{
  "cells": [
    {
      "cell_type": "markdown",
      "id": "c87c47c9",
      "metadata": {
        "id": "c87c47c9"
      },
      "source": [
        "# Norovirüs VP1 (Kapsid) Gen Dizilerinden Makine Öğrenmesi ile Genotip Sınıflandırması\n",
        "### Veri Sızıntısına Dayanıklı Değerlendirme, Dizi Görüntüleme (FCGR) ve Açıklanabilir Yapay Zekâ\n",
        "\n",
        "**TÜBİTAK 2209-A Üniversite Öğrencileri Araştırma Projeleri — Örnek Uygulama Defteri**\n",
        "\n",
        "---\n",
        "\n",
        "Bu defter, NCBI GenBank veri tabanından **gerçek norovirüs dizilerini** indirir, kapsamlı bir **keşifsel veri analizi (EDA)** yapar ve dizilerden **genotip** (ör. GII.4, GII.17, GI.3) tahmin eden makine öğrenmesi ve derin öğrenme modelleri kurar. Tüm adımlar Türkçe olarak açıklanmıştır.\n",
        "\n",
        "> **Önemli:** Defter açık uçlu bir şablon değil, uçtan uca çalışan bir iş akışıdır. İlk çalıştırmada veriler NCBI'dan indirilir (internet bağlantısı gerekir) ve `veri/` klasörüne kaydedilir; sonraki çalıştırmalarda yerel kopyadan okunur. Tüm şekiller `sekiller/` klasörüne **300 dpi** çözünürlükte kaydedilir ve doğrudan 2209 raporunda kullanılabilir.\n",
        "\n",
        "**Önerilen ortam:** Google Colab (Çalışma Zamanı → Çalışma zamanı türünü değiştir → T4 GPU isteğe bağlıdır; CPU ile de çalışır).\n",
        "\n",
        "### İçindekiler\n",
        "1. Giriş, problem tanımı ve özgün değer\n",
        "2. Kurulum ve genel ayarlar\n",
        "3. Veri toplama (NCBI GenBank)\n",
        "4. Veri temizleme\n",
        "5. Keşifsel veri analizi (EDA)\n",
        "6. Veri sızıntısının önlenmesi: benzerlik tabanlı gruplama\n",
        "7. Özellik çıkarımı: k-mer frekansları\n",
        "8. Sınıf dengesizliği stratejilerinin karşılaştırılması\n",
        "9. Model karşılaştırması (gruplu tabakalı k-katlı çapraz doğrulama)\n",
        "10. Hiperparametre optimizasyonu ve topluluk (ensemble) model\n",
        "11. Bağımsız test kümesinde nihai değerlendirme\n",
        "12. Dizilerin görüntüye dönüştürülmesi (CGR / FCGR)\n",
        "13. FCGR görüntüleri ile evrişimli sinir ağı (CNN)\n",
        "14. Açıklanabilir yapay zekâ (SHAP, permütasyon önemi, Grad-CAM)\n",
        "15. Sonuçların özeti ve 2209 raporuna aktarım rehberi\n",
        "16. Kısıtlar ve gelecek çalışmalar\n",
        "17. Kaynakça (IEEE)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "246e6741",
      "metadata": {
        "id": "246e6741"
      },
      "source": [
        "## 1. Giriş, Problem Tanımı ve Özgün Değer\n",
        "\n",
        "**Norovirüs**, *Caliciviridae* ailesine ait, yaklaşık 7,5 kb uzunluğunda pozitif polariteli tek zincirli RNA genomuna sahip bir virüstür. İlk kez 1972 yılında Norwalk (ABD) salgınına ait dışkı örneklerinde immün elektron mikroskobu ile gösterilmiştir [1]. Günümüzde dünya genelinde akut gastroenterit olgularının yaklaşık beşte birinden sorumlu tutulmaktadır [2] ve her yıl yüz milyonlarca vaka ile önemli bir sağlık ve ekonomik yük oluşturmaktadır [3].\n",
        "\n",
        "Genom üç açık okuma çerçevesinden (ORF1–ORF3) oluşur; **ORF2**, ana kapsid proteini **VP1**'i kodlar. VP1, konakçı hücreye bağlanma ve bağışıklık sisteminden kaçışta kilit rol oynar; özellikle GII.4 genotipinde birkaç yılda bir yeni salgın varyantlarının ortaya çıkması bu bölgedeki hızlı evrimle ilişkilidir [4]. Norovirüsler, VP1 amino asit dizisine göre **genogruplara** (GI–GX) ve bunların altında **genotiplere** (ör. GII.4, GII.17) ayrılır; güncel sınıflandırma çerçevesi Chhabra ve ark. tarafından tanımlanmıştır [5]. Rutin genotiplemede ise referans dizilerle filogenetik karşılaştırma yapan çevrim içi araçlar kullanılmaktadır [6].\n",
        "\n",
        "### Problem tanımı\n",
        "> *Kısmi veya tam VP1 nükleotit dizisi verildiğinde, dizinin ait olduğu norovirüs genotipini hizalama (alignment) gerektirmeden, hızlı ve açıklanabilir biçimde tahmin etmek.*\n",
        "\n",
        "Bu çok sınıflı (multi-class) bir **denetimli sınıflandırma** problemidir.\n",
        "\n",
        "### Projenin özgün değeri (2209 başvurusunda vurgulanabilecek noktalar)\n",
        "1. **Hizalamadan bağımsız (alignment-free) özellikler:** k-mer frekansları ve dizilerin görüntüye dönüştürülmesi (FCGR) ile çoklu hizalama gerektirmeyen hızlı bir yöntem.\n",
        "2. **Veri sızıntısına dayanıklı değerlendirme:** GenBank'ta aynı salgından gelen çok sayıda neredeyse özdeş dizi bulunur. Bunlar hem eğitim hem test kümesine düşerse başarı yapay olarak yükselir. Bu çalışmada diziler **benzerliğe göre kümelenir** ve aynı kümedeki diziler daima aynı katmanda tutulur (**StratifiedGroupKFold**). Rastgele bölme ile gruplu bölme arasındaki fark ayrıca sayısal olarak gösterilir.\n",
        "3. **Kısayol öğrenmesi (shortcut learning) testi:** Modelin genotipi biyolojik sinyal yerine dizi uzunluğu gibi yan bilgilerden öğrenip öğrenmediği ayrıca sınanır.\n",
        "4. **Çift yönlü açıklanabilirlik:** Klasik modelde **SHAP** ile en belirleyici k-mer'ler, CNN modelinde **Grad-CAM** ile FCGR görüntüsünün belirleyici bölgeleri bulunur ve iki yöntemin bulguları karşılaştırılır.\n",
        "5. **Raporlanabilir görseller:** Tüm şekiller yayın kalitesinde otomatik kaydedilir."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "b0d7b5cf",
      "metadata": {
        "id": "b0d7b5cf"
      },
      "source": [
        "## 2. Kurulum ve Genel Ayarlar\n",
        "\n",
        "Aşağıdaki hücre gerekli kütüphaneleri yükler. Google Colab'da `torch`, `scikit-learn`, `pandas`, `seaborn` ve `plotly` hazır gelir; eksik olanlar kurulur.\n",
        "\n",
        "| Kütüphane | Kullanım amacı |\n",
        "|---|---|\n",
        "| `biopython` | NCBI'dan veri indirme ve GenBank kayıtlarını ayrıştırma |\n",
        "| `scikit-learn`, `imbalanced-learn` | Klasik makine öğrenmesi, çapraz doğrulama, dengesizlik yöntemleri |\n",
        "| `xgboost`, `lightgbm` | Gradyan artırma (boosting) modelleri |\n",
        "| `torch` | FCGR görüntüleri ile evrişimli sinir ağı |\n",
        "| `shap` | Açıklanabilir yapay zekâ |\n",
        "| `umap-learn` | Boyut indirgeme ile görselleştirme |\n",
        "| `logomaker` | Dizi motif logoları |\n",
        "| `plotly` | Etkileşimli grafikler (harita, 3B gösterim) |"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "id": "23f1f9e5",
      "metadata": {
        "id": "23f1f9e5"
      },
      "outputs": [],
      "source": [
        "# Gerekli kütüphanelerin kurulumu (Colab'da yaklaşık 1 dakika sürer)\n",
        "!pip install -q biopython xgboost lightgbm shap imbalanced-learn umap-learn logomaker plotly"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "id": "6185cc2b",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6185cc2b",
        "outputId": "9955bb0a-a906-4e04-f737-72fc445cea11"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Ortam hazır. NumPy 2.1.3 | pandas 2.2.3\n"
          ]
        }
      ],
      "source": [
        "import os, re, time, json, random, itertools, warnings\n",
        "from collections import Counter, defaultdict\n",
        "from datetime import datetime\n",
        "\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib as mpl\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from scipy import stats\n",
        "from scipy.cluster.hierarchy import linkage, dendrogram\n",
        "from scipy.spatial.distance import squareform\n",
        "\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "# ---- Tekrarlanabilirlik: tüm rastgelelik kaynakları sabitlenir ----\n",
        "RASTGELE = 42\n",
        "np.random.seed(RASTGELE)\n",
        "random.seed(RASTGELE)\n",
        "\n",
        "# ---- Çıktı klasörleri (hiyerarşik; sonda zip'lenecek) ----\n",
        "CIKTI_KOK = \"norovirus_2209_ciktilar\"\n",
        "VERI_DIZINI  = os.path.join(CIKTI_KOK, \"veri\")\n",
        "SEKIL_TR     = os.path.join(CIKTI_KOK, \"sekiller\", \"TR\")\n",
        "SEKIL_EN     = os.path.join(CIKTI_KOK, \"figures\", \"EN\")\n",
        "TABLO_TR     = os.path.join(CIKTI_KOK, \"tablolar\", \"TR\")\n",
        "TABLO_EN     = os.path.join(CIKTI_KOK, \"tables\", \"EN\")\n",
        "SONUC_DIZINI = os.path.join(CIKTI_KOK, \"tablolar\", \"TR\")   # geriye dönük uyumluluk (eski CSV çağrıları)\n",
        "MODEL_DIZINI = os.path.join(CIKTI_KOK, \"modeller\")\n",
        "for d in (VERI_DIZINI, SEKIL_TR, SEKIL_EN, TABLO_TR, TABLO_EN, MODEL_DIZINI):\n",
        "    os.makedirs(d, exist_ok=True)\n",
        "\n",
        "# ---- Grafik ayarları (rapor kalitesi) ----\n",
        "sns.set_theme(style=\"whitegrid\", context=\"notebook\", font_scale=1.0)\n",
        "mpl.rcParams.update({\n",
        "    \"figure.dpi\": 110,\n",
        "    \"savefig.dpi\": 300,          # rapor için 300 dpi\n",
        "    \"savefig.bbox\": \"tight\",\n",
        "    \"axes.titleweight\": \"bold\",\n",
        "    \"axes.titlesize\": 12,\n",
        "})\n",
        "\n",
        "def sinif_ornekle(veri, n):\n",
        "    \"\"\"Her genotipten en fazla n kayıt içeren dengeli rastgele alt örnek.\"\"\"\n",
        "    return pd.concat([g.sample(min(len(g), n), random_state=RASTGELE) for _, g in veri.groupby(\"genotip\")])\n",
        "\n",
        "print(\"Ortam hazır. NumPy\", np.__version__, \"| pandas\", pd.__version__)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "85b0a878",
      "metadata": {
        "id": "85b0a878"
      },
      "source": [
        "### 2.2 İki dilli şekil ve tablo kaydı\n",
        "\n",
        "Tüm şekiller **hem Türkçe hem İngilizce** olarak 300 dpi kaydedilir: Türkçe sürüm `sekiller/TR/`, İngilizce sürüm `figures/EN/` klasörüne yazılır. İngilizce sürüm, şeklin metin katmanındaki başlık, eksen ve açıklama yazıları bir çeviri sözlüğüyle değiştirilerek üretilir; böylece aynı çizim kodu iki dil için de kullanılır. Tablolar da `tablolar/TR/` ve `tables/EN/` altına, Excel uyumlu UTF-8 (BOM) CSV olarak iki dilde kaydedilir. Böylece makalenin hem Türkçe (2209 raporu) hem İngilizce (uluslararası dergi) sürümünde doğrudan kullanılabilir malzeme elde edilir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "id": "cb3eff5c",
      "metadata": {
        "id": "cb3eff5c"
      },
      "outputs": [],
      "source": [
        "import matplotlib.text as _mtext\n",
        "\n",
        "# Türkçe → İngilizce çeviri sözlüğü (şekil başlıkları, eksen etiketleri, açıklamalar)\n",
        "CEVIRI = {\n",
        " \"Dizi sayısı\":\"Number of sequences\",\"Dizi uzunluğu (nt)\":\"Sequence length (nt)\",\"Makro-F1\":\"Macro-F1\",\n",
        " \"Grup sayısı\":\"Number of clusters\",\"Kayıt sayısı\":\"Number of records\",\"Yoğunluk\":\"Density\",\"Yoğunluk (log)\":\"Density (log)\",\n",
        " \"Gerçek\":\"True\",\"Tahmin\":\"Predicted\",\"Tahmin edilen\":\"Predicted\",\"F1\":\"F1\",\"Epok\":\"Epoch\",\"Dinükleotit\":\"Dinucleotide\",\n",
        " \"Ortalama oran\":\"Mean proportion\",\"Ortalama frekans\":\"Mean frequency\",\"Temel bileşen\":\"Principal component\",\n",
        " \"Açıklanan varyans (%)\":\"Explained variance (%)\",\"Konum (nt)\":\"Position (nt)\",\"Dizi konumu (nt)\":\"Sequence position (nt)\",\n",
        " \"Toplama yılı\":\"Collection year\",\"Yıl içindeki oran\":\"Proportion within year\",\"Bilgi (bit)\":\"Information (bits)\",\n",
        " \"Doğru pozitif oranı\":\"True positive rate\",\"Yanlış pozitif oranı\":\"False positive rate\",\n",
        " \"Duyarlılık (recall)\":\"Recall\",\"Kesinlik (precision)\":\"Precision\",\"Eksik oranı (%)\":\"Missing rate (%)\",\n",
        " \"1 − Jaccard\":\"1 − Jaccard\",\"8-mer Jaccard benzerliği\":\"8-mer Jaccard similarity\",\"ÇD makro-F1\":\"CV macro-F1\",\n",
        " \"Kümülatif A − T\":\"Cumulative A − T\",\"Kümülatif G − C\":\"Cumulative G − C\",\"Kümülatif pürin − pirimidin\":\"Cumulative purine − pyrimidine\",\n",
        " \"Test dizisi sayısı\":\"Number of test sequences\",\"Eğitim örneği sayısı\":\"Number of training samples\",\n",
        " \"Grup boyutu (dizi, log ölçek)\":\"Cluster size (sequences, log scale)\",\"Katman başına eğitim süresi (sn, log)\":\"Training time per fold (s, log)\",\n",
        " \"Şekil: Çalışmanın yöntem akış şeması\":\"Figure: Study workflow diagram\",\n",
        " \"Veri temizleme akışı\":\"Data cleaning flow\",\"Genotiplere göre dizi sayısı\":\"Number of sequences by genotype\",\n",
        " \"Genogrup oranları (halka grafik)\":\"Genogroup proportions (donut chart)\",\n",
        " \"Eksik değer haritası (kırmızı = eksik; diziler genotipe göre sıralı)\":\"Missing-value map (red = missing; sequences sorted by genotype)\",\n",
        " \"Alan bazında eksiklik\":\"Missingness by field\",\"Dizi uzunluğu: histogram ve sınıf bazında çekirdek yoğunluk tahmini (KDE)\":\"Sequence length: histogram and per-class kernel density estimate (KDE)\",\n",
        " \"Keman grafiği\":\"Violin plot\",\"Kutu grafiği\":\"Box plot\",\"Ortalama nükleotit kompozisyonu\":\"Mean nucleotide composition\",\n",
        " \"GC içeriği: keman + nokta grafiği\":\"GC content: violin + strip plot\",\"Kompozisyon profilleri (z-skoru, radar grafik)\":\"Composition profiles (z-score, radar chart)\",\n",
        " \"Genotiplere göre ortalama dinükleotit göreli bolluğu (ρ)\":\"Mean dinucleotide relative abundance (ρ) by genotype\",\n",
        " \"Genotip × toplama yılı ısı haritası\":\"Genotype × collection year heatmap\",\"Yıllara göre genotip oranları (yığılmış alan grafiği)\":\"Genotype proportions by year (stacked area chart)\",\n",
        " \"En çok dizi gönderilen 15 ülke\":\"Top 15 countries by sequence count\",\"İlk 10 ülkede genotip oranları\":\"Genotype proportions in the top 10 countries\",\n",
        " \"Kompozisyon özellikleri Spearman korelasyonu\":\"Spearman correlation of composition features\",\"Seçili kompozisyon özellikleri: çift grafik\":\"Selected composition features: pair plot\",\n",
        " \"PCA açıklanan varyans (scree grafiği)\":\"PCA explained variance (scree plot)\",\"4-mer uzayında PCA\":\"PCA in 4-mer space\",\n",
        " \"Dizi çiftlerinde sınıf içi ve sınıflar arası benzerlik\":\"Within- and between-class similarity of sequence pairs\",\n",
        " \"8-mer Jaccard benzerliği: kümelenmiş ısı haritası\":\"8-mer Jaccard similarity: clustered heatmap\",\n",
        " \"Hizalamasız hiyerarşik kümeleme dendrogramı (UPGMA, 8-mer Jaccard)\":\"Alignment-free hierarchical clustering dendrogram (UPGMA, 8-mer Jaccard)\",\n",
        " \"Benzerlik gruplarının boyut dağılımı\":\"Size distribution of similarity clusters\",\"Genotip başına bağımsız grup sayısı\":\"Number of independent clusters per genotype\",\n",
        " \"Her test dizisinin eğitim kümesindeki en yakın komşusuna benzerliği (Jaccard)\":\"Similarity of each test sequence to its nearest training neighbour (Jaccard)\",\n",
        " \"Veri sızıntısı kontrolü: test → eğitim en yakın komşu benzerliği\":\"Data-leakage check: test → training nearest-neighbour similarity\",\n",
        " \"Sınıf dengesizliği stratejileri (lojistik regresyon, gruplu 5-katlı ÇD)\":\"Class-imbalance strategies (logistic regression, grouped 5-fold CV)\",\n",
        " \"Skor (5 katman ortalaması ± ss)\":\"Score (mean of 5 folds ± sd)\",\"Katman bazında makro-F1 dağılımı (gruplu 5-katlı ÇD)\":\"Per-fold macro-F1 distribution (grouped 5-fold CV)\",\n",
        " \"Ortalama metrikler\":\"Mean metrics\",\"Başarı – hesaplama maliyeti dengesi\":\"Performance – computational cost trade-off\",\n",
        " \"Rastgele ve gruplu çapraz doğrulama karşılaştırması (fark = sızıntı kaynaklı iyimserlik)\":\"Random vs. grouped cross-validation (difference = leakage-induced optimism)\",\n",
        " \"k-mer özellik kümelerinin karşılaştırılması (lojistik regresyon)\":\"Comparison of k-mer feature sets (logistic regression)\",\n",
        " \"Hiperparametre arama sonuçları (sol: LightGBM rastgele arama, sağ: SVM ızgara arama)\":\"Hyperparameter search results (left: LightGBM random search, right: SVM grid search)\",\n",
        " \"SVM: C × gamma\":\"SVM: C × gamma\",\"Karışıklık matrisi (sayı)\":\"Confusion matrix (counts)\",\"Normalize karışıklık matrisi (satır = duyarlılık)\":\"Normalized confusion matrix (row = recall)\",\n",
        " \"Sınıf bazında sınıflandırma raporu\":\"Per-class classification report\",\"Sınıf bazında F1 (n = test örnek sayısı)\":\"Per-class F1 (n = test sample size)\",\n",
        " \"ROC eğrileri (bire karşı hepsi)\":\"ROC curves (one-vs-rest)\",\"Kesinlik–duyarlılık eğrileri\":\"Precision–recall curves\",\n",
        " \"Öğrenme eğrisi (LightGBM)\":\"Learning curve (LightGBM)\",\"Doğru ve yanlış tahminlerde model güveni\":\"Model confidence for correct vs. incorrect predictions\",\n",
        " \"Tahmin güveni (en yüksek sınıf olasılığı)\":\"Prediction confidence (top class probability)\",\n",
        " \"FCGR, k = 3: her piksel bir trinükleotit\":\"FCGR, k = 3: each pixel is a trinucleotide\",\n",
        " \"Genotiplere göre ortalama FCGR görüntüleri (k = 6, log ölçek)\":\"Mean FCGR images by genotype (k = 6, log scale)\",\n",
        " \"Sınıfa özgü FCGR fark haritaları (kırmızı: sınıfta fazla, mavi: az temsil edilen 6-mer'ler)\":\"Class-specific FCGR difference maps (red: over-, blue: under-represented 6-mers)\",\n",
        " \"1B DNA yürüyüşü (her genotipten en uzun temsilci dizi)\":\"1D DNA walk (longest representative sequence per genotype)\",\"2B DNA yürüyüşü\":\"2D DNA walk\",\n",
        " \"Eğitim kaybı\":\"Training loss\",\"İç doğrulama makro-F1\":\"Inner-validation macro-F1\",\"CNN test karışıklık matrisi (normalize)\":\"CNN test confusion matrix (normalized)\",\n",
        " \"Bağımsız test kümesi: klasik model ve CNN karşılaştırması\":\"Independent test set: classical model vs. CNN\",\n",
        " \"Küresel önem: en etkili 20 k-mer\":\"Global importance: top 20 k-mers\",\"ortalama |SHAP değeri| (sınıflara göre yığılmış)\":\"mean |SHAP value| (stacked by class)\",\n",
        " \"k-mer × genotip önem ısı haritası\":\"k-mer × genotype importance heatmap\",\"Permütasyon önemi (test kümesi): en etkili 20 k-mer\":\"Permutation importance (test set): top 20 k-mers\",\n",
        " \"Makro-F1'deki düşüş (5 tekrar)\":\"Drop in macro-F1 (5 repeats)\",\"Grad-CAM: CNN'in FCGR görüntülerinde odaklandığı bölgeler (doğru sınıflandırılmış test dizileri)\":\"Grad-CAM: regions the CNN focuses on in FCGR images (correctly classified test sequences)\",\n",
        " # Bölüm 15 (hakem analizleri)\n",
        " \"Model\":\"Model\",\"Varyant\":\"Variant\",\"Analiz\":\"Analysis\",\"Tekrarlı dış çapraz doğrulama (3 tekrar × 5 katman, tüm dereplike veri)\":\"Repeated nested cross-validation (3 repeats × 5 folds, all dereplicated data)\",\n",
        " \"Baz değişim oranı (%)\":\"Base-substitution rate (%)\",\"Test parçası uzunluğu (nt, log ölçek)\":\"Test fragment length (nt, log scale)\",\n",
        " \"Kısa dizi parçalarında başarı\":\"Performance on short sequence fragments\",\"Dizileme hatası / mutasyon yüküne dayanıklılık\":\"Robustness to sequencing error / mutation load\",\n",
        " \"Ablasyon çalışmaları\":\"Ablation studies\",\"Makro-F1 (gruplu 5-katlı ÇD, ortalama ± ss)\":\"Macro-F1 (grouped 5-fold CV, mean ± sd)\",\n",
        " \"Psödo-replikasyonun giderilmesi: genotip başına dizi sayısı\":\"Removing pseudo-replication: sequences per genotype\",\n",
        " \"Zamansal bölünme\":\"Temporal split\",\"Gelecek yıllara genelleme\":\"Generalization to future years\",\"Ülke dışarıda bırakma doğrulaması\":\"Leave-one-country-out validation\",\n",
        " \"Yeni genotip tespiti (bir genotipi dışarıda bırakma)\":\"Novel-genotype detection (leave-one-genotype-out)\",\"AUROC\":\"AUROC\",\n",
        " \"Yenilik skoru (1 − en yüksek olasılık)\":\"Novelty score (1 − top probability)\",\"Güvenilirlik diyagramı\":\"Reliability diagram\",\n",
        " \"Ortalama tahmin güveni\":\"Mean predicted confidence\",\"Gerçek doğruluk\":\"Observed accuracy\",\"Güven dağılımı\":\"Confidence distribution\",\"Tahmin güveni\":\"Prediction confidence\",\n",
        " \"VP1 üzerindeki göreli konum (0 = 5' uç, 1 = 3' uç)\":\"Relative position on VP1 (0 = 5' end, 1 = 3' end)\",\"Doğru sınıf olasılığındaki ortalama düşüş\":\"Mean drop in true-class probability\",\n",
        " \"Dizi uzunluğuna göre başarı (nihai model)\":\"Performance by sequence length (final model)\",\"Makro-F1 (katman dışı tahmin)\":\"Macro-F1 (out-of-fold prediction)\",\n",
        " \"Baz değişim oranı\":\"Base-substitution rate\",\"Parça uzunluğu (nt)\":\"Fragment length (nt)\",\n",
        "}\n",
        "# Dinamik (f-string) başlıklar için parça çevirileri\n",
        "CEVIRI_PARCA = [\n",
        " (\"en sık 25 tetranükleotit\",\"most frequent 25 tetranucleotides\"),(\": en sık 25\",\"— top 25\"),\n",
        " (\": tek örnek\",\"— single example\"),(\": ortalama Grad-CAM\",\"— mean Grad-CAM\"),\n",
        " (\"için en etkili 10 k-mer'in dizi üzerindeki konumları\",\"— positions of the 10 most influential k-mers along the sequence\"),\n",
        " (\"kırmızı:\",\"red:\"),(\"aleyhine ortalama katkı\",\"mean contribution against\"),(\"lehine\",\"in favour of\"),\n",
        " (\"eğitim dizilerinde\",\"training sequences:\"),(\"çevresinin motif logosu\",\"motif logo of flanks\"),(\"pencere\",\"windows\"),\n",
        " (\"SHAP arı kovanı grafiği —\",\"SHAP beeswarm plot —\"),(\"sınıfı\",\"class\"),(\"SHAP bağımlılık grafiği:\",\"SHAP dependence plot:\"),\n",
        " (\"Tek dizi açıklaması:\",\"Single-sequence explanation:\"),(\"Test kümesi —\",\"Test set —\"),\n",
        " (\"CGR nokta deseni\",\"CGR point pattern\"),(\"FCGR, k = 6\",\"FCGR, k = 6\"),(\"piksel\",\"pixels\"),\n",
        " (\"Yalnızca uzunluk\",\"Length only\"),(\"Dışarıda bırakılan\",\"left-out\"),(\"Örnek:\",\"Example:\"),(\"eğitimde yokken\",\"held out from training\"),\n",
        " (\"Y-randomizasyon testi (lojistik regresyon)\",\"Y-randomization test (logistic regression)\"),\n",
        " (\"Karıştırılmış etiketler\",\"Shuffled labels\"),(\"Gerçek etiketler\",\"True labels\"),\n",
        " (\"Konumsal oklüzyon analizi\",\"Positional occlusion analysis\"),(\"nt pencere; gölgeli alanlar yaklaşık kapsid alanları\",\"nt window; shaded areas are approximate capsid domains\"),\n",
        " (\"Dereplikasyon öncesi\",\"Before dereplication\"),(\"Dereplikasyon sonrası\",\"After dereplication\"),(\"grup başına\",\"per cluster\"),\n",
        " (\"Bilinen genotipler\",\"Known genotypes\"),(\"Görülmemiş genotip\",\"Unseen genotype\"),(\"%95 kabul eşiği\",\"95% acceptance threshold\"),\n",
        " (\"Ortalama ve %95 GA\",\"Mean and 95% CI\"),(\"Test ülkesi\",\"Test country\"),\n",
        " (\"1 − en yüksek olasılık (LR)\",\"1 − top probability (LR)\"),(\"1 − en yakın komşu Jaccard\",\"1 − nearest-neighbour Jaccard\"),\n",
        " (\"Tümü (histogram)\",\"All (histogram)\"),(\"Aynı genotip\",\"Same genotype\"),(\"Farklı genotip\",\"Different genotype\"),\n",
        " (\"Bileşen başına\",\"Per component\"),(\"Kümülatif\",\"Cumulative\"),(\"Genotip\",\"Genotype\"),(\"Baz\",\"Base\"),(\"eşik\",\"threshold\"),\n",
        " (\"Mükemmel kalibrasyon\",\"Perfect calibration\"),(\"Lojistik Regresyon + parça artırma\",\"Logistic Regression + fragment augmentation\"),\n",
        " (\"Lojistik Regresyon\",\"Logistic Regression\"),(\"1-NN (k-mer kosinüs, BLAST benzeri)\",\"1-NN (k-mer cosine, BLAST-like)\"),\n",
        " (\"Dereplikasyon\",\"Dereplication\"),(\"Dengesizlik yöntemi\",\"Imbalance method\"),(\"Özellikler\",\"Features\"),\n",
        " (\"Benzerlik eşiği\",\"Similarity threshold\"),(\"Topluluk\",\"Ensemble\"),(\"CNN mimarisi\",\"CNN architecture\"),\n",
        " (\"Yalnızca kompozisyon\",\"Composition only\"),(\"Yok (tüm veri\",\"None (all data\"),(\"temel\",\"baseline\"),\n",
        " (\"dizi uzunluğu (kısayol)\",\"sequence length (shortcut)\"),(\"kompozisyon\",\"composition\"),\n",
        " (\"Topluluk (soft voting)\",\"Ensemble (soft voting)\"),(\"ortalama\",\"mean\"),(\"dizi\",\"seq\"),\n",
        "]\n",
        "def _en_metin(s):\n",
        "    k = s.strip()\n",
        "    if k in CEVIRI: return CEVIRI[k]\n",
        "    en = s; degisti = False\n",
        "    for tr, en_ in CEVIRI_PARCA:\n",
        "        if tr in en: en = en.replace(tr, en_); degisti = True\n",
        "    return en if degisti else None\n",
        "\n",
        "# Tablo başlığı/indeks çevirileri\n",
        "CEVIRI_TABLO = {\n",
        " \"Model\":\"Model\",\"Makro-F1\":\"Macro-F1\",\"ss\":\"sd\",\"Makro-F1 ss\":\"Macro-F1 sd\",\"Dengeli Doğr.\":\"Balanced Acc.\",\"Dengeli doğruluk\":\"Balanced accuracy\",\n",
        " \"MCC\":\"MCC\",\"Doğruluk\":\"Accuracy\",\"Ağırlıklı-F1\":\"Weighted-F1\",\"Cohen kappa\":\"Cohen kappa\",\"Makro ROC-AUC (OvR)\":\"Macro ROC-AUC (OvR)\",\n",
        " \"Eğitim süresi (sn)\":\"Training time (s)\",\"Özellik sayısı\":\"Number of features\",\"Adım\":\"Step\",\"Kalan kayıt\":\"Remaining records\",\n",
        " \"Analiz\":\"Analysis\",\"Varyant\":\"Variant\",\"Test n\":\"Test n\",\"Test ülkesi\":\"Test country\",\"Bilinmeyen n\":\"Unknown n\",\n",
        " \"%95 GA alt\":\"95% CI low\",\"%95 GA üst\":\"95% CI high\",\"Katman sayısı\":\"Number of folds\",\"Hata sayısı\":\"Error count\",\n",
        " \"Uzunluk aralığı\":\"Length range\",\"n\":\"n\",\"Sınıf sayısı\":\"Number of classes\",\"ECE\":\"ECE\",\"Brier\":\"Brier\",\"Ortalama güven\":\"Mean confidence\",\n",
        " \"1000 dizi süresi (sn)\":\"Time for 1000 seqs (s)\",\"Dizi/sn\":\"Seqs/s\",\"Model boyutu (MB)\":\"Model size (MB)\",\"Parça uzunluğu (nt)\":\"Fragment length (nt)\",\n",
        "}\n",
        "def _tablo_en(df_):\n",
        "    d = df_.copy()\n",
        "    d.columns = [CEVIRI_TABLO.get(str(c), c) for c in d.columns]\n",
        "    if d.index.name in CEVIRI_TABLO: d.index.name = CEVIRI_TABLO[d.index.name]\n",
        "    try: d.index = [CEVIRI_TABLO.get(str(i), i) for i in d.index]\n",
        "    except Exception: pass\n",
        "    return d\n",
        "\n",
        "_sekil_sayaci = [0]\n",
        "def kaydet(fig, ad):\n",
        "    \"\"\"Şekli hem Türkçe hem İngilizce olarak 300 dpi kaydeder (EN: metin katmanı çevrilir).\"\"\"\n",
        "    _sekil_sayaci[0] += 1; no = _sekil_sayaci[0]\n",
        "    trp = os.path.join(SEKIL_TR, f\"sekil_{no:02d}_{ad}.png\"); fig.savefig(trp)\n",
        "    degis = []\n",
        "    for t in fig.findobj(_mtext.Text):\n",
        "        s = t.get_text()\n",
        "        if not s.strip(): continue\n",
        "        en = _en_metin(s)\n",
        "        if en is not None and en != s:\n",
        "            degis.append((t, s)); t.set_text(en)\n",
        "    enp = os.path.join(SEKIL_EN, f\"figure_{no:02d}_{ad}.png\"); fig.savefig(enp)\n",
        "    for t, s in degis: t.set_text(s)\n",
        "    print(f\"Şekil kaydedildi → {trp}  |  {enp}\")\n",
        "    return trp\n",
        "\n",
        "def tablo_kaydet(df_, ad, indeks=True):\n",
        "    \"\"\"Tabloyu TR ve EN CSV olarak kaydeder (UTF-8 BOM, Excel uyumlu).\"\"\"\n",
        "    df_.to_csv(os.path.join(TABLO_TR, f\"{ad}.csv\"), index=indeks, encoding=\"utf-8-sig\")\n",
        "    _tablo_en(df_).to_csv(os.path.join(TABLO_EN, f\"{ad}.csv\"), index=indeks, encoding=\"utf-8-sig\")\n",
        "    return df_"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "344d343b",
      "metadata": {
        "id": "344d343b"
      },
      "source": [
        "### 2.1 Yöntem akış şeması\n",
        "\n",
        "Aşağıdaki şema, çalışmanın tüm adımlarını özetler. Bu şekil 2209 raporunun **Yöntem** bölümünde doğrudan kullanılabilir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "id": "0735d9a5",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 492
        },
        "id": "0735d9a5",
        "outputId": "4c9500bb-b935-428c-d0e3-a93b5fb42840"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_01_yontem_akis_semasi.png  |  norovirus_2209_ciktilar/figures/EN/figure_01_yontem_akis_semasi.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1430x572 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "def akis_semasi():\n",
        "    adimlar = [\n",
        "        (\"NCBI GenBank\\nVP1 dizileri\", \"#4C72B0\"),\n",
        "        (\"Temizleme\\n(belirsiz baz, tekrar)\", \"#4C72B0\"),\n",
        "        (\"Keşifsel veri\\nanalizi (EDA)\", \"#55A868\"),\n",
        "        (\"8-mer benzerliği ile\\nkümeleme (gruplar)\", \"#C44E52\"),\n",
        "        (\"Gruplu tabakalı\\neğitim/test ayrımı\", \"#C44E52\"),\n",
        "    ]\n",
        "    dallar = [\n",
        "        (\"k-mer frekansları\\n(k = 3, 4, 5)\", \"#8172B2\"),\n",
        "        (\"FCGR görüntüleri\\n(64×64, k = 6)\", \"#8172B2\"),\n",
        "    ]\n",
        "    modeller = [\n",
        "        (\"Klasik ML + dengesizlik\\nyöntemleri + ayarlama\", \"#DD8452\"),\n",
        "        (\"Evrişimli sinir\\nağı (CNN)\", \"#DD8452\"),\n",
        "    ]\n",
        "    xai = [(\"SHAP +\\npermütasyon önemi\", \"#937860\"), (\"Grad-CAM\", \"#937860\")]\n",
        "\n",
        "    fig, ax = plt.subplots(figsize=(13, 5.2))\n",
        "    ax.set_xlim(0, 13); ax.set_ylim(0, 5.2); ax.axis(\"off\")\n",
        "    kutu = dict(boxstyle=\"round,pad=0.4\", ec=\"none\")\n",
        "    def yaz(x, y, metin, renk):\n",
        "        ax.text(x, y, metin, ha=\"center\", va=\"center\", fontsize=9, color=\"white\",\n",
        "                bbox={**kutu, \"fc\": renk}, fontweight=\"bold\")\n",
        "    def ok(x1, y1, x2, y2):\n",
        "        ax.annotate(\"\", xy=(x2, y2), xytext=(x1, y1),\n",
        "                    arrowprops=dict(arrowstyle=\"-|>\", color=\"#444\", lw=1.4))\n",
        "    # üst satır: veri hazırlama\n",
        "    xs = [1.1, 3.6, 6.1, 8.6, 11.3]\n",
        "    for (m, r), x in zip(adimlar, xs):\n",
        "        yaz(x, 4.4, m, r)\n",
        "    for a, b in zip(xs[:-1], xs[1:]):\n",
        "        ok(a + 1.0, 4.4, b - 1.0, 4.4)\n",
        "    # alt satırlar: iki kol\n",
        "    for i, y in enumerate([2.7, 1.0]):\n",
        "        yaz(4.3, y, dallar[i][0], dallar[i][1])\n",
        "        yaz(7.7, y, modeller[i][0], modeller[i][1])\n",
        "        yaz(11.0, y, xai[i][0], xai[i][1])\n",
        "        ok(5.4, y, 6.4, y); ok(9.0, y, 10.0, y)\n",
        "        ok(2.3, y, 3.15, y)\n",
        "    ax.plot([11.3, 11.3, 2.3, 2.3], [3.95, 3.55, 3.55, 1.0], color=\"#444\", lw=1.4)\n",
        "    ax.text(6.5, 0.15, \"Tüm aşamalarda aynı gruplu çapraz doğrulama katmanları kullanılır → veri sızıntısı engellenir\",\n",
        "            ha=\"center\", fontsize=9, style=\"italic\", color=\"#C44E52\")\n",
        "    ax.set_title(\"Şekil: Çalışmanın yöntem akış şeması\")\n",
        "    return fig\n",
        "\n",
        "fig = akis_semasi(); kaydet(fig, \"yontem_akis_semasi\"); plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "48ba7ec9",
      "metadata": {
        "id": "48ba7ec9"
      },
      "source": [
        "## 3. Veri Toplama: NCBI GenBank\n",
        "\n",
        "Veriler, ABD Ulusal Biyoteknoloji Bilgi Merkezi'nin (NCBI) **Nucleotide (GenBank)** veri tabanından alınır [7]. Erişim için **Biopython** kütüphanesinin `Entrez` modülü kullanılır [8].\n",
        "\n",
        "### Veri toplama stratejisi\n",
        "1. **Hedef bölge:** Genotip tanımı VP1 dizisine dayandığından [5], yalnızca başlığında veya notlarında *VP1 / capsid / ORF2* geçen ve **250–1700 nt** uzunluğundaki diziler alınır. Tam genomlar (~7,5 kb) bu aralığın dışında kaldığı için hariç tutulur.\n",
        "2. **Sınıflar:** Literatürde klinik önemi en yüksek ve GenBank'ta yeterli örneği bulunan insan norovirüs genotipleri seçilmiştir: GI.1, GI.2, GI.3, GI.6, GII.2, GII.3, GII.4, GII.6, GII.17.\n",
        "3. **Etiketleme:** Her kaydın başlığı, suş (strain), izolat ve not alanlarında geçen **kapsid genotipi** düzenli ifade (regex) ile okunur. Polimeraz tipleri (ör. `GII.P16`) bilinçli olarak dışarıda bırakılır. Birden fazla kapsid genotipi içeren (belirsiz) kayıtlar atılır.\n",
        "4. **Rastgele örnekleme:** Her genotip için NCBI'daki eşleşen kayıtların tamamından **rastgele** örnekleme yapılır. NCBI sonuçları varsayılan olarak tarihe göre sıralandığından, ilk N kaydı almak zamansal yanlılık yaratırdı.\n",
        "5. **Sınıf başına üst sınır:** GII.4 gibi baskın genotiplerin on binlerce kaydı vardır. Hem indirme süresini makul tutmak hem de aşırı dengesizliği sınırlamak için sınıf başına en fazla `MAKS_DIZI_SINIF` dizi alınır. Doğal dengesizlik yine korunur (nadir genotiplerin kayıt sayısı bu sınırın altında kalabilir).\n",
        "\n",
        "> **Not:** NCBI kuralları gereği `Entrez.email` alanına geçerli bir e-posta yazılmalıdır. İsteğe bağlı olarak ücretsiz bir **NCBI API anahtarı** alınırsa indirme hızlanır."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "id": "c8153169",
      "metadata": {
        "id": "c8153169"
      },
      "outputs": [],
      "source": [
        "# ======================= YAPILANDIRMA =======================\n",
        "EMAIL = \"ogrenci.adi@universite.edu.tr\"   # <-- KENDİ E-POSTANIZI YAZIN (NCBI zorunlu kılar)\n",
        "NCBI_API_KEY = None                        # varsa \"abcd1234...\" şeklinde yazın\n",
        "\n",
        "GENOTIPLER = [\"GI.1\", \"GI.2\", \"GI.3\", \"GI.6\",\n",
        "              \"GII.2\", \"GII.3\", \"GII.4\", \"GII.6\", \"GII.17\"]\n",
        "MAKS_DIZI_SINIF = 600      # sınıf başına en fazla dizi\n",
        "MIN_DIZI_SINIF = 40        # bundan az dizisi kalan sınıf analizden çıkarılır\n",
        "MIN_UZUNLUK, MAKS_UZUNLUK = 250, 1700\n",
        "MAKS_BELIRSIZ_ORAN = 0.01  # N, R, Y gibi belirsiz bazların izin verilen en yüksek oranı\n",
        "\n",
        "VERI_DOSYASI = os.path.join(VERI_DIZINI, \"norovirus_vp1_ncbi.csv\")\n",
        "FASTA_DOSYASI = os.path.join(VERI_DIZINI, \"norovirus_vp1_ncbi.fasta\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "id": "23d3f649",
      "metadata": {
        "id": "23d3f649"
      },
      "outputs": [],
      "source": [
        "from Bio import Entrez, SeqIO\n",
        "\n",
        "Entrez.email = EMAIL\n",
        "if NCBI_API_KEY:\n",
        "    Entrez.api_key = NCBI_API_KEY\n",
        "BEKLEME = 0.12 if NCBI_API_KEY else 0.4   # NCBI istek sınırı: anahtarsız 3/sn, anahtarlı 10/sn\n",
        "\n",
        "# Kapsid genotipi deseni: GI.3, GII.4, GII.17 ... (GII.P16 gibi polimeraz tipleri eşleşmez)\n",
        "GENOTIP_DESENI = re.compile(r\"(?<![A-Za-z0-9])G(IX|IV|VIII|VII|VI|V|III|II|I)\\.(\\d{1,2})(?!\\d)\")\n",
        "VP1_DESENI = re.compile(r\"VP1|capsid|ORF2|major structural\", re.IGNORECASE)\n",
        "\n",
        "def genotipleri_bul(metin):\n",
        "    \"\"\"Metin içinde geçen tüm kapsid genotiplerini küme olarak döndürür.\"\"\"\n",
        "    return {f\"G{m.group(1)}.{int(m.group(2))}\" for m in GENOTIP_DESENI.finditer(metin or \"\")}\n",
        "\n",
        "def yil_cikar(tarih):\n",
        "    \"\"\"'05-Mar-2012', '2012/2013', 'Mar-2012' gibi biçimlerden yılı çıkarır.\"\"\"\n",
        "    if not isinstance(tarih, str):\n",
        "        return np.nan\n",
        "    m = re.search(r\"(19[5-9]\\d|20[0-3]\\d)\", tarih)\n",
        "    return int(m.group(1)) if m else np.nan\n",
        "\n",
        "def ncbi_ara(genotip, retmax=10000):\n",
        "    sorgu = (f'Norovirus[Organism] AND \"{genotip}\"[All Fields] '\n",
        "             f'AND (VP1[All Fields] OR capsid[All Fields] OR ORF2[All Fields]) '\n",
        "             f'AND {MIN_UZUNLUK}:{MAKS_UZUNLUK}[SLEN]')\n",
        "    for deneme in range(3):\n",
        "        try:\n",
        "            h = Entrez.esearch(db=\"nucleotide\", term=sorgu, retmax=retmax)\n",
        "            sonuc = Entrez.read(h); h.close()\n",
        "            time.sleep(BEKLEME)\n",
        "            return list(sonuc[\"IdList\"]), int(sonuc[\"Count\"]), sorgu\n",
        "        except Exception as e:\n",
        "            print(f\"  Arama hatası ({e}), tekrar deneniyor...\")\n",
        "            time.sleep(3)\n",
        "    return [], 0, sorgu\n",
        "\n",
        "def ncbi_getir(id_listesi, parti=200):\n",
        "    kayitlar = []\n",
        "    for i in range(0, len(id_listesi), parti):\n",
        "        parca = id_listesi[i:i + parti]\n",
        "        for deneme in range(3):\n",
        "            try:\n",
        "                h = Entrez.efetch(db=\"nucleotide\", id=\",\".join(parca), rettype=\"gb\", retmode=\"text\")\n",
        "                kayitlar.extend(list(SeqIO.parse(h, \"genbank\"))); h.close()\n",
        "                break\n",
        "            except Exception as e:\n",
        "                print(f\"  İndirme hatası ({e}), tekrar deneniyor...\")\n",
        "                time.sleep(3)\n",
        "        time.sleep(BEKLEME)\n",
        "    return kayitlar\n",
        "\n",
        "def kayit_ayristir(kayit, hedef_genotip):\n",
        "    \"\"\"GenBank kaydından gerekli alanları çıkarır; etiket tutarsızsa None döndürür.\"\"\"\n",
        "    kaynak = next((f for f in kayit.features if f.type == \"source\"), None)\n",
        "    q = kaynak.qualifiers if kaynak is not None else {}\n",
        "    al = lambda k: q.get(k, [None])[0]\n",
        "    urunler = \" \".join(p for f in kayit.features if f.type == \"CDS\" for p in f.qualifiers.get(\"product\", []))\n",
        "    metin = \" \".join([kayit.description, al(\"strain\") or \"\", al(\"isolate\") or \"\", al(\"note\") or \"\"])\n",
        "    genotipler = genotipleri_bul(metin)\n",
        "    if genotipler != {hedef_genotip}:                       # belirsiz/çelişkili etiket → at\n",
        "        return None\n",
        "    if not VP1_DESENI.search(kayit.description + \" \" + urunler):\n",
        "        return None\n",
        "    ulke = al(\"geo_loc_name\") or al(\"country\")             # GenBank 2024'ten itibaren geo_loc_name kullanır\n",
        "    tarih = al(\"collection_date\")\n",
        "    return {\n",
        "        \"accession\": kayit.id,\n",
        "        \"genotip\": hedef_genotip,\n",
        "        \"genogrup\": hedef_genotip.split(\".\")[0],\n",
        "        \"baslik\": kayit.description,\n",
        "        \"dizi\": str(kayit.seq).upper(),\n",
        "        \"ulke\": ulke.split(\":\")[0].strip() if ulke else np.nan,\n",
        "        \"toplama_tarihi\": tarih,\n",
        "        \"yil\": yil_cikar(tarih),\n",
        "        \"konak\": al(\"host\"),\n",
        "    }"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "id": "26f39e82",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 614
        },
        "id": "26f39e82",
        "outputId": "cf96cbe1-46a5-4be2-d71c-31add8d691fb"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "GI.1    | NCBI eşleşen:    990 | indirilen:  990 | kullanılan:  600\n",
            "GI.2    | NCBI eşleşen:    439 | indirilen:  439 | kullanılan:  437\n",
            "GI.3    | NCBI eşleşen:   1539 | indirilen: 1200 | kullanılan:  600\n",
            "GI.6    | NCBI eşleşen:    475 | indirilen:  475 | kullanılan:  468\n",
            "GII.2   | NCBI eşleşen:   1790 | indirilen: 1200 | kullanılan:  600\n",
            "GII.3   | NCBI eşleşen:   2490 | indirilen: 1200 | kullanılan:  600\n",
            "GII.4   | NCBI eşleşen:  13874 | indirilen: 1200 | kullanılan:  600\n",
            "GII.6   | NCBI eşleşen:   1201 | indirilen: 1200 | kullanılan:  600\n",
            "GII.17  | NCBI eşleşen:   3223 | indirilen: 1200 | kullanılan:  600\n",
            "\n",
            "Kaydedildi → norovirus_2209_ciktilar/veri/norovirus_vp1_ncbi.csv ve norovirus_2209_ciktilar/veri/norovirus_vp1_ncbi.fasta\n",
            "Boyut: (5105, 10)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    accession genotip genogrup  \\\n",
              "0  KU305032.1    GI.1       GI   \n",
              "1  KU304753.1    GI.1       GI   \n",
              "2  KU304988.1    GI.1       GI   \n",
              "3  MN494518.1    GI.1       GI   \n",
              "4  KU304919.1    GI.1       GI   \n",
              "\n",
              "                                              baslik  \\\n",
              "0  Norovirus GI.1 clone Read_531 major capsid pro...   \n",
              "1  Norovirus GI.1 clone Read_252 major capsid pro...   \n",
              "2  Norovirus GI.1 clone Read_487 major capsid pro...   \n",
              "3  Norovirus GI isolate 20171208_FE_03_GI.1 VP1 (...   \n",
              "4  Norovirus GI.1 clone Read_418 major capsid pro...   \n",
              "\n",
              "                                                dizi         ulke  \\\n",
              "0  ATGGCGCCAGTGGCGCTGGTCAGTTGGTACCGGAGGTTAATGCCTC...          NaN   \n",
              "1  ATGGCGCTAGTGGCGCTGGTCAGTTGGTACCGGAGGTCAATGCTTC...          NaN   \n",
              "2  ATGGCGCTAGTGGCGCTGGTCAGTTGGTACCGGAGGTTAATGCTTC...          NaN   \n",
              "3  ATGATGATGGCGTCTAAGGACGCTACGTCAAACGTGGATGGCGCCA...  South Korea   \n",
              "4  GTGGCGCTGGTCAGCTGGTACCGGAGGTTAATGCCTCTGACCCTCT...          NaN   \n",
              "\n",
              "  toplama_tarihi     yil konak indirme_tarihi  \n",
              "0           None     NaN  None     2026-10-24  \n",
              "1           None     NaN  None     2026-10-24  \n",
              "2           None     NaN  None     2026-10-24  \n",
              "3    08-Dec-2017  2017.0  None     2026-10-24  \n",
              "4           None     NaN  None     2026-10-24  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-c370f4a4-9eea-464d-93f4-200436e208ad\" class=\"colab-df-container\">\n",
              "    <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>accession</th>\n",
              "      <th>genotip</th>\n",
              "      <th>genogrup</th>\n",
              "      <th>baslik</th>\n",
              "      <th>dizi</th>\n",
              "      <th>ulke</th>\n",
              "      <th>toplama_tarihi</th>\n",
              "      <th>yil</th>\n",
              "      <th>konak</th>\n",
              "      <th>indirme_tarihi</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>KU305032.1</td>\n",
              "      <td>GI.1</td>\n",
              "      <td>GI</td>\n",
              "      <td>Norovirus GI.1 clone Read_531 major capsid pro...</td>\n",
              "      <td>ATGGCGCCAGTGGCGCTGGTCAGTTGGTACCGGAGGTTAATGCCTC...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>None</td>\n",
              "      <td>2026-10-24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>KU304753.1</td>\n",
              "      <td>GI.1</td>\n",
              "      <td>GI</td>\n",
              "      <td>Norovirus GI.1 clone Read_252 major capsid pro...</td>\n",
              "      <td>ATGGCGCTAGTGGCGCTGGTCAGTTGGTACCGGAGGTCAATGCTTC...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>None</td>\n",
              "      <td>2026-10-24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>KU304988.1</td>\n",
              "      <td>GI.1</td>\n",
              "      <td>GI</td>\n",
              "      <td>Norovirus GI.1 clone Read_487 major capsid pro...</td>\n",
              "      <td>ATGGCGCTAGTGGCGCTGGTCAGTTGGTACCGGAGGTTAATGCTTC...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>None</td>\n",
              "      <td>2026-10-24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>MN494518.1</td>\n",
              "      <td>GI.1</td>\n",
              "      <td>GI</td>\n",
              "      <td>Norovirus GI isolate 20171208_FE_03_GI.1 VP1 (...</td>\n",
              "      <td>ATGATGATGGCGTCTAAGGACGCTACGTCAAACGTGGATGGCGCCA...</td>\n",
              "      <td>South Korea</td>\n",
              "      <td>08-Dec-2017</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>None</td>\n",
              "      <td>2026-10-24</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>KU304919.1</td>\n",
              "      <td>GI.1</td>\n",
              "      <td>GI</td>\n",
              "      <td>Norovirus GI.1 clone Read_418 major capsid pro...</td>\n",
              "      <td>GTGGCGCTGGTCAGCTGGTACCGGAGGTTAATGCCTCTGACCCTCT...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>None</td>\n",
              "      <td>2026-10-24</td>\n",
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              "type": "dataframe",
              "variable_name": "df_ham",
              "summary": "{\n  \"name\": \"df_ham\",\n  \"rows\": 5105,\n  \"fields\": [\n    {\n      \"column\": \"accession\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5105,\n        \"samples\": [\n          \"OR791793.1\",\n          \"MN494176.1\",\n          \"KU304876.1\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genotip\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 9,\n        \"samples\": [\n          \"GII.6\",\n          \"GI.2\",\n          \"GII.3\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genogrup\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"GII\",\n          \"GI\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"baslik\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4993,\n        \"samples\": [\n          \"Norovirus GII isolate GII/Hu/DE/2015/GII.3/Leipzig2015_0279 VP1 (ORF2) gene, partial cds\",\n          \"Norovirus GII isolate IAL_NoV592/24 nonstructural polyprotein, RdRp region, (ORF1) and VP1 (ORF2) genes, partial cds\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"dizi\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4322,\n        \"samples\": [\n          \"ATGATGATGGCGTCTAAGGACGCCCCAACAAACATGGATGGCACTAGTGGTGCCGGCCAGCTGGTACCAGAGGCAAATACAGCTGAGCCTATTTCAATGGAACCAGTGGCTGGGGCTGCGACAGCAGCCGCAACTGCTGGACAAGTAAATATGATTGACCCCTGGATAATGAATAATTATGTACAAGCCCCTCAAGGAGAGTTCACCATTTCGCCCAACAACACTCCTGGTGACATTTTATTTGACCTACAATTGGGCCCACACCTCAACCCTTTCTTATCCCATTTAGCTCAAATGTACAATGGCTGG\",\n          \"TGATGATCCATTTGAAACCTTGGTCCCACACACACAGAGGAAGGTCCAATTAATATCCCTATTAGGTGAGGCCGCGCTCCATGGTGAGAAATTTTATAGAAAGATAGCCAGTAGGGTGATCCAAGAGGTTAAAGAAGGAGGATTGGAAATTTACATCCCTGGGTGGCAGGCCATGTTCCGCTGGATGCGATTCCATGATTTGAGTTTGTGGACAGGAGACCGCGATCTCCTGCCCGATTATGTAAATGATGATGGCGTCTAAGGACGCCCCAACAAACATGGATGGCACCAGTGGTGCCGGCCAGCTGGTACCAGAGGCAAATACAGCTGAGCCTATATCAATGGAGCCAGTGGCTGGGGCAGCGACAGCTGCCGCAACCGCTGGTCAAGTTAACATGATTGACCCCTGGATTATGAATAATTATGTGCAAGCCCCACAAGGTGAATTCACCATATCACCAAACAACACACCAGGTGATATTCTATTTGATTTACAATTAGGCCCTCACCTCAACCCCTTTCTATCCCATTTGGCTCA\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ulke\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 57,\n        \"samples\": [\n          \"South Korea\",\n          \"China\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"toplama_tarihi\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1625,\n        \"samples\": [\n          \"12-Jan-2012\",\n          \"25-Jan-2018\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"yil\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 4.4970028737653935,\n        \"min\": 1976.0,\n        \"max\": 2026.0,\n        \"num_unique_values\": 33,\n        \"samples\": [\n          2000.0,\n          2006.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"konak\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 66,\n        \"samples\": [\n          \"Homo sapiens; sex: F; age: 78 Y\",\n          \"oysters\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"indirme_tarihi\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"2026-10-24\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 14
        }
      ],
      "source": [
        "if os.path.exists(VERI_DOSYASI):\n",
        "    df_ham = pd.read_csv(VERI_DOSYASI)\n",
        "    print(f\"Yerel kopya bulundu, NCBI'a bağlanılmadı: {VERI_DOSYASI}  ({len(df_ham)} kayıt)\")\n",
        "else:\n",
        "    assert \"@\" in EMAIL and \"sevdanur.genc@balikesir.edu.tr\" not in EMAIL, \"Lütfen EMAIL alanına kendi e-posta adresinizi yazın.\"\n",
        "    rng = np.random.default_rng(RASTGELE)\n",
        "    satirlar, sorgu_ozeti = [], []\n",
        "    for g in GENOTIPLER:\n",
        "        ids, toplam, sorgu = ncbi_ara(g)\n",
        "        # filtrelemede kayıp olacağı için üst sınırın 2 katı kadar rastgele kayıt indirilir\n",
        "        secilen = list(rng.choice(ids, size=min(len(ids), 2 * MAKS_DIZI_SINIF), replace=False)) if ids else []\n",
        "        kayitlar = ncbi_getir(secilen)\n",
        "        uygun = [r for r in (kayit_ayristir(k, g) for k in kayitlar) if r]\n",
        "        rng.shuffle(uygun)\n",
        "        uygun = uygun[:MAKS_DIZI_SINIF]\n",
        "        satirlar.extend(uygun)\n",
        "        sorgu_ozeti.append({\"genotip\": g, \"ncbi_eslesen\": toplam, \"indirilen\": len(kayitlar),\n",
        "                            \"etiketi_tutarli\": len(uygun), \"sorgu\": sorgu})\n",
        "        print(f\"{g:7s} | NCBI eşleşen: {toplam:6d} | indirilen: {len(kayitlar):4d} | kullanılan: {len(uygun):4d}\")\n",
        "    df_ham = pd.DataFrame(satirlar)\n",
        "    df_ham[\"indirme_tarihi\"] = datetime.now().strftime(\"%Y-%m-%d\")\n",
        "    df_ham.to_csv(VERI_DOSYASI, index=False)\n",
        "    pd.DataFrame(sorgu_ozeti).to_csv(os.path.join(VERI_DIZINI, \"ncbi_sorgu_ozeti.csv\"), index=False)\n",
        "    with open(FASTA_DOSYASI, \"w\") as f:\n",
        "        for _, r in df_ham.iterrows():\n",
        "            f.write(f\">{r.accession}|{r.genotip}\\n{r.dizi}\\n\")\n",
        "    print(f\"\\nKaydedildi → {VERI_DOSYASI} ve {FASTA_DOSYASI}\")\n",
        "\n",
        "print(\"Boyut:\", df_ham.shape)\n",
        "df_ham.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "690eaeaf",
      "metadata": {
        "id": "690eaeaf"
      },
      "source": [
        "> **Tekrarlanabilirlik notu (rapora eklenmeli):** GenBank sürekli güncellendiği için farklı tarihlerde yapılan indirmeler farklı dizi kümeleri verebilir. Bu nedenle indirme tarihi (`indirme_tarihi` sütunu), kullanılan sorgular (`veri/ncbi_sorgu_ozeti.csv`) ve tüm erişim numaraları (accession) kaydedilir. Raporda \"Veriler NCBI Nucleotide veri tabanından ...  tarihinde indirilmiştir\" ifadesi kullanılmalı ve erişim numaraları ek olarak verilmelidir."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "7d3f7d33",
      "metadata": {
        "id": "7d3f7d33"
      },
      "source": [
        "## 4. Veri Temizleme\n",
        "\n",
        "Ham veri üzerinde şu adımlar uygulanır:\n",
        "\n",
        "1. **Tekrarlanan erişim numaraları** silinir.\n",
        "2. RNA gösterimi olası durumlar için `U` → `T` dönüşümü yapılır, harfler büyütülür.\n",
        "3. **Belirsiz bazlar** (N, R, Y, ...) oranı %1'i aşan diziler atılır; bunlar düşük kaliteli dizilemeye işaret eder.\n",
        "4. Uzunluk aralığı tekrar kontrol edilir.\n",
        "5. **Birebir özdeş diziler** tekilleştirilir. Bu, veri sızıntısına karşı ilk savunmadır: aynı dizi hem eğitimde hem testte bulunursa model ezber yapsa bile başarılı görünür.\n",
        "6. Temizleme sonunda `MIN_DIZI_SINIF` sayısından az örneği kalan genotipler çıkarılır (güvenilir çapraz doğrulama için)."
      ]
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              "                                    Adım  Kalan kayıt\n",
              "0           Etiketi tutarlı ham kayıtlar         5105\n",
              "1         Tekrar eden erişim no. silindi         5105\n",
              "2               Belirsiz baz > %1 atıldı         5096\n",
              "3                       Uzunluk filtresi         5096\n",
              "4  Birebir özdeş diziler tekilleştirildi         4313\n",
              "5        < 40 örnekli sınıflar çıkarıldı         4313"
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            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_02_veri_temizleme_akisi.png  |  norovirus_2209_ciktilar/figures/EN/figure_02_veri_temizleme_akisi.png\n"
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            "text/plain": [
              "<Figure size 880x396 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Analize alınan sınıflar: ['GI.1', 'GI.2', 'GI.3', 'GI.6', 'GII.2', 'GII.3', 'GII.4', 'GII.6', 'GII.17']\n"
          ]
        }
      ],
      "source": [
        "df = df_ham.copy()\n",
        "adimlar = [(\"Etiketi tutarlı ham kayıtlar\", len(df))]\n",
        "\n",
        "df = df.drop_duplicates(\"accession\");                          adimlar.append((\"Tekrar eden erişim no. silindi\", len(df)))\n",
        "df[\"dizi\"] = df[\"dizi\"].astype(str).str.upper().str.replace(\"U\", \"T\")\n",
        "df[\"uzunluk\"] = df[\"dizi\"].str.len()\n",
        "df[\"belirsiz_oran\"] = df[\"dizi\"].apply(lambda s: sum(c not in \"ACGT\" for c in s) / len(s))\n",
        "df = df[df[\"belirsiz_oran\"] <= MAKS_BELIRSIZ_ORAN];           adimlar.append((f\"Belirsiz baz > %{MAKS_BELIRSIZ_ORAN*100:.0f} atıldı\", len(df)))\n",
        "df = df[df[\"uzunluk\"].between(MIN_UZUNLUK, MAKS_UZUNLUK)];      adimlar.append((\"Uzunluk filtresi\", len(df)))\n",
        "df = df.drop_duplicates(\"dizi\");                               adimlar.append((\"Birebir özdeş diziler tekilleştirildi\", len(df)))\n",
        "sayim = df[\"genotip\"].value_counts()\n",
        "df = df[df[\"genotip\"].isin(sayim[sayim >= MIN_DIZI_SINIF].index)]\n",
        "adimlar.append((f\"< {MIN_DIZI_SINIF} örnekli sınıflar çıkarıldı\", len(df)))\n",
        "df = df.reset_index(drop=True)\n",
        "\n",
        "# Sınıfları genogrup ve numaraya göre doğal sırala (GI.1, GI.2, ..., GII.2, ..., GII.17)\n",
        "def genotip_sira(g):\n",
        "    grp, no = g.split(\".\")\n",
        "    return (len(grp), int(no))\n",
        "SINIFLAR = sorted(df[\"genotip\"].unique(), key=genotip_sira)\n",
        "RENKLER = dict(zip(SINIFLAR, sns.color_palette(\"tab10\", len(SINIFLAR))))\n",
        "\n",
        "adim_df = pd.DataFrame(adimlar, columns=[\"Adım\", \"Kalan kayıt\"])\n",
        "display(adim_df)\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(8, 3.6))\n",
        "ax.barh(adim_df[\"Adım\"][::-1], adim_df[\"Kalan kayıt\"][::-1], color=sns.color_palette(\"Blues_r\", len(adim_df)))\n",
        "for i, v in enumerate(adim_df[\"Kalan kayıt\"][::-1]):\n",
        "    ax.text(v, i, f\" {v}\", va=\"center\")\n",
        "ax.set_xlabel(\"Kayıt sayısı\"); ax.set_title(\"Veri temizleme akışı\")\n",
        "kaydet(fig, \"veri_temizleme_akisi\"); plt.show()\n",
        "print(\"Analize alınan sınıflar:\", SINIFLAR)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "c9d6ee19",
      "metadata": {
        "id": "c9d6ee19"
      },
      "source": [
        "## 5. Keşifsel Veri Analizi (EDA)\n",
        "\n",
        "EDA'nın amacı, model kurmadan önce verinin yapısını, dağılımlarını, olası yanlılıkları ve sınıflar arasındaki ayırt edici sinyalleri anlamaktır. Her alt başlıkta grafiğin **nasıl yorumlanacağı** açıklanmış ve kod, sayısal bir özet cümlesi üretecek şekilde yazılmıştır; bu cümleler doğrudan rapora aktarılabilir.\n",
        "\n",
        "### 5.1 Genel bakış ve tanımlayıcı istatistikler"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "id": "fef8c8dd",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 434
        },
        "id": "fef8c8dd",
        "outputId": "e24c9ede-71fa-4390-fb8b-2d60ce47ecc5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Toplam dizi sayısı : 4313\n",
            "Sınıf sayısı       : 9\n",
            "Ülke sayısı        : 57\n",
            "Yıl aralığı        : 1976 – 2026\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "         count   mean    std    min    25%    50%     75%     max\n",
              "genotip                                                          \n",
              "GI.1     532.0  332.0  198.1  250.0  258.0  266.0   312.0  1593.0\n",
              "GI.2     320.0  501.0  404.0  256.0  312.0  314.0   498.2  1641.0\n",
              "GI.3     509.0  565.7  371.7  251.0  312.0  532.0   579.0  1638.0\n",
              "GI.6     388.0  441.4  303.0  250.0  312.0  314.0   503.2  1623.0\n",
              "GII.2    525.0  551.6  341.7  251.0  305.0  518.0   557.0  1655.0\n",
              "GII.3    479.0  460.1  333.7  250.0  282.0  332.0   518.0  1647.0\n",
              "GII.4    556.0  593.6  395.5  250.0  303.0  527.0   570.0  1626.0\n",
              "GII.6    555.0  510.0  335.6  252.0  303.0  440.0   550.0  1653.0\n",
              "GII.17   449.0  697.0  550.7  250.0  303.0  388.0  1404.0  1623.0"
            ],
            "text/html": [
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              "      <th></th>\n",
              "      <th>count</th>\n",
              "      <th>mean</th>\n",
              "      <th>std</th>\n",
              "      <th>min</th>\n",
              "      <th>25%</th>\n",
              "      <th>50%</th>\n",
              "      <th>75%</th>\n",
              "      <th>max</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>genotip</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>GI.1</th>\n",
              "      <td>532.0</td>\n",
              "      <td>332.0</td>\n",
              "      <td>198.1</td>\n",
              "      <td>250.0</td>\n",
              "      <td>258.0</td>\n",
              "      <td>266.0</td>\n",
              "      <td>312.0</td>\n",
              "      <td>1593.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GI.2</th>\n",
              "      <td>320.0</td>\n",
              "      <td>501.0</td>\n",
              "      <td>404.0</td>\n",
              "      <td>256.0</td>\n",
              "      <td>312.0</td>\n",
              "      <td>314.0</td>\n",
              "      <td>498.2</td>\n",
              "      <td>1641.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GI.3</th>\n",
              "      <td>509.0</td>\n",
              "      <td>565.7</td>\n",
              "      <td>371.7</td>\n",
              "      <td>251.0</td>\n",
              "      <td>312.0</td>\n",
              "      <td>532.0</td>\n",
              "      <td>579.0</td>\n",
              "      <td>1638.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GI.6</th>\n",
              "      <td>388.0</td>\n",
              "      <td>441.4</td>\n",
              "      <td>303.0</td>\n",
              "      <td>250.0</td>\n",
              "      <td>312.0</td>\n",
              "      <td>314.0</td>\n",
              "      <td>503.2</td>\n",
              "      <td>1623.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.2</th>\n",
              "      <td>525.0</td>\n",
              "      <td>551.6</td>\n",
              "      <td>341.7</td>\n",
              "      <td>251.0</td>\n",
              "      <td>305.0</td>\n",
              "      <td>518.0</td>\n",
              "      <td>557.0</td>\n",
              "      <td>1655.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.3</th>\n",
              "      <td>479.0</td>\n",
              "      <td>460.1</td>\n",
              "      <td>333.7</td>\n",
              "      <td>250.0</td>\n",
              "      <td>282.0</td>\n",
              "      <td>332.0</td>\n",
              "      <td>518.0</td>\n",
              "      <td>1647.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.4</th>\n",
              "      <td>556.0</td>\n",
              "      <td>593.6</td>\n",
              "      <td>395.5</td>\n",
              "      <td>250.0</td>\n",
              "      <td>303.0</td>\n",
              "      <td>527.0</td>\n",
              "      <td>570.0</td>\n",
              "      <td>1626.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.6</th>\n",
              "      <td>555.0</td>\n",
              "      <td>510.0</td>\n",
              "      <td>335.6</td>\n",
              "      <td>252.0</td>\n",
              "      <td>303.0</td>\n",
              "      <td>440.0</td>\n",
              "      <td>550.0</td>\n",
              "      <td>1653.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.17</th>\n",
              "      <td>449.0</td>\n",
              "      <td>697.0</td>\n",
              "      <td>550.7</td>\n",
              "      <td>250.0</td>\n",
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              "      <td>1404.0</td>\n",
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              "summary": "{\n  \"name\": \"display(df\",\n  \"rows\": 9,\n  \"fields\": [\n    {\n      \"column\": \"genotip\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 9,\n        \"samples\": [\n          \"GII.6\",\n          \"GI.2\",\n          \"GII.3\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"count\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 80.61603093953735,\n        \"min\": 320.0,\n        \"max\": 556.0,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          555.0,\n          320.0,\n          479.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"mean\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 103.2710874349641,\n        \"min\": 332.0,\n        \"max\": 697.0,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          510.0,\n          501.0,\n          460.1\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"std\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 94.05994099509101,\n        \"min\": 198.1,\n        \"max\": 550.7,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          335.6,\n          404.0,\n          333.7\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"min\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.9649710204252655,\n        \"min\": 250.0,\n        \"max\": 256.0,\n        \"num_unique_values\": 4,\n        \"samples\": [\n          256.0,\n          252.0,\n          250.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"25%\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 17.89164920042619,\n        \"min\": 258.0,\n        \"max\": 312.0,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          312.0,\n          303.0,\n          305.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"50%\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 103.97489013111664,\n        \"min\": 266.0,\n        \"max\": 532.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          314.0,\n          527.0,\n          266.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"75%\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 308.33813870129296,\n        \"min\": 312.0,\n        \"max\": 1404.0,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          550.0,\n          498.2,\n          518.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"max\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 19.421494392668254,\n        \"min\": 1593.0,\n        \"max\": 1655.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          1641.0,\n          1647.0,\n          1593.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "print(f\"Toplam dizi sayısı : {len(df)}\")\n",
        "print(f\"Sınıf sayısı       : {len(SINIFLAR)}\")\n",
        "print(f\"Ülke sayısı        : {df['ulke'].nunique()}\")\n",
        "print(f\"Yıl aralığı        : {int(df['yil'].min()) if df['yil'].notna().any() else '-'} – {int(df['yil'].max()) if df['yil'].notna().any() else '-'}\")\n",
        "display(df.groupby(\"genotip\")[\"uzunluk\"].describe().loc[SINIFLAR].round(1))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "f1c2bc7a",
      "metadata": {
        "id": "f1c2bc7a"
      },
      "source": [
        "### 5.2 Sınıf dağılımı\n",
        "\n",
        "Sınıf dengesizliği, modelin baskın sınıfı tercih etmesine ve nadir sınıflarda başarısız olmasına yol açar. Bu nedenle değerlendirmede yalnızca **doğruluk (accuracy)** değil, **makro-F1** ve **dengeli doğruluk (balanced accuracy)** kullanılacaktır. **Dengesizlik oranı** (en büyük sınıf / en küçük sınıf) raporda belirtilmelidir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "id": "071ae410",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 488
        },
        "id": "071ae410",
        "outputId": "1201ecb8-2f3c-4427-e915-d67e0e8d5ff2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_03_sinif_dagilimi.png  |  norovirus_2209_ciktilar/figures/EN/figure_03_sinif_dagilimi.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1430x495 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "En büyük sınıf GII.4 (556 dizi), en küçük sınıf GI.2 (320 dizi). Dengesizlik oranı ≈ 1.7:1.\n"
          ]
        }
      ],
      "source": [
        "sayim = df[\"genotip\"].value_counts().reindex(SINIFLAR)\n",
        "fig, axes = plt.subplots(1, 2, figsize=(13, 4.5), gridspec_kw={\"width_ratios\": [1.6, 1]})\n",
        "axes[0].bar(sayim.index, sayim.values, color=[RENKLER[s] for s in sayim.index])\n",
        "for i, v in enumerate(sayim.values):\n",
        "    axes[0].text(i, v, str(v), ha=\"center\", va=\"bottom\", fontsize=9)\n",
        "axes[0].set_ylabel(\"Dizi sayısı\"); axes[0].set_title(\"Genotiplere göre dizi sayısı\")\n",
        "axes[0].tick_params(axis=\"x\", rotation=45)\n",
        "\n",
        "grp = df[\"genogrup\"].value_counts()\n",
        "axes[1].pie(grp.values, labels=grp.index, autopct=\"%1.1f%%\", startangle=90,\n",
        "            colors=sns.color_palette(\"Set2\", len(grp)), wedgeprops=dict(width=0.45))\n",
        "axes[1].set_title(\"Genogrup oranları (halka grafik)\")\n",
        "kaydet(fig, \"sinif_dagilimi\"); plt.show()\n",
        "\n",
        "oran = sayim.max() / sayim.min()\n",
        "print(f\"En büyük sınıf {sayim.idxmax()} ({sayim.max()} dizi), en küçük sınıf {sayim.idxmin()} ({sayim.min()} dizi). \"\n",
        "      f\"Dengesizlik oranı ≈ {oran:.1f}:1.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "7bb92498",
      "metadata": {
        "id": "7bb92498"
      },
      "source": [
        "### 5.3 Eksik meta veri analizi\n",
        "\n",
        "GenBank kayıtlarında ülke, toplama tarihi ve konak bilgisi her zaman girilmemiştir. Eksik değer haritası, hangi meta veri alanlarının güvenilir analiz için yeterli olduğunu gösterir. **Bu alanlar model girdisi olarak kullanılmaz**; yalnızca veri setini tanımlamak için kullanılır. Böylece model kararını yalnızca dizinin kendisine dayandırır."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "id": "d55457c7",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 785
        },
        "id": "d55457c7",
        "outputId": "7888428d-adcd-4fb9-b98c-673ad93c0d14"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_04_eksik_meta_veri.png  |  norovirus_2209_ciktilar/figures/EN/figure_04_eksik_meta_veri.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1430x440 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7ddb890c9fd0>"
            ],
            "text/html": [
              "<style type=\"text/css\">\n",
              "#T_275b5_row0_col0, #T_275b5_row0_col1, #T_275b5_row0_col2, #T_275b5_row0_col3 {\n",
              "  background-color: #67000d;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_275b5_row1_col0, #T_275b5_row1_col1, #T_275b5_row1_col2, #T_275b5_row2_col0, #T_275b5_row2_col1, #T_275b5_row2_col2, #T_275b5_row3_col0, #T_275b5_row4_col0, #T_275b5_row5_col0, #T_275b5_row5_col3, #T_275b5_row6_col0, #T_275b5_row6_col1, #T_275b5_row6_col2, #T_275b5_row6_col3, #T_275b5_row8_col0 {\n",
              "  background-color: #fff5f0;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_275b5_row1_col3 {\n",
              "  background-color: #fb7353;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_275b5_row2_col3 {\n",
              "  background-color: #fcb99f;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_275b5_row3_col1, #T_275b5_row3_col2, #T_275b5_row7_col0, #T_275b5_row8_col1, #T_275b5_row8_col2 {\n",
              "  background-color: #fff4ef;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_275b5_row3_col3 {\n",
              "  background-color: #fc9c7d;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_275b5_row4_col1, #T_275b5_row4_col2 {\n",
              "  background-color: #fff0e9;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_275b5_row4_col3 {\n",
              "  background-color: #fee3d7;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_275b5_row5_col1, #T_275b5_row5_col2 {\n",
              "  background-color: #fff2eb;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_275b5_row7_col1, #T_275b5_row7_col2 {\n",
              "  background-color: #fff4ee;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_275b5_row7_col3 {\n",
              "  background-color: #fedbcc;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_275b5_row8_col3 {\n",
              "  background-color: #fdd3c1;\n",
              "  color: #000000;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_275b5\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"blank level0\" >&nbsp;</th>\n",
              "      <th id=\"T_275b5_level0_col0\" class=\"col_heading level0 col0\" >ulke</th>\n",
              "      <th id=\"T_275b5_level0_col1\" class=\"col_heading level0 col1\" >toplama_tarihi</th>\n",
              "      <th id=\"T_275b5_level0_col2\" class=\"col_heading level0 col2\" >yil</th>\n",
              "      <th id=\"T_275b5_level0_col3\" class=\"col_heading level0 col3\" >konak</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >genotip</th>\n",
              "      <th class=\"blank col0\" >&nbsp;</th>\n",
              "      <th class=\"blank col1\" >&nbsp;</th>\n",
              "      <th class=\"blank col2\" >&nbsp;</th>\n",
              "      <th class=\"blank col3\" >&nbsp;</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_275b5_level0_row0\" class=\"row_heading level0 row0\" >GI.1</th>\n",
              "      <td id=\"T_275b5_row0_col0\" class=\"data row0 col0\" >65.4%</td>\n",
              "      <td id=\"T_275b5_row0_col1\" class=\"data row0 col1\" >65.4%</td>\n",
              "      <td id=\"T_275b5_row0_col2\" class=\"data row0 col2\" >65.4%</td>\n",
              "      <td id=\"T_275b5_row0_col3\" class=\"data row0 col3\" >80.1%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_275b5_level0_row1\" class=\"row_heading level0 row1\" >GI.2</th>\n",
              "      <td id=\"T_275b5_row1_col0\" class=\"data row1 col0\" >0.0%</td>\n",
              "      <td id=\"T_275b5_row1_col1\" class=\"data row1 col1\" >0.0%</td>\n",
              "      <td id=\"T_275b5_row1_col2\" class=\"data row1 col2\" >0.0%</td>\n",
              "      <td id=\"T_275b5_row1_col3\" class=\"data row1 col3\" >39.1%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_275b5_level0_row2\" class=\"row_heading level0 row2\" >GI.3</th>\n",
              "      <td id=\"T_275b5_row2_col0\" class=\"data row2 col0\" >0.0%</td>\n",
              "      <td id=\"T_275b5_row2_col1\" class=\"data row2 col1\" >0.2%</td>\n",
              "      <td id=\"T_275b5_row2_col2\" class=\"data row2 col2\" >0.2%</td>\n",
              "      <td id=\"T_275b5_row2_col3\" class=\"data row2 col3\" >22.4%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_275b5_level0_row3\" class=\"row_heading level0 row3\" >GI.6</th>\n",
              "      <td id=\"T_275b5_row3_col0\" class=\"data row3 col0\" >0.0%</td>\n",
              "      <td id=\"T_275b5_row3_col1\" class=\"data row3 col1\" >0.5%</td>\n",
              "      <td id=\"T_275b5_row3_col2\" class=\"data row3 col2\" >0.5%</td>\n",
              "      <td id=\"T_275b5_row3_col3\" class=\"data row3 col3\" >29.4%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_275b5_level0_row4\" class=\"row_heading level0 row4\" >GII.2</th>\n",
              "      <td id=\"T_275b5_row4_col0\" class=\"data row4 col0\" >0.2%</td>\n",
              "      <td id=\"T_275b5_row4_col1\" class=\"data row4 col1\" >1.9%</td>\n",
              "      <td id=\"T_275b5_row4_col2\" class=\"data row4 col2\" >1.9%</td>\n",
              "      <td id=\"T_275b5_row4_col3\" class=\"data row4 col3\" >10.9%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_275b5_level0_row5\" class=\"row_heading level0 row5\" >GII.3</th>\n",
              "      <td id=\"T_275b5_row5_col0\" class=\"data row5 col0\" >0.0%</td>\n",
              "      <td id=\"T_275b5_row5_col1\" class=\"data row5 col1\" >1.5%</td>\n",
              "      <td id=\"T_275b5_row5_col2\" class=\"data row5 col2\" >1.5%</td>\n",
              "      <td id=\"T_275b5_row5_col3\" class=\"data row5 col3\" >2.7%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_275b5_level0_row6\" class=\"row_heading level0 row6\" >GII.4</th>\n",
              "      <td id=\"T_275b5_row6_col0\" class=\"data row6 col0\" >0.0%</td>\n",
              "      <td id=\"T_275b5_row6_col1\" class=\"data row6 col1\" >0.0%</td>\n",
              "      <td id=\"T_275b5_row6_col2\" class=\"data row6 col2\" >0.0%</td>\n",
              "      <td id=\"T_275b5_row6_col3\" class=\"data row6 col3\" >2.5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_275b5_level0_row7\" class=\"row_heading level0 row7\" >GII.6</th>\n",
              "      <td id=\"T_275b5_row7_col0\" class=\"data row7 col0\" >0.4%</td>\n",
              "      <td id=\"T_275b5_row7_col1\" class=\"data row7 col1\" >0.7%</td>\n",
              "      <td id=\"T_275b5_row7_col2\" class=\"data row7 col2\" >0.7%</td>\n",
              "      <td id=\"T_275b5_row7_col3\" class=\"data row7 col3\" >13.5%</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_275b5_level0_row8\" class=\"row_heading level0 row8\" >GII.17</th>\n",
              "      <td id=\"T_275b5_row8_col0\" class=\"data row8 col0\" >0.2%</td>\n",
              "      <td id=\"T_275b5_row8_col1\" class=\"data row8 col1\" >0.4%</td>\n",
              "      <td id=\"T_275b5_row8_col2\" class=\"data row8 col2\" >0.4%</td>\n",
              "      <td id=\"T_275b5_row8_col3\" class=\"data row8 col3\" >15.6%</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "meta = df[[\"ulke\", \"toplama_tarihi\", \"yil\", \"konak\"]]\n",
        "eksik = meta.isna()\n",
        "fig, axes = plt.subplots(1, 2, figsize=(13, 4), gridspec_kw={\"width_ratios\": [2, 1]})\n",
        "sira = np.argsort(df[\"genotip\"].map({s: i for i, s in enumerate(SINIFLAR)}).values)\n",
        "sns.heatmap(eksik.iloc[sira].T, cbar=False, cmap=[\"#e8eef7\", \"#C44E52\"], ax=axes[0], xticklabels=False)\n",
        "axes[0].set_title(\"Eksik değer haritası (kırmızı = eksik; diziler genotipe göre sıralı)\")\n",
        "(eksik.mean() * 100).plot.barh(ax=axes[1], color=\"#C44E52\")\n",
        "axes[1].set_xlabel(\"Eksik oranı (%)\"); axes[1].set_title(\"Alan bazında eksiklik\")\n",
        "kaydet(fig, \"eksik_meta_veri\"); plt.show()\n",
        "display((eksik.groupby(df[\"genotip\"]).mean() * 100).loc[SINIFLAR].round(1).style.background_gradient(cmap=\"Reds\").format(\"{:.1f}%\"))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "79566da5",
      "metadata": {
        "id": "79566da5"
      },
      "source": [
        "### 5.4 Dizi uzunluğu dağılımı\n",
        "\n",
        "GenBank'taki VP1 dizileri farklı laboratuvar protokollerinden gelir: bazıları yalnızca kısa genotipleme bölgesini (ör. ~300 nt'lik C bölgesi), bazıları tam VP1 genini (~1,6 kb) içerir. Genotipler arasında uzunluk dağılımları belirgin biçimde farklıysa, model genotipi **biyolojik sinyalden değil dizi uzunluğundan** öğrenebilir. Bu risk Bölüm 5.12'deki *kısayol testi* ile ayrıca sınanacaktır. Histogram, keman (violin) ve kutu grafikleri aynı bilgiyi farklı açılardan gösterir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "id": "afc8c03b",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 667
        },
        "id": "afc8c03b",
        "outputId": "46f58b32-7d96-4956-cf05-2110792f1787"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_05_uzunluk_dagilimi.png  |  norovirus_2209_ciktilar/figures/EN/figure_05_uzunluk_dagilimi.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1540x880 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Kruskal–Wallis testi (uzunluk ~ genotip): H = 661.2, p = 1.57e-137\n",
            "p < 0.05 ise genotipler arasında uzunluk dağılımı anlamlı biçimde farklıdır → kısayol riski incelenmelidir.\n"
          ]
        }
      ],
      "source": [
        "fig = plt.figure(figsize=(14, 8))\n",
        "gs = fig.add_gridspec(2, 2)\n",
        "ax1 = fig.add_subplot(gs[0, :])\n",
        "for s in SINIFLAR:\n",
        "    sns.kdeplot(df.loc[df.genotip == s, \"uzunluk\"], ax=ax1, label=s, color=RENKLER[s], fill=True, alpha=0.08, bw_adjust=0.6, clip=(MIN_UZUNLUK, MAKS_UZUNLUK))\n",
        "ax1.hist(df[\"uzunluk\"], bins=60, density=True, color=\"grey\", alpha=0.25, label=\"Tümü (histogram)\")\n",
        "ax1.set_xlabel(\"Dizi uzunluğu (nt)\"); ax1.set_ylabel(\"Yoğunluk\"); ax1.legend(ncol=5, fontsize=8)\n",
        "ax1.set_title(\"Dizi uzunluğu: histogram ve sınıf bazında çekirdek yoğunluk tahmini (KDE)\")\n",
        "\n",
        "ax2 = fig.add_subplot(gs[1, 0])\n",
        "sns.violinplot(data=df, x=\"genotip\", y=\"uzunluk\", order=SINIFLAR, palette=RENKLER, cut=0, inner=\"quartile\", ax=ax2)\n",
        "ax2.set_title(\"Keman grafiği\"); ax2.tick_params(axis=\"x\", rotation=45); ax2.set_xlabel(\"\")\n",
        "ax3 = fig.add_subplot(gs[1, 1])\n",
        "sns.boxplot(data=df, x=\"genotip\", y=\"uzunluk\", order=SINIFLAR, palette=RENKLER, fliersize=2, ax=ax3)\n",
        "ax3.set_title(\"Kutu grafiği\"); ax3.tick_params(axis=\"x\", rotation=45); ax3.set_xlabel(\"\")\n",
        "fig.tight_layout(); kaydet(fig, \"uzunluk_dagilimi\"); plt.show()\n",
        "\n",
        "kw = stats.kruskal(*[df.loc[df.genotip == s, \"uzunluk\"] for s in SINIFLAR])\n",
        "print(f\"Kruskal–Wallis testi (uzunluk ~ genotip): H = {kw.statistic:.1f}, p = {kw.pvalue:.2e}\")\n",
        "print(\"p < 0.05 ise genotipler arasında uzunluk dağılımı anlamlı biçimde farklıdır → kısayol riski incelenmelidir.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "de301cf8",
      "metadata": {
        "id": "de301cf8"
      },
      "source": [
        "### 5.5 Nükleotit kompozisyonu ve GC içeriği\n",
        "\n",
        "Her dizi için A, C, G, T oranları ve **GC içeriği** hesaplanır. Genotipler, evrimsel geçmişleri nedeniyle kompozisyon bakımından küçük ama tutarlı farklar gösterebilir. Yığılmış çubuk grafik ortalama kompozisyonu, keman + nokta grafiği GC dağılımını, **radar grafiği** ise sınıfların kompozisyon profillerini birlikte gösterir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "id": "945b759c",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "945b759c",
        "outputId": "e4ca475e-d8c9-4706-d8d7-7a4caecc0f7d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_06_nukleotit_kompozisyonu.png  |  norovirus_2209_ciktilar/figures/EN/figure_06_nukleotit_kompozisyonu.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1540x506 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_07_kompozisyon_radar.png  |  norovirus_2209_ciktilar/figures/EN/figure_07_kompozisyon_radar.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 715x715 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Kruskal–Wallis (GC ~ genotip): H = 1524.8, p = 0.00e+00\n",
            "En yüksek ortalama GC: GII.4 | En düşük ortalama GC: GI.1\n"
          ]
        }
      ],
      "source": [
        "for b in \"ACGT\":\n",
        "    df[f\"oran_{b}\"] = df[\"dizi\"].str.count(b) / df[\"uzunluk\"]\n",
        "df[\"GC\"] = df[\"oran_G\"] + df[\"oran_C\"]\n",
        "\n",
        "fig, axes = plt.subplots(1, 2, figsize=(14, 4.6))\n",
        "ort = df.groupby(\"genotip\")[[f\"oran_{b}\" for b in \"ACGT\"]].mean().loc[SINIFLAR]\n",
        "ort.columns = list(\"ACGT\")\n",
        "ort.plot.bar(stacked=True, ax=axes[0], color=[\"#2ca02c\", \"#1f77b4\", \"#ff7f0e\", \"#d62728\"], width=0.8)\n",
        "axes[0].set_ylabel(\"Ortalama oran\"); axes[0].set_title(\"Ortalama nükleotit kompozisyonu\"); axes[0].legend(title=\"Baz\", bbox_to_anchor=(1, 1))\n",
        "axes[0].tick_params(axis=\"x\", rotation=45)\n",
        "sns.violinplot(data=df, x=\"genotip\", y=\"GC\", order=SINIFLAR, palette=RENKLER, cut=0, inner=None, ax=axes[1], alpha=0.5)\n",
        "sns.stripplot(data=df.sample(min(len(df), 1500), random_state=RASTGELE), x=\"genotip\", y=\"GC\", order=SINIFLAR,\n",
        "              color=\"k\", size=1.5, alpha=0.4, ax=axes[1])\n",
        "axes[1].set_title(\"GC içeriği: keman + nokta grafiği\"); axes[1].tick_params(axis=\"x\", rotation=45); axes[1].set_xlabel(\"\")\n",
        "fig.tight_layout(); kaydet(fig, \"nukleotit_kompozisyonu\"); plt.show()\n",
        "\n",
        "# Radar (kutupsal) grafik: A, C, G, T, GC profilleri (z-skoru)\n",
        "ozellikler = [\"oran_A\", \"oran_C\", \"oran_G\", \"oran_T\", \"GC\"]\n",
        "prof = df.groupby(\"genotip\")[ozellikler].mean().loc[SINIFLAR]\n",
        "prof = (prof - prof.mean()) / prof.std()\n",
        "acilar = np.linspace(0, 2 * np.pi, len(ozellikler), endpoint=False).tolist(); acilar += acilar[:1]\n",
        "fig = plt.figure(figsize=(6.5, 6.5)); ax = fig.add_subplot(111, polar=True)\n",
        "for s in SINIFLAR:\n",
        "    v = prof.loc[s].tolist(); v += v[:1]\n",
        "    ax.plot(acilar, v, color=RENKLER[s], lw=1.6, label=s); ax.fill(acilar, v, color=RENKLER[s], alpha=0.05)\n",
        "ax.set_xticks(acilar[:-1]); ax.set_xticklabels([\"A\", \"C\", \"G\", \"T\", \"GC\"])\n",
        "ax.set_title(\"Kompozisyon profilleri (z-skoru, radar grafik)\", pad=18); ax.legend(bbox_to_anchor=(1.3, 1.05), fontsize=8)\n",
        "kaydet(fig, \"kompozisyon_radar\"); plt.show()\n",
        "\n",
        "kw = stats.kruskal(*[df.loc[df.genotip == s, \"GC\"] for s in SINIFLAR])\n",
        "print(f\"Kruskal–Wallis (GC ~ genotip): H = {kw.statistic:.1f}, p = {kw.pvalue:.2e}\")\n",
        "print(\"En yüksek ortalama GC:\", df.groupby('genotip')['GC'].mean().idxmax(),\n",
        "      \"| En düşük ortalama GC:\", df.groupby('genotip')['GC'].mean().idxmin())"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "e521223a",
      "metadata": {
        "id": "e521223a"
      },
      "source": [
        "### 5.6 Dinükleotit göreli bolluğu (ρ)\n",
        "\n",
        "Dinükleotit göreli bolluğu, bir dinükleotidin gözlenen sıklığının, tek bazların sıklıklarından beklenen değere oranıdır:\n",
        "\n",
        "$$\\rho_{XY} = \\frac{f_{XY}}{f_X \\cdot f_Y}$$\n",
        "\n",
        "$\\rho \\approx 1$ rastgele beklentiyi, $\\rho < 1$ baskılanmayı, $\\rho > 1$ fazlalığı gösterir. Bu ölçüt dizinin uzunluğundan ve genel baz kompozisyonundan büyük ölçüde bağımsız bir **genomik imza** sunar. Özellikle **CpG** ve **UpA (TpA)** dinükleotitlerinin değerlerine dikkat edilmelidir; bu dinükleotitler birçok RNA virüsünde ortalama değerin altında gözlenir ve genotipler arasında farklılık gösterebilir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "id": "23c3dd32",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 599
        },
        "id": "23c3dd32",
        "outputId": "f1af3538-247a-4ef1-aaec-c0d8d9bd763e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_08_dinukleotit_rho_isi_haritasi.png  |  norovirus_2209_ciktilar/figures/EN/figure_08_dinukleotit_rho_isi_haritasi.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1320x528 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Ortalama ρ(CpG) = 0.52, ortalama ρ(TpA) = 0.70\n",
            "En baskılanmış dinükleotit (tüm veri): CG (ρ = 0.52)\n"
          ]
        }
      ],
      "source": [
        "DINUK = [\"\".join(p) for p in itertools.product(\"ACGT\", repeat=2)]\n",
        "def rho_hesapla(s):\n",
        "    n = len(s)\n",
        "    f1 = {b: s.count(b) / n for b in \"ACGT\"}\n",
        "    ikili = Counter(s[i:i + 2] for i in range(n - 1))\n",
        "    toplam = max(sum(ikili[d] for d in DINUK), 1)\n",
        "    return [(ikili[d] / toplam) / max(f1[d[0]] * f1[d[1]], 1e-9) for d in DINUK]\n",
        "\n",
        "rho = pd.DataFrame([rho_hesapla(s) for s in df[\"dizi\"]], columns=[f\"rho_{d}\" for d in DINUK])\n",
        "df = pd.concat([df.drop(columns=[c for c in df.columns if c.startswith(\"rho_\")]), rho], axis=1)\n",
        "\n",
        "rho_ort = df.groupby(\"genotip\")[rho.columns].mean().loc[SINIFLAR]\n",
        "rho_ort.columns = DINUK\n",
        "fig, ax = plt.subplots(figsize=(12, 4.8))\n",
        "sns.heatmap(rho_ort, annot=True, fmt=\".2f\", cmap=\"RdBu_r\", center=1.0, ax=ax, cbar_kws={\"label\": \"ρ (1 = beklenen)\"})\n",
        "ax.set_title(\"Genotiplere göre ortalama dinükleotit göreli bolluğu (ρ)\"); ax.set_xlabel(\"Dinükleotit\"); ax.set_ylabel(\"\")\n",
        "kaydet(fig, \"dinukleotit_rho_isi_haritasi\"); plt.show()\n",
        "\n",
        "print(f\"Ortalama ρ(CpG) = {df['rho_CG'].mean():.2f}, ortalama ρ(TpA) = {df['rho_TA'].mean():.2f}\")\n",
        "print(\"En baskılanmış dinükleotit (tüm veri):\", rho_ort.mean().idxmin(), f\"(ρ = {rho_ort.mean().min():.2f})\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "39a2f9da",
      "metadata": {
        "id": "39a2f9da"
      },
      "source": [
        "### 5.7 Zamansal dağılım\n",
        "\n",
        "Genotiplerin yıllara göre dağılımı, norovirüs epidemiyolojisinin bilinen özelliklerini yansıtmalıdır: **GII.4** uzun yıllardır baskın genotiptir ve 2012'de ortaya çıkan GII.4 Sydney varyantı dünya genelinde artmış aktiviteyle ilişkilendirilmiştir [9]. 2014–2015 sezonunda ise Doğu Asya'da yeni bir **GII.17** soyunun hızla yayıldığı bildirilmiştir [10]. Isı haritası ve yığılmış alan grafiğinde bu örüntülerin görülüp görülmediği kontrol edilmelidir; bu, veri setinin gerçek epidemiyolojik tabloyu yansıttığına dair önemli bir **geçerlilik kontrolüdür**.\n",
        "\n",
        "> **Dikkat:** GenBank'taki dizi sayıları gerçek vaka sayılarını değil, **dizileme ve veri gönderme yoğunluğunu** yansıtır. Bu grafik yalnızca veri setini tanımlar; epidemiyolojik çıkarım için kullanılmamalıdır."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "id": "e55d0adf",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 740
        },
        "id": "e55d0adf",
        "outputId": "fc66e834-5bc7-4ea9-fe16-8c5eb6c291b1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_09_zamansal_dagilim.png  |  norovirus_2209_ciktilar/figures/EN/figure_09_zamansal_dagilim.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1540x990 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Yıl bilgisi olan dizi oranı: %91.3\n",
            "GII.17 dizilerinin en yoğun olduğu yıl: 2015\n"
          ]
        }
      ],
      "source": [
        "zaman = df.dropna(subset=[\"yil\"]).copy()\n",
        "zaman[\"yil\"] = zaman[\"yil\"].astype(int)\n",
        "zaman = zaman[zaman[\"yil\"] >= 1995]\n",
        "tablo = pd.crosstab(zaman[\"genotip\"], zaman[\"yil\"]).reindex(SINIFLAR).fillna(0)\n",
        "\n",
        "fig, axes = plt.subplots(2, 1, figsize=(14, 9), gridspec_kw={\"height_ratios\": [1, 1.1]})\n",
        "sns.heatmap(np.log1p(tablo), cmap=\"YlOrRd\", ax=axes[0], cbar_kws={\"label\": \"log(1 + dizi sayısı)\"})\n",
        "axes[0].set_title(\"Genotip × toplama yılı ısı haritası\"); axes[0].set_xlabel(\"\"); axes[0].set_ylabel(\"\")\n",
        "\n",
        "oransal = tablo.div(tablo.sum(axis=0).replace(0, np.nan), axis=1).fillna(0)\n",
        "axes[1].stackplot(oransal.columns, oransal.values, labels=oransal.index, colors=[RENKLER[s] for s in oransal.index], alpha=0.85)\n",
        "axes[1].set_xlim(oransal.columns.min(), oransal.columns.max()); axes[1].set_ylim(0, 1)\n",
        "axes[1].set_ylabel(\"Yıl içindeki oran\"); axes[1].set_xlabel(\"Toplama yılı\")\n",
        "axes[1].set_title(\"Yıllara göre genotip oranları (yığılmış alan grafiği)\")\n",
        "axes[1].legend(bbox_to_anchor=(1.01, 1), fontsize=8)\n",
        "fig.tight_layout(); kaydet(fig, \"zamansal_dagilim\"); plt.show()\n",
        "\n",
        "print(f\"Yıl bilgisi olan dizi oranı: %{100 * df['yil'].notna().mean():.1f}\")\n",
        "if \"GII.17\" in tablo.index:\n",
        "    print(\"GII.17 dizilerinin en yoğun olduğu yıl:\", int(tablo.loc[\"GII.17\"].idxmax()))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "3a80e65c",
      "metadata": {
        "id": "3a80e65c"
      },
      "source": [
        "### 5.8 Coğrafi dağılım\n",
        "\n",
        "Ülke dağılımı, veri setinin coğrafi temsiliyetini ve olası **örnekleme yanlılığını** gösterir (ör. dizilerin büyük kısmının birkaç ülkeden gelmesi). Yatay çubuk grafik en çok dizi gönderen ülkeleri, etkileşimli dünya haritası (koroplet) ve güneş patlaması (sunburst) grafiği ise genel tabloyu gösterir. Etkileşimli Plotly grafikleri rapora ekran görüntüsü olarak alınabilir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "id": "af484dbd",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "af484dbd",
        "outputId": "fde1dd2f-a458-428c-93f5-30995f9c0775"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_10_cografi_dagilim.png  |  norovirus_2209_ciktilar/figures/EN/figure_10_cografi_dagilim.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1540x550 with 3 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "İlk 5 ülke toplam verinin %65.3'ini oluşturuyor.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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Korea\",\"Spain\",\"Spain\",\"Spain\",\"Spain\",\"Spain\",\"Spain\",\"Spain\",\"Spain\",\"Spain\",\"Thailand\",\"Thailand\",\"Thailand\",\"Thailand\",\"Thailand\",\"Thailand\",\"Thailand\",\"Thailand\",\"Thailand\",\"GI.1\",\"GI.2\",\"GI.3\",\"GI.6\",\"GII.17\",\"GII.2\",\"GII.3\",\"GII.4\",\"GII.6\",\"GI\",\"GII\"],\"name\":\"\",\"parents\":[\"GI\\u002fGI.1\",\"GI\\u002fGI.2\",\"GI\\u002fGI.3\",\"GI\\u002fGI.6\",\"GII\\u002fGII.2\",\"GII\\u002fGII.3\",\"GII\\u002fGII.4\",\"GII\\u002fGII.6\",\"GI\\u002fGI.1\",\"GI\\u002fGI.2\",\"GI\\u002fGI.3\",\"GI\\u002fGI.6\",\"GII\\u002fGII.17\",\"GII\\u002fGII.2\",\"GII\\u002fGII.3\",\"GII\\u002fGII.4\",\"GII\\u002fGII.6\",\"GI\\u002fGI.1\",\"GI\\u002fGI.2\",\"GI\\u002fGI.3\",\"GI\\u002fGI.6\",\"GII\\u002fGII.17\",\"GII\\u002fGII.2\",\"GII\\u002fGII.3\",\"GII\\u002fGII.4\",\"GII\\u002fGII.6\",\"GI\\u002fGI.1\",\"GI\\u002fGI.2\",\"GI\\u002fGI.3\",\"GI\\u002fGI.6\",\"GII\\u002fGII.17\",\"GII\\u002fGII.2\",\"GII\\u002fGII.3\",\"GII\\u002fGII.4\",\"GII\\u002fGII.6\",\"GI\\u002fGI.1\",\"GI\\u002fGI.2\",\"GI\\u002fGI.3\",\"GI\\u002fGI.6\",\"GII\\u002fGII.17\",\"GII\\u002fGII.2\",\"GII\\u002fGII.3\",\"GII\\u002fGII.4\",\"GII\\u002fGII.6\",\"GI\\u002fGI.2\",\"GI\\u002fGI.3\",\"GI\\u002fGI.6\",\"GII\\u002fGII.17\",\"GII\\u002fGII.2\",\"GII\\u002fGII.3\",\"GII\\u002fGII.4\",\"GII\\u002fGII.6\",\"GI\\u002fGI.1\",\"GI\\u002fGI.2\",\"GI\\u002fGI.3\",\"GI\\u002fGI.6\",\"GII\\u002fGII.17\",\"GII\\u002fGII.2\",\"GII\\u002fGII.3\",\"GII\\u002fGII.4\",\"GII\\u002fGII.6\",\"GI\\u002fGI.1\",\"GI\\u002fGI.2\",\"GI\\u002fGI.3\",\"GI\\u002fGI.6\",\"GII\\u002fGII.17\",\"GII\\u002fGII.2\",\"GII\\u002fGII.3\",\"GII\\u002fGII.4\",\"GII\\u002fGII.6\",\"GI\\u002fGI.2\",\"GI\\u002fGI.3\",\"GI\\u002fGI.6\",\"GII\\u002fGII.17\",\"GII\\u002fGII.2\",\"GII\\u002fGII.3\",\"GII\\u002fGII.4\",\"GII\\u002fGII.6\",\"GI\\u002fGI.1\",\"GI\\u002fGI.2\",\"GI\\u002fGI.3\",\"GI\\u002fGI.6\",\"GII\\u002fGII.17\",\"GII\\u002fGII.2\",\"GII\\u002fGII.3\",\"GII\\u002fGII.4\",\"GII\\u002fGII.6\",\"GI\\u002fGI.1\",\"GI\\u002fGI.2\",\"GI\\u002fGI.3\",\"GI\\u002fGI.6\",\"GII\\u002fGII.17\",\"GII\\u002fGII.2\",\"GII\\u002fGII.3\",\"GII\\u002fGII.4\",\"GII\\u002fGII.6\",\"GI\\u002fGI.1\",\"GI\\u002fGI.2\",\"GI\\u002fGI.3\",\"GI\\u002fGI.6\",\"GII\\u002fGII.17\",\"GII\\u002fGII.2\",\"GII\\u002fGII.3\",\"GII\\u002fGII.4\",\"GII\\u002fGII.6\",\"GI\\u002fGI.1\",\"GI\\u002fGI.2\",\"GI\\u002fGI.3\",\"GI\\u002fGI.6\",\"GII\\u002fGII.17\",\"GII\\u002fGII.2\",\"GII\\u002fGII.3\",\"GII\\u002fGII.4\",\"GII\\u002fGII.6\",\"GI\",\"GI\",\"GI\",\"GI\",\"GII\",\"GII\",\"GII\",\"GII\",\"GII\",\"\",\"\"],\"values\":[1,3,2,3,5,13,12,5,1,42,46,8,2,16,17,11,30,7,26,27,17,27,64,11,67,63,26,96,55,149,128,113,217,106,69,23,36,46,57,66,68,59,63,85,6,9,5,61,6,15,30,21,1,6,32,16,1,17,15,23,39,1,5,5,8,4,44,10,35,24,2,11,5,23,28,40,21,26,46,9,145,32,19,71,19,136,87,58,81,106,73,81,54,22,14,77,7,2,4,5,2,15,12,6,8,13,6,21,10,34,23,29,32,19,184,320,509,388,448,524,479,556,553,1401,2560],\"type\":\"sunburst\"}],                        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→ Genotip → Ülke hiyerarşisi\"}},                        {\"responsive\": true}                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('65e17fbb-6ad8-44ed-add1-00f960cd13d8');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })                };                            </script>        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "ulke_say = df[\"ulke\"].value_counts()\n",
        "ust = ulke_say.head(15)\n",
        "fig, axes = plt.subplots(1, 2, figsize=(14, 5), gridspec_kw={\"width_ratios\": [1, 1.4]})\n",
        "axes[0].barh(ust.index[::-1], ust.values[::-1], color=sns.color_palette(\"crest\", len(ust)))\n",
        "axes[0].set_xlabel(\"Dizi sayısı\"); axes[0].set_title(\"En çok dizi gönderilen 15 ülke\")\n",
        "ust_ulkeler = ust.head(10).index\n",
        "capraz = pd.crosstab(df.loc[df.ulke.isin(ust_ulkeler), \"ulke\"], df.loc[df.ulke.isin(ust_ulkeler), \"genotip\"]).reindex(columns=SINIFLAR, fill_value=0)\n",
        "capraz = capraz.div(capraz.sum(axis=1), axis=0)\n",
        "sns.heatmap(capraz, cmap=\"mako_r\", annot=True, fmt=\".2f\", annot_kws={\"size\": 7}, ax=axes[1], cbar_kws={\"label\": \"Ülke içi oran\"})\n",
        "axes[1].set_title(\"İlk 10 ülkede genotip oranları\"); axes[1].set_xlabel(\"\"); axes[1].set_ylabel(\"\")\n",
        "fig.tight_layout(); kaydet(fig, \"cografi_dagilim\"); plt.show()\n",
        "print(f\"İlk 5 ülke toplam verinin %{100 * ulke_say.head(5).sum() / ulke_say.sum():.1f}'ini oluşturuyor.\")\n",
        "\n",
        "try:\n",
        "    import plotly.express as px\n",
        "    harita_df = ulke_say.rename_axis(\"ulke\").reset_index(name=\"dizi_sayisi\")\n",
        "    px.choropleth(harita_df, locations=\"ulke\", locationmode=\"country names\", color=\"dizi_sayisi\",\n",
        "                  color_continuous_scale=\"Viridis\", title=\"Ülkelere göre norovirüs VP1 dizi sayısı\").show()\n",
        "    sb = df.dropna(subset=[\"ulke\"]).copy()\n",
        "    sb[\"ulke_g\"] = np.where(sb[\"ulke\"].isin(ulke_say.head(12).index), sb[\"ulke\"], \"Diğer\")\n",
        "    px.sunburst(sb, path=[\"genogrup\", \"genotip\", \"ulke_g\"], title=\"Genogrup → Genotip → Ülke hiyerarşisi\").show()\n",
        "except Exception as e:\n",
        "    print(\"Plotly grafikleri oluşturulamadı:\", e)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "7cd32ceb",
      "metadata": {
        "id": "7cd32ceb"
      },
      "source": [
        "### 5.9 Kompozisyon özellikleri arasındaki ilişkiler\n",
        "\n",
        "Korelasyon ısı haritası, kompozisyon özelliklerinin birbirleriyle ne kadar ilişkili olduğunu gösterir (ör. GC ile G ve C oranları doğal olarak yüksek korelelidir; bu tür **çoklu doğrusallık** doğrusal modellerde dikkate alınmalıdır). Çift grafik (pairplot) ise iki boyutlu dağılımlarda sınıfların ayrışıp ayrışmadığını gösterir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "id": "624268ad",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "624268ad",
        "outputId": "02ffab17-18e9-41be-e217-3afb36ca49ce"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_11_korelasyon_isi_haritasi.png  |  norovirus_2209_ciktilar/figures/EN/figure_11_korelasyon_isi_haritasi.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 935x770 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_12_pairplot.png  |  norovirus_2209_ciktilar/figures/EN/figure_12_pairplot.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1209.75x1100 with 14 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "oz = [\"uzunluk\", \"GC\", \"oran_A\", \"oran_C\", \"oran_G\", \"oran_T\", \"rho_CG\", \"rho_TA\", \"rho_CA\", \"rho_TG\"]\n",
        "fig, ax = plt.subplots(figsize=(8.5, 7))\n",
        "kor = df[oz].corr(method=\"spearman\")\n",
        "maske = np.triu(np.ones_like(kor, dtype=bool), k=1)\n",
        "sns.heatmap(kor, mask=maske, annot=True, fmt=\".2f\", cmap=\"vlag\", center=0, square=True, ax=ax, cbar_kws={\"shrink\": 0.7})\n",
        "ax.set_title(\"Kompozisyon özellikleri Spearman korelasyonu\")\n",
        "kaydet(fig, \"korelasyon_isi_haritasi\"); plt.show()\n",
        "\n",
        "ornek = sinif_ornekle(df, 120)\n",
        "g = sns.pairplot(ornek[[\"GC\", \"oran_A\", \"rho_CG\", \"rho_TA\", \"genotip\"]], hue=\"genotip\", hue_order=SINIFLAR,\n",
        "                 palette=RENKLER, corner=True, plot_kws={\"s\": 10, \"alpha\": 0.6}, diag_kind=\"kde\")\n",
        "g.fig.suptitle(\"Seçili kompozisyon özellikleri: çift grafik\", y=1.02, fontweight=\"bold\")\n",
        "kaydet(g.fig, \"pairplot\"); plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "6cb49e72",
      "metadata": {
        "id": "6cb49e72"
      },
      "source": [
        "### 5.10 k-mer uzayında boyut indirgeme: PCA, t-SNE ve UMAP\n",
        "\n",
        "Her dizi, 4-mer frekanslarından oluşan 256 boyutlu bir vektörle temsil edilir (ayrıntı Bölüm 7). Bu yüksek boyutlu uzay üç yöntemle iki boyuta indirgenir:\n",
        "\n",
        "- **PCA (Temel Bileşen Analizi):** Doğrusal yöntemdir. Açıklanan varyans grafiği (scree plot), verideki bilginin kaç bileşende toplandığını gösterir.\n",
        "- **t-SNE:** Yerel komşulukları koruyan doğrusal olmayan yöntemdir [11]. Kümeler arası mesafeler yorumlanmamalıdır.\n",
        "- **UMAP:** Hem yerel hem kısmen küresel yapıyı koruyan, daha hızlı bir yöntemdir [12].\n",
        "\n",
        "Genotiplerin bu uzayda **ayrı kümeler** oluşturması, k-mer özelliklerinin sınıflandırma için güçlü bir sinyal taşıdığını gösterir. Bu bölümdeki dönüşümler yalnızca görselleştirme amaçlıdır; model eğitiminde kullanılmaz."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "id": "b40289f6",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b40289f6",
        "outputId": "178e6c66-abed-4213-9535-ceb7d8bb8087"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "{1: (4313, 4), 2: (4313, 16), 3: (4313, 64), 4: (4313, 256), 5: (4313, 1024), 6: (4313, 4096)}\n"
          ]
        }
      ],
      "source": [
        "KOD = np.full(256, -1, dtype=np.int64)\n",
        "for i, c in enumerate(b\"ACGT\"):\n",
        "    KOD[c] = i\n",
        "\n",
        "def kmer_frekans(dizi, k):\n",
        "    \"\"\"Bir dizinin k-mer frekans vektörü (4^k boyutlu). A,C,G,T dışı baz içeren pencereler atlanır.\"\"\"\n",
        "    a = KOD[np.frombuffer(dizi.encode(), dtype=np.uint8)]\n",
        "    if len(a) < k:\n",
        "        return np.zeros(4 ** k, dtype=np.float32)\n",
        "    pencere = np.lib.stride_tricks.sliding_window_view(a, k)\n",
        "    gecerli = (pencere >= 0).all(axis=1)\n",
        "    us = 4 ** np.arange(k - 1, -1, -1)\n",
        "    indeks = (pencere[gecerli] * us).sum(axis=1)\n",
        "    say = np.bincount(indeks, minlength=4 ** k).astype(np.float32)\n",
        "    return say / max(say.sum(), 1.0)\n",
        "\n",
        "def kmer_adlari(k):\n",
        "    return [\"\".join(p) for p in itertools.product(\"ACGT\", repeat=k)]\n",
        "\n",
        "# k = 1..6 için tüm frekans matrisleri bir kez hesaplanır\n",
        "KMER = {k: np.vstack([kmer_frekans(s, k) for s in df[\"dizi\"]]) for k in range(1, 7)}\n",
        "print({k: v.shape for k, v in KMER.items()})"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "id": "ff3928f0",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ff3928f0",
        "outputId": "9373f864-4712-4fdf-f3a0-0028c3fbc4b1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_13_pca.png  |  norovirus_2209_ciktilar/figures/EN/figure_13_pca.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1540x550 with 2 Axes>"
            ],
