeKhz6uAPWDfPF4DoarBvmi0Mfd0Cwtwpt61bG9vGt0biaA9Ky1AhdFYHv/70MLbfrIqL/GDwzO3v2bNy4cQMdO3aEhcXjw7VaLQYPHowvv/zSoMeaNGkSBg0aBF9fX/j7+2P58uWIj4/HqFGjADxeInD79m2sWbMGwOPdDmrUqIGGDRsiNzcX69atw+bNm7F582ZDXwYREZUhcpmAlp5OSDkvoqWnE+Sy/y03q1bRBptG+WPm9lj8fDwe88MvIeZmGr7t0xQONpytIzJ3BodZS0tLbNy4EZ9//jlOnToFa2trNGrUCB4eHgY/ed++fZGSkoJZs2YhISEB3t7e2LFjh+6xEhISCqzDzc3NxQcffIDbt2/D2toaDRs2xF9//YWuXbsa/NxERGQ6rCzk+LJXIzRzd8Sn285iz4UkhCw6hLCBzdGwioPU5RGRhARRFM3qu5qMjAw4ODggPT2dJ4AZmVqtxo4dO9C1a1eufSIAHBNUkL7j4eztdIxeH4mbqY9gZSHD7J7eeNPX3YiVkrHwd4T5MiSv6TUzO2nSJHz++eewtbUtsDNAUebPn69/pURERAbyruqAP8e1wcSN0dh78R4+/O00om+mYXqIF6ws5FKXR0RGpleYjY6O1m1eGx0dXWy/4rbUIiIiKkkONgqsGNICi/Zewbf/XMLPx+Nx7nY6lgz04fZdRGZGrzC7d+/eIv9MREQkFZlMwISOddC4mgMmbozBqVvp6Pb9QXzfrxna1OH2XUTmgtdTISIik/ZKPRdsH9cajao64H6WGoNXRmDx3ivcvovITOi9m8GwYcP06rdy5coXLoaIiOhFuDs93r5rxh/nsOHETfzfrouIjr+PeX2awsGaJw4RlWd6h9nVq1fDw8MDzZo1g5ltgEBERCZAqZDjqzcao1l1R3z2+zn8cz4J3RcdQtgAH3hV4e41ROWV3mF21KhR2LBhA65du4Zhw4Zh4MCBcHJyKs3aiIiIDNa3RXV4qRwwen0kbqRk4fWww/iiZyO84VNN6tKIqBTovWZ2yZIlSEhIwMcff4zt27fD3d0dffr0wa5duzhTS0REZUqjag7YPq412tWtjGy1Fu9vOoVPt51BTp5G6tKIqIQZdAKYlZUV+vXrh/DwcMTGxqJhw4YYM2YMPDw88ODBg9KqkYiIyGAVbS2xMrQF3u1YB4IArDsWj77LjuFO2iOpSyOiEvTCuxkIggBBECCKIrRabUnWREREVCLkMgHvBdXFyiEt4GCtQMzNNHRbeAiHryRLXRoRlRCDwmxOTg5++eUXBAUFoV69ejhz5gwWLVqE+Ph4VKhQobRqJCIieint67vgz/Gt0bCKPVIf5mLQiuNYsu8Kl8kRlQN6h9kxY8ZApVLh66+/Rrdu3XDr1i1s2rQJXbt2hUzG7WqJiKhsc3eywebRAXjTpxq0IjB350W8szYSGdmPr3Cp0Yo4ejUFv8fcxtGrKdBwn1oik6D3bgZLly5F9erV4enpif3792P//v1F9tuyZUuJFUdERFSSlAo55vZujOYeFTH993MIj72L7gsPYaC/B1YcjENCeraur8pBiekhXgj2VklYMRE9j95hdvDgwRAEoTRrISIiKnWCIKCfX3V4qewxZn0UrqdkYfaf5wv1S0zPxuh1UQgb2JyBlqgMM+iiCUREROVFE3dHbBsbiMCv9yA3r/CJzCIAAcDM7bEI8nKDXMYJHaKyiItdiYjIbF1JelBkkM0nAkhIz0ZEXKrxiiIigzDMEhGR2UrKzH5+JwP6EZHxMcwSEZHZcrFTlmg/IjI+hlkiIjJbfp5OUDko8azVsEqFDF5V7I1WExEZhmGWiIjMllwmYHqIFwAUG2iz1Vq8vuQwriTxsu1EZRHDLBERmbVgbxXCBjaHm0PBpQQqByU+7FwPrvZWuHrvIXosOoS/zyRIVCURFUfvrbmIiIjKq2BvFYK83BARl4qkzGy42Cnh5+kEuUxAH193jPs5CsfjUjF6fRRGtq2JDzvXg4Wc80FEZQH/JhIREeHxkgP/Ws7o0bQq/Gs56/aVrWxnhfUjWuLtNp4AgGUHrmHQiggkP8iRslwi+g/DLBER0XNYyGWY+poXFvdvDhtLOY5eS0HIwkOIjr8vdWlEZo9hloiISE+vNVbh97GBqFnZFgnp2eiz7CjWHbsBURSlLo3IbDHMEhERGaCOqx1+HxuI4IZuUGtEfLrtLD7YdBrZao3UpRGZJYZZIiIiA9kpFQgb2ByTu9SHTAA2R93C60uO4GZqltSlEZkdhlkiIqIXIAgCRrWrhXXDW8LJ1hKxCRnotvAQ9l5Mkro0IrPCMEtERPQSAmpXwp/jW6OJuyPSH6kxbPUJfPfPZWi1XEdLZAwMs0RERC+piqM1fh3ZCv1bVocoAt/+cwkj1pxEepZa6tKIyj2GWSIiohJgZSHHl70aYW7vxrC0kGHPhSSELDqEc3fSpS6NqFxjmCUiIipBfXzdsWV0AKpVtEZ8ahZeX3IEW6JuSV0WUbnFMEtERFTCvKs6YPu41mhbtzJy8rSY9OspfLbtLHLztFKXRlTuMMwSERGVgoq2llgV2gITOtYBAKw9dgN9lx9FYnq2xJURlS8Ms0RERKVELhMwKaguVgzxhb3SAtHxaei28CCOXk2RujSicoNhloiIqJR1bOCK7eNbo76bHZIf5GLgiuP44cA1XgaXqAQwzBIRERmBh7Mtto4JRK9mVaHRivhix3mM+zkaD3LypC6NyKQxzBIRERmJtaUc8/s0waweDWEhE/DXmQT0XHwYV5IeAAA0WhFHr6bg95jbOHo1BRpeeIHouSykLoCIiMicCIKAwf410LCKPcasj8KVpAfoufgwBrR0xx+nEpDwxAliKgclpod4IdhbJWHFRGUbZ2aJiIgk4OPhhO3jW8PP0wkPcvKw7EBcgSALAInp2Ri9Lgo7zyZIVCVR2ccwS0REJBEXOyXWDPODraW8yPvzFxnM3B7LJQdExWCYJSIiklB0fBoe5mqKvV8EkJCejYi4VOMVRWRCGGaJiIgklJSp30UU9O1HZG4YZomIiCTkYqcs0X5E5oZhloiISEJ+nk5QOSghPKOPQi6gakVro9VEZEoYZomIiCQklwmYHuIFAMUGWrVGRM/Fh3H4SrLxCiMyEQyzREREEgv2ViFsYHO4ORRcSqByUGJ2T280rGKP1Ie5GLTiOJbtv8rL4BI9gRdNICIiKgOCvVUI8nJDRFwqkjKz4WKnhJ+nE+QyAb19qmHq1rPYHHULc/6+gFO30jC3dxNUsOJ/xon4t4CIiKiMkMsE+NdyLtSuVMjxzZuN0bS6I2ZtP4cdZxJx6e4DLBvkg1qVK0hQKVHZIfkygyVLlsDT0xNKpRI+Pj44ePCgXscdPnwYFhYWaNq0aekWSEREVAYIgoBBrTyw4Z1WcLGzwpWkB+ix6DB2nUuUujQiSUkaZjdu3IiJEydi6tSpiI6ORps2bdClSxfEx8c/87j09HQMHjwYHTt2NFKlREREZYOPhxP+nNAafjUeXwZ35NpI/N+uC7xCGJktScPs/PnzMXz4cIwYMQINGjTAggUL4O7ujrCwsGceN3LkSPTv3x/+/v5GqpSIiKjscLFTYv3bLTE0sAYAYPHeqwhdFYH7D3OlLYxIApKtmc3NzUVkZCQmT55coL1Tp044cuRIscetWrUKV69exbp16zB79uznPk9OTg5ycnJ0tzMyMgAAarUaarX6BaunF5H/fvN9p3wcE/QkjgfDfRJcF94qO0z9/RwOXk5GyMKDWNSvKRpWsZe6tBLBMWG+DPnMJQuzycnJ0Gg0cHV1LdDu6uqKxMSi1/9cvnwZkydPxsGDB2FhoV/pc+bMwcyZMwu17969GzY2NoYXTi8tPDxc6hKojOGYoCdxPBjGAsCEBsCKi3LcSsvGm0uPok8tLfwql59lBxwT5icrK0vvvpLvZiAIBbeIFkWxUBsAaDQa9O/fHzNnzkTdunX1fvwpU6Zg0qRJutsZGRlwd3dHp06dYG9fPv7lairUajXCw8MRFBQEhUIhdTlUBnBM0JM4Hl5On0dqvP/bGey/lIz1V+QQnN0xJbgeLC0kP9f7hXFMmK/8b9L1IVmYrVSpEuRyeaFZ2KSkpEKztQCQmZmJkydPIjo6GuPGjQMAaLVaiKIICwsL7N69Gx06dCh0nJWVFaysrAq1KxQK/sWQCN97ehrHBD2J4+HFVFIosCrUD9/9exnf/XsZ647fxPnEB1gyoDlc7ZXPf4AyjGPC/BjyeUv2zzVLS0v4+PgU+uogPDwcAQEBhfrb29vjzJkziImJ0f2MGjUK9erVQ0xMDFq2bGms0omIiMokmUzAe0F1sWKIL+yUFoi8cR/dFh5CRFyq1KURlRpJlxlMmjQJgwYNgq+vL/z9/bF8+XLEx8dj1KhRAB4vEbh9+zbWrFkDmUwGb2/vAse7uLhAqVQWaiciIjJnHRu4Yvu41hi5NhIX72ai/w/H8OlrDTAkoEaRS/mITJmkYbZv375ISUnBrFmzkJCQAG9vb+zYsQMeHh4AgISEhOfuOUtERESF1ahki61jA/Dx5jPYfuoOZmyPRczNNMx5vTGsLeVSl0dUYiRfFT5mzBhcv34dOTk5iIyMRNu2bXX3rV69Gvv27Sv22BkzZiAmJqb0iyQiIjJBNpYW+P6tpvismxfkMgHbYu7g9bAjiE/R/0xxorJO8jBLREREpUcQBAxv7Yn1I1qiUgVLnE/IQLeFB7H3YpLUpRGVCIZZIiIiM9CqpjO2j2+NZtUdkZGdh2GrT+D7fy9Dy8vgkoljmCUiIjITKgdrbHinFQa0rA5RBOaHX8I7a08i/RGvsEWmi2GWiIjIjFhZyPFFr0aY27sxLC1k+Od8EnosOoSLiZm6PhqtiKNXU/B7zG0cvZoCDWdvqQyT/ApgREREZHx9fN3RwM0eo9ZF4npKFnouPoy5vRtDIRcwc3ssEtKzdX1VDkpMD/FCsLdKwoqJisaZWSIiIjPVqJoDto9vjda1K+GRWoPxv0Rj1LqoAkEWABLTszF6XRR2nk2QqFKi4jHMEhERmTEnW0v8NMwPI9vVLLZP/iKDmdtjueSAyhyGWSIiIjMnlwl4pa7LM/uIABLSs3lpXCpzGGaJiIgISZnZz+9kQD8iY2GYJSIiIrjYKUu0H5GxMMwSERER/DydoHJQQnhGn8p2VvDzdDJaTUT6YJglIiIiyGUCpod4AUCxgTbzkRq7zyUarygiPTDMEhEREQAg2FuFsIHN4eZQcCmBq70VartUQHaeFqPXR+GLv2Kh1mglqpKoIF40gYiIiHSCvVUI8nJDRFwqkjKz4WKnhJ+nE0RRxP/tuohlB67hh4NxOHUzHYv6N4OLPdfQkrQ4M0tEREQFyGUC/Gs5o0fTqvCv5Qy5TICFXIYpXRtg6UAf2FlZIOJ6Krp+fwjHrqVIXS6ZOYZZIiIi0luwtxv+GN8a9d3skPwgBwN+PI5l+69CFHkxBZIGwywREREZxLOSLbaOCcTrzapCoxUx5+8LGLUuEhnZaqlLIzPEMEtEREQGs7aUY16fJviilzcs5TLsOncX3RcewvmEDKlLIzPDMEtEREQvRBAEDGjpgU2j/FHV0RrXU7LQa8lhbIm6JXVpZEYYZomIiOilNHF3xJ/jW6Nt3crIVmsx6ddTmLr1DHLyNFKXRmaAYZaIiIheWkVbS6wKbYGJr9aBIADrj8ejz9KjuHU/S+rSqJxjmCUiIqISIZcJmPhqXawKbQFHGwVO3UpHt4WHsP/SPalLo3KMYZaIiIhK1Cv1XPDn+NZoXM0BaVlqhK6KwIJ/LkGr5fZdVPIYZomIiKjEVatog02j/DGgZXWIIrDgn8sYuvoE7j/Mlbo0KmcYZomIiKhUWFnI8UWvRpj3ZhMoFTLsv3QP3RYewqmbaVKXRuUIwywRERGVqjd8qmHrmEDUcLbB7bRHeHPpUaw/foNXDaMSwTBLREREpa6Byh5/jG+NTl6uyNVoMXXrWby/6RQe5XL7Lno5DLNERERkFPZKBZYN8sGULvUhE4AtUbfRa8lhxCU/lLo0MmEMs0RERGQ0giBgZLtaWD+iFSpVsMKFxEx0X3gIu84lSl0amSiGWSIiIjI6/1rO+GtCa7SoURGZOXkYuTYSc/4+jzyNFgCg0Yo4HpeKyGQBx+NSoeG2XlQMC6kLICIiIvPkaq/Ez2+3wtd/X8CPh+KwbP81nLqZhl7NqmLBP5eRkJ4NQI41l09C5aDE9BAvBHurpC6byhjOzBIREZFkFHIZPu3mhSUDmsPWUo5j11Lx8eYz/wXZ/0lMz8bodVHYeTZBokqprGKYJSIiIsl1baTC1rGBsJAJRd6fv8hg5vZYLjmgAhhmiYiIqExIeZCLvGcEVRFAQno2IuJSjVcUlXkMs0RERFQmJGVmP7+TAf3IPDDMEhERUZngYqcs0X5kHhhmiYiIqEzw83SCykGJolfNPmavtECLGhWNVhOVfQyzREREVCbIZQKmh3gBQLGBNiM7D1O3nkVOHi+DS48xzBIREVGZEeytQtjA5nBzKLiUQOWgxOvNq0ImABtP3kS/5ceQlMG1s8SLJhAREVEZE+ytQpCXG45eScLug8fRqU1L+Nd2gVwmoEfTqhj/cxSi4tMQsugQlg3yRVN3R6lLJglxZpaIiIjKHLlMQEtPJ/hUEtHS0wny//afbVe3Mv4Y1xp1XCrgbkYO+iw7is2RtySulqTEMEtEREQmpUYlW2wdG4ggL1fk5mnx/qZTmLU9FnkardSlkQQYZomIiMjkVLCywLKBPpjQsQ4AYOXhOAxZFYH7D3MlroyMjWGWiIiITJJMJmBSUF0sHdgcNpZyHL6Sgu6LD+FCYobUpZERMcwSERGRSQv2VmHLmAC4O1njZuojvL7kCHaeTZC6LDIShlkiIiIyefXd7PHH2NYIrO2MrFwNRq2LwvzwS9BqRalLo1LGMEtERETlQkVbS/w01A/DAj0BAN//exkj10XiQU6exJVRaWKYJSIionLDQi7DtBAvfPNmE1hayBAeexe9Fh/G9eSHUpdGpUTyMLtkyRJ4enpCqVTCx8cHBw8eLLbvoUOHEBgYCGdnZ1hbW6N+/fr49ttvjVgtERERmYLePtXw60h/uNpb4XLSA3RfdAj7L92TuiwqBZKG2Y0bN2LixImYOnUqoqOj0aZNG3Tp0gXx8fFF9re1tcW4ceNw4MABnD9/Hp9++ik+/fRTLF++3MiVExERUVnX1N0R28e1RrPqjsjIzsPQVRFYfuAqRJHraMsTScPs/PnzMXz4cIwYMQINGjTAggUL4O7ujrCwsCL7N2vWDP369UPDhg1Ro0YNDBw4EJ07d37mbC4RERGZLxd7JTa80wp9fd2hFYEvd1zAextjkK3WSF0alRALqZ44NzcXkZGRmDx5coH2Tp064ciRI3o9RnR0NI4cOYLZs2cX2ycnJwc5OTm62xkZj/eeU6vVUKvVL1A5vaj895vvO+XjmKAncTzQ00pqTMgAfN69Puq52uKLvy9iW8wdXEl6gCX9m0LloCyBSqmkGfKZSxZmk5OTodFo4OrqWqDd1dUViYmJzzy2WrVquHfvHvLy8jBjxgyMGDGi2L5z5szBzJkzC7Xv3r0bNjY2L1Y8vZTw8HCpS6AyhmOCnsTxQE8rqTHhDGB0fQGrLslw9k4Gun63H8PqalDLvkQenkpQVlaW3n0lC7P5BEEocFsUxUJtTzt48CAePHiAY8eOYfLkyahduzb69etXZN8pU6Zg0qRJutsZGRlwd3dHp06dYG/P0WtMarUa4eHhCAoKgkKhkLocKgM4JuhJHA/0tNIaE2/cf4TR66Nx4e4DhF1QYNprDfBWi2ol9vj08vK/SdeHZGG2UqVKkMvlhWZhk5KSCs3WPs3T8/H+cY0aNcLdu3cxY8aMYsOslZUVrKysCrUrFAr+spQI33t6GscEPYnjgZ5W0mPC00WBLWMD8eGm0/jrTAI++yMWF5MeYFq3hrC0kHyjJwIM+rwl+8QsLS3h4+NT6KuD8PBwBAQE6P04oigWWBNLRERE9Dw2lhZY1L8ZPuxcD4IArDsWj4ErjiP5ATOFqZF0mcGkSZMwaNAg+Pr6wt/fH8uXL0d8fDxGjRoF4PESgdu3b2PNmjUAgMWLF6N69eqoX78+gMf7zn7zzTcYP368ZK+BiIiITJMgCBjbvjbqu9nh3Q0xiIhLRfeFh7B8sC+8qzpAoxUREZeKpMxsuNgp4efpBLns2UshyfgkDbN9+/ZFSkoKZs2ahYSEBHh7e2PHjh3w8PAAACQkJBTYc1ar1WLKlCmIi4uDhYUFatWqha+++gojR46U6iUQERGRievYwBXbxgbinTUncS35IXovPYL+ftXx99lEJKRn6/qpHJSYHuKFYG+VhNXS0wTRzHYOzsjIgIODA9LT03kCmJGp1Wrs2LEDXbt25Xo4AsAxQQVxPNDTjD0m0h+p8e6GaOy7WPSVwvLnZMMGNmegLWWG5DWuciYiIiIC4GCtwPJBvrC1khd5f/7s38ztsdBozWousExjmCUiIiL6T+SN+3iYU/zVwUQACenZiIhLNV5R9EwMs0RERET/ScrMfn4nA/pR6WOYJSIiIvqPi51+l7fVtx+VPoZZIiIiov/4eTpB5aDEszbgqmBlgRY1KhqtJno2hlkiIiKi/8hlAqaHeAFAsYH2QU4e3vv1FLLVxa+tJeNhmCUiIiJ6QrC3CmEDm8PNoeBSApWDEoP8PWAhE7D91B30/+EYrxhWBkh60QQiIiKisijYW4UgL7cirwDWxdsNo9ZGIio+Db2WHMbKIS1Qx9VO6pLNFmdmiYiIiIoglwnwr+WMHk2rwr+Ws+5StgG1KmHr2EB4ONvgZuojvB52BIcuJ0tcrflimCUiIiIyUK3KFbB1TCBa1KiIzOw8DFkVgV8i4qUuyywxzBIRERG9ACdbS6wb0RK9mlWFRitiypYz+HLHeV4dzMgYZomIiIhekJWFHPP7NMGkoLoAgOUHrmHUukhk5eZJXJn5YJglIiIiegmCIGBCxzr47q2msLSQITz2LvosO4q7GbxKmDEwzBIRERGVgB5Nq+KXt1vCydYSZ29noMeiwzh3J13qsso9hlkiIiKiEuLj4YRtYwJR26UCEjOy8ebSo/j3/F2pyyrXGGaJiIiISlB1ZxtsHh2AwNrOyMrV4O01J7HyUBxEkSeGlQaGWSIiIqIS5mCtwOqhfujn5w6tCMz6MxbTfj+HPI1W6tLKHYZZIiIiolKgkMvwZa9G+KRrfQgCsPbYDQz/6SQys9VSl1auMMwSERERlRJBEPBO21oIG+ADpUKG/ZfuoXfYUdy6nyV1aeUGwywRERFRKQv2dsOmkQFwsbPCxbuZ6Ln4CKLj70tdVrnAMEtERERkBI2qOWDb2EA0UNkj+UEO3lp+DDvOJEhdlsljmCUiIiIykiqO1tg0yh8d6rsgJ0+LMeujsHjvFe508BIYZomIiIiMqIKVBX4Y7IuhgTUAAP+36yI++u00cvO408GLYJglIiIiMjK5TMD0kIaY1aMhZAKwKfIWBq88jrSsXKlLMzkMs0REREQSGexfAytCW6CClQWOXUvF60uO4HryQ6nLMikMs0REREQSal/PBb+N9kdVR2tcS36InksOIyIuFQCg0Yo4ejUFv8fcxtGrKdBoubb2aRZSF0BERERk7uq72WPr2AC8/dNJnLqVjgE/HsOAltWx69xdJKRn6/qpHJSYHuKFYG+VhNWWLZyZJSIiIioDXOyU2PCOP7o2coNaI2L1kRsFgiwAJKZnY/S6KOw8yy298jHMEhEREZUR1pZyfNe3GWyt5EXen7/IYOb2WC45+A/DLBEREVEZcvLGfTzM0RR7vwggIT1bt67W3DHMEhEREZUhSZnZz+9kQL/yjmGWiIiIqAxxsVOWaL/yjmGWiIiIqAzx83SCykEJ4Rl9XO2t4OfpZLSayjKGWSIiIqIy5PHVwbwAoNhAK4OAlIc5xiuqDGOYJSIiIipjgr1VCBvYHG4OBZcSVLazgqO1AgkZ2Xhr+THczeC6WV40gYiIiKgMCvZWIcjLDRFxqUjKzIaLnRJ+nk64dT8L/ZYfw7V7D/HW8mP4+e2WUDlYS12uZDgzS0RERFRGyWUC/Gs5o0fTqvCv5Qy5TICHsy02jvRHtYrWiEt+iL7LjuHW/SypS5UMwywRERGRiXF3ssHGkf6o7mSD+NQs9F12DDdTzTPQMswSERERmaCqjtbYOLIVPCvZ4nbaI/RddhTXkx9KXZbRMcwSERERmSiVgzU2vNMKtSrb4k56NvouP4pr9x5IXZZRMcwSERERmTBXeyU2vOOPOi4VcDcjB32XH8OVpEypyzIahlkiIiIiE1fZzgob3mmF+m52uJeZg7eWH8PFRPMItAyzREREROWAcwUr/Px2K3ip7JH8IBf9fjiG2DsZUpdV6hhmiYiIiMoJJ1tL/Px2SzSq6oDUh7no/+MxnL2dLnVZpYphloiIiKgccbSxxLoRLdHU3RFpWWr0/+EYTt1Mk7qsUsMwS0RERFTOOFgrsHa4H3w8KiIjOw8DfzyOqPj7UpdVKhhmiYiIiMohO6UCPw3zg18NJ2Tm5GHwigicvJ4qdVkljmGWiIiIqJyqYGWB1cNawL+mMx7k5GHwyggcu5YidVklSvIwu2TJEnh6ekKpVMLHxwcHDx4stu+WLVsQFBSEypUrw97eHv7+/ti1a5cRqyUiIiIyLTaWFlgZ2gJt6lRCVq4GoasicORKstRllRhJw+zGjRsxceJETJ06FdHR0WjTpg26dOmC+Pj4IvsfOHAAQUFB2LFjByIjI9G+fXuEhIQgOjrayJUTERERmQ5rSzl+GOyLdnUrI1utxdDVJ3Dg0j2pyyoRkobZ+fPnY/jw4RgxYgQaNGiABQsWwN3dHWFhYUX2X7BgAT766CO0aNECderUwZdffok6depg+/btRq6ciIiIyLQoFXIsG+SDDvVdkJOnxYg1J7H3YpLUZb00C6meODc3F5GRkZg8eXKB9k6dOuHIkSN6PYZWq0VmZiacnJyK7ZOTk4OcnBzd7YyMx5sHq9VqqNXqF6icXlT++833nfJxTNCTOB7oaRwTJU8OYGHfxnh34yn8c+Ee3llzEgvfaoKO9V2kLq0AQz5zycJscnIyNBoNXF1dC7S7uroiMTFRr8eYN28eHj58iD59+hTbZ86cOZg5c2ah9t27d8PGxsawoqlEhIeHS10ClTEcE/Qkjgd6GsdEyevqANxzkuFUqgxjf47GkDpaNHEWpS5LJysrS+++koXZfIIgFLgtimKhtqL88ssvmDFjBn7//Xe4uBT/r4kpU6Zg0qRJutsZGRlwd3dHp06dYG9v/+KFk8HUajXCw8MRFBQEhUIhdTlUBnBM0JM4HuhpHBOlK1ijxYe/ncVfZxOx5ooF5jdrhC7eblKXBeB/36TrQ7IwW6lSJcjl8kKzsElJSYVma5+2ceNGDB8+HJs2bcKrr776zL5WVlawsrIq1K5QKPgXQyJ87+lpHBP0JI4HehrHROlQKIDv+jWDYtMpbIu5g/c2nQFkcnRvUkXq0gz6vCU7AczS0hI+Pj6FvjoIDw9HQEBAscf98ssvCA0Nxc8//4zXXnuttMskIiIiKrcs5DLM69MUvX2qQaMVMXFDNLZG35K6LINIusxg0qRJGDRoEHx9feHv74/ly5cjPj4eo0aNAvB4icDt27exZs0aAI+D7ODBg/Hdd9+hVatWullda2trODg4SPY6iIiIiEyVXCZg7huNYSETsOHETUz69RTUGhF9fN2lLk0vkobZvn37IiUlBbNmzUJCQgK8vb2xY8cOeHh4AAASEhIK7Dm7bNky5OXlYezYsRg7dqyufciQIVi9erWxyyciIiIqF2QyAV/2agQLuYB1x+Lx0W+nodGK6OdXXerSnkvyE8DGjBmDMWPGFHnf0wF13759pV8QERERkRmSyQR83sMbFjIZVh+5jilbziBPo0X/lh6IiEtFUmY2XOyU8PN0glz2/JP1jUXyMEtEREREZYMgCJge4gULmYAfD8Xhs9/P4f92XURGdp6uj8pBiekhXgj2VklY6f9IegUwIiIiIipbBEHA1NcaoJPX492lngyyAJCYno3R66Kw82yCFOUVwjBLRERERAVoReD07fQi78u/tMLM7bHQaKW/0ALDLBEREREVEBGXisT07GLvFwEkpGcjIi7VeEUVg2GWiIiIiApIyiw+yL5Iv9LEMEtEREREBbjYKUu0X2limCUiIiKiAvw8naByUKK4DbgEPN7VwM/TyZhlFYlhloiIiIgKkMseb9EFoFCgzb89PcSrTOw3yzBLRERERIUEe6sQNrA53BwKLiVwc1AibGDzMrPPLC+aQERERERFCvZWIcjLjVcAIyIiIiLTJJcJ8K/lLHUZxeIyAyIiIiIyWQyzRERERGSyGGaJiIiIyGQxzBIRERGRyWKYJSIiIiKTxTBLRERERCaLYZaIiIiITBbDLBERERGZLIZZIiIiIjJZDLNEREREZLIYZomIiIjIZDHMEhEREZHJYpglIiIiIpNlIXUBxiaKIgAgIyND4krMj1qtRlZWFjIyMqBQKKQuh8oAjgl6EscDPY1jwnzl57T83PYsZhdmMzMzAQDu7u4SV0JEREREz5KZmQkHB4dn9hFEfSJvOaLVanHnzh3Y2dlBEASpyzErGRkZcHd3x82bN2Fvby91OVQGcEzQkzge6GkcE+ZLFEVkZmaiSpUqkMmevSrW7GZmZTIZqlWrJnUZZs3e3p6/lKgAjgl6EscDPY1jwjw9b0Y2H08AIyIiIiKTxTBLRERERCaLYZaMxsrKCtOnT4eVlZXUpVAZwTFBT+J4oKdxTJA+zO4EMCIiIiIqPzgzS0REREQmi2GWiIiIiEwWwywRERERmSyGWSIiIiIyWQyzVKKWLFkCT09PKJVK+Pj44ODBg8X23bJlC4KCglC5cmXY29vD398fu3btMmK1VNoMGQ9POnz4MCwsLNC0adPSLZCMztAxkZOTg6lTp8LDwwNWVlaoVasWVq5caaRqyRgMHRPr169HkyZNYGNjA5VKhaFDhyIlJcVI1VJZxDBLJWbjxo2YOHEipk6diujoaLRp0wZdunRBfHx8kf0PHDiAoKAg7NixA5GRkWjfvj1CQkIQHR1t5MqpNBg6HvKlp6dj8ODB6Nixo5EqJWN5kTHRp08f/Pvvv1ixYgUuXryIX375BfXr1zdi1VSaDB0Thw4dwuDBgzF8+HCcO3cOmzZtwokTJzBixAgjV05lCbfmohLTsmVLNG/eHGFhYbq2Bg0aoGfPnpgzZ45ej9GwYUP07dsX06ZNK60yyUhedDy89dZbqFOnDuRyObZt24aYmBgjVEvGYOiY2LlzJ9566y1cu3YNTk5OxiyVjMTQMfHNN98gLCwMV69e1bUtXLgQc+fOxc2bN41SM5U9nJmlEpGbm4vIyEh06tSpQHunTp1w5MgRvR5Dq9UiMzOT/9EqB150PKxatQpXr17F9OnTS7tEMrIXGRN//PEHfH19MXfuXFStWhV169bFBx98gEePHhmjZCplLzImAgICcOvWLezYsQOiKOLu3bv47bff8NprrxmjZCqjLKQugMqH5ORkaDQauLq6Fmh3dXVFYmKiXo8xb948PHz4EH369CmNEsmIXmQ8XL58GZMnT8bBgwdhYcFfTeXNi4yJa9eu4dChQ1Aqldi6dSuSk5MxZswYpKamct1sOfAiYyIgIADr169H3759kZ2djby8PHTv3h0LFy40RslURnFmlkqUIAgFbouiWKitKL/88gtmzJiBjRs3wsXFpbTKIyPTdzxoNBr0798fM2fORN26dY1VHknAkN8RWq0WgiBg/fr18PPzQ9euXTF//nysXr2as7PliCFjIjY2FhMmTMC0adMQGRmJnTt3Ii4uDqNGjTJGqVRGcfqDSkSlSpUgl8sL/Ws6KSmp0L+6n7Zx40YMHz4cmzZtwquvvlqaZZKRGDoeMjMzcfLkSURHR2PcuHEAHgcZURRhYWGB3bt3o0OHDkapnUrHi/yOUKlUqFq1KhwcHHRtDRo0gCiKuHXrFurUqVOqNVPpepExMWfOHAQGBuLDDz8EADRu3Bi2trZo06YNZs+eDZVKVep1U9nDmVkqEZaWlvDx8UF4eHiB9vDwcAQEBBR73C+//ILQ0FD8/PPPXPNUjhg6Huzt7XHmzBnExMTofkaNGoV69eohJiYGLVu2NFbpVEpe5HdEYGAg7ty5gwcPHujaLl26BJlMhmrVqpVqvVT6XmRMZGVlQSYrGF3kcjmAxzO6ZKZEohKyYcMGUaFQiCtWrBBjY2PFiRMnira2tuL169dFURTFyZMni4MGDdL1//nnn0ULCwtx8eLFYkJCgu4nLS1NqpdAJcjQ8fC06dOni02aNDFStWQMho6JzMxMsVq1amLv3r3Fc+fOifv37xfr1KkjjhgxQqqXQCXM0DGxatUq0cLCQlyyZIl49epV8dChQ6Kvr6/o5+cn1UugMoDLDKjE9O3bFykpKZg1axYSEhLg7e2NHTt2wMPDAwCQkJBQYO/AZcuWIS8vD2PHjsXYsWN17UOGDMHq1auNXT6VMEPHA5V/ho6JChUqIDw8HOPHj4evry+cnZ3Rp08fzJ49W6qXQCXM0DERGhqKzMxMLFq0CO+//z4cHR3RoUMHfP3111K9BCoDuM8sEREREZksrpklIiIiIpPFMEtEREREJothloiIiIhMFsMsEREREZkshlkiIiIiMlkMs0RERERkshhmiYiIiMhkMcwSERERkclimCUiKmXXr1+HIAiIiYkx6vPu27cPgiAgLS3tpR5HEARs27at2Pulen1ERADDLBHRSxEE4Zk/oaGhUpdIRFSuWUhdABGRKUtISND9eePGjZg2bRouXryoa7O2tsb9+/cNflyNRgNBECCTcc6BiOhZ+FuSiOgluLm56X4cHBwgCEKhtnzXrl1D+/btYWNjgyZNmuDo0aO6+1avXg1HR0f8+eef8PLygpWVFW7cuIHc3Fx89NFHqFq1KmxtbdGyZUvs27dPd9yNGzcQEhKCihUrwtbWFg0bNsSOHTsK1BgZGQlfX1/Y2NggICCgQNgGgLCwMNSqVQuWlpaoV68e1q5d+8zXHBERgWbNmkGpVMLX1xfR0dEv8Q4SEb0chlkiIiOZOnUqPvjgA8TExKBu3bro168f8vLydPdnZWVhzpw5+PHHH3Hu3Dm4uLhg6NChOHz4MDZs2IDTp0/jzTffRHBwMC5fvgwAGDt2LHJycnDgwAGcOXMGX3/9NSpUqFDoeefNm4eTJ0/CwsICw4YN0923detWvPvuu3j//fdx9uxZjBw5EkOHDsXevXuLfA0PHz5Et27dUK9ePURGRmLGjBn44IMPSuHdIiLSk0hERCVi1apVooODQ6H2uLg4EYD4448/6trOnTsnAhDPnz+vOxaAGBMTo+tz5coVURAE8fbt2wUer2PHjuKUKVNEURTFRo0aiTNmzCiynr1794oAxH/++UfX9tdff4kAxEePHomiKIoBAQHi22+/XeC4N998U+zatavuNgBx69atoiiK4rJly0QnJyfx4cOHuvvDwsJEAGJ0dHRxbw0RUanhzCwRkZE0btxY92eVSgUASEpK0rVZWloW6BMVFQVRFFG3bl1UqFBB97N//35cvXoVADBhwgTMnj0bgYGBmD59Ok6fPm3Q854/fx6BgYEF+gcGBuL8+fNFvobz58+jSZMmsLGx0bX5+/vr9wYQEZUCngBGRGQkCoVC92dBEAAAWq1W12Ztba1rz79PLpcjMjIScrm8wGPlLyUYMWIEOnfujL/++gu7d+/GnDlzMG/ePIwfP17v533yOQFAFMVCbU/eR0RUlnBmloiojGrWrBk0Gg2SkpJQu3btAj9ubm66fu7u7hg1ahS2bNmC999/Hz/88IPez9GgQQMcOnSoQNuRI0fQoEGDIvt7eXnh1KlTePToka7t2LFjBr4yIqKSwzBLRFRG1a1bFwMGDMDgwYOxZcsWxMXF4cSJE/j66691OxZMnDgRu3btQlxcHKKiorBnz55ig2hRPvzwQ6xevRpLly7F5cuXMX/+fGzZsqXYk7r69+8PmUyG4cOHIzY2Fjt27MA333xTIq+XiOhFMMwSEZVhq1atwuDBg/H++++jXr166N69O44fPw53d3cAj/ejHTt2LBo0aIDg4GDUq1cPS5Ys0fvxe/bsie+++w7/93//h4YNG2LZsmVYtWoVXnnllSL7V6hQAdu3b0dsbCyaNWuGqVOn4uuvvy6Jl0pE9EIEkQugiIiIiMhEcWaWiIiIiEwWwywRERERmSyGWSIiIiIyWQyzRERERGSyGGaJiIiIyGQxzBIRERGRyWKYJSIiIiKTxTBLRERERCaLYZaIiIiITBbDLBERERGZLIZZIiIiIjJZ/w9qfb8OXHfy3gAAAABJRU5ErkJggg==",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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i9OjR8Pb2RmpqKm7duoUdO3Zg//79BukBUbkn4c1nRCShf89m8CJFmc1AFJ/d/T9s2DDRxcVFVCgUYpUqVcTevXuLDx8+FEXxn7u/f/vttwJf5+effxbr1asnKpVK0cbGRuzRo4d45cqVl76Pl503V+4d+/Hx8QU+HxISIjZt2lS0tLQUzc3NRV9fX3HQoEHi2bNn8+y3e/duMTg4WLS0tBQtLCxEPz8/cfbs2fleJ9eJEyfEnj17il5eXqJKpRIdHBzE4OBgcfv27XnOW1BPL126JHbv3l20sbERlUqlWL9+fXHFihVFev8REREigHz769ubhw8fipUqVRLbtGmj23bo0CGxW7duor29vahQKEQ3NzexW7du+WoIDw8X33rrLdHBwUFUKpWip6enOGTIEDEjI0MURVHMzMwUJ02aJLq5uYlqtVps1KiRuG3bNnHw4MGil5fXC/tT1NkMct2+fVscM2aMWK1aNVGlUonm5uain5+fOHHiRDEiIkK3n1arFefMmSNWrVpVVKvVYuPGjcX9+/cXOpvBiz53N27cEAGIAMTQ0NAC94mIiBCHDRsmurm5iQqFQqxcubLYvHlz8csvvyzS+yIiURREsZjflxERERERSYxjZomIiIjIZDHMEhEREZHJYpglIiIiIpPFMEtEREREJothloiIiIhMFsMsEREREZmsCrdoglarRXR0NKysrApdhpCIiIiIpCOKIlJTU1GlShXIZC++9lrhwmx0dDQ8PDykLoOIiIiIXuL+/ftwd3d/4T4VLsxaWVkBeNYca2triat5MY1Gg71796Jjx45QKBRSl2NS2LuSYf9Khv0rPvauZNi/kmH/is/QvUtJSYGHh4cut71IhQuzuUMLrK2tTSLMWlhYwNramr+p9MTelQz7VzLsX/GxdyXD/pUM+1d8pdW7ogwJ5Q1gRERERGSyGGaJiIiIyGRJGmYPHz6M7t27o0qVKhAEAdu2bXvpMYcOHUJAQADUajWqVq2KpUuXln6hRERERGSUJB0zm5aWhvr162Po0KF48803X7p/REQEunbtipEjR2LNmjU4duwYxowZg8qVKxfpeCIiorKSk5MDjUZTpq+p0WhgZmaGjIwM5OTklOlrlwfsX/EVp3cKhQJyubzEry1pmO3SpQu6dOlS5P2XLl0KT09PzJ8/HwBQu3ZtnD17Ft9++y3DLBERGY0nT57gwYMHEEWxTF9XFEW4uLjg/v37nEu9GNi/4itO7wRBgLu7OypVqlSi1zap2QxOnDiBjh075tnWqVMnLF++HBqNpsC75zIzM5GZmal7nJKSAuDZvyDK+l/M+sqtz9jrNEbsXcmwfyXD/hVfeehdTk4O7t+/D0tLSzg4OJRpKBJFEWlpabC0tGQYKwb2r/j07Z0oikhMTMT9+/fh4+OT7wqtPn8GmFSYjY2NhbOzc55tzs7OyM7ORkJCAlxdXfMdM2vWLMyYMSPf9r1798LCwqLUajWk0NBQqUswWexdybB/JcP+FZ8p987MzAwuLi6wt7eXJJQrlUqT/seA1Ni/4tO3dyqVCvHx8di3bx+ys7PzPJeenl7k85hUmAXyzzeW+xVOYf8KmDJlCiZOnKh7nDsJb8eOHU1intnQ0FB06NCB893pib0rGfavZNi/4isPvcvIyMD9+/dhZWUFtVpdpq+duwQol2wvHvav+IrTu4yMDJibm6NVq1b5fq/kfpNeFCYVZl1cXBAbG5tnW1xcHMzMzODg4FDgMSqVCiqVKt92hUJhMn9QmlKtxoa9Kxn2r2TYv+Iz5d7l5ORAEATIZLKXrilvaFqtFgB0r0/6Yf+Krzi9k8lkEAShwN/v+vz+N6n/U0FBQfm+etq7dy8aN25ssn/oEREREVHxSRpmnzx5grCwMISFhQF4NvVWWFgYIiMjATwbIjBo0CDd/qNGjcK9e/cwceJEXL16FSEhIVi+fDkmTZokRflERESlJkcr4sTtRPweFoUTtxORoy3bmRHKire3t26WIkPuWx78ew7+u3fvQhAEXWaif0gaZs+ePYuGDRuiYcOGAICJEyeiYcOG+PzzzwEAMTExumALAD4+Pti9ezcOHjyIBg0a4IsvvsCCBQs4LRcREZUrey7H4JXZ+9Hvp5MYvyEM/X46iVdm78eeyzGl9ppDhgyBIAi6r32rVq2KSZMmIS0trdReEwDOnDmDd955x+D7lkTbtm11vVAqlfD19cWUKVPyzI5krG7duoWhQ4fC3d0dKpUKPj4+6NevH86ePSt1aaVG0jGzrVu3fuEcfCtXrsy3LTg4GOfPny/FqoiIiKSz53IMRq85j//+7RibnIHRa85jycBG6Oyff/YeQ+jcuTNWrFgBjUaDI0eOYMSIEUhLS8OSJUvy7VvYlJj6qly5cqnsW1IjR47EzJkzkZWVhTNnzmDo0KEAns2SZKzOnj2Ldu3awd/fH8uWLUOtWrWQmpqK33//HR9++CEOHTpUrPP+exy4MTLOqsqRivI1ERERFUwURaRnZRfpJzVDg2nbr+QLsgB026ZvD0dqhqbQczzNytH9Wt9FG1QqFVxcXODh4YH+/ftjwIABuq+5p0+fjgYNGiAkJARVq1aFSqWCKIpITk7GO++8AycnJ1hbW6Nt27a4ePFinvNu374djRs3hlqthqOjI9544w3dc/8dOjB9+nR4enpCpVKhSpUqGDduXKH7RkZGokePHqhUqRKsra3Ru3dvPHz4MM+5GjRogNWrV8Pb2xs2Njbo27cvUlNTX9oLCwsLuLi4wNPTE2+++SY6dOiAvXv36p4XRRFz5sxB1apVYW5ujvr162PTpk15znHlyhV069YN1tbWsLKyQsuWLXH79m0Az64yd+jQAY6OjrCxsSnxxTpRFDFkyBBUr14dR44cQbdu3eDr64sGDRpg2rRp+P333wEABw8ehCAIePz4se7YsLAwCIKAu3fvAnh2MdHW1hY7d+6En58fVCoVfvrpJ6jV6jzHAcC4ceMQHByse3z8+HG0atUK5ubm8PDwwLhx40r96r5JzWZgavZcjsGMHeGISc7QbXO1UWNad79S+1c1EREZl6eaHPh9/qdBziUCiE3JQN3pe1+6LwCEz+wEC2Xx/6o3NzfPM2/orVu38Ouvv2Lz5s26Se67desGe3t77N69GzY2Nli2bBnatWuHGzduwN7eHrt27cIbb7yBqVOnYvXq1cjKysKuXbsKfL1Nmzbhu+++w4YNG1CnTh3ExsbmC8a5RFHE66+/DktLSxw6dAjZ2dkYM2YM+vTpg4MHD+r2u337NrZt24adO3fi0aNH6N27N7755ht89dVXRe7DxYsXcezYMXh7e+u2ffrpp9iyZQuWLFmC6tWr4/Dhwxg4cCAqV66M4OBgREVFoVWrVmjdujX2798Pa2trHDt2TDefampqKgYPHowFCxYAAObOnYuuXbvi5s2bsLKyKnJtucLCwnDlyhWsW7euwCuotra2ep0vPT0ds2bNws8//wwHBwe4u7tj2rRp2Lx5M4YPHw7g2RXbX3/9FTNnzgTwLLx36dIFX3zxBZYvX474+HiMHTsWY8eOxYoVK/R+T0XFMFtKpPyaiIiIqKROnz6NdevWoV27drptWVlZWL16te7r/v379+PSpUuIi4vTTYP57bffYtu2bdi0aRPeeecdfPXVV+jbt2+eBYzq169f4GtGRkbCxcUF7du3h0KhgKenJwIDAwvc96+//sLff/+NiIgIeHh4AABWr16NOnXq4MyZM2jSpAmAZ1NGrVy5UhcQ3377bezbt++lYXbx4sX4+eefodFokJWVBZlMhkWLFgEA0tLSMG/ePOzfvx9BQUEAgKpVq+Lo0aNYtmwZgoODsWjRItjY2GDDhg264Rg1atTQnb9t27Z5Xm/ZsmWws7PDoUOH8Oqrr76wtoLcvHkTAFCrVi29jy2IRqPB4sWL8/y/6tOnD9atW6cLs/v27cOjR4/w1ltvAQAWLlyIfv36YcKECQCA6tWrY8GCBQgODsaSJUtKbd5lhtlSkKMVMWNHeKFfEwkAZuwIRwc/F8hlnJSZiKg8M1fIET6zU5H2PR2RhCErzrx0v5VDmyDQxz7fdq1Wi9SUVFhZW0Emk8FcIS/g6MLt3LkTlSpVQnZ2NjQaDXr06IGFCxfqnvfy8sozbvXcuXN48uRJvrnenz59qvs6PSwsDCNHjizS67/11luYP38+qlatis6dO6Nr167o3r07zMzyx5WrV6/Cw8NDF2QBwM/PD7a2trh69aouzHp7e+e50unq6oq4uDgAwNq1a/Huu+/qntu1a5cuvA0YMABTp05FSkoKZs+eDWtra90N5+Hh4cjIyECHDh3y1JSVlaW7qT0sLAwtW7YsdFxxXFwcPv/8c+zfvx8PHz5ETk4O0tPT89z4ro+XLSKlL6VSiXr16uXZNmDAAAQFBSE6OhpVqlTB2rVr0bVrV9jZ2UGr1eLixYu4c+cO1q1bl6curVaLiIgI1K5d2yC1/RfDbCk4HZGUZ2jBf4kAYpIz8MnWS2hVvTK8HS3g7WAJSxX/dxARlTeCIBT5q/6W1SvD1UaN2OSMAi+ICABcbNRoWb1ygRdDtFotspVyWCjNinWzTps2bbBkyRIoFApUqVIlXxCztLTM93qurq55vtbPlfu1trm5eZFf38PDA9evX0doaCj++usvjBkzBv/73/9w6NChfLWIolhgcPvv9v8eJwiCboL/1157DU2bNtU95+rqqhtWYWNjg2rVqgEA1qxZgzp16mD58uUYPny47vhdu3bBzc0tz/lzr1C/7H0PGTIE8fHxmD9/Pry8vKBSqRAUFISsrKwXHleY3Ku+V69eRYMGDQrdL/dz8e/x1AUtQWtubp6vv4GBgfD19cWGDRswevRobN26Nc/wAa1Wi3feeQfjx4/Pdz5PT0+93o8+mJ5KQVxq4UH23zaeuY+NZ+7rHjtZqeDtaImqjpbwdrSEh60K0elAhiaHi0IQEVUAcpmAad39MHrNeQhAnkCbGyumdfcrtW/1LC0tdQGuKBo1aoTY2FiYmZnlGU/6b/Xq1cO+fft0swG8jLm5OV577TW89tpreO+991CrVi1cunQJjRo1yrOfn58fIiMjcf/+fd3V2fDwcCQnJxf5CqCVlVWeq7ZarbbAYKdQKPDJJ59gypQp6Nevn+6mqMjIyDw3P/33fa9atarQWR+OHDmCxYsXo2vXrgCA+/fvIyEhoUh1F6RBgwbw8/PD3Llz0adPn3z/mHn8+DFsbW11V9ZjYmJgZ2cHAHrNXdu/f3+sXbsW7u7ukMlk6Natm+65evXqITw8XK/PkCEwzJYCJ6uijQlpWc0RT7KycTchDY/SNYhLzURcaiZORyT9ay8zzL64D1Vs1PB+HnJ9HJ7/19ECHvYWUJnp9zVSYXK0Ik5HJCEuNQNOVmoE+thzGAQRURnr7O+KJQMb5buB2MUIbyBu3749goKC8Prrr2P27NmoWbMmoqOjsXv3brz++uto3Lgxpk2bhnbt2sHX1xd9+/ZFdnY2/vjjD3z88cf5zrdy5Urk5OSgadOmsLCwwOrVq2Fubg4vL68CX7tevXoYMGAA5s+fr7sBLDg4GI0bNzb4e+3fvz8++eQTLF68GJMmTcKkSZPwwQcfQKvV4pVXXkFKSgqOHz+OSpUqYfDgwRg7diwWLlyIvn37YsqUKbCxscHJkycRGBiImjVrolq1ali9ejUaN26MlJQUfPTRR3pdxf4vQRCwYsUKtG/fHq1atcInn3yCWrVq4cmTJ9ixYwf27t2LQ4cOoVq1avDw8MD06dPx5Zdf4ubNm5g7d26RX2fAgAGYMWMGvvrqK/Tq1SvPONjx48ejY8eOeO+99zBy5EhYWlri6tWrCA0NzTNcxdAYZktBoI99kb4mWjksUBcWk9M1iEhMw92ENNxJePbfiIQnuBWbjKc5AqKTMxCdnIHjtxPznEsmAFVszeHjaAkfR0t4Ozz/r6Ml3O3MoZAX7WsmzrxARGQ8Ovu7ooOfi9FfYBAEAbt378bUqVMxbNgwxMfHw8XFBa1atYKzszOAZ3PK//bbb/jiiy/wzTffwNraGq1atSrwfLa2tvjmm28wceJE5OTkoG7dutixY0e+Mbm5r71t2za8//77aNWqFWQyGTp37lxqoUmpVGLs2LGYM2cORo0ahS+++AJOTk6YNWsW7ty5A1tbWzRq1AiffPIJAMDBwQH79+/HRx99hODgYMjlcjRo0AAtWrQAAISEhOCdd95Bw4YN4enpia+//rrEK5oGBgbi7Nmz+OqrrzBy5EgkJCTA1dUVzZs3101pplAosH79eowePRr169dHkyZN8OWXX+pu4nqZ6tWro0mTJjhz5ky+1dj8/f1x4MABfPbZZ2jZsiVEUYSvry/69OlTovf1MoKo7yR0Ji4lJQU2NjZITk6GtbV1qb1O7mwGQMFfExVlNgONRoNdu3ajWev2iErORERC+rOQ+zz03k1IQ1pWTqHHy2UCPOzMn13R/VfI9XGwhJudue4PxcJmXtCnVmOj0Wiwe/dudO3alUM0ioH9Kxn2r/jKQ+8yMjIQEREBHx+fUrt7uzBarRYpKSmwtrY22gnujRn7V3zF6d2Lfq/ok9d4ZbaUGOprIkEAHCyVcLG1RIBX3jtXRVFE/JNM3H0ecnOv6N5NfPaTodHibmI67iamA4jPc6xCLsDD3gI+DhY4eSeJMy8QERGRSWKYLUWl/TWRIAhwslLrzvtvWq2Ih6kZiEhIexZ2E9Oe/zoN95LSkZWtxZ34NNyJf/GqHLkzL/x5JRZd/F0MNuUHERERkSEwzJYyuUxAkG/+sT6lTSYT4GpjDlcbczT3zftcjlZETPJT3E1Ix+9hUfjt3IOXnm/M2vOwtVCghrMVarlY/fNfFytYq03zq0AiIiIyfQyzFZBcJsDdzgLudhaQy4QihVkBwON0DU5HJP1ntgWgio0aNZ8H29ygW82pksFmWSAiIiIqDMNsBVfUmRf+mhiMiIQ0XI9NxY2Hqbj2/L8xz2dZiE7OwIHr/4zLlcsEeDtYoJaLNWo4W6Gmy7MfT3sLvYdZcMowIjJFFez+aiK9Ger3CMNsBVfUCbotVWbwd7OBv5tNnuOT0zW4Efc83Mam4npsKq7FpiAlIxu349NwOz4Nuy7F6PZXK2So7vQ83P4r5DpZqQocj8spw4jI1Mjlz76VysrKKtG8oUTlXe5qZ7m/Z4qLYZZKNPOCjYUCTbzt0cT7nxvQRFHEw5RMXH+YiuuxKbqruDcfPkGGRotLUcm4FJWc5zwFjceNTErHh79ezHfFODY5A6PXnDfJKcOIqPwzMzODhYUF4uPjoVAoynSKJ61Wi6ysLGRkZHBqqWJg/4pP395ptVrEx8fDwsICZmYli6MMswTAsDMvCIIAFxs1XGzUCK5RWbc9RyviXuKzoQrPgu6z/95NSCt0PG5BOGUYERkzQRDg6uqKiIgI3Lt3r0xfWxRFPH36FObm5px9phjYv+IrTu9kMhk8PT1L3GuGWdIp7ZkX5DIBVStXQtXKldCl7j9XVDM0ObgV9yTPeNxLUY+RlJZ/fexcuVOGrTwegf6BXjBX8mYzIjIeSqUS1atX132NWlY0Gg0OHz6MVq1ameyiE1Ji/4qvOL1TKpUGuQLOMEuSUyvk+cbj/h4WhfEbwl567Bc7r+Lr3ddQ29UKjTzt0NDTFo087eBqxT+EiEhaMpmszFcAk8vlyM7OhlqtZhgrBvav+KTsHcMsGSUnq6L9BWBnocCjdA0uR6XgclQKfjnx7Cs9B0slXJUy3K8UgQBvB9T3sIGFkh93IiKi8oZ/u5NRKuqUYUc+boOHqZm4EPkI5+89xvnIR7gSnYzEtCwkpslwOfQmgJuQywTUcsl79dbLwYJjooiIiEwcwywZpaJOGWYml8HN1hxutuZ4tV4VAM/G4P4dmYR1e08go1IVhN1PRmxKBq5Ep+BKdApWn/zn6m1DT1s0fB5w67vbwlL18t8SnPeWiIjIeDDMktEq7pRhaoUcDT1tEVNFRNeu9aFQKBCT/FR35fZ85CNciUpBYloW/roah7+uxgEAZAJQy8Uajbxs0dDDDo287OD9n6u3nPeWiIjIuDDMklEz1JRhrjbm6FbPHN3qPQucmdk5uBKdgvP3HuFC5GNciHyE6OQMhMekIDwmBWtORgIA7C2VaOhhi4aetsjOEfH9vpuc95aIiMiIMMyS0SuNKcNUZnI08rRDI0873bbY5IxnV27vPcKF+49xKSoZSWlZ2HctDvuuxRV6Ls57S0REJB2GWaLnXGzU6FrXFV3r/nP1Njw6BecjHyM0PBYn7xS+oEPuvLc7LkahRwM33lhGRERURhhmiQqhMpM/vznMDo6VlC8Ms7kmbLyIb/64jqZV7dHUxwFNq9qjqqMlwy0REVEpYZglKoKiznsrlwGxKRn4PSwav4dFAwAqW6kQ6GOPZj72aFrVAdWdKjHcEhERGQjDLFERFHXe29APgvH3g8c4GZGEU3cSceH+Y8SnZmLX3zHY9XcMgGc3lQV62+uu3tZysYKM42yJiIiKhWGWqAiKOu9tJbUZmldzRPNqjgCezXl78f5jnIpIwqmIRJy79whJaVnYcyUWe67EAgBszBUI9LFHUx97NKvqgNqu1kW+iYxz3hIRUUXHMEtURMWZ91atkKNpVQc0reoAoDqysrW4FPUYJ+8k4VREEs7dTULyUw1Cwx8iNPwhAMBKbYYm3s/CbdOqDvCvYg0zuSzfuTnnLREREcMskV5KOu+t0kyGAC97BHjZ4702QHaOFpejU3DqTiJO3knE2buPkJqRjf3X4rD/+XRglko5Arxzr9zao66bLfZfe4jRa85zzlsiIqrwGGaJ9GTIeW/N5DI08LBFAw9bvBvsixytiPDoFJyKSMTJO0k48/zK7eEb8Th8Ix4AoDaTQSuiwLG7nPOWiIgqGoZZIiMilwmo626Duu42GNGyKrRaEddiU3EqIhGn7iTh9N0kJKVlvfAcuXPeno5IMvhiE0RERMaGYZbIiMlkAvyqWMOvijWGtvCBVivipyN3MOuPay899uL9x2hW1Z7TgBERUbnGMEtkQmQyAfXcbYu07zd7rmHd6Ui0r+2MDn7OaOJtV+CNZERERKaMYZbIxLxszlsAUJnJoBVFRCalI+RYBEKORcDWQoG2NZ3Q3s8ZrWpURiUVf/sTEZHp499mRCamKHPeft+3AVrVqIzDNxIQGv4Q+689xKN0DbZciMKWC1FQymVoXs0BHfyc0b62M5yti7bCGRERkbFhmCUyQUWd87azvws6+7sgO0eL85GPERoei9Dwh7ibmI6D1+Nx8Ho8pm69jPruNujg54wOfi6o4VxJqrdFRESkN4ZZIhOlz5y3ZnIZAn3sEehjj0+61satuCfYG/4Qf119iAuRj3HxQTIuPkjGt3tvwNPeAm1rOqJSsoDsHC0UCgneHBERURExzBKZsOLMeSsIAqo7W6G6sxXea1MNcakZ2Hc1DqHhD3H0VgIik9Kx8kQkADnWzD6EtrWKNs6WS+sSEZEUGGaJKjgnKzX6BXqiX6An0rOycfhGAv68EoO9l6Lw+GnRxtlyaV0iIpIKwywR6VgozdDZ3wXtajqgpSoSLnWCcOD5TWSFjbM1V5rhy53hXFqXiIgkwTBLRAWSC0ATbzs0r+70wnG2heHSukREVBYYZonopQobZ/vrmfu4cP9xocdxaV0iIiptXA6IiPSWO852SAvvIu1//WFK6RZEREQVFsMsERWbk1XRFluYvj0cfX88gV/P3EdKhqaUqyIiooqEwwyIqNiKsrSuUi4gK0fEyTtJOHknCZ/9fhnt/ZzxRkM3tKpRGQo5/01NRETFxzBLRMVWlKV1F/RriLrutth2IQpbL0ThVtwT7Po7Brv+joG9pRLd67ni9YZuaOBhC0HgTWJERKQfhlkiKpGiLq37XptqGNPaF1eiU7DlfBS2X4xGwpNMrDpxD6tO3ENVR0u83tANrzdwg6eDhVRvh4iITAzDLBGVWFGX1hUEAf5uNvB3s8EnXWvh6K0EbL0QhT+vxOJOQhrmhd7AvNAbaOxlh56N3NCtritsLZQSvSsiIjIFDLNEZBD6Lq1rJpehdU0ntK7phCeZ2fjzciy2hUXh2K0EnL33CGfvPcKM7eFoU6syejZ0Q5taTlCZyUvxHRARkSlimCUiyVVSmeHNAHe8GeCOhykZ2B4WjS0XonA1JgV/XnmIP688hLXaDN3qVcEbjdzQ2Muu0PG1OVrxpVeIiYio/GCYJSKj4mytxshWVTGyVVVci03B1gtR+P1CNGJTMrD+dCTWn46Eu505ejZ0w+sN3eBbuZLu2D2XY/KN3XX9z9hdIiIqXxhmicho1XKxxpQu1vi4Uy2cvJOIrRei8MelGDx49BQL99/Cwv23UN/dBj0busFSZYaPN/2db4qw2OQMjF5zHksGNmKgJSIqhxhmicjoyWUCWlRzRItqjviihz9Crz7E1vMPcPhmAi4+SMbFB8mFHivi2TRhM3aEo4OfC4ccEBGVMwyzRGRSzJVyvFa/Cl6rXwXxqZnY+Xc0Vp+4hzsJaYUeIwKISc7A6YgkvW5SIyIi48eld4jIZFW2UmFoCx+Mb1+9SPvHpWa8fCciIjIpDLNEZPKcrNRF2u/ozQTEp2aWcjVERFSWGGaJyOQF+tjD1UaNl42G/e3cA7T4Zj8m/hqGy1GFj7MlIiLTwTBLRCZPLhMwrbsfAOQLtMLzn2EtvNHAwxZZOVpsOR+FVxceRa8lx7Hz72hocrRlXTIRERkIbwAjonKhs78rlgxslG+eWZf/zDN7IfIRVh6/i11/x+hWGnO1UWNgMy/0C/SEvSWXzyUiMiUMs0RUbnT2d0UHP5cXrgDW0NMODT3t8EnX2lh7KhLrTt1DTHIG/vfndSzYdxOvN3DD4Obe8KtiLeE7ISKiomKYJaJyRS4TijT9lrO1GhM71MB7bXyx82IMVhyPwOWoFGw8ex8bz95HUx97DG3hjfa1nWEm54gsIiJjJfmf0IsXL4aPjw/UajUCAgJw5MiRF+6/aNEi1K5dG+bm5qhZsyZ++eWXMqqUiMojlZkcbwa4Y8fYV7B5dBC61XOFXCbgVEQSRq05j+D/HcSyQ7fxOD1L6lKJiKgAkl6Z3bhxIyZMmIDFixejRYsWWLZsGbp06YLw8HB4enrm23/JkiWYMmUKfvrpJzRp0gSnT5/GyJEjYWdnh+7du0vwDoiovBAEAQFe9gjwskdM8lOsOXkP605FIurxU8z64xq+++sG3mjkjiHNvVHD2UrqcomI6DlJw+y8efMwfPhwjBgxAgAwf/58/Pnnn1iyZAlmzZqVb//Vq1fj3XffRZ8+fQAAVatWxcmTJzF79uxCw2xmZiYyM/+ZVzIlJQUAoNFooNFoDP2WDCq3PmOv0xixdyVT0fvnaGGGCW19MaqlN3b8HYtfTtzDtYdPsO5UJNadikTzqvYYFOSJ1jUqF7g8bkXvX0mwdyXD/pUM+1d8hu6dPucRRFEUDfKqesrKyoKFhQV+++039OzZU7d9/PjxCAsLw6FDh/IdExAQgK5du+KLL77QbZsyZQrmzp2LtLQ0KBSKfMdMnz4dM2bMyLd93bp1sLCwMNC7IaLyTBSB2ynAoVgZLiUJEJ9PAOagEtHSRYtmTiLMC7g0oBWB2ykCUjSAtQLwtRZRQPYlIqL/SE9PR//+/ZGcnAxr6xffkCvZldmEhATk5OTA2dk5z3ZnZ2fExsYWeEynTp3w888/4/XXX0ejRo1w7tw5hISEQKPRICEhAa6urvmOmTJlCiZOnKh7nJKSAg8PD3Ts2PGlzZGaRqNBaGgoOnToUGBQp8KxdyXD/hVsHICox0+x5tR9/Hr2ARIzsrHtnhx7Y+R4o2EVvN3UE1UrW0Kj0eDbDX9hV6wFHqb8882Qi7UKn3athU51nAt/kQqOn72SYf9Khv0rPkP3Lveb9KKQfDYDQch7mUIUxXzbcn322WeIjY1Fs2bNIIoinJ2dMWTIEMyZMwdyubzAY1QqFVQqVb7tCoXCZD6oplSrsWHvSob9y8+7sgKfvloHEzvWxLYL0Vh5PAI3Hj7BmlP3sebUfQTXqAw/10oIuSEDkHfp3IcpmXh/w0UsGdhIN+8tFYyfvZJh/0qG/Ss+Q/VOn3NINpuBo6Mj5HJ5vquwcXFx+a7W5jI3N0dISAjS09Nx9+5dREZGwtvbG1ZWVnB0dCyLsomIAAAWSjP0b+qJPye0wroRTdG+tjMEATh0Ix5LDkUUeEzumK4ZO8KRo5VkhBcRUbkjWZhVKpUICAhAaGhonu2hoaFo3rz5C49VKBRwd3eHXC7Hhg0b8Oqrr0Imk3yWMSKqgARBQPNqjvh5cGMcmtQGXf1dcp8pcH8RQExyBk5HJJVZjURE5ZmkwwwmTpyIt99+G40bN0ZQUBB+/PFHREZGYtSoUQCejXeNiorSzSV748YNnD59Gk2bNsWjR48wb948XL58GatWrZLybRARAQA8HSzQyd8Fuy8XPO7/3+JSM166DxERvZykYbZPnz5ITEzEzJkzERMTA39/f+zevRteXl4AgJiYGERGRur2z8nJwdy5c3H9+nUoFAq0adMGx48fh7e3t0TvgIgoLycrdZH2S8vMLuVKiIgqBslvABszZgzGjBlT4HMrV67M87h27dq4cOFCGVRFRFQ8gT72cLFWITYlA4UNNQCAT7Zexp4rD/Fea18E+tgXeuMrERG9GAeaEhEZkFwm4NOutQDkj7K5jwO97SATgMM34tHnx5PotfQE9l97CImm/SYiMmkMs0REBtapjjOG1dDC2TrvtIAuNmosHdgIv45qjoOT2mBAU08o5TKcu/cIw1aeRZfvj2D7xWjOdEBEpAfJhxkQEZVH9R1EfDygFS48SEVcagacrNQI9LHXLX/r6WCBr3rWxfh21bH8aATWnLyHa7GpGLf+AubuvY5Rwb54o5EbVGYFz6FNRETPMMwSEZUSuUxAkK/DC/dxslZjStfaGN3aF7+cuIcVxyJwLzEdU7Zcwvy/bmBky6roF+gJSxX/uCYiKgiHGRARGQFbCyXGtauOY5Pb4rNX/eBircbDlEx8uesqWszej/l/3cDj9CypyyQiMjoMs0RERsRCaYbhr/jg0MetMfvNuvB2sMDjdA3m/3UTLb7Zj693X0VcCueoJSLKxTBLRGSEVGZy9GniiX0ftsbCfg1R29UaaVk5+PHwHbwy+wCmbLmEe4lpUpdJRCQ5hlkiIiMmlwnoXr8Kdo97BSuGNEFjLztk5Wix/nQk2nx7EOPWX8C12BSpyyQikgzvKCAiMgGCIKBNLSe0qeWE0xFJWHzwFg5ej8f2i9HYfjEa7Ws7YXTragjwspO6VCKiMsUwS0RkYgJ97BHoE4jLUclYcug2dl+KwV9X4/DX1Tg0q2qPMa2roWV1R64qRkQVAsMsEZGJ8nezwaL+jXAn/gmWHbqDLRce4OSdJJy8cxp13WzwXhtfdPRzgUz2T6jN0Yo4HZFU4Ny3RESmiGGWiMjEVa1cCbN71cP49tXx05E7WH86EpeikjFqzXn4VrbE6NbV0KNBFey7+hAzdoQjJvmf2RBcbdSY1t0Pnf1dJXwHRETFxxvAiIjKiSq25pjWvQ6O/V9bvN+2GqzVZrgdn4ZJv11E06/2YdSa83mCLADEJmdg9Jrz2HM5RqKqiYhKhmGWiKiccaikwocda+LY5LaY3KUWHCyVSCpkwQXx+X9n7AhHjlYscB8iImPGMEtEVE5ZqRUYFeyLeX3qv3A/EUBMcgZORySVTWFERAbEMEtEVM49TtcUab+4VK4sRkSmh2GWiKicc7JSF2k/DjMgIlPEMEtEVM4F+tjD1UaNl03A9dFvFzFzRziSi3gll4jIGDDMEhGVc3KZgGnd/QAgX6DNfVzXzRo5IhByLALB3x7AquN3ocnRlmmdRETFwTBLRFQBdPZ3xZKBjeBik3fIgYuNGksHNsKO91vil2GBqOFcCY/TNZi2/Qq6fH8EB6/HSVQxEVHRcNEEIqIKorO/Kzr4uRS6AlirGpWx27cl1p+5j3l7r+NW3BMMWXEGrWtWxqfdaqOak5XE74CIKD+GWSKiCkQuExDk61Do82ZyGd5u5oXX6lfBD/tvYuXxuzh4PR5HbiZgYFNPTGhfA3aWyjKsmIjoxTjMgIiI8rExV2BqNz/s/SAYHfyckaMVserEPQT/7wBCjkZwPC0RGQ2GWSIiKpSPoyV+GtQY60Y0RS0XK6RkZGPmznB0mn8Y+64+hChyOi8ikhbDLBERvVTzao7YNa4lZr1RF46VlLgTn4bhq85iUMhpXI9Nlbo8IqrAGGaJiKhI5DIB/QI9cWBSa4wK9oVSLsORmwno8v1hTN16CYlPMqUukYgqIIZZIiLSi5VagcldauGvicHo4u8CrQisPRWJ1v87iJ8O30FWNsfTElHZYZglIqJi8XSwwJKBAdjwTjPUqWKN1MxsfLX7Kjp+dwh/XonleFoiKhMMs0REVCLNqjpg+9hXMKdXPVS2UuFuYjreXX0O/X86hfDoFKnLI6JyjmGWiIhKTC4T0LuxBw5Mao2xbapBaSbDiTuJ6LbwCKZs+RvxqRxPS0Slg2GWiIgMppLKDJM61cS+icF4tZ4rRBFYf/o+2nx7EEsO3kaGJkfqEomonGGYJSIig/Owt8AP/Rth06gg1He3wZPMbMzecw0dvjuE3Zdi8oynzdGKOHE7Eb+HReFURBK0HGpLRHrgcrZERFRqGnvbY+uYFtgWFoXZe67hftJTjFl7HoHe9vjsVT9EPU7HjB3hiEnO0B1jq5RD4f0QrzZwl7ByIjIVDLNERFSqZDIBbzRyR2d/Fyw7dAfLDt/G6btJ6P7D0QL3f5wFvL/hIszM5Ojs71rG1RKRqeEwAyIiKhMWSjN80KEG9n/YGj3qvyikCgCAGTvCkcMxB0T0EgyzRERUpqrYmqNvoNcL9xEBxCRn4HREUtkURUQmi2GWiIjKXFxqxst30mM/Iqq4GGaJiKjMOVmpDbofEVVcDLNERFTmAn3s4Wqjfj46tnBXY5Kh5bhZInoBhlkiIipzcpmAad39AKCAQPtPeJ258yoGrziN2GQONyCigjHMEhGRJDr7u2LJwEZwsck7lMBWCSzsWw8ze9SBWiHDkZsJ6PjdIfweFiVRpURkzDjPLBERSaazvys6+LngdEQS4lIz4GBhhvjwk+hcxwUKhQItqjli4sYwXHyQjPEbwhAa/hBfvu4PWwul1KUTkZHglVkiIpKUXCYgyNcBPRq4oamPPWT/GnfgW7kSNo1ujgntq0MuE7Dz7xh0mn8Yh2/ES1cwERkVhlkiIjJqCrkME9rXwJbRzVHV0RIPUzIxKOQ0Pv/9Mp5m5UhdHhFJjGGWiIhMQn0PW+wa1xKDg54tuPDLiXvotuAILt5/LG1hRCQphlkiIjIZ5ko5ZvTwxy/DAuFsrcKdhDS8seQ4vgu9AU2OVuryiEgCDLNERGRyWtWojD8ntEL3+lWQoxXx/b6b6LXkOG7HP5G6NCIqYwyzRERkkmwtlFjYryG+79sA1mozXHyQjG4LjmDV8btcaIGoAmGYJSIik9ajgRv+/KAVWlZ3RIZGi2nbr3ChBaIKhGGWiIhMnquNOVYNDcT07n5QmT1baKHT/MPYfjFa6tKIqJQxzBIRUbkgkwkY0sIHu8a1RD13GyQ/1WDc+gt4f/0FJKdrpC6PiEoJwywREZUr1ZwqYfPo5hjf7tlCCzsuRqPT/MM4cpMLLRCVRwyzRERU7ijkMnzQoQY2P19oITYlA28vP41pXGiBqNxhmCUionKrwfOFFgY9X2hh1Yl76LaQCy0QlScMs0REVK6ZK+WY2cMfq4YFwslKhTvxzxZamP/XPwst5GhFnLidiN/DonDidiJyOLUXkckwk7oAIiKishBcozL2ftAKn267jJ1/x2D+Xzdx4FocejZyw7JDdxDzr6m8XG3UmNbdD539XSWsmIiKgldmiYiowrC1UOKH/o3yLLQwfXt4niALALHJGRi95jz2XI6RqFIiKiqGWSIiqnB6NHDD7vEtoZQX/Ndg7iCDGTvCOeSAyMgxzBIRUYV0P+kpsp6PmS2ICCAmOQOnI5LKrigi0hvDLBERVUhxqUVb7rao+xGRNBhmiYioQnKyUht0PyKSBsMsERFVSIE+9nC1UUN4wT4yAdByzCyRUWOYJSKiCkkuEzCtux8AFBpotSLwdsgpLDpwi6GWyEhJHmYXL14MHx8fqNVqBAQE4MiRIy/cf+3atahfvz4sLCzg6uqKoUOHIjExsYyqJSKi8qSzvyuWDGwEF5u8QwlcbdT4vm8DvNnIHVoR+N+f1zFs1Rk8SsuSqFIiKoykiyZs3LgREyZMwOLFi9GiRQssW7YMXbp0QXh4ODw9PfPtf/ToUQwaNAjfffcdunfvjqioKIwaNQojRozA1q1bJXgHRERk6jr7u6KDnwtORyQhLjUDTlZqBPrYQy4T0KOBG5r62OOz3y/j4PV4dFtwBD8MaIRGnnZSl01Ez0l6ZXbevHkYPnw4RowYgdq1a2P+/Pnw8PDAkiVLCtz/5MmT8Pb2xrhx4+Dj44NXXnkF7777Ls6ePVvGlRMRUXkilwkI8nVAjwZuCPJ1gFz2z8CD3k08sHVMC/g4WiI6OQO9l57A8qMREEUOOyAyBpJdmc3KysK5c+cwefLkPNs7duyI48ePF3hM8+bNMXXqVOzevRtdunRBXFwcNm3ahG7duhX6OpmZmcjMzNQ9TklJAQBoNBpoNBoDvJPSk1ufsddpjNi7kmH/Sob9Kz5j7V31yubY/G5TTN12BX9ceYgvdobj9J0EzOpZB1ZqhdTl6Rhr/0wF+1d8hu6dPucRRIn+aRkdHQ03NzccO3YMzZs3123/+uuvsWrVKly/fr3A4zZt2oShQ4ciIyMD2dnZeO2117Bp0yYoFAX/YTJ9+nTMmDEj3/Z169bBwsLCMG+GiIgqBFEEjsQK2HZPhhxRgKNaxNAaOXC3lLoyovIlPT0d/fv3R3JyMqytrV+4r6RjZgFAEPLeQyqKYr5tucLDwzFu3Dh8/vnn6NSpE2JiYvDRRx9h1KhRWL58eYHHTJkyBRMnTtQ9TklJgYeHBzp27PjS5khNo9EgNDQUHTp0KDSsU8HYu5Jh/0qG/Ss+U+hdNwD9HiRj3IaLiE7OwPfhSnzerRZ6B7gV+vdXWTGF/hkz9q/4DN273G/Si0KyMOvo6Ai5XI7Y2Ng82+Pi4uDs7FzgMbNmzUKLFi3w0UcfAQDq1asHS0tLtGzZEl9++SVcXV3zHaNSqaBSqfJtVygUJvNBNaVajQ17VzLsX8mwf8Vn7L1r7OOI3eNbYuKvF7H/Whw+/T0c5yOT8WVPf1goJb9OZPT9M3bsX/EZqnf6nEOyG8CUSiUCAgIQGhqaZ3toaGieYQf/lp6eDpksb8lyuRwAOBCfiIjKlK2FEj8Paoz/61wLcpmALRei0OOHY7gVlyp1aUQViqSzGUycOBE///wzQkJCcPXqVXzwwQeIjIzEqFGjADwbIjBo0CDd/t27d8eWLVuwZMkS3LlzB8eOHcO4ceMQGBiIKlWqSPU2iIiogpLJBIxu7Yt1I5rCyUqFm3FP8NoPx/B7WJTUpRFVGJJ+F9KnTx8kJiZi5syZiImJgb+/P3bv3g0vLy8AQExMDCIjI3X7DxkyBKmpqfjhhx/w4YcfwtbWFm3btsXs2bOlegtERERoWtUBu8a1xPgNF3D8diLGbwjDqYgkfP6qH9QKudTlEZVrkg/sGTNmDMaMGVPgcytXrsy37f3338f7779fylURERHpp7KVCquHN8X3f93AwgO3sO5UJC7ef4zFAxrBy4HTHRCVFsmXsyUiIiov5DIBEzvWxMqhgbCzUOBKdApeXXgUey7HvvxgIioWhlkiIiIDC65RGbvGtUSAlx1SM7Ixas05fLkzHJocrdSlEZU7DLNERESloIqtOTa80wwjW/oAAH4+GoE+y04g+vFTiSsjKl8YZomIiEqJQi7D1G5+WPZ2AKzUZjgf+RjdFhzBoRvxUpdGVG4wzBIREZWyTnVcsPP9V1CnijUepWswZMVpzN17HTlazpFOVFIMs0RERGXAy8ESm0c3x4CmnhBFYOH+Wxj48ynEpWZIXRqRSWOYJSIiKiNqhRxf9ayL7/s2gIVSjhN3EtFtwVGcvJModWlEJothloiIqIz1aOCG7WNboLpTJcSnZqL/Tyex+OAtaDnsgEhvDLNEREQSqOZkhd/HtsAbDd2gFYE5e65jxC9n8SgtS+rSiEwKwywREZFELJRmmNu7Pr55oy6UZjLsvxaHVxceRdj9x1KXRmQyGGaJiIgkJAgC+gZ6YuuY5vBysEDU46d4a+lxrDwWAVEUkaMVceJ2In4Pi8KJ24mcAYHoP8ykLoCIiIiAOlVssOP9V/B/m/7GH5djMX1HOLZfjEbU46d4mJKp28/VRo1p3f3Q2d9VwmqJjAevzBIRERkJa7UCiwc0wuev+kEmAOcjH+cJsgAQm5yB0WvOY8/lGImqJDIuDLNERERGRBAEDG7uDTsLZYHP5w4ymLEjnEMOiMAwS0REZHRORyQh8QWzGogAYpIzcDoiqeyKIjJSDLNERERGpqirgnH1MKJi3ACWk5ODlStXYt++fYiLi4NWq83z/P79+w1WHBERUUXkZKU26H5E5ZneYXb8+PFYuXIlunXrBn9/fwiCUBp1ERERVViBPvZwtVEjNjkDhY2KNZMJcLczL9O6iIyR3mF2w4YN+PXXX9G1a9fSqIeIiKjCk8sETOvuh9FrzkMACgy02VoRby09gVXDAlHTxaqsSyQyGnqPmVUqlahWrVpp1EJERETPdfZ3xZKBjeBik3cogauNGl+97o9qTpUQm5KBXkuP4+SdRImqJJKe3ldmP/zwQ3z//ff44YcfOMSAiIioFHX2d0UHPxecjkhCXGoGnKzUCPSxh1wmoFs9V4xYdRZn7z3CoOWnMa9PfXSqXVnqkonKnN5h9ujRozhw4AD++OMP1KlTBwqFIs/zW7ZsMVhxREREFZ1cJiDI1yHfdlsLJdaMaIrxGy7gzysP8f76C/ikS004SVAjkZT0DrO2trbo2bNnadRCREREelAr5Fg8IAAzdlzBLyfu4avd19HWVYbOXEyBKhC9w+yKFStKow4iIiIqBrlMwIzX6sDFRo05e65jf4wMkzZfwtzeDaE043TyVP7pHWZzxcfH4/r16xAEATVq1EDlyhynQ0REJAVBEDCmdTU4Wigweesl7Pg7Fknpp7FkYACs1YqXn4DIhOn9T7a0tDQMGzYMrq6uaNWqFVq2bIkqVapg+PDhSE9PL40aiYiIqAh6NqyCd2tpYamU49itRPReegIPU7hKGJVveofZiRMn4tChQ9ixYwceP36Mx48f4/fff8ehQ4fw4YcflkaNREREVES1bEWsHd4EjpVUuBabijcWH8etuFSpyyIqNXqH2c2bN2P58uXo0qULrK2tYW1tja5du+Knn37Cpk2bSqNGIiIi0kOdKtbYOqY5qjpaIurxU7y55ATO3k2SuiyiUqF3mE1PT4ezs3O+7U5OThxmQEREZCQ87C2waXRzNPS0RfJTDQb8fAp7LsdKXRaRwekdZoOCgjBt2jRkZPwzBufp06eYMWMGgoKCDFocERERFZ+9pRLrRjRD+9pOyMzWYvTac1h94q7UZREZlN6zGXz//ffo3Lkz3N3dUb9+fQiCgLCwMKjVavz555+lUSMREREVk7lSjqUDA/DZ71ew/nQkPvv9CmKSM/BRp5pcyZPKBb3DrL+/P27evIk1a9bg2rVrEEURffv2xYABA2Bubl4aNRIREVEJmMll+LqnP1xt1JgXegOLD95GbEoGZr9ZDwo556Il01aseWbNzc0xcuRIQ9dCREREpUQQBIxrVx0u1mpM2XoJW85HIT41E0sGBqCSqtjTzhNJrkif3u3bt6NLly5QKBTYvn37C/d97bXXDFIYERERGV7vJh6obKXCmLXnceRmAvr+eAIhQ5rAyUotdWlExVKkMPv6668jNjYWTk5OeP311wvdTxAE5OTkGKo2IiIiKgVtajlhwzvNMGzlGVyOSsEbi4/jl2GBqFq5ktSlEemtSANltFotnJycdL8u7IdBloiIyDTU97DF5tHN4eVggQePnuLNJcdxPvKR1GUR6c0go74fP35siNMQERFRGfJ2tMTm0c1Rz90Gj9I16P/TSfwV/hAAkKMVceJ2In4Pi8KJ24nI0YoSV0tUML1HfM+ePRve3t7o06cPAOCtt97C5s2b4erqit27d6N+/foGL5KIiIhKh2MlFdaPbIb31p3HwevxeGf1WfRt4okD1+MQk/zPnPKuNmpM6+6Hzv6uElZLlJ/eV2aXLVsGDw8PAEBoaCj++usv7NmzB126dMFHH31k8AKJiIiodFmqzPDToMbo3dgdWhFYdzoyT5AFgNjkDIxecx57LsdIVCVRwfQOszExMbowu3PnTvTu3RsdO3bExx9/jDNnzhi8QCIiIip9CrkMX/esi0oqeYHP5w4ymLEjnEMOyKjoHWbt7Oxw//59AMCePXvQvn17AIAoirwBjIiIyISdufsITzIL/7tcBBCTnIHTEUllVxTRS+g9ZvaNN95A//79Ub16dSQmJqJLly4AgLCwMFSrVs3gBRIREVHZiEvNePlOeuxHVBb0DrPfffcdvL29cf/+fcyZMweVKj2bky4mJgZjxowxeIFERERUNoq6cAIXWCBjoneYVSgUmDRpUr7tEyZMMEQ9REREJJFAH3u42qgRm5yBwkbFulirEOhjX6Z1Eb0Il7MlIiIiAIBcJmBadz+MXnMeAlBgoFUp5HiSkQ0bC0VZl0dUIC5nS0RERDqd/V2xZGAjzNgRnmd6LsdKSqRn5eBeYjr6/3wSa4Y3hZ2lUsJKiZ4pUpjVarUF/pqIiIjKn87+rujg54LTEUmIS82Ak5UagT72uPEwFQN/PoUr0Sno99NJrBnRFI6VVFKXSxWcQZazJSIiovJFLhMQ5OuAHg3cEOTrALlMQG1Xa2x8txmcrFS4FpuKPstO4GEKZzYgaekdZseNG4cFCxbk2/7DDz/wJjAiIqJyrpqTFTa+GwRXGzVux6ehz7ITiH78VOqyqALTO8xu3rwZLVq0yLe9efPm2LRpk0GKIiIiIuPl42iJX98NgrudOe4mpqP3shO4n5QudVlUQekdZhMTE2FjY5Nvu7W1NRISEgxSFBERERk3D3sLbHw3CN4OFnjw6Cn6LDuBiIQ0qcuiCkjvMFutWjXs2bMn3/Y//vgDVatWNUhRREREZPzcbM2x8d0g+Fa2RHRyBvosO4FbcalSl0UVjN6LJkycOBFjx45FfHw82rZtCwDYt28f5s6di/nz5xu6PiIiIjJiztZqbHw3CAN/PvX8prBnsxzUdrWWujSqIPQOs8OGDUNmZia++uorfPHFFwAAb29vLFmyBIMGDTJ4gURERGTcHCupsH5kMwxc/q9pu4Y3hb9b/mGJRIZWrKm5Ro8ejQcPHuDhw4dISUnBnTt3GGSJiIgqMDtLJdaNaIb6HrZ4nK5B/59O4kLkI6nLogqgWGE2Ozsbf/31F7Zs2QJRfLbYXXR0NJ48eWLQ4oiIiMh02FgosGZ4IBp72SElIxtvLz+NM3eTpC6Lyjm9w+y9e/dQt25d9OjRA++99x7i4+MBAHPmzMGkSZMMXiARERGZDiu1AquGBSKoqgOeZGZj0PLTOH6Lsx1R6dE7zI4fPx6NGzfGo0ePYG5urtves2dP7Nu3z6DFERERkemxVJkhZEgTtKzuiKeaHAxdeQaHbsRLXRaVU3qH2aNHj+LTTz+FUqnMs93LywtRUVEGK4yIiIhMl7lSjp8GNUa7Wk7IzNZi5Kqz2Hf1odRlUTmkd5jVarXIycnJt/3BgwewsrIySFFERERk+tQKOZYMDEDnOi7IytHi3dXn8MelGKnLonJG7zDboUOHPPPJCoKAJ0+eYNq0aejatashayMiIiITpzST4Yf+DdG9fhVka0WMXX8Bv4fxm1wyHL3nmZ03bx7atm0LPz8/ZGRkoH///rh58yYcHR2xfv360qiRiIiITJiZXIb5fRpAKZdh8/kHmLAxDFnZWrzV2EPq0qgc0DvMurm5ISwsDBs2bMC5c+eg1WoxfPhwDBgwIM8NYURERES55DIB/+tVD0ozAetP38dHm/6GJkdE/6aeUpdGJk6vYQYajQZVq1ZFREQEhg4dih9++AGLFy/GiBEjih1kFy9eDB8fH6jVagQEBODIkSOF7jtkyBAIgpDvp06dOsV6bSIiIio7MpmAr3vWxZDm3gCAT7ZewspjEdIWRSZPrzCrUCiQmZkJQRAM8uIbN27EhAkTMHXqVFy4cAEtW7ZEly5dEBkZWeD+33//PWJiYnQ/9+/fh729Pd566y2D1ENERESlSxAETOvuh3daVQUATN8Rjh8P35a4KjJlet8A9v7772P27NnIzs4u8YvPmzcPw4cPx4gRI1C7dm3Mnz8fHh4eWLJkSYH729jYwMXFRfdz9uxZPHr0CEOHDi1xLURERFQ2BEHAlC61MLZNNQDA17uvYeG+mxJXRaZK7zGzp06dwr59+7B3717UrVsXlpaWeZ7fsmVLkc6TlZWFc+fOYfLkyXm2d+zYEcePHy/SOZYvX4727dvDy8ur0H0yMzORmZmpe5ySkgLg2ZAJjUZTpNeRSm59xl6nMWLvSob9Kxn2r/jYu5Ixtf6Nb1sVZjJg/r5bmBt6A0+zsjGhna/BvgHWl6n1z5gYunf6nEcQRVHU5+Qvuwq6YsWKIp0nOjoabm5uOHbsGJo3b67b/vXXX2PVqlW4fv36C4+PiYmBh4cH1q1bh969exe63/Tp0zFjxox829etWwcLC4si1UpERESlZ1+UgO2RcgBA2ypavOaphUR5loxEeno6+vfvj+TkZFhbW79wX72vzBY1rBbVf//1JYpikf5FtnLlStja2uL1119/4X5TpkzBxIkTdY9TUlLg4eGBjh07vrQ5UtNoNAgNDUWHDh2gUCikLseksHclw/6VDPtXfOxdyZhq/7oCqHfiHr7cfR37o2Vw8/TGZ11qlvkVWlPtnzEwdO9yv0kviiKHWa1Wi7lz52Lbtm3QaDRo3749Pv/8c6jV6mIV6ejoCLlcjtjY2Dzb4+Li4Ozs/MJjRVFESEgI3n777XzL6v6XSqWCSqXKt12hUJjMB9WUajU27F3JsH8lw/4VH3tXMqbYvxGtqsFcpcDUrZex+mQksrXAV6/7QwRwOiIJcakZcLJSI9DHHnJZ6YZcU+yfsTBU7/Q5R5HD7OzZs/Hpp5+iXbt2MDc3x7x585CQkIAff/yxWEUqlUoEBAQgNDQUPXv21G0PDQ1Fjx49XnjsoUOHcOvWLQwfPrxYr01ERETGZ0BTLyjlMny8+W+sPx2JiPg03E1MQ2xKhm4fVxs1pnX3Q2d/VwkrJWNS5NkMVq5ciYULF2Lv3r34/fffsW3bNvzyyy/Qc8htHhMnTsTPP/+MkJAQXL16FR988AEiIyMxatQoAM+GCAwaNCjfccuXL0fTpk3h7+9f7NcmIiIi4/NWYw/M79MAMgE4GZGYJ8gCQGxyBkavOY89l2MkqpCMTZHD7L179/Dqq6/qHnfq1AmiKCI6OrrYL96nTx/Mnz8fM2fORIMGDXD48GHs3r1bNztBTExMvjlnk5OTsXnzZl6VJSIiKqderVcF1uYFf82cewltxo5w5GiLf0GNyo8iDzPIysrKs8qXIAhQKpV5pr0qjjFjxmDMmDEFPrdy5cp822xsbJCenl6i1yQiIiLjdToiCY/TC5+aSQQQk5yB0xFJCPJ1KLvCyCjpNZvBZ599lmc6q6ysLHz11VewsbHRbZs3b57hqiMiIqIKJy414+U76bEflW9FDrOtWrXKN/dr8+bNcefOHd1jqSY5JiIiovLDyapoMyUVdT8q34ocZg8ePFiKZRARERE9E+hjD1cbNWKTM1DYqFhnaxUCfezLtC4yTkW+AYyIiIioLMhlAqZ19wMAFPadrygi30wHVDExzBIREZHR6ezviiUDG8HFJu9QAicrFewtlIhLzcRbS47jTvwTiSokY6H3crZEREREZaGzvys6+LnkWwHsYUoGBi4/hTvxaei97AR+GdYUflWMe4l6Kj28MktERERGSy4TEOTrgB4N3BDk6wC5TEAVW3P8+m4Q/FytkfAkC31/PIHzkY+kLpUkwjBLREREJsexkgrr32mGAC87pGRkY+DPp3DsVoLUZZEEihVmHz9+jLlz52LEiBEYOXIk5s2bh+TkZEPXRkRERFQoG3MFVg8PRMvqjkjPysHQFWew90qs1GVRGdM7zJ49exa+vr747rvvkJSUhISEBHz33Xfw9fXF+fPnS6NGIiIiogJZKM3w8+DG6FTHGVk5Woxeex7bLkRJXRaVIb3D7AcffIDXXnsNd+/exZYtW7B161ZERETg1VdfxYQJE0qhRCIiIqLCqczkWNS/Ed5o6IYcrYgPfg3DmpP3pC6LyojesxmcPXsWP/30E8zM/jnUzMwMH3/8MRo3bmzQ4oiIiIiKwkwuw7dv1YelygyrT97Dp9suIzUjG6Nb+0pdGpUyva/MWltbIzIyMt/2+/fvw8rKyiBFEREREelLJhMws0cdjHkeYGfvuYb//XkNoljYOmJUHugdZvv06YPhw4dj48aNuH//Ph48eIANGzZgxIgR6NevX2nUSERERFQkgiDg48618H+dawEAFh24jenbr0CrZaAtr/QeZvDtt99CEAQMGjQI2dnZAACFQoHRo0fjm2++MXiBRERERPoa3doXldRm+Pz3y1h14h5SM7Mx5816MJNzVtLyRq8wm5OTgxMnTmDatGmYNWsWbt++DVEUUa1aNVhYWJRWjURERER6e7uZFyqp5Jj029/Ycj4KaZnZWNCvIVRmcqlLIwPS658ncrkcnTp1QnJyMiwsLFC3bl3Uq1ePQZaIiIiMUs+G7lgyoBGUchn+vPIQI1adRXpWttRlkQHpfa29bt26uHPnTmnUQkRERGRwHeu4YMXQJrBQynHkZgIGLT+N5KcaqcsiA9E7zH711VeYNGkSdu7ciZiYGKSkpOT5ISIiIjI2Lao5YvXwprBWm+HsvUfo9+NJJDzJlLosMgC9w2znzp1x8eJFvPbaa3B3d4ednR3s7Oxga2sLOzu70qiRiIiIqMQCvOyw4Z0gOFZSIjwmBb2XnUBM8lOpy6IS0ns2gwMHDpRGHURERESlzq+KNX59NwgDfz6FO/Fp6LXkBNaOaApvR0upS6Ni0jvMBgcHl0YdRERERGWiauVK+G10cwz8+RQiEtLw1rITWDO8Kao6qKUujYpB72EGK1aswG+//ZZv+2+//YZVq1YZpCgiIiKi0uRma45f3w1CLRcrxKdmos+PJ3DxQbLUZVEx6B1mv/nmGzg6Oubb7uTkhK+//togRRERERGVtspWKmx4pxkaeNjicboGg1ecxc1kQeqySE96h9l79+7Bx8cn33YvLy9ERkYapCgiIiKismBrocSaEU3R3NcBaVk5WHZVhgPX46Uui/Sgd5h1cnLC33//nW/7xYsX4eDgYJCiiIiIiMpKJZUZQoY0QdualaERBYxZF4YdF6OlLouKSO8w27dvX4wbNw4HDhxATk4OcnJysH//fowfPx59+/YtjRqJiIiISpVaIccP/eojwFGLbK2IcRsuYP1pfuNsCvSezeDLL7/EvXv30K5dO5iZPTtcq9Vi0KBBHDNLREREJkshl2FgNS2q+3hiw5kHmLLlEtIyszGiZVWpS6MX0DvMKpVKbNy4EV988QUuXrwIc3Nz1K1bF15eXqVRHxEREVGZkQnAzO61YWOhxLJDd/DlrqtIycjGB+2rQxB4c5gx0jvM5qpRowZq1KhhyFqIiIiIJCcIAiZ3rgVrtQL/+/M6Fuy7idQMDT7r5geZjIHW2BQpzE6cOBFffPEFLC0tMXHixBfuO2/ePIMURkRERCQVQRDwXptqsFTKMX1HOFYcu4snGdn45s16kDPQGpUihdkLFy5Ao9Hofl0YXn4nIiKi8mRICx9UUivw8aaL+O3cA6Rn5eC7Pg2gNNP7HnoqJUUKswcOHCjw10RERETlXa8Ad1RSyfH++gvYdSkGaVnZWDIgAOZKudSlEYoxNRcRERFRRdPZ3xU/D24CtUKGg9fjMTjkNFIzNFKXRdDjBrBhw4YVab+QkJBiF0NERERkrIJrVMbq4U0xbMUZnL6bhP4/ncKqYYGwt1RKXVqFVuQrsytXrsSBAwfw+PFjPHr0qNAfIiIiovKqibc91r/TDPaWSlyKSkafZSfwMCVD6rIqtCJfmR01ahQ2bNiAO3fuYNiwYRg4cCDs7e1LszYiIiIio+PvZoNf322GgT+fxs24J+i19DjWDm8GTwcLqUurkIp8ZXbx4sWIiYnB//3f/2HHjh3w8PBA79698eeff0IUxdKskYiIiMioVHOywm+jguBpb4H7SU/x1rLjuPkwVeqyKiS9bgBTqVTo168fQkNDER4ejjp16mDMmDHw8vLCkydPSqtGIiIiIqPjYW+B30YFoYZzJTxMyUTvZSdw6UEycrQiTtxOxO9hUThxOxE5Wl70K03FXgFMEAQIggBRFKHVag1ZExEREZFJcLZWY+M7QRi84jT+fpCMt5Yeh6XKDIlpWbp9XG3UmNbdD539XSWstPzS68psZmYm1q9fjw4dOqBmzZq4dOkSfvjhB0RGRqJSpUqlVSMRERGR0bKzVGLtiKao7lQJGdnaPEEWAGKTMzB6zXnsuRwjUYXlW5GvzI4ZMwYbNmyAp6cnhg4dig0bNsDBwaE0ayMiIiIyCRZKs0LnnRUBCABm7AhHBz8XLodrYEUOs0uXLoWnpyd8fHxw6NAhHDp0qMD9tmzZYrDiiIiIiEzB6YgkxKZkFvq8CCAmOQOnI5IQ5MuLgYZU5DA7aNAgCAL/JUFERET0X3GpRZtrtqj7UdEVOcyuXLmyFMsgIiIiMl1OVmqD7kdFp9cNYERERESUX6CPPVxt1CjsO2wBz2Y1CPThglOGxjBLREREVEJymYBp3f0AoNBAO627H2/+KgUMs0REREQG0NnfFUsGNoKLTd6hBAKA7/s24DyzpaTYiyYQERERUV6d/V3Rwc8FpyOS8DAlA1/uDEdCWhZkvCJbanhlloiIiMiA5DIBQb4OeL2hG/oGegIANp97IHFV5RfDLBEREVEp6dnIDQBw+GYCp+UqJQyzRERERKXEt3IlNPS0RY5WxPawaKnLKZcYZomIiIhK0RuN3AEAm89HSVxJ+cQwS0RERFSKutdzhVIuw9WYFIRHp0hdTrnDMEtERERUimwtlGhX2wkAsPUCbwQzNIZZIiIiolKWO9Rg64VoZOdoJa6mfGGYJSIiIiplwTUqw95SiYQnmThyK0HqcsoVhlkiIiKiUqY0k+G1+lUAAFt4I5hBMcwSERERlYE3nw812HslFikZGomrKT8YZomIiIjKgL+bNao7VUJmtha7/46Rupxyg2GWiIiIqAwIgoA3A55dneVQA8NhmCUiIiIqI683cIMgAKfvJiEyMV3qcsoFhlkiIiKiMuJio8Yr1RwBAFs456xBMMwSERERlaHcG8G2nI+CKIoSV2P6JA+zixcvho+PD9RqNQICAnDkyJEX7p+ZmYmpU6fCy8sLKpUKvr6+CAkJKaNqiYiIiEqmYx1nWCrliExKx7l7j6Qux+RJGmY3btyICRMmYOrUqbhw4QJatmyJLl26IDIystBjevfujX379mH58uW4fv061q9fj1q1apVh1URERETFZ6E0Q5e6rgCAzec51KCkJA2z8+bNw/DhwzFixAjUrl0b8+fPh4eHB5YsWVLg/nv27MGhQ4ewe/dutG/fHt7e3ggMDETz5s3LuHIiIiKi4ssdarDz7xhkaHIkrsa0mUn1wllZWTh37hwmT56cZ3vHjh1x/PjxAo/Zvn07GjdujDlz5mD16tWwtLTEa6+9hi+++ALm5uYFHpOZmYnMzEzd45SUFACARqOBRmPcExbn1mfsdRoj9q5k2L+SYf+Kj70rGfavZMqyf43crVDFRo3o5Az8eSkaXeu6lPprliZD906f80gWZhMSEpCTkwNnZ+c8252dnREbG1vgMXfu3MHRo0ehVquxdetWJCQkYMyYMUhKSip03OysWbMwY8aMfNv37t0LCwuLkr+RMhAaGip1CSaLvSsZ9q9k2L/iY+9Khv0rmbLqn38lGaKTZVi2Nwy4ry2T1yxthupdenrRpy2TLMzmEgQhz2NRFPNty6XVaiEIAtauXQsbGxsAz4Yq9OrVC4sWLSrw6uyUKVMwceJE3eOUlBR4eHigY8eOsLa2NuA7MTyNRoPQ0FB06NABCoVC6nJMCntXMuxfybB/xcfelQz7VzJl3b9a8WnYu+AYrqfI0aRlG1S2UpX6a5YWQ/cu95v0opAszDo6OkIul+e7ChsXF5fvam0uV1dXuLm56YIsANSuXRuiKOLBgweoXr16vmNUKhVUqvwfDoVCYTK/0U2pVmPD3pUM+1cy7F/xsXclw/6VTFn1r2YVWzT0tMWFyMfYfSUOI1pWLfXXLG2G6p0+55DsBjClUomAgIB8l6NDQ0MLvaGrRYsWiI6OxpMnT3Tbbty4AZlMBnd391Ktl4iIiMjQ3mjE5W1LStLZDCZOnIiff/4ZISEhuHr1Kj744ANERkZi1KhRAJ4NERg0aJBu//79+8PBwQFDhw5FeHg4Dh8+jI8++gjDhg0r9AYwIiIiImPVvZ4rlHIZwmNScDWm6F+t0z8kDbN9+vTB/PnzMXPmTDRo0ACHDx/G7t274eXlBQCIiYnJM+dspUqVEBoaisePH6Nx48YYMGAAunfvjgULFkj1FoiIiIiKzdZCiXa1nQAAWzjnbLFIfgPYmDFjMGbMmAKfW7lyZb5ttWrV4l2aREREVG680cgdf1yOxbawaPxf51owk0u+QKtJYbeIiIiIJBRcozLsLZWIT83EkVsJUpdjchhmiYiIiCSkNJPhtfpVAPBGsOJgmCUiIiKSWO7ytnuvxCIlgyu46YNhloiIiEhi/m7WqO5UCZnZWizcdxO/h0XhxO1E5GhFqUszepLfAEZERERU0QmCAH83G9yMe4KfjkTotrvaqDGtux86+7tKWJ1x45VZIiIiIontuRyDrRfyj5eNTc7A6DXnsedyjARVmQaGWSIiIiIJ5WhFzNgRXuBzuYMMZuwI55CDQjDMEhEREUnodEQSYpIzCn1eBBCTnIHTEUllV5QJYZglIiIiklBcauFBtjj7VTQMs0REREQScrJSG3S/ioZhloiIiEhCgT72cLVRQyjkeQHPZjUI9LEvy7JMBsMsERERkYTkMgHTuvsBQKGBdlp3P8hlhT1bsTHMEhEREUmss78rlgxsBBebvEMJLFVyLBnYiPPMvgAXTSAiIiIyAp39XdHBzwWnI5LwV3gslh+7Cxu1Ap3quEhdmlHjlVkiIiIiIyGXCQjydcBHnWvBQilHdHIG/n6QLHVZRo1hloiIiMjIqBVytK3lBADYfYmrf70IwywRERGREepW99k42V2XYiCKXP2rMAyzREREREaodU0nmCvkePDoKYcavADDLBEREZERMlfK0bY2hxq8DMMsERERkZHiUIOXY5glIiIiMlJt/jXU4FIUhxoUhGGWiIiIyEiZK/+Z1WAXhxoUiGGWiIiIyIh1fT7UYDeHGhSIYZaIiIjIiLWpVRlqhQz3k57iclSK1OUYHYZZIiIiIiNmoTTjUIMXYJglIiIiMnIcalA4hlkiIiIiI9e2lhPUChkik9JxJZpDDf6NYZaIiIjIyHGoQeEYZomIiIhMAIcaFIxhloiIiMgE5A41uJfIoQb/xjBLREREZAIslGZoU5NDDf6LYZaIiIjIRHCoQX4Ms0REREQmom0tJ6jMONTg3xhmiYiIiEyEpeqfoQa7OdQAAMMsERERkUnpWo9DDf6NYZaIiIjIhLR7PtTgbmI6wmM41IBhloiIiMiEWKrM0LpmZQAcagAwzBIRERGZnH9mNYit8EMNGGaJiIiITEy72s5QmskQkZCGqzGpUpcjKYZZIiIiIhNTSWWG1jU41ABgmCUiIiIySd04qwEAhlkiIiIik5Q71OBOBR9qwDBLREREZII41OAZhlkiIiIiE8WhBgyzRERERCbr30MNrsVWzKEGDLNEREREJqqSygzBFXyoAcMsERERkQnr9nwBhV0VdKgBwywRERGRCWtX2+nZUIP4NFx/WPGGGjDMEhEREZkwK7UCrao/H2rwd8UbasAwS0RERGTiutVzAVAxhxowzBIRERGZuHa1naGUy3A7Pg03Hj6RupwyxTBLREREZOKs1Qq0quEI4NnV2YqEYZaIiIioHOha958FFCoShlkiIiKicqC937OhBrfinuBGBZrVgGGWiIiIqBywVivQsvqzoQY7K9CsBgyzREREROVE7lCDTefu4/ewKJy4nYgcbfme3cBM6gKIiIiIyECEZ/+JfpyB8RvCAACuNmpM6+6Hzv6u0tVVinhlloiIiKgc2HM5BpN+vZhve2xyBkavOY89l8vn0AOGWSIiIiITl6MVMWNHOAoaUJC7bcaO8HI55IBhloiIiMjEnY5IQkxyRqHPiwBikjNwOiKp7IoqIwyzRERERCYuLrXwIFuc/UwJwywRERGRiXOyUht0P1PCMEtERERk4gJ97OFqo86dzCAfAc9mNQj0sS/LssqE5GF28eLF8PHxgVqtRkBAAI4cOVLovgcPHoQgCPl+rl27VoYVExERERkXuUzAtO5+AFBooJ3W3Q9yWWHPmi5Jw+zGjRsxYcIETJ06FRcuXEDLli3RpUsXREZGvvC469evIyYmRvdTvXr1MqqYiIiIyDh19nfFkoGN4GKTdyiBWiHDkoGNOM9saZg3bx6GDx+OESNGoHbt2pg/fz48PDywZMmSFx7n5OQEFxcX3Y9cLi+jiomIiIiMV2d/Vxz9v7ZYP7IZJnZ4drFPLghoW8tZ4spKj2QrgGVlZeHcuXOYPHlynu0dO3bE8ePHX3hsw4YNkZGRAT8/P3z66ado06ZNoftmZmYiMzNT9zglJQUAoNFooNFoSvAOSl9ufcZepzFi70qG/SsZ9q/42LuSYf9Kpjz1r7GnNRq5W2HV8XtITMvCiVtxaO7rUGqvZ+je6XMeQRRFSWbPjY6OhpubG44dO4bmzZvrtn/99ddYtWoVrl+/nu+Y69ev4/DhwwgICEBmZiZWr16NpUuX4uDBg2jVqlWBrzN9+nTMmDEj3/Z169bBwsLCcG+IiIiIyMisuyXDqXgZgl20eMNHK3U5RZaeno7+/fsjOTkZ1tbWL9xXsiuzuQQh70BkURTzbctVs2ZN1KxZU/c4KCgI9+/fx7fffltomJ0yZQomTpyoe5ySkgIPDw907Njxpc2RmkajQWhoKDp06ACFQiF1OSaFvSsZ9q9k2L/iY+9Khv0rmfLYP7Pwhzi1/iLuZFqiS5dXCs1YJWXo3uV+k14UkoVZR0dHyOVyxMbG5tkeFxcHZ+eij+to1qwZ1qxZU+jzKpUKKpUq33aFQmEyH1RTqtXYsHclw/6VDPtXfOxdybB/JVOe+te6lguU8ku4/+gpIh9nopqTVam+nqF6p885JLsBTKlUIiAgAKGhoXm2h4aG5hl28DIXLlyAq2v5vDuPiIiIqCQsVWZo9nys7F9X4ySupnRIOsxg4sSJePvtt9G4cWMEBQXhxx9/RGRkJEaNGgXg2RCBqKgo/PLLLwCA+fPnw9vbG3Xq1EFWVhbWrFmDzZs3Y/PmzVK+DSIiIiKj1b62Ew7fiMe+qw8xKthX6nIMTtIw26dPHyQmJmLmzJmIiYmBv78/du/eDS8vLwBATExMnjlns7KyMGnSJERFRcHc3Bx16tTBrl270LVrV6neAhEREZFRa1vLCZ//fgXn7j3Co7Qs2FkqpS7JoCS/AWzMmDEYM2ZMgc+tXLkyz+OPP/4YH3/8cRlURURERFQ+uNtZoJaLFa7FpuLgjTj0bOgudUkGJflytkRERERUutrVdgJQPsfNMswSERERlXPtaj+bKerw9XhkZZvOfLNFwTBLREREVM41cLeFg6USqZnZOHs3SepyDIphloiIiKick8kEtKlVPocaMMwSERERVQDtn4+b3XftIURRlLgaw2GYJSIiIqoAXqleGUq5DPcS03E7/onU5RgMwywRERFRBVBJZYamVe0BAPvK0VADhlkiIiKiCqL981kNGGaJiIiIyOTkzjd79l4SHqVlSVyNYTDMEhEREVUQuauBaUXg0I14qcsxCIZZIiIiogqkrW6KrocSV2IYDLNEREREFUjuamCHbsRDk2P6q4ExzBIRERFVIA08nq8GlpGNMxGmvxoYwywRERFRBSKXCWhdM3cBBdOf1YBhloiIiKiC0a0GdtX0VwNjmCUiIiKqYFrWeLYa2N3EdNyOT5O6nBJhmCUiIiKqYP69Gtj+a6Y9qwHDLBEREVEF1E43RZdpj5tlmCUiIiKqgHKn6Dp37xEep5vuamAMs0REREQVkIe9BWo6WyFHK+LgddNdDYxhloiIiKiCalfb9KfoYpglIiIiqqByw+zB63EmuxoYwywRERFRBdXAww72uauB3TXN1cAYZomIiIgqKLlMQJvnq4HtN9FZDRhmiYiIiCowUx83yzBLREREVIG1rO4IhVxAREIabsc/kbocvTHMEhEREVVgVmoFmlV1AADsu2p6q4ExzBIRERFVcLmrge0zwXGzDLNEREREFVzuamBn7z1CcrpG4mr0wzBLREREVMF52FughnOlZ6uB3TCtq7MMs0RERESkuzprakMNGGaJiIiISDdu1tRWA2OYJSIiIiI09Hy2GlhKRjbO3n0kdTlFxjBLRERERJDLBLSuWRmAaU3RxTBLRERERACA9s/Hze43odXAGGaJiIiICMA/q4HdSUjDHRNZDYxhloiIiIgAPFsNrKlP7mpgpnF1lmGWiIiIiHTa1X6+Gtg10xg3yzBLRERERDrtaj0bN3vmrmmsBsYwS0REREQ6ng4WqO5kOquBMcwSERERUR6mtBoYwywRERER5dG+9j+rgWUb+WpgDLNERERElEdDTzvYWSierQZ2z7hXA2OYJSIiIqI85DIBbWo+n9XAyFcDY5glIiIionx042aNfDUwhlkiIiIiyqdVDUeYyQTciU9DREKa1OUUimGWiIiIiPKxUivQtKo9AOMeasAwS0REREQFyl1A4S+GWSIiIiIyNblL256OSMKG05E4cTsROVpR4qryMpO6ACIiIiIyTldjUiCXCcjRipi85RIAwNVGjWnd/dDZ31Xi6p7hlVkiIiIiymfP5RiMXnM+35XY2OQMjF5zHnsux0hUWV4Ms0RERESUR45WxIwd4ShoQEHuthk7wo1iyAHDLBERERHlcToiCTHJGYU+LwKISc7A6YiksiuqEAyzRERERJRHXGrhQbY4+5UmhlkiIiIiysPJSm3Q/UoTwywRERER5RHoYw9XGzWEQp4X8GxWg0Af+7Isq0AMs0RERESUh1wmYFp3PwDIF2hzH0/r7ge5rLC4W3YYZomIiIgon87+rlgysBFcbPIOJXCxUWPJwEZGM88sF00gIiIiogJ19ndFBz8XnI5IQlxqBpysng0tMIYrsrkYZomIiIioUHKZgCBfB6nLKBSHGRARERGRyWKYJSIiIiKTxTBLRERERCaLYZaIiIiITJbkYXbx4sXw8fGBWq1GQEAAjhw5UqTjjh07BjMzMzRo0KB0CyQiIiIioyVpmN24cSMmTJiAqVOn4sKFC2jZsiW6dOmCyMjIFx6XnJyMQYMGoV27dmVUKREREREZI0nD7Lx58zB8+HCMGDECtWvXxvz58+Hh4YElS5a88Lh3330X/fv3R1BQUBlVSkRERETGSLJ5ZrOysnDu3DlMnjw5z/aOHTvi+PHjhR63YsUK3L59G2vWrMGXX3750tfJzMxEZmam7nFKSgoAQKPRQKPRFLP6spFbn7HXaYzYu5Jh/0qG/Ss+9q5k2L+SYf+Kz9C90+c8koXZhIQE5OTkwNnZOc92Z2dnxMbGFnjMzZs3MXnyZBw5cgRmZkUrfdasWZgxY0a+7Xv37oWFhYX+hUsgNDRU6hJMFntXMuxfybB/xcfelQz7VzLsX/EZqnfp6elF3lfyFcAEIe9yaKIo5tsGADk5Oejfvz9mzJiBGjVqFPn8U6ZMwcSJE3WPU1JS4OHhgY4dO8La2rr4hZcBjUaD0NBQdOjQAQqFQupyTAp7VzLsX8mwf8XH3pUM+1cy7F/xGbp3ud+kF4VkYdbR0RFyuTzfVdi4uLh8V2sBIDU1FWfPnsWFCxcwduxYAIBWq4UoijAzM8PevXvRtm3bfMepVCqoVKp82xUKhcl8UE2pVmPD3pUM+1cy7F/xsXclw/6VDPtXfIbqnT7nkOwGMKVSiYCAgHyXo0NDQ9G8efN8+1tbW+PSpUsICwvT/YwaNQo1a9ZEWFgYmjZtWlalExEREZGRkHSYwcSJE/H222+jcePGCAoKwo8//ojIyEiMGjUKwLMhAlFRUfjll18gk8ng7++f53gnJyeo1ep824mIiIioYpA0zPbp0weJiYmYOXMmYmJi4O/vj927d8PLywsAEBMT89I5Z/UliiIA/cZiSEWj0SA9PR0pKSn8ukNP7F3JsH8lw/4VH3tXMuxfybB/xWfo3uXmtNzc9iKCWJS9ypEHDx7Aw8ND6jKIiIiI6CXu378Pd3f3F+5T4cKsVqtFdHQ0rKysCpw1wZjkzrxw//59o595wdiwdyXD/pUM+1d87F3JsH8lw/4Vn6F7J4oiUlNTUaVKFchkL77FS/KpucqaTCZ7acI3NtbW1vxNVUzsXcmwfyXD/hUfe1cy7F/JsH/FZ8je2djYFGk/SZezJSIiIiIqCYZZIiIiIjJZDLNGTKVSYdq0aQUu+kAvxt6VDPtXMuxf8bF3JcP+lQz7V3xS9q7C3QBGREREROUHr8wSERERkclimCUiIiIik8UwS0REREQmi2GWiIiIiEwWw6yEFi9eDB8fH6jVagQEBODIkSOF7rtlyxZ06NABlStXhrW1NYKCgvDnn3+WYbXGR5/+HT16FC1atICDgwPMzc1Rq1YtfPfdd2VYrfHRp3//duzYMZiZmaFBgwalW6AR06d3Bw8ehCAI+X6uXbtWhhUbF30/e5mZmZg6dSq8vLygUqng6+uLkJCQMqrW+OjTvyFDhhT4+atTp04ZVmw89P3srV27FvXr14eFhQVcXV0xdOhQJCYmllG1xkff/i1atAi1a9eGubk5atasiV9++aV0ChNJEhs2bBAVCoX4008/ieHh4eL48eNFS0tL8d69ewXuP378eHH27Nni6dOnxRs3bohTpkwRFQqFeP78+TKu3Djo27/z58+L69atEy9fvixGRESIq1evFi0sLMRly5aVceXGQd/+5Xr8+LFYtWpVsWPHjmL9+vXLplgjo2/vDhw4IAIQr1+/LsbExOh+srOzy7hy41Ccz95rr70mNm3aVAwNDRUjIiLEU6dOiceOHSvDqo2Hvv17/Phxns/d/fv3RXt7e3HatGllW7gR0Ld3R44cEWUymfj999+Ld+7cEY8cOSLWqVNHfP3118u4cuOgb/8WL14sWllZiRs2bBBv374trl+/XqxUqZK4fft2g9fGMCuRwMBAcdSoUXm21apVS5w8eXKRz+Hn5yfOmDHD0KWZBEP0r2fPnuLAgQMNXZpJKG7/+vTpI3766afitGnTKmyY1bd3uWH20aNHZVCd8dO3f3/88YdoY2MjJiYmlkV5Rq+kf/Zt3bpVFARBvHv3bmmUZ9T07d3//vc/sWrVqnm2LViwQHR3dy+1Go2Zvv0LCgoSJ02alGfb+PHjxRYtWhi8Ng4zkEBWVhbOnTuHjh075tnesWNHHD9+vEjn0Gq1SE1Nhb29fWmUaNQM0b8LFy7g+PHjCA4OLo0SjVpx+7dixQrcvn0b06ZNK+0SjVZJPnsNGzaEq6sr2rVrhwMHDpRmmUarOP3bvn07GjdujDlz5sDNzQ01atTApEmT8PTp07Io2agY4s++5cuXo3379vDy8iqNEo1WcXrXvHlzPHjwALt374Yoinj48CE2bdqEbt26lUXJRqU4/cvMzIRarc6zzdzcHKdPn4ZGozFofQyzEkhISEBOTg6cnZ3zbHd2dkZsbGyRzjF37lykpaWhd+/epVGiUStJ/9zd3aFSqdC4cWO89957GDFiRGmWapSK07+bN29i8uTJWLt2LczMzMqiTKNUnN65urrixx9/xObNm7FlyxbUrFkT7dq1w+HDh8uiZKNSnP7duXMHR48exeXLl7F161bMnz8fmzZtwnvvvVcWJRuVkv7dERMTgz/++IN/7v3Li3rXvHlzrF27Fn369IFSqYSLiwtsbW2xcOHCsijZqBSnf506dcLPP/+Mc+fOQRRFnD17FiEhIdBoNEhISDBofRX3byUjIAhCnseiKObbVpD169dj+vTp+P333+Hk5FRa5Rm94vTvyJEjePLkCU6ePInJkyejWrVq6NevX2mWabSK2r+cnBz0798fM2bMQI0aNcqqPKOmz2evZs2aqFmzpu5xUFAQ7t+/j2+//RatWrUq1TqNlT7902q1EAQBa9euhY2NDQBg3rx56NWrFxYtWgRzc/NSr9fYFPfvjpUrV8LW1havv/56KVVm/PTpXXh4OMaNG4fPP/8cnTp1QkxMDD766COMGjUKy5cvL4tyjY4+/fvss88QGxuLZs2aQRRFODs7Y8iQIZgzZw7kcrlB6+KVWQk4OjpCLpfn+9dMXFxcvn/1/NfGjRsxfPhw/Prrr2jfvn1plmm0StI/Hx8f1K1bFyNHjsQHH3yA6dOnl2Klxknf/qWmpuLs2bMYO3YszMzMYGZmhpkzZ+LixYswMzPD/v37y6p0yZXks/dvzZo1w82bNw1dntErTv9cXV3h5uamC7IAULt2bYiiiAcPHpRqvcamJJ8/URQREhKCt99+G0qlsjTLNErF6d2sWbPQokULfPTRR6hXrx46deqExYsXIyQkBDExMWVRttEoTv/Mzc0REhKC9PR03L17F5GRkfD29oaVlRUcHR0NWh/DrASUSiUCAgIQGhqaZ3toaCiaN29e6HHr16/HkCFDsG7dugo5ZidXcfv3X6IoIjMz09DlGT19+2dtbY1Lly4hLCxM9zNq1CjUrFkTYWFhaNq0aVmVLjlDffYuXLgAV1dXQ5dn9IrTvxYtWiA6OhpPnjzRbbtx4wZkMhnc3d1LtV5jU5LP36FDh3Dr1i0MHz68NEs0WsXpXXp6OmSyvDEp94qiKIqlU6iRKslnT6FQwN3dHXK5HBs2bMCrr76ar68lZvBbyqhIcqe4WL58uRgeHi5OmDBBtLS01N1hOnnyZPHtt9/W7b9u3TrRzMxMXLRoUZ5pVh4/fizVW5CUvv374YcfxO3bt4s3btwQb9y4IYaEhIjW1tbi1KlTpXoLktK3f/9VkWcz0Ld33333nbh161bxxo0b4uXLl8XJkyeLAMTNmzdL9RYkpW//UlNTRXd3d7FXr17ilStXxEOHDonVq1cXR4wYIdVbkFRxf+8OHDhQbNq0aVmXa1T07d2KFStEMzMzcfHixeLt27fFo0ePio0bNxYDAwOleguS0rd/169fF1evXi3euHFDPHXqlNinTx/R3t5ejIiIMHhtDLMSWrRokejl5SUqlUqxUaNG4qFDh3TPDR48WAwODtY9Dg4OFgHk+xk8eHDZF24k9OnfggULxDp16ogWFhaitbW12LBhQ3Hx4sViTk6OBJUbB336918VOcyKon69mz17tujr6yuq1WrRzs5OfOWVV8Rdu3ZJULXx0Pezd/XqVbF9+/aiubm56O7uLk6cOFFMT08v46qNh779e/z4sWhubi7++OOPZVyp8dG3dwsWLBD9/PxEc3Nz0dXVVRwwYID44MGDMq7aeOjTv/DwcLFBgwaiubm5aG1tLfbo0UO8du1aqdQliGIFu1ZOREREROUGx8wSERERkclimCUiIiIik8UwS0REREQmi2GWiIiIiEwWwywRERERmSyGWSIiIiIyWQyzRERERGSyGGaJiIiIyGQxzBIRlYLWrVtjwoQJUpchGUEQsG3bNgDA3bt3IQgCwsLCJK2JiMonhlkioiIYMmQIBEHAqFGj8j03ZswYCIKAIUOG6LZt2bIFX3zxRRlW+Ezr1q0hCAIEQYBSqYSvry+mTJmCzMzMMq+FiKgsMMwSERWRh4cHNmzYgKdPn+q2ZWRkYP369fD09Myzr729PaysrIr1OqIoIjs7u9h1jhw5EjExMbh16xbmzJmDRYsWYfr06cU+HxGRMWOYJSIqokaNGsHT0xNbtmzRbduyZQs8PDzQsGHDPPv+d5hBZmYmPv74Y3h4eEClUqF69epYvnw5AODgwYMQBAF//vknGjduDJVKhSNHjiAzMxPjxo2Dk5MT1Go1XnnlFZw5c+aldVpYWMDFxQWenp5488030aFDB+zdu1f3vCiKmDNnDqpWrQpzc3PUr18fmzZtynOOK1euoFu3brC2toaVlRVatmyJ27dvAwDOnDmDDh06wNHRETY2NggODsb58+f17icRkSEwzBIR6WHo0KFYsWKF7nFISAiGDRv20uMGDRqEDRs2YMGCBbh69SqWLl2KSpUq5dnn448/xqxZs3D16lXUq1cPH3/8MTZv3oxVq1bh/PnzqFatGjp16oSkpKQi13vx4kUcO3YMCoVCt+3TTz/FihUrsGTJEly5cgUffPABBg4ciEOHDgEAoqKi0KpVK6jVauzfvx/nzp3DsGHDdFeLU1NTMXjwYBw5cgQnT55E9erV0bVrV6Smpha5LiIigxGJiOilBg8eLPbo0UOMj48XVSqVGBERId69e1dUq9VifHy82KNHD3Hw4MG6/YODg8Xx48eLoiiK169fFwGIoaGhBZ77wIEDIgBx27Ztum1PnjwRFQqFuHbtWt22rKwssUqVKuKcOXMKrTM4OFhUKBSipaWlqFQqRQCiTCYTN23apDuvWq0Wjx8/nue44cOHi/369RNFURSnTJki+vj4iFlZWUXqTXZ2tmhlZSXu2LFDtw2AuHXrVlEURTEiIkIEIF64cKFI5yMi0oeZpEmaiMjEODo6olu3bli1ahVEUUS3bt3g6Oj4wmPCwsIgl8sRHBz8wv0aN26s+/Xt27eh0WjQokUL3TaFQoHAwEBcvXr1hecZMGAApk6dipSUFMyePRvW1tZ48803AQDh4eHIyMhAhw4d8hyTlZWlGyoRFhaGli1b5rma+29xcXH4/PPPsX//fjx8+BA5OTlIT09HZGTkC+siIioNDLNERHoaNmwYxo4dCwBYtGjRS/c3Nzcv0nktLS11vxZFEcCzKa7+TRTFfNv+y8bGBtWqVQMArFmzBnXq1MHy5csxfPhwaLVaAMCuXbvg5uaW5ziVSlWkeocMGYL4+HjMnz8fXl5eUKlUCAoKQlZWVhHeJRGRYXHMLBGRnjp37oysrCxkZWWhU6dOL92/bt260Gq1ujGpRVGtWjUolUocPXpUt02j0eDs2bOoXbt2kc+jUCjwySef4NNPP0V6ejr8/PygUqkQGRmJatWq5fnx8PAAANSrVw9HjhyBRqMp8JxHjhzBuHHj0LVrV9SpUwcqlQoJCQlFromIyJAYZomI9CSXy3H16lVcvXoVcrn8pft7e3tj8ODBGDZsGLZt24aIiAgcPHgQv/76a6HHWFpaYvTo0fjoo4+wZ88ehIeHY+TIkUhPT8fw4cP1qrd///4QBAGLFy+GlZUVJk2ahA8++ACrVq3C7du3ceHCBSxatAirVq0CAIwdOxYpKSno27cvzp49i5s3b2L16tW4fv06gGdBe/Xq1bh69SpOnTqFAQMGFPnqMxGRoTHMEhEVg7W1NaytrYu8/5IlS9CrVy+MGTMGtWrVwsiRI5GWlvbCY7755hu8+eabePvtt9GoUSPcunULf/75J+zs7PSqValUYuzYsZgzZw6ePHmCL774Ap9//jlmzZqF2rVro1OnTtixYwd8fHwAAA4ODti/fz+ePHmC4OBgBAQE4KefftKNoQ0JCcGjR4/QsGFDvP3227rpw4iIpCCIuQOziIiIiIhMDK/MEhEREZHJYpglIiIiIpPFMEtEREREJothloiIiIhMFsMsEREREZkshlkiIiIiMlkMs0RERERkshhmiYiIiMhkMcwSERERkclimCUiIiIik8UwS0REREQm6/8Bmiru1kduxZIAAAAASUVORK5CYII=",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "normalized_factor = 0\n",
+ "for i in range(1, 21):\n",
+ " normalized_factor += 1/i\n",
+ " \n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " position = 0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " position += 1\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = 1 / position\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + (1 / position)\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/normalized_factor\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ "print(formatted_result_pred[0])\n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "fe5bb4df-e948-4bc0-8425-e3d95addca91",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 4"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "e65442aa-c77b-4f28-a8c6-09512b4b2ffb",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5991131663322449, 0.5546371936798096, 0.0, 0.0, 0.5551028847694397, 0.0, 0.5770848989486694, 0.5539848804473877, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5485222339630127, 0.0, 0.6569411158561707, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.5551028847694397, 0.0, 0.5880882143974304, 0.0, 0.0, 0.5551028847694397, 0.0, 0.5859005451202393, 0.0, 0.0, 0.0]\n",
+ "Best F1 Micro Score: 0.63 (Threshold: 0.80)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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jffv22u+3UqlEly5dsHr1aly9ehUqlQpNmzbF22+/XeM0ddV5mO9raGgo/v77b0ydOhUjR45Eo0aNMHz4cPznP//Byy+/XJu3gMjiSARBEMQugoiIiIiovnAMLxERERGZNQZeIiIiIjJrDLxEREREZNYYeImIiIjIrDHwEhEREZFZY+AlIiIiIrPGeXiroNFokJqaCgcHhyqXISUiIiIicQmCgPz8fHh7e1eaK/x+DLxVSE1Nha+vr9hlEBEREdEDXL9+XbuiZXUYeKtQsc789evX4ejoKHI1lkWlUmH79u2Ijo7WrtZElovtge7HNkH3Y5uwXHl5efD19dXmtpow8FahYhiDo6MjA28DU6lUsLW1haOjI39wEdsDVcI2QfdjmyB9hp/ypjUiIiIiMmsMvERERERk1hh4iYiIiMiscQxvLQmCgLKyMqjVarFLMSsqlQpWVlYoLi62uPdWJpPBysqKU+ERERHVMQbeWigtLUVaWhqKiorELsXsCIIAT09PXL9+3SKDn62tLby8vGBtbS12KURERGaDgddAGo0GSUlJkMlk8Pb2hrW1tUUGs/qi0WhQUFAAe3v7B04ibU4EQUBpaSlu3bqFpKQkBAQEWNTrJyIiqk8MvAYqLS2FRqOBr68vbG1txS7H7Gg0GpSWlkKpVFpc4LOxsYFcLse1a9e07wERERE9PMtKFHXI0sIYNQy2KyIiorrH365EREREZNYYeImIiIjIrDHwikitEXDgchb+SEjBgctZUGsEsUuqd3PmzEH79u3FLoOIiIgsCAOvSLaeTsOjC3fiuW8PYtLPCXju24N4dOFObD2dVm9fc9SoUZBIJJUely5dAgDs2bMHAwcOhLe3NyQSCX7//fcHXjMmJgYSiQTBwcGV9v3yyy+QSCRo1qyZdtu0adOwY8eOunpJeissLMTbb7+N5s2bQ6lUonHjxujRowe2bNnS4LUQERFRw2LgFcHW02kYv+YY0nKLdban5xZj/Jpj9Rp6+/Xrh7S0NJ2Hv78/gPJQ2K5dO3zxxRcGXdPOzg4ZGRk4cOCAzvYVK1agadOmOtvs7e3h6upa6/pVKlWtzhs3bhx+//13fPHFFzh37hy2bt2K//znP8jKyqp1LQ9SWlpab9cmIiIi/THw1gFBEFBUWqbXI79YhdmbzqCqwQsV2+ZsSkR+sUqv6wmCYcMgFAoFPD09dR4ymQwA0L9/f8yfPx9PP/20Qde0srLCsGHDsGLFCu22GzduYPfu3Rg2bJjOsVUNaVixYgVat24NhUIBHx8fvPnmm9p9EokEX331FQYPHgw7OzvMnz8fALB8+XK0aNEC1tbWCAwMxOrVq2uscfPmzXjnnXcwYMAANGvWDGFhYXjttdcwcuRI7TElJSV466234OvrC4VCgYCAAHz//ffa/f/88w86d+4MhUIBLy8vTJ8+HWVlZdr9PXr0wMSJEzFlyhS4ubmhT58+AIDExEQMGDAA9vb28PDwwPDhw5GZmannu0tERNVRawQcSsrG0UwJDiVlW8TQQKodzsNbB+6o1AiZta1OriUASM8rRps52/U6PnFeX9hai/9tHDNmDLp3744lS5bA1tYWMTEx6NevHzw8PGo8b/ny5ZgyZQo+/PBD9O/fH7dv38bOnTt1jpk9ezYWLFiAzz77DDKZDBs3bsSkSZOwePFi9O7dG1u2bMGLL76IJk2aoGfPnlV+HU9PT8TGxuLpp5+Gg4NDlceMGDECBw4cwNKlS9GuXTskJSVpg2lKSgoGDBiAUaNGYdWqVTh37hxeeuklKJVKzJkzR3uNH374AePHj8f+/fshCALS0tLw2GOP4aWXXsKiRYtw584dvP322xgyZEil10lERPrbejoNczcn3v20VIZVF4/Ay0mJ2QND0C/US+zyyMiIn5SoQW3ZsgX29vba5/3798evv/760Ndt3749WrRogd9++w3Dhw9HTEwMFi1ahCtXrtR43vz58zF16lRMmjQJQPnCE4GBgTrHDBs2DKNHj9Z5PmrUKEyYMAEAMGXKFBw8eBCffPJJtYH3m2++wfPPPw9XV1e0a9cOjz76KJ555hlERkYCAC5cuIBffvkFcXFx6N27NwCgefPm2vOXLVsGX19ffPHFF5BIJAgKCkJqairefvttzJo1Szt/bsuWLfHRRx9pz5s1axY6duyI//u//9NuW7FiBXx9fXHhwgW0atWq5jeWiIgqqRgaeH9/bsXQwOUvdGToJR0MvHXARi5D4ry+eh17OCkbo1b++8DjYl58BJ39XfT62obo2bMnli9frn1uZ2dn0Pk1GT16NFauXImmTZuioKAAAwYMqHE8cEZGBlJTUxEVFVXjdTt16qTz/OzZs3j55Zd1tkVGRmLJkiXVXqN79+64cuUKDh48iP3792Pnzp1YsmQJ5s6di/feew8JCQmQyWR47LHHqjz/7NmzCA8P11lGOjIyEgUFBbhx44Z2rPL9tR49ehS7du3S+SOjwuXLlxl4iYgMpNYImLs5sdqhgRIAczcnok+IJ2RSSRVHkSVi4K0DEolE72EF3QIaw8tJifTc4ir/sUoAeDop0S2gcb38Q7Wzs0PLli3r/LoA8Pzzz+Ott97CnDlzMGLECFhZ1fye2NjY6HXdqkL5vcETKB9Hff+2+8nlcnTr1g3dunXD9OnTMX/+fMybNw9vv/32A2up6voV46fv3X5/rRqNBgMHDsTChQsrXdPLi70PRESGOpyUXemm73sJANJyi3E4KRvhLWp/kzSZF9601sBkUglmDwwBUB5u71XxfPbAEJP8q9TFxQWDBg3CP//8ozMEoToODg5o1qyZwdOUBQcHY9++fTrb4uPjq5warSYhISEoKytDcXEx2rRpA41Gg3/++afaY+Pj43VuEoyPj4eDgwN8fHyq/RodO3bEmTNn0KxZM7Rs2VLnUZe960REliIjv/qwW5vjyDIw8IqgX6gXlr/QEZ5OSp3tnk5KUccdFRQUICEhAQkJCQCApKQkJCQkIDk5We9rxMTEIDMzE0FBQXodP2fOHHz66adYunQpLl68iGPHjuGbb76p8Zw333wTMTEx+Oqrr3Dx4kUsWrQIGzZswLRp06o9p0ePHvj6669x9OhRXL16FbGxsXjnnXfQs2dPODo6olmzZhg5ciRGjx6N33//HUlJSdi9ezd++eUXAMCECRNw/fp1vPbaazh37hz++OMPzJ49G1OmTNGO363Kq6++iuzsbDz33HM4fPgwrly5gu3bt2P06NFQq9V6vUdERPQ/9gr9PlF1d1A++CCyGBzSIJJ+oV7oE+KJw0nZyMgvhruDEp39XUTt2T1y5IjOTV9TpkwBAIwcORIxMTF6XcPGxkbvoQoV1y4uLsZnn32GadOmwc3NDQMHDqzxnCeffBJLlizBxx9/jNdffx3+/v5YuXIlevToUe05ffv2xQ8//IB33nkHRUVF8Pb2xhNPPIFZs2Zpj1m+fDneeecdTJgwAVlZWWjatCneeecdAICPjw9iY2Px5ptvol27dnBxccGYMWPw7rvv1lirt7c39u/fj7fffht9+/ZFSUkJ/Pz80K9fvxqDMhERVZZVUIJFcef1OvbXI9cR4uUIJ1t5PVdFpkAiGDqRqwXIy8uDk5MTcnNz4ejoqLOvuLgYSUlJ8Pf3h1LJvx7rmkajQV5eHhwdHS0yELJ96VKpVIiNjcWAAQMgl/OXFrFNWLLUnDt44ftDuHKrEPYKKxSUlEEC6NwPc/9zdwcFFjzdBlHBNU+RSaapprx2P8tLFERERGRSrtwqwDPL43HlViG8nZTYNDESX1UzNPCrFzpi/fhwNHezQ0Z+Ccb8cART1iUgp4irX1oyDmkgIiIio3U6JRcjVxxGVmEpmje2w5oxXeDtbIPmje3RJ8QTBy5lYPveQ4ju1gXhLd21QwNjJ3XDorgL+G7vFWw4noK9lzLxf0+1QZ8Q9vZaIvbwEhERkVE6nJSN5745iKzCUoT6OOLXV8Lh7fy/+0RkUgm6+LsgzE1Al/vug1HKZXhnQDB+HReB5o3tcCu/BC+tOoLJPx9nb68FYuAlIiIio7PrXAaGf38I+SVl6OzvgrUvdYWrvcLg64T5NULs693wymPNIZUAvyekoveiPdh+Jr0eqiZjxcBbS7zXj+oD2xUREfBHQgpeWnUEJWUa9Apyx6rRneGgrP1Nikq5DDP6B2P9+Ai0aGyHzIISvLz6KCb9fBy3C9nbawkYeA1UcVdwUVGRyJWQOapoV7z7nIgs1eqD1zB5XQLKNAIGt/fG18PDoJTL6uTaHZo2wp+vd8O4x1pAKgH+SEhFn8/2YBt7e80eb1ozkEwmg7OzMzIyMgAAtra2D1zSlvSn0WhQWlqK4uJii5qWTBAEFBUVISMjA87OzpDJ6uaHOxGRqRAEAct2X8bH28rn2R3e1Q9zB7WGtI7np1fKZZjePwj9Qj3x5q8ncDGjAK+sPopB7bwxZ1BruNhZ1+nXI+PAwFsLnp6eAKANvVR3BEHAnTt3YGNjY5F/SDg7O2vbFxGRpRAEAR/+dQ5f77kCAHitV0tM6dOqXn8PtPd1xubXHsXSHRfx1T+XselEKuIvZ2L+k6GirXhK9YeBtxYkEgm8vLzg7u4OlUoldjlmRaVSYc+ePejevbvFfawvl8vZs0tEFketEfDOhlNYd+Q6AODdx4MxtlvzBvnaSrkMb/ULQt/WnnjztxO4cLMA49YcwxNtvTBvcCh7e80IA+9DkMlkDCh1TCaToaysDEql0uICLxGRpSkpU+ONdQmIPZUOqQT48Om2GPKIb4PX0U6nt/cKtpxMw4HLWZj/ZCj6t2FvrzmwnEGSREREZDSKSssw9ocjiD2VDmuZFMue7yhK2K2gsJLhzb5B2DghAoEeDsgqLMX4H4/h1Z+OIaugRLS6qG4w8BIREVGDyi1S4YXvDmHvxUzYWsuwYtQjRjNutm0TZ2x6LRKv9WoJmVSCP0+mIfqzPYg9lSZ2afQQGHiJiIiowWTkF2PoNwdwLDkHTjZyrBnbBY8GuIldlg6FlQxTowPx+4RIBHmW9/ZO+PEYXv3xGDLZ22uSGHiJiIioQVzPLsJ/vzqAc+n5aOygwLpXuqJj00Zil1WtNk2csGnio3i9orf3VHlv75aTqdpj1BoBBy5n4Y+EFBy4nAW1hgsIGSPetEZERET17sLNfAz//hBu5pXA18UGP47piqautmKX9UDWVlJMiQ5EdGtPTPv1BM6l52PiT8cReyoNPQLd8VncBaTlFmuP93JSYvbAEKMZokHl2MNLRERE9Srheg6GfH0AN/NKEOjhgN/GRZhE2L1XqE95b++kqABYSSWIPZWOt347qRN2ASA9txjj1xzD1tMc82tMGHiJiIio3sRfysTz3x5ETpEK7X2dse6VrvBwVIpdVq1YW0nxRp9W2DAhAlbVrABXMaBh7uZEDm8wIgy8REREVC+2nUnHqJX/orBUjUdbuuHHsV3gbGv6izkUlqhRVkOYFQCk5RbjcFJ2wxVFNeIYXiIiIqpzvx29gbd+OwGNAPRr7Yklz7WHwso8FmvKyC9+8EEGHEf1j4GXiIiI6tSKfUmYtyURAPDfsCZY8HQbWMnM50Nldwf9hmToexzVP/NpfURERCQqQRDwWdwFbdgd86g/Fv6nrVmFXQDo7O8CLyclqh7FC0hQPltDZ3+XhiyLamBeLZCIiIhEodEImLs5EUt2XAQATItuhXcfD4a0mpu7TJlMKsHsgSEAUGXoFQDMHhgCmRm+dlPFwEtEREQGuX+xhWKVGtN+PYGY+KsAgHmDW2NirwBIJOYb+PqFemH5Cx3h6VR52EInv0ach9fIcAwvERER6W3r6TTM3ZyoM/+swkqKkjINZFIJPv1vOzzZwUfEChtOv1Av9AnxxOGkbGTkF6OwpAzvbDyNI9du41jybaNeRc7SMPASERGRXraeTsP4Ncdw/4RcJWUaAMAr3ZtbTNitIJNKEN7CVfv8eHIOfj16A/O3JGL9+Aiz7uU2JRzSQERERA+kvjtGt6alFDYeT7H4xRam9Q2EjVyGY8k5+PMUV1szFgy8RERE9ECHk7IrLaN7Py62AHg4KjHusRYAgA//OodilVrkighg4CUiIiI9cLEF/b3U3R+ejkrcuH0HK/dfFbscghEE3mXLlsHf3x9KpRJhYWHYu3dvjceXlJRg5syZ8PPzg0KhQIsWLbBixQqdY9avX4+QkBAoFAqEhIRg48aN9fkSiIiIzB4XW9CfrbUV3uwbCAD4ctclZBaUiFwRiRp4161bh8mTJ2PmzJk4fvw4unXrhv79+yM5Obnac4YMGYIdO3bg+++/x/nz57F27VoEBQVp9x84cABDhw7F8OHDceLECQwfPhxDhgzBoUOHGuIlERERmSUutmCYpzr4oI2PEwpKyvBZ3AWxy7F4ogbeRYsWYcyYMRg7diyCg4OxePFi+Pr6Yvny5VUev3XrVvzzzz+IjY1F79690axZM3Tu3BkRERHaYxYvXow+ffpgxowZCAoKwowZMxAVFYXFixc30KsiIiIyPxWLLVR1S1pFCOZiC/8jlUrw7uPBAIC1h5Nx4Wa+yBVZNtGmJSstLcXRo0cxffp0ne3R0dGIj4+v8pxNmzahU6dO+Oijj7B69WrY2dlh0KBBeP/992FjYwOgvIf3jTfe0Dmvb9++NQbekpISlJT87+OGvLw8AIBKpYJKparNy6Naqni/+b4TwPZAlbFNiCsq0A3+rrZIyirS2e7ppMDM/kGICnRr8O+NMbeJjr6OiA5xx/bEDMzfcgbfjwgTuySzYsj3XLTAm5mZCbVaDQ8PD53tHh4eSE9Pr/KcK1euYN++fVAqldi4cSMyMzMxYcIEZGdna8fxpqenG3RNAFiwYAHmzp1bafv27dtha2tr6EujOhAXFyd2CWRE2B7ofmwT4rhWACRlWUEKAaNaaVAmAI5yoIVjIdTXjiL2mni1GWub6GwN7JDIsOdiFj798S8EN7LsadvqUlFR0YMPukv0hSfun5BZEIRqJ2nWaDSQSCT48ccf4eTkBKB8WMQzzzyDL7/8UtvLa8g1AWDGjBmYMmWK9nleXh58fX0RHR0NR0fHWr0uqh2VSoW4uDj06dMHcrlc7HJIZGwPdD+2CXFN++0UgDQMaueNGc+0EbscAKbRJlJtz2NF/DXsyHbEpGfDYSUTfc4As1Dxibw+RAu8bm5ukMlklXpeMzIyKvXQVvDy8oKPj4827AJAcHAwBEHAjRs3EBAQAE9PT4OuCQAKhQIKhaLSdrlcbrT/eMwd33u6F9sD3Y9touFl5Bcj9nT579cx3VoY3ftvzG1iUu9AbEhIxcWMQqxPSMcLXf3ELsksGPL9Fu1PDGtra4SFhVX6CCIuLk7nJrR7RUZGIjU1FQUFBdptFy5cgFQqRZMmTQAA4eHhla65ffv2aq9JRERED/bjwWSo1ALC/BqhTROnB59AWk62ckyOCgAAfBZ3AXnFxjfe2NyJ2qc+ZcoUfPfdd1ixYgXOnj2LN954A8nJyRg3bhyA8qEGI0aM0B4/bNgwuLq64sUXX0RiYiL27NmDN998E6NHj9YOZ5g0aRK2b9+OhQsX4ty5c1i4cCH+/vtvTJ48WYyXSEREZPJKytT48VD5lKEvRjYTtxgT9XxXPzRvbIeswlIs23VZ7HIsjqiBd+jQoVi8eDHmzZuH9u3bY8+ePYiNjYWfX3lXf1pams6cvPb29oiLi0NOTg46deqE559/HgMHDsTSpUu1x0RERODnn3/GypUr0bZtW8TExGDdunXo0qVLg78+IiIic/DnyTRkFpTA01GJvq09xS7HJMllUswcUD5N2Yp9Sbierf8NV/TwRL9pbcKECZgwYUKV+2JiYiptCwoKeuCdmM888wyeeeaZuiiPiIjIogmCoF0ed3i4H+S84arWegW5I7KlK/ZfysLCrefwxbCOYpdkMdhqiYiIqFrHkm/jVEourK2keK5zU7HLMWkSiQQzB4RAIgG2nEzD0Wu3xS7JYjDwEhERUbUqenefbO8NFztrcYsxAyHejhgS5gsAeH9LIjQazsvbEBh4iYiIqEppuXfw192pyEZF+ItcjfmY2rcVbK1lSLieg80nU8UuxyIw8BIREVGV1hy8BrVGQBd/F4R4cyGmuuLuoMSEHi0AAB9tPY9ilVrkiswfAy8RERFVUqxS4yftVGTs3a1rY7s1h7eTEik5d/D9viSxyzF7DLxERERUyaaEVNwuUsHH2QZ9QqpfrZRqRymX4a1+QQCAZbsu4VZ+icgVmTcGXiIiItIhCAJW7C/vdRwZ4QeZVCJyReZpUDtvtGvihMJSNRbFXRC7HLPGwEtEREQ6DiVl41x6PmzkMgztxKnI6otUKsG7T4QAANb9m4xz6XkiV2S+GHiJiIhIR8zdqcie7ugDJ1u5uMWYuUeaueDxNl7QCMAHf56FIHCasvrAwEtERERa17OLsD2xYiqyZuIWYyHe7hcEa5kUey9mYvf5W2KXY5YYeImIiEhrzcFr0AhAtwA3BHg4iF2ORWjqaosXI5sBAOb/mQiVWiNuQWaIgZeIiIgAAEWlZVh7uHwqMvbuNqwJPVvCxc4al28V4ue73wOqOwy8REREBADYeDwFecVl8HO1Rc9Ad7HLsShONnK80TsAAPDZ3xeRe0clckXmhYGXiIiIIAiC9ma1keHNIOVUZA3uuc5N0dLdHtmFpVi265LY5ZgVBl4iIiLC/ktZuJhRADtrGZ7p1ETsciySlUyKmY8HAwBW7r+K5KwikSsyHwy8REREhJV3F5r4bydfOCo5FZlYerRqjG4BbihVa/Dh1rNil2M2GHiJiIgs3NXMQuw8nwEAGBHuJ3I1lk0ikWDm48GQSoDYU+n492q22CWZBQZeIiIiC/fDgasQBKBnYGM0b2wvdjkWL8jTEUMfKV/hbv6WRGg0XIziYTHwEhERWbCCkjL8euQGAGBUpL/I1VCFKX1awc5ahhM3crHpRKrY5Zg8Bl4iIiIL9tuR6ygoKUOLxnboHuAmdjl0V2MHBSb0bAkAWLj1HO6UqkWuyLQx8BIREVkojUbADweuAShfaEIi4VRkxmTMo/7wcbZBWm4xvt93RexyTBoDLxERkYX658ItJGUWwkFphac7cioyY6OUy/B2/yAAwLLdl5GRVyxyRaaLgZeIiMhCrYy/CgAY2skXdgorcYuhKg1s64UOTZ1RVKrGp9sviF2OyWLgJSIiskCXMgqw58ItSCTAyIhmYpdD1ZBIJHj38RAAwC9HryMxNU/kikwTAy8REZEF+uFu727vYA/4utiKWwzVKMyvEZ5o6wVBAOb/mQhB4DRlhmLgJSIisjC5d1RYf6x8KrIXI5uJWwzp5e1+QbC2kiL+chZ2nssQuxyTw8BLRERkYX49ch1FpWoEejggvLmr2OWQHnxdbDHm0fJ5kj+IPQuVWiNyRaaFgZeIiMiCqDUCYu4OZxgVyanITMmEHi3gameNK7cK8ePBa2KXY1IYeImIiCzIjrM3ceP2HTjbyvFkex+xyyEDOCjlmBLdCgCweMdF5BapRK7IdDDwEhERWZCV+68CAJ59pClsrGXiFkMGG9rJF6087JFTpMLnOy+KXY7JYOAlIiKyEOfS83DgShZkUgmGh/uJXQ7VgpVMipl3pyn74cBVXM0sFLki08DAS0REZCFi7vbu9m3tAR9nG3GLoVp7rFVj9AhsDJVawId/nRO7HJPAwEtERGQBbheWYuPxFADAi5H+IldDD2vmgGDIpBJsPZOOQ1eyxC7H6DHwEhERWYCf/72OkjINWns7opNfI7HLoYcU4OGA5zr7AgDe35KI+EuZ+CMhBQcuZ0Gt4cIU9+PC2URERGauTK3B6gNXAZT37nIqMvMwuXcr/HbkBk6n5mHYd4e0272clJg9MAT9Qr1ErM64sIeXiIjIzG1PvInU3GK42lnjibYMQebiyNVsFJdVXoAiPbcY49ccw9bTaSJUZZwYeImIiMzcyv1JAIDnuzSFUs6pyMyBWiNg7ubEKvdVDGiYuzmRwxvuYuAlIiIyY6dTcvHv1duwkkrwfFdORWYuDidlIy23uNr9AoC03GIcTspuuKKMGAMvERGRGatYaOLxtl7wcFSKWwzVmYz86sNubY4zdwy8REREZiqzoASbT6QCAEZFNBO3GKpT7g76/fGi73HmjoGXiIjITP10KBmlag3a+TqjQ1NORWZOOvu7wMtJierm25CgfLaGzv4uDVmW0WLgJSIiMkOlZRqsOXgNADA6spm4xVCdk0klmD2wfInh6kLv7IEhkEk5BR3AwEtERGSW/jqdhoz8Erg7KNCf87GapX6hXlj+Qkd4OukOW7CSSrD8hY6ch/ceXHiCiIjIDFXcrPZCVz9YW7F/y1z1C/VCnxBPHE7KRlJmAd79/TTKNAKaN7YXuzSjwn8BREREZuZ48m0kXM+BtUyK5zo3FbscqmcyqQThLVwxrIsfegV5AAB+P54iclXGhYGXiIjIzMTEXwUADGznjcYOCnGLoQb1VAcfAMAfCanQcNEJLQZeIiIiM3Izrxh/nixfUvZF3qxmcaKC3eGgsEJKzh0cvspFJyow8BIREZmRHw9eQ5lGwCPNGiHUx0nscqiBKeUyDGhTfrPaxmMc1lCBgZeIiMhMFKvU+PFQMgBgVIS/yNWQWJ7qWD6sIfZUGopVapGrMQ4MvERERGZiy8k0ZBWWwstJib6tPcQuh0TSuZkLfJxtkF9Shp3nMsQuxygw8BIREZkBQRCwcn8SAGB4uB+sZPwVb6mkUgkGt/cGAGzgsAYADLxERERm4ci12ziTmgeFlRTPPcKpyCxdxWwNu89nILuwVORqxMfAS0REZAYqenef6uCDRnbWIldDYgvwcEBrb0eUaQT8eTJV7HJEx8BLRERk4lJy7mDbmZsAgFGciozuqujl3chFKBh4iYiITN3qA9eg1ggIb+6KIE9HscshIzGonTekEuBYcg6uZhaKXY6oGHiJiIhM2J1SNX7+9+5UZOzdpXu4OyrxaEBjAMDvCZbdyyt64F22bBn8/f2hVCoRFhaGvXv3Vnvs7t27IZFIKj3OnTunPSYmJqbKY4qLixvi5RARETWo3xNSkFOkQpNGNugdzKnISNdTHcpna/j9eAoEwXKXGrYS84uvW7cOkydPxrJlyxAZGYmvv/4a/fv3R2JiIpo2rf4O0/Pnz8PR8X8f2TRu3Fhnv6OjI86fP6+zTalU1m3xREREIhMEATH7rwIARoY3g0wqEbcgMjrRIZ6wkZ/G1awiHL+eg45NG4ldkihE7eFdtGgRxowZg7FjxyI4OBiLFy+Gr68vli9fXuN57u7u8PT01D5kMpnOfolEorPf09OzPl8GERGRKA5czsL5m/mwkcsw5BFfscshI2SnsEK/0PIc9LsF37wmWg9vaWkpjh49iunTp+tsj46ORnx8fI3ndujQAcXFxQgJCcG7776Lnj176uwvKCiAn58f1Go12rdvj/fffx8dOnSo9nolJSUoKSnRPs/LywMAqFQqqFQqQ18aPYSK95vvOwFsD1QZ2wSg1gg4cu02MvJLsOZg+djdpzp4wdbKMt8XtokHG9jGAxuPp2DziVS8HR0AayvRR7TWCUO+56IF3szMTKjVanh46I438vDwQHp6epXneHl54ZtvvkFYWBhKSkqwevVqREVFYffu3ejevTsAICgoCDExMWjTpg3y8vKwZMkSREZG4sSJEwgICKjyugsWLMDcuXMrbd++fTtsbW0f8pVSbcTFxYldAhkRtge6n6W2iRNZEmy4KkVOqe7QheKb1xAbe1WcooyEpbYJfagFwFEuw+0iFRb/vA2hLuYxlreoqEjvYyWCSCOYU1NT4ePjg/j4eISHh2u3f/DBB1i9erXOjWg1GThwICQSCTZt2lTlfo1Gg44dO6J79+5YunRplcdU1cPr6+uLzMxMnbHCVP9UKhXi4uLQp08fyOVyscshkbE90P0suU1sO3MTr/18AlX90pYA+PzZdujb2vJuWrPkNmGI//vrPFbGX8OAUA8sGdpO7HLqRF5eHtzc3JCbm/vAvCZaD6+bmxtkMlml3tyMjIxKvb416dq1K9asWVPtfqlUikceeQQXL16s9hiFQgGFQlFpu1wu5z8ekfC9p3uxPdD9LK1NqDUCPvjrfJVht8IHf51H/7Y+FnvjmqW1CUP9J8wXK+Ov4e9zt3BHDTgqTf+9MuT7LdogDmtra4SFhVX6CCIuLg4RERF6X+f48ePw8vKqdr8gCEhISKjxGCIiImN2OCkbabnVT68pAEjLLcbhpOyGK4pMSmtvRwS426O0TIOtp6oeOmrORJ2WbMqUKRg+fDg6deqE8PBwfPPNN0hOTsa4ceMAADNmzEBKSgpWrVoFAFi8eDGaNWuG1q1bo7S0FGvWrMH69euxfv167TXnzp2Lrl27IiAgAHl5eVi6dCkSEhLw5ZdfivIaiYiIHlZGvn5zyet7HFkeiUSCJzv44ONt57Hh+A2Lm9VD1MA7dOhQZGVlYd68eUhLS0NoaChiY2Ph5+cHAEhLS0NycrL2+NLSUkybNg0pKSmwsbFB69at8eeff2LAgAHaY3JycvDyyy8jPT0dTk5O6NChA/bs2YPOnTs3+OsjIiKqC+4O+s0lr+9xZJkqAu/BK9lIybkDH2cbsUtqMKIGXgCYMGECJkyYUOW+mJgYnedvvfUW3nrrrRqv99lnn+Gzzz6rq/KIiIhE19nfBV5OSqTnFld705qnkxKd/V0aujQyIT7ONuji74JDSdnYlJCK8T1aiF1SgzGPidiIiIjMmEwqweyBIVXuq7hFbfbAEIu9YY3091QHHwDAxuM3LGqpYQZeIiIiE9Av1Asf/qdtpe2eTkosf6Ej+oXy5mx6sP5tvGBtJcWFmwVITMsTu5wGI/qQBiIiItKP5m6PXHM3O0zqHQB3h/JhDOzZJX052cjRO9gdsafSsfFYClp7O4ldUoNgDy8REZGJ2Hq6fDqp/4Q1weD2Pghv4cqwSwZ7qkMTAMAfJ1Kh1ljGsAYGXiIiIhOQV6xC/OVMAEDf1p4iV0Om7LFWjeFsK8et/BLsv5QpdjkNgoGXiIjIBOw6lwGVWkBLd3u0dLcXuxwyYdZWUjzRtnzM9+/HU0SupmEw8BIREZmAiuEM/di7S3WgYljD1jPpKCotE7ma+sfAS0REZOTulKqx+/wtAEC/UAZeengdmzrDz9UWRaVqbD9zU+xy6h0DLxERkZHbc/EW7qjU8HG2QWtvR7HLITMgkUjwZPuKOXnNf1gDAy8REZGR23Z3OEPf1p6QSDgrA9WNJ+8uQrH34i1k5BeLXE39YuAlIiIyYiq1Bn+fLf/ImcMZqC75u9mhQ1NnaARg84k0scupVwy8RERERuzglSzkFZfBzd4aYX6NxC6HzEzFUsPmPlsDAy8REZERq5idoU+IJxeZoDr3RFtvWEklOJWSi0sZ+WKXU28YeImIiIyUWiNg2xkOZ6D642JnjR6BjQGY981rDLxERERG6njybWQWlMBBaYXw5q5il0Nm6kntsIZUaMx0qWEGXiIiIiNVMZwhKsgd1lb8lU31o3ewBxwUVkjJuYN/r2aLXU694L8eIiIiIyQIArYl3l1djcMZqB4p5TL0b1Pexn5PMM9hDQy8RERERigxLQ/Xs+9AKZeie6vGYpdDZq5iWMOWk2koVqlFrqbuMfASEREZoYrFJh5r1Ri21lYiV0Pmrqu/K7yclMgvLsOucxlil1PnGHiJiIiM0NYzHM5ADUcqlWDw3aWGN5jhbA0MvEREREbm8q0CXLhZACupBL2CPMQuhyzE0x3LA+/u8xm4XVgqcjV1i4GXiIjIyGy727sb3sIVTjZykashS9HKwwEhXo5QqQVsOWVeSw0z8BIRERkZLjZBYjHXpYYZeImIiIxIas4dnLieA4kE6BPC4QzUsAa194ZUAhy9dhvJWUVil1NnGHiJiIiMyPa7wxk6+TWCu4NS5GrI0ng4KhHZ0g2AeS01zMBLRERkRCpmZ+jbmsMZSBzaYQ0JKRAE81hqmIGXiIjISGQVlOBwUvnSrgy8JJa+rT1hI5chKbMQCddzxC6nTjDwEhERGYkdZzOgEYDW3o7wdbEVuxyyUHYKK0S3Lh8/bi43rzHwEhERGQntYhPs3SWRVQxr2HwyDSq1RuRqHh4DLxERkRHIL1Zh38VMAJyOjMT3aEs3uNkrkF1Yij0XboldzkNj4CUiIjICu87fQqlag+aN7dDS3V7scsjCWcmkGNTOG4B5zNbAwEtERGQEtp3+33AGiUQicjVE/xvWEJd4E3nFKpGreTgMvERERCIrVqmx63wGAA5nIOMR6uOIFo3tUFKmwda7f5CZKgZeIiIike27mImiUjW8nZRo4+MkdjlEAACJRIKnOzYBYPqzNTDwEhERiaxidoZoDmcgI1MxjvfAlSyk5d4RuZraY+AlIiISkUqtwd9nbwLgcAYyPr4utujs7wJBAP5ISBW7nFpj4CUiIhLR4aRs5BSp4GpnjUeauYhdDlElFTevbTxmuksNM/ASERGJqOJmoD4hHpBJOZyBjM+AUC9Yy6Q4fzMfZ9PyxS6nVhh4iYiIRKLRCNh2d/xuX66uRkbKyVaOqGB3AMDG4zdErqZ2GHiJiIhEknAjBxn5JbBXWCGipavY5RBV68m7wxr+SEiFWmN6wxoYeImIiERSsdhEryB3KKxkIldDVL2ege5wtpUjI78EBy5niV2OwRh4iYiIRCAIgnY6Ms7OQMbO2kqKx9t4AQA2mOCwBgZeIiIiEZxLz8e1rCIorKR4rFVjscsheqCnO5YPa9h2Oh1FpWUiV2MYBl4iIiIRVMzO0L1VY9gprESuhujBOjZtBF8XGxSWqhGXeFPscgzCwEtERCQCzs5ApkYikeCp9nfn5DWxpYYZeImIiBrY1cxCnEvPh0wqQe+70z0RmYKK2Rr2XszErfwSkavRHwMvERFRA6vo3Q1v7gpnW2uRqyHSX/PG9mjn6wy1RsDmE6az1DADLxERUQOrmJ2hL2dnIBP09N1e3t8TTGdYAwMvERFRA0rPLcbx5BxIJEDfEA+xyyEy2BNtvSCTSnDyRi4uZRSIXY5eGHiJiIga0PbE8t7djk0bwd1RKXI1RIZztVdop9L73URuXqt14L106RK2bduGO3fuACifQJuIiIhqVjEdWd/W7N0l0/XUPcMaNCaw1LDBgTcrKwu9e/dGq1atMGDAAKSlpQEAxo4di6lTp9Z5gURERObidmEpDiVlA+B0ZGTa+oR4wF5hhRu37+DItdtil/NABgfeN954A1ZWVkhOToatra12+9ChQ7F169Y6LY6IiMic/H32JtQaAcFejvBztRO7HKJaU8pl6H/3pktTmJPX4MC7fft2LFy4EE2aNNHZHhAQgGvXrtVZYUREROamYjqyfuzdJTNQMazhz5OpKFapRa6mZgYH3sLCQp2e3QqZmZlQKBR1UhQREZG5KSgpw56LmQCAfpyOjMxAl+au8HRUIq+4DLvPZ4hdTo0MDrzdu3fHqlWrtM8lEgk0Gg0+/vhj9OzZs06LIyIiMhe7z2egtEwDfzc7tPKwF7scoocmk0owuIM3AGDDMeMe1mBl6Akff/wxevTogSNHjqC0tBRvvfUWzpw5g+zsbOzfv78+aiQiIjJ5FbMzRLf2gEQiEbkaorrxVAcffP3PFew6n4GcolKjXTnQ4B7ekJAQnDx5Ep07d0afPn1QWFiIp59+GsePH0eLFi0MLmDZsmXw9/eHUqlEWFgY9u7dW+2xu3fvhkQiqfQ4d+6cznHr169HSEgIFAoFQkJCsHHjRoPrIiIiqivFKjV2nSv/yJfjd8mcBHk6ItjLESq1gM93XsQfCSk4cDkLaiObqsygHl6VSoXo6Gh8/fXXmDt37kN/8XXr1mHy5MlYtmwZIiMj8fXXX6N///5ITExE06ZNqz3v/PnzcHR01D5v3Lix9r8PHDiAoUOH4v3338dTTz2FjRs3YsiQIdi3bx+6dOny0DUTEREZKv5yJgpL1fB0VKJdE2exyyGqU8FeDjiblofv913VbvNyUmL2wBD0C/USr7B7GNTDK5fLcfr06Tr7KGbRokUYM2YMxo4di+DgYCxevBi+vr5Yvnx5jee5u7vD09NT+5DJZNp9ixcvRp8+fTBjxgwEBQVhxowZiIqKwuLFi+ukZiIiIkPdu9iEVMrhDGQ+tp5Oq3L8bnpuMcavOYatp9NEqKoyg8fwjhgxAt9//z0+/PDDh/rCpaWlOHr0KKZPn66zPTo6GvHx8TWe26FDBxQXFyMkJATvvvuuzs1yBw4cwBtvvKFzfN++fWsMvCUlJSgpKdE+z8vLA1Deo61SqfR9SVQHKt5vvu8EsD1QZabYJsrUGsQl3gQA9A5qbFK1mwJTbBPmQq0RMGfTmSr3CQAkAOZuPoMeAa6Q1cMfeoZ8zw0OvKWlpfjuu+8QFxeHTp06wc5Od+LsRYsW6XWdzMxMqNVqeHjoLq3o4eGB9PT0Ks/x8vLCN998g7CwMJSUlGD16tWIiorC7t270b17dwBAenq6QdcEgAULFlQ5RGP79u1VTsFG9S8uLk7sEsiIsD3Q/UypTVzMleB2kQx2VgJunT2I2HMPPocMZ0ptwlxczJUgPU9W7X4BQFpuCb5YtxUBTnU/preoqEjvYw0OvKdPn0bHjh0BABcuXNDZV5uhDvefIwhCtdcJDAxEYGCg9nl4eDiuX7+OTz75RBt4Db0mAMyYMQNTpkzRPs/Ly4Ovry+io6N1xgpT/VOpVIiLi0OfPn0gl8vFLodExvZA9zPFNjFvy1kA19GvrQ8GPh4qdjlmxxTbhLnYfDINSDz1wOOat26PAW3rfixvxSfy+jA48O7atcvQU6rk5uYGmUxWqec1IyOjUg9tTbp27Yo1a9Zon3t6ehp8TYVCUeWiGXK5nP94RML3nu7F9kD3M5U2odEIiDt7CwAwoI23SdRsqkylTZgTL2f9lsf2crarl++NIdc0eFqye924cQMpKbWbaNja2hphYWGVPoKIi4tDRESE3tc5fvw4vLz+91dDeHh4pWtu377doGsSERHVhZMpuUjPK4adtQyRLd3ELoeoTnX2d4GXkxLVfYYuQflsDZ39XRqyrCoZHHg1Gg3mzZsHJycn+Pn5oWnTpnB2dsb7778PjUZj0LWmTJmC7777DitWrMDZs2fxxhtvIDk5GePGjQNQPtRgxIgR2uMXL16M33//HRcvXsSZM2cwY8YMrF+/HhMnTtQeM2nSJGzfvh0LFy7EuXPnsHDhQvz999+YPHmyoS+ViIjooVTMztAzyB1KefVjHYlMkUwqweyBIQBQKfRWPJ89MKReblgzlMFDGmbOnKmdpSEyMhKCIGD//v2YM2cOiouL8cEHH+h9raFDhyIrKwvz5s1DWloaQkNDERsbCz8/PwBAWloakpOTtceXlpZi2rRpSElJgY2NDVq3bo0///wTAwYM0B4TERGBn3/+Ge+++y7ee+89tGjRAuvWreMcvERE1KAEQdBOydQvlItNkHnqF+qF5S90xNzNiUjLLdZu9zSyeXglgiAYdNuct7c3vvrqKwwaNEhn+x9//IEJEybUeoiDMcnLy4OTkxNyc3N501oDU6lUiI2NxYABAzgWi9geqBJTahPn0/PRd/EeWFtJcey9PrBXGNzHRHowpTZhztQaAYeTspGRXwx3h/JhDPXds2tIXjP4X192djaCgoIqbQ8KCkJ2drahlyMiIjJLFcMZurV0Y9glsyeTShDewlXsMqpl8Bjedu3a4Ysvvqi0/YsvvkC7du3qpCgiIiJTt+3M3dXVOJyBSHQG/8n50Ucf4fHHH8fff/+N8PBwSCQSxMfH4/r164iNja2PGomIiExKclYREtPyIJNK0DtY/6k2iah+GNzD+9hjj+H8+fN46qmnkJOTg+zsbDz99NM4f/48unXrVh81EhERmZSK3t0u/i5wsbMWuRoiqtWgIh8fH4NmYyAiIrIkW+8GXs7OQGQcDO7hXblyJX799ddK23/99Vf88MMPdVIUERGRqcrIK8bRa7cBANEhDLxExsDgwPvhhx/Cza3yajHu7u74v//7vzopioiIyFRtS7wJAGjv6wxPJ6XI1RARUIvAe+3aNfj7+1fa7ufnp7NIBBERkSXazuEMREbH4MDr7u6OkydPVtp+4sQJuLoa7/xrRERE9S2nqBQHLmcBAPq2ZuAlMhYGB95nn30Wr7/+Onbt2gW1Wg21Wo2dO3di0qRJePbZZ+ujRiIiIpOw42wGyjQCgjwd4O9mJ3Y5RHSXwbM0zJ8/H9euXUNUVBSsrMpP12g0GDFiBMfwEhGRRauYnYG9u0TGxeDAa21tjXXr1mH+/PlISEiAjY0N2rRpAz8/v/qoj4iIyCQUlZZhz4VbABh4iYxNrRf3DggIQEBAAMrKylBcXFyXNREREZmcf87fQkmZBk1dbBHs5SB2OUR0D73H8MbGxmL16tU62z744APY29vD2dkZ0dHRuH37dp0XSEREZAruXWxCIpGIXA0R3UvvwPvJJ58gLy9P+zw+Ph6zZs3Ce++9h19++QXXr1/H+++/Xy9FEhERGbOSMjV2ns0AwOEMRMZI78B7+vRpREREaJ//9ttv6NOnD2bOnImnn34an376KTZv3lwvRRIRERmz+MtZyC8pg7uDAh18ncUuh4juo3fgzc/P15lnd9++fejVq5f2eevWrZGamlq31REREZmAbaf/NzuDVMrhDETGRu/A6+3tjbNnzwIACgoKcOLECURGRmr3Z2VlwdbWtu4rJCIiMmJqjYC4u8sJczgDkXHSO/A+88wzmDx5MlavXo2XXnoJnp6e6Nq1q3b/kSNHEBgYWC9FEhERGasjV7ORVVgKJxs5ujR3EbscIqqC3tOSzZ49G6mpqXj99dfh6emJNWvWQCaTafevXbsWAwcOrJciiYiIjFXF7Ay9gz0glxm8gCkRNQC9A6+trW2lacnutWvXrjopiIiIyFQIgqAdv9svlMMZiIwV/xQlIiKqpVMpuUjNLYattQzdAtzELoeIqsHAS0REVEtb7/bu9gx0h1Iue8DRRCQWBl4iIqJaqhi/G93aQ+RKiKgmDLxERES1cCkjH1duFcJaJkWvIHexyyGiGjDwEhER1ULFcIbIlq5wUMpFroaIalKrwPvPP/9g4MCBaNmyJQICAjBo0CDs3bu3rmsjIiIyWhXDGTg7A5HxMzjwrlmzBr1794atrS1ef/11TJw4ETY2NoiKisJPP/1UHzUSEREZlevZRTidkgeppHz+XSIybnrPw1vhgw8+wEcffYQ33nhDu23SpElYtGgR3n//fQwbNqxOCyQiIjIWao2Aw0nZWPdvMgDgkWaN4GqvELkqInoQg3t4r1y5UuWKaoMGDUJSUlKdFEVERGRstp5Ow6MLd+K5bw/i94RUAMDZtHxsPZ0mcmVE9CAGB15fX1/s2LGj0vYdO3bA19e3TooiIiIyJltPp2H8mmNIyy3W2Z5XXIbxa44x9BIZOYOHNEydOhWvv/46EhISEBERAYlEgn379iEmJgZLliypjxqJiIhEo9YImLs5EUINx8zdnIg+IZ6QSSUNVhcR6c/gwDt+/Hh4enri008/xS+//AIACA4Oxrp16zB48OA6L5CIiEhMh5OyK/Xs3ksAkJZbjMNJ2Qhv4dpwhRGR3gwKvGVlZfjggw8wevRo7Nu3r75qIiIiMhoZ+dWH3docR0QNz6AxvFZWVvj444+hVqvrqx4iIiKj4u6