            "image/png": 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KKafQr18/tm7dSllZGd9++22wzMyXX34Z3Pbiiy8OjkQ45ZRT+Nvf/kZ6ejpmsxmNRkNFRQVvvvkmW7ZsYf/+/Xz88ccNZs1UVVXxr3/9i5iYGJ588kmKi4sB/0X4s88+W+/Y11xzDSNHjsTpdFJUVMS6deuaXEoq8AACCP7Ma/vqq68A0Ol0PPzww3Tv3p3q6moOHjzIjz/+GJJl9c9//jMYvNdqtVx11VUMGTIEj8fDxo0b8Xg8YdsQrt8BHnzwwWDwvl+/fkyaNInY2Fjmz5/PkiVLKCsr4/7772fhwoVoNBpWrVoVDN7rdDpuu+02Tj/9dPLz83n++ecpLy/nww8/5IwzzqiX1VTXokWLQm6Sxo8fz3nnncfatWt58803j9iv4H/QcNNNN/GnP/2JioqK4ITczfm9ffHFF9m4cSP/+te/gvsN1KgP9xmu7fnnnw/2pdFo5J577qFbt27MmzePb7/9tknnUFeXLl3Q6XR4PB727NmDz+eToe9CCCFEhKiqysMPP0xFRQVnnXUWkyZNCo6yi4Ty8nJmzJiB0Wjk0UcfxWazUVlZyeuvv87o0aO57LLL+Oijj4LXCbNnzw4G8MvLy7n//vuDwfuLL76YsWPH4nA4eOONN9i2bRubN29m5syZTJ8+vd6xLRYLcXFx/O1vf6N79+7s3bs35DoyEmrP5RPw4osvBvswMTExmFUfExPDlClTyMzMJDY2FpPJhN1u56effuKdd97B5/Px/PPPM2LECNLS0jj//PNZunQpbrebzz77jEmTJgH+0RKBoPXZZ5/daIJSOE257q97XXrttdcybNgw1q9fH5J4VVdL7hWbwmq1smDBgpAM+sA9/9atW0PWPffcc5u83927dwe31+l0XHzxxbjdbp577jm8Xi/r1q1j//79R52QIoRo2ySAL8QxUHuYY23du3cPli6prq4OLo+Li2tW8Kf2k/iLL74YvV7PwIEDyczMJCcnB7vdzpIlS0ICuo0577zzeOedd9i0aRMlJSUhIwPAf0G1b98+evbsyc8//0xeXl7wvVmzZoVk+1966aVNPo+A7du3B4P3er2eZ555plk1yJvT/rp69OjBM888g6IoDB06lM8//zx4QV47gH/OOefwv//9j3nz5nHgwAHsdntwKGTAxo0bwwbwAZ577jkGDBgAwKZNm5g7d27wGEdy+umn061bN/bu3UthYWGwRNJPP/0UfJCTnZ0d3H+gT9566y3WrVtHUVFRvZqhHo+HLVu2cN5559U7XlRUFLNnz64XGJ0wYUIw2/3jjz8OG8C//PLLg98PHjyYHTt28MYbb5Cbm0tNTU297PJw8zgEPPbYY8FM9by8vODFe+0+q52937lzZ7p160b79u0Bf7C5qWpnxtQu61P7ODabDZ1OR9euXenduzfx8fEAIQ8gLBZLyEOV22+/nbvvvjv4etSoUQ22IVy///bbb2zYsAEARVG44447gu275ppr+O6773A4HPz222+sX7+ewYMHM2/evOD2Q4cO5eyzzwYgKyuLUaNGBT97c+fOPWIAv/a5nH766cGs/WHDhnHgwAGWLl3a6PYA119/fdjRHs35ve3fv3+9Sb+aMnGXz+cLPnwB/88qcKN59tlnc/7553Po0KEj7iec+Ph4ysrK8Hq9VFZWhpTcEkIIIcTRe/fdd1m1ahUJCQnMnDnziAkZFoslbPmRzMzMsHPa3HvvvcFr1kWLFrFixQoA2rVrx9NPP41OpyMpKSkYwC8pKaGmpoaYmBi+/PJLampqAOjYsSPXXHMN4J8j56qrruLRRx8F/KNEH3nkkbDB+X//+9/BOdHOOeecJvVJc9Sdy+f5558PBu9jY2P53//+R0ZGBuC/7h0wYAAffvghW7dupaKiot6Ewbt37w6e/4QJE4LXfx9//HHwuqr2/cDRZIU35bq/9jHOOOOMYF8Hrktrv19bS+4VG1O7BFBtqampwfr3te/5Ifx9RkNql8wdMmRI8FrzT3/6U3C0w/z587nvvvua02whxAlCAvhCHAdRUVGMHj2aBx98EKPRCBBS59BisTQ5g7O8vJzly5cHX9euZT527FheeOEFwP8fflMC+D/99BO33HJLg1nBAVVVVYA/oBiQkJDQrFI9Dal9wf3II480K3jf3PbXddZZZwVvCjQaDXFxccEAfmAbh8PB+PHj2bt3b6PHqKysDLvcbDaHBNdrX7g1tE1dV155ZbDu54IFCzjrrLNCyijV/lnv3r2bq666ql7As66G+uS0004Lm9U8evRoZs6cSVlZGT/++CMHDx7EbrcH52jo2bNn8DxVVeXWW289YnmRxs6/9vwAiYmJYbe5+uqr+fLLL/F4PPz73//m3//+N9HR0XTr1o0//elPXHfddcGAflPVfTADcN111/Hss8/icDi4+eabg23Kzs5mxIgRXH311RiNRnJyckI+i835LIfr99q/b4Fhww3ZvXs3gwcPDpkz47vvvqtXv732+kcSmBcA6gfMTz/99CYF8MM9tGjp721TlZeXh4yAqn0OBoOBgQMH1iuN1VThPidCCCGEaJni4uJg8Pbxxx9v0nXc9u3bwwZTG5p/K5B9DqHX5f379w9mYde+9gT/NUlMTEzItVlBQUGDpVccDgf79++nR48eIcsNBkPYBJrW8p///CdYFig6Opr//Oc/wexwaFq9fPAHomNiYhg8eDC9evVi586d5OTksHbtWrKzs/npp58Af39ecMEFzW5nU677a5fYOfXUU0O2P+2008IG8I/VNSeAXq/nvPPO469//Wvwmr7u3AaVlZVHHD0K/hI8te/1aifJjR07NhjA//zzz7nnnntkJKgQJyEJ4AtxDLz44oukpKSg1WqJi4ujS5cuwXrhAf369QtmhtpsNn799dcmZZQuXLgwJCuioTIzGzduZO/evXTr1q3R/QXqGAJkZGQwefJkOnTogM/nC2YOAPUypyNJq9Xi9XoBeP311zn33HODZTaOpKXtD2RRB9QeOhkI0H399dfB4L1Wq2Xy5Mmceuqp6PV6Xn31VX788ceQ9euqm2lxNMMzx44dy7PPPovL5WLp0qX8v//3//jmm28AMJlMIRd1c+bMCQbvU1JSuO++++jatSuKojB58mQqKiqAhvskNTU17HKDwcCVV17Ja6+9hqqqfPLJJyEXi7WzbTZs2BASvL/++usZNmwYRqORjz/+mM8//xxoPAhau9/CzS0A/oDs559/zmeffRYsy1NcXMyWLVvYsmULX375JZ9//vkRy0nVzp4OdwF/66230rt3b5YtWxacBKv2nALr16/npZdeavQYRxKu35taAggITvzc1G2O9IAnUsKdV1v4u9OS/auqGvycaDSaZmVTCSGEEKJh5eXlwZGjtUcx1pWdnU1sbCzr1q1r9jFqXxfWvpZtaCJZ+P2atTnXZuGutVJSUpq1j7rrBu6ZgCPW0Z8zZ07wYYjBYOCVV14JeXgB8MYbbwS/HzBgADfffDPJyckUFxeHlPmsfc103XXXBecnmDdvHmeddVbw/vTSSy89qpJATbnuPxqtec05bdo0evfuHax/37Vr12CyXkC/fv1CXq9atYrLLrvsiPtevnx5yM/3vvvuC5tpX1RUxKpVqxg6dGiz2y+EaNskgC/EMdCvXz86derU6DqXXHIJL730UnAI35NPPsm7775bb7IjVVXZs2dPMHuj9lC6I/n000/561//2ug6BQUFwe8nTJgQnPCzoYvh7t27B7+vrKxkzZo1nHHGGfXa3JwL04suuojKykpWrVpFUVEREydO5L333iM9Pf2I2za3/Uej9uSXvXr14s477wT8ZWhqH781JSYmMmrUKBYvXozVauVvf/tb8KbgwgsvDLnhqN2mSy+9NDhEuKCgoEkZ/4397MaPH89///tfPB4Pn376afDzqtfrQx4i1O6zhIQE/va3vwVf1540uKVUVaVHjx4hn/OqqipuvfVWNm7cSF5eHhs2bGDIkCGN7qf2kNlwZY1UVWXIkCEh+8nJyWHcuHHYbDa+/vprHA4HmZmZwdro4J+Pou5w3IZ+P8Itq/0ATqvV8v3334fNRLPZbERHRwe3CWThX3XVVTz++ONhz7kpAfyMjAz27dsHECzlE7B+/fojbg/hz+tY/N6Cfwh5XFxccPjy+vXrg7VHXS5XvYmGm2r//v3BG+ju3btL1pMQQghxHJ155plhS+i0htrXZt27d2fRokVhrwNqX5vV1px7JKifbFRUVBSsef799983uN2nn37KjBkzAH/y0AsvvBAsq1hb7WuyO++8Mzg6YMGCBQ3ue8yYMTzzzDNUVlaydOnSkPKqrTmpateuXRu8Lq37OqA1rzl79ux5xAS8YcOGkZycHJw/7qWXXuLcc88Nm4W/e/fu4H1Dc+/5JYAvxMlHAvhCtBEdOnTg3nvvZebMmYB/gptx48Zx3XXX0b17d1wuF7t27WLRokX07duXp556ii1btoSUvXjooYeCE4YGbNu2jY8//hjwZ+s/8MADjWYxdO7cORiw/Pjjj0lPT6eqqipYiqeus88+m06dOnHw4EEAJk+eHJzENhCE/9Of/hRS2udI9Ho9L7/8MpMmTWL9+vUUFBQEg/gdOnRodNvmtv9o1H4Ys3v3bt5//306derEvHnzmlTDPlKuuOIKFi9eDIResNcdhVF79MLSpUs55ZRT8Pl8vPLKKy0u+9G+fXtGjhzJl19+GVI7fMSIESFZ7LXbUFlZyWuvvUa/fv1YunQpP//8c4vaUNuMGTPIzc3l3HPPpUOHDiQkJFBYWBic9BWoV/8/nNoPocIFdcePH0/nzp05/fTTadeuHVFRUWzbtg2HwwH4s3acTifx8fFceOGFwZ/Tq6++SkVFBeeeey5er5fNmzdjt9t55JFHmnR+PXv2ZODAgWzatAmv18uNN97IjTfeSKdOnaiqqqKgoIB169axb9++4Iieyy+/PFjaZt68eRgMBs455xz0ej2FhYXs3buX77//nttuuy3ssPLaRo8eHSzBs2bNGv71r38xdOhQ1qxZw7Jly5p0DuEci99b8N8kX3jhhcF5Ad566y2ioqLIyMjg448/Ds4h0VybNm0Kfl/3AaYQQgghjl779u3DlnQ5cOBAyMSsDz/8cMQnf22Kiy66iOeeew6r1cqePXu49dZbGTduHImJiZSUlHDgwAF+/PFHMjIyguUvWyImJobU1NTgNcvjjz/ONddcw7Zt2xoMsi9btoxp06YFr/uvvPJK4uPjQ4LWgfkBOnfuHBxp/M4776DT6Thw4AAvvvhig20ymUxcfvnlvPnmmzidzmDwvF+/fvTq1avF59yQiy66KHgPVPu6dP369SFzHtV2rK45G2I2m5k2bRr3338/qqqSn5/PZZddxsSJE+nXrx8+n499+/axZMkS9Ho9c+bMoaSkJGSy3ttvv520tLSQ/ebn5wcn7v3uu++orKyUEaFCnGQkgC9EGzJp0iRUVeWFF17A7XaTm5vLv/71r3rr9e3bFwh9Et+nT5+QyTMDSktL+fTTT/H5fJSUlLBixYrgJEnh3HDDDaxcuRKAnTt3cvvttwP+2vC1s6gDDAYDL730EpMmTaKiooKqqqrg0MyAowloRUVF8cYbbzBx4kS2b9/OwYMHg0H8xmpfNrf9R2PEiBF07dqV/fv343a7gxnN0dHR9O/fny1btkTkOEdy5plnBtsRkJWVVS/z49prr+WTTz7B7XaTn58fHH7co0ePkAyQozVhwoR6NSZrT14L/gv4008/PZilHbhI1ul0DB48mLVr17aoDQEul4sffvgh5CK3to4dO4bU1GxI3759ycjIIDc3l3Xr1gUn6gqorKxkw4YNIbUoaxs5cmQwQ+rRRx8lJyeHbdu24fV6ee+993jvvfeC6/7lL39pzinyzDPPMHHixGDwPTBkubbao1WGDh3K7bffzuuvv46qqsyZM4c5c+Y065gBl1xyCQsWLAj2b+199enTh+3btx/Vfo/F723Avffey8qVK4OTOdceSt6jR4+QWrZNVfsB2sUXXxyxtgohhBB/dElJSdxwww31lq9evTokgB9unWMhOTmZp59+mvvvvx+Hw9HgdWggSz4SJk6cGLx+2bNnT/BepGfPnmHnNPruu+9CSsJ88MEHfPDBByHrBOYHuOGGG/j73/8OECwNCf5rssD34Vx77bW8/fbbISV96t4PRNqYMWNYsGBBsHxp7evSzMzMsIlVx/KasyGjR4/G7Xbzj3/8A5vNRklJSb37Z/j9Hvrzzz8PjuZNSkri7rvvrpeQ53a7+eijj6iursblcrFo0aKQkkBCiBOfjPEWoo25+eab+fLLL7n55pvp168fcXFx6PV6UlNTOeWUU5gyZQp33XUXTqeTL774Irjdn//857D7S0lJCalteKThd+eccw6vvvoqffv2xWQy0a5dO66//npee+21Brfp27cvX3zxBbfffju9e/cOLk9NTWX48OFHnXkRGxvLW2+9RVZWFuDPtJk4cWKjWbJH0/7mMplMzJ49mz//+c8kJiYSHR3NOeecwwcffBBSUqi1KYpS78I43ETFPXr0YPbs2Zx22mlER0eTmJjIuHHjePfddzGZTC1ux+mnnx4y+VVaWlqwLEmARqPh1Vdf5YorriA1NZWoqChOPfVU3nzzTc4888wWtyFgzJgxXHXVVfTu3ZukpCR0Oh0mk4msrCwmTJjA3Llz65WlCkdRFK6++mrAP+lY3clZb7vtNi6++GIyMzOJi4tDo9FgNpvp378/DzzwAM8991xw3fj4eObOncujjz7K4MGDiY+PR6fTkZSUxBlnnMGwYcOadY5dunRh4cKFTJkyhb59+2I2m9Hr9bRv355TTjmFO+64g1mzZoVsc9999wU/s+3bt0ev1xMbG0tWVhYXXXQRM2fODDu5bLh+eeWVV7j11luD++nRowdPPPFEyCibuiOBjuRY/N4GJCcnM3fuXC655BLi4uKIiorijDPO4N133w0ZKdLUc7BarcEAfnZ2dr1askIIIYQ4uZ1//vksWLCA8ePHk5GRgdFoJCoqis6dO3Puuefy8MMPN1q/v7luuukmbr/99uC1WFZWFtOmTQspUXm0rrzySv71r3/Ro0cPjEYj6enp3H333Q2WYAzo2LFjSJKYyWTikksuaXF7GhO4v5g0aRLt2rVDr9fTvXt3HnvsMW699daw2xzLa87GjB07lq+//pq7776b0047jYSEBPR6PUlJSfTt25ebb745mKQzf/784HYXXHBB2NH0gQlzA5pTckcIcWJQ1JbWTxBCiDpyc3O5+OKLmT17dpMm4hUnvldeeSU4aesdd9zBvffee3wbFAE2m41Ro0ZRUlJCnz59+Oyzz453k9qEhmr233XXXcGJlEeNGlXvIUJbEu4c7HY7I0eODD4gnDZtWpMyl955553gkPiXX36ZkSNHRr7BQgghhBBt3Oeff85DDz0E+Ofdevrpp49zi4QQ4uQhGfhCiIjLyMigT58+9YZmipOL1+sN1vsMlJLR6XRhRwGciKKjo7nnnnsA2L59e7D2+x/djBkzePHFF1m3bh2FhYXs2LGDp556Khi8B45YS/94mzhxIh988AFbt26lqKiItWvXctdddwWD99HR0Vx44YVH3I/L5eLNN98EYNCgQRK8F0IIIcQfiqqqWK1W8vLy+Oijj4LLx48ffxxbJYQQJx+pgS+EiJidO3dSVlaG0WikoKDgiBPOihPbunXrmDhxYsiya6+9lo4dOx6nFkXeFVdcUW9S4D+6yspK5syZw6uvvhr2/ZtuuilkCG9btG/fPqZPnx72PaPRyFNPPUVqauoR92MwGFi1alWkmyeEEEIIcULIz8/n/PPPD1l2wQUXSElBIYSIMAngCyEi5uDBg/ztb3/DZrORmZnJbbfddrybJI4BjUZDWloal112GXfdddfxbo5oZRdccAFVVVXs3r2biooKVFUNztFx5ZVXctZZZx3vJh7R+PHjWbVqFQcOHKC6uhq9Xk96ejpnnnkmEyZMICMj43g3UQghhBDihKEoCikpKYwaNYoHHnjgeDdHCCFOOlIDXwghhBBCCCGEEEIIIYRog6QGvhBCCCGEEEIIIYQQQgjRBkkAXwghhBBCCCGEEEIIIYRogySAL4QQQgghhBBCCCGEEEK0QTKJbQPWr18P+CdnFEIIIYQQojX5fD4ATj/99OPckj8WueYXQgghhBDH0tFc98uVaoT4fL7gD0A0jfRZ80mfNZ/0WfNJnzWf9FnzSZ81n/TZ0ZF+E00hnxNRm3weRG3yeRB1yWdC1CafB1Fba30eJAO/AYEsnFNPPbVJ6+/cuROAXr16tVqbTjbSZ80nfdZ80mfNJ33WfNJnzSd91nzSZ0fnROm3DRs2HO8m/CEFrvmjoqKAtv85EcfGifJ3Qxwb8nkQdclnQtQmnwdRW1M+D0dz3S8Z+EIIIYQQQgghhBBCCCFEGyQBfCGEEEIIIYQQQgghhBCiDZIAvhBCCCGEEEIIIYQQQgjRBkkNfCGEEEIIIYQQQpz0PB4PpaWluFyuJk8y6HQ6AcjNzW3FlokTSSQ/E1qtlvj4eOLi4lq8LyHEyUsC+EIIIYQQQgghhDipWa1W8vPz8Xq9GI3G4CTWRxITE9PKLRMnmkh+JhwOBzU1NQASxBdCNEgC+C1kt9uprq6Wp/JHQfqs+VqrzzQaDTExMSQkJDT5QlYIIYQQQgghThQVFRUAZGZmYjKZmryd3W4HICoqqlXaJU48kfxMeL1e9u3bR1VVlQTwhRANkgB+C5SVlXHo0CEAoqOjJfDZTJLJ0Hyt1Wcul4vi4mJsNhudOnVqlWMIIYQQQgghxPHi8XgwGAzNCt4L0dq0Wi16vR6v13u8myKEaMMkgH+U7HY7hw4dIiYmho4dO+JyuQB5Kt8cksnQfK3VZ6qqUlJSQllZGVarFbPZHNH9CyGEEEIIIYQQQgghmk9Sxo9SdXU1AB07dkSr1R7n1gjRMoqikJKSgkajCX62hRBCCCGEEEIIIYQQx5cE8I+S0+nEZDJJ8F6cNDQaDXq9HrfbfbybIoQQQgghhBBCCCGEQAL4R83n86EoyvFuhhARpdFo8Pl8x7sZQgghhBBCCPGHtXTpUq6++mpOPfVUzjzzTMaOHcsbb7yB3W5n/vz5XHnllQ1u+8ILLzBmzBj69OnDM888cwxbfWJoTt9OmDCBDz/8MOx+Nm/ezNixYxk8eDCDBw/mxhtv5LfffjtWpyGE+IORGvhCCCGEEEIIIYQQR1BudbEprxKL00OsUcfAzgkkmQ0RPcY777zDa6+9xrRp0xg+fDixsbHs3buXDz/8kLy8vCNu37VrVx588EE+/vjjiLarNdmqqyjauxuXzYYhOpq0bj2JjouP+HFa2re1de7cmddff520tDS8Xi/vv/8+99xzD0uWLIl4u4UQQgL4QgghhBBCCCGEEA3w+lQ+23CQr7cf4pDFgcfrQ6fV0C7WxMg+7bh0YDpaTctH6FssFl588UVmzJjB6NGjg8u7devGtGnTANi6dWuj+/jLX/4CwJdfftni9rQ2n8/Lzh9XsnfdL9RUVODzetBodcQkJtJt0Fn0OmcoGk1kyhZHom9rS0xMJCoqCgBVVdFoNBw4cABVVaVagxAi4qSEjmix1atXk52dzRdffMHBgwfJzs7mP//5T6sca9asWWRnZ1NSUsL8+fPJzs5m48aNIesE2jB//vxWOXZds2fP5oILLqB3796MHTs2oscUQgghxNHxOhwULV1G1Wv/oeKZ59ny8DSKli7D63Ac76YJIYQ4wXyxtZiP1x2kwuqiS2I0vTvE0yUxmgqri4/XHWTRpoKIHGfDhg04nU5GjhwZkf21dTt/XMm25V9jt1hIaJdGu65ZJLRLw26xsG351+z6cWXEjtUafWuxWBg0aBADBgxgxowZ3H777RK8F0K0CgngiwY1FCC3Wq1cc8019O3bl6+++opu3boxc+ZMTjnlFJKSkpg5cybnnXdeq7Rp5MiRzJw5k7i4OAYPHszMmTPp0qVLxPZfXFzMrFmz2LFjR5PWX7duHU888QQDBgzgiSee4P77749YW4QQQghxdGwH8/n1rrvZ++obePYfwFdSSvWOnex99Q1+vetubAfzj3cThRBCnCAqbC6+21WCqkJGihmj3p8RbtRryUgx41Nh2fZiKqyulh+rooLExET0en1w2Z133smgQYMYOHDgCVUW50hs1VXsXfcLqgqJaR3RGfyliHQGA4lpHVF9sGfdL9gt1RE5Xmv0bWxsLOvWrWPt2rVMnTqVfv36RaStQkSaqqrsK6lhTU45+0pqUFX1eDdJNJOU0BHNYrPZuPXWW9m0aRPPPvssF154IUBI5nlrZqH36tWLXr16Af6ac507d47o/g8dOsTLL79Meno6vXv3Dnnvjjvu4NZbbw1ZtmbNGgCmT59ObGxsRNsihBBCiObzOhxse2w6rrJy/4LADcrhr66ycrY9Np3TXnkJrcl0nFophBDiRLE5v5oSi4uMlJiw73eMN3GgwsbGvErO69WuRcdKTEykoqICt9sdDDS/+uqrgH9CVY/Hg1YbmZIyx1vR3t3UVFSQ0C4t7PuxySlUlRRRuGcXWacObvHxWrNvY2JiuO666zjrrLNYunQpycnJLW6vEJGiqioLNxWwaFMBFoeHWJOOMQM7cunAjjJi5ATS5jLwp06dSnZ2doP/1q9fH1x379693HzzzZx66qmcccYZPPDAA5SWlh7H1rdcYLj3loen8eudU9rUcO9A8H7jxo0hwfs/Cp1Oh9FoDFlWXu4PDkjwXgghhGgbSlasxFVa9nvgvi5VxVVaRsnKH45tw4QQQpyQapxePD5fMPO+LqNei8frw+L0tPhYp556KgaDgW+++abF+2rrXDYbPq8nmHlfl85gwOvx4rLZInK81u5bn8+Hw+GguLi4VfYvxNHKKbWyaFMBVqeXjglRWJ1eFm0qIKfUerybJpqhzQXwr7rqKmbOnFnvX3JyMgkJCfTv3x+AoqIirr32WnJzc7nvvvuYNGkSP/zwAzfeeCNOp/M4n8XRqT3cu3rHTuz5BW1muLfdbue2225jw4YNIcH7qVOnMmLEiHrrh6sXn52dzaOPPspXX33FxRdfzJlnnsl1110XLFczb948Ro0aRf/+/bnuuuvqzQI/YsQIpk6dWu9YEyZMYMKECY22Pz8/n+nTp3PRRRcxcOBABg0axG233cauXbuC66xevZrLL78cgIcffjj40GjWrFlhzyk7O5s5c+YEv2+NuvtCCCGEaDqv3U7Rl0uPvKKiULI8cnV1hRBCnLxijFp0Gg1Otzfs+063F51WQ6yx5QUOYmNjufvuu3n88cf54osvqKnxl7rIzc2lpKSkSftwu904nU68Xi9erxen04nH0/KHC5FmiI5Go9XhcYUvPeRxudDqtBiioyNyvEj0bW3ff/89e/bswefzUV1dzb/+9S8SExPp1q1bRNorRKSU1riwODykxZsw6bWkxZuwODyU1vz+uycldtq+NldC59RTT+XUU08NWbZ3717Kysq46qqrMBx+Ovv6669jtVr59NNPSU9PB6B///7ceOONfPLJJ1x77bXHvO0t0ZaHe9vtdm699VZ+/fXXFmfeb9iwgRUrVnDttdfi8Xh46623uO2227jjjjuYM2cO48ePp7q6mv/+979MnTqV999/PyLnsGXLFtatW8ef//xnOnbsyKFDh5g7dy4TJkxg8eLFtGvXjm7dunH33Xfz0ksvcdVVV3H66acDhJ24FmDmzJksWLCAH3/8kZkzZwJw2mmnRaS9QgghxMnA63BQsmIlJctX4q6qQh8fT+rwoaQOG9qi6xmv04k97yC2AwewHcjz/8vLw3moiTfgqoq7suqojy+EEOKPY0B6HKmxBgqrHGSkmOu9X1DloF2siVM6J0TkeDfddBNpaWm8++67PPLIIxiNRtLS0hg3bhxjxoxh2bJlIevffPPNDBo0iNtvvx2Av//973z22WfB9//3v/8xefJkpkyZEpH2RUpat57EJCZiKS8lMa1jvfctZaWYExLp0D38/fjRaG7f1lZQUMDFF1/MF198QWJiImVlZdxxxx2UlJQQFRXFwIEDeeutt+qN2hfieEuJMRBr0lFU5SAt3kRRlYNYk46UGH98VUrsnBjaXAA/nIULFwJw6aWXBpctW7aMYcOGBYP3AGeffTYZGRl89dVXxzWA73O7cTbzCW7pDz/6h3s35PBw74KFi0g595wm79eYmoqm1iQtR+ORRx6huLg4ImVzcnJyWLJkCV26dMFutxMbG8u//vUvXnrpJZYtWxYsReP1ennjjTfYv38/Xbt2bdExAYYPH16v7WPHjmX06NF88skn3HnnnaSkpDB06FBeeuklTjnllCPW8h87diybNm3ixx9/bNW6/0IIIcSJyHYw35+cUFoGigKqir2gkOrtO8ib9wl9pz9GdKf0RvfhdTqx5+f/HqQ/kIc9Lw9H8aGGS+Q0haKgT4g/+u2FEEL8YSRGGxiRncqCzcXklFrpGG/CqNfidHspqHKgUWBUn/YkmsOXgjkao0ePZvTo0WHfGzduHOPGjQu+fvPNN0Pef+qpp3jqqaci1pbWEh0XT7dBZ7Ft+ddUFBYQm5yCzmDA43JhKStF0UD3QWcRFRsX0eM2p28DI+4BOnbsyIYNGwB/kuPll19+xEoAQrQFmSlmxgzsyKJNBRRU2oMB+szDDyTrltgpqnKwaFMB/dPjyUoNP/dHY1RVJafUSmmNi5QYA5kpZnkQEAFtPoCvqiqLFi2iU6dOwYzo4uJiysrKws7wPWDAAL777ruIHNvn87Fz586w7zmdTmJiYrDb7cF2Alirq9l+34ONB+Nb4MD7cznw/twmr29ISabP888cVRDfdXgoW2lpKQaDgeTk5OD5Bng8Hnw+X73lbrcboN7yQYMGkZqait1uR1XV4M9wxIgR6HS64PqBiWr37NlDu3b+iYB8Ph8ej6fePr1eb8ixHIfnC3C5XCHrBr632+04nU60Wi0ZGRls3rw5+F6g/FLdbRs6p8BQxLrrtpbA56y1juf1eqmpqWnwc38iCvTVyXROrU36rPmkz5pP+qz5TqQ+U10uKp95AV919eEF9UcWbvrb30l48F4UgwHV48FbUoq3uBhv8SE8h7/6ysobD9Tr9Wjbt0PXvj3a9u3Qtm+Hp7AI+1cNZ9AF2uHN7tmm+tLn86HRtLnqlkIIIYCL+7XHaDCwbHsxBypseLw+dFoN7WJNjOrTnjED62eQiyPrdc5QFGDPul+oKinC6/Gi1WkxJyTSfdBZZJ8z9Hg3UYgTnqIoXDqwI/3T4ymtcZFs9scH1+ZWkBJjoMTixOLw0DEhKlhip6DSTmmNi6zU5h1LsvlbT5sP4K9fv578/HzuuOOO4A/70KFDAKSm1v8kpaamUlNTg81mIzpCtdL+6B555BGef/55Jk+ezJtvvkn37t2Pel9paaEzzAcy7tu3bx+yPCbG/5TPYrEc9bFqczqdvPrqqyxZsqRefbv4eMnAE0IIISLJuWEjvqpGStSoKr6qKqpe+w+q2+0P1Pt8Da+v16Ntl1ovWK9JSECpE/TWZ2Xi/Hm1/+FBuOC/oqCJi8N46sCjPDshhBB/NFqNwmWnpjO0Zyqb8iqxOD3EGnWc0jkhopn3fzQajZbeQ86j68DTKNq7G5fNhiE6mg7dsyOeeS/EH5miKGSlxpCZUj/AfmZmUqMldpoj0tn84ndtPoAfrnxOIEvaEGa28kC9MYfD0eIAvkajCWaC15WbmwtAVFQU8HtWXHRcHKe//kqzS+jsfvYFavbuazzLTFGI6d6Nnvff0+T9tqSETqB/s7Oz+d///sfEiRO58847+eCDD+jcuTMAer0ejUYT7IeAQAZZ3eUGg6FenwGYTKaQdQM/R71eH1yu0WjQ6XT19gmg1WqDy02Ha+rWPtaMGTP49NNPue666zj11FOJi4tDo9HwxBNPoChKcL3AcWtvG6A/3I+1l+t0urDn2VoCfdZax9NqtcTHx5ORkdEq+z8eAtmVDf0ui/qkz5pP+qz5pM+a70Tqs82z3wuWzWmMt6Aw5LWi1xPdKZ2ozp2J7hL41wVTu1QUrbbJx7c98c965XsCXw3JSU0q33OsBYblCyGEaLuSzAbO69XueDfjpBMdF0/WqYOPdzOEiJjjXUamoeOHC7D/sq+Ms7JSWJ1TFrbETnMEJsyNRDa/CNWmA/gul4ulS5fSr18/srKygssDQVZXmNnKA8F90zGe6LU2jV5PVMfmDaFrP+oCal59o/GVVJX2oy5o9r4joU+fPrz++utMmjSJG2+8kffff5/27dsTFxdHdWB4fC0FBQURb0N8fHyDxwo8UGjIV199xWWXXcYjjzwSsryqqorExMTgaxnSI4QQQjSPu9qCbf9+rPsP+L/m7qfmtz1NqlGvjYoifdxlRB8O2JvS2jcrUN+Q6E7pnPbKS5Ss/IH9S77CV1NDTLt2/gl0hw5p0QS6QgghhBBCNOR4l5Fp7PgNBdgHdIrn/N7tWvzAoaEJc5PNevaV1Ehd/BZo0wH8lStXUllZyZ133hmyPFATvW4plMCymJiYE658TuqwoeTN+wRXQ7VeFQVDchKpQ4cc+8YdNmjQIF566SXuuusuJk2axJw5c+jSpQsWi4WdO3cGMwIPHTrE119/HfHjd+7cmfXr1+NyuYKjA77//nsKCwuPGMDXarXB+vEBixcv5tChQyHZ5oHM9nAPCoQQQogTkdfhoGTFSkqWr8RdVYU+Pt4fyB42tFmBbJ/Lhe3gQWy5B7Du349t/wGsuftxV1QcXcMUBXNWJp2vvPzotj8CrclE2qiRVHbxXyOcCCMXhBBCCCHEie14l5Fp7PgNBdhTY41kpcYcMUv+SCMLwk6YO6AjW/KrWLy5UOrit0CbDuAvXLgQnU7HJZdcErK8ffv2JCUlsXXr1nrbbN68md69ex+rJkaM1mSi7/THjjjc+3hnjA0bNoyZM2fywAMPcMstt/Diiy/yzDPPMHnyZCZMmIDD4eDDDz8kMzOTbdu2RfTYV1xxBUuXLuXmm2/moosu4sCBAyxatIguXboccdsRI0bw+eefExMTQ48ePdixYwdffvllvcB/ly5diI+P58MPPyQ6Ohqz2UyPHj3o2bNnRM9FCCGEOBZsB/PrXVvYCwqp3r6DvHmfhC0lo/p8OA8dOpxR7w/S2/bvx15Q2Giden1iAuauXYnu2gW3xULJd8sbb5yqkjpcJqcTQgghhBAnj+NdRqax4w/OSKwfYK9VLqexAH1TRhbUnTA3JcaAqqo8+eXOJj/QON7lh9qqNhvAt1gsLF++nLPPPpvk5OR6748aNYr58+eTn59Perr/xvPnn38mNzeXCRMmHOvmRkTt4d4ly1firqxCnxDf5oZ7jx49GqvVyrRp05g6dSrPPvsszz//PE8//TSdOnXi/vvvZ//+/REP4A8ZMoSpU6fy9ttv88QTT9CvXz9ef/11/v3vfx9x20ceeQSdTseSJUuw2Wz069eP//73vzz99NMh6+n1embOnMmzzz7L448/jtvtZvLkyRLAF0IIccLxOhz+4H1ZuX9BYCTa4a+usnK2/f0fdJ98B/bCImyBrPr9B/A5HA3uV2M0Et2lC9Fdu2DO6EJ0166Yu3ZBX2tSeK/DQdXmLW16ZKEQQgghhBCR1lCW+9FMCnsk4YLdjR0/EGDv1zGOLfnVgEq/jnHBfTUWoG/qyILaE+bmlFpZtaeMQxYnWSnmIz7QON7lh9oyRa1bV6SN+Pjjj5k2bRrPPPMMY8aMqfd+YWEhl112GbGxsUycOBGHw8Fbb71FSkoK8+fPD9bJP1qBicROPfXUsO8HJrENlF9p7clFT0bSZ83X2n1W93N9MjiRJn1sK6TPmk/6rPmkz5qvuX1WtHQZe480v05jNBqiOqQRfTir3ty1K9EZXTC1b49yeLL6xoTL/g+OLExJPmYTyZ4on7UjXXuK1hHo98C1VVv/nIhj40T5uyGa52jvdeS+VdQV6c/EyXgf/kdS9/+MYxWEbug4YwZ0YNHmwrDLc8tslFicbD5YxeqcspD3+3WMC2bKBwL/ZqOWv43uTVZqDGtyynl22a5gZr/D7aWg0s4Do7I5IzOpwbaVWJzkV9pJjDbQt2McxdXOkP3Wtq+khieW7GiwDSeCplxDHM11f5vNwF+0aBHR0dFccMEFYd/v0KED7733Hk899RTPP/88Op2OoUOHMnXq1BYH74UQQgghTlSemhqsObkc/PTzJm+jT0jAnOEP1AeC9VGdO6FtwTXViTKyUAghhBBCiEgJV0YmUAYmkuVhGsuIr3v8jOToYFD/kMVJweGAer/0OIqqnCzaVICq0mDpncwUFbvLg9fnb39mSjRFVc4GRxbUbltWqhmby0uFzcW+UivtYo0hZXtqO97lh9qyNhvAf/fdd4+4To8ePXjrrbeOQWuEEEIIIdoWVVVxHirBmpODNSc3+NV5qKRZ+zF1SOP0119plTYGJpJNGzWyVfYvhBBCnIyWLl3K22+/za5duzAYDKSlpTF69GgmTpzIl19+ydy5c5k3b1697crKynjiiSdYs2YNVquVjIwM7r//fs4999zjcBZtU3P6dsKECYwePZrx48c3us9Zs2bx8ssv89///pehQ2V+H/F7GZnaQefGMvOBZgf2Gw92x4Qcf19JTTCgHh+lJ7fUisXhxu1Vg9uBGrb0TrJZz8JNBSzcmE+FzUWV3U2Nw03G4QlrmxKI75cex74SK+NO68SQHikNnt+xLD90ommzAXwhhBBCiJOF1+GgZMVKfyZ6VRX6+MOZ6MOGNikT3ed24ykowFNQxL5VPwUD9l6rrcFtFJ0O1eNpfMeKgiEpqfF1hBBCCOFnLYP89eCsBmMcpJ8O5vpz9rXEO++8w2uvvca0adMYPnw4sbGx7N27lw8//JC8vLxGt7XZbPTp04e//vWvpKam8s033zBlyhQWL14cnDuwLfJa3bjyLKhOD4pRh6FzLFqzPuLHaUnfNiQnJ4elS5eSmvoHTw8WR/R7VrqHuCgdBZUOPlqTR98OsWwrtDS75E5zgt21A+ouj49ogw6by0O13R/EjzXp6J8ej6Io9Sa4BVi0qQCby0f/9HhyS21otTDhrK4M7ZnaaCC+sNJOjElHYaWDuCgd53ZPbrQUTubhhwK123BmZjIlFmfw/ZaWITpRJ8mVAL4QQgghRCsKVwveXlBI9fYd5M37pF4t+EAJnNpZ9ba8g8FgvLXuATQaotI7Ys7MxJyZQUxWJtEZGZSvXn3kGviqSupwyRQTQgghGuXzwqaPYNcSqCkCrwe0OohJg+zR0P9y0GhbfBiLxcKLL77IjBkzGD16dHB5t27dmDZtGgBbt25tcPvOnTszadKk4OtRo0bxwgsvsHXr1jYZwFd9KrZNJTi2l+G1uFC9KopWQRtrwNQnmeiBqSiayATWWtq3DXnsscd46KGHeOyxxyLSTnHyCgTRvT6V7QXVON0+8ivtzP55P4VVjiNODltXuGB3QxnxtYP97eOMxJp0eHw+quxuUg+XtAlk7dct/bM2tyIkmz4z1UxBpZ0og67BwHdmiplLBnTgzR9y2FlsAUBRotiaX01WakyD29UuP+Sv1V/JL/tK+WZHcYtHLMCJPUmuBPCFEEIIIVqJ1+HwB+/Lyv0LVDXkq6usnC1TH6H9n0diz8s7cgkcg4HYrEx/sD4rA3NmJtFdOoetVZ86bCh58z7xHztw3NoUBUNyEqlDh7T0NIUQQoiTmnbHZ7DtY1B9kJgBOhN4HFCVDxvf9z+gH3Bli4+zYcMGnE4nI0dGpvRccXExBw4coHv37hHZX6TZNpVgW1cEKugSTSh6Darbh7fKiW1dEQoQfWq7iBwr0n0L8Pnnn5OQkMCQIXItJY4sJcaAVlHYXWJBqyiggKLCr/sr0Gk1ZKXGhJTC2XywstEAdWO19uuqHewvrHLQJSmKKwd1YkCnBFJjjSHb1S3901imf91s9ozkaHLLbJTWuEiI1hNr0pGeEEXHBBMWu5u5aw+gojKgU0KDbQ2UHwJYnVOOzeULebDRr2McWwuqjyoI39i8AW19klwJ4AshhBBCtJKSFSv9mfcNUVU8Fgv5n8yv95YhKQlzZob/X1YmxaoPTVISvfv0adKxtSYTfac/Vi/7P/DVkJxE3+mPyWSyQgghRGNsZWh+W+oP3id3+325zuR/XbYXdn4B3S+A6JaVpauoqCAxMRG9/vfyMXfeeSdr1qzB7XYzbdo0tNqmZfo7nU7uvfdeLr/8crp163bkDY4xr9WNY3uZP3ifEhVcrug16FKi8JTasW8vw9gzMSLldCLZtwBVVVXMmjWLDz74oMVtE38MmSlmBmUmsb2oGhQw6jR0iI/C6fGi12pqBcjtWJ0ePlqbh0+l0QB1uFr74TQn2A/g8/n44bdScstsdE2K4pIBHVi8uZCCSjtaRaFPx3h8Ph8LNxawaPPvgfSOCVHkV9iocXr9Gf42N/07xWPUaamwutlTYuE/K3PomGBizICO9EuPo8zqDtuehmr8b8mvYvHmwqMKwp/Ik+RKAF8IIYQQIoJ8bje2A3nU7N3HgQ8/atI2isFA8llnhpTAMSTEh6xTunNns9sS3Smd0155iZKVP/jr71dWoU84XH9/6BAJ3gshhBBHoCncgGIthuSs8CvEp0NFLhxcBz1HtehYiYmJVFRU4Ha7g4HmV199FfBPqOrxeJoUZHa5XEyZMoWUlJRgeZi2xpVnwWtxoUsMfy2ijTfiqXDgyrMQ1avl8/VEqm8DXnjhBa655hrat2/f4raJPwZFURg7sANrc8qotnvokGCixuEhPtbIWVkprM4pCwbIwZ9305Is8XC13sNNrBtYJ/nwg7ISi5O5a/NYtacUp8eHUafhon5pTL0wmwWbCvhhdynLthWyctchPD41GLjPKbWyMa+STgnRZKaaySmxUml3k1NqIyXGwN6SGhQgPdF/3i9/vwejToNWowTL+NR+SNFQ5j8oRx2EP5EnyZUAvhBCCCHEUfI6ndhy91Ozbx81e/Zh3bcP24G8I08eW4cpNZXsB+5tlTZqTSbSRo0kbVTkhowLIYQQfxSKs8Zf817XwENvncn/vrO6xcc69dRTMRgMfPPNN1x00UVHtQ+Xy8U999yDRqPhueeeQ6drm2Ef1enx17zXa8K+r+g1qF4V1dm8a6qGRKJva/vll19YsWIF//vf/wAoLy/nwQcf5Nprr+Wee+5p8f7FySkrNYarz+hSr/zLmAEdOL93O0prXBRU2vlg9X46HA5Qt48zsq/Uyg+/lQJNm8i1KbXe665jPfy75vJ4yS2zodUopMQYqbK7+XJrEX07xPH9zhLyK+1oNQoOtxefCmd3S8Kk16DTgM3lRacFo04hJcbAIYsDj9dHfoUNFeiUEIXPB6UWJzllNgw6DXEmHTaXt95DikDZn4Ub89lbUoNeqzAiM5V+HWOPOgjfnHkD2pq2+ZdcCCGEECLCvA4HJStW+jPRq6rQxx/ORB82tEmZ6F67HWtOLjV7/YH6mr37sOUdBJ8v7Pra6Gj/djZb4ztWFPR1su2FEEII0Taoxhj/hLUeR/ggvsfhf98Y1+JjxcbGcvfdd/P444/j8/kYNmwYZrOZ/fv3U1LSyBw5h7ndbu69915cLhevvfZaSLmYtkYx6lC0CqrbFzaIr7p9KFoFxRiZsFVL+7au999/H4Ph94Dh5Zdfzv/7f/+P4cOHR6S94uTUWCmbQHb8vpIaFm/WByec3VZQTYXNxfxfD7Jy9yHOykoOW7u+tqbUeq+9TlyUjt2HJ5ttF2vE61PRKP72xkfpqbS7WbO/goOVdnQaBbNRh9enYnF4yC21UWnzsLu4BpfHx64iC2U1LsqsLjw+Fb1Ww8BOcXh8KgcrbOSUWrG5vADEGDT4VLA43JRYnCFZ9IqiMGZABw5VO1m6rQi318fqnHLaxZpCSvo0Jwgf6P9+HePYkl8NqPTr2PK/3ceCBPCFEEIIcdKzHcyvVwveXlBI9fYd5M37hL7THyO6U3pwfU+NlZp9+7Duy/EH7PfuxV5QGH4yWEAXG0NMt26YszKJ6ZaFuVsWpvbtKf76G/a++kbjjVNVUocPjeTpCiGEECJCfB1ORTW3909YmxymlnxVPsSkQadBETneTTfdRFpaGu+++y6PPPIIRqORtLQ0xo0bx5gxY1i2bFnI+jfffDODBg3i9ttvZ8OGDXz77beYTCbOPPPM4DrTp0/n0ksvjUj7IsXQORZtrAFvlTOkBn6At8qJNtaAoXNsxI7Z3L6traCggIsvvpgvvviCxMREkpKSiIr6vd1arZa4uDhiYtr2RJji+DtS3fraWeL7Sq1U2FwkRhvITIlmW4GFTQf3kZ4QFbbsTEBTar3XXsficAcn1jXptei0GtxeH3aXF6fHi1GnITXG6N9QBQXQAAadBkVR2FNSg0aj0DkpmpJqO/vL/QlMqgoHym0UVNowG7VYXT7c3t/vpyrtblJjjFic/nkA6mbR55bZWJ1Thl6roXNSNEVVdj5am8cVgzox4ayumPTaRh9kNGRrQTWLD9fuX2wqbPIkuMeTBPCFEEIIcVLzOhz+4H1ZuX9BIAh/+KurrJwtD0+jw+iLsOUdwLp3H46i4gb3p09ICAbpY7KyMHfLxJiaGvaCL3XYUPLmfeI/drjgv6JgSE4ideiQFp+nEEIIIVpBdDK+Hn+GbR/7J6yNT/dn4nsc/uC9ooFeF7d4AtvaRo8ezejRo8O+N27cOMaNGxd8/eabbwa/P+OMM9i1a1fE2tGatGY9pj7J2NYV4Sm1o403+svmuH14q5ygQFSf5IhMYFtbc/p2zpw5we87duzIhg0bALDb7fW2/e677yLaTvHHVTtL/4ffSpn/60GyUs24PP6Md5fHR3yUHquzftmZgKbUeg+sk1NqRacBl9eHRuMvfZMYrafc6sLm8hBl0DK6XwfOykxg2fZiymqc1Dg8+IDM5GguPSWdzzfmk54QRbLZwNZ8DdsLLdS+83H7oNLurXeuLi+UWF2YDTr+3Lc9GcnR7CupocTixOH2klNq5ZDFSVaKGZNeg9ur+ifC/cH/EGPMwI6ckZnUrMB7U0YntEUSwBdCCCHESa1kxUp/5n1DVBVPdTV5c+tPOGtITiamexbmrCx/0D4rC2Ny02/QtSYTfac/Vi/7P/DVkJxE3+mPyWSyQgghRBvm7f0XMBhh5xf+CWu9Hn/ZnJg0f/C+3/8d7yaekKIHpqIA9u1leCoc/pr4WgVtrIGoPslEDTzCjJRCnKQCWfoAP/xWQlGVE51WwebyEG3QEhelR6/VNDh5a1NqvWckR9MxIYqNeZU4PT5QIcago8rmIiM5mjMyk4g16eicGI2iwLs/78fj9eFTVRRFpUtiFMN6tiM7LYYOcUZKLS6cHh/VdjfhxywfPjcIed/nU4kz6UiO1rNoUyELN+WTW2ajyu4m2qDD5vJgd3npmhz1+0S4CVGNPsBoTFNGJ7RFEsAXEZGdnc3kyZOZMmUKAKtXr2bixIm8++67IUP3TjSzZs3i5ZdfZtWqVaSmtuHfZCGEEPWoXi/W/fvJ/2xBk9ZX9HqSBg86HKjPxJyVhSECtemjO6Vz2isvUbLyB3/9/coq9AmH6+8PHSLBeyGEEKKt02hhwJXQ7XzIX++fsNYY5y+bE8HM+z8aRaMQfWo7jD0TceVZUJ0eFKPOX14nwpn3QhwtVVXJKbXWq1l/LNQOxB+yODHoNMSa9Oi1SqOTtzZWaz8gt8xGfoWNTgnRxEbpsNjdmHQaeqTFseeQhe0F1VTa3UQbtNQ43Bh0WsAfcK9xeqm0e1idU862gmrcPsirsOIqVUFV6wXpa6u73KjTUu3w8NrKfaTEGLG7fFidXlweHzqNF7NBR4XNhU9VUYHuqTGkxBiJNfmOKvDelNEJbZEE8EVY8+fP5+GHHw5ZlpiYSLdu3bjxxhu54IILjlPLhBBCiPCcZeXU7N6NZdduLLt/o2bPXnxOZ5O3N7VrR6+HHmyVtmlNJtJGjSRt1MhW2b8QQgghjgFzMvQcdbxbcdLRmvVE9ZIHIaLtUVWVhZsKWLTJXy89kMl+rOql1w7El1icbD5YxeqcMgoqHWgVhT4d41FVFVVV67UnkMWfmeJ/ALE2tyIkkB+YNDY+Sk9clJ6UGAN7S6zsKKzG41OpcfrL9fhUsLm8WJxeovRaog1aKuxuymqc9GwfQ0m1k9xyGwYNxJt0lNY4G83Ar82ggSSzHrvbR2GVA58KHeJNuCq86DQKVpeX9AQT8T49w3qmsC63AlUFp8d31IH3poxOaIskgN9KbA43uYXVx7UNGR3iiDa17Kn1lClT6Ny5M6qqUl5ezsKFC7nrrrt4/vnnQ+rGbd68Ga1W29ImCyGEOMl5HQ5KVqykaslX+KxWtqSm+jPRhw1tVia61+nEui8HSyBgv+s3XKWl4VfWaMDna3yHioI+Atn2QgghhBBCiJNDW6iX/vuktzGckZnEiF6pLNhYwNrccn7ZW8r2gqoGHyo09ABizIAObD5YSX6lnT0lNRi1/sz+5BgDbq+/xn5BJf5a+y4PoOD2+lB9Hqz4s+gV/LdYdreXKlugbI670XPRHG6e73CEX69V0CgK+BP38Xh97C62UGVzE5jrdmt+NZ2ToslMNhNn0vPLvrIWBd6bMjqhLZIAfivJLazmoZdXHdc2/HvyufTJTG7RPs4991xOOeWU4OurrrqKIUOGsGjRopAAvtFobNFxhBBCnPxsB/Pr1YKvLi2jevsO8uZ9Qt/pjxHdKb3edqqq4igqxrJrdzDD3pqTi+qtPxESGg3mrl2Jze5BbHZPYnr2pGrrVva99p/GG6eqpA4fGqEzFUIIIYQQQhxvLS1/E8l66ZEoxaMoCoqisL2wGlBIT2z8oULgAUSJxYleqyG31Mrbq3IoqrLz7fYifD4fTpcXm+ql0uYmIVqHVqPhkMWJgkqV3Y1eq+A9nAzlqZVab3F6Wb+/HIvD06SMe73GP5mtAmgP51fZPSpVNjcunwo+H2VWFzXO0Hs8p1flQLmNt3/KpX2cibOyUhjQKZ7UWONRB95/fyjS7E2PGwngi2Yxm81ER0ej04V+dOrWwG9ITk4OL7zwAr/88gs2m43MzEzuvPNOLrzwwuA6Ho+H//znPyxYsIDCwkJMJhNdu3bllltuYdSoUQ3uq1u3btx+++0h+wqUApozZw7ffvstCxYswOFwcM455/DPf/6TpKSmDdOrqqriqaeeYvny5Wg0Gi666CIeeughzObfn/R9++23fPzxx2zfvp3y8nJSU1O58MILuffee0MecJSWlvL888+zatUqysrKiIuLo0+fPjz00EP06NEDgAkTJgC/z3p/8OBBzj//fO6++27i4+N55513KCoqIjs7m8cee4wBAwYE979z505mz57N2rVrKS4uJjo6mrPPPpv/9//+Hx07dmzS+QohRKR5HQ5/8L6s3L9AVUO+usrK2fbYdE575SVUr5ea3/Zg2f1bsByOpzr8qDZ9YiKx2T0P/+tBTLdu9TL5jSnJHPz4U/+x1TCXl4qCITmJ1KFDIna+QgghhBBCiOMnEuVvIlUvPZKleJrzUKHE4iSnpIZSqwu7y4tXVVFVyKuwYXG4cXt/r0mvAlsOVpNoNqAo4FNVPF4vHq+C11d/8lmASrunye12+34/jgYFnVbF7QOtVkGPik6vo9IePoPf5VUxaBWsTi+rc8o4v3e7YzYCoq2QAL5olMViobzcH2ypqKhg7ty5lJaWMnbs2Gbva+/evVx99dWkpKQwadIk9Ho933//Pffccw8zZ84M7vPll1/m9ddf5/LLL2fAgAHYbDZ27NjB5s2bgwH8uvsym818/fXX9fYV8MQTTxAfH8/kyZPJz89n9uzZPP7447zwwgtNavt9991H+/btuf/++9mxYwcfffQRhYWF/Pe//w2uM3/+fAwGAxMmTCA2NpZNmzYxe/ZsioqKeP7554Pr3X333ezevZtrr72WTp06UVFRwZo1a8jNzQ0G8BuydOlSbDYbV111FYqi8OabbzJlyhS++eYb9Hp/uaSffvqJnJwcLrvsMtq1a8eBAweYO3cumzdvZvHixURFRTXpnIUQIpJKVqz0Z943RFVxlZax/va7cFdWhQ20K3o9Md2yfg/Y9+yJISX5iBe9WpOJvtMfq5f9H/hqSE6i7/THZDJZIYQQQgghThKRKH8TqXrpkSzF09BDhWSznn0lNSEZ/g63l3KbG6vTi6IQDMQ73b6Q4H2AD3C4PRh1WmqcHlRUPF61yTXtm8rtq7VHVSXKoMPm9OBtpOppcbWLXh0MWByeoxoBcaKTAL5o1M033xzyWq/X8/jjjx/VJLYzZsygXbt2fPrpp5hMJux2O1dffTV33XUXzz77LJdeeimKorB8+XKGDRvGv/71rybvC+Daa6/lpptuCtlXQEJCAm+//XZwmc/nY86cOVgsFmJjY4/Y9vbt2/Pf//43uH1qaiqvvvoqP/30E2effTYAzzzzTEhw/Oqrr6Zr16688MIL/PWvf6VDhw5UV1ezfv16/vrXvzJp0qTgurfeemuT+rC4uJiFCxfSvn17gOAIhlWrVnHeeecBMH78eG666aaQ7UaMGMH48eNZtmzZUT18EUKIlipZvvL3wHkj3BWVwe9NaWm/Z9b37Ik5oysa/dHN7RLdKZ3TXnmJkpU/ULJ8Je7KKvQJ8f76+0OHSPBeCCGEEEKIk0gkyt80Vi89UBJna7GdBJOW7DATyUayLQHhHipcMqADW/OrWbTZn+EfY9RyVlYyWsUfsAf/KAANh+vQK6DTKri99e/NbC4fNpcvWOc+0sH7usptHrSKJ6Q8TzhF1Q6qHW66JEWTbG7ZfJ8nIgngi0ZNmzaNbt26Af7SL4sXL+Yf//gHMTExITXwj6SyspKffvqJyZMnY7PZsNlsOBwOAIYMGcKPP/5ITk4OWVlZxMbG8ttvv5GTk0NmZmaT9hVQd18Bl19+ecgf0kGDBvHOO++Qn59Pr169jtj+6667LmT7CRMm8Oqrr/L9998HA/iB4L3P58NqteJ2uzn99NNRVZVt27bRoUMHTCYTer2eNWvW8H//938kJCQ0uQ8Bzj//fOLi4kLOAyAvLy+4rPZDBKvVisvlIiMjg7i4OLZt2yYBfCHEMaOqKs6SEqq378S6/8ARg/cAutgYetwzhdiePdDHR3ZSWa3JRNqokaSNGhnR/QohhBBCCCHalkiVvwlXL712SZzi8mrMBg1WY0GDJXEi1ZZAe+o+VFBVlSe/3InV6aVDvIltBdVszNuLUafF4nDjUw8H8v3zxaLXalBVcIeZU0xt4PtG29SMdcMd70jBe/CX9PE14X7yZCUBfNGo/v37h0xie8kllzBu3DhmzJjBBRdcgMHQtD82Bw4cQFVVZs2axaxZs8KuU15eTlZWFnfffTd33XUXF154Id27d+fcc8/lkksuoX///s3eV0CHDh1C3g8EwasbqKlcV9euXUNeJyUlER8fT35+fnDZ7t27efrpp1mzZk3w4URATU0NAAaDgQcffJCZM2dyzjnnMGDAAIYNG8bYsWPrtTGctLS0kNfxh4Nbtc+jqqqKZ599lqVLl1JZWRmyvsViOfLJCiHEUVK9Xqy5+6nesRPLjp1U79jxe837plAUort0IWnwoNZrpBBCCCFEG7d06VLefvttdu3ahcFgIC0tjdGjRzNx4kS+/PJL5s6dy7x588Jue9ttt7FlyxYcDgepqancfPPNXHHFFcf4DNqu5vTthAkTGD16NOPHjw+7r8rKSp588km+++47fD4f/fr1Y/bs2cfydEQjIlX+JpzaJXFSzTpKbd5GS+JEsi21J8NNNutRVZVVe8o4ZHGSlWLG7VWxONzYXF7cXv+oAI36exkcg05DlF5DYpSOkhoXljqTxgYz9pvYHgUw6jW4PT7CJPRHjKJAt1QzRp2W0hoXilLTogmBTzQSwBfNotFoOOOMM5g9ezb79+8/Ys32AN/hGatvuOEGhg0bBoDT6QQITvAa2NfgwYP5+uuv+f7771m1ahWff/45s2fP5oEHHuCWW24Ju6+66rZLq9WGXU+N0NM7i8XCxIkTiY6O5r777qNLly6YTCaKi4uZOnVqsM2Bdp9//vl8++23/PTTT7z66qu88cYbvP7665x55pmNHqcp53Hvvffy66+/cuONN9KnTx/MZv8fsvvuuy9i5yuEEAAem52a3bup3rHTH7TftRtfnQeYAIpOhyElBWdRUeM7VFVShw9tpdYKIYQQQrRMhaOCLaVbsLqtmPVm+qf0J9GUGNFjvPPOO7z22mtMmzaN4cOHExsby969e/nwww9DRl435P777yczMxODwcCePXu4/vrryc7OZsCAARFtZyRZrVby8/NxOp0YjUbS09Mxm1seZK2rpX1b15QpU8jOzubbb78lOjqaHTt2RLzN4ug1Vv6mpWqXxHFY3aRE02ht9ki1pXbmf7XdH6QH0GgU8sptlNe4aBdnoNLmwutTcXtVdBrQ6zWkJ0RRaXcTZ9Kj0yoYdRo8KnhVV3DfTo8Pg06DRlFwuL34GgkhGXUK7WNNDO2ZQqfEaN78YS+l1vCT2mrw19dvERVqHB5SU01sPljJ6pzyFk8IfCKRAL5oNo/H/wtZu3TNkXTu3BnwB6ADJWfsdjtA2ElV4+Pjueyyy7jssstwOBzccsstzJo1i5tuuinsvlrb/v37Q8r5lJeXU1VVRXp6OgCrV6+moqKCl156iTPOOCO43o8//hh2f507d+aGG27ghhtuoKioiLFjxzYpgH8kVVVV/PTTT0yZMoXJkycHlzudziaPNhBC/DF4HQ5KVqz014OvqkIff7ge/LChDdaDd5aV+TPrt++keudOrDm54Kt/KaaLjSG2Vy/i+vQmrncvYrplofp8/HrX3f6M/HAPExUFQ3ISqUOHRPhMhRBtldVq5a233mLLli1s2bKFiooKHnjggbBzA+3du5cnn3yS9evXo9frGTJkCA8//DApKSnHoeVCiD8ar8/Lor2LWJ63nBJ7CR6fB51GR2pUKsM7D2d05mi0mvDJVs1hsVh48cUXmTFjRkjJ2m7dujFt2jQAtm7d2ug+srOzg98Hgln79+9vkwF8n8/Hli1b2LVrFzU1NXi9XrRaLTExMWRnZ9O/f380Gk1EjhWJvq3tl19+4eDBg7zzzjvBRLtA1QDRdoQrfxMJtUviROGj1OalXWLjJXEi0Zbamf9xUXp+O1SDCnRKiMLp8WFxOCi3OnF7VbQa0GoU3B4fqgoeH/hUiDHqyUw1s7vIQpXdTVaqmQqrC6fHh6J4aRdrwOuDCpsLnUaD1ekJnXQWfzZ87w5x3HhOJpf0T+OT9fmYjXoq7R48dW4Pk816XB4vHp+K3d28pFINYDRocbu9+ACTXsuZmcn8sq8Um8vX4gmBTyQSwBfN4na7+fHHH9Hr9cHa+E2RnJzMmWeeyccff8z1118fnIQ1oLy8nKSkJAAqKipITPw9i8FkMpGVlRUsTdOcfUXKe++9x7Bhw4IXQHPmzAFg+PDhAMGLitoZ7j6fj7fffjtkP3a7HUVRghPvgr8sTnJyckQC7IELh7qZ9u+8807IKAAhxB+b7WA+2x6bjqu0LDixrL2gkOrtO8ib9wl9pz9GVIc0bHl5h8vh7KJ6xw6ch0rC7s/UIY243r2J7d2LuN69iErviBLmZqvv9MfqHTfw1ZCcRN/pj8lkskL8gVRUVPDKK6+QlpZGnz59Gkx8KCoq4tprryUmJob77rsPu93OW2+9xe7du/nkk0+CozmFEKK1LMtbxpL9S1BR6RTbCaPWiNPrpNhazII9C1AUhUuyLmnxcTZs2IDT6WTkyJbN1/PAAw/w9ddf43Q66d27N+edd16L29YatmzZwsaNG1FVlcTERHQ6HR6Ph6qqKjZu3IiiKBF78BCpvg3YvHkzWVlZPPzww6xYsYK0tDTuueceRowYEZH9i7atdkmc4nIPZoMmYuV5apfIqZupH8j87xBvorjaGawLX1TtIFqvxajTYNRpqLS7MRu0uL1q8JZLq4EovZYYkxaXx0eHeBP5VXZ8PpXeHeIorHQQF6VjQHo8a/eXE23QYjZoSU8wseK3Uqod/mx/BejbIZZnLh9AZoqZ6Yt3sGRLITVOD6qKf+JcBUw6LYlmPalmPRaXD4vDjdvrqhfgD+xTA6gKmHQazspKYndxDdUOD3qNglujkBxj5P9dmE2UXsc3O4ojMiHwiUQC+K0ko0Mc/5587nFvQ0utWrWK/fv3A/7A+BdffEFubi633norMTHNe7L1j3/8g/Hjx3PppZdyxRVXkJaWRnl5Odu3b2fv3r18/fXXAIwePZrBgwfTr18/EhMT2bVrF5988gnnnXdecBhd3X116dKFsrIyNm3aFLKvSCkuLuaWW27hvPPOY+fOncybN49zzz2Xc845B4DTTjuNhIQEpk6dynXXXYdOp2Pp0qX1Rink5uZy/fXXB+v7GwwGVqxYwd69e3nooYda3M6YmBjOOOMM3nzzTdxuNx07dmT9+vWsXbu22RPmCiFOTl6Hwx9ED9SmDzzwO/zVVVrGxnsfQNHr8Nns9bZXtFrM3bKIOxysj+3dC0MT/75Ed0rntFdeomTlD+xf8hW+mhpi2rXzZ/4PHSLBeyH+YNq1a8fKlStp3749Bw8e5Pzzzw+73uuvv47VauXTTz8Njn7s378/N954I5988gnXXnvtsWy2EOIPptJZycr8laiodInrElxu1BrpEteF/dX7+f7A95zb8VwSTAktOlYgmU2v1weX3XnnnaxZswa32820adMaLKta27PPPovX62Xt2rWsW7euTT7otFqt7Nq1C1VVSU5ODi7X6XQkJydTVlbGzp076d69O9HR0S0+XqT6NqCoqIhVq1bxj3/8gxkzZvDTTz9x9913s2DBAjIyMlrcXtG21S6J8+v230gwaTk/AiVcapfICVceJiXGQIxRy7aCaiqsLqxOL6qq4vVBtEFLtF5L1+RothdYSIw2khZvpNTiIkqv0DEhmlV7StlwoJJYk44Yo470BBPxJoP/oUCCiTMzk/l5bwk+n0K7OBMWu4dDFieZyWYqbB5MBg0aFdrFGtFoNKzaU8aSLYW4PD6i9VqqPL7giIBrz+zCedmpLNpSzNqcMjQahRqnF7vLG1IrXwPEGjV4UfD5VMadls70S/uyeHMRH63No9LuJiFKz1WDOzOsZztySq0RmxD4RCIB/FYSbdLTJzP5yCu2cbUniTUajWRlZfGPf/yDq6++utn7ysrK4tNPP+WVV17h888/D/4H2rt3b+65557getdffz3fffcdv/zyC1VVVcTGxnLLLbdwyy23NLivyspKEhMT6dWrV8i+IuW5557j9ddf57nnnkNRFK644gqmTp0afD8hIYH//Oc/PPXUU8yaNYvo6GhGjRoVfMgQkJaWxpgxY/j5559ZtGgRNpuN7OxsZsyYweWXXx6Rtj777LPMmDGDjz76CLfbzeDBg5k9ezY33nhjRPYvhDixlaxY6c+Ab4TqdqO63QBozdHE9coOlsSJ6dEdbQtuArUmE2mjRlLZxV8OrVevXke9LyHEic1gMNQbSRnOsmXLGDZsWDB4D3D22WeTkZHBV199JQF8IUSr2la+jVJHKV3iu4R9P82cRr4ln82lmxnaqWVz+SQmJlJRUYHb7Q4Gml999VXAP6Gqx+NpcpBZq9Vy1llnsXDhQj788EMmTpzYorZFWn5+PjU1NSGj72uLj4+noqKCgwcP0rNnzxYfL5J9C/5KAWlpacEJbocNG8Zpp53Gjz/+KAH846ix7PVIC5TEcbWPCr5uqdolcsKVh8lMMXNWVjK/HtiLw+0lSq/B41NxeXzoNAoZyWZ8PpVOiVHEmnS4vSrpiSZiTXpW7SnF5fXh86lU2vwlcy7un8YFfdoTpfcHwDflVbKzuAaXx4dSpaBVFDQaiDfpOT0jEZNei8PtJb/CxuaDVWw+WInd5SXWpKPa4UGnUfCq/r5Yk1tBdloc2wuqUFXonBBNhdWF2+tDd3hYgAoYtYFa/CpRei1dk81oNBouPaUj/TvFU2Jx4nB7Mem15JRayUiObrXJidsyCeCLsMaNG8e4ceOavP6uXbtCXp955pn1lgF06tSJJ598Emi4Bv7tt9/O7bffDsDixYv59ttvuffeexvdV3PPo6H21TVlyhSmTJkC+APjjRk4cCAffvhhveW1j5OYmMjf//734OtHH32U3r171wveB0r0BHTq1Ildu3YF+6yh/YM/m+3FF1+st953333XaPuFECc3n9uNZfdv5H38aZPWN3VIo9fUvxLdpXPYcjhCCHEsFBcXU1ZWRr9+/eq9N2DAgIhc3/h8vuA11s6dO1u8P3Hik8/DycnpdBITExP2nqoxNa4af817VYfX4633vg4dTo+TCmtFs/ddV69evdDr9SxZsoRRo0aFvOf1enG73SiKEvJ360icTif79u1rcdsizWKx4D6cMBKYZ68ut9uNxWKJSNuPpm8Dy+seX1VVevTowXfffRfyntfrxeVyNbu9Xq+Xmpoa+ZvTQqqqsjynhhU5NVhdPswGDcMyYxieGdOqk5tG8v+MrcV2isurSTXrsNe4UF1e9pa7+XDFFnqmGEkwadmbV43L7UED6BRIjdFS4/QRa1Jw2G1oNQoD2pnonarHpNfg9Ki8v6kMu9NDnEHB7lFxeVTsTg/fbS9ky/4S/twjFoCFO6oorPRPaqvX+qc7UwCNz8Nv+S7axeg5VOOm2ulj1tfbcbh9OD1eXDX+v40+1V93P17no7i8ml+27WV/sQW3D0ptHuxuFZ8KZr1CVqKO/ZVuqpz+bbUKmHUK32w+QKbRSqd4A6qq8muYn+nQrtEMT9dQYFHoGKuhh6GKXbssLe7/SGjK58Hn8zV7fg8J4Is2bfjw4UydOjU4G/3JZvjw4bz55pvBp/ZCCBEpqqpi27+fyk1bqNq0mapt2/E5HE3eXtFoMWd0bcUWCiHEkR06dAiA1NT6RU1TU1OpqanBZrNFpLyCEEKEY9ab0Wl0OL1OjNr696ROrxOdRodZ3/Lsz9jYWO68806efPJJfD4f5557LmazmQMHDlBW1vgISoC8vDz27t3LmWeeiV6v56effuLrr79m5syZLW5bpBmNRrRaLR6PB52ufmgqkBEfqThAS/u2rhEjRvDCCy8wf/58xo4dy5o1a9i8eTOPPPJIRNormi+/2s2KnBpsbpVUs45Sm5cVOTX0SDbSKf7EKK+SYNJiNmgosXrwqip5lS7cPvhoSyXxJi1JUVoq7F40ij9QrgKlNi8dYnQMyTBTVONhf4WLtfk2NhbZOaeLmR7JRrw+lSi9gtvnD/rXeAFFxeLyUuPyMXdzJfFGBYvTi6L4A/GuWs8rD1k8uL0qPp+PGrc/GK+qoFNUDFoFp8dfax8FYg0aqhxuDFqFXwvs5FW7cXqg9kyNNW6VrYfc6DSgUfwPCQBcXh8Vdg+VDi+d4sP/TJfvs1Bu87Cl2BEM6ltcvlZ/UHO8SQBftEk5OTmsWLGCkpIS3G43LpfrpArgr1ixgqKiIpYvX97mMiGEECcux6FDVG3eQuWmzVRt2oK7qqreOopeHyyP0yBFQZ8Q30qtFEKIpnM6nYC/3E5dgWtDh8PRogC+RqMJjgiVsl4Cfs+ak8/DySU3NxeoPwL8SPol9yPFlEKpszSkBn5Aia2E9ub2DOo4iChT8/Ydzm233Ubnzp159913mT59OkajkbS0NP7v//6PcePGsWzZspC/WzfffDODBg3i9ttvx2g0Mnv2bB555BEURSE9PZ1HH32UCy+8sMXtirTMzEy2b9+O1WoNqYEfUFVVRVxcHFlZWc3+mTWkuX2r1WrR6/VERUVRUFDAxRdfzBdffEFiYiLx8fG8/vrrPP744zz99NN07tyZF154gezs7Ga3S6vVEh8fL6V3Wqg6pxxVZ6Vbin9y03i3l4JKO3HtOtErMykixwhXoidQFaEp/2ccqcRPtqpiNRYwd80BdhRZUDRajFoFVVVxqxqsXh3VLg9pCdFU2Nx4fSputxeXomNNkZeCKic6jYKqgt3t5bOdNVx+WgKdUuJwltiwODzUuPx16qP0WpJjjNQ4PJQ7vDi8WhweBZ8apuEasHkUhme0Z0t+FSU2K16fD6fqPyejDow6LVaXlzK7lwq7f9LcPRWe8PsDfIDb55/wNlAT3+JSifMonNKrG93bx4X9me4tqWFDiYpeH0X3FH8N/PUl8OfBnclKbd5cna2hKdcQGzZsaPZ+JYAv2iSn08nrr7+O0+nk1ltvJTY29ng3KaIOHTrEk08+idls5tFHHz3ezRFCnKDc1RaqtmylavNmKjdtxlFYVG8dXWws8QP6kzCwPwkDB1C5aTN7X32j8R2rKqnDW1bDVQghIiEQpHe5XPXeCwT3TTIBthCiFSUYExiaPpQl+5ewv3o/aeY0jFojTq+TImsRGjSc1+W8Fk9gW9vo0aMZPXp02Pfqlol98803g9937dqVuXPnRqwdrclsNpOdnc3GjRspKysjPj4enU6Hx+OhqqoKRVHo1atXxEdYNadva5e27dixYzDoFkjCO+200/j8888j2j5x9FJiDK06uWlDE8z2NKpNyvw+0gS18PvkuKqq8p+VOUQbNBwot2PUaXB6fCRE6yioUimscqDTanB5fGgUhViDjoRoA3tLrXi8KmajlvgoPVV2N6tzSumaHIPVVY3T4w1m7kcbtP6s+MNNt7m9uDy+sG33+sDm8vDT3jI8Ph9Ot4/aazo84FN9/ix8/MF5X/hdhfYJBLcJKLa4+HZHMd3axYb9meq1Cm6vj85J0Zj0WtLiTRRU2imtcZFVf8DmSUMC+KJN6tWrF7/88svxbkarueKKK7jiiiuOdzOEEMeZ1+GgZMVKSpavxF1VhT4+ntThQ0kdNhRtmICU1+nEsmMnlZs2U7lpC9Z9++pd8WgMBuL69vEH7U8ZgDkjI6SGfWpCAnnzPsFVVl7/aglAUTAkJ5E6dEjEz1cIIZqrXbt2AJSUlNR7r6SkhJiYGCmfI4RodaM6j8JgMPD9ge/Jt+Tj9rnRa/SkRKVwXpfzuCjjouPdxBNS//79URSFnTt3UlFRgdfrRavVEhMTQ69evcLOfyJEQzJTzK06uWlDE8xe3atpJXqONEFtgKIoDOiUQMcEE6UWFxpFocruJtqgxer0oFUUFAV0ioLncLmbdnEmTAYtRq0Gh8uNTtHh9PiINuiwuXzkVdjolBhNnElHcbWDgko7DrcXt9cfdE+NMWJzufF4Gwjgq2DUadBrNZRbXYRby+1TQfU/D2gg6b5JPD6VT37NZ2TfDmF/piMyU1mdU95qD2raKgngCyGEEMeB7WA+2x6bjqu0zD9uUFWxFxRSvX0HefM+oe/0x4jqkEbN3n3+kjibt1C9Y2f98jcaDbE9uh/Osh9AbK9sNHp9g8fVmkz0nf5YvWMHvhqSk+g7/bGwDxCEEOJYa9++PUlJSWzdurXee5s3b6Z3797HoVVCiD8arUbLJVmXcE7Hc9hSugWr24pZb2ZAyoCIZt7/0Wg0GgYMGEC3bt3Iz88Pzn3XqVMneTgrmi2Qvd4/Pb7BEjUtUVrjwuLw0DEhKiTzu9Kho1Od6qPhSuU0tH24zPFA4HrhxnwsTjcen48Yo45oo452cUYyU6IBBZvTy/bCagqrHPRMiyHWpKfG6cHi9BBl0GHWK3h9PgorHWSkRNMxwUSSWU+F1eXPuPeqmHQaEqP1lFgcOD3hQ+8aIC3ORMd4I8XV4edVC5cbdrSsTu/hfomp9zPNSI6mXZyp1R7UtFUSwBdCCCGOMa/D4Q+gl5X7FwSudg5/dZWVs/G+B1F0Onw2W73tozp1ImFgf+IHDiC+b190Mc27WInulM5pr7xEycof/Nn/lVXoEw5n/w8dIsF7IUSbMmrUKObPn09+fj7p6ekA/Pzzz+Tm5jJhwoTj3DohxB9JoimRoZ2kzGCkmc1mevbsebybIU4CiqKQlRrTKqVUGirRk2DShqzXUKmcfh3jmlziJ/Awol/HODYfrKKkxklqjJFEs545P+/H6vSRFm+k1OIk0WzAoNVQUOmge7sYUmMN7C62YHW4sNgBFLyqyiGLkwNlNow6DS6vj04JJmJMeg5ZnOwutuBV/XXrA1V0jFrl8AMBNya9FqvLw4a8KlweH9padeub60gZ+hoF2sUag/0S7mfamg9q2ioJ4B8ljUaD2+1GVZtW60qIE4HX6w07SZwQIrJKVqz0Z783RFVRXS7UwzWfDUlJwQz7+IH9MYaZ6Ku5tCYTaaNGkjZqZIv3JYQQR+u9996juroai8UCwOrVq/F4PABMmDCB2NhYbr/9dr766iuuv/56Jk6ciMPh4K233qJ79+5SklAIIYQQx0RDJXrSjdUh6zVUKqdfx7hml/jZWlDNF1sKf38QMKDj4cz8An7ZV0a13b881azjzMwkTuuawOwfc0iM9gf3rW4voKIAHlXlYKUDo05Bq9Hg8KhUV9qpcXiwuXzodQqJ0QZcXh9Wp79WfmyUDq1GoczqQsWLSa9Bp1UwaLW4vD7s7vAld7QKxBi1mPRaHC4vVpcXH6DVKGgAZwPRfwV/8P6GszMa7ZfWfFDTVkkA/yjFxMRQXFxMSUkJKSkpx7s5QrRYWVkZLpeLuLi4490UIU56xcu+adJ6xrQ0+kx7mKhO6fKwWAhxUvrf//5Hfn5+8PWqVatYtWoVAJdeeimxsbF06NCB9957j6eeeornn38enU7H0KFDmTp1anCSWyGEEEKI1tRQiZ5duywh6zVUKqfM6m4wczxcyZ2wDwI2F/DQhdks2lRIicWFT1VxHw6Gx+RXkpUaQ5nNg9MTOsls7az3FLOBSpubvHIb0XotLq8/uO70qFTa3Bh0CtEGLe1jTcQYdZh0HqxOD26vF1QwaBU8PpVOiSb2l9nx+FS0msAR/GVZ9VoNHROi6ZUWy76SGgqqHFQ7POi0Cl6vSrgc/BiDlvN7t2fyiG50bxcr9791SAD/KCUkJGCz2SgrK6OiogJFUdBqtWi12iNvLAB/tjcgfdYMrdVnXq8Xl8tFbGysPJASohWoPh81e/ZSvnoN5WvWYjuQ16TtNFot0Z07tXLrhBDi+Pnuu++atF6PHj146623Wrk1QgghhBANa0rmd0OldlJiDGG3b6jkTlqcKeyDgLd+yOHHvaV4VRWjVsHtUym3uthXYmVviQWvz4fV6cagVbAfnj4tEMxX8E8S61X9JXBqXN6QULrHp6J6IDPFxEX90vhlXxklVn8GvQo4vV40Cug0CjUOL9EGLQ6PD4/Hh1ajoOLP2o826jAbdeRX2rG5fdicXjw+FZ+qog0Tl9drFR4Z3Yurz+wqgfsGSAD/KGk0Gjp16oTVaqW6uppDhw4BEB8ff4QtRUBNTQ0gfdYcrdVnBoOBuLg4UlJS5I+lEBHic7mo3LyF8jVrKV+zDndFRfN2oCjoE+TvoxBCCCGEEEKcKBoqtdNQSZiGSu5MOKtrnQcBdvIr7Ww+WInjcOkah8dfHscLFFQ5WL6rBNfhiWhdHg8aBXx1kt0PWVzBoH3dPHiDDlJjjNw5vBsDOsXzw+5SiirtIRn8qgoJUQaSYox0TzWzMa+K/Eo7XhXMRi2J0Qa6JEVx/dmZVNjcvPnDPhRFJT5KR43Di1dV0WlAoyioQJRey/CeKWSmxpBTav1D1LM/GhLAbyGz2YzZbKaqqgqAjIyM49ugE8jOnTsB6bPmkD4Tom1zV1dTse5XytesoWLDJnwOR8j7xtQUks4YDBoNhYu+aHxnqkrqcJkkTQghhBBCCCFOFA2V2mkoKN1QyR2TXhvyIMDl8VFlcwEqGn7PqleDx4X2cSasTv9cQgatQpXdTbXDg0ZRcHq8uL2+4CS19doNeLwQH61nYOcEMlPMZLWLYXNBFRrUQIEcUEFFJb/Cjs/no2OCiU6JJoqqHagqpMYauPSUdIb2TGVtbgVajUKMSY/Xp5Jk1lPt8NA1ycT1f8rE4fFRVOXgt0MWnv/mt+DDjksHdpQgfh0SwBdCCCFawF5YiH3lKlzbd7Bm/wHwhV4RmbtlkXTGYJLOGIw5MwNFUfA6HJT9/AuusnJ/CkNdioIhOYnUoUOO0VkIIYQQQgghhIiE5kyy2lDJndRYI2dkJgUfBPzwWwm/HbKQbDZSbnVhO5yFrwA6DZh0GsptLpKiDXh9Khf0bo9BpyFKr8Xm8jB/Qz4+n8quYn9lB0+t1Pxghr0Cp3VJDD5wGDMwje92FmN3efB51WA2f0mNC4NOQ3pCNDVOD1UOD3EmA06PF4dbZV+JlX0lNSSb9aTGGrG5vFgcbqxOD0adhkEZyQzKTOJguY1FmwvweiEjJZriaieLNhXQPz2erNSYiP5MTnQSwBdCCPGH5nU4KFmxkpLlK3FXVaGPjyd1+FBShw1FazLVW1/1+aj5bQ9lh+vZ2/MOhryv6HTE9+tL0plnkDR4EMbU+vNKaE0m+k5/jG2PTcdVWuZPl1DV4FdDchJ9pz8W9vhCCCGEEOLktnTpUt5++2127dqFwWAgLS2N0aNHM3HiRL788kvmzp3LvHnzGtz+/fff55133qGkpIR27drx1FNPcdpppx3DM2i7mtO3EyZMYPTo0YwfP77efkpKSnjiiSfYunUrJSUlLFmyhG7dugXfv/nmm1m/fn3wtdvtxmAw8Ouvv7b+SYoTSmMld2o/CLC7PHy45gBVdjdarQKH69ubdP5JZa0uH/tKrORgxWzQ8d3OYnwqaDUK3dvFYjZoqLC6Meo02N3ekDYo+EvadEqI4vqzM4LZ70N7pDJmYEc++/UgDo83uK4K+Lw+quxuVOBAuY3OidFEG3TsLakhp8zK2txyrh7chUsGdGDx5kIOVTuwGHToNAq7ii3cO3cjVpeXEosDk16Lx+cjLd6IxeGhtMbVpIcffyQSwBdCCPGHZTuYXy+Ibi8opHr7DvLmfULf6Y8R3Skdr9NJ1eYtlK9eS/nadbgrK0P2o5hM6Htlk3HB+SSedgo6c/j6hrVFd0rntFdeomTlD/6HB5VV6BMOPzwYOkSC90IIIYQQbYynogLH5s14a2rQxsRgGjAAXWJiRI/xzjvv8NprrzFt2jSGDx9ObGwse/fu5cMPPyQvL++I28+fP58PP/yQl19+mZ49e1JUVIRGo4loGyPN5SqnunoTHm8NOm0McXEDMRiSIn6clvZtbRqNhiFDhnDnnXdyxRVX1Hv/zTffDHl97733Ym7CPYL442mo5A7AvpKa4LJzuyczun8HFm0qoNrhQav4J39V8de5N+gUtIDbp1Jld5Nk1mPQafmtyMK2gioMWg01Ti8erw9UiNJrUPBPaKvXaugQH8Vd53WjW63Md41Gwz/G9MGnqsxbm4fZoEWn1VDlcOPyqOwsrsbrA5fHh8vjpdLuQqsooEC13cOizQU8fFEvBnRKYPPBKuatzUNFJcakY3dxDR6PD6/qn4S3yubiQLmOLknRJJv1x+eH0YZJAF8IIcQfktfh8Afvy8r9CwKlbA5/dZWVs/mhvxHXK5uqLVvxOZ0h2xvbpQZL4xTqtChaLam9ejWrDVqTibRRI0kbNbLF5yOEEEIIIVqH6vVStXAhlu++w3OoBNXjQdHp0LVLJXbECOIuvhhFq23xcSwWCy+++CIzZsxg9OjRweXdunVj2rRpAGzdurXB7X0+Hy+99BIzZswgOzsbgA4dOrS4Xa1FVb0UFS+itOQbnK4SVJ8bRaPHaEglJfUC0tqPQVFa3q/Q8r6tKzk5mWuvvbZJ61ZWVvLtt98ye/bs5jVanLRUVSWn1BoSsK9dckdVVRZuKmDRpgIsDk8wK/+xS3rTKSGK99ccQK+Bcpu/LI2Kv/59t9QYquxudhVZ0Os0FFbZUVUVp8eHxelFVUGr8Qf+28UauX1YFia9DkUhWLZGUZR67bugdzu+2lqEy+PDrNOg8HvNfLNBiwIUVjvQaTXoNApGnYYOCSYsDg9lVjdnZCZRWuPCq6p0TIii2u7G4/Xh8PhQVRVV9U/E6/U1UKBfSABfCCHEH1PJipX+zPuGqCremhoq1v0+9NXcrRvJZw4m6czBRHftGhxaWHR4gmkhhBBCCHHysX71FbbFX4Cqou/cGY3RiM/pxFNUROX8z0BRiB8zpsXH2bBhA06nk5Ejjy65o7i4mMLCQvbu3cu0adNQVZULL7yQ+++/H4PB0OL2RVpR8SIKCz9BVVVMps5otUa8XidOZyGFhZ+goJCWNjYix2pp37bE4sWLSU9PlzJGAmg4OB+YuFVVVVbuLmHOz/vx+FQyU6Ipqvq9NvwFfdrz/a5DbMyrxOXxoeLPQSuudtC9nRmPT8Wo11Blc1Nl9+Bwe0ImrtUoCqrqD/5HGXRcdmqnI7bv4v5pXNQvjcWbCym3udFpFMxmHX06xBFn0nPI4vBn1HtVFKBDfBQ1h7dNifH/7ald618BnG4fPlVFqwCKglaBHu1iMeg0lFnddEPU1rbHUQkhhBCtpGT5Sn/ZnCPQms1k3X4Lg976D6c8N5POV12BOeP3uoBCCCGEEOLk5a2owLZihX+eoq5d0RiNAGiMRgxdu4KqYvn2WzwVFS0+VkVFBYmJiej1v5ePuPPOOxk0aBADBw7k448/bnT7wsJCAFasWMFnn33GRx99xJo1a/jPf/7T4rZFmstVTmnJN6iqSnR0Blqtv1+1WiPR0RmoqkpJyde43S3vV2h537bEp59+yrhx41pt/+LEklNqZdGmAqxOLx0TorA6vSzaVEBOqTUYPH/pu9/YVWyhqMpOcbUzpDZ8RnI0Wq0Gh9uHTyWYVe/2quSU2kiJMTC6fwdiDDocbi8+FTS1bl01Coe382e+7yupYU1OOftKaoKZ93Xbt3hzIZ0To8hIMpMaa6RLopkOcSa8PhWjXotWUchMiebsbklkJJnRKBBTq5Y//F7r32zUUml3oddpMBu0oChoFDDotLi8PuKi9MGgv/idZOALIYT4w/E6ndgLi34vm9MIQ0ICHS668Bi0SgghhBBCtDXOrdvwlpRi7No17Pu6tDTcB/NwbN5MzLBhLTpWYmIiFRUVuN3uYKD51VdfBfwTqno8HrSNlOqJiooC/BOoJiQkAHDDDTcwe/ZsJk+e3KK2RVp19SacrhJMps5h3zcaO+Bw5FFVtZGUlPNafLyW9u3R2rlzJ7t27eKNN96I+L7Fiam0xoXF4aFjQhQmvZa0eBMFlXZKa1yoqsrcNQeosvknm7W5vOwrqcHm8pISYyAlxkBumY0KixON4s9HUxQFj1fFpFe4qF8afzk1HVVV+dyko6Dagdvro8bhwXf43tfjVdEoCh3iTZRYHMz4YjslNS70WoUL+6bRr2MchyxO4qP0uDw+2scZ2VdqZdn2Q5gMWk5LTaSw0k6N04OCQn6FDZvLP8Ftpc2NyaBhcEYSY0/pGCzJE9CvYxyqCoeqHXy/6xA2pwenx0dBlQONohAfpQ8J+ovfSQBfCCHEH4KqqlRv386h75ZT9uPPeO32I2+kKOgT4lu/cUIIIYQQok3yWa2oHk8w874ujdGI6vHgralp8bFOPfVUDAYD33zzDRdddFGzt8/IyGiTpXLC8XhrUH3uYOZ9XVqtEVV14/G2vF+h5X17tD755BOGDBlCu3btjtkxRdtSt558slkfLCWTFm+iqMpBrElHslnPgk2F7CiyoD2cJa8oClanF60GzsxMpsTipLDKgUarEGPUUePy4vWqBNLS3F6Vzzfmsy63ghqnB6/PR6xRR7tYI/vLbbi9Pow6LekJJi4/rRO/7Csjr8KBxeHB5vKQW7qXU7okUlBpJ7fUSrRBR6xJR6xJi9vro3NSNCa9lg4JUeRX2LhysP8BXGBy2rT4KIqqHGwvrOayU9ODwfu6ZXlijFp6tI+loNKOxeEhyWxkUGYSYwd2qBf0F35tNoC/fft2Zs2axa+//orD4SA9PZ2//OUv3HLLLcF1fv31V5555hm2bduG2Wzmz3/+Mw8++KDM7C2EECLIUVTEoe9XcOj75TiLDzVvY1UldfjQ1mmYEEIIIYRo8zRmM4pOh8/pDBvE9zmdKDod2piYFh8rNjaWu+++m8cffxyfz8ewYcMwm83s37+fkpKSI24fFRXFJZdcwltvvUW/fv1wuVy8++67jBgxosVtizSdNgZFo8frdYYN4nu9ThRFj07b8n6FlvdtOE6nM/i92+3G6XRiMBiCwUeXy8WiRYv45z//GZFzECeesPXuB3TkkgEdWLy5kIJKe7AGPsC6nPLDE8QqaBQVr0+lS5KJwV2T+GVfKd/sKEYD2F1ejHoNNpcHH2DQKJgNWj5ae4D/z96fx8lZl/n+/+teau1aeqtek5DORiAkgRAQAiQom4JBB52jHpHxoMef43HmjKOOM1/xgcx49CyO53s848z8HBWUcUEdHQ2KoCwJi7KGEJJ09rX3qq59u7fP94/qLtJJJ6SzdpLr6YNHp6vu+65P3Wk73dd93e/LU2DoGnMTDTSF/WTKNo1hH5fNbGReW5RlsxpZMiNOsmDxq9cHyY9158dDPkaLFi/tGaUx5MfUXUqWg+N53LBwBjtGChMuOsRCvvpxxofTHnpHwfhQ3kNjeQazFfrSJW6+uIOK4zG7Jcx181vRdUl6P5JpWcB/5pln+PjHP87FF1/Mn/7pnxIOh9m/fz+Dg4P1bbZs2cKHP/xh5syZw+c+9zmGhoa4//772bNnD/fff/8ZXL0QQogzzSmVSD37HMNPPEVu85YJz4VmzKDtbdfTfPVb2PSFL2KlRieP0tE0/C3NJFZed5pWLYQQQgghppvAJYswEq04g4O1zPtDOIODmIkEwSVLTsrr3X333XR0dPC9732Pz3/+8wQCATo6OrjjjjtYvXo1jz322ITtP/rRj7J8+XI+/vGPA/D5z3+eL37xi6xatYpwOMw73/nOCY2Q00UstpSAP0G1OkA4PPuw56vVAQL+BPH4pSftNad6bg/W39/Pbbfdxq9+9SuampoAWHLQ3/m73lUbtvv4448zY0ZtKOiTTz6Jpmm89a0nHgEkzk6TFa7XvNbP37xjIUtmNNa78ntaG3hxTxpXKeYmIgxky1RtD12HZRc0s2OkQMny6IwH2dSfZShXxfVqGfhhv8HMphDpkkXJ9jANDUPXGMhWuKgjxnChynuWzeC6+a30tDbULzBpWgGfoVGyHOIhH1XHI2DqVB2PWc1h4mEfubJNtmxz/YUJLuqKsWZD/4SLDuNRN5PdUXBwjv3hsUEBNh7I8uOX92PqOtGgSaZs1wf5isNNuwJ+oVDgc5/7HNdffz1f//rXj3j15Wtf+xrRaJQHH3yQaDQKwIwZM7jnnntYu3Ytq04we04IIcTZRbkumdc2MvzEU4z+4Xk8y6o/Z0YjtF53LW1veyuReXPrPxQsuu9eNt17H1YyVQsQVKr+0d/SzKL77sUIBs/UWxJCCCGEEGeY0dREeNUqSg//CmvvXsyODvRAAK9axRkcBE0jesMNmGNF3ZPh1ltv5dZbb530uTvuuGPCQNRvfetbE56PRCJ89atfPWlrOVX8/mZaEzcyMPBTSqU9BAKdGEYA161SrQ6gaRqJxE34fCfvvMLUzu2DDz5Y/3NXVxfr168HoDwWxbl169ajvtYtt9zCLbfccqJLFmexI+Xdp4o2V/Y01zvUAVojfqJBk2LV4eKuGP2ZCvFgrXN+w4G9xEM+0iWbfMVB06AnEWFvqoiuaTQETfqzFRp8Bpqu4XmKquMxkK3Q2RjkuvmtzElMvJulp7WBty/qYG9qF9myTdhvEA360C2HfNWhNRrAdhWJaIC2WJC3zGlhcXet476loTZH4sU9aVoafKxe0sWa1yYv7h/83saL/LuTJTJlm0jAx6zmsQsbG/pZ3B0/bJ2iZtoV8NesWUMymeRTn/oUuq5TLBYJhUITCvmFQoHnnnuOO++8s168h9oVzy9/+cs88sgjUsAXQojzRGn/AYafeJKRtetq3fRjNMOg6fJltL3tepqWX44+NqzqYOEZ3Sz7xtcZWfc0I0+tw85k8TXGSVy/ksTK66R4L4QQQgghaHj72/EHAuQffxz7wH6U46CZJmYiQfSGG4gdoSAsjq6jfTUaGiMjv6VS2Y9SNprmI+BPkEjcRHv7O8/0EoU4IYcWrifrTh/X09rA6qVdrNnQT67s0BkPctviDrYOFtibKuK4Cr+hU3FcYiEfs1vChHwGO0YKZEo2flOnMeQnHjbZOVJEKYiFDi+mj9M0jY9c2wNoPLppENv1aI346W4K058pH1aM1zSNOYkIs1s8vv3Mbn6zabBW4I/4Wb20i795x0JSRbt+R8HBnfQHv7f+TBlTrw2snd0aPmLsjpho2hXwf//73xOJRBgaGuITn/gEe/bsqee4ff7znycUCrF161Ycx+GSSy6ZsK/f7+eiiy5i8+bNJ2UtnufR29t7TNuOX4E91u2FnLPjIeds6uScTd3ZcM68Yglrw2tUXn4F90DfhOeMrk4Cly8jcOkStEiEEWBk586jH3DWTHx3fZDxEn8GyOzZc8zrORvO2XQj52zq5Jwdn7PlvHmeJ7mfQggxTWmGQXz1ahquvZbKa6/hFgoYkQjBJUtOauf9+UbTDDo63kVz83Xkchtw3AKmESEev/Skd94LMRWHDp49tCB9rA4tXE/WnT5O0zRuX9o1ocv9id5hfvrKASynFpfjuLW8ekPTyJUdHNfjoo4o/2H5TJIFi+d3p8hXHC7qiB3TUFhd1/nodT3ccFFb/b3ObgmzJ1Wa9L0rpfj2M3v4/6/bheV4hP0mZctlzYZ+lsxo5Mqe5klf59D3VrYcvvf7PQzlqnTEtaNe2BA1066Av2fPHlzX5ROf+ATvfe97+fSnP83LL7/Md7/7XUZHR/nHf/zH+oCRROLwyzKJRIJdu3ad7mULIYQ4AcqyqK5/leorr+IVi+gNDQSWXUrgskvR/LV/xJXrYm/dRvXl9VhbesF16/trkQiByy4lcPllmJ0dZ+ptCCGEEEKIc5jZ1ERE7vY/6fz+ZlpbJSdeTA+TDp5d2nVc+eyHFq7f7GLAeJf7nATsGinw6KYhLMejNRKgZLkopfAUFC2HVw9kCJg6ty7u5F2X1tZ2cCH+WC86HPya4w79fNzuZJFHNw1iOV49Nz9fcRgpWG/aPX/w6yilyJTtY7qwIWqmXQG/VCpRLpd5//vfzz333APAzTffDMADDzxAb28vlUoFqHXcHyoQCEyYBH4idF1n4cKFx7TteFfXsW4v5JwdDzlnUyfnbOpO9zkrHeg7LIfeS6Zw9uzFXvsMPR+7m9zrm0muexo7m6vvp/l8NF95RS0i57JL0QzjtKx3MvJ1NnVyzqZOztnxOVvO23iurhBCCCHE2exkda+fKZMOnj2BfPbJCuTjjnaukgUL2/UI+w2qTu3jaMnC0KArHiYRC5AvO/SlS+xJlcZeY/LXOVkOXVPA1MmWbXxGcErd81O9sCGmYQE/OJY3/M53Tsw6W716NQ888AAvv/wyLS0tAFgHDSgcV61WCQQCp36hQgghTphbqdSK9+PZ9UpN+GilUmz9yv+asE/0wgtpe9v1tF67AjMiA26EEEIIIYQQYjo4md3rZ8qRBs+e7Hz2NztXrRE/iWit8z5fscmWbUxdJxY0WdgZJeQ3qUTc05odP9ma/KbO2xd1TLl7/mgXNsThpl0Bv62tje3bt9eL9ONaW1sByOVy9Q6q8Sidg42MjNDW1nbqFyqEEOKEjaxdV+u8fxNGJELnO26h7a3XE+ruOvULE0IIIYQQQggxJSe7e/1MmMrg2RPxxrlyiIVM+jMVHnphP5d0xZjbFp2Qnz+Sr+IzdJbPbmLbYO6MZcdPtqZbFnXwkWtnnzUXaM5W066Av2jRIp599lmGhoaYM2dO/fHBwUEAmpubWbBgAaZp8vrrr7N69er6NpZlsWXLlnrkjhBCiOlt5Kl19dicI9I0GmbN5II7/+PpW5gQQgghhBBCiCk5Xd3rp9JUBs+eiPFz5XqKzf05qrZHX6bML17t51M3LZg0ZmZ2S5g1rw0cdW2nMsJIom/OnGlXwH/HO97BN7/5TX76059y9dVX1x//8Y9/jK7rXH311USjUa6++moefvhh/uzP/ozIWITCL37xC0qlEm9/+9vP1PKFEEIcA6dYZGTdM+S37zh68R5AqQnZ90IIIYQQQgghpp/T1b1+Kp2uInVrxI+haWwbyWNoGmigKXhxzyi7k0XmJCKTxswcbW2nI8JIom/OjGlXwL/44ot5z3vew7/927/hOA5vectbePnll3n44Yf50Ic+xKxZswD41Kc+xfvf/37uvPNO3ve+9zE0NMR3vvMdrrrqKq6//voz+yaEEEIcRnkeuU2bGfrd46Se+wPeJHNMJqVp+Brjp3ZxQgghhBBCCCFOyOnqXj/VTkeRuqe1geU9zWwezIEGAVOnMx7C9dRR71g42trOhQgjMblpV8AHuO++++jq6uJnP/sZjz/+OB0dHXz605/mox/9aH2bRYsWcf/99/P3f//3fOUrXyEcDnPHHXfwmc98Rm7dEEKIaaSaSjH8+JMMP/4ElcGh+uOaaRKeNYvirl1HP4BSJK5feYpXKYQQQgghhBDiRJwNEStHi5iZSvzM+LavD5VpDBpcqNSU3qemabxraScv7k6RKzt0NgYpVBwiJ3DHwrkQYSQmNy0L+D6fj09+8pN88pOfPOp2y5cv54c//OFpWpUQQohj5dk2oy++xPDvHie9fgN4Xv258AWzaL/xBhLXr0T3+3nlv/w5Vmp08igdTcPf0kxi5XWncfVCCCGEEEIcrlywGNqdw664+IIG7T0xQqcgGuTRRx/l/vvvZ+vWrfj9fjo6Orj11lu56667eOSRR/jRj37Ej3/8YwA+9KEPceutt/KBD3zgsOM89dRTfPOb32Tbtm34fD6uvvpq/p//5/+htbX1pK9ZiHHTOWLlaBEzwDHHzxx8nKHRHA1+nWKgf8pRNXMSEd5/5azDXvNodywc7SLDuRBhJCY3LQv4Qgghzk6lffsY+u3jDD+1Dif3Rm69EQ7Tet21tN90A5F5cyf8ULPovnvZdO99WMnUGwNtxz76W5pZdN+9GMHgmXg7QgghhBBC4HmKrc8PsnvDCKWshed66IZOOO6nZ2mC+Ve0o+snp8P4gQce4J/+6Z+45557uP7664lGo+zcuZMf/vCH7N+/f0rHyufzfOxjH+PKK69EKcW9997LX//1X/Otb33rpKxViLPN0SJmgGOOnzn4OIkGk2TJPa6omqnesfBmGffnSoSROJwU8IUQQpwQp1Qi+fQzDP3uCQrbtk94LnbJItpvfBstK67GCAQm3T88o5tl3/g6I+ueZuSpddiZLL7GOInrV5JYeZ0U74UQQgghxBm165Uku15KoVBEE0FMn4FjuxTTVXqfGwDgwrd0nPDr5PN5/s//+T/8t//237j11lvrj8+dO5d77rkHgNdff/2Yj7d69eoJn9911138yZ/8yQmvU4iz1dEiZoBjjp85+DiVok1ruLbv8UTVTOWOhTfLuD8bIozE8ZECvhBCiClTSpHbvJnh3z1B8tnf41Wr9ef8zc20ve162m58G6HOzmM6nhEM0nHzTXTcfNOpWrIQQgghhBBTVinY7Hs9jUIRbwvXHzd9BvG2MJnhErs3jHDBohaCEd8Jvdb69eupVqvcdNOp+Zn4hRdeYMGCBafk2EKcaUopdo0U2NiXBTQWd8fqRe1xbxYxc6zxMwcfJ4RHsuTS1nTqo2qOJeN+OkcYieMnBXwhhBAAuJUKI2vXkf31b/CKRTYmErUu+FUr613w1dQoI08+xdDjT1DpH6jvqxkGzVcup+3GG2i67FI0wzhTb0MIIYQQ4qyilCI90E8pmyYcb6Kpc2oZyuLUGtlXoJSzaGwPT/p8pClAPllhcHeW2YtPLFs+nU7T1NSEz/fGhYBPfOITvPDCC9i2zT333INxnD9nv/baa/zTP/0T3/zmN09ojUJMR0opfvlqP//y9C4OpMt4StES8fOBK2bytoVtjJYcWiN+ZreEjxoxc6zxMwdH1QyNOjT49dMSVSMZ9+cvKeALIYSgdKDvsBz6XDJFbvMW9j/0U7rf824y618l/fL6CQNpQzNn0H7TDSRWrcLfGD+D70AIIYQQ4uyjlKL3uXX0PrsWq1zCHwqz8JpVLFyx8rQX8eVCwuTsiotyFaZv8sK56TPwHIVdcU/4tZqamkin09i2XS/i/+M//iNQG1brOM5xFfB7e3v5+Mc/zpe+9CUuv/zyE16nENPN7mSRh17cz4FMGcfzqDoe+0fL/J/f7eAnLx+gKewnFvKxemkXq5d0HjFi5ljjZw6Oqnll83YagwY3THGA7fEYv3Dwy1f72DlSwGdovK0nweyWyS8winOHFPCFEOI851YqteJ9arT2gFITPlqpFLu/+e369kYoROt119B+4w1EFsyXX+yEEEIIIabg4EK5XbXofXYtdqVCrCVBfjRF77Nrae+ZR3NX92ld03S5kDDd+IIGmqHh2O6kRXzHdtFNDV/wxO9Aveyyy/D7/fzud7/jHe94xwkfD2Dr1q185CMf4a//+q9P2jGFmG6SBYtM2QbA9UDXwAPKjstAtsoFLQ0UqxMHzU4WMTOV+Jnxba32UP3zU03TNFYv6WQ4V+XRTYPYrsfzu0dpiwXrg2zFuUkK+EIIcZ4bWbuu1nn/JoKdHcz8D++tDaSVwbJCCCGEEHXH2r1+aKHcdVyqxQLtc+Zi+gNEm1vIJUcY3Ln9iMc6FZ3y6YH+aXEhYTpKzIoQjvkppqsTMvDHFdJVwjE/HT0nfjdqNBrlz//8z/nbv/1bPM9j1apVNDQ0sHfvXkZGRqZ8vO3bt3P33Xfzl3/5l9x+++0nvD4hpqvWiJ/GkI99o0Vs18XQNFC1Qr5paCg46lDas8nuZJEneocoWy6djUEKFWfChQlxbpICvhBCnOdGnlpXj805Ik0bG0771tO3MCGEEEKIs8BUutcPLZSPDvRTKeRJDwzQ3NlFbjSJVSmz8clHQanDjnWqOuVL2TRWuUSsJfHGhYTUCKVs+rwv4AcjPmZd0sSul1JkhktEmgKYPgPHdimkq+ho9CxNnPAA23F33303HR0dfO973+Pzn/88gUCAjo4O7rjjDlavXs1jjz12xH37+/u57bbb+NWvfkVXVxff+c53SKVSfOlLX+JLX/pSfbv169eflLUKMV30tDbwvitmMlKosjtZxFUQ8uk4Xu13XA3Oibx4pRS/2DDAlsE8pq6RKVt0xkPkyvZZf2FCHJ0U8IUQ4jzmWRblvv6jF+8BlMLOZE/PooQQQgghziJH615v6uya0C1fzEwslDd1dGKVi+i6Ti41gqbpQK1IEwg3kE+OsPHxR2mfPZemrm72bFjPq795GM/zCMcbyafeeL65e8Zxv4dwvAl/KEx+NEW0uYX8aAp/KEw43nSyTtNZbc6yVvx+P7s3jJBPVvAchW5qhGN+epYmmH9F+0l9vVtvvZVbb7110ufuuOMO7rjjjvrnDz74YP3PXV1dE4rzX/nKV/jKV75yUtcmxHSkaRqrl3YSD5v84Pn97E4WCJg6tdI95Mp2PQP/VA+aPZV2J4u8tHu09q4UVB2PnSMFFnZEz+oLE+LNSQFfCCHOQ26lwuCjj9H3819gZ4+hMK9p+GRIrRBCCCHEYY7UvV7MjDK0e8eEbvkZFy+eUCgvpEeJt3dy2S2r8QX85JMjbPjdb1Cex8ieXbiWRT45wuZnnqKlewbrH/0VqQN7ARjt24+u6+STI2x5di0r/vg/HncXflNnFwuvWUXvs2vJpUbqnf1NnV3HfIxzeQiurmtc+JYOZi1qZmh3Drvi4gsadPTET1rnvRBi6pRS7E4WGclXee1Alud3p8hXHBKRIMt7mrl9SQeappEq2kcdSnu2SBYsXKWYm4gwkC1TtT0UcMXs5rP6woR4c1LAF0KI84hTKjH469/Q94s1OLlc7cE3i88BUIrE9StP/QKFEEIIIc4yR+pedyz7sM78/ZteY9aiJezfvJFschhN12nvmUc80UZTVzfp/j5c5+Facd4w0A0D0Njz2iv09W7CqpTxXBenWgVAMwxMn48Dva+THug/7rgbTdNYuGIl7T3zagX4WCMK6OvddEzF+PNlCG4o4mf24tYzvQwhBLXvO7/c0M+aDf0M56v0Z8o0hf1c0h1jMFtlc3+Wd1/axZxEhLlnerEnSWvETzRoUqw6XNwVoz9TIR708a5Lz50LpmJyUsAXQojzgJ3PM/Dwr+lf8yvcYhGo/cKXuH4Vne+8lS3/7StYqdHJC/mahr+lmcTK607zqoUQQgghpr8jda+bfv+knfntc+bRc9kV9D7zJHtee5WdL/2Bvt5NLLr+Rkb27SE7NIBVLoGuEwxHaO7uplouUcqkcSwL17Lqr60BumFilysnnFevaRrNXd00dXZNuRgvQ3CFEKfbrpECD72wn2zFJuTTsRyPfMXGdtU5M7D2UD2tDaxe2sWaDf3kyg6d8SCrl3bJ8NrzgBTwhRDiHGZlsvT/4pcM/Po3eJUKAJpp0n7j2+i+448ItrcBsOi+e9l0731YydQbHfljH/0tzSy6716MYPBMvhUhhBBCiGlJ0zQuvPo6gg1RMoN9NHZ0c8GSS8kMDkzamd/Q2AxKsWv9S+RGhuv598MPfBOrUkZ5Xu24ChQKx3YAjWqxiOc4HNxu4QuGUZ6DYZonLa/+eIrxMgRXCHEqjEfkJAvWhAgcpRS/eLWfzYM5TE1D12vfi0uWS65cK+Kf7QNrJ6NpGrcv7WJxd/ywcyLObVLAF0KIc1A1laLv579k6NHH8Ma6tHS/n/Zbbqb7j24n0NIyYfvwjG6WfePrjKx7mr2//g1eoUCkrY3E9StJrLxOivdCCCGEEEeglGLr75+e0LFeKea58Orrjpgrv+WZtbXivWHgD4UoZrPY5VLtgGOFGKU8rHKJaqmIBniug6c8NE1H4aFpGq5t4Q+FmP+WFVPKqz+aYynGH5p3H441TvshuKZpUiqVqFQqBOVnWzFNuK6LbdvyNTmJgyNy8hWHaNDkLT0tLJkRp2K7vLgnhUbtQqdlKyqOS8A0yJRt2qKBs35g7ZFomsacROScurNAvDkp4AshxDmkMjxM38/+naHfPo5yHAD0YJDOW99O17tW429sPOK+RjBIx803kZk1E4CFCxeejiULIYQQQpzVjtaxfnCufCjWiEYtV76YTsFYL71VLuOM3SkJTLgTUtd0fIEAps+PbVWxyqWxznzQdI14WwcXXfdWlt36rhPqwDy4IG9XLXzB0BGL8ZPl3V+4YiULV6yk97l1xz0E91RramqiVCqxe/duAoEAuq4f036u6wJgGMapXJ44i5zMrwnbtnEch3g8fsLHOtfsThZZs6GfYtWlqzHI6305Xt2foasxhN/QGS1WmdMaZleyRMl2cTxFIurj+gUJ3jWWfS+d6eJcIQV8IYQ4B5T7+znw058z8tRa1PgPlA1hut55G53vvA1fLHqGVyiEEEIIcW4qZkYpZtIEGyK4jkOkqZn8aLLesT5ZrjxoY536RRyrevhBx+YSmYEAKEVTZye+YIBU3wGsYhFfKETrrNkse8e7mHPZ5cdcjJ7MZAX5eKKd7MjQpMX4yS5YbH1uHSs/eDftc+bXu/LfbPDt6dbQ0MCcOXNIJpNYloU3FlX0ZgqFAoAUWEXdyfyaCAaDxONxYrHYCR/rXJMsWOQrDl2NIWy3lm9vOR7xkI98xSFXcfDrOoauYRo6saBBa4OfzQM53n1Z97T6/iPEiZICvhBCnMVK+/ax/yc/I/nMszD2S4gZjdL1rtV03vp2zIZz75ZBIYQQQojpQinF0K4d5JMjZAb68QWD+MNh4m0dE+JjDi1650aTBBoimH4/ueQIZiiMY1sTO/HHcp5d1yGfShFpbiG1bx+uY+PkLPo2b2S0bx+LVt3EouveSlPX4QWrQ6NuJiuqT1aQzyWHueyW1fgC/sP2O1LETjmXYcZFl9DU2UV6oJ++3k3TrpBvmiYdHR1T2qe3txeA2bNnn4IVibORfE2cHq0RP9GgyWC2gs+o5duH/SaxoI/WiJ9CxcbToOp4xIImcxIR2mMB+jOVc254rRBSwBdCiLNQYdcuDvz430j9/g/1x3yNjXT/0bvouOUmjFDoDK5OCCGEEOL8kB7oZ//mjQSjUaqlEnaljOe6XPLWmyfExxxa9I41t5LzFHOuvZ7tL/weu1KhkBnFqVbr3fcohWvbuFULhSK5bw+VYgGlFJpuoDyX4ugor/zq3xnYtoXFN9zCwhUr68XyyTrrF16zasI2k61tvCDvC/iZcdElh73ncLzpiHn3x/qaQgjxZnpaG1i9tIs1G/oZyVfxmzrRoInP0BjMVpnd2sBNF7Xzk5cP4HiK9liAwWz1nBxeK4QU8IUQYhpxKxVG1q5j5Kl12Nksvni8Nkh21UqMYJD81m3s/8lPSb/4cn0ff0sLM97zbtpuvAEjEDiDqxdCCCGEOL+MF7/be+biOi7VYoFqsUjHnPkTCtaTFr3DYeYuu5JIUzMvrfk5dqn0RvF+jOc6lPM55l99HfnhQdIDfWgYaBp4Y9s6tk12eLCWuz97Lmgaxcwo6YEBNj31WzzPo6mzk8LoaD2bf3wY7aFrizQ1kx4cQNN17KpVu1hwSOG9qbPriMN5jzYP4ODXFEKIN6NpGrcv7WJxd5yRfJXXDmT4w64UA9kK0aDJ6qVdrF7SSdBvsGZDP/2ZNx4fH16rlGJ3skiyYNEa8dPT2iAXE8VZSQr4QggxTZQO9LHp3vuwkqn64LJy/wC5zVvY+/0fEuzooLB1W337YEc73e+5g7a3rkL3+c7gyoUQQgghzi/j0TS5ZBI0jXwqRayllbLrEm5sJBxvZLS/rx5d09jRycIVK9n4xGOM7NtDMBJl4YqVNHZ2Mbh7B57n4Tr24a/jedhWlZ0vP49hGCjPQ7kuE8v8CseyKGXSbHl2LUO7d5AdGqCYyeDaNoFIBF8wQKS5mXzqjWz+ceMF+S3PPMXQ7h1UCgWCkSivPvYwlUKOtp55lHOZCXE4Bw/nPfjxI3XzH/qaQghxLDRNY04iwpxEhCt7mrnhovbDivHjRf5DH1dK8csN/azZ0E++4tSL+7cvnT6xXkIcKyngCyHENOBWKrXifWq09sBBt04DONkchWwOgFB3FzP++D0kVl6HZhhnYrlCCCGEEOetCTExpRJWpQxANjlMINzAhStWMrx7B73PrcMql/AFQ8y8eDGVUhGrWkEpRe1/MNp/gPWPrKGQTh3tBfEcm46euZSyGcq57GHPW2PRPQd6X8epWljl2udKeVjFIsm9eyjn8sQSiQnZ/EC9IB9siPKHf/sh/lADTZ2d5EdTvPTwz/GHw6AU/lCYC1espKNnHqWxgn73wkVvfqdBKEw4NvGCxnTKxRdCnB3eKOYf2+O7k0XWbOinWHXpagwxmK2wZkM/i7vjzElETt/Cj+Bk3h0gdxqc+6SAL4QQ08DI2nW1zvs30X7zjcz9+MekcC+EEEIIcYZMiIlprQ2k1dBY/NabaJ+7AJRi7fe/g12pEG1uZWjPTga29eI6Dpqm0djRifIUvc+uZdNTv2N49w4815v8xTQNFDTEm/AHQ7TOmk1f7yZAq3Xjey4Arm1j+gO4jkMgHCaf9AhGIpRzOVzHwbEtPM9jxkWLaOzonORlNHwBP7pp0NjSgekP4A+FSe7dQ6y1jdaZs8ilkrz88M8JhBtQyps0337SeJ0VKxncvYOtYxc0JBdfCHE6JAsW+YpDV2OIoM+gIx6kP1OeFgNuT+bdAXKnwflBP9MLEEIIASNPrav9gnY0mka5r1+K90IIIYQQZ9B4TEy0uaU+kFYpj2hrguaubkq5TP15z3WxSiXsagXHsnCsKqN9+7ErZbJDQwxs70V5Co7wY6CmafhCQTzPw65WKOdymP4AwUhkwj6arpPq20+1WKBSLKLpOpViAc9z0U2DYEOEaEuC7MgQmcGBSV8rHGtE03RG9u+lkE2TT44AEG1pxfQHCITC5EaGqRQLxFoS2JUKvc+uJT3QP2G9C1esZOUH72bJ227hwqtXEmiITsjFn2w/IYQ42VojfqJBk8FshYrtMjiWnT8dBtweendAseqyZkM/u5PFM3osMX1JAV8IIaYBK50+bGjZYZTCzmSPvo0QQgghhDilDo6JcazqGzExY9E0Bz9fKRaolkooT6HpGpqu47kumcF+yvksdrVay7M/ws+Bmm7QMXcBoViMod07KGXT+AIBXNtCQwNNw/QHCMXiKOXhuS5mwI8/FELXDXS9VrxvnTWbxKwLsCtlStn0Ya+jlGJw9w6qpSL55Aj9vZtxHYdYoo1quVR7n6kkANHWN/LtrXJp0uMN79lJ7++fZuMTv+H5n/2I7NAAkabmN91PCCFOhFKKXSMFXtg9ilKKdy7ppCFg0J8p0xAwJgy4PV3r2DVSQB3yPX787oCOeLB+d0C+4pAsWFN+rZN5LDF9SYSOEEKcQZ5l0b/mV1SGht98Y03D1xg/9YsSQgghhBBHNGlMzDWraOzoZLS/j2JmlJkXL2b/5o0UM2n0seGzvkCglpevaXieh7LsscL9EZo4xu7OrBSLdF94Mem+/QTCEdrnziW5b2+tg91z8VyXcjaDGajF3sxddiWGaVItldn96ksozyPS1EwhPTrhQsM4pRR7Nqzn1Ud/haYbdC24iMJoCn84zJxlV3Bgy+u199kQJqa1YZVLOGMXKCY73oSIoZYEowP9VAoF0oMDNHd2HXE/IYQ4EZNGySzp4m/esZBU0T5t2fCTreMtPS0smREnEQ3Q09ow4e6AjnjwhO4OOJnHEtPXcRXwR0ZGeOyxx3j++efZunUro6OjaJpGc3MzCxYs4KqrruKmm24ikTjDoVJCCDFNKaVIPvMce7/3INXhkWPdicT1K0/twoQQQgghzjNKKdID/fUBq0qpoxZ4xmNi2nvm1fdp7Ohk6++frg22HR9cu2gJ7T3z2PPqy2xa+zsc2yYQbkA3fSjXpZTLjGXcH6GAPza8NrlvN6MH9uK5LrphoBs68faOehSO5zoAWOUyuZERdr78ApoGvmCI9p655JLD5EeT9QsNTZ1dE95773PrePU3D5M6sBd/MIQ/GKRlxkzyo0k65s5n7uVvoZRNE4o11ofzHnzh4uDjwRsRQ7GWWqd+U2cnVrmEputH3U8IIU7EpENrX+tn8Yw4V/Y0n6F1BHm9L8er+zN0NYZoiwZYvbSL1Us6Wb20izUb+unPlOu59cdzd0BPa8NJO5aYvqZUwN+2bRvf+MY3ePzxx3EcB5/PR2dnJz09PSilyGQyPPnkkzz22GN8+ctf5sYbb+S//Jf/wvz580/V+oUQ4qyT37qN3d9+gPzWrbUHNI22t15P+tVXsdOZyX+J0zT8Lc0kVl53OpcqhBBCCHFOGy9gjxfe/aEwsZ75dF1y6ZSOkxnrOi9lswTCYcq5HAc2b2Tusiu59gN3EYrH2f78c3iugy8QJDcyBIBumKAUSnlouoFSHsp1J67RdXE9D8P04bkOmaEBHNtGNw1M/Di2DcoDpagW8uRTSboXLKSQHiU7MsRlt6zGF/ATjjfVi+aj/X2UsmnsqkXvs2vxPA9fMIRdqZAe6MOuVgnH4zQ0NtPc1U1zVzcAzV3dtM+ZX79w0dR5+JDEgyOEos0tFEZHaezo5NKb3zlhHTJcUQhxMk2XobUHr8N2PfIVG8vxiId8FKsuv3y1j8aQj45YkA9ddQEBU6fqeAR9BruTxSnfJaBpGrcv7WJxd5xkwTptdxqI0+uYC/j33nsvP/3pT0kkEnzkIx9h1apVXHLJJfj9E2/JsCyL119/nSeffJI1a9bwR3/0R7z3ve/li1/84sleuxBCnFUqQ8PsffBfST79bP2x+JLF9Nz9YRp6ZlM60Meme+/DSqbe6MYa++hvaWbRffdiBINn8B0IIYQQQpxbDo17yY+m6N+4nlhHN6P9sVqhOtaIAsq5zOHd9qVaZ3m0pZXU/n04jk0+6YGuY5VLFDNpmru6WX7bu5m77EpK2TS5ZJJXfv0LqqUSTrUKmoZSGsGGBqxSCdfzDstL1nUDfzCAXQXXcdA0jXCskXwqia7rtf4PTUN5HnalhOs4+IMhcslhKvkss5dej6Zph12wcB2XarFA+5y5+IIBRvv7sCplNF2ftEte07QJBf3JHCliaPbSy6SgJIQ4ZY4UJdPS4GPXSOG0FbcPXofP0ChZLmG/SSzow2dobOzL8n+f2IGha0QCBtGgj32jRRwPEhE/t1/aze1Lp3aRU9M05iQip/VChTi9jrmA//zzz/O//tf/4h3veMdRv4j8fj/Lli1j2bJl/OVf/iW//vWv+b//9/+elMUKIcTZyCmVOPDTn9H/y4dRtg1AaEY3s//Tn9B0+bL699TwjG6WfePrjKx7mpGn1mFnsvga4ySuX0li5XVSvBdCCCGEOMkOjXuJNrdQ2LeHgY3rOfD7p7BKJaxKGce2agNho1F6LruCvi2vY1XKeMpjdO9eBndux7UtdNMkHItTLRZRrotdrda73cPxJroXLiI80E9DUxN2tUKlkMeuVPAFQ8y6ZAm7X30F3WfiWBae69Z+TlS1OwV0049mO/hDfpbffgcHNm0kOzJU79jXTR/oYJUrpA7so5jJAIqNT/4WdJ2FK1YeIZ8+T3pggKbOTuxKFV3Xueo9HzjugvtkEUPScS+EONUmjZJZ0sXGviwPvzbwRi7+0q4pF8iPdx0j+Sp+UycaNPEZGnuSJbJlm2jQx4ymEOv3ZRjIlvEZOtGgj7JV69Bf3B1nTiJyStYnzk7HXMD/9a9/ja7rUzq4pmncdtttvOMd75jywoQQ4mynXJeh3z7Ovh/8EDubA8CMRpn1H99P+803opuHfws2gkE6br6JjptvOt3LFUIIIYQ474zHvYwO9BMIh6mWSmiazui+3YTDYfzhBoZ278S1bfyhEIXRUQqpFIFwAw3NzYzs2YVuGHieV+tw9zzsahVfMIgvGGRg22Y2/PZX9XiehStWkpg9l7bZc7ArFfzBILphMu/KFTR3z2Bw1w5K2SyG6QOlMEwf/nAYu1rBrpbxBQIsuOpaZly4iJ0vPU9DYxPFdBrluXiuU+vG91wyw0OYPh8tM2ehUPQ+u7ZeUJ+QT9/RiVUuous6+WQSXyBA98KLiSXaTui8HkunvhBCnEyTRckopfjKI70Tc/E39J/SAvnB6xjJV3ntQIY/7EoxkK1gGNAY8tHTGsZyFPmqg+sp4iETTynyFYeRgnXaY3/E9HfMBfypFu9P1r5CCHE2Sr+ynt3feYDy/gMAaKZJ1+rbmPHe92BGZJiMEEIIIcR00NjRSay1jcEd23BsC9PnJ9o1A7tUItrcQn40hWtboKh3w5dyGfzBIPnkCE61WuuO13UIBFGOQyzRhqbpmH4/fVu3ABBrSZAbTfLSwz/HHw6jPA9N15l96XIWXrOSod07ee13j6DrOrquY/gD+JtbaO+Zw6wly/BcF9eq0tQ5gwuWXEr/1s3YlTIzLlpEcv8+Rvv2o1y3NiTX58MulWjs6iYYjqBpGpVSod4NPyGfPj1KvL2Tucuvon/rJkb7+ti/aSPDe3ax8JpVLFyxUjrnhRBnjUOjZF7YPXpGcvHfWEeEK3uaueGidpIFi7Ll8OAf9jKYrWIaGlXHxdQ1PKUI+wyyZRufEaQ14n/zFxHnlSkNsX0zGzZsYGBggPb2dpYuXSqFeyHEeae4dx977v8umfWv1h9rueZqZt91J8GOjjO3MCGEEEIIcZjM4ADZkSFiifZ6B361XKp1pI+mcB0H5XkoBValjPIUhmnSuWAhqQP7yQz04zoOpt8/NohWRylFQ2OcttlzObB5I7HWWre7PxQmuXcPsdY2WmfOIj+aYnjPTroWXMTW59ZhVyq0z5nHwLatlAt5tIrOng3r6du6hXhbB0tuuKUeazNeiC+m0zTE4mSHBjFDYdrnLkA3dPZveo30gf3k/UN4rkcskSAUa5w0nz7amuC1x39Dpr8PTdNomXkBVqVc79qXLnohxNnqSLn4p7NAfvBFBaUUmbLNmg39DOerhHwGRqBWms2WbfymztsXddDTKk1/YqKTUsAfGhriYx/7GFu3bq0/NnfuXP75n/+ZmTNnnoyXEEKIac3KZNj3g4cY+u3vwPMAiMyfT89HPkzsooVneHVCCCGEEGIypWwau1KmubML0x/AsaoM7NtD8wU9OPkMhVSqPlDWdWpZ84auMWfZlcxd9hae+O43KWcz6KaJ8jwaGpu4/Nbb6Zh7ISjF8J6d9W73fHIE5XmYAT+O4xBpbiafSpIZ7MMql4i2tFLOF6iWiriOXfvPsrDKJSrFIi89/PNaQb17xoRCfDGTxhcIEIxGCUUjpAcG0HQd0KhNt62tX+PwfHqrUuWZH32X7NAgjlUFNEb7D9C1YCGlTIY9G14hOzyE6ffR0NgsWfZCiLPKpLn4S7vOWIF8snidJ3qHGc5XSUQCvOvSLj5ybY98nxWHOSkF/C996UskEgm+/vWv09nZSW9vL3/1V3/FF7/4Rb797W+fjJcQQohpya1WGVjzKw789Ge45TIAgUQrF9x1J63XXjP2y5MQQgghhDgdlFJkh8uUchbhmJ94W+iohZBDI2VyqSSarhNqbiEQj5MbHqpn3INC03X8gRCm34+u60Qam2junlErlGsaVrFIrLWN5q5ulFJvdLsnR3BsG891Gd69k/TgAMFIhKaOLho7uvGHwgzt3kk5m6VSLNTey1hTiPI8dNclMzTIxqd+S6yllcaObhZcdS3tPfMoZkYZ2rWD/Zs3kk8lx9bVTLyzCw3q6yrlMjR3z5iQT7/l6SfJJ0fQDQPdMPFch2qpyPDuHXiuxyu//gV2tUIwEiHe3slF114vsTpCiLPGZLn4Pa0NZ/R72HhHfk9rAwPZWg1hfNBtIhqQ769iUlMq4K9bt46VK1ce9virr77KP//zP3PBBRcAsGTJEj70oQ/xv//3/z45qxRCiGlGKUXy6WfY+71/pTqSBEAPBpn5x++hc/VtGIHAGV6hEEIIIcT5RSnF9peG2P7iMFbZwR8ymX9FG/OXtx+xIHJwJ3s2OYxdqeBUKux9/hnsYqE2TFbT0fDQDBPd0FHKw7VsHMAqlyjlsjR2dFEtFdF0jVwyyWh/X+3YY93uAzu28cK//xg08FyPaj6Pa1ksfuvNXLDkUlIH9o7l8Ntouo7nOBPW6boOnufy2m8fAQ1Mn58FV13LWz/8MZq7uplx0SXMWXZl7Y6CqsX6R9fgVCr1HH9/OEw43lQ/T+mBfkrZNPnRUVzXRdM0TL+fatkBpbDKFUKxOLZVxbVtrHKZci4nsTpCiLPOobn408XuZJGHXxsANBZ2xBjMVnj4tQGWzGg8ZQN2xdlrSgX8T3ziE9x22238zd/8DY2NjfXH29vbefnll1m0aFH9sVdeeYW2thObXC+EEGeKW6kwsnYdI0+tw85m8cXjJK5fSWLVSoq797D7Ow9Q2La9trGu037TDcz6j+/Hf9D3RiGEEEIIcfpkh8tsf3EYu+oQaQ5QzFTZ/uIwbbNiNLaHJ93n4EiZoZ3b2Pjkb3EU6IZBJZOuRd74TFxdQ7kepj9AMBLhwLbN7H7lxbEMfJtccphwLE4wEmXj479h6+/X1YfANnd1M7RzG6VsBl8gSDDiwyqXx7LyG9F1nbaeeYRjjeg+k2qxQG5kuN6BD6BcFwV4hoE/GMauVtj6+6eZs+xKei5dNqGrXilFpZifkHO/8JpVNHV2oZSi97l19D67lmqpSDmfQ7kOjuOgaTq6YRKMNBBqiBJubCK1fy+BhgiubREIh2sXLLJpKeALIc5LSil2J4sTuvmPV7JgnZEBu+LsNKUC/kMPPcQXvvAFbr31Vu655x5uvfVWAD7+8Y/zZ3/2Z/zmN7+hs7OTbdu2sWPHDv7H//gfp2TRQghxKpUO9LHp3vuwkinQatmh5f4Bcpu3sPtb9+NZVn3bxkuXMvs//QkNsy84gysWQgghhDi7TTX6ZjKlnIVVrhXvTb9BQ2OAwmiVUs46YgEfqBe/S9k0SnmEYo14roMvGKRaLmGaPhRgBoIEIzEMn59tzz1DIV37WdHwB8BzqRaLhONNxFoT5FJJXnv8NyhP0TF3/lgKfY1h+jDMWpwO1IbeDu3eQSmXwbUtNNOHYZh4mounVG2+0tjPpEoprHIRqA3VTQ8coOfSZYe9n4Nz7sPxpnp2/Wh/H73PrsWuVAiGI6T270PTDQLhAK5tY/j8XHTtWxnt208pmwVdp1os1M5FqUQ4Hq938gshxPlEKcUvN/SzZkM/+YpTz9NfEFDHFXszHQbsirPHlAr4ixYt4ic/+Qnf/va3+Zu/+Rt++ctfct9993HjjTfy0EMP8dOf/pTBwUGWLl3Kvffey/Lly0/VuoUQ4pRwK5Va8T41WntgbGjZ+Mfx4n2wu4s5H/lPNC67TDLqhBBCCCFOwPFE30wmHPPjD5kUM1UaGmsd+P6QSTh2bMWQ8Tz8bGqUQDSGPxzGdRxMnw/XqUXYFLNpQGGVSvX9dNOszT1yXQLhMIbPj3JdUn37eWnNvxFtTTDjokuItSZIDw1gjc1NiiXaaJ8zl/RAP/te34AvGER5Hna1CrqGYfgw0DD9PlBQzufwbBvDH6gV+nUd0x887FyOx+OE4010L1w04RyWsmmscolYS4JqsYhuGGi6TrytA+V5uI5Nz6WX0zZ7Dr3PrsUql1Cuiz8UIhSL1Tv5hRDifLM7WWTNhn6KVZeuxhCD2QprNvTz/oUBZsSnXnSfbgN2xfQ25SG2hmHwsY99jJtvvpkvfOEL3HbbbXz605/mAx/4AEuWLDkVaxRCiNNmZO26Wuf9m+i+/Z00Xb7sTbcTQgghhBBHdzzRN5OJt4WYf0Ub218cpjBarV8IiLeFjmn/8Tz8lx79FZV8hliinbbZcxjcsQ3PdXEqtaK5ct0J+3mOA5qGGQpTLZUoZTOk+g4AEE20YZVL7Hz5RRzHwalUUaoWjVPMjLJ53RM0dc0kNzSIa9u1gbWGgW7ohCIxYok2gg0RyoUcB7ZsQimF5zrohkEwEqWxs7O+jvF4nC3PPEUpm0E3TOZdeTVzl11BOZclHG8iFGusD+31B0O192XbZAb7cW0Lw+dncNcOlt/27rEBuWkcy8L0+2hobK538gshxPnmSJE3mYrJjPjUjzcdB+yK6WvKBfxxs2fP5sEHH+Shhx7iq1/9Kr/61a/40pe+xOzZs0/i8oQQ4vQaeWpd/RblI9I0RtY9Q8fbbzl9CxNCCCGEOEcdb/TNoTRNY/7ydtpmxY4rimc8eqaodKxins72Dl785U+pFAoYponr2IcV78fppsnMRUvwPJdcchhQNM+YSUO8kUohz8ie3diVCqBA00EpqsUi63/zMLG2dgrpUTzPrRXoHQdN0wiGI7iug2GaWOUKwYYIgXAEfyiE6zjEWhNEGpvra0gP9LPlmafIDg9ilUpY5TKp/XvZ/NTvCI3dUbBwxUouXLGSrc+to1IqEIrHyY0MUy2V0HQNNJveZ55i7rIraemeMaWs+0O7/6XYL4Q4lxwp8qYxaBz3MafrgF0x/RxXAd+yLCzLIhKJ8L73vY/rr7+ev/u7v+Nd73oXn/jEJ/joRz+KYRz/F7AQQpwp1dTo0Yv3AEphZ7KnZ0FCCCGEEOe4o0XfTDUbX9M0GtvDUyr8H7p/pDUBrQl8yqFSyAMKw+eDahXwDtte9/lonTWba95/F7qu14fhKhTFbIbRA/trXfcatfq9Ri0Tf+xHTqdaxXPdWia+NhbJA6BraGjkUiOEYjHa58wj1bePaqFAMBrhwmtWToizKWXTlLIZrFIJ5Sl8wRDlbJp8Kkm8oxO7XKb3uXWs+uDddMyZTymbpn/7Vp7/+Y8xff7ahQHbJp8cYXjXdlq6ZxzzeTt4OK5VLtUH5y5csVKK+EKIc8KRIm+6A7mj7jfZ4Fv5viimakoF/Ewmw+c//3nWrl2L67rMmzePL3/5yyxevJh/+Id/4NFHH+Xv/u7v+PWvf82Xv/xlFi1adKrWLYQQJ5VbrdL3bz+nOjz85htrGr7G47hHTgghhBBCHOZI0TexRHDSbPx5l7eRG6mc0MDbYxGONeK5Lla5jOcpUN7hG2ka8bZ2lr3jdlq6Z6BpGk2dXShNY+MTj5Lavw/P84i2JsgODeI5Dsrz6vuafj+x1gTlXAYAfziM8jwM08QfCrP4rTcRbU0QijUytGs7o337a7uiceg7Dseb0A0Tu1Ih0BDBKpdA19ENA5Qi2txCLjVCKZdhxkWX0NzVTS6ZRB/bxjB9uLYNgDrs6EeXHuivD8eNtSTIj6bofXYt7T3zptTFL4QQ09WRIm+2bs0fcZ8jDb69fancoSSmZkoF/C9/+cusX7+e++67j3g8zre+9S3+/M//nMceewyfz8ctt9zCihUr+MpXvsL73vc+PvShD/G5z33uVK1dCCFOmFKK1LPPsfv+72Elk8e6E4nrV57ahQkhhBBCnEOO1kl/pOibybPxhyhmq/Rvy57QwNtjWW9meAh3LN8eNTE6RzcMDJ+fuZdfwVvu+ADNXd31+JhQrBGUQkPDMAx0XUcpiLYkyI0M1Qv4hmnS2NGJ53lEWlopZbLYlQqm34fh89PQ2ET73AU0d3Uz2neA15/8LZVioZ6r3/vcOoKRGL6An3C8icaOTua/ZQUvDQ1QLebRfX4Mc+xXfk2r5d6HwoTjTfX30TFnHrFEG7mRYaxSEc/ziCXa6Jgzb0rn6+DhuKY/8MbFgmxaCvhCiHPGVCNvjjT4dnF3nDmJyKldrDinTKmAv27dOj7+8Y/znve8B6jl4L/zne9k586dLFy4EIBoNMqXv/xlVq9ezb333isFfCHEtFXcs4dd//Idcq9vqj2g67TffCPpF17CSqcnj9LRNPwtzSRWXnd6FyuEEEIIcZZSSk3aSX9w0X2y6JvJsvEzQyV2rU9imNoJDbx9s/X2v/4qQ6+9MpZNr6jn3wCaruMLhog2t7Lkxltp6Z4xIT4GTcMqlfCHw7TPncfQ7p1U8nkamptp6p5JMNxAoKGhljuvQSAc5pK33czeDS+ze/3LOJYFaMQT7TR2dKKUYsuzaxnZuxtd16kU8kRbEmQG+/n9v/0QwzTqkTXL3nE7GrD9+edwHac+MNcqFmsZ+NesmhC709TVzfJ3/hEbn3iMSiFPMBJl8dtupmmKRfdwvKk+HDfa3DLpxQIhhDgbnUgEzpEG3yYLluTeiymZUgHfNE0qlUr982q1iqZpk+bdX3311axZs2bKC3r++ee56667Jn3uoYce4tJLL61//sorr/DVr36VTZs20dDQwC233MJnPvMZGhoapvy6Qojzh53Ls+8HP2Tw0d/CWAdUfMliej56Nw0XzKK0+p1suvc+rGTqjYG2Yx/9Lc0suu9ejGDwDL8LIYQQQoizw2Sd9NteGCIY9mH6jSPG4EyWja/rOp7jEWsNn9DA26MpppL0b1yP7nn4An4cq0o9sF7TQNPwHAdfKERDY9Nh8THJ/fvIJYdJXNBDYXSUYEMUTdNpnTmbQiqJ8jycapXErNl0zb+Q9rkL0IBtv3+axo4uDNOgUiiQ3L+X9EA/mqZxoPd1oPbarm2T2r8XTdfxhxqItXRMiKy5/LZ3M2fZlfW7ATSglMtMOlhW0zQWXrOK9rFM/OMdPtvU2cXCa1bR++xacqmR+gWFgy8WCCHE2eZEI3CONPi2NeI/DasX55IpFfBvuukmvvnNb+I4DvF4nB/84AfMmTOHuXPnTrp9IBA47oV98IMfZOnSpRMemzVrVv3PW7Zs4cMf/jBz5szhc5/7HENDQ9x///3s2bOH+++//7hfVwhx7lKuy+Cjv2Xf93+IUygAEGhro+fuP6H5qrfU/wEOz+hm2Te+zsi6pxl5ah12JouvMU7i+pUkVl4nxXshhBBCiCkY76QPN/ooF2yqZZvMUJkXf7Ub3dCPGIMzWTb+7MWNHNiannTg7YlQStUjcLL9+7HKJZpaE5TzWcq5/MEb1jLqfX7mv2UFTZ1d9PVumhAfE2lpIT3QR/+2LXiuByhMvx+lPEKxOJ7nktq7m6Fd2xnctZ1l77idaHMrVrmEaZrkU0kc26KUzbD+N78k2BChODpKLJGgnM/h2jZKKfzBIE0dnZNG1oz/N675KANpNU07bPup0jSNhStW0t4z74QuBAghxHRyohE4Rxp829MqjcdiaqZUwP+rv/ordF3noYceolKpcNlll/H5z38eXddP+sIuv/xybrvttiM+/7WvfY1oNMqDDz5INBoFYMaMGdxzzz2sXbuWVatWnfQ1CSHOXtmNr7PrX75Nae8+AHS/nxnvvYOud9+OMcnFRiMYpOPmm+i4+abTvVQhhBBCiHNKOObHDOgMbM9SKdi4bq2b3XM9Zl7URDFrTRqDc2g2fijqw3NHKeezDO50yKfiBMI+5l/RRrwtdNzr8zyPV379C7Y//1xtaK3rUs1m2T80MDbU9Y3ue03TMHw+Fr/tZi6/9V1omnZYfEwxk8Hz3PpAWADHtimkUoTjjaT7D9S6+pUi3XeAlx/+Ode87y40XSe5fy+6Ufv92nUcNq97AtBwbQvd9NHc1Y1SCsP0Yfh9FNKjxxxZc/BFilNRYD8ZFwKEEGI6OdEInCMNvpWLm2KqplTAD4VCfOELX+ALX/jCqVrPBMVikUAggGlOXGahUOC5557jzjvvrBfvAd71rnfx5S9/mUceeUQK+EIIANx0htKvHiG18fX6Y63XXsPsD3+IQEJC54QQQgghTrV4W4iW7gYO9KZRrkLXaymG1bJDYdTC8OuUclWK2ephMTjj2fjxttAbOfOlEroRpPuiK7no2lU0toePWAw52vBcqBXvn/7R99j4u9/guQ6+ULiWYV8u4jlOvXaPpuELhmhq70TTdXouu7zeyHZofIxyHVx34tBb5boozyMzNIhVLqOUQtdrUbSZoUHK+SwzFl5Ccu+e2gBcw0DTNeyKhS8YxPQHcKwq2aFB2nrmcslbb6KYSbP9hd+T6j9AON541MgapdSEnP7xiJuFK1ZKIUkIIY7gZETgTHXwrRCTmVIB/3S65557KJVKGIbB5Zdfzmc/+1mWLFkCwNatW3Ech0suuWTCPn6/n4suuojNmzefiSULIaYRt1ql7+e/IPPTn8FY91NDz2x6Pno38UsWneHVCSGEEEKcPzRNoyEexDA0jGDtV1Cr4uC5imRfLZ7G8BkM78vRNb8R4LCi+4Sc+dYE+dEUQ7teYuGKpWhaw6SFeuCow3OVUrzy61+w8Xe/wSqXMEwT16rieh7KU/gCAUx/gGqphPJcdE1DoYg0NdHQ2Dzh/R0cH7Pz5RcY3rt7/MnaPCUg0BDGHwhS9LzahQHNw7aqaMDA9q1c9vZ30te7iUqxgC8QZGTPTjRdIxAKo5sm1UKeQCTKJdffCMDu9S9RLeQx/X5mXryEC6++7ojF+ENz+g/OzJeOeSGEmJxE4Ijp4pgL+Bs2bDgsk/5U7Ovz+bjllltYuXIlTU1N7Ny5k29/+9t88IMf5Pvf/z5LlixhZGQEgMQk3bOJRIJdu3Yd1zoP5Xkevb29x7RtuVwGOObthZyz4yHn7M0ppbA2bqL060fw0pnag6EQDW+/icCVVzCg6wzI+Tsq+TqbOjlnUyfnbOrknB2fs+W8eZ53SmIphTjZ3qyj/WCe57F/8ygDO7MUs1WUp6gUbTQd1FiDuucqAmETf8ikb2uG2Ze0MrI/f1jRPdSQnpAzf3Dme1Nn16SF+sTM6GHDcw+O6kkP9NdiczwX3TTH8uptPKXQDYPaQsEwTRzLQwHBhsikne4Hx8fkkiOYPj+ObdWL9wBNXTO5/LZ388R3/ol8KoWnFJqmoesGA9u2MGfZlSx+2830PreOUiaD4fMDDo5toTk2aBqx1gTBaJxnH/oeuZHh2lBfz6P32aeYu+yKI2bdl7JHPn9SwBdCnOuUUuxOFqccYyMROGK6OOYC/vve9z5uuOEG7r77bi6//PJj2uf555/n/vvvZ+3atWzZsuWY9lm2bBnLli2rf37DDTdwyy23cPvtt/O1r32NBx54gEqlAtQ67g8VCASoVqvH9FpCiHOLMzBIcc2vcHaOXcTTNMzll+N76yqCLc1H31kIIYQQQhyVUuqQQrlB94ImErOiNMQDE4r5nufx9EPb2Pb8ELY1Vq1XY/95gFarjzd3h4k2h9ENKKYthvfm2fHy4UX3S64LT8iZPzjzPTtcnrRQrzywyrXHTL9BQ2OAwmiVUs6isT1MKZvGc138oTBOpYKjLFzbRvf5aZ13IdVMiuJoCjSNeEcHC95yLRdfez1NYwXv0f6+SfPkO+bMJ9bWxmhfX+0N6zqmaeJ5Lo3tnVx83dtY/5s1te78Wis+6aEB/vCzH3HpLbex6oN3U8xmGNy5jS3PPEU+OYICYok2Fr/tZiqFXK14bxj4Q2GsconcyDCDu3YcsYB/aE7/0TLzT3VWvhBCnE5KKX65oZ81G/rJV5x6F/3tS4/te5tE4Ijp4JgL+A8++CBf/vKXufPOO5k5cyarVq1i6dKlzJo1i6amJpRSZDIZ9uzZw/r161m7di0DAwMsXLiQBx988IQWecEFF3DDDTfw2GOPYds2wWAQAMuyDtu2Wq0SmGQg5fHQdZ2FCxce07bjXV3Hur2Qc3Y85JxNzs7n2f/Dh0g98mgtUBWIXbKIOf/5bvaPXfCTc3bs5Ots6uScTZ2cs6mTc3Z8zpbztn79+jO9BCGAo3fYTyiUNwUY2Z9naE+eaFOAcDwwIZ7mwJY0O14awbZcNF1DeQqlwPRpRFtC+II6meEyngOGqVHMVPGHTDRt8qK7GWiZkDM/nuHe1NnFwI7spPtoGvhDJsVMlYbGQP01wrFaI1g43kS4sRGrUsapVPBct5Z13xDGFwrjUwpNgen3s/Dat3L5be9C1/Vanvyza9n4xGNUCnmCkSiL33YzC69ZhaZpNHV1s+DKa+pFetPvJ97WDkpRzmVYeO31HNi6iWI6TSmXxbUs/KEQnuuy9bl1dMyZz8yLL2HGRYuYs+xKhndtR6HRMWceTV3d9D7z1MF/YfU/aiiO5NCc/oPP36F//5KVL4Q4l+xOFlmzoZ9i1aWrMcRgtsKaDf0s7o4zJxE508sT4pgccwH/iiuu4Gc/+xm//e1v+f73v8+DDz7Iv/7rvx62nRr7AeKqq67ib/7mb7jxxhtPyj/0HR0d2LZNsVisR+eMR+kcbGRkhLa2thN+PSHE9Kdcl8HHfse+7/8QJ1/LTw0kWpn9nz5My4qrat97pnlkghBCCCGO7vnnn+euu+6a9LmHHnqISy+99PQu6Bx2eIf9xMz4Us6qF8o9R1Etu7i2i2ZAdrjE+sf2EQiZzFrUQma4jGPXiveGqePaLgpwbEW5YAF+oi1BAmEfhdHqhNgbf8ikkK7gD5oU0lUCYR/hmJ+u+W/kzB/cGR6O+Sct1CdmRVEotjw7SKqvSLDBx7zliXo+/nhRe+Pjj1JMj+ILBGns6KRSrTK0ZSPNnd10zJ1PfjTFgS0bmXv5lTR3dZPu7+Olh39ObmQYTdPIjgyT/+kPCDZEmbXkUvZt3ICnFJHWBBoa8UQb1XIJfyhUX/fit93Ccz/+PtViAU3XcWwb3dCplor1WBtN02jpnkHLIV31bXPmE0u0kRsZwaqU8VyPWKKNtjnzj/h3e2hO/5E66yUrXwhxqOONn5kukgWLfMWhqzFE0GfQEQ/SnymTLFjSVS/OGlMaYqtpGjfffDM333wzo6OjvPDCC+zYsYPR0VEAmpubmT9/PldccQXNzSc3ruLAgQP4fD4ikQgLFizANE1ef/11Vq9eXd/Gsiy2bNnCzTfffFJfWwhxZriVCiNr1zHy1DrsbBZfPE7i+pUkVq2ksHMnu//lOxR37wFA9/vpfs8f0f1H78I4SXfhCCGEEGL6+OAHP3jYXK1Zs2adodWcm44URTOeGX9woVw3dJyqA0B6oFTLiFeKp3+8nSvf6RBPBDF9BtWyjWO79cx7NHAsl0rJ4bKbZjJ7cSvlvD1h8Oy85Qle/e0BUn3Z+j4j+/I0todp6uxCN5oo5Syyw2XibSHibSHmX9HGtheGyAyW0E2dCxbHiSWCjOzLA4paqUmh8UbRabyojefxYiFPtDWB6Y8ytG8vru0QCIUn5MUXM2l0o4ktz20gMzgAgG4aONUK2aEyT37vX4i1tjKyd08t/55aZn65mJ+Qna9pGu2z59bXgALHqpLcu5e2uXMnjbU5WHNXN5e/84/Y+MSjVAsFApEIi992y5sW2A/O6R93aFxOMTMqWflCiLoTjZ+ZDlojfqJBk8FshY54kMFshWjQpDVyeCy3ENPVlAr4B2tububtb3/7yVwLAKOjo4cV/3t7e3niiSdYsWIFpmkSjUa5+uqrefjhh/mzP/szIpHaLS+/+MUvKJVKp2RdQojTq3Sgj0333oeVrOWOohTl/gFym7ew+1v34x0UodVyzdXM/vBdBOXuGyGEEOKcdfnll3Pbbbed6WWc0w7usD84imZ4b45SziIUrXWw73hphFKuiq7rOJaD59WS3NE0ynmLzc/2s/L9C5i3PMHW54ewq2PVew18QYNoU63ZQjd0NE2jc158QiGobVaMQNgAgkSagtgVh+0vDZOYFZ10wO385e3Mu7yNUtZi5ysjeK5H/7YMQP1jc3dD7YLES8O0XVC7IFFbskb7nPkEI1GS+wdx3TzVYhHl6WSTGcKNcQqjo/hDYUb2O2x4cjv9vS9hVSq1+BqNeoxNbmSIzGA/ZiBAKBKjWixQLRbpuXQ5c5dfxQVLLq2/z+HdO6gWC/iCQTzXxXMcXMeidcYFh8XaHErTNC66ZhUdc+afUE79ZHE5My9ejC8YOqasfCHEue9ciJ/paW1g9dIu1mzopz9Trl+E6GltONNLE+KYHXcB/1T5i7/4C4LBIJdddhktLS3s2LGDH//4xwQCAT772c/Wt/vUpz7F+9//fu68807e9773MTQ0xHe+8x2uuuoqrr/++jP3BoQQJ8ytVGrF+1Tt7p56tufYx/HifWjmDOZ87KM0Lll8JpYphBBCiNOsWCwSCAQwzWn3a8w5YbzDvpCu4AsY5IYr2I7Lhif2Y5g6gbCP+cvbWHHHXEo5ix0vD9H7h0FwFbqp4Q8a4EG16FApOFz3vgW0zojy0iN7qOQtdFPHMHXyqQq6abDt+UEO9KYnxPQAlPM2yoPmrgZMv4ETMiiMVhnZl2f7S8NYFbu+zs3PDJCYGUXTNPq2ZTB8GrHGMMVMlV3rk3iuR2N7eMIFiWK2ClC/KDG4azulbJ7CaBLUCEYgRiC2ELtaIj0wjC9gEkvMYs9rKWzLwbWTaJqJUnb951PdMEHTUJ4HSuHaNmhQLZXZ89p68qNJKsV8PUt+/J4A0+fHCPuxSkUAuhZceEwDZCfrpp+qyeJy9m/eyMxFSziweeNRs/KFEOeHcyF+RtM0bl/axeLu+JRjgM72+CBx7ph2P/neeOONrFmzhgceeIBCoUBTUxM33ngjn/zkJ5k9e3Z9u0WLFnH//ffz93//93zlK18hHA5zxx138JnPfEb+zyTEWW5k7bpa5/2b6HrnrVK8F0IIIc4T99xzD6VSCcMwuPzyy/nsZz/LkiVLzvSyzinxthDzlidY/9h+hvfmce1aa30lbxNrDeHaHttfGqLtghjdC5oIx/wM78uTGSihGToo8BQEGmqDYnVdp6mjgVhLiEhTgELawq44OLZHKGTgDxuU8lW2vTBUj+kBJs209wUN8qODZId2oZthRgfCtdgeT/H7n+9gzmUJqiWbaEuwXqzPDJbQDf2QbHyD4X05+rfVBt+iMhRHH0c3AwQis1BuFnQ/8RnLMVWAeMt+siM76duykWJ2I5GWGYAiGO2gnB8Cr3YxwPT7a0V7wK5UsKtVUApN04i2tGJXKhOy5DvmzBvLsR8GVUXTdWKJNoqZDGv/9dunZYBsKZueNC6nfc48WmdcQGawj8aO7gl3Dgghzi/nSvyMpmnMSUSmdNHhXIgPEueOaVfAv+uuu444pOpQy5cv54c//OEpXpEQ4nQbeWpdPTbniDSNkXXP0PH2W07fwoQQQghx2vl8Pm655RZWrlxJU1MTO3fu5Nvf/jYf/OAH+f73v3/CRXzP8yiXy0AtuvN8oJSinHGpllwCYYNQo1EvRhQdG9uuolStq961FI7lkR4sYgYgnzF44YlNtM4OEYzrtC7QKRc1yjkH14VgzCA2W7Fz506s1z08W2E5ZRxbEWzUcFIeVMG2HIb35kCHfLrEK89tIRQzCYQNgnGdhi6HoW1ligdKGH7waTt49XevUxgp4rk+DP9CdN+FaJrG7tdSDO7JYPihVC4RjJpUCy6GD+LdQdJ9FYoHSpgBjXBbgK0v78e1IRAxyA8NURhOE2trqr1fDJSbo5LLE2iAwX1bwbMxQ1HcVIrM4A40A1xH4Qu14VT6UZ7Cti2U4xx8kmsfdZ1ypUqgIUIxlaR34waac3mUUnQtewvuKy9gl0v4QmGa5y9kywu/x7NsgrE42dQoLz36K4pKJ9I69VZXpRTFVBKrmMffEKWhpXVC0amQSmM5Hv27dmIGgziVCv6GCBv/8Byje3biVCuYgSC7tm+l65Lzt4h/vn1/EG/ufPqaUEpxeQLW7i6zo79Ig1/n8hkRqsn99KbO7e8JB7IWP3wpRclWtIYNhtNlfvjsNhqqKWbE37iAcT59PYg3dyxfD57noev6lI477Qr4QghhZ7NHL94DKIWdyZ6eBQkhhBDijFm2bBnLli2rf37DDTdwyy23cPvtt/O1r32NBx544Mwt7iyklGKwt8TAphJ2ReELanRcHCLeEaBacskP2tgVD00HXQfXZizgHuwq2BWX/a+USO6s0LkoTPuFIaJtPpJ7qrhVRazTxKkodjyTw6kqDD8EoybOqEMl72L4dHRD4TngC4JdUbiWou/VErqpYQY02heESMwP4AvqlDIOkGbP869RTlfwVATl5XGtXjSjHc1oAgXVkkvQMPBpUM279eO0LQjSPNvPyM5BnEoBx2nAroQIxX0YpkYwFqU44scq5wg0xCim8igC+IIR4h0OyR1VQvEmdJ9JQ0sTuZEkBnGUO4Rmeuj+AJ5toVx34okea0ZRnkd+sI9qOEKouRl/Q3TsaY2uxZcR75pZL7BXCzmGt20mFGvC8PkIxuKUc2msYh6mWMBXStH/+qv0b1xfL8R3Lb5sQiE+3NxCqLGJTN8+PMdBN03CLa2kdu3As21CsSYquSz9G9cT75xxXBcRhBBnN03TuL4nwvyWAJmKS2PQoDvmOy8u6GUqLkXLI9FgEjB1WsMwUnTIVFxmxM/06sT5Rgr4QojpRzuGK5Gahq9R/tUUQgghzkcXXHABN9xwA4899hi2bePz+Y77WLquEwqFAFi4cOHJWuK0lR4s8trmzZTTCk3XsMuKAy9ZZFqgnHco521cy8PzAEOjXr3njT96DpTTiuHNHkuvmkWyWGAoWxssm8pqVMsOgWCI5kSAYrpKZdRGx4eOh26CCum14a8e+AMK23Lx+wL1QbOFPoPGSJTMrjSlnKKczVBOV0CLYBgmrhdFqTx4RTBrBXzDMAiFQyy7eRaRpiDhmJ94WwilFGv/dQ37/vA0jlVBNwIEoosw9U48LYVdsogl5hMMDaO8KpFoG4G2OXQvnkPPBU2s/f7rWJUyPr+JprL4fWUcOwtuFdty0DQdzdA5rPVkrBlF0zQ8x8EuF1m48FrmzL2MSsGpr+/gIthofx/Dr72MXakQicfIj5ZobGll4eKlU866H+3vo3f3dgKmSWvbBeRHU+R2b+eya1bWjzXa30evY9Hc2U0gHKZaKuGVSxieR2LmTEx/ACceI5caoaOliRnnwf8/JjPeRXk+fH8Qx+Z8/Jq46Ewv4AzwtxT4zZ4tFKsu8YYgmWyF9uYwyy6eP2GA7/n49SCO7Fi+HtavXz/l40oBXwgxbXiOw97v/SvlAwfefGOlSFy/8tQvSgghhBDTUkdHB7ZtUywWaWxsPNPLOWsM782THy2jGxq+gEm1ZFPMVtF0cB0Pz3XRTB3NUbiOh6aB4dMJhE2KWQtd1/CHTFzHIz9aZs/GFAM7sthVh0hzgNH+IvnRCpG5jXhjx8gMlUFTGIaO8hRoGrGWIOF4gEK6gpdTRJoDE7Lrd74yTLXsUC27VHIGrmMCeXyBGI7Ko2l+0BtA1Xo/lFI41RT5pENr9yzibd1omsa+13ey7Q9P49pVgpEmKoU0hZHnyA+7uHYONEU43sLCq99Ox9wFKC9E31ABTdNo7Oxi4YqVvPTwz0nu3YPrODhWFd0wURq1Dnvlojz3iOdbN0x0w8BzXXa++Cr9200CkYtrA4EPGd7b1NnFhStWsvGJRxnZt4dAJMKFK1Ye1wDZI+Xbl7LpegG/lE1jV8o0d3bVivVWlVT/AQzDJD+aItrcQn40hT8UJhxvOp4vNyGEOGv1tDawemkXazb0058p1zPwe1obzvTSxHlICvhCiGmhmhpl21e/Rm7zFgA006zdijxZlI6m4W9pJrHyutO8SiGEEEJMFwcOHMDn8xGJRN58Y1FXb/hWY39WCqUUpt/AsT2CET9O1SXWGaJSsIk2BygXHKplq1bM9+vohlaL1gHsioNVrhXvxwv92WHF8N4snquwyi6eq8Y67j28scGumq7h2h7hmB/DNLAqTn1wrW7q2JVa8R6lCMYS2NWFuNVeHCuHbgTQzQvRjMbajZsaOJVe0oWtPP/vDlueiXH5rTex8JpVpAeTOFaFYKQJ0x/AFwxTLQ6gaR6apkApytlhNq39HYZ/DoO7SmRSBcyARsQcpm32XPzhMLHWNlzHYbR/P0p5b5zMN4l9dG0L5bn4QxEK6QyFzJO0z3FAW8z2F4cnDO+l9lbQ0Mb+PP6nqQvHm/CHwkctxE+2TTjeyKxFS9i/eSO51Eh9kO7xXEQQQpx/lFLsThZJFixaI356WhvO2rgdTdO4fWkXi7vj58T7EWe34y7gv/zyy2zZsoU777yz/tgjjzzCV7/6VTKZDHfccQef//znT8oihRDntsxrG9n21f9dy74HOm97B+0338Tmv/tvWMnUG78cjX30tzSz6L57MYLBM7xyIYQQQpxqo6OjNDc3T3ist7eXJ554ghUrVmCa0pM0FYlZUaItQfKpKlbJQSnw+Q3Qaj9qVYs2ZsBEuQpfwER51LLiw36UC7blYpddPAXRliAdc+IkDxRrnfSuIj1YQnmKcs6eWNtWYwk8HngoZixspGdJG6Goj+F9OXa8NExmqISu63TNj9O/PUN+tEKgwYdjuYRiF2NXO4AyhtlAQ1Mb3Qua8AdNdr26ndzgNnx+F02PkU/l2fjEkwQjMRwri27oVIppgjRRLaYBhVIemq6jmyaeY5NPJtn6+9cINy4mEDWoFly2vziMd6kNStE6cxblfI7MUD+ubb/pedYMA+V5oBSe61It5uuF/4Ftvybe0U+s/RZKOatewE8P9NP73Lqxv6fZ5EdT9D63jvY586ccodPU2cXCa1bR++zaCYX4xo5ORvv7KGXThGONXLhiJb3PriXVfwDdMOlZdgWXveN25iy7srZNvImmzi4pWAkh3pRSil9u6GfNhn7yFafesX770tPzPeRUXDzQNI05iQhzZASIOMOO+6fdf/7nf8YwjHoB/8CBA3z2s58lGo3S1dXFv/7rv7JgwQL++I//+KQtVghxblGex4F/+zn7fvAj8Dz0YJB5/+VPSay8FoBl3/g6I+ueZuSpddiZLL7GOInrV5JYeZ0U74UQQojzxF/8xV8QDAa57LLLaGlpYceOHfz4xz8mEAjw2c9+9kwv76zT2B7mshtnsfnZfqpFh0DYpKmzgVyqjOcqPA8CQQNf0KBacnAsj0DYh1VyCEX9NJganq0INJhcfE0XMy9uplp22PzMAOnBPAC+gI5je4e9tueMVfQ1GNqVY8aFzXTMjRFvC1HKWexan8RzPJJ9BaKtQbLJMtWijS9gEIgHCEUvoGdxK+F4gLYLojS2hxnYkWXvxo0YhkMg3AQYVEqK7NAAf/i3H4KmoesVrEqVom1hmAHMQBi7nEV51CJ9xhblWB4NjQEKRYtAxMAqO6CF613qDY1NBCIRypkMarLOe13H5w+gXAfN9OFY1fpw23rXPhqu65IZeI1w40LCsYvru5eyaaxSCX9DA5VSEV8ohFUsToi9mYxSivRA/2EF94UrVtLeM6/+eGNHJ1t//zS9z67FKpfwh8JcePV1zLx4MTte+D2e63Jg80YiTc0sXLFyyhcNhBBnr5NR/N6dLLJmQz/FqktXY4jBbIU1G/pZ3B2fkBl/KpzpiwdCnGrHXcDftm0bH/zgB+ufP/zww2iaxr//+7/T3t7ORz/6UX76059KAV8IMSmnUGDb//t10i++DEBoxgwW/vVnCc+cUd/GCAbpuPkmOm6+6UwtUwghhBBn2I033siaNWt44IEHKBQKNDU1ceONN/LJT36S2bNnn+nlnXU0TWP+Fe20XRCjlLMIx/zEEkFyIxWK2Squ7WH4dArpCi8/spdS3obRCugagaDBpTdeQLQ5NGEI6/zl7aBg/WM2gbDJwM7sURYAKBjYleN3929h7vIEsxe31Ir3nke8PUQxU8Wuusy4sInk/gKu6+EPmnTNjzN7SSvxthC5kQoDO7I4lkuwIUbaMyllU6D7ca00jl4m6DSA0innM7iui+n3EYjOx7VdnOqzKGXXuuQ1k0A4SiAcpZCu4OqKasGlsdmkvWcWyqt1shfSKZo6utE1nVIui+e4TBzyq/BcBzQNzau9WU3TDyreU7ugYATAs2lMVIglgvWOeLtSxaqUSe7fi67reJ5HLNFGONZ4xNOplKL3uXUTivILr1nFwhUr0TSN5q7uiUNrn12LXakQa0mQH03x+pO/RaEwfD4a2ztqXf/PrqW9Z54U8IU4T5ys4neyYJGvOHQ1hgj6DDriQfozZZIF65R3sJ/JiwdCnA7HXcBPp9O0trbWP3/hhRdYvnw57e3tALz1rW/l61//+omvUAhxzslv38HW//n3VIeHAWhdeS3zPvFxjFDoDK9MCCGEENPNXXfdxV133XWml3FO0TSNxvbwhOz1Qz/ftylFpeTg2i6BBh/Voo3yFKGIn675jUCt6JMZKlHKWQQbfGNDbEu1zPtJ6AZ4LuNB7zi2w7YXhujfmqGYreILGJg+vRbFM1Ain6rgVF0UtWgfq+KS3F8g2hIin6pgV1zMgI7ua0Y3F1DJvoDyBtF0hWFoVApViulM7TWVUYsIyu/FCF1L6wUB8qkN2JU8nmvjuQ7l7B9wnRKe0YMvqDNveQLlpok0tXDpze/E9PvIp5K8+It/w6qUsb1KLSZovBt/LC5HeQoX643zbfhQY0MDdF1H0yx84SDzr7xwQkc8aFQK+fG/pLETNeESwWHSA/2HFeWPVICfbLDtyL49QC2y50jDboUQ57aTVfxujfiJBk0GsxU64kEGsxWiQZPWiP8Urr7mTF48EOJ0OO4CfiQSIZPJAOA4DuvXr+cjH/nIGwc2TSqVygkvUAhx7lBKMfTob9n1L99GOQ6aadJz94fpuPXtclubEEIIIcQ0Mj6Q1q6Aa3v4Aga+oInh0wFwXZcXfrmbPa+lQIdIk59Ya5j0YOnND65AN7TasNqyS9XvYAYM7KpLeqCE63qgaq/rOgrX9dA1jUrBBk8xvCdPtDVIY1uYzHCJfLJCpGkmytmMY+n4AmGc6jCF1BBK6SiloekmSgVwnRxUh9CbL6NjXgcHNv8SzbXxXJtiug9UlZlXd9HY1Y5nbWXt99dNiJsZ2beH/GgSx7Jq3fuHvrWDInnGJvfWi/e15138oRALV1xHPNHOuh/cXy++j+zfS7VUom32HPyBIGgalVKBci4D3TMOey2YvCifS41QzKTrz4/H6kw2tDYYiaJQRx12K4Q4t52s4ndPawOrl3axZkM//ZlyvZO/p7Xh1C1+zJm8eCDE6XDcBfz58+fzi1/8gne/+9088sgjVCoVVqxYUX++r6+PlpaWk7JIIcTZz61U2PlP32TkqbUA+FtbWfhXnyZ64YIzvDIhhBBCiHObUorscLkemTMefXM0DfEA8USIcsHCHzSxKg6hiA/X9jiwdZRXH9/H/k1plKfQdI1yzsLzPGYtamHzaB+uM7Fv3PRpuAflxitPYZVq+fCu7RGO14osVslB0zUCDSbVooNugGMrPE1hlVWtqO96RDyF6yh8AQPX8WiI2RgmBMKduI6OGdDIZEdQpoFme+iOgVMdqr2e8xr5YZ2yX8NzSpgBH8FIA1a5TDGTpJLdQdodZsfWjShPEQw3kEuO8NxPvk85n68NsZ0sA7/2zg76s37Ys4Y/wKXvuJ2r/ug/MLBty8Tie2uCfHKEarFYL6YHwg1HLaZPVpT3h8IM7trOgc0bJ8TqXHj1dYcPtl2xEgVsfW7dhGG3TZ1dR/36EEKcO05W8VvTNG5f2sXi7vhJHSR7LM7kxQMhTofjLuB/5CMf4U//9E+55pprALjkkktYtmxZ/flnnnmGiy+++Ei7CyHOI6UDfWz9n1+ltHcfAI3LLmPBp/4rvlj0DK9MCCGEEOLcppRi+0tDbH9xGKvs4A+ZzL+ijfnL249aVIm3hVhwZXt9v3DUT6Q5yGtPHSA/WiE9UKp1m2ugXEU5bzO8p0Al52L4dVynVpxHA8PUcGyFL6CjNHAcD+XVnjN9OkopqmWHUIOPcMRHMWtRTFc5ODpeAYZPw3VcPA/SAyVKWQvDp6ObOp4bRDcCVIsZzGAcOxLCDs0G04+yyxjpJGYeDLMF06/jOVsxwrMxfQamz6jX3V3Hpv+19YCims8RjsXJjQxhVypUS0V03cDfEKFSyL3JmdcA97BHnWqFnS88R3NnF22z504ovlvlErFEG/5w+JiL6U2dXYcV5WdevJh9m17DqVYPi9U5dLDt+LE75sw/bAiuEOL8cDKL35qmMScROe2xNWfy4oEQp8NxF/BXrlzJd7/7XX73u98RjUa5884768+Njo7S1dXFu9/97pOxRiHEWSz57O/Z8X+/gVsug6Yx6wPvY8YfvwdNP7wjSQghhBBCnFzZ4TLbXxzGrjpEmgMUM1W2vzhM26zYhMz7ybr05y9vp21WbditY7m89tQBHMvFNGtF99qO1AfTWmWXbLJcj2/XDY1gg0kpW4uQcWwP069joKE8iHeECIZNssNl7LJDMOSjbU6UzEu1OUmaoaHG8vQ1HXRdw/VqH02fjl11cV1F++wolWIQs7AQq7IJSxUomzFCsRiGaqJUHsZtVASIEwlFMUyFVcpg+CI0NLVSzo1iVcq4to2m6Wi6TiAapZLLkh0eIhAK16NxFArXttDQajV/TQN0UAcX68d/zp28Sz8zPMzzP/sJl936ThIX9NC/dQu55Aj+cJglb7uFtp55lHOZCQX28UG3hxbYNU07rChfzIyy8+XnD4vVGc+1H/9PKUV6oL++X/fCRVLsEuI8dK4Uv8/UxQMhTofjLuADLF++nOXLlx/2eHNzM//wD/9wIocWQpzlPMdhzwMPMrDmYQDMWIwLP/0XNF669AyvTAghhBDi/FHKWVjlWvHe9Bs0NAYojFYp5ax6Af9oXfrjw237t2ewKy6R5gCVgo2ua28Mqz2oTq1ptUGtKBfPUZRyteK9plMbXGvV2up1Q6OUruLz65g+HddWaDoM7c7hOR6+kIlhaDiOh11yCUV9hON+ssMVfEGD1u4IylNkR8pUig5W2cFx56H7mrCMUWw3Q4OvhbYZcfIZneH+Clo5j+vaONUCnmcSjM5gzrXd7HrlKaqFAmgajmURak1g+HxEW1sZPXAAz3MxAwHQGIvPoZ5/r+nG2EWGWqFL98WABlAlPCfPZF34drlI6kCJJ7/zTWJtbYQbG5l58WIuumYVTV3dtaLZWOa9Uore59bVB92Od+UvXLFyQhH/4KJ8dngI13EZHeinqaOTQnr0sFz7YzmuEOL8cbYXv5VS7E4Wz+oLEEIczQkV8IUQYjLVZIqt/+vvyfduBSB64QIu/OynCSRaz/DKhBBCCCHOL+GYH3/IpJip0tBY68D3h0zCsTeyjY+lSz8U9aHpGqP9RRrifvxhk0reBq1WtDdMHW8s9962nXpX/sHFfV/QwCq5+Hw6sbYghbRNerCMoeuE435auhvo35HF82pZ+IZPB1WL3ok0B8ED028QCJkEG3xkh8u1wr3jYlc97LILNOL3hShTJpvOEW0OogU0mhKtmLZDcTCDYxuYgS5K2TSasYAb7/4E5XwWu2rx6mMPk02NEozFMf2BsQz6OI0dXWQG+ymksygVRPeZKM9G0zw8QDfDNDTNxKmU8VyLUCSEVdYp57J43uFFfFC4jk05nycQbmB4z04uuvb6wwpO6YF+ep9dWx90e3AcTnNX98QjHlSUrxYLVAp5rHKReHvnYVE8UzmuEEJMZ0opfrmhnzUb+slXnHoE0O1LJQ5MnDtOqIA/ODjID3/4Q/bs2UMmk3njNsoxmqbx3e9+94QWKIQ4u2Re3cC2r/2/2NlaLmjn6tuY/ScfQvf5zvDKhBBCCCHOP/G2EPOvaGP7i8MURqv17vp4W6i+zZt16SulGNmXp1q2yY9WyI9WiDQFaIj7yQ6Xa78HagozoOO5Cs9WE6J1AJTHWIEdYm0hwjE/3lh2vunXiSfCeC54nkLXNRQKz/bQDI3ZS1pZfutsynmbkX15+ralKaSrVEo2tuXilcfibZRCeRm8XJFQPELJVyCdyhCNN7Bk6dUkromy7gevUkzvx7X3kx3YyfM/ex68t3P5rTcBUCnmeenRX1HOpYk3t9A5dwG55DBWuUhDUxuG/xKsahG7fADHqqChaJk5H4wePEfHTMDMi1vp7Imw/tGH6d+2nWopx4RA/4MidjzHIRAOY5VL9Yibg5Wy6YmDbg+JwznYwUX59jlzSQ8MoOs6l92ymtlLL5tQyJrKcYUQ4mAno9v9ZHbM704WWbOhn2LVpasxxGC2wpoN/SzujjMnETmuYwox3Rx3Af+ZZ57hE5/4BJZlEQ6HaWxsPInLEkKcbZTnceCnP2PfD34ESqEHg8z/s0/Qeu01Z3ppQgghhBDnLU3TJmTZj+fbH1woebMu/exwme0vDRMImkTmNlIYrYw11yuiiVpnfH60jFV14eA69SER8ErVhtbmUhVS/cX6trru0lccxR/yYZdrcTmx1hCO7eE5Hhdf10VzZwQ6oWt+I7MXtzK8N8eGJ/dTzGrgKpRSePZWXKsXpSwo+QlH5xNt6CGUCZN8zUe1WWFVA3jOATTNRjOj2JU8rz/5JC0zZmNXY2jGAma/xUU3yly05FIaOzrJDA5QzKQZ3J3itcdfpZLtBcAfasGulCnn9hFsGMWzHXRfhKa267lg6WWMDqQY2pPD5/lRysWplIHK2Nnwxs6JolIs0tDYOCHipv53E2+aMOg2P5o6LA5nXCmbploqEgxHsIolGuKNVEoFfAH/YYWxqRxXCCHGnYxu95PdMZ8sWOQrDl2NIYI+g454kP5MmWTBOmsjgYQ41HEX8L/2ta8Ri8X4xje+wdKlkmktxPnMzufZ/r+/TvrlVwAIz5rJhZ/7DOEZM87wyoQQQgghhKZp9Sz7ybxZl/6EDn2fQaVokeor4rkK06fjKYXnqTeK9wd13k9Yhw4+v0G5aE/o0Pc8hVdV2NUqmg7+kEGkKUApa0HQoJi2yAyV6hceGtvDlHIWpmnQ1B5mdKCEXUnViveehaZHUV4er7AdnzWXlq4Wipkqg7tyeE4Rz6uiG1E810CpCJmhDI9960V0cwaapuGPmMy4tB2Uon/rZkKxRvKpEV5/4mdkB/ajPAfQsSp5fIFGSpk8ug6Rlm6qxTSvPfEoSkG4cQbNM24mELLxh6Ps3/wKheF1gEM9e0h5mAH/YRE345o6u1h4zSp6n11LLjVSz6qfbNtQrBG7UiG1fz+6oeO5HrFEglCs8YSOK4QQ405Gt/vJ7phvjfiJBk0GsxU64kEGsxWiQZPWiP/NdxbiLHHcBfzt27fz53/+51K8F+I8l9++g63/86tUh0cASKxaydxP/P8wgsEzvDIhhBBCCHEs3qxL/+AOfV/AJD1YQnkKz/Oolr0JxXrDp+Hak1TvqaXIGH4drQhG0MCzvTcG4Y5vAziWS3a4jKcUKI1NT/ex4+Xh+mBdTdPqa9I0iLUGSe0volSteK9pJhi1Ir5pVuqxQFbZIRSLUy34cao50Pzg5VF6kGo5gOFz8QUNShmXnU+/RP+L+9F0G9NvUEilKWZHa7cRAOCh3Ap2ZQTdMCgXA1QrZexyBsdKkR0aJNLUhtIvBjooZEaoFlLUCvc+TL+PaGsThmGy5G1vP+LwWE3TWLhiJe098yhl04TjTTR1Tt6l+sYjamyd6pDHj++4Qohz0/HE2JyMbveT3THf09rA6qVdrNnQT3+mXO/o72ltmPrBhJimjruAH4/HCYVCb76hEOKcpJRi8DePsvtb96McB8006fno3XS8/Wb5wV8IIYQQ4ixztC79iR36FZSn0E0NzTBwba8+vBYdXGfy4v04z1VohgauN/GJ8R8fFQTCPmYtamZgZw6lPCJNwcMG646vadsLQ7jpNJpWADSUyqMZMZSTR9P92FYQx3IpZqqEYn7i7RdQHF1ItfAiyk3WXlppKHcIZTThOR6uk6Y8uomyaWH6Q3hujmopg4Y2Vr/Xqd1uoFCeg6s8qqUkmp7CKdeOmU8mKedy+IKDKBXDqpTx7DRoCk038FxFcTRNc3ftjtX0QP+RC/OaRnNX95tm05dyGfzBEF0LL64V8DUNq1iklMvUX+d4jiuEOPccb4zNyeh2PxUd85d0xca+P6t6J7/UJcS55LgL+Lfccgvr1q3jzjvvPJnrEUJMM26lwsjadYw8tQ47m8UXj9NyzQryW3pJPvMsAIG2BBf+1WeIzp93hlcrhBBCiMls376d559/nm3btpFKpWqFu+ZmLrzwQt7ylrcwb578Gy6O7OAO/eG9OdY/to9sskSwwY9TdbEtF8f2aok4R6nfaxqEIj6au8KM7C/glp3DnlcK/CGTxvYG+rdniTQHJx2sq2ka8y5vIz/yGpkDz+A5aVDV2jGcHLruJxhZRDCSqMcCdS2I07c1TUPTDKrFDaBFx+J2qnj2VnSzA89pwrUKeG4GDZtKdbQ2pFd5KDTGC/cTKA+3OnrI4wrHquJYFsGohuGL4tkjteN4LkopbGVQKeTZ+Phv2Pr7dSy8ZtURO/GPRTjehD8cxi6X38i1D5+fufZKKdID/XJ3gRBHcLwxNiej2/1kdsxPdiFC0zQZXivOOcddwP/Upz7FRz/6Ub74xS9y9913M3PmTPkHUYhzTOlAH5vuvQ8rmar/RlXuHyC3eUt9m6bLlzH/L/4cXyx6BlcqhBBCiENZlsVPfvITfvSjH7Fjx45aEXISmqYxb948PvCBD/De974Xv18yY8Xhxjv0420hSjmLVx7bR7Vk4wsYRCNBQOE6inyqcsQivi9gEGzwceFbOrj0Bj99OzJse36QSsHGcxVKgc+v094TI9hg4g8aZIfK+MMmVskhFPPVB+sCZAYH2Pf6H/CFPJq7OhjZN1Dr4I8uJRTtItbWyZwlbYTjAdouiFLKWezZkML01wr9mtGKppkoLYBSefCKQBNoDlDEtcey6vHGPvqYNNwfjvp4pVjA9Olj26g3rnJ4HqbfT6w1QX40Re+za2nvmXfcHfFTzbU/WpFbKUUqlaJYLNLQ0EBLS8tZ8/u+Uore59bR++xarHKpfh5O5OKIEGeLY43FOd4YG03TuH1pF4u741OK3jnZxxh3svP0hZiujruAv3z5cjRNY8OGDTz00EOTbqNpGps3bz7uxQkhzhy3UqkV71OjtQfGf9E46DcyIxxmwWc+hRmefCCaEEIIIc6MX//613z1q1+lv7+fSy+9lP/6X/8rl112GbNnz6axsRGlFJlMhj179rB+/XrWrl3L3/7t3/Ktb32Lz3zmM9x6661n+i2IaUrTNJa8bQYKxa71STzHIxTzs+CKdlIDRV57fD+aBrb1Rja+poNh6rTNjqE8xc5XklzznnnMWtRCS1cDm58ZoJipYlddNF1jaHeW/GgZz4Vcqow75GH4DBKzo8QSb8xZKmXTWOUSsZYEht8PKDKDI0SbWvCFO3Asxe7XkmhkGe036ZjTQbViU8gYgB/l5etZ+ZruJxxvZMbFbex5vRc7f3Cn/fjEXfv4Tppycewsb0z5HXtYeTiWhWM7RJqbyaeSlLLp4y7gTyXX/mhFboDXX3+djRs3Uq1WCQQCLF68mEsuuWTaFcAnuwiRHuin99m12JUKsZaTc3FEiLPBVGJxTiTGZrzD/Xjy6k/mMeDk5+kLMV0ddwH/3e9+97T7x1sIcfKMrF1X67w/CrdUIvnMs3TcfNNpWpUQQgghjsVf/dVf8Z73vIe7776bCy64YNJtOjo66Ojo4KqrruJP//RP2bNnD9/5znf43Oc+JwV8cVS6rnPpDbPoWZyYMPQ2uHmULc8OYFccNB2UC4wV7/1hH8GwD93UJkThLLiig7ZZMV578gA7XhrG81xQCqvsUa3YNDQGCEf9WBWHfKpCbqRCvC1EeqCfXDIJmkYulSTW0oovUKF9ditzrpjP/i0eylPYlV5S+15hYJtFY1uccrEHTZuDL3QRdnkLysthBkxaZ87lqjsWMuuSOXz/iz+jUC+2H/rxyDTdQHnuJI9rKNc66AGt3hSTGRqgnM/R0NhEY0fnCcfdHGuu/dGK3J4/wMaNG7Esi3g8Ti6XY+PGjXR2dtLa2npC6zuZjnQRItLUUr+wY/oDRJtbyKVGTujiiBBng6l0o5+tg18PvcOgpcF30vP0hZiOjruA/9//+38/mesQQkwzI0+tm/DLxaQ0jZGn1kkBXwghhJhmHnnkEWbOnDmlfWbPns3f/u3f8p//838+RasS55LJht7OuKiJOZe1su2FoXqzuqbVCtiBkIFuaBQztTz68SgcTdPQNI3k/gKe5xFo8OHaHlbFwbM9wlE/0ZYg5ZxFfrTK4O4sA9tfoPe5dVilElalDEA2OUwg3MDCa1YRS1zAvk278fnzjOx6FeVZaEbk/2PvvsMkvco773/Pkyqnrs49mpyTjFBAWWQQEiBM8IINy4X92ouX1wbjNdgmSGDAu961McE4yIBfbExYFA3CJEkwQmiUJkiT83Tu6spVTz7vHzVd6p7pya0J0vlw6ZqZrnTq6Z6h+z73+d1UClWcxhaimTyR1Gpi6X68xrNEEwV0bZhN//nvFA6vI/QKCF1HBqfXca+ZJqEnj2TmP/c99IziPcy4TQiB22wihGDdK15z3Lib5x46N9nu008vHF3kDuIpHMchk8lgmibpdJpyuUy9Xr+gCvjH24T4tdfcghWLU50sPDcLIPbinAWgvLicTjf6XMXYnGpkz/Eek0+YABTq3kkfP+sJg/X93LK+j/s3D19UGxGKcrrOuICvKMoLm1cun7h4DyAlXql8bhakKIqiKMopO93i/Vw9VnlxkVJSHmvO6MJff9M8Jg7UqFcczIhOGEo0IYinLGrFVvF+2RXdZLpj7edpVFzCMMSIGAReiG5ouE0XIQT1ioPvBpRGGkhg80+20Cz9DE33SeW7QCsiECx+6Y0kO+bTs2g+AFZMZ3z/GM1aHUQSLdAQWhQZVgj8OmGQIfB9AnsUM6KR6uykNjnJrl89QuC6xDs6qE+0hs6eqsCxMawYfqBDUOf4ufjPEUJD6BqxVIrc/Bil8uNErE5isYXHFLHmMts9nskdt8gdWhEikQiVSoV0Ok2lUiESiZBIXFgFseNtQhiWeVqzABTlheJ0Y3HOJsZGSsne8Rr3bBrm8X2TBFKeMLJnqmg/XnXYfLjMr/YVqNo+dac1zDxu6aRj5nEfD8c5YbB5iI++fiXr52XPOk9fUS5kc1LAbzQaVCoVwvDYb276+9X/SSrKxchInsLAFyEws5nnfzGKoiiKosw53/c5dOgQPT09xNU8G+U0SSnZ9fgouzaO4Tb9dmE+nmnF3YQhOHUfNIEV0Vh1bR+pjli70D+9uBJPW8TTFp4T4DR9GhUXKSWRqE695FL1bXRDI9cbpzo+Qnm0hBXP4jSbRJNRmpUiux5vEEk02PPUHpZd3k3/sixDu6IgTaCGECl8p4puRpFhFIQE2QBcwqCDMDBIdeQpDB1udd/b/pHom9O7Lr7bpJWXf/LiPUAY+BBItOxeJpv/Smmvj2Gk6Om+hZ6eW2dcp7nMdj/ZwNt169axZcsWyuVyOwM/n8+f1ms83463CZHIdjBv1dpTmgWgKC8k5yoWZ6oT/t8fO8i2kSoCWNKVpO74s0b2TO+cH6s6DJWa5OIWC/IxdoxWCUPJsp4UE1WXe58ePO4A2uOdMCjUPa5c1KEy75UXtLMq4P/gBz/gy1/+Mrt370eQRusAAQAASURBVD7ufbZt23Y2L6EoynngThZxxidOfkcp6brphud/QYqiKIqizLmhoSFuvvlmPv/5z/Oa17zmfC9HucDM1l0/vQBaHmuya+MYnuOT7IhQLzns2jjGovWd2A2fwAuIJEycuocMdWJJi/5l2VlfK9MdY9kVPezaOEq1YBO4IZGEQfeCFIXDdWolh855SaIJk8nBCBKLwKsSBpLaZAUA3xshNxAD0cmux8dY+tIuMl29xBKXUS9uJfDqIEyEvhwpsyBAN5PoIopdKzJ2wCdwy8QyKZLdfYw+8yQCDYnkVPLvj7p6p3XvSMYlPX+c0phH36KXUq8dZP+ebxLa3fQtuKp93U8Ue3O6BfyTDbxdu3YtfX191Ot1EokE+Xz+giuAn2gT4lRnASjKC8lcxOKcSiTOVCd8peljaAIkDJebrO5PU2n6x0T2TO+cz8RM9k/UqdoedcfCD0IcP2TPWI2oqVN1PMarzqwF/LMZvKsoF7szLuD/7Gc/44Mf/CALFizg7W9/O9/61rd4wxveQBAE/OQnP2HFihXcdNNNc7hURVHOBXt0lGc+fgfu5GTrA8fLwRcCK99B1w3Xn9sFKoqiKIpySp588skT3j4yMtI6Ar93b/u+l1122blYmnKBO153/bLLe54rJldc3GareG9YOolshNqkg+cGROIGng2BF2JGdHRDozjaIN0ZO2YjAFpFp2WX99A9P83BZyfZ8egwmZ4YZsQg0x2jUXVx6j7NqovrJNGtFQTeTmRYRoYOCHDqmxjfu4POBZeBXAOAFTMJw5V0L5pHtThJo2KAyB7JqYcwTBMGS/GcxykOjQJQL7tokSS+byFEAnQDggpQ43QL86fKiAVoZkh9wqVojVIrl8GoMrbp/2PZpU47IudEsTdn4kRFbiEEnZ2dF1Tm/dFOtgmhKC9GZxuLc++mIe59epDxmoupC163ppf3XbcITdPa95vqhO/LRik1XRw/xPFCBotNMjGToVKDveNWu/N/8+Eyg6UmA9kYlqERtwzqjsdE1aHpBiAgamo0XB8/DLG92Y8+XayDdxVlLpxxAf/OO+9k0aJF3H333dTrdb71rW/x1re+lauvvprt27fzzne+k9///d+fy7UqivI8axw8xDOfaBXvhWGw8D3vZvCee3AnCs8V8o/8auU7WHP7J9Cj0fO9bEVRFEVRZvHOd77zpIUsIQSf//zn239Wp2cVOH53fff8dHtobTxtYcUM6iWHRDbSHk6b64mT6YrRrLlYUZ3KhI1rB+x8bITD24ssu7ybrvkpmlVvRmf/1FBcgEPbJmmUXRJZgWv7pDpi6IagMtJE0zSMxGpk2IvbGCZ0nwEkmpEiCGpMDj5N3/IBGpVOnKZHrehQwySamEcyJ0lkI0wcrOF5ITIEKbpBRBAiBXqKMHAJ6nsgbCAJQVggNJAG4PN8FPH9pk7oaZhxl/LEIHrURtcS1GvajIick8XevBipTntFmTv7Jurc+/QgByebVG2fhutzoLAXEPz29Yva31NMdcLXbJ++TIw94zVCKfECSdX2+eZjh7h/8zC3ru9HIvn2xsMMl21GyjaLOxMkLJ2a43Gw2CSUgIRSwyUZMcnGTKKmDsx+GmAuBu8qysXojAv427Zt43d/93eJRCI0m02g9ZcLYOXKlbztbW/j7//+73n5y18+NytVFOV5Vd21m2dv/xR+tYYWibDyI39M7rKX0POaVzL+8M8Zf/BhvFIZM5uh66Yb6LrhelW8VxRFUZQLXDwe5x3veMesGfelUolvfOMbvO51r2Pp0qXnYXXKhep43fWNitsusrdib7rZtXGM2uRzw2nnrcphNzx2bRyjUXbwnJBY0iTbHadecnjqxweJxExkKGft7D/2eU1WX9cFEp760SGEkDRrPr7Tia/XkRpY0SyeKxBaEmSDXC8M7SoRiRokl2SpFVsZ+oal4TR8dFND6IIwkIRuA5AIvRMhDEIBBBOADkiQNqCB3gPBMHCaofinwClbVA520bWqiYg0EMRxxy/BoAu7UW9H5EzvOK+Xiviui2GZFIeHVOe5oihnbaLmMn6kuz6UkkzMpNz0+OEzI7xyVXc71mZ6J3y54bKgI053OsJY1SFm6vRmWgNmv7Xx0JEYMljalWTPeI09E3Xm5yJQBdcP21uiti/RNZ9eM0pn0pqRm1+1/RkDcs/0hIGiXMzOuIDv+z65XOuoXiQSAaBWq7VvX7p0Kd/+9rfPcnmKopwLpc1b2PYXnyO0bfREgtUf+1PSq1YCoEej9L7m1fS+5tXneZWKoiiKopyOr3zlK3zyk5/kgQce4BOf+AQ33njjjNsPHjzIN77xDW6++WaVga/McLzu+nj6uZzh6bE3R+fkz4jD+dUw2e44RkTHjBpMDNagAzr6E7N29gshWPrSbiLRGsWRCXK9aS5Z00Nl3CbVMY5n+yRzMaqTTaxIB5WxCE6zjNCSCOokcml6l/Sy/ZdOewPCiunUJh36lmYY2lWmNDqEDBtYsSQ2MUAggwmklkKGVVpFennk17D1exmAyICcnIMrrGGYJugGvm2jGXGaI31oAwNUJp6iPFonaHiEwXbSXV3E0tkZ1z3X18/ovt1s3/AQbrPR7sSfitpRFEU5E51JC1MXNFyfTMzE8UPilo4XhDNy7aey9tf2p7ln0zCP75vkULHJcNlmaVeSqKnRm4myY6SKRLKyN4Xrt/4tLTY8DF2n5hy7GRpMO+A0PTe/P9vaEJhtQK6ivFhoJ7/L7Lq7uxkdbeUExmIxMpkMO3fubN9++PBhLEsNklCUC13hVxt59o6/ILRtzGyWdZ+5o128VxRFURTl4nXTTTdx//33c9111/F7v/d7fPCDH2Ryci6Kj8oL3VQXvBkxqE06mJFWp3ymOzbjflOxN/3LsmR74u3i8dTH56/uIJ6OUC87+G5ArWgDkMw919nvNn0aFbf9nFJKdvzy5zz5g3/jmQe/xy+/+y889cCPSXVGWmuKGrjNVqzO2pevIdNzKWYkimk1MSNRIonVxNM97Q0I3w3aGxBLX9pNZ/8QmnwEv7mB6thPCNynIXSQsooMhgCXVtHeoRWZEx75z4Mzqo0Ljn6gZhjkBhZgWF1EU/MZWP0G8vNfR6N4Kc2JHF41eiSpR7afYbri8BDbNzyEZ9uk8114ts32DQ9RHB46kwUqiqIArc76163pxTI0yk0PTUAqatKVihwzKHYq+uzZoTISGMjGEMCe8RoTNYeRsk021orE2TpY4YkDRXaO1pisu+werc36+p0Ji7ilU6h77Zz93kyUqKnTm4lStVsDchXlxeiMO/DXr1/P448/3v7zDTfcwNe//nUGBgYIw5BvfvObagiWolzgxh58iF2f/yKEIZHuLtbc/nFi/S/eDE1FURRFeaFJJpPccccd3HLLLXzsYx/j9a9/PR/+8Id529vedr6XplzATtRdfzQpJeWx5qz3OzoOJxI3gBiu7bcL7Ed39k8Vp8tjZTwnhtssUr7/PxF6N7/26vUz1lQvO+zvWEeufyEybCC0OK6dwrD0Y+N9Lu9m/+bdPPvwg3iOjaal8IIJQn8YRAqh97e67+VUV6jgubx7AVgIAiQRWsX9E17B9mM1QycMAjTDJNXRh+82CDwH3/XQtAj5+ZfRueAyAi9k/MAONCNC/8rV7dlTbr1Oo1KiY2Be+9kb5SJus0E634VhRUh15KkUxttRO4qiKGdCCMH7rlsECH74zAiuH5CIGKzuSyOlREo54/8Hpors/dkYEUNjSVeS3eM1Bos2/dkot6zvY9twhX/feAg/kKSiBoYmGK14x1mAJB0z25sFqajBSNmmNxNlpGyTihrHbCQoyovFGRfw3/KWt/C9730P27aJRqP84R/+IRs3buSjH/0oAF1dXXz4wx+es4UqijK3hv/j++z9hzsBiM0bYM3tnyDSmT/Pq1IURVEU5flw5ZVXcu+99/I3f/M3fPKTn+Tee+/lfe973/lelnIBm+qin4q2mY2Ukl2Pj7Jr4xhOw0PTNfqWpll+RW+7I39qI2CqC394b4mRPVWqBZtI3GTZFd2ku6KURhs0Ki6V8REa5RqeEwMMoskszeok236xl855l3DJ6o4Za4rETVw7hWlBtTBJNBEST1v0L8vOKPZLKdn041/hNhsgUniuhgwjIH2EFkXTEkgRQQajSKnTysAPkIRIK4I0QQtTCH8eeFsBj1Zn/nGvIKAjZZxIHPqWLyeVy+N7DuMHDtGz5Eoqk12YkTyBF1IvOcSSWXw9iddskurIU50sYMXjxDO5Gc8cz+SwYnGqk4Xn7hc79n6KoiinS9M0fvv6RbxiZVc7HudX+yZ5drjSzqA/epjtVJHd0ASrelO844pLWDeQYctgmcf3F/EDScRoddG7XsBQafbXjmgat6zvY1FnAqCdsz9UarYz8KduU5QXmzMu4F977bVce+217T8PDAzw/e9/n0cffRRd17nssstIpVJzskhFUeaOlJLD3/m/HPzXbwKQWLKENZ/4M8xM5jyvTFEURVGU51MkEuFP/uRPuPnmm/nTP/1T3v/+96u8bOWslMea7No4hmt7SCkpHK4ycbjK8O4yq6/rbw+nzXTHGDtYad236SM0GFieY/mVPWS6Y+x+Yqx9mwxLNGtg10tEE1mcepkwNKmWBBu/vx+74c143qWXd/Hk93/MyPDTSOmS7kwzslsj23PjjA2IoV0lPDeCxCL0qwgtiZQ2CANwkNJvdeCLRCtoNqwj0fHTWbx0B2gRBDGsZj9mNY50dyDDAscfaquD1gVI3GaF0lABTY8xOTiC0zAoDHdgWFkc28cfaaAZGot+bTHRqGDHL39OpTDezrbP9c08IZvr62fltTeyfcNDJ7yfoijKmTg6Hud4GfTTh9lOL7K/8dJ+9k3UuX/zMIFsddI33IDDxSaOF2AaAs+X7S1QAViGRipmsW6gVZfYN1GnNx3lt162gKip05WKsKgzob5vUV60zriAP5t4PM4rXvGKuXxKRVHmkJSS/f/8NYbuvR+A9JrVrPrzj2LEj99ZpSiKoijKC8u6deu46667+MY3vsHQ0BALFiw430tSLlKNiovbbMXhTByuIXSBCMFp+O3htJnuGIeenWTLg4OEYUimK0aj7DJxuMaKq3qpjNvs2jiG5/gkchZjB2I49mICbxv14gRCi2DGVhKJdxKG4Yyht0IIugYCDH0PyZxGKn8JTrPI1p89iNB76F28oB3p0xrMm0czVhD62wi9CkKLo+l9yKCClFWEZqGZK5BSEnpbCXW/VbzXTYTnIY0mbnQfhtODrl2G3/wlyAbP/Vgd0Orc10HLomkWEpDSpVb2aFQPEAYmZmwFrp1E4iOEhjAlBCHDu8osvXwlN75rGY1KiXgmR66v/5iClRCCldfcQM+ipTTKxePeb7oTRR0piqIcbXo8zlQG/VCpOesw23UDGSZqLp1Jq11kn3p8Z9LED0JGyzZ1NyAIJbom8IQECZqAjrgJQuAcGZa7dWiI+zYNUbX99qbAlYs61L9ZyovaGRfw3/rWt/KOd7yDW265hVgsdvIHKIpyXskgYPeXvsLYT34KQO6Kl7Lij/8IPRI5zytTFEVRFOVcMwyD//pf/+v5XoZykWsVxQ1qRZvAa/VS6pZOMhfFbfrUyw5jByts+dkgk8M1zIiOaenEMxb1okuj4iKlpFF2sOIGzZpHs+KBtoxIqhvfq4FIYKW6yPUmZjxuqrO+USkRhjad83rRLQu74TJ+eJQnf7iNTLfHssu76Zqfol52SOZiaMYKjFg3QjSRIoaUGYQoI706aAmElgVAmn1gTCDMSYRbBgki0AmNkEAewBBrEXoaGTgzBs5CDAggHCMMNUAi9Azp3huwq5IgiBLNdgMCtxEQ+B7pzhjZnjj1ksPux8fpWbCUeavmcSJCCDr6B04p83561NHUhsuyK7rbJxkURVGOdnQ8zvEy6IUQLO5Ktov6U/IJk7rjs3O0igZ4YSsDv2b7+GGILiCUrf+aXoipC7IxE9sLuG/TEHUnOG7n/1yRUrJvon7M5oOiXIjOuIB/+PBhPv7xj/O5z32OW265hXe84x2sXr16LtemKMocCT2Pnf/7ryn88lcAdN5wPcv+4L+jGXN6CEdRFEVRFEV5EZkaUvvsL4apTtqAIJOz8I4MqQ28Vse8DCVGxMBzfEqjDTw3IJ6KEEuZHNhaoFp0CMYarQ5M2ycwmxipkMCLIJoWVrRV9G+U3WOG3k7Pg7diGSYPjyIxiSWzeLbPUz8+iBU1aFRc6iUbBGhmDsPoxIgIdF0nP6+LwV2T+LZsP6/Qc+haBBGWCQ2B5puEho4IBfgOaDq6tZbAfgIpi7S67zVaA26dI39u5eCDJJbKE/gxpO0TeiFGRMep+whdkMxFMSydRDZCbdKZsUExF6aijjzHJ9kRoV5yZpxkUBRFOdrx4nHOJINeaAINCIKQIAwJAknw3D+32H5ALh7j7ZfPI2rqJ+38nwtSSu7ddGyn//SMf0W5kJxx9e7nP/85P/rRj/j2t7/d/m/NmjW84x3v4A1veANxFcmhKBeEwLbZ/tn/SenpTQD0vv51LP5/3ofQtPO8MkVRFEVRLgTFYpF//dd/RQjB7//+75/v5SgXkakhtV2XpNj52CjDe0rIEMxoq8NbNzXcpk+mO4YR0SiONvEcH03TWHZFNwCDO4tEEwZOU2DXXezIGHZykFB3kLpEN6PErCXUJqPtobeZ7udOgE/Pgx8/OIzn6kTiKygXIsRTPtWCTTzV2lSQYWvNCBAahAF4jsf4wYP4jSKhbHXgTxVv9CBGxM5jWyVCI0SEArNaQ/d1RCyJps0DEcW3N0DotfLzwzFaxfsYiBCEhmboaFoTQQxdF4QhNMouAIYuKI83sKI69bJzzAbFXJiKOkp2RJ7XjQJFuRCoruq5MRWPs7Y/zZbBMiBY258+5ccX6h5xS+elC3JIoOH4bBkso2saliGoOz6hhKipkYtbXNIRY/281r+/p9L5f7b2TdTPWae/osyFMy7gm6bJzTffzM0338yhQ4f4zne+w/e+9z0+9rGP8bnPfY43vOENvP3tb2ft2rVzuV5FUU6DX6vx7B2fobpjBwDz3voW5v/mO9U3MIqiKIqitBWLRb74xS+qAr5yRoQQ5HoTXHnromMy1stjTayYQb3skMhE8J0QoUV56evnIxBsfXiQasGmc14SGUKhMMFkZZRAsxFSgBSEukMzNsIll61k6er57ez76XqXXE6zmqFW3UOIhhHNE/ohxdEGAkBI3KZPEITIAIQA1w+OZN3voDm5nTB0EcJCt1aimStaQxwRRJwF6HYdL9iH8BtoXohuLQORQQiBJkyEsBBGHqRzJDZHIDSJ0KMgbUzLQoYxkh0xAi+gXnbQTY1kLkLghjQrHqXRBrG0Rd+SkGphL2Fw8lz7UzUVdVQvOSSyrQ7852OjQFHON9VVPfe2DlW4f/MwVdvn/tO4np1Ji3TMpO4E9GaiDBebAHSlLCZqLmErAh8J2F7AYKnJeNXhqsX5Oev8P5FTyfhXlAvJnORnXHLJJXzoQx/iD/7gD/jZz37GN7/5Tb7zne/wne98h1WrVvFf/st/4U1vehOWpb5BUJRzxS0WeeYTd9A4cBCAhf/13Qzc9qbzvCpFURRFUS403d3dfPaznz3fy1AuckIIsj3xGR3dUxE7uzaOUSs6xNIWS1/axf4tBfY+NYHv+ASBpFn3mLc8S6C5aFaAhoYIdSSSUAZUK3W2PnKATDI34/mnZ7vXJl2ceheJnInvBfhuQBiEIAWlsSYyOPIgDeSR6AYZlgjc7cjQRWgpZFglcLcj9B6EnmvdXdMwgtWIwCH0dgGS0DuM0JJIc0UrN19YyLAKYurnXR0pBQRNIoko6195I4suuwLfKTC0a4g9T9Uxo504DQ//yFDHbG+cXPcgBzY9yq5HG1ixOCuvvZGV19xw1oXHGZ+HSaedgT/9JIOivBCorurZnemphLO5ntMjeAaLDbywNSdlpOLg+2F7aojvh5T9kJrj8+COca5anD/uYNy5dKoZ/4pyoZjTAOyhoSG2bNnCjh07kFLS2dlJoVDgYx/7GH/3d3/HF77wBdasWTOXL6koyizs0TGe+fjt2CMjIARL3v979L7mVed7WYqiKIqiXICSySS33Xbb+V6G8gLVdUkKZKto3r0gRWWiyd6nJgi8gEjSpFlxsWsehcE68UyCTDRFuebhuQEykCBAD03skuDZDUN0L3gut31mtnuUatHBrnvkBxKURhq4YavLnmlZy7ouCAOOfLyOlK3ivRAGaCmkrEJYBz2H0CCS0LFrRXz/EKAhtMzMQr+WRbdWErjbCUMHoadbrycEumGw7hUv55q3v5Wdj/6C7RseojpRoToZIvTlRFKrW138mqA4PEjp8CNI6ZLOd1GdLLB9w0P0LFp60kG1UkoKhQL1ep1EIkE+n59R7JqKOuqen55xQkJ1JCsvNKqr+lhncyrhbK7nVATPuoEMmw+X+dbGg7i+ZKTcnJF/H0iwDA1NwMb9k+ybqB8ZinvsYNy5NJcZ/4pyLpx1Ad/zPH70ox/xne98h1/96leEYchVV13Fn/3Zn/HqV78aTdN44IEH+MxnPsPtt9/Ot7/97blYt6Iox9E4eIhnPnEH7uQkwjBY/qE/oPPaa873shRFURRFUZQXkend8W6zNdRWaNCseq3ifcJENzRiaQun5jGwIsfaGwY4MJLgxz94EDesAaAHURJhHxYxnLo/I7d9Rra7qZPrjVEcadAoe/huiJSg6QIkhEcqRslshEa11fmOmNY9f6QDX2gWaIkj7wHMiAGhh1s5UujXDOC5Qr/Qc63IHb0HwjpStNYmZAM9kqBr0dUcfnYfT//nj2mUawR+nMAvEjjPopk9xNLdZHIRnPo4QbNG5yV9GFaEVEeeSmGcRrl4wgK+lJKtW7eyZcsWHMchEomwbt061q5de0wR/+gTEhcqKeUxcUxqs0E5Faqr+lhn00V/out5Kl39QggWdyXbkTmdSZOJmoOmSZpeiAAMDSKGRszU8EN5zjZbpm8wqHkJysXgjAv4e/bs4bvf/S533303pVKJTCbDe97zHt7xjnewcOHCGfe9+eabKRaLfO5znzvb9SqKcgLVXbt59vZP41eraJbFyo/+D3KXveR8L0tRFEVRlPOo0WhgmiamabY/ViwW2bx5M0EQsHbtWrq7u8/jCpUL0cm6ume7//Siq5RyWnd8K3d918YxFq3vRDd1nLpHJGHiNnyMiMGCNXmyPXH2b8kRL6wEvwRITD+JLuOEliSSmJnbfnS2u65rdM5L0rs4w45HR/DcAGRrYK0IAQEIQaYrRqPsUq881z0vZat4r1srEVq21flvCHRdw0hlaUxGCbwacGyhXwjRitw5EruDAGQHmi4Y219lbN92CocnCcMkpqURTeZolCcJwwaZrhhIiCWz+HqS6mSBVEee6mQBKxYnnsmd8PNUKBTYsmULruuSyWSoVCps2bKFvr4+Ojs7z+Ir4PyYbeNn2RXdLLu8RxXWlJNSXdXHOpsu+uNdz4X5+Gl19ecTJjXbY+9EnaYXtj8uAT8ES9dIxyy6UpFzutkytcHwYj2doVxczriA/4Y3vAGAl7zkJfzGb/wGr3/960+Ycd/f309X15n9rbj33nv54z/+YyzLYsuWLTNu27NnD5/97Gd54oknME2T66+/no9+9KMX5TcrinI2ylu2su0vPkfQbKIn4qz+2J+RXrXyfC9LURRFUZTzxPd9/vRP/5T/+I//QNM0/vt//+/87u/+LnfddRd33HEHtm0DoOs67373u/kf/+N/nOcVKxeKU+3qnn7/o4uunZcknuuOt3QS2Qi1SYd0d5Qll3Wx58lxnLqHbuosuayLeatylMda8TqGHyVr9Lcy4kUTz6gQS6VYdU3fjNz2Y7PddfqXZSmPN3BtHxmCRMKR/PtY0uTymxfQszBDeaLBo3fvpVJYjdPoAb/eyrPXswhaXfuBH9IojwENoulFeM0DuM2jCv1HXQcZlo5E8CRIpnsoDteRxDCsGHatgi/SQBMrFkM3Ejj1VvzP0stXEboa2x95mEphvJ2Bn+vrP+Hnql6v4zgOmUwG0zRJp9OUy2Xq9fpF+TPxzFik5zZ+uuenL4rTA8r5pbqqj3U2pxKOdz3PpKvfDUK86dk5tPY6TR06kibzO+Iv+s0WRTmRMy7gv+td7+Id73gHy5cvP6X7v/zlL+flL3/5ab9OvV7nf/2v/0U8Hsf3/Rm3jYyM8K53vYtkMskHP/hBms0md955Jzt37uS73/0ukUjktF9PUS5Gk49tZPv//N9Iz8PMZFj9yY+RXLzofC9LURRFUZTz6Fvf+hb33nsvq1atIp/P8/nPf57u7m7+/M//nHXr1vHa174W3/e57777+OpXv8rSpUt5y1vecr6XrVwATreruzzWZOdjo9SaZYxESLWu4e7yERrt7vh6qTU8NZmJcv3bl7FoXSelsSbZ7hjzVuXQNI1GxSUMQgxTJwgCgnSBhhhFWCGp/gxOrBvobb/u9Gz3etlh7GCF/ZsnmDhcI/DDI53wrftqJugpDz9SJTAs5q/O4zYDdvxqhOKwRb3iEIsbBL7ErvtIKdHkLhqT25DSxYhGiaUWIoxOfC+K0LIzioJSSmSwA9/eDriYkRgd3VfjeUvI9vYjg19jdO/jBF4Fw0qQyq8l2TmfNdf1070gfWRjopeexctolIvEM7l28X5yuMbep57ErU/Qt3QBCy59CZqmAZBIJIhEIlQqFdLpNJVKhUgkQiJxcRbBZsQiTdv4mR6dpCgnorqqZzrbUwmzXc8TdfUv6jw2WqdQ9zA0QdTUcTwficAPJUK0mgjWD+T4bzctZnFX8qQnvfaO19gyWAFke8PgxbxBo7x4nFEBv9FokMvlGB0dPeUC/pn6u7/7OxKJBFdddRU//OEPZ9z2la98hXq9zv/9v/+XgYFWLuC6det473vfy3e/+13e9a53Pa9rU5QLwdiDD7Hr81+EMCTS1cma2z9BbODEnTqKoiiKorzw3XXXXVxxxRX8y7/8C0IIvvzlL3P77bdz5ZVX8s///M/tH3jf+9738uu//ut861vfUgV8BTj9ru562WGseoCaGCGoeOiYJLxe1qxeQ2GwfqQ7vhWFMpVnPn9NnvlrZj5PLGUShhLfDbBljWpkGDSfbDZJqHls2bKF/v7+GWuYynYHGNpZxm0G6JoGBoRBgBnTCaVE7yxRCIfZ8Ms9pLYlWLduHWteuobu+WlG91fY9sgQMpQEQYhzoIr0S3j2dhAehpnGMJq49YOY8UWE4SwdprKEYBemFZLt60MTDZqVZzBjnTTKWbJ9l1IvC+zaBIlcN9n+Vay4qveYaJiO/oF25r2Ukh2PDbPh3/+ZytgWZOhjWAYL1q/nut94Nx3988jn86xbt44tW7ZQLpfbpyXy+fwcfCWce0fHIk1t/EyPTlIU5dQ9H6cSjtfVn0+Y7Wid8aqDoQuuWNjB8u4kUcNAExBKQSAlAtCFwNQEg6UGh4tNCnXvuOuTUnLP04P848N7OVhsIqWkLxPl929aypteMqCK+MoL3hkV8OPxOF/5ylf4xCc+MdfrmWH//v187Wtf40tf+hI/+MEPjrn9P//zP7nxxhvbxXuAa665hoULF/LAAw+oAr7yghHYNuMPPUz5+w8Q1uts6eqi66YbCJo2+7/6dQBiA/2suf0TRLouvqOyiqIoiqLMvUOHDvGBD3yg/UPtzTffzN/+7d/y5je/ecYPuoZhcOutt/KlL33pfC1VucCcble3K+tUwiH8wCMWSdJ0aoT6EN0rXsLKl/Wd5jBSgW5oaHpAqDtgBNS9Ck5Vx3EcarXarJsI7c7tXLTVQW9LhBCEvkRLOJSCIYQeksnmsd3GcycKejpb69Jg18YxGmUHwxJIo4kIfaRMIaWBDBOEQZWeRTqFYYt60Z25atEAPPILeunoyxC4SSoT4/QuMSgM6YzueQKn+iS65iLkIH2L8iy5bB3F4aEZHffTr095rMmmH/2yVbyXPmg6nt1kzxOPUZuc5LKb38jKa25g7dq19PX1nfK8ggvZsbFIz238KIpyZub6VMLxuvoB7ts0xIFCg4rtUWl6bDlcpicdIRU1MTTRijWjdTjKMjSWdScYrzr87U93YWjacfP0947X+Oov9rF7vE4Ytp5l/0SDLz24h3XzMizpTs3Nm1OUC9QZR+gMDAwwOTk5l2s5xmc+8xmuuuoqbrzxxmMK+KOjoxQKBdauXXvM49avX89Pf/rT53VtinKuNA4P8swnbsedKIAQICWViQKVZ7e175NYspg1n/hzzEzmPK5UURRFUZQLied5M2ZUTcVLxmLHFsJisRie552ztSkXttPt6hYRHysp0OtxAg8iRhw94SMi/jH3PXrY7fSifrPqYUY0epdkKDlNShWfQAbIUMe2bYIgOO7X6VTntmf7JHMWxREf3RBohg6RAPSQjq4smgF6oFOr1dqbAUdH8TyzcQ9ju9OUGxa+W8WMpJGyDsKiUTVZsDbPro1jrfeuQTxlEfodiDCDEHUCN9YaQhuP07ekDzNaY2T7YwTuJBg6lfEy237+H8iwxuFtW3GbjXbm/cprbkAIgZSSkb0HqIxtQ0oP3YgS+jZSCAgldq3K9g0P0bNoKR39A3R2dpLP5ymPNRneXT6NDZMLy/TPxelt/CgXEynlCTevTvU5jo5qUV8n58bxuvo37i8yXnWo2h5+IJESglBSdwISlkEoJd2pCDXHxw8kUUOj4QaUmh7JiMn8jhjDpSb//thBpJSsn5dtR/3cs2mYXWM13CPxaJYmCCQMl222DFZUAV95wTvjAv5b3vIW7r77bt7znvcQjUbnck0APPjgg2zYsIF77rln1tvHxlrfMM02GLerq4tarUaj0SAeP/OcvDAM2b59+yndt9lsApzy/RV1zU6FdF1Kf/U3hJXKkQ/Imb8C6DrmO97GnuFhGB4+94u8wKmvs9OnrtnpU9fs9KlrdvrUNTszF8t1C8OwnWk9VwYGBti0aRNvf/vbAXj66acB2LBhA695zWtm3PcXv/gF3d3dc/r6ysVLCHFaXd3JZJJsZ4pGzCZqxrC9BvFEisJ+h2e37W4Ptl12eTcSye7Hx5/72BXd7RiZeNoiEjfxHB8rYgECSYjj2gghiEQiGMbsP8JO79yWTZ/OeUn6lmToXZyhZld4fEuBar1E8bCL4zgYhsHQ0BALFixACNGO4sn2xKkECfKLFjGxNWD3xp8jwyphaGLGVlApROhdLOianzrS8R/BtX3MyDz6Ft3Iwa2PUpkYR+gRzOgqnvpxher4ZqqT4xiWgRWP4zablEZH2P6Lh4gkEqTzXVQnC+2CfK6vn+2PPMzWn/6MZvUQMvDxgxoQAqAZFql8F26zQaNcpKN/gDAM2fPgYQafnqDhhcikybIre46J6LkYTP9cKBeuMy2gSynZ/sjDbN/w0KybV6f62lNRLVXbP27XtvL8ma2rvzNpYeqtonzE0AmkxDS0VsHd1AkkLOlKUHdDDk42sL2AQEImZrKwM07E0PDDkJ2jNf7mx7voz8R4xxWXsHYgzeP7JlsNjQASvFCiCdDEkQ+gNnWUF7YzLuCvX7+eBx54gDe96U385m/+JgsWLJi1m+eKK6447ed2XZfPfvaz/MZv/AZLly6d9T6O4wDM6CqaMtVdZNv2WRXwFeV8c556mrBcPvGdggBv+w70q07/75qiKIqiKC9cr3vd6/jyl79MNpulq6uLf/zHf2TBggWMjo7yf/7P/+F1r3sdQRBw11138eCDD/Lrv/7r53vJyhyTUlIoFM4oWkUIQWdn56xxNUeb3rHvOE3iiSiL5y9nZJOD7wYkO1pZ5s9uGGJqsuzUx3ZtHKN7fppsT3xGEb5Sbf28Z+gGkaiF53mEYYjvH9vVP7Xe43VuS5mn7I6wYcMGfN/Hsiyi0Sj79+9n+fLlx7xHIQSJDpPFb3wN5YkkxaExNDOJpueQUlAcbrBwff5I5r6PFTNZdkU3S1+6jkWXrmbHY3s5tM1heL+FEA1MU4IE3wtxbZ/A8wl9H6dRI3/JJRhWhFRHnkphnEa5CMD2DQ8RhDaJbJJSY5yp4j2AlYgjZYgVixPP5Fqf558P4T48SHcQIiyd8XLIrsdG29dWUebS2RTQi8NDbN/wEJ5tH7N5NTX/4WT2TdS5b9MQdSegPxtjpGxz36ah9lBT5fxY1JngtWt62V+o03D91r/2UiJDSc32MYRk33iDph9gewGWoXHZ/CxjFZvRikMiorNtuIrrh5Q0j3LT4x9/vpf3XbeIQEoW5ePsHK3hh5JQtiJ45nfEWTeQUZs6ygveGRfw3/ve97Z//xd/8RezDpgQQrBt27ajH3pSX/va1ygWi3zgAx847n2mivSu6x5z21Rx/2xPBmiaxsqVK0/pvlNdXad6f0Vds1Ox5evfaMfmHJcQ6Dt2svI9v3XuFnYRUV9np09ds9OnrtnpU9fs9KlrdmYuluv21FNPzflzvuc97+GnP/0pd955J9CKyfnf//t/k0wmeec738k//uM/Aq3v23O5HO9///vnfA3K+SOlZOvWrUeK6k47Bmft2rVzXsw4umM/Ho8zdqDKrtoeMrkUuhkjkY0wOVhHAvmBBLqpoSVcJosFhg6nyHQvnFGE371Lo/j4TvzAQ0pJNBrFsixM0zzhOmbr3BZC0N/fTyaTIRqNEovF0DSNSqUy62BeKSXNUkBDc+lZdAmVQgRNCHRLJ5mzkBK656dZtK7rmM0CzehgcngSKW10vfVzqefm0a0Mnl2iWakgpYem6dj1BqP79tCzaAm1ycl2Qb5RLuI2G0RjCUpDQ2i6RhhKhKaBlASehxCCldfeSK6vH3+iifPMBAQhYdTACiVdQUit5tGouKqAr8y5symgT319p/Ndx2xenWoBf6LmUrV9+rMxoqZObybKUKnJRM2ds5z355OUkgOVAxTsAvlongXpBS+IIrMQgvddtxCQfH/LEAcmm1Rtn6Yfojc9sokohyfrhBIMTRA1dcarLlcv6eRX+ybZN1HH8UOipkY2ZlKzfQ6XmoxXHVJRA4FkRW+SvRMNAJb3JHnvNYtY3JVUmzrKC94ZF/A/+9nPzuU62qrVKn/3d3/HO9/5znYuIUCj0UBKyeHDh4nFYu0jvuPj48c8x/j4OMlkUnXfKxc9r1w+cfEeQEq80km69BVFURRFedFJJpN8+9vf5rHHHqNarXLZZZe1C5Xf/va3+frXv87Y2BjLli3jPe95D319fed5xcpcKhQKbNmyBdd1yWQyVCqV5wa3nkJX/ema6tjP5/Ns3bqVp7ZuYtwvMT6m05tdSMztJpIwAEGtaNO0xhgp7UeKgMe3jBJYtfbmQrYnzkK9lx0H8jQaDaLRaPt0dTKZpDTaaBfOU50R9u7dy+TkJB0dHSxZsmTWOKpkMkkymcR1XXRdP+5gXiklozuajO5sckB3ERok0haarpHsiOLZPmZUJ/BC6mUHV9Zxmz5+IUk+n582TDeCXfcI/BAps+jWSwn8J5HhJAITM9aNFQ1olCqMHzhEuivfLsgDWLE41cIEvucikRiWRSyVxrNtIokk617+6nbkSFjz0EJJYOoEfgiGhmb7xBMW8fSxJ9YV5WydTQE9nsm1vr4nC6Q68q15EUc2r05VZ9IiFTUYKdv0ZqKMlG1SUYPO5IX/9S6l5Af7fsAP9v2AmlcjaSZ5/aLX8/pFr39BFPE1TeO3r1/M8p4Uf/vTXTScgM5khImaw1CpiaFrJCMmoZQIYKLmsH5elleu6uF7Tx7mqxv2o2sCL5BTB7aQwKq+NL/YOUEQSpZ3J7l+WSdvfskAi7uSCCEu+k0dRTmZMy7g33bbbXO5jrZyuUyj0eCf/umf+Kd/+qdjbn/lK1/JTTfdxN///d/T0dHB1q1bj7nP5s2bWbVq1fOyPkU5l8xMhubQ8Ek78M2sGl6rKIqiKMqxdF3n6quvPubjK1eufN4acpQLQ71ex3EcMpkMpmmSTqcpl8uzdpzPpamNgxCffHeOwliRkeJ+FmTSrHvZEiSSrY/uZaS4H6kF5LtzBNLliSeeQEpJf38/+XyefD7P+vXr2ycIEokECxcuZNvjBxnb2US4UcyoTiWxi6GJ/fi+j2EYrFmzhte97nXtIv7U0FynrLN4/nL2Htx5wsG85bFW8d53JR0DEWpFG83QicT1I3E5OsmOKJt+dojx2kEq4RBWUpDtTLFu3TrmdS3Gihm4tkcyF6E00kBKMOOrWrFBhUcxIll8L4If+IRSoJmrWHDpy1hx9XqEEOT6+ll57Y1s/skDMNYqcmm6TuB5gCDV2UnPkuXtYbd1JyAUgmREo+YECNsnEILUQKIVX3HkdPyUEw0SVpRTcTYF9Kmv7+0bHqJSGG9n4E9tXp2KRZ0Jbr20n/s2DTFUarbjUqYGnl7IDlQO8IN9P6DhN+hN9DLWGOMH+37A6vxqFmYWnu/lzQkhWt31fiDpSkVIx1onpw5ONoiZBkJA3NQpNz1MXaMrFWFRZ4J01EQTUHcCGm6ApWvk4ibf3zTEeN2l5rSiceZ3WCztTrWL93Bxb+ooyqk44wL+8yWfz/OlL33pmI//y7/8C08++SR/8zd/0/6G8zWveQ3f+973GBwcZGCgddTql7/8Jfv37+e3fkvFiSgXv84br6fy7EliqKSk66Ybzs2CFEVRFEVRlAvK8XLuE4kEkUiESqVCOp0+bsf5XJu+cWAYBtGESalYYmC9hdVtk0wmWWHkmXjUIJPNE0tEmJiYYGJigkceeYR0Ot2O+pmK5anVagwNDbFrxx4mhsoI2erqr9bhUGE3ugmxeIxms8kzzzzDsmXLWLZsGVJKdj0+yq6NY7hNHzNqsnz1ZXQuipJMJmedCdCouHh2iEg41IICWsKEpkbv4g5yvQmiCYMtDw1StyvUxAh+4KHX4zRiduuEw2v62jn+TsMjPy9FrjdGcbiB25yHU8vg1MsEoYmueUQSaSLJxQzv0Vj8azbZnngrHueaG+heuITtv3iQnY89QqNUJAwC0l3drHvFa8n29lGv72Xv5p0c2iqJlzro8kKSUZ0gojMcwMTBKiPf2zNjUPDR1+ToQcKKcirOpoA+9fXds2gpjXKReCZHru/0csqFELzx0n7WDWQuuoGlBbtAzavRm+glakTpjnczUh+hYBdeMAV8KSWbD5cYLDXZN1EnbulYhoZlaJi6IAglpYZLxNR57ZpeFnUm2DdR57H9k/Sko5QaLg0vRNcErh+yZ6KG40sCKQmlpOkG3Ld5iHXznovHWZiPc9WiPD98ZoS94zW6UhFuWd+HlJLH9k1eVF8jijKbsy7gFwoFtm7dSqlUQs7SJfzmN7/5tJ4vFovxqle96piP//jHP+app56acdvv/d7v8cADD/Ce97yHd7/73di2zZ133snSpUt529vedtrvRVEuJDIMqW7feeI7CYGV76DrhuvPzaIURVEURXlB+OpXv8q3v/1tRkZG6O7u5rbbbuN3fud30HX9fC9NOQ0nyrmfPlj2RB3nc+3ojYOmUwc9ZPueZ9i2WxKJRFi4cCHJTBzbbSBFwMTEBACZTAbHcWZE/Uw1b+3bt49arYYMBaHmMtE4SNzMEDYDokYcwzCIxVpF/MnJSUqjDcYOVHh2wzBShiQ7otRLDqPbXJaunk+2c/a41VjKpGGMUq6NoLsQOBpRpxvxrKAwWKdzXhK36WMkQoKKRyySJPAgasaw7QZDQ0Oku9KsekWOZs0D3aN7XgeT+zLsfEyjPJLCdw8iQx8Mk0hiIZmePhqlmXn1QgjyA/O45u3vYtV1NzGydzcCSffiZeT6+hkbu5/DB+9hcmIcrTOGl76RgwevwAwFngaOKUjloscMCi6PNdm1cQzP8WcdJPx8klLSbO7HcSeIWJ3EYgtVMe0idbICupSSfRP14xbXhRB09A+ccub98dawuCt50cWj5KN5kmaSscYY3fFuxhpjJM0k+ejz+2/zubRvos6jewvk4hZV26fu+tQcn2TEoOkGSKAzFeG/XHEJ77tu4YwInHXzMrh+yGjF4eBknUrTQyCOFO9b3fkTtVbxfyoeR0rJfZuHeXTvBG4QYuqCKxe2Ipk++4Ptaqit8oJwxgX8MAz59Kc/zbe//W2CIDju/U63gH86+vr6+MY3vsHnPvc5/vqv/xrDMLjhhhv4yEc+0h5yqygXIykle//+Hxn/2YMAaJEIoeM8N9D2yK9WvoM1t38C/SwHNiuKoiiK8uLxla98ha9+9av8xm/8Bn19fWzfvp0vfvGL1Ot1/uiP/uh8L085DSfLuZ8+WHZ6d/7z6eiNAyFE+zWn1rh//34WLVrE/v37KZVKAHR1dbWL/0dH/dRqNYrFIrZtY4ceBBIvtNHcGEJoOG4ToUtc18UwDJoTgg1P7KY2aVMt2uR64+imRiIboTbpnHCwa2A0caLjSD9AuHF8v4EdGSPaMQ+v4TO8p4Sma7h1DR2TplMjYsRpunWC0OPJJ59EytZapJRYlkV0W5S1a9ey7oYEtTEP3ezBrmmEvo1TL1AeHSaR7SWettrxNvWyg+8U0HSbRDbHqutuBFoRPwe2b6FQuwfPqxHYecx4EWH9AqN3KRMHsgigYyCBYenHvOd2Rn9HZNbbny9SSkZH72N07H58v4phpOjpvoWenltVMe0iNVsBXUrJ3vEa9zw9xMb9kwShJB0zVeF0mgXpBbx+0ev5wb4fMFIfaWfgL0gvON9LO2NHb9iMVx2qts+Cjjh1N6BiuxwoNOiIW2Q7LYbKTbIxi1es6mnHnU1F4AyXbPxQsme8huOHuIEEZDtVWAJD5SYxSyefaEXzTA2wbbghS7qSjJRtfrZjHIFAwikPtT3ZxpOinE9nXMD/2te+xr/9279xyy23cN111/GRj3yEP/qjPyKRSPD1r3+dTCbDBz/4wTlb6Oc+9zk+97nPHfPxZcuWceedd87Z6yjK+SalZN8//jMjD/wnAF033cji/+d9TGx4hAPff4CwViPZ3U3XTTfQdcP1qnivKIqiKMqsbNsmOsv3Cffccw9/+Zd/yU033dT+WCaT4a677lIF/IvMyXLupwbLnijz/ngRPGdKCDFj46BcLvPEE0+QTqdnrLG/v5/ly5czNDTEk08+CYDneUxOTiKEaBfAhRB4nkez2cT3fXRD4HguBB5lhjFMDS9wqdfrmKbJkoXLqe6zCDyfZEeUatGhNNIgmjDxnAArZpxwsGu9XkeLhHQkUhjEKY6CNF0C3SWZTVGbdOhfnmb8oEaj2ktFH0JP+JhWhNDxAYhGo4yNjQEwf/58HMdh69atXLp0EZru0bt4PvVySGmkgtssIWjS0Rdn/9YJmhWXwmCN4tDTNEpbicRCMj1ZVl5zA5q1gt2PjxNoW4kOjBOL96Np4DVzmLFJ7OY40UQXIKmXHBLZVof99PccT1tYMeO4tz9fms39R4r3dSKRfhxnhNGx+0mn1xGPL3peX1s5N6SU3LtpiG89dohnRyoIYElXkprtzyicStkqzv7k2RGeGa6Sihi8ek0PNyzrmnUA9QuNEILXL3o9q/OrKdgF8tE8C9ILLtpC8dTn/b5NQ+1O9ysXdlB3fXaN1dA1ge2FhGGrD/HAZB3HCyk1Pe59eogPvro1z2MqlunfHzvI7vEaAljcmWDXWKuQP/NFwQ+f+9hsA2y3j1QQCFb0pk5pqO1s70NtPCkXkjMu4N91111ce+21/NVf/RXFYhGAtWvXcvXVV/PGN76RN77xjWzfvn3WoVmKosxOSsn+r36d4f/4PgCdN1zHsv/39xG6Tu9rXk1p/iVAa/CcoiiKoijKidx6663ccccdx3w/7nneMTnoiUTihKdqlQvT2ebcnyiC52yL+FMbBxMTE2zduvWYNSaTSTo7O9sbBps3b2Z4eJhms0ksFmPjxo3Yts3atWsxTZNYLEaj0cDxHTRNoGk6EIAm6O/pp9FoEIvFWL5wLbsOllsd5qbeyp8faVCddEh1RFl2RTeZ7thxr4dfr4Hv0fQ9ujqThBMOItDRQ4t6tVXsXn5FLyuuFNTL83FlHRHxqVQq7Y0K27ZbefNhSLNSIZ5I0HQcQt3EisWpTU6S7OjAa3okO3JEk2me+fkgnhsgQzCMKqG3ldB38PQMzUqdp3/4E4TpYFh5Mv1dBH6MZmOYeLaPZqOI70TRRQfLr+0FCc/+fBvjB0rEklmWXr6q/Z4z3bF2Rn9t0mln4B/vmswVx53A96tEIv3oepRIpJd6ZT+Hdz1GZ5fVHmBaHB4641x05fya6oIu2x6GECBguNxkVV+aqu0zUXNZ1Cm55+lB/uqHOxgs2UyFMH/3ycO8/fJLuP2Na140RfyFmYUviMz7qc973Qnane4/2zGG609rmUcSItlfaBAzdQIp8QPJz3dO8KZf62dJdwqAtf1pLl+YY6zqsKgzTmcigu357B5vtF9PE5CwdBKWTqHusYTZB9hmYyYCccpDbWd7Hyfr2FeUc+mMC/gHDx7krW99K0D7H9ipb/qTySRvectb+M53vsN73/veOVimorzwSSk58C/fYOie+wDIX3s1y//w/0WoLFpFURRFUc7AK17xCn77t3+bN7/5zfzJn/wJ6XQagFe96lV89KMf5fd+7/faETr/8A//wOtf//rzvGLldJ1tzv3JInhO12zd/Cdb41THfjQa5Sc/+QmxWIyOjg5c122vJZlM0tHRAbSiXIUQaJpGEATouk48Hqejo6MV2WP4MzrMdV2jc16SVdf007MwTaY7NmtRWErJ9kceZtsvHkSWqzTNKAUpSeeyROxu/IpJJN4qdk8Nmm1FzrRylqdvVEQiEXzPJfB8CsOHKGgGmY48vfMXYFx7I9s3PES1MEEsnaBz/mVs+6XAcwOmqplOvUzo1bESOaTU8T2DysQEqVgRMxqjUk8QWXQtRnYDeqRARypPwno1vdfcQKY7xo5HHsZvPkzQrOHrSUJXA3rbnx+ry2b1KzuwRIJEJnLcazKXIlYnhpHCcUaIRHopjm2nPlnj4J6HMdjBimtuQADbH3kYt9nAisVZee2NrLzmhtNam5QSf6JJWPPQkiZG5/P/3l7opJTHbKwAM6JGFubjbD5cYqjUKpwWGy6uF+L4IcMlm75slM6kxb6JOl9/5ADD5eeK9wCOL7nn6SFetaqHG1d0n583qpyR6d3vEUMjEdHZNVbF0DQum59htOIyUm5SsX28MMQPJVJKDF1jb6EVt/SHr1rGfZuHuW/TEGNVh8m6i+0G5BI2Y1UXTUAoQUD799OL8bMNVb5lfR8CwX2bT23Q8mxd/Cfq2FeUc+2MC/imabZz5mOx1m79VCc+QE9PD4ODg2e5PEV58Tj4b//O4PfuBqDjqitZ/qE/VMV7RVEURVHO2Ec/+lHe8IY38Od//ufcfPPNfPzjH+c1r3kNH/rQh3Bdl0996lM4joNpmtx666185CMfOd9LVk7B0UXyNWvWnHHO/ckieE53Xcfr5j+VLP5Dhw5RLBYRQmDbNrlcDsdxqNfrzJ8/n3Xr1vHEE09Qr9cBSKfTFIvFdkG/UqmgCxMCk4HlMQ7vmKQwUQDTZ+ml/Sy7onvWzt6pzPmRvQfY+tOfEUqHfDxBpFYl2jS5+lWvRjMyFAsVOjozLFjWPev1zefzrF27lqeeeJzC6AjSsdGkxNMNhOPhD49SGyqy4urr6Vm4hLEDoyDijOwD3xtGaCCnDsFoCUJp4tRKRJIZqpNVBiKLmGd1YkiJX/cZenotle5+Vl/aTWffJe2BsJNDg2x/5GGkdOm8pI/qZIHtjzxM96KlDE0Wj/n89Hef/mmL2Qq6J3uOWGwhPd23MDp2P/XKfuqTNezReSTji6hOTrLlpz9E0HqOdL6rte4ND9GzaOkpDzqVUtLcNE5j0zihHaBFdeKXdhG7tEsV8c/Q1MbW9g0PPbexcs0N7Egs5f7Nw1Rtn2REZyAXZ9dolaFyk+Fyk2zcpHFkUyode65wunF/kWLDJZTHvpbtBTx+oEjMMtqbAvsLDZVHfoF7Lru+2c6uD0KJrgn8QGJ7Pm4gSUdNyraL44doQCgDBDob90/y810TR7rffSxd4PghlabHSNXB0CBqagQSwkASNTV0TeOKhfl2Mf54Q5UB1s2bfdDy8d7HqXbsK8q5dsYF/L6+Pg4fPgyAZVkMDAzw+OOPc+uttwKwadMmcrnc3KxSUV7gDn3rOxz+9ncByF3xUlb88YfQjDP+66koiqIoigLA+vXr+d73vsc//MM/8OEPf5gbb7yRT3ziE3z84x/nYx/7GMVikWw2+6KILLjQnUoW/YmK5GfSMX+2ETzTnaybf6rjfqoAP/39FQoFtm3bhud5ALiui+u69Pf3k0gkZuTqb9myhQMHDhCGIblcrlW0bTYJbEHEzrHjwSJmVId8kYZ1kED67BweIfKMd0w0kJSSXY+PsmvjGOWx3RQHJ0h3ZUBvELFMQqfJM88+Q7HRREpJ5ECEmnv8iCGjMok1cpBwdATN9fGTGaRmIkJBtdLk4W89zcvsFAidPU+buM0mzarbWsu0iGehZdHNlYT+DmRQJRZmmRdZiS5MmqEkpgn6DZ0d451M7J5POtlNLNZ6P2P7R6gVKqQ6u9Eti1RHnkphnJHBQ2zZvQ/XdVubHxMTbPzlIwTlIvmOHIlsxykV4mct6J5Cp7wQgp6eW0mn13F412Mc3PMwyfgiDCtKqiPP+MH9AHTNX4hhRdrrbpSLp1zA9yeaNDaNI50AI2sRlF0am8YxB5KYXc/fgN4XsuLwENs3PIRn2+2NlScf/BkbcjZ1M0t/Nsa+8RpPHizREbeYl4sxWGxSbHgsyie4fnkXb7q0j8VdyVa0VtIiF7c4NNkgOKqIr2uCX+ya4LF9k6SiBv3ZGIPFBjUnUHnkFygpW930q/vSPLxznP2FBkLA8p4k5YbPWM3BD0JSUZPedITGqI8XhOhaa7i5oQvqjs/+QoOq7ZOOGTw7VCFu6gjkkQG24AWSMJRoQhA1dZZ2J3nTr838WphtqDIw68dmM1sX/4k69hXlXDvjCuHll1/Ogw8+yIc//GEAbr75Zu68805c1yUMQ+677z7e/va3z9lCFeWF6vB3v8fBf/t3ALKXvYSVf/LHaKZ5nlelKIqiKMoLhWEYvP/97+e1r31tuxv/j//4j3nb297WjiVRzq9TzaKf68ibM4ngOd5Gw9Hd/KlUikKhwJ49ewAYGhpi69ats76/oaEhqtUqhmEgpSQIAnzfp6ura0bUTmdnJzfddNOM15dSMnZ4ku0/n0AjSjIfpVAoMLJvB8kui3xn7rjXqTzWZNfGMTzHJ5XPUTjgMHFgF5qp4SaSBB3dDO/Zi9A0urq6ZsT6HH29i8ND7HjkYcJaFeE4BPEMSNDsJtI08VMxag3JlgcH0U0N3wuwogZCE63ue/+55xJCoFkr0K0edNMm6qcwtCTNUBJCu4ifDCT7fnSQwrZJFlzdhxSw7ZEytZKkVjpMrr8bIepYsTihbuI4Dul0mvpkgdroMA3H5mdPPUrK0OmYdwmrrrvppIX42Qq6p9opL4QgFluIGU5iFx6hOrybeC6HW6+jmSZWJEp1skCqI091soAVixPPnHpTYFjzCO1W8V6YOnrGwi+5hDUPnscIjDM5kXCxaJSLuM0G6XxXe2Nl8PAwjlmmd2EPrh8wWXepND38ICBm663scU3w7qsX8OaXDMy4Fos6E7z76vl86v46kw2v/XFdQD5hETU1ejMx9k3UefpQiXnZOIu6EiqP/AJ09NBXP5AkIgar+pJ0paLYXsC24SqhlMRNg2S0lS5g6oKYqRMzNaq2j+OHRA2NVNRgqGTjeCGSVgc/vsQJJNqRL6FASvxQ8oqVPXP+dXC8Lv4Xyt9l5eJ3xgX83/qt32LFihXYtk00GuX3f//32bt3L3fffTcA119/PR/60Ifmap2K8oI0ePe9HPj//hWAzKXrWfkRVbxXFEVRFOX5sWTJEr75zW/yr//6r3zuc5/j/vvv59Of/jSXXHLJ+V7ai96pFubnMvIGmNHZfioRPCfaaJjezZ9KpRgZGaHRaLBp0ya2bduGbdtEIpFj3l8+n6dRdpAh6JqOFbFwHAcpJfPmzWsNg51l02D6+/VKJsKtoac9akGdIFLDbbhEzewJr1Oj4uI2fZIdEVxbI4ya+FoMTB03nkagoYtWp2i5XKa3txfbtme93lOFzkg8jixXwDARjo2QgO9BLIUQMZpVlzCUyFBSkw5CQCRuEsoQp/rcIOlWnEwO3wdXA19CTBPt4r0hYH5EQ0iJHKlz6Pv7mYwZ6Gaa/PyXUJn8OU13G+lsDyuufi3dCxYS2bGT4sQEtbFhmrZN6Dr49Rq10AfBKRXiZyvonmqnvJSS7Rse4vH776I4PIjvuZSGB9Eti1zfAPkll1CZGKdSGG939k/lrZ8KLWmiRXWCsoueaXXga1EdLfn8/Xx1picSLhbxTA4rFmdyeIhIPI7TaBBLJIgkM2wdrFCquxSOROI4vsTxfSYbPqmowUTNPeb5hBCsn5dlRW+SQ5NNABw/IBMziUdMejOt/PF01MDxQ1IxQ+WRnwEp5YwZBc9HIfrooa/7xus4fsBEzSMVtRgpO8zLxbhqUQe/2jfJWNUhZumkdQ0pJRXbJwglTS/kP58dYSAXp+74DJZa3fYCwdSSp/Lvo6ZG0tJZN5A+pfdzutfheF38inIhOOMC/uLFi1m8eHH7z9FolC996UvUajWEEGd07FJRXkyG7vsP9n/16wCk165h1Z99BP3IXAlFURRFUZS58OMf/5gf/vCH2LbNZZddxm/+5m/yrne9i1e+8pV88pOf5NZbb+UDH/gA733ve1WMznl0qoX5uYq8OVlB/HhOtNEwvZu/UCjQaDSIxWLk83nGx8cpl8vMnz9/xvurVqscerrOnsfr4Fm42IShi6YLstks/f39p3Q6IZYyqYphRkd2E2oehDpCQNOtE/es416neNrCihnUijYldz/1dAap5xG6BE1gConQNKQQeJ7H5ESReDRJaOtIKduvL6XEkQLXiuHXqmiEiDAgtKIIL0SaEXRSEFggwLUDkJJIwsSpe+iGRkdfguFapT3IFkHr9xLqAQx6IQOmRkwTSNm6XdDqxo/7IRnfZaTiEu2Pk19RJWtM4IcVMh0huaUVOjo6WLt2LY8+/BBN20H6Hma1iEkrAsNpNGiUSjMK8VPzARoVl3jaItMdaxd0z6RTvjg8xJaf/ieV8TF00yTwPSRgmBa6YVIeH+Mlr70VM2KdUSe70RkjfmkXjU3j+CW3nYFvdMZO+TlO19mcSLgYZHv7SHd2M7J7J77nYpgWy192LZcuXspjv9hHwwvQBRga+GHr74QmIGEZ/GpfgVeu6j6mU7pQ9wil4IpFeaKmju0F7BmvYelaO3+8YvtEDI1q08dOBiqP/DQc3Rn/fMUPHT30dWFnnKrjYWhiRgTNrev7eOWqHsarDpsPl3l07wSHi01sPyQbs7hsfpaRisNgscHv3riYJw+U+Mm2UQ5ONolbOqETIKVEO9KG3/Rbw5EvlOugKOfKGRfwp77ZO1oyqY4zKcrJDP/gAfb90z8DkF69itV//lFVvFcURVEUZU7927/9G3fccQeXX3452WyWv/7rv2bjxo18+ctfpre3l6985Sv8x3/8B5/5zGfav65cufJ8L/tF6VQL83MRedPR0cEzzzxz0rie2Zxso2Gqm3/Pnj1s2rSJfD6PZVlkMhnK5XJ7zVPvb3BrjZ0/L+N5kli8m4Y5CoEk35njypddQT6fZ/fu3Tz66KN4nkcymaRer7N58+b2pkGhUODwyGFG3G00w0arVRNBxIpgmBrlchnLsli4cCGVSoUDBw7g+z4dHR10JHrpnJdk745DjNsFQkPHICDUTYIwJBQGuVSKYqVC4IfYXkisnuWZHxfwKgbLLu8BaG8wVOIZHE9ixn1iTgMnliGMWCRiPgndxaRIGCQJgxBd1wjcECNiYBiC6rh91Cdu5h8HPUkpCIgIQUyDBZbWjtRpBJKEqREJJbXqPlLmQ0g8dC7BiDYZG7ufVHIN9oHdaIf3YE1OEjYbaIGHRKDpGoHnoul6uxA/fT6A2/SxYgbLruhm6Uv7WHntjWzf8NBpd8o3ykXsWhVN09AMA8+xj4ytlUTicTy7iRmxmLdq7UmfazZCCGKXdmEOJAlrHlrSxOiMPa/FurM5kXAxKI0MUx4fJd3V0+7AL4+PsWKNQ382hqULDk42aDoBoQyxDI1kxGBlX5Kq7c/aMT/bsNCupMXLFnfyq30FhkpNOpMW6+dlGCw2VB75aTq6M/75ih86+vM4WnFYmI/z7qsXtgcRT3W8t7rak1y5qINXrurm57sm+N6Th1nclSBqGvRmWkX/uGXywVcv56ULcnzhp7spNVz80MbxQwSChGWQiZlETf2CuQ6Kcq6ccQH/uuuu47WvfS1vectbuPLKK+dyTYrygjbynz9i71f+EYDUihWs+tifoceev64QRVEURVFenL7+9a/zjne8g9tvvx1odeN/4AMfYHBwkIGBVmHpDW94A9dddx2f+cxneOtb38rWrVvP55JftE61MD8XkTcLFy5k3759eJ7X7qJ/4oknkFLS399/wuc72UbDVE49wO7du5mcnCQajWLbNplMhmg02n5/i+cv5/AGB9/zCZKT2BSRAejCYF7vQtasWcPWrVvZsGED4+PjAJRKJSKRCI7jUK1WGRoa4sknn2RiYoKm0xqOaxgmQeDj+S4DAwMsW7aM3bt388wzz7BhwwZs20YIga4ZZPR+ulhJKRzC0200I0YQeOC7aJpBIpPGiETId3QRFONkRB8d+TyNssvOx0Yx0z5VZ5Inn3wSKSW98y6hGI2h9fbxklUr0Q2dwcMP4ssnQNpIP45bvAZ3z0sJA0k8o+OLJr5waEyESBk9Ep1z5PNtgAxoF/PrIdSRJCQMTIvUiesCEdGJdZg0/QpBWEOT3WS6siRSORxniK0P381T9z2F73lYSDyvFVOEYQACw4qw7Kpr2oX46fMBkh0R6iWHXRvH6J6fZuU1N9CzaOlpZ77HMzmiyRTVwgSh67ZeP5QI3cBpNIhnMqeVeT8bIURrYO05isA4mxMJF4NGuYhnN+no68ewIviuQ6UwTiyoM0/U8CplotE4m91WTJGhCeZ3xKkfGTw7W8f88YaFtjq1u9txJwvzcfYXGiqP/DQd3Rn/fMUPHe/zeMPyruN+nqaK+QA/3zXOSNmhNyNmnLAQQnDD8i5KTY9vPXaIiZqLZgr6slGQkIwY2F4w4xTU+bwOinKunHEB/9JLL+Xee+/lnnvuob+/n9tuu403v/nNzJs3by7XpygvKKM/+Sl7vvz3ACSXLWX1J/4MI66K94qiKIqizL3x8XFWr17d/vOqVava3dhTBXyATCbDX/7lX/LGN77xfCxT4fQK81NF8jONvNm2bRtBENDZ2YlhGIRhyPj4OBs2bCCTybTX0Wg0jlnHqW40dHR0kMvlGBoawvd9DMNg9erVXHHFFTSbTRKJBM6kziG5G6IuVYZBSAwvjmb6jE0Os3fvXh555BEKhQJh2IpLcF2XIAgIw5DJyUk2btxIuVzG87xpry7bufnVapXdu3fz9NNP47ounue1Ij40Dc/1mBSHSeVy1MsFwlASiZpgGnieTjqZ4rVveAOWZVEbD3jmRxNEExYyaEXvHB7by/APH6fp1qnaVRLJBIZhkOvspFKp0DF/IRFRZ2RsKwQBdiWPHp3EyG5Ai/Zjl7sZrYzgRMcQZkgQg3RKJ6YZ+I00Xq2HZDaGa/s4NX/G9a2HR0XqGBrNfAwvkKRTvaQ78hiRJtGYQa14AGlrHHhsK4HnEk2k8I9cr9APiGezxDM5lr/sWi67+U3tz/X0+QCGpZPIRqhNOjQqLtmeOB39A6fdYZ7r62fdK17D4/ff1YrRMQyE0IgmksQzmdPOvL8Q5Pr6z/hEwsVgtg0KMxpDLwyybmgj45NlXM0i070Gf8WljNYcGq5PNmZx6/rZO+aFENy6vo9szGR/ocHCfJzrl3Wiadox+eOLu5Is6mzlmG/cX1SF/FMw2wmH5yN+6GyGvh6v+D/19TL13Gv709zz9BAb908yVrEp2z5+KPmXX+6n1PROGIdzrq6DopwrZ1zA/9rXvsbIyAjf+973uOeee/jiF7/Il7/8ZS6//HLe8pa38NrXvpaY6ipWlLaxBx9m9xe+DFKSWLKYNZ/8GIaaFaEoiqIoyvNk9erVfOtb3+L6668nnU5z5513Eo1GZ8yxmu7aa689xyt88Zotg/50CvMnei4pJY1Gg3g8zvDwMJVKhUwmg2EYpNNpJiYm0DSt3T0/1d2ezWZxHIdf/vKXRCIRpJTHxOuc6kbD5OQkpVKJbDbb7pgvl8tomsaCBQsAKAUN4mmLsu0TBgGaZ7W64jvi2G6DrVu3UigU8P2ZxeswDNE0jaGhIUqlElJKguC54a/T779nzx7CMCQIAnRdx/M8pGwNkAWdUIY0gyqaAREvhSY8QgKEptM3MMDSpUsBeHrXQWpFl/JYEyNiIKJNahxCs31smnjCo1QqUalUSCQS9PX1kUgkKI3sRVKHsIswkISNBGasAGIQnyRNaxQpA7SGScfAM+R7dhEROqEbpzL8EnI9L2dir4usC4SceY0HPUlZBsR0gR430XyJFTdZevlLSV8ScPDQnUyObUF6HrJqgt9Ap5vA9zBME991yPUPcPktb6F3ybJjuuin5gPUSw7xjEVpZAhBE89OI2XmjAqoQghWXnsjPYuWMrJ3NxASTWYwIxES2dPPvL8QCCHO+ETCxWC2DYp5q9dx6NktdEQk+SXzqRQmWKUdxBx4CXft1XH8EHnkf7ORUnLf5uEZ2eTHK8aqHPPTd7Li+Fw606Gvp1L8F0KwpDvFB1+9nId3jvP5n+zE1HU6UxaFmse9Tw+eMA7nXF4HRTkXzriAD9Db28v73/9+3v/+9/P4449z991388ADD/DYY49xxx138LrXvY7PfOYzc7VWRblojf98A7s+/4VW8X7RQtZ88uMYal6EoiiKoijPoz//8z/nd37nd3jlK18JgGEYfPzjH1czq86zUxnKerLHTxXsp4r0W7duxXEc3COxJKZp4nkeQRBQq9Uol8t0dXWhaRrJZJKFCxeyf/9+yuUyAJ2dne0YnJGREZLJJJlMZkbe/NTGwvSNhqm1VKvVdtE+Go22Ouwdh3w+317L0UN5M90xll3Rg/3LKqWSiTR9sh0JbCo0y02azeYxxfup9+84TjvLPggCNE2bUcQH0DStXbwPw3DGtQ1lCIRo6ES1JLWgjKZDNpujWi9jGEb7VEF5rMngjhLRhIHbBM/x0cIGItrqYm9qTiviRrQ2FxqNBl1dXeTzefxGD4IEoRgDKdAjo/i2wC49iy8NQkJEYBBJFsh370LXXexGJ1a8RHzhwwxPGJRFFjORx2h0tor404bcupaOB2SSFutuGKB7QZpMd4x6fS1OsYlTlvjNCFosILG8iD0RoxlYOI6NYVqsuv7lrLruxlm/7lqfn252PjbK6O7HaZS2EomFPPmDTTQqN7LymhvOuIjfMTCPjoEXzsl9IcQZnUiYK1K2OtSfj6iZ2TYo6qUie5/41XO5/1GDseERHt2yDxLzWNmbZqRsc//mYdbPyx5TYD2dbHKVY376zqYz/lw61eK/EIKoqVNu+tSdgMmGiyYEVcdjvOoc9+vgYrkOinKqzqqAP93ll1/O5Zdfzsc+9jHuvfde/vIv/5K77rpLFfCVF73CLx9l5//5GwhD4vMvYc3tH8dMp873shRFURRFeYFbuXIlDzzwAE8//TTNZpN169bR09Nzvpf1ojdbrM2WLVtmFMmP5+jivxCivQkQjUYZGxsDWo1WExMTSCnJ5XKUSiVGR0fJ5XIsX76cq666imXLlrFz5062bNmC7/vUajXGx8fxfZ9ms4lt22iahuM41Gq19sDYo4fhbt68mZGREer1ejuTOJFIEI/HEUIck5U/fQMitzDOryXnYz5TYaw4QhA2aVaaxONxcrkc1Wp11iI+QBAE7agcoP17XdfRNI14PN6OzJna2JhOCIEhIujNFPnYJZTEfkbHh9vPu3nzZjo7O+mIzKNRdtCSLlbKJYaFVoziSZ1JvdLqMhaABF1vDVZMpVIIIegaWIH5xMtp2vdjxEYIXI3yvkU4JZMwsh8pegmsBiI+gWY1cOwUofDwXZ1orIHQagQk8MwxknoC3Yu312+YGmZEJ9URRQhBMhcl29O6fXJkB41qicDTsLIe6CFGwiOzpIx++BKMdJZlV13TjsyRUuJPNAlrHiJhUvUmaVZKdPZnsa6P8+j/3UuqQyfb20ttcpLtGx6iZ9HSF8SQ1ovduehQn22D4uhYndCMUiFKbyZ60rzx08kmVznmZ+ZMO+MvVLYXUG56uH5IJmZSbnr4YYjtBSd83AvtOigvbnNWwAd4+umn+d73vscDDzxArVYjHo+f/EGK8gJW+NVGdvyv/wNhSGzeAGs+9UnMTOZ8L0tRFEVRlBeJRCKhonEuMPV6HcdxyGQymKZJOp0+pjv9eI4u/o+NjVEul5k/f367eC6EwPM8NE1DStkumk9OTuJ5Hjt27MC2bSKRCAcOHMDzPCqVSrv4H4YhruuSSCRoNpsEQYDnebMOw53q4q/X6+2c+qn3aBgGsViMiYkJdF1n4cKF5HK5Gc8zVVi3LAvD1MhnugHa+fzpdJpisTij+B6JRDAMA9/3icVi7QJ0JBJpF+xN08S2bQzDaN8+1aEvhMCyLNLpNJYRYcWaLnSriw2P7YcmWJbV7qR/8sknWdIBo9WD1OvDSC3A0E1yVgehF+LK6dn7EIQBpmnS0dEBQHXCoTF8FbWJgHrlIbxmDq+aRegBUjaAqWz/GEFgYUZreHYSM9LE903K5RANg1DzCHUPwwehC6xIFd20yeTzSBElEjOJp5/LdfabOlIKrKwDIUgpkAIy/Q6rX3ojXStfTra3j6Bg41ZdvMM17L0lpBNQb5Q5WHuWkWA/VjxO98IlCOGS6+1udVt35KkUxmmUi6qAfwE4Hx3qs8XqLF53FRtGcyfNG5dS0nR9/DBk33idhZ1xRivOCe8bhK0TBos644yUZ7+v8sIWNXWyMZOa4+P4IXFLJxkxiJr6+V6aopwzZ13AHx0d5e677+auu+7iwIEDQKsb/7bbbuN1r3vdWS9QUS5Wk48/wY7/+VfIICDa38faT92Olc2e72UpiqIoiqIo51EikSASiVCpVI7pTj+Zo4v/mUyGcrlMuVwmk8m08t2PROhMFdSDIKBcLre7cUdGRhgZGUHTNBKJBKZpEgRBu5A+Fb3jui6WZRGJRGg2m2zZsoVGo0E0GqVer7N169Z2hM30Lnhd1wnDkDAM6erqYnh4GN/32bp1KwcPHqRarWIYxowTA/Pnz2/n5EciEarVamt4bK0GtDrbpzrjdV3HNE2azSZdXV2sW7eO/fv3tzcEpncdW5aF4zikUils28Z1XTRNQ9M0arUaPT0JXK3Cti3bKJfLhGGIZVnouo7v+9SrDfYVDmBHxpBBiOZbOKLGmFEh0Hxmi/jWdYNGo8G+HYepDEoaFQ/LWkZhYidSuggthKCGZsYQGJhelMBPUxytkOvZTiTaIAhMxscW0aglMXSbeCJBbzaPIWPUJrYg/Z00Jus0ixbZvl9jzfWvIt0VZWJiorWZog0Q2gPIZBlCiQwhbJiY+RjpVSmyPX3YmydobBonqLoEJQctbhDmBI1DRbJhJ35XQKE6yOHtWxGaNqPb2orFiWdyMzr3taSJ0Rmbcf1Pdvu5JKWkODz0gsupP5MO9bON3JktVifb20fpSK798fLGp58WKDc8Sk2PquOxMB8/7n3vfXqQYsOl3PSo2R4LOxPcur4fKSWP7ZtUsSgvEl2pCAs7E0zUXNJRg4rt05m06EpFzvfSFOWcOeMC/v33389dd93Fo48+ShAE9Pf389/+23/jtttu45JLLpnLNSrKRaf41NNs/9z/Qvo+0d6eVvG+I3e+l6UoiqIoyovErbfeyh/8wR/wqle96rQe98Mf/pAvfOEL3H///c/TypR8Ps+6devYsmVLu2C9bt26dub6iRxd/Ldtm0wmQzQaxbZtstlsq2jq+2QyrUGjjUajXfye6mafKrI3m812oV/TNKBVnNM0jWw2247DCcOQ8fFxXNcFniuoT+XLTxXwpzrdhRDtAbm6rtNsNikWiwwPDyOEIJfLYVlW+8SAlLJ9EqG7u7u9yTB1kmCKlBLP8/B9vz0Q9+Uvfzm/+tWvePLJJ3Ecp70RMX/+fFKpFPv37yeRSDA2Noau6+37CCHo6upi3759hGHY3hSYig4SQmAaFm41BMPD1A0wJU7oAxLN0Aj8kHYAPhJBK4v/wZ/8HGkbRMMcYT2OMEKCjgV4zUE0t4FuxdGT8zAtHZAk4ylqtZWUq2miZkgQJKg0TBBgYJLR++nId1AaGcKpPUuqQyfXdwnVwjiGvofO/pt45plnZpyQ6Ei8itAeA+oIBJG8T2jZHDzw75T2V8hsWY+BQIsZrSK7HRA6EiesEzcyRLQ4qY485Ykx5q1ex9j+ve1u65XX3ki2t4/mpnEam8YJ7QAtqhO/tIvYpV3tz+mJbj+XpJRsf+Rhtm94CLfZwIzGmPeSK+levopkMjnrIOZzta6z3VToTFqkosZJO9+nXm/veI17nh5i4/5JglCSjplnFLkzW6zOVN74eNXB9gKipn6kc75VYJ9+WmDdvAz7JhoYmuDdVy/khuUzvy6m7ttwQ9YNZNg/0UDX4TdfNp9Sw+OzP9iuhtq+iEwfSFs9UrxXA2mVF5szLuB/+MMfJhaL8YY3vIHbbruNq6++ei7XpSgXrdLmLWz/zF8iPY9IdzdrP307kc6T/0CmKIqiKIoyV9auXcsHPvABLrnkEm677TZuvPFGVq5cOaMYCq3u7GeeeYYHH3yQu+++m5GREd785jefn0W/SAghWLt2LX19fe08+VMtIM5W/H/pS19Kf39/e6htsVikWCySy+XI5XLs2LGDn//853ie1y7W+76PaZrtjnRoFfemommmCrDJZJK1a9cyMjJCtVolDMN2NA9ANNrKX/d9f0YXfiqVYsWKFRw8eBBN09rDcqeet1gsIoRoD6AVQlCpVHBdl7GxMWq1Gs1m85jom6nNCcMwME2T0dFRHnvsMXbt2kWtViMIAnzfx3VdduzYQTKZbEcATUULRaNRTNMkGo22Y4gSiUR7Q2JqkyIWi7Fo0WJ2jI3QDOpIAgQaUgswjciR9x0iCXiuiC8QCKRtYPt1GqJEGBWEoQcpIJlBI4elW8SSEUzfx7cD7EYVTVgIbzmObIIWEAshZuZ5ycrVeIPQHLcRskkkFpLt7cW0okRivVQK44wMHWbL7n0z5ipMkmXNindRb/wnbnAAoVlo4XzK4w2qzn34k3GS6cWkElGEpSPdAC00iWgJHL+JEzaolgtE4glWXHMjK9Zciz1eItqVpWPVAoKCfaQ476NFdYKSQ+2xEYz+BFZ3An+iSWPTONIJMLIWQdmlsWkccyCJ2XVuo3aLw0Ns3/AQnm2T6uhkcLLE/kd/RWrfQRKp1GkNkZ4rR28qTG2MHG848PGK/dMLm8frfIdWNNadv9jHPU8NcaDYQBewtDtFzfbnLHJnaj1bBsuzZvIffVpgUWeCoVKTmGUc856PuW9X676lhsf9m4fVUNsXGTWQVlHOooD/qU99ite//vUkk+ofSUWZUn7mGbZ9+rOErovV2cnaT3+SSJeamKIoiqIoyrn12c9+lne961188Ytf5Atf+AJ/+7d/SzQapb+/v92lXSqVGBoaag9DvfHGG/nCF77AmjVrzvfyX/CEEHR2dp408362xx2v+J/P54/JqV+7di2O47Q75acLggBd15FStovozWYTgGQyybJly1i3bh1CCB577LF2oWSqoA7QaDTaQ2M1TaO3t5cVK1awbNkyKpUK+/bto1Qqtbvyp7r7fd+nWCyi6zq6rrdjhKZ32B/t6C7/MAwpl8s8++yzlMvlYwbVTp0wSCaT7aL81MenNi42b97cHpQ7ta6pCB1d1zlwcB9VWUZIHYRA4iORWKZFKpNiZHgUP5BoCDR00CXRSAynbhNIl1AGgIbUwtbQXN3AD3xC0yfbkaJ4qEQkNFgqBkgFKQRRAtnECxwsLUJvbw9p28CLeIQxQXjJYp54dhO1yckZcTahbs46VyGTv5megXkcOPgP6PRQOGQSSgc9WsA1K9ijTaJxE2FoSC9AcwTxjhwH688yUT6EFY+z8uobkLvBebaMFgKpBrY3gZa2CJo+Qkq84QbSD5Flh+amccxXxQlrHqHdKt4LU0fPWPgll7DmwTn+8ahRLuI2G6TzXXiaQd2M4LsuMau1iXWqQ6Rh7qJ4pm8qpPNdVCcLxx0OfLJi/8kKm1JK7vzFfv7+4b003AA/CIkYGkOlBqv7M1Rtf86Gwp4ok/90Tgsc774g1FDbkzjbiKQLlRpIq7zYnXEB/21ve9tcrkNRLnqVbdt59o7PEDoOVkcHaz/9SaI9Ped7WYqiKIqivEitXbuWr3zlKwwODvLAAw+0O5WHhoYAyOVyvOxlL+PKK6/kta99LQMDaiDlxeB4xf9CocDmzZtn5NQ/8cQT7eL00cIwJBqNEo1GkVLSaDTQNI2Ojg4ikQgjIyOsX7+eer3e7pSfrbA+tREwVcjv6enh2Wef5cCBA+1Imqls/qkueiEEyWSSZrPZLrx3dXUxOjra7rKfbc3Tr4GUsv34qW792daWTCYpFArt6BzXdYlEIgRBcMyA3KnHCCEIXB/P9vDwSEXzaJqOH7rYfp2IFUfXdeZdMkB3Ry/ZZDdDg3vZcWAH1XqZ1lNKQEMQIhBomsC0DPymh0TSrDVJBiaOcIhaCTqdJLof4GhxbJEgDpjDdYJcFDNltTrdCxqrfu1Gtm16aEacTdeChUR27DxmrkIymSQeX0c02k+jWiYM45jxIpDAjXdhlSXBcAMtCNFiBiJikF+7mOSihSwZLBLREpRGYOzJwxCEBKZO2glg0ziJl/UhNIE/0gBNMHUZnX0V7J1FwoYPAvyyi5FpdeCLiEboBjj7yuc0Ez+eyWHF4lQnC8hUBtf1sHSdaCyOZlmnPET6dLvmT2T6psLJhgOfrNh/ssLmvok6P3xmBNcPSUcNJusujh9ieCHDJZu+bHTOhsKeKJP/ioW5UzotABz3ZMHa/jT3n+ImwIvR9DkDKmJIUV5YznqIraIoUN2xk2dv/zShbWPmsqz51CeJ9fWd72UpiqIoiqIwMDDA+973Pt73vved76Uoz6NarUaxWMR1XcrlcrtoHovF6OjoYGJiYkYBXtM0UqkUmqZh2zbxeJzu7m4SiQSe51EoFNizZw+GYbRjaI5HSkkqlaJarfL973+/PXw2k8kQiURmdMAD7SGxhvFcdMb4+DjNZrMdpTNbQR5oR+/4vt+O7jnefQHK5TK2bROGYfu1HMfBcZwTvh/X98D3EAicoEHKzOH5NnEzzTUvu45cd5JEIkFHRwdDj+zmmcOjhP5UnM6RX6QETQMRAqL9vjzPo1gpYKETI44b+gwGBXJYaCKOmbTwGx7SCfHLDmG9VQyXdsCC69fTvW7pjA5w4ARzFfL0dN/CYfse9Og4vhsj0riOerkLmdDIR3V0XWB0RgkrHu6+MlEyiH0GbrVKMNbECkKcuEHgSyp1HyvikjQ1IgvTeCN1kKCZGiJt4hdtSvfuQQoQAoSh4UuJiOgYuSj1R4fPeSZ+rq+fldfeyPYND1EtlzC0CGY6izDNGUOkpZRMDg0ytncXEkHv4qXkphXTJ4cG2fyTB3DrDVL5Tpxm47hd8yczfVPh6OHARzudYv9sJmouXhASt3RCCclIawioF4SkY8cvop+JE3XZn04MyvT7Ts/UB7hlfR/3bx4+6SbAi9GJTkCoiCFFubipAr6inKXqrt08c/unCJpNzEyatXd8kvg81cGmKIqiKIqinDue59FsNvF9vz04Flqd9slkklwux8TERPv+hmFQqVTQNA3XddF1ncnJSSzL4vDhwzQaDR5++OF2R/qJiuS6rtNoNNqd8FP3nZiYaD/WsixisRiO4+D7frtz3zCMdm77VKe/YRjtDYOp4t70CB3gmE2Bo009jxDimPigU9EaSyvR0DCETsOpYeomq1evYdX8hci6R6lYY+/hXYw8vYeyVyNEIqQGyFbkjhDoGGiGRijD5zZQJDieSyB0sjLNbm8/oeYTMQ3ma30MMA9LtF6/7FdxTEnE1ckGSfDlMcNDgWOildJhDHd/BS1p0t19C6nUWvYGOyltdMlM5DFFQCypofkhRm8SYWiISIA30cQv23jJMZqZMl7ZwGr0EPFDMHSE7RNqAi1pYS5Io2+bhCBE64gQjDUJy86RwwcCdIGWsUhe0YOesKg/OnxeMvGFEKy85gZ6Fi2lXprk8MQk+w4Ptov369ato6Ojg20bHuKJ+++iMj4GQCKbY9mVV2P1LyCR72T7hgeZOLAfTdexa9VWEb9RP+VC+nTTNxWmn6aY2pCZLp7OIoTG+KEDpDq72t3/sxX7p5uKUhkqNYhbOsmIQc3x8UNJKmpwy6X9/NerF7C4Kzlnmygny+SfflrgZFEvx83UX9/PR1+/kkLde0FFxMyFE52AUNEzinJxUwV8RTlFgW0z/tDDjD/4MF65jJnJkF6zmuHvP0BQb2CkUqz51O3E519yvpeqKIqiKIqiXISklBQKhdMebgtgmiaxWIxGo9Gea2AYBpFIhGazSSwWw7IsEolEOxd/Kgs+EolgmiaNRoMDBw5Qq9UIw3DG85yoiO953nE79Kce4/s+zWaTSCTSLqqHYUg6nca27fYA3Xw+TxiGFItFHMfBNM0ZxfzZivFTGf5hGCKlbMfH9Pf343lee4juiTYhjlk3oAmNmIhw1bqXEOvKk8un6W5YVH6wj52lA+xyB/GNALfh4kjvyONkq1seSVSP06kvZfVVl7B/8yZ2lw+jASYGARIpJDVRJ6JZJI0kJafBvnCYnJNBhBEOGqMcMMbxPA9LmCw1BzBKeQrbhmbkr0sp8SeapGom6UQX3qEqlc37Z3S6xy9dxIolvRS27CbI++jZCFrVJSg5uEO11smGUitmqNr9KJWOx/D1BkEkgj9yFbHJa9BsH6lrRFbn8QarNDdPgB8SNn1CL0Q2vKnkoNYOSCAJqx5CaGiWfl4z8YUQ7Y2PeVKy7Ki/Z8XhIbb89Ift4r3vuUwODfLkA/eR7Omje/lq6ocPtJ/P91wKg4fpXLDgpIX0461nalPhRHn6UkpG9u3GadSpToxTnRgn3dXN+le8dtZi//THTY9SqTs+UVMnbulYhs5r1/TyvusWnjCq6kycapf9qUa9zNpRvnmIdfMyXLmoY07X/kJwOnMGFEW5uKgCvqKcgsbhQZ75xO24E4XWWVApaQ4NU3l2GwB6PM6aOz5BYsH887xSRVEURVEU5WIkpTxmCO26detYu3btKRXxk8kkHR2tgtZUXIxlWfT09FCr1Vi6dCkHDx5ESkkymWRkZAQpJaZp0tnZiWmajI+3isXT8+qnIl/OtsN1anis53msXr2afD7PwYMHCcOQSCRCJBJhz549VCoVTNPEMAw0TSORaBX/por404fOQiuzXkrZ3mQQQmCaJvV6nX379h33BMHRnf1H09GIiygZM0nnJXlinUkirqC5eZxSo8xufxDPd0nIGE3ZOnlgCB1f+q08eAF+EGDEdGS5TqFcRCIJARlKICQUElf45CM5zN4kkaJBtVzhgB6QSAQMNscJREDCTNLwGzzj7WPfj54Bv0oyFmXVdTex4urrsTdP0Ng0TmgHR6J2/FZkTTYyo9Nd1j10CZHeOMLUCSzRiugpOuC1Nka8rgnKnb8k8Gyo5xBWkXr3o9TspQhxCT2XdZFe1UH1gf1IJ8Ccl8SfaCLdkDCUSM8FobWK+L48kigk0ZImWlQnKLtoaRN/wkbogtAN2l9v58pscyQa5SJ2rUoYBAS+R+D7ICWh59Mslzm48RFMwyTd1U2jUib0PEAyb+XaExbST7aO2U5TTFccHmLHIw9jxeIMrFhNtTCBFY/T/f+z9+dhkp31eTf+ec5+au+u6nW27tk1mhktSCAJA8IGLMCYhMUJeInjJNi57NjG5MUkfi9sv69jx76CHRzntfkZYZPECzYGjECSWYUEQrs0q0az9my9V1XXevbn+f1R06UezWhmNFpGEufDxdU9VafO+Z5znlJX3c/93N/JjRe8ZucK3x4CwU/cuIadq4svqmv9UpqNXmrUS+oof25cbAVESkrKK5dUwE9JuQiJ7/fE+2qt98Dyh/wVH/Y108QdTzPvU1JSUlJSUlJSLo9qtcqePXsIw7AfKbNnzx7GxsYu2lwToFwus2PHDh599FE6nQ4AhUKBIAjI5XLs3LmToaGh/gTB0NAQvu9j2zZBEDAzM9N3sJ9P8H4u7vULoZRifn6eN73pTf0muWEY8uCDD5LJZAjDkCAI0HWd6667jk2bNtFsNnn00UdxHIcwDPvufcMw+o58pRS6ruO6bj8jf3mFwXIkz7K4b9t2v4lvFEV0Oh10Xcc0TQLPJ5YJjrAoWXnKYxUee2oXwe4AM9GZbJfJF3KEnZi8k0WLBMVCgWa9i64E8QpNVBMaXXOaAydn0JTAFDoRMYGI+s9HRMx2FtCnOgQqwRIWI2MlQiuifTSmENvIWBJpCXXVQCfBtTIEfsCT372HodJa1K4OgTyJHOrAvIO2NIizrnCO031ZRI/qfq8BbdVHBTHoGsSAgiipEetdTK+MJi2kHCB2qwyZS+TNCQqDDqoTneWmNysu0YKHppsoL0YlkuULYRQtzFV5jIpL5pohOk/ME57uoLwYzTV6sTpe/JJk4V+ITHEA3bSIw6A3ppZXjkQh8VINzrwvjKbFwNgqpJS4uTxXvf5NZ00G1WemL+iof648M//ezmRoVhfwmkuwavWzvu5c4dtlesljvOS+LLLQL1WYf6kc5ReL83ml8Fz6DKSkpLyySAX8lJSLsPCde3vO+wsQNRos3Hsfo29760tUVUpKSkpKSkpKyquJTqdDEAQUi0VM06RQKNBoNOh0Opck4Ash+jnoe/bs4fjx4313+3JD03K53M9Jz2QyzMzMcO+991Kr1c4SxC8nM/65UKvV2LdvH7feeiuVSoXjx48TRRFjY2NIKfF9H8/z2LRpExMTEywsLCCEYGlpiVwuRxD0ol40TaNUKjE8PEwul+P06dNkMhnm5ub6jXKXr00ulyMMQ/L5PIODg0xOTvYjdr7xjW/QbDYBMCyTjJ7h6rWbWbdxPY8eeIJup4vjOHS9LgeDU+xoT2Iqg1a3TdbMELlQpEiz3YJYoGsaumZgWYJEC/E8SVG66GjURZtAxOhKkBcuPiFtPDQZoqMzlOQoH/FpCh/L0GmbIVqssaRaKKXIWCYJGh3Txva6ePN1POP7NAa/h9S6aGtccvIGjKVbEY5BvOghNA0ZJpjlPPb2Ms1/mkK1o36/XeKk91MTGH4BPXZJnDoqHEBadfTYxWznUIlH577T5H904mk3fdEiXvRAE9gbigRAUvN7jW2LFrlb12AOuQgheiK9a9D61kmUo2NUXORlZuG/0GL5wNg463Zcx+LxY5AkZz955v2gmRZxGFGfPk15zTp2/PDbKI2N0+0eIwgWOLX3GIe/f4DuUgNN19n0ulu4/h3vfl4xNc+l2e1KXu5RKpda30vhKL/UOJ9XCpeyAiIlJeWVx/MW8I8fP87U1BT1ev28z/+zf/bPnu8hUlKuKAv33NuPzXlWhGDhnntTAT8lJSUlJSUlJeWyyGaz2LZNs9mkUCj0G2xms5cuVC1Hg9x6661Uq1Xa7TZRFGGaJtVqlXK53I8OUUpRr9fxPK8fudNvsvoScPz48X5Ny677mZkZBgcHieOYXC5HLpdDKcXMzAxBENBsNlFKUSwWWbduHUIIFhYW8DyPIAgA8H0feLrJ7cqmt4VCgeuuu44tW7b0+wtIKZmfn2f37t39446NjbF23Tpsx6G2UCUIQxosIXQNTQjq3QYjfp5pQtp0cWWeie3beOqpp2i32wBYloXneWRFBj0WtEVAVtp4IiQiQUOjS0CsJAJBlgyWFATKJ5Q+w8plK8McVfN08NGUIEcGM4iRlsCPYtyCwss9Rq30dVSisOUQoVqkNf4Qufo2ODWE9GKEa9D+/jSyGxPPdVDt+GnxXvH075rC9EbIz95Ea/QBYqeGHjnkZm/C7I6gDElU9Ylm27g7K3i7F4lOtfvHiGY7ZK4dQstZyHaIlrOwVj/t9hZCoFk6aAJz0EWYOuIysvCVUhy4/14OfO87/YauW1//Jrbe8sbnJbi62RyabpA8Sz+HJOqNKSklSRwhlWJu/ivMz38Fv1OlPr9IqA/QqheIfZ+luRkUcMM7/9ll1/Vcmt2u5OUepXKp9b0UjvJLjfN5ufBqWS2QkpLy3LhsAb9Wq/Hrv/7rfPe73wXOv6RSCJEK+CmveKJG48LiPYBSREuNl6aglJSUlJSUlJSUVx3LETh79uyh0Wic5Zx/rgghKJfLzMzMnJWpPzExwfj4ONlslpmZGe6//3663S7w/CNyTNNEKdWP4bnQ/pYjbFqtFgcPHuSRRx6h1WqRJAmNRoOBgSIbNvicOv2/mZ4eZe/eBNu2Wbt2LY1GA8dx2LJlC48/fje2XUfXB1hYEERRTCaTQdd1hBDout4/ZhzHRFHE1NQUhUKBcrmMUop9+/Zx/PhxdF3Hsiy2bNlCqVRCAN2DVbrNDolKsLHwRBeJ4kntJHnDZW1hnAoFckaO3JpVzM3NoZTqryAwDINta7egnuxwQJygZYQkSqFQRCJBKIESCg0NNzHJYtImICDAIMNEPEJZFlgQTZ4yphFC4iYZOoHH2MgJRsZnqHYeJ3DnsburUL6OaZVJBhuYkyba/UYvC7/ikDRC2t87TdIMe99tdHqxOSuRIEyd/OJNmM0JpNXADItY3REEAiIFIqH76DyZ7RXsrQMkj4boZ44hmxHB0QbmcJbweAOVKLycSfba4X5EzsosfL1o9Vz8jo6WMy9pnCmlOLH3CLu+9k1kElAaHaJdq3Hge99hZHLjs+bJLzf6XY4SMiruWaJnfWaak0/uwXRcIt97toMDYNo2umFy+LGvMG4voBkJghJSnsQZ7mLOmOh6gaDT5tCD97Ph+tdeMOf+Qlxqs9vzve7lHKXyXOp7sR3lr6Sc/VfbaoGUlJRL57IF/N/5nd/hu9/9Lj/xEz/B61//ekql0gtYVkrKywezWMSbnrmoA98sFV+6olJSUlJSUlJSfoAIw5A//uM/5h//8R9pNBps3ryZX/mVX+ENb3jDlS7tBWNlBE6n0yGbzfZd4pfDykz9QqHA7Owsp0+fplAooGkavu/3xfZnouv6sz73TDRNwzR74qvjOPi+33fDPxvLGfWPPfYYBw8e7LvlNU1DqYSBga/h+cfwgwSldExzE0K8t+++932P+YWvksn8E0IL8H2Bpq2l0VhHGIasXr2abDbbz8VfXFzEMAxGRkYIw5Ddu3fjOA6e5/HYY4+hlKJcLlOr1di/fz/r169nPDNEdLSFjUmoICJCKokmNDLCJjEV03GV9ZXV5D2HgpHvT8C02210Xeeqq67iNRt2Up05QqbrMkeDI2IKoQTLt1VBr/GspmgoD10JpJD9zPWCzJDXXIShcyQ5RRMfN9NicHQKoWuIahGVn8W3TqInOcjGWMVBHHeYUANz0AJDA6mIFzxUkvQO+kzxfnmYJRKzZKPb62HB6zWiXYmCZCmg/cAMRslGRhJrVRbNMqAA4YkW4fEmKBCWjgoTOk/M9yNylrPwu7sWiJd64n3mmiGMinvRsaaU4tAjczzx9b0snKiiGwWkDBgYG6RdW6TbqJ9XKFdK4e1aoLtrgcSPiXNz6Jshv20jmcwkQoh+1ryTy9Fdql2wDtNxcItF4uQ4UdigkN1ITIIMMwi9jpWVdFoRpuOQxBFzRw72xffS6BhLszPPWYy/WLPbZ3vdhYTvK+3kfrlEvbzc44ZW8kpbLZCSkvLCcdkC/n333cf73/9+fvu3f/uFrCcl5WVH5U1voLn/yQtvpBRDt77xpSkoJSUlJSUlJeUSCcOQf/iHf+Cpp56iUqnwrne9i3Xr1p2z3RNPPMHnPvc5fu/3fu8KVHlxPvaxj/FP//RP/MzP/AwTExN88Ytf5Od//uf5y7/8S1772tde6fJeMJYjcC4l8/5irMzUT5IE3/eJoogkSahWq0RRhG3bmKZJtCIyZNm9fqksTzTU63WklBcV7wGiKKJerzM3N0eyIm88SRJKpWmKpSMoJVHKRQifXP4pjh65n05nHUophoYkQuwBEdBqmZhmm0rlGK3WIJ4nOHLkCKtWrcJxHFqtFpqmUS4O4ioL09SZqy9w7733EkURjUaDcrlMq9Wi1WoRBAG+7xMPT7I2yFNQGTwCQLFEBxMDTQhUrOhKj2ajiTO4REsssaZUZvCqm/G1kOKqci8OaNEjO1lkpB3hNwI0BDYmUih0oRGIGNMw8OKASMbY0mC/fpKQiPXOKkTSW81gSEApQhEh7DqB1iLolsjHOo4YJ8hNE+rzWO1hKqvfRqa0gdiZIl4KUAKimU7PkKTRE+vPNzdjaqAUxqCNMeASmRrRqTboApIzL1CAVCgp6XKCWK9jLpbJ5ieRrQjpxahYga2jEgV+gmhH/Yic5Sx8c1XuWd3wz0QpRWPeY/54k33fPU1zURDHBlFYJzyV0K77jExUnjUXPl706O5aQAYxrZHvU9fuIVnwsPdXGFvzbkZG3oVbKIEQeGd6IVwIv91i5qknGViXwTSLBMEstj1KbshmadbEq8cITWC5GZSU7Pn211FKYrkZCpVhGgtzRL73nKJ/lFJUq9UXZHJveX+vRCf3xVZSXA4v97ihlbySVgukpKS8sFy2gB/HMdu3b38ha0lJeVninZ6+8AZCYJUHGXrjq8cBlpKSkpKSkvLKJwgCPvjBD7J///6+k/pTn/oUH/3oR/npn/7ps7Y9ceIEX/rSl16WAv7u3bv56le/ykc+8hE+9KEPAb0+Wz/2Yz/GH/zBH/D5z3/+Clf48mRlpr6maYRhiGmaNJtNoijqR708s8HmcjPbS43UabVaeJ4HKBynSaHQJopcPC/P07bus5FSnnnNubhuE01LiGMbITR03UWIDo7boNsVZ5rXtvG6NXzPIUkUSmWw7S6m6eF5BZRSLCws8Na3vhXf99n10OOEtS7eksaSbNMVPrZt4zgO9Xqd+fl5TNMkjmMsy0JKyfHFU6zTtrFBjXBUm6MrA3R0BLAoW8RJjC4Ei6PfQa45QXKyg2iaFBs/xED8Jlwp8U4u4O1eJPFinLxF2SiSrVpIEkISYpVgobOhPMFibYEkSCjg0NVCjog5KrLEgFtkSbY5EkwTCYkUCqFFKCS6U6PVVRhS4TTXUJy/Fbs1QdCdYGrtMewRsA5ERIs+xAoJJDpY6jx3RoDmGCAV0kuQZoj0E7B1NNdA+THK67n3VSxpVR6kOfYQUuuiJy6FxZspem8gEYIoTiCRKCGwNIExYJ8VkSOE6DWsXSE4Lov03WZIpmBRHO4Js8uu+4MPzdGc92jWPJI4h25vQYZPoZImQddhaOL6fi78M/fldHrnEpcXWXLuQxJg+mWSqM3c/FfI5a7m6GO7adeqhH73guNdaBq6YQCCpJtloHA9neh+gmAaq7QKvXEtZjbEBAzHJvI8FIpCeYjazDSzhw9SGBphcGycVq160eif5fPZu3fvWXFYO3bsYPv27ZctXr8SndwrV1JIP+mv3liOZ7pcXu5xQyt5Ja0WSElJeWG5bAF/586dHD169IWsJSXlZcfMV+9i5stfAUCzLWQQPt3Q9sxPqzzI1b/9m+iOc4WrTUlJSUlJSUl5mr/5m79h3759vPOd7+Sd73wns7OzfPrTn+Z3f/d3WVhY4Nd+7deudImXxN13342mafyLf/Ev+o/Zts373vc+/vAP/5BTp06xevXqK1jhy5OVmfrtdrsvygdBcJY4L6Xs/57JZAiCgDiO0XX9LHf8hYjjiKGhKYaGp9D1iCQ2WViYYGFhgmcT8Z8NzysgpY5hhMQxCBEhpU42sx7X6YmcS0tPsdQI0I0ILXawrC5JbBJFPdFX0zSklJw4cYLOUpuwGxAkIZGRYCsDWxqIBOrtOkB/ZYLrur1s/EDidbvE4yYblsaoyAKeHnFSLPJUfAolEqyMTT7TIag8QqhnsWpFIlGlMfg9MrPrUQ/3rqsAzAGbaMGjsCjYKEc5rM/iyRANjUk5TPl0lkUxT1E5mJaNZpi0oy5e4FGMcnSVRyQSLGFgVY4yOHQY3fCxzIjECFGdcYqzbyC3eCPHtAWOHHiQ+LDE0k0m1Sirk0EMRM98fyZBp39Xlt34GhgVF2PYJTzRIjjeAkB3jJ6bPpKgeuMhyszRHH0ASYDhl0nySzRHH8SZ2YzfKqNrAgPQpSJRoNYVLxiRsyzSH3p4ntCLsVyDTTcOs/E1w5x6ss7ub5/Ca4VEfkIS9arXrS0Y5ihKdtCNHPmha84S/Ffua/PWEgOOTthdIMm1MfwymuagO3mieJ49936JJ+54nDgKMQwLGcUoJc+qUbMsdF1nYHScXGkQoWn43Ta2eg1jG97It/Yf4FuHIqZbFcqrW7xxrcPOkmLPN/+JwmAFw7KxMxniKMTOZDAsm/xgmWZ1nqXqXkRmGtuq4LoT/fNYjrex4jb79+yh22rhWCbdVos9e/YwNjZ22at1Xg5O7uca4bO8kkIFCUap1z+hu2uhH8/0fHi5xPlcjFfSaoGUlJQXlssW8JcdMG9/+9u55pprXsiaUlJeFlS//yBH//x2AIo7d7Dlox+h+v0HWLjnXqKlBmapyNCtb2TojW9IxfuUlJSUlJSUlx1f/vKXueWWW/jEJz7Rf+zd7343v/qrv8qf//mfo2kav/qrv3rlCrxEnnzySdauXUuxeHa/oZ07d/affz4C/ko3+IEDBy6/0JcJSilarRa+33OZb9y4Ec/zOHr0KCdPnrygsz5Jkn72/aWK9wCu22JoaApNiwiCDJbVZWhoina7jOcVLqVqXLeFaXoEQYbFxbVUKicwjAClTFrNjVSrQ2QywZmoGxOhTTI0NIXjeMRRb8LA8/Ks1P9OnDiBFoOTGEiRkCQJo+4Is90q84vzoC07+rWnm962YvxGF0tpRLMdwpE82XaWnKdI4pjTLGJiYloOdqmNVF281iCGr4FZIhSLNPUFsgtFlAJV0qHuIVoxeqSYZIQB8lRVExBUVB4lwdI1QncW04oJIgMzrOAkNqoT4wgD09CJM/MMDh1B6BHddhncNkLp5E6+mVz1NTSEx2FtlljGuJpLNwo4HJ8ij8uAyKCtcN5Lzvx+ZjjEeY25gSW8ZJ58BAXbhZyO6MaIboS0wWiD0iFyG0jDw/DKCGWidYrEdg0vnKcmSxTOuPylBvMobHOJ+lNPnTVGvaWEoJtgZ3SUUhz+bpM4VNg5naVal8e+1WTq4Cnmj3i0FiKUBKGDMEDFgBQorYRmltAsQTuscuBAh2495tB9jbP39XCT7eszGEsO0rPwjQU0e4i4O4OMNKYe3EPo+5huhjgIzlwYgWYYCARmNsf4Na9h6cRRYgl+nNCtzYEmOHbkKAeaE/zVoy7dyKGSiTnlW3zphCJvKkIpmT1xAsNx6FYXUAqWFheJ0fCbS+TWzHNy8f/H0WpEJF1M+42MlW7l3uNdvnOsTSeUVGiyoXMcJ2yDTEDXaWUL7N+/n+Hh4XPfTUpxuhmx5CeUHJ1VBfMcYbzZCBGxz5EZj0pGZ7GbkDEFzflTHAjmL/Wtf9kopbjnWLt/jllL402TOW6dzD2riK/NhVi1LiqrQacXayVqktr+w8iRl9aBfiX/Zmy2Ff9yq82Sb/Tur93kqadaL3kdKU/zavoMkfL8uZTxIKU8ZwXkxbhsAf9v/uZvGBsb4wMf+ADXXnsta9asOefgQgh+93d/93IPkZJyxWg+eYCDf/jfQSkyE+vY+rH/CyObZfRtb2X0bW+90uWlpKSkpKSkpFyUkydP8t73vvesx7LZLH/2Z3/Gr/3ar/GpT30K0zT5xV/8xStU4aWxsLDA0NC5tsjlx+bnX3yx6ZWClJKnnnqK48ePE8cxrusyOjpKGIYsLCz0nenPxqXk158P0/TQjZ54L6VBGJ4daXNhVM+9PzSFbiy799dSq62hWPBZu+4GCoWNLC2dotvtIoTAsmyajc0E/giW5dNqa0RhCV2nL8SXy2WazSZxFBPLiASJAKba0+TNLEkiUbKnXmuahq7rmELHW+pgKp117hhFmYFIEW10MA8HOKGDI23iJMHoSLqGRjZjkeiLtCghaKDHGfRWDmVpvcmBWoKIFCLoXXcloCpaHNPmCYk5hsFEMsREZYbO6MNgBLiJTW7mteRnepNUeeUwaWvMl05jmR5dr4AmLWTXIucE5JI8AIuiSUf55ISDoTQyuk039ogIiFSGXvDLmRh8sfIOKKY60xw90KvJUgYThXHWhyNorQQRgVj+qi9BU0W02CV26ujBAIlVR48cTK+ANOAUoLsanUAS2YJNK+JzlFLMPeUx+1QXv50gI4VuaoReQqasI2OB0MBvSOZ8DxToOkQRPMMUjwB0UzCy0WVgbU/ADboJcaCw8zq6IbBzOkEroTmgMbBmA453K13tu8R6FU1kUdFWotZpDDtCxjFC7903w3YojK7CsC3CbpfiqjUUhoY5vfsxGjOniLwuppvh+EPfQ65bohOsYihnYhsalQwsdGK6zgBj26/l2P3foTU/A4BhO0iZ0G3UcAZiBjY0acQ6p1t5bK1OpL7BfSdGeHJxAD8RDGUNogWPsN1CGOCaNkEcIzst5HliqC5VGF9VMHnTZI7vHGuz0In7260qmOfs88XgdDPiO8fadCPFUNZgsZvwnWNtNpVtVhfPL8YrR0NZAtGVqIzW+2kJlPPcRLBXOkIIVhctVhcvvm1KSsqrh8sW8L/4xS/2f3/sscd47LHHztkmFfBTXol0T53myf/ye8gwxKpU2Pbx38DIpkvSUlJSUlJSUl55mOa5Yoyu6/zhH/4hH/7wh/mTP/kTTNNkdHT0ClR3afi+j2WdK+jYtt1//vmgaRqu24v32Lp16/Pa15VEKcX999/PgQMH+k1pu90uCwsLL/qxo8gliU0sq0sYZs6KtLkYrttiaPgZ7v3hE5w4/lra7R1sWN9rvLzcwDMMQx566CHq9TphaNFoBBiGwa233szIyAgLJ2Yp2QWwNb56z90kMiERvVUFCuiIAGVq6KLn/HYchyAI0HWdawe34DQSbKWT97JkhlzQBG6lQufwDKYssFmOc1jN0A094lqOhrYRWTmIZpxGRTZRfQ06Dte8cRLZCmnfdxolJTgmyo9pqy7HtDk8Qixl4ImQU7mDTI7sp6gZ4A+C08IaOUDSuBatO0Jn9CHc0QcYshaRjkdWA729Fs1qYUVFjKjAMW2Og/o0HeHTIaAUZdHQsHWLTGJjr1hQoQFCEwjXgESxFDY5xhxSUxTI0I48TrRnGZUFirEFmkBYGoQSoRROa5TCwk00hx8kcWtosUth9nU4nRHWWTpdCfVAw846rLpuiA2v662QOfVknZkjS8wfaBN1BX5DkoSK3noACNsxptO7V0JoGJGgMORiGha1mQ4q6U08aJZAKIGdNdj+xtVc96NreqsngHqpw/S+J/CCNoVMHkKLUtnkqh0bKY1kUGo7nvcOgnAR26rg1U0WH7+dhpgl7HYJul00XSdXLDGyZjXtWg0yGQrlIV7z+h9iatMWHviHv0HKAQbGxmjXakSzR1kzMEKdHMWsw1LDZ2Qww2uu3kxx4xBLU98nP2LhZkfx6wZ+rChf9wZGJ0L88G+ZmtaIvYhYGWTtJQ6dPMyMvJHXTAzgWgYyrCHmPczyABgarmmQCT02rBlnzTP+m3V0oc2jDz2JMF02VnoZ6Y8uwI/euOacbPstWyTbDi0yVe0yUc7whk2V5+wIvVyax2ooo8OGSi/CpxglTC95FIZXs3Vy8LyvUUrh2Ssy8AdemAz8y2HZWftK/pvxUvBcY5JeqaTjIWUllzIeHn/88ee838sW8NOlISmvRsJ6nf2//TvErTZ6NsPVv/kb2OXylS4rJSUlJSUlJeU5Mz4+zlMrYitWsizi//Iv/zJ/9Ed/xPXXX/8SV3fpOI5DGIbnPL7sFnd+wKMMlVJUq1Wmp6d5/PHH+9fqUpvQQm+iR0p5SbE5uq7jui6e5/W397w8CwsTDA1NYdvdfgZ+r5HtxY7toevnuvc1rU2r1eLQoUOsXbuWSqVCuVymWq0yPj7eb8pbKBTYtm0br3vd6wj2VBk41WtYOqMWsYVFoif9CQ0hBJql48UBlmX1s8Zt28YyTLKLGsMyT4IEqYgWPMzRLBiCWrdBN/GpWEUGowyLsslBfZZObQuNVhFhdkAUsIzVRLkaW9bq5Jp59JKN5hoIxyBp+ngzdZpal1AmtIXfc5Hbi/hGi4w/jJ24yK5F7FZp2POEokE4+j1CvUPby2EaHXSrA5k5nLBCYfYmvG6Bw8YhIj0ho2za+NRpU6HAxsxqhkaGiY+3+3E5AEpKGkEDT4to0yUgIh9l0DVBVth0VIgXexSFjXANhKUhZQRSoLsGpeBNOMcmSawmRlzEqA0hEOixJC8V+TgBR8M+0aTzxDx7di8yu79ON0hohLJnnz/PYpDIlxi2RhwlRH6C344wHA1N13qrJuhF8QsdoiDh+L4qhSGHTTeMAHBy/gg14yDNVof5OZ1Kdi2vu+F6isNufwxkMpNkMpMAuK7iqh+6lSe/ew/dxhK58hClkVHCbpdWdRHLzVCe3ES2XOk137UtNEOnVB59Osd+cYE3rnX4Rk0/K5d8opzhwBP/i8zkE5gOoOZoG6s5vsfl3kMdCl2HN+Q75IMFnI6Gm/GIOhbrTh+go2eZyl7H5HCOemwxIQWDYZd8foCw2SDr2mRL5wrdl5ptr5Tijt0z3LFrmpYfk3cMlryIH79m/CURWC+nGasQAveaIcxVOWQ7QsuZGBX3VSkIvxpQSvHlXdNnjbF3XTP+ko2xlJRXG5ct4KekvNpIPI/9/+/vEczPIwyDq/7zx8isXXuly0pJSUlJSUlJuSxuuOEGvv71r/Mbv/Eb53VVGobBJz/5Sf7Df/gP3HPPPS/bL9RDQ0NMT0+f8/iys/x8GdA/KCil2Lt3L3v27KHRaNBoNPqPPxdc18X3fTRN64vdz4YQgsHBwb4j/syjLCxM0G6XMU2PKHLPiPcXH1MXcu8nScITTzxBNpvlpptuYt++fezZs4cgCBBCsGnTJlavXo1lWSwcnUF/YglCiVGycBdN3Ngg1Iz+2DYM40yMUMLAQIhl+ej6AJ1OFrurYTXPnE2sUFovWsYYdnjy5CH2qacIRYQVmazXR8lKGwVYsU4rKqAzgDKhuCZLmER0Oh2K+SH0vIUKEoQhkN2EWFP4xEiRnHHgRzQjg3aiCJxpXH8I1/bwY43DSQ3pNqmYNYIgi5A6ojWKzCzSqo5T7GzDbq6jik9TeEQqQaHQhY6h6WwbXM8GOYZqxWddc4XiqJjjCHOEMkbTBDGSNh652KEjApxClqzKI5oaSkpUO4FIgqmhVxxkI8BqjyLMcWSc0BRdPALc2KagXAQCmgGhlPinWuRbMVmliC3BSSk4HZ09RrMa2EIQKEUnlMvDCgTEvkQp0AyBbvTE/SRWmI6FlJJDD89TWZ3jxKnjfP/B74OmGF83RLPVArdOef25GfArx/PWW97IyORGuo06meIApdExlmZn+v+eazT7r88UB7DcDK1alfxgmVatipXJ8KbrN/Jaq3SW07jbPUYr/Da64xN5DsLyMPMH0AvbGSyXWVj0OXUyw8i4wMl4yFCjeqwEDY1N1iFmwnVML+nkS0NsvOkNZE/vIWzWybkZtt7yRupGgcPHamc5my9VGD+22OGOXdN0goTxkstsw+eOXdPsWFU8x6n/YnC5zViFEL2GtS/zZrMpV36MpaS82kgF/JQUQMYxB/7gE3SOHAFg06/+MsXtV1/hqlJSUlJSUlJSLp/bbruNvXv38uijj3LjjTeedxvTNPkf/+N/8JGPfIS9e/e+xBVeGlu3buWBBx6g0Wic1ch2165d/ed/UKlWq+zZs4cwDCmVSiwtLV3WfqSUmGZP5Izj+IITAIZhYFkW3W73Gc8IPK9wiU1rn+Yc935istQYwbZ9stmQVktn//79DA0NsWfPHjqdDrZtEwQBBw8e5MSJE716A8lQO8vWoUkGdJtFo00Qh4Ti6dUby+L92PgpVq06RhQtEUU2urie8fabKYosShO9rPUENFdncXqB/UtPEsqYnO7SNUKOJnNcpVZjJhoeIQJBqCKM2MDveOSKebLZLPqggzVZoPv4AlHdR/oxhmngRCahghiJQuF187TmN1McPoTnLqBHBeYX1uF5OQpKI0pMhN1E90uYdgeEwCpN0y5ViUeeIJ67mqBqI5FYmITEJEJghyZCgAySp933App4HNHniERMTtl0CEApRCJo4/cy8NuDVDYMEWld1IIPyZkdhJLoeLMnrscgZcJRfZYjxlwvPx+DDckI6+UIIhaopd6EUFYpWoAmYZWpsZQkdM7o9KtMwSpTwxAQKzgdSU5HCqGDYelEfnLm/okzmr4AAdmiTXHIpV0L+M7XHuDIyf104ya6ZkCiMTQ2SKvVYnp6mk6nQzabpVwunyPmCyEYHF/F4Piq/mMr/z3fbIFSRAtdMn6Wq3a+iaOPPQTzMTl3gMlbXsvA+CoGhei73JVSzM7+I354FDObIIyAsGOjWQJzYg3GwDAjwVEWn6yQNEuI4BS+ZxM3LVTWpaAn3Lp9kKFNm/GjBNtYj+tdzaAWki2WuHcevnLXgXOczRcSxpVSxIsesh1RX+rS8iLGBzIXdOq/WAgh+PFrxtmxqviqj1f5QeVSV4OkpKRcGs9LwG82m3z+859n165dNBqNcxoiCSH47Gc/+7wKTEl5sVFKceRPP8XSY70Mqomf+1cMveH1V7iqlJSUlJSUlJTnx4033sjnPve5i25nmiZ//Md//BJUdHncdtttfOYzn+Fzn/scH/rQhwAIw5AvfOELXH311axZs+YKV3jl6HQ6BEFAsVjEMAyGh4eZmZkhSZJLduEbhsFNN92EEIIHH3zwoq/zff9p0fwy0DSNUqlEvV4/sw9BrbaBbncIw+hQKNQplWYYHpomkTaZpU3EcZlarUatViMIApRSSCmJooh8Po9t2yzVl5iN5pg5tcjkwGpONWaxdJO1o2Xm64sEQYBpmhjGIuXyY0jZQtM0HKeJqT+IrF2NMbQaueijYkCB9GLaeptIT8gZLnoiyOLQ1n3coTwbZsY4rE4TKgMpFJbScUKd7du3Mzg4iLdrEe+JBZK6j0oUoMhkXPKRiyc0fBXhEyEEzC6sIWwNY1gepr+GpSAhpxyElyGcuwp9ZC+G00QqHVBogOmXkXaLZOQJCt3ttL1e/I+BjpUYiFaMdBJkuCIaSYEnAkJictLGQCeLjRKwJRknp2xcbAqRS/BkDWz9afF+mRW7a6ouR5gj4sxkgAg4rM9iY2IoDRebvHIRgAM0lMIUAlsIOiiyGn3x3pMKVxN9gd/XIDnjxtf0M8KuLtCkhtAF2ZJFtxES0mH65CHiJO5NQsmQam0RpSXohsZjjz2GlBJN01i3bh07duw4S8hXStGY9+g2QzIFi+LwM2JZlMI4FtB46BjSjxkI8lxjvxHlJIiMRV6OEhxroOetfqRLt3uMhYX7kUmCpptYrkK3Q5qdcY50tpOJJfXIZMJyKSSSpfogBD5C18gSUxksc/P2dXx33udzD59kyQtZW6jyzqttNuXhK7u7dAJ5Xmfz+YRxAG/X0/nxFaG4OdR4cMlj9Mw+LhZh80IjhGD9UC4Vc1+lXE5MUkpKyrNz2QL+zMwMH/jAB5idnSWfz9NutykWizSbTaSUDAwM9JtBpaS8nDn5t3/H/De+BcDYu97J+I+/6wpXlJKSkpKSkpKSssw111zDbbfdxic/+Unq9ToTExN86Utf4tSpU3zmM5+50uW95Cxn3i+L9wDz8/MUi0WEEIyPj1MoFJiZmaFWq50jtAshEEL0Bc3JyUlWrVpFHMf9XPjl4zwb5+tJcKlomsY111zD0aNH+xMBSSLx/SLlcpbR0eMEYYLnZ3Bdn8HBI/j+VRiGged5xHGM67q0Wi2SJKHVatFsNtF1Hd3QCYg4XD+BFIrKyBBOOYeTzzA9PY2UknK5g223SRJBkhhYZoJhLTFr7Wa0u5mcMFEaIEAohR0YmK5J14rIJhZeNiFbKDF083qG78xRqWXp6hGJUBhKo2CWmBjdQFL16Tw8S7wUgK4hNIXyE/JNg41ilAPqNE2ti0BgoKEELAQ2g16ZYrIWSz9FRwRklU1nfgO0SjhWiG63KI3vw/WHenn5vkHsLlA0JcqzsZRBSIwrLdyMgz5ko2KJinpCuFSSSPS8/w3RJa9cPBFiYTCkChRV5umbFSmI4vPeR4WiKTxOiSpdAvLKwRcRITFN4fGYfhQNre/IX6dG0BW4msCXEJwZX7YQffFeAr6CjC7IWBqB7NVrOTrZkk3oxYR+TLZkYzo6oRejLB+Rb+GdaiGJSOjNvsQqpNvpkM1nkbLXGHdubo65uTmOHz/Oa17zGrZv3w7AoUfmOPTwPKEXY7kGm24cZtMNI/33gmgm6Md6zY811yCY6yIAa22euBrQuucketZEy1tkbxzFvabCoce+SaN6CqlsdMfDtHUMw6BUvpmktrrnjl+Oxjm1By326TRBc7KYAxXGrruZ3S2TP7/vEKeXulw/9ChX5R6mOhtg+hWGjWvwnB8+r7P5fMJ4tNClu2sBFSS9iKlGyI9gMiNipp5DhE1KyqVyuTFJKSkp5+eyBfxPfvKTLC0t8Rd/8Rds2bKFW265hT/6oz/i2muv5X/+z//J3XffzV/91V+9kLWmpLzgzH39G5z8278DoHzLzUz+3M+my/ZSUlJSUlJSXhU0m03+3b/7d7zuda/j137t1551u0984hM8/PDDfPrTnyaXe3nm0v7BH/wBn/zkJ/nyl79Mo9Fg06ZN/Omf/ik33XTTlS7tJWVl5r3v+4RhiO/7BEHQjxi65ZZb2L59O4cPH+buu+/uG6yUUui6TqFQwDAMlFIMDAyQJAn33HMPSZL0Y3Eu111/KRiGwe7du2m1Wmd97lZKkS+A0AJk0otKiiOTTNZnzZoRBgcHcV2XMAz7EwjLr19ecWC6LgOVCu1WG8s06OohehQxOztLt9tFSkm+EPWd/72dgBAa0gKvG5KLdZQOkTOLNBo4QYH18RBHmaMtArKFIjuu30mhY9FKoJhkKEqBZutoQw4N2eHE0SkyThatG4EQ6I6OApIwQUSwnmGUpthNhKYLfCJilQCKUVlkXA4QEHFE7x3TwmR9eycVVaCTOUU0NINme0jfJXbqWHGWVf5aAiV74r2y2JCMUGiZREEbYgkKlFAc0WY5qs8TiIiAmFAkFJTb216cMeBd5PYrFEe1OY7oc3iEtIVPU3SJRC8SCCAmoazyeCLkiD7HoCqQxSVO4HQs6UgQGiSGIKYn7HtK4WoQC1h34zAbhzIcengeXdcoDDk0Fj3ymssNb19Hvuywd+9epk4fo9FYIsIDFAKBOnNv9TM9D1zXZXZ2Fk3TUErRarR48L7vY4Yaw+PrOPTwPFEQkxu06SwFHHp4nuG1BUojvckM4UtEqNArFtJPQAgUiqQdkTQCCCVxECOaAU0vou0tsfDQaVhjYzgJUctCxT7FoQles/0n2bpppO+OnyjfwNLsa+ks1YmDgAdONrnvZMA35gt0Th7iaLXD2vwirxl+BF0EzHaKlHNtthQf5P6F9ZCZvCRns2xHSL8n3gtTxyhajCjFL9y4ioWS9aqJsFk5wflskUkpLw1pTFJKygvLZQv4999/P+973/u4+eabqdfr/cdd1+U//sf/yKFDh/jEJz7BH/zBH7wghaakvNDUHnmUw//fpwAobLuKzR/+ZcR5GrylpKSkpKSkpLwS+bu/+zuefPLJi8bj/NRP/RSf/exn+fznP8/P/uzPvjTFPUds2+ajH/0oH/3oR690KVeUlZn3ruv2G/mOjIzg+z6O4zA+Po6madi2TS6Xo1KpEIYhcRwTxzE333wzpVKJMAx56KGHSJKEYrHI7Owsnued5dB/MQiCgCjqiejLEwWu6xJFEQvzHfI5jWw2IAgyGEaLYnGcrVtfi+flGRgYoNvtopRiYWEBwzDQdb0/QZHJZAhVTG6wwOTkJAcPHmRmZpo4nqZcTggCm2ajQDCUw7Ja6HqEQBBFBTRnPUO3TKDdv0Rb+xat4QeQuocWu5TnXsdQ+Fq060qUr11NQbo075pCOBrCNVFRggSOdE9yRM4id+tYQmetFjOa1TCTEqY3ClL1JgwMwVBSIIdDREJWOLSlh43JBjWKhsZ6OUJFFXqNYXm6MWyxs5nW7Otpjj5A7FbRYpfC7E2Mt69mSPjnbI8v+81gm4bHUeaIkVRkjqbmIxRcnaxhlRhEWAb4yVn3a9lpv3K/TXEmQ5+YgnLpigBf9LLuBT39PxAxi6KFoXQiEdMWAR09ywmhqEcKkfUZ25plaLTI0sNtRoVgQPXE+5qusfmGUVZtHiA34HDo4Xk6SyGZvM2mG4dZe3WZarXKqYWjSGIKpTy1pd5qk97UjEDXdQxTR9d1Go1Gv7eDiiVdv01LLvG9b3+eDaNDRNEqsqUNGFbP6d+uBXSbYV/AV46GsgRJIwRHI7BPk+gN9HYBMxzuXecEVCJJZrsk3/UZW7oG34H2+EPgtog8h0L8JvS5QYh9MM+4+1fk7x9daPPN3U/SMV3Giw57Ti8RxpKM2cA2PKreALE0McwSo4V5Blstjl6is1nLmWiOTtII0YsWSSNEcwxWry4wOZR51te9klg5wRkEAbZts2PHDrZv356KxleINCYpJeWF47IF/FqtxpYtW3o7MXq7WV7CCfBDP/RD/Nmf/dnzLC8l5cWhdegwT/3BJ0BK3NWr2fqffx3NSrPYUlJSUlJSUl49fPvb3+aHf/iHGRkZueB2IyMjvOUtb+Gb3/zmy1bAT+mxMvPe9/2+o9iyLAqFAo1Gg06nQ6VSIZvN4jgOYRhSKBRoNptkMhlWrVpFpVLh+PHjhGHYz89fFtOVUgghME2TJEkuKuT3GsNeXOzPZrMkSdL/zrgs4C+fgxCCVstlbn4dQ0PHsKwWStkUCz9CJjNJJgM7d+5kz549tNttLMvCdV0GBweZm5sjDEN0Xce2bbZv337mfBS53JPkck/iuKCUw/z8WmamtzE6ehTDDAmSDGFwA6tX30BQFnjr97AUfQOFxOqOELtLtMYeYry2jdGdN2JVsvhHl0haIbpjog1qRA2fpbDFkXCaJK+RSywS8SCNsadA07GTHIX5m8jNvq4nJLo6xTDHhniUI3KW0JRklcuGZJiizJxXNBdnXOUCQX72dTjNCWKrgREWMbsjPXFfZShyHjFWAbaGJ0NCErLKwsCgIF06IsDQNIQUECZPK/Cc7bRf2aA2o+xehr7qZei7yqQjAiylo6PhrRDzYxGjhCJZl2MpzEIrwijOorILLBkaraoJxRJRMkIha9LqxsiMSa7kIIRg0w0jDK8tnJNPv/K9kCQJhqETRfJM1b3x5doZrrpqK4cOHaLRaJDECSrqrXQYHjpBeegYbSMm75Txmm+C8Efo1ANyhobdDIgWuhgVF1XQSSZtWNCo6/dQ2/QdYpYQUiM/dwOlE29DQ3v6WncUgfAxTl5NoTnGaXsP+WScYv0mph48zGkv5BEXDpdN3nXtKn78mnGEEOc0/ZwoZ5he8qn7eTqhQ8GsE5oV8madvFvmZ9dfTyMavyRns1FxyVwzRHfXAvFSiOboZK4Zwqi8emKPV05wLsc779mzh7GxMSqVypUuLyUlJeV5cdkCfqlUotVqAZDL5TBNk+np6f7zy39UU1Jebvizszz5//4uMggwB0ps+83fwMznr3RZKSkpKSkpKSkvKIcPH+Ztb3vbJW27HIOZ8vImm81i2zbNZhPbtvvCuRCi/1g223PhlstlduzYwZ49e2g0Gn03arlcPu++ms0mANYZU8tyRr6macTx+XPQl7e7EMsO+UwmQ6fT6f/bNE3CMOxPHPT2I1iqb8T3hjGMLsXiGkZG3tUXJrdv387Y2Bjtdpvp6WmmpqYIgoCRkREmJiYYHx8nl8uhlOLrX/86hlFjcPA4QRDRaWfJFyKGhqao136YjRt/mmwuIQwcFhY0pqaOcerUF8jnH8W2FtBjF124mEGZ2K4SWw1Up+fijk61SZYC4thDWDqaoRNlBYmpkxMuWus02YlDKC2EaAzpdulseQLX2IJxegA6CUjFeoapuAO0JgX+wRrlOIdCcUybP0c0Xy9HzhLxre4oVnf00gdPKHGFha2bdEWEq8ATEaYwcJXd28YyQKieC19Bk6ed9ssNao/oc2xLVmNh9DP6pQCNXqxMP31HAKaOpRvYjs3IjeNcpQaYbS3xyLGn0IXen1iK3AW8eIDA17GyFptuHKY47PbHdmkk03fDL7Ny/FqW1Z8EAtGbHJJAo0jZmGTj2zfyrbu/wbETxzDcOvlclaGRo5hCJwxyZJwuTvlbeIuKsrGe1XKc+PunqT+k4V5dgYoinrSxdiraJx8l8WskfhOp+dQydwIwcOJH+/cnjhOaTohqNcjXCmCvYV35JpJI50jQJRsrbgo0TrcT7njiNBNGh7IeYicWeVvvN/3sBAmT5QymPsmxzs3sGHyYyVKXvFtmZOTHGBm5+pKd5UII3GuGMFflkO0ILWf2G+6+Wlg5qWOa5jmTmi8GSimOLXbSiJiUlJQXncsW8CcnJzl8+DDQ+2Nw9dVX88UvfpH3ve99JEnCF77wBdauXfuCFZqS8kIQNZvs++3fIWo00ByHbR//v3GGh690WSkpKSkpKSkpLzidTodCoXBJ2+ZyudR88wpgpSjveV6/ca3v++cI9EKIvuB9vjzolftaWlpCKUUul+vH0SilcBwHz/POW4tpmkRRdNGahRD95ri6rvcjepZXDmQyGXRdp9VqkclkSJKEMBzA94ts23b9WcKbEIJKpUKlUmHdunVs3rz5vOd2/PhxgiBgcFBhGBFRNIhSCYFvYTtdtm9fx7Ztb+65nhcXeeSRf0LTnqJUehwpAyJpIAyfgGmkFmDIIrY9hJYziRa6NE7sIxiaR+vkMZtDaFJnYOcYzuwMzdNLFNwWGB4yKGJIBy1RROYicssCzAygYkmUmSNyG1QtON4QhO5JTud8Bv0xpgNBjDxLNK88s8HsZVAws2xQoxxhFk+PsDDYaKyiGGVB19BcHRVKFL0YHU8EZznts9i0RYCuBBvkCEe0M30BlI2rLBZFi1gkCMA1HUbXjBMEAU5swGNLJElIQo049CiNl58WWVWDrddWGMiNnOWyvxDPnKDSdZ2smyXsnGnCrCXIWLHvgaPsqJbwZ1uMV06RKx/AsttYdpfQG0RIA1NPSHInGCjehblUwp+/CWv+JogVcfUUxlaL+GoXmesQG3Wk6KKQaGGWxGzTGnmE3OK1WN3RXq8DlaAsE2fUo6UfZaHQRuvaeI6O11CYrk4pVqxzTI4cf4LHpo6TERGWm+FN49v5XlSiPl+j6Lr8izdsYvuqAienBnDjLYwPG5THryKTmbxkoVgpRbzo9YV7a6LwqhSZV07qLE8OrZzUfKFRSvHlXdPcsWualh/3o4yWV1Scb/tU7H9pUUoRTk2RVKvo5TLWxER6zVNesVy2gP/617+eT3/60/zmb/4mtm3zb//tv+WXfumXeO1rX9v/EPlf/st/ec773bdvH3/6p3/K/v37WVxcJJPJsHHjRv7Nv/k3vPnNbz5r2yNHjvB7v/d7PProo5imyRve8Ab+03/6T+nyqJTzkgQBT/7O7+FPzyB0na0f+7/IrZ+80mWlpKSkpKSkpLwo5PP5fkb6xVhcXCSfrkh82fNMUT6TyfRXPp+vYeOy4F0u9zLDT5w4cdZ227dvZ3R0lIceeohms0kYhhiGgWEYuG7PAb1SwF/e9zMFEMuy0HX9HLFf0zSGhoZYvXo1S0tLSJlgmjVcN8KyKmzYcAubN2/m4YcfZu/evXieh2VZGIZBLpdjcHCQarV63kaUK8X8Z7Is5LVaAtu20Y02mUyB0gC47hq2bn1tf3/tdhtdf4xi6Ql0Yw4hLaLIQgmJsgI0qTMY3kpp2zXoZYfpfX/PdOGLyIqHnmQotn6IwuLNDG0cY7OZ51DrAImxiBAJOaeFTEKCzCwihAXtqxTWLKFCSavyAIHRoZHEZFWRgXIDpQcEsYm7NI7eXIMWFsAr0BYhHsH543EuaeCAKJqYOYtN3TVU2gV8W5LLZKmsHSE61Sau+Sg/RgVnVnU4Om7sYOkmHRmQlTYdAixlkMFhVA5QEQW8pBfzk1M2M9oSS6KD7ya0xwVREpMxXSbDMsXERS+aRPMhUSegOr9IvtRzSDuOw/DqQYSIaXQaxNWLNx9d+V548MEHaTabdL0uUmpomgClaCen8ZcWMPYMoIx5hkemkEoReAVMu4vt1jFUlsSdQ+g6TjRMmNRpFL+HPb8GW1uFiiTGiYBkjYW1tgyxTiK7COmCEaElDoiEyGpgdEeRpiQgxBk4SDD0KF23gUPMUq1Cqf7DuEJgeQmepTGztMDI4n60ook2mKFamycOHuHa4UlCAzKGTbab5cnvPUFz/8MYccBMJsPW1+fYesulfY9VSuHtWqC7awHpJ/3oHPeaoVedkHmxVUcvNKebEXccmKYTJIyXXGYbPnfsmmbHqiLrh85uCP9cxf6U549SiuZX76R551eRrTZaPkfhHe+k8M53pNc85RXJZQv4P//zP8/P/dzP9ZdYvuUtb+FP/uRP+Md//Ec0TeO2227j7W9/+3Pe78mTJwnDkPe85z2MjIzQ7Xb52te+xi/8wi/wW7/1W3zgAx8AYHZ2lp/8yZ8kl8vx4Q9/GM/zuP322zl48CCf//znsW37ck8t5VWIShIOfuK/03rqIAAbf+nfM3DdtVe2qJSUlJSUlJSUF5GtW7dy77338qEPfeii29533339/lYpL2/OJ1xfyMB0scaOQggajQa5XA7f9wnDkCRJEEKgaRqWZfVd+Sub22qa1n/96Ogo+XyeU6dO9SNxHMdhy5Yt7Ny5sz+BMDt3B83mFNDFsuZZvXorQgiWlpbIZrOEYUgQBMRxjGmaPProo+zbt69fL/Qmm2ZmZvpNa03TJJfLPcvqAkWjsZlc/gClAUmhMEo28yYWFjQ8b5FyuYxp1sjlD5AkEZpmAQG6niCMMll3kFWFn6Fo3oS5KofnTbHgfw1p+Jh+mdip08jcR2ZgI3V1FCN/J6s2HiIRLZAaiBahHoMycMK1JCpiaeDbvRujCfALCOckucwcSadA5JWwCqdxi9PEwQGUXyKc34Q1fxUuF/5+q1BEmblzcvGXM+1VMyJqxqAURZGhks0gbB3VjMhcM4z3xDxx1QelELaOXnYpLgk2RGec9irox/kUcBFKUEwyT68KELBaq7DaHCZ+TYHGeG8MVWQe/YEmetHiUOcUB4Jj+HFAt9ZisV7tRyp95zvf6eXUJwm5XO6Smo8uP7c8frsdDy/2iWVCBoeB2METATVxkOzACTBrqCiHhkHUHSSbbWJlOkhDw7Un0WpZjEAQW1Viu4HVGEXYBiqUtE/4dLwiuep1dHPHSIwOmnQwtAwiKSLjDItOnZrT4ujQLkpj38cwJfMyJquFNEYfoCx3ssEf4LQMecRWhKLDkK0IcxHHGgeIJZiehdtdZMPazRybXuTgPfejz5zAigPKYwWyzXkev+duRiY2MLhq9QXHBEC86NHdtYAKEoxSr3ltd9cC5qoc5qukee0yF1t19EKz5Cdn9SwYLTpML3kstsNzmrYeW+xwx65LE/tfrbzUKxDCqameeN/pYoyNEc/N0bzzqzhXb8OeTI2cKa88LlvAX14KuZK3vOUtvOUtb3leBd12223cdtttZz32Uz/1U7znPe/hL/7iL/oC/p/92Z/R6XT4h3/4B1atWgXAjh07+Nf/+l/z+c9/np/8yZ98XnWkvHpQSnH0zz9D7cGHAFj7kx9g+IfffJFXpaSkpKSkpKS8svnRH/1Rfvu3f5s777yTd7zjHc+63Z133skjjzzCb/3Wb710xaW8ZFysseNybvTo6ChJkrC4uEi9Xu9HKum63s+vX9ncNoqivshvGAatVgvTNPvHdV2XoaEhKpUKQgiy2TZSPoDjgG2vJwhmmZ//Chl3kDAMGRsbQ8qEbneKZus0jiMplcZoNlv9eqenp7n//vtZWloiSRI0TSOfz1GpSDZtGmHr1tf2o0Wezst/fd/1f/x4nYcfrhIE38ayLCYnJykNLJJxod0uEyoT06xhGBGGmWVU++dYBzbQ9efw9ywSbzuN1Lq4hVXImsLwB4isKt76/TQa9xOrLsKJELFEUyYkNlJv4aqNWGKEMKwROidB6TjtSUBHJQ5QJ4kttEwN0+kghATlkQhFYfgg+cZ2CtGzNxtVKFqjD9IcfQBpeGixS2HuJvJzr+s1pwWQvS0BMAVJN8IqWkg/wVqdw9k6iPfkIt6j80ip0HImehCzUa1iyBqk2+rgCouClUMoBZHqTUKc2b2es9DyJscrTQ7XdxPM9iaLtq3bzCrHoVar8VT3GFEUUTRydGQVJRWVSoVWq8X+/fvRdR3HcYii6JKbj64cv1JKZo7P0mwvkZUuQtMZGjmGVd6Dla1jWC2UUyeObQwtTyF3FeXSG6l63yL2uqAvkWS7SN+iHkCkOmSTHKfDNqf3BkRiiaHcWxnZpFEX96FUjCZLeM2NfG9kmu6Q5KScJrCe4iarw1wMXhITaQamdpxw81O8/uafwo4T8rrCm4pp1kZpzNVxbIcgikhcQZ0a1aDDVEtiBh5aEjKvdahXT5ATCrdu8Pkn/prr9R+m4lZYV1j3rEKobEdIP0EvWUivS9yqwaKGf1DDqGx9TgLq8xFgXyrx9kIrc15oSo5O3jH6PQtmGz55x6CSs87Z9pkNii8k9r8auRIrEJJqFdlqY4yNoTkOxsgI8cwMSbUKqYCf8grksgX8lxJd1xkdHWXXrl39x772ta/xpje9qS/eA9xyyy1MTExw9913pwJ+Sp/TX/gSs3fdDcDIj76V1e9/7xWuKCUlJSUlJSXlxec973kPf/3Xf81HP/pR9u3bx7/8l/+SNWvW9J8/efIkn/vc5/jLv/xLNm/ezHve854rWG3KC4FSimq1epb79GKNHZ+Om2n1f+q6DkAQBP19CyH68TrLjnzTNJFS0u12CYKAdruNEKK/GnrPnj2Mj49TqVQIwkXiuIVtj6PrDrY9ShBMY1remeM2KZePYlkPUih2sa0iEAE7aDSaTE9P89hjj9FoNBBCkCQJcRzhOMfIZI8zNx8j1d2sWf2efuPbp4W8CRYXF3nyya8RhhGFQoGZmRmmp6epVBKGRxSZbBvHKYMyiBODgvYTuAeuhUD2ncvJQRCbXAJ7Bm00Qxy0QIup6d/G60wBGmgK0ykhYx+jM0iIRyJaBCokyJ3q5csrnaBwHLszQdZUvcx9q4Vhe2hCgjQw0TF1iW5KRg2r3yD1fESZuZ54rwcYXm9lQHPkAZzGxPkb3SYSFUqieQ+9aKPlTMwhl+i0gzA01FJAdKKFUbLJvHGUPND6zimQCmFpSC9GmYJoZ5awALlSntJgmYbscPjhJ8+aLNp//CCVjTfg7YsIwpCckWHJ7CLbvTG0sLBAHMf9FR7LfRXa7fYlNR9djpFaWFigWCxiWTqmMFA2OIUG9vA+NM1DMzwQEg0wTR+lJLZ4DaYxhJIRoZxFudMkfpGF2k6WohaWcQhLuSxqXaQuacQ6qzrjXNd6NwX7tQStOdrjGf5h4NuYFXBMByNycatjDGY0dOapGyaDpsCTkm+0HmPjlncxkV/L7Ne/QfYRj7HkWoSpaMVNHhQPccwOSGKThUYTGYZEwsQQkrI/j5kozEQgtYDvPnon35aPUckM8fbJt/P2ybefVwjVciaaoxMenSY8cQglTUhCvF1/RVL75xR/7J2XJKA+HwH21Rofs6pg8q5rytyxa5rpJa9/XpOVczP3KznrksX+VyNHF9p891uPUl5aYvXIEE/5pRd9BYJeLqPlc8Rzcz3xfm4OLZ9Df5EilVJSXmyet4B///33c+zYsX7jo5UIIfjFX/zFy9rv8gfNVqvFN7/5Te67775+JM/c3BzVarW/jHIlO3fu5Fvf+tZlHTPl1cf8Pfdy/H/9HwAGbryBDT//717RHxJSUlJSUlJSUi4Vy7L41Kc+xYc+9CFuv/12PvOZz5DNZvsNa9vtNkopNm3axKc+9amz3NMprzyeLSpnbGzsgo0dn5kbDTA0NISUktnZWZIkQdd1DMNACEGhUGBpaQkhBOVymU2bNlGv19mzZw9xHKPrel+E7XQ6fRHWtioYRp4gmD0j3s9iGHmGKhvYsWOU/fu/DTyMpkdEQRGpGhjGfQRBgm1vBXp5/JrWyzjX9RaZ7AKD5SPoukkU5YmiFnPzX6FQ2IHrTpw1mdFut/sTGb1GueGZeseIwjymeYAwnMcwHGzrJhxvJ8rviffC1NGLFvrSMI4YpRrsI0kChNAR0iDpRigVolQMgJQBplFEy2kYfolEhoT2cs76BHHYIDGahOY02aiC7G7Et48gtQ4oHU2aiNhBWV0M38QMixe897HVQBoehldGkxaGP0DsVomtxrMI+KD8mEQqNFsnOt1bbeHtXkA4BtY6i6Tq95z4roEKE4StI70I1YlRKI6KOY6fWiIp6NgLvbGWz+cJgoBCoYDoSDKBQavbIbrZZHhkI+49x6m3mzS9NkmS9Mftso6glCKOY6SUlEqlizYfVUoxMzNDEAQ0Gg0ajQaFbJ4N2VW0oy6RPoOuhZi6jtBjessFBEoaoBStY4sEtcchb1Eo3kBj9gjdIKa5NIiNS8vwaCZzGJpLVs8QyYDTyTQTzVGGjWFsewxts0Vw7FvUvXmGGWZ4Kss182+lWDmOkb+XbLZNVxPU9dXMeYqqX4VqhHyiScErIA1FTEJGz7PJ3s4jpW+TCfIkgU+CySl9hGLhBJvbCi0RxCaERsLggk67o9G1utx17C62lbcxUZw45xoZFRdzTNF95CQqMVFJQDzzGPHpR5n5kxMck3OUdm5gQpiI3AiUN8B5vi9fagTM+Zz2r9b4GCEEP37NODtWFS+6smCykuVd14xfktj/akMpReOrd3LLN75EQQYkTpbK9pu4b/V1L+oKBGtigsI73knzzq8Sz8z0M/CtiYkX54ApKS8yly3gnzhxgl/8xV/k8OHD5wj3yzwfAf83f/M3ueOOO4BevuJb3/pWPv7xjwMwPz8P9D5YPpOhoSHa7TbdbpdM5vllukkpOXDgwCVtu9yw6VK3T3nxr1l0+AjNz3wWAGPNasSPv5OnDh16UY71UpGOs+dOes2eO+k1e+6k1+y5k16z5056zS6PV8p1k1KiadoLvt+xsTH+4R/+gc9//vPcddddHDp0iMXFRXK5HDfeeCO33XYb73vf+86Jxkx55fFsUTmjo6MXbOy4Mm5menqaBx98sL+PYrFIt9ulUCj0x6dhGIyMjLBu3Tp27NiBUop//Md/RCnVzzNfFmGLxWJfhHXdCUaGf4y5+a8QBNMYRp6R4R8jk5lk+3bI52c5cvQuOu0CltlA0xpoWkyxdB9DlVFGR0dxXZdms0GpdIRi6SC21cF2usTREJpmY9vDxHGVIFjgyJE2e/bsodNqoQtYu3ZtfyJD13WCIMCyLLLZLo7TJYqK5HJjmGZMEMwTO3NozmqSRohe7Dnw49wcXXkMwyjhOEU6nUPE8eKKu9ALnFcqIorbKE2g2TZCJQgNHGs1VmMVRlwmysxQaLyB7Nw2nOH11IJ/oqZ/Fal7SJEgzQ6aNMnP3YDZHbngvTfCIlrsEjv1nnjv1NFiF+MCwr/ImFhrcqhA4u3uNbuWfoJeNJGtiMSLUX5M865jCEtH+jHECgxBE48jzJK0FaWhETphlz179nDjjTdi2zb1Y/M4ba3X9FYYyAdrcOsqNAlLzQaRitEQCE0jkT0hX9f1/soKwzC46qqrLtp8tFqtsnfvXmzbZu3atf2GuK/d+Vr8g3XqWoDnxCR2DaV6vRuUEj23PwIrk5DQwWwOIewC7fYIiXYKKw/dxCRUMRKJkDrS0DGEQ6R5+EEXkS2SuWaIwYkKb+ft3HXsLqLFLtfOX0NZH4BmnuxsBsNtcGhzg71ajZyZpeyUaZ6axwp10AShHhGIACexcXCwMxrzQ/PcMv42dj1qc7IJvpNhlSMJTElkChIRkQ10OtWYdeNDzHXnqPrV8wr4AN6+b9J95CsIzUH5TVRnHgWo46cIfucTfOMGk1U3FHi7M47Y+X7Y/t5zRPxLiYDpO+2fOI01e5qhuMPrrt/E4Ob1zLcCiq5JGEtGCjYzDf9VER8jhGD9UO6i5/FcxP5XG+HUFNnvfgs3DljIlqh4TVY/9l3WDq55UVcgCCEovPMdOFdvI6lW0ctlrImJH4hrnvLq5LIF/N/5nd/h2LFjfPjDH+b1r389pVLpBSyr1yT3Pe95D/Pz83zlK1/puyTg6aWc5/uisbxc0/f95y3gp7xyiWdmaf2vv4IkQSsPkv/Zn0akX0xTUlJSUlJSfgCxLIsPfvCDfPCDH7zSpaS8wKyMzGk0Gvi+T6lUOisqp9vtXrSx47Kbfnp6miRJaDabNJtNisUiN9xwA2NjY8RxTLfbRQjRzyYXQnD8+HGklNi2TRRFxHF8lgjruk3qS8ewrQrDwz9GobCDIFzEtiq47tNiimEM0u2CplUxrQ6QIKVFLpfBsnaRzb6d66+/nocf/grF0mE0LSGMCjiuh2XXcJwxoI6h55mZ6fDgg7vpNBvIdotIJtRnZtiwcQNYFu12G8MwcBwH3eiSyA5SVnDd1Zgm+P5hYreJ2O7RPngUvZPHtMdZWPtFmt1dgAbMoVTnmXeEnohvopQiiqogTXTlokyJ752CyEEZPrpfoOBdi+YP0uReOpXHAYXSY/TYRvMrFOZupHTibReMzwEwuyMUZm+iOfoAsVvtZeDP3vTswr8B1pocRt5GOQnxUggoNEcnXvRJmiEqSHrNb6Ne3A4KkApQeMIn0hOykYPWiMkP52k2m5imyZbyJLsPPU4HH0szWS+HOfXUFIdnHma+WQVFL+JGSQx0hC56v+sGcRJjGAYbN25k06ZNFx3/7XabJJlmYEBhGIpMRqPZbNEdnkMWvkbSeggZ1YEEIUApEEKi6wqhbGzLwNcyhPEi+pKOoTeIpEs3NlGWIPEjDMNAJTFRGBObMYV8jrE3bqC4agSj4iKE4O2Tb2dbeRuNw3NoUw2WakfJdk/gGAH5+ihrjh4h3OBzw7rrGFlIaM/5iFAiErCViSZBQyOxwSw4jAzmuPmaHWTyJp97+CSdpY0E9h70JMIXCZlAJ9IVJzzF0swJNlbKlJ3zT3b4R48y//m/Qa83zhlFAsi1JNfdH/Bkp87RDYLVtb/CGr0GMXT29b+UCJhjix3ueOI0E7vv5zVHHoZOh/iBDIduupVpNcHUoiJjGeQdg7WD7g9MfMwylyr2v9pIqlXs0KO0bhVLrYQFoNyp89Yx60VfgSCE6DWsTTPvU14FXLaA//DDD/PTP/3TfOhDH3oh6+mzadOm/h/td7/73fzcz/0c//7f/3v+/u//vi/SLwv6K1kW9x3Hed41aJrG1q1bL2nbZVfXpW6f8uJds2Bhkd2//wlUEGAUCuz8L/8P7tjYC3qMK0U6zp476TV77qTX7LmTXrPnTnrNnjvpNbs8XinX7fHHH3/R9r13715OnDjBwMAAN9xwQxqV8yrhmZE5QgjCMKTRaPQd+MtROZfS2PHZ3MwbN25kbm7urGie5f0BZLNZstls/7uZlBLDMHjNa65n/fpFDh/5LHHc6jvuR0beRSZztpgipWTXrhmmT48zMvokJj5KWcRxGctaQ5w0CaMqO3bcQKEwx4kTD6BpFQwzQxznieOT2HYbQx8nDK/hkUeOMD8/jwxDLCSuZeGFEc3jR3j9P3s/eibL9PQ0U1NTtJpdyhWdfL6FEG18v4UQGaLoEKesrxOtbyASl0S0aHm7OdMN9kJ3Bgif1vKFRCkg1lHExM4iZlChsHgz2sIAcXmB2sA3SJI2hjeCMB0EGpUj7yZT235R8R5AIMjPvg6nOUFsNTDCImZ35PyvNQV6yUYFCcpJSBohmqNjrsoD0L7vdM9try03v+2ttheOhvISSMC1bExh0CFAaxoEho+ddcjlcgzm1uKoNoGVkDEdkijhQf9Jus0QTfWEagWg6UiZkBEWMQlhGIEmEEIwOzvL1772NXbu3Mn27dvP65iVUjLXuoPC4B1YRgNdS9A0i0rFYHbmb0hU+8y90hDCQqkYIaIzt0hgyAy+doLMwlY67j4SOUM2cvGr24j9CkHUxjIc1m2aZHZuhiiKGRgoce31OxnbMXHOBNhEcYJjAyHHuwcpugfprt8FToIWmEzev8SWv4ywBhd5YrRGw9lAzskjbTBNHaVDzW7ywPAB6rbiRypvZl1+HRPXCnauLjHf3MQ3vzHL4u6HyHoxkaGYGoFmNiBpW7xm65tZV1h33rFx8p++iLbU7A/Hc8cqWCFs2xXjnagxn+tQyH+Fwr/61bPOcbKS5V07x/ncwyd5arZFyTV5186zI2AW2yHW7Glec+Rh7CigNTiMVp0n+71vccsN76dllpj1ExYSyU/csPoHIj7mBwmlFOHU1Dlud71cRs/nGOs0KY1UiGYaWGuGmXjdltQNn5LyHLhsAV/XdSZeouwoIQS33XYbH//4xzl27BjDw8MALCwsnLPtwsICuVwudd//gBK3O+z/f36HsFZDsyy2/d//6VUj3qekpKSkpKSkPBfCMOSXfumXuO+++/qPrVmzhttvv/2sZrYpr0zOF5kjRE8APV9Uzvka3K4UT57Z7Na2bRqNBrOzs+zdu/ecaJ5lF365XGbnzp3s3r2bTqdDsVhk27Zt7Nw5wpGjv08cd7DtcYJgtp9Pv1LAV0rxwAMPsHfvPnx/Db5vsG7dboRQCJEH6hhGCdvqOf6HhzfSaI6e2e8AQZBDsI2x8fcjkzV85ztPImUXXQgiJJHQEBIsy4Swiy0UqycmWLduHZs2bWJ27g6aTZM4nqPRqOG6q7CsmwiCPWi6hpNbTbt9gE7nEBcX78+DFqEIUUphB6MMNX8ca2EtZmsYlShaYw/iO8cRSiMxO5jdAUBDyAs3rgVQKKLM3Fmi/Xkz7/u1AEUTYeooPyFWAZpj4O4cQilJvOChZK+ZrJKqFwiUKNDPZMfrEFmzGE6D9bHGsQTacZeMKPbHml+pM2DkkWFCnFlkVp9CiRq5eJggCUnoufltZaBjYusWi0kDhUJKhUgEQRDQ7XbPGmcrkVLyT3v/G/HCZ3Ds6EyyPRhGF02DRJ55AAEkKOWd9Xqh6SgpiZIadn0d+db1MBoSzFuUFsskdkSUl2y8Zpzr3riJRx99FN/32bZt2znvm/69UIovnz5GPr6HLZMnUKZEb2eJtWmSq1oYBwxC+yoyA9czaDqYQiNSCj+IOZgJ+EJOY8ZbR272Wu6rjzOgZvjxa8bPOLZzVHK/zG90vsBi9TSaW6FmZHE6XQZkmavyb3pWIdRbqqIrRaIBsjcEnh4/4szP3nMLZoQRGnDfEzhvmsKaOLuPhFQS9Yz/raSSsxiKO9Dp0BocpqU0tPwga40hPkAeKRw6puIBW7FzVTEVb19FKKVofvVOmnd+Fdlq9/PmC+98x1lZ9G5tgWyl2Muin5y40mWnpLyiuGwB/8Ybb2Tfvn0vZC0XxPd9oLdMbv369QwODrJ3795zttu9ezdXXXXVS1ZXyssHGUU8+Xu/T/fESdA0tnz0I+S3bL7SZaWkpKSkpKSkXBFuv/127r33XrZu3crNN9/MsWPHuOeee/j4xz/OX/zFX1zp8lKeJ88U3Jcjc66//vp+9vyy2LjSrd9ut9F1nauuuoqbbrqpn22fzWbP2+wWOO9xlpvTrszQXzk5sNR4hDhuYdvj6LpzpnHtNEG4eJaAX61W2b9/P1JKXDdDs7mK6emA4eHjDAyGuM4II8M/hutOAM+epT8y8i5OnDhBEIRomoYSoOiJpEImOHGMadu4hRLQM4lls22kfADHKaHCEkE4A7GOZhZRdLHtjWiafSY/fVm813iuQr7SuogkQzbaihNswNJH8KwpvMxRmjzci6pBIrUuMtfFbq27YH499MT71uiDNEcfQBpePzYnP/u6c4V/HRAgchZmye013dUE9kgGfcAhbga0H54hmu0QOTMko120VgazNdyPQldS0hp+gObwA0jTx5EuOxauR09ex9ibtjCycVUvrmJTCWd7mbnpL9OsfJ9QbzMsE1pLW8nNb6IetVAohICAiHrcPssdrpQiSRIcxyEIgv44Y8Xze459Brnw57jLivQZHfksPVgB4vy9+hQRidFAMywoKLKZTejCQA4l+HS5fqeOsTpicMRC0zQKhQKFQuGCK1iOLXZ48GjAZnMv66Mmes1B+lU01UUOghouYRevI9Kt3u0QAhOQSmOyq6hpWapmjsmJAdp+ck6T1w3Ded5ywxv51L1HCGNJRjPIawbjWZehvP2sdWWuv57W5/4RK1DPOh2kNOjacCKrUTU11jcXGVhY4GC73V95kwiDXZ08GCNsHS0w2/D5yu4Zdq4u9WucrGR53fWbiB/IYNQWcIpl1pommaGrWZI6HUvD8hJuCTWG4mctOeUVSDg11RPvO12MsTHiuTmad34V5+pt2JOTaRZ9SsoLwGUL+L/+67/OT/3UT3HTTTfxjne84wUrqFqtntOsJgxDvvSlL+E4Dhs2bADgbW97G1/4whc4ffo0q1atAuD73/8+U1NT/PRP//QLVk/KKwMlJYf++/+gubc3qbTh5/8dgzfecIWrSklJSUlJSUm5ctx1113s2LGDv/3bv0XXdQD+23/7b9x+++3U63UGBgaucIUpz4dnE9zHx8fPERqX3fr1eh3f9wnDkFqtBsDNN9/cz8A/X7PbsbEx9u7de85xlpvTAueN6LGtCoaRJwhmz4j3sxhGHts6u7ZOp9PP0JdSkslkqdc3YtubueHGGxke2nhWVr4QgpGRd503S385LmhxcQHXbZHNNOl6Fr6XpSsMWvkyp6s1Bsd7YnMQLhJHLeK2T+DPIAmJgjqu2o/IuPj+DEol+P7pFRWfLd4L4aJUgFISKQ00Le4Jyb1+tj0UaLpJWDrNrPG/MKwBwpEFYrtK5FTRpIE0PRQSBehxBiMaAQ20nIV99QDe3iq0nlY9o8xcT7zXAwyvTOzUaY4+gNOcwPJHwehlyzeNEE8EuL5BwRNE0wlKKogU3oL/dJ2uRmvo+zQrDyBND31VjkLtZkrdN5As+ATmNM3hB1BWiBlViM0aydDjrCm+geGNq87cy6M0GrtZqjxG1fgeSA0rGiDjzCLKewg6w1Q6AwwYeRatDp1mbeUl6l3dM81mfd/vxzOtxPOmqM7+HRbyrEyYS5EC1Qo9X6CIRI250b8mbE4zEr0H2YjojjxA230UudSl1u5NDim16YJio1KKPXOHmQ0fQxQlt4QRlhshfFAlEB7oYQHDcIiVRNNMlJLouomjJWQSm1+ZPsR/XrMJpThvg1ghBP/mhyYAxd37ZokSxVDO4sevXXXBKJr11+3kGxtMRp/sRRgt3+5I7/0uNVD5YUSxgGU3cZsNZnNNtLjO/j2H+ytvTs3XsJpNxldVsEyd0YLNYrXKwSPHKIix/mThbbfdyJHGe/Huvhsr6JKpbMQvj7Jk23hxgmsJNtgW4+bZUpRSiuPN41T9KmWnzLrCulTgfQWRVKvIVhtjbAzNcTBGRohnZkiqVZicTLPoU1JeAC5bwP/4xz9ONpvlIx/5CL//+7/PmjVr+u6NZYQQfPazn31O+/3whz+MZVlcd911DA8PMzc3xx133MHU1BQf+9jH+n/Af+EXfoG7776bf/Wv/hU/8zM/g+/73H777WzcuJH3v//9l3taKa9Qpj77v1n87vcAWP3+9zJ629uucEUpKSkpKSkpKVeWkydP8iu/8it98R7gn//zf86nP/1pjh8/ngr4r3AGBweZmJhg//79LC4uks1mz4rMWUmn06HdbuP7PkopXNfF8zz279/P5s2bL+ikB84r7J/vOCt5Nqf8spN+mZUZ+mEYEgQBlmVz1VWvZ93am88R8ZRSdLvHWFg8QhS6lEo5XLf3XLlcZu3atUTR9xgcPIJuRMSRweLiJJZ+E5ppsXfv3v4kh21VUDF4wTFA7+W+K4j9Ezju69C0A7RaTyGlQIg8SjXPOU+levE4UlqAc6axbbJCxNcBhUoitMAhdpq0rEOYXhnTqxA7VRKrDbGNpgRKQGy28cr70YVD4dotZDaPEh1pEndjSHrHja0G0vAwvDKatDD8AWK3Smw1sIIxVCw5ai1wJJkhJMbSDTZEI6yPRhDyTHSKqQidGWKxhLJjmkMPIDUfwy8TZ+o0B79PVm3GqowSZEOk5WMGZQwng5Bar2HumV6ns7Nf5uTJ2+l0jyETH1yFUBaxnEdXOlk7YXB0kUr7LagJh28degC9qyMjiTwzcQE9DcGyLDKZzHnHWRAsoKK5nmB//mD386KeYcaXCoSKCczTLA58EeqKYva1tEYfQunRWbFPmvYvMI1Vz7JfxZ3H7uQzh/6CqnWcBaPLw3Wd6zIJmUEwuuDuHcC1b0HPlMjqJmgaAr13zkmEUJJJ4fKG+WO01w+et0Es9Hr0/ds3rOdHrhphsR1SyfWagK58jywL4YvdRU60TuDN72fgao2FeejqYCjId8GNYK4EzW03sjpzI6XApRh5tJx9fHfTaQz37JU3xUIBc2mW+UaTopWlM3uM8XCWY7unqB3t3avt27ejaRob/+V7CG+6nqRaRekFursidnZCPEfH9RMyOQs9b51V813H7uKuY3fRjtrkzBxvn3w7b598eyriv0LQy2W0fI54bq4n3s/NoeVz6Bf5O5GSknLpXLaAf+rUKQDGzuSLT09PvyAFvfvd7+ZLX/oSf/VXf0Wj0SCXy3H11Vfz0Y9+lB/5kR/pbzc2Nsb/+T//h//6X/8rf/RHf4RhGLzxjW/kYx/7WH+pZ8qrj8T3WfjOvSzccy9Ro4FZLGIODlD97v0ADL35Vtb+5AeubJEpKSkpKSkpKS8DPM87R/waHBwEno6nTHllopRi3759TE1NIaVE13UmJye5+uqrzyt4ZbNZdF0nDENc1yWOYwzDwPd9pqen++7ZZ2t2ez5h/2LC2oWc8it5ZoZ+oVBg27Zt3HTTTecV72fn7uDw4b+m1VogSUyi8Fo2bvwgO3bsQAjB5s1FOt1ToCSJHEDTawyPHEfJGxCiclb8j+tOUDCvoc1+hAYaFoYsE+FBpDM4eCuNxjRh2EXXm2jaM2Ja0AANKXVQORA2nMm7F0IhsBCJDSJGCBOUQgQOyo7Q4gx6XMDwBwlz02gINOmi+4MkbpPaxjvQMw7t0vco7LsZq7UVdA1kL0PeCItosUvs1NH9ElFmDoGG0kKUlDSFx5Fkhkgk5JRNh4Aj+hyVpECRDEooWsPfZ2n4HhKjDUqgjAi7PYkSEZowSDJNwnqdbGUSxxrF0HLEVg2R6MSZOlZ+kMzwKjxvipnZv8fzT6Jk1BfWlQhQWoyWuAhTx1o7x8jaIpEzjHtqF02jiZKgkl4kkNQklfUV3nHLOygUCucdZ1IGIMOnreTnT8m5qLAvzrxeqpjE8OisfpzS0FZUOzgn9snQ6/AsAv5Uc4q/2vf3zHVnsDApR+PssTN0alV+aN8Ca8QtZLNvxlgzBEJHJRECrZfDHwdoSUAUdTF0i6tlm697MXnH4F3XjJ/XWS+EOJOLf24ty0L4ncfu5Mnqk9SDOhqCyVLEBwsKGQvmszCmKZoCvvn6EW62b6QhHaZljVXhAEnmdbR3PMXIwCiLdrW/8kaFXYZLOZYMl8VqlfFwlqGMznB5gFardVa/gpVu6957YQGxawF7qQ3EmOMWetnp1328eZy7jt1FN+4ymh1lvjvPXcfuYlt5GxPFiQvfyJSXBStz7uOZmX4GvvUS9c1MSflB4LIF/G9961svZB193vve9/Le9773krbdtGkTt99++4tSR8rLj+6p0+z7zd8mXKz2PnEphTc907dT5LduYeMv/kI6S5+SkpKSkpKSchHUM+2oKS97VjahDcOw38C2UqnQbDaZmprqu+mfSblc5qqrrqJWq+F5HkIIkiQhSRIee+yxvvv+2T5HP5uwfym1ZrN5yuVnzzt+Nuf/+bb3vClOnfoCrdYicZTHsrvALp58crzvqs9mE4pFk0bDRUqIohyu6yFll6X62fE/QgiGh95FbeYBEtHBpEIgTpM4DTribsLpEmFYwzA6iDN56kpxpjYDkJjmCL6fxTBOoYkOUmok8STFkg2xB11BaM/18tgNDSk7aJrVi8wJI4Q00WIXPShgReNEmQWk0wG7QKa4Dr8zw2L3awy5JczuCEr1GtdGVgO3voV25Qn8gYNII0CP8tQnv0Vid+gubCEUMTkcDDSy2LRFgGfGFEMIM7PUxu4kcqo94V/EKCFR+RgsibJCBDpLA98gblfJJlspdn+IRv57yFIL2y0zuubdZDKTLDUeIYqW6KnmGprSkYRnMugVmjDIuJMISyBzHcrFMtdffz33fPce2rU26CAsQXOoydLIEj9W/jEqxfOPNaHZ6LpDkoSX7L5/9oEqEL2pA6ThoxdsDP/c2CdNO/9qJaUUX95zkCO1eYJEcWv7Bt7YvJpi7GIGCeVCSCazFk2YIDRIQqSKiLqLOO4IqBg0E9Mtg4r54c3j7HzrZio5i9XohFNNtJyJUXEv6TvushA+25llKVhCKomO4OQA3LdN8EP7JeMtAa7k8a1QGy2Qq7osGjV8LSKyG6wTa/nhypvZsXYHWks7a+XNW67fzrtHJzl0dIpju6cYLg9gWdZZfTHK5TLh1BTx4iIYRfTiMMZ4Fu3go3iPPIBs1wifSiDoNTgVQlD1q7SjNqPZURzDYTgzzGxnlqpfTQX8VwhCiDTnPiXlReayBfyUlJeSxPd74n21l9XZXwO54stnML+AShIwzStQYUpKSkpKSkrKy49vfvObnD79dH73snh7xx13sGvXrrO2FULw8z//8y91iSmXwMomtEEQkCQJvu8zNjZ23sayz0QIwU033QTA7t27qdfr6LrO0NBQL797hXv2ha51OXLnhZggCMJFwrBJFGUxzQxgY5o1kqTeP3fbHqJYGMWylhAM0OmexutmaSyBZVnnxLIUVl3F+PT7mFv4KqGoEZt1lCZJaBF7dTTN74v3K86SXpaNYKB0HVIexfMyRJGNrisy2SKFwmpq1XuJbQ+BQJdZYtnCoESutImudpzImEOLHJzWJLHdJMydRFpdlBYTqyXCcB5LVehqx2HYh5Oi37g2tnsROlKEJGYblI4RW0RmjcbqeylUNmEfsejEAVksOiLAUgauMsAU+KUpIncRIXW0xCHWPZQREZuN3ilKHYHPUu57NN1HsKIRKurdrB//CPoGhW0P9VdU2FYF0yz1egUIidQlSAFKQygL19qA0iOUEr14HXqxTDWrxt8//PcU7SLWgEXGzvTE55kFgtrAWeK1Uop40UOrO+iiSMK5cUYX4oz/6+nbBygBKA1NaOh6lnx+O8A5sU/1+vg5+1NKcexglfk9CeNiFZGm80ONbYxEg7iJRVFlMQu976VKxiAESreIDYWhlQCBZrosd+EVmo4blNiZsQgPNFjaV0UlEj1vkblmCPeaoYuKoVVvkXZ3ARm0SFSMgQEqwkXw/asEI8WIxNdYzAlODQgC0SbUPMbiEnNGg4FkkOxgge2b3oAQgi0j6ykneTwRUFxV7k+sFbUxakcztFqtc/piNL96J807v4qKRxD5zRjlUfSBHMGTu5HN4/14lZUNTstOmZyZY747z3BmmPnuPDkzR9lJ41deSaQ59ykpLy6pgJ/yimDhO/f2nPcXIKzVWLj3Pkbf9taXqKqUlJSUlJSUlJc3d999N3ffffc5j3/hC18457FUwH/5styEdrmhZLVaxfM8arUa5XL5vI1ln4mmadx8883kcjm+973vUSqVyGazxHF8QfH/+dbabDaf1wSBUgrPmyIIF5GJj2UWMM1TxJHAsrtEkYGuD/TP3XUnGBnpZe/HcZPy4DiZ1W/CNF9PLpc7x92vaRqrb/wgxenrmZ37MjOtv0UpC03LoFQLpRKktBBCIkS8sjJMs4Ku5xHiNK6rIUSEZY0iCKjXHyOREZpuohIJicVg90fR1kQ0xMMo10OZPkncJFE+CAlIdKMISOK4TbtzAFMbQqeIoQZQqxs0Mw8QOfMkZruXnQ+QGCAUUW4akdgkRh1j4wE2nNrK4eQUHRFiSoMNYpTSwCBmyUF0zuTgn/k/Wgxasqxqg4xQopeFo0SC78xQK36V/KrVlOxrzopDct0JxkbfTxw16XSPASFCtzC0EoaeJ9GXiIMGhlHk1Kn/TRTVGRl5FxNjE2jjGnPxHMPOMPOdeW6sXsXgaWgkx9Ecncw1Qzg7K/i7F+nuWiDxFYXhG1ksnoJny89Z+fDKRrfLpyY1QKKkjm7oZ4T628hkJslkJnuxT8EC850Mx7tjtJqnWVV42iSmlMLbtUDy/dO8dS7PG8x386Szl4Ekj5vY2Fho6IgzBxeagUL18v1xEIbqNRJGgFBomo5w/v/s/Xl0Xed9341+nj2f+QAHM0gC4CCJpCjKmmxJliyPMWXJaey4qe0mderb+M1NmzRN3rZZuevNTe66K+mtX3cldmIndeokTuy4lh3LGijPimTJmiWKkkiJAwAOGM8Bznz2+Dz3jwNAAAlOIClq2B8uLSycYe9n77MBkd/fd3+/FrLs0XjwGN7BCiqUCEtH+RHNPbOYg2nM7uTpflDoHH+SRukAE8onEhAJH1NCS4AD3Gx7rBMuJQz2thz+Z3aaxzJPcnPt7XRHXTQNn9YWgdHl0NozS3PPLIYbkXN0kkrCgp5+qsLrdLXK7P33IV0DvXsb0pOExaMo1qHEAHqvh+ZEJxWcDmWH2DWya+nugcUM/KHs0KmPN+YNg1IKf2wsdubHxJwn5yXgHz16lL/5m79hz549VCoVpJQrnhdC8MMf/vC8FhgTAzD74EMn2CZWQQhmH3woFvBjYmJiYmJiYoC/+7u/u9RLiLlANBqNFYWSnZ2deJ6HpmnnVCwrhGBgYIBcLrfkjj8b8f981nqmuwNOh1KK6el7FsT4GrqeJpMdxvVcarVZgsAk8HeydettS8d+ttn7y9E0jdy6bTSNA0y9okPEQna3WPa+aGH7i+9qP1etPbPwuEQpF88bRcosYVhEKQ2lbCwzQpk1jPWCmfoDePUpQCCjJgqFrmcBjSiqI6SPZWUIwwpB4KIMSVfHVdilddSj54msKpHRQgkJUmsL/1oEImpHz2sKdEF56gkG5WYK4nJamk86nSKjp8hc24/7YhG7PoLpdRPYRSLRQOk+Qurt7Qq1EH8D7XR6FyQ0vYMcPvx/k0lvpbf3Dnp771w6R319Hyab3UG1uhffn8W0uslmrsR1jzM2/gUMlSGRGF4qhs1mdzCUHV4h3K73+3hX7Toc3cbIW0QVn+aeWUTCoLlnFuVFmHmb3tlP4OtFqulHgeVDFU7W9FcU3Qp0IwXSJAobRL6N8hwy5rsZHPzUioHED16xuGfPBDX3FUTo8q6RNFdc0b4mwmKL5p5ZbE9iCEGXm+Md4Q1E0iclbXTDQI/Uiv0uhvWoMCKSAUITGMIAJdsm/PYFj3+0jgolWsJAhQrpRkQ1H1kPYJXc+yVKB2HP34NoYuoa7TYGQSggGUk+0GhwU7OOBgyHkk4jyf1S8dPM0xxOF8lQwM4m+N23v5+o5C6d7+Wfw+IQ4VSxV62nn0bW6uj920Gz0OwGsumi2RJhJojmGohOlgpOtc5OvNFRolKJ93ZuZeu1W5nz5ig4BYayQ7HIewFRSjFabJyy/Phi7nfxrgxZqy9l4y/GJ8XExJw9axbwDxw4wMc//nFc12VkZISjR4+yefNmyuUyxWKRDRs20NvbeyHXGvMWJqhUTi/eAyhFUK68NguKiYmJiYmJiXmdc8MNN1zqJcRcIFKp1JLYns1mqdVqdHR0cMMNN2BZ1lkXy8Kp3bNnEv/XutbzGRC0WmML4n0D2x7A86Zw3eNsveL/Sb3hEfgJ8vnLl4ozFxFCLLmpz4VM+kpsu5tG4zhKuYAPgK77y16lLfwXEQRzhGEVXU8TRTWkDAAIfBNNlwihoxSEUYimG5T9x2i1xlAKNE1HIRfWqyPQiIAoquP7Ck0zECKJZXbQNA8j3zmF/WwfKB2puxDZYCy2xWoL7nkNDRs77CdqeER6mVzQR95IQRPMfhs9Y6IihSPX0Tl5O5XuBwmsIpGmMLxOAruE0nwQ0auHvHhqpUKGHn5QWhLhF8+xEIJUaiPJ5AhhsYWsB2iGSWCUEELHcdavKIadmT2IQOOG7A2vCrezaZKTLkbOQpg6es4iLPuEJRfptsVkYepYuQTrJ3+L1g23crz5FcKwThTVWRyyrBDtlUAIo212FyYaGdwqeHMbsPVhasWAJg6bNk+ibIdGo8G8L7jnuSkavmQgn+DQZIt/Hq3zc8UGG7vTRDWfsNhCr/us9xRSggxMJnQTqcAKVo/nFwh03UDTdaSK2q58BEoqhAItbSJ00XbehxJhaMhWiNA1tPQZYmInnmOuPkUybXK156OUZE4TzOs6v1St8yu1+tKcACTDrRr/RgR8O99BpVNHpSxu3/LzDOdG8MeqK8734uewfIiwWuyVXiigZdJExePo3RuRno4wHYSRwejRCF0IJicRmoZ9+RXUH3yQ1pNPIettYbfz9tvhndspue0772MR/8KglOK7eyYWBlKvliR/eOfART+//thYW7xvNDH6+0+KT4qJiTl71izgf/7zn0fXde6++246Ojq46aab+P3f/31uvPFGvv71r/Onf/qnfPGLX7yQa415C2PmcisKa1dFCMx87rVbVExMTExMTExMTMxrwKlE982bN5+zAHMupbEXaq1XXtnOFh8fHz+n/Xl+kTCsYdsDK8Rf3UgwPHTrBVnvIkopavUXAZO2AuwtfDVpy7GLIr7GoutbqQilQqR0ESKBEAZKBWh6bcGpH6BpCqUUmpbH86YXnP0aUkYs2sXDsAoyarvelUJSxzDyWFaeIKzheTOMN/6CXOvdpFvX4q6fJDKaqMhAaBJdCjTloKsUCbGJ0K2hhwlMOtvrDCWYGvZwFnMwg5Y20f2I3NzNJCrDNFOHqQ4+jDS89vGJlXfWrzxPEYaRIQxreH5xxZBkMVqmuWcW6UZojo64UsMwVhbDNpuKgwf20Wwew7Zttg1dxvb+zShT0nAmiSo+eq7t/NYcHaPgoDn6iscNxyTTsZmEGsS2B/C9aWrV/YRRBU2mMMgQUUcKD0N0oJs2mmET+QJvzsav7aChg2loeNUWL+x9nuNzZTzPo+FCspKhs2cY3dDoSurMNkKKdZ+N3aACSdQIUF6EDmgL0Tx9Epo6WFIiFWinatlVAk0YyCgEEeHqEtVh0XdZH97hCiKQqJC2eG9oONsLGF2JM13BFMKITKTRBHqkpCV0CkHIbS13mXjfRugGtwca28MMpe3/Dwp9O5cEcy1tnnS+NUc/4xDBGh4me/uH2oLt/EsLGfjr0fNp0leNoGeHqd53H61nnqb+8MOEU5Po+Q6cbVsJp6c58M2v8J1qjuOdailGZ9fIrljEP09Giw3u2TNBw4sYyCeYqrjcs2eCHYM5NnanL+q+o1IJWatj9PejOc5J8UkxMTFnz5oF/KeeeoqPfexjbNq0ifn5+RXPffzjH+epp57ic5/7HH/+539+3ouMiem+7VaqL+07/YuUovu2C/sX+ZiYmJiYmJiYmJhLzYUW3c+2NHat216+1mQyyeTkJN///vfPutR2EdvqOkn8NYwMtnXh191qjTEzcy+mmcU0RwiC/bQF9hMiWk76XgASpVrLHpNIaaJpEVFkolQHHR3voV5/HE2zkNJlRdaLWm7Z1kBq6CJFENaI/DoisIn8FhXnYaypn2dOTeB0H8AQkjAy8KvrGMpsQtoHCKmiuTbZ4o1YQT8ipaHcEL3DIXF1D2Z3gtTVPTSem0HUA0x9E53brqfWP8xU8Vv47nGUFAsudnVSJI1CEoY1LKtw0uewGC2zPHpFveDQddMHKLa+j+dNIKXN7Mx6Wq1MO15pco7njj1DMuXRkcphdDhEZY+w7C9l4Ntb8qhWSHPP7IrHVXcCo/rq9WEn5lGNCDPqxHI34BsTICKEZyI0i2R2Ha45DbnjjI8FlKWN0xJ05AfwJqZQmoYILZrFObq8OqqcJBwoUIwiUpZGV9pqf+Km1nbJe+0hjFDtzt6ICKVDpKAhWuRlcikH/9XLpR2msxjB5OsRFavFfDRD6kgS0zWQXoRm6Ri9SRLbu0je3L90V4NItQdMqhGuKPml/20MOR3sqk+zO5VgyjBIS8muRpOh8MRrFhAGon8nwzJi2OmG3PDSU0ZXguTO7hXnu7EFxqOXKFS6VnXGL5YM29tupnNwCyooI8w8eq4HPWOhFxwaj7xM87GfocIILZtFjY8T1WqoIMTtTFM+8ApaWaNv/WZmmjPsHt3NtsI2hpetLebcKdZ9am7IQD6BY+r05Rwmyq2lgdTFZPGujHB6eqnAWMuk0S/QHV8xMW8l1izgV6tVhobapSKm2Z7Etlqv/qXl2muv5U//9E/Pc3kxMW0yW684fQa+EFiFTrpvveW1XVhMTExMTExMTEzMa8DFFN2hLcCVSqULPiAoFou88MILayq1TSSG6e1pF9J63sRC2egdJBLDa1rX6Vju9m+1QlaGoJzqLuDlTnWx9L2uhwvufNA0h2z2NoaHfolXDrxE+5/M7QieFSgBQlvYmySKGkSyjggsbK8fkwK+Po2nlyhNXEWutBnL8vCjBFU/yUh+O72pmwiNMkyYGI1esAQqihCWTuptPRhdDmGxhZa1SN84AIaAUCFMjUT6dvSMxdjBL6FmDEJjniA503bjL4r5QqEIkDKgZ5XPQdaDVaNXCvr76Nh8LZ5fpDjr8ULlFbLZLFpT4dQ16mETtysCXxLOu6RvHECz9BUCdWJnN+Zguh3Ns/A4dK+4PhLOIPn89TQrRwjdKma5g4Q7QiPzIqZbQM4pVE8HfvIwIumTKqZwjYBjBZ8NkUeHU6A01cQWCSK7iQoDONai0Ac3jKQZ6WrHQOkZC73DRrkhSiqkjIhUhGe0mNDLbAz7cEVIQIS1muQiFvLwdYEpEnR5Fp1elpCA5GCO5nQFFx/9hjTZwTz1Hx/FG62CUigvQoYSNIGeNGlt1yhucikkCgxddge7HvsC2zyPkq5TiCKGwnD1+wBCF+rT0LkRUj0nLO/V8x3VfH5a/hl3z91P/bn6Cmc8tCNSwmKRsJwkmGDpzovkzmESO7sRQizloM9/7R/wDhxESyYxhEAkEqhmk6haxW/O0XTA6e5DNxx6kj1MNaYouaVYwD9PutIWGcdgquLSl3OYqrhkHGNpIHUxWX5XRjg5uZSBbw0PX/R9x8S82VizgF8oFJac9+l0GsdxOHbs2NLzruvi+/6p3h4Tc9ZEnseBz/1ZW7xfFPFP+GoVOtn+h3+A7jiXerkxMTExMTExMTExbyiUUrzwwgvs3bv3nF3yZ+J8Sm3XUki7Vpa7/ZWKWCmyL2SkIFgu1K9EW/G4EAohdAwjRBNP4HnvIpe9lmr1JUCh1OJrXy2LbYv4ISAJZBURKRQegaggNQ9d5XD8ApaoUPV1UkEXLTMgkXVI4mB7XejTnSg3agv3OhhdSZwFF7f7fHEp3kbY2pLbfVF0ta4cxNJ68ShiV4dBiwitavt8CI1EahDNtDHNLNnMydfGidErYdkDIYgqHlaml0TXMFFYwraPUJmcw6lr1NwGljBIuDpap0lUCdAsHXtkZTSqEAKzO3lSkeuJ14fjDOG649THx/AOumhZE48jhM48httBozlDxdSY37oOO+oktCXFsMqGKlQqVYIQIuGS0CwK3R1I1+Ztmwy2jCSXjtfoSpC+oY/6w8fxi00kkkiTNK2AdGTjCpeMTKIJrf2xLnzGi278xe8lCh0BkWoL/YbJcXeCSTVBqmlz/KkX2PnIZWTL7fgcPW8RFV1UqBCOjjtfpzhb5htTP8bLS3YFLrt0k+HQY3g11/3y61RJMGzY8YtQ2LTkoF8+IDG7kxy3Zrh79H6aUZO+VN+SM35r51Y6f/pSOy6npaN13oTR1Ye1sR95QuntYg66CiOEbRPVasgwREsmUL5PODmJ1ZlhdOcghzINesI0M80Z0maaghM7tc+Xka4Ud+4c4J49E0yUW0sZ+IsDqYuJEILsh27H2b6NqFRCLxSwhi/O7/CYmDc7axbwN2/ezMsvv7z0/dVXX83Xv/513vve9yKl5Bvf+AabN2++IIuMeeuilOLwl/6KxugoAJf/n/+JsNFg9sGHCMoVzHyO7ttupfvWW2LxPiYmJiYmJiYmJmYNlEol9u7duyaX/Jk431LbtRbSnivL3f5KzSGEgxAGQuhIGaGUh66nYcEdv9KVr7eLaIWJlMujdDSk9Gk0Rxkb/zzdXT9HKjlCo/kKSmkLen/06lxgKZ5HLMwOBEr38RPH0cIk2fIwHe4QW5w5DslJXEeS7MyxbctWOl4wCaeboAmULkDoaCmLzHs24FzWcVK8TTDbonWs3s7DT1uE8y7iCZ38yDuZjR4gSsxhNQZIlXbQzL+C7QyQyBUIwiphWMHzi6RSG1ecw+XRK8G8B357ANJ4YorW80WskRypwRSXF0bYe2wv9aiJJQw2ql6S8zqhdNEz1pkLW5ex2vWRTI5gdvVS0UeRcyF54xbmtAdpaLNM1nWebBV4wa0yks9gW3WSySSXD17O0ZeOU4nmkb6GFRVwA8gWBIPd1sklyVf3YA6meeXF59m390Uuq66jy0u3BXsl0VIWetZATvoLSUQKuVBaGxGiY2DQztsx0REC/Jl5joZTZP0khmHSP99BI6yRxkYTOrLst/sMEEhN4gUe2VaCbcEmHmk9xu7SQbZZFsOtgBVDJs1sdyygLVxrGmT64T1/AFvei4KTuguSO7tJ7Oym5JaoB3X6Un04y5zx8wdfxLj/fmSjid67FRXohLNHMQdy6LkkYdnDPXCEYLyOPzlJVKshTAMVhqggQHle+yensxNME0d3uLp7EweNaaYaU0tO/6Hs0FlfCxcCpRSjxQbFuk9X2mKkK/WGF5uFEHx45wA7BnOvyXEppfDHxlYI9vbISJx5HxNznqxZwH/ve9/LX//1X+O6Lo7j8Bu/8Rv86q/+Ku973/uA9i+Jv/iLv7hgC415azL1wPeY+fGDAKz/pY/RdfNNAPR94P2XcFUxMTExMTExMTExbx7OxyV/Jk5VwFs4iwzktcb6KKVotcbOybW/3O3/yoGn8L1XUDyG606gaxoKHcvqBgSt1sHl7wQEum4ThgErnfjBwlebKAopl58gm91Bs3kYpM+rrv6FYYACIhMhDLQoQWRVEZEDEnQvg6/PENnTbMluopcuXD2g5+bN9GwaoNY4Qn26CQp0qx1fozTwxDHcyiHEvE3kKsy8jTB1hKMjvQglFVHZQwXtWBantoOeKE+UqGGEeVQYESRLhLlpypVxoqiBrtvUa3vpyF9/krCd2NmNMZBm4uAo0bN1TGGSyiUJJur4R2voeZt1mkNKXIbfr5FwdZLzOngRKpBYIzn0wurGLKUU49VxSm6JglNYNYt9keXDhMz0jShriJ9E0zytZag606joUQ6Xj7O1p4ddG3dx2/BtjOWO88/HXsLzFKZILux09e0LIbB6UqTtfvZWv0vPvjyRkPgyoLuZx5IaTmeWVquCmg9o++8Vnh7g6wE532q74EX7+lFKIRtNUkLgZnzKXR69xSxzVpWuoICuaEfnqPYlFgqJRGIKA1Mz6dGTTMmAkmkz7Lkg20I/ZhIKm2Hu4MLlpkF2EG75HdjyXhCCcLZ5UnfBooO+4BRIm21HfE+yZ8kZn6tDVKujZTKoxhw4G1CRhWy0kJ5BVClR/tr3kJVJ0DWi+TJhsYgwdLRUCuX7SM/Ft3JYI4MYc3U2PjXJb9/wCeZ7Emf8fC8GSim+u2eCe/ZMUHPDJaf6h3cOvClE/I3d6Yueeb8Yl1S9/z5krb4UmZP90O1v+HMYE3OpWbOA/4lPfIJPfOITS99ff/31fOMb3+Cee+5B0zQ+8IEPcPXVV1+INca8Ranuf5nRL38FgI5r38b6f/UvL/GKYmJiYmJiYmJiYt58nK1Lfi2C+loLeNca66OUYnr6HqZn7iUMa0u5+b29d57xfYuiv653kk7/AkNDH6da2wsKPG+GcuUJms2xxSOjLdYLQKez8zYajYM0m4dQyjvhHGhYVjdhVKM7ezuV4nM0/EMofcGtrwSEVltv9TuRhofUG6BAoKNFFlarD2m1CJM1VDWgcyCPbEXkjAyappG4ugdvrNourM3bRG5IteMR6pWnkfUmWpQk3XktufmbMXI2shaAVG3hXimQCkT787LdAfBAGBpKStLBVcxp9yEjH8NIousZ5uYfJ6fdiBMMrixTBX5Yf5C9E09yU3UrjYTHYHWQgptChRItoSNbEVnPQW/ZGIUEfr3WFqcB73AZI2st5acv/3x2j+5m9+hu6sHKLPbVPtcTc/OPlXv40eOjDHQk6TC2kBEjTNRm+fkNO9k1chUAdt1i0OhArDfwDA0hBF4zxG9JTnW/yFB2iPd03YZBnaZwKQRZDAyEKwknG+ieILCgpjVI+DYCsBwHIUH6ESCQtMtwVeTxrPkYP+uZYmvnVm4tXUkqSqDlTJiT7eM025+J3oowlMZcosbxdImZqEla6BTCEJwOcNtxxxgLg4KBa2HLByDTC/1vg67NC8ODU3cXyHrA0PAQu0Z2sXt09wpn/CBXMNFo4B04gNB1tEIVc/3bkYEBbgX/lQeR1TGs4SGCqel2n0AUtWcIuk6rIwmzJY6rEq2qx4ZUHz21On2ew8bea0/5c3oxGS02uGfPBA0vYiCfYKrics+eCXYM5tjYnb4ka3qjsRiXJBtNjP5+wulpqvffh7N9W9uFHxMTs2bWLOCvxvbt29m+ffuF3GTMWxS/XObl//ZZVBhi9/aw5bd/C6Fpl3pZMTExMTExMTExMW86zsYlfz45+Wsp4F1rrE+rNbYg3jew7QE8b4rpmXvJZnecMoZHKcXU9D1MTvxvgrCM75vY9vVUq9tBQDa7g0RimB73fRyf+CeOHv0ySoVLBZ1CgOOsI5vZzrFj/4Dnz6BUyGIkjpQuzcYrmFYXjcYrRKKF0hZEfqkhpAWRjaFsDJlBajqB8tuOaSUxvQIq6aMHSYwgjwwkUdlDz9mIlEkw2ySqeZjrMgTjFaKqT5Cfodb3BEoPls5Dre8JEv4mvIYkyM8hZBKr0YvyFBgaQhfoHTZSCDRLb5fwJgw6t7ydpngO08xhGFkEBq25I8y/9ALJargicmW8Os7u0d0kdANsjaRrMe8XyXsWum2iOSZaykR6EULTCIstlB+hZyzM/iSyGqzIT1/8fMZHD7L3mSdJ6AbpQh8zrXYW+7bCtlOWnC7Pze+Y1ck8by4VedZqHfTZXVzZs6l93eyZRXtmmvVuSNgKaRYcJiOFnTSxk6f+d6gQgpu23MLU8y+gpj00Q6AJDRVERGUfDIHTlUZVNSQhhjCwbYeg5aKUJIxaoGkQhUQiwu3UmLSLKHWAvv4O3lW7DlvYiD4NayiDd/gA/sEKKANdNTlmvcie8DCGYXJrzzVsKP4EQg+sNEQL11CiA679N3DlR1G0RdZo/OmleJMTuwuiio/mtEuEhRDsGtnFtsK2FXc+eAsRt4tEM8+hJTy0rRbNpx/G2/c0IplESyYx+3qJGg20ICCqVJEqQpWaoGmkPUHL86nMHCbXdxn6WdyZc7Eo1n1qbshAPoFj6vTlHCbKLYp1/6I719/ILI/MCSYniao1zIEBNMfB6O0lnJwkKpXiCJ2YmPPkggr4MTEXAhVFvPzfP4c/N4dmWVzxX/8zZiZzqZcVExMTExMTExMT86ZkuUu+Xq8TBAGmaVIqlZbc8hczJ3811hrr4/lFwrCGbQ+g6w623YfnTeD5xVMK+M3mKEeOfBnPOw7oBEET39/Py6/YCKGTSAyyft2n6ev7MPnctRw9+mUgQi0m3yhJqfQjLKtzYZgR8moBLkCA6x0nCCs0m4fQNBtNSy7l5YswAYaH3uyht/pLCGGjTJ9g03Fq7nOEgYseJci33onV7AUUwjFIXNVNcLxGc88sYclFtUKEpaNnTMT6EJX0Vp4HNUFr5/PU6/sIwxqqbJCdfjupI9cjpAJTB1dididJvaMfzWqLuH4yzeyhbsKwgRAmbn0CqiaGmzkpcqUk25np6UIfY2GR4aNdGC2B1BWmo4MOshpgFBzSNw4Qllyaz0xjdDloloHIiSX3N90Ld0bsmSV8YoabSlvB1hgLi9ALU80pSq0ig37PivLV1QZKpyvyXOwH0AGnN4E73SJZckkVEgxd30OUnj/ttWp2J8ht7qE+O9l27YuQllBoEjQpiMo1ROC3c/B1j7rjY1gSPYgwlEkUuUTKZTpR43BHncvyl/HRyz7K9sI2BvxeoprH5MEXaI4+ifX4E1jCwuhehz57jP7ZMXqGHWYKgqcSFt1XfYhdR19EyBDMFAzfBFd+DFXYhHd4lPl/+Htaz+1B6BpGVzfZD32IzO27luKGwrK/NJAxutrluUIIhnPDKwYlcm4OLZkkcc01CNWu5fWPHaP2vX8ETUMkEsh6HffllzHm59FzOfA8ZKNJRIRCoSwTTRMUKhE1W9G67Vqs4eFVz/FrQVfaIuMYS0OeqYpLxjHoSluXbE2vd06MzEHTkM0mwdQUZl8f4fQ0WiZ90mBmtZz8OGInJub0nLWA/4UvfOGcNy6E4Dd+4zfO+X0xb23G/varVF94EYBNv/4Z0hvjSW1MTExMTExMTEzMxUQIQaFQYHJyclWX/cXMyV+NtZbf2lYXhpHB86YWxPspDCODbZ16jbXaC7ju8Xb2vGYDZSBCSh1NUzSboxw79ndkszsIgnlOyq5HoZQkCBrtZ4S+4MBfjiKKmrRLcFsYRgIhE0TSg4SLphzy/jtJu1ejOybWYA6zkMKzJmhNHkceAL3eg9anYQ9nSVzdAyiqu8eQ9QDlRe2CU02gpIJjJtplyRXnQQidWrAHZSkS6fU0mmNUso9gWeuwGr0QSpRQWCM57C15hBCExRb6dCddiQ9QbH4fz5tAVwlSlWtJJIdPilwpdC5kprdmoBf26i8z3OhnwB5BzOuEZR89YZDc2b1UrusdmEdWA0ROrHB/A0viuhWaNBIeSddi+GgXe42XSWfSdB1OUDkwelL56oli4OmKPJdHyORMHSdlEc17DLxzgM5renj55fJpr7nFuB5vtMp8qcRcy8OQGoEeUcOg01XkhAYazJpFwrLEVxHjqWmucPswlGTOqPK9rqfYq17mzo472TWyC03TiKKIvV/7Ks4hsCITXdtBIxolbzXw8pLmgSK5+jqSgwVm6lPstrJse9//i2FhQqoHCptQQPW++5j94pcIxsdBKWTSRqtVUfe1400SO4eX4oZONwhZRC8U0LMZZKOB1tOD/9JLRMVZVBhBMommaRAESNcllBHWhg0oGeGsX09r4ghy4ii6H0IoObwlw+gN69jxoTsuqYh7uiHP65lLKYafHJkzBYDQBOHk5FIG/vLBTJyTHxOzNmIBP+Z1xezDjzBx9z0A9O36ID3vue3SLigmJiYmJiYmJibmLcLpXPZrFdTXylrLbxOJYXp77mB65l48b2IpAz+RGF7xuuWZ9643vRSF0xbe1cJrfKJIAYp6Yx9TU3ej6SnaJbWLsSptp73nTaDrGTRhYJq9C4K5RCm18BoFSIQwUCpEqQih6RgigZNYT1/vh+m78l+hGiHBsTru4TLuvjk0Ryd71U7M92dQjZXiqjdaaQvXCZ2ootASBipUaI6BUe+l2/kAJfWjpfOQTm9jfv4xHGcQERgYbh7fnCFK1aDZi3IjZCXAPTSPnjEBQev5WaQbYTlXsO7KYbSNEq2Rxn9ZIhsni+5D2ZWZ6dc3t/Ku+nUkmjoIgb0x286m704ihFhRNrua+3tRXE8VsvS3BpgsT5Bq2RSiPNd23kBqL6uWry7G75yIZhXRkyU0qwALyfYnRsgYXoTZYZPdkDlrQdHsTtK6UmfqwXlSMkNoSA5aZQ5RoyvIsqE/It8y8AOfMNA55ivGZYZZrU45d5gXCk9z3JpBRIKHjz3M2BVjbMxvZPyxR3EOga5MPFEnqSew2Ui9+Ap+ZZKmA04iQp98np7IY0qDUv4pht/xn5Yy7v3RUcrfvItwehqpJJFQ0GrRKk3iWopCsYg9MrIUN3Q2WMPDZG//ENX77yMYGyOqlNFzeZTnEdXrREHQzsZPpzC7e5DVKpphIEtF1HwFMwLX1vAI6Z9wWb/+tiWH/6USpE835LngKAWlQ9CYWRq0sIb9XGoxPCqVkLU6Rn8fKgjAMEHTSN1yK5ptYw5tIHXzzSvWcjFy8mNHf8xbgbMW8H/0ox9dzHXExNA8coSDX/gLADKXX87Ipz91aRcUExMTExMTExMT8xbidC77DRs2rElQXytrLb8VQtDbeyfZ7A48v4htdZFIrBRzTiy6BR3TzBAENYRY7pxvl4y2HfYhc/M/pavrgyi1GJOzfL9W22GvWRQK76FY+gFBUOVVlz4sOveFMJAywnG6KXS+k8HBXyGZHCEqufgVj9b+OVAKI28TVXxazxex1mWwRnIr9rkkPNd8EALZDEDXiGo+RodDR+8ddKZvWDoPSinq9ZfwvCnMoBNflNDCBEaQXxAPFUQS1QhpPDndPi5YEsfVCwnSG0YwBhO0ds6uKrovz0wvT87SeRwc3cZYyFYPJhokr+5Z+jxOLJs90f29eIyy4rMuN0hHM4OfDPila95GH91U3SOrlq8uCtFKKUaLDWZrHvtq/8zTxZ+cVIJ7piHC2SCEoLixxfcOP8XlB6/DlxrzZoRZT1C2Wzzb+zheMEeu3MG649dQk4qGVUb5eagOUu94qn2ygenmNF/b9zX+9bZ/TeP4NJaycLUGSgMvbGCLNHKugZXLMjocckg7RjJSeSVxAAD+3klEQVSCaU2QkRGdhx6GLT/fLqqlLbJGlQpKF4R6+2PWFBhexFxYZdrx2HjWR/rq8WY/dDvO9m00HnmUyt13Yw4PEc0W8V5+mch1EekUzmWXY/R0E0xOkbz+Oo795H606jyerTHfk8Dq7WNjw2Z9YttSp8SlFKSFEGzsTl/czHul4IVvwd67wKuBnYEdvwhXfvScRfxLXRqrFwpo6TTuS/uIajVko4EAyt/+NkZnJ3omjaxUV3x+r4r+/RckJ/9SXzMxMa8VZy3gDw4OXsx1xLzFCRsN9v3xf0e6LmYux+X/5XfQTPNSLysmJiYmJiYmJibmLcPpXPZrFdTPh7WU3y531q8m3sPqRbeGkcM0C4RhlTAEeFV8F8JCCJMo8gj80oJT/8T9Rui6g6bZpFKXY5p5pmfuw/OmWFJmF15nGGlQCk2zaFSOMu89STRvEYxVCeddSpV5gjxkojz5bIqoEqwQpRdZFJ4bz80QVTxUqEBKZD1AH8lhdCWwtJGl7H+l1NLdCX4wgy4dMtM3YHp9oCLQF0TzhE5UD9vifV9ySRwP5j38Y3VkPcAYSJEdSJ90V8Di5zacG8ab66ASjZ9WYF98/anc38vF9ajsk0yl6NrZTWKkm7DYOmX56uLxfnfPBPfsmaDoHadk/xMdKcn2ng0nleAmdnZjDKSYODBGPaiRzphsUO3rbqI1QSWo4FQchrJD7eNccFCr+jShX0AafRTIUeutsdd9gb7Jy5ANHcOWdF2Z5hW7weHKUfpNiy6l49vzRCKgYZVJ+x0kggyVxCwCQaQiHjr+EKPVUW6Khng7PdgyiUcTzUzjSR/7jnex7p3vZPPsd3hk31d5WbQvyAHN5qVgnuH6NGJBwNcLBfRcDnn8KFKAIQVCKiJL5/ltWbJd9jkL+IufmzU8jH/sGMI0CMaPYA5tQJ+fR8kIs7sHo6ebcHoGPZOmdtvb+IH4GdfcP4eFTjkryE1N4HVvwii0z/WlFqRfE0qH2uK9X4fcIFQn2t/3X700dDlbLrQYfrYsOt7DYhFr0yZazz+P8n2EbSMbDeTUFEZ3N1G9cdLnpxcKaJk04fR0e72nyMk/W94S10xMDOdRYvuzn/2MG2+88bSv+eIXv8iv//qvr3UXMW8RlJQc+NMv4E5MgKZx+X/+HexL2D4fExMTExMTExMT81bkTLE1axHUX0tOdNbrepqO/NvJZq/CtruXxPzVim5RknT6Mmr1ffi+JIp8hAgXxHuBUpIwrDA1ffeyfHuNRZFf1zMIoYiiFjMzd2NZ3RQKtzE//zN0PY9STTxvGildQGHZ3Tj+CG5tggn/2zSPVtFNh8mU5EC5TjAfYXsOW6x1XJYfWhKll7PoXhcJg+qPxtGSJlrGRLkR4bxLVHLRlkXJrLg7wZslcCOCvUAgF0ODULRLZDVbB1NbEsfDsgd+ROPJqbaDe8Gl7lzVheuOU6+cPDA5MZrmRIH9bDidQ/9MzvnRYoN79kzQ8CLyGY/JVpNao0AQ6vQke5hqTFFySwznhlFK8dRzj+A9P4cRaMw+NcbxHaOUN4fcdeQumlGTH9d+3HbtD38Q8eK3Uc/fRau4jmbjKqQzQLqzn48P3MnXh+7hxfQEiSDNZQMb2XHFtXQ0/gXfePkfUa0GodYk6WWQlsTxc/i6S8usIRBIJBoaCT3BK/OvsD/ah5m/jrfNb8WRKULh414muPyTn0DXdbaJt5HZ/48MqIBePU0jbPCALthOyPDCObSGh8l/7Bdp/c8S6ugoPopqxubHV2V5cHs3mSOSa/vUGYdxJ8aUmEND1O7fTeW+e4nKFaJqBVmvY27YQPK66wgnJggnp5Yc0Qd7EuzfbJN/72UMPHaYZKnBvCV5bnOV4+olPiiH8MdmkV4avbcPYUevmSD9mtKYaTvvc4NgJiA7AJXj7cfPUcC/kGL42cbQnOh4jwIfYZro/f3ISgVZqUAY4h84gDU0RFStrfj8lscvnSon/1y4VEOMmJjXmjUL+L/5m7/J1772NbZs2bLq83/zN3/Dn/3Zn8UCfswZOf7t7zD3+BMADH/qV8hduf0SrygmJiYmJiYmJibmrcelcNmfL1JK5ucfodkaRdMSzM58n0g2sax+6vUXqdWex7EHsOxuenvuoLf3zlWLboXQaTQPIYSJZW3E8yKEqKBUQBQFAHhek5WROALQgZAgmAXAMDLoRhY/KBFGTRynF6UUlrUeTbOJohZKBZh0E5UbGFEHrnOY4rpvIxGUpcSJtmBNXUnT8znAMfo3JTCMJnaz+6Q7CoQQaJaO0HXMgQTC1FFBtKrTffH1yWTblS9vkdTFBO6LRcKqj2qGqCBC1iRKGpjpJFEjQM62wNSWtrEYqdPYM8N86iGKre8ThrWlvoHe3jvPSmA/W07l0D9T/E6x7lNzQwbyCUK9g2SYohnMUXUzREGZtJmm4LSFziNjh/Cen0MPBV46wmpotJ4v8s/Np2jRosvuohk22659LcXw3rsIGybN1jWoUGL4o0SNDFsmBrnlshu5J9jNaHOM2X0/4/Cef8LLOlQyDRp6Ca2QY6R0DR1eBxgexf5RglQDQxlIJelN9tIKW+hCRzM17rlugiOzAe9xrqdv4zaueMdN6LoOwFwijUx3s6lRxgkD0lqCqVSekpNaEvABgne8A71Q4NATu/nZ8ac42C2o9XaS9q/j0f2Cd29ssLE7vfT6xeihxSz44UKS2v27V8SUJK+/nsYTT6CaLezt2wnGxxGGTscnP0Hq5psJxsdXiMGF6jhpK8M/X1FEpUyssoWfTyLW55gYfYDt08Mk9gu0jhuQnguUiKafRaRTRK0WzaeeenPkm6d62rE51Ym2eF+daH+f6jnnTZ0khqfbn0tYLC49fzbn6lxiaLzRUcp3fZOoUsXo6yM6cIBwrgQLwj1Sgq6jogjv8GGcKy5fMVBYHr90ITLrL7SjPybm9cqaBfz169fza7/2a3zjG9+gp2flL5qvf/3r/Mmf/Al33nnneS8w5s2N/8pBxv/h6wB0vfNmBj58xyVeUUxMTExMTExMTMxbl9e7y345UkoOHPgjZmZ3E0UeQmhomk0+fyMQEIZ1osjDMHOEYYPpmXvJZnesWnS7vODV81roeifgISNol9YGrBTvoZ2RL9E0G8fZQKs1ThjWqNdfQtNMdD1Nd/cuGo19+P4kllXA0DPMzT+CF04jLB1N2UgtxNQcItdGS06T732JpjeMlepHJp9m2nyY0sEGQjPp6f451q37VTStLagrpXDN4zSz+zGaGRLJYWQlOCunu6ZpZG4ZJLG1E/9ojfrPJpC1gMiPUFUfr+y3RfG8jdmbxJ9qYORejcNpNEYplu5HWt5SFNHiOU4mR84osF8IThe/05W2yDgGUxWX3mw3jnctofkUtWiWLjvHrpFdDGWHAKjOz2MEGl46AkPgpyR6TUAjotBRwBImg1WN1swEc/4zbHArHDevJIp0AqeGFjVxzAo0YXTiAJETsmNPhav3NEj6NZoWpLYZVC7XqXa/xExujtujdVwhS1zxc7/B487HeGb6GR6bfAxf+sw0ZxAK1pU1tgmbCWuKsWtt+gfWEYyNU3/pRRSQG8qjpXo4pOn0mhmaKiKd7KKQaHceeKOjvLB3L/tnZ/GCAF92EeR+js6BHobsArrVzWTFpVj3l3Lfl0cP1dyQjGPwkW7JjvvuQzaXxZR8/wd4XgN/XTeOHpIaHiKcnEJPJNA0rR1fsswBvVhw/PX9X+dgzifZlWU4O0xPooeg2CQ4XCahZzD7Owgm55BeJyLdg9mXpfy1ryPrFzjf/AIVyZ4zhU3tzPu9d7Wd94sZ+IVNa9qcvW0rWdUuzI5KJRpPPEH9xz85p3N1phia5ZE51d27cfftRxgGQbGIbDbbvxo1rS3g6xpaIgG6DlFE4pprT3LXCyFOuj7WyoV29MfEvF5Zs4D/l3/5l/zSL/0Sv/Zrv8Y//MM/kEq1G9y/853v8Ed/9Ee8//3v57/9t/92wRYa8+Yjmp+n/vVvgJQkN6xn87//9Tf2JD0mJiYmJiYmJiYm5jVjfv6RBfHexzTzBMEcQdCi0XgZy+oiihoYRhLDyCKEiedN4PlFkskRenruwDQ7aLZGSSZGsO0B6vWXcN1JfP8YUTRNW6BvF8+eLN4vIkilNmMYnbjuGFJGgE4YtlAqIp+7loH+f4HnF5GRy5Gjf4cQOlIFoLeIVAMtSqCkQGUmMISLsGrYg/uouNCR308U+URRkzBs0mqNo5Riw4ZPA7Qjg0r34g/OQdUkV3knHfa7ztrpviiAy3oACpRsR6koBEiJCiRKKoKZFkLTVsThRJkakWjg2OuWooiWn+Pl26e7LQyHxdY5i/ln02uwGiNdKe7cOcA9eyaYqLTIO8Nc2Q8bujTe1vM2bhq4aWk72Y4OSuZhrIaGn5JYDQ3PDHDtgPH6Ed7xUsQVe+dIeYJU12M83F/nhyMv8A61EcM1qRuK/pkaphVRyXqsbxm87fkWTiAoZhQdNcn1L4W80OvQ0yGYSpQYCZtsNwuM6wrHcLhj0x1szG3k2we/zWRtgute8Lh1n8B0X2STpdg//teM63/P+x5tkZ13AUGzkGLoBsH3tzSZcEsMpAf4yMgH2ZDZQPW++zn6vQfY4zj4UpIMAlzbZqMvqc+HzF13BVNVj4xj0JW2ls7b8uihgXyCqYrL488cZON8hcyGdQsxJT3M7H+OubBKcHiKVkeSDV6ansL6UzqfFwuOc3aOLz3/JSIZ0ZPoYaY1w2VyA1ZoYhQs6NqAns8TzbvYW4apP/D1lYODC5FvfgGLZM8ZIdr76b/6vIYHJ7rm0TWiag09kz7nc3W6GBo1PLy0n3C2iH/0KCoIULoO9Tq0WmAYaIaBSiZRUmJv3oRsuejZLLk77rjoXSkX0tEfE/N6RTvzS1anu7ubv/qrv2JiYoLf/M3fJIoiHnjgAX7/93+fW265hf/xP/7HkisgJuZEpO9T++rXUM0mejLJFb/3n9ET53YrZUxMTExMTExMTEzMW5dma5Qo8jDNHJpmYRgdCKEB7bx6XbcXsunNhaLaDLbVhZSSY8e+wujY55ma/CeOHfsqtfqL9HR/CCU9omiStut+0cF+avFeYCGlBCRKaQhhABG6nsQwcmi6QzI5Qkf+ejTdIQyKyDBCRAYoHYRCGi381DiIEEMs/BvaOkwiOUs6HYFqopTCNPNEkcds8Xu0WmOvlvFGDRKdGyAvqQ0+jn5tgHNV11mL48Fsk7DsglRIL2zriFKBLhACNMcApbCHswhbJyz7CFsnc9lGTCeH500RRW77HOsZtHoKb7RCMNte9+J+Wntmqdw/SuX741TuH6W1Z3bp+dOtb3r6Hg4c/GMOH/4cBw7+MdPT95zxfdAW9j68c4Df23UF79x5lFb2q/ys9E2+8fI3+OxTn+Uv9vwFo+VRpJQMpAfIbuhCEzp2TScyFLMjTSatIkxMMvT0UVSzyVxOY75RpvGyy3x9hkczT+IrRV9jI9RTHJr3SB24nORoH1rYyWRuA65VYCYlsV1JUnUyI0ALPSY1nb/rXcf/feibfOHZL/C5pz4HwL/Z9m+4Lhjkhhd8ZLPJRCrA8iQ7nyhy5YNHUFMzuARIDeTUDDc8VeU2LmcgPUDGzLCtcxvB+DjV+++j4fkEpolTraI1GmQ1Dd3U2HTsJbyxMVK2zp07BxjpSi2dt8Xoob6cg2Pq9OUcZo0Uvp0knJ5Gui614+NM2i1eviqPlkqSnG8yrcp4777htM5nIQQ3DdzExy//OAWnwFRziqSR5NqNN5BMpYgqPgQRRCZGdx4jayPrdYze3iVhWdbq7Xzz8+HEIlm/3v6+dOj8tnu2CNHOux+6qf11DWLzia75qFIlmJhApNKnPFeLd2U0n3oKb3R06edoeQyNdN0VMTTL96NlsxBFbcEeUEE7XgzTbB9DGCIMA+n76LksiWuvXdrvxWTR0Z+87jrskZFYvI95U7JmBz7A5s2b+cIXvsCnP/1pPv3pT/P0009zzTXX8PnPfx7DOK9Nx7yJUUpx6C//J9HxCQC2/Mf/QGJg4BKvKiYmJiYmJiYmJibmjUQyMYKu2wRBBdPMEYZVdD3N+vX/lkRiiHptL/Pzjy/F5PT23IHjDHH06P/iyNH/2Y7XMZKEUZOZ6XvZvPm/ku+4mWrtRdque3mavWuAjpPowzJzRGEVw0ih6ylsez1hWELXkyjpIaXEdcfx3EmkiohkA4jau8AEIpQWIpTE1JJYbh5bU/RuvIJ6eJh6YxrTzCOlh66nkDLA89sZ14tlvKqs0ObTBGKW6uQBnHCwXXB7GiFrUVRv7plFuiEqVO0iVS9sr02A0gXSDdHTFomre0i+jSUHvV5wCGaWRRHpGTrcW/F/JPHc8RVFt0fGDhE+MYMVmqQKWWTFp7lnFnMw3Xbon4KlIUXYWDWmZ/mxrObuF0Kg2yX2lL9PyZvG0AzcyGW8Os7X9n2NZ6ee5dP6L3HZ5CDr3W7cbJZmX0Rlc8jPph/BdE3SrknK9yjnDQwTDqky+aaky1jHYWVTaFl0NS18FLOpFnmtE69yHXPdG9GVAM0j03qalvMsx/MJalkbZMBXhcnE7BMkzSSXdV5Gw2/wty/9LYZmYE+Ok/AUtQ6HSAQU05KhosLxBVJT1IyIjGUgfUXahf4gQZTvZao+yfzBF8ntrxDOFklvHMGSCtdxSHgenqaTNk02mxGXb8/R8Y6tjHSlVlwny6OH+nIOUxWXVN8giaEPoj38I8LJSQI94IXtNvM3baRVT6DNVzlq1ui99coziqeLTvxthW2U3BIFp8CGzAZcrXhSX4KWTVycfPMLWCR7qTjJNd/fTzA5STg5iZ5On3SuTpdzf7oYmtbTTy/tRwUBWjJJ1GyiFwrIZhNlmghNQzYaICV6Zydmfz+yWqP55JN4+/etiPJZHscjXRdh2yjPax9DV1fsno+JOQXnrbLfcMMN/Mmf/Am/+7u/y86dO/mrv/orbNu+EGuLeZMy/f0fMPPDHwOQePe7KLz9hku8opiYmJiYmJiYmJiYNwqLkSpCWHTkb2Ju/lGCoIyu2/R076K/76NomkZH/nq6ut6zInql1Rpjtvi9Bed+WxSPohq+P4sflEgm19N23LejcFanLS4JIchkrmJk+N8TBCWq1eeZm38M1z1CGFZQKsfo2Jc4dvzrhGFlIQanAkiU5oO00IQJoYMSPobKkIiGCM0Gmu/Qm7iGZELSOnJk4fhSGEYay+rGttodBYaRwa1PIOaSBKKErqcx3MxZieNhsUVzzyzKizDyNuGiZqaD8iKUL9FsAz1tkdzZjdm9EHmzLG++t/dOstkdeH4RrZ7C/5EETy4V3Tb3zPKofJqnDz/BTaWtNBIe/a0B1uUGiU5RtLsczy8uDSlOFdNz4iCiJaA6kiW1s4uR7jQlt0TFr6AJDUuzaISNpc/Pqer4o1WqVpZEIYPjCZJVHddsUg/rpK00xaSg4djYDUGTgI6qS8XSmFA2g9M7aLgmRBI0cLw0nR0FyvMJ3HRItjaJIbN4ubczvT5g286beHb2OaSSVPwKtaBGI2gQyIDuRDfHasdIGklyaQ3XFmTKAX4GclVJM2EQGJBwJZYbIkIXTQnqDlQSgmB0jNuerZCc+SplTxJOTWK3Woxs2czBMKRp29goRubm6csk6b1yBHtZce0iK6KHyi0yjsGdOwfYdNV1BG+/huipbxFN/YSjmTLNqaehYxMzgwmSZjeFxNl1ZwghGM4NM5wbXnpstb4E6L44+eYXsEj2QqKUYrw6vjTYGMoOnVLMPrG8VdbrmAMD6JnMqufqTDn3p4qhWb4fvacHLZ1GhgGyVkPJCCE0VBgCoKVSaI5D65lnMQcHsYaHV+zHWozjue8+/PFxokplofA2xMjlMYc2kPvQHRem4yAm5k3GWQv4v/Irv3La5xOJBL7v85nPfGbpMSEEf/u3f7v21cW86ai9coDDf/XXAJhbNpP4wPsu8YpiYmJiYmJiYmJiYt4oLEaqtF3ZNXQtzUD/R7HsPlLJETo6bl6KchVCkEyOrHBqe34RKYMFJ7uHptkEQRnTjGi1Jgj8MuAATdrFtYvotB35CiGsBbd9mjCstYcFHTeQz19POn05o2OfxzAygEGj8SJh2ELTTISwAInQNJS0QQhEZGOoJCI00VWayKyj+wny3q2kOjaT69qBUorZ4veQMsBQnXRp70OvdROkpkmntjJffxxfzGDoGTrD20gkh4nKwRnFcVkPkG6EkW8X0xo5m1BB6oY+tKxFVHJRgcToSmBvya8qqC0/x958Bc8dX9qenrOol6o8ffgJSnoZbI2kazFZnqCjmSGZSp2xaNe2ujCMDJ43tSDevxqFtMjiIEJ6ERMyojrbpDlV4yejM9x0wzquGukkZ+WYbk7TCBsEUYAmNGzN5ori1aQqWUqGj9Wsk+20SClFPsySNtMcnD+I09Q43Jmjo65hBpJa0uTAdoPjOqx381hRAl2aIAWG0AlrAl0zKHc2mclE2H4VXeUZ39jNz+dHeHr2GdJWmvHaOJrQ2rEmocehyiFCGaJQlLItHr5CceNLER1liDTYPyiQSYsb9goKFYmpBLK/h5dvymEcGOMDj88xMOkh9HnEyAhaLo8szzN07Dgduk7LMEjWG3QkHHKnEcEXo4d2DOYo1n260taSS9/ORhA+xUgWdiU2sLt1jKn5Q6S7t68oBV4Lpyokzty+i9JQjsrkOLn+ITLbbzp/cfcCF8leCJRS7B7dze7R3dSDOmkzza6RXewa2bXq8Z7omtczafIf+xiJ7duJ5k7Ogj85574Hf3SMxiOPLm1vtWLZxf1U7ruXYGwMLZMhuWUL3sGDGEIgXRdVLrePIYoI5+fBddEymZPy9H1or7dUImo02u8NAoRpIo0GUWnuwnQcxMS8CTlrAf/YsWOnfT6fz1Mulykv/ODGxJyIX66w/0/+OyoMsXu6SX78lxBxT0JMTExMTExMTExMzFmyWqRKo3mQgYGPrRDqT4VtdWFZ3URRizCsEwRlQCGlx9jYF/D9Em3x/sT4HIEQSZTySKW2kExuANrFuJXq80suf02zEULHNDuo119CKW1h+z6aFmGanQtrz2KIDELqWFYXHfLdGId6CMJ5LKOT/LadmN1JhBBs2PBpurreQ+2lg0QHQK/3cKTz76j1PYFKeqAL0sEO8rPvJJEYJiy6CF0g/Qil1CnFTi1tojn6imJazTEwBzOEE3XcfXNIN0JzdFQrPGMkz2rb83SfYlDGtBK80jPFluleUi0bPxnQdRZFu4nEML09y2J6FqKQEonhpddENZ9mo8G84XGo4qEJmz6ho7ci7tkzwZUDV/CRLR/hb1/8W8aqYyil0DSNTWxFTecJUSSFJPR93OkIZzDNQM96rhPXcfDwXoYmEtQSUElFZFoGeqqbuW09MN3CCVLo0sTXPewwASEoIySR1zFcm7ppYqgcru7h2y3ydp60mWaqMYUXehjCICREKkkoQwzNQEdHAQ9vU4z2Gdy6T2PrMcXOCQPP0Xjl+j561l/G1b1vY/jad5FpTND80y9hChDWPFJJmhNH0C7bjJ1Mkv/5n2fwpptQKOTc3FmVfAohGOlKMVifJRov4dcX3rMQPSNyg+wyHLbpKUq1CQrDdzJ0CqH5fFBK8cDYA+ye2U1d1knPpNmVqp5S1D5rLlCR7IVkvDrO7tHdNMMmfak+Zpoz7B7dzbbCthV3Kixy2vLWjSf/Llzp2O/BfWkfUXmeyt1303j0kRUxNyfuJ3P7LsLZGarf/wFRsYh/+DDK9xGZDHoqhaxWQUpwHHBdlIyIikVkobAiymdxiKBlMojJyXYcT7mMtlB+q2Uyr+b2xwJ+TMwKzlrA//GPf3wx1xHzJkdFEa989nP4pRLCNLniv/5njgX+pV5WTExMTExMTExMTMwbiLOJVDkdicQwfb13Mjn1XTzvOLru0BbrHcJwlihqsXr2fQgYaJqJlAFt8X4KKZtMTnwTRYRhZMjnbsDQM7juJFHkIYTWjphQEqVASncpCqer632kU5vIZK4kkRgm2uSelOEObQHNavZhvNRC9yL8wgwl5/vIeoOEswFptgi6JhANneB4E9UK0RIGjccmTyu8G10Jkju7T8odB7UsWufVKJwzRfKcuD1haxzL1DCOO8hJyZg1zcGOI+QySf7VtW8jMXL6gcDisS+P6VmMQlp8n5SS707fT74Rofk6LZoMMkhg5HHyNjXXo9QI+ODwB3no2EMcqR9BkxqRjCiXa1SDiJetEluiHJYyaGKTWZ/B7E6wNdxKJrCwQ2gkQkJd4NuSnsigWi4SCofAjNr2eClwjQZCVxxf9wp5J0e432AkXI9jwWTfGHVnjrJX5ueGfo4v7/0yzbCJQpEwEjiag0KxIbOBmdYMhGBoJoVkB9tKTQwtpLDhcsKZaYzDNX5y5SwPFZ5ll+jjXV43RV9HDA5Rni/hNxsoX9EcfZHU4AYGb7oJe1HQ3bjxTD8iwGny0t9+GWIhekZkBxiuzzNsd0P3josifp+rqH1OLBbJvk4y70tuiXpQpy/Vh2M49CR7mGpMUXJLpzzWxfLWsxG7lzv2/dExovI8ei6POTxMNDNzWud7MD5O88knIYqQvo+MIogiVLncLvGW7d+ZqtlEWBa6bSOSyZOifHxoDxGKJZSmIet1EALZbKKn08haDaOrcP4dBzExb0LiptmY14Txv/8alb0vALDp//g10ps2wv79l3hVMTExMTExMTExMTFvJM4mUuV0CCHo6bkD359lZvZ7BEEZ3y9jWQ5Srua8fxWlAkDH96ep10MsqxulQKGW7gaYLz9OZ8c7KBZ/guseRymFZfXi+1Mo1XbEQ4DnFZmb+2cajX0AJJMjq8aHLCLrAZEbEhZmmUl9k5Z5GCKdqFnDsDvRHRtjh45WM1GOjtGVOGNRrBBi1dxxf6y6IlpHz1mEZ5FXf+L25sMak08+T5fZxaw+i+/5aFJnyzU7GBrZfNYO6tWikNqfh+KrL32Vr4x/heuSW7kluIau0KEsZjmSNdjnQsYx6EpbPDb1GI9PPY6GRm+yl7JfpqLPEZo+k2GCVrKK0dBp6j5XDuj0yw3sHtvNFPP0GxmclkYrEZFwNepWC8/RCQVU7DlSYZqGVsaWDlZKZ9R5iXEO8O6OmxiuXkVKsyiUs1Tp458S/8Qt626hkCjQilp4kYcXeYQqpDfVS9pKk7WzvFh6kVCGWJUmslFnJmdi0qSRjEjOR6wPMrwQNtk9upt86l1YokFr8hj1pE93PUKXglCGPDsY0NmhGDmHbHU4TV76tm3Yr2H0zEmidqIbb2yM+egR+reoN1XhacEpkDbTzDRn6En2MNOcIW2mKTgXRsxe7thvPPIolbvvxhweRk8kEMtiblYbBix3zjMxgbAslOtCFLVfoGntgUjQjh1TiQTJ664lfeutK4ppl4YI993XFu/DEFIpVBSipVLohc4L03EQE/MmJBbwYy46xUd/xvFvfweA3p/7AL3ve8+lXVBMTExMTExMTExMzBuSs4lUOROuO858+XGEMEkmRwiC0oLYHtAurz0RAejoehJNMzHNDkwzR1fh3RRLP8K2+1bcDZDO7KBQeDdTU3dTqT5NEHgoFRCGVaLIRakQ08xj28OE4SzTM/eSze5YVaButcbwvFk8WWa250Hq1rO4xnEkLkLX8aMWfnMO08zSNF4mpXVjdiYQpo44C+F9tdzx1aN19DPm1Z+4PW+8jOd5DPcM008/Da9B2Ay5Nn/tBRFdx6vj/PDID/Glzws9o0xkiiTcFHMoAvVe+pyt3LlzgJGuFI/tH8eLPHJWDku3SJkp5qwpxnueZ9v8jVRairo2x8HOZ/jp2DzfmPoqzxefp5n0GB3QGJlIkWhpBIbkaH+dCStEN1uMde9jaPYyTKkjbZ/a0CzjHCDfSHFzYytJpTMjimTCFO+rv4MfNJ/m/tH7cSOXyzovw9Zsqn6VYqvI+sx6JhuT6EJfEnDnEhF+wqSrLpg3Z8hUfEQqjezM0pOweHHuRf6/8/+LTQOTXP+CTyKS6EkwpMAjJP/SMV7+31/m4Zsu48npp2iEjTNmq8NqeekLAu9cCa597aJnVojaiW46f/oS25+dJ2nezUz+1LEvb0SGskPsGtnF7tHdTDWmlj6n8+kVOJElxz7QePQRopmZtni/LOZmEaUU/tgYUalE1GqhpdOEpRIKhVqMzHn1xe3vhUBkMhidnfgHD2F85CMrHP3LhwhhsYh0XYRtozyvfZ0tE/tjYmJWsmYB/0ylthCX2MZA8+gxDvzpFwBIX7aFjf/u317iFcXExMTExMTExMTEvFE5U6TK2XBiDE8ysZl6Yz9KQfufyJKVQr6OptlomoWuWySTw4RhFdvuWfVuAMfuJpkcYePG/0izOUr5+NMcn/kmQp8hlGWiKCAIavj+URxn6KQc/cVhxPT0PUxP30uzNUbgzxHlXFQkUCiEMlG6D7QjejQtSTl4Gju9Ba3Sd9bCu1KKsNha4cA/VbTOmfLqTySVSmHbNrVajWw2i+/7pJIp0un0OW3nVOueqeylwDyebVKMPOaSUDGOsS65kf+j90oucwYYHMgCbXHU1ttiuaEZVP0qAC93PEktO4vu2syLWRqpeaJGxIHyASQSBIz2NyllfRxfx7UiVD6BbdhE0icYOUax12K6PIprV2na8zSCBv+iehsj7iAhEdkwQ8P0cUKHhGtx1D2KQlFsztHrrKcezlPx5zhWO4YmNApOge1d24miiMymPEUvYvOTUxjzNfyEwbNX2ownq0yWpii2ikQyYnIbvNKjMzwJ794j0ZRiLifprLk0dn+P+8KH8Ae7uKLzCmZbs+we3c3WwlYEYlVX/sq89BME3tcwema5qO2NjbH92Xl6RZ70umHC6dVjX9Q53m3wekEIwa6RXWwrbLvoaz+xAHd5zA2cHKEk0inMgUEUwNGjK8V7IUDX24/pGvamTZgD/YSTU6s6+heHCHFJbUzMubFmAf9MpbYxMWGzxf4/+f8hXRczl+WK//J/oplndm3ExMTExMTExMTExMScilNFqpwtJ8bwCM0gldyMVAEoiefbRFER29ZJJDbhto7j+ceR0m+XxIZ1DCNDJnMlwGnvBhAH0gT7FGG2QmQ22854YaFUQKt1BCklQkQrcvR7e+4gk7mS6Zl78YMSUVQnkh5KhGiGg1I+oKMQaJqNrqdwnPUE0Qzh5mms/QNnJbwrpWjtmaW5Z3aprDa5s5vEwn8nRuucq5BYKBTYsWMHe/fupVKpYNs2O3bsoHCe+dZKKaan7yGa/d+8w56mpgfsdR2earjYms2njV/g2ldspDtD1SmR3NnNO3a8gw8MfYDdo7uXxPveZC8aGke9Q6ikImEmEFKAAolEteVKEFBNh1QJAegybJJmkppfY7ZVZCyaJEw3UCKCUDLod7OtOYJUEk3ppJRDJsxQcl0qk6D36aSMbqbdSQ75r6BECCh0NCzdYqo5RfFYEYGg6Bapbu7h+Y40PW4nTm8fP4heoDH7HIEMkKotpGpoTBd0Mk2JDsxmITRgLi3ob0SYlSYzXWVCGS5lq99/+H72z+2nHtRPcuWfSeB9rVguas9Hj5A07ya9bhjNSbx6V8AykVgpxe7R3ewe3b3qcb3eEUIwnBs+/3z/s9jPKQtwWT1CKZg4Tvo97yWcmsL3fZSU4HmvivmGgdA0hG0TTs+c5OiPiYk5P9Ys4MeltjGnQynFwT/7Aq1jx0HTuOx3/xN2V/zLOyYmJiYmJiYmJibm0rJaDE9P/78EIZiZuRc/mMYyBxkZ+VcoKZmc+iaRrCFlizCcJ5EYpiP/djy/SCZzJZnMlfhB6aS7AcJii+aeWQyZQXSYSOGi+yl0OyJCIaUHhCglVuToT8/ci0IRhjUMI4PrHscwsgTBHGgaAhOlJEIJhNAwjBT1+j6EEBTT36PvpgQF/X3oGeu0wvvi+k5VVnu6TP6z5fLejRSiDC3hkRssUCgUzltIbbXGmJ65F0soOlObUI1DXJ0IiKwR3pX7CNe+shXln3xM/+X6/0LFr/DjIz/G0AwaQQOpZFtoFxo6Op5qZ9IDCMSrIv4yvMhDKkkrdPGjZnvwIwSatJFai3yUQSiN42aJQa8flEAJxYRs4BTXs77nco64LkbUg6cfAdV2+kdEtKIWAIEMMDWTUIaMVseYcGy68l1oYoy0nqEVuUTq1btEooU7RipJaFqCQk1Rykg6alCxA2Ydwbw7z+HyYTqcDjSh8cz0MyBYtRz2TALva8miqN2/RTGTf4RweubkuwIWuKilt28yTleAe6oIJTwPLZXCufxy/GPHiMIQhEDv60NbKKOV1SpGd1ecZR8Tc4GJM/BjLgrH/+luSj97DIChX/4k+at2XOIVxcTExMTExMTExMTEnDqGByCX3cGBA0+j6R1kMyMcPPQn7cdz19NqjSGETjq1mbn5x5gt/nDJMd/be+dJ4mZU82lFR5D5OunoSjx9gkjUMUhhOh2YZhc93T+3ao6+QGAYGXy/hBAaQdBA0xKAQgiDVGoYy+rB86ZpNsfQNEEysRlQFFvfp2PztThnuENB1oM1ldWeDcvd/YYbkXN0kkrCBfB0LY9AWp90yDk5Wu4EN677FUb8W6nuHcdNhrhhAydh4TQVUc3nCf9ZRsujmJqJJjSaQROJJGflSFkpym4ZN3QBSBgJ3NBFodDQsISFoRv40kcqiS99BBpC2ggtAiRSa4FSlPUaTd0lF9mUlEdSCFwR8rxxHDNMUKvUaaSOonQPFmJ6ULS/LiOUIRoaISFKKUpuCV/6WLqFH/poaO2Yn2VMdsKj2wQ3vQTdNUXTEjy2VWO6UyCRHKsfoyPRwTU91/Dk1JP0p/rb5bALrvySW1oSuk8n8J7IYl56WCwy7XjMdzsUEl0XNALmbO4KOKn0dpXjijkzq0YopdNg2yAjZBBib9+G//IryGYTsyOP3tVF6oa341y5Pc6yj4m5CKxZwC+Xy0xNTXHFFVes+vz+/fvp7+8nl8uteXExb0zKe55n/Kv/AEDhphsZ/IWfv8QriomJiYmJiYmJiYl5q7NUCrtMtD8xhieZHMG22w5sPygtCcWaZmNZ3bRahynN/RTDyKxwzJ9YQquUohT9kKmebxHRQNdSZBo78awZ9IyBk+ylt7cdlTNffpxmcxTDyBCGNSyrQDq9Hc+bYXb2ewhhoeshhpHDtnvI566jr+/nSSSGmZm5l/Ejf4XjDGJZXUSRi+dN4PnFM0YMnU9Z7Zk4k7v/bFkto//ECCRD1ulI9jPUuQOtbjErS5Qn5pgzq3QGWfKZTvaUJ/i76a9xtH4UTWhEKiJSEZrQyFgZhrJDjKtxLN0CaEfTKPClT0pL0Wl14ms+utC5ru86Ck6Bnxz9KbMVk6p8GaWFSyL8cWuWR3LPctvc28mITloKXtJn8QOH0HBx7TpCE0RKgVCgRPvrKkRECERbuNcslFJLg4VVEYJHtsHhPkGu2XbkT3WyNByQSrIxt5FdI7vYP7e/XQ67UJibNtMUnHOfsCzlpd93H7PFcaao8sLVeY6+fYhdG28/7/ia5WWqzrZt2Nu2IufmVr0rYEXp7SmOa/n2LuWdBSfyesruXxyWVO67F390FGEYiJ4eqj/8AVG5QlStoBoN7MsuI/X2laI9tCN4Wk8//bo6vzExb3TWLOB/9rOf5YUXXuA73/nOqs//3u/9HldddRV/+Id/uNZdxLwB8WZnefmz/wOkJLFuHZv/w2/Ev6xjYmJiYmJiYmJiYs6Z1QT3tf7bYjE3fXrm3qVomlM55xdZFIpddxKlIprNgygVItBIpS5b4Zg/UTBvtcYoNr8P2RCz0k0QlcCAoa7PkNzSh213k0gMo5Qi4QxSqz1Ps+mh6zbZ7FVUq3spl59AqRDb6iafv4GOzltJOD0rzkM2uwPHGSAM6+h6eqlI17a6AJBSMj//CM3WKMnECB0dN6NpGsAFK6tdjQvh7j9VRr9z1dBJEUiL3QPj/hj/nHmKy+qD9ISd1LQGT6Qe5YWZUSIZkTSTtIIWhjDQNR2pJGWvTKVYodPpZGNq45Jj243aQnklqlBr1VAoDM3gwaMPcuPAjQyku2n5U9RaOmq5CC8UD2ae4mV7jO2la+mobKQVCELD50j3Cwyt6yPf6udIbYKWOnaS8z6pJ/Eib0m8B1AoAhUA7bz7aEXJ8glxP0IwWYDJFVq8QiDQhMaLxRdBsVQOO1mfRBc6V3RegUKhlDrtz9mJArhSivI3v0mrXGTSqqK3fK5+vs7Mhjl2cz9XNLL0ec6axNwTy1QXXffZD92+6naWl95ONaaWMvCHskNr2t5rxestu18IQeb2XYSzM9R+8AOiegP/0UfRkkn0devANNGTSTo++QnS73zn0hpfr+c3JubNwJoF/Mcee4w777zzlM+/5z3v4Z577uHuu+/m61//OkEQ8Nu//du8853vXOsuY17nSN9n/3/7LGG1ip5IcMXv/Z8YyfP/y19MTExMTExMTExMzFuLtQjup2MxNz0MG6d1zi9nMSt/YvJ/U6u9jBDg2MO43jGarYOYVn6p0Na2ulYMHNzWBJ4/i5nJoaVszGA9vpghuaWPjo4bVqzLdSdwnHVLDvxabS+VytMIYZJIjOD70zSaBxgY+MWT1rpanv+imC2l5MCBP2JmdjdR1B4O9HTvYsuW/wtN0xBCXJCy2tW4EO7+07n4V4tAEkJQ8uZ4srCPasEnH6Up63We8p8DH7bkt5AwEoxVx6j7dQxhIDSBLnQkEkuz2NG9gwPzB/Aib8mpDyxF1QglaIZNHjn+CL+w5Reo+lXmfIEghRu1UEh0dDRdo5iosGfTM1B5gUSQgUSIm6oiwgKbC0NEVBivmYQEK/z0zahJxszgRR4CQahCIhW1s/rRsDQLTdOQMsKV7oLIv3pe/3IUikhFjFXG2D22m1/f+ets7dzK/aP388zMMzw1/RT75/afVjg+SaBNp8EwcPfvJ1IhPcqj1ZlCtSIG/RTB4+M0Dn+RWV8/JzF3cUjgvvAC5bu+BailMtXq/ffhbN/Wjvc5geWlt6s52VcrZz3d9l4rXo/Z/cH4OM0nn0SYFkZ3kuDIEaJaDVmvg2VBEKA5zorP8vV6fmNi3gysWcCfmZlhYGDglM/39fVx5MgRvvGNb7Br1y7uv/9+/uAP/oAf/ehHa91lzOucw1/+X9QPHARgy2/9e5Lr1l3iFcXExMTExMTExMTEvBFZi+B+Opbnpp/OOb+cxax8gPGgHVNjmgW0hkOzeZBG7Si66KWj6wPY9oalgUMQVAnDeVx3ChAYRhJdz5B0hrDtlfZzzy8SRjUSiWF03aFRP0i9sR+lIgwjh64nsaxefH9y1bWeKs9fCMHc3E8XxHsf08wTBBVmZnfT1fVeCoVblt5/IcpqT+RCuPtP5+IX3UmSyZGTzkfBKZC20hwIR+lJtyNUcnYOBMy0ZuhJ9NAKW2StLALBYHqw/UYBdb9OT6KHDqeDUIUoFM2gubRtgSBQAbrUqckapVaJz+z8DH+55y+pelWmmlMEMkAgSJtpEkaC20du53j9OM/OPEvVrxK6IfP+PMdrx7ENm4TlUPfb+9LRSRgJgijA0R2gXZir1IJ7fsF5H6iAy8wu9FaZitKRQjB1Uhr+6viynZ3/9PTTHKkdQQjB/rn9wOpltie9/wSB1h8bwz9yBOV5aFGEE4U4zSq13jS1apHrnitjWkmMwXVnLeYuHxIEE5MEU1PYmzah2TZGPkE4eZzo8PMwPAyrDAIWS29XW/+pylmjUumssv4vFq/H7P7l5yoqz6OUhCgCw0C1WkRRiHTdU77n9XR+Y2LeDKxZwHcch6mpqVM+PzU1hWVZfO1rXwMglUrxR3/0R2vdXczrjMh1mf3nh5h98CGCSqWdxTcxCcDgR/4FhRvfcYlXGBMTExMTExMTExPzRmUtgjucOnbnxNz0E6NmTrctYEEAr6HraYTQ0eQmKuO34FdGKGrrac0/TejcSxg1MIwc9forgETXk4RhE6UiOjr+5VJZ7iLL12UYaZqtgwihIYRJGFZpNg8QRU1su+uUaxVCkEyOkEgMExZb+NNVtLRJ0x0lijxMM4+mWZhmjiAo02yNUuCWc/1IzomzcfefKfN7LS7+1SJUPjj8QRDwwOgDTDWnKDgFru27loeOPsR0c5reVC9Nv0naTDOcG6Y70U2xVcSNVoqTiw53RTtiZrQ6ymBqkI9f8XG+9cq3KLaK6LpOh92BG7k0ggYPHnuQqcZUO8NeWCDAjVzcyEUE7UgbsfBH13RMzcQyLJpBE1M32877BWne0AwKVoFmUCNqzdOjND5hD3Pcm+XLokoEZ/Dgt4lUxLw7T7FZZLo5zWRjkv5UP4EMMIRBsVVktjlLOkjTaDRIpVIUCgWEECcJtFomg/R9hK6DlGi6gYpCpO/TPxUw0DBJdhcQtn3WYq43Okr5rm8SVapo+TxMTeEdOoQmGqjiUZARwQ/+HC+cxHr/ryEWIqHOhlXLWTNp9MIFaFc+D84mu/9icapOgOXnCsNACA10UGGIlkigpVJojrNiW6/X8xsT82ZgzQL+tm3buPfee/l3/+7f4ZzwQ+t5Hvfeey87d+5ceqxSqXD99devfaUxrxuax47z4h/8IX6x1J54q1f/miBMk55333bJ1hYTExMTExMTExMT88ZnrYL7qWJ3Thc1czbbCsMGQoDrHocoRf3oNXjFd5DKOzTKHuMvHaawtUIqs44gqCCEQCkdx1mHpqWIoirpzI6TokOWr8t1j6MUmGaBIJhHygDfn0fX06xf/6lTrnVxvSfmxWtb8+iaTRBUFsT7Crpuk0y8Nk7Y07n7zybzey0u/lNFqABsL2yn5JbodDp5cfZF6kGdifoEE/UJBtIDfOSyj3Bj/42U3TJf3PNFjtWPodEWhxUKiWwL7UKnK9GFF3q8WHqRbYVt/MKWX+C52ed4cvJJZloztIIWpmZSbBWpB/V2fM3Cn6VzgEIqia3buJFLIIMloT9SESpq59EvEsiAalCly0zzoSDgXakh9mkhDwcRvmx34Z4NgQqYbE5y14G7mGnMMNWY4mjtKIZmIJXEwOCBnz1Af70fPdKxbZsdO3Zw5ZVXniTQyloNzTSQQYje0YHuuURC0GGa3LJfIOZatOaexd64EQwD/VRirlJQOoSqT1P75g9x97/cHgqUy+j5PNFckfDoGCBBN5l/agb9pa+QnTPJ/qt/e9axT4vlrNX77yOcnFyK9VksX12N1QZNZ8vZFtOeKbv/YnG6zPoV52q22Bbsk0mM9etR9Tp6oROjq2vFtpRSOFdspfn00wSTk+inOr8LnzeNGUj1QGHTqndTxMTEvMqaBfxf/uVf5jd+4zf41V/9VX7nd36HrVu3ArBv3z4+97nPceTIEX73d3936fWf/vSn+fSnP33+K465pESu2xbvS3PtB9TKGb8KQ178w/8P1/z5n6GfMNiJiYmJiYmJiYmJiYk5G9YiuM/N/ZRjx7+KlBGJxDC+P70idudUUTOrEUYTKyJ8YAqBoH/gY7hzwxydCUj3lNDtKikjS7OSApnEdSeJogZRVAcUrnsMw8iTSGzAsU9WspdH4FSrezl69G9ptkYRwsQw0igVYJp5spkrTytSrpYXb+4boWvn+ynWf0AQlJcy8Ds6bl7DJ3JhOZvM77Vm9J8qQmXxsbHKGN8b/x5pM83bet7GdHOajJlhW+c2NE3j9o23k7WzfPapz9IKW6RVmmbUpCzLZMwMSTNJqVmi7tf58t4vY+kWKTO15KbvsDqIZEQgA8peecm5HxK+usaFPxKJpVuEMkQqiR/5uKGLRJ6UaS+RuJHLjAy5X9MQzSM8pSumZQt5jtqnIQx+NvEzBtIDDKQHOFBu5/4njASGZzB5fJKG3mCwMIjX9Pjp0z9FZiQ7hnasEMCNQgFraIj6o4+gmk1EMolp28hGA9NOIjZtwjt0CO/wYZwrLid7+4cwh4bwRkdfdXwPDSFe/DbsvQt/skTzJ2UIJRgJlOcR1GpYnRmSfQ3cWUDomNkk4VyN6vd+iPOO95x1vroQguyHbsfZvu0kx/lqnGrQNKJGzirH/1yKad/LVi7XJZUcdGzeznBu7aXdZ8uZMusXz1VYLOK+8CKNJx5H1RvoXYUVwvzyQUBUrSEMneT115O74w6skROOQyl44Vuw9y7wamBnYMcvwpUfjUX8mJjTsGYB/73vfS+//uu/zhe/+EV++Zd/ecVzSik+85nP8P73v/+8Fxjz+mL2nx9qO+9PhVL4xRKzDz1M3wfizz8mJiYmJiYmJiYm5tw5Xbb7iSy65Y8d/3vq9QPoemrV7PjFqJmzydCX0TxhdHKEj+MM4HRuxun5G6L0QwjLJTIdLG6hq3A7lebdNBrH0DQLMIkiDyiTz/0iSinmy0+edCzLI3AazcM0j40BCl1PYNubEELgByVSbDz1ek+RFz+c+R161v8czdYoycQIHR03o51D5MjF4mwzvy9GRv+J+05baaYaU8x5c4zQvjaqXhVbtym1StSiGt12N3cO38mh+UO8Un4FoQkGkgNMNiaJVMTm/Gbm/DlKbokNmQ3MuDOohT/tktk2i99raEuOfi/yEEJQcAoEUUArbOFL/5Tr1zWTSaW4X7YII0nzNJqngUFEtGIYoKFRcArMtGbIWBlMzWSiPkEoQwxhkFEZTGnSsBrsr+zHwsIKLF555hXeL9/PB2/ftUIANzZsoPx3f0ftBz9ABSHCMIgMA2t4qB2zk8sRTkyQ++hHydy+i9r9u1c6vm+5lqz8PiJoENGJiopYeYHflMiWC75PWNWYrzaRkUTbkMQOmxgZk9ANzzlfXQjRFvzP4j2nGjT9QucvMJA4dSfk6d57Yr/AcvHbqNXpzqTJ3i7gQ8On3PaF4kyZ9Yvnyh4ZIXnddaRve9eqg4/lgwBzYIBwehpv/z64846Tf2eXDrXFe78OuUGoTrS/778aujav+VhOFQUUE/NmYc0CPsBv/dZv8Z73vIfvfve7jI+PAzA8PMydd97Jjh07LsgCY15fzD740EmxOSchBLMPPhQL+DExMTExMTExMTExa+ZsBffFwtt28Ws7c77ZHD1jdvzp0PQODLF6hI8yp8lueIJG1SNodqI786Q2PEnv4P9Fqm4vFd5qmk0YVgmCCmFU5+ChPzkp2me5wCSEoK/3w1QqTxEEFWx7gDCsYZrpMx7DqfLijaxNoXDLRc+8P1cuZeb3mfY9Xh3ngbEHlhz6Y3NjpPQUH7/84+yb28dXXvwK/el+lFIcrR/FDV0Olg8iEPjSp9gsLkXvLEbuWLpFxszgSY9IRQRRQChDMmaGtJXGjVwGUgMcqx/D1E086a26dl3oSCXBcHDNNLqStFqzoE6usDWFyR0jd/Dc7HNMNicJZIBSipSZwtAMbN2mHtQpOO18eyEESih8zSUQPrpr0NSaCCkwbIOGaLwqQJ8ggHd+6lOkb7uNqFQiarUof+3rhNMzGL29qEYDc6CfxJVXEoyPn+z4/t4PcXbMYQ+PoLeqaLZOMOdCqIPngVKE1RrItgZRP1yjtk7R04wQHQ38iUn00dGLItieatBUCSpnFPDPdkh1Jhf8xWTVzPp0Gl1rwPijK+JtTjf4OKfy2sZM23mfGwQzAdkBqBxvP75GAf90UUCxiB/zZuG8BHyAHTt2nFKs37Nnz4oc/Jg3PkGlcnrxHkApgnLltVlQTExMTExMTExMTMxbmsXC20RiGF1L0GwdJgwbaJp+2tidRU4svlVKYegDdHStHuFTrjyFk/FJpoeQoYVmZJFihiCcI5vdgeMMEIZ1bDuNlAGGnqJafRqlFLY9gOdNrYj2WU4yOcJA/79ciO+pYpqnjw5aZC158ZeSS5X5fTb7PlF4la6k6BWZ9+fZ3rWd/lQ/zaAJ0I67URIv8ghlOyKn5JWIVDvrPmtlkUqiCY2h7BC/sPkXyCfyHKkewdZsJhoTPDb5GOPVcQ5XDhPKkFbUOuXaNTQiFRGpiK7UAEO5IcYOfuek1wkEfak+PnXlp9g3t49vvfItjtWP0Qpb5J08eTvP+sx6qn6Vml+jP9WPF3mU6pOUqXAsqdPXXE8yShJoAVPJKfoyfdSD+kkCdHt/YGci0Hxkopep267Dvfs+jP2ziEwa96ZrCPKKzodfIJiYxBgYeLXY9shhIt+GqT1YrSqpnEfpmIVSCyXCSoFq6/lGBI4rKM9ruJrCmj1G+e/+iumOAq3briX3oTsuaPTMqYY9OTO35veeOKQ6J/H7AnNSJ0A6TfaqLqx9f9F2yJ9lvM05ldemetrbrU60xfvqRPv7VM+aj+NSDkFiYl4rzlvAP5FKpcLdd9/NN7/5TQ4ePMi+ffsu9C5iLiFmLkdrYvKMDnwzf+b/ocXExMTExMTExMTExJwvJxbeRrKF4+iMDP8HOjvfeVoxb7Xi2yi8hkTiXaeM8FncXxgWsdN9eF5xyZ2/WnZ/Or2N+fnHcJzBFXE8i9E+yzmX6KAT37eWvPhLxanKZl+L9Z5p34vC63RjmpSZ4kjzCGk9TafduUL8n6hPoAt9qYzW0AwCGaCh0Z/uZ85r98aN5Ea4aeAmbh+5/VVxeRDGKmM8+NSDOLrDxtxGDpYP4kWrO+8FYikrH9qDgVvX38rWjq08NvEYRbeIG7UFbw2N9Zn1ZKwMj009xo0DNy4dqxu5PDf9HM/OPMu8O4+hGVzfdz27RnbB3BHuf/j/zT/hMpo+xqxdxpE2vu7TNFsE9YANmQ0n3yWxLNNceVUeMCQHDgZcVqtjN3yaUufF0TrOXz7EO5/xSE8VCaamXi227ehG35CAo3sRUYjTn8E8qhOFgmC+Hf4jaIv3SgOpwUQPdFQinNBjJhqlcuw4rX96mSfEs9z0jl88Zc78uXKqYU+/17/m9544pDon8fsCc1IngNbA2vcXiKBxTvE251QOXNjUHgrsvavtvF8cEhQ2rfk4LuUQJCbmteKCCfiPP/443/zmN/nBD36A53lkMhk+/OEPn/N2nn/+eb7zne/w+OOPc/z4cfL5PDt37uQ//sf/yMgJP3iHDh3ij//4j3n66acxTZNbbrmF3/u936Or69xvkYw5O7pvu5XqS2cYyihF9223vjYLiomJiYmJiYmJiYl5S3OiaG5ZBXp77jijeA+vxu8sltV63hRu6yFMawtCbF01wud0BburCfBKKer1l1aN41mNc8nqP/F9Fzov/mJyqrLZS73voewQHxz+IH/70t/yyvwrRFGEsAUvzb3EUHaIrZ1bkUry0+M/5XjtOL70MTUTTWjoQsc2bIazw4yIESYbk3xi6yfYNbyLI7UjPDPzzNLAYLnT39ZtvMjjYPkgPYkeyl6ZVtRq3w2iGVi6RV+yj2bYdv7nrTwPH3uY4/Xj9KX6SBgJplvT+JFPykghlWSyMcl3D36XH479kE0dm9jZvZO8nWf/3H4QMJAZYKY5w/65/Xxo44cY1i0+JE1+oNsUlYtn1XFVnUiAQMPSrNXvkliWaT6eKfDokX28/RkPQyUZ61J0VH3e9uQ8UhWZQyM1NIAYn8A7cABz3ToyV3RiNveADFGGg7QLKN0jmGuAaov3i/ZBIRWhCdXOALOo8NKKI3oIiYhCQ6DN11bNmT+f62S1Yc/LL7+85vee+DvpdOL3a5HrviIaZ/zRV7PpzyHe5pzKgYVoO/r7r25vd1lMz1q5lEOQmJjXivMS8EulEt/61rf41re+xZEjRwB45zvfySc/+UluvvlmTNM8521++ctf5plnnuGDH/wgl19+ObOzs/zDP/wDH/nIR/jHf/xHLr/8cgCmpqb45Cc/STqd5rd/+7dptVr89V//Na+88gp33XUXtm2fz6HFnILc1VefPgNfCKxCJ923vr4yFmNiYmJiYmJiYmJi3pys1bUOr8bvLC+rbTYPIqP5Ne9PCLEUeeP5RSyzQE/3h5iZve8kwT/m0qGUYrw6fpK4KoRgW9c2MlaGgfQAKZmiFbV4YPQBis0iT00/RbFVZLIxiW3YBCogVCG60jE0o70NTdAMmvSn+tlW2MYDYw+we3Q39aC+5MTeWtjajlhpzBDIgKO1o0glmXfnydk5Qi9EKcVQdog7N95JV6KLfzr4T0gliYh4Zf4V9s3tI2NlcHSHTruTWlAjYSRohk1yVg5DM3hx7kWenX2W+w7fR2eiEw2NbYVtJ+eyp3qYMx2SoSQtdFwVtf/pj0ZXspvfuua3uHnw5qXrXCmFNzqK98/fRb04QWLLBkoZgXA10q6i3GMQ4DOf1SiUAjRNY7LXoLevl3QAwZEjqEaNxs8ewdgkyfQ51A6GVMZKhBUgXPl5CUACk+skQz0tkodNyi0T5QgKVUnk+Dj5zCljftbK+Qyazua9pxK/gdc+1/084m3OpRwYIdoDgfMorV3OOd0BEBPzBuWcBXylFA899BB33XUXP/nJTwjDkLe97W3ceeedfOELX+BjH/sYt91225oX9KlPfYrPfvazWJa19Njtt9/OnXfeyV/+5V/yuc99DoAvfelLNBoNvvWtbzE4OAi08/h/9Vd/lbvuuotPfvKTa15DzKk58vdfWyneL4r5C1+tQifb//AP0B3n0i0yJiYmJiYmJiYmJuYtxVpd6yfG73jeFJpIoekda97farE8PT13sHnTf8UPSuc0YIi5OCil2D26+yRRfTF6Zc6dQyrJpvwm3LpLUiYptor88MgP24W0Vobx6jiO4TCSG2GmOYMbuvQke0iaSer+q9tEwe7R3TTDJn2pPmaaM9x/+H6yVpbLOy7nJ8d+wrHqMXRNpz/V3x4ONCcRCEzdJFQhhUQBpRSzrVlsw6bUKhGqEC9sZ+/bus1NAzdxReEK6l6dRycfpeAUeGnuJQIZAO1rdq41hy50jtSOMJQdWpbL3gl+SKFnO10T0zRliD0vsJqCVj7Fndd88iTxvnLvfcx95SsEx45C0MR8skLu1kFUPqLuCNKVkPmkoqMqcVMmUkXkKxFWskUwMQGahkhZBNM15irgDUgaRw0gwExJopYFqu2/XxiNQTbgiq01NpoetaEEzaMaHRWdhq0xcZnikD1D2hx5TcqQLySrid/e6Ohrn+t+EeJtXgvO6Q6AmJg3KOck4H/+85/n29/+NpOTk3R3d/OpT32Kj370o4yMjHDkyBG+8IUvnPeCrrnmmpMeGx4eZsuWLRw8eHDpse9///u8613vWhLvAW666SaGh4d54IEHYgH/IjD/zLMUH3oYgKF/868x0mlmH3yIoFzBzOfovu1Wum+9JRbvY2JiYmJiYmJiYmLeEKwWh5NIXIOhD6x5m6vF8szM3Esuu4OO/PVLrzuxPDcW9dvnZH5ygmZlnmSug47+gYtyTsar4yeJ6sujV5YXkDrSoeSXMB2TMApZl1lHIAOSZpJG0KDT7sTSLXSh85mrPsNgZpA5d27J1f/MzDMrSnG7E928VHqJL+35EiW3tCTGO7pDzs5R9ap40iNhJHA0h9nmLJ9/9vMoFMVWEakkCBBKoGs6GTtD1avy04mfcqR2hKSRJFJRe6gQuSilMDWTlJnCizxs3UYX+rJc9g8yNP4UvPAthtwKu0SSA4cshl70cHzIdhTYNtQFV776GdV/+lPmvvK/CI4dR5gWCElQdXEen+TW2zvZd61g5IUGfXUDL6nx7DUdOEaCm/cprJkyvu+DYeCNHgO/XVLrzVntyBxTYjogdIUKxVKGjtAVPYMe3SkPISC7oYXT4XNMS/F4IcHxTkjXZ9jVfS1DmQ0X/Jp5rbkkue4XId7mfDiXCKFzugMgJuYNyDkJ+H/+/2fvz6Pkuu77XvSzz1RzVaOrZwA9YCCBBkCCJGhZoEhqoEiAkKyYlBzFiqSrOLblIS+2c73irJf18m7evZGz7nUcJ7EtK5GpmZY42JJFAJYlSqI4SCIIThiJoQcAPVd311xn3O+P013oRncDjYGYuD9cWOyuOnXOPrsKDeC7f/vz+/M/p6uri7/6q7/i3nvvRdO0t2tc85BSMjExUXfgj46Oksvl2Lx584Jjb7vtNp599tmrMq53En6txom//AIAyXVrWfmRX0LoOm0PfvAaj0yhUCgUCoVCoVAoLo3FdDgDA7XLCo0X0/Kc27R2sSr91pYP0dr64XdsiC+l5MiLz3HkhR/jVCtYsTgb7rmfDdvvu+JzMtc/v0Alk+muNyDdfXI3p4unMYTBu1rexfHJ44xVxshaWXzp4wYuA8UB1mXWsWvtrnqVek/mbIg4dzGgJd7CYGGQKXuKvJ2n6BbxA5+AgKJdZDAYxA5sdHTSVhrHd6h6VUpuCU1oGJpB4AdhiA8k9ASe74VancAnZaXqjW4N3UDKUCKvazqO7xDIgNWp1fyLzf+i7t2PlCYYePMbdLkOomE1H+jvY+0bZZxIC1Z3N9HJEsU9e4ht3ozV3U3hmd1MfePrOH39SM9Dtyy0TJagmMc30tyz+bdZv+02po4fIlOS0NhAZ0uMxmiWjklJ8ZmnyH3lFEGlAoEPQZjQS3/mc+BquDOb/NElCAlShIG+hMq4hRH1sVI+kbTP+ymwVpPkzPVkseg6fQQxefKK6VmuFVfb674wLH/3Nf1ZJKW8+gohheI65qIC/MbGRgYGBvjc5z7H0aNH+chHPkJra+vbNbY63/nOdxgdHeV3f/d3ARgbGwOguXlhd57m5mZKpRKVSoV4PH5Z1w2CgCNHjizr2Gq1CrDs4280yrv3Yo+Ngaah79rB0WPHLvucN/ucvR2oObt41JxdPGrOLh41ZxePmrOLR83ZpXGjzFsQBFetOEahUMznXB2OEJf382IxLc+5TWtnq/Rdt4RhpKnVhhga/hap1GYSiTWXdf0blanhIY688GPcWo10tpniZI4jL/yY1p51NHasvPAJzsO5vvvGaOO8UP2sSiYMR4UQ7OjewXh1nJH8CL70OTF9gpWplZwunOb5oecpekUARsujNMeaebDzwQXBopQSiWRD4wb2j+5nuDRMwSlQ82q4vktAgEb4s9+VLr7jY+omuqZTcArYnk1AgJiRyARBgC70eoBf82sktARCCBJmgnQkjamZBKWAj97yUfrz/Xx/8PtMVCfwAo+OZAePrHuE9kQ7e/r28MrIK1TKY5juMA9E2vmkHsGXjUSrEyRXt6KlmgjMZL3y2wEKu59Bej4iHkfm8/j5PNLzAIHe3IGx9nZ6Gnro2XbO51hKGHwSb2ovulYlCIJQal9/fmbuAkngahjRgMAh3G1ghLsOpk/GqYxZGNGAdFeNdGcNoQm6M2vobroNvOqymq6+XVzJprNX0+t+vrAceNsb6S6G099/9RVCCsV1zEUF+M899xw/+MEP+Na3vsV//a//lT/7sz/jnnvu4ZFHHmHdurfnh+OJEyf4j//xP7J161YeffRRAGzbBpjnyZ9ltnltrVa77ABfEeINDVH7yQsARN+zHaPj0reTKhQKhUKhUCgUCsXNzGJannOb1trOBK5bCHUkpUMEgU2tNsTI6HdY0/Ov35EVppX8FE61QjrbjGFFSDVmKeTGqeSnLivAX8x3v6N7Bzt6drC3b+8clcxOOlOd9Of7ydVy1Lwa+0b2YWgGrWYrk7VJ8nae1cnVlLwSABoaPj4Hcgf49olv8+itjy55XU1orG9Yj+M55LQcrh+66X3C0nNNaFiaRdyIU/NrVN0qAQERPYIpTGp+DVe6CAQaGrrQ68d7gUfEiGBgMFYZI2Wl2Ny0mV1rdvHwmod57vRzlNwStzfdTt7J83/97P/i6ORR3MDFEBqBcDllnwIBHxc2WszCmyphJGrzKr9ntS5WdxciFqN2+DCyXAbPw+zsJPPRRxlaAZOjr8xrDIyUcPwH8OM/xqhMoEeiuOVwBpGEvyCsttckmgap1RXKo1E0PUBKgVvSkYFAMwMCT1AYiBFtDIhkTdDNMLy/iKarS3xYIHfikvQxV7pi/Gp63ZcMy3t7qR06tLx7mjd3zeF7Whm/ZA3PNVEIKRTXMRcV4BuGwUMPPcRDDz3E0NAQTzzxBE8//TS///u/TzQaRQjB6OjoFRvc+Pg4v/mbv0kqleK//bf/hq7rwNmQ3nGcBa+ZDfejV8DDrmkaGzZsWNaxs1Vdyz3+RkH6Pm/8z7+GICDS0sLW3/mtK+a4v1nn7O1EzdnFo+bs4lFzdvGoObt41JxdPGrOLo0bZd5effXVaz0EhUKxCJfiqV9My3Pu6yJWE5pmUCweRggDEAgB+el9VKv9F92M92YgnlmBFYtTnMyRasxSnMxhxeLEM+dvKDzLuVX2nalOBouDHJw4yFNvPUXVr5KyUuRqOfb07eHfbPs3bMpumnf83v699cDdCzwKToGV5kom3UnGvDEqboWBwgASGQbpQkNKiS99Xhl7hbva7qqfbzbAn+vZPzJ1hIBQY3Ni+kRYhU64EGAKk5XJlYyVx2iLtxHRIwwUB9DQWJVaxfHpsCegnPnPxMTQDKJGFIGg7JQ5PHWYzlQnO3t20pXuAuDI5BFeGX2Fklvi1dFXKbrFULkjfWzfxkWjwUhQ9Sp8vzbMfS2radz5bgpvTCyo/HZgRusyhtnaEmpwfI/0rg+RfN97eVYeZve+PyFXy2FoBg+s/gD/NH4vwSt/i37iaSynHyumke6O4OQ1pAyQaGeb1WogTIlhSSIZj8ooOEUTJASeQBigRU004eFVdHyjDbY8AMWhy2+6KiUceCps4GoXz55r86PLCp/fjorxq+V1Xyosrx48QHHPngvf07y5K4BTDh+zkhBNX9Q8znK1FUIKxfXORQX4c+no6OBf/+t/zb/6V/+KH//4x3zrW9/iueee4z/9p//EY489Vg/6t27deknnLxaL/Pqv/zrFYpGvf/3r81Q9LS3haur4+PiC142Pj5NMJlX1/RViePdeSsdPALD2t35DNahVKBQKhUKhUCgU7wgux1N/rpbnXGKxbjLpuygWDwMSXY8QsbqR+PNc+e8kVrR3sOGe+znywo8p5MbrDvwV7RfeAR4EAV89/FW+P/h9PN8jG8vSkehgqDTESGWEU8VTGJqBqYWhd8kpkavl2Na2je5MNwD9+f55gftAYYC8ncd3fIpeEReXhJkg8H3ac5JMRVJMwJkVAUJoFJwCf7LvT+pV/hsaN1B0irQn2+ue/f58P6ZuYgqTtZm19OX7cAKHiB6hO90dKnU0jaZYE1EjCgKGSkPYvo2lW3ieh0Cgo4fKHdenJdHC7S23M1gcRBc6H9/wcbZ3bAfgxaEXefzo4/iBT1eqixP5E5wpnqE53ozt2/gy9O+XpEHSasCLpJnc/C/oXvchogMD8yu/ASvpkb57HSM//hnuwDHMhgxtH/ko6V27GCgMsPvlPZwqniLv5Kk4ZZqfP8q6k9+gY2wCEdik2uOsuKXCinV58ONMHjXwalqo0tEkRsxDt0AzAvyahgzOrfLWkFLDs0GL6uit7dD5ixBrhKmT0LgW1r7voqu9pZQ4rz6H/w9fQo84WF1diOJwGEi3b12WjudGrhhfKiwXsLx7yp0I58opQTQDY4fDxzt/MVwMuYh5nOVqKoQUihuBSw7wZ9E0jfe97328733vY2xsjKeeeoqnnnqKxx57jC996UscPnz4os9p2zaf/exn6e/v57HHHlug52ltbaWxsZEDBw4seO0bb7zBxo0bL/l+FGexxycY+No3AGi67z2suPOOazwihUKhUCgUCoVCobg6zHrqPa9MJNKBbY8wOvZd0uktlx2wCyFoa/sI+fwruF6BaLQdzythGIl5rvzrmUvZnXA+hBBs2H4frT3rqOSniGdWsKK944LnlFLy1UNf5bGDj2H7NnEzTt7Oc2DiAB3JDhoiDZyYPoHt22SjWSpuBS/wsH173nnObWzbmeqk5JTwXI9aUCMVSdGV6mTLq3maXhwjagdUrIAXezXe3Jqk7JTRNK1ebb9/bD+60BkoDJAyUxTdItlYlrtb72bf6D6kkGxp3kLaSter4jWhUXSKHJ06iq7peL5HOpJmc3Yzju/UnfoSiQwkQgiykSxRI0o2mmW4PMy0PV2v/n/swGP0F/qxDAsktMRaOFU8xWhlFFMzcQMXicSTHhErTlOmm2zrbQhNm1/5PVth/cYTvCBHePH2KsKNIZs1tq8aY6eU5Go5JqoTTNQmqHk12nIBd7xh4+Qr1KoSzQVnOg5S0nhriUSrT+l0Bi2qg+/iFMGr6YAkCCA/mMKzNcxkgBH18BwLtwheKcCMQ3qtwEq68NM/h0gaZBBWzdemLqrau66+efJrBGfOoCXipO/Mk97UjigMLdunfyNXjC8Vlkd6N6Kl9lz4nspjYVCfWQm1AggdBOHnJt1xSX0JrqZC6G3lMrRMCsVcLjvAn0tLSwu/9Vu/xW/91m/xwgsv8MQTT1z0OXzf5/d+7/d47bXX+Iu/+AvuuGPx0PjBBx/k6aef5syZM6xcGfrwXnrpJfr7+/nkJz95WfehCP8QO/mF/0VQq6EnEvT82meu9ZAUCoVCoVAoFAqF4qphOxN4XpFIpANdj840pB26YhXy8XgPHR2/MrNIUFjUlX+9cjm7E86HEILGjpUX5bwfKAzw/cHv4/gOGSuDEziU3BK2b5M0k1i6RcSI4PgOtm8TM2MkzSQRPTLvPNlodl5j2/HqOJ2pTjZaG/nh+A+RpiQ77tD98mmMIMp0ViM97fDgcYu779vJTzhBS7ylXm0/Uh4hY2U4MR4uHkT0CJuzm/nnG/8596++n4nqRFhZr1n1KvyaX+PPXvkzKl4FKcNgfdqe5sjUEcpeGYCIFkEKiSY0NLTQ1+/X6Cv0IaXk6WNPM14Z57snvstAcQAncLAdm8OTh2mNt5KNZJm0J4kaUQzNwAu88P5jWba1bWOiOgFw1l8P9QrrAXeaPZakkrZpcYuMUWTPG/+TTGmM6fbNVL0qZbeMLnQyZWgog1nzcdGIRQVBVad4OkKyo0pgmyAFkUQJz42h2zqB4+M7oGs+ZirAq+q4ZYERF+i6j74CGtZUibZHsBp8hG7CRB9kVkHLxtCBP1vtnV27rOC0rr5xfIyGKF6+SmH/GaLJaSJtjcv26d/IFeNLheXA8u4p0RIunsz2IJB+6MAX4rL6ElwthdDbxmVqmRSKuVzRAH8u99xzD/fcc89Fv+6P//iPefbZZ3nf+97H9PQ03/72t+c9/5GPfASAz372s+zdu5dPf/rTfOpTn6JWq/HFL36RdevW8bGPfeyK3MM7mcmf/ozJn78MQM9nPoXV0HBtB6RQKBQKhUKhUCgUV5GI1YRhpLDtkZnwfgTDSF2xCvnluPKvV97O3QkXS66Wwws84mYcJ3CwNIuyWw5VOW6JrJHF1Ew0obEmswZPemSjWZpi89/HrnQXO3t2sqdvz7zGtl3VLvrL/bxceJnE6TJUbIz2ldzdugG7uUhkooCR3Mpr/lg9/B+rjKEJjYJdoCPZQdJMUnJLDJWGOFU6RVe6i0O5Q/Ma6+7s2UlLvIWklWRrcisVp8KJfBj+N8Wa8KXPWGUMH58gCNDQiJtxxipj4X3rFmsya0DC7r7dnCqdwpc+utDxpY8nPabsKe5feT+ny6dxfZe2ZBu5Sg5d07mz5U5eHn6ZH536UX08O3t2hp/HmQrrXGIFJbtAm+sRDXxatAiHghqfP/E0xtRrVL0KbbmATDkgEugEGkQdcBImuuOhWRBIDd9PoDeYaFEdtyjxagHSFwhLR7oBkiiaaRPJeNh5Da9iYcY90msC0qtshKyCXAHVqTAkNSyY7AczAtU8lEZh+LVlBad19c2qbrRKBIPjeNMVfHvFRfv0o729SBkggMimTUR6eq7M7+erUMW9VFi+rCr47Npwrt58Emp5aOgMx1zNn3XgX0pfghuduWqhzMr5C0wXsRtBoYC3McC/VGYbjf3whz/khz/84YLnZwP89vZ2vva1r/HHf/zH/Omf/imGYXDffffxR3/0R/Umt4pLwyuXOfFX/wuA9KZeWh74wDUekUKhUCgUCoVCoVBceRbTwMwSi3XT2vIhRse+i20PvS0V8hdy5V+vvN27Ey6GbDRLNpql6lUpuSUKToGoHmVL8xama9NMVCZoi7chRNh0NhvJzmvyOosQgp09O+nN9tYb0Xalu/jhaz9k3B6nI9lB22oN4sfQJ6ahwSGT99Aammjp3MxO9Hnh/4bGDbw88jJd6S6iRpSaV2OkPEKulgNY0OB2T98ePr7h4yTNJBW3gq7pOL5D3IyTjqTJRrPEjTibspt4feJ1DGHQleri8NRhRiuj3LriVlanVlPza4xPjBPIACllvcLflz5+4HOycBJNaAghKNrFeuX9y8MvU/Wr88bTm+0NewTMVFhnK1MkRcCY8GnRTQZEQB4wpEfW9/mFNx02vBoQtyXVSMBoAzRPgVW2yUc0gqhJNKGxMmZjNcVJ91SZOgiBKxGmj5nwcMs6gacRpNZA1CXaCJm1NWJtFpY8jXB0CAIwo5BsgfIEnHntbKCdage7suzg9Kz6ZgyjtR3PtNFW6ugPfRY231c/r5QSp78fP5dD5vPQcbY3Q13Ds/sZgmIprFQX2iU3r53HNa7iXlYVvBDheNq3ziwyNIcV+JXx614bM/d9veKanrlqITN2yTohhQKuwwD/q1/96rKPXb9+PV/84hffxtG8Mxn46jdwp6YQhsHa3/7NG6ICRKFQKBQKhUKhUCguhqU0MFKuRwhxQ1fIv91c7u6EK+XPn3XCb8xupOJWiOpRjLjBqtQqSm4JX/oYusFDPQ9xX8d9TDlT9WD+3OtJKRkoDMwL74UQ5N081aDKmvQaoisijG4XtP/0OO7wEPHG9lAp0tPNTrrnhf9SSo5MHmG0PErCTDBaGSVlpmiMNIau+OoEaSuNG7i0xFoYqYwQ0SP1XQAT1Qks3SJpJjGFyVh1jKZYE3e03sGJ/Il5rv5cNUfBKVDza4xVxmiON+MGLiPlEWpBjUAGAHjSQxc6utDxpMd7V7+X+1ffT66a40enflQ/56wCKFfLhQH+TIV11xtPsLNaZI/QGNENdKGh+z6TQhIM9HHfq1UijiSX0VlRCEAKXrzdYP2pAFNqOOkIA5tjZBscemp50msjaFqF3JsxJBpmwidwJL4rCHKjGB1dpHftIu1/DzHdD1UJCDATcMtD0HYbDP2/wzdQaBD4UJuG8cPLDk7nq29G0Bqawvf0jvnh/dyAHoB770Vu2IAQ4qyGp1zBaG/HGx2lsPsZopt6Lz/Ev1GquIUIxzNvTOuv2XCWw6ILLw/vIr3r4Svzc36uWijdcVk6IYXiugvwFdeWwpGjjOz9BwBWfexR4qtWXeMRKRQKhUKhUCgUCsWVZykNjKb9U0wjdLDfqBXybzeXszvhUv35UkoqlT6KxQNIJKnkZp4bPcKe/r2U3BKapnHvqnu5vfl2vnn0m1S9Kt2ZbsYqY7wy8grvXfVe7mq9a8lz7+nbs0Bps7NnJxkzQ1yP1/U4P99s0t6xkU0dj9DStWlexW53pjsMvGfOuaN7B18+9GXemnoLgI5kB4dyhxivjDNcHqa/0E/cjJM0k3SmOmmKNXFX6130ZnsZr4zzwtALvDL6Cv2FfppiTezs2cnGxo3zXP1lt0xHsoOUlapX/+/o2UEQBPzlG3/JUGkIjbDiPqpHGSoNoWs6tm/zg8Ef0BJvWXDOscoYSTNJNjrTrHSmwlq0b2VnYZjeo3/HxJmXeaU0xWOWT3Za45aBKulSwEijQLNMplMOHQXJD3sCXt9iELFNsqtvYSxr8B7zHnqOP4+o5EiurhFoMQpvOfgVgZXwia9JEe1swFgB1gfuQxyvwQuvgmdDrCHUsuTPQGxFOLZkC2h6GOA7JXCKyw5O5/rfvYkJgloNLRrF6e+vv7fnBvT09cFPfoLzwQeI9PSc1fC0t6NFo2HD1+Fh/Fzu8v3tqor7beNtXXiB+Wqh/JmzuyfeiTohxWWjAnxFncB1OfEXnwcpia1ayapHf/laD0mhUCgUCoVC8Q7nZz/7GZ/61KcWfe6b3/wmW7duvboDUtw0LKWBMfQpMJbfRPWdyOXsTqhU+hga+hauV8A0MtRqIwwNfYtUajOJxBpgYYV+NNrF6Nh3GRz8X9RqZwDQzGbeqMSpeA117cuRySN0p7spuaWlq8kXYaAwsKjSpjfbS3u0nXuy9/C6/Xo9IN/+iztZM+uHPw+ZaAYIG8SuTq2m6lZ5+vjTyEDSEGmg5JaouBX8wGfb+m31qv/OVCc/Pv1j9o3uo+JWSJgJtrVuY0f3jrrqZ66u59H1j9Lb1MtkbbK+ewBAIPjCm18gYkTIVXO4gUvZKWPqJikrhS999vTtYWN24+L+/7maISEguxYx/Bpdk6c56Ff4e8PjjqMa7z4U0FCSNBUg5kimWm2MkqRiCcopk4EVPjHhUklVyForyaY6IZoBr4pwSqTbJ4mmLfyijR4JsFoEoqkZ/HyoYem4I2xUG20IA3zNhMIZiGTAiIJTDh93CuH3q98FzbcuOzgVQmB1d1M7eGjRauxzA3oaG2Fioh7Qn9XwjIbh/egoWiqJns1e8PfDBf3217qK+yr4968Vb+vCCyyiFrq55k9xdVEBvqLOmb/7DpWBQQDW/vZn0UzzGo9IoVAoFAqFQqEI+cQnPsHtt98+77HOzs5rNBrFzcBSGhhNW7Hsc1wpFcyNyKXsTpBSMjLybYqlw0jpUZEeoCGExunTX2b9+v+AEGJBhf6KhncxPv4stn0GIcIYw7GHWRXouLHtBHOCegTnryZfhFwtt2TonxAJ7snewwMdDyzQ65zvPvf07eHxo49zqniKhJmg6lWJGTFO5k9iaAYbGzfi41OwCxSdIpuymxBCIKXkq4e+ymMHH8P2beJmHF/67Bvdx/2r76c7072oq18IQU+mp379gcIAQgiaY80EMiCWinFs6hgBATEjRle6i6ZoE4PFQV4aeol3d7ybjY0bmbQnl77HGZ3LgDvN01GBOS7Yfigg6sCZRoi6kK6CmJQU45KTvVHKWQNLCpJSktVj7Gy6k64DewEZBpuDLyGcESIZA+J+GG7aBRh5E6wEDL0K6x+CZGtYXa+bZ0PsWx6C/CAc/Luwoa0RhU3/BNa+PzzPRQSn56vGPjegZ3IS4vF6QD9fwzNcD/+t7u4L/Ya4sN/+WlZxX6J//231yl9BLmvhZbksqhZSKC4eFeArAKgODXHqm08A0PrgA2Q29V7jESkUCoVCoVAoFGe566672LVr17UehuImYikNzNRUx4VfzKWrYN7JVKv95AuvIGVAENhI6RN2u9QYHXuGaHQ1TU3vX6A2Ghv/B1x3CtAxjCQg8aVHTPMp14YRIlUP6nsbexGI81eTn0M2ml0y9K9RQwhR1+Ms5cqfy2xFvx/4xM04FbfCkckjSCkB0IXO0amjbGjcgC99mmJNNMWa6q/9/uD3cXyHjJXBCRxKbomJ6sR5dxHMcq4OqOyWAYjpMXoyPRTsAikzRVSL8tr4a1TcCn9/4u95aeilujZoyc/vjM4ll1hBvjZFsiKI25LxNLim4GSrpGtKMLjZpCdb5KNNMd4f6cGuThAxYjRt/g26MBDOk2eVMK2boVaAWBaSFkyeCINjMw7xRuh/PgzqFwuxm9bDjv8M63eEr2tcC2vfB5oWjvcigtPzVWPH7rprXkBPNAr33lsP6OdqeC4qtM6dgDeeCHcZRDPh/L7xxHy//bWs4r4E//7b7pW/glzywotCcQ1QAb4CKSUn/vILSNfFbGig+9OfvNZDUigUCoVCoVAoFlAul4lEIhiG+meM4vJZSgMzPX10Wa9fyqGfTm9RzvwlsJ0JgsAjGm2nUjlJGN6DpkXwfZux8X8gEmlZoDaqVk6iaTFgEs8Lm4hqQCraBrX0vKB+NmhfrEJ9KbrSXUsqZI4On/08nM+VP/f8sxX9XakuYkaME9MnmLaniRkx1jesJ+/kmbanGSgM1N32swsMuVoOL/CIm3GcwMHSLPJOHiNp1JvjLjaGHd07GCwOcjB3kKePPQ2SUAdUHgMBj6x/hN5sLwfHD/KVw19h//h+al4NS7cwNZOKW6lrg5ZcJJjRuWQrU0R0nYmkoBKBbBFyKUlzCdJxnQ82lOixaojyFGs4GQbrWz4KXfdB7njYcHbscKjFcUrQ2AORNFQmw+A+szJU4GhWqMopjy8eYgNMngQrFlbdX0awfb5q7HMD+oF8Hjo65r3nQojQm34x6pXSKEz1hc7+/OnQ42+XwsfnBuTXqor7Evz7b7tX/gpyyQsvCsU1QP3NV8H4D39M/o03Aej5tc9gJJPXeEQKhUKhUCgUCsV8/v2///dUKhV0Xeeuu+7iD//wD7ntttuu9bAUNziX06R2KYe+7UyoAH8OczVDgV/DMFL4vo2mxfH9PABBYCOEgeOME0i5QG1kWc1kGn6B0dHv1B34sdhK1q/6NdbHbltU+zK3oeyFmPXKXyj0r7vy3QpJK8loeZSnjj3FxuzGur4GoDHSiIbGifwJWuOtpK00Nb9Gb7aXzlQnNa9Gf6GfD6/9MNs7ts+7VjaaJRvNUvWqlNwSBadARI/wQOcDdKW7lvT1j1fG2Te6j+HyMCPlEdZk1hDVo7QkQh1QW6KtPsbUiRTZaJZpZxpDGIxURri18VZKTun8Vf4zOpeuN57g3U6JrzYKftqr8+7DkpYieJbE7arRnQgQzVvAc0D60HUPtN4GE8fgzSegNBaGwPnT0NAJ7/4daL8Dhl+F/V8FJOhWWPEttPC43Inw+rPB8TL1LsvVuVyoGntuQC+OHFnW5+qCuLVQ/TPbnLc6Db4XPn49cK5/P39m5v04AxPHF10wedu98leYS1p4USiuASrAf4fjFgr0/fWXAFhx1x003XvPtR2QQqFQKBQKhUIxB9M0eeihh7jvvvtYsWIFJ06c4Itf/CKf+MQn+PrXv37ZIX4QBFSrVQCOXKlQRnFDs9zPg+sVqFUFlcpJdD2L7+fQRIzTpwuMjqjPEsyG9z+mWn2OQJYRIo6ht+C6EaQ0gdnwT0dKsO0CIyMlkHdSqz5HpXIcTSSIxe6kUt5OPNaNYRxHIDHM9eSnVyLyNgkS1KjNq5a/VM4919zPw+HCYcbyYwQy4OTUSZzAIZABX/n5V/iVVb9Sd9g/n3ue8eI44/Y4p/KnaLAaaDaaKZVK9Nf6yTk5EkaC1morteHagir/rdGtlEolENAQaeBdK97F3eJujh49Wh9DU6SJWqlGNIhyunia4elhDM0gpac4E5zh2OQxdFenGlSJaTHyQ3mOTIX3UCqXSJFi2p/Gljau5zKQGyBrZZk+M82zQ8+Sd/NkzAzt0fb6fQ3Xhsm7GtnOX2JrLceL089y4o4K050uWj5PKQ4NCZ2c1sT7jGasygDamUHsk19Ej38ZM+Vi2pMgwUl2IIIA39cZrWZwcz6YW0i1P0B64B/Rht9C8yogIXjuLwisJIWuD1LsfBCEwCwM0vLal9C8Cm6sBXN6jOClLzFWTeOmO+tzyU+eh5/8BCoViMfh3nvh3vcsGuLLtWvg0UdhOg8NGUodHQwfXfiZqn8mDh/GLJ7CqOXwolnc1OqL2gEQGxujTY8jAomolZGahdTjjAyPUfWv7c8QKSWcGSI+3U2quB+reBTdr4KA4Cd/TmDOfz+QErN4Cm3gLWyviuw7CY3ZsF9ANMpAPn/lFj6uM9TfIRRzWc7nIQgCtFnV1zJRAf47nL6//jJesYgWibDmN39DbRVSKBQKhUKhULxtSClxHGdZx5qmiaZp3Hnnndx55531xz/wgQ/w0EMP8Uu/9Ev8l//yX/jSl770No1WoTg/ht5BLHYf1epz+P74TNB8H4a+PIf+zYSUEs8fIvCn0PQVGHqoF/H8oZnwvoquN+P7OTx/jGTql3CdU5QrTxMEDkIESCnQtBiasIhE78e01i84n6atwjRXXbP7zJgZNKExWBlEF3r9389HikcYrg3TEetguDbMi7kXietxNqQ2hGG9nmBrZisvTL7AYHGwfr6T5ZN0xBaqWLY3bidpJBmuDdMebee29G31sCdjZojrcXJOjqyVJefk0IWOG7ikzBRBENAcaWa8Ns6EM0GT1cQ92Xtoj7YDkDbSVP0qw9VhfOnj42NpFgk9wfbsdk6WT/Li5ItU/ApxPc492XvY3ridFydf5IXcC/XHt2e3877oLp4df5aTDf3QEGG11URQHuYHQYFbbYuVb5ym2GfhSomrFaiscUmv0ekMBLo9zbEVPeS9EqJ0jBXpToQQFDsfpLZiI9HJw2ROfhshJW68FbM6RnrgH6mt2Iib7sSo5dDcMm68FWlEwhC/MopRy9UDfIaGwvC+VoOmpjBM/slPYO0aWLlywfsrhAgfX+S5BUhJavB74WKDWyYwE/MD7WXgRbM4ydXotUkCM4nmlvCjjXjnabh8NZi78FGpVKhaGaKbW2lqOIQA3HgLVnGQFceexDczVFrvZsWxvyF16kdI36XUFqFwKoY3Ic8umnS8834uKhRXEhXgv4OZfu11xn/4IwA6f/XjRFtbru2AFAqFQqFQKBQ3Na+88gqf+MQnlnXsV77yFd71rnct+lxXVxcf+MAH+N73vofrupimeclj0jSNWCwGwIYNGy75PIqbh9mqueV8HqTcQLX60DyH/jutKGpeM1+/iEGKRPpdJFNbcOwyjiOJRNag61F8P4NtD9HdvZ6I9W7eOnaCSuUYrlskCGpAlUTiJGvXPoqmbbzWtwbM/zzcKm/lMIc5deQUuqYT0SO0JdrQ0Mh0ZNjQuoHyaBlGoSfRQ9SI0ua1MVIeYVP3Jt5y3yIajdIab6XslnnDeYMPdnxwnrJm1nH/wvALlNwSJ/2TpFvSdcd9uprmvdZ72Teyj5JbojndzF2td/HMiWc4Wj6KQBDIgJZEC79+26/T29jLmfIZfjD2A5JWku5sN1NHp7CljZzpQWDoBr9192+xOrWaP9n3J9iGTSaWoeSWeK32GhszG3l9+HW0qMaa+BrGKmO8Yb/BH2z7AzomOnjs4GO0J9tpimap5d5iZOoEzvgkpX4TqcXJpXXy0zrVUzo/XwPvTgQA7NVHKUUsks5+dkbWzOklsBEGkjD8vbP+dTcN+TOkWpPQtQGaDDj97dChn0hDIQcrWkn03l3X7FRKJcYBo6cHLRolyGTwhodpzmSIX8bP+yNHjmAWBlmZewksILseJk+QOv0MrNkM696/vBBf3gqxwlkNUKYTtnyU1KYHQrf/1W5aO4Pd18fYa68SaBrG2jV4p/vRDvRhbnWJrNsQOvrdKXBKdJ74Oky9ACd/FKqAIgnia5I09KzA3/RJ9DW33fRe+Yv5M0Nx87Ocz8Orr7560edVAf47FN+2OfGXXwAgsaaHjg/vusYjUigUCoVCoVDc7PT09PC5z31uWceuWbPmvM+3tbXhui7lcpmGhoYrMDqF4uK5HIf+zcK5zXyLxQMUiq8TibRjGEk8rwyc9dkbRqq+2NG44l0UCq/h+1XChrY2wyNPE4k0sXr1v7juQj8hBA/3PMz+0f0U3WI9iE+YCbIzVdPZaJakmWSsMkZLvIWxyhhJM4kQgoCAtQ1riRpRkl6SkfLIPOe8lJIXh17k8aOP4wc+XakuxqrzHfclt0TCSLCtbRtNsSaEEKTMFAW3QNWtIpEIBLZvs2HFBh4/+jjfPfldql4VgSBuxCm4BTQ0LN3C8z2qbpWT+ZPEzTiDxUEqXoVhOYwudEpOiYHCACW3RFuijagRpSUeevUna5NsatpEe6KdiluhZiYZM2MkmzeRER34PMNwSnLYsDHS0JGXiJrF0yuc2QmlLdbMmF9lT99uMpEMUSMa9iCINyPm+tcLQ6GPPTFTeDjj4+fNJ0Mn+6wDf7a5LedvTHu5GLVcGLqnV0JpJByfU4If/2eoTS1w8S/xgVrYnLdxDRx8+oJu/7eTsx77NrTKMIZ7Cm+qgj9WgVgJnCq4FYgkwS3Dse9B4EE8C56NcEtEkgVY1wxd79yfjQrFlUQF+O9QTn/rSWojI6BprP3tzyJ0/VoPSaFQKBQKhUJxk5PNZnnkkUeuyLlOnz6NaZokk8krcj6FQrGQuQ1ol9phMLeZr5Quvl/E920MI0MQuAhBGCjbQxhGitaWD9XPk0xtwbKyobIDHyEsgqDC6Nhempref10ujHRnunn0lkfZ07eHklsiaSbZ2bOTrnQXAF3pLnb27GRP3x5GyiMkzSTb2rYhA4mGxmh5lNZEaz3Ynw3+ZyvvHz/yOMenjxM348SMGC2xFvoL/Xx/8PtYuhU2ri2Psbtvd6jMIaDslpm2p0mYCaJGFNu3KbklvnPiO+zu203Fq6CjI5GU3BIAutAxNAMpJb70KTpFbN+m4BRwfIe0labgFPACj4geQRMaJ6ZP0JpopeJU6mNf7H539uykY/0tvPi3P2C6mMdOSVIlGI1pFJIa01YMoRmsDzSi5QlaKlMciozwefvzGJoxc44d7Nz8KOLAU4sH9IuF3+dUqp/bmFYkE8Tv/gW8iYn685e6SORFs+GYJk/MhPflMNCWXhi+t28923B3FinDZryl0bBRrRmFZOv85rwTx8PXO6Vw90FhaOnzvU3UFz5O94fhfd5GSybRG0yojIdhfTQN2XUgdJgeACMaVuAbkbAZb9o4u9iiUCguGxXgvwMp9w9w5m+/DUD7rodJrb86fwgoFAqFQqFQKBQXy+TkJI2NjfMeO3LkCM8++yzbt2/HMNQ/aRSKt4N5ahyvWA/fW1s/PC/0jFhNGEYK2x5B00w8r4KuRwAf00zhugHtHR8jGu3AMsOwejq/j4jVRMRqQteTBMEgUgJUAA3XmcC2x6/LAF8Iwc6enfRme8nVcvUQe3ZO5j4/UZ3g4MRBXh5+mbJXpuyWAQhKASkrNS/4HygMsKdvD770SZgJKm6F/kI/Va+KoRt4vseq1CqiRpS4Fefo1FE6kh2sbVjLodwhbM9GN/VwMUSGTRJfn3idklsikEHYQ4CzTRM96SF8gS99YkaMO1ruIKJHyERCdY4d2MTMGAkjwVBpiKJTZKg0xFBpiI5kB4/c8kj9vhebjxfPvMAzG3zueAOai4KKBS/2arzWYrAm1kasMs4YPi1migG3QN4uk3AbWdV4C2OVMfb07aV32x/Q3XHH0ioZIcJQe4lgWwhBetfDRDf14k1MUHvzAJXnf0hpz9+ipRpI//LHSO/aNT/Enw3ZL6CvcVOrwwWFn38hDNsjyTDQTraFoXt5bP64pIQDT8EbT8BUH1SnINYAjWvnV9iXx2Z0OjPqoHRHuIBx7vneRuoLH09+DW+8hpaIk75zJdbGNIwdDO/Fiof3OnkCzPhMNX4tDO+NCPT+0rzdEAqF4vJQf9t9hyGDgBN/8Xmk7xNpbqLrEx+/1kNSKBQKhUKhUCiW5Pd+7/eIRqPccccdZLNZjh8/zre+9S0ikQh/+Id/eK2Hp1DctJyrxrHtEUbHvks6vWVesB6LddPa8iFGx76LbY8DEt+vUCweRYiASGQl6VT4mnMXBFpaPkQmvY1i8QBS+ghhIoTA9ysEgX3tbv4CCCHoznTPc9cv9jzAvtF9VP1qvXIeAY+sf4RN2U3zgv9cLUfJLdGZ6iRmxBgoDFB2y+iazgOdD/Dy8Mt1Lc9oeRSA1ngrUSPKquQqThVOUfEqVL0qCGiMNFJySoiZ/2Yb1gIYwkATGlJK4kach7sfZnvHdgaLg3SmOsnVcqTMFEW3SMyI8drYayTNJHe03MFoZZSUmaK3sXfeosW58zFQHOT5jZKjLREyZZiM+5xZERAVgu3ZTfQUf8peUzKCh65bpP0anWbDPEVPrjZJd+tdlxVcCyGI9PSAhMqz3yGYOIURB+/MGQp/UyDau4nImpnP82zIvhx9zewOgOiKUJsjvTDQLg7PV/3MkjsRnrcyDk4xrFa3S1Aen19hn2gJX7+UOuhKcIFFivrCR0cS/x/+b/SIg9WVQRSHoaELut8D/c+HY4s3w8q7YPpUuLNAN2HjL8Ev/vZV9fYrFDc7KsB/hzGy93sUj74FwJrf/HX0mYZdCoVCoVAoFArF9cgDDzzA3//93/OlL32JUqnEihUreOCBB/jd3/1duru7r/XwFIqblrlqHF2Pzjjsh7CdiXkBvhCC1tYPk05vIZ9/g4HBv6BWG0cIgZRnM7xKpY+hoW/hegWi0XY8r8jw0LdIp+/EsrL1wF4IC8NIILTIvPEsR+dzvTEbytfd8YkwmG5LtC0I/2fd+ePVcZpjzVS9KrrQ+extn+Xd7e+mOdZc19SkrBQdyQ7Kbpmkl2SqNkXEiCClRBNhlX3MiGEIg1XJVZwpncGTHgARLULKTGEHNkkrSXOsmTta70AIMU+HU3JLZKNZNjRu4OWRl2lPtofufit090/ak/Sw9A6JzlQnhm5yutFhuFEnkBq60OhKd7Gr+2G6h/rZ5E6Ti6+gVhnncSEZD6q0eLUFeqErgd/3BsH4KYykQIsnMUQJb/wUft8bMBPgy4njOD/6Ov50Ab21HYspxPn0NUKEDWtrU2EIPxu2n+PiB85W1kczkD8dVt97NkTS4eOzFfbLcPsvByklTn8/fi6Hns2e1QUtc5FCCEHkjvvAHF94b5segVt2zPf2X8OmuwrFOwEV4L+DsHM5Br76dQCy97ybxru3XeMRKRQKhUKhUCgU5+dTn/oUn/rUp671MBSKdxxz1TjnNqA9l9lmvrYzgWGsoKGhGwgADc/L4zgTTE6+QLF0GCF0XHcKXYvguFPU7FGCwEHXk8RinXheEcvKEo0018+/XJ3P9cZSDW0XC6bnhuejlVGy0Sw7e3ayvWM7Qgh2dO8gE8kwUBigM9XJtD3N3r699Of7qXk1GiINrM2sDedDwERlAkM36i79E/kTWJpFZ7KTocoQgQzoSnURELC3fy+bmjbRneleoMMJgoD9o/tD//1M094LhetBEHBs+hiWblFyS7i4aEKjLd7GZzZ9hu6uexGlcbrffJLuchFpNZFf9R72eJPzPPqzeqErgR710UyJVzUwIgKvqqOZLno03JUgpaTwzHcp/MMggW+ixQZJb2kk3VVAnE9fswwXP3C2sr48BpoeqmasBNgFSDSfrbBf7vnOQ3gvuynsfoagWEJLJUk/vIv0rocRszsBluPYP99YzlUXnUdlpFAoLh8V4L+D6PufX8SvVNATcdb8y1+71sNRKBQKhUKhUCgUCsV1ynw1zvwGtEsRsZowzTSeV6qH/qaZJghs8oVXZo4KFTmOM46ux4jFeqjVBvC8aXyvgGU1saLhXTM6nnAcy9X5XG8s1eB1sWD6fG59KSV7+/fOa5z7UNdDbGvfxg8Gf4DwBVWvyunSaTY0bmC8Ok42muXu9rvZN7KPml8jbaXRhc5wZZiiW8QQBhWvwurUakYro+RqOboz3fN0OFJKdvftpujO998/uv7RJcN1KSVfOfgV/vrAX1PzaiSMBIYwaIw38r9v+995z8r3hIsMc4PheDMbTR05eRgk9Db10p2+sjssrFu2kL6ticIbE3hTFTTdJX1bE9YtWwBw+vsp/OQ1Ak9gJHy8qkPhlVNEmzqJXEhfcwEXP3C2sv6NJ0J1ju+F3vhE88IK+5nzyezasIq+/5X5VfQXwOnvD8P7cgWjvR1vdJTC7meIbuolol17x75Cobh4VID/DiH3s5+Te+lnAHR98p9jNa64xiNSKBQKhUKhUCgUCsX1ylw1znK1NUuF/kKLEAQe8fg6bHsI33eQMiASaScSacIwklSrJ2lp/QiuM8b4+D8wOvZdLKuZttYPE4m0LUvn83YhpaQ/379o09rzcaGGt4sdv5hbf7bBbcWrhC79yhh/e/xvQYClWaxasYpDk4eYtqcZKAzQFGtiZ89OdnTv4P5V9zNRneAnp3/C3x3/O2zfRkNDCMFIeQSJJBvNLlpRP1AYYG/fXlJmijta72C0PErKStHb1FtfWBgoDDBRncD2bSJ6hJpX44m3nqDoFtGFjhM4aIZGTI/V3f71uciuhexa9vTtmbc4IYSgO929YDyXg2haR/rj/5Jo+zfwp/LoKzJY9/8qYia09nM5AkdidK5DK53CkDZeWeC33hMqYiaOn61Cn+uGWvYA5ixalEbDhq9mFJKti1bYn7eK/gLX9icmCCbHMbIpNGyM1ha84RH8XA665zj2I6lQ5xNtCBcSzuViegJcgCWVPleQq3ENheJaoQL8dwBepcrJv/pfAKQ23ErbQx+8xiNSKBQKhUKhUCgUCsX1zqwaZ7kh+VKhf7Xaj2mmcd0SyWQvlUofoAGCWu0MnlfENJtwnXGGh5/CD6poWgTPKzAy8vesXv2pZet8rjRSSl7IvcDrQ6/XA+adPTvZ2bNz2SH++RreLocFLv14C8emjgGwfsV6okaU3sZe+gv9fHjth9nesb2+UNCd6aYr3cVIaQRd0zE0A4HA9V2m7WnSVpptXdtYnVxNf76/HsZbmsXB3EGGy8O0J9tpijaRNGf897VJutPd7Onbw+6TuxksDjJVmyJmhiH9aGUUJEgkCCi5JQpOgefPPM+J6RPz5nFj48b64kRrvJXB4iDfOPwNal6NznQnTbGmZS+YXOCNQGz5KJGOOxZV0+jZLFoqiVcuYzTfhjcygrYqjb7tETj49LwQO5V9N8XOBy9pDMtVzZy3ir5nTtPdc5vRAnpuH1rpJN6Eg5GJ4tGM1tKNns1Cths2P4p88b/jvHUIvwp6i4915lVEdmZcs+d0qsvX7ZyHy1mMeLuuocJ+xY2GCvDfAQx+/Rs4uRzCMFj3O59FaNq1HpJCoVAoFAqFQqFQKG5CFgv951bme16BWKyTWLSdUukI1eppdN3E0FNM5J7D9UoABEER3y8hZYAQ1kXrfK4Uw7VhXsi9gBbV6tXve/r20JvtvaxQ/mJYzKWfsTIgOPtYdYymWBPbO7bPG5eUkj19e3j86ONM1aaQSFJmCk96BDLAkx4vj77MmdIZhkpDnCqdIm/nkVJiezY+PiOlEdY0rMHUzLr/fnZXwGRtklwtR9ktU3bL6FpYdT977UAGAJScEn93/O/IRDL0NvYyVg3nUSIpuSVa462MV8cZrYxSsAv8ySt/QjaapTPVycNrHl72gsl5OU+AbnV3k354F4Xdz+BNltCy7aQf3oWV8uGn80Ps9MA/UluxEdi4rMtKKbH7+rAPHkQCsU2bsXrOHxj7uRxBsYTR3o4WjWK0tuIND4dV9D09S1fHt96G1fcN0iunKfQZeDkbLe6Qvu8RrO5uEALZdjuFkxqFA6nQ93/MJlX4X8S8ZvwTr6CPvoCVsBGBFzbobb9jvm6nNBoOchk7CWCZixGXycVcox72P/MM3sQEwjRIffCDrPj0p9FUXqa4TlEB/k1O8a1jDD+zB4CVj/wT4p2d13hECoVCoVAoFAqFQqF4J3FuZX7g1zh1+qtEoisxgxq2PUyh+BpSBkjpAhIwkNLDdfNI6Vy0zudKkXfzVPwKa+Jr6tXvI+WRujP+arCYS39H9w4QsLdvLyPlETShsaFxA1JKpJR1xc2LQy/y+NHHKbklInoEJ3Aou2UQYGgG7Yl2JmuTHJg4QDaWpeSUKLklHD8M4XWhA3B86jjdDd3c2XonEkmuGu4K0DWdmldDFzpCCDQ0JBKBCN8fCRoaLfEWhspDYVNb6dbnEQlJM8lgcZCxyhhlt0wgA3zpU/EqTNqTV2XBRAhBetfDRDf1zq/KHnxpgTNeGz6GUcst67xSSvLffYbJxx7DHRoCwOzoIPsvPkN6167FP8NSomtlNN3FO92Hsaobb3QMLZUMq+ilhOPPws+/AIEPjWuhOFMdXxhCFE6TXqsTXRnFz1fQI0Ws3lT9Ws6xAxQOFQmIYWTjuFNlJl8cRT/2f0NxDM2UpO9aTXplFVGdhskTYThfGAIrCUOvQv/z4ePVaYitgBU9cNvHQr0OzNsZ4E9MnX8xYs5cXWpV/AUXPObg9PdTeOYZnFOn8ItFZKWCMzgICBr/t0+rSnzFdYkK8G9iAs/jxF98HqQk2tHO6o89eq2HpFAoFAqFQqFQKBSKmwApJdVq/7ID9bmV+VPTL+P7RSyrmVLpEEJYSGkTBA7gz7zCmb0SNXsCoF5xbztnv3+7w7aMmSGux+dVv89WoV8tlnLpA/Rme9l9cjf7R/fz8sjLHJk8Uvff7+3fy+NHHuf49HEszUITGhEtgic9ANJWmnQkjUDUtTlu4BIEYdW8qZkEMkAXOpqmUXbL7Bvdx5HJI2xr20bCSHCqdApJuGhgChNN09B8jZgZA8D2bCJGhJSVIu7EKbtlinYRT3okzWTdp//4kccpu+X6ONNmGjuwSZpJSm7pqiyYCCHCau25gW9ijjM+3QGFIQIzgbfM99/p7yf/1JO4Q0MIXQchcIeGmH7iSaKbNi2sQJ+prLcOP0G6eYTC0Rre8SJaa0+4I6CrK6y8/9kXYPxwGKhbCUh1QOFMuNggJUJ6RBI2WO7MzZ2tLPdrOoErMJI+mi7RdA+74EOsRiQBXs2k8OYk0Y5OIrEyaDpMHAPdhJXbwvC+PB424/VscIpQGQ8XENpuh5HX5+0M0LPvRUsm8UZHw2B9dPTsYkT9tpdW4MzO41LBvpQSv1pF+h5Ofz9mVxf+2NiCa9TvP5fDm5jALxYRUiIyGYJ8nuI/fo/ke++/YrsCFIoriQrwb2KGvvNdyn39AKz9rd9Es6xrOyCFQqFQKBQKhUKhUNzwSCkZHf37GSVOsa60aW398LICdcvMIoROpXIM368QBB5Szg3vz+L7ZYbOfA1NaCAEY5d4zUulPdrOPdl7eN1+vV79vrNnZz1Av1os5dIXCI5MHgEB7Yn2uuInE8mw++RuKl4FQxiU3BJ+4COFBAmWbpG0kpjCpOgW69X5AL70EQj8wEcIQdWrIoQgkAEZK0PFrbBvZB93t91N5VSF4dIwLi66piMQxM047Yl2ElaCE1Mn0IRGwkyQNJN4gUfBKdQb7Xanu+lOd5OJZPj8G5+n6laZsqcoOAXiZpySW1qyye5VIbs2VNO8+WSoj4mkKLS/Gze1elkv93M5/Ok8QtfRkkkAglIJP59ftDqc3Al480mEUyJ9RzvRxkF8z0V/+Few7rwfMfM80oNIEuxyGK475bAR7epfgDe+GS44OKGOinQHtN9ev4TeswVtRTPexBkMr4pX0EEzMLJpNDePYdXwyh7+6BCs7YGWjTDwIvgeDLwAtWlIrwJ5GmIN4NUgmgkD++FX4cDT85RD1sQPSd/3IIWfvII3PFwP563u7vqYllTg9PZSO3TobLCfTJK+7y7S796ASLYiG9dQ2L2HwjPP4E/n8Qt5glIJs6tzwTXq95/NIkwDWakgMhmkbaPF40jXW/w9USiuA1SAf5NSGxnh1OPfBKDl/e+j4bYt13hECoVCoVAoFAqFQqG4GahW+2fC+zKRSAe2PcLo2HdJp7dcsOGtlJJC8QCuW8BxJgn8aqhcERbgEepzziKEieeXGB5+Inw98qKveTkIIbgnew8PdDwwr/r9etFsLNbgdqQ8Qn++n8HiIGWvjBu4uIGLRKJJDcHZsY9URshGs2zObmaoNETFrVByS2ET2hmHvUAQ0SNYusVIZYRbG2+l5JTY1LSJ+1bdxzMnn+HF4RdxfIeMlWFNZg3D5WHKXplVqVVA2Mh2VXIVv7zul9mU3YQd2ET0CAOFAbrSXWzv2E7ezrOnbw9u4OIHPnEjTmOk8ZosmNQRItTCtG+tK2GK4+6irvfF0LNZ9IYM7sgIQakUOuh9Hz2TWbQ6nPIY1AogfcToASJGDTQf8i/AxEo4+cPQPd+4Lqy8zx0PK+E1PVxoaOiCaEOothEirOiPNpwdr5RYxX2k23IUJip4U6ALIGYiR94iiDh4ZdAsDd20oHlDWHHvViHZEl67Og26FVb1V6chkoBaPtytgFigHBL5M6Tft4HoL75/ySr6pRQ41YMHKO7ZMxPst+GdOEDh8VeIDqWJtGdxsu+l8MwbBJUK0c2bcPoHEIbOil/9VZLvec+iv0+t7m5SH/wgzuAgQT6PFo+jJZPoTdnF3xOF4jpABfg3IVJKTvzlFwgcByOdpvszn77WQ1IoFAqFQqFQKBQKxU2C7UzgeUUikQ50PUok0oZtD2E7ExcM0yuVPoaHvgVI4vG1VKt9eF4JTTMIAh8pPSCoHy+li10bwXXzRKwmEslb0fUoltVKtXqS3ORPgLdXp7NU9fv1wGINbpNmkpgRo+AUcHyHmBmj4lWAsGJfExqO71Dzajy6/lE2N21mdXI1Px35KQP5Ad6afotjk8eYtCeZsqdojbdSdas4gYPt24yWR2mNt9IUa6I7083v3PE7fGjth+oLHJ2pTgYKAxyaPISUkoZIA1EjSlOsic5UJ3v797Knbw8lt0TCSHB3291satrExsaNbMxuJFfNYfthwN8Ua7r2CybnNr+dOLLsl1rd3WQe/Sj+OQ78ho99dNHqcBItYRg/ejj8/+x61uHvwOBPw0r7/GlwK9B6W/h92oD7/i2sfV+o15FBuOBgxcPXlkbhxA8BATJA/OyvSGdPEd0a4FcCtIiPPWVROJ3AK2tolkZ6QwwrVoFD34HimXAhoHAKjHg4LjMBEQcCD6wUxJvDBYT22+HAfOUQkRQi2UqkqWfJ6nY9m0VLLdTsCDgb7GNjaFN4VQefRnBK+Pu/SzAVw+hcgxaNYnV34w0Po8diCz4zcx37ifvvR0ooff8fka6H3pQls2sXUkoq+/ahZ7OYXV24AwOX5ORXKK40KsC/CZl47nmmX3sdgJ5f+98w06lrPCKFQqFQKBQKhUKhUNwsRKwmDCOFbY/MhPcjGEaKiNVUP2YxRz7AyMi3KZYOI6U38ysMxISwMIwUrjt8ztUC/KCEH1TQtRi2PYJltVIqHcTzphkZ/lsmJ5+/Kjqd65GudBc7unfw9LGnOTZ1jIyVYUf3DlrjrWQimbBprO+iCa2uxtE0DSQUnAJCCLrSXezp21MP1ZNmkgd7HiQbyfK3x/82bCob8enL9yGlJGWl5lXFn7vAIaXk8ORh9vbtrZ9vZ89O7mq9i4HCAHv69lDxKrTGWzkyeYQDBw/Qnmiva3V29uy8ad5HIQSZD+0iuqkX++BBJBDbtBmrZ4kwOLsWut4NowfC8N6MQjwL0wNh1XvzhlBPU5mEyeOQbA2D89nw/mefh6l+mB4Mj61NQ3UKXvkSHHgSjBiMvonwbSJJILT6EElXiTa6+DKNHtOwmjxEYQiEHqpzkOBqYdNczYTOX4SWTeDbYXV+dl04BiEWKIfY8tHwvhZhNlT3JiaI3303lZ+/jDs8jNA0ohs2IjIZRDIRBvtJDS9fQ0vE0VekIJ1Bz/WhRVPn9evPXmehY/9h2v7P/5NgchK9MUv14EHG/5//h6BYQiQTmB0r8YaGCErznfw3y2dTcWOhAvybDLdYpO+Lfw1Aw9bbab7/vms8IoVCoVAoFAqFQqFQ3EzEYt20tnyI0bHvYttDdR/9bEi/lCM/mdzE5NTzBIEz07BWIoSGEAZBUEPKMmASqnSCc64aEEgPgaBaPYnnTWMYDcTia66aTue6Rcz8mvN1Nh5WwudqOZJmksOTh5m2pwkIMDCI6BE0wiB/bqjelmhjrDLGvpF9/MG2P0DTNPb07aHoFLml4RbubL2Th9c8THd66Wrk/kI/Tx17ionqBBkrQ66aY0/fnnoT3lnljxu4lNwStm+TttJUvEr9uOtxt8OlIoQgumYN0TVrlnMwbPkYDLwUhu+ZVWHFPSL82oqHVe65E3D7x2Ht+8NwfOI4vPjfw+BeEFboj7wRamyMSBj4T/WDW2OxXhNCQCTtAVPhtQoAQajJEYSPBR7oBvgOHPs+nPxR+EIrEVbhjx+GjjvC8bXdHja2TbSE41vks3JuqC6SCeJ3/wJBqUh1/37KP/85tcOHMTtW4g6dwctNoEUt0rcYWBkR+vXbGkl3PHBevz4s5djfTcumTcS3bcPu66O4Z3f9eae/n9qbb2J2rAyr+med/Jt6VZNbxTVBBfg3Gf1f+gpuvoBmWaz57G+olUGFQqFQKBQKhUKhUFxRhBC0tn6YdHrLvAr72X9/LubIHxn9e2L5/VQq/YSlxT6gI6XEslbgupNI6RKmheeG9yFBYJPO3IUQkJv4MfHE2otW+NxsDBQG2Nu3l6pXJRvNUnSL7O3bS29jLzt7drKnbw+DxUGQYAozrMIXAg2NlamV9Db1LunRn6xNsrNnZz14X47/X0rJMyef4cDEAVzf5bQ4TdSIUnJLTFQnaIo11ZU/utCpuBXiZpxUJIWpmYyUR8jVcjdVgH/RZNfBXZ8Oq9hrhdBhjwi/jqSgOBz66Ne+/6zWZ/hVyJ8KA3arIQz/3VoY4AdBqNXRdBYL7+cjqXt7hMFMM4QwgDej4eNGBJJZGDkQfr/6XTB5Eob2h4sMs7sCNj+6MLiXMlx8KI/h5FwKzzxDUDkbqpef+3H98mZHB97oKN7QECt+9VfRo1H0yVewJn4Y7g6IpBBbPkp60yPn9evD0o792aa1s8/rbW1I1yGo1fCLJUxdR4tGFhyvUFxtVIB/E5F/8wBj338WgNUf/xVi7W3XeEQKhUKhUCgUCoVCobgZEUIQj/csGpgv5sivVE5g26MIAUJEEMJDSh9dT+D7pRn3/dLhPYDnTTM2+h0i0ZUgAmq1YaLR9kUVPu8UJqoTDBYHKbklhuUwmtAou2VytRw7e3aSiWT4/OufJ2Ek0IXOifwJAgK6Ml18YuMnwkp6xKIe/Ww0e9H+/4HCAC8OvYgTOEDo3C+7ZTQ0bN+mK91VX1iYqE5g6RZJM4kpzHnXfccyG3An2+CWhyE/CNF0GGoPvHAeLc1sk1rC0FwYoXLHiEJ5IqySd2sXvr4WgcAOz6fp4XikB2jhuXwfmm4JVTwQLgyUx8PGtZ4dLjY4pXDxof328DwzzX9pXAMHnw6fs4v4I4Jg1MdYt6UeqttvvQVA5JZb5gXteixGfNs2kNsg98DZc2bXIoQIq+LPE6wv5difVe3o2SwimcA+dAhvYiJsOBwE2EeOgBBoprGomkehuFqoAP8Gxq/VGP/xc4z/6Dmc6WnsiRwAsc7VdHzkw9d4dAqFQqFQKBQKhUKheCeymCNf00yCwCMeW0fNHsLzPIKghqZZBIGNpkVnnPguZzt3zkcIDT+wCYIqUoKmaYsqfN5J2L5N3s7j+A5pK03BKeAHPrZvh+oWI4qhGTREG5BS0mv0Mm1P86sbfpXexl72j+2nMdLIjp4d7O3by0h5pO6sn3XcXwy5Wg7bCxvQ+oGPRKKhETNjRPQIQoh6Vf9EdYKDuYPsG9nHSOXyrntTIGXosX/zSZg8AcWR0DmvW9DQCbd9DDruDCvcz9XSdGwNj5kagMpUqLtJr4RbHoLXH4daPsz4NQtmFlcWJbBnBwP+zO9FoUGiKbyu5wBaODa7GI554lh4zugKiDWAbobanzefgOE3wuMiKeh+D/T9BNwyZFaiT/WjeXm80/0Yq3rCUD2TRlZr2MeOYbS3E5RK6HOD85mGwjK7NmxI2//KshrMWt3dpB/eRWH3MwtUO1LKcIdKewfVV/YTlMugaQjDQLou9rFjxHp7F1XzKBRXCxXg36BUTp/h4H/4P3AmcuEPMHn2LzhevkBtZJT4qpXXcIQKhUKhUCgUCoVCoXgnspgjvyHzPqanf47nl0mleqnVhtE0k+amHYxP7KVcPo6UAUIYSBkQVuLPr8iXEoKgiqGnCDSbjvZfIRJtX6DweScR0SN1f7wd2MTNOHEjTkSPANAYbaTsljk+fRxNaAQyoD3RzkR1gv/yyn+pN5nd0b2DP9j2B0zWJheocqSU9Bf6OTRxCAT0NoaO+sXmOxvN0hBtYLQyiqmbBARIKVmVWEVTLNwhMbeq/67Wu7h/1f3LVvTc1OROhOF9eTwM4Z0KaFoY4OdPwVvfg1t2ntXmzCW7Dn7xd+AnfwKFM4AMQ/xEE7z7X8Eb34KpE+C5yx+PbobnMCLQcRc4xTCMD5zQta9b4S/PCY9DhlX+pbGw+e3AS+FjmZVQGILD3wkb4jatAzOG1dVF+ta3KIzreMPDiGQCq72D6muv4Q4P4w4PY3Z00PCxj80LzhdvSHv+BrNCCNK7Hia6qXeeageon8sZGkZ6HlgWxooVYBgEhQJ6Ok3DRx9VDWwV1xQV4N+A+LVaGN7nJsMH5PzqBLdQ4OB/+D+488//G3o0eg1GqFAoFAqFQqFQKBSKdyqLOfKj0S4ikZYZN36BaLSN1pYP0dLyISLRVvr7/5xqtX8mxI8QNrgVM81ufcIw38f3bRxngmis46ZpWiulZKAwcFGe+dnjbd9mdXI1U84USTNJyS3RGGmsh+WLbWZwPIfnTj+HEKLetHZv/142NW3irta7Flxrd99uvnzwywyVhgDoSHbw6d5P8/CahYFmV7qLR9Y/Uj9eIFiZWsmjtzxar6xf7H5vWuf9HOf7+Rq6AuExdhEiaZB+qLCZdc/7HtSmwmMWC/CFgJV3hG58rwJONTz2xf8eBvjNt4YBvryIAB8trL7XdCAIq+ir07ByG3g1yKwGPQK5t2CyP1TnnPpp+PgtD0H/C9CwKvTwpzvCSn3NDMP8dAeiOEx6axvRjZ/FDxL41SrT33gcPZXEuPPOUJ2TShHbtGne52zxhrQXbjC7mGrH7uurn8vs6MAbGkJWKwSVCkLXATA72olu3qzCe8U1RQX4NyDjP34urLxfCilxJnKMP/cT2h784NUbmEKhUCgUCoVCoVAoFCzuyF+q8W1b64dJJno5duw/Uii+PhPi6zNaHR8pNYTQgCBswKrHbhpljpSSPX172NO3p14Nv7NnJzt7di4IDKWU9Of72d23m/1j+wlkQNJMsjK1ElESlL0y2Wh2noZm0p4kbsTZ2rwViUQgGCoNUXAKrF+xfl7T2sWaxw4UBnj62NMMl4cxtDBCGi4P8/Sxp9nUtGnB8UIIHu55mN5s76IV+xdzvzc8c5U4sxqZpZq7QhjwR1JhBb7QQ32OpoVV7UKEippEy8JrzC4Q5M+EIbpTDRcArGTYzPal/w5uJTynlQansLzxC0LnvVOGkYNIp4xTEPgjP0OPSqxIARHLhDodMwqtW8JFBt0CKxUG//kzZyvwk62hRqf/+brLX2z5KJHN94EQVPbtIyidbTSrJxM4ff2UX3wRBHVNzoUa0p6dGhlqdpbZ3FZEIkTWraN25Ah4HpKwkW7m0Y8qdY7imqMC/BuQ8R89t0CbswAhGP/RcyrAVygUCoVCoVAoFArFdcFSjW+FEOi6jqZHiMfXYhgpXLeAQCAjLlIGGEYjnjeJrsdZ0/P/orHxPTd84Cul5MWhF3n86OP4gU9Xqoux6hh7+vbQm+2dF47PBt9PvfUUR6eOIoSgJ91D2S1zIn+Ce1feS3O8eYHeJhvNkrJSVLxKvUFtQ6QBBIs2rT2XXC1H3s6jCY2EmQCg5JbIO/lFA38I38+eTA89mYXV0AOFAfb07aHiVerV/4vd7w2PlHD8Wfj5F8IgvnEtFIdmmrtuXUKDszYM+N98EuwC+Hb4Wgj99nd+an7j2rkLBLVCWBU/2Qd2HtCB6fAYtxIebyXBSCw/wPeqM9cBmT9F4XSKwkgzgVNGMwPSmy3S3XkEEhq6wIqF1548Dm9+EzQjvP706bAR75aPwqZH4JYd9R0JsnFNPWT3q1W05Gyj2RZqhw7jT0+R//a3Kb3wPIlfeBfRzZsIarU5xy1sSBtOzfI0O2eb245APIE3PY3Z3k7ive8leustRDdvJtLTc8P/rFHc+KgA/zqkUnPpH176B2ppYvL84T2AlJTGJznUt7BSv7s9TTxqXu4wFQqFQqFQKBQKhUKhuCLYzgS+XyIe70FKFyEErpsn2/h+yuXDeF6RWGwlrS0fumnC+z19e3j8yOMcnz5O3IwTM2K0xFoYqYwwUZ0AqGtmZo8vukV0TUcgGCmPsCK6gjOlM+TtPO2JdgRiXhDele5iZ89OnjnxDEcnjyKl5N5V97K+YT