grNPjiKjhGXzTWu/evbF79+56KIWIiMj4dPZ3gZeTEtWNzpUA8HJSorO/S0OWRUQGMHgMb//+/TFjxgycPn0aYWFhsLOz09k/aNCgOiuOiIhIbDKpBLMHhmDcmmOV9lWE4NkDQ3jDGpERq9VNawCwaNGiSvskEgmHOxARkdnpF+qF/4Y1wa9Hb+hs93RSYvbAEPQL9RKpMiLSh8GBV6PR1EcdRERERu1iRgEAYGS4Hzr6NYK7Q/kwBvbsEhk/gwMvERGRpbmeXYSE6zmQSoBXe7XkDWpEJsbgm9Zef/11LF26tNL2L774ApMnT66LmoiIiIzK5pPlSwmHt3Bl2CUyQQYH3vXr1yMyMrLS9oiICPz22291UhQREZEx2ZRQHngHtvUWuRIiqg2DA29WVhacnJwqbXd0dERmZmadFEVERGQsLt7Mx7n0fMhlEvQL9RS7HCKqBYMDb8uWLbF169ZK2//66y80b968TooiIiIyFptPpgEAugc0hrOttcjVEFFtGHzT2pQpUzBx4kTcunULvXr1AgDs2LEDn376KRYvXlzX9REREYlGEARsPnF3OEM7DmcgMlUGB97Ro0ejpKQEH3zwAd5//30AQLNmzbB8+XKMGDGizgskIiISy5nUPCRlFkJhJUXvEA+xyyGiWqrVtGTjx4/H+PHjcevWLdjY2MDe3r6u6yIiIhJdRe9u72AP2Cs4kyeRqXqof72NGzeuqzqIiIiMikZz73AGrqRGZMr0CrwdO3bEjh070KhRI3To0AESSfWryhw7VnmtcSIiIlNzLPk2UnOLYa+wQo9Ad7HLIaKHoFfgHTx4MBQKBQDgySefrM96iIiIjEJF7250aw8o5TKRqyGih6FX4J09e3aV/01ERGSOytQa/HmqfDoyzs5AZPoMnoeXiIjI3B28ko3MglI428rxaEs3scshooek901r+i4qceXKlVoXQ0REZAwqhjP0D/WCXMa+ISJTp3fgvXr1Kvz8/DBs2DC4u3PwPhERmafSMg3+Ol0+nGEQhzMQmQW9A+/PP/+MlStXYtGiRejfvz9Gjx6NAQMGQCrlX75ERGQ+9ly4hbziMrg7KNDZ30XscoioDuidVocMGYK//voLly5dQlhYGN544w00adIE06dPx8WLF+uzRiIiogaz+WT5cIbH23pBJq1+Gk4iMh0Gd8/6+Phg5syZuHjxItauXYtDhw4hKCgIt2/frlUBy5Ytg7+/P5RKJcLCwrB37169ztu/fz+srKzQvn17ne0xMTGQSCSVHsXFxbWqj4iILMedUjXiEm8C4HAGInNSq/EIxcXFWLNmDebOnYtDhw7hv//9L2xtbQ2+zrp16zB58mTMnDkTx48fR7du3dC/f38kJyfXeF5ubi5GjBiBqKioKvc7OjoiLS1N56FUKg2uj4iILMuOczdRVKpGk0Y2aO/rLHY5RFRHDAq8hw4dwssvvwwPDw8sWrQITz/9NFJSUvDzzz9rF6YwxKJFizBmzBiMHTsWwcHBWLx4MXx9fbF8+fIaz3vllVcwbNgwhIeHV7lfIpHA09NT50FERPQg/1tK2LvGVUWJyLTofdNa69atkZGRgWHDhmHv3r1o27btQ33h0tJSHD16FNOnT9fZHh0djfj4+GrPW7lyJS5fvow1a9Zg/vz5VR5TUFAAPz8/qNVqtG/fHu+//z46dOhQ7TVLSkpQUlKifZ6XlwcAUKlUUKlUhrwsekgV7zffdwLYHqiy+mwT+cUq7Dp/CwAwoLU7252J4M8Jy2XI91zvwHv27FnY2dlh1apVWL16dbXHZWdn63W9zMxMqNVqeHh46Gz38PBAenp6ledcvHgR06dPx969e2FlVXXpQUFBiImJQZs2bZCXl4clS5YgMjISJ06cQEBAQJXnLFiwAHPnzq20ffv27bUaqkEPLy4uTuwSyIiwPdD96qNNHL4lQWmZDB42Ai4f3Ysr7OA1Kfw5YXmKior0PlbvwLty5cpaFfMg939kJAhClR8jqdVqDBs2DHPnzkWrVq2qvV7Xrl3RtWtX7fPIyEh07NgRn3/+OZYuXVrlOTNmzMCUKVO0z/Py8uDr64vo6Gg4Ojoa+pLoIahUKsTFxaFPnz6Qy+Vil0MiY3ug+9Vnm1i/6iiALAwNb4nHe7ao02tT/eHPCctV8Ym8PvQOvCNHjqxVMdVxc3ODTCar1JubkZFRqdcXAPLz83HkyBEcP34cEydOBABoNBoIggArKyts374dvXr1qnSeVCrFI488UuPUaQqFosoxyHK5nP94RML3nu7F9kD3q+s2kV1Yiv2Xyz+hfLJDE7Y3E8SfE5bHkO+3aKtGWFtbIywsrNJHEHFxcYiIiKh0vKOjI06dOoWEhATtY9y4cQgMDERCQgK6dOlS5dcRBAEJCQnw8vKql9dBRESm76/TaVBrBIT6OKJ5Y3uxyyGiOqZ3D299mDJlCoYPH45OnTohPDwc33zzDZKTkzFu3DgA5UMNUlJSsGrVKkilUoSGhuqc7+7uDqVSqbN97ty56Nq1KwICApCXl4elS5ciISEBX375ZYO+NiIiMh2bEu7OztCWc+8SmSNRA+/QoUORlZWFefPmIS0tDaGhoYiNjYWfnx8AIC0t7YFz8t4vJycHL7/8MtLT0+Hk5IQOHTpgz5496Ny5c328BCIiMnHpucU4fLV8OMMTXGyCyCyJGngBYMKECZgwYUKV+2JiYmo8d86cOZgzZ47Ots8++wyfffZZHVVHRETm7s9TaRAEoJNfI/g424hdDhHVA9HG8BIRERmDTfcsNkFE5qnOAu/169cxevTourocERFRvUvOKsKJ6zmQSoABbXhzM5G5qrPAm52djR9++KGuLkdERFTvNp8s792NaOGGxg6Vp6ckIvOg9xjeTZs21bj/ypUrD10MERFRQ9qsHc7A3l0ic6Z34H3yySchkUggCEK1x1S1QhoREZExungzH+fS8yGXSdC3tafY5RBRPdJ7SIOXlxfWr18PjUZT5ePYsWP1WScREVGdqujd7R7QGM621iJXQ0T1Se/AGxYWVmOofVDvLxERkbEQBAGbT6YBAAa15+wMROZO7yENb775JgoLC6vd37JlS+zatatOiiIiIqpPp1PykJRZCKVcit7BHmKXQ0T1TO/A261btxr329nZ4bHHHnvogoiIiOpbxewMUUEesFOIvgYTEdUzvYc0XLlyhUMWiIjI5Gk0ArZwsQkii6J34A0ICMCtW7e0z4cOHYqbN2/WS1FERET15WjybaTmFsNeYYUegY3FLoeIGoDegff+3t3Y2Ngax/QSEREZo4rZGaJbe0Apl4lcDRE1hDpbaY2IiMjYlak1iD11d3YGDmcgshh6B16JRFJpYQkuNEFERKbk4JVsZBaUopGtHJEt3cQuh4gaiN63pgqCgFGjRkGhKF9rvLi4GOPGjYOdnZ3OcRs2bKjbComIiOrIphMpAID+bbwgl/FDTiJLoXfgHTlypM7zF154oc6LISIiqi8lZWpsPZ0OABjYlsMZiCyJ3oF35cqV9VkHERFRvdp7IRN5xWXwcFSgs7+L2OUQUQPi5zlERGQRNt2dneHxNt6QSXkPCpElYeAlIiKzV1RahrjE8rnjB7bzErkaImpoDLxERGT2dp7LwB2VGr4uNmjv6yx2OUTUwBh4iYjI7G1KuLuUcFtvTqlJZIEYeImIyKzlFauw+/wtAMBALjZBZJEYeImIyKxtP3MTpWoNAtztEeTpIHY5RCQCBl4iIjJrm+/OzjCwHYczEFkqBl4iIjJbWQUl2HcpEwDwRFvOzkBkqRh4iYjIbP11Oh1qjYBQH0c0b2wvdjlEJBIGXiIiMlsVwxkG8WY1IovGwEtERGYpPbcYh69mAwAeb8vAS2TJGHiJiMgsbTmZCkEAOvk1go+zjdjlEJGIGHiJiMgsbT6ZBgAY1J69u0SWjoGXiIjMzrWsQpy4ngOpBOgfytkZiCwdAy8REZmdLXd7dyNauKGxg0LkaohIbAy8RERkdjg7AxHdi4GXiIjMyoWb+TiXng+5TIK+rT3FLoeIjAADLxERmZWK3t3HWjWGk61c5GqIyBgw8BIRkdkQBEEbeAdyOAMR3cXAS0REZuN0Sh6uZhVBKZeid7CH2OUQkZFg4CUiIrOx6UQKACAq2AN2CiuRqyEiY8HAS0REZkGjEbTTkQ3kUsJEdA8GXiIiMgtHk28jLbcYDgor9AhsLHY5RGREGHiJiMgsbEoov1kturUnlHKZyNUQkTFh4CUiIpNXptYg9tTd4QztuJQwEeli4CUiIpN34EoWsgpL4WJnjciWbmKXQ0RGhoGXiIhMXsXcu/1DPSGX8VcbEeniTwUiIjJpJWVq/HU6HQAXmyCiqjHwEhGRSdtzIRP5xWXwcFSgczMXscshIiPEwEtERCatYjjDE229IZVKRK6GiIwRAy8REZmsotIyxCXeBMDhDERUPQZeIiIyWTvOZuCOSo2mLrZo18RJ7HKIyEgx8BIRkcmqGM4wsJ0XJBIOZyCiqjHwEhGRScq9o8Lu87cAcDgDEdWMgZeIiEzS9jPpKFVrEOBuj0APB7HLISIjxsBLREQmafPJ8qWEB7Xz5nAGIqoRAy8REZmcrMJS7L+UCQB4gsMZiOgBGHiJiMjkbD1zE2qNgDY+TvB3sxO7HCIycgy8RERkcv48Vb6U8CD27hKRHhh4iYjIpOSUAEeu3QYAPN7WS+RqiMgUiB54ly1bBn9/fyiVSoSFhWHv3r16nbd//35YWVmhffv2lfatX78eISEhUCgUCAkJwcaNG+u4aiIiamhqjYBDSdnYnCyFIACd/Jzh7WwjdllEZAJEDbzr1q3D5MmTMXPmTBw/fhzdunVD//79kZycXON5ubm5GDFiBKKioirtO3DgAIYOHYrhw4fjxIkTGD58OIYMGYJDhw7V18sgIqJ6tvV0Gh5duBMvrDiCI5nlv7ou3CzA1tNpIldGRKZA1MC7aNEijBkzBmPHjkVwcDAWL14MX19fLF++vMbzXnnlFQwbNgzh4eGV9i1evBh9+vTBjBkzEBQUhBkzZiAqKgqLFy+up1dBRET1aevpNIxfcwxpucU62/OKyzB+zTGGXiJ6ICuxvnBpaSmOHj2K6dOn62yPjo5GfHx8teetXLkSly9fxpo1azB//vxK+w8cOIA33nhDZ1vfvn1rDLwlJSUoKSnRPs/LywMAqFQqqFQqfV4O1ZGK95vvOwFsD1Q+jGHOpjMQajhm7uYz6BHgCpmUc/FaIv6csFyGfM9FC7yZmZlQq9Xw8PDQ2e7h4YH09PQqz7l48SKmT5+OvXv3wsqq6tLT09MNuiYALFiwAHPnzq20ffv27bC1tX3QS6F6EBcXJ3YJZETYHizXxVwJ0vNk1e4XAKTlluCLdVsR4FRTLCZzx58TlqeoqEjvY0ULvBXuXx1HEIQqV8xRq9UYNmwY5s6di1atWtXJNSvMmDEDU6ZM0T7Py8uDr68voqOj4ejoqM/LoDqiUqkQFxeHPn36QC6Xi10OiYztgTafTAMSTz3wuOat22MAZ2ywSPw5YbkqPpHXh2iB183NDTKZrFLPa0ZGRqUeWgDIz8/HkSNHcPz4cUycOBEAoNFoIAgCrKyssH37dvTq1Quenp56X7OCQqGAQqGotF0ul/Mfj0j43tO92B4sl5ezfotKeDnbsY1YOP6csDyGfL9Fu2nN2toaYWFhlT6CiIuLQ0RERKXjHR0dcerUKSQkJGgf48aNQ2BgIBISEtClSxcAQHh4eKVrbt++vcprEhGRcevs7wIvJ2W1+yUAvJyU6Ozv0nBFEZHJEXVIw5QpUzB8+HB06tQJ4eHh+Oabb5CcnIxx48YBKB9qkJKSglWrVkEqlSI0NFTnfHd3dyiVSp3tkyZNQvfu3bFw4UIMHjwYf/zxB/7++2/s27evQV8bERE9PJlUgllPhGD8j8cq7asYqDZ7YAhvWCOiGokaeIcOHYqsrCzMmzcPaWlpCA0NRWxsLPz8/AAAaWlpD5yT934RERH4+eef8e677+K9995DixYtsG7dOm0PMBERmRbp3TArAXRma/B0UmL2wBD0C+XYXSKqmUQQBN7Wep+8vDw4OTkhNzeXN601MJVKhdjYWAwYMIBjsYjtgaDRCBiwdC/OpedjQo8WiGjeCNv3HkJ0ty4Ib+nOnl3izwkLZkheE32WBiIiour8dTod59Lz4aCwwsvdm8NOLkHWWQFd/F0YdolIb6KutEZERFQdtUbAZ39fAACM6eYPZ1trkSsiIlPFwEtEREZpy8lUXMoogJONHKMf9Re7HCIyYQy8RERkdMrUGiz++yIA4OXuzeGo5NhMIqo9Bl4iIjI6vyekIimzEI1s5RgZ0UzscojIxDHwEhGRUVGpNVi6o7x3d9xjLWCv4P3VRPRwGHiJiMiorD96A8nZRXCzt8bwcD+xyyEiM8DAS0RERqOkTI3Pd14CAIzv0RK21uzdJaKHx8BLRERG45cjN5CScwcejgo836Wp2OUQkZlg4CUiIqNQrFLjy7u9u6/2bAmlXCZyRURkLhh4iYjIKKw9nIz0vGJ4Oykx9BFfscshIjPCwEtERKK7U6rGl7suAwAm9gqAwoq9u0RUdxh4iYhIdKsPXkVmQQl8XWzw305NxC6HiMwMAy8REYmqsKQMX/1zBQDwWq8AyGX81UREdYs/VYiISFQx8VeRXViKZq62eLqDj9jlEJEZYuAlIiLR5Ber8M2e8t7dSb0DYMXeXSKqB/zJQkREolmx7ypy76jQorEdBrVj7y4R1Q8GXiIiEkVukQrf7Svv3Z3cuxVkUonIFRGRuWLgJSIiUXy37wryi8sQ6OGAx9t4iV0OEZkxBl4iImpwtwtLsWJfEgDgjT4BkLJ3l4jqEQMvERE1uK/3XEFhqRqtvR3Rt7Wn2OUQkZlj4CUiogaVWVCCH+KvAgDe6N0KEgl7d4mofjHwEhFRg/pq92XcUanRrokTooLdxS6HiCwAAy8RETWYjLxirD54DQDwRh/27hJRw2DgJSKiBrNs92WUlGkQ5tcIj7VqLHY5RGQhGHiJiKhBpObcwU+HkgEAU9m7S0QNiIGXiIgaxJe7LqFUrUEXfxeEt3AVuxwisiAMvEREVO+uZxfhlyPXAQBT2LtLRA2MgZeIiOrdFzsvQaUW8GhLN3Rpzt5dImpYDLxERFSvrmYW4rdjNwCUz8xARNTQGHiJiKheLd15EWqNgB6BjRHm10jscojIAjHwEhFRvbmUUYDfj6cAKB+7S0QkBgZeIiKqN0t3XIRGAHoHe6BtE2exyyEiC8XAS0RE9eJ8ej42n0wFALzRJ0DkaojIkjHwEhFRvViy4wIEAegf6onW3k5il0NEFoyBl4iI6tyZ1FzEnkqHRAJM7s2xu0QkLgZeIiKqc4v/vggAeKKtNwI9HUSuhogsHQMvERHVqZM3chCXeBNSCTApimN3iUh8DLxERFSnFsVdAAA82d4HLd3tRa6GiIiBl4iI6tDRa7ex+/wtyKQSvM7eXSIyEgy8RERUZz6727v7n44+aOZmJ3I1RETlGHiJiKhOHLqShX2XMiGXSfBaL/buEpHxYOAlIqKHJgiCduzukE6+8HWxFbkiIqL/YeAlIqKHduByFg4lZcNaJsWrPVuKXQ4RkQ4GXiIieiiCIODTu727w7o0hbezjcgVERHpYuAlIqKHsudiJo5euw2FlRQTerQQuxwiokoYeImIqNYEQcCi7ecBAMO7+sHdUSlyRURElTHwEhFRre08l4ETN3JhI5dhHHt3ichIMfASEVGt3Dszw8iIZnCzV4hcERFR1Rh4iYioVraduYkzqXmws5bh5e7NxS6HiKhaDLxERGQwjUbQrqo2+lF/uNhZi1wREVH1GHiJiMhgf55Kw/mb+XBQWmHso+zdJSLjxsBLREQGUWsELP67vHd37KPN4WQrF7kiIqKaMfASEZFBNp1IweVbhXCykePFR5uJXQ4R0QNZiV0AEREZP7VGwOGkbKTn3sGHW88BAF7u3hyOSvbuEpHxY+AlIqIabT2dhrmbE5GWW6zdJpEAPlxCmIhMBAMvERFVa+vpNIxfcwzCfdsFAXhjXQKUcin6hXqJUhsRkb5EH8O7bNky+Pv7Q6lUIiwsDHv37q322H379iEyMhKurq6wsbFBUFAQPvvsM51jYmJiIJFIKj2Ki4uruSoREVVFrREwd3NipbB7r7mbE6HW1HQEEZH4RO3hXbduHSZPnoxly5YhMjISX3/9Nfr374/ExEQ0bdq00vF2dnaYOHEi2rZtCzs7O+zbtw+vvPIK7Ozs8PLLL2uPc3R0xPnz53XOVSq5vjsRkSEOJ2XrDGO4nwAgLbcYh5OyEd7CteEKIyIykKiBd9GiRRgzZgzGjh0LAFi8eDG2bduG5cuXY8GCBZWO79ChAzp06KB93qxZM2zYsAF79+7VCbwSiQSenp71/wKIiMxYRr5+n4zpexwRkVhEC7ylpaU4evQopk+frrM9Ojoa8fHxel3j+PHjiI+Px/z583W2FxQUwM/PD2q1Gu3bt8f777+vE5TvV1JSgpKSEu3zvLw8AIBKpYJKpdL3JVEdqHi/+b4TwPYgNldb/X5FuNpaNdj3iG2C7sc2YbkM+Z6LFngzMzOhVqvh4eGhs93DwwPp6ek1ntukSRPcunULZWVlmDNnjraHGACCgoIQExODNm3aIC8vD0uWLEFkZCROnDiBgICAKq+3YMECzJ07t9L27du3w9bWthavjh5WXFyc2CWQEWF7EEeBCpBJZFALkmqOEOBsDdxKPIjYsw1aGtsEVcI2YXmKior0Plb0WRokEt0fpIIgVNp2v71796KgoAAHDx7E9OnT0bJlSzz33HMAgK5du6Jr167aYyMjI9GxY0d8/vnnWLp0aZXXmzFjBqZMmaJ9npeXB19fX0RHR8PR0bG2L41qQaVSIS4uDn369IFczvk9LR3bg3hyilQY9cMRqIX8KvdL7v7v/KfboW9rjyqPqQ9sE3Q/tgnLVfGJvD5EC7xubm6QyWSVenMzMjIq9frez9/fHwDQpk0b3Lx5E3PmzNEG3vtJpVI88sgjuHjxYrXXUygUUCgUlbbL5XL+4xEJ33u6F9tDw8ouLMXImKNITMuHq501JvRsie/2XtG5gc3TSYnZA0NEm5KMbYLuxzZheQz5fosWeK2trREWFoa4uDg89dRT2u1xcXEYPHiw3tcRBEFn/G1V+xMSEtCmTZuHqpeIyBJkFZTg+e8O4Vx6PtzsFVj7UhcEeDhgVEQzHE7KRkZ+MdwdlOjs7wKZtOZP44iIjIWoQxqmTJmC4cOHo1OnTggPD8c333yD5ORkjBs3DkD5UIOUlBSsWrUKAPDll1+iadOmCAoKAlA+L+8nn3yC1157TXvNuXPnomvXrggICEBeXh6WLl2KhIQEfPnllw3/AomITMit/BI8/91BXLhZAHcHBX56qStautsDAGRSCaceIyKTJWrgHTp0KLKysjBv3jykpaUhNDQUsbGx8PPzAwCkpaUhOTlZe7xGo8GMGTOQlJQEKysrtGjRAh9++CFeeeUV7TE5OTl4+eWXkZ6eDicnJ3To0AF79uxB586dG/z1ERGZioz8Ygz79hAuZRTAw1GBtS91RfPG9mKXRURUJySCIHCJnPvk5eXByckJubm5vGmtgalUKsTGxmLAgAEci0VsDw0kI68Yz317EJdvFcLLSYm1L3VFMzc7scuqEtsE3Y9twnIZktdEn6WBiIjEk55bjGHfHsSVzEJ4Oymx9uWu8HM1zrBLRFRbDLxERBYqLfcOnvvmIK5mFcHH2QY/v9wVvi6ce5yIzA8DLxGRBUrJKQ+7ydlF8HWxwdqXuqJJI4ZdIjJPDLxERBbmenYRnvv2IG7cvoOmLrZY+3JX+DjbiF0WEVG9YeAlIrIgyVnlYTcl5w6auZaHXS8nhl0iMm8MvEREFuJaViGe++YgUnOL0dzNDmtf7goPR6XYZRER1TsGXiIiC5CUWR520/OK0aKxHda+1BXuDLtEZCEYeImIzNzlWwUY9u1B3MwrQYC7PX56qSsaOyjELouIqMEw8BIRmbFLGfl47ttDuJVfgkAPB/z4Uhe42TPsEpFlYeAlIjJTF27mY9i3h5BZUIIgTwf89FJXuNhZi10WEVGDY+AlIjJD59Lz8Py3h5BVWIoQL0f8OLYLGjHsEpGFYuAlIjIzial5eOH7Q8guLEWojyPWjOkCZ1uGXSKyXAy8RERm5HRKLl74/hByilRo18QJq0Z3gZOtXOyyiIhExcBLRGQmTt0oD7u5d1Ro7+uMH0Z3hpMNwy4REQMvEZEZOHE9B8O/P4S84jJ0bFoedh2UDLtERAADLxGRyTuefBsjvj+M/JIyPNKsEVa+2Bn2Cv54JyKqwJ+IREQm7Oi1bIxc8S8KSsrQ2d8FK0c9AjuGXSIiHfypSERkov69mo1RKw6jsFSNrs1dsGLUI7C15o91IqL78ScjEZEJOnQlCy/G/IuiUjUiW7riuxGPwMZaJnZZRERGiYGXiMjIqTUCDidlIyO/GO4OSmg0AsauOoI7KjW6Bbjh2xGdoJQz7BIRVYeBl4jIiG09nYa5mxORlltcad9jrRrj6+FhDLtERA/AwEtEZKS2nk7D+DXHIFSz/z8dfRh2iYj0IBW7ACIiqkytETB3c2K1YVcCYMFf56DWVHcEERFVYOAlIjJCh5OyqxzGUEEAkJZbjMNJ2Q1XFBGRieKQBiIiI1Km1uDAlSx8sfOSXsdn5FcfiomIqBwDLxGRyARBwPHrOdiUkIotJ9OQWVCi97nuDsp6rIyIyDww8BIRieTCzXz8kZCCTSdScT37jnZ7I1s5+rfxxLbTN5FdWFrlOF4JAE8nJTr7uzRYvUREpoqBl4ioAV3PLsLmk6nYlJCKc+n52u221jL0be2JQe288WiAG+QyKboHlM/SIAF0Qq/k7v/PHhgCmVQCIiKqGQMvEVE9yywowZ8n07DpRCqOXrut3W4tk+KxwMYY3N4bUUEelVZK6xfqheUvdKw0D6+nkxKzB4agX6hXg70GIiJTxsBLRFQP8otV2HbmJv5ISEH85Szt9GESCRDRwhWD2nmjX2svONnKa7xOv1Av9Anx1FlprbO/C3t2iYgMwMBLRFRHilVq7D6fgT8SUrHjXAZKyzTafe18nTGonTeeaOsFD0fDbjSTSSUIb+Fa1+USEVkMBl4iohqoNUKNvatlag3iL2dh04lUbDudjvySMu2+lu72GNzOGwPbeaOZm50Y5RMRERh4iYiqtfV0WqXxs15OSsx6IgTujkpsSkjBn6fSkFlQqt3v42yDJ9p5YXA7HwR7OUAi4dADIiKxMfASkVFSawQcSsrG0UwJXJOyEd7SvUHHrW49XT5Dwv1TgqXlFmP8j8d0trnYWePxNl4Y1N4bYU0bQcrxtURERoWBV2QP+rjUkuoQO+BU1GAM74Ol16DbsyrDqotH4NVAMxOUlKmRmV+Kd38/XeX8txUkAJ5s741BHXzwaMvyacSIiMg4MfCKqLqPSxt6uiFjqEPMgFN1DeVYQ8PXUF3PanpuMcavOYblL3TUuw5BEJBfUobsglJkF5X+7/8Lq38U3DMGt8ZrAxjySFPeTEZEZAIkgiDU1IlhkfLy8uDk5ITc3Fw4OjrWy9eo7pd6RR+aIb/UTb0O1sAaKqg1Ah5duFMnbN9fh7ujAitHdUbOnVLcLlQhu7AEWYWluF1YWv7/RaXIKigPr7eLSqFSG/4jTioBNHqctuTZ9hjc3sfg61PtqVQqxMbGYsCAAZDLa57SjSwD24TlMiSvsYdXBGqNgLmbE6v8uLRi24wNp6DRCPU6FlCjEfBONR/bNlQdplSDWq1/DYZGLI1GwLt/1FzD9A2nUKLSQHK3hqr+Vq3YJNw9S/v8nkMF7bGCznONRsCCv87VWMNbv53EtawiCChvx4IgQK0B1IIAjUbQ/r/m7vby/9d/e1ZBSbVht6KOm3klGLB0b7XHVMXWWgYXO2vdh601XOyt4WpnjUa21nC1t4aLnQIuttZITMvFc98eeuB13R0Mm16MiIjEwcArgsNJ2TX+UgeA20UqTPjpeANVZNx1GEsNr64Vt4acIhUmrUsQtYa84jIs+OucqDUAgJ21DJ5OynsCrAIudnK42CnKA6xdeZCt2K+Uyx580Xt09neFl5MS6bnFVf4BIEH5amed/V3q5PUQEVH9YuAVQUZ+zWG3gr+bHVztrOutjqzCUiRlFopahynV0NzNDq72lWuQwMCe5yoOzyooweVbD64hwN0ebvYKVMx0de+MVxV13D8LVsW0WBKdbbqlSCQSpOcVIzE174E1dPJrBD9XO0gl5QsiSKUSyCQSyKQSSCTQ/nfFdqkE//tv6d19EkB697jy5+WPq1kF+GZP0gNr+G7kI/U6dlYmlWD2wBCMX3MMEuj22Fe8Z7MHhnC1MyIiE8HAKwJ9Pwb9v6fa1Osv9QOXs/DctwdFrcOUavjACGqYNzhU9BqmRgfWWw1qjYDNJ9KMome1X6gXlr/QsdINfJ4i3FhKREQPh4FXBJ39XYzi41JjqIM1sIZ7GVvPar9QL/QJ8RR9mjgiIno4nDhSBBW/1IHKn2435C91Y6iDNbCG+1X0rHo66X4S4umkbLDZS+4lk0oQ3sIVg9v7ILyFK8MuEZEJYuAVibH8UjeGOlgDa6iqjn1v98Ka0Z0wIkCNNaM7Yd/bvTiMgIiIaoXz8FahIebhrSD2ilbGVIdaI+DApQxs33sI0d26cKU1C68B4PyaVBnbBN2PbcJycR5eE1LxcanYjKEOmVSCLv4uyDoroItIActY3gfWQEREVHc4pIGIiIiIzBoDLxERERGZNQZeIiIiIjJrDLxEREREZNYYeImIiIjIrDHwEhEREZFZY+AlIiIiIrPGwEtEREREZo2Bl4iIiIjMGgMvEREREZk1Bl4iIiIiMmsMvERERERk1hh4iYiIiMisWYldgDESBAEAkJeXJ3IllkelUqGoqAh5eXmQy+Vil0MiY3ug+7FN0P3YJixXRU6ryG01YeCtQn5+PgDA19dX5EqIiIiIqCb5+flwcnKq8RiJoE8stjAajQapqalwcHCARCIRuxyLkpeXB19fX1y/fh2Ojo5il0MiY3ug+7FN0P3YJiyXIAjIz8+Ht7c3pNKaR+myh7cKUqkUTZo0EbsMi+bo6MgfXKTF9kD3Y5ug+7FNWKYH9exW4E1rRERERGTWGHiJiIiIyKwx8JJRUSgUmD17NhQKhdilkBFge6D7sU3Q/dgmSB+8aY2IiIiIzBp7eImIiIjIrDHwEhEREZFZY+AlIiIiIrPGwEtEREREZo2BlxrcsmXL4O/vD6VSibCwMOzdu7faYzds2IA+ffqgcePGcHR0RHh4OLZt29aA1VJ9M6Q93Gv//v2wsrJC+/bt67dAanCGtomSkhLMnDkTfn5+UCgUaNGiBVasWNFA1VJ9M7Q9/Pjjj2jXrh1sbW3h5eWFF198EVlZWQ1ULRkrBl5qUOvWrcPkyZMxc+ZMHD9+HN26dUP//v2RnJxc5fF79uxBnz59EBsbi6NHj6Jnz54YOHAgjh8/3sCVU30wtD1UyM3NxYgRIxAVFdVAlVJDqU2bGDJkCHbs2IHvv/8e58+fx9q1axEUFNSAVVN9MbQ97Nu3DyNGjMCYMWNw5swZ/Prrr/j3338xduzYBq6cjA2nJaMG1aVLF3Ts2BHLly/XbgsODsaTTz6JBQsW6HWN1q1bY+jQoZg1a1Z9lUkNpLbt4dlnn0VAQABkMhl+//13JCQkNEC11BAMbRNbt27Fs88+iytXrsDFxaUhS6UGYGh7+OSTT7B8+XJcvnxZu+3zzz/HRx99hOvXrzdIzWSc2MNLDaa0tBRHjx5FdHS0zvbo6GjEx8frdQ2NRoP8/Hz+YjMDtW0PK1euxOXLlzF79uz6LpEaWG3axKZNm9CpUyd89NFH8PHxQatWrTBt2jTcuXOnIUqmelSb9hAREYEbN24gNjYWgiDg5s2b+O233/D44483RMlkxKzELoAsR2ZmJtRqNTw8PHS2e3h4ID09Xa9rfPrppygsLMSQIUPqo0RqQLVpDxcvXsT06dOxd+9eWFnxx5e5qU2buHLlCvbt2welUomNGzciMzMTEyZMQHZ2NsfxmrjatIeIiAj8+OOPGDp0KIqLi1FWVoZBgwbh888/b4iSyYixh5canEQi0XkuCEKlbVVZu3Yt5syZg3Xr1sHd3b2+yqMGpm97UKvVGDZsGObOnYtWrVo1VHkkAkN+Rmg0GkgkEvz444/o3LkzBgwYgEWLFiEmJoa9vGbCkPaQmJiI119/HbNmzcLRo0exdetWJCUlYdy4cQ1RKhkxdpFQg3Fzc4NMJqv0l3lGRkalv+Dvt27dOowZMwa//vorevfuXZ9lUgMxtD3k5+fjyJEjOH78OCZOnAigPOwIggArKyts374dvXr1apDaqX7U5meEl5cXfHx84OTkpN0WHBwMQRBw48YNBAQE1GvNVH9q0x4WLFiAyMhIvPnmmwCAtm3bws7ODt26dcP8+fPh5eVV73WTcWIPLzUYa2trhIWFIS4uTmd7XFwcIiIiqj1v7dq1GDVqFH766SeOwzIjhrYHR0dHnDp1CgkJCdrHuHHjEBgYiISEBHTp0qWhSqd6UpufEZGRkUhNTUVBQYF224ULFyCVStGkSZN6rZfqV23aQ1FREaRS3Wgjk8kAlPcMkwUTiBrQzz//LMjlcuH7778XEhMThcmTJwt2dnbC1atXBUEQhOnTpwvDhw/XHv/TTz8JVlZWwpdffimkpaVpHzk5OWK9BKpDhraH+82ePVto165dA1VLDcHQNpGfny80adJEeOaZZ4QzZ84I//zzjxAQECCMHTtWrJdAdcjQ9rBy5UrByspKWLZsmXD58mVh3759QqdOnYTOnTuL9RLISHBIAzWooUOHIisrC/PmzUNaWhpCQ0MRGxsLPz8/AEBaWprO/Ipff/01ysrK8Oqrr+LVV1/Vbh85ciRiYmIaunyqY4a2BzJ/hrYJe3t7xMXF4bXXXkOnTp3g6uqKIUOGYP78+WK9BKpDhraHUaNGIT8/H1988QWmTp0KZ2dn9OrVCwsXLhTrJZCR4Dy8RERERGTWOIaXiIiIiMwaAy8RERERmTUGXiIiIiIyawy8RERERGTWGHiJiIiIyKwx8BIRERGRWWPgJSIiIiKzxsBLRERERGaNgZeIyAhcvXoVEokECQkJDfp1d+/eDYlEgpycnIe6jkQiwe+//17tfrFeHxERwMBLRFTvJBJJjY9Ro0aJXSIRkVmzErsAIiJzl5aWpv3vdevWYdasWTh//rx2m42NDW7fvm3wddVqNSQSCaRS9l0QEdWEPyWJiOqZp6en9uHk5ASJRFJpW4UrV66gZ8+esLW1Rbt27XDgwAHtvpiYGDg7O2PLli0ICQmBQqHAtWvXUFpairfeegs+Pj6ws7NDly5dsHv3bu15165dw8CBA9GoUSPY2dmhdevWiI2N1anx6NGj6NSpE2xtbREREaETyAFg+fLlaNGiBaytrREYGIjVq1fX+JoPHz6MDh06QKlUolOnTjh+/PhDvINERA+HgZeIyIjMnDkT06ZNQ0JCAlq1aoXnnnsOZWVl2v1FRUVYsGABvvvuO5w5cwbu7u548cUXsX//fvz88884efIk/vvf/6Jfv364ePEiAODVV19FSUkJ9uzZg1OnTmHhwoWwt7ev9HU//fRTHDlyBFZWVhg9erR238aNGzFp0iRMnToVp0+fxiuvvIIXX3wRu3btqvI1FBYW4oknnkBgYCCOHj2KOXPmYNq0afXwbhER6UkgIqIGs3LlSsHJyanS9qSkJAGA8N1332m3nTlzRgAgnD17VnsuACEhIUF7zKVLlwSJRCKkpKToXC8qKkqYMWOGIAiC0KZNG2HOnDlV1rNr1y4BgPD3339rt/35558CAOHOnTuCIAhCRESE8NJLL+mc99///lcYMGCA9jkAYePGjYIgCMLXX38tuLi4CIWFhdr9y5cvFwAIx48fr+6tISKqN+zhJSIyIm3bttX+t5eXFwAgIyNDu83a2lrnmGPHjkEQBLRq1Qr29vbaxz///IPLly8DAF5//XXMnz8fkZGRmD17Nk6ePGnQ1z179iwiIyN1jo+MjMTZs2erfA1nz55Fu3btYGtrq90WHh6u3xtARFQPeNMaEZERkcvl2v+WSCQAAI1Go91mY2Oj3V6xTyaT4ejRo5DJZDrXqhi2MHbsWPTt2xd//vkntm/fjgULFuDTTz/Fa6+9pvfXvfdrAoAgCJW23buPiMiYsIeXiMiEdejQAWq1GhkZGWjZsqXOw9PTU3ucr68vxo0bhw0bNmDq1Kn49ttv9f4awcHB2Ldvn862+Ph4BAcHV3l8SEgITpw4gTt37mi3HTx40MBXRkRUdxh4iYhMWKtWrfD8889jxIgR2LBhA5KSkvDvv/9i4cKF2pkYJk+ejG3btiEpKQnHjh3Dzp07qw2rVXnzzTcRExODr776ChcvXsSiRYuwYcOGam9EGzZsGKRSKcaMGYPExETExsbik08+qZPXS0RUGwy8REQmbuXKlRgxYgSmTp2KwMBADBo0CIcOHYKvry+A8vl6X331VQQHB6Nfv34IDAzEsmXL9L7+k08+iSVLluDjjz9G69at8fXXX2PlypXo0aNHlcfb29tj8+bNSExMRIcOHTBz5kwsXLiwLl4qEVGtSAQOtiIiIiIiM8YeXiIiIiIyawy8RERERGTWGHiJiIiIyKwx8BIRERGRWWPgJSIiIiKzxsBLRERERGaNgZeIiIiIzBoDLxERERGZNQZeIiIiIjJrDLxEREREZNYYeImIiIjIrP0/PMuxm6XMABkAAAAASUVORK5CYII=",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred\n",
+ " elif cpv_found_and_scores[pred_value] < score_pred:\n",
+ " cpv_found_and_scores[pred_value] = score_pred\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " #normalized_score = value/length_number_pred\n",
+ " single_row_pred[index_cpv] = value\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ " \n",
+ "print(formatted_result_pred[0])\n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "47759312-da63-49db-b6d5-7b73b93682d4",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 5"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "8afa0999-0004-4bcf-96aa-2ffb626d72d0",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.6569411158561707, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]\n",
+ "Best F1 Micro Score: 0.75 (Threshold: 0.55)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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kpCTcvn0bO3bswKFDhwrlPSDSexJeMEdEJdx/V2nIS35WaRDF16saDBs2TLSzsxMVCoXo4OAg9u7dW3zy5Ikoiv9e1b5p06YcX2f58uWih4eHaGhoKJqbm4vdunUTr169+tbzeNtxM2WuRPD06dMcnw8MDBQbNGggmpiYiEZGRqKrq6s4aNAgMSQkJEu73bt3i82bNxdNTExEY2Nj0c3NTZw1a1a218l0+vRpsUePHqKzs7OoVCpFKysrsXnz5uJff/2V5bg5vaeXL18Wu3TpIpqbm4uGhoaip6enuHLlynydf0REhAggW3td35snT56I5cqVE1u2bKnddvToUbFTp06ipaWlqFAoREdHR7FTp07ZaggPDxfff/990crKSjQ0NBQrVaokDhkyRExJSRFFURRTU1PFjz/+WHR0dBRVKpXo4+Mjbt++XRw8eLDo7Oyc5/uT31UaMt25c0ccN26cWLVqVVGpVIpGRkaim5ubOGXKFDEiIkLbTqPRiLNnzxarVKkiqlQqsV69euKhQ4dyXaUhr3538+ZNEYAIQAwODs6xTUREhDhs2DDR0dFRVCgUYoUKFcRGjRqJ33//fb7Oi4hEURDFAn7vRkRERERUCnAOLxERERHpNQZeIiIiItJrDLxEREREpNcYeImIiIhIrzHwEhEREZFeY+AlIiIiIr3GG0/kQKPR4PHjxzA1Nc31lpBEREREJB1RFJGUlAQHBwfIZHmP4TLw5uDx48dwcnKSugwiIiIieosHDx6gYsWKebZh4M2BqakpgNdvoJmZmcTVUEGp1Wrs378fbdu2hUKhkLocKmHYPyg37BuUF/aPkiMxMRFOTk7a3JYXBt4cZE5jMDMzY+AtxdRqNYyNjWFmZsZfSpQN+wflhn2D8sL+UfLkZ/opL1ojIiIiIr3GwEtEREREeo2Bl4iIiIj0GufwEhERSUAURaSnpyMjI0PqUkgHarUaBgYGSElJ4WdXDBQKBeRy+Tsfh4GXiIiomKWlpSEqKgrJyclSl0I6EkURdnZ2ePDgAdfqLwaCIKBixYooV67cOx2HgZeIiKgYaTQaREREQC6Xw8HBAYaGhgxOpYhGo8GLFy9Qrly5t97sgN6NKIp4+vQpHj58iGrVqr3TSC8DLxERUTFKS0uDRqOBk5MTjI2NpS6HdKTRaJCWlgaVSsXAWwwqVKiAe/fuQa1Wv1Pg5SdFREQkAYYlorcrrG8/+F8bEREREek1Bl4iIiIi0msMvERERKVUhkbE6Ttx+DP0EU7fiUOGRpS6pCJRuXJlzJ8/v9Db6gNBELB9+3YAwL179yAIAkJDQyWtqSRi4CUiIiqF9l6JQpNZh9D3tzP4cEMo+v52Bk1mHcLeK1FF9ppDhgyBIAgQBAEKhQJVqlTBxx9/jJcvXxbZawLAuXPnMGrUqEJv+y5atWqlfS8MDQ3h6uqKqVOnIjU1tchf+13dvn0bQ4cORcWKFaFUKuHi4oK+ffsiJCRE6tKKDAMvERFRKbP3ShTGrrmAqISULNujE1Iwds2FIg297du3R1RUFO7evYvvv/8eS5Yswccff5xjW7VaXSivWaFChXyvaKFL23c1cuRIREVF4fbt25g9ezYWL16Mb775plheu6BCQkJQt25d3Lx5E7/88gvCw8Oxbds21KxZEx999FGBj5uRkQGNRlOIlRYuBl6JlZWvo4iIKHeiKCI5LT1fP0kpakz/6ypy+tcic9s3f4UjKUWdr+OJom7/7iiVStjZ2cHJyQn9+vVD//79tV+pf/PNN/Dy8kJgYCCqVKkCpVIJURSRkJCAUaNGwcbGBmZmZmjVqhXCwsKyHPevv/5CvXr1oFKpYG1tjffee0/73JvTFL755htUqlQJSqUSDg4OmDhxYq5tIyMj0a1bN5QrVw5mZmbo3bs3njx5kuVYXl5eWL16NSpXrgxzc3P06dMHSUlJb30vjI2NYWdnh0qVKqFnz57w9/fH/v37tc+LoojZs2ejSpUqMDIygqenJzZv3pzlGFevXkWnTp1gZmYGU1NTNG3aFHfu3AHwerTa398f1tbWMDc3R/PmzXHhwoW31pUbURQxZMgQVKtWDcePH0enTp3g6uoKLy8vTJ8+HX/++ScA4MiRIxAEAc+fP9fuGxoaCkEQcO/ePQBAUFAQLCwssHPnTri5uUGpVOK3336DSqXKsh8ATJw4Ec2bN9c+PnXqFJo1awYjIyM4OTlh4sSJRf4tAdfhldDeK1GYsSM8y1/o9uYqTO/ihvbu9hJWRkRExemVOgNuX+8rlGOJAKITU1Dnm/1vbQsA4d+2g7FhweOAkZFRlpHc27dv448//sCWLVu066Z26tQJlpaW2L17N8zNzfHLL7+gdevWuHnzJiwtLbFr1y689957mDZtGlavXo20tDTs2rUrx9fbvHkz5s2bhw0bNqB27dqIjo7OFp4ziaKI7t27w8TEBEePHkV6ejrGjRuHgIAAHDlyRNvuzp072L59O3bu3Ilnz56hd+/e+PHHH/HDDz/k+30ICwvDyZMnUblyZe22L7/8Elu3bsXSpUtRrVo1HDt2DAMGDECFChXQvHlzPHr0CM2aNUOLFi1w6NAhmJmZ4eTJk0hPTwcAJCUlYfDgwVi4cCEAYM6cOejYsSNu3boFU1PTfNeWKTQ0FFevXsW6detyXBbPwsJCp+MlJydj5syZWL58OaysrFCxYkVMnz4dW7ZswfDhwwG8Hvn9448/8O233wIALl++jHbt2uG7777DihUr8PTpU0yYMAETJkzAypUrdT6n/GLglUjm11Fv/l2d+XXU0gE+DL1ERFSinT17FuvWrUPr1q2129LS0rB69WpUqFABAHDo0CFcvnwZMTExUCqVAID//e9/2L59OzZv3oxRo0bhhx9+QJ8+fTBjxgztcTw9PXN8zcjISNjZ2aFNmzZQKBSoVKkSfH19c2x74MABXLp0CREREXBycgIArF69GrVr18a5c+dQv359AK9vJhEUFKQNkQMHDsTBgwffGniXLFmC5cuXQ61WIy0tDTKZDIsXLwYAvHz5EnPnzsWhQ4fg5+cHAKhSpQpOnDiBX375Bc2bN8fixYthbm6ODRs2QKFQAACqV6+uPX6rVq2yvN4vv/yC8uXL4+jRo+jcuXOeteXk1q1bAICaNWvqvG9O1Go1lixZkuWzCggIwLp167SB9+DBg3j27Bnef/99AMBPP/2Efv36YdKkSQCAatWqYeHChWjevDmWLl0KlUpVKLW9iYFXAhkaETN2hOf6dZQAYMaOcPi72UEu4+0miYj0nZFCjvBv2+Wr7dmIeAxZee6t7YKG1oevi2W+XlsXO3fuRLly5ZCeng61Wo1u3bph0aJF2uednZ21YRcAzp8/jxcvXsDKyirLcV69eqX96j40NBQjR47M1+u///77mD9/PqpUqYL27dujY8eO6NKlCwwMskeaa9euwcnJSRt2AcDNzQ0WFha4du2aNvBWrlw5y4ipvb09YmJiAABr167F6NGjtc/t2rVLG/D69++PadOmITExEbNmzYKZmRl69uwJAAgPD0dKSgr8/f2z1JSWlgZvb2/teTdt2lQbdt8UExODr7/+GocOHcKTJ0+QkZGB5ORkREZG5uu9elPm9JXCupmDoaEhPDw8smzr378//Pz88PjxYzg4OGDt2rXo2LEjypcvD+B1f7h9+zbWrl2bpa7MW27XqlWrUGp7EwOvBM5GxGe70OC/RABRCSk4GxEPP1erXNsREZF+EAQh39MKmlarAHtzFaITUnIcOBEA2Jmr0LRahSIZNGnZsiWWLl0KhUIBBweHbGHNxMQky2ONRgN7e/ssUwgyZX6FbmRklO/Xd3Jywo0bNxAcHIwDBw5g3Lhx+Omnn3D06NFstYiimGO4e3P7m/sJgqC9AKtr165o0KCB9jl7e3vtFA5zc3NUrVoVALBmzRrUrl0bK1aswPDhw7X779q1C46OjlmOnznS/bbzHjJkCJ4+fYr58+fD2dkZSqUSfn5+SEtLy3O/3GSOHl+7dg1eXl65tsuc7vDf+d05XYBoZGSU7f319fWFq6srNmzYgLFjx2Lbtm1ZpipoNBqMHj06y7zrTJUqVdLpfHTBwCuBmKTcw+5//bTvOsY0d0XzGhWgNCj4/aOJiEh/yGUCpndxw9g1FyAAWUJvZvSY3sWtyL4hNDEx0Ya8/PDx8UF0dDQMDAyyzG/9Lw8PDxw8eBBDhw7N1zGNjIzQtWtXdO3aFePHj0fNmjVx+fJl+Pj4ZGnn5uaGyMhIPHjwQDvKGx4ejoSEhHyPJJqammYZ/dVoNDmGP4VCgS+++AJTp05F3759tRdyRUZGZrlg683zXrVqFdRqdY6jvMePH8eSJUvQsWNHAMCDBw8QGxubr7pz4uXlBTc3N8yZMwcBAQHZ5vE+f/4cFhYW2hH6qKgo7cisLmv79uvXD2vXrkXFihUhk8nQqVMn7XM+Pj64evWqTn2oMHCVBgnYmOZvfsqFyOcYtfo86n1/AB9vCsPRm0+hzii5S34QEVHxaO9uj6UDfGBnnvXfEztzVYm7BqRNmzbw8/ND9+7dsW/fPty7dw+nTp3Cl19+qV33dfr06Vi/fj2mT5+Oa9eu4fLly5g9e3aOxwsKCsKKFStw5coV3L17F6tXr4aRkRGcnZ1zfG0PDw/0798fFy5cwNmzZzFo0CA0b94c9erVK/Rz7devHwRBwJIlS2BqaoqPP/4YkydPxqpVq3Dnzh1cvHgRixcvxqpVqwAAEyZMQGJiIvr06YOQkBDcunULq1evxo0bNwAAVatWxerVq3Ht2jX8/fff6N+/v06j4W8SBAErV67EzZs30axZM+zevRt3797FpUuX8MMPP6Bbt27a13VycsI333yDmzdvYteuXZgzZ06+Xyfz/f7hhx/Qq1evLPNyP/vsM5w+fRrjx49HaGgobt26hb/++gsffPBBgc8rPxh4JeDrYgl7cxVy+9tbAGBdzhBDG1eGnZkKSSnp2Hz+IQYHnkWD/zuIL7Zd5hJmRERlXHt3e5z4rBXWj2yIBX28sH5kQ5z4rFWJCrvA65C1e/duNGvWDMOGDUP16tXRp08f3Lt3D7a2tgCAFi1aYNOmTfjrr7/g5eWFVq1a4e+//87xeBYWFvjtt9/QuHFj7cjwjh07ss0Rznzt7du3o3z58mjWrBnatGmDKlWqYOPGjUVyroaGhpgwYQJmz56NFy9e4LvvvsPXX3+NmTNnolatWmjXrh127NgBFxcXAICVlRUOHTqEFy9eoHnz5qhbty5+++037WhvYGAgnj17Bm9vbwwcOBATJ06EjY3NO9Xo6+uLkJAQuLq6YuTIkahVqxa6du2Kq1evapdzUygUWL9+Pa5fvw5PT0/MmjUL33//fb5fo1q1aqhfvz4uXbqE/v37Z3nOw8MDR48exa1bt9C0aVN4e3vjq6++gr190fZbQdR1Ab4yIDExEebm5khISICZmVmRvEbmKg1Azl9HZf6FrtGICLn/DDvCHmP35SjEvfx33o6NqRKdPOzRxdMB3k4WhTYJXV+o1Wrs3r0bHTt2zPWCACq72D8oN0XdN1JSUhAREQEXF5ciuyKdio5Go0FiYiLMzMxyXNqLClde/73oktc4h1cimV9HvbkOr90b6/DKZAJ8XSzh62KJ6V3ccPpuHHaEPcbeK9GISUrFypP3sPLkPThaGKGLpwM6e9ijtoMZwy8RERHRPxh4JdTe3R7+bnY4GxGPmKQU2Jiq4OtimeuFBgZyGZpWq4Cm1Srg++51cPzWU+wIe4z94U/w6PkrLDt6B8uO3kEVaxN09nRAV097VLXRfWFqIiIiIn3CwCsxuUwo0NJjhgYytK5li9a1bPEqLQOHb8RgR9hjHLoeg7uxL7Hw4C0sPHgLNe1M0cXTAV08HFDJqnjuLU5ERERUkjDw6gEjQzk61rFHxzr2SEpR48C1J9gZFoVjt57ienQSrkffwE/7bsCzojm6eDqgk4c97M0LfpUnERERUWnCwKtnTFUK9PCuiB7eFfE8OQ37rkZjR1gUTt2JRdjDBIQ9TMD3u67Bt7Ilunjao0Mde1iXU0pdNhFRmcNrxonerrD+O2Hg1WMWxoYIqF8JAfUr4WlSKvZcicLOsCicvRev/Zn+11U0crVGF097tK9tD3NjXq1ORFSUMld+SE5Ofqc1VYnKgsy7ysnl73YDLgbeMqKCqRKD/CpjkF9lPH7+CrsvR2FH2GOEPUzAiduxOHE7Fl9uv4Jm1Sqgi6cD2rjZopyS3YOIqLDJ5XJYWFggJiYGAGBsbMyVdUoRjUaDtLQ0pKSkcFmyIqbRaPD06VMYGxvDwODdMgkTTRnkYGGEEU2rYETTKrgf9xI7L70Ov9ejk3DwegwOXo+B0kCG1rVs0NnDAa1q2kCl4K2NiYgKi52dHQBoQy+VHqIo4tWrVzAyMuIfKsVAJpOhUqVK7/xeM/CWcc5WJhjfsirGt6yKW0+SsONSFHaGPcbd2JfYfTkauy9Hw8RQDn83W3TxdEDTahVgaMC/aImI3oUgCLC3t4eNjQ3UarXU5ZAO1Go1jh07hmbNmvGmNcXA0NCwUEbSGXhJq5qtKab4m2Jym2q4+jhRO/L76PkrbA99jO2hj2GmMkAHd3t09rSHXxUrGMgZfomICkoul7/z3EQqXnK5HOnp6VCpVAy8pQgDL2UjCALcHc3h7miOz9rXwMUHz7Ej7DF2XYpCTFIqNoY8wMaQB7AyMUTHOq9vbVzPuTxkudwwg4iIiEhKDLyUJ0EQ4FOpPHwqlceXndxwNiIeOy49xp7LUYh7mYbVZ+5j9Zn7sDNTobPH6/DrUdGc85qIiIioxGDgpXzLvCucn6sVZnStjVN34rAj7DH2XYlGdGIKlp+IwPITEahkaawNvzXtTBl+iYiISFIMvFQgCrkMzatXQPPqFfB9d3ccu/kUOy5F4UD4E0TGJ2PJkTtYcuQOqtqUQxcPB3T2tIdrhXJSl01ERERlEAMvvTOVQo62te3QtrYdktPSceh6DHaEPcbhG09xO+YF5h24iXkHbqK2gxk6ezigs4c9nCyNpS6biIiIyggGXipUxoYG/4RaBySmqBF89Ql2XHqME7dicfVxIq4+TsSsvdfhXckCXTwc0MnDHrZmKqnLJiIiIj3GwEtFxkylQM+6FdGzbkU8e5mGvVejsSPsMU7fjcPFyOe4GPkc3+0KRwMXS3T2cEAHdztYlVNKXTYRERHpGQZeKhblTQzR17cS+vpWQkxiyutbG1+Kwvn7z3DmbjzO3I3H9L+uonFVa3TxsEfb2nYwN+L6hkRERPTuGHip2NmYqTCksQuGNHbBo+evsOvSY+wIi8LlRwk4dvMpjt18imnbrqB5jQro4umANrVsYGzIrkpEREQFI/ltspYsWQIXFxeoVCrUrVsXx48fz7P94sWLUatWLRgZGaFGjRr4/fffszwfFBQEQRCy/aSkpBTlaVABOVoYYVQzV+z4oAkOf9wCH/lXR3XbckjL0CA4/Akmrr8In++CMX7dBey9Eo0UdYbUJRMREVEpI+mw2caNGzFp0iQsWbIEjRs3xi+//IIOHTogPDwclSpVytZ+6dKlmDp1Kn777TfUr18fZ8+exciRI1G+fHl06dJF287MzAw3btzIsq9KxQujSjoXaxN80LoaPmhdDTeik7Dz0mPsCHuMe3HJ2HUpCrsuRaGc0gBta9uii6cDmlS1hoK3NiYiIqK3kDTwzp07F8OHD8eIESMAAPPnz8e+ffuwdOlSzJw5M1v71atXY/To0QgICAAAVKlSBWfOnMGsWbOyBF5BEGBnZ1c8J0FFooadKWrY1cAU/+q48igROy49xs6wx3ickIKtFx5h64VHsDBWoIO7Hbp4OKBBFSvIeWtjIiIiyoFkgTctLQ3nz5/H559/nmV727ZtcerUqRz3SU1NzTZSa2RkhLNnz0KtVkOheH2R04sXL+Ds7IyMjAx4eXnhu+++g7e3d661pKamIjU1Vfs4MTERAKBWq6FWqwt0flR4atoao6Z/VXzU2hUXHzzHritPsOdKNGJfpGH92QdYf/YBKpQzRHt3O3SuYweviuaQyQTtZ8fPkHLC/kG5Yd+gvLB/lBy6fAaSBd7Y2FhkZGTA1tY2y3ZbW1tER0fnuE+7du2wfPlydO/eHT4+Pjh//jwCAwOhVqsRGxsLe3t71KxZE0FBQahTpw4SExOxYMECNG7cGGFhYahWrVqOx505cyZmzJiRbfv+/fthbMwbJJQ09QTAxx24nSjgQqyAsHgBT1+kYfWZSKw+E4nyhiK8rUT4WGtQ0QQIDg6WumQqwdg/KDfsG5QX9g/pJScn57utIIqiWIS15Orx48dwdHTEqVOn4Ofnp93+ww8/YPXq1bh+/Xq2fV69eoXx48dj9erVEEURtra2GDBgAGbPno0nT57AxsYm2z4ajQY+Pj5o1qwZFi5cmGMtOY3wOjk5ITY2FmZmZoVwtlSU0tI1OHU3DrsuRSP4egxepv57YZu1SkSv+pXR1dMR1Wxzv7VxhkZEyP1niElKhY2pEvWcy3OKhJ5Tq9UIDg6Gv7+/9tshIoB9g/LG/lFyJCYmwtraGgkJCW/Na5KN8FpbW0Mul2cbzY2Jick26pvJyMgIgYGB+OWXX/DkyRPY29vj119/hampKaytrXPcRyaToX79+rh161autSiVSiiV2W94oFAo2JlLAYUC8K/tAP/aDkhRZ+DIjafYcekxDl57gtgUDZYdv49lx++jhq0punjao7OHAypbm2j333slCjN2hCMq4d+VPOzNVZjexQ3t3e2lOCUqRvzvnHLDvkF5Yf+Qni7vv2SB19DQEHXr1kVwcDB69Oih3R4cHIxu3brlua9CoUDFihUBABs2bEDnzp0hk+V8tb4oiggNDUWdOnUKr3gqsVQKOdq726G9ux2ev3iFuRuD8Uhuh+O34nDjSRJu7E/C//bfRB1Hc3TxtIeJ0gBfbruCN7/miE5Iwdg1F7B0gA9DLxERUSkn6SoNU6ZMwcCBA1GvXj34+fnh119/RWRkJMaMGQMAmDp1Kh49eqRda/fmzZs4e/YsGjRogGfPnmHu3Lm4cuUKVq1apT3mjBkz0LBhQ1SrVg2JiYlYuHAhQkNDsXjxYknOkaRjojRAXWsRX3X0RnI6sP9qNHZcisLJ27G4/CgBlx8l5LqvCEAAMGNHOPzd7Di9gYiIqBSTNPAGBAQgLi4O3377LaKiouDu7o7du3fD2dkZABAVFYXIyEht+4yMDMyZMwc3btyAQqFAy5YtcerUKVSuXFnb5vnz5xg1ahSio6Nhbm4Ob29vHDt2DL6+vsV9elSCmBsp8H49J7xfzwlxL1Kx50o01p65j2vRSbnuIwKISkjB2Yh4+LlaFV+xREREVKgkv1/ruHHjMG7cuByfCwoKyvK4Vq1auHjxYp7HmzdvHubNm1dY5ZEesiqnxICGzjBVGeDDDaFvbR+TxLv0ERERlWa8TRWVWTam+bv7XmJKehFXQkREREWJgZfKLF8XS9ibq/C22blfbb+CoSvPIvTB8+Ioi4iIiAoZAy+VWXKZgOld3AAgW+jNfOz3zy2LD994iu6LT2JY0DmEMfgSERGVKgy8VKa1d7fH0gE+sDPPOr3BzlyFZQN8sH5UQxyc0hw9fSpCJgCHrseg2+KTGB50DpcePpemaCIiItKJ5BetEUmtvbs9/N3scDYiHjFJKbAxVcHXxVK7FFllaxPM6e2JCa2qYtGhW9h+8REOXo/BwesxaFPLBh+2ro46Fc0lPgsiIiLKDQMvEV5Pb3jb0mMu1iaY29sLH7SqhkUHb2F76CMcuBaDA9di0KaWLSa1qQZ3RwZfIiKikoZTGoh05GJtgrkBXjgwpTl6eDtCJgAHrj1B50UnMGJVCK7kcUMLIiIiKn4MvEQFVKVCOcwL8ELwlObo7uWQJfiO/D0EVx8z+BIREZUEDLxE78i1QjnM7+ON/ZNfB19BAILDn6DTwhMYxeBLREQkOQZeokJS1eZ18A2e3Bzd/gm++/8JvqNXhyD8caLUJRIREZVJDLxEhayqTTks6OON4MnN0NXzdfDdd/UJOi48jjGrz+NaFIMvERFRcWLgJSoiVW1MsbCvN/ZPaoYu/wTfvVej0WHBcYxdw+BLRERUXBh4iYpYNVtTLOrrjX2TmqGzhz0EAdhz5XXwHbf2PK5HM/gSEREVJQZeomJS3dYUP/fzwd4Pm6HTP8F39+VotJ9/HOPXXsCN6CSpSyQiItJLDLxExayGnSkWZwbfOvYAgF2Xo9B+wTGMX3cBN58w+BIRERUmBl4iidSwM8Xi/j7YO6kpOtaxgygCuy5Fod38Y5jA4EtERFRoGHiJJFbTzgxL+tfF3klN0cH9dfDd+Z/ge4vBl4iI6J0w8BKVEDXtzLB0QF3s+bAp2tf+N/i2nX8MH6y/iNsxDL5EREQFwcBLVMLUsjfDsoF1sXviv8F3R9hj+M87honrL+J2zAupSyQiIipVGHiJSig3h9fBd9fEJmhX2xaiCPwV9hj+847iww0Xcecpgy8REVF+MPASlXC1Hczxy8B62PlBE7R1ex18/wx9DP+5RzGJwZeIiOitGHiJSgl3R3P8Ouh18PV3s4VGBLb/E3wnbwzFXQZfIiKiHDHwEpUy7o7m+O2f4Num1uvgu+3iI7SZexRTGHyJiIiyYeAlKqXcHc2xfHA97JjQBG1q2UAjAlszg+8foYiIfSl1iURERCUCAy9RKVenojmWD66PHROaoHXNf4LvhdfB96M/wnCPwZeIiMo4Bl4iPVGnojlWDKmPvyY0RquaNsjQiNhy4SFazz2Kjzcx+BIRUdnFwEukZzwqWiBwSH38Ob4xWtaogAyNiM3n/w2+9+MYfImIqGxh4CXSU55OFlg51BfbxzdGi/8E31ZzjuKTTWGIjEuWukQiIqJiwcBLpOe8nCwQNNQX28Y10gbfTecfouWcI/h0cxgexDP4EhGRfmPgJSojvCuVR9BQX2wd1wjNq78Ovn+EPETL/x3BZ5svMfgSEZHeYuAlKmN8KpXHqmG+2DK2EZpVr4B0jYiNIQ/Q8n9H8PkWBl8iItI/DLxEZVRd5/L4fZgvtoz1Q9Nq1kjXiNhw7nXwnbqVwZeIiPQHAy9RGVfX2RKrhzfA5jH/Bt/1ZzOD72U8fMbgS0REpRsDLxEBAOpVfh18N43xQ5OqmcE3Ei3/dwRfbLuMR89fSV0iERFRgTDwElEW9StbYs2I18G3cVUrqDNErPs7Ei1+OoxpDL5ERFQKMfASUY7qV7bE2hEN8cdoPzRyfR181/4n+D5m8CUiolKCgZeI8uTrYol1Ixti46iG8Kvyb/Bt/tNhfLmdwZeIiEo+Bl4iypcGVaywflRDbBjVEA2rWEKdIWLNmUi0+OkIvtp+BVEJDL5ERFQyMfASkU4aVrHChlF+WD+yIRq4WCItQ4PVZ+6j+ewj+PrPK4hOSMnSPkMj4vSdOPwZ+gin78QhQyNKVDkREZVVBlIXQESlk5+rFfxc/XD6ThzmHbiJsxHx+P30fWw4+wB9fZ0wtkVVhD54hhk7whH1nxBsb67C9C5uaO9uL2H1RERUljDwEtE78XO1QsMqDXH6bhzmB9/C2XvxWHX6Ptb+HYn0HEZzoxNSMHbNBSwd4MPQS0RExYJTGojonQmCgEau1tg4uiHWjWiAes4WOYZdAMjcOmNHOKc3EBFRsWDgJaJCIwgCGlW1xkdta+TZTgQQlZCCsxHxxVMYERGVaQy8RFToYpJS89ku5e2NiIiI3hEDLxEVOhtTVaG2IyIiehcMvERU6HxdLGFvroLwlnbbQx/iRWp6sdRERERlFwMvERU6uUzA9C5uAJAt9P738cZzD9F+/jGcvhNXbLUREVHZw8BLREWivbs9lg7wgZ151mkLduYqLBvgg/UjG6JieSM8fPYKfX87g2/+uopXaRkSVUtERPqM6/ASUZFp724Pfzc7nI2IR0xSCmxMVfB1sYRc9nqcd++kZvi/3dew7u9IBJ26h6M3n+J/73ugrrOlxJUTEZE+4QgvERUpuUyAn6sVunk5ws/VSht2AaCc0gD/16MOgobWh52ZChGxL/H+stP4cc91pKZztJeIiAoHAy8RSa5FDRvsm9wM7/k4QiMCy47eQZdFJ3D5YYLUpRERkR5g4CWiEsHcSIG5vb3w68C6sC5niJtPXqD7kpOYF3wT6gyN1OUREVEpxsBLRCVK29p22D+5OTrVsUeGRsSCg7fQffFJ3IhOkro0IiIqpRh4iajEsTQxxOL+PljU1xsWxgpcfZyILotOYOmRO8jQiFKXR0REpQwDLxGVWF08HbB/cjO0rmmDtAwNZu29jl7LTuHu0xdSl0ZERKUIAy8RlWg2piosH1wPP/XygKnSABcjn6PDguMIPBEBDUd7iYgoHxh4iajEEwQB79dzwr7JzdC0mjVS0zX4dmc4+v52Bg/ik6Uuj4iISjgGXiIqNRwsjPD7MF98390dxoZy/B0Rj/bzj2Hd35EQRY72EhFRzhh4iahUEQQBAxo6Y++HzeBb2RIv0zLwxbbLGLzyHKISXkldHhERlUAMvERUKlWyMsaGUQ3xZadaUBrIcOzmU7Sddwxbzj/kaC8REWXBwEtEpZZMJmBE0yrYNbEpPJ0skJSSjo82hWHU6vN4mpQqdXlERFRCMPASUalX1aYctozxwyftakAhFxAc/gRt5x3FrktRUpdGREQlAAMvEekFA7kM41tWxV8TmsDN3gzPktUYv+4CJqy7gGcv06Quj4iIJMTAS0R6pZa9GbaPb4yJrapCLhOw81IU2s4/hgPhT6QujYiIJMLAS0R6x9BAhilta2DbuEaoalMOT5NSMeL3EHy8KQyJKWqpyyMiomLGwEtEesujogV2ftAEo5pVgSAAm88/RLt5x3D81lOpSyMiomLEwEtEek2lkOOLjrWwabQfKlsZIyohBQNXnMX0HeFIzZC6OiIiKg4MvERUJtSrbIndHzbFYD9nAMC6sw8xK0yOs/fiJa6MiIiKGgMvEZUZxoYGmNHNHWtHNICDuQpxqQIGBIbgu53hSFFzuJeISF8x8BJRmdO4qjV2TmiEhjYaiCKw4kQEOi48jouRz6QujYiIigADLxGVSaYqA/R11eC3gd6wMVXi7tOX6Ln0FGbvvY7UdI72EhHpEwZeIirTWlSvgP2Tm6G7lwM0IrDkyB10+/kkrj5OkLo0IiIqJAy8RFTmWRgbYn4fbywb4AMrE0Ncj05Ct59PYuHBW1BnaKQuj4iI3hEDLxHRP9q722Pf5GZoX9sO6RoRc4NvoufSU7j1JEnq0oiI6B0w8BIR/Yd1OSWWDvDB/AAvmKkMcOlhAjotOoFfj91BhkaUujwiIioABl4iojcIgoDu3o4IntIcLWtUQFq6Bv+3+zoCfjmNe7EvpS6PiIh0xMBLRJQLWzMVAofUx6yedVBOaYCQ+8/QYcFxrDp1DxqO9hIRlRoMvEREeRAEAQH1K2HvpKZo5GqFV+oMTP/rKgas+BsPnyVLXR4REeUDAy8RUT5ULG+MNcMb4NtutWGkkOPUnTi0n38cG89FQhQ52ktEVJIx8BIR5ZNMJmCQX2Xs/rAp6jqXx4vUdHy25TKGBZ3Dk8QUqcsjIqJcMPASEenIxdoEf4z2wxcda8LQQIbDN56i7bxj+DP0EUd7iYhKIAZeIqICkMsEjGrmil0fNIFHRXMkvFLjww2hGLvmAmJfpEpdHhER/QcDLxHRO6hma4otYxvhI//qMJAJ2Hs1Gu3mHcPeK1FSl0ZERP9g4CUiekcKuQwftK6GPyc0Rk07U8S9TMOYNRfw4YaLeJ6cJnV5RERlHgMvEVEhqe1gjj8nNMb4lq6QCcCfoY/Rdt4xHL4eI3VpRERlGgMvEVEhUhrI8Um7mtgythGqVDBBTFIqhgadw2ebLyEpRS11eUREZZLkgXfJkiVwcXGBSqVC3bp1cfz48TzbL168GLVq1YKRkRFq1KiB33//PVubLVu2wM3NDUqlEm5ubti2bVtRlU9ElCPvSuWxe2JTDG/iAkEANoY8QPv5x3HydqzUpRERlTmSBt6NGzdi0qRJmDZtGi5evIimTZuiQ4cOiIyMzLH90qVLMXXqVHzzzTe4evUqZsyYgfHjx2PHjh3aNqdPn0ZAQAAGDhyIsLAwDBw4EL1798bff/9dXKdFRAQAUCnk+KqzGzaMbAgnSyM8ev4K/Zf/jel/XkFyWrrU5RERlRmCKOGikQ0aNICPjw+WLl2q3VarVi10794dM2fOzNa+UaNGaNy4MX766SfttkmTJiEkJAQnTpwAAAQEBCAxMRF79uzRtmnfvj3Kly+P9evX51hHamoqUlP/XUYoMTERTk5OiI2NhZmZ2TufJ0lDrVYjODgY/v7+UCgUUpdDJUxx94+XqemYvf8m1p19CABwtjTGrPdqo65z+SJ/bdINf3dQXtg/So7ExERYW1sjISHhrXnNoJhqyiYtLQ3nz5/H559/nmV727ZtcerUqRz3SU1NhUqlyrLNyMgIZ8+ehVqthkKhwOnTpzF58uQsbdq1a4f58+fnWsvMmTMxY8aMbNv3798PY2PjfJ4RlVTBwcFSl0AlWHH2jwZywLyWgPV3ZLgfn4y+y8+ipb2IjpU0UEg+wYzexN8dlBf2D+klJyfnu61kgTc2NhYZGRmwtbXNst3W1hbR0dE57tOuXTssX74c3bt3h4+PD86fP4/AwECo1WrExsbC3t4e0dHROh0TAKZOnYopU6ZoH2eO8LZt25YjvKUY/wqnvEjVPzoCGPFKjR/23MDWi49xKErA/XRT/NTTHXUczYutDsodf3dQXtg/So7ExMR8t5Us8GYSBCHLY1EUs23L9NVXXyE6OhoNGzaEKIqwtbXFkCFDMHv2bMjl8gIdEwCUSiWUSmW27QqFgp1ZD/BzpLxI0T+sFArMDfBGxzoO+HzrZdx5+hLv/3oW41u4YkKrajA04HBvScDfHZQX9g/p6fL+S/Zb1draGnK5PNvIa0xMTLYR2kxGRkYIDAxEcnIy7t27h8jISFSuXBmmpqawtrYGANjZ2el0TCIiqbRxs0Xw5Gbo4umADI2IhYduo/vik7gWlf9RCyIiejvJAq+hoSHq1q2bbQ5McHAwGjVqlOe+CoUCFStWhFwux4YNG9C5c2fIZK9Pxc/PL9sx9+/f/9ZjEhFJobyJIRb19cbP/bxR3liB8KhEdP35BBYfvo30DI3U5RER6QVJpzRMmTIFAwcORL169eDn54dff/0VkZGRGDNmDIDXc2sfPXqkXWv35s2bOHv2LBo0aIBnz55h7ty5uHLlClatWqU95ocffohmzZph1qxZ6NatG/78808cOHBAu4oDEVFJ1NnDAQ1crPDFtssIDn+Cn/bdwP7wJ5jzvieq2pSTujwiolJN0oliAQEBmD9/Pr799lt4eXnh2LFj2L17N5ydnQEAUVFRWdbkzcjIwJw5c+Dp6Ql/f3+kpKTg1KlTqFy5srZNo0aNsGHDBqxcuRIeHh4ICgrCxo0b0aBBg+I+PSIinVQwVeLXgXUxt7cnTFUGCHvwHJ0WHsfy43eh0Ui2giQRUakn+UVr48aNw7hx43J8LigoKMvjWrVq4eLFi289Zq9evdCrV6/CKI+IqFgJgoD3fCrCz9UKn26+hOO3YvH9rmvYH/4E/+vliUpWXCqRiEhXvBSYiKgEsjc3wu/DfPF/PerAxFCOsxHxaL/gGNacuY/M+wVlaEScvhOHP0Mf4fSdOGRwFJiIKEeSj/ASEVHOBEFAvwaV0LSaNT7eFIa/I+Lx5fYr2Hc1Gh3c7bDo0G1EJaRo29ubqzC9ixvau9tLWDURUcnDEV4iohLOydIY60c2xNed3aA0kOH4rVh8se1KlrALANEJKRi75gL2XomSqFIiopKJgZeIqBSQyQQMa+KCHR80gUKe8410Mic0zNgRzukNRET/wcBLRFSKxL1Igzoj9zArAohKSMHZiPjiK4qIqIRj4CUiKkViklLe3kiHdkREZQEDLxFRKWJjqirUdkREZQEDLxFRKeLrYgl7cxVynsX7mkwA1Om8LTERUSYGXiKiUkQuEzC9ixsA5Bp6NSIwOOgs5u6/wYvXiIjAwEtEVOq0d7fH0gE+sDPPOm3B3lyFhX280Ne3EkQRWHjoNvovP4OYRM7nJaKyjTeeICIqhdq728PfzQ5nI+IRk5QCG1MVfF0sIZcJ6OrliIZVLPHF1ss4czceHRcex7wALzStVkHqsomIJMHAS0RUSsllAvxcrXJ8rpuXI9wdzTF+7QVcj07CoMCz+KBlVXzYpjrksrxmABMR6R9OaSAi0lOuFcph+/jGnOJARGUeAy8RkR5TKeSY+V4dLOjjBRNDuXaKw/FbT6UujYio2DDwEhGVAd28HLHjgyaoaWeK2BdpGBTIVRyIqOxg4CUiKiOq/DPFoV+Df6c49PvtDJ5wigMR6TkGXiKiMkSlkOP/evw7xeHviHh0XMApDkSk3xh4iYjKoMwpDrXszRD38vUUhzn7byA9g3doIyL9w8BLRFRGValQDtvGNdJOcVh06Db6L/+bUxyISO8w8BIRlWG5TXE4dpNTHIhIfzDwEhFRtikOg1dyigMR6Q8GXiIiAsApDkSkvxh4iYhIK3OKw8K+3pziQER6g4GXiIiy6erpkG2Kw//2cYoDEZVODLxERJSjzCkO/f+Z4vDz4dvoxykORFQKMfASEVGuVAo5fvjPFIeznOJARKUQAy8REb1VV08H7JzYlFMciKhUYuAlIqJ8cbE24RQHIiqVGHiJiCjfOMWBiEojA113yMjIQFBQEA4ePIiYmBhoNFm/zjp06FChFUdERCVTV08H1HE0x7i1F3AtKhGDV57F+BZVMalNNRjIOZZCRCWLzoH3ww8/RFBQEDp16gR3d3cIglAUdRERUQmXOcXhu53hWPt3JH4+fBtnI+KxsK837MxVUpdHRKSlc+DdsGED/vjjD3Ts2LEo6iEiolIkc4pDgypWmLrlEs7ei0fHhccxL8ALzatXkLo8IiIABZjDa2hoiKpVqxZFLUREVEr9dxWH+JdpGBx4Fj/tu85VHIioRNA58H700UdYsGABRFEsinqIiKiUypziMKBhJQDA4sN30O+3vxGdwFUciEhaOk9pOHHiBA4fPow9e/agdu3aUCgUWZ7funVroRVHRESli0ohx/fd66CBixWmbr3MKQ5EVCLoHHgtLCzQo0ePoqiFiIj0RBdPB7g7mmP82gsIj0rE4MCzGN/SFZPbVOcqDkRU7HQOvCtXriyKOoiISM+4WJtg67hG+H5XONacicTiw3dwLuIZV3EgomJX4D+znz59ihMnTuDkyZN4+pQLjhMRUXaZUxwW9fVGOaWBdorDkRsxUpdGRGWIzoH35cuXGDZsGOzt7dGsWTM0bdoUDg4OGD58OJKTk4uiRiIiKuW6eDpgxwdN4PbPKg5DVp7D7L1cxYGIiofOgXfKlCk4evQoduzYgefPn+P58+f4888/cfToUXz00UdFUSMREemBzCkOmas4LDlyB31/O8NVHIioyOkceLds2YIVK1agQ4cOMDMzg5mZGTp27IjffvsNmzdvLooaiYhIT2ROcfi53+spDufuPeMUByIqcjoH3uTkZNja2mbbbmNjwykNRESUL509HLCTUxyIqJjoHHj9/Pwwffp0pKT8+xXUq1evMGPGDPj5+RVqcUREpL8q/zPFYWBDZwD/TnGISnglcWVEpG90XpZswYIFaN++PSpWrAhPT08IgoDQ0FCoVCrs27evKGokIiI9pVLI8V13dzSoYonPt1zGuXvP0GnhCczt7YkWNWykLo+I9ITOgdfd3R23bt3CmjVrcP36dYiiiD59+qB///4wMjIqihqJiEjPdfZwgLuDOcavu4CrjxMxZOU5jG3hio/8eaMKInp3OgdeADAyMsLIkSMLuxYiIirDKlubYMvYRvhh1zWsPnMfS4/cQci9eCzs6w17cw6oEFHB5Svw/vXXX+jQoQMUCgX++uuvPNt27dq1UAojIqKyJ6cpDh0XHMfcAC+05BQHIiqgfAXe7t27Izo6GjY2NujevXuu7QRBQEZGRmHVRkREZdSbUxyGcooDEb2DfP3W0Gg0sLGx0f7/3H4YdomIqLBkTnHIXMVhKVdxIKICKpQ/k58/f14YhyEiIsoic4rD4n4+/96oYsFxHOaNKohIBzoH3lmzZmHjxo3ax++//z4sLS3h6OiIsLCwQi2OiIgIADp52GPnB01Q28EMz5LVGLryHGbxRhVElE86B95ffvkFTk5OAIDg4GAcOHAAe/fuRYcOHfDJJ58UeoFERETAv1McBvn9O8Whz6+c4kBEb6dz4I2KitIG3p07d6J3795o27YtPv30U5w7d67QCyQiIsqkUsjxbbd/pziE3OcUByJ6O50Db/ny5fHgwQMAwN69e9GmTRsAgCiKvGiNiIiKRU5THH7ccx1qTnEgohzoHHjfe+899OvXD/7+/oiLi0OHDh0AAKGhoahatWqhF0hERJSTN6c4LDt6B31/PYPHzznFgYiy0jnwzps3DxMmTICbmxuCg4NRrlw5AK+nOowbN67QCyQiIspNTlMcOi08jsPXOcWBiP6l862FFQoFPv7442zbJ02aVBj1EBER6ayThz1qO5hhwvoLuPIoEUODzmFMc1d81LY6FLxRBVGZx1sLExGRXsic4vB/u65h1en7WHb0DkLuxWNhX284WBhJXR4RSYi3FiYiIr2hNJBjRjd3NKhihc82X9JOcZjb2wsta9pIXR4RSYS3FiYiIr3TsY49dk5sAnfHf1ZxCDqHmXuucRUHojKKE5uIiEgvOVu9nuIw+J9VHH45ehd9uIoDUZmkc+CdOHEiFi5cmG37zz//zAvXiIioRMmc4rCkvw9MlQY4f/8ZOi48jkPXn0hdGhEVI50D75YtW9C4ceNs2xs1aoTNmzcXSlFERESF6b9THJ4nqzEsKIRTHIjKEJ0Db1xcHMzNzbNtNzMzQ2xsbKEURUREVNjeNsUhQyPi9J047LgUhVsJAjI0opTlElEh0nkd3qpVq2Lv3r2YMGFClu179uxBlSpVCq0wIiKiwvbmKg6ZUxz6N6iErRceISoh5Z+WcmyecwzfdK2N9u72ktZMRO9O58A7ZcoUTJgwAU+fPkWrVq0AAAcPHsScOXMwf/78wq6PiIio0HWs88+NKtZdxOVHCVh8+E62Nk8SUzF2zQUsHeDD0EtUyukceIcNG4bU1FT88MMP+O677wAAlStXxtKlSzFo0KBCL5CIiKgoOFuZYOPohqj3/QEkp2VfVlMEIACYsSMc/m52kMuEYq+RiAqHzoEXAMaOHYuxY8fi6dOnMDIyQrly5Qq7LiIioiIX9iAhx7CbSQQQlZCCsxHx8HO1Kr7CiKhQFWgd3vT0dBw4cABbt26FKL6e1P/48WO8ePGiUIsjIiIqSjFJKW9vpEM7IiqZdB7hvX//Ptq3b4/IyEikpqbC398fpqammD17NlJSUrBs2bKiqJOIiKjQ2ZiqCrUdEZVMOo/wfvjhh6hXrx6ePXsGIyMj7fYePXrg4MGDhVocERFRUfJ1sYS9uQp5zc41UxnA18Wy2GoiosKnc+A9ceIEvvzySxgaGmbZ7uzsjEePHhVaYUREREVNLhMwvYsbAOQaehNT0jEv+KZ2Ch8RlT46B16NRoOMjOwT/B8+fAhTU9NCKYqIiKi4tHe3x9IBPrAzzzptwd5Mia4er5cj+/nwbXyx7TLSeWc2olJJ5zm8/v7+mD9/Pn799VcAgCAIePHiBaZPn46OHTsWeoFERERFrb27Pfzd7HA2Ih5Rz1/i7tVQTAhoBpXSEA1dI/Hl9stYf/YB4l6kYWFfb6gUcqlLJiId6DzCO3fuXBw9ehRubm5ISUlBv379ULlyZTx69AizZs0qihqJiIiKnFwmwM/VCl087FHNXNSuu9uvQSUs6e8DQwMZ9oc/weDAs0hMUUtcLRHpQufA6+joiNDQUHzyyScYPXo0vL298eOPP+LixYuwsbEpihqJiIgk1d7dHquG+sJUaYC/I+IR8MsZxCRyqTKi0kKnKQ1qtRo1atTAzp07MXToUAwdOrSo6iIiIipR/FytsGF0QwwOPIdrUYnouewUVg9rgMrWJlKXRkRvodMIr0KhQGpqKgSBt1ckIqKyp7aDObaM9YOzlTEexL9Cr2WncOVRgtRlEdFb6Dyl4YMPPsCsWbOQnp5eFPUQERGVaM5WJtg0xg9u9maIfZGGPr+ewak7sVKXRUR50HmVhr///hsHDx7E/v37UadOHZiYZP0qZ+vWrYVWHBERUUlkY6rChtENMer3EJy5G48hgeewoI8XOtSxl7o0IsqBziO8FhYW6NmzJ9q1awcHBweYm5tn+SEiIioLzFQKBA31RfvadkjL0GDcugtY+/d9qcsiohzoPMK7cuXKoqiDiIio1FEp5Fjc3wdfbr+C9WcjMW3bFcQmpWFi66q83oWoBMn3CK9Go8FPP/2Exo0bw9fXF1988QVSUrgkCxERlW1ymYD/6+GOia2qAgDmHbiJ6X9dRYaGtyImKinyHXhnzZqFzz//HCYmJrC3t8fcuXMxceLEoqyNiIioVBAEAVPa1sCMrrUhCMDvp+9j4oaLSE3PkLo0IoIOgTcoKAiLFi3C/v378eeff2L79u34/fffIYr8C5aIiAgABjeqjIV9vKGQC9h1KQrDgs7hRSpXNSKSWr4D7/3799G5c2ft43bt2kEURTx+/PidCliyZAlcXFygUqlQt25dHD9+PM/2a9euhaenJ4yNjWFvb4+hQ4ciLi5O+3xQUBAEQcj2w+kXRERUHLp4OiBwSH0YG8px8nYc+v56BrEvUqUui6hMy3fgTUtLg5GRkfaxIAgwNDREamrB/yPeuHEjJk2ahGnTpuHixYto2rQpOnTogMjIyBzbnzhxAoMGDcLw4cNx9epVbNq0CefOncOIESOytDMzM0NUVFSWH5VKVeA6iYiIdNG0WgWsH9kQliaGuPwoAe8vO40H8clSl0VUZum0SsNXX30FY2Nj7eO0tDT88MMPWZYjmzt3br6PN3fuXAwfPlwbWOfPn499+/Zh6dKlmDlzZrb2Z86cQeXKlbVzh11cXDB69GjMnj07SztBEGBnZ6fLqRERERUqTycLbBrjh0ErziIi9iV6Lj2F34f7oqadmdSlEZU5+Q68zZo1w40bN7Jsa9SoEe7evat9rMsSLGlpaTh//jw+//zzLNvbtm2LU6dO5bhPo0aNMG3aNOzevRsdOnRATEwMNm/ejE6dOmVp9+LFCzg7OyMjIwNeXl747rvv4O3tnWstqampWUaqExMTAQBqtRpqtTrf50QlS+Znx8+QcsL+QbkpzL5RyUKJDSPrY/iqC7gZ8wK9l53GLwO8Uc+5/Dsfm6TB3x0lhy6fgSBKdNXZ48eP4ejoiJMnT6JRo0ba7f/3f/+HVatWZQvXmTZv3oyhQ4ciJSUF6enp6Nq1KzZv3gyFQgHg9Sjw7du3UadOHSQmJmLBggXYvXs3wsLCUK1atRyP+c0332DGjBnZtq9bty7LiDYREVFBJKcDv16XIyJJgEIQMbi6BnUsedE30btITk5Gv379kJCQADOzvL85kTzwnjp1Cn5+ftrtP/zwA1avXo3r169n2yc8PBxt2rTB5MmT0a5dO0RFReGTTz5B/fr1sWLFihxfR6PRwMfHB82aNcPChQtzbJPTCK+TkxNiY2Pf+gZSyaVWqxEcHAx/f3/tH0REmdg/KDdF1TdepWXgwz/CcPhGLOQyAd93c0MvH8dCOz4VD/7uKDkSExNhbW2dr8Cr853WCou1tTXkcjmio6OzbI+JiYGtrW2O+8ycORONGzfGJ598AgDw8PCAiYkJmjZtiu+//x729tnvYS6TyVC/fn3cunUr11qUSiWUSmW27QqFgp1ZD/BzpLywf1BuCrtvKBQK/DaoPj7fehmbzz/E1G1X8fxVBsY0r8K7spVC/N0hPV3e/3yv0lDYDA0NUbduXQQHB2fZHhwcnGWKw38lJydDJstaslwuB4Bc1wMWRRGhoaE5hmEiIqLiZCCX4adeHhjdvAoAYNbe6/h+1zVoeFc2oiIl2QgvAEyZMgUDBw5EvXr14Ofnh19//RWRkZEYM2YMAGDq1Kl49OgRfv/9dwBAly5dMHLkSCxdulQ7pWHSpEnw9fWFg4MDAGDGjBlo2LAhqlWrhsTERCxcuBChoaFYvHixZOdJRESUSRAETO1QCxXKKfH9rmtYcSIC8S/TMLuXBxRyycahiPSapIE3ICAAcXFx+PbbbxEVFQV3d3fs3r0bzs7OAICoqKgsa/IOGTIESUlJ+Pnnn/HRRx/BwsICrVq1wqxZs7Rtnj9/jlGjRiE6Ohrm5ubw9vbGsWPH4OvrW+znR0RElJsRTavA0sQQn2y+hG0XH+FZchqW9PeBsaGk/zQT6aUCXbT2/PlzrFixAteuXYMgCKhVqxaGDx+eZT3e0iwxMRHm5ub5mgRNJZdarcbu3bvRsWNHzrOibNg/KDfF3TcOX4/B2LXnkaLWwLuSBQIH10d5E8Mif10qGP7uKDl0yWs6f3cSEhICV1dXzJs3D/Hx8YiNjcW8efPg6uqKCxcuFLhoIiKisqhlTRusHdEQ5kYKXIx8jvd/OY3Hz19JXRaRXtE58E6ePBldu3bFvXv3sHXrVmzbtg0RERHo3LkzJk2aVAQlEhER6be6zuWxaYwf7MxUuB3zAj2XnsLtmCSpyyLSGwUa4f3ss89gYPDvHCMDAwN8+umnCAkJKdTiiIiIyorqtqbYMq4RXCuYICohBb2WncaFyGdSl0WkF3QOvGZmZlkuJMv04MEDmJqaFkpRREREZZGjhRE2jWkELycLPE9Wo/9vf+PwjRipyyIq9XQOvAEBARg+fDg2btyIBw8e4OHDh9iwYQNGjBiBvn37FkWNREREZYaliSHWjWyAZtUr4JU6AyNXhWD7xUdSl0VUqum89sn//vc/CIKAQYMGIT09HcDrO12MHTsWP/74Y6EXSEREVNYYGxpg+aB6+GRzGP4MfYxJG0MR9zINw5u4SF0aUamkU+DNyMjA6dOnMX36dMycORN37tyBKIqoWrUqjI2Ni6pGIiKiMsfQQIZ5vb1gaWKIlSfv4bud4Yh9kYpP29XgrYiJdKTTlAa5XI527dohISEBxsbGqFOnDjw8PBh2iYiIioBMJuDrzm74pF0NAMDSI3fw2ZZLSM/QSFwZUemi8xzeOnXq4O7du0VRCxEREb1BEASMb1kVP75XBzIB+CPkIcasuYAUdYbUpRGVGjoH3h9++AEff/wxdu7ciaioKCQmJmb5ISIiosLXx7cSlg6oC0MDGQ5ce4JBK84i4ZVa6rKISgWdA2/79u0RFhaGrl27omLFiihfvjzKly8PCwsLlC9fvihqJCIiIgDtatth9TBfmKoMcPZePAJ+OY0niSlSl0VU4um8SsPhw4eLog4iIiLKhwZVrPDHaD8MCjyL69FJ6Ln0FH4f5osqFcpJXRpRiaVz4G3evHlR1EFERET5VMveDFvHNsLAFX/jXlwy3l92GkFDfVGnornUpRGVSDpPaVi5ciU2bdqUbfumTZuwatWqQimKiIiI8uZkaYzNYxvB3dEMcS/T0OfX0zh5O1bqsohKJJ0D748//ghra+ts221sbPB///d/hVIUERERvZ11OSXWj2yIRq5WeJmWgaErz2HXpSipyyIqcXQOvPfv34eLS/Y7vTg7OyMyMrJQiiIiIqL8MVUpsHJofXSsY4e0DA0mrL+A1afvSV0WUYmic+C1sbHBpUuXsm0PCwuDlZVVoRRFRERE+ac0kGNRXx8MaFgJogh89edVzAu+CVEUpS6NqETQOfD26dMHEydOxOHDh5GRkYGMjAwcOnQIH374Ifr06VMUNRIREdFbyGUCvuvmjkltqgEAFhy8hS+3X0GGhqGXSOdVGr7//nvcv38frVu3hoHB6901Gg0GDRrEObxEREQSEgQBk9pUh1U5Jb7+8wrW/h2JZ8lpmBfgBaWBXOryiCSjc+A1NDTExo0b8d133yEsLAxGRkaoU6cOnJ2di6I+IiIi0tHAhs6wNDbE5I2h2H05Gs+Tz+GXgXVhqlJIXRqRJHQOvJmqV6+O6tWrF2YtREREVEg6edijvLECI38Pwak7cej72xmsHOKLCqZKqUsjKnb5CrxTpkzBd999BxMTE0yZMiXPtnPnzi2UwoiIiOjdNKpqjQ2j/DBk5VlceZSI95edwurhDeBkaSx1aUTFKl+B9+LFi1Cr1dr/nxtBEAqnKiIiIioUdSqaY/N/7sr23tJTWDXUF24OZlKXRlRs8hV4Dx8+nOP/JyIiopLPxdoEW8Y2wuDAs7genYSAX05j+eB6aFCFy4lS2aDzsmRERERU+tiaqbBxtB98K1siKTUdAwPPYt/VaKnLIioW+b5obdiwYflqFxgYWOBiiIiIqOiYGynw+3BffLD+IoLDn2DsmvP4vx510Me3ktSlERWpfAfeoKAgODs7w9vbm3duISIiKqVUCjmW9vfBF9su44+Qh/h862XEvUzDuBauvBaH9Fa+A++YMWOwYcMG3L17F8OGDcOAAQNgaWlZlLURERFRETCQyzCrpwesyymx5Mgd/LTvBmJfpOKrTm6QyRh6Sf/kew7vkiVLEBUVhc8++ww7duyAk5MTevfujX379nHEl4iIqJQRBAGftq+Jrzu7AQBWnryHyX+EIi1dI3FlRIVPp4vWlEol+vbti+DgYISHh6N27doYN24cnJ2d8eLFi6KqkYiIiIrIsCYumB/gBQOZgD9DH2PE7yF4mZoudVlEharAqzQIggBBECCKIjQa/jVIRERUWnX3dsTywfVgpJDj2M2n6Lf8b8S/TJO6LKJCo1PgTU1Nxfr16+Hv748aNWrg8uXL+PnnnxEZGYly5coVVY1ERERUxFrUsMG6kQ1gYaxA2IPn6LXsFB49fyV1WUSFIt+Bd9y4cbC3t8esWbPQuXNnPHz4EJs2bULHjh0hk3E5XyIiotLOu1J5bB7jBwdzFe4+fYmeS07h5pMkqcsiemf5XqVh2bJlqFSpElxcXHD06FEcPXo0x3Zbt24ttOKIiIioeFW1McXmsY0wKPAsbse8wPvLTiNwSD3UdebKTFR65TvwDho0iOvzERERlQEOFkbYNNoPw1adw8XI5+i//G8s7V8XLWvaSF0aUYHodOMJIiIiKhvKmxhi7YgGGLf2Ao7ceIoRv4fgp14eeM+notSlEemMk2+JiIgoR8aGBvhtUD285+2IDI2IKX+E4bdjd6Uui0hnDLxERESUK4Vchv+974kRTVwAAD/svoaZu6/xplNUqjDwEhERUZ5kMgHTOtXC5x1qAgB+OXYXn2y+hPQMrsNPpQMDLxEREb2VIAgY09wVs3t5QC4TsPn8Q4xefR6v0jKkLo3orRh4iYiIKN9613PCLwPqQmkgw8HrMRi44m8kJKuRoRFx+k4c/gx9hNN34pCh4ZQHKjnyvUoDEREREQC0cbPFmhENMDzoHELuP0OHBceQrhERk5SqbWNvrsL0Lm5o724vYaVEr3GEl4iIiHRWv7Il/hjjB3MjAzxOSMkSdgEgOiEFY9dcwN4rURJVSPQvBl4iIiIqkGo2pjA0kOf4XOaEhhk7wjm9gSTHwEtEREQFcjYiHk/fGNn9LxFAVEIKzkbEF19RRDlg4CUiIqICiUlKKdR2REWFgZeIiIgKxMZUVajtiIoKAy8REREViK+LJezNVRDyaGNpYghfF8tiq4koJwy8REREVCBymYDpXdwAINfQm5Sixpm7ccVXFFEOGHiJiIiowNq722PpAB/YmWedtmBnroK7oxnUGSKGBZ3DyduxElVIxBtPEBER0Ttq724Pfzc7nI2IR0xSCmxMVfB1sUS6RoNxay7g4PUYDAs6h8Ah9dG4qrXU5VIZxBFeIiIiemdymQA/Vyt083KEn6sV5DIBSgM5lgzwQeuaNkhN12BY0DmcuMWRXip+DLxERERUZN4MvcNXMfRS8WPgJSIioiKVGXrb1Po39B6/9VTqsqgMYeAlIiKiIqc0kGNx/39D74hVIQy9VGwYeImIiKhYMPSSVBh4iYiIqNgoDeRY0r9ultB77CZDLxUtBl4iIiIqVoYGsn9Cry1S0zUY+TtDLxUtBl4iIiIqdq9Dr4829I5g6KUixMBLREREkvhv6E1j6KUixMBLREREkskMvf5uDL1UdBh4iYiISFKGBjIs7pc19B5l6KVCxMBLREREkssMvW3/Cb0jGXqpEDHwEhERUYlgaCDDz2+E3iM3YqQui/QAAy8RERGVGJmht13t16F31OrzDL30zhh4iYiIqEQxNJBhUV+GXio8DLxERERU4jD0UmFi4CUiIqISidMbqLAw8BIREVGJpZC/EXp/P4/DDL2kIwZeIiIiKtEyQ2/72nZIy9BgNEMv6YiBl4iIiEo8hVyGRf28s4be6wy9lD8MvERERFQqZIbeDu7/hN7VDL2UPwy8REREVGoo5DIs7Js19B66/kTqsqiEY+AlIiKiUuXN0Dtm9QWGXsoTAy8RERGVOpmht2Mdhl56OwZeIiIiKpUUchkW9Mkaeg9eY+il7Bh4iYiIqNTKDL2d6tgjLUODsWsYeik7Bl4iIiIq1RRyGeb38dKG3jFrzjP0UhYMvERERFTq/Tf0qjNEhl7KgoGXiIiI9EJOofdAOEMvMfASERGRHnk9p/ff0Dt2LUMvMfASERGRnjHIDL0eDL30GgMvERER6R0DuQwLArKG3mCG3jKLgZeIiIj0Umbo7fxP6B3H0FtmMfASERGR3jKQyzD/jdC7/2q01GVRMWPgJSIiIr32Zugdv+4CQ28ZI3ngXbJkCVxcXKBSqVC3bl0cP348z/Zr166Fp6cnjI2NYW9vj6FDhyIuLi5Lmy1btsDNzQ1KpRJubm7Ytm1bUZ4CERERlXCZobeLpwNDbxkkaeDduHEjJk2ahGnTpuHixYto2rQpOnTogMjIyBzbnzhxAoMGDcLw4cNx9epVbNq0CefOncOIESO0bU6fPo2AgAAMHDgQYWFhGDhwIHr37o2///67uE6LiIiISiADuQzzensy9JZBkgbeuXPnYvjw4RgxYgRq1aqF+fPnw8nJCUuXLs2x/ZkzZ1C5cmVMnDgRLi4uaNKkCUaPHo2QkBBtm/nz58Pf3x9Tp05FzZo1MXXqVLRu3Rrz588vprMiIiKikioz9Hb9J/SOW8vQWxYYSPXCaWlpOH/+PD7//PMs29u2bYtTp07luE+jRo0wbdo07N69Gx06dEBMTAw2b96MTp06aducPn0akydPzrJfu3bt8gy8qampSE1N1T5OTEwEAKjVaqjVal1PjUqIzM+OnyHlhP2DcsO+UTbM6uEGjUaDnZejMW7tBSwM8IS/m81b92P/KDl0+QwkC7yxsbHIyMiAra1tlu22traIjs75L61GjRph7dq1CAgIQEpKCtLT09G1a1csWrRI2yY6OlqnYwLAzJkzMWPGjGzb9+/fD2NjY11Oi0qg4OBgqUugEoz9g3LDvqH/WpkAUdYynI+VYcKGixhaXQMPSzFf+7J/SC85OTnfbSULvJkEQcjyWBTFbNsyhYeHY+LEifj666/Rrl07REVF4ZNPPsGYMWOwYsWKAh0TAKZOnYopU6ZoHycmJsLJyQlt27aFmZlZQU6LSgC1Wo3g4GD4+/tDoVBIXQ6VMOwflBv2jbKlQ4YGn269gh2XorHqlgEWBHigrZttru3ZP0qOzG/k80OywGttbQ25XJ5t5DUmJibbCG2mmTNnonHjxvjkk08AAB4eHjAxMUHTpk3x/fffw97eHnZ2djodEwCUSiWUSmW27QqFgp1ZD/BzpLywf1Bu2DfKBoUCmBfgDZksDH+GPsaHGy/h534+aO9u95b92D+kpsv7L9lFa4aGhqhbt262rwSCg4PRqFGjHPdJTk6GTJa1ZLlcDuD1KC4A+Pn5ZTvm/v37cz0mERERlW0GchnmvO+Jbl4OSNeImLDuAvZe4YVs+kTSVRqmTJmC5cuXIzAwENeuXcPkyZMRGRmJMWPGAHg91WDQoEHa9l26dMHWrVuxdOlS3L17FydPnsTEiRPh6+sLBwcHAMCHH36I/fv3Y9asWbh+/TpmzZqFAwcOYNKkSVKcIhEREZUCBnIZ5vb2eiP0RkldFhUSSefwBgQEIC4uDt9++y2ioqLg7u6O3bt3w9nZGQAQFRWVZU3eIUOGICkpCT///DM++ugjWFhYoFWrVpg1a5a2TaNGjbBhwwZ8+eWX+Oqrr+Dq6oqNGzeiQYMGxX5+REREVHrIZQLm9vaCAGB76GNMWHcRP/cD2rvbS10avSNBzJwLQFqJiYkwNzdHQkICL1orxdRqNXbv3o2OHTtynhVlw/5BuWHfoAyNiI/+CMX20McwkAlY1NcbHeq8Dr3sHyWHLnlN8lsLExEREZUkcpmAOb290P2f6Q0frL+IPZc5vaE0Y+AlIiIiekNm6O3h7fh6Ti9Db6nGwEtERESUA7lMwP/e90QPb0dk/BN69159InVZVAAMvERERES5yAy97/0Teif9cQmhcbnfzIpKJgZeIiIiojzIZQJ++k/oXXVThj1cp7dUYeAlIiIieovM0NvDyx4aCJi86TJ2c05vqcHAS0RERJQPcpmAmT3cUb+CBhn/rN6w6xJDb2kg6Y0niIiIiEoTuUxAP1cNKjo6YltoFCZuuAgA6ORhjwyNiLMR8YhJSoGNqQq+LpaQyzjftyRg4CUiIiLSgUwAZvZwh0wmx5YLDzFxw0WEPniGnZeiEJWQom1nb67C9C5uvFNbCcApDUREREQ6kssEzO7lgZ4+FZGhEfHb8YgsYRcAohNSMHbNBey9wmkPUmPgJSIiIioAuUzAzPfqwEghz/F58Z//nbEjHBkaMcc2VDwYeImIiIgK6Pz9Z3ilzsj1eRFAVEIKzkbEF19RlA0DLxEREVEBxSSlvL2RDu2oaDDwEhERERWQjamqUNtR0WDgJSIiIiogXxdL2JurkNviYwJer9bg62JZnGXRGxh4iYiIiApILhMwvYsbAOQYekUA07u4cT1eiTHwEhEREb2D9u72WDrAB3bmOU9bSExJL+aK6E288QQRERHRO2rvbg9/N7ssd1o7dScWiw7dxpfbrqCaTTl4VyovdZllFgMvERERUSGQywT4uVppHzdwscSN6CTsD3+C0avPY8cHTWBrxovXpMApDURERERFQCYTMDfAC9VtyyEmKRWjV59HSh5r9lLRYeAlIiIiKiLllAb4bVA9mBspEPrgOaZtuwJR5F3XihsDLxEREVERcrYywc/9vCETgC0XHmLlyXtSl1TmMPASERERFbGm1Srgi461AAA/7L6GE7diJa6obGHgJSIiIioGw5u44D0fR2RoRExYfwGRcclSl1RmMPASERERFQNBEPB/PerAs6I5nierMfL3ELxM5Rq9xYGBl4iIiKiYqBRy/DKwHiqYKnHjSRKm/BEKjYYXsRU1Bl4iIiKiYmRnrsKyAXVhKJdh39UnWHTottQl6T0GXiIiIqJiVte5PL7v4Q4AmHfgJvZdjZa4Iv3GwEtEREQkgd71nDCkUWUAwJSNobgRnSRtQXqMgZeIiIhIItM61YJfFSu8TMvAyN9D8Dw5TeqS9BIDLxEREZFEFHIZFvf3QcXyRoiMT8YH6y8iPUMjdVl6h4GXiIiISEKWJob4bVA9GCnkOH4rFj/uuS51SXqHgZeIiIhIYrXszTC3tycAYPmJCGw5/1DiivQLAy8RERFRCdChjj0mtqoKAJi67TJCHzyXtiA9wsBLREREVEJMalMdbWrZIi1dg9GrQxCTmCJ1SXqBgZeIiIiohJDJBMwL8EQ1m3J4kpiK0WvOIzU9Q+qySj0GXiIiIqISxFSlwG+D6sFMZYCLkc/x1fYrEEXefvhdMPASERERlTCVrU2wqJ8PZALwR8hD/H76vtQllWoMvEREREQlUPPqFTC1Qy0AwLc7w3HqTqzEFZVeDLxEREREJdSIpi7o4e2IDI2I8Wsv4EF8stQllUoMvEREREQllCAImPleHXhUNMezZDVG/h6Cl6npUpdV6jDwEhEREZVgKoUcvwysC+tySlyPTsLHm8J4EZuOGHiJiIiISjh7cyP8MtAHCrmAPVei8fOh21KXVKow8BIRERGVAnWdLfF9d3cAwJzgmwgOfyJxRaUHAy8RERFRKRFQvxIG+TkDACZvDMWtJ0kSV1Q6MPASERERlSJfdXZDAxdLvEhNx8jfQ5CQrJa6pBKPgZeIiIioFFHIZVjS3weOFka4F5eMCesvID1DI3VZJRoDLxEREVEpY1VOiV8H1YWRQo7jt2Ixe98NqUsq0Rh4iYiIiEqh2g7m+N/7ngCAX4/dxbaLDyWuqORi4CUiIiIqpTp52GNCy6oAgM+2XMalh8+lLaiEYuAlIiIiKsWm+FdHm1o2SEvXYPTq84hJSpG6pBKHgZeIiIioFJPJBMwL8EJVm3KISkjB2DUXkJqeIXVZJQoDLxEREVEpZ6pS4NeBdWGqMsD5+88w/c+rvP3wfzDwEhEREemBKhXKYVFfb8gEYMO5B1hz5r7UJZUYDLxEREREeqJFDRt81r4mAGDGjnCcvhMncUUlAwMvERERkR4Z1awKunk5IF0jYvy6C3j4LBkZGhGn78Thz9BHOH0nDhmasjXdwUDqAoiIiIio8AiCgFk9PXDn6QtceZSIPr+cgVqjwZPEVG0be3MVpndxQ3t3ewkrLT4c4SUiIiLSMyqFHL8OrAdTlQEePn+VJewCQPQ/qznsvRIlUYXFi4GXiIiISA/ZmqlgKM856mVOaJixI7xMTG9g4CUiIiLSQ2cj4hH3Mi3X50UAUQkpOBsRX3xFSYSBl4iIiEgP5feOa2XhzmwMvERERER6yMZUVajtSjMGXiIiIiI95OtiCXtzFYRcnhfwerUGXxfL4ixLEgy8RERERHpILhMwvYsbAOQYekUA07u4QS7LLRLrDwZeIiIiIj3V3t0eSwf4wM48+7QFY0M53B3NJaiq+PHGE0RERER6rL27Pfzd7HA2Ih4xSSmwNDbET/tv4NLDBExYdxF/jPaDoYF+j4Hq99kREREREeQyAX6uVujm5Yim1StgcT8fmKkMEPrgOWbtvS51eUWOgZeIiIiojHGyNMac3l4AgBUnIrD/arS0BRUxBl4iIiKiMsjfzRYjmrgAAD7eFIYH8ckSV1R0GHiJiIiIyqjPOtSEdyULJKakY8K6C0hL10hdUpFg4CUiIiIqoxRyGRb19Ya5kQJhDxMwc881qUsqEgy8RERERGVYxfLGmPO+JwBg5cl72HtF/+bzMvASERERlXFt3GwxqlkVAMAnm8MQGadf83kZeImIiIgIn7SrAZ9KFkhKSceE9ReQmp4hdUmFhoGXiIiIiKCQy/BzPx9YGCtw6WECZu7Wn/V5GXiJiIiICADgYGGEub1fz+cNOnUPey5HSVxR4WDgJSIiIiKtVjVtMbr56/m8n26+hPtxLyWu6N0x8BIRERFRFh+3rYG6zuWRlJqO8etK/3xeBl4iIiIiyiJzfd7yxgpceZSIH3aV7vV5GXiJiIiIKBsHCyPMDfACAPx++j52XYpChkbE6Ttx+DP0EU7fiUOGRpS2yHwykLoAIiIiIiqZWtawwdgWrlh65A4++iMU3/ylwNMXqdrn7c1VmN7FDe3d7SWs8u04wktEREREufrIvzpcK5ggJV2TJewCQHRCCsauuYC9V0r2ag4MvERERESUK0EQkJSSnuNzmRMaZuwIL9HTGxh4iYiIiChXZyPiEZOUmuvzIoCohBScjYgvvqJ0xMBLRERERLmKSUop1HZSkDzwLlmyBC4uLlCpVKhbty6OHz+ea9shQ4ZAEIRsP7Vr19a2CQoKyrFNSkrJ/RCIiIiISiobU1WhtpOCpIF348aNmDRpEqZNm4aLFy+iadOm6NChAyIjI3Nsv2DBAkRFRWl/Hjx4AEtLS7z//vtZ2pmZmWVpFxUVBZWq5H4IRERERCWVr4sl7M1VEHJ5XsDr1Rp8XSyLsyydSBp4586di+HDh2PEiBGoVasW5s+fDycnJyxdujTH9ubm5rCzs9P+hISE4NmzZxg6dGiWdoIgZGlnZ2dXHKdDREREpHfkMgHTu7gBQK6hd3oXN8hluT0rPcnW4U1LS8P58+fx+eefZ9netm1bnDp1Kl/HWLFiBdq0aQNnZ+cs21+8eAFnZ2dkZGTAy8sL3333Hby9vXM9TmpqKlJT/52MnZiYCABQq9VQq9X5PSUqYTI/O36GlBP2D8oN+wblpaz2j9Y1rLGojye+330d0YlZL2Ab3tgZ5Qxl2Ho+EjamStRzLl8s4VeXz0CywBsbG4uMjAzY2tpm2W5ra4vo6Oi37h8VFYU9e/Zg3bp1WbbXrFkTQUFBqFOnDhITE7FgwQI0btwYYWFhqFatWo7HmjlzJmbMmJFt+/79+2FsbKzDWVFJFBwcLHUJVIKxf1Bu2DcoL2W1f3zmBtxJFJCoBsKfCQiJlWHFyXtYfvK+to2FoYj3KmvgaVW0y5QlJyfnu63kd1oThKx/AYiimG1bToKCgmBhYYHu3btn2d6wYUM0bNhQ+7hx48bw8fHBokWLsHDhwhyPNXXqVEyZMkX7ODExEU5OTmjbti3MzMx0OBsqSdRqNYKDg+Hv7w+FQiF1OVTCsH9Qbtg3KC/sH//6K+wxQjZfgfjGRIfnaQJW3pRjUR9PtKttm8ve7y7zG/n8kCzwWltbQy6XZxvNjYmJyTbq+yZRFBEYGIiBAwfC0NAwz7YymQz169fHrVu3cm2jVCqhVCqzbVcoFGW+M+sDfo6UF/YPyg37BuWlrPePDI2I/wXfzvV5EcBXf4Wjg4djkU1v0OX9l+yiNUNDQ9StWzfbVwLBwcFo1KhRnvsePXoUt2/fxvDhw9/6OqIoIjQ0FPb2Jfsez0RERESlxdmIeEQl5L3k67NkNX4+lPuAY3GSdJWGKVOmYPny5QgMDMS1a9cwefJkREZGYsyYMQBeTzUYNGhQtv1WrFiBBg0awN3dPdtzM2bMwL59+3D37l2EhoZi+PDhCA0N1R6TiIiIiN5Nfm8yMe/ArRJxy2FJ5/AGBAQgLi4O3377LaKiouDu7o7du3drV12IiorKtiZvQkICtmzZggULFuR4zOfPn2PUqFGIjo6Gubk5vL29cezYMfj6+hb5+RARERGVBbrcZCL4ajTa15H2m3bJL1obN24cxo0bl+NzQUFB2baZm5vneVXevHnzMG/evMIqj4iIiIje4OtiCUEAxHwM3n6x7bLkgVfyWwsTERERUekilwmQ52NVLQB4mZpRxNW8HQMvEREREenM1jTvlbIyWZeTfjULBl4iIiIi0tn28U0LtV1RYuAlIiIiIp1VMFPCTJX35WBmKgNUMMt+r4PixsBLRERERAVy6Zt2uYZeM5UBLn3TrpgrypnkqzQQERERUel16Zt2eJqYih5LTiD+pRqWJgpsG9ekRIzsZmLgJSIiIqJ3UsFMiROft5a6jFxxSgMRERER6TUGXiIiIiLSawy8RERERKTXGHiJiIiISK8x8BIRERGRXmPgJSIiIiK9xsBLRERERHqNgZeIiIiI9BoDLxERERHpNQZeIiIiItJrDLxEREREpNcYeImIiIhIrzHwEhEREZFeM5C6gJJIFEUAQGJiosSV0LtQq9VITk5GYmIiFAqF1OVQCcP+Qblh36C8sH+UHJk5LTO35YWBNwdJSUkAACcnJ4krISIiIqK8JCUlwdzcPM82gpifWFzGaDQaPH78GKamphAEQepyqIASExPh5OSEBw8ewMzMTOpyqIRh/6DcsG9QXtg/Sg5RFJGUlAQHBwfIZHnP0uUIbw5kMhkqVqwodRlUSMzMzPhLiXLF/kG5Yd+gvLB/lAxvG9nNxIvWiIiIiEivMfASERERkV5j4CW9pVQqMX36dCiVSqlLoRKI/YNyw75BeWH/KJ140RoRERER6TWO8BIRERGRXmPgJSIiIiK9xsBLRERERHqNgZeIiIiI9BoDL5VqS5YsgYuLC1QqFerWrYvjx4/na7+TJ0/CwMAAXl5eRVsgSUaXvnHkyBEIgpDt5/r168VYMRUnXX93pKamYtq0aXB2doZSqYSrqysCAwOLqVoqTrr0jSFDhuT4u6N27drFWDHlBwMvlVobN27EpEmTMG3aNFy8eBFNmzZFhw4dEBkZmed+CQkJGDRoEFq3bl1MlVJxK2jfuHHjBqKiorQ/1apVK6aKqTgVpH/07t0bBw8exIoVK3Djxg2sX78eNWvWLMaqqTjo2jcWLFiQ5XfGgwcPYGlpiffff7+YK6e34bJkVGo1aNAAPj4+WLp0qXZbrVq10L17d8ycOTPX/fr06YNq1apBLpdj+/btCA0NLYZqqTjp2jeOHDmCli1b4tmzZ7CwsCjGSkkKuvaPvXv3ok+fPrh79y4sLS2Ls1QqZgX9dyXT9u3b8d577yEiIgLOzs5FWSrpiCO8VCqlpaXh/PnzaNu2bZbtbdu2xalTp3Ldb+XKlbhz5w6mT59e1CWSRAraNwDA29sb9vb2aN26NQ4fPlyUZZJECtI//vrrL9SrVw+zZ8+Go6Mjqlevjo8//hivXr0qjpKpmLzL745MK1asQJs2bRh2SyADqQsgKojY2FhkZGTA1tY2y3ZbW1tER0fnuM+tW7fw+eef4/jx4zAwYNfXVwXpG/b29vj1119Rt25dpKamYvXq1WjdujWOHDmCZs2aFUfZVEwK0j/u3r2LEydOQKVSYdu2bYiNjcW4ceMQHx/Pebx6pCB947+ioqKwZ88erFu3rqhKpHfAf/WpVBMEIctjURSzbQOAjIwM9OvXDzNmzED16tWLqzySUH77BgDUqFEDNWrU0D728/PDgwcP8L///Y+BV0/p0j80Gg0EQcDatWthbm4OAJg7dy569eqFxYsXw8jIqMjrpeKjS9/4r6CgIFhYWKB79+5FVBm9C05poFLJ2toacrk821/dMTEx2f46B4CkpCSEhIRgwoQJMDAwgIGBAb799luEhYXBwMAAhw4dKq7SqYjp2jdy07BhQ9y6dauwyyOJFaR/2Nvbw9HRURt2gdfzOkVRxMOHD4u0Xio+7/K7QxRFBAYGYuDAgTA0NCzKMqmAGHipVDI0NETdunURHBycZXtwcDAaNWqUrb2ZmRkuX76M0NBQ7c+YMWNQo0YNhIaGokGDBsVVOhUxXftGbi5evAh7e/vCLo8kVpD+0bhxYzx+/BgvXrzQbrt58yZkMhkqVqxYpPVS8XmX3x1Hjx7F7du3MXz48KIskd6FSFRKbdiwQVQoFOKKFSvE8PBwcdKkSaKJiYl47949URRF8fPPPxcHDhyY6/7Tp08XPT09i6laKk669o158+aJ27ZtE2/evCleuXJF/Pzzz0UA4pYtW6Q6BSpCuvaPpKQksWLFimKvXr3Eq1evikePHhWrVasmjhgxQqpToCJS0H9XBgwYIDZo0KC4yyUdcA4vlVoBAQGIi4vDt99+i6ioKLi7u2P37t3aq2OjoqLeuu4q6Sdd+0ZaWho+/vhjPHr0CEZGRqhduzZ27dqFjh07SnUKVIR07R/lypVDcHAwPvjgA9SrVw9WVlbo3bs3vv/+e6lOgYpIQf5dSUhIwJYtW7BgwQIpSqZ84jq8RERERKTXOIeXiIiIiPQaAy8RERER6TUGXiIiIiLSawy8RERERKTXGHiJiIiISK8x8BIRERGRXmPgJSIiIiK9xsBLRERERHqNgZeISCItWrTApEmTpC5DMoIgYPv27QCAe/fuQRAEhIaGSloTEeknBl4iokIyZMgQCIKAMWPGZHtu3LhxEAQBQ4YM0W7bunUrvvvuu2Ks8LUWLVpAEAQIggBDQ0O4urpi6tSpSE1NLfZaiIiKAwMvEVEhcnJywoYNG/Dq1SvttpSUFKxfvx6VKlXK0tbS0hKmpqYFeh1RFJGenl7gOkeOHImoqCjcvn0bs2fPxuLFi/HNN98U+HhERCUZAy8RUSHy8fFBpUqVsHXrVu22rVu3wsnJCd7e3lnavjmlITU1FZ9++imcnJygVCpRrVo1rFixAgBw5MgRCIKAffv2oV69elAqlTh+/DhSU1MxceJE2NjYQKVSoUmTJjh37txb6zQ2NoadnR0qVaqEnj17wt/fH/v379c+L4oiZs+ejSpVqsDIyAienp7YvHlzlmNcvXoVnTp1gpmZGUxNTdG0aVPcuXMHAHDu3Dn4+/vD2toa5ubmaN68OS5cuKDz+0lEVBgYeImICtnQoUOxcuVK7ePAwEAMGzbsrfsNGjQIGzZswMKFC3Ht2jUsW7YM5cqVy9Lm008/xcyZM3Ht2jV4eHjg008/xZYtW7Bq1SpcuHABVatWRbt27RAfH5/vesPCwnDy5EkoFArtti+//BIrV67E0qVLcfXqVUyePBkDBgzA0aNHAQCPHj1Cs2bNoFKpcOjQIZw/fx7Dhg3TjjonJSVh8ODBOH78OM6cOYNq1aqhY8eOSEpKynddRESFRiQiokIxePBgsVu3buLTp09FpVIpRkREiPfu3RNVKpX49OlTsVu3buLgwYO17Zs3by5++OGHoiiK4o0bN0QAYnBwcI7HPnz4sAhA3L59u3bbixcvRIVCIa5du1a7LS0tTXRwcBBnz56da53NmzcXFQqFaGJiIhoaGooARJlMJm7evFl7XJVKJZ46dSrLfsOHDxf79u0riqIoTp06VXRxcRHT0tLy9d6kp6eLpqam4o4dO7TbAIjbtm0TRVEUIyIiRADixYsX83U8IiJdGEiatomI9JC1tTU6deqEVatWQRRFdOrUCdbW1nnuExoaCrlcjubNm+fZrl69etr/f+fOHajVajRu3Fi7TaFQwNfXF9euXcvzOP3798e0adOQmJiIWbNmwczMDD179gQAhIeHIyUlBf7+/ln2SUtL007LCA0NRdOmTbOMCv9XTEwMvv76axw6dAhPnjxBRkYGkpOTERkZmWddRERFgYGXiKgIDBs2DBMmTAAALF68+K3tjYyM8nVcExMT7f8XRRHA6+W9/ksUxWzb3mRubo6qVasCANasWYPatWtjxYoVGD58ODQaDQBg165dcHR0zLKfUqnMV71DhgzB06dPMX/+fDg7O0OpVMLPzw9paWn5OEsiosLFObxEREWgffv2SEtLQ1paGtq1a/fW9nXq1IFGo9HOkc2PqlWrwtDQECdOnNBuU6vVCAkJQa1atfJ9HIVCgS+++AJffvklkpOT4ebmBqVSicjISFStWjXLj5OTEwDAw8MDx48fh1qtzvGYx48fx8SJE9GxY0fUrl0bSqUSsbGx+a6JiKgwMfASERUBuVyOa9eu4dq1a5DL5W9tX7lyZQwePBjDhg3D9u3bERERgSNHjuCPP/7IdR8TExOMHTsWn3zyCfbu3Yvw8HCMHDkSycnJGD58uE719uvXD4IgYMmSJTA1NcXHH3+MyZMnY9WqVbhz5w4uXryIxYsXY9WqVQCACRMmIDExEX369EFISAhu3bqF1atX48aNGwBeh/HVq1fj2rVr+Pvvv9G/f/98j2ITERU2Bl4ioiJiZmYGMzOzfLdfunQpevXqhXHjxqFmzZoYOXIkXr58mec+P/74I3r27ImBAwfCx8cHt2/fxr59+1C+fHmdajU0NMSECRMwe/ZsvHjxAt999x2+/vprzJw5E7Vq1UK7du2wY8cOuLi4AACsrKxw6NAhvHjxAs2bN0fdunXx22+/aef0BgYG4tmzZ/D29sbAgQO1S6cREUlBEDMngRERERER6SGO8BIRERGRXmPgJSIiIiK9xsBLRERERHqNgZeIiIiI9BoDLxERERHpNQZeIiIiItJrDLxEREREpNcYeImIiIhIrzHwEhEREZFeY+AlIiIiIr3GwEtEREREeu3/ATHYmNFlpz2vAAAAAElFTkSuQmCC",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " max_pred = []\n",
+ " max_score = 0.0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " if score_pred > max_score:\n",
+ " max_score = score_pred\n",
+ " max_pred = pred_values\n",
+ " \n",
+ " for value in max_pred:\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(value)\n",
+ " #normalized_score = value/length_number_pred\n",
+ " single_row_pred[index_cpv] = max_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ " \n",
+ "print(formatted_result_pred[0])\n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4c8e59f9-49a0-459b-ae7a-4208edf61fdb",
+ "metadata": {},
+ "source": [
+ "## Multi-label report of best method\n",
+ "Best results have been obtained with Method 2, and a threshold of 0.25. Here follows the multi-label report."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "28b3c605-9d11-42ea-8542-5764c3eefe36",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "normalized_factor = 0\n",
+ "for i in range(1, 21):\n",
+ " normalized_factor += 1/i\n",
+ " \n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " position = 0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " position += 1\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred / position\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + (score_pred / position)\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/normalized_factor\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "ae5693f1-15e1-49fb-82c7-16bc33ea303f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 32 0.70 0.69 0.70 1838\n",
+ " 71 0.73 0.79 0.76 6212\n",
+ " 35 0.68 0.64 0.66 1437\n",
+ " 03 0.69 0.68 0.69 661\n",
+ " 38 0.79 0.80 0.79 2958\n",
+ " 72 0.72 0.75 0.73 5368\n",
+ " 48 0.71 0.70 0.71 3433\n",
+ " 15 0.82 0.86 0.84 1035\n",
+ " 24 0.75 0.63 0.68 558\n",
+ " 98 0.68 0.65 0.67 1710\n",
+ " 43 0.67 0.62 0.64 541\n",
+ " 34 0.78 0.77 0.77 3443\n",
+ " 37 0.77 0.70 0.73 399\n",
+ " 55 0.83 0.81 0.82 995\n",
+ " 63 0.73 0.65 0.69 900\n",
+ " 22 0.71 0.72 0.71 770\n",
+ " 80 0.82 0.78 0.80 2172\n",
+ " 14 0.64 0.60 0.62 322\n",
+ " 76 0.63 0.52 0.57 193\n",
+ " 73 0.74 0.63 0.68 1977\n",
+ " 79 0.76 0.80 0.78 7922\n",
+ " 50 0.69 0.74 0.71 4028\n",
+ " 30 0.72 0.70 0.71 1766\n",
+ " 90 0.81 0.85 0.83 4087\n",
+ " 41 0.73 0.46 0.57 69\n",
+ " 19 0.64 0.52 0.57 277\n",
+ " 42 0.69 0.64 0.67 2336\n",
+ " 45 0.77 0.83 0.80 7924\n",
+ " 70 0.72 0.65 0.68 578\n",
+ " 65 0.70 0.49 0.58 368\n",
+ " 51 0.63 0.52 0.57 1024\n",
+ " 75 0.73 0.64 0.68 1429\n",
+ " 92 0.70 0.61 0.65 902\n",
+ " 60 0.87 0.90 0.88 2872\n",
+ " 85 0.87 0.92 0.89 6006\n",
+ " 39 0.73 0.72 0.73 2285\n",
+ " 44 0.68 0.67 0.68 2716\n",
+ " 09 0.83 0.85 0.84 1252\n",
+ " 33 0.82 0.89 0.86 4273\n",
+ " 18 0.75 0.78 0.76 716\n",
+ " 16 0.72 0.66 0.69 154\n",
+ " 31 0.71 0.65 0.68 1947\n",
+ " 77 0.77 0.74 0.76 921\n",
+ " 64 0.73 0.67 0.70 858\n",
+ " 66 0.85 0.82 0.84 1795\n",
+ "\n",
+ " micro avg 0.76 0.77 0.76 95427\n",
+ " macro avg 0.74 0.71 0.72 95427\n",
+ "weighted avg 0.76 0.77 0.76 95427\n",
+ " samples avg 0.79 0.82 0.78 95427\n",
+ "\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in samples with no predicted labels. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn import metrics\n",
+ "\n",
+ "threshold = 0.25\n",
+ "binary_predictions = (np.array(formatted_result_pred) >= threshold).astype(int)\n",
+ "print(metrics.classification_report(formatted_result_actual, binary_predictions, target_names=ALL_REDUCED_CPVS))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f670e304-6495-4116-bcd0-f8ff44f4bbe8",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "conda_pytorch_p310",
+ "language": "python",
+ "name": "conda_pytorch_p310"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/20231108-analyze_similarity_scores-3digits.ipynb b/20231108-analyze_similarity_scores-3digits.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..9c818f7fb6f45f40acbf38e1c183e2c9c4855bc3
--- /dev/null
+++ b/20231108-analyze_similarity_scores-3digits.ipynb
@@ -0,0 +1,1167 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "049ad8ad-4b2e-4975-b729-be5ed5bbd47e",
+ "metadata": {},
+ "source": [
+ "# Evaluation of 3-digits CPV classifier based on similarity between notices\n",
+ "## Load dataset\n",
+ "Data are coming as output of 20231107-closest_notices_from_history.ipynb"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "c73576c2-306e-4b6b-90be-c48c3cdd11fe",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import json\n",
+ "with open('20231108-predict_cpv_closest_20_with_scores_train_80.json', 'r') as f:\n",
+ " full_predictions = json.load(f)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "894f58db-169a-4128-959c-2df12effec49",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[{'pred': ['66000000'], 'score': 0.6569411158561707}, {'pred': ['66523100', '66520000', '66522000'], 'score': 0.6087358593940735}, {'pred': ['79410000', '79430000'], 'score': 0.5991131663322449}, {'pred': ['79411000'], 'score': 0.5982860326766968}, {'pred': ['72000000'], 'score': 0.5880882143974304}, {'pred': ['48300000'], 'score': 0.5859005451202393}, {'pred': ['75320000'], 'score': 0.5770848989486694}, {'pred': ['48410000'], 'score': 0.5765272378921509}, {'pred': ['90500000', '63121100', '63121000', '90512000', '90514000', '90513000', '75130000', '63120000', '90510000', '63122000', '90513300', '75131000', '60100000'], 'score': 0.5551028847694397}, {'pred': ['45000000', '45210000'], 'score': 0.5546371936798096}, {'pred': ['45000000', '45210000'], 'score': 0.5546371936798096}, {'pred': ['85000000'], 'score': 0.5539848804473877}, {'pred': ['85000000'], 'score': 0.5526933670043945}, {'pred': ['75211000'], 'score': 0.551079511642456}, {'pred': ['72510000'], 'score': 0.5497228503227234}, {'pred': ['45000000', '45210000'], 'score': 0.549191415309906}, {'pred': ['98000000', '85000000'], 'score': 0.5485222339630127}, {'pred': ['98000000', '85000000'], 'score': 0.5454405546188354}, {'pred': ['79710000'], 'score': 0.5453060269355774}, {'pred': ['72500000', '72266000', '75320000', '72000000', '72267000', '72310000', '79414000', '72222300', '72268000', '66520000', '72320000', '72321000', '72263000', '66523100', '72212517', '79211110', '72261000', '72510000', '72253000', '79631000', '72212600', '85147000', '72300000', '72212610', '72264000', '72265000', '85141000', '72330000', '72260000', '79200000', '72212100', '72322000', '72262000'], 'score': 0.5416351556777954}, {'actual_cpvs': ['66100000']}]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(full_predictions[0])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0f5f8ef7-2eeb-4a48-9b25-952d17ac37d5",
+ "metadata": {},
+ "source": [
+ "## Format CPVs to only keep requested numbers of digits"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "c803fa00-460e-4249-b76e-5eb4b0660d08",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "def extract_cpvs_from_full_cpv(local_cpvs, number_digits):\n",
+ " divisions = []\n",
+ " local_cpvs = [str(local_cpv) for local_cpv in local_cpvs]\n",
+ " for local_cpv in local_cpvs:\n",
+ " if len(local_cpv) < 7:\n",
+ " continue\n",
+ " if len(local_cpv) == 7:\n",
+ " local_cpv = \"0\"+local_cpv\n",
+ " for upper_class in range(2, number_digits+1):\n",
+ " division = local_cpv[:upper_class]\n",
+ " length_division = len(division)\n",
+ " if length_division < number_digits:\n",
+ " remaining_digits = number_digits - length_division\n",
+ " division = division + \"0\"*remaining_digits\n",
+ " if division not in divisions:\n",
+ " divisions.append(division)\n",
+ " return divisions\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "21c4be73-f2b1-43d7-9f75-1caeb0f1f847",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[{'pred': ['660'], 'score': 0.6569411158561707}, {'pred': ['660', '665'], 'score': 0.6087358593940735}, {'pred': ['790', '794'], 'score': 0.5991131663322449}, {'pred': ['790', '794'], 'score': 0.5982860326766968}, {'pred': ['720'], 'score': 0.5880882143974304}, {'pred': ['480', '483'], 'score': 0.5859005451202393}, {'pred': ['750', '753'], 'score': 0.5770848989486694}, {'pred': ['480', '484'], 'score': 0.5765272378921509}, {'pred': ['900', '905', '630', '631', '750', '751', '600', '601'], 'score': 0.5551028847694397}, {'pred': ['450', '452'], 'score': 0.5546371936798096}, {'pred': ['450', '452'], 'score': 0.5546371936798096}, {'pred': ['850'], 'score': 0.5539848804473877}, {'pred': ['850'], 'score': 0.5526933670043945}, {'pred': ['750', '752'], 'score': 0.551079511642456}, {'pred': ['720', '725'], 'score': 0.5497228503227234}, {'pred': ['450', '452'], 'score': 0.549191415309906}, {'pred': ['980', '850'], 'score': 0.5485222339630127}, {'pred': ['980', '850'], 'score': 0.5454405546188354}, {'pred': ['790', '797'], 'score': 0.5453060269355774}, {'pred': ['720', '725', '722', '750', '753', '723', '790', '794', '660', '665', '792', '796', '850', '851'], 'score': 0.5416351556777954}, {'actual_cpvs': ['660', '661']}]\n"
+ ]
+ }
+ ],
+ "source": [
+ "NUMBER_DIGITS_CPV = 3\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " local_cpvs = []\n",
+ " for sub_element in element:\n",
+ " if 'pred' in sub_element.keys():\n",
+ " reduced_cpvs = extract_cpvs_from_full_cpv(sub_element['pred'], NUMBER_DIGITS_CPV)\n",
+ " sub_element['pred'] = reduced_cpvs\n",
+ " else:\n",
+ " reduced_cpvs = extract_cpvs_from_full_cpv(sub_element['actual_cpvs'], NUMBER_DIGITS_CPV)\n",
+ " sub_element['actual_cpvs'] = reduced_cpvs\n",
+ "print(full_predictions[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "e9a0b339-8640-41f2-a495-cb9a1c4a4070",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "317\n"
+ ]
+ }
+ ],
+ "source": [
+ "ALL_REDUCED_CPVS = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " local_cpvs = []\n",
+ " for sub_element in element:\n",
+ " if 'pred' in sub_element.keys():\n",
+ " pred_values = sub_element['pred']\n",
+ " local_cpvs.extend(pred_values)\n",
+ " else:\n",
+ " actual_values = sub_element['actual_cpvs']\n",
+ " local_cpvs.extend(actual_values)\n",
+ " ALL_REDUCED_CPVS.extend(local_cpvs)\n",
+ " ALL_REDUCED_CPVS = list(set(ALL_REDUCED_CPVS))\n",
+ " \n",
+ "print(len(ALL_REDUCED_CPVS))\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a5d032d3-d354-4f0d-8754-16105395f925",
+ "metadata": {},
+ "source": [
+ "Function to plot metrics"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "a69b9f3f-9d68-4b28-95d9-30f4c7f3ea37",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "from sklearn.metrics import precision_score, recall_score\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "\n",
+ "def calculate_metrics_and_plot(y_true, y_pred):\n",
+ " thresholds = np.arange(0.1, 1.0, 0.05) \n",
+ " precision_scores = []\n",
+ " recall_scores = []\n",
+ " f1_scores = []\n",
+ " best_f1_micro = 0.0\n",
+ " best_threshold = 0.0\n",
+ "\n",
+ " for threshold in thresholds:\n",
+ " binary_predictions = (y_pred >= threshold).astype(int)\n",
+ " precision = precision_score(y_true, binary_predictions, average='micro')\n",
+ " recall = recall_score(y_true, binary_predictions, average='micro')\n",
+ " f1 = 2 * (precision * recall) / (precision + recall) if (precision + recall) > 0 else 0\n",
+ "\n",
+ " precision_scores.append(precision)\n",
+ " recall_scores.append(recall)\n",
+ " f1_scores.append(f1)\n",
+ " if f1 > best_f1_micro:\n",
+ " best_f1_micro = f1\n",
+ " best_threshold = threshold\n",
+ "\n",
+ " print(f\"Best F1 Micro Score: {best_f1_micro:.2f} (Threshold: {best_threshold:.2f})\")\n",
+ "\n",
+ " # Plot the micro precision as a function of the threshold\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(thresholds, precision_scores, marker='o', linestyle='-', label='Micro Precision')\n",
+ " plt.xlabel('Threshold')\n",
+ " plt.ylabel('Micro Precision')\n",
+ " plt.title('Micro Precision vs. Threshold')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()\n",
+ "\n",
+ " # Plot the micro recall as a function of the threshold\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(thresholds, recall_scores, marker='o', linestyle='-', label='Micro Recall')\n",
+ " plt.xlabel('Threshold')\n",
+ " plt.ylabel('Micro Recall')\n",
+ " plt.title('Micro Recall vs. Threshold')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()\n",
+ "\n",
+ " # Plot the F1 micro score as a function of the threshold\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(thresholds, f1_scores, marker='o', linestyle='-', label='F1 Micro Score')\n",
+ " plt.xlabel('Threshold')\n",
+ " plt.ylabel('F1 Micro Score')\n",
+ " plt.title('F1 Micro Score vs. Threshold')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()\n",
+ "\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(recall_scores, precision_scores, marker='o', linestyle='-', label='Precision-Recall Curve')\n",
+ " plt.xlabel('Micro Recall')\n",
+ " plt.ylabel('Micro Precision')\n",
+ " plt.title('Micro Precision-Recall Curve')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "212cd649-da86-4d9e-b050-f2df38ebf554",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "d8179322-e967-4c90-b30b-de45cda223ff",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.59 (Threshold: 0.20)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + score_pred\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/length_number_pred\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e03c2fc5-ad38-4a21-9f43-ca95aab210a3",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "4c2bd65e-0296-4a60-8acb-47f3abaf163d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.72 (Threshold: 0.25)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "normalized_factor = 0\n",
+ "for i in range(1, 21):\n",
+ " normalized_factor += 1/i\n",
+ " \n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " position = 0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " position += 1\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred / position\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + (score_pred / position)\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/normalized_factor\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "61ff0038-4e66-43d8-a189-6da5fc288585",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 3"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "42364514-f56e-4fc1-80b7-c5fc88632a91",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.68 (Threshold: 0.30)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "normalized_factor = 0\n",
+ "for i in range(1, 21):\n",
+ " normalized_factor += 1/i\n",
+ " \n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " position = 0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " position += 1\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = 1 / position\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + (1 / position)\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/normalized_factor\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "bc9dec84-933a-49b2-a038-08fcd46b6bd1",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 4"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "e65442aa-c77b-4f28-a8c6-09512b4b2ffb",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.59 (Threshold: 0.80)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred\n",
+ " elif cpv_found_and_scores[pred_value] < score_pred:\n",
+ " cpv_found_and_scores[pred_value] = score_pred\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " #normalized_score = value/length_number_pred\n",
+ " single_row_pred[index_cpv] = value\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ " \n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ae51b65f-69f0-4141-b808-c9ddad7f7e24",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 5"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "8afa0999-0004-4bcf-96aa-2ffb626d72d0",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.71 (Threshold: 0.65)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " max_pred = []\n",
+ " max_score = 0.0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " if score_pred > max_score:\n",
+ " max_score = score_pred\n",
+ " max_pred = pred_values\n",
+ " \n",
+ " for value in max_pred:\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(value)\n",
+ " #normalized_score = value/length_number_pred\n",
+ " single_row_pred[index_cpv] = max_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ " \n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "54734634-2cb4-4c69-8089-c9875dc24d12",
+ "metadata": {},
+ "source": [
+ "## Multi-label report of best method\n",
+ "Best results have been obtained with Method 2, and a threshold of 0.25. Here follows the multi-label report."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "93d1f714-2104-4b15-8d28-a114dad6d859",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "normalized_factor = 0\n",
+ "for i in range(1, 21):\n",
+ " normalized_factor += 1/i\n",
+ " \n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " position = 0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " position += 1\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred / position\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + (score_pred / position)\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/normalized_factor\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "40665b1e-656a-487f-9289-5171a67a9169",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 386 0.66 0.55 0.60 325\n",
+ " 440 0.68 0.67 0.68 2716\n",
+ " 486 0.65 0.47 0.54 401\n",
+ " 921 0.65 0.55 0.60 124\n",
+ " 655 0.67 0.40 0.50 20\n",
+ " 483 0.67 0.50 0.57 448\n",
+ " 343 0.75 0.75 0.75 270\n",
+ " 223 0.77 0.49 0.60 69\n",
+ " 317 0.68 0.51 0.58 305\n",
+ " 159 0.67 0.62 0.65 163\n",
+ " 641 0.78 0.61 0.68 183\n",
+ " 355 0.77 0.70 0.73 47\n",
+ " 149 1.00 0.17 0.29 6\n",
+ " 506 0.60 0.48 0.53 151\n",
+ " 714 0.59 0.58 0.58 551\n",
+ " 666 0.81 0.48 0.60 27\n",
+ " 502 0.71 0.67 0.69 504\n",
+ " 167 0.70 0.74 0.72 53\n",
+ " 032 0.66 0.66 0.66 146\n",
+ " 311 0.75 0.63 0.68 419\n",
+ " 702 0.59 0.52 0.55 79\n",
+ " 654 0.61 0.26 0.37 65\n",
+ " 853 0.72 0.82 0.77 2365\n",
+ " 222 0.75 0.59 0.66 87\n",
+ " 152 0.60 0.66 0.63 144\n",
+ " 221 0.72 0.70 0.71 288\n",
+ " 411 0.75 0.44 0.56 54\n",
+ " 190 0.64 0.52 0.57 277\n",
+ " 324 0.66 0.62 0.64 638\n",
+ " 426 0.74 0.57 0.65 260\n",
+ " 555 0.82 0.88 0.85 706\n",
+ " 243 0.71 0.56 0.63 102\n",
+ " 719 0.68 0.59 0.63 238\n",
+ " 448 0.60 0.59 0.59 117\n",
+ " 191 0.60 0.43 0.50 7\n",
+ " 092 0.65 0.58 0.62 77\n",
+ " 158 0.69 0.76 0.72 545\n",
+ " 246 0.71 0.42 0.53 12\n",
+ " 798 0.67 0.71 0.69 515\n",
+ " 773 0.75 0.77 0.76 509\n",
+ " 310 0.71 0.65 0.68 1947\n",
+ " 244 0.68 0.45 0.54 80\n",
+ " 449 0.70 0.50 0.58 64\n",
+ " 320 0.70 0.69 0.70 1838\n",
+ " 322 0.70 0.58 0.63 409\n",
+ " 154 0.58 0.54 0.56 63\n",
+ " 245 0.80 0.89 0.84 9\n",
+ " 185 0.79 0.74 0.76 50\n",
+ " 150 0.82 0.86 0.84 1035\n",
+ " 091 0.78 0.86 0.82 502\n",
+ " 438 0.62 0.48 0.54 101\n",
+ " 160 0.72 0.66 0.69 154\n",
+ " 323 0.72 0.60 0.65 585\n",
+ " 395 0.66 0.62 0.64 399\n",
+ " 163 0.80 0.75 0.78 44\n",
+ " 451 0.64 0.55 0.59 937\n",
+ " 336 0.79 0.86 0.82 1159\n",
+ " 188 0.60 0.71 0.65 141\n",
+ " 733 0.70 0.39 0.50 200\n",
+ " 761 0.68 0.45 0.54 29\n",
+ " 153 0.60 0.73 0.66 214\n",
+ " 446 0.69 0.58 0.63 481\n",
+ " 776 0.00 0.00 0.00 2\n",
+ " 034 0.63 0.60 0.61 231\n",
+ " 090 0.83 0.85 0.84 1252\n",
+ " 730 0.74 0.63 0.68 1977\n",
+ " 344 0.83 0.70 0.76 81\n",
+ " 852 0.80 0.71 0.76 52\n",
+ " 331 0.76 0.83 0.80 2642\n",
+ " 156 0.55 0.62 0.59 112\n",
+ " 155 0.68 0.79 0.73 226\n",
+ " 600 0.87 0.90 0.88 2872\n",
+ " 313 0.69 0.55 0.62 166\n",
+ " 651 0.65 0.52 0.58 85\n",
+ " 500 0.69 0.74 0.71 4028\n",
+ " 444 0.67 0.52 0.59 374\n",
+ " 354 0.62 0.41 0.49 49\n",
+ " 358 0.76 0.59 0.66 111\n",
+ " 161 0.65 0.54 0.59 37\n",
+ " 981 0.62 0.45 0.52 143\n",
+ " 143 0.00 0.00 0.00 3\n",
+ " 792 0.81 0.73 0.77 627\n",
+ " 347 0.69 0.58 0.63 123\n",
+ " 713 0.69 0.74 0.72 4094\n",
+ " 151 0.69 0.83 0.75 253\n",
+ " 720 0.72 0.75 0.73 5368\n",
+ " 553 0.68 0.48 0.57 120\n",
+ " 242 0.56 0.56 0.56 9\n",
+ " 147 0.66 0.64 0.65 36\n",
+ " 763 0.79 0.62 0.70 24\n",
+ " 382 0.63 0.47 0.54 111\n",
+ " 410 0.73 0.46 0.57 69\n",
+ " 559 0.55 0.58 0.57 55\n",
+ " 325 0.60 0.55 0.58 569\n",
+ " 030 0.69 0.68 0.69 661\n",
+ " 442 0.70 0.65 0.67 702\n",
+ " 341 0.79 0.80 0.79 1439\n",
+ " 512 0.84 0.56 0.67 75\n",
+ " 312 0.66 0.49 0.56 255\n",
+ " 165 0.50 1.00 0.67 3\n",
+ " 349 0.70 0.66 0.68 1228\n",
+ " 927 0.00 0.00 0.00 2\n",
+ " 249 0.69 0.55 0.62 224\n",
+ " 907 0.71 0.66 0.69 1030\n",
+ " 345 0.72 0.68 0.70 233\n",
+ " 712 0.66 0.69 0.67 1683\n",
+ " 455 0.61 0.51 0.56 117\n",
+ " 241 0.78 0.73 0.75 114\n",
+ " 799 0.71 0.61 0.66 1669\n",
+ " 775 1.00 0.62 0.76 13\n",
+ " 732 0.68 0.53 0.60 922\n",
+ " 488 0.64 0.54 0.59 674\n",
+ " 421 0.73 0.57 0.64 472\n",
+ " 760 0.63 0.52 0.57 193\n",
+ " 724 0.63 0.52 0.57 669\n",
+ " 388 0.88 0.44 0.59 50\n",
+ " 224 0.70 0.61 0.65 205\n",
+ " 031 0.71 0.59 0.65 185\n",
+ " 195 0.55 0.41 0.47 96\n",
+ " 330 0.82 0.89 0.86 4273\n",
+ " 922 0.64 0.50 0.56 152\n",
+ " 422 0.58 0.39 0.47 54\n",
+ " 378 0.68 0.75 0.71 67\n",
+ " 665 0.88 0.90 0.89 890\n",
+ " 356 0.58 0.53 0.55 80\n",
+ " 727 0.66 0.59 0.62 303\n",
+ " 427 0.61 0.59 0.60 81\n",
+ " 300 0.72 0.70 0.71 1766\n",
+ " 505 0.65 0.58 0.61 421\n",
+ " 734 0.60 0.32 0.42 74\n",
+ " 481 0.63 0.53 0.58 739\n",
+ " 370 0.77 0.70 0.73 399\n",
+ " 806 0.62 0.44 0.51 55\n",
+ " 432 0.70 0.72 0.71 125\n",
+ " 503 0.66 0.54 0.60 628\n",
+ " 791 0.78 0.69 0.74 540\n",
+ " 550 0.83 0.81 0.82 995\n",
+ " 397 0.69 0.61 0.65 474\n",
+ " 653 0.70 0.44 0.54 122\n",
+ " 352 0.68 0.43 0.53 60\n",
+ " 508 0.70 0.51 0.59 334\n",
+ " 383 0.74 0.42 0.54 244\n",
+ " 778 0.71 0.67 0.69 18\n",
+ " 631 0.77 0.64 0.70 219\n",
+ " 796 0.78 0.72 0.75 903\n",
+ " 790 0.76 0.80 0.78 7922\n",
+ " 196 0.70 0.61 0.65 89\n",
+ " 800 0.82 0.78 0.80 2172\n",
+ " 718 0.63 0.54 0.58 162\n",
+ " 168 1.00 0.60 0.75 15\n",
+ " 980 0.68 0.65 0.67 1710\n",
+ " 511 0.67 0.51 0.58 329\n",
+ " 353 0.75 0.57 0.65 90\n",
+ " 375 0.80 0.71 0.75 112\n",
+ " 398 0.72 0.74 0.73 254\n",
+ " 729 0.68 0.55 0.61 123\n",
+ " 635 0.80 0.72 0.76 197\n",
+ " 700 0.72 0.65 0.68 578\n",
+ " 424 0.67 0.64 0.66 448\n",
+ " 146 0.59 0.47 0.53 74\n",
+ " 226 0.75 0.25 0.38 12\n",
+ " 725 0.65 0.53 0.59 612\n",
+ " 650 0.70 0.49 0.58 368\n",
+ " 181 0.68 0.76 0.72 315\n",
+ " 765 0.60 0.43 0.50 60\n",
+ " 342 0.71 0.38 0.50 146\n",
+ " 194 0.28 0.35 0.31 20\n",
+ " 552 0.87 0.59 0.70 44\n",
+ " 513 0.65 0.46 0.54 176\n",
+ " 357 0.67 0.41 0.51 87\n",
+ " 389 0.71 0.50 0.59 228\n",
+ " 924 0.78 0.71 0.74 73\n",
+ " 434 0.62 0.40 0.48 40\n",
+ " 920 0.70 0.61 0.65 902\n",
+ " 350 0.68 0.64 0.66 1437\n",
+ " 779 0.00 0.00 0.00 0\n",
+ " 904 0.69 0.61 0.65 173\n",
+ " 443 0.61 0.44 0.51 204\n",
+ " 384 0.68 0.65 0.66 873\n",
+ " 390 0.73 0.72 0.73 2285\n",
+ " 380 0.79 0.80 0.79 2958\n",
+ " 605 0.00 0.00 0.00 1\n",
+ " 640 0.73 0.67 0.70 858\n",
+ " 630 0.73 0.65 0.69 900\n",
+ " 301 0.72 0.66 0.69 806\n",
+ " 507 0.64 0.71 0.67 1139\n",
+ " 764 0.41 0.39 0.40 28\n",
+ " 183 0.68 0.52 0.59 82\n",
+ " 923 0.70 0.46 0.56 141\n",
+ " 983 0.75 0.69 0.72 989\n",
+ " 925 0.68 0.56 0.61 258\n",
+ " 989 0.42 0.25 0.31 32\n",
+ " 220 0.71 0.72 0.71 770\n",
+ " 661 0.70 0.68 0.69 769\n",
+ " 453 0.64 0.65 0.64 2200\n",
+ " 766 0.73 0.77 0.75 31\n",
+ " 771 0.64 0.56 0.60 129\n",
+ " 385 0.73 0.66 0.70 647\n",
+ " 794 0.67 0.64 0.65 2355\n",
+ " 722 0.65 0.65 0.65 3297\n",
+ " 601 0.79 0.87 0.83 1398\n",
+ " 926 0.74 0.60 0.66 123\n",
+ " 642 0.73 0.67 0.70 653\n",
+ " 723 0.65 0.55 0.60 1010\n",
+ " 346 0.84 0.62 0.71 133\n",
+ " 423 0.74 0.49 0.59 76\n",
+ " 093 0.78 0.79 0.79 659\n",
+ " 184 0.62 0.60 0.61 251\n",
+ " 805 0.78 0.67 0.72 1074\n",
+ " 450 0.77 0.83 0.80 7924\n",
+ " 429 0.69 0.50 0.58 842\n",
+ " 373 0.73 0.80 0.76 40\n",
+ " 667 0.79 0.79 0.79 29\n",
+ " 374 0.75 0.60 0.66 207\n",
+ " 240 0.75 0.63 0.68 558\n",
+ " 703 0.68 0.60 0.63 376\n",
+ " 716 0.68 0.59 0.63 797\n",
+ " 777 0.71 0.45 0.56 22\n",
+ " 436 0.75 0.56 0.64 16\n",
+ " 982 0.63 0.53 0.58 36\n",
+ " 501 0.73 0.65 0.69 529\n",
+ " 425 0.68 0.63 0.65 350\n",
+ " 144 0.65 0.74 0.69 23\n",
+ " 772 0.71 0.68 0.69 250\n",
+ " 750 0.73 0.64 0.68 1429\n",
+ " 604 0.79 0.71 0.75 154\n",
+ " 182 0.61 0.65 0.63 148\n",
+ " 710 0.73 0.79 0.76 6212\n",
+ " 518 0.67 0.43 0.52 14\n",
+ " 514 0.69 0.50 0.58 135\n",
+ " 339 0.76 0.58 0.65 97\n",
+ " 774 0.69 0.64 0.67 14\n",
+ " 762 0.80 0.36 0.50 11\n",
+ " 551 0.86 0.58 0.69 144\n",
+ " 701 0.63 0.52 0.57 188\n",
+ " 517 0.53 0.57 0.55 47\n",
+ " 482 0.64 0.48 0.54 547\n",
+ " 728 0.72 0.50 0.59 128\n",
+ " 489 0.65 0.44 0.53 367\n",
+ " 515 0.69 0.58 0.63 113\n",
+ " 428 0.00 0.00 0.00 1\n",
+ " 516 0.68 0.48 0.57 132\n",
+ " 180 0.75 0.78 0.76 716\n",
+ " 381 0.79 0.67 0.72 183\n",
+ " 437 0.60 0.38 0.46 8\n",
+ " 900 0.81 0.85 0.83 4087\n",
+ " 228 0.59 0.61 0.60 87\n",
+ " 166 0.83 0.74 0.78 34\n",
+ " 387 0.72 0.66 0.69 35\n",
+ " 433 0.67 0.54 0.60 263\n",
+ " 715 0.61 0.63 0.62 1060\n",
+ " 435 0.00 0.00 0.00 1\n",
+ " 606 0.79 0.76 0.77 183\n",
+ " 510 0.63 0.52 0.57 1024\n",
+ " 485 0.64 0.42 0.51 325\n",
+ " 660 0.85 0.82 0.84 1795\n",
+ " 420 0.69 0.64 0.67 2336\n",
+ " 793 0.75 0.70 0.72 1575\n",
+ " 602 0.76 0.49 0.60 53\n",
+ " 315 0.67 0.60 0.63 368\n",
+ " 189 0.72 0.48 0.57 100\n",
+ " 717 0.63 0.44 0.52 177\n",
+ " 751 0.70 0.49 0.58 486\n",
+ " 148 0.58 0.58 0.58 33\n",
+ " 164 0.71 0.42 0.53 12\n",
+ " 637 0.73 0.63 0.68 509\n",
+ " 851 0.74 0.82 0.78 2543\n",
+ " 752 0.74 0.70 0.72 892\n",
+ " 504 0.61 0.57 0.59 369\n",
+ " 985 0.52 0.47 0.49 30\n",
+ " 770 0.77 0.74 0.76 921\n",
+ " 393 0.61 0.49 0.54 250\n",
+ " 392 0.70 0.60 0.65 600\n",
+ " 795 0.76 0.69 0.72 587\n",
+ " 033 0.72 0.62 0.67 122\n",
+ " 229 0.74 0.45 0.56 82\n",
+ " 804 0.70 0.61 0.65 375\n",
+ " 445 0.72 0.60 0.65 292\n",
+ " 140 0.64 0.60 0.62 322\n",
+ " 351 0.67 0.63 0.65 922\n",
+ " 801 0.69 0.57 0.63 94\n",
+ " 909 0.82 0.87 0.84 1305\n",
+ " 197 0.67 0.20 0.31 10\n",
+ " 431 0.83 0.47 0.60 73\n",
+ " 753 0.51 0.38 0.44 65\n",
+ " 652 0.77 0.63 0.70 38\n",
+ " 905 0.80 0.86 0.83 1288\n",
+ " 480 0.71 0.70 0.71 3433\n",
+ " 302 0.70 0.67 0.68 1084\n",
+ " 430 0.67 0.62 0.64 541\n",
+ " 391 0.74 0.72 0.73 917\n",
+ " 487 0.67 0.47 0.55 373\n",
+ " 454 0.69 0.65 0.67 1264\n",
+ " 314 0.69 0.58 0.63 83\n",
+ " 803 0.76 0.64 0.70 259\n",
+ " 157 0.82 0.56 0.67 32\n",
+ " 192 0.58 0.40 0.47 75\n",
+ " 484 0.65 0.52 0.58 612\n",
+ " 603 1.00 0.67 0.80 3\n",
+ " 797 0.79 0.78 0.79 775\n",
+ " 850 0.87 0.92 0.89 6006\n",
+ " 337 0.70 0.69 0.70 403\n",
+ " 186 0.00 0.00 0.00 1\n",
+ " 731 0.76 0.57 0.65 539\n",
+ " 142 0.70 0.64 0.67 142\n",
+ " 721 0.64 0.48 0.55 228\n",
+ " 726 0.60 0.53 0.56 502\n",
+ " 316 0.66 0.59 0.62 705\n",
+ " 554 0.61 0.38 0.47 29\n",
+ " 145 0.56 0.50 0.53 10\n",
+ " 519 0.57 0.38 0.46 21\n",
+ " 225 0.71 0.36 0.48 14\n",
+ " 340 0.78 0.77 0.77 3443\n",
+ " 906 0.76 0.84 0.79 580\n",
+ " 441 0.67 0.65 0.66 1179\n",
+ " 452 0.70 0.75 0.72 4924\n",
+ " 802 0.78 0.59 0.67 111\n",
+ "\n",
+ " micro avg 0.73 0.71 0.72 200180\n",
+ " macro avg 0.68 0.59 0.63 200180\n",
+ "weighted avg 0.73 0.71 0.72 200180\n",
+ " samples avg 0.75 0.78 0.73 200180\n",
+ "\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n",
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n",
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in samples with no predicted labels. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn import metrics\n",
+ "\n",
+ "threshold = 0.25\n",
+ "binary_predictions = (np.array(formatted_result_pred) >= threshold).astype(int)\n",
+ "print(metrics.classification_report(formatted_result_actual, binary_predictions, target_names=ALL_REDUCED_CPVS))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "609ba8ab-7839-46e3-9800-f4899e75bd56",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "conda_pytorch_p310",
+ "language": "python",
+ "name": "conda_pytorch_p310"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/20231108-analyze_similarity_scores-4digits.ipynb b/20231108-analyze_similarity_scores-4digits.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..2b8d56cdd318ef75082bdfa21073f24a2cfc1728
--- /dev/null
+++ b/20231108-analyze_similarity_scores-4digits.ipynb
@@ -0,0 +1,2279 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "bfbfc4ad-0480-4a43-b316-d41ad6f6fb5a",
+ "metadata": {},
+ "source": [
+ "# Evaluation of 4-digits CPV classifier based on similarity between notices\n",
+ "## Load dataset\n",
+ "Data are coming as output of 20231107-closest_notices_from_history.ipynb"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "c73576c2-306e-4b6b-90be-c48c3cdd11fe",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import json\n",
+ "with open('20231108-predict_cpv_closest_20_with_scores_train_80.json', 'r') as f:\n",
+ " full_predictions = json.load(f)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "894f58db-169a-4128-959c-2df12effec49",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[{'pred': ['66000000'], 'score': 0.6569411158561707}, {'pred': ['66523100', '66520000', '66522000'], 'score': 0.6087358593940735}, {'pred': ['79410000', '79430000'], 'score': 0.5991131663322449}, {'pred': ['79411000'], 'score': 0.5982860326766968}, {'pred': ['72000000'], 'score': 0.5880882143974304}, {'pred': ['48300000'], 'score': 0.5859005451202393}, {'pred': ['75320000'], 'score': 0.5770848989486694}, {'pred': ['48410000'], 'score': 0.5765272378921509}, {'pred': ['90500000', '63121100', '63121000', '90512000', '90514000', '90513000', '75130000', '63120000', '90510000', '63122000', '90513300', '75131000', '60100000'], 'score': 0.5551028847694397}, {'pred': ['45000000', '45210000'], 'score': 0.5546371936798096}, {'pred': ['45000000', '45210000'], 'score': 0.5546371936798096}, {'pred': ['85000000'], 'score': 0.5539848804473877}, {'pred': ['85000000'], 'score': 0.5526933670043945}, {'pred': ['75211000'], 'score': 0.551079511642456}, {'pred': ['72510000'], 'score': 0.5497228503227234}, {'pred': ['45000000', '45210000'], 'score': 0.549191415309906}, {'pred': ['98000000', '85000000'], 'score': 0.5485222339630127}, {'pred': ['98000000', '85000000'], 'score': 0.5454405546188354}, {'pred': ['79710000'], 'score': 0.5453060269355774}, {'pred': ['72500000', '72266000', '75320000', '72000000', '72267000', '72310000', '79414000', '72222300', '72268000', '66520000', '72320000', '72321000', '72263000', '66523100', '72212517', '79211110', '72261000', '72510000', '72253000', '79631000', '72212600', '85147000', '72300000', '72212610', '72264000', '72265000', '85141000', '72330000', '72260000', '79200000', '72212100', '72322000', '72262000'], 'score': 0.5416351556777954}, {'actual_cpvs': ['66100000']}]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(full_predictions[0])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "dcbb4599-5b7c-481a-ba5b-9c639a094c01",
+ "metadata": {},
+ "source": [
+ "## Format CPVs to only keep requested numbers of digits"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "c803fa00-460e-4249-b76e-5eb4b0660d08",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "def extract_cpvs_from_full_cpv(local_cpvs, number_digits):\n",
+ " divisions = []\n",
+ " local_cpvs = [str(local_cpv) for local_cpv in local_cpvs]\n",
+ " for local_cpv in local_cpvs:\n",
+ " if len(local_cpv) < 7:\n",
+ " continue\n",
+ " if len(local_cpv) == 7:\n",
+ " local_cpv = \"0\"+local_cpv\n",
+ " for upper_class in range(2, number_digits+1):\n",
+ " division = local_cpv[:upper_class]\n",
+ " length_division = len(division)\n",
+ " if length_division < number_digits:\n",
+ " remaining_digits = number_digits - length_division\n",
+ " division = division + \"0\"*remaining_digits\n",
+ " if division not in divisions:\n",
+ " divisions.append(division)\n",
+ " return divisions\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "21c4be73-f2b1-43d7-9f75-1caeb0f1f847",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[{'pred': ['6600'], 'score': 0.6569411158561707}, {'pred': ['6600', '6650', '6652'], 'score': 0.6087358593940735}, {'pred': ['7900', '7940', '7941', '7943'], 'score': 0.5991131663322449}, {'pred': ['7900', '7940', '7941'], 'score': 0.5982860326766968}, {'pred': ['7200'], 'score': 0.5880882143974304}, {'pred': ['4800', '4830'], 'score': 0.5859005451202393}, {'pred': ['7500', '7530', '7532'], 'score': 0.5770848989486694}, {'pred': ['4800', '4840', '4841'], 'score': 0.5765272378921509}, {'pred': ['9000', '9050', '6300', '6310', '6312', '9051', '7500', '7510', '7513', '6000', '6010'], 'score': 0.5551028847694397}, {'pred': ['4500', '4520', '4521'], 'score': 0.5546371936798096}, {'pred': ['4500', '4520', '4521'], 'score': 0.5546371936798096}, {'pred': ['8500'], 'score': 0.5539848804473877}, {'pred': ['8500'], 'score': 0.5526933670043945}, {'pred': ['7500', '7520', '7521'], 'score': 0.551079511642456}, {'pred': ['7200', '7250', '7251'], 'score': 0.5497228503227234}, {'pred': ['4500', '4520', '4521'], 'score': 0.549191415309906}, {'pred': ['9800', '8500'], 'score': 0.5485222339630127}, {'pred': ['9800', '8500'], 'score': 0.5454405546188354}, {'pred': ['7900', '7970', '7971'], 'score': 0.5453060269355774}, {'pred': ['7200', '7250', '7220', '7226', '7500', '7530', '7532', '7230', '7231', '7900', '7940', '7941', '7222', '6600', '6650', '6652', '7232', '7221', '7920', '7921', '7251', '7225', '7960', '7963', '8500', '8510', '8514', '7233'], 'score': 0.5416351556777954}, {'actual_cpvs': ['6600', '6610']}]\n"
+ ]
+ }
+ ],
+ "source": [
+ "NUMBER_DIGITS_CPV = 4\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " local_cpvs = []\n",
+ " for sub_element in element:\n",
+ " if 'pred' in sub_element.keys():\n",
+ " reduced_cpvs = extract_cpvs_from_full_cpv(sub_element['pred'], NUMBER_DIGITS_CPV)\n",
+ " sub_element['pred'] = reduced_cpvs\n",
+ " else:\n",
+ " reduced_cpvs = extract_cpvs_from_full_cpv(sub_element['actual_cpvs'], NUMBER_DIGITS_CPV)\n",
+ " sub_element['actual_cpvs'] = reduced_cpvs\n",
+ "print(full_predictions[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "e9a0b339-8640-41f2-a495-cb9a1c4a4070",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1302\n"
+ ]
+ }
+ ],
+ "source": [
+ "ALL_REDUCED_CPVS = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " local_cpvs = []\n",
+ " for sub_element in element:\n",
+ " if 'pred' in sub_element.keys():\n",
+ " pred_values = sub_element['pred']\n",
+ " local_cpvs.extend(pred_values)\n",
+ " else:\n",
+ " actual_values = sub_element['actual_cpvs']\n",
+ " local_cpvs.extend(actual_values)\n",
+ " ALL_REDUCED_CPVS.extend(local_cpvs)\n",
+ " ALL_REDUCED_CPVS = list(set(ALL_REDUCED_CPVS))\n",
+ " \n",
+ "print(len(ALL_REDUCED_CPVS))\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "172669e7-5389-4478-b6cb-e55192a7c94f",
+ "metadata": {},
+ "source": [
+ "Function to plot metrics"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "45dd482f-9c07-4e42-87d0-7b0a00dcf7f1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "from sklearn.metrics import precision_score, recall_score\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "\n",
+ "def calculate_metrics_and_plot(y_true, y_pred):\n",
+ " thresholds = np.arange(0.1, 1.0, 0.05) \n",
+ " precision_scores = []\n",
+ " recall_scores = []\n",
+ " f1_scores = []\n",
+ " best_f1_micro = 0.0\n",
+ " best_threshold = 0.0\n",
+ "\n",
+ " for threshold in thresholds:\n",
+ " binary_predictions = (y_pred >= threshold).astype(int)\n",
+ " precision = precision_score(y_true, binary_predictions, average='micro')\n",
+ " recall = recall_score(y_true, binary_predictions, average='micro')\n",
+ " f1 = 2 * (precision * recall) / (precision + recall) if (precision + recall) > 0 else 0\n",
+ "\n",
+ " precision_scores.append(precision)\n",
+ " recall_scores.append(recall)\n",
+ " f1_scores.append(f1)\n",
+ " if f1 > best_f1_micro:\n",
+ " best_f1_micro = f1\n",
+ " best_threshold = threshold\n",
+ "\n",
+ " print(f\"Best F1 Micro Score: {best_f1_micro:.2f} (Threshold: {best_threshold:.2f})\")\n",
+ "\n",
+ " # Plot the micro precision as a function of the threshold\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(thresholds, precision_scores, marker='o', linestyle='-', label='Micro Precision')\n",
+ " plt.xlabel('Threshold')\n",
+ " plt.ylabel('Micro Precision')\n",
+ " plt.title('Micro Precision vs. Threshold')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()\n",
+ "\n",
+ " # Plot the micro recall as a function of the threshold\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(thresholds, recall_scores, marker='o', linestyle='-', label='Micro Recall')\n",
+ " plt.xlabel('Threshold')\n",
+ " plt.ylabel('Micro Recall')\n",
+ " plt.title('Micro Recall vs. Threshold')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()\n",
+ "\n",
+ " # Plot the F1 micro score as a function of the threshold\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(thresholds, f1_scores, marker='o', linestyle='-', label='F1 Micro Score')\n",
+ " plt.xlabel('Threshold')\n",
+ " plt.ylabel('F1 Micro Score')\n",
+ " plt.title('F1 Micro Score vs. Threshold')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()\n",
+ "\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(recall_scores, precision_scores, marker='o', linestyle='-', label='Precision-Recall Curve')\n",
+ " plt.xlabel('Micro Recall')\n",
+ " plt.ylabel('Micro Precision')\n",
+ " plt.title('Micro Precision-Recall Curve')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ec81972a-ffc5-476b-9765-0d9d490e2529",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "d8179322-e967-4c90-b30b-de45cda223ff",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.55 (Threshold: 0.15)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + score_pred\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/length_number_pred\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ "\n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b31cccbd-a055-439b-9189-bb0b0fa8f1f5",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "4c2bd65e-0296-4a60-8acb-47f3abaf163d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.69 (Threshold: 0.25)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "normalized_factor = 0\n",
+ "for i in range(1, 21):\n",
+ " normalized_factor += 1/i\n",
+ " \n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " position = 0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " position += 1\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred / position\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + (score_pred / position)\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/normalized_factor\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ "\n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5eef495f-c917-4e07-b8b4-531db3635021",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 3"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "42364514-f56e-4fc1-80b7-c5fc88632a91",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.64 (Threshold: 0.25)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "normalized_factor = 0\n",
+ "for i in range(1, 21):\n",
+ " normalized_factor += 1/i\n",
+ " \n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " position = 0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " position += 1\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = 1 / position\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + (1 / position)\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/normalized_factor\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ "\n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ecd2e533-273a-4e6e-9f7a-5c9dc2fab648",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 4"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "e65442aa-c77b-4f28-a8c6-09512b4b2ffb",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.58 (Threshold: 0.85)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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tyiwAAAAKLcosAAAACi3KLAAAAAqtYnecWbvdrlOnTqlUqVIZTpsIAAAA65mmqdjYWFWsWDHDcbOvVezK7KlTpxQQEGB1DAAAANzA8ePHVbly5euuU+zKbKlSpSRdeXK8vLwsTlO8JCUl6bffflOXLl3SzjiE4o0xgasxHnAtxkTxFRMTo4CAgLTedj3FrsymTi3w8vKizOazpKQkeXp6ysvLizclSGJMID3GA67FmEB2poTyBTAAAAAUWpRZAAAAFFqUWQAAABRaxW7OLAAAsI5pmkpOTlZKSsoN101KSpKzs7Pi4+OztT4KFxcXF9lstpu+HcosAADIF4mJiQoPD1dcXFy21jdNUxUqVNDx48c5NnwRZBiGKleurJIlS97U7VBmAQBAnrPb7QoNDZXNZlPFihXl6up6w4Jqt9t18eJFlSxZ8oYHzkfhYpqmzp49qxMnTqhWrVo3tYeWMgsAAPJcYmKi7Ha7AgIC5Onpma1t7Ha7EhMT5e7uTpktgsqVK6ejR48qKSnppsosIwMAAOQbSilS5dbUEUYUAAAACi3KLAAAAAotyiwAACg0Uuym1h+O0o/bT2r94Sil2E2rI6XTvn17DR061OoYljEMQz/88IMk6ejRozIMQ9u3b8/T+6TMAgCAQmHZ7nDdPm2FHvl4g15cuF2PfLxBt09boWW7w/PsPvv37y/DMDR48OAM1w0ZMkSGYah///5pyxYvXqzJkyfnWZ6stG/fXoZhyDAMubq6qkaNGho9erQSEhLyPUt+o8wCAIACb9nucD2zYKvCL8SnW376QryeWbA1TwttQECAFi5cqMuXL6cti4+P11dffaUqVaqkW9fX11elSpXK0f2knlAip5588kmFh4fr0KFDmj59ut5//31NmDAhx7dXWFBm81hB+DikoGT4OzRaWyIN/R0aXayfBzL8m8PqMQHAWqZpKi4x+bo/lxNTFBufpPE/7VFm7xKpyyb8FKLY+KQb3l5cYrJM07H3m6ZNm6pKlSpavHhx2rLFixcrICBAt9xyS7p1r51mkJCQoJEjRyogIEBubm6qVauW5syZI0lauXKlDMPQ8uXL1bx5c7m5uWn16tVKSEjQCy+8ID8/P7m7u+v222/Xpk2bbpjT09NTFSpUUJUqVXT//ferc+fO+u233/59rkxT06dPV/Xq1eXh4aHGjRvr22+/TXcbe/bsUc+ePeXl5aVSpUqpbdu2Onz4sCRp06ZN6ty5s8qWLStvb2/dcccd2rp1q0PPZV7gOLN5aNnucE38OSTdb5H+3u4a36u+ugX5F9MMNn12cDPPQzHOkDGHNWNCulKoN4ZGKyI2Xn6l3NUi0Fc2J84yBOSXy0kpqj9u+U3fjinpdEy8Gk747YbrSlLIpK7ydHWsAj3xxBOaN2+eHn30UUnS3LlzNWDAAK1cufK62/Xt21fr16/XO++8o8aNGys0NFSRkZHp1hk5cqTefPNNVa9eXT4+Pho5cqS+++47ffrpp6pataqmT5+url276tChQ/L19c1W3h07dmjt2rWqVq1a2rJXX31Vixcv1uzZs1WrVi399ddfeuyxx1SuXDndcccdOnnypNq1a6f27dtrxYoV8vLy0tq1a9P2FsfGxqpfv3565513JElvvfWWevTooYMHD+Z4b3RuoMzmkdSPQ6793S/145DZjzXN8/+0yUCGgpahoOUoCMUeQOHw+OOPa/To0Wlfalq7dq0WLlx43TJ74MABff311woODtadd94pSapevXqG9SZNmqTOnTtLki5duqTZs2dr/vz56t69uyTp448/VnBwsObMmaMRI0ZkeX+zZs3SJ598oqSkJCUmJsrJyUnvv/9+2u3OmDFDK1asUKtWrdKyrFmzRh9++KHuuOMOvf/++/L29tbChQvl4uIiSapdu3ba7Xfs2DHd/X344YcqXbq0Vq1apbvuuutGT2GeoczmgRS7qYk/h1z345DRi3fJbjfllEd7gex2U2N+2E2GIpMh+9kyOwa13W5qzPe7bpjBZhhycjJkGJKRep/Gv/duGMZVf/93HeOqdZTFcsMwZLebGvv99Z+L8T/tUfOqvvJwtcnV2UnOTkaun5O9oBRqoLjzcLEpZFLXLK+32+2KjYnV3qgkDfh0yw1vb/4Tt6pF4I33XHq4OH62qbJly6pnz5769NNPZZqmevbsqbJly153m+3bt8tms+mOO+647nrNmzdP+/vhw4eVlJSkNm3apC1zcXFRixYttHfv3uvezqOPPqqxY8cqJiZG06ZNk5eXl+6//35JUkhIiOLj49NKc6rExMS0qRLbt29X27Zt04rstSIiIjRu3DitWLFCZ86cUUpKiuLi4hQWFnbdXHmNMpsHNoZGZ5igfq1zcUka8uW2fEpEBjJkL8OTn9/4P4u8diYmQc1f+z3tsmFILjYnudqc5OrsJBebIVfnK5ddbE5yc77yp+tVf6Ze72pzkouzIVebTS7OhtxsTnK2Gfp4dWiWhdqQNPHnEHWuX4EpB0AeMwzjuh/32+12Jbva1LaWj/y93XX6Qnym/3YNSRW83dW2Vrk8/Xc7YMAAPffcc5KUtsfzejw8PLJ1uyVKlEj7e+p83mt/iTdN84a/2Ht7e6tmzZqSpAULFqhBgwaaM2eOBg4cKLvdLklasmSJKlWqlG47Nze3bOXt37+/zp49q5kzZ6pq1apyc3NTq1atlJiYmI1HmXcos3kgIvb6RTZVYNkSKlPCNU8yRF1KVGjkJTIU0QyOflUqOpsZqvh6qrSnS9rtm6ZkylTqdyWuXE79+78pMqx31fXmVYFjE5J1Ntaxw8SYppSYbFdisl3KhyPMmJLCL8Tr5a+3q22tcgosV0LVy5aQj2fejA8AN2ZzMjS+V309s2CrDKV/D0ytd+N71c/zX0C7deuWVty6ds16j3Kqhg0bym63a9WqVWnTDG6kZs2acnV11Zo1a9SnTx9JUlJSkjZv3uzQ8WtdXFw0ZswYjR49Wo888ojq168vNzc3hYWFZbmnuFGjRvr000+VlJSU6d7Z1atXa9asWerRo4ck6fjx4xnm/1rB8jI7a9Ys/e9//1N4eLgaNGigmTNnqm3btlmu//777+u9997T0aNHVaVKFY0dO1Z9+/bNx8Q35lfKPVvrvX5fQ7WqUSZPMqw/HKVHPt5ABjI4lGHa/Y3yLIMjORYMbKGmVUsrKdlUQkqKklLMtEKblGJXwj9/Jl71Z+JVfyal/pliZlj34JlYrT8SfcMMP2w/pR+2n0q77FvCVYFlS6T9VC9bQoHlSqhamRJyz8FHlqn4EhqQPd2C/DX7saYZ5rpXyMe57jabLe2jfpvtxv/uq1Wrpn79+mnAgAFpXwA7duyYIiIi9NBDD2W6TYkSJfTMM89oxIgR8vX1VZUqVTR9+nTFxcVp4MCBDuXt06ePxowZo1mzZmn48OEaPny4XnrpJdntdt1+++2KiYnRunXrVLJkSfXr10/PPfec3n33XT388MMaPXq0vL29tWHDBrVo0UJ16tRRzZo19fnnn6t58+aKiYnRiBEjsr33OS9ZWmYXLVqkoUOHatasWWrTpo0+/PBDde/eXSEhIRmO2yZJs2fP1ujRo/Xxxx/r1ltv1caNG/Xkk0+qdOnS6tWrlwWPIHMtAn2z9XFIdub1kIEMRSWDIzla1Sh7pdC5SlLmc7dyav3hKK0/cuNC3amen+ISUhQaeUmnY+IVfSlR0ZcSteXYufSZDamit4eqlytxTdktqUqlPa5bTPkSGuCYbkH+6ly/gqW/AHp5eTm0/uzZszVmzBgNGTJEUVFRqlKlisaMGXPdbd544w3Z7XY9/vjjio2NVfPmzbV8+XKVLl3aoft2dXXVc889p+nTp2vw4MGaPHmy/Pz8NHXqVB05ckQ+Pj5q2rRpWp4yZcpoxYoVGjFihO644w7ZbDY1adIkbf7u3Llz9dRTT+mWW25RlSpV9Prrr2v48OEOZcoLhunowdZyUcuWLdW0aVPNnj07bVm9evV07733aurUqRnWb926tdq0aaP//e9/acuGDh2qzZs3a82aNdm6z5iYGHl7e+vChQsOD0hHpH7BRMr845D8/PY6GchQUDIUhBwpdlO3T1txw0K95pWOaf9BXkpI1tGoSwqNvKTQs5d0JPKfn7MXFRuf9QHOXW1OqlrG80rB/We6QmDZkqperoQ2hUZryBcZv4SW369HQZKUlKSlS5eqR48eWX4BBYVXfHy8QkNDFRgYKHf37H2CabfbFRMTIy8vLzk5cWj8ouZ6Y8KRvmbZntnExERt2bJFo0aNSre8S5cuWrduXabbJCQkZHiwHh4e2rhxY5bzOxISEtKdyi0mJkbSlTfNpKSkm30YWepUp6zefbixpizdp9Mx/95/BW83je1eV53qlM3T+ycDGQpihoKSY2z3Onp+4Y4s596N7V5H9pRk2VOuXHZ1kmqX81Ttcp5SvXJp65umqei4JB2NvKTQqDgdjYzTkchLOhp1SceiLysx2a6DERd1MOJihgzX3nfabSr1S2h71L5WmWI15SD1dc+PcYj8l5SUJNM0Zbfb076MdCNpc+//2Q5Fi91ul2maSkpKyjBtw5H3Acv2zJ46dUqVKlXS2rVr1bp167Tlr7/+uj799FPt378/wzZjxozRvHnz9Msvv6hp06basmWLevbsqYiICJ06dUr+/hn3YkyYMEETJ07MsPzLL7+Up6dn7j6oTNhN6XCMoZgkyctFquFlKr//byIDGQpahoKQY0eUocVHnXQ+8d879XE19Z9qdjUuc/Nvi3ZTOpcgnY03FHH53z8j4g1FJ0jZOdzac/VTVMubM6OhaHB2dlaFChUUEBAgV1e+UIkrOzaPHz+u06dPZziNb1xcnPr06VOw98ymcuTQE//97391+vRp3XbbbTJNU+XLl1f//v01ffr0LCdijx49WsOGDUu7HBMTo4CAAHXp0iVPpxkgo6SkJAUHB6tz5858hAhJ1o6JHpJG2k1tPnZOEbEJ8ivlpuZVS+fLntDvt53UyMV7brheQN1G6nFLpRuuV1TwHlG0xcfH6/jx4ypZsmS2pxmYpqnY2FiVKlUq1483DevFx8fLw8ND7dq1y3SaQXZZVmbLli0rm82m06dPp1seERGh8uXLZ7qNh4eH5s6dqw8//FBnzpyRv7+/PvroI5UqVSrLAxe7ubmlHT/tai4uLrxZWoTnHteyaky4SLq9dubvN3kpoEz2Tvv42tL9OhObpMdvq6rSeXTouIKI94iiKSUlRYZhyMnJKdvzX1OnFqRuh6LFyclJhmFk+m/ekfcAy0aGq6urmjVrpuDg4HTLg4OD0007yIyLi4sqV64sm82mhQsX6q677mKQAyg0Uo/qcL39TDZDiolP1ozgA2r1xh8a9+NuhUXF5VtGIK9Y+L1zFDC5NRYsbYDDhg3TJ598orlz52rv3r166aWXFBYWpsGDB0u6MkXg6mPIHjhwQAsWLNDBgwe1ceNGPfzww9q9e7def/11qx4CADgs9QDwUsaZs8Y/P+88covefriJGlT0UnySXZ+tP6b2b/6pZ7/Yqh3Hz+dzYuDmpe5pi4vjlzJckXoCiuwcs/d6LJ0z27t3b0VFRWnSpEkKDw9XUFCQli5dqqpVq0qSwsPD053vNyUlRW+99Zb2798vFxcXdejQQevWrVO1atUsegQAkDPZPQD83Y0rat3hKH301xGtOnBWS3aFa8mucLUM9NXTd1RX+9p+cipGRzxA4WWz2eTj46OIiAhJkqen5w3nwdrtdiUmJio+Pp5PYIsYu92us2fPytPTU87ON1dHLT3OrBXy6zizyIhjSOJajAnHzgC273SMPvrriH7afkrJ9itv3bX8SurJttV1zy0V5eZ8c3s3rMZ4KPpM09Tp06d1/vz5bK9/+fJleXh48AWwIsjJyUmBgYGZHt2iUBxnFgBwZcpBdk8hXLeCl2Y81EQjutbRvLVH9eXfYToYcVEjv9upN3/br/5tqunRllXl7UERRMFkGIb8/f3l5+eXreOIJiUl6a+//lK7du34BacIcnV1zZU97pRZAChk/L09NKZHPT3XsaYWbgzT3DVHdTomXtOX7df7Kw7p4RZVNOD2QFXysf6c6UBmbDZbtuZJ2mw2JScny93dnTKLLDEBBQAKKS93Fz3Vrob+GtlBbz3YWHUrlNKlxBTNWROqdtP/1IsLt2nPqQtWxwSAPMWeWQAo5FydnXR/s8r6T9NKWnXgrD5efURrD0Xpx+2n9OP2U7q9Zlk91a662tYqy7xDAEUOZRYAigjDMNS+jp/a1/HT7pMX9NFfR7RkV7jWHIrUmkORqluhlJ5qV129GleUi+3fD+Yc+RIaABQ0lFkAKIKCKnnrnUdu0YiudTR3bagWbTqufadjNezrHfrf8v0a0CZQD7cI0NpDkRkOD+Z/zeHBAKAgY84sABRhAb6eGt+rgdaP6qQRXeuoXCk3hV+I12tL9+rWKb9r8IKt6YqsJJ2+EK9nFmzVst3hFqUGgOyjzAJAMeDt6aJnO9TUmlc6aNr9DVW9rKfik+2Zrpt68PGJP4coxV6sDkUOoBCizAJAMeLmbFPvW6toyr0Nr7ueKSn8Qrw2hkbnTzAAyCHKLAAUQ2cvJmRrvYjY+BuvBAAWoswCQDHkV8o9V9cDAKtQZgGgGGoR6Ct/b3dd7wBc5Uq6qUWgb75lAoCcoMwCQDFkczI0vld9Scqy0F5OSlFo5MX8CwUAOUCZBYBiqluQv2Y/1lQVvNNPJSjv5aYAXw9dTEhWn4//VmjkJYsSAsCNcdIEACjGugX5q3P9ChnOABZzOUmPfLxB+07Hqs/HG/T1060U4OtpdVwAyIA9swBQzNmcDLWqUUb3NKmkVjXKyOZkqHQJVy0Y1FI1/Uoq/EK8+nyyQafOX7Y6KgBkQJkFAGSqbEk3fTmopaqV8dTx6Mt69JO/FRHDoboAFCyUWQBAlvy83PXlk7epcmkPhUZeUp9P/lZkNo9RCwD5gTILALiuij4e+urJ2+Tv7a5DERf12Cd/69ylRKtjAYAkyiwAIBsCfD315ZO3qVwpN+07Hau+czfqwuUkq2MBAGUWAJA9gWVL6MtBLVWmhKt2nbyg/vM26mJCstWxABRzlFkAQLbVKl9KCwa1lI+ni7aFndeAeZsUl0ihBWAdyiwAwCH1/L30+YCWKuXurI1HozXo082KT0qxOhaAYooyCwBwWMPK3vp0QAuVcLVp3eEoDV6wRQnJFFoA+Y8yCwDIkaZVSmveEy3k4WLTyv1n9dyX25SUYrc6FoBihjILAMixFoG+mtOvudycnRQcckZDF25XMoUWQD6izAIAbkrrmmX14ePN5Gpz0pJd4Rr+zQ6l2E2rYwEoJiizAICb1r6On97rc4ucnQz9sP2UxizeJTuFFkA+oMwCAHJFlwYV9PbDt8jJkBZtPq7xP+2RaVJoAeQtyiwAINf0bOSvGQ81kWFIn284pilL9lJoAeQpyiwAIFfde0slTftPI0nSnDWhmr58P4UWQJ6hzAIAct1DtwZo8r1BkqTZKw/rnT8OWZwIQFFFmQUA5InHb6uqV3vWkyT93+8HNHvlYYsTASiKKLMAgDwzqG11jexWR5I0bdk+zV0TanEiAEUNZRYAkKeGtK+pFzvVkiRN+iVECzYcszgRgKKEMgsAyHND76ylZ9rXkCS9+sNufb3puMWJABQVlFkAQJ4zDEMju9bRgDaBkqRXFu/Uj9tPWpwKQFFAmQUA5AvDMPTfu+rpsduqyDSlYV/v0NJd4VbHAlDIUWYBAPnGMAxNujtIDzarrBS7qRe+2qbgkDNKsZv6OzRaWyIN/R0arRROhQsgm5ytDgAAKF6cnAy9cX8jJaXY9cP2U3pmwRaVcnfWubgkSTZ9dnCz/L3dNb5XfXUL8rc6LoACjj2zAIB8Z3My9OaDjdW0io+S7eY/RfZfpy/E65kFW7VsN9MQAFwfZRYAYAnDMHTqfHym16VOMpj4cwhTDgBcF2UWAGCJjaHROh2TeZmVrhTa8Avx2hganX+hABQ6lFkAgCUiYrMusjlZD0DxRJkFAFjCr5R7rq4HoHiizAIALNEi0Ff+3u4yrrOOv7e7WgT65lsmAIUPZRYAYAmbk6HxvepLUpaFdmzPerI5Xa/uAijuKLMAAMt0C/LX7MeaqoJ3+qkEqfX1yNlL+R8KQKHCSRMAAJbqFuSvzvUraP2hCP22+m91adtSZy8m6aWvd+idPw6qY10/BVXytjomgAKKPbMAAMvZnAy1DPRVs7KmWgb66t5bKqlHwwpKtpt6+esdSkhOsToigAKKMgsAKHAMw9Dke4JUtqSr9p+J1czfD1odCUABRZkFABRIZUq66bX7GkqSPlx1WFuOnbM4EYCCiDILACiwujaooP80rSS7KQ3/ZocuJzLdAEB6lFkAQIE2vlcDVfByV2jkJU1bts/qOAAKGMosAKBA8/Zw0fQHGkmS5q87qnWHIy1OBKAgocwCAAq8drXL6dGWVSRJI77Zqdj4JIsTASgoKLMAgEJhTI96CvD10Mnzl/Xakr1WxwFQQFBmAQCFQgk3Z/3vgcYyDGnhpuP6c1+E1ZEAFACUWQBAoXFb9TIa0CZQkvTKdzt1Pi7R4kQArEaZBQAUKiO61lH1ciUUEZug8T/tsToOAItRZgEAhYq7i00zHmoiJ0P6cfspLd0VbnUkABaizAIACp0mAT4a0r6mJOnVH3brbGyCxYkAWMXyMjtr1iwFBgbK3d1dzZo10+rVq6+7/hdffKHGjRvL09NT/v7+euKJJxQVFZVPaQEABcULnWqpboVSir6UqLHf75JpmlZHAmABS8vsokWLNHToUI0dO1bbtm1T27Zt1b17d4WFhWW6/po1a9S3b18NHDhQe/bs0TfffKNNmzZp0KBB+ZwcAGA1V2cnzXioiVxshn4LOaPvt520OhIAC1haZmfMmKGBAwdq0KBBqlevnmbOnKmAgADNnj070/U3bNigatWq6YUXXlBgYKBuv/12Pf3009q8eXM+JwcAFAT1K3pp6J21JUnjf9qj8AuXLU4EIL85W3XHiYmJ2rJli0aNGpVueZcuXbRu3bpMt2ndurXGjh2rpUuXqnv37oqIiNC3336rnj17Znk/CQkJSkj4dy5VTEyMJCkpKUlJSZxBJj+lPt8870jFmMDVcjoeBrQK0PI94dp5IkYjvtmhuX2byjCMvIiIfMZ7RPHlyGtuWZmNjIxUSkqKypcvn255+fLldfr06Uy3ad26tb744gv17t1b8fHxSk5O1t1336133303y/uZOnWqJk6cmGH5b7/9Jk9Pz5t7EMiR4OBgqyOggGFM4Go5GQ93lZX2nrRpzaEo/Xf+MrUuz/zZooT3iOInLi4u2+taVmZTXfvbs2maWf5GHRISohdeeEHjxo1T165dFR4erhEjRmjw4MGaM2dOptuMHj1aw4YNS7scExOjgIAAdenSRV5eXrn3QHBDSUlJCg4OVufOneXi4mJ1HBQAjAlc7abHg/8xvf7rfv18wlVP3dNKVXzZYVHY8R5RfKV+kp4dlpXZsmXLymazZdgLGxERkWFvbaqpU6eqTZs2GjFihCSpUaNGKlGihNq2baspU6bI398/wzZubm5yc3PLsNzFxYV/GBbhuce1GBO4Wk7Hw6C2NfTHvrP6OzRao38I0cInb5OTE9MNigLeI4ofR15vy74A5urqqmbNmmX46CA4OFitW7fOdJu4uDg5OaWPbLPZJIlDsgBAMefkZOjNBxvL09WmjaHRmrfuqNWRAOQDS49mMGzYMH3yySeaO3eu9u7dq5deeklhYWEaPHiwpCtTBPr27Zu2fq9evbR48WLNnj1bR44c0dq1a/XCCy+oRYsWqlixolUPAwBQQAT4empsz3qSpOnL9ulQxEWLEwHIa5bOme3du7eioqI0adIkhYeHKygoSEuXLlXVqlUlSeHh4emOOdu/f3/Fxsbqvffe08svvywfHx917NhR06ZNs+ohAAAKmD4tqmjZ7tNafTBSL3+zQ98NbiVnm+XnCAKQRyz/AtiQIUM0ZMiQTK+bP39+hmXPP/+8nn/++TxOBQAorAzD0PQHGqnL//2lHcfP68O/jujZDjWtjgUgj/CrKgCgyPH39tDEuxtIkmb+fkAhp7L/zWgAhQtlFgBQJN13SyV1qV9eSSmmhn29XYnJdqsjAcgDlFkAQJFkGIZeu6+hfEu4at/pWL3zx0GrIwHIA5RZAECRVa6Um6bcGyRJmrXykLaFnbM4EYDcRpkFABRpPRr6654mFWU3pZe/2aH4pBSrIwHIRZRZAECRN/HuBvIr5aYjZy/pf8v3Wx0HQC6izAIAijwfT1dNu7+RJGnu2lBtOBJlcSIAuYUyCwAoFjrU9dPDtwbINKUR3+7QxYRkqyMByAWUWQBAsTG2Zz1V8vHQ8ejLen3pXqvjAMgFlFkAQLFRyt1F/3vwynSDL/8O06oDZy1OBOBmUWYBAMVK6xpl1b91NUnSK9/u1IW4JGsDAbgplFkAQLHzSre6CixbQqdj4jXx5z1WxwFwEyizAIBix8PVpjcfbCQnQ1q87aSW7zltdSQAOUSZBQAUS82q+uqpdjUkSWO/36WoiwkWJwKQE5RZAECx9VLnWqpdvqQiLyZq7Pe7tP5wpH7cflLrD0cpxW5aHQ9ANjhbHQAAAKu4Ods046Emuvu9NVq254yW7TmTdp2/t7vG96qvbkH+FiYEcCPsmQUAFGsnzsUps52wpy/E65kFW7Vsd3j+hwKQbZRZAECxlWI3NfHnkEyvS+23E38OYcoBUIBRZgEAxdbG0GiFX4jP8npTUviFeG0Mjc6/UAAcQpkFABRbEbFZF9mcrAcg/1FmAQDFll8p91xdD0D+o8wCAIqtFoG+8vd2l3Gddfy93dUi0DffMgFwDGUWAFBs2ZwMje9VX5KyLLTj7qovm9P16i4AK1FmAQDFWrcgf81+rKkqeGc+lYAiCxRsnDQBAFDsdQvyV+f6FbQxNFoRsfHyK+WulQci9OGqI5q8JETtapeTu4vN6pgAMkGZBQBAV/bAtqpRJu1yo8re+nHbKR2PvqyP/zqi5zvVsjAdgKwwzQAAgEyUcHPW6B51JUnvrzykk+cvW5wIQGYoswAAZOHuxhXVItBX8Ul2vb5kr9VxAGSCMgsAQBYMw9CEXg3kZEhLdoVr3aFIqyMBuAZlFgCA66hf0UuP3VZVkjTh5z1KSrFbnAjA1SizAADcwLDOtVXa00UHzlzU5+uPWR0HwFUoswAA3ICPp6tGdL3yZbD/+/2AIi8mWJwIQCrKLAAA2dD71gAFVfJSbHyypi/bZ3UcAP+gzAIAkA02J0MT724gSfp68wltP37e2kAAJFFmAQDItmZVffWfWypJksb/tEd2u2lxIgCUWQAAHDCqe12VdHPWjuPn9e3WE1bHAYo9yiwAAA7w83LXC51qSpKmL9unmPgkixMBxRtlFgAAB/VvHajq5Uoo8mKiZgYftDoOUKxRZgEAcJCrs5Mm9LryZbBP1x/VgTOxFicCii/KLAAAOdCudjl1qV9eKXZTE37aI9Pky2CAFSizAADk0H/vqi83ZyetOxylX3eftjoOUCxRZgEAyKEAX089fUcNSdJrS/bqcmKKxYmA4ocyCwDATXjmjhqq5OOhk+cva/aqw1bHAYodyiwAADfBw9WmsT3rSZI+WHVYx6PjLE4EFC+UWQAAblL3oApqXaOMEpPtmvxLiNVxgGKFMgsAwE0yDEMT7m4gm5Oh30LO6K8DZ62OBBQblFkAAHJB7fKl1K9VNUnShJ/3KDHZbm0goJigzAIAkEuGdq6lsiVddeTsJc1fF2p1HKBYoMwCAJBLvNxdNLJbXUnS278fVERMvMWJgKKPMgsAQC56oGllNQnw0aXEFL3x6z6r4wBFHmUWAIBc5ORkaOLdDWQY0uJtJ7XlWLTVkYAijTILAEAuaxzgo4eaBUiSxv+0Ryl20+JEQNFFmQUAIA+M6FZHpdydtftkjBZtOm51HKDIoswCAJAHypZ007DOtSVJ/1u+T+fjEi1OBBRNlFkAAPLIY7dVVe3yJXUuLkkzgg9YHQcokiizAADkERebkybc3UCStGDDMYWcirE4EVD0UGYBAMhDrWuUVc+G/rKb0oSf9sg0+TIYkJsoswAA5LExPevJ3cVJG49G66cdp6yOAxQplFkAAPJYJR8PPdu+piTp9aV7dSkh2eJEQNFBmQUAIB882a66qvh66kxMgt7/85DVcYAigzILAEA+cHex6b931ZckfbI6VEcjL1mcCCgaKLMAAOSTO+v56Y7a5ZSYYtekX0KsjgMUCZRZAADyiWEYGt+rvlxshlbsi9CKfWesjgQUepaX2VmzZikwMFDu7u5q1qyZVq9eneW6/fv3l2EYGX4aNGiQj4kBAMi56uVKasDtgZKkST+HKCE5xeJEQOFmaZldtGiRhg4dqrFjx2rbtm1q27atunfvrrCwsEzXf/vttxUeHp72c/z4cfn6+urBBx/M5+QAAOTc8x1rya+Um45GxemT1aFWxwEKNUvL7IwZMzRw4EANGjRI9erV08yZMxUQEKDZs2dnur63t7cqVKiQ9rN582adO3dOTzzxRD4nBwAg50q6OWt0j7qSpPdWHFL4hcsWJwIKL2er7jgxMVFbtmzRqFGj0i3v0qWL1q1bl63bmDNnju68805VrVo1y3USEhKUkJCQdjkm5sqpBJOSkpSUlJSD5Mip1Oeb5x2pGBO4WnEbDz0b+GlBFR9tCTuvKb+EaOZDjayOVOAUtzGBfznymltWZiMjI5WSkqLy5cunW16+fHmdPn36htuHh4fr119/1Zdffnnd9aZOnaqJEydmWP7bb7/J09PTsdDIFcHBwVZHQAHDmMDVitN46OgjbQ2zacmu06puP6GaXlYnKpiK05jAFXFxcdle17Iym8owjHSXTdPMsCwz8+fPl4+Pj+69997rrjd69GgNGzYs7XJMTIwCAgLUpUsXeXnxrpGfkpKSFBwcrM6dO8vFxcXqOCgAGBO4WnEdDyfcQvTVphMKjvTRkAdvk7PN8u9mFxjFdUzg30/Ss8OyMlu2bFnZbLYMe2EjIiIy7K29lmmamjt3rh5//HG5urped103Nze5ubllWO7i4sI/DIvw3ONajAlcrbiNh5Hd6unXPWe078xFfbMtXH1bVbM6UoFT3MYE5NDrbdmvf66urmrWrFmGjw6Cg4PVunXr6267atUqHTp0SAMHDszLiAAA5LnSJVz1cpc6kqQ3l+/Xb3tO68ftJ7X+cJRS7KbF6YCCz9JpBsOGDdPjjz+u5s2bq1WrVvroo48UFhamwYMHS7oyReDkyZP67LPP0m03Z84ctWzZUkFBQVbEBgAgV/VpUUUfrjysE+cv66nPt6Qt9/d21/he9dUtyN/CdEDBZmmZ7d27t6KiojRp0iSFh4crKChIS5cuTTs6QXh4eIZjzl64cEHfffed3n77bSsiAwCQ64JDTuvE+YyH5zp9IV7PLNiq2Y81pdACWbD8C2BDhgzRkCFDMr1u/vz5GZZ5e3s79A03AAAKshS7qYk/h2R6nSnJkDTx5xB1rl9BNqcbf0EaKG74yiQAABbaGBqt8AvxWV5vSgq/EK+NodH5FwooRCizAABYKCI26yKbk/WA4oYyCwCAhfxKuefqekBxQ5kFAMBCLQJ95e/truvNhvX3dleLQN98ywQUJpRZAAAsZHMyNL5XfUnKstCO71WfL38BWaDMAgBgsW5B/pr9WFNV8M44lcCQFFi2ZP6HAgoJyw/NBQAArhTazvUraGNotCJi4+VXyl2frQ/Vr7vP6LWle/XZgBZWRwQKJMosAAAFhM3JUKsaZdIuV/Rx1+97I/TXgbNadeCs7qhdzsJ0QMHENAMAAAqoqmVKqF+rapKk15fsVYrdtDYQUABRZgEAKMCe71hLPp4u2n8mVl9vPm51HKDAocwCAFCAeXu66IWOtSRJb/12QBcTki1OBBQs2Zozu3PnzmzfYKNGjXIcBgAAZPTYbVX12fqjOhoVpw9XHdbLXepYHQkoMLJVZps0aSLDMGSamc/VSb3OMAylpKTkakAAAIo7V2cnjepeT4MXbNFHfx3RIy2qqKKPh9WxgAIhW2U2NDQ0r3MAAIDr6NqgvFpU89XGo9F6c/l+zejdxOpIQIGQrTJbtWrVvM4BAACuwzAMvXpXPd393lot3nZST7QJVMPK3lbHAiyXrTL7008/ZfsG77777hyHAQAAWWtU2Uf3NqmoH7af0pQlIVr41G0yDE5zi+ItW2X23nvvzdaNMWcWAIC8NaJbXf26+7T+Do1WcMgZdWlQwepIgKWydWguu92erR+KLAAAeauSj4cGtQ2UJL3x6z4lpdgtTgRYi+PMAgBQyDzTvqbKlnTVkchL+mLDMavjAJbK1jSDa126dEmrVq1SWFiYEhMT0133wgsv5EowAACQuZJuznqpc22N/X633v7joO5rWlneHi5WxwIs4XCZ3bZtm3r06KG4uDhdunRJvr6+ioyMlKenp/z8/CizAADkg97NAzR/7VEdjLio9/88pDE96lkdCbCEw9MMXnrpJfXq1UvR0dHy8PDQhg0bdOzYMTVr1kxvvvlmXmQEAADXcLY5aUzPKwV2/tqjOh4dZ3EiwBoOl9nt27fr5Zdfls1mk81mU0JCggICAjR9+nSNGTMmLzICAIBMtK9dTm1rlVViil1vLNtndRzAEg6XWRcXl7Rj2pUvX15hYWGSJG9v77S/AwCAvGcYhsb0qCfDkJbsDNeWY+esjgTkO4fL7C233KLNmzdLkjp06KBx48bpiy++0NChQ9WwYcNcDwgAALJWz99LDzULkCRNWRIi0zQtTgTkL4fL7Ouvvy5/f39J0uTJk1WmTBk988wzioiI0IcffpjrAQEAwPW93KW2PF1t2hZ2Xr/sDLc6DpCvHD6aQfPmzdP+Xq5cOS1dujRXAwEAAMf4ebnr6XY19H+/H9C0ZfvUuX55ubvYrI4F5AuH98yGhobq4MGDGZYfPHhQR48ezY1MAADAQU+2C1R5LzedOHdZn647anUcIN84XGb79++vdevWZVj+999/q3///rmRCQAAOMjT1VnDu9SRJL335yFFX0q8wRZA0eBwmd22bZvatGmTYfltt92m7du350YmAACQA/c3raz6/l6KjU/W278fsDoOkC8cLrOGYSg2NjbD8gsXLiglJSVXQgEAAMc5ORl69Z8TKXzxd5gOn71ocSIg7zlcZtu2baupU6emK64pKSmaOnWqbr/99lwNBwAAHNO6Zll1quunZLupqUs5kQKKPoePZjB9+nS1a9dOderUUdu2bSVJq1evVkxMjFasWJHrAQEAgGNG96inlQfO6ve9Z7T+cJRa1ShjdSQgzzi8Z7Z+/frauXOnHnroIUVERCg2NlZ9+/bVvn37FBQUlBcZAQCAA2r6ldSjLatIkl5bGiK7nRMpoOhyeM+sJFWsWFGvv/56bmcBAAC55MVOtfT91pPafTJG3287qfubVbY6EpAnHN4zK12ZVvDYY4+pdevWOnnypCTp888/15o1a3I1HAAAyJkyJd30bMeakqT/Ld+vy4l8SRtFk8Nl9rvvvlPXrl3l4eGhrVu3KiEhQZIUGxvL3loAAAqQ/q2rqZKPh07HxOvj1UesjgPkCYfL7JQpU/TBBx/o448/louLS9ry1q1ba+vWrbkaDgAA5Jy7i02vdK8rSfpg1WFFxMRbnAjIfQ6X2f3796tdu3YZlnt5een8+fO5kQkAAOSSXo381STAR3GJKZoRzIkUUPQ4XGb9/f116NChDMvXrFmj6tWr50ooAACQOwzD0H/vunIiha83H9e+0zEWJwJyl8Nl9umnn9aLL76ov//+W4Zh6NSpU/riiy80fPhwDRkyJC8yAgCAm9Csqq96NKwguym9tmSv1XGAXOXwoblGjhypCxcuqEOHDoqPj1e7du3k5uam4cOH67nnnsuLjAAA4Ca90q2ugkPOaPXBSK3cH6H2dfysjgTkihwdmuu1115TZGSkNm7cqA0bNujs2bOaPHmy4uLicjsfAADIBVXLlFC/VtUkSa8v3avkFLu1gYBckqMyK0menp5q3ry5WrRoIWdnZ82YMYM5swAAFGDPd6wlH08XHThzUV9vPmF1HCBXZLvMJiYmauzYsbr11lvVunVr/fDDD5KkefPmqXr16nrrrbf04osv5lVOAABwk7w9XfRCx1qSpBnB+3UxIdniRMDNy3aZnTBhgt577z1VrVpVoaGhevDBB/X000/rjTfe0NSpU3X06FGNHj06L7MCAICb9NhtVVWtjKciLybqg5WHrY4D3LRsl9mvv/5a8+fP17fffqtly5YpJSVFMTEx2rNnj/r165fuBAoAAKBgcnV20qjuVw7V9fHqIzp1/rLFiYCbk+0ye/z4cd16662SpMaNG8vV1VWvvPKKnJ0dPiACAACwUNcG5dUi0FcJyXb9b/l+q+MANyXbZTYpKUmurq5pl11cXOTt7Z0noQAAQN4xDEOv9ryyd/b7bSe188R5awMBN8Gh3arjxo2Tp6enpCtfCJsyZUqGQjtjxozcSwcAAPJEo8o+uu+WSvp+20lNWbJXi566TYZhWB0LcFi2y2y7du20f/+/H0W0bt1aR44cSbcO/wgAACg8RnSto6W7wrUxNFq/hZxR1wYVrI4EOCzbZXblypV5GAMAAOS3ij4eGtQ2UO//eVhv/LpPHer4ydU5x4egByzBiAUAoBh7pn1NlS3pqtDIS/ri72NWxwEcRpkFAKAYK+nmrJc615Ykvf3HQV2IS7I4EeAYyiwAAMVc7+YBquVXUufjkvTenwetjgM4hDILAEAx52xz0ph/DtX16bpjCj17SesPR+nH7Se1/nCUUuymxQmBrHHGAwAAoPa1y6ltrbJafTBS3d/5S/FJ9rTr/L3dNb5XfXUL8rcwIZC5HJXZ8+fPa86cOdq7d68Mw1C9evU0cOBATqIAAEAhZRiG7qhdTqsPRqYrspJ0+kK8nlmwVbMfa0qhRYHj8DSDzZs3q0aNGvq///s/RUdHKzIyUv/3f/+nGjVqaOvWrXmREQAA5LEUu6k5a0IzvS51ksHEn0OYcoACx+Ey+9JLL+nuu+/W0aNHtXjxYn3//fcKDQ3VXXfdpaFDh+ZBRAAAkNc2hkYr/EJ8ltebksIvxGtjaHT+hQKyweFpBps3b9bHH38sZ+d/N3V2dtbIkSPVvHnzXA0HAADyR0Rs1kU2J+sB+cXhPbNeXl4KCwvLsPz48eMqVapUroQCAAD5y6+Ue66uB+QXh8ts7969NXDgQC1atEjHjx/XiRMntHDhQg0aNEiPPPKIwwFmzZqlwMBAubu7q1mzZlq9evV1109ISNDYsWNVtWpVubm5qUaNGpo7d67D9wsAAP7VItBX/t7uMrK43tCVoxq0CPTNz1jADTk8zeDNN9+UYRjq27evkpOTJUkuLi565pln9MYbbzh0W4sWLdLQoUM1a9YstWnTRh9++KG6d++ukJAQValSJdNtHnroIZ05c0Zz5sxRzZo1FRERkZYDAADkjM3J0Phe9fXMgq0y9O+Xvq42vld92ZyyqruANRwqsykpKVq/fr3Gjx+vqVOn6vDhwzJNUzVr1pSnp6fDdz5jxgwNHDhQgwYNkiTNnDlTy5cv1+zZszV16tQM6y9btkyrVq3SkSNH5Ot75TfDatWqOXy/AAAgo25B/pr9WFNN/Dkkw5fBHmxemcNyoUByqMzabDZ17dpVe/fula+vrxo2bJjjO05MTNSWLVs0atSodMu7dOmidevWZbrNTz/9pObNm2v69On6/PPPVaJECd19992aPHmyPDw8Mt0mISFBCQkJaZdjYmIkSUlJSUpK4vzT+Sn1+eZ5RyrGBK7GeCgYOtUpq/a12mrzsXOKiE3QzhMXNH99mJbsCtfzHaqrglf+zZllTBRfjrzmDk8zaNiwoY4cOaLAwEBHN00nMjJSKSkpKl++fLrl5cuX1+nTpzPd5siRI1qzZo3c3d31/fffKzIyUkOGDFF0dHSW82anTp2qiRMnZlj+22+/5WhvMm5ecHCw1RFQwDAmcDXGQ8Fhk9TYlKqVtOnoxRQ9N2elBtSx33C73MaYKH7i4uKyva7DZfa1117T8OHDNXnyZDVr1kwlSpRId72Xl5dDt2cY6efemKaZYVkqu90uwzD0xRdfpJ1tbMaMGXrggQf0/vvvZ7p3dvTo0Ro2bFja5ZiYGAUEBKhLly4OZ8XNSUpKUnBwsDp37iwXFxer46AAYEzgaoyHgqtms1jdO3uDdkQ7yaNGM3WoUy5f7pcxUXylfpKeHQ6X2W7dukmS7r777nSlM7WEpqSkZOt2ypYtK5vNlmEvbERERIa9tan8/f1VqVKldKfNrVevnkzT1IkTJ1SrVq0M27i5ucnNzS3DchcXF/5hWITnHtdiTOBqjIeCp2GArwbeHqiP/jqiib/s0+21/eTp6nCFyDHGRPHjyOvt8Ej8888/Hd0kU66urmrWrJmCg4N13333pS0PDg7WPffck+k2bdq00TfffKOLFy+qZMmSkqQDBw7IyclJlStXzpVcAAAgo6F31tKSneE6ef6y3v7joEZ3r2d1JEBSDsrsHXfckWt3PmzYMD3++ONq3ry5WrVqpY8++khhYWEaPHiwpCtTBE6ePKnPPvtMktSnTx9NnjxZTzzxhCZOnKjIyEiNGDFCAwYMyPILYAAA4OZ5ujpr4t0NNOizzZqzOlT33VJJdSswXQ/Wc/ikCfPmzdM333yTYfk333yjTz/91KHb6t27t2bOnKlJkyapSZMm+uuvv7R06VJVrVpVkhQeHp7ubGMlS5ZUcHCwzp8/r+bNm+vRRx9Vr1699M477zj6MAAAgIPurF9eXRuUV7Ld1JjFu2S3Z3Y0WiB/Obxn9o033tAHH3yQYbmfn5+eeuop9evXz6HbGzJkiIYMGZLpdfPnz8+wrG7dunyrEQAAi0y4u4HWHIzU1rDzWrjpuPq0zPwkR0B+cXjP7LFjxzI9LFfVqlXT7UUFAABFj7+3h4Z1qSNJeuPXvTobm3CDLYC85XCZ9fPz086dOzMs37Fjh8qUKZMroQAAQMHVr1VVNajopZj4ZL22JMTqOCjmHC6zDz/8sF544QX9+eefSklJUUpKilasWKEXX3xRDz/8cF5kBAAABYizzUmv39dQhiH9sP2U1hyMtDoSijGHy+yUKVPUsmVLderUSR4eHvLw8FCXLl3UsWNHvf7663mREQAAFDCNA3zU97YrX9j+74+7FZ+UvePMA7nN4TLr6uqqRYsWad++ffriiy+0ePFiHT58WHPnzpWrq2teZAQAAAXQy13ryK+Um0IjL2nWysNWx0ExlePTd9SuXVu1a9fOzSwAAKAQ8XJ30fheDfTsl1v1wcrDuqdJRdUoV9LqWChmslVmhw0bpsmTJ6tEiRIaNmzYddedMWNGrgQDAAAFX4+GFdS+Tjmt3H9WY7/fpa+evC3d6e6BvJatMrtt2zYlJSWl/T0rDF4AAIoXwzA0+Z4gdf6/VdpwJFqLt57U/c04xTzyT7bK7J9//pnp3wEAAAJ8PfVCp1qavmy/Xlu6Vx3r+ql0Cb5Hg/zh8BfAAAAArvVk2+qqXb6koi8l6o1f91kdB8VItr8ANmDAgGytN3fu3ByHAQAAhZOLzUmv3ddQD36wXos2H9f9zSqrRaCv1bFQDGR7z+z8+fP1559/6vz58zp37lyWPwAAoHi6tZqvejcPkCSN/X6XEpPtFidCcZDtPbODBw/WwoULdeTIEQ0YMECPPfaYfH35jQsAAPxrVPe6Ct57RgcjLurj1Uf0bIeaVkdCEZftPbOzZs1SeHi4XnnlFf38888KCAjQQw89pOXLl8s0zbzMCAAAConSJVw1tkc9SdI7fxxUWFScxYlQ1Dn0BTA3Nzc98sgjCg4OVkhIiBo0aKAhQ4aoatWqunjxYl5lBAAAhch/mlZSq+pllJBs139/3M1OL+SpHB/NwDAMGYYh0zRltzMnBgAAXGEYhqbcFyRXm5NWHTirJbvCrY6EIsyhMpuQkKCvvvpKnTt3Vp06dbRr1y699957CgsLU8mSnL4OAABcUaNcSQ1uX0OSNPHnEMXEJ1mcCEVVtsvskCFD5O/vr2nTpumuu+7SiRMn9M0336hHjx5ycuJwtQAAIL0h7WsosGwJnY1N0JvL91sdB0VUto9m8MEHH6hKlSoKDAzUqlWrtGrVqkzXW7x4ca6FAwAAhZe7i02T7wnSY3P+1ucbjuk/TSurSYCP1bFQxGS7zPbt21eGYeRlFgAAUMTcXqus7m1SUT9sP6Uxi3fpp+fayNnGJ7rIPdkus/Pnz8/DGAAAoKga27O+VuyLUEh4jOavO6pBbatbHQlFCL8aAQCAPFWulJtGdb9y7NkZwQd06vxlixOhKKHMAgCAPPfwrQFqVrW04hJTNOGnPVbHQRFCmQUAAHnOycnQa/cFydnJ0G8hZxQccsbqSCgiKLMAACBf1K3gpYFtAyVJ43/crUsJyRYnQlFAmQUAAPnmxU61VMnHQ6cuxGvm7wesjoMigDILAADyjaersybf20CSNHftUYWcirE4EQo7yiwAAMhXHeuWV/egCkqxmxrz/S6l2E2rI6EQo8wCAIB8N75XA5V0c9b24+f15cYwq+OgEKPMAgCAfFfB210vd6ktSZq+bJ8iYuMtToTCijILAAAs0bdVNTWs5K3Y+GRN/mWv1XFQSFFmAQCAJWxOhl6/r6GcDOnnHaf014GzVkdCIUSZBQAAlmlY2Vt9W1WTJL36w27FJ6VYGwiFDmUWAABY6uUutVXey01h0XF6/89DVsdBIUOZBQAAlirl7qIJva4ce/aDVYd1KCLW4kQoTCizAADAct2CKqhjXT8lpZga+/1umSbHnkX2UGYBAIDlDMPQxLsbyN3FSX+HRuvrzcf1d2i0tkQa+js0mhMrIEvOVgcAAACQpABfTw29s7be+HWfRi3epSs7Z2367OBm+Xu7a3yv+uoW5G91TBQw7JkFAAAFRuXSHpKka2cZnL4Qr2cWbNWy3eEWpEJBRpkFAAAFQord1GtLMj95Qmq3nfhzCFMOkA5lFgAAFAgbQ6MVfiHr09qaksIvxGtjaHT+hUKBR5kFAAAFQkRs1kU2J+uheKDMAgCAAsGvlHuurofigTILAAAKhBaBvvL3dpeRxfWGJH9vd7UI9M3PWCjgKLMAAKBAsDkZGt+rviRlWmhNSeN71ZfNKau6i+KIMgsAAAqMbkH+mv1YU1XwznwqQWlP13xOhIKOMgsAAAqUbkH+WvNKRy0Y0Fx9a6VowYDmerBZZUnSiG93Ki4x2eKEKEgoswAAoMCxORlqGeirZmVNtQz01X971VdFb3eFRcdp2q/7rI6HAoQyCwAACjwvdxe9cX8jSdKn649p/eEoixOhoKDMAgCAQqFd7XJ6pEUVSdKIb3foUgLTDUCZBQAAhcjYnvVUycdDJ85d1tRfMz/1LYoXyiwAACg0Sro5a/oDV6YbLNgQprWHIi1OBKtRZgEAQKHSpmZZPXbblekGI7/dqdj4JIsTwUqUWQAAUOiM7l5PlUt76OT5y3p9KUc3KM4oswAAoNAp4eas/z3QWJL01cYw/XXgrMWJYBXKLAAAKJRa1Sijfq2qSpJGfbdTMUw3KJYoswAAoNB6pXtdVfH11KkL8XrtF45uUBxRZgEAQKHl6eqsNx9sLMOQFm0+rpX7I6yOhHxGmQUAAIVai0Bf9W9dTZI06rtdunCZ6QbFCWUWAAAUeiO71lW1Mp46HROvyb+EWB0H+YgyCwAACj0PV1vadINvt5zQin1nrI6EfEKZBQAARULzar4a2CZQ0j/TDeKYblAcUGYBAECRMbxrHVUvW0IRsQma+PMeq+MgH1heZmfNmqXAwEC5u7urWbNmWr16dZbrrly5UoZhZPjZt48zfwAAAMndxaY3H2osJ0NavO2kgkOYblDUWVpmFy1apKFDh2rs2LHatm2b2rZtq+7duyssLOy62+3fv1/h4eFpP7Vq1cqnxAAAoKBrWqW0nmxXXZI05vtdOncp0eJEyEuWltkZM2Zo4MCBGjRokOrVq6eZM2cqICBAs2fPvu52fn5+qlChQtqPzWbLp8QAAKAweOnO2qrpV1JnYxM0gekGRZqzVXecmJioLVu2aNSoUemWd+nSRevWrbvutrfccovi4+NVv359vfrqq+rQoUOW6yYkJCghISHtckxMjCQpKSlJSUlMDM9Pqc83zztSMSZwNcYDrnUzY8Im6Y37Guihj/7Wj9tPqUu9cupSv3wuJ0ReceQ1t6zMRkZGKiUlReXLpx9Y5cuX1+nTpzPdxt/fXx999JGaNWumhIQEff755+rUqZNWrlypdu3aZbrN1KlTNXHixAzLf/vtN3l6et78A4HDgoODrY6AAoYxgasxHnCtmxkTHSs66feTTnrl2+063zhFJV1yMRjyTFxcXLbXtazMpjIMI91l0zQzLEtVp04d1alTJ+1yq1atdPz4cb355ptZltnRo0dr2LBhaZdjYmIUEBCgLl26yMvLKxceAbIrKSlJwcHB6ty5s1xceDcBYwLpMR5wrdwYE52S7bpv9nodjLikdfGVNfOeRrmcEnkh9ZP07LCszJYtW1Y2my3DXtiIiIgMe2uv57bbbtOCBQuyvN7NzU1ubm4Zlru4uPBmaRGee1yLMYGrMR5wrZsZEy4u0lsPNdF9s9Zpye7T6tm4ono09M/lhMhtjrzeln0BzNXVVc2aNcvw0UFwcLBat26d7dvZtm2b/P0ZlAAAIHONKvtoSPsakqRXf9ityIsJN9gChYml0wyGDRumxx9/XM2bN1erVq300UcfKSwsTIMHD5Z0ZYrAyZMn9dlnn0mSZs6cqWrVqqlBgwZKTEzUggUL9N133+m7776z8mEAAIAC7vmOtRQcckb7Tsfqvz/s1qxHm2Y5rRGFi6Vltnfv3oqKitKkSZMUHh6uoKAgLV26VFWrVpUkhYeHpzvmbGJiooYPH66TJ0/Kw8NDDRo00JIlS9SjRw+rHgIAACgEXJ2d9OaDjXXv+2v16+7T+mVnuHo1rmh1LOQCy78ANmTIEA0ZMiTT6+bPn5/u8siRIzVy5Mh8SAUAAIqaoEreerZDTb39x0GN+3G3bqteRuVKZfxeDQoXy09nCwAAkF+e7VBT9f29dC4uSa/+sEumaVodCTeJMgsAAIqN1OkGzk6Glu85o592nLI6Em4SZRYAABQr9St66YVOtSRJ437co4iYeIsT4WZQZgEAQLHzTPsaCqrkpQuXkzTme6YbFGaUWQAAUOy42Jz01oNN5GIz9PveCH2/7aTVkZBDlFkAAFAs1alQSkPvrC1JmvDTHp1hukGhRJkFAADF1tPtqqtRZW/FxCdr9GKmGxRGlFkAAFBsOduc9NaDjeVqc9KKfRH6dssJqyPBQZRZAABQrNUqX0ovdb4y3WDSzyEKv3DZ4kRwBGUWAAAUe0+2DVSTAB/FJiRr1HdMNyhMKLMAAKDYc7ZdOZmCq7OTVh04q683H7c6ErKJMgsAACCppl9JjehSR5I0+Ze9CouO0/rDUfpx+0mtPxylFDt7awsiZ6sDAAAAFBQDbg/Usj2nteXYOd05Y5USk+1p1/l7u2t8r/rqFuRvYUJciz2zAAAA/7A5GerV+EpZvbrIStLpC/F6ZsFWLdsdbkU0ZIEyCwAA8I8Uu6kPVx3J9LrUSQYTfw5hykEBQpkFAAD4x8bQaIVfyPpMYKak8Avx2hganX+hcF2UWQAAgH9ExGbvlLbZXQ95jzILAADwD79S7rm6HvIeZRYAAOAfLQJ95e/tLiOL6w1dOapBi0Df/IyF66DMAgAA/MPmZGh8r/qSlGmhNSWN71VfNqes6i7yG2UWAADgKt2C/DX7saaq4J35VALOdFuwcNIEAACAa3QL8lfn+hW0MTRaEbHx8ivlrpUHIvThqiMatXiXmlTxkb+3h9UxIcosAABApmxOhlrVKJN2uVnV0lp/OEo7T1zQsEU7tGBQS6YbFABMMwAAAMgGV2cnvf3wLfJ0tWn9kSh9+NdhqyNBlFkAAIBsCyxbQhPubiBJmvHbAe04ft7aQKDMAgAAOOLBZpXVs6G/ku2mXly4TZcSkq2OVKxRZgEAABxgGIZev6+hKnq762hUnCb8tMfqSMUaZRYAAMBB3p4u+r/eTWQY0jdbTmjJznCrIxVblFkAAIAcaFm9jJ5tX1OSNHrxTp08f9niRMUTZRYAACCHXryzlpoE+CgmPlkvLdyuFDtnVMhvlFkAAIAccrE56e2Hm6iEq00bj0Zr9spDVkcqdiizAAAAN6FqmRKadE+QJOn/fj+obWHnLE5UvFBmAQAAbtJ/mlZSr8YVlWI39eLC7brI4bryDWUWAADgJhmGoSn3BqmSj4fCouM07sfdVkcqNiizAAAAucDbw0UzH24iJ0NavPWkftpxyupIxQJlFgAAIJfcWs1Xz3WsJUka+/0uHY+OszhR0UeZBQAAyEUvdKypplV8FBufrJcWbVdyit3qSEUaZRYAACAXOduc9PbDt6ikm7M2Hzun9/88bHWkIo0yCwAAkMsCfD015d4rh+t6Z8VBbTkWbXGioosyCwAAkAfuvaWS7m3y7+G6YuKTrI5UJFFmAQAA8sike4NUubSHTpy7rHE/cLiuvECZBQAAyCNe7i56++FbZHMy9MP2U/ph20mrIxU5lFkAAIA81Kxqab3wz+G6Xv1ht8KiOFxXbqLMAgAA5LFnO9RQ86qldTEhWUMXbeNwXbmIMgsAAJDHnG1OmvlwE5Vyd9bWsPN6Z8UhqyMVGZRZAACAfFC5tKdeu6+hJOm9FQe16SiH68oNlFkAAIB8cnfjivpP00qym9LQhdt14TKH67pZlFkAAIB8NOmeIFXx9dTJ85f16g+7ZZqm1ZEKNcosAABAPirp5qy3H24im5Ohn3ec0uKtHK7rZlBmAQAA8tktVUrrpTuvHK5r3I+7dTTyksWJCi/KLAAAgAWeaV9TLQJ9dSkxRS8u2q4kDteVI5RZAAAAC9icDP1f7ybycnfWjuPn9fbvB62OVChRZgEAACxSycdDU//TSJL0/spD2nAkyuJEhQ9lFgAAwEI9G/nrwWaVZZrSS4u260Ich+tyBGUWAADAYhPubqDAsiUUfiFeY77fxeG6HECZBQAAsFgJN2fN7N1Ezk6GluwK1zdbTlgdqdCgzAIAABQAjQN8NKxLbUnShJ/2KJTDdWULZRYAAKCAeLpdDd1W3VdxiSl6ceE2XU5M0frDUfpx+0mtPxylFDvTD67lbHUAAAAAXJF6uK5uM1dr54kLav5asC4lpKRd7+/trvG96qtbkL+FKQsW9swCAAAUIP7eHnr41sqSlK7IStLpC/F6ZsFWLdsdbkW0AokyCwAAUICk2E39tCPzspo6yWDizyFMOfgHZRYAAKAA2RgarfAL8Vleb0oKvxCvjaHR+ReqALO8zM6aNUuBgYFyd3dXs2bNtHr16mxtt3btWjk7O6tJkyZ5GxAAACAfRcRmXWRzsl5RZ2mZXbRokYYOHaqxY8dq27Ztatu2rbp3766wsLDrbnfhwgX17dtXnTp1yqekAAAA+cOvlHuurlfUWVpmZ8yYoYEDB2rQoEGqV6+eZs6cqYCAAM2ePfu62z399NPq06ePWrVqlU9JAQAA8keLQF/5e7vLyOJ6Q1eOatAi0Dc/YxVYlh2aKzExUVu2bNGoUaPSLe/SpYvWrVuX5Xbz5s3T4cOHtWDBAk2ZMuWG95OQkKCEhIS0yzExMZKkpKQkJSVx7uP8lPp887wjFWMCV2M84FrFeUyM7V5Hzy/cIUP/fukrlfnP9faUZNlTMtm4CHDkNbeszEZGRiolJUXly5dPt7x8+fI6ffp0ptscPHhQo0aN0urVq+XsnL3oU6dO1cSJEzMs/+233+Tp6el4cNy04OBgqyOggGFM4GqMB1yruI6JJ2obWnzUSecT0++j9XQ2denIFi09ZlGwfBAXF5ftdS0/aYJhpH+BTNPMsEySUlJS1KdPH02cOFG1a9fO9u2PHj1aw4YNS7scExOjgIAAdenSRV5eXjkPDoclJSUpODhYnTt3louLi9VxUAAwJnA1xgOuVdzHRA9JI+2mNh87p4jYBHm5O2vCz3t14ny8dhmBGt+jntUR80zqJ+nZYVmZLVu2rGw2W4a9sBERERn21kpSbGysNm/erG3btum5556TJNntdpmmKWdnZ/3222/q2LFjhu3c3Nzk5uaWYbmLi0ux/IdREPDc41qMCVyN8YBrFecx4SLp9tr/9iIPN1c9+snfWvD3cd1zS2XdWq1ozpt15PW27Atgrq6uatasWYaPDoKDg9W6desM63t5eWnXrl3avn172s/gwYNVp04dbd++XS1btsyv6AAAAJZoU7OsejcPkCS98t1OxScV0UmzDrB0msGwYcP0+OOPq3nz5mrVqpU++ugjhYWFafDgwZKuTBE4efKkPvvsMzk5OSkoKCjd9n5+fnJ3d8+wHAAAoKga06OeVuyP0JGzl/TuioMa0bWu1ZEsZWmZ7d27t6KiojRp0iSFh4crKChIS5cuVdWqVSVJ4eHhNzzmLAAAQHHi7emiyfcEafCCLfpw1RH1aOivBhW9rY5lGcvPADZkyBAdPXpUCQkJ2rJli9q1a5d23fz587Vy5cost50wYYK2b9+e9yEBAAAKkG5BFdQ9qIKS7aZe+W6nklPsVkeyjOVlFgAAAI6beE8Debk7a/fJGM1ZE2p1HMtQZgEAAAohv1LuevWu+pKkGcEHFBp5yeJE1qDMAgAAFFIPNqus22uWVUKyXaO+2ym7/drzhRV9lFkAAIBCyjAMTf1PQ3m42PR3aLQWbjpudaR8R5kFAAAoxAJ8PTW8ax1J0tSle3X6QrzFifIXZRYAAKCQ69+6mpoE+Cg2IVmv/rBbpll8phtQZgEAAAo5m5Ohafc3kovN0O97z2jJrnCrI+UbyiwAAEARUKdCKQ1pX1OSNP7HPTp3KdHiRPmDMgsAAFBEDOlQQ7X8SirqUqImLwmxOk6+oMwCAAAUEW7ONk17oJEMQ1q89aRW7o+wOlKeo8wCAAAUIU2rlFb/1tUkSWO/362LCcnWBspjlFkAAIAiZniXOqpc2kMnz1/Wm8v3Wx0nT1FmAQAAipgSbs56/b6GkqRP1x/VlmPRFifKO5RZAACAIqhd7XJ6oFllmab0yne7lJCcYnWkPEGZBQAAKKJe7VlPZUu66VDERb2/4pDVcfIEZRYAAKCI8vF01aR7GkiSZq08rL3hMRYnyn2UWQAAgCKse1AFdalfXsl2U698t1PJKXarI+UqyiwAAEARZhiGJt8bpFLuztp54oLmrT1qdaRcRZkFAAAo4sp7uWtsj3qSpLeC9+tY1CWLE+UeyiwAAEAx0PvWALWqXkbxSXaNXrxLpmlaHSlXUGYBAACKAcMw9Mb9DeXu4qR1h6P09ebjVkfKFZRZAACAYqJqmRJ6uXMdSdKUJXt1Jibe4kQ3jzILAABQjDzRppoaVfZWbHyyxv242+o4N40yCwAAUIw425w07f5GcnYytHzPGf26K9zqSDeFMgsAAFDM1PP30jPta0iS/vvjHp2PS7Q4Uc5RZgEAAIqh5zrWVI1yJRR5MUGvLdlrdZwco8wCAAAUQ27ONk1/oJEMQ/pmywmtPnjW6kg5QpkFAAAopppV9VW/VtUkSaMX71JcYrK1gXKAMgsAAFCMjehaR5V8PHTi3GW9ufyA1XEcRpkFAAAoxkq4Oeu1+4IkSfPWhWpr2DmLEzmGMgsAAFDMta/jp//cUkmmKY36bqcSk+1WR8o2yiwAAAD037vqq0wJVx04c1GzVh6yOk62UWYBAACg0iVcNeHuBpKk9/88pANnYi1OlD2UWQAAAEiS7mrkrzvr+SkpxdTIb3cqxW5aHemGKLMAAACQJBmGocn3BqmUm7O2Hz+v+euOWh3phiizAAAASOPv7aFRPepKkt5cvl/Ho+MsTnR9lFkAAACk88itVdQy0FeXk1I06rudWn84Uj9uP6n1h6MK3NQDZ6sDAAAAoGBxcjL0xv2N1HnGKq09HKW1h6PSrvP3dtf4XvXVLcjfwoT/Ys8sAAAAMth/OkbJmeyFPX0hXs8s2Kplu8MtSJURZRYAAADppNhNTfw5JNPrUuvtxJ9DCsSUA8osAAAA0tkYGq3wC/FZXm9KCr8Qr42h0fkXKguUWQAAAKQTEZt1kc3JenmJMgsAAIB0/Eq55+p6eYkyCwAAgHRaBPrK39tdRhbXG7pyVIMWgb75GStTlFkAAACkY3MyNL5XfUnKUGhTL4/vVV82p6zqbv6hzAIAACCDbkH+mv1YU1XwTj+VoIK3u2Y/1rTAHGeWkyYAAAAgU92C/NW5fgVtDI1WRGy8/EpdmVpQEPbIpqLMAgAAIEs2J0OtapSxOkaWmGYAAACAQosyCwAAgEKLMgsAAIBCizILAACAQosyCwAAgEKLMgsAAIBCizILAACAQosyCwAAgEKLMgsAAIBCizILAACAQosyCwAAgEKLMgsAAIBCizILAACAQsvZ6gD5zTRNSVJMTIzFSYqfpKQkxcXFKSYmRi4uLlbHQQHAmMDVGA+4FmOi+Ertaam97XqKXZmNjY2VJAUEBFicBAAAANcTGxsrb2/v665jmNmpvEWI3W7XqVOnVKpUKRmGYXWcYiUmJkYBAQE6fvy4vLy8rI6DAoAxgasxHnAtxkTxZZqmYmNjVbFiRTk5XX9WbLHbM+vk5KTKlStbHaNY8/Ly4k0J6TAmcDXGA67FmCiebrRHNhVfAAMAAEChRZkFAABAoUWZRb5xc3PT+PHj5ebmZnUUFBCMCVyN8YBrMSaQHcXuC2AAAAAoOtgzCwAAgEKLMgsAAIBCizILAACAQosyCwAAgEKLMotcNWvWLAUGBsrd3V3NmjXT6tWrs1x38eLF6ty5s8qVKycvLy+1atVKy5cvz8e0yGuOjIerrV27Vs7OzmrSpEneBkS+c3RMJCQkaOzYsapatarc3NxUo0YNzZ07N5/SIj84Oia++OILNW7cWJ6envL399cTTzyhqKiofEqLgogyi1yzaNEiDR06VGPHjtW2bdvUtm1bde/eXWFhYZmu/9dff6lz585aunSptmzZog4dOqhXr17atm1bPidHXnB0PKS6cOGC+vbtq06dOuVTUuSXnIyJhx56SH/88YfmzJmj/fv366uvvlLdunXzMTXykqNjYs2aNerbt68GDhyoPXv26JtvvtGmTZs0aNCgfE6OgoRDcyHXtGzZUk2bNtXs2bPTltWrV0/33nuvpk6dmq3baNCggXr37q1x48blVUzkk5yOh4cffli1atWSzWbTDz/8oO3bt+dDWuQHR8fEsmXL9PDDD+vIkSPy9fXNz6jIJ46OiTfffFOzZ8/W4cOH05a9++67mj59uo4fP54vmVHwsGcWuSIxMVFbtmxRly5d0i3v0qWL1q1bl63bsNvtio2N5T+tIiCn42HevHk6fPiwxo8fn9cRkc9yMiZ++uknNW/eXNOnT1elSpVUu3ZtDR8+XJcvX86PyMhjORkTrVu31okTJ7R06VKZpqkzZ87o22+/Vc+ePfMjMgooZ6sDoGiIjIxUSkqKypcvn255+fLldfr06WzdxltvvaVLly7poYceyouIyEc5GQ8HDx7UqFGjtHr1ajk789ZU1ORkTBw5ckRr1qyRu7u7vv/+e0VGRmrIkCGKjo5m3mwRkJMx0bp1a33xxRfq3bu34uPjlZycrLvvvlvvvvtufkRGAcWeWeQqwzDSXTZNM8OyzHz11VeaMGGCFi1aJD8/v7yKh3yW3fGQkpKiPn36aOLEiapdu3Z+xYMFHHmPsNvtMgxDX3zxhVq0aKEePXpoxowZmj9/PntnixBHxkRISIheeOEFjRs3Tlu2bNGyZcsUGhqqwYMH50dUFFDs/kCuKFu2rGw2W4bfpiMiIjL81n2tRYsWaeDAgfrmm29055135mVM5BNHx0NsbKw2b96sbdu26bnnnpN0pciYpilnZ2f99ttv6tixY75kR97IyXuEv7+/KlWqJG9v77Rl9erVk2maOnHihGrVqpWnmZG3cjImpk6dqjZt2mjEiBGSpEaNGqlEiRJq27atpkyZIn9//zzPjYKHPbPIFa6urmrWrJmCg4PTLQ8ODlbr1q2z3O6rr75S//799eWXXzLnqQhxdDx4eXlp165d2r59e9rP4MGDVadOHW3fvl0tW7bMr+jIIzl5j2jTpo1OnTqlixcvpi07cOCAnJycVLly5TzNi7yXkzERFxcnJ6f01cVms0m6skcXxZQJ5JKFCxeaLi4u5pw5c8yQkBBz6NChZokSJcyjR4+apmmao0aNMh9//PG09b/88kvT2dnZfP/9983w8PC0n/Pnz1v1EJCLHB0P1xo/frzZuHHjfEqL/ODomIiNjTUrV65sPvDAA+aePXvMVatWmbVq1TIHDRpk1UNALnN0TMybN890dnY2Z82aZR4+fNhcs2aN2bx5c7NFixZWPQQUAEwzQK7p3bu3oqKiNGnSJIWHhysoKEhLly5V1apVJUnh4eHpjh344YcfKjk5Wc8++6yeffbZtOX9+vXT/Pnz8zs+cpmj4wFFn6NjomTJkgoODtbzzz+v5s2bq0yZMnrooYc0ZcoUqx4CcpmjY6J///6KjY3Ve++9p5dfflk+Pj7q2LGjpk2bZtVDQAHAcWYBAABQaDFnFgAAAIUWZRYAAACFFmUWAAAAhRZlFgAAAIUWZRYAAACFFmUWAAAAhRZlFgAAAIUWZRYAAACFFmUWAPLY0aNHZRiGtm/fnq/3u3LlShmGofPnz9/U7RiGoR9++CHL6616fAAgUWYB4KYYhnHdn/79+1sdEQCKNGerAwBAYRYeHp7290WLFmncuHHav39/2jIPDw+dO3fO4dtNSUmRYRhycmKfAwBcD++SAHATKlSokPbj7e0twzAyLEt15MgRdejQQZ6enmrcuLHWr1+fdt38+fPl4+OjX375RfXr15ebm5uOHTumxMREjRw5UpUqVVKJEiXUsmVLrVy5Mm27Y8eOqVevXipdurRKlCihBg0aaOnSpekybtmyRc2bN5enp6dat26drmxL0uzZs1WjRg25urqqTp06+vzzz6/7mDdu3KhbbrlF7u7uat68ubZt23YTzyAA3BzKLADkk7Fjx2r48OHavn27ateurUceeUTJyclp18fFxWnq1Kn65JNPtGfPHvn5+emJJ57Q2rVrtXDhQu3cuVMPPvigunXrpoMHD0qSnn32WSUkJOivv/7Srl27NG3aNJUsWTLD/b711lvavHmznJ2dNWDAgLTrvv/+e7344ot6+eWXtXv3bj399NN64okn9Oeff2b6GC5duqS77rpLderU0ZYtWzRhwgQNHz48D54tAMgmEwCQK+bNm2d6e3tnWB4aGmpKMj/55JO0ZXv27DElmXv37k3bVpK5ffv2tHUOHTpkGoZhnjx5Mt3tderUyRw9erRpmqbZsGFDc8KECZnm+fPPP01J5u+//562bMmSJaYk8/Lly6Zpmmbr1q3NJ598Mt12Dz74oNmjR4+0y5LM77//3jRN0/zwww9NX19f89KlS2nXz54925Rkbtu2LaunBgDyDHtmASCfNGrUKO3v/v7+kqSIiIi0Za6urunW2bp1q0zTVO3atVWyZMm0n1WrVunw4cOSpBdeeEFTpkxRmzZtNH78eO3cudOh+927d6/atGmTbv02bdpo7969mT6GvXv3qnHjxvL09Exb1qpVq+w9AQCQB/gCGADkExcXl7S/G4YhSbLb7WnLPDw80panXmez2bRlyxbZbLZ0t5U6lWDQoEHq2rWrlixZot9++01Tp07VW2+9peeffz7b93v1fUqSaZoZll19HQAUJOyZBYAC6pZbblFKSooiIiJUs2bNdD8VKlRIWy8gIECDBw/W4sWL9fLLL+vjjz/O9n3Uq1dPa9asSbds3bp1qlevXqbr169fXzt27NDly5fTlm3YsMHBRwYAuYcyCwAFVO3atfXoo4+qb9++Wrx4sUJDQ7Vp0yZNmzYt7YgFQ4cO1fLlyxUaGqqtW7dqxYoVWRbRzIwYMULz58/XBx98oIMHD2rGjBlavHhxll/q6tOnj5ycnDRw4ECFhIRo6dKlevPNN3Pl8QJATlBmAaAAmzdvnvr27auXX35ZderU0d13362///5bAQEBkq4cj/bZZ59VvXr11K1bN9WpU0ezZs3K9u3fe++9evvtt/W///1PDRo00Icffqh58+apffv2ma5fsmRJ/fzzzwoJCdEtt9yisWPHatq0abnxUAEgRwyTCVAAAAAopNgzCwAAgEKLMgsAAIBCizILAACAQosyCwAAgEKLMgsAAIBCizILAACAQosyCwAAgEKLMgsAAIBCizILAACAQosyCwAAgEKLMgsAAIBC6/8BAknqXXy1vy8AAAAASUVORK5CYII=",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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boVCga9euWLt2La5duwalUonmzZvjnXfeqXWaupo8ytc1KCgIO3bswMyZMzF27Fg0btwYo0ePxn/+8x+88sorD/MREJkdiSAIgthFEBERERHVF47hJSIiIiKTxsBLRERERCaNgZeIiIiITBoDLxERERGZNAZeIiIiIjJpDLxEREREZNI4D2811Go1bt26BXt7+2qXISUiIiIicQmCgIKCAjRt2rTKXOGVMfBW49atW/Dy8hK7DCIiIiJ6gBs3bmhWtKwJA281KtaZv3HjBhwcHESuxrwolUps374dERERmtWayHyxPVBlbBNUGduE+crPz4eXl5cmt9WGgbcaFcMYHBwcGHgNTKlUwsbGBg4ODvzGRWwPVAXbBFXGNkG6DD/lTWtEREREZNIYeImIiIjIpDHwEhEREZFJ4xjehyQIAsrKyqBSqcQuxaQolUpYWFiguLjY7D5bmUwGCwsLToVHRERUxxh4H0JpaSnS0tJQVFQkdikmRxAEuLu748aNG2YZ/GxsbODh4QErKyuxSyEiIjIZDLx6UqvVSE5OhkwmQ9OmTWFlZWWWway+qNVq3L17F3Z2dg+cRNqUCIKA0tJSZGZmIjk5Gf7+/mb1/omIiOoTA6+eSktLoVar4eXlBRsbG7HLMTlqtRqlpaVQKBRmF/isra1haWmJ69evaz4DIiIienTmlSjqkLmFMTIMtisiIqK6x/9diYiIiMikMfASERERkUlj4BWRSi3g4JVs/JGYioNXsqFSC2KXVO/mz5+Pjh07il0GERERmREGXpFsPZOGxz/Zief/ewhv/JyI5/97CI9/shNbz6TV22uOGzcOEomkyuPy5csAgL1792LIkCFo2rQpJBIJfv/99wdeMzo6GhKJBG3atKmy75dffoFEIoGPj49m26xZs/DPP//U1VvSWWFhId555x20aNECCoUCTZo0wRNPPIEtW7YYvBYiIiIyLAZeEWw9k4bJ604gLa9Ya3t6XjEmrztRr6F3wIABSEtL03r4+voCKA+FHTp0wFdffaXXNW1tbZGRkYGDBw9qbf/hhx/QvHlzrW12dnZwdnZ+6PqVSuVDnTdp0iT8/vvv+Oqrr3D+/Hls3boV//nPf5Cdnf3QtTxIaWlpvV2biIiIdMfAWwcEQUBRaZlOj4JiJeb9eRbVDV6o2Db/zyQUFCt1up4g6DcMQi6Xw93dXeshk8kAAAMHDsTChQsxbNgwva5pYWGBUaNG4YcfftBsu3nzJnbv3o1Ro0ZpHVvdkIYffvgBbdu2hVwuh6enJ9566y3NPolEgm+++QZDhw6Fra0tFi5cCABYuXIl/Pz8YGVlhdatW2Pt2rW11rh582a8++67GDRoEHx8fBASEoLXX38dY8eO1RxTUlKCt99+G15eXpDL5fD398f333+v2b9nzx506dIFcrkcHh4emD17NsrKyjT7n3jiCbz22muYMWMGXFxc0K9fPwBAUlISBg0aBDs7O7i5uWH06NHIysrS8dMlIiJjZo7DExsizsNbB+4pVQicu61OriUASM8vRrv523U6PmlBf9hYif9lnDBhAnr27Illy5bBxsYG0dHRGDBgANzc3Go9b+XKlZgxYwY+/vhjDBw4EHfu3MHOnTu1jpk3bx4WLVqEJUuWQCaTYdOmTXjjjTewdOlS9O3bF1u2bMFLL72EZs2aoXfv3tW+jru7O2JjYzFs2DDY29tXe8yYMWNw8OBBLF++HB06dEBycrImmKampmLQoEEYN24c1qxZg/Pnz+Pll1+GQqHA/PnzNdf48ccfMXnyZBw4cACCICAtLQ29evXCyy+/jMWLF+PevXt45513MGLEiCrvk4iIGpatZ9IQtTlJ6ze2Ho4KzBsSiAFBHiJWRpWJn5TIoLZs2QI7OzvN84EDB+LXX3995Ot27NgRfn5++O233zB69GhER0dj8eLFuHr1aq3nLVy4EDNnzsQbb7wBoHzhidatW2sdM2rUKIwfP17r+bhx4zBlyhQAwIwZM3Do0CF8/vnnNQbeVatW4YUXXoCzszM6dOiAxx9/HMOHD0dYWBgA4OLFi/jll18QFxeHvn37AgBatGihOX/FihXw8vLCV199BYlEgoCAANy6dQvvvPMO5s6dq5k/t2XLlvj00081582dOxedOnXCRx99pNn2ww8/wMvLCxcvXkSrVq1q/2CJiMgoVQxPrNyfWzE8ceWLnRh6jQgDbx2wtpQhaUF/nY49kpyDcauPPvC46JceQxdfJ51eWx+9e/fGypUrNc9tbW31Or8248ePx+rVq9G8eXPcvXsXgwYNqnU8cEZGBm7duoXw8PBar9u5c2et5+fOncMrr7yitS0sLAzLli2r8Ro9e/bE1atXcejQIRw4cAA7d+7EsmXLEBUVhffffx+JiYmQyWTo1atXteefO3cOoaGhWstIh4WF4e7du7h586ZmrHLlWo8fP45du3Zp/ZBR4cqVKwy8REQNkEotIGpzUo3DEyUAojYnoV+gO2RSSTVHkaEx8NYBiUSi87CCHv5N4OGoQHpecbX/UCQA3B0V6OHfpF7+kdja2qJly5Z1fl0AeOGFF/D2229j/vz5GDNmDCwsav9MrK2tdbpudaH8/uAJlI+jrrytMktLS/To0QM9evTA7NmzsXDhQixYsADvvPPOA2up7voV46fv3165VrVajSFDhuCTTz6pck0PD/7kT0TUEO29mFnlxvP7CQDS8opxJDkHoX4Pf6M21R3etGZgMqkE84YEAigPt/ereD5vSGCD/InQyckJTz31FPbs2aM1BKEm9vb28PHx0XuasjZt2mD//v1a2+Lj46udGq02gYGBKCsrQ3FxMdq1awe1Wo09e/bUeGx8fLzWTYLx8fGwt7eHp6dnja/RqVMnnD17Fj4+PmjZsqXWoy5714mIqH7lFpXit+M3MfHHY3h5zTGdzskoqDkUk2Ex8IpgQJAHVr7YCe6OCq3t7o4KUcf83L17F4mJiUhMTAQAJCcnIzExESkpKTpfIzo6GllZWQgICNDp+Pnz5+OLL77A8uXLcenSJZw4cQKrVq2q9Zy33noL0dHR+Oabb3Dp0iUsXrwYGzduxKxZs2o854knnsC3336L48eP49q1a4iNjcW7776L3r17w8HBAT4+Phg7dizGjx+P33//HcnJydi9ezd++eUXAMCUKVNw48YNvP766zh//jz++OMPzJs3DzNmzNCM363O1KlTkZOTg+effx5HjhzB1atXsX37dowfPx4qlUqnz4iIiMRxO78Yaw9ewwvfHULIwh2Y9etJ7Dh3G2U6zsTgaq948EFkEBzSIJIBQR7oF+iOI8k5yCgohqu9Al18nUTt2T127JjWTV8zZswAAIwdOxbR0dE6XcPa2lrnoQoV1y4uLsaSJUswa9YsuLi4YMiQIbWe8/TTT2PZsmX47LPPMG3aNPj6+mL16tV44oknajynf//++PHHH/Huu++iqKgITZs2xeDBgzF37lzNMStXrsS7776LKVOmIDs7G82bN8e7774LAPD09ERsbCzeeustdOjQAU5OTpgwYQLee++9Wmtt2rQpDhw4gHfeeQf9+/dHSUkJvL29MWDAgFqDMhERieNaViG2nk3HtrPpSEjJ1doX4G6PAUHu6NvGDRPXHMPtGoYnAoCLnVyne3HIMCSCvhO5moH8/Hw4OjoiLy8PDg4OWvuKi4uRnJwMX19fKBT8ya2uqdVq5Ofnw8HBwSwDIduXNqVSidjYWAwaNAiWlpZil0NGgG2CKnvUNiEIApLS8rHt7G1sO5OOC7cLtPZ3at4IA4Lc0b+tO7yd/38oWsUsDQCqDb02VjL88moogjwd9a6JdFNbXquMPbxERERkVtRqASdS7mDb2XRsPZuOGzn3NPsspBKE+jkjoq07IgLd4OZQfedDxfDEyvPwujvIYW0lQ3JWEUb99xDWTuiKDl6N6vst0QMw8BIREVGDpFILOJycg+NZEjgn5yC0pWuNQwNLy9Q4dDUbW8+mIy7pNjILSjT7FJZS9PRvggFB7ggPcIOjjW49xTUNTywqLcNLq4/i2PU7ePG7w4ge3wUh3o3r5D3Tw2HgJSIiogZHe5UzGdZcOlZllbN7pSrsuZiJbWfTsePcbRQU//9y8PYKC/Rt44b+bd3Qs1WTh161VPZvj/D97BWW+HF8F4yPPorDyTkY83156H3Mh2N6xcLAS0RERA3Kg1Y5G9vdG2l5xdhzMRPFSrVmv4udHBFt3TCgrTu6tXCGlUX93StiK7fA6pcew8QfjyH+SjbG/nAEP4x7DN1acF5eMTDwPiTe60f1ge2KiKh2D1rlDACi469rtnk5WWNA2/KbzoKbNzbobEg2Vhb4YdxjeHnNMey7lIVxq4/g+7GPIayli8FqoHIMvHqquAO0qKhIr+m3iHRRVFQEALz7nIioBkeSc2pd5azCsE6emPC4LwI9HB64Emd9UljK8N8xnTFp3XHsvpCJ8dFHsWpMZ/Rq1US0mswRA6+eZDIZGjVqhIyMDACAjY2NqP+QTI1arUZpaSmKi4vNaloyQRBQVFSEjIwMNGrUCDKZTOySiIiMkq6rl/Vq1QRtmxrHlGAKSxm+HR2Cqf87gR3nMvDyj8fw7egQ9A5wFbs0s8HA+xDc3d0BQBN6qe4IgoB79+7B2traLH+QaNSokaZ9ERFRVbquXmZsq5zJLWRY8UIIXl9/AtvO3sYra49hxQsh6BfoJnZpZoGB9yFIJBJ4eHjA1dUVSqVS7HJMilKpxN69e9GzZ0+z+7W+paUle3aJiB6gi68TPBwVNQ5rkABwd1QY5SpnVhZSfDWqE6b/nIi/Tqdh8rrj+GpUsGZWCao/DLyPQCaTMaDUMZlMhrKyMigUCrMLvERE9GAyqQTPd2mOxXEXq+yr+L3gvCGBBr05TR+WMimWPdcRMqkEf568hak/JWDZcwIGt28qdmkmzXwGSRIREVGDJwgC9lzMBFC+fO/93B0VWPliJ6PvMbWQSbFkZEcMC/aESi1g2voE/JGYKnZZJo09vERERNRg7LqQgePX70BuIUXcm72QnJmP7fsOI6JH11pXWjM2MqkEnz3bATKpBL8ev4k3YxJRphLwn5BmYpdmkhh4iYiIqEFQqwV8tq18KMO47j7wbGwNVzsLZJ8T0NXXqcGE3QoyqQSf/Kc9LGRSrD+Sglm/nYRKLWDEY15il2ZyOKSBiIiIGoTNp27hXFo+7OUWmNTLT+xy6oRUKsGHTwdhdDdvCALw9oZT+N/h6w8+kfTCwEtERERGT6lSY8m/N6q93LMFGttaiVxR3ZFKJVgwtC1eCvMBAMzZdAZrDl4TtSZTw8BLRERERu/XYzdxLbsIzrZWGP+4r9jl1DmJRIK5gwPxSs8WAIC5f5zF9/uTRa7KdDDwEhERkVErVqqw/J9LAIApvVvCTm6atyBJJBJEDgzAlCfKh2t8sCUJq/ZeEbkq08DAS0REREZt7cHrSM8vRlNHBV7o2lzscuqVRCLBW/1bY1q4PwDgo9jz+HrXZZGravgYeImIiMhoFRQrsWJ3eeCb3rcVFJamv+CTRCLBjH6tMKNfKwDAZ9suYNmOSyJX1bAx8BIREZHR+m5fMu4UKdGiiS2GdfIUuxyDmhbuj7cHtAYALNlxEYu3X4AgCCJX1TAx8BIREZFRyr5bgu/2XQUAzOzXGhYy84stU55oiTmD2gAAlu+8jE+3MfQ+DPNrOURERNQgrNx9BYWlKrRt6oCBQe5ilyOal3u2wNzBgQDKP5OPYs8x9OqJgZeIiIiMzq3ce1hzqHwBhrf6t4a0ga2iVtfGP+6LBUPbAgD+uy8ZC7YkMfTqwTTn9SAiIqIG7cudl1BapkYXXyf0atVE7HKMwphQH1hIpXh302msPnANZSoBUU+1hQDgSHIOMgqK4WqvQJcGuMxyfWPgJSIiIqNyNfMufjl2EwDwdv/WkEgY3iqM6tocFlIJ3tl4CmsPXUdy1l1czihEen6x5hgPRwXmDQnEgCAPESs1LhzSQEREREZlcdxFqNQC+gS4orOPk9jlGJ0Rj3nh8+EdIAGw/3K2VtgFgPS8YkxedwJbz6SJU6AREj3wrlixAr6+vlAoFAgJCcG+fftqPHb37t2QSCRVHufPn9ccEx0dXe0xxcXFNV6XiIiIjMPZW3nYcqo8qM2KaC1yNcbr6WBPOFpbVruvYmRv1OYkqNQc5wuIPKQhJiYG06dPx4oVKxAWFoZvv/0WAwcORFJSEpo3r3kllQsXLsDBwUHzvEkT7bE9Dg4OuHDhgtY2hUJRt8UTERFRnft8W/n/30M6NEVgU4cHHG2+jiTnIPeessb9AoC0vGIcSc5BqJ+z4QozUqIG3sWLF2PChAmYOHEiAGDp0qXYtm0bVq5ciUWLFtV4nqurKxo1alTjfolEAnd3852+hIiIqCE6ei0Huy5kQiaVaFYZo+plFOj2m2tdjzN1ogXe0tJSHD9+HLNnz9baHhERgfj4+FrPDQ4ORnFxMQIDA/Hee++hd+/eWvvv3r0Lb29vqFQqdOzYER988AGCg4NrvF5JSQlKSko0z/Pz8wEASqUSSmXNPz1R3av4vPm5E8D2QFWxTZguQRDwyd/nAADDOzVFM0crnb7O5tomnG10i3DONhYm+9no875EC7xZWVlQqVRwc3PT2u7m5ob09PRqz/Hw8MCqVasQEhKCkpISrF27FuHh4di9ezd69uwJAAgICEB0dDTatWuH/Px8LFu2DGFhYTh58iT8/f2rve6iRYsQFRVVZfv27dthY2PziO+UHkZcXJzYJZARYXugytgmTE/SHQmOXZfBQiIgUH0dsbHX9Trf3NqEWgAaWcmQWwoA1c1iIaCRFZCZdAix5wxcnIEUFRXpfKxEEGnW4lu3bsHT0xPx8fEIDQ3VbP/www+xdu1arRvRajNkyBBIJBL8+eef1e5Xq9Xo1KkTevbsieXLl1d7THU9vF5eXsjKytIaK0z1T6lUIi4uDv369YOlZfWD8cl8sD1QZWwTpkmtFvDMN4eQlFaACWHemD1A95vVzLlNbDt7G6//fBLA/9+oVkEC4MvnOqB/W7cq55mK/Px8uLi4IC8v74F5TbQeXhcXF8hksiq9uRkZGVV6fWvTrVs3rFu3rsb9UqkUjz32GC5dulTjMXK5HHK5vMp2S0tLs/vHYyz42dP92B6oMrYJ07Ll1C0kpRXATm6BqX1aPdTX1hzbxOCOzWBhIUPU5iSk5WmP1Z07JBCDOzYTqTLD0OfrLdq0ZFZWVggJCanyK4i4uDh0795d5+skJCTAw6PmiZUFQUBiYmKtxxAREZE4ylRqLN5+EQAwsYcvnGytRK6oYRkQ5IH97/TB+pe7YdlzHfGYT2MAwOmbeSJXZlxEnaVhxowZGD16NDp37ozQ0FCsWrUKKSkpmDRpEgAgMjISqampWLNmDYDyWRx8fHzQtm1blJaWYt26ddiwYQM2bNiguWZUVBS6desGf39/5OfnY/ny5UhMTMTXX38tynskIiKimm04cRNXswrR2MYSEx73FbucBkkmlWimHmvhYochX+3HHydv4Y2+/vB2thW5OuMgauAdOXIksrOzsWDBAqSlpSEoKAixsbHw9vYGAKSlpSElJUVzfGlpKWbNmoXU1FRYW1ujbdu2+OuvvzBo0CDNMbm5uXjllVeQnp4OR0dHBAcHY+/evejSpYvB3x8RERHVrFipwtId5UMOp/ZuCXuFeQ1JqA/tmjmiV6sm2HMxE9/suYJFw9qLXZJREDXwAsCUKVMwZcqUavdFR0drPX/77bfx9ttv13q9JUuWYMmSJXVVHhEREdWT/x1OQVpeMTwcFXixm7fY5ZiM1/u0xJ6Lmfjt+E1MC/eHh6O12CWJTvSlhYmIiMj83C0pw9e7LgMApoX7Q2EpE7ki09HZxwldfZ2gVAn4ds9VscsxCgy8REREZHA/7E9GTmEpfF1sMTzEtGcTEMPrfcrXHlh/JAWZBSUPONr0MfASERGRQd0pLMV/95b3PL7ZrxUsZYwjdS2spTM6ejVCSZka3+1nLy9bGBERERnUN3uuoKCkDIEeDhjcjtOG1geJRILX+7QEAKw7eB25RaUiVyQuBl4iIiIymPS8YkTHXwMAvNW/NaTS6pbFpbrQJ8AVbTwcUFiqwuoD18QuR1QMvERERGQwy3deQkmZGp29G+OJ1k3ELsekSSQSvNa7vJd39YFkFBQrRa5IPAy8REREZBDXsgrxy9EbAIC3BwRAImHvbn0bEOQOvya2yC8uw7pDKQ8+wUQx8BIREZFBLNlxEWVqAb1aNUEXXyexyzELMqkEU//t5f1u31XcK1WJXJE4GHiJiIio3p1Ly8efJ28BKB+7S4bzVIem8HKyRnZhKdYfMc9eXgZeIiIiqndfbL8AQQCebO+BIE9HscsxKxYyKSb3Ku/l/XbvFZSUmV8vLwMvERER1avj13Ow41wGZFIJZvRrJXY5Zuk/IZ5wd1Dgdn4JNhxPFbscg2PgJSIionojCAI+3XoBADC8UzP4NbETuSLzJLeQ4ZWeLQAAK3ZfhlKlFrkiw2LgJSIionqz71IWDifnwEomxbS+/mKXY9ae79IczrZWuHnnHv5MvCV2OQbFwEtERET1QhAEfLatvHf3xW7e8GxkLXJF5s3aSoaJPcp7eb/efRkqtSByRYbDwEtERET1YuuZdJxOzYOtlQxTe/uJXQ4BeLFbczhaW+JqZiG2nkkXuxyDYeAlIiKiOlemUuPz7eW9uxMe94WznVzkiggA7BWWGNfdBwDw5c5LEATz6OVl4CUiIqI6tykhFVcyC9HIxhIT/71ZiozDS2E+sLWS4Xx6Af45lyF2OQbBwEtERER1qqRMhaU7LgEAJvfyg4PCUuSK6H6NbKwwOtQHAPDVrstm0cvLwEtERER1av3hFKTm3oObgxxj//31ORmXiT18obCUIvFGLg5czha7nHrHwEtERER1prCkDF/tugwAmBbuD4WlTOSKqDoudnI891hzAOVjeU0dAy8RERHVmej4a8i6WwpvZxuM6OwldjlUi1d7tYClTILDyTk4ei1H7HLqFQMvERER1YncolJ8s+cKAGBGv1awlDFmGDMPR2sMDyn/oeSrnZdFrqZ+sSUSERFRnfhmz1UUFJchwN0eQ9o3Fbsc0sHkXn6QSSXYczETp27mil1OvWHgJSIiokeWkV+M6PhkAMCsiNaQSiUiV0S6aO5sg6Edyn84MeVeXgZeIiIiemRf7ryMYqUanZo3QngbV7HLIT1M6e0HiQTYnnQbF9ILxC6nXjDwEhER0SNJyS7C+iMpAIC3+gdAImHvbkPS0tUeg4I8AABf7zLNXl4GXiIiInokS3dcRJlaQA9/F4T6OYtdDj2EKb39AABbTt3C1cy7IldT9xh4iYiISC8qtYCDV7LxR2Iqfjl6AxsTUgEAb/VvLXJl9LDaNnVEeIAr1AKwcvcVscupcxZiF0BEREQNx9YzaYjanIS0vGKt7cFejdC+WSNxiqI6MbVPS/xzPgObElLxRl9/NGtsI3ZJdYY9vERERKSTrWfSMHndiSphFwASbuRi65k0EaqiutKpeWM83tIFZWoB3+65KnY5dYqBl4iIiB5IpRYQtTkJQg37JQCiNidBpa7pCGoIpvZuCQCIOXYDt/Or/mDTUDHwEhER0QMdSc6ptme3ggAgLa8YR5JNe4laU9ethRM6ezdGaZka/91rOr28DLxERET0QBkFuvX26XocGSeJRILX+pT38v7vcApyCktFrqhuMPASERHRA7naK+r0ODJevVo1QTtPR9xTqvDD/mSxy6kTDLxERET0QF18neDhqEBNS0pIAHg4KtDF18mQZVE9kEgkmrG8P8ZfQ949pcgVPToGXiIiInogmVSCeUMCq91XEYLnDQmETMpV1kxBRKAbWrnZoaCkDGsPXhO7nEfGwEtEREQ6GRDkgbnVhF53RwVWvtgJA/5dnpYaPqn0/3t5v9+fjMKSMpErejRceIKIiIh0lnW3BED5QhPjwnzgal8+jIE9u6ZncPumWBJ3Edeyi/DT4RS83LOF2CU9NPbwEhERkU7UagG/J9wCAEzo4YuhHT0R6ufMsGuiZFIJpjxR3su7at9VFCtVIlf08Bh4iYiISCeHk3OQmnsP9nIL9G3jJnY5ZABPB3vCs5E1MgtK8OuxG2KX89AYeImIiEgnmxJuAgAGtfOAwlImcjVkCFYWUkzqVT6U4Zs9V1Fapha5oofDwEtEREQPVKxUIfZ0OgBgWCdPkashQ3q2sxea2MuRmnsPvyekil3OQ2HgJSIiogfannQbd0vK4NnIGo/5cK5dc6KwlOGVHuW9vCt2X4ZKLYhckf4YeImIiOiBNp0oH87wTLAnpLxJzeyM6tocjW0scS27CFtO3RK7HL0x8BIREVGtMgtKsPdSFgDgGQ5nMEu2cguMD/MFAHy96zLUDayXl4GXiIiIavXnyVtQqQV08GoEvyZ2YpdDIhnT3Qf2cgtcvH0X25Nui12OXhh4iYiIqFYVszP8h727Zs3R2hJju/sAKO/lFYSG08sreuBdsWIFfH19oVAoEBISgn379tV47O7duyGRSKo8zp8/r3Xchg0bEBgYCLlcjsDAQGzatKm+3wYREZFJuni7AGdS82EhlWBw+6Zil0MiG/+4L6wtZTidmoc9FzPFLkdnogbemJgYTJ8+HXPmzEFCQgJ69OiBgQMHIiUlpdbzLly4gLS0NM3D399fs+/gwYMYOXIkRo8ejZMnT2L06NEYMWIEDh8+XN9vh4iIyORsPFE+DdUTrV3hZGslcjUkNidbK7zQtTkA4MudDaeXV9TAu3jxYkyYMAETJ05EmzZtsHTpUnh5eWHlypW1nufq6gp3d3fNQyb7/8mvly5din79+iEyMhIBAQGIjIxEeHg4li5dWs/vhoiIyLSo1AL+SCwPvBzOQBVe7tkCVhZSHL9+B4eu5ohdjk4sxHrh0tJSHD9+HLNnz9baHhERgfj4+FrPDQ4ORnFxMQIDA/Hee++hd+/emn0HDx7Em2++qXV8//79aw28JSUlKCkp0TzPz88HACiVSiiVSl3fEtWBis+bnzsBbA9UFduEYcVfyUZaXjEcFBbo0dLJKD93tgnDc7KW4dlOnvjfkRv4cudFdG7eWZQ69PmaixZ4s7KyoFKp4OamvRa3m5sb0tPTqz3Hw8MDq1atQkhICEpKSrB27VqEh4dj9+7d6NmzJwAgPT1dr2sCwKJFixAVFVVl+/bt22FjY6PvW6M6EBcXJ3YJZETYHqgytgnD+N9lKQApghxK8c/2rWKXUyu2CcNqWQZIJTLEX8nBiphY+NgbvoaioiKdjxUt8FaQSLQnrxYEocq2Cq1bt0br1q01z0NDQ3Hjxg18/vnnmsCr7zUBIDIyEjNmzNA8z8/Ph5eXFyIiIuDg4KDX+6FHo1QqERcXh379+sHS0lLsckhkbA9UGduE4RSVluHd43sAqDDtqa4I8W4sdknVYpsQzxmcwYYTt5CodMeUQZ0M/voVv5HXhWiB18XFBTKZrErPa0ZGRpUe2tp069YN69at0zx3d3fX+5pyuRxyubzKdktLS/7jEQk/e7of2wNVxjZR/3adyUBhqQrNnWzQ1a9JrR1HxoBtwvCm9vbHpoRb2HUhCxczi9C2qaNBX1+fr7doN61ZWVkhJCSkyq8g4uLi0L17d52vk5CQAA8PD83z0NDQKtfcvn27XtckIiIydxsTym9WezrY0+jDLomjRRM7zVR1K3ZdEbma2ok6pGHGjBkYPXo0OnfujNDQUKxatQopKSmYNGkSgPKhBqmpqVizZg2A8hkYfHx80LZtW5SWlmLdunXYsGEDNmzYoLnmG2+8gZ49e+KTTz7B0KFD8ccff2DHjh3Yv3+/KO+RiIioocnIL8b+S+VzrA4L5uwMVLOpvVviz5O38NfpNPQ+fgOWMilc7RXo4usEmdR4flASNfCOHDkS2dnZWLBgAdLS0hAUFITY2Fh4e3sDANLS0rTm5C0tLcWsWbOQmpoKa2trtG3bFn/99RcGDRqkOaZ79+74+eef8d577+H999+Hn58fYmJi0LVrV4O/PyIiooboj8RbUAtAp+aN4ONiK3Y5ZMRau9ujQzNHnLyZh1m/ntJs93BUYN6QQAwI8qjlbMMR/aa1KVOmYMqUKdXui46O1nr+9ttv4+23337gNYcPH47hw4fXRXlERERmp2I4w7BOzUSuhIzd1jNpOHkzr8r29LxiTF53Aitf7GQUoVf0pYWJiIjIeJxLy8e5tHxYyaQY3F78oELGS6UWELU5qdp9FeuvRW1Ogkot/mpsDLxERESksenf3t3eAU3QyIZLCVPNjiTnIC2vuMb9AoC0vGIcSRZ/NTYGXiIiIgJQ3mP3O4czkI4yCmoOuw9zXH1i4CUiIiIAwIHLWcgoKEEjG0v0bu0qdjlk5FztFXV6XH1i4CUiIiIA/z+cYXB7D1hZMCJQ7br4OsHDUYGaJh+ToHy2hi6+ToYsq1pszURERITCkjJsPVO+UimHM5AuZFIJ5g0JBIAqobfi+bwhgUYxHy8DLxEREWHrmXTcU6rg62KLYK9GYpdDDcSAIA+sfLET3B21hy24OyqMZkoywAjm4SUiIiLxVQxneLojlxIm/QwI8kC/QHccSc5BRkExV1ojIiIi45OeV4wDV7IAAM9wKWF6CDKpBKF+zmKXUSMOaSAiIjJzvyemQhCAx3wao7mzjdjlENU5Bl4iIiIzJggCNp64CYA3q5HpYuAlIiIyY2dv5ePi7buwspBiUDvjuMGIqK4x8BIREZmxipvV+rZxhaO1pcjVENUPBl4iIiIzVaZS44/EWwCAYcEczkCmi4GXiIjITO27nIWsuyVwsrVCr9ZNxC6HqN4w8BIREZmpTSfKhzMMae8BSxkjAZkutm4iIiIzVFCsxPYkLiVM5oGBl4iIyAz9fSYdxUo1WjSxRftmjmKXQ1SvGHiJiIjMUMVwhv90asalhMnkMfASERGZmdTceziUnA0AGNqxqcjVENU/Bl4iIiIz83tC+VLCXX2d0KwxlxIm08fAS0REZEYEQdAsNvEf3qxGZoKBl4iIyIycTs3D5Yy7kFtIMbCdu9jlEBkEAy8REZEZ2fjvzWr9At1gr+BSwmQeGHiJiIjMhFKlxuaT5UsJczgDmRMGXiIiIjOx92ImsgtL4WJnhR7+LmKXQ2QwDLxERERmYuO/N6sN6dAUFlxKmMwIWzsREZEZyLunRFzSbQAczkDmh4GXiIjIDPx9Og2lZWr4u9qhbVMHscshMigGXiIiIjNQMZxhGJcSJjPEwEtERGTibuQU4UhyDiQS4OlgLiVM5oeBl4iIyMT9/m/vbmgLZ3g4WotcDZHhMfASERGZsPuXEh7Gm9XITDHwEhERmbDEG7m4mlUIhaUUA4K4lDCZJwZeIiIiE1bRu9u/rTvs5BYiV0MkDgZeIiIiE1Va9v9LCXM4A5kzBl4iIiITtftCBu4UKdHEXo4wP2exyyESDQMvERGRiaoYzvB0Ry4lTOaNrZ+IiMgE5RUp8c+5DADAM8EczkDmjYGXiIjIBG05fQulKjUC3O0RyKWEycwx8BIREZmgTScq5t71FLkSIvEx8BIREZmY69mFOHb9DqQSYGhHBl4iBl4iIiITU3GzWlhLF7g5KESuhkh8DLxEREQmRHspYfbuEgEMvERERCblRModXM8ugo2VDP3bcilhIoCBl4iIyKRs/PdmtQFt3WFjxaWEiQAGXiIiIpNRUqbCllNpALiUMNH9RA+8K1asgK+vLxQKBUJCQrBv3z6dzjtw4AAsLCzQsWNHre3R0dGQSCRVHsXFxfVQPRERkfHYdT4DefeUcHOQI5RLCRNpiBp4Y2JiMH36dMyZMwcJCQno0aMHBg4ciJSUlFrPy8vLw5gxYxAeHl7tfgcHB6SlpWk9FArepUpERKatYjjD08GekEklIldDZDxEDbyLFy/GhAkTMHHiRLRp0wZLly6Fl5cXVq5cWet5r776KkaNGoXQ0NBq90skEri7u2s9iIiITNmdwlLsulC+lPAwLiVMpEW00eylpaU4fvw4Zs+erbU9IiIC8fHxNZ63evVqXLlyBevWrcPChQurPebu3bvw9vaGSqVCx44d8cEHHyA4OLjGa5aUlKCkpETzPD8/HwCgVCqhVCr1eVv0iCo+b37uBLA9UFVsEzX7I+EGlCoBbdzt0cJZYTafEduE+dLnay5a4M3KyoJKpYKbm5vWdjc3N6Snp1d7zqVLlzB79mzs27cPFhbVlx4QEIDo6Gi0a9cO+fn5WLZsGcLCwnDy5En4+/tXe86iRYsQFRVVZfv27dthY2Oj5zujuhAXFyd2CWRE2B6oMraJqqJPywBI0Fqei9jYWLHLMTi2CfNTVFSk87Giz1cikWiPMRIEoco2AFCpVBg1ahSioqLQqlWrGq/XrVs3dOvWTfM8LCwMnTp1wpdffonly5dXe05kZCRmzJiheZ6fnw8vLy9ERETAwcFB37dEj0CpVCIuLg79+vWDpaWl2OWQyNgeqDK2ieolZxXi2sEDkEqAt0f2QRN7udglGQzbhPmq+I28LkQLvC4uLpDJZFV6czMyMqr0+gJAQUEBjh07hoSEBLz22msAALVaDUEQYGFhge3bt6NPnz5VzpNKpXjsscdw6dKlGmuRy+WQy6t+c7C0tOQ/HpHws6f7sT1QZWwT2racvg0A6OHfBE2d7ESuRhxsE+ZHn6+3aDetWVlZISQkpMqvIOLi4tC9e/cqxzs4OOD06dNITEzUPCZNmoTWrVsjMTERXbt2rfZ1BEFAYmIiPDw86uV9EBERiUmtFrCRSwkT1UrUIQ0zZszA6NGj0blzZ4SGhmLVqlVISUnBpEmTAJQPNUhNTcWaNWsglUoRFBSkdb6rqysUCoXW9qioKHTr1g3+/v7Iz8/H8uXLkZiYiK+//tqg742IiMgQjl2/g5t37sFOboGIQM5KRFQdUQPvyJEjkZ2djQULFiAtLQ1BQUGIjY2Ft7c3ACAtLe2Bc/JWlpubi1deeQXp6elwdHREcHAw9u7diy5dutTHWyAiIhLVpoSbAIABQe6wtpKJXA2RcRL9prUpU6ZgypQp1e6Ljo6u9dz58+dj/vz5WtuWLFmCJUuW1FF1RERExqtYef9SwhzOQFQT0ZcWJiIioofzz7kMFBSXoamjAt18uZQwUU0YeImIiBqoiuEMTwd7QsqlhIlqJPqQBiIiItKdSi3gSHIOrmbexc7z/y4lzOEMRLV66MB7+fJlXLlyBT179oS1tXWNC0YQERFR3dh6Jg1Rm5OQlles2WYpleByxl20dLUXsTIi46b3kIbs7Gz07dsXrVq1wqBBg5CWVj5YfuLEiZg5c2adF0hERETlYXfyuhNaYRcAlGoBk9edwNYzaSJVRmT89A68b775JiwsLJCSkgIbGxvN9pEjR2Lr1q11WhwRERGVD2OI2pwEoZZjojYnQaWu7Qgi86X3kIbt27dj27ZtaNasmdZ2f39/XL9+vc4KIyIionJHknOq9OzeTwCQlleMI8k5CPXjbA1Elendw1tYWKjVs1shKysLcrm8TooiIiKi/5dRUHPYfZjjiMyN3oG3Z8+eWLNmjea5RCKBWq3GZ599ht69e9dpcURERAS42ivq9Dgic6P3kIbPPvsMTzzxBI4dO4bS0lK8/fbbOHv2LHJycnDgwIH6qJGIiMisdfF1goejAul5xdWO45UAcHdUoIuvk6FLI2oQ9O7hDQwMxKlTp9ClSxf069cPhYWFGDZsGBISEuDn51cfNRIREZk1mVSCeUMCq91XMSHovCGBkHHxCaJq6dXDq1QqERERgW+//RZRUVH1VRMRERFVMiDIAzP6tcIXcRe1trs7KjBvSCAGBHmIVBmR8dMr8FpaWuLMmTNcYIKIiEgEmXdLAAA9/V3wn5BmcLUvH8bAnl2i2uk9pGHMmDH4/vvv66MWIiIiqkGZSo3Y0+WLS7z0uC+GdvREqJ8zwy6RDvS+aa20tBTfffcd4uLi0LlzZ9ja2mrtX7x4cZ0VR0REROUOJ+cg624pGtlY4vGWLmKXQ9Sg6B14z5w5g06dOgEALl7UHkfEoQ5ERET1Y/PJWwCAgUHusJTp/QtaIrOmd+DdtWtXfdRBRERENSgtU2Pr2XQAwJD2TUWuhqjheaQfEW/evInU1NS6qoWIiIiqceByFnKLlHCxk6NrCy4dTKQvvQOvWq3GggUL4OjoCG9vbzRv3hyNGjXCBx98ALVaXR81EhERmbXNp8qHMzzZzp03qRE9BL2HNMyZMwfff/89Pv74Y4SFhUEQBBw4cADz589HcXExPvzww/qok4iIyCwVK1XYfvY2AGBwBw5nIHoYegfeH3/8Ed999x2eeuopzbYOHTrA09MTU6ZMYeAlIiKqQ3suZuJuSRk8HBUIad5Y7HKIGiS9hzTk5OQgICCgyvaAgADk5OTUSVFERERUrmJ2hifbeUDK4QxED0XvwNuhQwd89dVXVbZ/9dVX6NChQ50URUREREBRaRn+OZcBABjC4QxED03vIQ2ffvopnnzySezYsQOhoaGQSCSIj4/HjRs3EBsbWx81EhERmaV/zmXgnlKF5k42aN/MUexyiBosvXt4e/XqhQsXLuCZZ55Bbm4ucnJyMGzYMFy4cAE9evSojxqJiIjM0pZ/Z2cY3N6DizsRPQK9e3gBwNPTkzenERER1aOCYiV2XcgEAAzmYhNEj0TvHt7Vq1fj119/rbL9119/xY8//lgnRREREZm7uKTbKC1Tw6+JLdp42ItdDlGDpnfg/fjjj+Hi4lJlu6urKz766KM6KYqIiMjcVczOMLh9Uw5nIHpEegfe69evw9fXt8p2b29vpKSk1ElRRERE5iy3qBT7LmUBAIZ08BC5GqKGT+/A6+rqilOnTlXZfvLkSTg7c31vIiKiR7X1TDrK1AIC3O3R0pXDGYgeld6B97nnnsO0adOwa9cuqFQqqFQq7Ny5E2+88Qaee+65+qiRiIjIrGw5lQaAc+8S1RW9Z2lYuHAhrl+/jvDwcFhYlJ+uVqsxZswYjuElIiJ6RJkFJYi/8u9wBs7OQFQn9A68VlZWiImJwcKFC5GYmAhra2u0a9cO3t7e9VEfERGRWdl6Jg1qAejQzBHNnW3ELofIJDzUPLwA4O/vD39/f5SVlaG4uLguayIiIjJbm0+WD2fg3LtEdUfnMbyxsbFYu3at1rYPP/wQdnZ2aNSoESIiInDnzp06L5CIiMhcpOcV4+j1HADAk+05OwNRXdE58H7++efIz8/XPI+Pj8fcuXPx/vvv45dffsGNGzfwwQcf1EuRRERE5uCv02kQBKCzd2M0bWQtdjlEJkPnwHvmzBl0795d8/y3335Dv379MGfOHAwbNgxffPEFNm/eXC9FEhERmYOKxSY4OwNR3dI58BYUFGjNs7t//3706dNH87xt27a4detW3VZHRERkJm7kFCHxRi6kEmBgO3exyyEyKToH3qZNm+LcuXMAgLt37+LkyZMICwvT7M/OzoaNDe8mJSIiehgVc+92a+EMV3uFyNUQmRadA+/w4cMxffp0rF27Fi+//DLc3d3RrVs3zf5jx46hdevW9VIkERGRqdtyqvy3pJydgaju6Twt2bx583Dr1i1MmzYN7u7uWLduHWQymWb/+vXrMWTIkHopkoiIyJRdzbyLs7fyYSGVYEAQhzMQ1TWdA6+NjU2Vacnut2vXrjopiIiIyNxUDGcIa+kCJ1srkashMj06D2kgIiKi+sHZGYjqFwMvERGRiC6kF+BSxl1YyaSIaOsmdjlEJomBl4iISEQVvbu9WjeBg8JS5GqITBMDLxERkUgEQbhvdgYuJUxUXxh4iYiIRHImNR/XsougsJSibxsOZyCqLw8VePfs2YMhQ4agZcuW8Pf3x1NPPYV9+/bVdW1EREQmraJ3NzzADbZynSdOIiI96R14161bh759+8LGxgbTpk3Da6+9Bmtra4SHh+Onn37Su4AVK1bA19cXCoUCISEhOgfnAwcOwMLCAh07dqyyb8OGDQgMDIRcLkdgYCA2bdqkd11ERET1qXw4Q/l0ZEM6cDgDUX3SO/B++OGH+PTTTxETE4Np06bhjTfeQExMDD7++GN88MEHel0rJiYG06dPx5w5c5CQkIAePXpg4MCBSElJqfW8vLw8jBkzBuHh4VX2HTx4ECNHjsTo0aNx8uRJjB49GiNGjMDhw4f1qo2IiKg+nUjJRWruPdhayfBEa1exyyEyaXoH3qtXr1a7otpTTz2F5ORkva61ePFiTJgwARMnTkSbNm2wdOlSeHl5YeXKlbWe9+qrr2LUqFEIDQ2tsm/p0qXo168fIiMjERAQgMjISISHh2Pp0qV61UZERFSfKmZniGjrDoWl7AFHE9Gj0HvAkJeXF/755x+0bNlSa/s///wDLy8vna9TWlqK48ePY/bs2VrbIyIiEB8fX+N5q1evxpUrV7Bu3TosXLiwyv6DBw/izTff1NrWv3//WgNvSUkJSkpKNM/z8/MBAEqlEkqlUpe3Q3Wk4vPm504A2wNVZSptQqUWEHu6fDjDgLauDf79iMlU2gTpT5+vud6Bd+bMmZg2bRoSExPRvXt3SCQS7N+/H9HR0Vi2bJnO18nKyoJKpYKbm/ZdqW5ubkhPT6/2nEuXLmH27NnYt28fLCyqLz09PV2vawLAokWLEBUVVWX79u3bYWNj86C3QvUgLi5O7BLIiLA9UGUNvU1cypMgo0AGa5mAu5eOIvaK2BU1fA29TZD+ioqKdD5W78A7efJkuLu744svvsAvv/wCAGjTpg1iYmIwdOhQfS8HiUSi9VwQhCrbAEClUmHUqFGIiopCq1at6uSaFSIjIzFjxgzN8/z8fHh5eSEiIgIODg66vA2qI0qlEnFxcejXrx8sLTkBu7lje6DKTKVNzP0zCcBNPNmhGZ4a3Fbscho0U2kTpL+K38jrQq/AW1ZWhg8//BDjx4/H/v379S7sfi4uLpDJZFV6XjMyMqr00AJAQUEBjh07hoSEBLz22msAALVaDUEQYGFhge3bt6NPnz5wd3fX+ZoV5HI55HJ5le2Wlpb8xyMSfvZ0P7YHqqwht4kylRrbkjIAAEODPRvs+zA2DblN0MPR5+ut101rFhYW+Oyzz6BSqfQuqjIrKyuEhIRU+RVEXFwcunfvXuV4BwcHnD59GomJiZrHpEmT0Lp1ayQmJqJr164AgNDQ0CrX3L59e7XXJCIiMrT4K9nIKSyFs60VQls4i10OkVnQe0hD3759sXv3bowbN+6RX3zGjBkYPXo0OnfujNDQUKxatQopKSmYNGkSgPKhBqmpqVizZg2kUimCgoK0znd1dYVCodDa/sYbb6Bnz5745JNPMHToUPzxxx/YsWPHI/dIExER1YWK2RkGtnOHhYwLnhIZgt6Bd+DAgYiMjMSZM2cQEhICW1tbrf1PPfWUztcaOXIksrOzsWDBAqSlpSEoKAixsbHw9vYGAKSlpT1wTt7Kunfvjp9//hnvvfce3n//ffj5+SEmJkbTA0xERCSWkjIVtp0tH3Y3uH1TkashMh8SQRAEfU6QSmv+aVQikdTJcAex5efnw9HREXl5ebxpzcCUSiViY2MxaNAgjsUitgeqoqG3iR1JtzFxzTG4OcgRPzscMmnNN1STbhp6m6CHp09e07uHV61WP3RhRERE5mzLqfLhDIPaeTDsEhkQBw8REREZQLFShbik2wCAIR04nIHIkPQOvNOmTcPy5curbP/qq68wffr0uqiJiIjI5Ow6n4HCUhU8G1kj2KuR2OUQmRW9A++GDRsQFhZWZXv37t3x22+/1UlRREREpmbzv8MZBnfwqHUxJCKqe3oH3uzsbDg6OlbZ7uDggKysrDopioiIyJTcLSnDzvPli00M4ewMRAand+Bt2bIltm7dWmX733//jRYtWtRJUURERKbkn3O3UaxUw9fFFm2bcvYfIkPTe5aGGTNm4LXXXkNmZib69OkDAPjnn3/wxRdfYOnSpXVdHxERUYO3+WQaAGBwew5nIBKD3oF3/PjxKCkpwYcffogPPvgAAODj44OVK1dizJgxdV4gERFRQ5Z3T4k9F/8dzsDZGYhEoXfgBYDJkydj8uTJyMzMhLW1Nezs7Oq6LiIiIpOw/Ww6lCoBrdzs0MrNXuxyiMzSQwXeCk2aNKmrOoiIiEzS5lPlwxl4sxqReHQKvJ06dcI///yDxo0bIzg4uNbxRydOnKiz4oiIiBqynMJSHLhcPoPRYA5nIBKNToF36NChkMvlAICnn366PushIiIyGX+fSYNKLaBtUwf4utiKXQ6R2dIp8M6bN6/avxMREVHNtvw7OwNvViMSl97z8BIREdGDZeQX41ByNgDgyXYeIldDZN50vmlN10Ulrl69+tDFEBERmYrY02kQBCC4eSN4OdmIXQ6RWdM58F67dg3e3t4YNWoUXF1d67MmIiKiBq9idobBnJ2BSHQ6B96ff/4Zq1evxuLFizFw4ECMHz8egwYNglTKURFERET3S829h+PX70Ai4XAGImOgc1odMWIE/v77b1y+fBkhISF488030axZM8yePRuXLl2qzxqJiIgalL9O3QIAPObjBHdHhcjVEJHe3bOenp6YM2cOLl26hPXr1+Pw4cMICAjAnTt36qM+IiKiBmfLKc7OQGRMHmqlteLiYvz222/44YcfcPjwYTz77LOwseGAfCIiomtZhTh1Mw9SCTAwyF3scogIegbew4cP4/vvv0dMTAz8/Pwwfvx4bNiwAY0bN66v+oiIiBqUv06X9+6GtXSBi51c5GqICNAj8LZt2xYZGRkYNWoU9u3bh/bt29dnXURERA3S5pPl43cHt+fNakTGQufAe+7cOdja2mLNmjVYu3Ztjcfl5OTUSWFEREQNzaXbBTifXgBLmQT923I4A5Gx0Dnwrl69uj7rICIiavAq5t7t4d8EjWysRK6GiCroHHjHjh1bn3UQERE1aIIgYMu/05EN6cDhDETGhKtGEBER1YGktHxczSyElYUUfdu4iV0OEd2HgZeIiKgOVMy926e1K+wVliJXQ0T3Y+AlIiJ6RIIg/P/sDBzOQGR0GHiJiIge0cmbebh55x5srGToE+AqdjlEVAkDLxER0SOq6N0Nb+MGG6uHWsSUiOpRnQXeGzduYPz48XV1OSIiogZBrRbw17/jd4dwsQkio1RngTcnJwc//vhjXV2OiIioQTh2/Q7S84thL7dAr9ZNxC6HiKqh8+9d/vzzz1r3X7169ZGLISIiamgq5t6NaOsOuYVM5GqIqDo6B96nn34aEokEgiDUeIxEIqmTooiIiBqCMpUasafLhzNwdgYi46XzkAYPDw9s2LABarW62seJEyfqs04iIiKjczg5B1l3S9HIxhKPt3QRuxwiqoHOgTckJKTWUPug3l8iIiJTUzGcYWCQOyxlnPiIyFjpPKThrbfeQmFhYY37W7ZsiV27dtVJUURERMZOqVLj7zPpAIAh7ZuKXA0R1UbnwNujR49a99va2qJXr16PXBAREVFDsP9yFnKLlHCxk6NrC2exyyGiWuj8+5erV69yyAIREdG/KhabeLKdO2RS3rRNZMx0Drz+/v7IzMzUPB85ciRu375dL0UREREZs2KlCnFny/8PHNyBwxmIjJ3Ogbdy725sbGytY3qJiIhMjUot4OCVbHy27QIKSsrg7iBHSPPGYpdFRA/ABb+JiIh0sPVMGqI2JyEtr1izraC4DNuT0jEgiHPwEhkznXt4JRJJlYUluNAEERGZg61n0jB53QmtsAsAhaUqTF53AlvPpIlUGRHpQuceXkEQMG7cOMjlcgBAcXExJk2aBFtbW63jNm7cWLcVEhERiUilFhC1OQm13bYdtTkJ/QJ58xqRsdI58I4dO1br+YsvvljnxRARERmbI8k5VXp27ycASMsrxpHkHIT6cXoyImOkc+BdvXp1fdZBRERklDIKag67D3McERke10EkIiKqhau9ok6PIyLDEz3wrlixAr6+vlAoFAgJCcG+fftqPHb//v0ICwuDs7MzrK2tERAQgCVLlmgdEx0drbnB7v5HcTF/8iYiIv118XWCh6MCNY3OlQDwcFSgi6+TIcsiIj2IOi1ZTEwMpk+fjhUrViAsLAzffvstBg4ciKSkJDRv3rzK8ba2tnjttdfQvn172NraYv/+/Xj11Vdha2uLV155RXOcg4MDLly4oHWuQsGfvImISH8yqQTzhgRi0roTVfZVhOB5QwJ5wxqRERO1h3fx4sWYMGECJk6ciDZt2mDp0qXw8vLCypUrqz0+ODgYzz//PNq2bQsfHx+8+OKL6N+/f5VeYYlEAnd3d60HERHRw+rf1h3NnWyqbHd3VGDli504Dy+RkROth7e0tBTHjx/H7NmztbZHREQgPj5ep2skJCQgPj4eCxcu1Np+9+5deHt7Q6VSoWPHjvjggw8QHBxc43VKSkpQUlKieZ6fnw8AUCqVUCqVur4lqgMVnzc/dwLYHqgqsdrEiZRcpOQUwVImwbIR7VFcpoarvRydvRtDJpWwjYqI3yfMlz5fc9ECb1ZWFlQqFdzc3LS2u7m5IT09vdZzmzVrhszMTJSVlWH+/PmYOHGiZl9AQACio6PRrl075OfnY9myZQgLC8PJkyfh7+9f7fUWLVqEqKioKtu3b98OG5uqP9FT/YuLixO7BDIibA9UmaHbRPRFKQApOjmpoLx2HDIA2QC2nTNoGVQLfp8wP0VFRTofK/rSwpVXaxME4YEruO3btw93797FoUOHMHv2bLRs2RLPP/88AKBbt27o1q2b5tiwsDB06tQJX375JZYvX17t9SIjIzFjxgzN8/z8fHh5eSEiIgIODg4P+9boISiVSsTFxaFfv36wtLQUuxwSGdsDVSZGm0jLK8aMw/sACJjzbBjaeNgb5HVJN/w+Yb4qfiOvC9ECr4uLC2QyWZXe3IyMjCq9vpX5+voCANq1a4fbt29j/vz5msBbmVQqxWOPPYZLly7VeD25XK5ZQe5+lpaW/McjEn72dD+2B6rMkG3il+NXoVIL6OrrhPbNORODseL3CfOjz9dbtJvWrKysEBISUuVXEHFxcejevbvO1xEEQWv8bXX7ExMT4eHBGwqIiEg/xUoVfjqSAgB4KcxH3GKI6KGJOqRhxowZGD16NDp37ozQ0FCsWrUKKSkpmDRpEoDyoQapqalYs2YNAODrr79G8+bNERAQAKB8Xt7PP/8cr7/+uuaaUVFR6NatG/z9/ZGfn4/ly5cjMTERX3/9teHfIBERNWh/nryFnMJSeDayRt82tf/2kYiMl6iBd+TIkcjOzsaCBQuQlpaGoKAgxMbGwtvbGwCQlpaGlJQUzfFqtRqRkZFITk6GhYUF/Pz88PHHH+PVV1/VHJObm4tXXnkF6enpcHR0RHBwMPbu3YsuXboY/P0REVHDJQgCog9cAwCMDvWGhUz0tZqI6CGJftPalClTMGXKlGr3RUdHaz1//fXXtXpzq7NkyZIqq68RERHp6+i1O0hKy4fCUornHvMSuxwiegT8cZWIiKga0fHJAIBngj3RyMZK5GqI6FEw8BIREVWSmnsP287eBgCM7e4jbjFE9MgYeImIiCpZd+g6VGoB3f2cEeDO+diJGjoGXiIiovvcK1Vh/b9TkY1j7y6RSWDgJSIius8fianILVKiWWNrhHMqMiKTwMBLRET0L0EQEB1/DQAwNtQHMmntS90TUcPAwEtERPSvQ1dzcD69ANaWMozozKnIiEwFAy8REdG/KqYiG9bJE442liJXQ0R1hYGXiIgIwI2cIsQllU9FxpvViEwLAy8RERHKpyJTC0APfxf4u9mLXQ4R1SEGXiIiMntFpWWciozIhDHwEhGR2duUkIr84jJ4O9ugd2tXscshojrGwEtERGZNEAREH7gGABgT6gMppyIjMjkMvEREZNbir2TjUsZd2FjJ8GznZmKXQ0T1gIGXiIjM2up/e3eHhzSDg4JTkRGZIgZeIiIyWynZRfjnfPlUZGN5sxqRyWLgJSIis7Xm4DUIAtCrVRP4NbETuxwiqicMvEREZJYKS8oQc+wGAGBcmI+4xRBRvWLgJSIis7TxxE0UFJfB18UWvfybiF0OEdUjBl4iIjI7arWA6PhrAICxod6ciozIxDHwEhGR2dl/OQtXMgthJ7fAf0I4FRmRqWPgJSIis1PRuzs8pBnsORUZkclj4CUiIrOSnFWIneczIJEA4zgVGZFZYOAlIiKz8uO/vbu9W7vCx8VW3GKIyCAYeImIyGwUFCvx2/GbANi7S2ROGHiJiMhsbDh+E3dLyuDXxBY9/F3ELoeIDISBl4iIzIJaLeDHg9cBlPfuSiSciozIXDDwEhGRWdhzKRPJWYWwV1hgWCdORUZkThh4iYjILEQfuAYAGNnZC7ZyC3GLISKDYuAlIiKTdyXzLvZczIREAowJ9RG7HCIyMAZeIiIyeRVTkYUHuKG5s424xRCRwTHwEhGRScu/byqyl8J8xC2GiETBwEtERCbt12M3UVSqgr+rHbr7OYtdDhGJgIGXiIhMlkotaIYzjAvjVGRE5oqBl4iITNbuCxlIySmCg8ICzwR7il0OEYmEgZeIiExW9L+9u893aQ4bK05FRmSuGHiJiMgkXbpdgH2XsiCVAC928xa7HCISEQMvERGZpIre3X6BbvBy4lRkROaMgZeIiExOXpESG0+kAgDGdfcVuRoiEhsDLxERmZxfjt3APaUKAe726NbCSexyiEhkDLxERGRSVGoBPx68BgAY151TkRERAy8REZmYf87dxs0799DIxhJDO3IqMiJi4CUiIhNz/1Rk1lYycYshIqPAwEtERCbjfHo+4q9kQyaVcCoyItJg4CUiIpNRsYxw/7Zu8GxkLW4xRGQ0GHiJiMgk3CksxaYETkVGRFUx8BIRkUmIOXYDxUo1Aj0c8JhPY7HLISIjInrgXbFiBXx9faFQKBASEoJ9+/bVeOz+/fsRFhYGZ2dnWFtbIyAgAEuWLKly3IYNGxAYGAi5XI7AwEBs2rSpPt8CERGJrEylxtqD1wEA48I4FRkRaRM18MbExGD69OmYM2cOEhIS0KNHDwwcOBApKSnVHm9ra4vXXnsNe/fuxblz5/Dee+/hvffew6pVqzTHHDx4ECNHjsTo0aNx8uRJjB49GiNGjMDhw4cN9baIiMjAdpy7jdTce3CytcJTHZqKXQ4RGRlRA+/ixYsxYcIETJw4EW3atMHSpUvh5eWFlStXVnt8cHAwnn/+ebRt2xY+Pj548cUX0b9/f61e4aVLl6Jfv36IjIxEQEAAIiMjER4ejqVLlxroXRERkaGtPnANADCqS3MoLDkVGRFpsxDrhUtLS3H8+HHMnj1ba3tERATi4+N1ukZCQgLi4+OxcOFCzbaDBw/izTff1Dquf//+tQbekpISlJSUaJ7n5+cDAJRKJZRKpU61UN2o+Lz5uRPA9kBVVdcmktLycTg5BzKpBCM7N2V7MTP8PmG+9PmaixZ4s7KyoFKp4ObmprXdzc0N6enptZ7brFkzZGZmoqysDPPnz8fEiRM1+9LT0/W+5qJFixAVFVVl+/bt22FjY6PL26E6FhcXJ3YJZETYHqiy+9vET5elAKRo31iFE/t3ilcUiYrfJ8xPUVGRzseKFngrVL6xQBCEB95ssG/fPty9exeHDh3C7Nmz0bJlSzz//PMPfc3IyEjMmDFD8zw/Px9eXl6IiIiAg4ODPm+HHpFSqURcXBz69esHS0tLscshkbE9UGWV20ROYSneOroXgBqzh3VDp+aNxC6RDIzfJ8xXxW/kdSFa4HVxcYFMJqvS85qRkVGlh7YyX9/y+RXbtWuH27dvY/78+ZrA6+7urvc15XI55HJ5le2Wlpb8xyMSfvZ0P7YHqqyiTfyWcB2lZWq083RElxYunJ3BjPH7hPnR5+st2k1rVlZWCAkJqfIriLi4OHTv3l3n6wiCoDX+NjQ0tMo1t2/frtc1iYjI+ClVaqw79O9UZN05FRkR1UzUIQ0zZszA6NGj0blzZ4SGhmLVqlVISUnBpEmTAJQPNUhNTcWaNWsAAF9//TWaN2+OgIAAAOXz8n7++ed4/fXXNdd844030LNnT3zyyScYOnQo/vjjD+zYsQP79+83/BskIqJ6s/3sbaTlFcPFzgqDO3iIXQ4RGTFRA+/IkSORnZ2NBQsWIC0tDUFBQYiNjYW3tzcAIC0tTWtOXrVajcjISCQnJ8PCwgJ+fn74+OOP8eqrr2qO6d69O37++We89957eP/99+Hn54eYmBh07drV4O+PiIjqz+oDyQCAUV29IbfgVGREVDPRb1qbMmUKpkyZUu2+6Ohoreevv/66Vm9uTYYPH47hw4fXRXlERGSEzqTm49j1O7CQSvBi1+Zil0NERk70pYWJiIj0teZw+W//nmzvAVcHhcjVEJGxE72Hl4iISBcqtYDDyTnYny7Bn9dvASi/WY2I6EEYeImIyOhtPZOGqM1JSMsrBlA+XtdSJsHt/GJxCyOiBoFDGoiIyKhtPZOGyetO/Bt2/59SJWDyuhPYeiZNpMqIqKFg4CUiIqOlUguI2pwEoZZjojYnQaWu7QgiMncMvEREZLSOJOdU6dm9nwAgLa8YR5JzDFcUETU4DLxERGS0Mgp0G6Or63FEZJ4YeImIyGi52us25ZiuxxGReWLgJSIio9XF1wnutcyzKwHg4ahAF18nwxVFRA0OAy8RERktmVSCHv4u1e6T/PvnvCGBkEkl1R5DRAQw8BIRkRG7nHEXf54sX2TCQaE9dby7owIrX+yEAUEeYpRGRA0IF54gIiKjVKZSY+avJ1FSpkYPfxesHvcYDl3JxPZ9hxHRoytCW7qyZ5eIdMLAS0RERmnl7is4eSMX9goLfDq8PSxkUnT1dUL2OQFdfZ0YdolIZxzSQERERudMah6W/XMJALBgaFt4OFqLXBERNWQMvEREZFRKylSY+ctJlKkFDGjrjqc7eopdEhE1cAy8RERkVBbHXcSF2wVwsbPCh88EQSLh0AUiejQMvEREZDSOXcvBqr1XAQAfPdMOznZykSsiIlPAwEtEREahsKQMM389CUEA/tOpGSLauotdEhGZCAZeIiIyCov+Pofr2UVo6qjAvKcCxS6HiEwIAy8REYlu78VMrDuUAgD47NkOcFBYilwREZkSBl4iIhJVXpESb/92CgAwNtQbYS2rX0qYiOhhMfASEZGo5m8+i/T8Yvi62GL2wDZil0NEJoiBl4iIRPP36TRsSkiFVAJ8MaIDrK1kYpdERCaIgZeIiESRWVCCdzedBgBM6uWHTs0bi1wREZkqBl4iIjI4QRAQufE07hQpEeBujzf6+otdEhGZMAZeIiIyuN+O38SOc7dhKZNgyciOkFtwKAMR1R8GXiIiMqjU3HtYsDkJADC9byu08XAQuSIiMnUMvEREZDBqtYC3fj2JgpIyBDdvhFd7thC7JCIyAwy8RERkMGsOXkP8lWwoLKVYPKIjLGT8b4iI6h+/0xARkUFczbyLj7eeBwBEDmwDXxdbkSsiInPBwEtERPWuTKXGjF9OolipxuMtXTC6m7fYJRGRGWHgJSKievft3qtIvJELe4UFPh3eHlKpROySiMiMMPASEVG9SrqVj6U7LgIA5g9pi6aNrEWuiIjMDQMvERHVm5IyFWb8kgilSkBEoBuGdfIUuyQiMkMMvEREVG+W7riE8+kFcLa1wkfD2kEi4VAGIjI8Bl4iIqoXx6/n4Ns9VwAAHz7TDi52cpErIiJzxcBLRER1rqi0DDN/OQm1AAwL9sSAIHexSyIiM8bAS0REde7jv8/jWnYRPBwVmPdUW7HLISIzx8BLRER1av+lLKw5eB0A8Onw9nC0thS5IiIydwy8RERUZ/LuKfHWbycBAKO7eaOHfxORKyIiYuAlIqI6FLX5LNLyiuHjbIPIQQFil0NEBICBl4iI6si2s+nYeCIVUgnwxYgOsLGyELskIiIADLxERFQHsu6W4N2NpwEAr/T0Q4i3k8gVERH9PwZeIiJ6JIIgYM6m08guLEWAuz3e7OcvdklERFoYeImI6JFsSkjFtrO3YSmT4IsRHSC3kIldEhGRFgZeIiJ6aLdy72Hen2cBAG+E+6NtU0eRKyIiqoqBl4iIHoogCHhnwykUFJeho1cjTOrlJ3ZJRETVEj3wrlixAr6+vlAoFAgJCcG+fftqPHbjxo3o168fmjRpAgcHB4SGhmLbtm1ax0RHR0MikVR5FBcX1/dbISIyK+sOXce+S1lQWErxxYgOsJCJ/l8KEVG1RP3uFBMTg+nTp2POnDlISEhAjx49MHDgQKSkpFR7/N69e9GvXz/Exsbi+PHj6N27N4YMGYKEhASt4xwcHJCWlqb1UCgUhnhLRERm4VpWIT6KPQ8AeGdAAPya2IlcERFRzUSdJHHx4sWYMGECJk6cCABYunQptm3bhpUrV2LRokVVjl+6dKnW848++gh//PEHNm/ejODgYM12iUQCd3f3eq2diMhcqdQCZv56EveUKoS2cMbYUB+xSyIiqpVogbe0tBTHjx/H7NmztbZHREQgPj5ep2uo1WoUFBTAyUl7vse7d+/C29sbKpUKHTt2xAcffKAViCsrKSlBSUmJ5nl+fj4AQKlUQqlU6vqWqA5UfN783AlgezAmKrWAY9fvIKOgBIeu5uD49Tuwlcuw6JlAqFRlUKkMUwfbBFXGNmG+9PmaixZ4s7KyoFKp4ObmprXdzc0N6enpOl3jiy++QGFhIUaMGKHZFhAQgOjoaLRr1w75+flYtmwZwsLCcPLkSfj7Vz835KJFixAVFVVl+/bt22FjY6PHu6K6EhcXJ3YJZETYHsR1MluCjdekyC2VaG0PblSKk/G7cFKEmtgmqDK2CfNTVFSk87Gir/sokWh/AxUEocq26qxfvx7z58/HH3/8AVdXV832bt26oVu3bprnYWFh6NSpE7788kssX7682mtFRkZixowZmuf5+fnw8vJCREQEHBwc9H1L9AiUSiXi4uLQr18/WFpail0OiYztQXzbzt7G6oMnIVSz78BtGZ7r3QH927pVs7d+sE1QZWwT5qviN/K6EC3wuri4QCaTVenNzcjIqNLrW1lMTAwmTJiAX3/9FX379q31WKlUisceewyXLl2q8Ri5XA65XF5lu6WlJf/xiISfPd2P7UEcKrWAD/++UG3YrfDh3xcwsL0nZNIHd1TUJbYJqoxtwvzo8/UWbZYGKysrhISEVPkVRFxcHLp3717jeevXr8e4cePw008/4cknn3zg6wiCgMTERHh4eDxyzURE5uRIcg7S8mqe0lEAkJZXjCPJOYYriojoIYg6pGHGjBkYPXo0OnfujNDQUKxatQopKSmYNGkSgPKhBqmpqVizZg2A8rA7ZswYLFu2DN26ddP0DltbW8PRsXx1n6ioKHTr1g3+/v7Iz8/H8uXLkZiYiK+//lqcN0lE1EBlFOg2f7muxxERiUXUwDty5EhkZ2djwYIFSEtLQ1BQEGJjY+Ht7Q0ASEtL05qT99tvv0VZWRmmTp2KqVOnaraPHTsW0dHRAIDc3Fy88sorSE9Ph6OjI4KDg7F371506dLFoO+NiKghU6sFHLt2R6djXe05zzkRGTfRb1qbMmUKpkyZUu2+ihBbYffu3Q+83pIlS7BkyZI6qIyIyDzdyr2HWb+eRPyV7FqPkwBwd1Sgi69TrccREYmN60ASEZHGH4mp6L90L+KvZMPaUobnu3hBgvJwe7+K5/OGBBr8hjUiIn2J3sNLRETiyy0qxft/nMXmk7cAAB28GmHJiA5o0cQOvVo1QdTmJK0b2NwdFZg3JBADgnhDMBEZPwZeIiIzt+9SJt769RTS84shk0owrY8/pvb2g4Ws/JeAA4I80C/QHUeSc5BRUAxX+/JhDOzZJaKGgoGXiMhMFStV+Pjv84iOvwYAaOFiiyUjO6KDV6Mqx8qkEoT6ORu2QCKiOsLAS0Rkhk7fzMP0mARcySwEAIwJ9UbkwDawtpKJXBkRUd1j4CUiMiNlKjW+2XMFS3dcQplaQBN7OT4b3h5PtHZ98MlERA0UAy8RkZm4nl2IN2MScSIlFwAwMMgdHz3TDo1trcQtjIionjHwEhGZOEEQ8PPRG/hgSxKKSlWwl1sgamhbPBPsCYmEN54Rkelj4CUiMmGZBSWYveEU/jmfAQDo1sIJnz/bAc0a24hcGRGR4TDwEhGZqO1n0xG58TSyC0thJZPi7QGtMT7MF1JOJ0ZEZoaBl4jIxNwtKcMHm5MQc+wGACDA3R5Ln+uIAHcHkSsjIhIHAy8RkQk5di0Hb/6SiBs59yCRAK/0bIEZ/VpBbsHpxojIfDHwEhGZgNIyNZbsuIhv91yBWgA8G1lj8YgO6NqCi0UQETHwEhE1cBdvF2D6z4lISssHAAwPaYZ5QwJhr7AUuTIiIuPAwEtE1ECp1QJ+OJCMT7ddQGmZGo1tLLFoWDsMCPIQuzQiIqPCwEtEZORUagFHknOQUVAMV3sFuvg64XZ+MWb9ehLxV7IBAL1bN8Enw9vD1V4hcrVERMaHgZeIyIhtPZOGqM1JSMsr1mxrZG2J4jIVipVqWFvK8N7gNhjVpTkXkSAiqgEDLxGRkdp6Jg2T152AUGl77j0lAMDH2QarX+oCXxdbwxdHRNSASMUugIiIqlKpBURtTqoSdu9XUqZGcyeumEZE9CAMvERERkapUuOnw9e1hjFUJy2vGEeScwxUFRFRw8UhDUREIissKcOJlDs4eu0OjibnIOHGHRQr1Tqdm1FQeygmIiIGXiIig8ssKMHx6zk4knwHR6/lICktHyq19uAFW7kMhSWqB16LszIQET0YAy8RUT0SBAHXs4tw9FoOjl7LwbFrd3A1q7DKcZ6NrNHF1wmdfRqji48TfJxt0fOzXUjPK652HK8EgLtj+RRlRERUOwZeIqJaVDcHrkxa8/RfKrWAc2n5moB79NodZBaUaB0jkQCt3ezxmE95wH3MxwlNG1lXuda8IYGYvO4EJIBW6JXct7+2WoiIqBwDLxEZJZVawOHkHBzPksA5OQehLV0NHu6qmwPXw1GBeUMCNauZFStVSLyRi6PJOTh6/Q5OXL+DuyVlWtexkknRvpkjHvN1wmM+jRHS3AmONg9e9ndAkAdWvtipSg3ulWogIqLaMfCKTN/eI1OuwxgCjrF8DuZeg3bQlGHNpWNVgqYhaqhuDtz0vGJMWncC/QLdkH23BKdT86BUaR9lL7dAyL89t4/5OKF9M0coLGUPVceAIA/0C3QXvU0QETVkDLwi0qX3yFzqMJaAY1yfg3nWUFvQnLzuBFa+2Kne6igpU6GwRIX8e0q89/uZasfOVmyLS7qt2ebmINeE28d8nNDa3b5OA6lMKkGon3OdXY+IyNxIBEGobV5zs5Sfnw9HR0fk5eXBwcGhXl6jpv/UK/6LrM//1I2tDtbAGiqo1AIe/2RnjfPPVtyotf+dPpBJJRAEAcVKNe6WlOFuSRkKK/2p+XtxGe6WqMr/Xlr+vPIxhSUqlKp0mwqswuRefhjVtTmaNbbmsr4GolQqERsbi0GDBsHS8sHDQsj0sU2YL33yGnt4RVDbCkoV2yI3noZaLUBaj7+2VKsFvPuAXqz6rqMh1aBS1W8Nc/54cA3KsvIahEpH3v9ja+Vr1PYz7f271GoBUVtqb5fvbDiNzLslAMrDplotQC0AakGA8O+fFc8rrvn/+///72oB/z7XPv9W7r1aF1sQUL7YQpcP46BUCSgsVVWZzqsuWMokVYYpVCfAwx5eXOmMiMjoMfCK4EhyzgNXULpTpMSUnxIMVJFx12EsNUxdL34Nr/8sbg1595R4//ezotYAANmFSq3nEglga2UBW7kMdnIL2MktYPvvnxV/t5VbwF5hAVsr2f//vWL7fcfYWslw9NodPP/fQw+sg3PgEhE1DAy8ItB1ZSRfF1s421rVWx3ZhaVIrmY+UEPW0ZBqaOFiC2c73WuQQPfe4Oy7JbiiQw1+TWzhYicvv36ly9//elX26XBsRkEJLqQXPLCG9s0c4NnIBlKJBBIJIJVIIP33T1R6Lrnv71IJ/n3+7zZp1fNTc+9h44nUB9bw4dNB6ObnrAm01payOu197+LrBA9HBefAJSIyEQy8ItC1V+ijZ9rV640qB69k69SLVZ91NKQaPjSCGhY+LX4NkQMD660GlVrAwSvZDwyaz3VpXq+zFMikEs6BS0RkQqRiF2COKnqPavqvUoLyu+Lru/fIGOpgDazhfhVBs+L1Kr8+YLigWTEHrruj9g+o7o4Kg91USkREdYOBVwTG8p+6MdTBGlhDZcYUNAcEeWD/O32w/uVuWPZcR6x/uRv2v9OHYZeIqIFh4BWJsfynbgx1sAbWUF0d+9/pg3XjO2OMvwrrxncWLWhWzIE7tKMnQv2cOYyBiKgB4jy81TDEPLwVxF7RypjqUKkFHLycge37DiOiR1eutGbmNQCcX5OqYpugytgmzBfn4W1AjGUFJWOoQyaVoKuvE7LPCegqUsAyls+BNRAREdUdDmkgIiIiIpPGwEtEREREJo2Bl4iIiIhMGgMvEREREZk0Bl4iIiIiMmkMvERERERk0hh4iYiIiMikMfASERERkUlj4CUiIiIik8bAS0REREQmjYGXiIiIiEwaAy8RERERmTQGXiIiIiIyaRZiF2CMBEEAAOTn54tciflRKpUoKipCfn4+LC0txS6HRMb2QJWxTVBlbBPmqyKnVeS22jDwVqOgoAAA4OXlJXIlRERERFSbgoICODo61nqMRNAlFpsZtVqNW7duwd7eHhKJROxyzEp+fj68vLxw48YNODg4iF0OiYztgSpjm6DK2CbMlyAIKCgoQNOmTSGV1j5Klz281ZBKpWjWrJnYZZg1BwcHfuMiDbYHqoxtgipjmzBPD+rZrcCb1oiIiIjIpDHwEhEREZFJY+AloyKXyzFv3jzI5XKxSyEjwPZAlbFNUGVsE6QL3rRGRERERCaNPbxEREREZNIYeImIiIjIpDHwEhEREZFJY+AlIiIiIpPGwEsGt2LFCvj6+kKhUCAkJAT79u2r8diNGzeiX79+aNKkCRwcHBAaGopt27YZsFqqb/q0h/sdOHAAFhYW6NixY/0WSAanb5soKSnBnDlz4O3tDblcDj8/P/zwww8Gqpbqm77t4X//+x86dOgAGxsbeHh44KWXXkJ2draBqiVjxcBLBhUTE4Pp06djzpw5SEhIQI8ePTBw4ECkpKRUe/zevXvRr18/xMbG4vjx4+jduzeGDBmChIQEA1dO9UHf9lAhLy8PY8aMQXh4uIEqJUN5mDYxYsQI/PPPP/j+++9x4cIFrF+/HgEBAQasmuqLvu1h//79GDNmDCZMmICzZ8/i119/xdGjRzFx4kQDV07GhtOSkUF17doVnTp1wsqVKzXb2rRpg6effhqLFi3S6Rpt27bFyJEjMXfu3PoqkwzkYdvDc889B39/f8hkMvz+++9ITEw0QLVkCPq2ia1bt+K5557D1atX4eTkZMhSyQD0bQ+ff/45Vq5ciStXrmi2ffnll/j0009x48YNg9RMxok9vGQwpaWlOH78OCIiIrS2R0REID4+XqdrqNVqFBQU8D82E/Cw7WH16tW4cuUK5s2bV98lkoE9TJv4888/0blzZ3z66afw9PREq1atMGvWLNy7d88QJVM9epj20L17d9y8eROxsbEQBAG3b9/Gb7/9hieffNIQJZMRsxC7ADIfWVlZUKlUcHNz09ru5uaG9PR0na7xxRdfoLCwECNGjKiPEsmAHqY9XLp0CbNnz8a+fftgYcFvX6bmYdrE1atXsX//figUCmzatAlZWVmYMmUKcnJyOI63gXuY9tC9e3f873//w8iRI1FcXIyysjI89dRT+PLLLw1RMhkx9vCSwUkkEq3ngiBU2Vad9evXY/78+YiJiYGrq2t9lUcGpmt7UKlUGDVqFKKiotCqVStDlUci0Od7hFqthkQiwf/+9z906dIFgwYNwuLFixEdHc1eXhOhT3tISkrCtGnTMHfuXBw/fhxbt25FcnIyJk2aZIhSyYixi4QMxsXFBTKZrMpP5hkZGVV+gq8sJiYGEyZMwK+//oq+ffvWZ5lkIPq2h4KCAhw7dgwJCQl47bXXAJSHHUEQYGFhge3bt6NPnz4GqZ3qx8N8j/Dw8ICnpyccHR0129q0aQNBEHDz5k34+/vXa81Ufx6mPSxatAhhYWF46623AADt27eHra0tevTogYULF8LDw6Pe6ybjxB5eMhgrKyuEhIQgLi5Oa3tcXBy6d+9e43nr16/HuHHj8NNPP3EclgnRtz04ODjg9OnTSExM1DwmTZqE1q1bIzExEV27djVU6VRPHuZ7RFhYGG7duoW7d+9qtl28eBFSqRTNmjWr13qpfj1MeygqKoJUqh1tZDIZgPKeYTJjApEB/fzzz4KlpaXw/fffC0lJScL06dMFW1tb4dq1a4IgCMLs2bOF0aNHa47/6aefBAsLC+Hrr78W0tLSNI/c3Fyx3gLVIX3bQ2Xz5s0TOnToYKBqyRD0bRMFBQVCs2bNhOHDhwtnz54V9uzZI/j7+wsTJ04U6y1QHdK3PaxevVqwsLAQVqxYIVy5ckXYv3+/0LlzZ6FLly5ivQUyEhzSQAY1cuRIZGdnY8GCBUhLS0NQUBBiY2Ph7e0NAEhLS9OaX/Hbb79FWVkZpk6diqlTp2q2jx07FtHR0YYun+qYvu2BTJ++bcLOzg5xcXF4/fXX0blzZzg7O2PEiBFYuHChWG+B6pC+7WHcuHEoKCjAV199hZkzZ6JRo0bo06cPPvnkE7HeAhkJzsNLRERERCaNY3iJiIiIyKQx8BIRERGRSWPgJSIiIiKTxsBLRERERCaNgZeIiIiITBoDLxERERGZNAZeIiIiIjJpDLxEREREZNIYeImIjMC1a9cgkUiQmJho0NfdvXs3JBIJcnNzH+k6EokEv//+e437xXp/REQAAy8RUb2TSCS1PsaNGyd2iUREJs1C7AKIiExdWlqa5u8xMTGYO3cuLly4oNlmbW2NO3fu6H1dlUoFiUQCqZR9F0REteF3SSKieubu7q55ODo6QiKRVNlW4erVq+jduzdsbGzQoUMHHDx4ULMvOjoajRo1wpYtWxAYGAi5XI7r16+jtLQUb7/9Njw9PWFra4uuXbti9+7dmvOuX7+OIUOGoHHjxrC1tUXbtm0RGxurVePx48fRuXNn2NjYoHv37lqBHABWrlwJPz8/WFlZoXXr1li7dm2t7/nIkSMIDg6GQqFA586dkZCQ8AifIBHRo2HgJSIyInPmzMGsWbOQmJiIVq1a4fnnn0dZWZlmf1FRERYtWoTvvvsOZ8+ehaurK1566SUcOHAAP//8M06dOoVnn30WAwYMwKVLlwAAU6dORUlJCfbu3YvTp0/jk08+gZ2dXZXX/eKLL3Ds2DFYWFhg/Pjxmn2bNm3CG2+8gZkzZ+LMmTN49dVX8dJLL2HXrl3VvofCwkIMHjwYrVu3xvHjxzF//nzMmjWrHj4tIiIdCUREZDCrV68WHB0dq2xPTk4WAAjfffedZtvZs2cFAMK5c+c05wIQEhMTNcdcvnxZkEgkQmpqqtb1wsPDhcjISEEQBKFdu3bC/Pnzq61n165dAgBhx44dmm1//fWXAEC4d++eIAiC0L17d+Hll1/WOu/ZZ58VBg0apHkOQNi0aZMgCILw7bffCk5OTkJhYaFm/8qVKwUAQkJCQk0fDRFRvWEPLxGREWnfvr3m7x4eHgCAjIwMzTYrKyutY06cOAFBENCqVSvY2dlpHnv27MGVK1cAANOmTcPChQsRFhaGefPm4dSpU3q97rlz5xAWFqZ1fFhYGM6dO1ftezh37hw6dOgAGxsbzbbQ0FDdPgAionrAm9aIiIyIpaWl5u8SiQQAoFarNdusra012yv2yWQyHD9+HDKZTOtaFcMWJk6ciP79++Ovv/7C9u3bsWjRInzxxRd4/fXXdX7d+18TAARBqLLt/n1ERMaEPbxERA1YcHAwVCoVMjIy0LJlS62Hu7u75jgvLy9MmjQJGzduxMyZM/Hf//5X59do06YN9u/fr7UtPj4ebdq0qfb4wMBAnDx5Evfu3dNsO3TokJ7vjIio7jDwEhE1YK1atcILL7yAMWPGYOPGjUhOTsbRo0fxySefaGZimD59OrZt24bk5GScOHECO3furDGsVuett95CdHQ0vvnmG1y6dAmLFy/Gxo0ba7wRbdSoUZBKpZgwYQKSkpIQGxuLzz//vE7eLxHRw2DgJSJq4FavXo0xY8Zg5syZaN26NZ566ikcPnwYXl5eAMrn6506dSratGmDAQMGoHXr1lixYoXO13/66aexbNkyfPbZZ2jbti2+/fZbrF69Gk888US1x9vZ2WHz5s1ISkpCcHAw5syZg08++aQu3ioR0UORCBxsRUREREQmjD28RERERGTSGHiJiIiIyKQx8BIRERGRSWPgJSIiIiKTxsBLRERERCaNgZeIiIiITBoDLxERERGZNAZeIiIiIjJpDLxEREREZNIYeImIiIjIpDHwEhEREZFJ+z+Yw50+uTpLzQAAAABJRU5ErkJggg==",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred\n",
+ " elif cpv_found_and_scores[pred_value] < score_pred:\n",
+ " cpv_found_and_scores[pred_value] = score_pred\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " single_row_pred[index_cpv] = value\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ " \n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6484bd75-6784-49f0-9881-f34c243fff2d",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 5"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "8afa0999-0004-4bcf-96aa-2ffb626d72d0",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.68 (Threshold: 0.65)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " max_pred = []\n",
+ " max_score = 0.0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " if score_pred > max_score:\n",
+ " max_score = score_pred\n",
+ " max_pred = pred_values\n",
+ " \n",
+ " for value in max_pred:\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(value)\n",
+ " single_row_pred[index_cpv] = max_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ " \n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "686f2c0c-a012-4444-bbf0-ffc059ce3767",
+ "metadata": {},
+ "source": [
+ "## Multi-label report of best method\n",
+ "Best results have been obtained with Method 2, and a threshold of 0.25. Here follows the multi-label report."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "2194c279-f336-434a-b80b-4d2a25848453",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "normalized_factor = 0\n",
+ "for i in range(1, 21):\n",
+ " normalized_factor += 1/i\n",
+ " \n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " position = 0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " position += 1\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred / position\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + (score_pred / position)\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/normalized_factor\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "1a7bdf4b-2086-40b3-926a-425404e28381",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n",
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 3930 0.61 0.49 0.54 250\n",
+ " 8033 0.74 0.65 0.69 26\n",
+ " 1852 0.50 0.20 0.29 5\n",
+ " 3850 0.73 0.66 0.70 647\n",
+ " 3810 0.79 0.67 0.72 183\n",
+ " 3521 1.00 0.56 0.71 9\n",
+ " 3931 0.57 0.45 0.50 129\n",
+ " 3365 0.76 0.87 0.81 166\n",
+ " 4832 0.72 0.48 0.58 130\n",
+ " 9210 0.65 0.55 0.60 124\n",
+ " 7961 0.58 0.52 0.55 157\n",
+ " 6017 0.75 0.80 0.77 383\n",
+ " 3374 0.54 0.59 0.56 56\n",
+ " 3225 0.71 0.54 0.62 125\n",
+ " 3311 0.72 0.76 0.74 344\n",
+ " 3011 1.00 1.00 1.00 1\n",
+ " 4532 0.66 0.62 0.64 164\n",
+ " 4460 0.69 0.58 0.63 481\n",
+ " 4849 0.72 0.50 0.59 56\n",
+ " 5533 0.68 0.49 0.57 39\n",
+ " 8011 0.62 0.66 0.64 35\n",
+ " 4493 1.00 1.00 1.00 1\n",
+ " 1927 0.00 0.00 0.00 2\n",
+ " 3370 0.70 0.69 0.70 403\n",
+ " 2283 0.42 0.70 0.52 23\n",
+ " 0900 0.83 0.85 0.84 1252\n",
+ " 7123 0.50 0.23 0.32 26\n",
+ " 1452 0.25 0.25 0.25 4\n",
+ " 3318 0.68 0.69 0.69 224\n",
+ " 3753 0.74 0.72 0.73 71\n",
+ " 7180 0.63 0.54 0.58 162\n",
+ " 2460 0.71 0.42 0.53 12\n",
+ " 1583 0.53 0.56 0.54 36\n",
+ " 3377 0.65 0.52 0.58 79\n",
+ " 7122 0.66 0.63 0.64 683\n",
+ " 8058 0.72 0.69 0.70 45\n",
+ " 4531 0.62 0.60 0.61 1298\n",
+ " 4810 0.63 0.53 0.58 739\n",
+ " 0330 0.72 0.62 0.67 122\n",
+ " 9800 0.68 0.65 0.67 1710\n",
+ " 7534 0.17 0.25 0.20 4\n",
+ " 3200 0.70 0.69 0.70 1838\n",
+ " 6352 0.81 0.57 0.67 51\n",
+ " 1582 0.61 0.51 0.56 37\n",
+ " 0913 0.71 0.80 0.75 232\n",
+ " 4299 0.75 0.52 0.61 277\n",
+ " 1900 0.64 0.52 0.57 277\n",
+ " 3015 0.00 0.00 0.00 0\n",
+ " 6652 0.80 0.71 0.75 96\n",
+ " 5182 0.00 0.00 0.00 2\n",
+ " 5073 0.72 0.47 0.57 62\n",
+ " 9890 0.42 0.25 0.31 32\n",
+ " 4325 0.61 0.61 0.61 23\n",
+ " 1830 0.68 0.52 0.59 82\n",
+ " 5154 0.65 0.59 0.62 29\n",
+ " 4893 0.67 0.41 0.51 44\n",
+ " 1441 0.69 0.50 0.58 18\n",
+ " 3132 0.70 0.61 0.65 105\n",
+ " 4897 1.00 0.30 0.46 10\n",
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+ " 3864 1.00 1.00 1.00 2\n",
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+ " 3493 0.78 0.51 0.61 83\n",
+ " 0345 0.67 0.54 0.60 84\n",
+ " 1584 0.53 0.41 0.46 56\n",
+ " 4846 0.77 0.47 0.58 70\n",
+ " 8059 0.73 0.57 0.64 82\n",
+ " 7981 0.57 0.63 0.60 211\n",
+ " 1483 1.00 0.29 0.44 7\n",
+ " 8517 0.00 0.00 0.00 2\n",
+ " 5111 0.65 0.54 0.59 152\n",
+ " 4200 0.69 0.64 0.67 2336\n",
+ " 5088 0.86 0.59 0.70 54\n",
+ " 2458 0.00 0.00 0.00 0\n",
+ " 2212 0.56 0.41 0.47 44\n",
+ " 0343 0.00 0.00 0.00 0\n",
+ " 5051 0.70 0.45 0.55 86\n",
+ " 3460 0.84 0.62 0.71 133\n",
+ " 1422 0.44 0.44 0.44 9\n",
+ " 0933 0.70 0.70 0.70 146\n",
+ " 6000 0.87 0.90 0.88 2872\n",
+ " 3971 0.70 0.60 0.65 435\n",
+ " 4216 0.70 0.58 0.64 96\n",
+ " 7524 0.64 0.55 0.59 114\n",
+ " 4871 0.88 0.48 0.62 29\n",
+ " 2282 0.93 0.64 0.76 22\n",
+ " 1595 1.00 0.43 0.60 7\n",
+ " 1950 0.55 0.41 0.47 96\n",
+ " 1525 0.77 0.61 0.68 38\n",
+ " 5034 0.59 0.53 0.56 93\n",
+ " 1599 0.71 0.45 0.56 11\n",
+ " 3951 0.66 0.61 0.63 170\n",
+ " 4111 0.64 0.36 0.46 45\n",
+ " 7733 0.54 0.47 0.50 15\n",
+ " 3731 0.71 0.67 0.69 33\n",
+ " 7711 0.73 0.33 0.46 33\n",
+ " 4364 0.75 0.60 0.67 5\n",
+ " 9833 0.71 0.47 0.57 36\n",
+ " 0930 0.78 0.79 0.79 659\n",
+ " 5085 0.61 0.59 0.60 29\n",
+ " 3880 0.88 0.44 0.59 50\n",
+ " 8520 0.80 0.71 0.76 52\n",
+ " 3366 0.72 0.65 0.68 51\n",
+ " 6373 0.78 0.56 0.65 55\n",
+ "\n",
+ " micro avg 0.71 0.67 0.69 307697\n",
+ " macro avg 0.65 0.52 0.56 307697\n",
+ "weighted avg 0.71 0.67 0.69 307697\n",
+ " samples avg 0.72 0.75 0.70 307697\n",
+ "\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in samples with no predicted labels. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn import metrics\n",
+ "\n",
+ "threshold = 0.25\n",
+ "binary_predictions = (np.array(formatted_result_pred) >= threshold).astype(int)\n",
+ "print(metrics.classification_report(formatted_result_actual, binary_predictions, target_names=ALL_REDUCED_CPVS))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "d002f4d3-2154-4913-bee1-2f810fc469bd",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n",
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n",
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in samples with no predicted labels. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
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+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>precision</th>\n",
+ " <th>recall</th>\n",
+ " <th>f1-score</th>\n",
+ " <th>support</th>\n",
+ " </tr>\n",
+ " </thead>\n",
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+ " <td>183.0</td>\n",
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+ "text/plain": [
+ " precision recall f1-score support\n",
+ "3930 0.608911 0.492000 0.544248 250.0\n",
+ "8033 0.739130 0.653846 0.693878 26.0\n",
+ "1852 0.500000 0.200000 0.285714 5.0\n",
+ "3850 0.733788 0.664606 0.697486 647.0\n",
+ "3810 0.792208 0.666667 0.724036 183.0"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "report = metrics.classification_report(formatted_result_actual, binary_predictions, target_names=ALL_REDUCED_CPVS, output_dict=True)\n",
+ "df = pd.DataFrame(report).transpose()\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "0241d06a-c125-4b34-91ea-deddcf715a10",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "df.to_csv(\"classification_report_4_digits.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "872fd100-3157-447e-93f4-c1a943a26db8",
+ "metadata": {},
+ "outputs": [],
+ "source": []
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+ "kernelspec": {
+ "display_name": "conda_pytorch_p310",
+ "language": "python",
+ "name": "conda_pytorch_p310"
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+ "name": "ipython",
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+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/20231108-analyze_similarity_scores-5digits.ipynb b/20231108-analyze_similarity_scores-5digits.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..7341f3717c35cc7c800f25e763dab2df55111dd9
--- /dev/null
+++ b/20231108-analyze_similarity_scores-5digits.ipynb
@@ -0,0 +1,4536 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "f14bd8b7-2431-472b-84a3-771d559f5349",
+ "metadata": {},
+ "source": [
+ "# Evaluation of 5-digits CPV classifier based on similarity between notices\n",
+ "## Load dataset\n",
+ "Data are coming as output of 20231107-closest_notices_from_history.ipynb"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "c73576c2-306e-4b6b-90be-c48c3cdd11fe",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import json\n",
+ "with open('20231108-predict_cpv_closest_20_with_scores_train_80.json', 'r') as f:\n",
+ " full_predictions = json.load(f)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "894f58db-169a-4128-959c-2df12effec49",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[{'pred': ['66000000'], 'score': 0.6569411158561707}, {'pred': ['66523100', '66520000', '66522000'], 'score': 0.6087358593940735}, {'pred': ['79410000', '79430000'], 'score': 0.5991131663322449}, {'pred': ['79411000'], 'score': 0.5982860326766968}, {'pred': ['72000000'], 'score': 0.5880882143974304}, {'pred': ['48300000'], 'score': 0.5859005451202393}, {'pred': ['75320000'], 'score': 0.5770848989486694}, {'pred': ['48410000'], 'score': 0.5765272378921509}, {'pred': ['90500000', '63121100', '63121000', '90512000', '90514000', '90513000', '75130000', '63120000', '90510000', '63122000', '90513300', '75131000', '60100000'], 'score': 0.5551028847694397}, {'pred': ['45000000', '45210000'], 'score': 0.5546371936798096}, {'pred': ['45000000', '45210000'], 'score': 0.5546371936798096}, {'pred': ['85000000'], 'score': 0.5539848804473877}, {'pred': ['85000000'], 'score': 0.5526933670043945}, {'pred': ['75211000'], 'score': 0.551079511642456}, {'pred': ['72510000'], 'score': 0.5497228503227234}, {'pred': ['45000000', '45210000'], 'score': 0.549191415309906}, {'pred': ['98000000', '85000000'], 'score': 0.5485222339630127}, {'pred': ['98000000', '85000000'], 'score': 0.5454405546188354}, {'pred': ['79710000'], 'score': 0.5453060269355774}, {'pred': ['72500000', '72266000', '75320000', '72000000', '72267000', '72310000', '79414000', '72222300', '72268000', '66520000', '72320000', '72321000', '72263000', '66523100', '72212517', '79211110', '72261000', '72510000', '72253000', '79631000', '72212600', '85147000', '72300000', '72212610', '72264000', '72265000', '85141000', '72330000', '72260000', '79200000', '72212100', '72322000', '72262000'], 'score': 0.5416351556777954}, {'actual_cpvs': ['66100000']}]\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(full_predictions[0])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b2bd0fc1-7e07-48fa-bac4-9ba8fd70a2cd",
+ "metadata": {},
+ "source": [
+ "## Format CPVs to only keep requested numbers of digits"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "c803fa00-460e-4249-b76e-5eb4b0660d08",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "def extract_cpvs_from_full_cpv(local_cpvs, number_digits):\n",
+ " divisions = []\n",
+ " local_cpvs = [str(local_cpv) for local_cpv in local_cpvs]\n",
+ " for local_cpv in local_cpvs:\n",
+ " if len(local_cpv) < 7:\n",
+ " continue\n",
+ " if len(local_cpv) == 7:\n",
+ " local_cpv = \"0\"+local_cpv\n",
+ " for upper_class in range(2, number_digits+1):\n",
+ " division = local_cpv[:upper_class]\n",
+ " length_division = len(division)\n",
+ " if length_division < number_digits:\n",
+ " remaining_digits = number_digits - length_division\n",
+ " division = division + \"0\"*remaining_digits\n",
+ " if division not in divisions:\n",
+ " divisions.append(division)\n",
+ " return divisions\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "21c4be73-f2b1-43d7-9f75-1caeb0f1f847",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[{'pred': ['66000'], 'score': 0.6569411158561707}, {'pred': ['66000', '66500', '66520', '66523', '66522'], 'score': 0.6087358593940735}, {'pred': ['79000', '79400', '79410', '79430'], 'score': 0.5991131663322449}, {'pred': ['79000', '79400', '79410', '79411'], 'score': 0.5982860326766968}, {'pred': ['72000'], 'score': 0.5880882143974304}, {'pred': ['48000', '48300'], 'score': 0.5859005451202393}, {'pred': ['75000', '75300', '75320'], 'score': 0.5770848989486694}, {'pred': ['48000', '48400', '48410'], 'score': 0.5765272378921509}, {'pred': ['90000', '90500', '63000', '63100', '63120', '63121', '90510', '90512', '90514', '90513', '75000', '75100', '75130', '63122', '75131', '60000', '60100'], 'score': 0.5551028847694397}, {'pred': ['45000', '45200', '45210'], 'score': 0.5546371936798096}, {'pred': ['45000', '45200', '45210'], 'score': 0.5546371936798096}, {'pred': ['85000'], 'score': 0.5539848804473877}, {'pred': ['85000'], 'score': 0.5526933670043945}, {'pred': ['75000', '75200', '75210', '75211'], 'score': 0.551079511642456}, {'pred': ['72000', '72500', '72510'], 'score': 0.5497228503227234}, {'pred': ['45000', '45200', '45210'], 'score': 0.549191415309906}, {'pred': ['98000', '85000'], 'score': 0.5485222339630127}, {'pred': ['98000', '85000'], 'score': 0.5454405546188354}, {'pred': ['79000', '79700', '79710'], 'score': 0.5453060269355774}, {'pred': ['72000', '72500', '72200', '72260', '72266', '75000', '75300', '75320', '72267', '72300', '72310', '79000', '79400', '79410', '79414', '72220', '72222', '72268', '66000', '66500', '66520', '72320', '72321', '72263', '66523', '72210', '72212', '79200', '79210', '79211', '72261', '72510', '72250', '72253', '79600', '79630', '79631', '85000', '85100', '85140', '85147', '72264', '72265', '85141', '72330', '72322', '72262'], 'score': 0.5416351556777954}, {'actual_cpvs': ['66000', '66100']}]\n"
+ ]
+ }
+ ],
+ "source": [
+ "NUMBER_DIGITS_CPV = 5\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " local_cpvs = []\n",
+ " for sub_element in element:\n",
+ " if 'pred' in sub_element.keys():\n",
+ " reduced_cpvs = extract_cpvs_from_full_cpv(sub_element['pred'], NUMBER_DIGITS_CPV)\n",
+ " sub_element['pred'] = reduced_cpvs\n",
+ " else:\n",
+ " reduced_cpvs = extract_cpvs_from_full_cpv(sub_element['actual_cpvs'], NUMBER_DIGITS_CPV)\n",
+ " sub_element['actual_cpvs'] = reduced_cpvs\n",
+ "print(full_predictions[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "e9a0b339-8640-41f2-a495-cb9a1c4a4070",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "3560\n"
+ ]
+ }
+ ],
+ "source": [
+ "ALL_REDUCED_CPVS = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " local_cpvs = []\n",
+ " for sub_element in element:\n",
+ " if 'pred' in sub_element.keys():\n",
+ " pred_values = sub_element['pred']\n",
+ " local_cpvs.extend(pred_values)\n",
+ " else:\n",
+ " actual_values = sub_element['actual_cpvs']\n",
+ " local_cpvs.extend(actual_values)\n",
+ " ALL_REDUCED_CPVS.extend(local_cpvs)\n",
+ " ALL_REDUCED_CPVS = list(set(ALL_REDUCED_CPVS))\n",
+ " \n",
+ "print(len(ALL_REDUCED_CPVS))\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6b1691ba-06e1-4a0f-b934-6364c47c152d",
+ "metadata": {},
+ "source": [
+ "Function to plot metrics"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "45dd482f-9c07-4e42-87d0-7b0a00dcf7f1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "from sklearn.metrics import precision_score, recall_score\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "\n",
+ "def calculate_metrics_and_plot(y_true, y_pred):\n",
+ " thresholds = np.arange(0.1, 1.0, 0.05) \n",
+ " precision_scores = []\n",
+ " recall_scores = []\n",
+ " f1_scores = []\n",
+ " best_f1_micro = 0.0\n",
+ " best_threshold = 0.0\n",
+ "\n",
+ " for threshold in thresholds:\n",
+ " binary_predictions = (y_pred >= threshold).astype(int)\n",
+ " precision = precision_score(y_true, binary_predictions, average='micro')\n",
+ " recall = recall_score(y_true, binary_predictions, average='micro')\n",
+ " f1 = 2 * (precision * recall) / (precision + recall) if (precision + recall) > 0 else 0\n",
+ "\n",
+ " precision_scores.append(precision)\n",
+ " recall_scores.append(recall)\n",
+ " f1_scores.append(f1)\n",
+ " if f1 > best_f1_micro:\n",
+ " best_f1_micro = f1\n",
+ " best_threshold = threshold\n",
+ "\n",
+ " print(f\"Best F1 Micro Score: {best_f1_micro:.2f} (Threshold: {best_threshold:.2f})\")\n",
+ "\n",
+ " # Plot the micro precision as a function of the threshold\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(thresholds, precision_scores, marker='o', linestyle='-', label='Micro Precision')\n",
+ " plt.xlabel('Threshold')\n",
+ " plt.ylabel('Micro Precision')\n",
+ " plt.title('Micro Precision vs. Threshold')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()\n",
+ "\n",
+ " # Plot the micro recall as a function of the threshold\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(thresholds, recall_scores, marker='o', linestyle='-', label='Micro Recall')\n",
+ " plt.xlabel('Threshold')\n",
+ " plt.ylabel('Micro Recall')\n",
+ " plt.title('Micro Recall vs. Threshold')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()\n",
+ "\n",
+ " # Plot the F1 micro score as a function of the threshold\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(thresholds, f1_scores, marker='o', linestyle='-', label='F1 Micro Score')\n",
+ " plt.xlabel('Threshold')\n",
+ " plt.ylabel('F1 Micro Score')\n",
+ " plt.title('F1 Micro Score vs. Threshold')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()\n",
+ "\n",
+ " plt.figure(figsize=(8, 6))\n",
+ " plt.plot(recall_scores, precision_scores, marker='o', linestyle='-', label='Precision-Recall Curve')\n",
+ " plt.xlabel('Micro Recall')\n",
+ " plt.ylabel('Micro Precision')\n",
+ " plt.title('Micro Precision-Recall Curve')\n",
+ " plt.grid(True)\n",
+ " plt.legend()\n",
+ " plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0dec67f7-ae3a-47ad-87c1-17867d4188f4",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "d8179322-e967-4c90-b30b-de45cda223ff",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.51 (Threshold: 0.15)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + score_pred\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/length_number_pred\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "eb287959-fd00-4cc7-9bca-a284ec23ac9d",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "4c2bd65e-0296-4a60-8acb-47f3abaf163d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.67 (Threshold: 0.25)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "normalized_factor = 0\n",
+ "for i in range(1, 21):\n",
+ " normalized_factor += 1/i\n",
+ " \n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " position = 0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " position += 1\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred / position\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + (score_pred / position)\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/normalized_factor\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8506629a-5e69-420b-a347-375332cf9654",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 3"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "42364514-f56e-4fc1-80b7-c5fc88632a91",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.62 (Threshold: 0.25)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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7dOjQARMmTICbmxvS09Nx+/Zt7N69G0eOHCmXHhBVeRJefEZEEvrnagYvUprVDETx+dX/Y8aMER0cHESFQiHWrl1bHDhwoHj//n1RFP939ffWrVuLPc5vv/0mNm3aVDQ2NhYtLS3FV199Vbx27dpL38fLXjdf/hX7Dx48KPb5lStXiq1btxbNzMxEExMT0cPDQxw5cqR4/vz5QuP27dsnduzYUTQzMxNNTU1FLy8vcc6cOUWOk+/06dNi//79RVdXV1GpVIo2NjZix44dxV27dhV63eJ6euXKFbFv376ipaWlaGxsLPr4+IirVq0q1fuPiYkRARQZr21v7t+/L9aoUUPs3LlzwbaQkBCxT58+orW1tahQKEQnJyexT58+RWqIiIgQ33zzTdHGxkY0NjYWXVxcxFGjRomZmZmiKIpiVlaW+PHHH4tOTk6iSqUSW7RoIf7xxx/iW2+9Jbq6ur6wP6VdzSBfVFSUOHHiRLFevXqiUqkUTUxMRC8vL3Hq1KliTExMwTiNRiPOnTtXrFu3rqhSqUQ/Pz/xyJEjJa5m8KLP3c2bN0UAIgAxODi42DExMTHimDFjRCcnJ1GhUIi1atUS27ZtK3799delel9EJIqCKOr4fRkRERERkcQ4Z5aIiIiIDBbDLBEREREZLIZZIiIiIjJYDLNEREREZLAYZomIiIjIYDHMEhEREZHBqnY3TdBoNLh37x7Mzc1LvA0hEREREUlHFEWkp6ejdu3akMlefO612oXZe/fuwdnZWeoyiIiIiOgl4uPjUadOnReOqXZh1tzcHMDz5lhYWEhczcvl5OTg0KFD6NGjBxQKhdTlGBz2T3fsne7Yu7Jh/3TH3umOvdNdRfQuLS0Nzs7OBbntRapdmM2fWmBhYWEwYdbU1BQWFhb85dIB+6c79k537F3ZsH+6Y+90x97priJ7V5opobwAjIiIiIgMlqRh9vjx4+jbty9q164NQRDwxx9/vHSfkJAQ+Pr6QqVSoW7duli6dGnFF0pEREREeknSMPv06VP4+Pjgl19+KdX4mJgY9O7dGx06dEBYWBg+++wzTJ48Gdu3b6/gSomIiIhIH0k6Z7ZXr17o1atXqccvXboULi4umD9/PgCgUaNGOH/+PH744Qe88cYbxe6TlZWFrKysgsdpaWkAns/vyMnJ0b34SpJfoyHUqo/YP92xd7pj78qmqvQvLy8Pubm5EEWx0o6Zm5sLIyMjPHnyBEZG1e6ymDJh73SnS+8EQYCRkRHkcnmxz2vz+y+Ilflb9gKCIGDnzp147bXXShwTEBCA5s2b4+effy7YtnPnTgwcOBAZGRnFTjqeOXMmZs2aVWT7xo0bYWpqWi61ExER/ZOxsTGsra0ZioheIDc3FykpKcjOzi7yXEZGBoYOHYrU1NSXXrBvUL9liYmJsLe3L7TN3t4eubm5ePjwIRwdHYvsM336dEydOrXgcf5SDz169DCY1QyCg4PRvXt3Xl2pA/ZPd+yd7ti7sjH0/uXl5SEmJgZmZmawsbGp1Bv0iKKIp0+fwszMjDcG0hJ7pztdeieKIpKTk2FhYQF3d/ciZ2jzv0kvDYMKs0DRJRryTyyX1DylUgmlUllku0KhMKg/JA2tXn3D/umOvdMde1c2htq/vLw8AECtWrVgYmJSqcfWaDTIycmBiYnJS++aRIWxd7rTtXcymQxPnz4FgCK/69r87hvUfy0HBwckJiYW2paUlAQjIyPY2NhIVBUREVFRPLtH9GLl9TtiUGHW398fwcHBhbYdOnQIfn5+BvmvdyIiIiIqG0nD7JMnTxAeHo7w8HAAz5feCg8PR1xcHIDn811HjhxZMH78+PGIjY3F1KlTcf36daxcuRIrVqzAxx9/LEX5RERERCQxScPs+fPn0bx5czRv3hwAMHXqVDRv3hxffPEFAECtVhcEWwBwd3fHvn37cOzYMTRr1gxfffUVFixYUOKyXERERIYqTyPidFQy/gxPwOmoZORp9GLxoXLn5uZWsORmeY6tCv55Q6k7d+5AEISCE4D0P5JeANapU6cXrr+3evXqIts6duyIixcvVmBVRERE0jpwVY1ZuyOgTs0s2OZoqUJQXy8Eehdduac8jBo1CmvWrAEAGBkZwdnZGa+//jpmzZoFMzOzCjkmAJw7d67Ur6/N2LLo1KkTQkJCADy/EMnZ2RkDBw7EzJkzi72oXJ/cvn0b33zzDYKDg/HgwQPUrl0bbdq0wUcffQQ/Pz+py6sQBjVnloiIqKo7cFWNCesvFgqyAJCYmokJ6y/iwFV1hR07MDAQarUa0dHR+Prrr7F48eISp/KV100tatWqVep137UZW1Zvv/021Go1bt++jblz52LRokWYOXNmpRxbV+fPn4evry9u3ryJZcuWISIiAjt37kTDhg3x0Ucf6fy6eXl50Gg05Vhp+WKYrWDV5WsiIiIqniiKyMjOLdVPemYOgnZdQ3F/U+Rvm7krAumZOSW+xrPsvIL/r+19kZRKJRwcHODs7IyhQ4di2LBhBV9zz5w5E82aNcPKlStRt25dKJVKiKKI1NRUvPPOO7Czs4OFhQW6dOmCS5cuFXrdXbt2wc/PDyqVCra2tnj99dcLnvv31IGZM2fCxcUFSqUStWvXxuTJk0scGxcXh1dffRU1atSAhYUFBg4ciPv37xd6rWbNmmHdunVwc3ODpaUlBg8ejPT09Jf2wtTUFA4ODnBxccEbb7yB7t2749ChQwXPi6KIuXPnom7dujAxMYGPjw+2bdtW6DWuXbuGPn36wMLCAubm5ujQoQOioqIAPD/L3L17d9ja2sLS0rLM3zyLoohRo0bB09MToaGh6NOnDzw8PNCsWTMEBQXhzz//BAAcO3YMgiDg8ePHBfuGh4dDEATcuXMHwPNvxq2srLBnzx54eXlBqVTi119/hUqlKrQfAEyePBmdO3cueHzq1CkEBATAxMQEzs7OmDx5csHyWxXF4NaZNSRSfE1ERET65VlOHry+OFguryUCSEzLRJOZh146FgAivuwJU2Pd/6o3MTEpdAb29u3b+P3337F9+/aCRe779OkDa2tr7Nu3D5aWlli2bBm6du2KmzdvwtraGnv37sXrr7+OGTNmYN26dcjOzsbevXuLPd62bdvw008/YfPmzWjcuDESExOLBON8oijitddeg5mZGUJCQpCbm4uJEydi0KBBOHbsWMG4qKgo/PHHH9izZw8ePXqEgQMH4rvvvsM333xT6j5cunQJJ0+ehJubW8G2zz//HDt27MCSJUvg6emJ48ePY/jw4ahVqxY6duyIhIQEBAQEoFOnTjhy5AgsLCxw8uRJ5ObmAgDS09Px1ltvYcGCBQCAH3/8Eb1798atW7dgbm5e6tryhYeH49q1a9i4cWOxa71aWVlp9XoZGRmYPXs2fvvtN9jY2KBOnToICgrC9u3bMXbsWADPz9j+/vvvBWesr1y5gp49e+Krr77CihUr8ODBA0yaNAmTJk3CqlWrtH5PpcUwW0Hyvyb697+J878mWjK8BQMtERHprbNnz2Ljxo3o2rVrwbbs7GysW7cOtWrVAgAcOXIEV65cQVJSUsFc0h9++AF//PEHtm3bhnfeeQfffPMNBg8eXOjW8j4+PsUeMy4uDg4ODujWrRsUCgVcXFzQqlWrYsf+9ddfuHz5MmJiYuDs7AwAWLduHRo3boxz586hZcuWAJ4v6L969eqCgDhixAgcPnz4pWF28eLF+O2335CTk4Ps7GzIZDIsWrQIAPD06VPMmzcPR44cgb+/PwCgbt26OHHiBJYtW4aOHTti0aJFsLS0xObNmwuWD61fv37B63fp0qXQ8ZYtW4aaNWsiJCQEr7zyygtrK86tW7cAAA0bNtR63+Lk5ORg8eLFhf5bDRo0CBs3biwIs4cPH8ajR4/w5ptvAnj+337o0KGYMmUKAMDT0xMLFixAx44dsWTJEqhUqnKp7d8YZitAnkbErN0RJX5NJACYtTsC3b0cIJdxUW0ioqrMRCFHxJc9SzX2bEwKRq0699Jxq0e3RCt36yLbNRoN0tPSYW5hDplMBhOFvJi9S7Znzx7UqFEDubm5yMnJwauvvoqFCxcWPO/q6loQZAHgwoULePLkSZEbFz179qzg6/Tw8HC8/fbbpTr+m2++ifnz56Nu3boIDAxE79690bdvXxgZFY0r169fh7Ozc0GQBQAvLy9YWVnh+vXrBWHWzc2t0JlOR0dHJCUlAQA2bNiAd999t+C533//HYGBgQCAYcOGYcaMGUhLS8OcOXNgYWFRsHpSREQEMjMz0b1790I1ZWdnF6zQFB4ejg4dOpS4Dn5SUhK++OILHDlyBPfv30deXh4yMjIKreKkjZfdEVVbxsbGaNq0aaFtw4YNg7+/P+7du4fatWtjw4YN6N27N2rWrIm0tDRcvHgRt2/fxoYNGwrVpdFoEBMTg0aNGpVLbf/GMFsBzsakFJm4/08iAHVqJs7GpMDfg3cuIyKqygRBKPVX/R08a8HRUoXE1MxiT4gIABwsVejgWavYkyEajQa5xnKYGhvpdEvWzp07Y8mSJVAoFKhdu3aRIPbvlQQ0Gg0cHR0Lfa2fL/9rbW1u6evs7IzIyEgEBwfjr7/+wsSJE/H9998jJCSkSC2iKBYb3P69/d/7CYJQcDFTv3790Lp164L38s/Qa2lpiXr16gEA1q9fj8aNG2PFihUYO3Zswf579+6Fk5NTodfPP0P9svc9atQoPHjwAPPnz4erqyuUSiX8/f2RnZ39wv1Kkn/W9/r162jWrFmJ4/I/F/+cT13cxXwmJiZF+tuqVSt4eHhg8+bNmDBhAnbu3Flo+oBGo8G7775baJ5zPhcXF63ejzYYZitAUnrJQfafvtkbgcGtXNCxfi04W1fO1ZlERKS/5DIBQX29MGH9RQhAoUCbHyuC+npV2Ld6ZmZmBQGuNFq0aIHExEQYGRkVmk/6T02bNsXhw4cxevToUr2miYkJ+vXrh379+uG9995Dw4YNceXKFbRo0aLQOC8vL8TFxSE+Pr7g7GxERARSU1NLfQbQ3Ny8IMBqNBqkpaUVO06hUOCzzz7D9OnTMWTIkIKLouLi4tCxY8cS3/eaNWuQk5NT7NnZ0NBQLF68GL179wYAxMfH4+HDh6WquzjNmjWDl5cXfvzxRwwaNKjIP2YeP34MKyurgjPrarUaNWvWBACt1q4dOnQoNmzYgDp16kAmk6FPnz4FzzVv3hzXrl3T6jNUHriaQQWwMy/dnJCr99Lw+R9X0WHuUXT58Ri+3B2BkJsPkJmTV8EVEhGRvgr0dsSS4S3gYFn47xIHS5XeXW/RrVs3+Pv747XXXsPBgwdx584dnDp1Cp9//jnOnz8PAAgKCsKmTZsQFBSE69ev48qVK5g7d26xr7d69WqsWLECV69eRXR0NNatWwcTExO4uroWe+ymTZti2LBhuHjxIs6ePYuRI0eiY8eOFbKe6tChQyEIAhYvXgxzc3N8/PHH+PDDD7FmzRpERUUhLCwMixYtKlird9KkSUhLS8PgwYNx/vx53Lp1C+vWrUNkZCQAoF69eli3bh2uX7+Ov//+G8OGDdPqLPa/CYKAVatW4ebNmwgICMC+ffsQHR2Ny5cv45tvvsGrr75acFxnZ2fMnDkTN2/exN69e/Hjjz+W+jj5/f7mm28wYMCAQvNgP/30U5w+fRrvvfcewsPDcevWLezatQvvv/++zu+rNBhmK0Ard2s4WqpQ0r+bBQC2NYzxUY/6aOVmDblMQPSDp1h5MgZvrTyLZl8ewqhVZ7HqZAxiHj7Fi1ZW4dJfRERVT6C3I078XxdsersNfh7cDJveboMT/9dFr4Is8DxA7du3DwEBARgzZgzq16+PwYMH486dO7C3twfw/AYEW7duxa5du9CsWTN06dIFf//9d7GvZ2VlhV9//RXt2rUrOKO7e/fuInNy84/9xx9/oGbNmggICEC3bt1Qt25dbNmypULeq7GxMSZNmoS5c+fiyZMn+Oqrr/DFF19g9uzZaNSoEXr27Indu3fD3d0dAGBjY4MjR47gyZMn6NixI3x9ffHrr78WnKVduXIlHj16hObNm2PEiBGYPHky7OzsylRjq1atcP78eXh4eODtt99Go0aN0K9fP1y7dq1gSTOFQoFNmzbhxo0b8PHxwZw5c/D111+X+hienp5o2bIlLl++jGHDhhV6rmnTpggJCcGtW7fQoUMHNG/eHP/5z3/g6Fixn1tB1HYROgOXlpYGS0tLpKamwsLCosKOk7+aAVD810T//Nd1WmYOTt1+iGORDxBy80GR+bY2ShGBPi7o3NAe/h42MFMaFRyDS3+9WE5ODvbt24fevXuXOAmfisfe6Y69KxtD719mZiZiYmLg7u5eYVdvlyT/q3ILCwud5sxWZ+yd7nTt3Yt+V7TJa5wzW0Hyvyb6d9h0KCZsWqgUCPR2RKC3I0RRxK2kJzgWmYSQmw9wNiYFyVnAhrPx2HA2HsZyGVq614S9hQo7LiYUOS6X/iIiIqLqhGG2AgV6O6K7lwPOxqQgKT0TduYqtHK3fuHEfUEQUN/eHPXtzfFOgAceP3mGRVuDkWHphuO3HyI+5RlO3k4ucX8u/UVERETVCcNsBZPLhDItv2WmNIK3tYjevRvByMgIMQ+fYs2pO1hzOrbEfbj0FxEREVUXnBRiQARBQN1aNdDCtWapxn+zLwI7Lt5F6rOi68cRERERVQU8M2uASr30V0Iapv5+CQq5gLYetujdxAHdvRxgbWZcwRUSEVE1u76aSGvl9TvCMGuA8pf+etEdYmxqKDG4ZR0cvHYft5KeIOTm85USPtt5Fa3drdHL2wE9GzvAzqLkYJynEbWa70tERIBc/vwWstnZ2WVaN5Soqsu/21n+74yuGGYNUGnuEPP1a40R6O2Ij3s2xO2kJzhwVY39VxNx7V4aTkUl41RUMr7YdQ2+LjUR6O2AQG8H1Kn5v7uQcdkvIiLdGBkZwdTUFA8ePIBCoajUZZ40Gg2ys7ORmZnJ5aW0xN7pTpfeaTQaPHjwAKampjAyKlscZZg1UNos/VXPrgYmdfHEpC6eiEvOwIFrauy7kojw+Mc4H/sI52Mf4eu919G0jiUCvR1gZmyEmbuuFTnry2W/iIheThAEODo6IiYmBrGxJV+sWxFEUcSzZ89gYmICQeA3adpg73Sna+9kMhlcXFzK3G+GWQOmy9JfLjameCfAA+8EeECd+gwHriZi/9VEnLuTgst3U3H5bmqJ+3LZLyKi0jE2Noanp2fB16iVJScnB8ePH0dAQIBB3nBCSuyd7nTtnbGxcbmcBWeYNXBlWfrL0dIEo9u5Y3Q7dzxIz8KhiERsPhuHKwlpJe7DZb+IiEpHJpNV+h3A5HI5cnNzoVKpGMi0xN7pTurecVIIAQBqmSsxrLUrxnWoW6rx9x5nVHBFRERERC/HMEuFlHbZry92XcMXf17F5buPufwMERERSYbTDKiQly37BQAyAXialYe1p2Ox9nQs6tvXwBst6qB/c6cXLvVFREREVN54ZpYKyV/2C/jfMl/5hP/+/DKkBdaMaYV+PrWhNJLh5v0nmL3/BtrMPozRq85i72U1MnPyKrt0IiIiqoZ4ZpaKKO2yXx3r10LqsxzsvazG9ot3cSH2EY5GPsDRyAewUBmhX7PaeKNFHTRztiqy7AZvyEBERETlgWGWilXaZb8sTRQY2toFQ1u7IPrBE+y4mIDtF+9CnZqJ9WfisP5MHDxqmeEN3zp4vXkdOFiqeEMGIiIiKjcMs1QibZf9qlurBj7u2QAfdq+P01HJ2H7xLvZfVSPqwVPMPRCJHw5GoqGDBSLURZf+4g0ZiIiISBecM0vlTi4T0N7TFj8NaoZzM7phzhtN0MrNGhoRxQZZ4H+35J21OwJ5Gq6OQERERKXDMEsVylylwKCWLvh9vD/mD/J54dh/3pCBiIiIqDQYZqnSlPbeyydvP4CGZ2eJiIioFBhmqdKU9oYMvxyNQucfj2HR0dtISst8+Q5ERERUbTHMUqXJvyHDi87PmhrLUcNYjtjkDHx/MBL+3x3B22vP4/D1+8jN01RarURERGQYuJoBVZr8GzJMWH8RAlDoDmP5AXfeQB8E1K+FvZfV2HIuHudjHyE44j6CI+7DwUKFN/3qYKCfM5ytTSV4B0RERKRveGaWKlX+DRkcLAtPOXCwVBUsy2VqbIQ3/ZyxbUJbBH8YgLHt3VHTVIHEtEwsPHIbAd8fxYgVf2PvZTWyc0s+W5unEfF3TAouPBTwd0wKV0kgIiKqgnhmlipdaW/IAACe9ub4zyte+DSwAQ5du48t5+Jx4vZDhN56/mNtZow3WjhhUEsX1LOrUbBf4RszyLH21nnemIGIiKgKYpglSWh7QwalkRx9fWqjr09txCVn4Pfz8dh6IR7307Lwa2gMfg2NQUu3mhjU0gUKuYApm8Px7/OwvDEDERFR1cMwSwbHxcYUH/dsgCndPHEs8gE2n4vDkRtJOHfnEc7deVRkPm4+Ec/n5s7aHYHuXg7FngkmIiIiw8IwSwbLSC5DNy97dPOyR2JqJrZdiMea03fwID27xH3+eWMGbc4MExERkX7iBWBUJThYqjCpiydm9PYq1fikdK5fS0REVBUwzFKVYm9RuhszmCjkFVwJERERVQaGWapSSnNjBgB4f9NFzNx1DXcfZVRKXURERFQxGGapSsm/MQOAIoE2/7GztQmyckWsPnUHHb8/hg+3hONGYlql1klERETlg2GWqpwX3Zhh6fAWOP5JZ6wf2xrt6tkgTyNiZ1gCAueHYszqczgbkwJR5M0ViIiIDAVXM6AqKf/GDKdvJ+FQ6N/o0aE1/OvZFSzH1d7TFu09bXH57mMsC4nGvqtqHLmRhCM3ktDCxQoTOtVD14Z2kHH5LiIiIr3GMEtVllwmoLW7NZKvi2hdwh3GmtaxwqJhLRDz8CmWH4/G9gt3cTHuMd5eex6edjXwbkcP9POpDWMjfolBRESkj/g3NBEAd1szzH69CU78X2eM7+gBc6URbiU9wcdbL6Hj90fxW2g0nmblSl0mERER/QvDLNE/2FmoMK1XQ5yc3gX/F9gQtcyVUKdm4uu919H2uyOYdygSyU+yCu2TpxFxOioZf4Yn4HRUMvI0nHNLRERUWTjNgKgYFioFJnTywOh2btgZloBlIVG4k5yBBUduY3loNAb5OWNch7q4di8Vs3ZHQJ36v5swOFqqENTXC4HejhK+AyIiouqBYZboBVQKOYa0csFAP2ccvJaIJceicCUhFWtOx2LdmVgUdxI2MTUTE9ZfxJLhLRhoiYiIKhinGRCVglwmoHcTR+ya1A4bxrVGOw+bYoMsAORvnrU7glMOiIiIKhjDLJEWBEFAu3q2mNTF84XjRADq1EycjUmpnMKIiIiqKYZZIh0kpWe+fBCApLTSjSMiIiLdMMwS6cDOXPXyQQAWHL6FvyLu865iREREFUTyMLt48WK4u7tDpVLB19cXoaGhLxy/aNEiNGrUCCYmJmjQoAHWrl1bSZUS/U8rd2s4WqrwsvuDRT18inFrz6PPghPYf0UNDefQEhERlStJw+yWLVswZcoUzJgxA2FhYejQoQN69eqFuLi4YscvWbIE06dPx8yZM3Ht2jXMmjUL7733Hnbv3l3JlVN1J5cJCOrrBQBFAq3w35+5A5pifEcPmBrLEaFOw4QNFxH483HsunSPF4YRERGVE0nD7Lx58zB27FiMGzcOjRo1wvz58+Hs7IwlS5YUO37dunV49913MWjQINStWxeDBw/G2LFjMWfOnEqunAgI9HbEkuEt4GBZeMqBg6UKS4a3wEA/5+c3YPi/Lni/Sz2YK41w8/4TTN4Uhu4/hWD7hbvIzdNIVD0REVHVINk6s9nZ2bhw4QKmTZtWaHuPHj1w6tSpYvfJysqCSlU4OJiYmODs2bPIycmBQqEodp+srP/dsSktLQ0AkJOTg5ycnLK+jQqXX6Mh1KqPKrp/XRvYopNnB5yPfYSk9CzYmSvh51oTcplQcMwaxgImd66LUW2cseZMHNacjkX0g6f4aOslzP/rJiZ0dMerPrVhbCT5rJ9C+NnTHXtXNuyf7tg73bF3uquI3mnzWoIo0ZUp9+7dg5OTE06ePIm2bdsWbP/222+xZs0aREZGFtnns88+w6pVq7Bnzx60aNECFy5cQJ8+fZCUlIR79+7B0bHoAvUzZ87ErFmzimzfuHEjTE1Ny/dNEZVCZi4Qel/A0XsyPM19PkmhprGIbk4atLEToWeZloiIqNJlZGRg6NChSE1NhYWFxQvHSn4HMEEoPONQFMUi2/L95z//QWJiItq0aQNRFGFvb49Ro0Zh7ty5kMvlxe4zffp0TJ06teBxWloanJ2d0aNHj5c2Rx/k5OQgODgY3bt3L/bMM72YvvbvdQAZ2bnYfO4ufj1xBw+fZGNrjBzHk5V4u70bBvnVgUpR/Ge6suhr7wwBe1c27J/u2DvdsXe6q4je5X+TXhqShVlbW1vI5XIkJiYW2p6UlAR7e/ti9zExMcHKlSuxbNky3L9/H46Ojli+fDnMzc1ha2tb7D5KpRJKpbLIdoVCYVAfVkOrV9/oY/8sFQq828kTb7Wri81n47A0JBqJaZn4el8klh6/g3cC3DGstSvMlIV/TfM0Is7GpCApPRN25iq0creGXPaydRV0p4+9MxTsXdmwf7pj73TH3umuPHunzetIFmaNjY3h6+uL4OBg9O/fv2B7cHAwXn311Rfuq1AoUKdOHQDA5s2b8corr0Am43ezZJhUCjlGtXPHkNYu2Hr+LpYci0LC42f4dt8NLDkWhXEd6mKkvyvMVQocuKrGrN0RUKf+72YMjpYqBPX1QqB30Wk2REREVZ2k0wymTp2KESNGwM/PD/7+/li+fDni4uIwfvx4AM+nCCQkJBSsJXvz5k2cPXsWrVu3xqNHjzBv3jxcvXoVa9askfJtEJULpZEcw9u4YlBLZ+y8mIBFx24jNjkD3x+MxPLj0ejgaYu9l9X49yT3xNRMTFh/EUuGt2CgJSKiakfSMDto0CAkJyfjyy+/hFqthre3N/bt2wdXV1cAgFqtLrTmbF5eHn788UdERkZCoVCgc+fOOHXqFNzc3CR6B0TlTyGXYWBLZ7zewgm7L9/DwiO3Ef3gKfZcVhc7XsTzdW1n7Y5Ady+HCp1yQEREpG8kvwBs4sSJmDhxYrHPrV69utDjRo0aISwsrBKqIpKekVyG/s3roJ+PE37+6yYWHLld4lgRgDo1E2djUuDvYVN5RRIREUmME02J9JxcJsDDrkapxialZ758EBERURXCMEtkAOzMVS8fBMCIUwyIiKiaYZglMgCt3K3haKnCy6LqlM3hmLHzCu4+yqiUuoiIiKTGMEtkAOQyAUF9vQCgSKDNf+xpVwM5GhEb/o5Dp++PYdr2y4hLZqglIqKqjWGWyEAEejtiyfAWcLAsPOXAwVKFpcNbIHhqR2x+pw3a1bNBrkbE5nPx6PzjMXz0+yVEP3giUdVEREQVS/LVDIio9AK9HdHdy6HEO4C1qWuDNnVtcCE2BQsO30bIzQfYfvEudobdRT+f2pjUpR7q2ZlL/C6IiIjKD8MskYGRy4SXLr/l62qNNWNaITz+MRYevoXDN5LwR/g9/HnpHno3ccT7XeqhoYNFJVVMRERUcTjNgKgKa+ZshRWjWmLP++3Rw8seogjsvaxG4PxQjF93AdfupUpdIhERUZkwzBJVA95Ollg+0g/7P+iAPk0cIQjAgWuJ6LPgBMatOY/Ldx9LXSIREZFOGGaJqpFGjhZYNKwFDk4JQD+f2pAJwF/X76PfLycxatVZXIh9JHWJREREWmGYJaqG6tubY8GQ5gie2hGvt3CCXCbgWOQDvLHkFEas+BtnY1KK7JOnEXE6Khl/hifgdFQy8jSiBJUTEREVxgvAiKoxj1o1MG9gM0zu4onFx25jx8UEhN56iNBbD9HavSZamggQRREHrqoxa3cE1Kn/u12uo6UKQX29EOjtKOE7ICKi6o5nZokIbrZmmDvAB0c/7oShrV2gkAv4O+YRfomQo9fCkxi//mKhIAsAiamZmLD+Ig5cVUtUNREREcMsEf2Ds7Upvu3fBCGfdMbw1s6QQUTUg+LvIpY/yWDW7ghOOSAiIskwzBJREbWtTBD0SiOM9NS8cJwIQJ2aWewcWyIiosrAMEtEJXpxlP2fpPTMlw8iIiKqAAyzRFQiC0UpB3KWARERSYRhlohK5GEhwsFCCeEl4z7aGo6Zu64h+UlWpdRFRESUj2GWiEokE4DPezcEgCKBNv9xI0dz5GqA1afuoOP3x/DLkVvIyM6t1DqJiKj6Ypglohfq2dgeS4a3gIOlqtB2B0sVlg5vgf0fBGD92NZoXNsCT7Jy8cOhm+j0/TFs/DsOuXmlnXVLRESkG940gYheKtDbEd29HHA2JgVJ6ZmwM1ehlbs15LLn52fbe9pit0d77L58Dz8cikR8yjN8tvMKVpyIxqeBDdHDyx6C8LLJCkRERNpjmCWiUpHLBPh72JT4vEwm4NVmTgj0dsCGM3FYeOQWoh48xbvrLsDXtSam92oIPzfrSqyYiIiqA04zIKJypTSSY0x7d4R82hnvdfaASiHDhdhHGLD0NN5eex63k9KlLpGIiKoQhlkiqhAWKgU+6dkQxz7ujMEtnSETgOCI++jx03FM33EZ99O4Ni0REZUdwywRVSgHSxW+e6MpDn0YgO5e9tCIwKaz8ej4/VF8f/AG0jJzpC6RiIgMGMMsEVWKenbm+HWkH7aO90cLFytk5miw6GgUOs49ipUnYpCVmyd1iUREZIAYZomoUrV0s8b2CW2xdLgv6tYyw6OMHHy5JwLd5oXgz/AEaDS8nRgREZUewywRVTpBEBDo7YBDUwLwbf8mqGWuRHzKM3ywORz9Fp3AiVsPpS6RiIgMBMMsEUnGSC7D0NYuCPmkEz7qXh81lEa4mpCG4Sv+xogVf+PavVSpSyQiIj3HMEtEkjM1NsL7XT0R8kknjGrrBoVcQOith+iz4ASmbA5DfEqG1CUSEZGeYpglIr1hU0OJmf0a46+pHdHXpzYA4I/we+j6Ywi+2hOBR0+zC8bmaUScjkrGn+EJOB2VjDzOtSUiqpZ4BzAi0juuNmZYOKQ53u7gju/238CpqGSsOBGD38/HY0InD9SxMsHs/TegTv3fWrWOlioE9fVCoLejhJUTEVFl45lZItJbTetYYcO41lg9uiUaOpgjPTMXcw9EYvLm8EJBFgASUzMxYf1FHLiqlqhaIiKSAsMsEek1QRDQqYEd9k3ugB8GNIVMKH5c/iSDWbsjOOWAiKgaYZglIoMgkwlwqmmKF+VUEYA6NRNnY1IqrS4iIpIWwywRGYyk9MyXD9JiHBERGT6GWSIyGHbmqlKNuxT/GLl5mgquhoiI9AHDLBEZjFbu1nC0VKGEabMFVp68g1cWnsCpKN5JjIioqmOYJSKDIZcJCOrrBQBFAq3w35+BfnVgoTLCjcR0DP31b0xYf4E3XSAiqsIYZonIoAR6O2LJ8BZwsCw85cDBUoUlw1tg7gAfHPukM0a0cYVMAPZfTUTXeSH44WAknmblSlQ1ERFVFN40gYgMTqC3I7p7OeBsTAqS0jNhZ65CK3dryP+7bpe1mTG+es0bw9q44MvdETgVlYxfjt7G1gvxmNarIV71cYKspDW+iIjIoDDMEpFBkssE+HvYvHBMQwcLbBjXGgev3cc3+yIQn/IMH265hLWnYxHUtzGaOVtVTrFERFRhOM2AiKo0QRAQ6O2A4A874pOeDWBqLEdY3GO8tugkPvr9EpLSuIwXEZEhY5glompBpZDjvc71cPTjTni9hRMAYPvFu+j8wzEsPnYbmTl5EldIRES6YJglomrF3kKFeQObYefEtmjmbIWn2XmYeyASPX46joPXEiGKvBUuEZEhYZglomqpuUtN7JjQFvMG+sDOXIm4lAy8u+4Chq/4G5GJ6VKXR0REpcQwS0TVlkwm4PUWdXD04054r7MHjI1kOHk7Gb1+Po4v/ryKR0+zpS6RiIhegmGWiKo9M6URPunZEH992BGBjR2gEYG1p2PR6YdjWHPqDm+NS0SkxxhmiYj+y8XGFEtH+GLjuNZoYG+O1Gc5CNp1Db0XhOLELd4al4hIHzHMEhH9S9t6ttg7uT2+es0bVqYK3Lz/BMNX/I23155HbPJTqcsjIqJ/YJglIiqGkVyGEW1ccezjThjV1g1ymYDgiPvoPu84vtt/A094a1wiIr3AMEtE9AJWpsaY2a8xDnzQAR08bZGdp8HSkCh0/uEYtp6Ph0bDpbyIiKTEMEtEVAqe9uZYO6YVfhvpB1cbUzxIz8In2y6j/+KTuBD7SOryiIiqLcnD7OLFi+Hu7g6VSgVfX1+Ehoa+cPyGDRvg4+MDU1NTODo6YvTo0UhOTq6kaomoOhMEAd287HHowwBM79UQNZRGuHQ3FW8sOYUPt4QjMbXwrXHzNCJORyXjz/AEnI5KRh7P4hIRlTtJw+yWLVswZcoUzJgxA2FhYejQoQN69eqFuLi4YsefOHECI0eOxNixY3Ht2jVs3boV586dw7hx4yq5ciKqzpRGcrzb0QNHPu6IgX51IAjAzrAEdP7hGBYevoXMnDxcShbQ6cfjGPLrGXywORxDfj2D9nOO4MBVtdTlExFVKZKG2Xnz5mHs2LEYN24cGjVqhPnz58PZ2RlLliwpdvyZM2fg5uaGyZMnw93dHe3bt8e7776L8+fPV3LlRESAnbkKcwf44M/32sHXtSae5eThx+Cb6PTDcay8KUNiWlah8YmpmZiw/iIDLRFROTKS6sDZ2dm4cOECpk2bVmh7jx49cOrUqWL3adu2LWbMmIF9+/ahV69eSEpKwrZt29CnT58Sj5OVlYWsrP/9hZKWlgYAyMnJQU5OTjm8k4qVX6Mh1KqP2D/dsXel18jeDJvG+mHPlUR8dyASSenZAIQi48T/bp21+xo6edpALis6hvjZKwv2Tnfsne4qonfavJYgiqIkk7ju3bsHJycnnDx5Em3bti3Y/u2332LNmjWIjIwsdr9t27Zh9OjRyMzMRG5uLvr164dt27ZBoVAUO37mzJmYNWtWke0bN26Eqalp+bwZIqL/ingkYNkN+UvHTfLKg6cl59ASERUnIyMDQ4cORWpqKiwsLF44VrIzs/kEofCZCVEUi2zLFxERgcmTJ+OLL75Az549oVar8cknn2D8+PFYsWJFsftMnz4dU6dOLXiclpYGZ2dn9OjR46XN0Qc5OTkIDg5G9+7dSwzsVDL2T3fsnW7yLquBG1deOq5u42bo3dSxEioyPPzs6Y690x17p7uK6F3+N+mlIVmYtbW1hVwuR2JiYqHtSUlJsLe3L3af2bNno127dvjkk08AAE2bNoWZmRk6dOiAr7/+Go6ORf9iUCqVUCqVRbYrFAqD+rAaWr36hv3THXunHUcrs1KPY19fjJ893bF3umPvdFeevdPmdSS7AMzY2Bi+vr4IDg4utD04OLjQtIN/ysjIgExWuGS5/PnXeRLNliAiKqSVuzUcLJR4PkO2eEYyAabGL5+KQERELyfpagZTp07Fb7/9hpUrV+L69ev48MMPERcXh/HjxwN4PkVg5MiRBeP79u2LHTt2YMmSJYiOjsbJkycxefJktGrVCrVr15bqbRARFZDLBHzeuyGA4i4Bey5XI+KNJaew4PAt5OZpKq84IqIqSNI5s4MGDUJycjK+/PJLqNVqeHt7Y9++fXB1dQUAqNXqQmvOjho1Cunp6fjll1/w0UcfwcrKCl26dMGcOXOkegtEREX0bGyPMfU12JdoWmh5LkdLFaZ2r4/D15Nw4Foi5gXfxOHr9/HjwGaoZ1dDwoqJiAyX5BeATZw4ERMnTiz2udWrVxfZ9v777+P999+v4KqIiMrGx0bEp8MCEHY3HUnpmbAzV6GVuzXkMgEDfOvgj/AEfPHnNVy6m4o+C0Lxf4ENMaqtG2RcrouISCuSh1kioqpKLhPg72FTZLsgCOjfvA7a1LXBp9suI/TWQ3y5JwLBEffx/ZtNUacmlw0kIiotSefMEhFVZ46WJlg7phW+es0bJgo5TkcnI3B+KH4/H8+LWomISolhlohIQoIgYEQbV+z7oANauFjhSVYuPt12GW+vvYAH6VkvfwEiomqOYZaISA+425ph6/i2+DSwARRyAX9dv4+e849j/xW11KUREek1hlkiIj0hlwmY2Kkedk1qj4YO5kh5mo0JGy5iyuYwpGbwfvFERMVhmCUi0jONHC2wa1J7vNfZAzIB+CP8HnrOP47jNx9IXRoRkd5hmCUi0kPGRjJ80rMhto5vC3dbMySmZWLkyrP4zx9XkZGdK3V5RER6g2GWiEiP+brWxN7J7THS//nNZNadiUXvn0NxITZF4sqIiPQDwywRkZ4zNTbCl696Y/3Y1nC0VOFOcgbeXHoa3+2/gazcPKnLIyKSFMMsEZGBaO9piwNTAvB6CydoRGBpSBRe/eUkIu6lSV0aEZFkGGaJiAyIpYkC8wY2w9LhvrA2M8aNxHS8uugEFh29jdw8jdTlERFVOoZZIiIDFOjtgINTAtDdyx45eSK+PxiJN5edRszDp1KXRkRUqRhmiYgMVC1zJZaP8MUPb/rAXGmEsLjH6PXzcaw5dQcaDW+HS0TVA8MsEZEBEwQBA3zr4MCHAWhXzwaZORoE7bqGkSvP4t7jZwCAPI2I01HJ+DM8AaejkpHHoEtEVYiR1AUQEVHZOVmZYN2Y1lh7+g6+O3ADJ24/RM/5x/FGCyccuHYfiamZBWMdLVUI6uuFQG9HCSsmIiofPDNLRFRFyGQCRrVzx97JHeDjbIX0zFysPhVbKMgCQGJqJiasv4gDV9USVUpEVH4YZomIqhiPWjXw+zttUENZ/Jdv+ZMMZu2O4JQDIjJ4DLNERFXQxbjHeJJV8m1vRQDq1EycjeGdxIjIsDHMEhFVQUnpmS8fpMU4IiJ9xTBLRFQF2ZmrSjXOxsy4gishIqpYDLNERFVQK3drOFqqILxk3Lzgm4hPyaiUmoiIKgLDLBFRFSSXCQjq6wUARQJt/mOVkQwX4x6j18+h2H7hLkSRF4MRkeFhmCUiqqICvR2xZHgLOFgWnnLgYKnC0uEtEDy1I/xca+JJVi4+2noJkzaFITUjR6JqiYh0w5smEBFVYYHejuju5YCzMSlISs+EnbkKrdytIZc9Pz+7+Z02WBoShfl/3cLey2pcjH2EHwf6oK2HrcSVExGVDsMsEVEVJ5cJ8PewKfY5I7kMk7p4ooNnLUzZEo6Yh08x7Le/8U6Hupjaoz6URvJKrpaISDucZkBERPBxtsKe99tjSCtniCKw7Hg0+i86hVv306UujYjohRhmiYgIAGCmNMLs15ti2Qhf1DRVIEKdhlcWnsCaU3d4cRgR6S2GWSIiKqRnYwccnBKAgPq1kJWrQdCuaxi9+hxvsEBEeolhloiIirCzUGH1qJYI6usFYyMZjkU+QK/5ofgr4r7UpRERFcIwS0RExZLJBIxu547dk9qjoYM5kp9mY9za8/hs5xVkZOdKXR4REQCGWSIieokGDub4c1I7jGvvDgDY+HccXllwAlfupkpcGRERwywREZWC0kiOz1/xwvqxrWFvoUT0w6fov/gkFh29jTwNLw4jIukwzBIRUam197TFgQ8C0MvbAbkaEd8fjMSQX8/g7qMMqUsjomqKYZaIiLRS08wYi4e1wPcDmsLMWI6zMSno9XMo/gxPkLo0IqqGGGaJiEhrgiDgTT9n7PugA5q7WCE9MxcfbA7H5E1hSH2WI3V5RFSNMMwSEZHOXG3MsPVdf0zp5gm5TMCuS/fQ++dQ/B2dLHVpRFRNMMwSEVGZGMllmNKtPn5/1x8u1qZIePwMg389gzkHbiA7VyN1eURUxTHMEhFRufB1rYl9H3TAm751IIrAkmNReGPJKUQ9eCJ1aURUhRlpu0NeXh5Wr16Nw4cPIykpCRpN4X91HzlypNyKIyIiw1JDaYTv3/RBl4Z2mLbjCq4kpKLPglB83scLw1q7QBAEqUskoipG6zD7wQcfYPXq1ejTpw+8vb35BxMRERXRq4kjmrvUxEdbw3HydjI+/+MqjkUm4bs3msK2hlLq8oioCtE6zG7evBm///47evfuXRH1EBFRFeFgqcK6Ma2x8mQM5h6IxF/XkxA4/zi+H+CDzg3tpC6PiKoIrefMGhsbo169ehVRCxERVTEymYBxHerij/faob59DTx8ko3Rq8/hiz+vIjMnT+ryiKgK0DrMfvTRR/j5558hirx9IRERlY5XbQvsmtQeo9u5AQDWno7FKwtP4Nq9VGkLIyKDp/U0gxMnTuDo0aPYv38/GjduDIVCUej5HTt2lFtxRERUdagUcgT1bYxODezw8dZLuJ30BK8tOomPezTA2x3qQibjNRhEpD2tw6yVlRX69+9fEbUQEVE10LF+LRycEoBp2y/jUMR9zN5/A0cjkzBvYDPUtjKRujwiMjBah9lVq1ZVRB1ERFSNWJsZY9kIX2w5F49ZuyNwJjoFgfOP45v+TRDoVUvq8ojIgGgdZvM9ePAAkZGREAQB9evXR61a/MOHiIhKTxAEDG7lgtZ1bTBlcxgu3U3F+5vC8JqPI/yNpa6OiAyF1heAPX36FGPGjIGjoyMCAgLQoUMH1K5dG2PHjkVGRkZF1EhERFWYu60Ztk1oi/e71INMAP64pMacy3JciH0kdWlEZAC0DrNTp05FSEgIdu/ejcePH+Px48f4888/ERISgo8++qgiaiQioipOIZfhox4NsOVdf9SxUiElS8DQFefw46FI5ORpXv4CRFRtaR1mt2/fjhUrVqBXr16wsLCAhYUFevfujV9//RXbtm2riBqJiKiaaOlmjV3v+aOlrQYaEVh45DYGLD2NmIdPpS6NiPSU1mE2IyMD9vb2Rbbb2dlxmgEREZWZuUqB4Z4azB/YFBYqI1yKf4w+C0Kx+WwcRFFEnkbE6ahk/BmegNNRycjTcN1zoupM6wvA/P39ERQUhLVr10KlUgEAnj17hlmzZsHf37/cCyQiouqpTxMHtKpri6m/h+NMdAqm7biCTWfjoE7NRFJ6VsE4R0sVgvp6IdDbUcJqiUgqWofZn3/+GYGBgahTpw58fHwgCALCw8OhUqlw8ODBiqiRiIiqqdpWJtg4rg1+DY3G3IM3cOlu0TuGJaZmYsL6i1gyvAUDLVE1pPU0A29vb9y6dQuzZ89Gs2bN0LRpU3z33Xe4desWGjdurHUBixcvhru7O1QqFXx9fREaGlri2FGjRkEQhCI/uhyXiIgMg0wmYFyHuqhpWvx6XfmTDGbtjuCUA6JqSKd1Zk1MTPD222+X+eBbtmzBlClTsHjxYrRr1w7Lli1Dr169EBERARcXlyLjf/75Z3z33XcFj3Nzc+Hj44M333yzzLUQEZH+OhuTgodPskt8XgSgTs3E2ZgU+HvYVF5hRCS5UoXZXbt2oVevXlAoFNi1a9cLx/br16/UB583bx7Gjh2LcePGAQDmz5+PgwcPYsmSJZg9e3aR8ZaWlrC0tCx4/Mcff+DRo0cYPXp0qY9JRESGJyk9s1zHEVHVUaow+9prryExMRF2dnZ47bXXShwnCALy8vJKdeDs7GxcuHAB06ZNK7S9R48eOHXqVKleY8WKFejWrRtcXV1LHJOVlYWsrP9dKJCWlgYAyMnJQU5OTqmOI6X8Gg2hVn3E/umOvdMde1c2xfXPxrR0XyTWVMmrdd/52dMde6e7iuidNq8liKIoyQSje/fuwcnJCSdPnkTbtm0Ltn/77bdYs2YNIiMjX7i/Wq2Gs7MzNm7ciIEDB5Y4bubMmZg1a1aR7Rs3boSpqanub4CIiCqNRgRmXZTjcTYACCWO87bSYLinBiY636ydiPRBRkYGhg4ditTUVFhYWLxwbLn8uj9+/BhWVlY67SsIhf9QEkWxyLbirF69GlZWVi88UwwA06dPx9SpUwsep6WlwdnZGT169Hhpc/RBTk4OgoOD0b17dygUCqnLMTjsn+7YO92xd2VTUv8Ubvfx/uZLAP530RfwPNqKAOQy4OpjGZZG18CiIT6ob29eqXXrA372dMfe6a4iepf/TXppaB1m58yZAzc3NwwaNAgA8Oabb2L79u1wdHTEvn374OPjU6rXsbW1hVwuR2JiYqHtSUlJxd6U4Z9EUcTKlSsxYsQIGBsXf3VrPqVSCaVSWWS7QqEwqA+rodWrb9g/3bF3umPvyubf/XulWR0YGckxa3cE1Kn/mxvr8N91Zh0tTTBh/QXcSc7AgGVnMXdAU/T1qS1F6ZLjZ0937J3uyrN32ryO1ktzLVu2DM7OzgCA4OBg/PXXXzhw4AB69eqFTz75pNSvY2xsDF9fXwQHBxfaHhwcXGjaQXFCQkJw+/ZtjB07VtvyiYjIgAV6O+LE/3XBprfb4OfBzbDp7TY48X9dEOjtCB9nK+x+vz3a1bPBs5w8vL8pDF/tiUBOnkbqsomoAml9ZjZ/rioA7NmzBwMHDkSPHj3g5uaG1q1ba/VaU6dOxYgRI+Dn5wd/f38sX74ccXFxGD9+PIDnUwQSEhKwdu3aQvutWLECrVu3hre3t7blExGRgZPLhBKX37KpocSa0a3wY/BNLDkWhRUnYnAlIRW/DG0OO3NVJVdKRJVB6zOzNWvWRHx8PADgwIED6NatG4DnX/2XdiWDfIMGDcL8+fPx5ZdfolmzZjh+/Dj27dtXsDqBWq1GXFxcoX1SU1Oxfft2npUlIqJiGcll+L/Ahlg63Bc1lEY4G5OCvgtP4EJsitSlEVEF0PrM7Ouvv46hQ4fC09MTycnJ6NWrFwAgPDwc9erV07qAiRMnYuLEicU+t3r16iLbLC0tkZGRofVxiIioegn0doCnfQ2MX3cBt5KeYNCyM/jPK14Y6e9aqguNicgwaH1m9qeffsKkSZPg5eWF4OBg1KhRA8Dzs6glhVIiIiIpeNSqgT/ea4c+TRyRqxERtOsapv5+Cc+ytfsmkYj0l9ZnZhUKBT7++OMi26dMmVIe9RAREZUrM6URfhnaHM1PWGH2/hvYGZaA6+o0LBvhC1cbM6nLI6IykvR2tkRERJVBEASM61AXjWtb4v1NF3EjMR2vLDyB+YOaoWujFy8HSUT6TbLb2RIREVU2fw8b7H6/PSZuuIiwuMcYu+Y8Jnf1xAddPSGXcR4tkSEq1ZxZjUYDOzu7gv9f0g+DLBER6TtHSxNseccfI/2fr5yz4PAtjFl9Do8zsiWujIh0ofUFYERERIbO2EiGL1/1xo9v+kBpJEPIzQfo+8sJXE1Ilbo0ItKS1mF28uTJWLBgQZHtv/zyCy8CIyIig/KGbx3smNgWztYmiE95hjeWnMK2C3elLouItKB1mN2+fTvatWtXZHvbtm2xbdu2cimKiIiosjSubYk9kzqgc4NayMrV4OOtl/D5H1eQncvb4BIZAq3DbHJyMiwtLYtst7CwwMOHD8ulKCIiospkaarAirda4oOungCA9WfiMGj5aahTn0lcGRG9jNZhtl69ejhw4ECR7fv370fdunXLpSgiIqLKJpMJ+LB7fawc5QcLlRHC4h6j78ITOB2VLHVpRPQCWt80YerUqZg0aRIePHiALl26AAAOHz6MH3/8EfPnzy/v+oiIiCpVl4b22P1+e4xffxHX1WkYvuJv/F9gA7zdoe7zJSg1Is7GpCApPRN25iq0crfmsl5EEtI6zI4ZMwZZWVn45ptv8NVXXwEA3NzcsGTJEowcObLcCyQiIqpsrjZm2DGhLT7beQU7wxLw7b4buBSfim5e9ph74AbUqZkFYx0tVQjq64VAb0cJKyaqvnRammvChAm4e/cu7t+/j7S0NERHRzPIEhFRlWJiLMe8gT748tXGMJIJ2HtFjQ+3hBcKsgCQmJqJCesv4sBVtUSVElVvOoXZ3Nxc/PXXX9ixYwdEUQQA3Lt3D0+ePCnX4oiIiKQkCAJG+rth49utUdJMAvG//ztrdwTyNGLxg4iowmg9zSA2NhaBgYGIi4tDVlYWunfvDnNzc8ydOxeZmZlYunRpRdRJREQkmTwN8KKcKgJQp2bibEwK/D1sKq0uItLhzOwHH3wAPz8/PHr0CCYmJgXb+/fvj8OHD5drcURERPogKT3z5YO0GEdE5UfrM7MnTpzAyZMnYWxsXGi7q6srEhISyq0wIiIifWFnrirXcURUfrQ+M6vRaJCXl1dk+927d2Fubl4uRREREemTVu7WcLRU4UULcNVQytHCxaqySiKi/9I6zHbv3r3QerKCIODJkycICgpC7969y7M2IiIivSCXCQjq6wUAJQbaJ1l5GL7ib941jKiSaR1m582bh5CQEHh5eSEzMxNDhw6Fm5sbEhISMGfOnIqokYiISHKB3o5YMrwFHCwLTyVwtFRhXAd31FAa4dydR+iz4ASORSZJVCVR9aP1nFknJyeEh4dj8+bNuHDhAjQaDcaOHYthw4YVuiCMiIioqgn0dkR3L4di7wA2vLUrJm64iAh1GkatOoeJnTwwtXt9GMl1WgWTiEpJqzCbk5ODBg0aYM+ePRg9ejRGjx5dUXURERHpJblMKHb5LTdbM+yY2Bbf7L2OdWdisfhYFM7dScGCIc3haMmTPUQVRat/LioUCmRlZUEQeA9qIiKif1Mp5PjqNW/8MrQ5px0QVRKtv/t4//33MWfOHOTm5lZEPURERAbvlaa1sef99vBytEDK02yMWnUOcw/cQG6eRurSiKocrefM/v333zh8+DAOHTqEJk2awMzMrNDzO3bsKLfiiIiIDFVJ0w4WDil6ERkR6U7rMGtlZYU33nijImohIiKqUvKnHbSua41p26/g3J1H6L0gFPMG+qBTAzupyyOqErQOs6tWraqIOoiIiKqsV5rWhndtS7y38SKu3eNqB0TlqdS/QRqNBt9//z3atWuHVq1a4bPPPkNmJu9BTUREVBputmbYPqEtRrRxBQAsPhaFIb+eQWIq/y4lKotSh9k5c+Zg2rRpMDMzg6OjI+bNm4fJkydXZG1ERERVSnGrHfReEMrVDojKoNRhdvXq1Vi4cCEOHTqEP//8E3/88QfWrl0LURQrsj4iIqIqJ3+1g8a1udoBUVmVOszGxsbilVdeKXjcs2dPiKKIe/fuVUhhREREVRmnHRCVj1KH2ezs7EK3qxUEAcbGxsjKyqqQwoiIiKo6TjsgKjutVjP4z3/+A1NT04LH2dnZ+Oabb2BpaVmwbd68eeVXHRERUTXA1Q6IdFfqMBsQEIDIyMhC29q2bYvo6OiCx7zNLRERkW7ypx3wJgtE2il1mD127FgFlkFERES8yQKR9vjdBRERkZ7hagdEpccwS0REpIe42gFR6TDMEhER6SmudkD0cgyzREREeq64aQffH+S0AyKAYZaIiMgg/HvawaKjURj669+cdkDVnlbrzOZ7/PgxVqxYgevXr0MQBDRq1Ahjx44ttN4sERERla9/r3Zw9k4KVzugak/rM7Pnz5+Hh4cHfvrpJ6SkpODhw4f46aef4OHhgYsXL1ZEjURERPQPnHZA9D9an5n98MMP0a9fP/z6668wMnq+e25uLsaNG4cpU6bg+PHj5V4kERERFfbvmywsOhqFv6OT0dfmf2PyNCLOxqQgKT0TduYqtHK3hlzGGxxR1aJ1mD1//nyhIAsARkZG+PTTT+Hn51euxREREVHJ/j3t4HzsY1xPkKOO90PkaIBZuyOg/secWkdLFYL6eiHQ21HCqonKl9bTDCwsLBAXF1dke3x8PMzNzculKCIiIiq9/GkHXo7meJorYOzaixi//mKhIAsAiamZmLD+Ig5cVUtUKVH50zrMDho0CGPHjsWWLVsQHx+Pu3fvYvPmzRg3bhyGDBlSETUSERHRS7jZmuH3t1uhnV3J82bF//7vrN0RyNOIJY4jMiRaTzP44YcfIAgCRo4cidzcXACAQqHAhAkT8N1335V7gURERFQ6SoUczW1FnHzBPRVEAOrUTJyNSYG/h03JA4kMhFZhNi8vD6dPn0ZQUBBmz56NqKgoiKKIevXqwdTUtKJqJCIiolJKyynduKR0rk9LVYNWYVYul6Nnz564fv06rK2t0aRJk4qqi4iIiHRgoSjdOBsz44othKiSaD1ntkmTJoiOjq6IWoiIiKiMPCxEOFgo8bIFuGbsvIKt5+ORw7VpycBpHWa/+eYbfPzxx9izZw/UajXS0tIK/RAREZF0ZALwee+GAFAk0OY/rqE0QmzKM3yy7TK6/HgMm8/GITuXoZYMk9YXgAUGBgIA+vXrB0H436+JKIoQBAF5eXnlVx0RERFprWdjeywZ3qLIOrMO/11ntoNnLWz4OxbLj0cjPuUZpu24goVHbmNCJw+86VcHSiO5hNUTaUfrMHv06NGKqIOIiIjKUaC3I7p7OZR4B7B3Ajwwoo0bNp6Nw7KQKCQ8fobP/7iKX47cxviOdTG4lQtUCoZa0n9ah9mOHTtWRB1ERERUzuQy4YXLb5kYyzG2vTuGtXbB7+fjseRYFNSpmZi5OwKLjkXh3YC6GNbaFSbGDLWkv7SeM7tq1Sps3bq1yPatW7dizZo1WhewePFiuLu7Q6VSwdfXF6GhoS8cn5WVhRkzZsDV1RVKpRIeHh5YuXKl1sclIiKi51QKOUb6u+HYJ53wTX9vOFmZ4EF6Fr7eex0d5h7BspAoPM3KlbpMomJpHWa/++472NraFtluZ2eHb7/9VqvX2rJlC6ZMmYIZM2YgLCwMHTp0QK9evYq9XW6+gQMH4vDhw1ixYgUiIyOxadMmNGzYUNu3QURERP+iNJJjWGtXHP24E+a80QTO1iZ4+CQbs/ffQPs5R7Do6G2kZ5ZyIVuiSqL1NIPY2Fi4u7sX2e7q6vrCEFqcefPmYezYsRg3bhwAYP78+Th48CCWLFmC2bNnFxl/4MABhISEIDo6GtbW1gAANzc3bd8CERERvYCxkQyDWrrg9RZ18Gf4PSw6ehsxD5/i+4ORWH48GmPbu+Ottm6wNCnlorZEFUjrMGtnZ4fLly8XCZGXLl2CjU3pb4uXnZ2NCxcuYNq0aYW29+jRA6dOnSp2n127dsHPzw9z587FunXrYGZmhn79+uGrr76CiYlJsftkZWUhKyur4HH+8mE5OTnIydH/f13m12gIteoj9k937J3u2LuyYf90VxG9e7WpPfo0roW9V+9j8bFoRD98innBN/FraDTeauOCt/xdYWVq+KGWnzvdVUTvtHktrcPs4MGDMXnyZJibmyMgIAAAEBISgg8++ACDBw8u9es8fPgQeXl5sLe3L7Td3t4eiYmJxe4THR2NEydOQKVSYefOnXj48CEmTpyIlJSUEufNzp49G7NmzSqy/dChQwZ1C97g4GCpSzBo7J/u2DvdsXdlw/7priJ6pwDwfj0gvKaAQ3dlUD/LxS/HovFraBQ6OIjo7KhBDcPPtPzclUF59i4jI6PUYwVRFEVtXjw7OxsjRozA1q1bYWT0PAtrNBqMHDkSS5cuhbFx6W6Pd+/ePTg5OeHUqVPw9/cv2P7NN99g3bp1uHHjRpF9evTogdDQUCQmJsLS0hIAsGPHDgwYMABPnz4t9uxscWdmnZ2d8fDhQ1hYWGjz1iWRk5OD4OBgdO/eHQpFFfhTopKxf7pj73TH3pUN+6e7yuqdRiMi+HoSfjkWjRuJ6QAAU2M5hrZyxth2rrCtoaywY1cUfu50VxG9S0tLg62tLVJTU1+a17Q+M2tsbIwtW7bgq6++wqVLl2BiYoImTZrA1dVVq9extbWFXC4vchY2KSmpyNnafI6OjnBycioIsgDQqFEjiKKIu3fvwtPTs8g+SqUSSmXRXyqFQmFQH1ZDq1ffsH+6Y+90x96VDfunu8ro3SvN6qCPjxP+up6EBYdv4UpCKn47cQfr/47DsNaueDegLuwsVBVaQ0Xg50535dk7bV5H69UM8tWvXx9vvvkmXnnlFa2DLPA8FPv6+hY5JR0cHIy2bdsWu0+7du1w7949PHnypGDbzZs3IZPJUKdOHa1rICIiIt0JgoDuXvbYNakdVo1qiWbOVsjM0WDFiRi0n3sUQX9ehTr1mdRlUhVXqjOzU6dOxVdffQUzMzNMnTr1hWPnzZtX6oNPnToVI0aMgJ+fH/z9/bF8+XLExcVh/PjxAIDp06cjISEBa9euBQAMHToUX331FUaPHo1Zs2bh4cOH+OSTTzBmzJgSLwAjIiKiiiUIAjo3tEOnBrUQeushFhy+hfOxj7DmdCw2nY3Hm351MKGTB+rUNJxrVchwlCrMhoWFFVxVFhYWVuI4QRC0OvigQYOQnJyML7/8Emq1Gt7e3ti3b1/BmV61Wl1oua8aNWogODgY77//Pvz8/GBjY4OBAwfi66+/1uq4REREVP4EQUBA/Vro4GmL09HJWHD4Fs5Ep2DD33HYci4eA3zrYGKnenCxYail8lOqMHv06NFi/395mDhxIiZOnFjsc6tXry6yrWHDhrzSkIiISI8JgoC2HrZo62GLv6OTsfDIbZy4/RCbz8Vj64W76N/cCe91rgd3WzOpS6UqQOsLwIiIiIhKq3VdG7Sua4MLsSlYcPg2Qm4+wLYLd7Hj4l282ux5qK1nV0PqMsmAlTrMjhkzplTjSlrvlYiIiKovX1drrBnTCuHxj7Hw8C0cvpGEnWEJ+CM8AX2aOOL9Lp5o4GAudZlkgEodZlevXg1XV1c0b94cWi5NS0RERAQAaOZshRWjWuJqQioWHL6FQxH3seeyGnsuq9HL2wHvd/GEV239Xwee9Eepw+z48eOxefNmREdHY8yYMRg+fDisra0rsjYiIiKqorydLLF8pB+uq9Pwy5Hb2HdVjf1XE7H/aiK6e9ljchdPNKlj+fIXomqv1OvMLl68GGq1Gv/3f/+H3bt3w9nZGQMHDsTBgwd5ppaIiIh00sjRAouGtcDBKQHo51MbggAER9xH319OYMzqcwiLeyR1iaTntLppglKpxJAhQxAcHIyIiAg0btwYEydOhKura6EbGRARERFpo769ORYMaY7gDzvi9eZOkAnAkRtJ6L/4FEauPIvzd1KkLpH0lM53ABMEAYIgQBRFaDSa8qyJiIiIqql6djUwb1AzHPmoE970rQO5TMDxmw8wYOlpDP31DM5EJ0tdIukZrcJsVlYWNm3ahO7du6NBgwa4cuUKfvnlF8TFxaFGDS6rQUREROXDzdYM37/pg2Mfd8KQVs5QyAWcikrG4OVnMHDZaZy8/ZDTHAmAFheATZw4EZs3b4aLiwtGjx6NzZs3w8bGpiJrIyIiomrO2doUs19vikldPLH0WBS2nIvH2ZgUDPvtb/i61sTkrp4I8LTV+i6kVHWUOswuXboULi4ucHd3R0hICEJCQoodt2PHjnIrjoiIiAgAnKxM8NVr3nivcz0sDYnCprNxuBD7CG+tPAsfZyt80LUeOjewY6ithkodZkeOHMkPCBEREUnKwVKFmf0aY2InDyw/Ho31f8fiUvxjjFl9Ht5OFni/iye6N7KHTMbMUl1oddMEIiIiIn1gZ6HC5694YXwnD/waGo11p2NxNSEN7667gIYO5pjc1ROBjR0YaqsBnVczICIiIpKabQ0lpvdqhBP/1wXvdfZADaURbiSmY+KGiwj8+Th2XbqHPA0vFKvKGGaJiIjI4FmbGeOTng1x4v86Y3JXT5irjHDz/hNM3hSG7j+FYGfYXeTmcSnRqohhloiIiKoMK1NjTO1eHyf+rws+6l4fliYKRD94ig+3XELXeSH4/Xw8chhqqxSGWSIiIqpyLE0UeL+rJ078X2d8GtgA1mbGiE3OwKfbLqPzD8ew6WwcsnMZaqsChlkiIiKqssxVCkzsVA+hn3bGZ70bwraGMe4+eobpO66g0/dHse5MLLJy86Quk8qAYZaIiIiqPDOlEd4J8EDop13wn1e8YGeuxL3UTPznj6voOPcY1p6JQzYzrUEq9dJcRERERIbOxFiOse3dMay1C34/H48lx6KgTs3EV3tvwEIhxyObWIzwd4eJsVzqUqmUeGaWiIiIqh2VQo6R/m449kknfNPfG7UtVUjLEfDt/kh0mHsES0Oi8DQrt9A+eRoRp6OS8Wd4Ak5HJXPJLz3BM7NERERUbSmN5BjW2hWvNXXAV+sO4sSjGrj76Bm+238Dy0KiMK5DXYz0d8XJ2w8xa3cE1KmZBfs6WqoQ1NcLgd6OEr4D4plZIiIiqvaMjWTwtxdx6IN2+OFNH7jbmuFRRg6+PxiJVt/8hfHrLxYKsgCQmJqJCesv4sBVtURVE8AwS0RERFRAIZdhgG8dBH8YgPmDmqGurSme5RS/hFf+JINZuyM45UBCDLNERERE/2Ikl+G15k746rUmLxwnAlCnZuJsTErlFEZFMMwSERERleDhk6xSjUtKz3z5IKoQDLNEREREJbAzV5XrOCp/DLNEREREJWjlbg1HSxWEEp4X8HxVg1bu1pVZFv0DwywRERFRCeQyAUF9vQCgxEAb1NcLcllJz1JFY5glIiIieoFAb0csGd4CDpaFpxLIBGDBkOZcZ1ZivGkCERER0UsEejuiu5cDzsakQP34GWbtiUDqsxxoRC7JJTWemSUiIiIqBblMgL+HDV73rYPR7dwAAGtO3ZG0JmKYJSIiItLa0NYuUMgFXIx7jCt3U6Uup1pjmCUiIiLSkp25Cr2bPJ8ru5pnZyXFMEtERESkg7faugEAdl++h+RS3lyByh/DLBEREZEOmjtboWkdS2TnarD5XLzU5VRbDLNEREREOhAEAW/5uwEANpyJRW6eRtqCqimGWSIiIiIdveLjCBszY9xLzURwxH2py6mWGGaJiIiIdKQ0kmNIKxcAvBBMKgyzRERERGUwrI0L5DIBf8ek4Lo6Tepyqh2GWSIiIqIycLQ0QWBjBwDA2tN3pC2mGmKYJSIiIiqj/GW6doYl4HFGtrTFVDMMs0RERERl1NKtJho5WiAzR4Pfz3OZrsrEMEtERERURoIgYFRbVwDA2tOxyNOIEldUfTDMEhEREZWDfj5OsDRR4O6jZzhyI0nqcqoNhlkiIiKicmBiLMfgls4AgDVcpqvSMMwSERERlZPhbVwhE4ATtx/idlK61OVUCwyzREREROXE2doUXRvZAwDWnIqVuJrqgWGWiIiIqByN+u8yXdsv3kVaZo60xVQDDLNERERE5aithw087WogIzsP2y/clbqcKo9hloiIiKgcCYKAkf89O7v2dCw0XKarQjHMEhEREZWz15s7wVxlhJiHT3H81gOpy6nSGGaJiIiIypmZ0ghv+nKZrsrAMEtERERUAUb6u0IQgGM3H+DOw6dSl1NlSR5mFy9eDHd3d6hUKvj6+iI0NLTEsceOHYMgCEV+bty4UYkVExEREb2cm60ZOtWvBVF8PneWKoakYXbLli2YMmUKZsyYgbCwMHTo0AG9evVCXFzcC/eLjIyEWq0u+PH09KykiomIiIhK763/Xgi29Xw8nmblSltMFSVpmJ03bx7Gjh2LcePGoVGjRpg/fz6cnZ2xZMmSF+5nZ2cHBweHgh+5XF5JFRMRERGVXoBnLbjbmiE9Kxc7whKkLqdKMpLqwNnZ2bhw4QKmTZtWaHuPHj1w6tSpF+7bvHlzZGZmwsvLC59//jk6d+5c4tisrCxkZWUVPE5LSwMA5OTkICdH/xcyzq/REGrVR+yf7tg73bF3ZcP+6Y69011F9m5Yqzr4el8kVp+IhltNJR48yYaduRJ+rjUhlwnlfrzKVhG90+a1BFEUJVn87N69e3BycsLJkyfRtm3bgu3ffvst1qxZg8jIyCL7REZG4vjx4/D19UVWVhbWrVuHpUuX4tixYwgICCj2ODNnzsSsWbOKbN+4cSNMTU3L7w0RERERFSMzF5hxXo5csXBwtTIW8bqbBj42XIf23zIyMjB06FCkpqbCwsLihWMlOzObTxAK/4cVRbHItnwNGjRAgwYNCh77+/sjPj4eP/zwQ4lhdvr06Zg6dWrB47S0NDg7O6NHjx4vbY4+yMnJQXBwMLp37w6FQiF1OQaH/dMde6c79q5s2D/dsXe6q8jeHbx2H7nnLhXZnpotYNVNORYO9kHPxvbleszKVBG9y/8mvTQkC7O2traQy+VITEwstD0pKQn29qX/D9qmTRusX7++xOeVSiWUSmWR7QqFwqB+0Q2tXn3D/umOvdMde1c27J/u2DvdlXfv8jQivtlf9NtmABABCAC+2R+JXk2dDH7KQXn2TpvXkewCMGNjY/j6+iI4OLjQ9uDg4ELTDl4mLCwMjo6O5V0eERERUZmdjUmBOjWzxOdFAOrUTJyNSam8oqoYSacZTJ06FSNGjICfnx/8/f2xfPlyxMXFYfz48QCeTxFISEjA2rVrAQDz58+Hm5sbGjdujOzsbKxfvx7bt2/H9u3bpXwbRERERMVKSi85yOoyjoqSNMwOGjQIycnJ+PLLL6FWq+Ht7Y19+/bB1dUVAKBWqwutOZudnY2PP/4YCQkJMDExQePGjbF371707t1bqrdAREREVCI7c1W5jqOiJL8AbOLEiZg4cWKxz61evbrQ408//RSffvppJVRFREREVHat3K3haKlCYmomiluzQADgYKlCK3fryi6typD8drZEREREVZVcJiCorxeA58G1OEF9vQz+4i8pMcwSERERVaBAb0csGd4CDpaFpxIo5AIWD2uBQG9eyF4Wkk8zICIiIqrqAr0d0d3LAWdjUhD14Alm7rqGnDwRtcyLLh9K2uGZWSIiIqJKIJcJ8PewwfA2rnjTrw4AYPnxaImrMnwMs0RERESVbGz7ugCA4Ov3EfPwqcTVGDaGWSIiIqJKVs+uBro2tIMoAitO8OxsWTDMEhEREUlgXIfnZ2e3XbiLlKfZEldjuBhmiYiIiCTQpq41mjhZIjNHg/VnYqUux2AxzBIRERFJQBAEjOvgDgBYe/oOMnPyJK7IMDHMEhEREUmkdxNHOFmZ4OGTbPwRliB1OQaJYZaIiIhIIgq5DKPbuQEAfg2NhkZT3E1v6UUYZomIiIgkNKilM8yVRoh68BTHbiZJXY7BYZglIiIikpC5SoEhrV0A8CYKumCYJSIiIpLYqLZuMJIJOBOdgit3U6Uux6AwzBIRERFJrLaVCV5p6gjg+dxZKj2GWSIiIiI9kH8Thb1X1Eh4/EziagwHwywRERGRHvB2skRbDxvkaUSsOhEjdTkGg2GWiIiISE+8HfD87Ozmc/FIy8yRuBrDwDBLREREpCc61a8FT7saeJKVi81n46QuxyAwzBIRERHpCUEQ8PZ/586uOnkHOXkaiSvSfwyzRERERHrk1ea1YVtDCXVqJvZeVktdjt5jmCUiIiLSI0ojOUa1dQXwfJkuUeQtbl+EYZaIiIhIzwxr7QqVQoZr99JwOipZ6nL0GsMsERERkZ6paWaMgX7OAHgThZdhmCUiIiLSQ2PauUMQgKORD3DrfrrU5egthlkiIiIiPeRma4aeXg4AgN9CeROFkjDMEhEREemptwPcAQA7wxKQlJ4pcTX6iWGWiIiISE/5ulqjhYsVsvM0WHc6Vupy9BLDLBEREZEey7+JwrozscjIzpW4Gv3DMEtERESkx3o0doCLtSkeZ+Rg+4W7UpejdxhmiYiIiPSYXCZgbPvnc2d/OxGDPA1vovBPDLNEREREeu5NvzqwNFEgNjkDwRH3pS5HrzDMEhEREek5U2MjDG/jAoA3Ufg3hlkiIiIiA/CWvxuM5TJciH2EC7GPpC5HbzDMEhERERkAOwsVXm1WGwDwG8/OFmCYJSIiIjIQbwc8X6br4LVExCY/lbga/cAwS0RERGQg6tubo2P9WtCIwMoTvMUtwDBLREREZFDe+e/Z2d/P38XjjGyJq5EewywRERGRAWnrYYNGjhZ4lpOH2ftv4M/wBJyOSq62688aSV0AEREREZWeIAhoU7cmrqvTsOVcPLaciwcAOFqqENTXC4HejhJXWLl4ZpaIiIjIgBy4qsbqk7FFtiemZmLC+os4cFUtQVXSYZglIiIiMhB5GhGzdkeguAkF+dtm7Y6oVlMOGGaJiIiIDMTZmBSoUzNLfF4EoE7NxNmYlMorSmIMs0REREQGIim95CCry7iqgGGWiIiIyEDYmavKdVxVwDBLREREZCBauVvD0VIFoYTnBTxf1aCVu3VlliUphlkiIiIiAyGXCQjq6wUAJQbaoL5ekMtKerbqYZglIiIiMiCB3o5YMrwFHCyLTiUY6e9a7daZ5U0TiIiIiAxMoLcjuns54GxMCpLSM3EqKhlbzsUj/G6q1KVVOoZZIiIiIgMklwnw97ABALSrZ4udFxNwKf4xLsU/ho+zlbTFVSJOMyAiIiIycLY1lOjT9Pn0grWni94drCpjmCUiIiKqAkb4uwIAdl++h5Sn2RJXU3kYZomIiIiqgObOVvB2skB2rga/n4+XupxKI3mYXbx4Mdzd3aFSqeDr64vQ0NBS7Xfy5EkYGRmhWbNmFVsgERERkQEQBAEj/d0AAOtOxyJPI0pbUCWRNMxu2bIFU6ZMwYwZMxAWFoYOHTqgV69eiIuLe+F+qampGDlyJLp27VpJlRIRERHpv34+tWFlqkDC42c4eiNJ6nIqhaRhdt68eRg7dizGjRuHRo0aYf78+XB2dsaSJUteuN+7776LoUOHwt/fv5IqJSIiItJ/KoUcA/2cAQBrz1SPC8EkW5orOzsbFy5cwLRp0wpt79GjB06dOlXifqtWrUJUVBTWr1+Pr7/++qXHycrKQlZWVsHjtLQ0AEBOTg5ycnJ0rL7y5NdoCLXqI/ZPd+yd7ti7smH/dMfe6a4q9W6Qb238GhqN4zcf4Kb6MdxtzSr0eBXRO21eS7Iw+/DhQ+Tl5cHe3r7Qdnt7eyQmJha7z61btzBt2jSEhobCyKh0pc+ePRuzZs0qsv3QoUMwNTXVvnCJBAcHS12CQWP/dMfe6Y69Kxv2T3fsne6qSu8aWcoQ8ViGb34Pxetumko5Znn2LiMjo9RjJb9pgiAUvnewKIpFtgFAXl4ehg4dilmzZqF+/fqlfv3p06dj6tSpBY/T0tLg7OyMHj16wMLCQvfCK0lOTg6Cg4PRvXt3KBQKqcsxOOyf7tg73bF3ZcP+6Y69011V651ZvQcYty4MFx8ZY8G4AJgaV1zkq4je5X+TXhqShVlbW1vI5fIiZ2GTkpKKnK0FgPT0dJw/fx5hYWGYNGkSAECj0UAURRgZGeHQoUPo0qVLkf2USiWUSmWR7QqFwqA+rIZWr75h/3TH3umOvSsb9k937J3uqkrvujRyhKtNJGKTM7D36gMMbe1S4ccsz95p8zqSXQBmbGwMX1/fIqekg4OD0bZt2yLjLSwscOXKFYSHhxf8jB8/Hg0aNEB4eDhat25dWaUTERER6TWZTMCINs9vorD29B2IYtVdpkvSaQZTp07FiBEj4OfnB39/fyxfvhxxcXEYP348gOdTBBISErB27VrIZDJ4e3sX2t/Ozg4qlarIdiIiIqLq7k1fZ/xwKBI3EtNxPvYRWrpZS11ShZA0zA4aNAjJycn48ssvoVar4e3tjX379sHV9fm/JNRq9UvXnCUiIiKioixNFXjVxwlbzsdj7enYKhtmJb8D2MSJE3Hnzh1kZWXhwoULCAgIKHhu9erVOHbsWIn7zpw5E+Hh4RVfJBEREZEBGuH//ATh/itqJKVlSlxNxZA8zBIRERFRxfB2soSva03kakRsOhsvdTkVgmGWiIiIqAob+d+zsxvPxiInr3LWnK1MDLNEREREVVgvb0fY1lDifloWDl27L3U55Y5hloiIiKgKMzaSYUgrZwDPl+mqahhmiYiIiKq4oa1dIJcJ+DsmBZGJ6VKXU64YZomIiIiqOEdLE/Twen6H1ap2dpZhloiIiKgayF+ma2dYAtIycySupvwwzBIRERFVA/51beBpVwMZ2XnYceGu1OWUG4ZZIiIiompAEISCs7Nrz8RCFEWJKyofDLNERERE1cTrLeqghtII0Q+e4uTtZKnLKRcMs0RERETVRA2lEV5v4QSg6lwIxjBLREREVI2MaPN8qsFf1+8j4fEziaspO4ZZIiIiomrE094cbT1soBGBDWdipS6nzBhmiYiIiKqZkf+9EGzLuXhk5eZJXE3ZMMwSERERVTPdGtnD0VKF5KfZ2HdFLXU5ZcIwS0RERFTNGMllGNbaBQCw5pRhTzVgmCUiIiKqhga1dIFCLiA8/jGu3E2VuhydMcwSERERVUO1zJXo3cQRgGEv08UwS0RERFRN5V8ItuvSPTx6mi1xNbphmCUiIiKqplq41ETj2hbIytXg9/PxUpejE4ZZIiIiompKEISCs7Pr/45FnkaUuCLtMcwSERERVWP9fJxgaaJAfMozhNxMkrocrTHMEhEREVVjJsZyDPSrA8Awl+limCUiIiKq5oa3cYUgACE3H+DOw6dSl6MVhlkiIiKias7Vxgwd69cCAKw/Y1hnZxlmiYiIiAhv+bsBAH4/H49n2XnSFqMFhlkiIiIiQsf6teBibYq0zFz8GZ4gdTmlxjBLRERERJDJBAxv4wIAWHs6FqJoGMt0McwSEREREQBgoJ8zlEYyRKjTcDHukdTllArDLBEREREBAKxMjfFqs9oADGeZLoZZIiIiIiow8r8Xgu2/qsaD9CxpiykFhlkiIiIiKuDtZInmLlbIyROx+Wyc1OW8FMMsERERERWSv0zXhr/jkJunkbaYl2CYJSIiIqJCejVxgI2ZMRLTMhEccV/qcl6IYZaIiIiIClEayTG4lTOA58t06TOGWSIiIiIqYmhrV8gE4HR0Mm7eT5e6nBIxzBIRERFREU5WJujuZQ8A+P5AJP4MT8DpqGTkafTrZgpGUhdARERERPqpkYMFDl67j+Drz38AwNFShaC+Xgj0dpS4uud4ZpaIiIiIijhwVY2fD98qsj0xNRMT1l/EgatqCaoqimGWiIiIiArJ04iYtTsCxU0oyN82a3eEXkw5YJglIiIiokLOxqRAnZpZ4vMiAHVqJs7GpFReUSVgmCUiIiKiQpLSSw6yuoyrSAyzRERERFSInbmqXMdVJIZZIiIiIiqklbs1HC1VEEp4XsDzVQ1auVtXZlnFYpglIiIiokLkMgFBfb0AoEigzX8c1NcLcllJcbfyMMwSERERURGB3o5YMrwFHCwLTyVwsFRhyfAWerPOLG+aQERERETFCvR2RHcvB5yNSUFSeibszJ9PLdCHM7L5GGaJiIiIqERymQB/DxupyygRpxkQERERkcFimCUiIiIig8UwS0REREQGi2GWiIiIiAwWwywRERERGSyGWSIiIiIyWJKH2cWLF8Pd3R0qlQq+vr4IDQ0tceyJEyfQrl072NjYwMTEBA0bNsRPP/1UidUSERERkT6RdJ3ZLVu2YMqUKVi8eDHatWuHZcuWoVevXoiIiICLi0uR8WZmZpg0aRKaNm0KMzMznDhxAu+++y7MzMzwzjvvSPAOiIiIiEhKkp6ZnTdvHsaOHYtx48ahUaNGmD9/PpydnbFkyZJixzdv3hxDhgxB48aN4ebmhuHDh6Nnz54vPJtLRERERFWXZGdms7OzceHCBUybNq3Q9h49euDUqVOleo2wsDCcOnUKX3/9dYljsrKykJWVVfA4LS0NAJCTk4OcnBwdKq9c+TUaQq36iP3THXunO/aubNg/3bF3umPvdFcRvdPmtQRRFMVyO7IW7t27BycnJ5w8eRJt27Yt2P7tt99izZo1iIyMLHHfOnXq4MGDB8jNzcXMmTPxn//8p8SxM2fOxKxZs4ps37hxI0xNTcv2JoiIiIio3GVkZGDo0KFITU2FhYXFC8dKOmcWAARBKPRYFMUi2/4tNDQUT548wZkzZzBt2jTUq1cPQ4YMKXbs9OnTMXXq1ILHaWlpcHZ2Ro8ePV7aHH2Qk5OD4OBgdO/eHQqFQupyDA77pzv2TnfsXdmwf7pj73TH3umuInqX/016aUgWZm1tbSGXy5GYmFhoe1JSEuzt7V+4r7u7OwCgSZMmuH//PmbOnFlimFUqlVAqlUW2KxQKg/qwGlq9+ob90x17pzv2rmzYP92xd7pj73RXnr3T5nUkC7PGxsbw9fVFcHAw+vfvX7A9ODgYr776aqlfRxTFQnNiSzMe0C7xSyknJwcZGRlIS0vjL5cO2D/dsXe6Y+/Khv3THXunO/ZOdxXRu/ycVprZsJJOM5g6dSpGjBgBPz8/+Pv7Y/ny5YiLi8P48eMBPJ8ikJCQgLVr1wIAFi1aBBcXFzRs2BDA83Vnf/jhB7z//vulPmZ6ejoAwNnZuZzfDRERERGVp/T0dFhaWr5wjKRhdtCgQUhOTsaXX34JtVoNb29v7Nu3D66urgAAtVqNuLi4gvEajQbTp09HTEwMjIyM4OHhge+++w7vvvtuqY9Zu3ZtxMfHw9zc/KVzc/VB/hzf+Ph4g5jjq2/YP92xd7pj78qG/dMde6c79k53FdE7URSRnp6O2rVrv3SsZKsZUOmkpaXB0tKyVFfzUVHsn+7YO92xd2XD/umOvdMde6c7qXsn+e1siYiIiIh0xTBLRERERAaLYVbPKZVKBAUFFbu8GL0c+6c79k537F3ZsH+6Y+90x97pTurecc4sERERERksnpklIiIiIoPFMEtEREREBothloiIiIgMFsMsERERERkshlk9sHjxYri7u0OlUsHX1xehoaEljlWr1Rg6dCgaNGgAmUyGKVOmVF6hekqb/u3YsQPdu3dHrVq1YGFhAX9/fxw8eLASq9Uv2vTuxIkTaNeuHWxsbGBiYoKGDRvip59+qsRq9Ys2vfunkydPwsjICM2aNavYAvWYNr07duwYBEEo8nPjxo1KrFi/aPvZy8rKwowZM+Dq6gqlUgkPDw+sXLmykqrVL9r0btSoUcV+9ho3blyJFesPbT93GzZsgI+PD0xNTeHo6IjRo0cjOTm5YooTSVKbN28WFQqF+Ouvv4oRERHiBx98IJqZmYmxsbHFjo+JiREnT54srlmzRmzWrJn4wQcfVG7Bekbb/n3wwQfinDlzxLNnz4o3b94Up0+fLioUCvHixYuVXLn0tO3dxYsXxY0bN4pXr14VY2JixHXr1ommpqbismXLKrly6Wnbu3yPHz8W69atK/bo0UP08fGpnGL1jLa9O3r0qAhAjIyMFNVqdcFPbm5uJVeuH3T57PXr109s3bq1GBwcLMbExIh///23ePLkyUqsWj9o27vHjx8X+szFx8eL1tbWYlBQUOUWrge07V1oaKgok8nEn3/+WYyOjhZDQ0PFxo0bi6+99lqF1McwK7FWrVqJ48ePL7StYcOG4rRp0166b8eOHat9mC1L//J5eXmJs2bNKu/S9F559K5///7i8OHDy7s0vadr7wYNGiR+/vnnYlBQULUNs9r2Lj/MPnr0qBKq03/a9m///v2ipaWlmJycXBnl6bWy/pm3c+dOURAE8c6dOxVRnl7Ttnfff/+9WLdu3ULbFixYINapU6dC6uM0AwllZ2fjwoUL6NGjR6HtPXr0wKlTpySqynCUR/80Gg3S09NhbW1dESXqrfLoXVhYGE6dOoWOHTtWRIl6S9ferVq1ClFRUQgKCqroEvVWWT53zZs3h6OjI7p27YqjR49WZJl6S5f+7dq1C35+fpg7dy6cnJxQv359fPzxx3j27FlllKw3yuPPvBUrVqBbt25wdXWtiBL1li69a9u2Le7evYt9+/ZBFEXcv38f27ZtQ58+fSqkRqMKeVUqlYcPHyIvLw/29vaFttvb2yMxMVGiqgxHefTvxx9/xNOnTzFw4MCKKFFvlaV3derUwYMHD5Cbm4uZM2di3LhxFVmq3tGld7du3cK0adMQGhoKI6Pq+8euLr1zdHTE8uXL4evri6ysLKxbtw5du3bFsWPHEBAQUBll6w1d+hcdHY0TJ05ApVJh586dePjwISZOnIiUlJRqNW+2rH9fqNVq7N+/Hxs3bqyoEvWWLr1r27YtNmzYgEGDBiEzMxO5ubno168fFi5cWCE1Vt8/VfWIIAiFHouiWGQblUzX/m3atAkzZ87En3/+CTs7u4oqT6/p0rvQ0FA8efIEZ86cwbRp01CvXj0MGTKkIsvUS6XtXV5eHoYOHYpZs2ahfv36lVWeXtPmc9egQQM0aNCg4LG/vz/i4+Pxww8/VLswm0+b/mk0GgiCgA0bNsDS0hIAMG/ePAwYMACLFi2CiYlJhderT3T9+2L16tWwsrLCa6+9VkGV6T9tehcREYHJkyfjiy++QM+ePaFWq/HJJ59g/PjxWLFiRbnXxjArIVtbW8jl8iL/sklKSiryLyAqqiz927JlC8aOHYutW7eiW7duFVmmXipL79zd3QEATZo0wf379zFz5sxqFWa17V16ejrOnz+PsLAwTJo0CcDzgCGKIoyMjHDo0CF06dKlUmqXWnn9mdemTRusX7++vMvTe7r0z9HREU5OTgVBFgAaNWoEURRx9+5deHp6VmjN+qIsnz1RFLFy5UqMGDECxsbGFVmmXtKld7Nnz0a7du3wySefAACaNm0KMzMzdOjQAV9//TUcHR3LtUbOmZWQsbExfH19ERwcXGh7cHAw2rZtK1FVhkPX/m3atAmjRo3Cxo0bK2z+jr4rr8+eKIrIysoq7/L0mra9s7CwwJUrVxAeHl7wM378eDRo0ADh4eFo3bp1ZZUuufL63IWFhZX7X4aGQJf+tWvXDvfu3cOTJ08Ktt28eRMymQx16tSp0Hr1SVk+eyEhIbh9+zbGjh1bkSXqLV16l5GRAZmscMSUy+UAnv+9Ue4q5LIyKrX85S5WrFghRkREiFOmTBHNzMwKrpacNm2aOGLEiEL7hIWFiWFhYaKvr684dOhQMSwsTLx27ZoU5UtO2/5t3LhRNDIyEhctWlRoyZXHjx9L9RYko23vfvnlF3HXrl3izZs3xZs3b4orV64ULSwsxBkzZkj1FiSjy+/tP1Xn1Qy07d1PP/0k7ty5U7x586Z49epVcdq0aSIAcfv27VK9BUlp27/09HSxTp064oABA8Rr166JISEhoqenpzhu3Dip3oJkdP29HT58uNi6devKLlevaNu7VatWiUZGRuLixYvFqKgo8cSJE6Kfn5/YqlWrCqmPYVYPLFq0SHR1dRWNjY3FFi1aiCEhIQXPvfXWW2LHjh0LjQdQ5MfV1bVyi9Yj2vSvY8eOxfbvrbfeqvzC9YA2vVuwYIHYuHFj0dTUVLSwsBCbN28uLl68WMzLy5Ogculp+3v7T9U5zIqidr2bM2eO6OHhIapUKrFmzZpi+/btxb1790pQtf7Q9rN3/fp1sVu3bqKJiYlYp04dcerUqWJGRkYlV60ftO3d48ePRRMTE3H58uWVXKn+0bZ3CxYsEL28vEQTExPR0dFRHDZsmHj37t0KqU0QxYo430tEREREVPE4Z5aIiIiIDBbDLBEREREZLIZZIiIiIjJYDLNEREREZLAYZomIiIjIYDHMEhEREZHBYpglIiIiIoPFMEtEREREBothloioAnTq1AlTpkyRugzJCIKAP/74AwBw584dCIKA8PBwSWsioqqJYZaIqBRGjRoFQRAwfvz4Is9NnDgRgiBg1KhRBdt27NiBr776qhIrfK5Tp04QBAGCIMDY2BgeHh6YPn06srKyKr0WIqLKwDBLRFRKzs7O2Lx5M549e1awLTMzE5s2bYKLi0uhsdbW1jA3N9fpOKIoIjc3V+c63377bajVaty+fRtz587FokWLMHPmTJ1fj4hInzHMEhGVUosWLeDi4oIdO3YUbNuxYwecnZ3RvHnzQmP/Pc0gKysLn376KZydnaFUKuHp6YkVK1YAAI4dOwZBEHDw4EH4+flBqVQiNDQUWVlZmDx5Muzs7KBSqdC+fXucO3fupXWamprCwcEBLi4ueOONN9C9e3ccOnSo4HlRFDF37lzUrVsXJiYm8PHxwbZt2wq9xrVr19CnTx9YWFjA3NwcHTp0QFRUFADg3Llz6N69O2xtbWFpaYmOHTvi4sWLWveTiKg8MMwSEWlh9OjRWLVqVcHjlStXYsyYMS/db+TIkdi8eTMWLFiA69evY+nSpahRo0ahMZ9++ilmz56N69evo2nTpvj000+xfft2rFmzBhcvXkS9evX+v537B21qDeM4/q25JycSGhE7KaKFCNai4B8EEc0kkXboUAe1lkhCByUoBR3U0sVB7eRSO4hKqC4iWCiCIkQlKgqV1sGGoiVScNCIQhuDnGifO8g92Hu1phcvl8DvA4HDw/s+PCfTj5eXQzwe58OHD1XP+/z5cx49eoTjOH6tp6eHK1euMDAwwIsXL+ju7ubAgQM8ePAAgDdv3rBz505CoRDZbJZnz56RTCb90+KZmRkSiQS5XI4nT56wZs0aWlpamJmZqXouEZHfxkRE5JcSiYS1tbVZsVg013WtUCjY69evLRQKWbFYtLa2NkskEv76WCxmR48eNTOziYkJA+zu3bs/7H3v3j0DbGhoyK+VSiVzHMeuXbvm1zzPs+XLl1tfX99P54zFYuY4joXDYQsGgwbYokWL7MaNG37fUChkjx8/nrMvlUrZvn37zMzsxIkT1tjYaJ7nVfXffPnyxerr6214eNivAXbz5k0zMysUCgbY6OhoVf1ERBbij/81SYuI1JiGhgZaW1vJZDKYGa2trTQ0NMy7Z2xsjEAgQCwWm3fdli1b/OfJyUkqlQrbt2/3a47jsHXrVvL5/Lx9Ojo6OHXqFNPT05w7d45IJEJ7ezsA4+PjfP78mV27ds3Z43mef1VibGyMHTt2zDnN/d67d+/o7e0lm83y9u1bvn79SrlcZmpqat65RET+CwqzIiILlEwmSafTAPT39/9y/eLFi6vqGw6H/WczA7594up7ZvaP2t8tWbKEaDQKwNWrV2lububSpUukUilmZ2cBuHXrFitWrJizz3XdquY9ePAgxWKR8+fPs2rVKlzXZdu2bXieV8Vbioj8XrozKyKyQLt378bzPDzPIx6P/3L9+vXrmZ2d9e+kViMajRIMBnn48KFfq1QqjIyM0NTUVHUfx3E4efIkPT09lMtl1q1bh+u6TE1NEY1G5/xWrlwJwIYNG8jlclQqlR/2zOVyHDlyhJaWFpqbm3Fdl/fv31c9k4jI76QwKyKyQIFAgHw+Tz6fJxAI/HL96tWrSSQSJJNJhoaGKBQK3L9/n+vXr/90Tzgc5tChQxw/fpzbt28zPj5OV1cX5XKZVCq1oHn3799PXV0dFy5coL6+nmPHjtHd3U0mk2FycpLR0VH6+/vJZDIApNNppqen2bt3LyMjI7x8+ZLBwUEmJiaAb0F7cHCQfD7P06dP6ejoqPr0WUTkd1OYFRH5FyKRCJFIpOr1AwMD7Nmzh8OHD7N27Vq6urr49OnTvHvOnj1Le3s7nZ2dbNq0iVevXnHnzh2WLl26oFmDwSDpdJq+vj5KpRKnT5+mt7eXM2fO0NTURDweZ3h4mMbGRgCWLVtGNpulVCoRi8XYvHkzFy9e9O/QXr58mY8fP7Jx40Y6Ozv9z4eJiPwf6uyvi1kiIiIiIjVGJ7MiIiIiUrMUZkVERESkZinMioiIiEjNUpgVERERkZqlMCsiIiIiNUthVkRERERqlsKsiIiIiNQshVkRERERqVkKsyIiIiJSsxRmRURERKRmKcyKiIiISM36E9ejAHAX3iJAAAAAAElFTkSuQmCC",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "normalized_factor = 0\n",
+ "for i in range(1, 21):\n",
+ " normalized_factor += 1/i\n",
+ " \n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " position = 0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " position += 1\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = 1 / position\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + (1 / position)\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/normalized_factor\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "22b1e9e2-14d1-4e6e-b4ce-551c776845b5",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 4"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "e65442aa-c77b-4f28-a8c6-09512b4b2ffb",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.57 (Threshold: 0.85)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred\n",
+ " elif cpv_found_and_scores[pred_value] < score_pred:\n",
+ " cpv_found_and_scores[pred_value] = score_pred\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " #normalized_score = value/length_number_pred\n",
+ " single_row_pred[index_cpv] = value\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ " \n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c2a630a9-11a0-44f0-929c-f5790d268970",
+ "metadata": {},
+ "source": [
+ "## Evaluation Method 5"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "8afa0999-0004-4bcf-96aa-2ffb626d72d0",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Best F1 Micro Score: 0.66 (Threshold: 0.65)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 800x600 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "\n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " max_pred = []\n",
+ " max_score = 0.0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " if score_pred > max_score:\n",
+ " max_score = score_pred\n",
+ " max_pred = pred_values\n",
+ " \n",
+ " for value in max_pred:\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(value)\n",
+ " #normalized_score = value/length_number_pred\n",
+ " single_row_pred[index_cpv] = max_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)\n",
+ " \n",
+ "calculate_metrics_and_plot(formatted_result_actual, formatted_result_pred)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "65b3ee77-f9e7-46a7-8970-03964ad17cc7",
+ "metadata": {},
+ "source": [
+ "## Multi-label report of best method\n",
+ "Best results have been obtained with Method 2, and a threshold of 0.25. Here follows the multi-label report."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "d6f50019-d7f5-4d83-b3a9-d388e9e94d16",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "formatted_result_actual = []\n",
+ "formatted_result_pred = []\n",
+ "normalized_factor = 0\n",
+ "for i in range(1, 21):\n",
+ " normalized_factor += 1/i\n",
+ " \n",
+ "for element in full_predictions:\n",
+ " single_row_pred = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " single_row_actual = [0.0]*len(ALL_REDUCED_CPVS)\n",
+ " cpv_found_and_scores = {}\n",
+ " length_number_pred = len(element) - 1\n",
+ " position = 0\n",
+ " for single_pred in element:\n",
+ " if 'actual_cpvs' in single_pred.keys():\n",
+ " actual_values = single_pred[\"actual_cpvs\"]\n",
+ " for actual_value in actual_values:\n",
+ " index_in_all_cpvs = ALL_REDUCED_CPVS.index(actual_value)\n",
+ " single_row_actual[index_in_all_cpvs] = 1.0\n",
+ " else:\n",
+ " position += 1\n",
+ " pred_values = single_pred[\"pred\"]\n",
+ " score_pred = single_pred[\"score\"]\n",
+ " for pred_value in pred_values:\n",
+ " if not cpv_found_and_scores.get(pred_value):\n",
+ " cpv_found_and_scores[pred_value] = score_pred / position\n",
+ " else:\n",
+ " cpv_found_and_scores[pred_value] = cpv_found_and_scores[pred_value] + (score_pred / position)\n",
+ " for key, value in cpv_found_and_scores.items():\n",
+ " index_cpv = ALL_REDUCED_CPVS.index(key)\n",
+ " normalized_score = value/normalized_factor\n",
+ " single_row_pred[index_cpv] = normalized_score\n",
+ " formatted_result_actual.append(single_row_actual)\n",
+ " formatted_result_pred.append(single_row_pred)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "567cbb15-10dd-40a3-991f-77450f94b2df",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n",
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 79810 0.57 0.63 0.60 211\n",
+ " 42999 0.86 0.67 0.75 9\n",
+ " 43252 0.75 0.43 0.55 7\n",
+ " 31173 0.00 0.00 0.00 0\n",
+ " 15431 0.67 0.44 0.53 9\n",
+ " 31527 0.59 0.56 0.57 89\n",
+ " 76320 1.00 0.29 0.44 7\n",
+ " 50230 0.73 0.79 0.76 285\n",
+ " 19000 0.64 0.52 0.57 277\n",
+ " 43311 0.00 0.00 0.00 2\n",
+ " 33620 0.71 0.78 0.74 67\n",
+ " 66122 0.55 0.43 0.48 54\n",
+ " 76110 0.67 0.67 0.67 3\n",
+ " 44172 0.00 0.00 0.00 7\n",
+ " 14760 0.00 0.00 0.00 0\n",
+ " 34327 1.00 0.50 0.67 2\n",
+ " 63730 0.78 0.56 0.65 55\n",
+ " 37540 1.00 0.43 0.60 7\n",
+ " 37524 0.52 0.48 0.50 23\n",
+ " 34965 1.00 0.75 0.86 8\n",
+ " 35230 0.00 0.00 0.00 1\n",
+ " 72512 0.75 0.59 0.66 66\n",
+ " 39531 0.57 0.64 0.61 36\n",
+ " 18500 0.79 0.74 0.76 50\n",
+ " 38270 0.00 0.00 0.00 1\n",
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+ " 70220 0.58 0.63 0.60 41\n",
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+ " 22992 0.00 0.00 0.00 0\n",
+ " 30178 0.00 0.00 0.00 0\n",
+ " 48985 0.00 0.00 0.00 3\n",
+ " 19210 1.00 0.41 0.58 22\n",
+ " 64216 0.76 0.51 0.62 101\n",
+ " 85149 0.71 0.64 0.67 104\n",
+ " 16340 0.50 0.40 0.44 5\n",
+ " 45235 0.78 0.47 0.58 30\n",
+ " 76534 1.00 1.00 1.00 1\n",
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+ " 33114 0.74 0.47 0.57 30\n",
+ " 38210 0.00 0.00 0.00 0\n",
+ " 72313 0.76 0.44 0.56 59\n",
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+ " 19212 1.00 0.40 0.57 20\n",
+ " 43134 0.86 1.00 0.92 6\n",
+ " 14811 0.00 0.00 0.00 0\n",
+ " 24323 1.00 0.60 0.75 5\n",
+ " 37440 0.67 0.59 0.63 64\n",
+ " 14770 0.00 0.00 0.00 2\n",
+ " 48222 0.64 0.34 0.44 47\n",
+ " 45250 0.65 0.54 0.59 406\n",
+ " 80340 0.65 0.50 0.57 52\n",
+ " 48761 0.82 0.50 0.62 18\n",
+ " 33631 0.80 0.40 0.53 20\n",
+ " 42933 0.73 0.64 0.68 47\n",
+ " 79421 0.67 0.51 0.58 228\n",
+ " 75231 0.80 0.62 0.70 98\n",
+ " 15861 0.56 0.68 0.61 34\n",
+ " 15241 0.54 0.37 0.44 19\n",
+ " 33770 0.65 0.52 0.58 79\n",
+ " 31120 0.68 0.57 0.62 176\n",
+ " 79200 0.81 0.73 0.77 627\n",
+ " 44110 0.67 0.63 0.65 878\n",
+ " 63510 0.71 0.75 0.73 126\n",
+ " 45310 0.62 0.60 0.61 1298\n",
+ " 42991 0.62 0.34 0.44 38\n",
+ " 92225 0.75 0.64 0.69 14\n",
+ " 76520 0.64 0.35 0.45 52\n",
+ " 50212 0.38 0.27 0.32 11\n",
+ " 38546 0.67 0.50 0.57 12\n",
+ "\n",
+ " micro avg 0.70 0.65 0.67 402604\n",
+ " macro avg 0.60 0.47 0.51 402604\n",
+ "weighted avg 0.70 0.65 0.67 402604\n",
+ " samples avg 0.71 0.73 0.68 402604\n",
+ "\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in samples with no predicted labels. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn import metrics\n",
+ "\n",
+ "threshold = 0.25\n",
+ "binary_predictions = (np.array(formatted_result_pred) >= threshold).astype(int)\n",
+ "print(metrics.classification_report(formatted_result_actual, binary_predictions, target_names=ALL_REDUCED_CPVS))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "9370bb5c-4b18-4331-b903-c4e42d4799f2",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n",
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n",
+ "/home/ec2-user/anaconda3/envs/pytorch_p310/lib/python3.10/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in samples with no predicted labels. Use `zero_division` parameter to control this behavior.\n",
+ " _warn_prf(average, modifier, msg_start, len(result))\n"
+ ]
+ },
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+ " precision recall f1-score support\n",
+ "79810 0.565957 0.630332 0.596413 211.0\n",
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+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "report = metrics.classification_report(formatted_result_actual, binary_predictions, target_names=ALL_REDUCED_CPVS, output_dict=True)\n",
+ "df = pd.DataFrame(report).transpose()\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "af875238-d9f7-45f5-91fa-5ad1e2fbcb6d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "df.to_csv(\"classification_report_5_digits.csv\")"
+ ]
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