3fG/jeBZvWZqNZMpEMo5VRym4ZgEAGZKzMooH/hcjVcpTcEm2JtgtW/9+wzAbrP/sCjB8Og3MrAamO0E9/Pg3O5kfDgL80Cm4VKrlQY9OxNfTcA0wcD8/hVOGNJ8Kqe+nD+Fvglgi9ScGcE+uAHx7nnW1gKyU4RR2/pqNHfayUv6TdxynqFPpMAl1iZNN4k0UKQw1E3/dBIie/EjrxpwfDnQaGFWp0nBIg4M5Phs13Z/VBTevCRrTnhOwimcDsWIk3NITT148/PYWeacDo6sI5fJjcm29itnegN2Xrx53bkLY+3mVqdsLmtg8z8cW/xn3zANJxEJZF5aWXiG3coMJ7xXWDCvCvQ/qHC/zb//H8ks//akGyCtDOc44AGCwEfGOR8/zn330PvT0X/wetQqFQKBQKhUKhUCgUbwcRqwlDT1EsHsD3i3heBV2PYOhJ1q39Ixw3d1M1q52tRPelT8JMUHEr9Bf6qXpVstEsBycOsm90X10zs6FxA0WnSGu8lWl7Gsd3KLtl8k5YHZ8200xUJ3j8yONkIhm2d2xHCIEQgoe6HuK508/x2sRreIHHd058hw92fZDfv/P3mXKmzuvdP9dpD6ED/5H1jywa+F+IbDRL0kwuq/p/OVxs/4CrwmwzWulBJAl2OfS/O2VINC/U4MxlTsANzFfkSGD4tXBxwC5C4IZO+sY1MHoAhATkwmA+HaqTwsa2Tv20hcEYhYEogauFFfVdNdKd1UVDfL+mE7gCwyqgOS5GMopX8/GNjtCDDyCD8Bq6GTa+jaZnFDqrFl2wWCxkd4fOsOJXfxV3YJD8t7+N2d0NnkdQKhHUbDBNvJFRgkqF7K/9S/R4bFE9znI1O0IIIr29aJaJ0DREMgm6jjs0xPQTTxLdtOm8Xn2F4mqhAvwbkIOpNXTWxs57jDZznEKhUCgUCoVCoVAoFNc7sVg3K1a8i0LxdXzfRtcTGEaS6fzPaWl5gBUNd1/rIV5RZivRO1OdxIwYA4UBym4ZXdPZ1raNl4dfpupX65qZ/WP70YVO2S3Tlmjj5PRJ7MDGCzyiRpRj+WMEMsAPfD7/xufJ2/m6V/6nIz/lp8M/RUrJisgKCk6Bfxz4R967+r3cs/Ke845zKad9V7rrkoLzrnQXO7p38PSxpzk2dYyMlWFH946LWwyYCbVlaZQ9+bfYM7H/+vLpzzajbVwbVt7njoNdCp3wWz46X4NzPnwfnv3/wbG9gIBYFpwZl35mZRjsV6dg8mSoz5EgpUbhVJxCv0XgiiWDeaeoh+G9JzDiHl41/D66wiGS9hcMRY/6aGaAV9ExKOM5Ei16Cv3gF8FwYPW7Qnd/7gTSdXDOjOOXbPSGNFa8mbnvxqybvvzCi3jjE5jd3fNCdj0Ww7pnO+UXX8AfGwPDwC+XQdNwT58G30eePk1h926yv/Hri7rtz6pxltbszBJMTiJtBxGJoCWT4WOlEn4+vyDwVyiuFSrAvwE5lOrhnsk3SPqVRavwA6CkxzmUUj9kFAqFQqFQKBQKhUJx/SOEIJnaQiTSjmFkMM00YOI4w9jOxAJv/o3ObCX6eHWc5lgzVa+KLnQ+e9tniegRfnTqRws0M9tat3Fk8ghFp0hnqpNcLUfRKdaD/UAGJIwEVbc6zys/UBjA9m0yVgbLsEiTJu/kGSgMXDDAh4VO+8tuRCtmfp379XKY430fsCfZoxepJJpoa968ZP+Ai+GKVPTPNqMtDkOqPay8Txtw37+Fde9fvIHtuQQB/N1n4dDfzTSzNcAaBQLofDeYsXCBwC6AEQ2PERpOLUFhwCLwOG8wH1bUaxhxD80AI+bjVQz8mg6LBPhWyifd5VA4FcermmhRSbptHGt6MGy0Wx4GPYb0ahT6dApnBghkDK05TbrnKOld6+pNjGe1Od74BO7wEEGlQqS3F39sDC2ZxK9WkRMTxO++m8rPX8admAjnzHGQmob0PKRdo/SDH+CNDNPw0Y8tcNuHapxd4XWW0OzMomez6A0Z3JERglIJhED6Pnoms2jgr1BcC1SAfwPiaiZ/s/KDfPzMP5L2KwSEFfez/y/pcf5m5QdxNeW5VygUCoVCoVAoFArFjUE00kwk0oLnlRHCwrZHMIwUEavpWg/tijPrpt/Tt4eR8ggxPcadrXfSkewAyaKamYfXPMyuNbvI1XKMlEZ48tiT+IHPQHEAP/CRSFzpMmVP4QYuE9UJujPddKW7iOgRCk6BNGkKToGIHlm06n05AfblNKIdKAywt28vSGhPtjNaHuXpY0/Tm+1dtOntAmb1NE6JXKKRUmWStvIU0Ubnsn36l70wMcvcZrSFoTDQ3/LR5Yf3ACd+CMe+FwbzRgR8dyasj0D+9MwCwVAY4t/9L+H0z6H/RfziGQK/jJEWaAIMvEWD+XpFfVUPw/uqjmYG6NE54b1mhZoeJEJAanUVzfRxq1HMZIl4s41TMvFroFslrEYHx15B4YxG4JsYa3vxqoLC7t11FY3T30/hmWfwcjmEaYBuhF/39WE2N2N0dDD1jW8gS2VEMkH87l/AKhbwJ3N4I6NIzwNARKMIy8LPFxZ12wshSO96mOimXvxcblHNzixWdzeZRz+K/9hjuEOhJsrs6KDhYx9dNPBXKK4FKsC/QZm0MvzPro/QW+xjU/EkCb9GWY9yMLWGQ6keFd4rFAqFQqFQKBQKheKGIhbrprXlQ4yOfRfbHsIwUrS2fIhYrPtaD+2KI4RgZ89ONjZuZHffbvaP7Wff6D6OTB5hR88OdnTvYG//3nlNZrvTYQDZnemmP9rP3v69VNwKq5KryNt5BIKUmaLqVvEDH9u3AXh3+7t5sOtBvjfwPfJOnoge4cGuB3l3+7vr45FS0l/oZ/fJ3ewf3Y8vfVJWal6ALaWkP9/Pd09+l4HCAJ3pTiJ6pB6cn9t4d7Hwf1Yd5Ac+RyePYvs2Q6Uhdp/czW9v/e0LB+WzeprMSrKaJOnEGfMqtNTyjGnysnz6l7MwMY+5zWjLY2GAP9vAdblMnoDAA90Kdx3oJri10CsfbQjd8pHUzMLAB8JfuRPoR15HO/NNvJqDISbx8mfQTH9+MM9sRX2NwkAUr2LUVTtWauY4oYWLB0ggHELxVGSOMz9C6bSBW9KR3oxD/9YIevcGPO80muEjJTNanJG6isabmMDu78cdG4NabebedKy1a0jv2sX0448jK9W6E7/83I9DrX5jlqBmExQK4e4EIcCy0Nva8MYnKL/wYnhfMyF9EASUX3gBd2AQs6uTaNfSOymEEGQ+tIvopl7sgweRQGzTZqyem6PfhuLmQAX4NzCuZvJ65hZez9xyrYeiUCgUCoVCoVAoFArFZSGEoLX1w6TTW7CdiZuqae1izDaZPTJ5BKAeGu/t28sfbPsDNjVtWjIMn1vBPxvKG5qBL33iZpy4EScy01xUCMHHN3ycjmQHRafIHS13sL1jO5oWSnlnK8+fOvYURyeP1pU5ZbdcD7C70l3sPrmbLx/6MqeLp6l6VUYro9yy4hZMzSRhJDiYO8i+kX3nrV7PRrNoQuN44Ti60BGEc7B/dD8DhYELB+WzeprCEF2pdnZ6Ons0kxGvRDLezM6enZfUXBfOLi6cqy7Kjb5B9/TQ2SB+OSzWjHbi+PID/ca1YMZD570EPBt0Azb/Ctz5z0Pf/LnnaVqHdc9a0tPRUB0zaaLFp0ivnDwbzM8ZXrqzSnSFc7bZbcpHiNCj7xQt/GqAHhVYKR+naMw480PtjlM0qOYszISHlQpVPfm3fCLOJO5kBemDKJ9ET4xgtTWiixL2yT4qb7yBOzwchvezBAHVV/aTvOceZKk8r/Gs/dZbAJjr1iGrVZxiMXTgl0oElkXtwAFwXfLf/jvKL75A+uFdJHfuYOw/fY7iP+xF1mwwDOJ3303z7/0ekTU9i/48EUIQXbOmvkvAz+VwBEtW7SsUVxsV4CsUCoVCoVAoFAqFQqG4LhBCEI/33HTO+3OZVdW8OPRiqLpJd88LjSdrk9zVeteSgfZsBX9vtpeDEwd56q2nqPpVUlaKkluiMdJIU6xpUS3M2oa180LJ2crzolNE18JQfaQ8wq0rbqXklsjVckgp+frhr3OqeApDM4joEWzf5sT0CTY2buTutrvZN7LvgtXrXeku7my5k6OTR/Gkh6EZtCfa8QJveeqbOXoaURhip9VC7y3vJ7f6LrKxpktz1s+eeqYvQV1dVB4jWSuQffkxcJyzFe/Gpourpp/j7ccunj3P5kfPnmemMW894F/zXtj0T+Dg34FbASMF6x+ED/x/QNehaf2il5qnjpmYQM/twxr4FmLkdZALQ/xI2p+n1pGSsAnuYJTAEWgWpFeXMGL+jDPfRzNAi2gEhfB4GQiMuMApQOX4OHrcIggiBOUyfiVPrKdE9cn/RPFUAjtng20vGLeXy+FNTCxoPKs3ZECCNziIXywiDCPcE+C6yFwOKQDTQpgWQblMYfcz+NUqxX/YS2A7CMsiyOcp/fCHeKOjNH7qUwt8+Wfv/ayfPyiW6t78pY5XKK4mKsBXKBQKhUKhUCgUCoVCobhKzA3VJ6oTDJeHqXgVeht7GauOLVsDM6vTmQ2tZ0P6bDRbr0RfjhZmtvK8NdHKtD2N4zvYvs1oZZTWeCuNkUZ29+3mZP4ktm9jaiZxM44udBJWgjta7iAby1J0irQn2+dXry8Syt/WdBvfMb/DVG0KKSVDpSE6kh00RhovPHnn6GlEooXu7Fq6r0DAem5fgqQU7CxV6PI0yKwMffZvPom5Lo2b7lz+ied4++eeh/at4YJE7ji8+QQMvBRqa6LpMOB/6I9h/Y5Qp9O4Fta+L2wYuxQziwCiPEYk1QLd20DeBfsT8Oz/Fyq5Cw7VKeoU+k2CQMNoiOIVPQqDcRrWltBMiVczMaIeblEgA4FTNPFqOrop0U2JDCSRdZ0Qa8UfeI2gEmBkmym+dprAm0RPdeKGZf7zFkEEYDQ1L2g8m9r5MEIQevErFbR4nMC2kUEQqnQAggD75EmiG27FL5aw33qLoFoLw/tSqT433vR03ZdvdXfXK+1n/fhOf38Y3pcrdYXPYn59heJaoAJ8hUKhUCgUCoVCoVAoFIplsJwmrxdibqjele6i6lWZtqfpL/TTFGtaVANzvuvOrcY/9/kltTBzgvXZyvOKU6Et3kZfoQ8pJSkzdOAjYP/YfjShIYTADVzytTyGbqB5Gi8MvcCr469S8SqMlsPQf6A4gK7pVN0qffk+JmuTNEYaOThxkMcOPsZYZYxAhgGsOdvDb7nTeK6e5gqxYB4nB+ka+Z+IzEowY5DugPwZjFru4gL8Od7+ueehNArDr8ErX4bRA+GxTbeEx84G/Os/AHzgwteYV+VfAKFD8y2hfufUz8FzAA0Iznsav6aHlfYd7WhNnRjDR/FyPlokQnpTisJxcAo1Ak+gRyRIifQEfiBIrnJwij7+0GmM7hh4HkZDEkwrbGob95ArEtjxOLJUOhviC4HR0UFsc+idP7fxLICWyZD7y7/EzxcIxsfDwZom+D74PkGhQPXAQazOTmSthnQcZKUSXiN8cxGmiV8o4k1MUDt4aEGlvdHaQlAszVP4eMPDdX+/QnEtUQG+QqFQKBQKhUKhUCgUCsUFWExHs5jn/UKcG6pvaNzAQGGAD6/9MNs7ti9YFFjOdWer8c+tds9GsyTMBMemjmFoBl7g0ZZom1fhP7fyvOSWuGXFLdzZcicP9zxMd6ab/WP7CWTA2sxa+ov9lN0yvvQRQtAYbaQ73c1YZSwcB4JDk4fI23nSVpo/2/9nCCFImAmQcGz6GHknX792za/RnmwnbsSZrE3Sk7m2Qem8edQzEEmHFfPpjvD/kRTexTbJnePtn3se3FoYuNemw8AdCVP9sKIbSmNhwL/cRYq5Vf6BDyOvwcALYYCtmWBYzDakPR961EezCCvtpYmnt6O1NGD0aMQbNKKra5SPT5J/S2BESwjfw3cgcHUSHR5RV6dwysObKKBFLdK3GETbIhR1F7cM2gqBlk7hex5IidB1zPZ2sp/9zXrT2EhPz4LAPPme9xDk80x+9avIoaEZd48MA/yZRrhCCLypKco/+xkiFkMWCmdPYBh4ExOYzU0EtdqilfYN/+yfLVD4aKkkevbSmiIrFFcSFeArFAqFQqFQKBQKhUKhUFyA5eholsO5rvXx6jhNsSa2d2xf9DyXc93VydU4vsPJ/El86aMLncZoI6uTq+vHnK+Cf+54K1S4vfl2ThVP4Qc+lm5x64pbiZpRWhItBOWAe1fdyw8Gf0DCTNAYaeT1idcB2NqylWOT88N7AInkVPEUlm5R82pIKd8+3/i5nvkLNZKd49snf6burneN1Uu/5kLnmT4NQoPMKhh8CYqjkF4JlUmo5cEvhBX4VgKGXoWu7cvz7c9W+UfTYcW9W6VebR/YocN/ToAvZajLObeBrZXySXfZFIbG8I5NosUs0jsexPrYJxGVCSJOFfb+D8qnTxJUNIwoIDWMmMSMuCQ6BNFb1+Hf/pvo3gjWxA/BniS1Jcvkaz72wWOAxFq1ivjddxO7YyvRzZuJ9CzeXPbseCXO6BheoThzTzMKHSnBMNCbmwl8n2BkJJwvTQsr9IUAzwPDQEpJ7M670KLRRSvttWh0gcIn/fCu+i4AheJacl0G+OVymS9+8Yu8+eabvPnmm0xNTfFv/s2/4Td+4zcWHHvixAk+97nP8corr2CaJvfeey//7t/9O5qamq7ByBUKhUKhUCgUCoVCoVDcjCxHR7McFrjWZyrqz9XmXInr/nTkpxydPIqlWcSMGFWvytHJo/x05Kfcs/Ke+nFLVfCfO96SW6Iz1cm21m3sG93HWHWMFtHCWCV09zfHmzE0g1WJVRSdIpqYcbZL0DV90THOKnkeP/w4eTt/0TsalsVyGsmeyzm+/Xrof/ToxV179jxtt8Ob34JD34EDB8H3wsaylXGwklAcCY+PxCHeCP3Pwy07lleFP1vlP3oAqlMsVOXMD+8LgzEKA1ECV0MzA9JdNdKdVYTQSK8JiLaV8dOb0C0bK/MWQmjhYoKUWPdPkj715xRereJVDTRLkl5dxUr7iEwHkXv/JWz5SHix3ANQHiN2u4M+9CWIFjDa25HlEt7oCLEtWxb10Z+7A2XyS19i8i//kmBWizNTdY/vg+fhj46edeIbRhjayzk7DmwbPZUi9fDDaLq2aKW90dREfNu2BQof1cBWcT1wXQb4U1NT/Pmf/zltbW309vbywgsvLHrcyMgIn/jEJ0gmk/z+7/8+1WqVL37xi7z11ls8+eSTRCKRqzxyhUKhUCgUCoVCoVAoFDcjcyvnm2PNDBYH0YV+0ZXjF6p4P991W+Jnw/LlNLodKAzgBA4JK4EudDRNo+JWGCgMzAvwL3a8nalOmuPNCxYhNjZurI81bsTrnnsEZ78+B0uzuKXxFqpe9ZJ2NCyL8zWSPV9AfqV8+zOudwZ/Gi4GCA2Q4NWgOAx6BHQz1Oc0bwDdgsKZ8NjlXDu7FrrfA6d+xoVUOU5RD8N7T2DEPbxq+H20WSPSuQpRmSQSAVYmINoe7j6YHYcQiC0fJf2HtxP9wV/jH9uHblSxGgSi8xfh7l8P723wpbMLHk3r8Mf3QRAQWb8+rIBPJvGGh5f00ad3PVz//WD39TH91NME5XI4h7PBvO+fvanZ8F7XwbLCAH/u3AOyUsEbGiJ573uWrLRfSuGjUFxrrssAv6Wlheeee47W1lZOnz7NBz6weMOOz3/+85TLZZ566ilWrlwJwJYtW/jMZz7Dk08+ySc+8YmrOWyFQqFQKBQKhUKhUCgUNymzlei7T+7mUO4QBadAJpLhb478zUVXji9V8b5Ys9qLrdifS2cqbLaaq+bQ0PClT0SPENEjF73ocO54F1uEmH18T98eik6R9kQ7ACWnRFu8jZJTouAUCGYqxAWCNZk1NMWasH37knY0LIulGskuNyC/UmOoToGmgxEBtxKG3WYUoivCxQUrHvrqZz35iZblnVsI6LgDGrqhNALFoSUPrTeqjftopoEhAryKgW+2QOPamZ0AEtxyOKZzxyEEovkWIv/0c5A7DkOvhce3bYWR18OdDufsctCz2UWr3s/66MuIVAp3eJjpJ54g0rsxdNpPTFDYswdveI73/lw0Lbx/3w+D/LnNa2ee11esQNo27uAgQgjSux5WlfaKG4rrMsC3LIvW1tYLHve9732P+++/vx7eA2zfvp3u7m727t2rAnyFQqFQKBQKhUKhUCgUV4TZSvRMJMPn3/g8SStJV6qLseqlufDP5XzNai+mYn/u+SSSqBGl4lbw8ZFIfOmzu283MSN2WbqapRYh5o61MdIIAiZrkzRGGjk4cZDHjz7OeHUcKSWa0NCFju3ZjFWXv7PgolmqkexyA/IrNYbYirCy3i6C7wICzAS0bobJ4yCMeb59smuXf/5kK6RmsjS7GIbv9Wp8Uf9aj4FmBnhVA0PX8LwkWjxAb0iEY0CGjXCH34QVXXDnp5cex/CcwF58FexCOPZzdjlY3WsXrXrXolH8YgmCAOfIkTBkHx5i/E//K3ge3sQEzqlTSM9f/Ppw1nk/29D2XHwfv1BAi8cxOztnXqIq7RU3FtdlgL8cRkdHyeVybN68ecFzt912G88+++xlXyMIAo4cObKsY6vVKsCyj1+KzpkfJm83lUqFwcHBq3KtpbhSc/ZOQs3ZxaPm7OJRc3bxqDm7eNScXTxqzi6NG2XegiBA07RrPQyFQqFQXAAhBFEjiiEMVqVXhU56cWku/HO5ULPapRz1izG7GPD4kcepulUSZgIv8DA0A1MzKTrFK66rOXf3wB3NdzBYHJy36NCd6WZT8yZ2n9zNKyOvMF4dZ6QyQtWv0pnqXPbOgotmiYa0FxWQX4kx3PkpePG/w1R/+JhhhdocpxhWv9/962DFltdkd7Hzb/kovPFEGN6XR8GzQz2PEYHyBAgNKy1JdzkUBqN4ZYFm1Uhvacd632fgta+BlYJkS7jQEEmHmqHFxnGulmjsMHL6NE5yK36+hh5rwAomEeUxRNO6Ravenf5+hKZRO3YMYcxElIGksu9lrNWdYJpI2z7/PPj+WZ3OXMXOXDwPLZHAm55+exslKxRvEzdsgD82NgZAc3Pzgueam5splUpUKhXi8fjVHppCoVAoFAqFQqFQKBSKm5TLcdKfjyvVJBfOLgb4gU/UiFJyS/jBjD7HiNCaaKXklC547sWUPouFn+fuHkgYCTqSHQyXh+ftJnio6yFeHX2V7w98H03T2Ni4kdPl0+hC559u+KesTKxk/9j+Ze8yWDZLNaS9mkGuEGHA3r4VhvbD6Zdh/GjYyNZKhs+te/+lj2nuPZZGwa2GTvzBn0KtAIEHmoEIXNLrPKLNVXw3hh4D64EHEU1rQw9/Y3eoGYqmw8WOyjiwfuH1ztESyfRKCq8OUTh1kkDG0HSX9G1NpD/cjGDxqneru5v4XXdRO3oUpEREImiNjbinT+NPTRGUy0jPCwP62XBe0xY2rJ1lsfAe0Jqb0dvbKe3dQ3zL5gs2zlUorjdu2ADftm0g1O2cy2zz2lqtdlkBvqZpbNiwYVnHzlZ1Lff481O9Auc4P/F4/AqN9dK5snP2zkDN2cWj5uziUXN28ag5u3jUnF08as4ujRtl3l599dVrPQSFQqFQLJPLcdKfj9mFgdHyKAkzwWhllJSZCjU0F0mulqPoFNE1HS/w8HwPH5+yV6Y73U3FqVxw0eF8Sp9zw85zdw8MFAY4kDtAR7KDrnQXY5Uxdvft5rnTz/GTMz+h5JYwhIEf+Ny64lbGqmO8PvY635z85gWvdclcqYa0lzuG5vXhr9t+Jaxiv5ILCufe47oPhNcojcLQq3B0L4wdRBgmkbVrQQYQbQjHgrg4zdA5WiJnOEfhVJLA0zGSHl5FUDipET36BhEhFtyflBKnvx+zuwursxPpuhhtbdjHjoHr4g4Nhcfr+vzGtcGcZshzw/vz4boY6TRBsbisxrkKxfXGDRvgz4b0juMseG423I9Go1d1TAqFQqFQKBQKhUKhUChubmZd+BfrpL8QXekudnTv4MuHvsxbU28B0JHs4NDkIbozF1chnI1m0YXO8enjeIGHEAIhBYEMmKhNsDazlm1t25ioTtSvfaFQ/lylz1zO3T2QNJPYvk3KTNV3ExydPMpoZRQv8NBFuLAwWBhEExoroivYP7ofBBe81k3D27WgIOXChYGmddC1HdY/BAeegIGXwsr/SHpGJTQzhovRDM1V9kwcxy/6BEYTxvpb0LQAY3oEb+gM3g/+B7zagN96D/q2R7F6ugEoPLOb/DPfxRufICgWwTBwx8cJqhW0VIqgVKo3rtVXrcKfnIRy+awu52KmxPfxhocx29vmNM6tYLS3442OUtj9DNFNveEOAYXiOuSGDfBbWsIVwPHx8QXPjY+Pk0wmlT5HoVAoFAqFQqFQKBQKxRVnqQaul3vO3qZeUlaKjmQHrYlWKk6FvX172ZTdRFe6a57OpjPVucAxPxvCd6W7uLP1Tg7mDmL7YZFjykzhBi5RI8rahrW8PPwyPzr1oyWr3S9G6XOuVqjklojoEYpukZpXY6wyhkTi+uH1vcALv5cuBbvA+1e/n32j+2hPtF+2PugdjZRhU9k3nwz1NrMh/OZHz1b/v/ffLV35fz7N0GILA5segeIIHP4OWtQBp4x99CjGqtUEQ6fRDEktH6Py8iCBewrtH94k/cu/QqR3I/lnvos7eIqgVCKoVEDXid11F9K20ZJJ3IEBpOchgWByEgqFS5uTGeWOnknXG+cGxRJGeztaNIrR2oo3PIyfy6mmtorrlhs2wG9tbaWxsZEDBw4seO6NN95g48aN12BUCoVCoVAoFAqFQqFQKBSXxmRtkkAGrG1YS9SIUjNrjJRHmKhOcCh3iN0nd5Or5dCFzqrUKkpuibJbXhDCz+4S+M6J7zBSGUEXOjW/RtSIgoT9Y/uxdOu81e4X4/o/VyvUGGlkc3Yzw+XhumZoy6otPHn0SQpOAV3oaCJs3t4QbWBry1aOTh294n0F3nHkToQV8ZVxiGbCsP2NJ8JQfrbS/3yV/0s9t9TCQPvt0P88UjOxK0341T7cwhjuxDRmwid5ZwflvgJ+TUPTPbzcBPlnvktGBvgTOYJSCRkEaJkM/vQ09pEjBOUy/sgIaBrSdUFK5CL2jeUiIhFSH3g/2d/4DSI9PTj9/WipJN7oaBjej46ipZLoWfVZU1y/3LABPsCDDz7I008/zZkzZ1i5ciUAL730Ev39/Xzyk5+8xqNTKBQKhUKhUCgUCoVCoVg+S4Xmtm+z++RuTpdOU3JLlJwSBycP0hhppDfbS8WtLAjhhRDEjBgaGoEM0ISGF3gYmoEXeKxKrVpQ7T63yr8x0siOnh3s7dt7Qdf/uVqhxkgjEsnhycMgobepl85kJ335Pn58+sf1cbQn2klZoWbn7egr8I6jNApTfeAUIX8aNB3sUvj45ah6cifC8N4phU1rC0Ph91KCXcRxV1A4MIieiGGkXDwvg04RXSvhTlQIqg4SgYjlCZxBAikRpoFfLqMlEshSCQwdb2oKPR4Hw8CvVsMdIbqOnFFlXwpS0wg8n9pMAbDV3U364V0Udj+DNzxcd+Bb3d2XPj8KxdvMdRvgf+1rX6NQKFAsFgH42c9+hjfTnOKTn/wkqVSKz372s+zdu5dPf/rTfOpTn6JWq/HFL36RdevW8bGPfexaDl+hUCgUCoVCoVAoFAqF4qJYqkFuRI/UlTaBDBBC4AUeuVqOg7mDrEqG1fgTlQnOlM4wUBjA9m2iepSVyZXknTxyphHo1patDJeGFywSNEYaFzSt3dG9gz/Y9gdM1iYv6Pqf1Qp1pbsWnEcIQVeqi60tW3l59GUczyFmxtA1naSZpCnWxF2td13xvgLvONwaVKfAsyHWANVp8L3w8cuhPBZW3mdWghkLm9zmzwASIin808P4VRtN9xCaESp0JsfwbRu/bCN90NIpAttByjxGwwqSD3yQ2rFj+BMTYeW/lBAE+KaBEYliNjfjjYwgg+BsE9vzIcLhzEPTwLYp7d1L5cc/xly9msbPfIb0roeJburFz+XQs1ms7ovrMaFQXG2u2wD/r//6rzlz5kz9++eff57nn38egF/6pV8ilUrR3t7O1772Nf74j/+YP/3TP8UwDO677z7+6I/+qN7kVqFQKBQKhUKhUCgUCoXiRmCpBrkDhQEMzaDiVoiZMWzPRhAGjrZv01fo45aGW3jy2JP8dPin2L5NIAN86WMKE0MzMHSDlYmV/LNb/xlHpo4sWCRAsKBp7d7+vWxq2sRdrXct+x6Wan6biWR4ZeQVWmKhI7/iVsjbebat31YP6690X4F3HGY0DO7tEtK1cSoJfD+GPjqNtU5eekidaAm1OYWhMLwvDIXft98BQkOf+BpBZQK74IMukUOHMNva0H/xl9GP/g1+zQE0RCyCnkigxaIk33s/+aefwv3/t3fn8U3U+f/AX5MmaXrftEBPhEIPbgFBEFcUSosHFQTlElBAZRdZXMAV3e+666L+OEREYbXIcooCKlhowQOQQ1ipyFEOWyhQoGkpPZK2SZpmfn/EZJue6Zk0fT0fDx6az3xm5jPDJ8PkPZ95f25kQ9Tr/zc5bZkGBqkMBqUSKC8H5PL/BfjrUnWx9PeQ5+8T4YqiiPJbt1C0cwdcYmOME9Yy5z21EXYbwP/++++tqtetWzckJSW1cGuIiIiIiIiIiFpeTYHsUI9Q9OvQD1eKrqBIUwSDaIDcSW6sDwGiKMLf1R/Hbx1HuaEcrjJX3Cm9AxEinKROUJWrIJQL8JZ748LdCzU+JEjLTbN60tq61Db57bXiayjRl6CHbw/oRT2KtcVQ6VSI8YuxCCyLomgxWS9H4jeAeyDgew9EdS6KMwUUn82HoUICiXI3PAsV8EyIb9y59LvHmPP+7A7jyHtTDvzf8+WLOn8gdSnE4lyIWj1g0KFcmQNtTjFkXXtAkp8PiYcHDCoVpH5+kPr7oyI/HxIXFwju7hCLi/8XwNfpYCgoMP6/KAIajXUj8KvS641B/IoKcz59AYC+oJAT1lKbY7cBfLKNUk05sm43cmZvK4R39ISrQtZi2yciIiIiIiJyJAaDAZsubEJabhpcpa7mFDpyQY7Onp0hiiI85Z4IdguGzqCDl9wLBhjMue4FQYCbzA0CBMgkMvOo+qoPCRoyaW1dattOmGcY3GXuyCvLQwfXDqgQK+Dv4g9/F3/zuqIoVku/U3lyXqrH74F23cEtKD5/HQaDFNKwrtBrgeK9yVDERBtHnjeUIACxTxonwy3JNY7I97sHEIwPj7S3VDAYnCA4KwCZARIXFxhKSlB26hQ8R45E6X//C4NKDam/nznfvA6AIJNBLC01BtsrMxia42wYtyP83v6KChgqKiDqy1FRVgZRbMIbCUStjAF8spB1uxiLPjjSYtt/Z+5QREdwZm8iIiIiIiKi+oiiiE3pm/Dp+U+hrdDCVeoKb7k3DDBA4aSAIApwl7mjX2A/BLkFQS6Ro1hXDBeZCyrECgiCAAkkkElkkDvJEeQeZJwA9875aiPcq+bflwgS9PDtAfH39CPWBjtry+M/uONgFGmL6pyoNqsoCzsv74SqXIVA10CUlJdUm5yX6vB7oL0iVwbDj+sh7dgJEq8ASDVa6G/fbtrIc0Ewj7g3EUURxcl7UbhjJyry8mAoK4PEywswGCBxcwP0FVDExsL9wQct8s2b1nXu0QOaCxcbN8LemiY7OxvT55SXmx8KGEpKUbh1GwxFxY1/I4GolTGAT0RERERERERkh64VX8O317+FrsI4sl5boUVxebEx+OnijJKKEmgNWvw3579wl7uju293XLp7yZgrX+oCV6krtBVaVIgVCHINQomuBCXlJdj12y4YYKg2wn10xGhE+UVh75W9SFOm4b85/8XFuxcbNAq+tjz+dZUDxoDu3qt7cangEpwkTijUFiLILQgqnarBaXzaNUGAU5dekPh3hr6wFFJnLfRKJSQe7nDya/qASlEUocvKQkV+PirKylCcnAxAhCw0FNrfLsNQVASJtzekXl6Q+vtD6u9vkW/eYDCg4D8boTqwHxVaHeDqApSVNbldNba1cm59gwFwdoYiKgqG0tKmvZFA1MoYwCciIiIiIiIiskP5mnzoDXq4ylyhM+ggESQoKS+Bi9QFHVw74FLBJQBAiEcISvXGoP28fvOgqdAg1DMUHV06IuVaCtJy08ypdwBAhGgxwaxphLsgCBAg4OLdi4AAdHTrWK2ONUwj+k3HAKDeiWqvFV9DWm6auQ26Ch2uFhkn521oGp/2Th4eDs/4BBTvTYb+9m1IPNzNqWuawjTivnhvMgwqNcQKPSoKi6CIjYEs1Pj3XX79OqReXpCHhMAzwXKfoiii4D//QX5SEkStDoKLC0R9RZPaVCeJxJw+BzCm7BGcneHk4dH0NxKIWhED+EREREREREREdshP4Qc/hR/K9GVQl6tRrC2GAAGhHqFQSBWQCBIAxoC8abLYMK8w9A/sb97Giz4vmieFzSnJwReXvkCgW2CtE9XWNgltQ0bBNyaXfb4mHwbRgAjPCOSU5kBboYUoiugX2M8izQ7VTxAEeCbEQxETbZG6pqnpYnRZWcbgfUkppB07GkfiFxdBl3UN8vBwOHm4wykmBt7jnoQiNrbaPnVZWVAdOABRq4PEywuGkhJAra57p05OxiB81Tz5tREEwNUVErkMoiDASeECg1YLQ2EhRK0W+txcCFKpsa3N8EYCUWuQ2LoBRERERERERERUXZhnGOK7xCPYPRgBLgEI8wxDmGeYcVJaQYBBNBhH1kOoddJZ06j3/oH9EeMXAw+5B3JLc6HRa2pcp/IktLXVqc+14mvYd3UfSvWlCHILQqm+FPuu7sO14mu1rmPar0wiQ3ff7gh0DUR33+6I78I85Y0hCAKcIyLgeu+9cI6IaJZzWJGfb5yMNjAQEoUCsrAwOHl6QZA6GUf6u7nBe/x4eI4ZU+M+K/LzIZbrIbi6Ajrd74U1jMB3dwfkMsDFBXBzq7lOTZycILi4wPvJJ6GI7A7BIMKg1ULUao159g0G6H77DQa1Gh6j45v8RgJRa+EIfCIiIiIiIiKiZiSKonnUe9Vc7w1RNW+8r7Mv0u+mI+VqCtQ6NTq6dQQAqHQqeMg9qk0KW1VtE8xWXseaOvVpzCj+yvtV69QIdA3E6IjRCPesuT61Pic/P0g83KFXKiENDERFbi5kYaHweeYZOLm41DvS38nPD1J/fxjKylChUsFQNfe9IBgD7VqtMf2NRtOw/PiCAAgC5CEhcO3VE/nrP0X5jRsQNRoIvz9wEAA4eXjAJSaGD4aozWAAn4iIiIiIiIiomTQmfUxdquaND/cKR4xfjDGgr/AFROCu9q5VDwrqm0jW2jr1qTyKv4NrB6tG8TfHfqll1ZZb333oUKv+nuTh4fBMSEBxcjL0d+7AydcX5dnZEFUqY8AeMP63vByQyYzB/IbQ6yG4uUIeHgb3oUOhiI5B0Z49KE5NhSwsDPIAfxg0WmP++7v5QBfmv6e2gQF8IiIiIiIiIqJmUjV9TGMmga1LTRPBRsD6QGTV9UVRRFZRVrWgeW2TzVqjsaP4m7pfallNza1fbX1fP9zdsQOFmzYCFQZjvntTupzy8sY0EG7DhsHt/vuNKYS6RMDrsUehvXQRhpJSY/BeqYSE+e+pjWEAn4iIiIiIiIiomTTHJLCtpbnfFjDhaHrHZcqtj4jGjV6vun6HBX9GRV4e1IcOQizTAAZD7StLJHUvl8vhMnQoyq9dMz9YqO2tAea/p7aEAXyyG6WacmTdLm6x7Yd39ISrQtZi2yciIiIiIiJqTPqYxmiOPPst+bYAR9OTNZycnNDpnbdRuHMX8tetgz4vz5gDvypBMI7QF2AcrV8TrRb5qz9ASWQ3uA0cBEVsDKT+/vCIHw3n6Choz5+HCEARHd2Sh0TU7BjAJ7uRdbsYiz440mLbf2fuUERH8BUpIiIiIiIiajnNMQlsXURRRFZxFvZe2Ys0ZRoqxArzBLYNHTnflLcFmmuiXiKJRAJFRDikPj4wqFQw1BXAN34w/seUbsc0+S0AwckJ5ddvIP/sWcg6doI0wB8eo+MhCEDxvn0wqNRQeeyDZ3wCPBPi2WepTWAAn4iIiIiIiIiombRk+hhTypudv+3EpbuXIAgCIrwiUFJe0qiR8419W6ClUu9Q++Xk5wcnfz8ISqVFQN5MEACZDFIfH1SUlkAsKa1xOxKFAoaiIohaHSSenjCUlKJo5w7g981JO3aEXqlE8d5kKGKijel8iOycxNYNICIiIiIiIiJyJKb0Mf0D+yPcy/pJPutjSnmj0qngJHGCk+CEnJIcuMncoC5XI1+T36Dtmd4WcJW6IqckB65SV6veFqiaeqdUX4p9V/fhWvG1phwetWPy8HB4JYyBLCwMkNYw3riiAlCpoM/NhVhaZqyjUBjz4gPGQflyOQQ3NxhKSyG4usLJ0xPSwEBUFBahoqgI0sBASBQKSAMDYVCpUZHfsO8Lka1wBD4RERERERERURtgSnkT6BaIQm0hdBU6aCu0UJYqEega2OA8+419W6AtTdRLbYMgCPBMiIdzVBRuv/EGNL/8UvOEtRUVxj/l5caAvYsLJAoFJG5uxuC9Wg1IBEicnQGpE/RKJZy8vQAR0CuVkAYGQq9UQuLhDie/+r8voihCl5WFivx8OPn5mSfHJWpNDOATgRPoEhERERERkf0zpbwp1ZUiyDUIV4uvQhRFeMg8Gp1nvzGTzbbWRL3UvgiCAEEiQCKVQnBzg6jXGye0rSmQLwiAwQCpry+kAf7wnT0HpSdPouTwYUhcXGEoKYH2fDpkYaHwjE8w5sDfuxf627ch8XCHZ3wC5OHhdbZHFEUUJ+9F8d5kGFRq83rMnU+tjQF8InACXSIiIiIiIrJ/lSfIVZerEekTiX4d+iE+Ir5ZU/U0pB0tMVEvtV8V+fkQDQYoIiNRfvsW9IVFQGmpcQJbUfzfH4kEgkQCp4AAwMkJJYcOQbU/FaJWB8HVBRI3N0i8vODzzDNwHzoUAKCIiWnQSHpdVpYxeF9Sytz5ZFMM4BO1IaGhobZuAhEREREREdlIS06Q2xbbQY7Hyc8PTh7uMJSUwLlHFCTXslB+OweiIAAajeVofIUCYnk5JDIZyk7/Ypy41ssL0Olg0GrhpNfDycXF3C+dIyKABgTeK/LzYVCpIe3Y0Zw7X3/7tjF3PgP41IoYwCeyscal7ymzqhZT9xARERERETmWxqS8ceR2kGORh4fDMz7h97Q1KshDw+B6333Q/pYB3Y0bMKjVEJycIEKE1McXMn9/KKKioDp8GBJXV4haLQRnZ4hFRRBkUqvy3NfGyc8PEg/3RuXOJ2pODOAT2VhLpu9h6h4iIiIiIiIismdVJ4r1iB8NRUy0+bMsLAzl165Bf+cODBqNMUCv1RpHxfv7QxRFlF1Ih1hWBoNaDUNREQRnOTweeaTWPPfWTE5b+WFCQ3LnEzU3BvCJiIiIiIiIiIio1dU5UWylNDXOERG15p0XRRFeCWNQlPwNKu7kQ5BJ4fHISPhMm1pjWidrJ6cVBAGeCfEWDxOsyZ1P1NwYwCdqxxqXvsc6TN9DRERERERERHVpjoliGxpob8g+BUFocO58oubGAD5RO8b0PURERERERERkK801UWxDAu2cnJbaGomtG0BERERERERERETtT+WJYg0aTatMFGuLfRI1BQP4RERERERERERE1OpME8VK3FyNE8W6ubb4RLG22CdRUzCFDhEREREREREREbW6+vLXi6IIXVZWvbntra1nzT6J7A0D+ETU6lpy8lyAE+gSERERERERtRW15a8XRRHFyXuNE86q1JB4uMMzPgGeCfEWwXZr61mzTyJ7xAA+EbW6lpw8F+AEukRERERERERtnS4ryxiULymFtGNH6JVKFO9NhiI6GhBgHj0PETXXi4k2BumJ2jgG8ImIiIiIiIiIiMiuVOTnw6BSQ9qxIyQKBaSBgSi/fRtF33wD7cUL5tH2zj2iUKFSQ1apnv72bVTk53OEPTkETmJLREREREREREREdsXJzw8SD3folUoYNBrolUoIEgnK0k6ZR9sbSkpRlnYKgkRiUU/i4W4cnU/kABjAJyIiIiIiIiIiIrsiDw+HZ3wCJG6u0N++DYmbK1z794eor4A0MNA82l7UV8C1f3+Lep7xCZCHh9v6EIiaBVPoEFG7wgl0iYiIiIiIiOyfIAjwTIiHIibanO9eFEVoLl6AXqk0pspRKuHk6QGPMQnwfHSMuZ48PLzWCWyJ2hoG8ImoXbHlBLp8eEBERGRUUlKCpKQknD17FmfPnkVBQQEWLFiAWbNm1Vg/MzMTS5cuxalTpyCTyTBs2DC8+uqr8Pf3b+WWExERUWsSBME4Ee3vuexFUYRnfAKK9yYbR9t7uMMzPgHOERHGgD1z3pMDYgCfiKiV2PLhQUOEhoY2Q2uIiIhqV1BQgDVr1iAoKAjR0dE4evRorXVzcnIwadIkuLu7Y/78+SgrK0NSUhIuX76MHTt2wNnZuRVbTkRERLZU06h8jrYnR8cAPhFRO9C40f9lVtfk6H8iImqIDh064PDhwwgMDER2djZGjBhRa921a9eipKQEO3fuROfOnQEAPXv2xPTp07Fjxw5MmjSptZpNREREdqDqqHwiR8cAPhFRO9BWRv8TEVH7IJfLERgYaFXd/fv3Y/jw4ebgPQAMGTIE4eHhSElJYQCfiIiIiByaxNYNICIiIiIiqolSqUR+fj5iY2OrLevVqxfS09Nt0CoiIiIiotbDEfhERNSiWnLyXqbuISJybLm5uQCAgICAassCAgKgVqtRWloKV1fXRu/DYDCgrMyYNu7ixYuN3g45DvYHqoz9gapin6DK2B+oMmv6g8FggETSsDH1DOATEVGLasn0PfWl7uHDAyKilieKInQ6nVV1ZTJZg36waLVaAMaUO1WZJq/VaDRNCuATEREREdkzBvCJiMhh2fLhARFRe3Hq1Cmr89Bv3LgRgwYNsnrbpiB9TQ8ITMF9hUJh9fZqIpFI4OLiAgDo0aNHk7ZFjsE0ao79gQD2B6qOfYIqY3+gyqzpD7/88kuDt8sAPhERUTNryZH/AEf/E5F9iYiIwNKlS62q26VLlwZtu0OHDgCAvLy8asvy8vLg7u7O0fdERERE5NAYwCciImpmLTnyH6h79H9beXgQGhraDK0hInvg5+eHxMTEFtl2YGAgfH19ce7cuWrLzpw5g6ioqBbZLxERERGRvWAAn4iIyIG0vYcHZVbX5JsHRO3TyJEjsWvXLty8eROdO3cGABw/fhxZWVmYMmWKjVtHRERERNSyGMAnIiKiZtH2Hh5Yr66HB5ws2b7xbQ/7tXnzZhQXF0OlUgEATpw4Ab1eDwCYMmUKPDw8AABz5sxBSkoKpk2bhqlTp0Kj0SApKQldu3bF+PHjbdZ+IiIiIqLW0OYD+DqdDu+//z6+/vprFBUVITIyEvPmzcOwYcNs3TQiIiJqJbZ8eGDLyZJt9fCgbT4wse5tDz40aT3r16/HzZs3zZ+PHDmCI0eM36XHHnvMHMDv2LEjNm/ejLfffhsrV66EVCrFAw88gMWLF5snuSUiIiIiclRtPoC/ePFipKamYurUqQgPD8eXX36J2bNnY8OGDRg4cKCtm0dERETUYmz18MBRH5jUt29qXt9//73Vdbt164akpKQWbA0RERERkX2S2LoBTXHmzBkkJydj3rx5WLRoESZMmID//Oc/6Ny5M959911bN4+IiIiIiIiIiIiIqNHadAA/JSUFEokEEyZMMJc5Oztj3LhxOHv2LLKzs23YOiIiIiIiIiIiIiKixhNEURRt3YjGmj59Om7duoXU1FSL8uPHj+PZZ5/FBx98gEceeaRR2z516lRzNLHBBEEABAGioeX+WgSJAIgiqv7Vc9+Ot+/a9mvLfTvy+ea+2cdbY7/cd/vaN/u4/ey7tfTv398m+22vqt7zSyRtenwTNRODwQCA/YGM2B+oKvYJqoz9gSqzpj+Y6jTkvr9N58DPy8tDQEBAtXJTWW5ubpP3YasvoCARWngHgvFHMPft+PuuY7+23LfDnm/uu/X3zT7OfTv6vtnH7WrfLcV0I0+2wR/dVBn7A1XG/kBVsU9QZewPVFlL9Yc2HcDXaDSQy+XVyp2dnc3LG4ujn4iIiIiIHBvv+YmIiIjI3rXpx0QKhQI6na5auVarNS8nIiIiIiIiIiIiImqL2nQAPyAgAHl5edXKTWUdOnRo7SYRERERERERERERETWLNh3A79GjB65fv46ioiKL8l9//dW8nIiIiIiIiIiIiIioLWrTAfy4uDgYDAZs377dXKbT6bBr1y7ExMQgJCTEhq0jIiIiIiIiIiIiImq8Nj2Jbe/evREXF4dVq1ahoKAA4eHh+Oqrr5CdnY3169fbunlERERERERERERERI0miKIo2roRTaHVarFq1Srs3r0bRUVF6NatG+bNm4fhw4fbumlERERERERERERERI3W5gP4RERERERERERERESOqE3nwCciIiIiIiIiIiIiclQM4BMRERERERERERER2SEG8ImIiIiIiIiIiIiI7BAD+EREREREREREREREdogBfCIiIiIiIiIiIiIiO8QAPhERERERERERERGRHWIAn4iIiIiIiIiIiIjIDklt3QB7p9Pp8P777+Prr79GUVERIiMjMW/ePAwbNqzedYuLi7Fs2TLs378fGo0GPXv2xMKFC9GzZ89WaLltnDlzBl999RVOnDiBmzdvwtvbG71798bLL7+MiIiIOtfdtWsXXn311RqXHTlyBAEBAS3RZJs7ceIEpk6dWuOy7du3o0+fPnWur1QqsXTpUhw9ehR6vR6DBg3Cq6++irCwsBZorX1YvHgxvvzyy1qXb926Ff37969xWXvpZyUlJUhKSsLZs2dx9uxZFBQUYMGCBZg1a1a1upmZmVi6dClOnToFmUyGYcOG4dVXX4W/v79V+0pLS8OyZctw/vx5uLm5YdSoUXjllVfg5ubW3IfVoqw5ZwaDAV999RX279+PCxcuoKioCMHBwYiPj8fMmTPh7Oxc736mTJmCkydPVisfOnQokpKSmvWYWpq1/ay272xERARSUlKs2td3332HNWvWICMjAz4+Phg7dixeeuklyGSyZjmW1mLtOevevXut2wgLC8P+/fvr3I+j9LOG3FfwWkaN0ZB/L4Gm9zNqm5p6v05tU1NiAeR4eB1ov1rztzW1Da35O9iEAfx6LF68GKmpqZg6dSrCw8Px5ZdfYvbs2diwYQMGDhxY63oGgwGzZs3CpUuXMGPGDPj6+mLbtm2YOnUqduzYgXvuuacVj6L1fPLJJ0hLS0NcXBy6d++OvLw8bNmyBYmJifjss8/qDEiY/PGPf0RISIhFmaenZ0s12W5MmjQJvXv3tigLDQ2tc52SkhJMnToVKpUKs2bNgkwmw4YNGzBp0iTs3r0bvr6+Ldlkm5kwYQIGDx5crfydd95BRUWFVQ/JHL2fFRQUYM2aNQgKCkJ0dDSOHj1aY72cnBxMmjQJ7u7umD9/PsrKypCUlITLly9jx44d9QakL1y4gGeffRZdunTBokWLoFQq8emnnyIrKwuffvppSxxai7HmnJWVleHVV19Fnz59MHHiRPj5+eGXX37B6tWrcfz4cWzcuBGCINS7r4CAAPzlL3+xKOvQoUOzHUtrsbafAYBMJsNbb71lUebh4WHVfg4dOoSXXnoJAwYMwJIlS3D58mWsW7cOd+7cwT//+c8mHUNrs/acvfvuu9XKrl69io8++ghDhw61al+O0M+sva/gtYwaqyHXsab2M2r7GnO/Tm1XY2MB5Nh4HWh/Wuu3NbUdrfU72IJItfr111/FyMhIcd26deYyjUYjPvzww+KTTz5Z57rJycliZGSkmJycbC7Lz88X7733XvFPf/pTi7XZ1k6dOiVqtVqLsqtXr4qxsbHi/Pnz61x3586dYmRkpPjLL7+0YAvtz08//SRGRkaK33zzTYPX/fe//13tnGVkZIhRUVHiO++804yttH8ZGRliZGSk+Prrr9dZr730M61WK+bk5IiiKIo3btyodi0z+dvf/ibGxsaK2dnZ5rKjR4+KkZGR4ubNm+vdz3PPPScOGTJELC4uNpd9/vnnYmRkpHjw4MFmOJLWY80502q14qlTp6qtu3r1ajEyMlI8fPhwvfuZPHmyOGrUqOZptI1Z288WLVokxsbGNno/8fHx4pgxY8Ty8nJz2YoVK8Tu3buLly9fbvR2bcHac1aTd9991+rrl6P0M2vvK3gto8ZqyHeyqf2M2q6m3K9T29SUWAA5Jl4H2q/W+m1NbUdr/Q6ujDnw65CSkgKJRIIJEyaYy5ydnTFu3DicPXsW2dnZta6bmpoKHx8fxMXFmct8fX0xevRo/PDDD9BoNC3adlvp168f5HK5RVl4eDi6deuGjIwMq7ejVqtRUVHR3M2zeyUlJdDr9VbXT01NRXR0tMXrevfccw8GDx7c4Ndx2rrdu3cDAB577DGr13HkfiaXyxEYGFhvvf3792P48OHo3LmzuWzIkCEIDw+vtw+p1WocO3YMY8aMsXiC/Pjjj8PV1RX79u1r/AHYgDXnTC6Xo1+/ftXKH3nkEQDGVyatpdfroVarG9ZIO2NtPzMxGAwNPuaMjAxkZGRg/PjxkEr/9+LgM888A1EU29y1rqHnzEQURSQnJyMsLKxBr2i39X5m7X0Fr2XUWA35Tjaln5HjaOj9OrVNTYkFkOPjdaB9aY3f1tS2tMbv4KoYwK/DhQsXEBoaCi8vL4vyXr16mZfXtW50dDQkEstT3LNnT2i1Wly5cqX5G2ynRFHEnTt34OPjY1X96dOno3///ujduzdmz57dbs7VkiVL0K9fP/Tq1QtTpkzBmTNn6qxvMBhw6dIlxMbGVlvWs2dP3Lx5E0VFRS3VXLsiiiL27NmD4ODgWnPfV9Ve+1llSqUS+fn5NfahXr16IT09vc71L126BL1eX219uVyOqKioetd3JHfu3AEAeHt7W1U/Ozsbffv2Rf/+/TFkyBCsXLkS5eXlLdhC2ysvL0f//v3Rv39/DBgwAH/729+suokx9aOq/SwwMBBBQUHtpp+dOHECt2/fxqOPPmr1Oo7az6reV/BaRq2hqf2MHEND79ep7WpKLIAcG68DVBPeJ1BtGvs7uCrmwK9DXl5ejRNamspyc3PrXLdv377Vyk25Z3NzcxEdHd1MLbVvu3fvhlKpxNy5c+usp1AokJiYiEGDBsHd3R3nzp3Dhg0b8PTTT2PXrl0WTzEdiUwmw6hRo/DAAw/Ax8cHmZmZSEpKwqRJk7BlyxbzTWJVhYWF0Ol09fbRqjedjujUqVO4efMmXnjhhXrzj7fXflYT0zWstj6kVqtRWloKV1fXGtfPy8urc/329FDkk08+gZubG4YPH15v3ZCQEAwaNAiRkZEoLS1Famoq1q5diytXrmD16tWt0NrWFxAQgOeeew7R0dEQRRE//vgjPvvsM1y8eBGbN2+ucyLa+vpZXf8WO5I9e/YAsP4tI0fuZ1XvK3gto9bQ1H5GbVtj79ep7WpKLIAcE68DVBfeJ1BNmvI7uCoG8Oug0WiqvbYNwDzxRF1pcGpb11TmqCl0qsrMzMSbb76JPn364Mknn6yzbnx8POLj482fH374YQwdOhSTJ0/Ghx9+WG3SB0fRr18/i5QcI0aMwKhRo/DYY49hxYoV2LBhQ43rabVaAGh0H3UkDUmf0177WU2s7UO13WSY+ldt65u27+jWrl2LY8eO4Y033rDqTaN//etfFp+feOIJvP766/j888/x888/4957722pptrMggULLD4nJCQgPDwcK1euxN69e/H444/Xum59/aw9vGmk0+mQmpqKPn36ICwszKp1HLWf1XRfwWsZmYiiCJ1OZ1VdmUxW7U3ZujS1n5H9aEw/aez9OrVdTYkFkGPidYDqwvsEqklTfgdXxRQ6dVAoFDXe3Jm+mAqFosHrmsrqWtdR5OXlYfbs2fDw8MD7778PJyenBm/j3nvvRe/evXH8+PEWaKH9CgsLw4gRI/Dzzz/Xmu7A9I9AY/uoozAFtmJjY9GlS5dGbaO99rOm9iHTstrWN23fke3duxfvvfcexo0bh0mTJjV6O9OnTweAdtUHn332WUgkknqPmf0M+P7776FSqRo0x0dN2no/q+2+gtcyMjl16hR69epl1Z///ve/Ddo277scR3P1E2vu16ntakosgNoPXgfIhPcJZC1rfwdXxRH4dQgICMCtW7eqlZtetTalw6ltXVO9ykyv1dS1riNQqVR4/vnnoVKpsGXLlkZN2GcSFBSE3377rRlb1zYEBQWhvLwcJSUlNebV9vb2hlwur7GfWdNHHcXhw4dRWFiIF198sUnbaY/9zNQ/autD7u7udY4QML0eWNv6jt7/jh49ioULF+LBBx/E3//+9yZtq2PHjgDQLkaTmygUCnh7e6OwsLDOepX7WUhIiMWyvLy8dpGObvfu3ZDJZBg9enSTttOW+1ld9xW8lpFJREQEli5dalXdhj70b2o/I/vRnP2kvvt1aruaEgug9oXXAQJ4n0DWs/Z3cFUM4NehR48e+Omnn1BUVGSRR/zXX381L69r3ZMnT8JgMFi8nnvmzBk4Ozs3eqRwW6DVajFnzhxkZWXh008/RdeuXZu0vRs3bsDX17eZWtd2ZGdnQyaTwd3dvcblEokEkZGROHfuXLVlZ86cQadOndpF/vvdu3dDKpVizJgxTdpOe+xngYGB8PX1rbUPRUVF1bl+ZGQkpFIpzp07ZzGxpk6nw4ULFzBy5Mhmb7O9+PXXXzF37lzExsbivffeg1TatH9Ob9y4AQBWT/btCNRqNQoKCur93pn64blz5yxeW1YqlcjJyak3PVtbV1RUhMOHD2Po0KFNvka11X5W330Fr2Vk4ufnh8TExBbZdlP7GdmP5uwn9d2vU9vVlFgAtS+8DhDA+wSynrW/g6tiCp06xMXFwWAwYPv27eYynU6HXbt2ISYmxjwSMDc3F5mZmRavTMXFxaGgoAApKSnmsrt37yIlJQUPPvigw746U1FRgZdffhmnT5/GqlWrapzIF6j5nN29e7davUOHDuH8+fMYNmxYi7XZ1mo67osXL+L777/HkCFDzIHBW7duITMz06LeqFGjkJ6ebr6RBIArV67gp59+QlxcXMs23A6oVCocPHgQQ4YMgZ+fX7Xl7Gf1GzlyJA4dOoSbN2+ay44fP46srKxqfSgzM9NiJJKHhwcGDx6Mb775xmIW9a+//hqlpaUO2wczMzMxa9YsdO7cGevWravzel71nKnV6mqvVYqiiI8++ggAHLIParVai/5h8uGHH0IURYtjLi8vR2ZmpsXEcN26dUOXLl3wxRdfQK/Xm8u3bdsGwHgddGT79u1DeXl5nelzHLmfWXtfwWsZtYaG9DNyLNber5PjsDYWQO0HrwNUH94nUGUN+R1sDV5h6tC7d2/ExcVh1apVKCgoQHh4OL766itkZ2dj/fr15norVqzAl19+ie+++w7BwcEAjAGFPn364LXXXsOVK1fg4+ODbdu2Qa/XY968ebY6pBb39ttv4/vvv8cf/vAHFBYW4uuvv7ZYbpqgoaZzNnHiRERFRSE2NhYeHh5IT0/Hzp07ERgYiBdeeKHVj6W1vPzyy1AoFOjbty/8/PyQkZGBzz//HM7OzvjLX/5irrdo0SKcPHkSly5dMpc988wz+OKLL/DCCy9gxowZkEql2LBhA3x9fTFz5kxbHE6rSklJgVarrTWw1d772ebNm1FcXAyVSgUAOHHihDkAOmXKFHh4eGDOnDlISUnBtGnTMHXqVGg0GiQlJaFr164YP368xfbi4+MxcOBAbNq0yVw2f/58TJw4EZMnT8aECROgVCqxfv163HfffXjwwQdb7VibS33nTBAEzJw5E8XFxZg5cyYOHjxosX5oaKhFgLHqOTt//jwWLFiAhIQEhIaGQqvV4sCBA0hLS8OTTz6JXr16tc6BNqP6zllRURHGjh2LhIQE89tnR44cwaFDh3D//fdbBOCVSiXi4+MxduxYvP322+byhQsXmq9zY8aMwW+//YbNmzcjMTER3bt3b8WjbR7WfDdNdu/eDXd3d4wYMaLW7TlyP7P2voLXMmoKa7+TDeln5FisvV8nx2FtLIDaD14H2rfm/m1NbV9z/g62hiCKoti8h+BYtFotVq1ahd27d6OoqAjdunXDvHnzMHz4cHOdxYsXVwsSAsbX3v/f//t/OHDgADQaDXr27ImFCxe2qR/ODTVlyhScPHmy1uWm4HNN52zlypU4dOgQsrOzodFoEBAQgAceeAAvvfSSQ+cY3LhxI/bs2YPr169DrVbDx8cH9913H+bOnYvw8HBzPdO5rRzAB4CcnBz861//wtGjR2EwGDBw4EAsXrwYERERrXwkrW/q1Kk4e/Ysjh07BhcXl2rL23s/e+ihhyye/ldW+Zz89ttvePvtt5GWlgapVIoHHngAixcvNueFNunevXu1oBcA/Pzzz1i+fDnOnz8PV1dXxMXF4ZVXXmmTr5HWd84A1BlIrRp4rnrObty4gWXLluHs2bO4c+cOJBIJunTpgnHjxuHpp5+GIAjNeDSto75z5unpiX/84x/49ddfkZubi4qKCoSFhWHMmDGYMWMG5HK5uX52djZGjBhR7TwCwLfffos1a9YgIyMD3t7eSExMxEsvvWSxflth7Xfz5s2b5vNRV75mR+5n1t5XALyWUeNZ+50ErO9n5FisvV8nx2JNLIDaD14H2rfm/m1NbV9z/g62BgP4RERERERERERERER2iDnwiYiIiIiIiIiIiIjsEAP4RERERERERERERER2iAF8IiIiIiIiIiIiIiI7xAA+EREREREREREREZEdYgCfiIiIiIiIiIiIiMgOMYBPRERERERERERERGSHGMAnIiIiIiIiIiIiIrJDDOATEREREREREREREdkhBvCJiIiIiIiIiIiIiOwQA/hERFSnxYsXo3v37lbVnTJlCh566CGrt929e3csXrzYouyhhx7ClClTGtRGIiIiIiJqmldffRUJCQkwGAy2bkqru3HjBmJjY/HNN9/YuilERNVIbd0AIiJHZW3QGwCWLl2KxMTEFmwNERERERG1phMnTmDq1KkWZS4uLggJCcHo0aMxc+ZMODs7WyzX6XTYtWsXUlJScPHiRahUKri5uaFr1674wx/+gKeeegpeXl4AgNzcXGzZsgXp6em4cOEC8vLyMHjwYGzYsKHBbT137hy+/PJLvP/++5BI/jfW88KFC3jrrbdw/vx5BAQEYNq0aZg0aVK19ZcuXYpvv/0We/bsgaura7Xl//73v5Geno709HRcv34dEokE6enpNbblzJkz+OSTT3Dx4kXcuXMHBoMBHTt2xAMPPIAZM2YgMDDQ6uO6efMmVqxYgaNHj6K0tBQRERGYPHkyxo8fb1EvJCQEiYmJWL58OR5++GEoFAqr90FE1NIYwCciaiHvvvuuxecrV65g7dq1uPfee/HUU09ZLOvXr19rNs1unDlzxuIHAhERERGRoxk1ahRGjBgBAMjPz0dycjJWrVqFtLQ0fPLJJ+Z6t27dwpw5c3Dp0iX0798fzz77LAICAqBSqZCWloZVq1Zh//79+OKLLwAAV69exdq1axEYGIiePXvi+++/b3QbP/jgAwQHB+ORRx4xl6nVajz//PMICAjAwoULceHCBbz55pvo0KGDRb0zZ85g06ZN+Pjjj2sM3gPA8uXL4enpiaioKJSWluLu3bu1tiUrKwslJSVISEhAQEAAJBIJLl26hO3bt+Obb77Brl27rAri5+TkYMKECVCpVJg2bRqCg4Px3XffYcmSJVAqlZg7d65F/RkzZmD79u3YsWMHJk+eXO/2iYhaCwP4REQt5PHHH7f4fOLECaxduxYhISHVlrVXVUccERERERE5mh49eljc/0+ZMgXjxo3Djz/+iDNnzqBXr17Q6XSYPXs2MjMzsWzZMjz66KMW23j22WeRk5ODzZs3m8tiYmJw7Ngx+Pn5AWjYG8CVZWdn49ChQ3jppZcgCIK5/PTp08jLy8O2bdsQEhICAMjMzERKSoo5gF9eXo7XXnsNjz/+OO6///5a93HgwAGEhoaaj7+uAP5jjz2Gxx57rFr5gAEDMH/+fHzxxRfVgu81WbFiBfLy8rB69WqMHDkSAPDUU09hzpw5+Oijj/D444+bjwsAwsPD0bdvX2zbto0BfCKyKxz2SERkB1JTUzF58mT069cPvXr1whNPPGEeWVOZKT/85cuXMXPmTPTr1w+DBg3Ca6+9htLSUhgMBnz88cd45JFHEBsbi4SEBBw8eLDGff7000947rnnMGDAAMTGxmL06NH497//jYqKiiYfz82bN/HHP/4RAwYMQJ8+fTB9+nScP3++Wr2acuDXJj09HX/6058wePBgxMbGYsSIEVi2bBnKysos6uXk5OD111/HQw89hJ49e2LQoEFITEzE2rVrq22zoef96tWreOGFF9C/f3/07dsXzz//PK5du2blWSEiIiIiAmQyGYYMGQIAuH79OgBgx44duHz5MqZNm1YteG8SFBSEV155xfzZ3d3dHLxvitTUVBgMBjz44IMW5RqNBgDg7e1tLvP29jaXA8DHH3+Mu3fvYtGiRXXuwxS8b4rg4GAAgEqlqrduWVkZUlNTERwcbA7em0yfPh16vR579uyptt7w4cORkZGBS5cuNbm9RETNhSPwiYhs7P3338eaNWswaNAgzJ07F87Ozjhy5AiWLFmCa9euWdykA4BSqcS0adMwatQoPPzwwzh9+jR27NgBjUYDLy8vnDp1ChMmTICTkxM2btyIuXPnIjU1FZ07dzZvY8eOHViyZAmio6Px/PPPw9PTE2lpaVixYgUuXLiAlStXNvp4SktLMWXKFERFReHll1/G7du3sXXrVkyePBnbtm1Djx49GrzNw4cP46WXXkLHjh0xefJk+Pv74+LFi9iwYQPS0tKwceNGSKVS6PV6TJ8+HTk5OZg4cSK6dOmC0tJSXLlyBT/99BPmzJnTpPM+efJkPPTQQ3jllVdw7do1bN68GS+++CL27NnDVEBEREREZLWrV68CAHx9fQEA+/btAwBMnDix1dty4sQJKBSKavfpsbGxkMlkWLFiBWbOnImLFy/i8OHDmDdvHgDjaPyPPvoI7777rkWQv7mUlZWhrKwMWq0WGRkZWL58OQBUe9BQk8uXL0Oj0aBPnz7VlvXt2xeCIODMmTM1LgOM56SxbzQQETU3BvCJiGwoPT0dH374IaZMmYIlS5aYyydNmoR//OMfSEpKwoQJEyxe7bx27RpWrFiBhIQEAMDTTz8NlUqF5ORk9OjRA1988QXkcjkA4L777sMTTzyB7du3489//jMAIC8vD2+++SZGjBiBDz74wPya7MSJE9GjRw+88847ePrppzFw4MBGHVNBQQHi4+PxxhtvmMvi4uIwfvx4vPXWW9i0aVODtqfVavHXv/4VPXr0wJYtW8zHZjq+P/3pT9izZw/Gjh2LjIwMXLlyBQsWLMCsWbNq3WZjz/vy5csxZswYc5mvry+WL1+OY8eOYejQoQ06LiIiIiJqHzQajTllzN27d/HVV1/hhx9+QHBwMO69914AxoCzm5sbwsLCWr19GRkZ6NSpE6RSyxBRUFAQ3njjDfzzn//E1q1bAQB/+MMfMHXqVIiiiCVLlmDYsGEYPXp0i7Trk08+wQcffGD+HBwcjHfeeQeDBw+ud92cnBzzMVQll8vh4+MDpVJZbVl4eDgA498HEZG94HBBIiIb2rNnD0RRxLhx43D37l2LPw899BAMBgOOHTtmsU6HDh3MwXuTgQMHQhRFPPPMMxYB7qioKLi7uyMrK8tclpqaCq1Wi/Hjx6OgoMBin6bRLEeOHGnScc2ePdvic2xsLIYOHYqTJ0/Wme+yJseOHUNeXh7Gjh0LtVpt0d4BAwbAxcXF3F4PDw8AxhEzeXl5tW6zsee9cvAegPnV58rnl4iIiIiosnXr1mHw4MEYPHgwEhIS8PHHH2PQoEFYv369+d5drVbD3d3dJu27e/durSPon3rqKRw5cgTbt2/Ht99+i7Vr10Iul2Pr1q347bff8Le//Q1arRZvv/02RowYgbi4OHz00UcwGAxNbtcTTzyBTz/9FKtXr8acOXPg6uqKwsJCq9Y1pdms/NuoMmdn52qpOIH/pQvKz89vVJuJiFoCR+ATEdlQZmYmgOoT3lZ2584di8+VR4WbeHp61rrMy8sLBQUF1fZZNche1z4bwtPTE4GBgdXKu3btisOHD+PGjRvmV4WtYWrv3//+d/z973+vsY6pvZ07d8bcuXPx4YcfYtiwYYiMjET//v3x8MMPW0yq1Vzn3XSDb+0PCSIiIiJqfxITE/Hoo49CEAQ4OzsjPDy82v2wu7s7SkpKbNRCQBTFWpd5enpapKLJycnB8uXLsWjRIgQGBuLNN9/EwYMH8a9//QulpaVYvHgx5HI5Zs6c2aQ2hYSEmO/BR44ciREjRmDixInQ6XR1vm0LAC4uLgAAnU5X43KtVgsfH59q5abzUHkyXyIiW2MAn4jIhkwjU9atW1fr6JCqgWMnJ6dat2dNHnbTPv/5z39a5MWvrEOHDvVup7WY2jt//nz06tWrxjqmBxgA8Mc//hGJiYk4fPgwfv75Z+zfvx9bt27FiBEjsGbNGgiC0Oznva4fPERERETUvoWEhJjf3KxNZGQkTp48iWvXrrV6Gh1fX98GDUj5v//7P8TExOCpp56CwWAwz6913333ATCm+Pz888+bHMCvqlevXujSpQs+++yzegP4ptQ5plQ6lel0OhQUFKB3797VlpnOQ3NMDkxE1FwYwCcisqHw8HD8+OOPCAgIQExMTKvsMyIiAoBxZH59PyQao7i4GEqlstoo/IyMDAA1j2Svi6m9zs7OVre3c+fOePrpp/H0009Dr9dj8eLF2LNnD06ePIlBgwbZ5LwTEREREdUmLi4OJ0+exPbt27Fw4cJW3Xe3bt1w/PhxlJeXQyaT1Vk3OTkZx44dw+7duyEIAu7evQutVouOHTua6wQFBdUYOG8OGo0GRUVF9daLjIyEs7MzTp8+XW3Z6dOnIYpijYODTKkxIyMjm9pUIqJmwxz4REQ2ZErhsmLFCpSXl1dbrlKpan3ts7FGjx4NZ2dnrF69usbXdDUaDdRqdZP2sW7dOovP586dw5EjRzBgwIAGpc8BgKFDh8Lf3x9JSUk15rXX6/XmkTIqlaraeZRKpejRoweA/42oscV5JyIiIiKqzfjx4xEZGYkNGzZg7969NdZRKpVYtmxZs+974MCB0Gq1SE9Pr7NeYWEh3nrrLcydO9c82au3tzdkMhkuXrxornfp0qUaU2paq7a5rL777jvcuHHDIp0PYMzhn5mZCZVKZS5zcXHByJEjkZ2djf3791vUX79+PaRSabX5rQCYA/6DBg1qdPuJiJobR+ATEdlQz5498fLLL+O9997DmDFjMGbMGAQFBSE/Px+XL1/Gd999h+TkZAQHBzfbPk15Kv/6178iLi4OY8eORUhICAoLC3HlyhUcOHAAa9asafRNq4+PDw4ePAilUokhQ4YgJycHW7ZsgbOzM/761782eHsuLi5499138eKLLyI+Ph6JiYno0qULSkpKcP36dRw4cAALFixAYmIiTpw4gSVLluCRRx5BREQEPDw8kJmZic8++wyBgYHmEfy2OO9ERERERLWRy+VYt24dZs+ejfnz52Pr1q144IEH4OfnB7VajdOnT+Pbb79FVFSUxXoffvihxeebN2+ayzp16oQnnnii3n2PGjUKy5Ytww8//FBjWhmTpUuXIjAwEDNmzDCXOTk54dFHH8VHH30EURRRUlKCHTt24IUXXrBY96uvvsKtW7fMbRRF0aLtL774ovn/Z82aBU9PT/Tt2xedOnVCaWkpfv31V6SmpsLb2xuLFi2y2PaWLVvwwQcfYOnSpUhMTDSX//nPf8bx48excOFCnD9/HsHBwfjuu+/www8/4MUXX0RoaGi1Yzx48CC6du3KEfhEZFcYwCcisrEXXngBsbGx2LRpEzZv3oySkhL4+PggIiICL7/8MgICApp9n0888QQiIiKQlJSEnTt3oqioCF5eXggJCcGMGTPQvXv3Rm/b1dUVGzduxDvvvIOVK1dCr9ejd+/eeOWVVxAdHd2obd5///3YtWsXPv74Y6SkpCA/Px/u7u7o1KkTnnzySQwePBgA0L17d4waNQo///wz9u7dC7VaDVdXV4wbNw7PPfccPDw8zNu0xXknIiIiIqpNp06dsHPnTuzcuRP79u1DUlIS1Go13Nzc0K1bN8yfPx/jx4+3WGfVqlUWn69fv24uGzhwoFUB/ODgYAwfPhxff/015s2bV+MErkeOHME333yDzz//HFKpZSjptddeg0QiwaeffgonJydMnTq1Wo76nTt34uTJk7W2vXIAf/z48Thw4AB27NiBwsJCODk5oXPnzpg8eTJmzpxp9ej+Tp064bPPPsPKlSvx2WefobS0FOHh4XjzzTcxYcKEavWvXr2K06dP4/XXX7dq+0RErUUQOfMeERE5qM8//xx79uzBpk2bbN0UIiIiIiK7de7cOYwbNw4rV67E6NGjbd0cm3jjjTdw+PBhpKSkQKFQ2Lo5RERmzIFPREQOyzQZ2JUrV2zdFCIiIiIiuxUbG4uxY8di9erVMBgMtm5Oq7tx4wZ27dqFV155hcF7IrI7TKFDREQO5/Dhw7h58yauX78OADVOVEtERERERP+zdOlSWzfBZkJCQnDu3DlbN4OIqEYM4BMRkcPJz8/HsmXLIIoinnnmmSbl9CciIiIiIiIishXmwCciIiIiIiIiIiIiskPMgU9EREREREREREREZIcYwCciIiIiIiIiIiIiskMM4BMRERERERERERER2SEG8ImIiIiIiIiIiIiI7BAD+EREREREREREREREdogBfCIiIiIiIiIiIiIiO8QAPhERERERERERERGRHWIAn4iIiIiIiIiIiIjIDjGAT0RERERERERERERkhxjAJyIiIiIiIiIiIiKyQ/8f8MVvA1KK/z8AAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_14_tsne_umap.png  |  norovirus_2209_ciktilar/figures/EN/figure_14_tsne_umap.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1540x660 with 2 Axes>"
            ],
            "image/png": 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            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.preprocessing import StandardScaler\n",
        "from sklearn.decomposition import PCA\n",
        "from sklearn.manifold import TSNE\n",
        "\n",
        "X4 = StandardScaler().fit_transform(KMER[4])\n",
        "pca = PCA(n_components=50, random_state=RASTGELE).fit(X4)\n",
        "Z_pca = pca.transform(X4)\n",
        "etiket = df[\"genotip\"].values\n",
        "\n",
        "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
        "axes[0].bar(range(1, 21), pca.explained_variance_ratio_[:20] * 100, color=\"#4C72B0\", label=\"Bileşen başına\")\n",
        "axes[0].plot(range(1, 21), np.cumsum(pca.explained_variance_ratio_[:20]) * 100, \"o-\", color=\"#C44E52\", label=\"Kümülatif\")\n",
        "axes[0].set_xlabel(\"Temel bileşen\"); axes[0].set_ylabel(\"Açıklanan varyans (%)\"); axes[0].legend()\n",
        "axes[0].set_title(\"PCA açıklanan varyans (scree grafiği)\")\n",
        "for s in SINIFLAR:\n",
        "    m = etiket == s\n",
        "    axes[1].scatter(Z_pca[m, 0], Z_pca[m, 1], s=8, alpha=0.6, color=RENKLER[s], label=s)\n",
        "axes[1].set_xlabel(f\"PC1 (%{pca.explained_variance_ratio_[0]*100:.1f})\"); axes[1].set_ylabel(f\"PC2 (%{pca.explained_variance_ratio_[1]*100:.1f})\")\n",
        "axes[1].set_title(\"4-mer uzayında PCA\"); axes[1].legend(markerscale=2, fontsize=8, ncol=2)\n",
        "fig.tight_layout(); kaydet(fig, \"pca\"); plt.show()\n",
        "\n",
        "Z_tsne = TSNE(n_components=2, perplexity=30, init=\"pca\", random_state=RASTGELE).fit_transform(Z_pca)\n",
        "try:\n",
        "    import umap\n",
        "    reducer = umap.UMAP(n_neighbors=30, min_dist=0.2, random_state=RASTGELE)\n",
        "    Z_umap = reducer.fit_transform(Z_pca)\n",
        "except Exception as e:\n",
        "    print(\"UMAP kullanılamadı:\", e); Z_umap = None\n",
        "\n",
        "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n",
        "for ax, Z, ad in [(axes[0], Z_tsne, \"t-SNE\"), (axes[1], Z_umap, \"UMAP\")]:\n",
        "    if Z is None:\n",
        "        ax.axis(\"off\"); continue\n",
        "    for s in SINIFLAR:\n",
        "        m = etiket == s\n",
        "        ax.scatter(Z[m, 0], Z[m, 1], s=7, alpha=0.7, color=RENKLER[s], label=s)\n",
        "        ax.annotate(s, Z[m].mean(axis=0), fontsize=9, fontweight=\"bold\", ha=\"center\",\n",
        "                    bbox=dict(boxstyle=\"round,pad=0.2\", fc=\"white\", alpha=0.7, ec=RENKLER[s]))\n",
        "    ax.set_title(f\"4-mer uzayında {ad}\"); ax.set_xticks([]); ax.set_yticks([])\n",
        "axes[1].legend(markerscale=2.5, fontsize=8, bbox_to_anchor=(1.01, 1))\n",
        "fig.tight_layout(); kaydet(fig, \"tsne_umap\"); plt.show()\n",
        "\n",
        "try:\n",
        "    import plotly.express as px\n",
        "    Z3 = umap.UMAP(n_components=3, n_neighbors=30, min_dist=0.2, random_state=RASTGELE).fit_transform(Z_pca)\n",
        "    px.scatter_3d(x=Z3[:, 0], y=Z3[:, 1], z=Z3[:, 2], color=etiket, category_orders={\"color\": SINIFLAR},\n",
        "                  hover_name=df[\"accession\"], opacity=0.7, title=\"Etkileşimli 3B UMAP (fare ile döndürülebilir)\").update_traces(marker_size=2.5).show()\n",
        "except Exception as e:\n",
        "    print(\"3B UMAP gösterilemedi:\", e)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "18232e40",
      "metadata": {
        "id": "18232e40"
      },
      "source": [
        "### 5.11 Diziler arası benzerlik: benzerlik matrisi ve hiyerarşik kümeleme\n",
        "\n",
        "Her dizi çifti için **8-mer Jaccard benzerliği** hesaplanır: iki dizinin ortak 8-mer sayısının, toplam farklı 8-mer sayısına oranı. Bu ölçüt hizalama gerektirmez ve dizi özdeşliği ile yakından ilişkilidir: özdeşliği $p$ olan iki dizide bir 8-mer'in korunma olasılığı yaklaşık $p^8$'dir; örneğin %95 özdeşlik ≈ 0,66 ortak 8-mer oranına, bu da Jaccard ≈ 0,5'e karşılık gelir.\n",
        "\n",
        "Bu matris iki amaçla kullanılır:\n",
        "1. **EDA:** Kümelenmiş ısı haritası (clustermap) ve dendrogram, genotiplerin benzerlik uzayında ne kadar ayrık olduğunu gösterir.\n",
        "2. **Veri sızıntısının önlenmesi (Bölüm 6):** Birbirine çok benzeyen diziler aynı gruba atanır."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "id": "3fe80946",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 513
        },
        "id": "3fe80946",
        "outputId": "b00fa9e5-bf66-49ce-eba6-102891b72e1a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Benzerlik matrisi boyutu: (4313, 4313)\n",
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_15_benzerlik_dagilimi.png  |  norovirus_2209_ciktilar/figures/EN/figure_15_benzerlik_dagilimi.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 990x440 with 1 Axes>"
            ],
            "image/png": 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v1Qqcbdu2xcqVK7F161bExcVBoVBAEAStNufPn9ebjAH5j6ZpEgbNY35169aFl5cXtm3bhmvXriE1NVVrNKfwORT89+fu7o569eqhTp06kMlkeOONNww+F0MtXrxYHLVp2LAhQkJCAABPnjxBdHQ02rdvr9U/e/fuLT5u17RpU7z66qs4dOgQBEHAli1b9CZjhnzuyeVyrX7x+++/Y+PGjQDyP9O+/vprvPbaawCAbdu2if0gODhYfCzYzs4OoaGh4usRtmzZojcZk0gkWL58ufi4rL5HMo2xcOFC8Wfp5+eHFStWiP/2iMqCyRiRhSv8WEzB+SklWb58ufgXWXt7eyxfvlxrDk9p3bx5U+v7om5azOXOnTtaN0JffPFFkW2LmheguSEwRqtWrcSRCalUCmdnZ/GmRJNEF0zEJBIJWrRoIX7foEEDuLi46CTcBa+7ZhnxosTExBSbjPn4+KB9+/b4448/EBMTg379+kEikaBWrVpo2rQpevfuXeprUK9ePa2bEk2iCJT8x4PyUN791MbGBn369MG6desA5I+OjR8/HlFRUWIbTUID5CeHGkeOHMGRI0f07jcmJqbEYw8aNAh79+6FSqXCt99+i2+//Rb29vZo0KABWrdujbfeeqvUN4gFH9cs+LMDIM4dKg/Tp0/XmT9aWHH9pzT9NDs7G4MHDy5xlCQlJUVvuVwuR6dOnXTKC85VKkrBc+jSpQuWLl2KR48eYffu3di9ezesra3h4+ODF154AYMGDULTpk1LPiEDuLi4aD0+5+fnB2dnZ6SlpQHI/yxq3769Vv/csmULtmzZond/RfVPQz73Cjp16hQmTJgg/uFi2rRpCAsLE+sLxnPx4kWtpygKSkhIEBdYKqhu3bpiImZKmkTMwcEBa9as0fqjJ1FZcBkgIgt3/Phx8f81IxmGWLduHebPnw8g/0YiIiKiTI8nVjWF/5qvUZrHEgsrnCgXnM9Q+C/wpVGaR8+KmnNWcF8RERGYPXs2evXqBX9/f9ja2uLBgwfi4hOlXea58A28qc7bkhV89DIqKgoJCQn4559/AAA1a9ZE+/btxXpDf35F9cmCXnrpJezcuRMjR45Ey5Yt4enpiaysLFy6dAnLly/H0KFDkZGRUapzKdhvC8+XKq+f3+PHj7USsd69e+Onn37Chg0b8N577xl0/NL8Wz148KCYiMlkMnz44YdYvXo1NmzYoDVyUtTxatSoofNzVCqV4iIOQP4qoMuWLcOGDRu0FqUpuE83Nzfs2LEDkydPRocOHVC3bl0IgoBbt27hl19+waBBg3Tmu5a3svbP0nzunTt3Du+//774qOaHH34oLuBU2niKiqksn+HF0fzbyMzMxNy5c6FWq8vlOPT84cgYkQWLjIzUWlkwNDTUoMU7tm/fjlmzZgHI/8X4/fffi49GlUXDhg21vj948KDOozWCIJR5WevCc5YMvSH09fWFTCYTH3Ep6rEafX9N1SjvJbkLJtOa1xa0bNkSQP5cCX1/SS44R1Amk+Ho0aN6Rz+KO6+Cx5TL5ejfv7/46J4gCNizZw8mTZoEID+5KOqv0ZVBRfRTPz8/tGjRAufOncO9e/fwzTffiP20f//+WklNgwYNxL/2Dxw4EF999ZXefRqSjAmCAD8/P3GVVSB/9GH06NE4f/484uPjce7cObRr187oc6sIBV9lAABffvml+HhySaNlGqX5+RU8XmBgID744AMA+QvaPHjwwKhjpaSkaP3MpkyZIi6gU3hFWA1BEODm5obRo0eLj9jl5uYiPDwc69atg1KpxN69e8v0BINGamoqbt26JX5+xMbGiqNiwL+fRfXr1xffE1fUQh1qtVocyTLWtWvXMHr0aPGajRw5Uvw5FNSgQQNx7uWrr76KFStW6N1fUZ935fUZ/umnn2Lp0qVIS0tDVFQUrKysMHv27Ap/jQNVPUzGiCzI5cuX8eDBAzx+/BiHDx/Wmqzv4+NT7ONpGgcOHMCMGTPEG8MBAwbAxcUFZ8+eFdvUq1fPqEcs/Pz88MILL4gjAJpV2F544QUoFAqcPXsWHh4eRa66ZSgXFxdIJBLxHDZt2oROnTpBIpEgODgYcrlc73bOzs7o3r079uzZAwCYOHEiRo0ahQYNGiArKwsPHjzA+fPncezYMfEcKlrjxo3h6+srPq742Wef4aOPPoK1tbXOansa/v7+aNasGS5cuIC8vDy888474ny41NRUPHjwAGfPnsXt27e15szp8+TJEwwcOBBdu3ZFYGAg3N3dIZFItEZgNauQVVYV1U/ffPNN8dGlo0ePAsj/Q0LB+WlA/kvNNS+13rp1K+RyOdq2bQtra2s8fPgQt27dwtGjRzFmzJgSX9swa9Ys3L17F6+++ipq1aoFV1dXPHz4UGvhl4Ir9VmqwoseLFy4EJ06dcKpU6d0VvUzhYJzTmNiYrBhwwZ4e3tj69atJc5rLEqNGjVgb28vJhfLli1DWFgYrly5Ij4eXtjevXuxYsUKdOrUCXXr1kWNGjWQmZmJy5cvi21M+e9v4sSJGD9+vLiAh0b16tXRqlUrAPn9WJOMLV68GFlZWeLj048ePcL169dx5MgRhIeHl3ppfY179+7h3XffFZPBFi1aoHPnzlq/l2rUqAFfX1/069cPq1evhlqtxvHjxzF58mT07NkT9vb2ePz4Me7cuYM//vgDXbt2xfjx442KxxiBgYFYvnw53n33XWRlZSEyMhJWVlb46quvmJBRmTAZI7IgRS2e0KJFCyxYsEBnMQ99jhw5ovX4xMaNG8WJ0hqGvKurKPPmzcPw4cMRHx+P7OxsnZsOU/xydHBwQIsWLcSb6RUrVoh/Hf39999Rs2bNIrf9/PPPcevWLdy4cQOPHz/WWuXNEkgkEsycOROjRo2CUqlEfHw8Jk+eDCD/ZsTJyQnp6ek6282bNw9vv/22ePOued9cQUUtAV7Y/fv3xVXM9CmcTFRGFdFPe/bsidmzZ2s9Fti2bVudn0P79u0xduxY/PDDDxAEAevWrRPnm5VWbm6u1gIphdWuXdusr5YwVPXq1RESEoLdu3cDgNY1eeWVV0y6qiCQ/z66unXr4t69e1AqleLopL29PYKCgnDp0qVS71MikeDtt98W+9aePXvEPwS1atUKp06d0tlGEARcvnxZK/kqyNraGn369Cl1LPo4OTkhNTUVH330kVa5VCrFzJkzYWNjAyB/tPaff/5BVFQUlEolli1bZpLjF/T3339rzX8+d+6czui75j1jfn5++Pzzz/H1118jLy9PnFtXWEnvLSsPLVq0QEREBMaMGYPc3Fxs3boVMpnMoNdSEBWFyRiRBZFIJLCysoKDgwM8PDwQEBCAkJAQtG/fvtTLjZcXLy8v7Ny5Exs3bsShQ4dw4cIFAPlzIQICAvDiiy+a5Djh4eGYNWsWzp49qzc5KUq1atXwyy+/YNOmTdi/fz9iY2PFl/16eHigZcuW4opo5tK6dWusXr0aCxcuxOXLlyGXy9GmTRt88sknGD58uN7z9fHxQVRUFNauXYsjR46IL312c3NDrVq10Lp1a3Tr1q3EYzs7O+Ojjz7CuXPnEBsbi+TkZOTk5MDFxQWBgYF48803y7zaoCWoiH5qb2+PkJAQcTVEQHvhjoI+/vhjtG7dGhs3bhRf9mtrawt3d3cEBASgU6dOBt1cat4hdvHiRTx+/Fh8UXLt2rXRtm1bjBo1yizvdTPGN998Aw8PD/GlzfXr18fo0aORnZ1t8mTM1tYWa9aswZw5c8QXk7do0QL/+c9/sGbNGqOSMQCYMGECHBwcsG3bNjx8+BDe3t5466230LBhQ73JWHBwMEaOHCk+UpqSkgK1Wg13d3c0b94cI0eOFN9JVlbOzs5Yt24d5s2bhxMnTogvfR4/frzWnEapVIrvvvsO3bp1w/bt23H58mWkpKTA0dER7u7uaNq0KTp16qT3ke/yMnjwYAQFBWHdunU4e/YsEhMTYWVlBQ8PD9SrVw+dOnUy6POuPLRp0wYLFy7ExIkTkZeXh02bNsHKykrvH8iIDCERqursaiKqEKmpqejcuTM+//xz9O3b19zhEOnFfkpERJbIMv7UTkSVlouLC9q1a6fzKCSRJWE/JSIiS8THFInIKAkJCYiJiUGNGjUQGxsrzj8gsiTsp0REZMmYjBGRUZKTkzF9+nSkpaWhdu3amDp1qrlDItLBfkpERJaMc8aIiIiIiIjMgHPGiIiIiIiIzIDJGBERERERkRkwGSMiIiIiIjIDLuBRzv7++28AsJgX9hIRERERUflRq9UAgBdffLHEtswQniNqtVrsHEQlYX+h0mB/odJgfyFDsa9QaVTG/sKRsXKmGRFr0aKFmSMBrl+/DgAIDAw0cyRUGbC/UGmwv1BpsL+QodhXqDQspb+cO3fO4LYcGSMiIiIiIjIDJmNERERERERmwGSMiIiIiIjIDJiMERERERERmQGTMSIiIiIiIjPgaopEREREZDaCIODJkyfIzs5GXl6eVl1OTg4A4O7du2aIjCqb8uwvMpkMtra2qFGjBiQSicn2y2SMiIiIiMxCEATcv38f6enpkMvlkMlkWvWOjo5miowqo/LsL7m5ucjIyEBOTg68vLxMlpAxGSMiIiIis3jy5AnS09Ph4eGB6tWr69QrFAoAgJ2dXUWHRpVQefeXp0+fIjExEU+ePIG7u7tJ9sk5Y0RERERkFtnZ2ZDL5XoTMSJLU716dcjlcmRnZ5tsn0zGiIiIiMgs8vLydB5NJLJkMplMZ25jWTAZIyIiIiIiMgMmY0RERERERGbAZIyIiIiIiMgMuJoiaUm5eAmqjEydcitHB7gGB5khIiIiIiIiXUuWLMHSpUtx48YNc4diNI6MkRZVRiZSzp/X+dKXoBERERGVJysrK1hZVf6xg23btiEgIADdu3c3dyiVzuPHj7FkyRJcu3bN3KGUi8rfu4mIiIioyrlwMwnpmTkAAInUPOMHjnbWaOZX9vdJRUVFwcvLC3fv3sXFixcRHBxsguieD4mJiVi6dCm8vLzQqFEjrbr3338fo0ePNlNkpsFkjIiIiIgsToZCib+vPQYAyKzMs/x9iwCPMu/j0aNHOHPmDObPn49vv/0WUVFRTMZMpCqMnPIxRSIiIiKicvLrr7/C1tYWnTt3Rq9evbB3717xPVVqtRodO3bE2LFjdbZTqVRo06YNPvroIwBAdHQ0AgICsHv3bvzwww9o3749goKCMHz4cNy7d09r26lTp6Jz584Gxbd371706tULQUFBCAkJwYEDB/RuLwgC1q1bh969eyMoKAitW7fGZ599hmfPnmm169y5M0aOHImzZ88iLCwMQUFB6NKlC3bu3Klz7ISEBHz00Ud45ZVXEBwcjP79++PQoUNifXR0NMLCwgAA06ZNQ0BAAAICArBkyRIA+XPGAgICtPbZs2dPjBw5EidPnkS/fv0QFBSE7t276z2+JWAyRkRERERUTqKiotClSxfY2tri9ddfx5MnT/DXX38BAKRSKfr06YPjx48jOTlZa7u//voLT58+RWhoqFb5zz//jAMHDuDdd9/FmDFjcOHCBXzyySdGxXbs2DF8/PHHkMlkmDRpErp164YZM2bgypUrOm2/+OILzJ07F8HBwZg+fToGDBiA/fv3Y/jw4cjJydFqm5CQgA8//BBt27bF1KlT4eLigqlTp+LmzZtim6dPn2LQoEH4/fffMWjQIEyaNAmCIGD8+PHYvXs3AKBBgwaYOHEiAGDgwIEIDw9HeHg4unXrVux5JSQkYOLEiWjVqhU++eQTODk54dNPP8WePXuMuk7lqXKP6xERERERWajr168jJiYGkyZNAgA0bdoUvr6+iIqKQvv27QEAffv2xY8//og9e/Zg6NCh4rZRUVFwc3PDq6++qrXPnJwc7Nq1C3K5HADg7OyMWbNmISYmBv7+/qWKb/78+XB3d8emTZvg6OgIAGjdujWGDRsGLy8vsd0///yDLVu24Ntvv9VKDtu1a4ehQ4di586dGDhwoFh+9+5drF+/Hi+//DKA/NGqDh06IDIyEp9++ikAYPny5UhKSsLatWvxyiuvAAAGDRqEfv36Ye7cuejevTtq1KiB9u3bY/HixWjevDn69u1r0HndvXsX8+fPR0hICID8RC40NBTh4eHo0aMHpGaag6iP5URCRERERFSFREVFwdXVVSuhev3113H48GFkZWUByB/9CQ4ORlRUlNgmMzMThw8fxuuvv64zJyo0NFRMxADgpZdeAgDEx8eXKrbHjx8jJiYGffr0ERMxAGjZsqVOUrd3717Y29ujXbt2ePbsmfhVv3591KhRA9HR0VrtfX19xUQMANzc3FCvXj2tGI8dO4YmTZqIiRgA2NraYsiQIUhKSsLVq1dLdT4FVa9eHb169dLa75tvvomHDx9a3DL4TMaeI87OznBzczN3GERERERVnlqtxm+//YaXX34ZDx48wL1793Dv3j0EBwcjKytLa25UaGgozp8/j7i4OADAwYMHoVAo9I4E1apVS+t7Z2dnAEBaWlqp4nvw4AEAoG7dujp1hcvu3r2LrKwstGnTBq1bt9b6evLkCZ4+farVvnbt2jr7dHFxQWpqqtbx69Wrp9OuQYMGAID79++X6nwK8vHx0Rn98vX1LfN+ywMfU3yOWFlZQbgbhyext/XWO9TT/cdIRERERKUXHR2NR48e4dGjRzh48KBOfVRUFPr06QMgf7Rszpw5iIqKwvjx4xEVFYX69esjKChIZzuZTP/KkoIgmPYEClCr1XB1dcXChQv11msSQg1LegzQ0jEZe84o09ORXsTwrF3tWnrLiYiIiKh0oqKiUK1aNcycOVOn7vjx49ixYweePn2K6tWrw9XVFZ06dUJUVBQGDBiAU6dOiQtXlBfN6FXhlRj1lfn4+ODEiRNo1qwZHBwcTHb8O3fu6JTfvp0/aKCZsyaRSEq977i4OKjVaq2k8O7du1r7tRRMW4mIiIiITCgnJwcHDhxAhw4d0KNHD52vd955ByqVCr/99pu4TWhoKO7du4fZs2dDrVaLo2blxdPTE/7+/oiKikJGRoZYfvr0acTExGi17dWrF9RqNSIiInT2k5eXp/X4oaE6deqEK1eu4OzZs2JZTk4ONm3aBHd3dzRp0gQAYGdnB6B0j2E+ffpUa+XE7Oxs/PLLL6hZs6bOUvjmxpExIiIiIiITOnz4MDIyMop811eDBg3EVRXffvttAED79u3h5uaGvXv3omXLlnrnXZnaxx9/jA8++ACDBw9G//79kZaWhg0bNsDf3x+ZmZliu5dffhlDhw7FihUrcOPGDbRr1w7W1taIi4vD/v37MXHiRPTr169Uxx41ahR2796N0aNHY9iwYXBzc0NUVBRiY2Mxb948ceESHx8fuLi4YNOmTbC3t4eDgwP8/PyKXTnS19cXX375Ja5evYqaNWsiKioKd+7cwbx58yzuEUomY0RERERkcRztrPFiI08AgMRMN9COdtZGbRcVFQVra2u0bdu2yDadO3fGypUrcefOHdSrVw/W1tZ4/fXXsW7dOoOXcC+rzp07Y8GCBViyZAnmz58PX19fzJ49G7t27dJ6JxgAfP7552jcuDE2b96MhQsXQiaToXbt2ujZsydatWpV6mNXr14dmzZtwrx587Bp0yYoFAr4+flhyZIlWu8Rs7a2Rnh4OObPn4+vvvoKSqUS48ePLzYZ8/b2xsyZM/Hdd9/h5s2bqFWrFubMmYPevXuXOs7yJhHKc7Yf4dy5cwCAFi1amDkSIDExEbmXriC7iDljtXr1hOLBQ6ScP69T59q8OWq0Kf0/NKq8rl+/DgAIDAw0cyRUGbC/UGmwv5CGZh6PZqW7wpRKJYD8G/LnwbfffosNGzbgxIkTWsvNV7S+ffvCzc0Nq1atMlsMxlAoFOjZsycaNGiAFStWlMsxSuqzQOnu/y1rnI6IiIiI6P+pVCqoVCpzh1EhcnNzERUVhW7dulVYIqZUKnWub3R0NK5fv46WLVtWSAzPOz6mSERERERkJk+fPsWJEydw8OBBPH36FMOHD6+wYz9+/BjvvPMO+vTpAw8PD9y+fRubN2+Gu7s7Bg0aVGFxPM+YjJFBbGpUN3cIRERERFVObGwsPvnkE7i5uWHatGkIDg6usGO7uLigSZMm+OWXX/Ds2TPY29ujQ4cO+OSTT1CtWrUKi+N5xmSMDCKVy5Fy8RJUGZk6dVaODnAN1n0pIREREREV75VXXsGNIubzlzcnJyd8//33Zjl2edm7d6+4HH5lwGSskPXr12Pbtm2IiYnB+++/jwkTJpg7JIuhysgscnEPIiIiIiIqHS7gUYinpycmTpyIrl27mjsUIiIiIiKqwjgyVojmvQaHDx82cyRERERERFSVVeqRsczMTCxevBijRo1Cq1atEBAQgOXLl+ttm5ubi3nz5qFdu3YIDg5GWFgY/vzzzwqOmIiIiIiIKF+lTsaSk5MRERGBmJgYNG7cuNi2U6dOxapVqxASEoLp06fDysoKY8aMwenTpysoWiIiIiIion9V6scUPTw88Mcff8DT0xMJCQno0qWL3nYXL17Eb7/9hsmTJ2P06NEAgNDQUISEhCA8PBzbtm2ryLCJiIiIiIgq98iYXC6Hp6dnie327dsHqVSKgQMHimU2NjYICwvDpUuXkJCQUJ5hEhERERER6ajUI2OGunbtGnx8fODi4qJVrnmp3rVr1+Dt7Q0AUKlUyMvLg1qthkqlQk5ODqysrCCTyYw+vlqtxvXr140/ARNxcnKCWlAjJTlFb30NpQpKlVJvfXF1tgoFEhMT8ezZM9MGTGalUCgAwCL6Llk+9hcqDfYX0sjJyYGjo6PYJwoTBAEAiqwnKqgi+kteXh4yMjKK/fxSq9WQSg0b86rUI2OGSkpKgru7u065piwxMVEsW7ZsGYKDgxEZGYkffvgBwcHB2LVrV4XFSkRERPS8k8lksLKysoivsvxBvrydOXMGzZs3x759+4ptt2vXLjRv3hz379+voMgsx7Jly9Dcgt+J+1yMjGVnZ0Mul+uU29jYiPUaEyZMMPmLnqVSKQIDA026T2MkJiZCkEjhWs1Vb721tRVUVtZ664urs7WzQw0PD3h4eJg2YDIrzV98LKHvkuVjf6HSYH8hjbt37wIA7OzsdOpSLl6CMi0NACCRmichsnJ0gGtwkFHbRkZGYtq0aXrrhg4dis8//7wsoQH4915WLpfrvYYamvtgW1vbYttVVo8fP8bWrVvx6quvIjAwUOscra2tAejvY8aQyWRwcXGBr69vkW3OnTtn8P6ei2TM1tYWubm5OuU5OTliPRERERFZDlVGJp79k39TK7Myzy2rqwlGVCZMmIA6depoldWrV6/M+6V/JSYmYunSpXB3d9f5I8/7778vLuBniZ6LZMzd3R0PHjzQKU9KSgIAjugQERERUbl49dVXTf6YXG5ursFzkp53msdNLdVz8VMMDAxEXFwcUlNTtcovXLgg1hMRERERVZT79+/jyy+/RM+ePdGsWTO89NJLGDNmDG7cuKHVLjo6GgEBAYiKisKSJUvQsWNHNGvWDI8ePdK7X6VSiYkTJ6J58+b466+/ijz+1KlT0blzZ4Ni3bt3L3r16oWgoCCEhITgwIEDercXBAHr1q1D7969ERQUhNatW+Ozzz7TWeStc+fOGDlyJM6ePYuwsDAEBQWhS5cu2Llzp86xExIS8NFHH+GVV15BcHAw+vfvj0OHDmldn7CwMADAF198gebNmyMgIABLliwBACxZsgQBAQF6j3/y5En069cPQUFB6N69u97jlzfLTRNNqEePHli5ciW2bNkiDlPm5uYiMjISTZo00Rk6JiIiIiIyhfT0dJ1kxM3NDZcuXcLZs2fRvXt31K5dG4mJidi8eTOGDRuG3bt36zy59eOPP0IqleLtt9+GIAiwt7fXOVZubi4mTpyI06dP4+eff8ZLL71U5viPHTuGjz/+GH5+fpg0aRLS0tIwY8YMva+X+uKLL7B9+3aEhoZi6NChePjwIdavX49Lly5h27Zt4hw3ID/J+vDDDxEWFoY33ngD27dvx9SpU9GkSRP4+fkBAJ4+fYpBgwYhMzMTb7/9NqpVq4aoqCiMHz8e8+bNQ0hICBo0aICJEydi8eLF6N+/P1544QVYW1vrJGCFJSQkYOLEiXjzzTfRt29f/Prrr/j0008hl8vRq1evMl83Q1X6ZGz9+vVIS0tDeno6gPzsWKVSAQCGDRsGJycnNGvWDD169MCiRYuQnJwMX19f7Ny5EwkJCVi5cqU5wyciIiKiKuy9997TKfvnn3/QsWNH9OjRQ6u8b9++6NWrF7Zt24YPPvhAqy4zMxN79uzRm4QB+cu5f/DBB7h8+TJWrVqFZs2amST++fPnw93dHZs2bYKjoyMAoHXr1hg2bBi8vLy0zmnLli349ttvERoaKpa3a9cOQ4cOxc6dO7Xe+Xv37l2sX78eL7/8MgCgZ8+e6NChAyIjI/Hpp58CAJYvX46kpCSsXbsWr7zyCgBg0KBB6NevH+bOnYvu3bujRo0aaN++PRYvXozg4GC8/vrrBi3WcffuXcyfPx8hISEAgIEDByI0NBTh4eHo0aNHhT0GWumTsZUrV2ot03n8+HEcP34cANCnTx84OTkBAMLDw7Fo0SJERUUhNTUVfn5+WLZsGVq1amWWuImIiIio6psxYwYaNGigVWZra6u1ZL5CoUB2djYcHBxQr149XLlyRWc/ffv2LTIRy8zMxHvvvYdbt25h7dq1aNSokUlif/z4MWJiYvDee++JiRgAtGzZEv7+/sjMzBTL9u7dC3t7e7Rr105rJLB+/fqoUaMGoqOjtZIxX19fMRED8kcL69Wrh/j4eLHs2LFjaNKkiZiIAfnXbsiQIfj6669x9epVo5PO6tWra42A2dra4s0330R4eDhu3LhhsmtYkkqfjB05csSgdjY2NpgyZQqmTJlSzhEREREREeULCgrSu4BHTk6OOFCgWVROw9XVVae9j49PkceYM2cOcnJyEBkZadK1EDQL4NWtW1enrm7durh69ar4/d27d5GVlYU2bdro3dfTp0+1vq9du7ZOGxcXF601Hh48eIDXXntNp50mub1//77RyZiPj4/O6Jdmufr79+8zGaPKw6ZGdXOHQERERFSpfP3119i+fTveeusttGjRAs7OzpBKpZg9ezYEQdBpX9yrmLp06YK9e/fihx9+wPz5883yomq1Wg1XV1csXLhQb72zs7PW91wNMh+TMSozqVyOlIuXoMrI1FtflhcmEhEREVVF+/btQ2hoKKZPn65VnpqaimrVqpVqX506dULHjh3xn//8B3Z2dpg9ezYkEkmZY9SMXt27d0+nrnCZj48PTpw4gWbNmsHBwaHMx9Yc/86dOzrlt2/fBgBxzpox5xoXFwe1Wq2VFGpeQl5wLlx5Y0pKJqHKyETK+fN6v4pK0oiIiIieVzKZTGcEbPfu3UhMTDRqfyEhIfjqq68QGRmJWbNmmSJEeHp6wt/fH1FRUcjIyBDLT58+jZiYGK22vXr1glqtRkREhM5+8vLydF4xZYhOnTrhypUrOHv2rFiWk5ODTZs2wd3dHU2aNAEAccGOtLQ0g/f99OlT7NmzR/w+Ozsbv/zyC2rWrFniSoymxJExIiIiIrI4Vo4OcHuhBQBAIq34x+40MZSXzp07Y+fOnXB0dISfnx+uXbuGvXv3lumVS2+++SYyMzMxZ84c2NvbY9KkSWWO8+OPP8YHH3yAwYMHo3///khLS8OGDRt0FvB4+eWXMXToUKxYsQI3btxAu3btYG1tjbi4OOzfvx8TJ05Ev379SnXsUaNGYffu3Rg9ejSGDRsGNzc3REVFITY2FvPmzRNf5uzj4wMXFxf88ssvsLe3R7Vq1eDn5wd/f/8i9+3r64svv/wSV69eRc2aNREVFYU7d+5g3rx5FfoIJZMxIiIiIrI4rsFBUCqVAABra2szR2N606dPh5WVFfbs2YOsrCw0bdoUP/30E7777rsy7XfEiBHIzMzE4sWLYW9vj7Fjx5Zpf507d8aCBQuwZMkSzJ8/H76+vpg9ezZ27dqFmzdvarX9/PPP0bhxY2zevBkLFy6ETCZD7dq10bNnT6NWMK9evTo2bdqEefPmYdOmTVAoFPDz88OSJUvQrVs3sZ21tTXCw8Mxb948zJkzByqVCuPHjy82GfP29sbMmTPx3Xff4ebNm6hVqxbmzJmD3r17lzrOspAI+mYIksmcO3cOANCiRQszRwIkJiYi99IVZBd6s7tGrV49oXjwECnnz5usDgBcmzdHjTZ8hUBlc/36dQAw6apMVHWxv1BpsL+QhmaOjmYVu8IUCgUAGPTeKKpYffv2hZubG1atWmXuUESG9pfOnTujXr16WLFiRamPUVKfBUp3/885Y0REREREpJdSqYRKpdIqi46OxvXr19GyZUszRVV18DFFKndc+p6IiIiocnr8+DHeeecd9OnTBx4eHrh9+zY2b94Md3d3DBo0yNzhVXpMxqjcFbf0PZe9JyIiIrJcLi4uaNKkCX755Rc8e/YM9vb26NChAz755JNSL8FPupiMUYXQLH1fmGfXLhUfDBEREREZxMnJCd9//725wzCpI0eOmDsEEZMxMiu+MJqIiIiInldMxsjsiho1A/JXYiQiIqKqSSqV6iwOQWTJ1Gq1+H4zU+BqikRERERkFtbW1lAqlVCr1eYOhahEarUaSqXSpO+9YzJGFo0rMRIREVVdzs7OUKvVePLkCfjqW7JkgiDgyZMnUKvVcHZ2Ntl++ZgiWTSuxEhERFR1OTg4wMnJCU+fPkVaWprO4195eXkAAJlMZo7wqJIpz/6iUqmgVCrh5OQEBwcHk+2XydhzxNbWFnnWle9HXtScMs4nIyIiqvxq166NlJQUZGRk6DyumJGRASB/eXWikpRnf5HL5XBzc4Orq6tJ91v57szJaFKpFLlKAY+fZumtd1PmQanKq+CoiIiI6HkmlUrh5uYGNzc3nbrr168DAHx9fSs4KqqMKmN/YTL2nMnLU+NJikJvXa4qD2o+r01EREREVCG4gAcREREREZEZMBkjIiIiIiIyAyZjVGlx2XsiIiIiqsw4Z4wqLS57T0RERESVGZMxqtS47D0RERERVVZ8TJGIiIiIiMgMmIwRERERERGZAZMxIiIiIiIiM2AyRlUSV1okIiIiIkvHBTyoSipupUWAqy0SERERkfkxGaMqq6iVFgHd1RYv3ExChkJZ5L4c7azRzM/dhNEVzZJiISIiIqLyw2SMCECGQolzNxKLrH/tlbol7qOkJKpebWckJStKbFNSLC0CPEqMhYiIiIgsH5MxIgPIrWXFJluGJFFe7o4GtSEiIiKi5wOTMSIDFZdIVWQS5e5qV2HHIiIiIqLyw2SMqJIpaZSOc8qIiIiIKgcmY0SVUHGjdJxTRkRERFQ58D1jRFUMH2MkIiIiqhw4MkZV3tPUbKhUaq0yF2dXPEvLRlpmLtycbXTmfGUqlIiJS67IME2mpMcYAcDbwxF1azoXux83NzeoVCpTh0dERERE/4/JGFV5KpUaT1IUWmUNZDIor11FZlIyrJ1sAKUartn5yYutsxMeuXqbI1STMWTVxpIStprVbOBZzb7EY3H+GhEREZFxmIzRcys3PQOxR0/Bp5YTshQqMWFr2KkV4Gre2CpCSQlb91fq4EZ8OrKVaUW2KWlJf85fIyIiIioakzEiKlJGVi4u3S76cU2+F02/kkYdOWJIREREAJMxIipHhi4mUtWSl5JGHTliSERERACTMaoC9C3Q4abMQ45Shazsom/wqfwZsphISY86AhWbvBgSb1Kyosg29WoXvzAKERERkQaTMar09C3QkavKg1KpRp5aMFNUpGHIYiIlqcjl+g2Jt7g2pnx0k4ujEBERVW1MxshsnqZmiyNYj59m6dQ72LF7Ur6SRtgMWaofMGzUqyIYmlxycRQiIqKqjXe7ZDYqlVocwSo8sgUA9nZOyFWpi0zW3JR5yFOrdcqpaippNMoUj0NW1IIkhj6+SURERFUbkzGyaIIgFJms5aryAD6FSP/PUhItQ1W2eImIiMj0pOYOgIiIiIiI6HnEZKyQZ8+eYcyYMWjevDlee+01/PHHH+YOiYhIR0UuakJERETlg48pFvLll1/Czc0NJ0+exMmTJ/Hxxx/jwIEDqF69urlDIyISGTLvzNCFTYiIiMg8mIwVkJmZicOHD+PQoUOws7ND586d0bhxYxw6dAgDBw40d3hUQVy8POFQaL6Os4McwL9lmQolYuKSKzgyIm2GzDsr63vTAMOW0Xdzcys5YCIiItJSqZOxzMxMrFixApcuXcKlS5eQnJyMyZMnY/To0Tptc3NzsXjxYuzatQupqanw9/fHhx9+iHbt2olt7t27B3t7e9SsWVMsCwwMxM2bNyvkfMgyWNnaQBoXC9ekf5MtRbINoFTDNVsJW2cnPHL1NmOERIYr63vTAMOW0b+bmIv0zBzYPlLpred70YiIiHRV6mQsOTkZERERqFmzJho3boy//vqryLZTp07F/v378fbbb8PX1xc7duzAmDFjsHr1arRs2RIAkJWVBUdH7RERJycnPHr0qFzPgyxPbnoGYo+eEr/3qeWELIUKT1IUaNipFeBqvtiIKpoh89OyslU4eTEerq6ueuv5XjQiIiJdlToZ8/DwwB9//AFPT08kJCSgS5cuettdvHgRv/32m9aoWWhoKEJCQhAeHo5t27YBAOzt7ZGRkaG1bUZGBuzt7cv3RIiILFhJ89Pq1XaGRCIpdh+GLjhiipd7ExERVRaVOhmTy+Xw9PQssd2+ffsglUq15n3Z2NggLCwMCxYsQEJCAry9vVG3bl1kZWXh8ePH4n6vX7+O119/vdzOgYioMijppdslMfRF12V9uTcfhyQiosqkUidjhrp27Rp8fHzg4uKiVR4cHCzWe3t7w8HBAZ07d8aiRYvw3//+F9HR0bhy5QoWLlxYpuOr1Wpcv369TPswhVq1akGAgJzcHL316jwBgiBAoVAgJ1u7TQ2lCkqVEinJKTrbFVdXVL2NrQ1UKhXUeQLUarXemNRqB0BA0fV5AqQQoFbn6dRr9pv/VXR9Tm4O1GoHrTb6YirYRqXKQ7ZCgZSUf89HqVRCpVRqlRVWUW1MdRxB8IYgCBYRi6Ucx5JisbRzFgQBeaq8YtukpGXhz3/uFHkcj+5BJR6npH20Dq6DxEQBz549K7INmZ9CoQAAi/jdSJaNfYVKw1L6i1qthlRq2BvEnotkLCkpCe7uun8p1ZQlJv77V9iZM2di6tSpaNWqFTw8PLBgwQIua09ERERERCb3XCRj2dnZkMvlOuU2NjZivYabmxuWL19u0uNLpVIEBgaadJ/GyMjIgAQS2Mht9NZLZRIIEgns7OxgZ6c9v8Pa2goqK2u4VnPV2a64uuLqrbIESGUSSKVSvTFJpVJAgqLrZRIAEkilMp16zX7zv4qut5Hb6LTRF1PBNlZWMtja2WktVGBtbQ0ra+siFy+oyDamOo5EIoFEIrGIWCzlOJYUi6Wds0QigcxKVq7xGrKPOrXc4OFRDR4eXDDEkmn+am0JvxvJsrGvUGlYSn85d+6cwW2NSsZyc3Nx4sQJREdHIyYmBk+fPoVEIoGbmxv8/f3RqlUrtG7dWm8CZA62trbIzc3VKc/JyRHrybSepmZDpVIDANyUechRqvD4aZZY7+Rgba7QiKgK48uwiYioMilVMvb06VOsWLECkZGRSE1NhSAIsLKygouLCwRBwM2bN/HXX39h9erVcHFxQf/+/fHuu++a/TE/d3d3PHjwQKc8KSkJAPgX1HKgUqnxJCX/ud1cVR6Uyn+/BwB7u+diUJaIzMAUL8PmQiBERFQRDL4jXr58OZYvXw6VSoUuXbqgY8eOaNGiBby9tV9+Gx8fj/Pnz+Po0aNYv349Nm/ejLFjx2LUqFEmD95QgYGBOHXqFFJTU7UW8bhw4YJYT0REzw9TvOiaiIiorAxOxlasWIHRo0djyJAhOi9GLqhOnTqoU6cOevfujYyMDGzcuBE///yzWZOxHj16YOXKldiyZYv4nrHc3FxERkaiSZMmqFOnjtliIyIiy2Poe9GIiIjKwuBk7PDhw8UmYfo4OjqKCVx5Wb9+PdLS0pCeng4AiI6OhkqlAgAMGzYMTk5OaNasGXr06IFFixYhOTkZvr6+2LlzJxISErBy5cpyi42qJhcvTzgUeq+Ss4McQH5ZpkKJmLhkM0RGRKZS0twzzjsjIiJTMDgZK20iZqptS7Jy5Urcv39f/P748eM4fvw4AKBPnz5wcnICAISHh2PRokWIiopCamoq/Pz8sGzZMrRq1arcYqOqycrWBtK4WLgm/ZtwKZJtAKUaNeW2eOTqXczWRFRZ8AXURERU3ir9KgpHjhwxqJ2NjQ2mTJmCKVOmlHNE9DzITc9A7NFT4vc+tZyQpVDBtUUzwNV8cRFRxSlp3tlrr9StwGiIiKgyMjoZmzZtWrH1EokEtra2qF27Nl599VUukkFERM8VQ5bZr1fbGUnJiiLbcHSNiKhqMzoZ27FjByQSCQBAEAStusLl8+fPR2hoKGbPni3WERERVXWGLLNfXBuOrhERVW1GJ2PR0dF477334OHhgVGjRqFBgwYAgNjYWPz888948uQJvv/+eyQlJeHHH3/Ezp07ERAQgBEjRpgqdiIioirNFKNrABccISKyVEYnY/Pnz4ejoyMiIiK0ylu0aIGIiAiMGDECy5Ytw1dffYWlS5di4MCB2LlzJ5MxIiKiUijr6JqmDRccISKyPFJjNzx06BC6dOlSZH3Xrl1x+PBhAPmPLXbt2hV379419nBERERUBpqEraiv4hI1IiIqH0YnY5mZmUhLSyuyPjU1FRkZGeL3rq6unC9GRERERET0/4x+TNHf3x9btmzBwIEDUb16da26J0+eYMuWLQgICBDL7t69q9OOiIiIKg8+6khEZFpGJ2MTJkzA2LFj0bNnT/Tt2xf16tUDANy+fRtRUVHIzMzEN998AwDIy8vDnj178PLLL5smajK7p6nZUKnUAAA3ZR5ylCo8fpoFAHBysDZnaEREZAR3V7sS25Q0N61FgIcpQyIiqvKMTsbat2+PJUuW4JtvvsG6deu06mrVqoXZs2ejffv2APKXuF+7di1cXV3LFCxZDpVKjScpCgBArioPSuW/39vbVfp3iRMRPXdKWrmxXm2uxkhEZGplumvu0qULOnXqhMuXLyMhIQEA4O3tjaZNm0Iq/Xc6mpWVFXx8fMoWKVUImZTz+oiInlfFjXx5uTuWuL0ho2sA4OzsXOy8cyKi50WZhzCkUimCg4MRHBxsinjI7CRajyBqFHwUkY8hEhGRPoa8F83Rzhq1XEq+/ShuP3xvGhFVFWVOxh48eIDDhw8jLi4OAODj44MuXbqgdu3aZQ6OzKPgI4gaBR9F5GOIRERUlJLmlb32Sl3Y25f8R72SRulMtZhIcfsx5YIkVW3xk6p2PkTmUqa76uXLl2Px4sVQqVRa5d9++y0mTpyI0aNHlyk4osrGxcsTDkU8yuPsIEeu0rBHeIiIqiq5tQw34tORkpYF20cqvW0MmZ9mqsVEituPofsoKTGpV9vZoCS1MuFiLkSmYXQytmfPHixYsAB+fn4YOXKkuIz9jRs3sGLFCixcuBDe3t7o1auXyYIlsnRWtjaQxsXCNSlZp06lrA557fpmiIqIyLJkZOXi5MX4Ihf2MmR+WkUwdA5cSYmJIedjyAIqScmKYpO+qvj4ppubm7lDICpXRidja9asgb+/P7Zu3QpbW1uxvFGjRujRowcGDBiAtWvXMhmj505uegZij57SKXft08EM0RARkbEMmQNnylUmS3o005Ckz5B4i0vqDEn6KnJlzbuJuUjPzClyFJWPQ1JlZ3QyFhMTg3HjxmklYhq2trbo06cPIiIiyhQcERERkTEMHdUqiSlGvSqSIfGaIukriamuf3pmTrGjqHwckiq7Ms0Zk0iKXga9uDoiIiKi8lTRo1qkzdCVNTmqRc87o5MxPz8/REVF4a233oKNjY1WXW5uLn799Vf4+/uXOUAiIiIiY1S2Ua2qhot8EJVMWnIT/d566y3cuHEDgwcPxp49exAbG4vY2Fjs3bsXQ4cOxY0bN/DWW2+ZMlYiIiIiIqIqw+iRsT59+uDOnTv48ccfMXnyZK06iUSC999/H7179y5zgERERERE+phqbhqRuZRpztiHH36I0NBQHDp0CPHx8QDyX/rctWtX+Pj4mCRAIiIiIiJ9ODeNKrsyJWMAULduXYwcOdIUsRARERERlUpVe6E2PV/KnIwREREREZWWIY8YymSyMh+npNEzjpyRORmcjE2bNq3UO5dIJJg9e3aptyOqiuw83GHnIC929SgHW/59hIiIng8lJUn1ajub7FVJxY2ecVVHMieD7/x27NhR6p0zGSP6l8xGjpyb1+H68KneeltnJ8h83So4KiIiIvMp6QXURFWdwcnY9evXyzMOoueCMiMDsUdP6a1r2KlVBUdDREREhuJCIVQe+EwUEREREVEJ+BJrKg9Gv/SZiIiIiIiIjGdwMvbTTz8hJyen1AfIzs7G8uXLS70dEREREVF544ujyZwMfkxxxYoVWLt2LYYMGYLQ0FDUqlWr2Pbx8fHYuXMntmzZgry8PIwePbrMwRJVZS5enrCVy4qcsJypUCImLrmCoyIiIqraDHlxdL3azhUYET1PDE7GDhw4gMWLFyMiIgJLlixBw4YN0bx5c/j4+MDV1RWCICAlJQX37t3DuXPncPv2bchkMgwePBgTJkwoz3MgqhKsbG2guHYVeJoK12ztXwi2zk545OptpsiIiIiqtpLmg3FlRyovBidjzs7OmDFjBsaOHYstW7Zg37592Lp1q962fn5+mDBhAgYMGIAaNWqYLFiiqk6ZkYn7J8/iSYpCq7xhp1aAq3liIiIiIqLyUerVFGvUqIFx48Zh3LhxePbsGWJjY/Hs2TMAgJubGxo2bAg3N74riYiIiIiIqDhlWtrezc0NLVu2NFUsREREREREzw0ubU9ERERERGQGTMaIiIiIiIjMgMkYERERERGRGTAZIyIiIiIqI748moxRpgU8iIiIiIjIsJdHO9pZo5mfewVGRZaOyRgRERERkQmU9PLoFgEeJjkOk76qw+hk7OTJk2jdunWxbZYtW4b333/f2EMQ0f9z8fKEg7sjAMDZQQ7AUas+U6FETFyyGSIjIiKiilZRSR+VP6PnjE2cOBE3b94ssn716tVYvHixsbsnogKsbG0gj4uFa9w1KM6dBa6ch2vcNbjGXUPNlAQ42FmbO0QiIiIqAeeVUWFGj4zVqVMHo0ePxpYtW+DhoZ19b9q0CXPnzkXv3r3LHCAR5ctNz0Ds0VPwqeWELIUKT1IUAICGnVoBruaNjYiIiEpW0rwybw9H1K3pXMFRkTkZnYz9+OOPGDhwIEaPHo0NGzbAwcEBALBz50589dVX6NatG7799luTBUpEREREVNkV94ihl7tjifPB6tVmslaVGJ2Mubu7Y/ny5RgyZAgmTpyI5cuX4+DBg5g+fTratWuHhQsXQirlyvlERERERIYqaT6Yl7tjkXVU+ZRpNcWGDRti6dKlGDlyJEaOHIm///4bL7zwApYsWQIrKy7USEREREREVJQyD121bNkSc+fORXR0NJo0aYLly5fDxsbGFLGZxfr16xEaGorGjRtjyZIl5g6HiIiIiIiqKIOHr95+++1i6+3s7JCbm4sxY8aIZRKJBGvWrDE+OjPw9PTExIkTsXPnTnOHQmSQgsveA1z6noiIiKiyMDgZS0hIKLbe1dUVKSkpSElJKWtMZtWtWzcAwOHDh80cCZFhrGxtII2LhWtSfrKlSLYBlGq4ZudP/rV1dsIjV29zhkhEREREehicjB05cqQ849CSmZmJFStW4NKlS7h06RKSk5MxefJkjB49Wqdtbm4uFi9ejF27diE1NRX+/v748MMP0a5duwqLl8jcNMveA+DS90RERESVhEUud5icnIyIiAjExMSgcePGxbadOnUqVq1ahZCQEEyfPh1WVlYYM2YMTp8+XUHREhERERERlZ5FLnno4eGBP/74A56enkhISECXLl30trt48SJ+++03rVGz0NBQhISEIDw8HNu2bRPbDhs2rMgELSwsDLNmzTL9iRARERERWaCS3mfmaGeNZn7uFRjR88noZKyoBKkgiUSCQ4cOlXrfcrkcnp6eJbbbt28fpFIpBg4cKJbZ2NggLCwMCxYsQEJCAry98+fKrFu3rtRxEBERERFVRSW9z6xFgEcFRvP8MjoZq127tk5ZXl4e4uPjkZSUhLp168LDo3x/iNeuXYOPjw9cXFy0yoODg8V6TTJmKJVKhby8PKjVaqhUKuTk5MDKygoymcxkcRMRERERERmdjBU30rRr1y589913+Oqrr4zdvUGSkpLg7q47fKopS0wsOtsvyrJly7B06VLx+x9++AFz5sxBv379jI5TrVbj+vXrRm9vKrVq1YIAATm5OXrr1XkCpBCgVufptFHnCVCr1cjJzYFa7aDVpmAdgBLrC7bRV1ewDQQUXW9AvPlfZTufwudk7PkIAgABFX79Vao8ZCsUWiudKpVKqJTKYlc/FQRvCIJQbJuS9mPIcUzRpqKOY0mxWNo5C4KAPFVeucZraedclY5T0bGUtb9UxnOuLLFY2jnzs8W4NtkKJyQmJuLZs2d6693c3HTuDUq7D0ukUOQvXmbu+261Wg2p1LClOcplzljfvn1x9uxZfPvtt/jhhx/K4xAAgOzsbMjlcp1yzUuns7OzS73PCRMmYMKECWWOjchSuHrXhL2Hq1ZZNSdbyKRStA6ug/TMHFy+Vfo/XBARERFR2ZTbAh5NmzbFd999V167BwDY2toiNzdXpzwnJ0estwRSqRSBgYHmDgMZGRmQQAIbuY3eeqlMAkACqVSm00Yqk0AqlcJGbgOpVKrVpmAdgBLrC7bRV1ewDSQout6AeAvHYsz5FD4nY89Hkh9uhV9/Gwc7WD+8h5pJ/770OSf7IaRKNXzltnhUwxuuT3X/HUkkEkgkEri6uuqNFwCsra1hZW1dZJuS6k3VpqKOY0mxWNo5SyQSyKxk5RqvpZ1zVTpORcdS1v5SGc+5ssRiaefMzxbj2tja2cHDw6PYKUO2j1Rl3oel0YyImfu++9y5cwa3Lbdk7O7du1Cr1eW1ewD5jyM+ePBApzwpKQkAKlXnISpPBd9DBvz7LjLXFs34DjIiIiIiMzE6GdOXBAFAamoqTpw4gQ0bNqBNmzZGB2aIwMBAnDp1CqmpqVqLeFy4cEGsJyIiIiJ6nri72lnEPqhkRidjnTt3hkQi0VsnCAIaNmyI6dOnGx2YIXr06IGVK1diy5Yt4nvGcnNzERkZiSZNmqBOnTrlenwiIiIiIksjt5YV+x6xerWdy7wPgO8iMwWjk7Fx48bpTcZcXV1Rr149tGnTpshkzRDr169HWloa0tPTAQDR0dFQqVQA8l/g7OTkhGbNmqFHjx5YtGgRkpOT4evri507dyIhIQErV640+thERERERJVZce8R83J3LPM+AL6LzBSMTsbKe8XBlStX4v79++L3x48fx/HjxwEAffr0gZOTEwAgPDwcixYtQlRUFFJTU+Hn54dly5ahVatW5RofERERERFRWZTbAh5ldeTIEYPa2djYYMqUKZgyZUo5R0RERERERGQ6BidjZ86cMeoAL7/8slHbERERERERVWUGJ2PDhg0r1RwwQRAgkUhw7do1owIjIiIiIiLLxRUXy87gZGzOnDnlGQcREREREVUiXHGx7AxOxt54443yjIOIiIiIiCoZrrhYNlJzB0BERERERPQ8KvNqitnZ2UhISEBKSgoEQdCp5wIeREREREREuoxOxrKzszF37lxs375dfBlzQVzAg4iIiIiIqGhGJ2OzZ8/G1q1b8eqrr6Jt27ZwdXU1YVhEVBFcvDzh4O6ot66aky1kUilyVEBMXHIFR0ZERERU9RmdjB08eBA9evTA999/b8JwiKgiWdnaQBoXC9ck3WQr+5kcNnb2cLCrZYbIiIiIiKo+o5OxrKwstG7d2pSxEJEZ5KZnIPboKZ1yb08HuLVoAfAVIkRERETlwujVFAMDA/Hw4UNTxkJERERERPTcMDoZGzduHLZs2YL79++bMh4iIiIiIqLngtGPKV68eBF16tRBSEgIunXrBm9vb0il2rmdRCLBuHHjyhwkERERERFRVWN0MrZ06VLx/6OiovS2YTJGRERERESkn9HJ2OHDh00ZBxERERER0XPF6GTMy8vLlHEQERERERE9V4xOxoiIzMHfpxoc7Ky1ypwd5ADyX16dqVDyJdVEREQWwt2V78gpjtHJ2LRp00psI5FIMHv2bGMPQUSkw8HOGjVTEpCdli6WKZJtAKUaNeW2eOTqbcboiIiIqCC5tQwXbiYhQ6HUW+9oZ41mfu4VHJXlMDoZ27FjR4ltmIwRVW4ONT3gVcOx6Hpb8wyuZ6ela72o2qeWE7IUKri2aAa4miUkIiIiKkKGQolzNxL11rUI8KjgaCyL0XdS169f1ynLy8tDfHw8fv75Z8TGxuLnn38uU3BEZF5WNjaQx8XCNUn3sT9bZyfIfN3MEJVxHGyt4OVedGKpaUNERERUUUx65yGTyeDr64tvvvkG7733HhYsWIDPP//clIcgogqWm56hNQql0bBTKzNEYzyZTFpkYglUvuSSiIiIKr9y+zNwx44dsWzZMiZjRFQqJS3Q4eXuiLxHxn10FZVYApUvuSQiIqLKr9ySMYVCgfT09JIbEhEVUNwCHa7ZSjg5+iFdKjFjhERERESmUS7J2KVLl7B27Vr4+/uXx+6JqJIrOPpVcNQL0Ix8KfQu0PEkRYHqDXwqOlwiIiKicmF0MtalSxe95ampqcjMzISVlRW+/fZbowMjoqqr4OhXwVEvABz5IiIioueG0clY7dq1dcokEgmaNGmCevXqYeDAgXrbEBEB/y5PX3DUCwBHvoiIiOi5YXQytm7dOlPGQURUZi5ennAoYvl6W7kMWVbSYre1lcuKXP4+U6FETJz+lRiJiIiIjMGX6hBRlWFlawNpEcvXq90ASTFPP1rZ2kBx7SrwNFV8ZFLD1tkJj1y9TR0uERERPeeMTsYePHhQbL1EIoGNjQ3c3PjeHqKqyJCRJHMoavl678b1S9xWmZGJ+yfPio9MajTs1ApwNVWERERERPmMTsY6d+4MSXF/Zv5/dnZ2aNu2LSZOnAg/Pz9jD0dEFoYjSURERERlY3AytmfPHuTl5aF3794AgHHjxuH333/HlStX0KZNGzRo0AAAcOvWLZw8eRKNGjVCy5Ytcfv2bRw+fBgnTpzAli1b0LBhw/I5EyKqcBxJIiIiIjKewcmYvb09xo0bh5YtW8LT0xONGjXCmjVrsHXrVgQFBWm1vXr1KoYPH44xY8bg008/xaVLl/DWW28hIiICCxcuNPlJEJFl0SykUfgdYhr57xLjlFUiIiJ6vhl8N9SmTRvk5eXh6tWr8PT0xP/+9z8MGTJEJxEDgMaNG2Po0KH44Ycf8NprryEoKAhhYWHYv3+/SYMnIsukWUhDkZ2l9Q4xDb5LjIiIiMiIOWOCIADIfxwxLCysyHa1a9fGrVu3xO/9/f2xZcsWI0IkosooNz0DyefPa71DTIPvEiMiIiJTc3Z2RlpamrnDKBWDk7GTJ09CKpWiSZMmAAAnJyecPn0aQ4YM0ds+OjoaTk5O4vfp6elwdNS/6hoREREREVFRLtxMQkYxKzU72lmjlkvlmwJhcMQZGRmYO3cuPD09AQCvvfYaNm3ahPDwcIwePRqurq4AgNTUVKxcuRJ79uzB4MGDxe3//vtv1KtXz7TRExERERFRlZehUOLcjcQi61sEeABVORl7/fXXtb6fNGkSrly5gpUrV2LVqlWoVq0aACA5ORmCICA4OBiTJk0CAGRnZ8PFxUVnH0RERERE9Pxyd7UzdwhmZXT66OjoiI0bN2L79u04dOgQ4uPjAQBNmzZF165d0a9fP1hZ5e/e1tYWc+fONU3ERERERERUJcitZSU+glivtnMFRlSxyjSWJ5PJMGDAAAwYMMBU8RARERER0XOkpEcQvdyr7roTJnuwUrNyibNz1c1ciej5pHlvGgC9707LVCgRE5dshsiIiIioMitTMvbs2TMsXLgQBw4c0ErGunfvjo8++ghubm4mCZKIyJw0701zTUqGItlG691pts5OeOTqbeYIiYiIqDIyOhlLSkrCwIED8eDBA/j4+ODFF18EAMTGxmLr1q04fvw4tm7diho1apgsWCIic8lNz0Ds0VPwqeWk9e60hp1aAa7mjY2IiIgqJ6OTsSVLluDRo0eYO3cuQkNDtep27dqFzz77DEuWLMGXX35Z1hiJiIiIiIiqHKOTsd9//x0DBgzQScQAoG/fvvjnn39w7NixMoRGRGT5Cs4nAzinjIiIiAxndDL29OlTBAYGFlnfqFEjbN++3djdExFVCgXnkwHgnDIiIiIymNHJmJubG27cuFFkfUxMDBfwIKLngmY+GQDOKSMiIiKDSY3dsF27dvjll1+wZ88enboDBw5g69at6NChQ5mCq2i5ubmYNm0aOnbsiBdeeAEDBgzAuXPnzB0WERERERFVQaUaGXv27Jk42jVx4kT8/vvvmDx5MpYuXQo/Pz8A+asp3r59GzVq1MD48eNNH3E5UqlU8PLywsaNG1GzZk3s2rULY8eOxbFjx2BnZ2fu8IiIiIiIqAop1chYSEgIDh8+DADw9PTE9u3b0bt3bzx+/Bj79+/H/v378ejRI/Tp0wfbtm2Dp6dnuQRdXuzt7TF+/HjUrl0bUqkUb7zxBgDg3r17Zo6MiIiIiIiqmlKNjNna2mL8+PHo168fpk+fDk9PT4SHh0MQBDx79gxA/lwyiURSpqAyMzOxYsUKXLp0CZcuXUJycjImT56M0aNH67TNzc3F4sWLsWvXLqSmpsLf3x8ffvgh2rVrV6YYAODWrVtQKBTw9ubkeyIiIiIiMq1SjYxFRUWhb9++2L59u7h8PQBIJBJUr14d1atXL3MiBgDJycmIiIhATEwMGjduXGzbqVOnYtWqVQgJCcH06dNhZWWFMWPG4PTp02WKQaFQYMqUKXj//ffh6OhY8gZERERERESlUKqRMUdHR8ydOxddunTBf//7XwwbNgwjR47ExIkTYWVl9MKMOjw8PPDHH3/A09MTCQkJ6NKli952Fy9exG+//aY1ahYaGoqQkBCEh4dj27ZtYtthw4YVmaCFhYVh1qxZ4ve5ubmYMGECGjZsiLFjx5rsvIjo+VP4PWTAv+8ic3fNn4ua9P8rL+prw3eUERERVV1GZVDdunVD8+bNMX36dPz00084evQomjZtqtNOIpFg9uzZpd6/XC43aL7Zvn37IJVKMXDgQLHMxsYGYWFhWLBgARISEsRHDNetW2fQsfPy8vDJJ5/A2toas2bNMslIHxE9vwq/hwz4911k1ev7IifpCZRJusmWItkGclt7ONjVrMhwiYiIqAIZPZzl7u6OadOm4fLly7h58yZu3ryp08bYZMxQ165dg4+PD1xcXLTKg4ODxfrSzvf673//i+TkZPz8888mHe0joudXwfeQAf++i6yBVy2duoJtqjVvDnAhVyIioirL6Gxjy5YtmDt3LlQqFT7++GO0aNHClHEZJCkpCe7u7jrlmrLExMRS7e/+/fvYvn07bGxs0KpVK7H8yy+/RJ8+fYyOU61W4/r160Zvbyq1atWCAAE5uTl669V5AqQQoFbn6bRR5wlQq9XIyc2BWu2g1aZgHYAS6wu20VdXsA0EFF1vQLz5X2U7n8LnZOz5CAIAAZXm+kNwgABe/9LGa8r+LwgCshUKpKSk6NQrlUqolEq9dRXdRqlUQhAE5Knyim1jiuNY0jlXpeNUdCxl7S+V8ZwrSyyWds78bKncx6nIWLIVTlAqbaFQKMx+361WqyGVGrY0R6mTsWfPnmH69Ok4duwYGjZsiO+++w6BgYGlDtIUsrOzIZfLdcptbGzE+tLw8vLCjRs3TBIbERERERFRcUqVjB07dgwzZszA06dPMXz4cEyaNElvMlRRbG1tkZubq1Oek5Mj1lsCqVRqtoS1oIyMDEgggY3cRm+9VCYBIIFUKtNpI5VJIJVKYSO3gVQq1WpTsA5AifUF2+irK9gGEhRdb0C8hWMx5nwKn5Ox5yPJD7fSXH9IAAl4/Usbryn7v0Qiga2dHVxdXXXqra2tYWVtrbeuottYW1tDIpFAZiUrto0pjmNJ51yVjlPRsZS1v1TGc64ssVjaOfOzpXIfpyJjsbWzg7W1Fezs7Mx+333u3DmD25YqGRs7dixq1aqFVatWaT3GZy7u7u548OCBTnlSUhKA/FUZiYiIiIiILFGp3jPWp08f/PrrrxaRiAFAYGAg4uLikJqaqlV+4cIFsZ6IiIiIiMgSlSoZCw8Pt6gXIPfo0QNqtRpbtmwRy3JzcxEZGYkmTZqgTp06ZoyOiIiIiIioaBa7dvv69euRlpaG9PR0AEB0dDRUKhWA/Bc4Ozk5oVmzZujRowcWLVqE5ORk+Pr6YufOnUhISMDKlSvNGT4REREREVGxLDYZW7lyJe7fvy9+f/z4cRw/fhxA/uOSTk5OAPJH6xYtWoSoqCikpqbCz88Py5Yts5hHKYmIiIiIiPSx2GTsyJEjBrWzsbHBlClTMGXKlHKOiIiIiIiIyHRKNWeMiIiIiIiITIPJGBERERERkRkwGSMiIiIiIjIDJmNERERERERmYLELeBARUdEcbK3g5V70ex8zFcoKjIaIiIiMwWSMiKgSksmkkMfFwjUpWafO1tkJj1y9zRAVERERlQaTMSKiSio3PQOxR0/plDfs1Apwrfh4iIiIqHQ4Z4yIiIiIiMgMODJGRGShHGp6wKu6/nlhtnIZsqz49zQiIqLKjMkYEZGFktnIi5wXpnYDJBIzBEVEREQmw2SMiMiCFTUvzLtxfTNEQ0RERKbEZ1yIiIiIiIjMgMkYERERERGRGTAZIyIiIiIiMgMmY0RERERERGbAZIyIiIiIiMgMmIwRERERERGZAZMxIiIiIiIiM2AyRkREREREZAZMxoiIiIiIiMyAyRgREREREZEZMBkjIiIiIiIyAyZjREREREREZsBkjIiIiIiIyAyYjBEREREREZkBkzEiIiIiIiIzYDJGRERERERkBkzGiIiIiIiIzIDJGBERERERkRlYmTsAIiIyLRcvTzi4O8LZQQ7AUW+bTIUSMXHJOuX+PtXgYGetVVZwP0VtR0RERKXHZIyIqIqxsrWBNC4WiuwsQKmGa7ZSq97W2QmPXL31butgZ42aKQnITksXyxTJNoBSjZpy2yK3IyIiotJjMkZEVAXlpmcg+fx5ZClUeJKi0Kpr2KkV4Fr0ttlp6Yg9ekr83qeWE7IUKri2aFbsdkRERFQ6nDNGRERERERkBhwZIyIiqkAF5+Xpm9fHeXlERM8PJmNEREQVqOC8PM18PM28vuLm8xERUdXDZIyIiKiCaeblaebjaeb1lTSfj4iIqhbOGSMiIiIiIjIDJmNERERERERmwMcUiYieM5qXQgO6C0h4uTsi7xF/NRAREVUE/sYlInrOaF4K7ZqUrLOAhJOjH9KlEjNHSERE9HxgMkZE9BzKTc/Qu4BE9QY+Zo6MiIjo+cE5Y0RERERERGbAZIyIiIiIiMgMmIwRERERERGZAeeMERGRQQquwliQs4McdTyd0Tq4DvJghZi4ZDNER0REVPkwGSMiIoMUXIWxIEWyDSS5eahjLUeSW10zRUdERFT5MBkrZOLEiTh79iyys7Ph5eWFSZMmoVOnTuYOi4jIImhWYSzIp5YTMjJz4NysGeBmpsCIiIgqISZjhUyYMAF169aFXC7HxYsX8c477+DQoUOoVq2auUMjIiIiIqIqhAt4FOLn5we5XA4AkEgkUCqVePz4sZmjIiIiIiKiqsYik7HMzEwsXrwYo0aNQqtWrRAQEIDly5frbZubm4t58+ahXbt2CA4ORlhYGP78888yHX/y5MkICgpCWFiYeHwiIiIiIiJTsshkLDk5GREREYiJiUHjxo2LbTt16lSsWrUKISEhmD59OqysrDBmzBicPn3a6OPPnz8f586dw4oVK9C2bVtIJBKj90VERERERKSPRc4Z8/DwwB9//AFPT08kJCSgS5cuettdvHgRv/32GyZPnozRo0cDAEJDQxESEoLw8HBs27ZNbDts2LAiE7SwsDDMmjVLq8zKygqvvvoq1q1bB19fX3To0MFEZ0dERERERGShyZhcLoenp2eJ7fbt2wepVIqBAweKZTY2NggLC8OCBQuQkJAAb29vAMC6deuMiiUvLw/37t0zalsiIsrnYGsFLz3vKCvcxpK4u9qhRYCH3roaLrbFxpupUJZXWEREVIVY1m++Urp27Rp8fHzg4uKiVR4cHCzWa5IxQzx+/Bjnz59Hu3btIJfLceDAAURHR2Py5MkmjZuI6Hkjk0kh1/OOMg1bZyfIfC1rXXy5tQw1UxKQnZauW+nWCMLjRLg+fKpTZevshEeuhv/uISKi51elTsaSkpLg7u6uU64pS0xMLPU+V69ejc8++wwSiQQ+Pj5YsGABGjVqVKY41Wo1rl+/XqZ9mEKtWrUgQEBObo7eenWeACkEqNV5Om3UeQLUajVycnOgVjtotSlYB6DE+oJt9NUVbAMBRdcbEG/+V9nOp/A5GXs+ggBAQKW5/hAcIIDXv7TxVlT/L+58yuv6FxWvWp3fVyAIyFYokJKSoiemPOSkpePK/t916gAgoMurcMnLg0qp1Ls9ACiVymLrTd1GJpUi41kKbhw+rlPv1ag+lOkZes8noMuryLapDqXSRu9xshVOUKny9F5/lSpP6xpW9DlX1PUXBAF5qjyjj1UZz7myxGJp51zWvmLocSzpnKvScSoylmyFE5RKWygUCrPfd6vVakilhi3NUamTsezsbHEZ+oJsbGzE+tLw9PTEpk2bTBIbERERERFRcSp1MmZra4vc3Fyd8pycHLHeEkilUgQGBpo7DGRkZEACCWzkNnrrpTIJAAmkUplOG6lMAqlUChu5DaRSqVabgnUASqwv2EZfXcE2kKDoegPiLRyLMedT+JyMPR9JfriV5vpDAkjA61/aeCuq/xd3PuV1/YuKVyqVQvL/Qdna2cHV1VVPTDJIJEV//lhZySCVyWBlba13ewCwtrYutt7UbTRxlfb6W1nJYGtnV+RxbO3sxP0Wvv6abTXbVPQ5V9T1l0gkkFnJjD5WZTznyhKLpZ1zWfuKocexpHOuSsepyFjyP3etYGdnZ/b77nPnzhnc1iKXtjeUu7s7kpKSdMo1ZR4e+ideExERERERmVulTsYCAwMRFxeH1NRUrfILFy6I9URERERERJaoUidjPXr0gFqtxpYtW8Sy3NxcREZGokmTJqhTp44ZoyMiIiIiIiqaxc4ZW79+PdLS0pCenr+kcHR0NFQqFYD8Fzg7OTmhWbNm6NGjBxYtWoTk5GT4+vpi586dSEhIwMqVK80ZPhERERERUbEsNhlbuXIl7t+/L35//PhxHD+ev7xwnz594OTkBAAIDw/HokWLEBUVhdTUVPj5+WHZsmVo1aqVWeImIiIiIiIyhMUmY0eOHDGonY2NDaZMmYIpU6aUc0RERERERESmY7HJGBERVS6u3jXh4u6ot85WLkOWVcVPU/b3qQYHO2utMmcHOYD8ODMVSsTEJVd4XOVB37lqODvIkau0K9N+C163gsrrGrq72qFFgP5VkWu42MLBtuhbmEyF0uTxEBGVByZjRERkEta2tkBcLFyTdG/M1W7//26uCuZgZ42aKQnITksXyxTJNoBSjZpyWzxy9a74oMqJvnPVUCmrQ167fpn2qzh3G1Cq4Zr9b6Jj6+xUbtdQbi0r8nzg1gjC40S4PnyqU1WeMRERmRqTMSIiMpnc9AzEHj2lU+7d2LhEwBSy09K1YvKp5YQshQquLZoBrmYLq1wUPlcN1z4dyrzftOtXkKVQ4UmKQixv2KlVuV7Dos7Hu3F9KDP097XyjomIyJQq9dL2RERERERElRWTMSIiIiIiIjNgMkZERERERGQGTMaIiIiIiIjMgMkYERERERGRGTAZIyIiIiIiMgMmY0RERERERGbAZIyIiIiIiMgMmIwRERERERGZAZMxIiIiIiIiM2AyRkREREREZAZMxoiIiIiIiMyAyRgREREREZEZMBkjIiIiIiIyAyZjREREREREZsBkjIiIiIiIyAyszB0AERGRi5cnbOUyeLk76q3PVCj1lvv7VIODnbX4vbODHMC/+/Byd0TeI/2/6ly8POFQxPHy9wPkyUv/a1Kz38KxGBNT4X1kKpSIiUsudUx2Hu6wc5CjRYBHkW0cbI0/Vw1952xszOZQUn8q7lwKb1uQs4McuUq7MsWk79q6u+bvMylFoTfewvWF25THz6a4eDUsrU842FoV+dkDFP35Q2QKTMaIiMjsrGxtoLh2FXiaCtds7RsfW2cnPHL11rudg501aqYkIDstHQCgSLYBlGpxH06OfkiXSoo8pjQuFq5JujeFimQbONWrB1kR25Z0LtK4WCiys7Ri0ShNTAXPp7jrUBKZjRw5N6/D9eFTvfW2zk6Q+bqVer/FxavZr7Exm0Nx/amkcym8bUEqZXXIa9cvU0yKc7d1+lN1Rz/kJD2BsojrX7i+YJuactty+dkUFy9gmX1CJpNCXsRngSXGS1ULkzEiIrIIyoxM3D95Fk8K/BUfABp2agW4Fr1ddlo6Yo+eAgD41HJClkIl7qN6A59ij5mbniFuW5BPLSfY1a5duhMotN/k8+e1YtEoTUwFz6ek61ASZYb+cwX+/xobqah4xf26Gr1rsyiqPxlyLgW3Lci1T4cyx5R2/YpOf6rewKfY61+4vmAb1xbNyu1nU1S8gOX2iaI+Cyw1Xqo6OGeMiIiIiIjIDJiMERERERERmQGTMSIiIiIiIjNgMkZERERERGQGTMaIiIiIiIjMgMkYERERERGRGTAZIyIiIiIiMgMmY0RERERERGbAZIyIiIiIiMgMmIwRERERERGZAZMxIiIiIiIiM2AyRkREREREZAYSQRAEcwdRlf39998AAKnU/HmvIAgQ1GqoVXl662XWVoAgQJ2nRuFuIbO2giAIUKvyIJVIIPz//grXASixvmAbqZVMp65gG0kx9YbEizy1VizGnE/hczL2fDTx5vH68/qb8PrrO5/yuv5FxZtfL0BqpbutIfEWrNd3/aUyGQSpFBIJIAiAWv1vvVQqgUSthjqval7/gvWa61Dw/AFAJpNAc4iC18LQeIH8ayyRyaAWBJ39a64x1LrnU1L/1xdzfrwC8vIESCQSvfHIZP9fnlf68ymuv+g7TsE2xfWnMl1/q/xt8/IMj0U8nzJc/+L6v0QqLfZ8SnPdDI0X0O4TJR3L0L5SlngBwEomhaDO0/9ZUIb+ZEwbU+zDko5TkbFIpRJIJf//79XM991qtRoA8OKLL5bYlslYObOkZIyIiIiIiMoXkzEiIiIiIiILx+EaIiIiIiIiM2AyRkREREREZAZMxoiIiIiIiMyAyRgREREREZEZMBkjIiIiIiIyAyZjREREREREZsBkjIiIiIiIyAyYjBEREREREZkBkzEiIiIiIiIzYDJGRERERERkBkzGiIiIiIiIzIDJGBERERERkRkwGSMiIiIiIjIDJmNERERERERmwGSsCsjNzcW8efPQrl07BAcHIywsDH/++adB26alpeHzzz9Hq1at0Lx5cwwbNgyXLl0q54jJnIztLydPnsS0adPQvXt3NGvWDF26dMH06dORmJhYAVGTuZTl86WgZcuWISAgAD169CiHKMlSlLW/nDx5EiNGjMCLL76IFi1aIDQ0FDt27CjHiMlcytJXLl++jLFjx+LVV19FixYt8Prrr2P58uXIyckp56jJXDIzM7F48WKMGjUKrVq1QkBAAJYvX27w9pZ8vysRBEEwdxBUNpMmTcL+/fvx9ttvw9fXFzt27MDFixexevVqtGzZssjt1Go1hgwZghs3buDdd9+Fm5sbNm3ahPv372Pbtm1o0KBBBZ4FVRRj+0u/fv2QmpqKHj16wNfXF/Hx8Vi/fj3s7OywY8cOeHh4VOBZUEUxtr8U9OjRI/To0QMSiQSenp7Yt29fOUdN5lKW/rJ9+3ZMnz4dbdu2RadOnWBlZYW7d+/CyckJ48aNq6AzoIpibF+5fPkyBg0ahLp166J///6wt7dHdHQ09uzZg169emHhwoUVeBZUURISEtClSxfUrFkTDRo0wF9//YXJkydj9OjRJW5r8fe7AlVqFy5cEPz9/YUff/xRLMvOzha6du0q9O/fv9htf/vtN8Hf31/47bffxLKnT58KL730kjBx4sRyi5nMpyz95fTp00JeXp5Omb+/vzBv3rxyiZfMqyz9paCPPvpIePvtt4W33npL6N69e3mEShagLP0lPj5eCA4OFr7++uvyDpMsQFn6yowZM4QmTZoIz5490yofN26cEBgYKGRmZpZLzGReOTk5wqNHjwRByP+8KNx/imPp97t8TLGS27dvH6RSKQYOHCiW2djYICwsDJcuXUJCQkKR2+7fvx/VqlXTemzIzc0NPXv2xNGjR5GdnV2usVPFK0t/efnllyGVSnXKXF1dERsbW24xk/mUpb9onDlzBvv378dnn31WnqGSBShLf9m8eTPy8vLw4YcfAgAyMjIg8MGdKqssfSU9PR1yuRwuLi5a5e7u7pDJZLC2ti63uMl85HI5PD09jdrW0u93mYxVcteuXYOPj4/Oh1JwcLBYX9y2jRs31rnBDgoKQk5ODm7fvm36gMmsytJf9MnMzERmZiaqVatmshjJcpS1v+Tl5eHrr79GWFgYAgICyi1Osgxl6S8nTpxA/fr18fvvv6NDhw548cUX0bJlS8ybNw95eXnlGjdVvLL0lZdffhmZmZmYPn06YmNj8eDBA+zYsQORkZEYOXIkkzHSYen3u1ZmPTqVWVJSEtzd3XXKNWXFLa6QlJSEFi1a6JRr5v4kJiaicePGJoqULEFZ+os+a9asgVKpxOuvv26S+MiylLW/bN68GQ8ePMDq1avLIzyyMGXpL/fu3YNMJsO0adPw3nvvoVGjRjhy5Ah++ukn5OTkYPr06eUWN1W8svSVgQMHIjY2Flu3bkVkZCQAQCKR4OOPP8aYMWPKJ2Cq1Cz9fpfJWCWXnZ0NuVyuU25jYyPWl3ZbTZm5h23J9MrSXwo7c+YMIiIi0KNHD7Rt29ZkMZLlKEt/SU5OxuLFi/HBBx/Azc2t3GIky1GW/pKVlQW1Wq01If+1115DRkYGNm3ahPfff5/9qAopS1+xsrJC3bp10apVK/Tq1QuOjo44cuQIFi5cCEdHRwwdOrTc4qbKydLvd5mMVXK2trbIzc3VKdcs72pra1vqbTVlxW1LlVNZ+ktBt27dwvjx4+Hn54dZs2aZNEayHGXpL99//z1cXFzw1ltvlVt8ZFnK+vsoKysLISEhWuW9e/fGwYMHcenSJXTo0MG0AZPZlKWvLF++HKtWrcKBAwfg5OQEAOjevTsEQUB4eDh69uzJxJ20WPr9LueMVXLu7u5ISkrSKdeUFbfceFHbah4P4FLlVU9Z+ovGw4cPMXLkSDg6OmL58uVwdHQ0eZxkGYztL3fv3sXWrVsxbNgwJCYmIiEhAQkJCcjJyYFKpUJCQgJSUlLKM3Qyg7J8vmjqatSooVVevXp1AEBqaqqpwiQLUJa+snHjRrzyyitiIqbRtWtXZGdn4/Lly6YNlio9S7/fZTJWyQUGBiIuLk7nF9WFCxfE+uK2vXr1KtRqtVb5xYsXYWNjg/r165s+YDKrsvQXIP/Rs3fffRe5ublYsWKF2T/AqHwZ218eP34MtVqNb775Bl26dBG/Lly4gPj4eHTp0gWLFy8u9/ipYpXl86VJkyYA8vtOQZrvOdJRtZSlrzx58kTvoi4qlQoAuOAL6bD0+10mY5Vcjx49oFarsWXLFrEsNzcXkZGRaNKkCerUqQMgP/u/desWlEql1rbJyclaL2B99uwZ9u3bh44dO5p92JZMryz9JSsrC6NHj8bjx4+xfPly+Pr6VnT4VMGM7S9+fn6IiIjQ+fLz84OnpyciIiIwYMAAs5wTlZ+yfL706tULALBt2zaxTBAEbNu2Dfb29mjevHnFnARViLL0lXr16uHUqVN48uSJ1j5//fVXSKVSLjz2nKuM97ucM1bJNWvWDD169MCiRYuQnJwMX19f7Ny5EwkJCVi5cqXYbsGCBdixYwcOHz4Mb29vAPnPWDdv3hzTp0/H7du3Ua1aNWzatAkqlUp81wtVLWXpL5988gkuXryI/v3749atW7h165bY3sHBAV27dq3w86HyZWx/cXNz09sf1qxZA5VKxb5SRZXl86VLly5o3bo1fvzxRyQnJyMgIADHjh3DiRMnMHXqVD4OXcWUpa+MGTMGkydPxptvvolBgwbB0dERhw8fxl9//YWBAwca/S4qsnzr169HWloa0tPTAQDR0dHiiOiwYcPg5ORUKe93mYxVAeHh4Vi0aBGioqKQmpoKPz8/LFu2DK1atSp2O5lMhuXLl+O7777DunXrkJ2djaCgIMyePRsNGjSooOipohnbX65fvw4A2L59O7Zv365V5+XlxRvsKsrY/kLPJ2P7i0QiQUREBBYtWoQ9e/YgMjISdevWxaxZsxAWFlZB0VNFMravhISEoHr16vjhhx+wZs0apKWloU6dOpg8eTJGjhxZQdGTOaxcuRL3798Xvz9+/DiOHz8OAOjTp4/OPEINS7/flQh8xT0REREREVGF45wxIiIiIiIiM2AyRkREREREZAZMxoiIiIiIiMyAyRgREREREZEZMBkjIiIiIiIyAyZjREREREREZsBkjIiIiIiIyAyYjBEREREREZkBkzEiIiIiIiIzYDJGRERERERkBkzGiIiILERkZCQCAgIQHR1dYtupU6ciICCgAqKyPEuWLEFAQAASEhLEsuKu3caNG3HmzBkolUooFArs2bMHf/zxh0675/maEpF5WJk7ACIiKllGRgbWrFmDffv2ISEhAXK5HN7e3ujXrx8GDBgAa2trc4doUtHR0Xj77bfx4Ycf4oMPPjB3OFTJpaWl4a233hK/l8vl+Omnn8wYERFRPiZjREQWTqVSYfjw4bh69SpCQ0MxdOhQ5Obm4sCBA/jqq69w7tw5zJs3z9xhEplV37598frrr+v9w8TYsWPRo0cPxMTEwNraGs2aNYObm5tOu6+//hpffvllRYRLRASAyRgRkcU7ffo0Ll++jHfffReffvqpWD506FD0798fv/32G2bOnAlHR0czRlk6GRkZlSpeUxAEAVlZWXBwcDB3KJVWcf1GJpNBJpMVua2vry98fX2L3X9VG2EmIsvHOWNERBYuPT0dAODh4aFVLpPJUKNGDchkMsjl8hL3k5CQgICAACxZsgQHDhzAG2+8geDgYHTs2BErVqwQj/X555+jbdu2CA4Oxttvv407d+7o7EsQBGzduhVhYWFo3rw5mjdvjkGDBuHQoUM6bQMCAjB16lRER0dj2LBheOGFF9CnTx9jLgU2btyIkSNHon379mjatClat26NCRMmICYmRm/769evY9KkSXj11VfRtGlTtGvXDu+//z4uX76s1S4+Ph4zZsxAp06d0LRpU7Rp0wbvvvsu/vrrL7HNrVu38OWXXyIkJAQvvvgigoOD0bt3b6xYsQJ5eXla+9PMXzpx4gR+/PFHdO/eHUFBQVi5ciUAQKlUYvHixejcuTOCgoLQs2dPbNy40ahrkpycjGnTpqFVq1YIDg7GwIEDcfLkSb1tT506hffeew8vv/wymjZtip49e2L58uU68Q8bNgydO3dGUlIS/vOf/+CVV15BcHAwhg4dikuXLum0DQgIKPKr4LyujIwMLFy4EN27d0fTpk3RsmVLfPDBB7h+/brWPqOjoxEQEIDIyEhs3rwZvXv3RlBQEL755psir0NRc8YSExPFc2jevDmGDBmCM2fO6J0fxjljRFTRODJGRGThXnjhBdjb22P58uXw9PRE8+bNkZOTg7179+L48eOYOHGiQcmYxrFjx7BhwwYMHjwYYWFh2LNnD8LDw2FjY4PIyEh4eHjggw8+QGJiIlatWoVx48Zh9+7dkEr//fvdtGnTsHPnTnTp0gW9e/cGABw8eBDjxo3DzJkzMXjwYK1jXr58Gfv370f//v0REhKCzMxMo67Fzz//jGbNmmHo0KGoVq0a7t69i23btuGvv/7Czp074ePjI7b9/fffMX78eFhbWyMsLAz169dHSkoKzpw5g3PnzqFp06YAgCtXrmDEiBFQKBTo168fAgMDkZmZiQsXLuDEiRNo27YtgPwRyujoaHTs2BHe3t7Izc3F77//jvDwcMTHx2PmzJk68YaHh0OhUCA0NBRubm6oWbMmAGDKlCnYs2cPWrVqhREjRiAlJQVLlixBrVq1Sn1NRo4cCUdHR3zwwQdITU3Fli1b8N5772HZsmVo37692G7btm2YMWMGGjdujFGjRsHZ2Rn//PMPFixYgGvXrmHhwoVa+83KysLQoUPRpEkTTJw4EU+fPsXq1asxatQoHDp0SByhGjt2LMLCwrS2zczMRHh4OACII4EZGRkYPHgw4uLiEBoaisDAQKSlpWHr1q0YNGgQNmzYgCZNmmjtZ+3atXjy5AkGDBiAmjVrlnpUMT09HUOHDkV8fDz69euHpk2b4vbt2xg9erRWXyEiMhuBiIgs3okTJ4TXXntN8Pf3F7+CgoKEbdu2GbyP+Ph4wd/fXwgODhbi4uLE8pycHKFNmzZCQECA8MUXX2hts2rVKsHf31/4888/xbKDBw8K/v7+wqpVq3SOMWbMGOGFF14Q0tPTxTJNvL///rvBsZ46dUrw9/cXIiIitMozMzN12sbExAhNmjQRZs6cKZZlZWUJrVq1El588UWtc9XIy8sTBEEQ1Gq1EBISIjRu3Fi4cOFCke2KOrYgCMKkSZOERo0aCYmJiWLZ9u3bBX9/f6Fr165CRkaGVvsTJ04I/v7+wrhx4wS1Wi2Wx8XFCcHBwYK/v79w6tQpvccq6NNPPxX8/f2FMWPGaMX54MEDoXnz5kKXLl3E8sTERCEoKEj44IMPtI4pCIKwYsUKwd/fX4iOjhbL3nrrLcHf31/44YcftNru3r1b8Pf3FzZv3lxkXEqlUnj33XeFRo0aCYcPHxbLZ82aJTRp0kQ4f/68VvvU1FShffv2wltvvSWWaX7+L730ktZ11Vi8eLHg7+8vxMfHi2Waa17w2i1YsEDw9/cX1q5dq7X93r17xX5ZkOaaEhFVFD6mSERUCTg6OqJevXoYMGAAFi1ahG+//RYtWrTAf//7X0RGRpZqX127dkWdOnXE7+VyOYKDgyEIAkaMGKHVtmXLlgCAu3fvimVRUVGwtbVFz5498ezZM62vrl27IiMjA+fPn9faT2BgoNYojbHs7e0B5D8mmZGRgWfPnqF69eqoV68eLly4ILb766+/8OzZMwwfPlzrXDU0o3zXr19HTEwMevfujeDg4CLbFTw2AOTm5iIlJQXPnj1Du3btkJeXp/PoI5A/r6/waM6BAwcAAKNHj4ZEIhHL69SpI44ylsaYMWO04qxVqxb69u2L+Ph4XL16FQCwf/9+5OTk4M0330RycrLWz6xjx44AgOPHj+uce+H+0KZNGwDa/aGw//73vzh+/Dj++9//onPnzgDyf15RUVFo3rw56tSpo3V8lUqFtm3b4u+//0Z2drbWvkJDQ+Hu7l7qa6Jx8OBBuLi4YNCgQVrlPXr0KHH+GBFRReBjikREFu769esYMmQIhg8fjk8++UQs79OnDwYPHoyvvvoKHTt2hJubGzIzM5GVlaW1vZOTE2xtbcXv9SUnLi4ueuucnZ0BACkpKWLZrVu3kJ2dXWxy9eTJE63vTXXje+bMGURERODcuXM6N+7e3t7i/2vmuTVu3LjY/RnaDgAUCgX+97//4bfffsP9+/d16lNTU3XK6tWrp1MWFxcHAGjYsKFOnb6ykhS3n7i4ODRt2hS3bt0CkJ+4FaXwz8zDwwM2NjZaZdWqVQOg3R8K+v777xEZGYnRo0drPaqanJyM5ORknDlzBq1bty4yhuTkZK1HNcvab+Lj4+Hv7693YY4GDRoUm1QSEVUEJmNERBZuzZo1yM3NRY8ePbTKpVIpunfvjvPnz+PixYvo2LEjVq5ciaVLl2q1mzNnDvr16yd+X9yKc0XVCYIg/r9arYaTkxMWL15c5H4KJwh2dnZFtjXU5cuXMWLECHh7e+Pjjz+Gt7c37OzsIJFIMGvWLCgUijIfoziffPIJDh8+jDfffBMvvfQSqlWrBisrK1y+fBnz58+HWq3W2aZgEmxOmti++eYbeHl56W2jb4GYohTsDxpbt27FsmXLEBISgkmTJuk9/ssvv1zse+MKLzdvin5DRGTJmIwREVm4xMREANB7s69SqbT+GxoaihdffFGrjTGjLcXx9fXF7du30ahRI3GkpCL8+uuvUKlU+Pnnn3VG8FJSUrRGcTQjUteuXUOXLl2K3GfBdsVJT0/H4cOH0adPH3z99ddadaUdXdEsHBEbG6vzaGRsbGyp9qXZpkWLFnr3ozmW5jxdXFzERw1N6ffff8fMmTPRsmVLzJkzR+vxSyA/yXJ2dkZqamq5HL8oderUQXx8PFQqFaystG95bt++XWFxEBEVhXPGiIgsnCaZKjw3TKlUYvfu3ZDJZAgKCgKQf/PZpk0bra/CIx5lFRoaCgD47rvv9I6QFH7czVQ086IKH3PTpk06x2zbti3c3NywZs0araXVNTSJbWBgIPz9/REVFaWzZHvBdprkovCxMzIysHr16lKdx2uvvQYAWL58udb+4uPj8euvv5ZqXwDw448/aiXqDx8+xK5du+Dt7S0+ftmzZ0/Y2NhgyZIleleyzM7ORkZGRqmPDQCXLl3CRx99hPr16yMiIkLvyp5SqRR9+vRBTEwMduzYoXc/5dFvunbtitTUVGzbtk2r/NChQ3pf2UBEVNE4MkZEZOGGDx+OXbt2YdOmTXj06BHatWsHhUKBqKgo3LhxA++88w48PT0rLJ7u3btjwIAB2Lp1K65fv46uXbvC3d0djx8/xpUrV/DHH3/gypUrJj/ua6+9Ji6tPmDAANja2uKff/7B8ePH4ePjo/WuLDs7O8yZMwfjx49H3759xaXtU1NTcebMGbRv3x7Dhg2DRCLBnDlzMHz4cAwePBj9+/dHYGAgFAoFzp8/jzp16uA///kPHB0d0a5dO/z666+Qy+Vo1qwZEhMTsX37dlSvXr1U59G6dWt0794d+/fvx4gRI9ClSxekpqZi06ZNaNCgQamvXWJiIkaMGIFu3bohNTUVmzdvRk5ODj7//HMxgfX09MRXX32Fzz77DD169MAbb7yBOnXqICUlBbdv38bBgwcRERGBV155pVTHBvKXtlcoFAgJCcHRo0d16rt16wZ7e3t8/PHHOHfuHKZOnYpDhw7hpZdegp2dHR4+fIiTJ0/CxsYG69atK/Xxi/Pee+/ht99+w5dffomrV68iKCgIt27dwpYtW+Dv71/k++mIiCoKkzEiIgtXu3ZtbNu2Df/73/9w4sQJ/Pnnn7C2toafnx+++eYbnXc8VYSvv/4ar7zyCrZs2YKVK1ciOzsbNWrUgJ+fH2bMmFHm/WtGjArOW2rRogUiIiIQERGBJUuWQC6X44UXXsCGDRvw5Zdf6iyq0bFjR2zZsgU//vgjoqKikJ6ejmrVqqFZs2Z44YUXxHZNmzZFZGQkli1bhsOHD2P79u1wcXFBYGAgXn31VbHdd999hwULFuDYsWOIioqCl5eX+B6uwqsOlmTevHmoX78+du7cifDwcHh7e2PcuHGws7PDtGnTSrWvFStWIDw8HBEREcjMzESjRo0wd+5crdiB/BHNevXqYcWKFdi+fTtSU1Ph4uKCOnXq4N133zX6ZceaEa3C7ynTOHz4MOzt7eHo6IiNGzdizZo12LNnD44fPw6pVAp3d3cEBweLI66m5OzsjI0bN+K7777D3r17sWvXLjRq1AjLli3Dhg0bxMVUiIjMRSLoe8aEiIjIjA4dOoRx48bhiy++wJAhQ8wdDlVBISEhyMvLw969e80dChE9xzhnjIiILM65c+cAwOjRGiINfatsHjx4EDdv3tQZPSQiqmh8TJGIiCzGjh07cPXqVWzcuBH+/v46qwQSldbYsWNRo0YNNG3aFHK5HJcvX8auXbtQo0YNjBo1ytzhEdFzjo8pEhGRxQgICICrqytat26NqVOnombNmuYOiSq51atXY9euXUhISEBWVhbc3Nzw6quvYsKECahdu7a5wyOi5xyTMSIiIiIiIjPgnDEiIiIiIiIzYDJGRERERERkBkzGiIiIiIiIzIDJGBERERERkRkwGSMiIiIiIjIDJmNERERERERmwGSMiIiIiIjIDJiMERERERERmQGTMSIiIiIiIjP4PygrgmAiw7bWAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.feature_extraction.text import CountVectorizer\n",
        "\n",
        "sekizmer = CountVectorizer(analyzer=\"char\", ngram_range=(8, 8), lowercase=False, binary=True, dtype=np.float32)\n",
        "B = sekizmer.fit_transform(df[\"dizi\"])            # yalnızca grup tanımı/EDA için; modele girdi değildir\n",
        "kesisim = (B @ B.T).toarray()\n",
        "boyut = np.diag(kesisim)\n",
        "JACCARD = kesisim / (boyut[:, None] + boyut[None, :] - kesisim + 1e-9)\n",
        "del kesisim\n",
        "np.fill_diagonal(JACCARD, 1.0)\n",
        "print(\"Benzerlik matrisi boyutu:\", JACCARD.shape)\n",
        "\n",
        "# Sınıf içi ve sınıflar arası benzerlik dağılımları\n",
        "y_str = df[\"genotip\"].values\n",
        "ust_ucgen = np.triu_indices(len(df), k=1)\n",
        "ayni = y_str[ust_ucgen[0]] == y_str[ust_ucgen[1]]\n",
        "rng = np.random.default_rng(RASTGELE)\n",
        "sec = rng.choice(len(ayni), size=min(len(ayni), 300000), replace=False)\n",
        "fig, ax = plt.subplots(figsize=(9, 4))\n",
        "ax.hist(JACCARD[ust_ucgen][sec][ayni[sec]], bins=80, alpha=0.6, density=True, label=\"Aynı genotip\", color=\"#4C72B0\")\n",
        "ax.hist(JACCARD[ust_ucgen][sec][~ayni[sec]], bins=80, alpha=0.6, density=True, label=\"Farklı genotip\", color=\"#C44E52\")\n",
        "ax.set_yscale(\"log\"); ax.set_xlabel(\"8-mer Jaccard benzerliği\"); ax.set_ylabel(\"Yoğunluk (log)\")\n",
        "ax.set_title(\"Dizi çiftlerinde sınıf içi ve sınıflar arası benzerlik\"); ax.legend()\n",
        "kaydet(fig, \"benzerlik_dagilimi\"); plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "id": "7d6be864",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "7d6be864",
        "outputId": "0286394b-b1c4-43c2-84e3-c0e70d07b412"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_16_benzerlik_clustermap.png  |  norovirus_2209_ciktilar/figures/EN/figure_16_benzerlik_clustermap.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 990x990 with 6 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_17_dendrogram.png  |  norovirus_2209_ciktilar/figures/EN/figure_17_dendrogram.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1650x550 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Her sınıftan dengeli bir alt örnek ile kümelenmiş ısı haritası ve dendrogram\n",
        "alt = sinif_ornekle(df, 25).index.values\n",
        "J_alt = JACCARD[np.ix_(alt, alt)]\n",
        "satir_renk = pd.Series(df.loc[alt, \"genotip\"].map(RENKLER).values, index=df.loc[alt, \"accession\"].values, name=\"Genotip\")\n",
        "uzaklik = squareform(1 - J_alt, checks=False)\n",
        "Z_link = linkage(uzaklik, method=\"average\")\n",
        "\n",
        "cg = sns.clustermap(pd.DataFrame(J_alt, index=satir_renk.index, columns=satir_renk.index), row_linkage=Z_link, col_linkage=Z_link,\n",
        "                    row_colors=satir_renk, col_colors=satir_renk, cmap=\"rocket_r\", xticklabels=False, yticklabels=False,\n",
        "                    figsize=(9, 9), cbar_kws={\"label\": \"Jaccard\"})\n",
        "cg.fig.suptitle(\"8-mer Jaccard benzerliği: kümelenmiş ısı haritası\", y=1.01, fontweight=\"bold\")\n",
        "from matplotlib.patches import Patch\n",
        "cg.ax_heatmap.legend(handles=[Patch(color=RENKLER[s], label=s) for s in SINIFLAR], bbox_to_anchor=(1.25, 1), fontsize=8, title=\"Genotip\")\n",
        "kaydet(cg.fig, \"benzerlik_clustermap\"); plt.show()\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(15, 5))\n",
        "dn = dendrogram(Z_link, labels=df.loc[alt, \"genotip\"].values, ax=ax, leaf_font_size=6, color_threshold=0, above_threshold_color=\"#777\")\n",
        "for lbl in ax.get_xticklabels():\n",
        "    lbl.set_color(RENKLER[lbl.get_text()])\n",
        "ax.set_ylabel(\"1 − Jaccard\"); ax.set_title(\"Hizalamasız hiyerarşik kümeleme dendrogramı (UPGMA, 8-mer Jaccard)\")\n",
        "kaydet(fig, \"dendrogram\"); plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "14789d78",
      "metadata": {
        "id": "14789d78"
      },
      "source": [
        "### 5.12 Kısayol öğrenmesi testi: Model yalnızca uzunluktan genotipi tahmin edebilir mi?\n",
        "\n",
        "Bu test, projenin özgün katkılarından biridir. Yalnızca **dizi uzunluğu** kullanılarak bir sınıflandırıcı eğitilir. Bu modelin başarısı rastgele tahminden (1 / sınıf sayısı) belirgin biçimde yüksekse, uzunluk ile genotip arasında veri toplama sürecinden kaynaklanan yapay bir ilişki var demektir.\n",
        "\n",
        "**Alınan önlem:** Bu çalışmada k-mer özellikleri **frekans olarak normalize edilir** (sayım değil, oran), yani dizi uzunluğu bilgisi doğrudan modele verilmez. Bu test, bu önlemin neden gerekli olduğunu belgelemek içindir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "id": "1ef75912",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1ef75912",
        "outputId": "109f13e7-59a0-4cd6-b0ff-3a863d33c2a2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Yalnızca uzunluk ile dengeli doğruluk: 0.430 ± 0.007  (şans düzeyi: 0.111)\n",
            "→ UYARI: Uzunluk genotip hakkında bilgi taşıyor. Ham sayımlar yerine normalize frekanslar kullanmak bu nedenle şarttır.\n"
          ]
        }
      ],
      "source": [
        "from sklearn.model_selection import StratifiedKFold, cross_val_score\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "skor_uzunluk = cross_val_score(RandomForestClassifier(200, class_weight=\"balanced\", random_state=RASTGELE, n_jobs=-1),\n",
        "                               df[[\"uzunluk\"]], df[\"genotip\"], cv=StratifiedKFold(5, shuffle=True, random_state=RASTGELE),\n",
        "                               scoring=\"balanced_accuracy\")\n",
        "sans = 1 / len(SINIFLAR)\n",
        "print(f\"Yalnızca uzunluk ile dengeli doğruluk: {skor_uzunluk.mean():.3f} ± {skor_uzunluk.std():.3f}  (şans düzeyi: {sans:.3f})\")\n",
        "if skor_uzunluk.mean() > 2 * sans:\n",
        "    print(\"→ UYARI: Uzunluk genotip hakkında bilgi taşıyor. Ham sayımlar yerine normalize frekanslar kullanmak bu nedenle şarttır.\")\n",
        "else:\n",
        "    print(\"→ Uzunluk tek başına güçlü bir kısayol oluşturmuyor.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "cbf8e1fa",
      "metadata": {
        "id": "cbf8e1fa"
      },
      "source": [
        "### 5.13 EDA özeti (rapor için yorum rehberi)\n",
        "\n",
        "Raporun **Bulgular** bölümünde EDA sonuçları şu sırayla özetlenebilir (sayılar yukarıdaki hücrelerin çıktılarından alınmalıdır):\n",
        "\n",
        "1. Veri seti büyüklüğü, sınıf sayısı ve **dengesizlik oranı** (5.2).\n",
        "2. Meta verilerdeki eksiklik oranları ve bunların neden model girdisi yapılmadığı (5.3).\n",
        "3. Uzunluk ve kompozisyon farklılıklarının istatistiksel anlamlılığı (Kruskal–Wallis sonuçları, 5.4–5.5).\n",
        "4. Dinükleotit imzaları, özellikle CpG ve TpA baskılanma düzeyleri (5.6).\n",
        "5. Zamansal ve coğrafi dağılımın literatürle tutarlılığı (GII.4 baskınlığı, GII.17'nin 2014–2015 yükselişi) (5.7–5.8).\n",
        "6. Boyut indirgeme grafiklerinde genotiplerin ayrışma düzeyi (5.10–5.11).\n",
        "7. Kısayol testi sonucu (5.12)."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "01ce6270",
      "metadata": {
        "id": "01ce6270"
      },
      "source": [
        "## 6. Veri Sızıntısının Önlenmesi: Benzerlik Tabanlı Gruplama\n",
        "\n",
        "### Sorun\n",
        "GenBank'ta aynı salgından, aynı hastadan veya aynı çalışmadan gelen çok sayıda **neredeyse özdeş** dizi bulunur. Rastgele bir eğitim/test ayrımında bu dizilerin bir kısmı eğitime, bir kısmı teste düşer. Model test dizisinin neredeyse aynısını eğitimde gördüğü için başarı yapay olarak yükselir ve gerçek dünyadaki (yeni salgınlardaki) performans olduğundan iyi görünür. Bu, biyolojik dizi sınıflandırmasında sık yapılan bir hatadır.\n",
        "\n",
        "### Çözüm\n",
        "1. Diziler, 8-mer Jaccard benzerliği üzerinden **ortalama bağlantılı hiyerarşik kümeleme** ile gruplanır. Jaccard ≥ 0,5 (yaklaşık ≥ %95 nükleotit özdeşliği) olan diziler aynı gruba düşer. Bu, dizi veri tabanlarında yaygın kullanılan **CD-HIT** gibi özdeşlik eşiğine dayalı kümeleme araçlarının [13] hizalamasız bir karşılığıdır.\n",
        "2. Eğitim/test ayrımı ve tüm çapraz doğrulamalar **`StratifiedGroupKFold`** ile yapılır:\n",
        "   - **Grouped (gruplu):** Bir gruptaki tüm diziler ya eğitimde ya testte bulunur, asla ikisinde birden bulunmaz.\n",
        "   - **Stratified (tabakalı):** Her katmanda sınıf oranları mümkün olduğunca korunur.\n",
        "3. Verinin **%20'si** baştan ayrılan ve hiçbir model seçimi kararında kullanılmayan **bağımsız test kümesidir**. Kalan %80 üzerinde **5 katlı gruplu çapraz doğrulama** yapılır."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "id": "f26988d9",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 395
        },
        "id": "f26988d9",
        "outputId": "8afa57e1-9d24-4b0b-9f40-d653db7bd11e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Toplam grup sayısı: 600 | Tekil (1 dizilik) grup oranı: %65.7 | En büyük grup: 285 dizi\n",
            "Birden fazla genotip içeren grup sayısı: 7 (beklenen ≈ 0)\n",
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_18_benzerlik_gruplari.png  |  norovirus_2209_ciktilar/figures/EN/figure_18_benzerlik_gruplari.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1430x440 with 2 Axes>"
            ],
            "image/png": 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+/fVXzZ07VyaTSb/99puWLFmiQYMGScockd2wYUMFBAQYt9rHxcVpxowZ+vvvv/Xbb79p8+bNevTRRyVlJsqyhIWFqWnTpkpMTNS5c+e0Z8+eAt2un5fvG1L++hR5dfXqVfn6+mrq1Kl3bPf89osTExP1/vvvG4nOoKAgjRw5UklJSUa8BXX+/Hk1b95cAwcO1E8//WQkE3/44Qe5u7vr9ddfV8WKFfXOO+/o0qVLOfq8P/zwg1HXs88+q06dOik1NVXnz59XVFSUnJyc7hpDmzZttGTJErNtn376qTHCtmzZsrmOmM7OEm0UHR2tJk2aqH///ipVqpQSEhLy9Ly7OXnypHr16qUuXbrozz//1PTp05Wenq7Tp09rxowZd7xDVcpfG+fn3AoICFCHDh20ceNGpaena9WqVXr++eclSZs3bzb60C1atLjr+48lzgPgbkgIA1ZSsmRJ45diSTpx4oTx66qTk5NGjBghHx8fSZlv+lu3blVKSopOnDihffv26R//+EeOOkeOHGl0GFNTU40F67KPmrvvvvuMDxyTyaTXXnvNSAZXrFhR8+fPl6+vr0wmk9mt8L179zY6+c2aNdPPP/+s33//XWlpaVq5cqVGjhyZI5769esbyRdLSUxMVP/+/Y1flwcPHqzw8PA8Pffo0aNmv0p/+OGHRnK8Ro0aeuKJJ+5aR8mSJfXVV19ZfJGRChUqaPr06cYIZ5PJpPfee09S5miQu82x5ePjo+DgYC1dulSHDx/WlStXzEYbS5nJ0YSEBLNbD7MU5m9VtmxZzZo1Sx4eHmrfvr3Wr19vjNz+66+/8pUQlqQpU6YoODhYkvT7778rMjLSqCu/BgwYoOHDh0vK7Az/8ccfxu2v33//vTp27KgffvhBSUlJkiRPT099/vnnxjy4fn5+xjQLBw8e1IkTJ1SrVi2FhoYanb5169Zp3Lhx8vDwMOusZSXXCyK3+Qtr165tdjvenWSP46GHHjIS1m3atNHp06fN9mfXrl07LViwQL///rvi4uLMRlxJmaMi/vvf/6p27doWuZ4s6dFHHzVu1Txx4oQ+/vhjY98nn3yiGjVqqH379lq4cKExepmEMADk7vr162aPs0+xI2XegbN9+3azbY888ogiIiIs0ods06aN3nzzTUmZfZSshPCNGzd05swZBQUFFejzuzCfrbeaPn26cVw1a9Y0PvcuXryovXv3qnXr1nmu69FHHzVG/7Vu3VqnT582jnn9+vVG/75ly5aaN2+evvnmG50+fVrJyclGgi7Lb7/9ZiSEs8/rX716dQUFBRkjFG+d4iGv8vJ9Q8pfnyI/8tLu+e0X79q1yzjnnZycNGPGDGPKNh8fHw0bNixfMWbn7u6uadOmycfHRw888IDZ6NL+/ftr4MCBkqRffvnFSNpmb8vsf8PKlSurRo0a8vf3lyT17ds3TzGUK1fO7K7UqVOnGslgb29vzZs3766j6C3RRv7+/lqwYEG+fizJi4YNGxrTzLRp00ZXrlwxBm6sX7/+rgnh/LRxfs+t/v37m/2glZUQzu93BkucB8DdkBAGikDWonJJSUlasWKFNmzYoLNnz+rll1/WqlWrFBQUpBMnThjls273vp3jx4/nmhDOPvI3K5ksKccIjizvvPOO1qxZIylzFeX58+crMDBQUuateZcuXTLKfvbZZ7edezhrZMCtOnfufNtjKKis29wkqWvXrnlOBkuZIwizODk5mY3erFWrlkqXLp3jC9CtmjRpUiQrTj/wwANm011kj+3mzZs6c+aMMS1BbvIyN5iU+QUvt4RwYf5WjRo1MpvPL/u5d+3atXzVVapUKSMZfGtdtzuP7+TWEbpNmzY1EsJZycysH0SkzNEO2TtcDz74oJycnIwvWydPnlStWrWMuQm3bNmi69eva8OGDerWrZs2bdokKXOEdY8ePfIdr6VkT9Q2btzYbF+TJk1yTQjv3r1bQ4YMMZv6IzdZf9O7XU9lypTJ99+/MLIfZ/bzxtvbWzVq1JCUeUuej4+PkRC2ZnwAcC+59Rbr/HwGW6IPebs+rfR/790F+fy2lOyjoaWc/cjo6Oh8JYRz669kJZGyPtNTUlLUt29fs5Hbucn+t+rXr5/2798vScaIU29vb9WuXVuPPPKI+vXrd9fb6W+Vl+8b+e1T5FVe2z2//eLs/aby5cubrd9R0B8Mstx///1GO916Lmfvu2T/0SV7W/bp00c//PCDbty4oUmTJmnSpEny9PRUjRo11Lx5c/Xr189IDObFnDlzjHltPT09NWfOHNWrV++uz7tTG+X1jrg2bdpYPBmc2+s3bdrUSAhfvHjxtgNisuSnjfN7bv3jH/9QnTp1dOzYMf3111/6z3/+o6CgIGMhTh8fnzxNMWPp8wDIDQlhoAhkX1SuRYsW+vnnn5WUlKSbN29q/fr1CgoKytdtHrebm7NMmTLG/+82fcKkSZOMkZdlypRRRESE2Ui5/MSTNTrjVnmdxD8/SpQooZs3b0rKnGN327ZtateuncVf53bycky3dn6vXLlSVOEYvvjiC+P/wcHBeuGFF1SuXDnFxsaaTbNwu7mPC/O3urVzm/3Wv1tHrRSmLnvTv39/bdmyRVLmtBEBAQHG3Mdt2rQxa9Ps19Ot58fly5etEO3dZc1xJmWOUB45cqQqVqyojIwMs1FEeZ0/29LzbN9N9kRA9tua7/RFN7/nJwA4ipIlS6pGjRpG8vGXX36RyWQyPs+y+h25LdRmiT5k9j7trX0BR33v/vHHH42/R4kSJTRy5Eg1btxYrq6umjVrlnbt2iXJvH0ef/xxBQYG6rvvvtORI0d0+vRpXbx4Ufv27dO+ffu0fft2RUZG5mu9h7x837B0nyK/Ctsvzq6wMd6uf3Lrvtt58MEHtXr1aq1atUqHDh3S33//rdjYWB06dEiHDh3SDz/8oNWrV98x4Zll0aJF+uSTTyRJbm5umjlz5l2nirCkvHzfyPqeJ1mvj5yfNi7IudWvXz/jjodvvvlGzZo1M0YVd+vW7a5r4OQ3RqCg7PebN1BM3NqJzUoWZo1gkzI7V9u2bcv1V76kpCR5enoWKoYZM2YYv5p6enrqyy+/zDH6tGzZsvL19TU+iKdMmaLHH388R11paWm37fgXxVxGAQEB6tWrl2bMmKH09HS9/PLLmjlzZp5GYWS/FSprXraHHnpIUuYIlbuNDpZuf0zZO8exsbHG//fs2XPbLzvZHTx4UOnp6caiIfv27TP2lShR4q6Lyv3vf/8z/v/iiy8aSfKsEeB3U1znndq/f7/ZHN5Zo2QkGSMbsl97x48fV3x8vNFB37dvn9k1m71s8+bNVbNmTZ08eVL79u0zm3Lj1lu/sicls58f169fN/tb3yr76Kb8fCGpWrWqMW3HrQt93G7hj+znUP/+/Y2FKaKionItf+v1tG/fPmPU0LFjxxQfH5/neAEA9qdnz56aPHmypMzRgV9++aWGDh161+dZog+ZFwX9/C7oZ2t2165d06lTp4x6T548adaPzD56Mi/279+vAQMGmD2+ta7s61bUqVNHL774oqTMH5qzf4ZnZzKZ1KhRIzVq1MjYFhsbq759++rs2bP6/fffFR0drfvvvz9f8d5NfvsUeZXXds9vvzj7oJiLFy/q9OnTqlKliiQZUyvYislkUq1atTRu3Dhj27Vr1zR06FD99ttvOnPmjA4cOHDXxQFXrFihDz74QFLmjyzTpk1TixYt8hzHrW105swZ4/tJXv+ud/oelbX2xPnz543tW7duzVO92a+XWx+XL1/+rknS/LRxQb5zZS1IffXqVW3cuFFnzpwx9uV1ijlLnQfAnZAQBorA4cOHdf78eWPKiOwJwqzbnmrXrq0HHnhAv//+u27evKnBgwdr8ODBqlSpkq5du6b//e9/ioqK0n//+1+zBSLy66uvvjK7bW/IkCFKT083+yDPuu3uqaeeMhageuedd3T27FnVq1dPaWlpOnfunA4fPqytW7dqxYoVxghoaxg5cqTi4+O1YMECpaWlaeTIkZo9e/ZdOzV169ZV9erVjXm5Xn/9dY0aNUouLi45VmDOr+ydpO+++06VKlWSm5ubIiIi8vT82NhYjRo1SiEhITp37pymTZtm7GvduvVdF/2oXLmyMWpkwYIFcnFx0enTp/Xpp5/m/2CKkYULF6pMmTKqU6eONm/erEOHDhn7shY+6dq1q6ZMmaKkpCQlJibqxRdfNFuUJktwcHCOee5CQ0P17rvvSsocPSVljn5o06aNWbns58fZs2cVHh6uBg0aaPny5XdcUMPHx8f40Wj16tVydnZWiRIlVKdOnTt2bh977DFt27ZNUuYXmX//+99q3bq19u3bd9v3j8qVKxvXxrfffqvAwEBdu3bN7FzMLrfraeTIkXJxcbnrIogAAPs3YMAA/fDDDzpy5IikzPnYf/vtN3Xt2lV+fn6Kj483m/Isi5OTk1X6kAX9/C7oZ+utXn75ZY0cOdJY3CxLuXLl1KxZs3wdy8aNGzV58mQ99NBDioqKMqagyjpOSWbtdPz4cS1ZskSVKlXSN998c9t1Fl555RWZTCY1a9ZM/v7+8vb21n//+1+zu9dSU1PzFWte5LdPkR95aff89otbtmxpTHWVNXXfsGHDlJSUZPO+9AcffKDo6Gg98sgjqlixonx8fHTu3DmzxXvv9jfctGmT3nzzTeOHkGeeeUZlypQx+/5XvXp1s3mGb3VrG73yyisaMWKEEhMTC73wXvXq1XX06FFJmX+vrAXnsgYw3c3Bgwf15ptvqnPnzvrzzz+1aNEiY99jjz121+fnp40L8p3Lw8NDTz/9tObOnavU1FRjcEaDBg3uOCVgQWMECoqEMFAEXnnllVy316xZ0+xXwcmTJ2vAgAE6d+6cTp06Zdxakl3WHL8FtXnzZrPHuX14LVy4UA8//LDCwsJ0+PBh7dmzR9evXzduMbIH4eHhSkhI0PLly5WamqoRI0boiy++uGMH3MnJSe+++66ef/55pae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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.cluster import AgglomerativeClustering\n",
        "from sklearn.model_selection import StratifiedGroupKFold, train_test_split\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "\n",
        "BENZERLIK_ESIGI = 0.5\n",
        "kumeleyici = AgglomerativeClustering(n_clusters=None, metric=\"precomputed\", linkage=\"average\",\n",
        "                                     distance_threshold=1 - BENZERLIK_ESIGI)\n",
        "GRUPLAR = kumeleyici.fit_predict(1 - JACCARD)\n",
        "df[\"grup\"] = GRUPLAR\n",
        "\n",
        "gb = df.groupby(\"grup\").agg(boyut=(\"accession\", \"size\"), genotip_sayisi=(\"genotip\", \"nunique\"))\n",
        "print(f\"Toplam grup sayısı: {len(gb)} | Tekil (1 dizilik) grup oranı: %{100 * (gb.boyut == 1).mean():.1f} | En büyük grup: {gb.boyut.max()} dizi\")\n",
        "print(f\"Birden fazla genotip içeren grup sayısı: {(gb.genotip_sayisi > 1).sum()} (beklenen ≈ 0)\")\n",
        "\n",
        "fig, axes = plt.subplots(1, 2, figsize=(13, 4))\n",
        "axes[0].hist(gb[\"boyut\"], bins=np.logspace(0, np.log10(gb.boyut.max() + 1), 30), color=\"#8172B2\")\n",
        "axes[0].set_xscale(\"log\"); axes[0].set_xlabel(\"Grup boyutu (dizi, log ölçek)\"); axes[0].set_ylabel(\"Grup sayısı\")\n",
        "axes[0].set_title(\"Benzerlik gruplarının boyut dağılımı\")\n",
        "gs_ = df.groupby(\"genotip\")[\"grup\"].nunique().reindex(SINIFLAR)\n",
        "axes[1].bar(gs_.index, gs_.values, color=[RENKLER[s] for s in gs_.index])\n",
        "axes[1].set_title(\"Genotip başına bağımsız grup sayısı\"); axes[1].tick_params(axis=\"x\", rotation=45)\n",
        "fig.tight_layout(); kaydet(fig, \"benzerlik_gruplari\"); plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "f7ca5c2b",
      "metadata": {
        "id": "f7ca5c2b"
      },
      "source": [
        "### 6.1 Etiket tutarlılığı ve psödo-replikasyonun giderilmesi\n",
        "\n",
        "İlk çalıştırmada iki sorun gözlenmiştir; her ikisi de hakemlerin sıkça sorduğu konulardır:\n",
        "\n",
        "1. **Karışık genotipli gruplar:** Birkaç benzerlik grubu (≥ %95 özdeşlik) birden fazla genotip etiketi içermektedir. Bu kadar benzer iki dizinin farklı genotiplerde olması biyolojik olarak beklenmez; büyük olasılıkla **hatalı etiketlenmiş** GenBank kaydına veya **rekombinant/kimerik** diziye işaret eder. Bu gruplarda çoğunluk genotipine uymayan kayıtlar listelenir, raporlanır ve analizden çıkarılır.\n",
        "2. **Psödo-replikasyon:** Bazı çalışmalar tek bir hastadan yeni nesil dizileme ile yüzlerce klon/okuma dizisi yüklemiştir (ör. başlığında *clone Read_...* geçen kayıtlar). Bu diziler istatistiksel olarak bağımsız gözlem değildir. Tek bir grup yüzlerce dizi içerdiğinde hem model o gruba aşırı uyum sağlar hem de gruplu bölme dengesizleşir; ilk çalıştırmada test kümesindeki sınıf oranlarının %2 ile %75 arasında değişmesinin nedeni budur. Bu nedenle her benzerlik grubundan en fazla `GRUP_UST_SINIR` dizi rastgele seçilir (**dereplikasyon**). Bu işlemin etkisi Bölüm 15.4'te ablasyon olarak ayrıca raporlanır.\n",
        "\n",
        "> EDA (Bölüm 5) tüm veri üzerinde yapılmıştır ve veri setinin tamamını tanımlar. Modelleme ve değerlendirme ise bu adımdan sonraki **dereplike** veri üzerinde yapılır."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "id": "cb230487",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 830
        },
        "id": "cb230487",
        "outputId": "54619f94-0a6f-4486-e178-12696779abf0"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "      boyut                    genotipler  \\\n",
              "grup                                        \n",
              "0       110            GII.3:109, GII.6:1   \n",
              "5       198  GII.17:196, GII.2:1, GII.3:1   \n",
              "13      107           GII.4:106, GII.17:1   \n",
              "31       40               GI.6:39, GI.3:1   \n",
              "52        2             GII.2:1, GII.17:1   \n",
              "141      24             GII.4:23, GII.3:1   \n",
              "488       3                GI.3:2, GI.6:1   \n",
              "\n",
              "                                     ornek_erisim_no  \n",
              "grup                                                  \n",
              "0     PV533634.1, PX875750.1, PV577915.1, JN654729.1  \n",
              "5     KT384008.1, MT825427.1, MH106758.1, MH469171.1  \n",
              "13    MZ708307.1, MK590572.1, MZ708587.1, LC573366.1  \n",
              "31    MW680991.1, LC644991.1, OR523300.1, MZ373204.1  \n",
              "52                            KR107727.1, KT438788.1  \n",
              "141   KY594486.1, GQ845319.1, HM627869.1, LC052537.1  \n",
              "488               MW658671.1, MW578745.1, MW644751.1  "
            ],
            "text/html": [
              "\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>boyut</th>\n",
              "      <th>genotipler</th>\n",
              "      <th>ornek_erisim_no</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>grup</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>110</td>\n",
              "      <td>GII.3:109, GII.6:1</td>\n",
              "      <td>PV533634.1, PX875750.1, PV577915.1, JN654729.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>198</td>\n",
              "      <td>GII.17:196, GII.2:1, GII.3:1</td>\n",
              "      <td>KT384008.1, MT825427.1, MH106758.1, MH469171.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>107</td>\n",
              "      <td>GII.4:106, GII.17:1</td>\n",
              "      <td>MZ708307.1, MK590572.1, MZ708587.1, LC573366.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>40</td>\n",
              "      <td>GI.6:39, GI.3:1</td>\n",
              "      <td>MW680991.1, LC644991.1, OR523300.1, MZ373204.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>2</td>\n",
              "      <td>GII.2:1, GII.17:1</td>\n",
              "      <td>KR107727.1, KT438788.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>141</th>\n",
              "      <td>24</td>\n",
              "      <td>GII.4:23, GII.3:1</td>\n",
              "      <td>KY594486.1, GQ845319.1, HM627869.1, LC052537.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>488</th>\n",
              "      <td>3</td>\n",
              "      <td>GI.3:2, GI.6:1</td>\n",
              "      <td>MW658671.1, MW578745.1, MW644751.1</td>\n",
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "karisik_tablo",
              "summary": "{\n  \"name\": \"karisik_tablo\",\n  \"rows\": 7,\n  \"fields\": [\n    {\n      \"column\": \"grup\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 175,\n        \"min\": 0,\n        \"max\": 488,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          0,\n          5,\n          141\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"boyut\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 72,\n        \"min\": 2,\n        \"max\": 198,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          110,\n          198,\n          24\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"genotipler\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 7,\n        \"samples\": [\n          \"GII.3:109, GII.6:1\",\n          \"GII.17:196, GII.2:1, GII.3:1\",\n          \"GII.4:23, GII.3:1\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ornek_erisim_no\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 7,\n        \"samples\": [\n          \"PV533634.1, PX875750.1, PV577915.1, JN654729.1\",\n          \"KT384008.1, MT825427.1, MH106758.1, MH469171.1\",\n          \"KY594486.1, GQ845319.1, HM627869.1, LC052537.1\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şüpheli etiketli (grup çoğunluğuna uymayan) kayıt sayısı: 8 → analizden çıkarılıyor\n",
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_19_dereplikasyon.png  |  norovirus_2209_ciktilar/figures/EN/figure_19_dereplikasyon.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1210x462 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dereplikasyon: 4313 → 2065 dizi | grup sayısı 600 | en büyük grup artık 20 dizi\n"
          ]
        }
      ],
      "source": [
        "GRUP_UST_SINIR = 20\n",
        "\n",
        "karisik = gb[gb.genotip_sayisi > 1].index\n",
        "if len(karisik):\n",
        "    karisik_tablo = (df[df.grup.isin(karisik)].groupby(\"grup\")\n",
        "                     .agg(boyut=(\"accession\", \"size\"),\n",
        "                          genotipler=(\"genotip\", lambda s: \", \".join(f\"{k}:{v}\" for k, v in Counter(s).most_common())),\n",
        "                          ornek_erisim_no=(\"accession\", lambda s: \", \".join(list(s)[:4]))))\n",
        "    display(karisik_tablo)\n",
        "    tablo_kaydet(karisik_tablo.reset_index(), \"karisik_genotipli_gruplar\", indeks=False)\n",
        "    supheli = np.concatenate([g.index[g[\"genotip\"] != g[\"genotip\"].value_counts().index[0]].values\n",
        "                              for _, g in df[df.grup.isin(karisik)].groupby(\"grup\")])\n",
        "else:\n",
        "    supheli = np.array([], dtype=int)\n",
        "print(f\"Şüpheli etiketli (grup çoğunluğuna uymayan) kayıt sayısı: {len(supheli)} → analizden çıkarılıyor\")\n",
        "if len(supheli):\n",
        "    tablo_kaydet(df.loc[supheli, [\"accession\", \"genotip\", \"baslik\", \"grup\"]], \"supheli_etiketler\", indeks=False)\n",
        "\n",
        "# Tüm (dereplike edilmemiş) verinin kopyası ablasyon için saklanır\n",
        "DF_TUM, KMER_TUM, JACCARD_TUM, GRUPLAR_TUM = df.copy(), KMER, JACCARD, GRUPLAR.copy()\n",
        "\n",
        "rng = np.random.default_rng(RASTGELE)\n",
        "tut = []\n",
        "for _, idx in df.drop(index=supheli).groupby(\"grup\").groups.items():\n",
        "    idx = np.asarray(idx)\n",
        "    tut.extend(rng.choice(idx, size=min(len(idx), GRUP_UST_SINIR), replace=False))\n",
        "tut = np.sort(np.array(tut))\n",
        "\n",
        "once = df[\"genotip\"].value_counts().reindex(SINIFLAR)\n",
        "df = df.loc[tut].reset_index(drop=True)\n",
        "KMER = {k: v[tut] for k, v in KMER_TUM.items()}\n",
        "JACCARD = JACCARD_TUM[np.ix_(tut, tut)]\n",
        "GRUPLAR = GRUPLAR_TUM[tut]\n",
        "sonra = df[\"genotip\"].value_counts().reindex(SINIFLAR)\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(11, 4.2))\n",
        "xx = np.arange(len(SINIFLAR))\n",
        "ax.bar(xx - 0.2, once.values, 0.4, label=\"Dereplikasyon öncesi\", color=\"#BBBBBB\")\n",
        "ax.bar(xx + 0.2, sonra.values, 0.4, label=f\"Dereplikasyon sonrası (grup başına ≤ {GRUP_UST_SINIR})\", color=[RENKLER[s] for s in SINIFLAR])\n",
        "ax.set_xticks(xx); ax.set_xticklabels(SINIFLAR, rotation=45); ax.set_ylabel(\"Dizi sayısı\")\n",
        "ax.set_title(\"Psödo-replikasyonun giderilmesi: genotip başına dizi sayısı\"); ax.legend()\n",
        "kaydet(fig, \"dereplikasyon\"); plt.show()\n",
        "print(f\"Dereplikasyon: {len(DF_TUM)} → {len(df)} dizi | grup sayısı {len(set(GRUPLAR))} | \"\n",
        "      f\"en büyük grup artık {pd.Series(GRUPLAR).value_counts().max()} dizi\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "id": "ae1340c7",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 898
        },
        "id": "ae1340c7",
        "outputId": "b7865b3a-bf56-4a77-a753-38d670ea3172"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "200 farklı gruplu bölünme denendi; seçilen bölünmede sınıf oranlarının en büyük sapması: 0.073\n",
            "Eğitim: 1598 dizi (478 grup) | Test: 467 dizi (122 grup)\n",
            "✔ Eğitim ve test kümeleri arasında ortak grup yok.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "        Eğitim  Test  Test oranı (%)\n",
              "GI.1       168    45            21.1\n",
              "GI.2        85    31            26.7\n",
              "GI.3       300   120            28.6\n",
              "GI.6       143     3             2.1\n",
              "GII.17     126    47            27.2\n",
              "GII.2      179    46            20.4\n",
              "GII.3      187    32            14.6\n",
              "GII.4      200    52            20.6\n",
              "GII.6      210    91            30.2"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-a89766b6-01a0-4d48-a18d-57e9ab4505f1\" class=\"colab-df-container\">\n",
              "    <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>Eğitim</th>\n",
              "      <th>Test</th>\n",
              "      <th>Test oranı (%)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>GI.1</th>\n",
              "      <td>168</td>\n",
              "      <td>45</td>\n",
              "      <td>21.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GI.2</th>\n",
              "      <td>85</td>\n",
              "      <td>31</td>\n",
              "      <td>26.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GI.3</th>\n",
              "      <td>300</td>\n",
              "      <td>120</td>\n",
              "      <td>28.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GI.6</th>\n",
              "      <td>143</td>\n",
              "      <td>3</td>\n",
              "      <td>2.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.17</th>\n",
              "      <td>126</td>\n",
              "      <td>47</td>\n",
              "      <td>27.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.2</th>\n",
              "      <td>179</td>\n",
              "      <td>46</td>\n",
              "      <td>20.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.3</th>\n",
              "      <td>187</td>\n",
              "      <td>32</td>\n",
              "      <td>14.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.4</th>\n",
              "      <td>200</td>\n",
              "      <td>52</td>\n",
              "      <td>20.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.6</th>\n",
              "      <td>210</td>\n",
              "      <td>91</td>\n",
              "      <td>30.2</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a89766b6-01a0-4d48-a18d-57e9ab4505f1')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-a89766b6-01a0-4d48-a18d-57e9ab4505f1 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-a89766b6-01a0-4d48-a18d-57e9ab4505f1');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"      f\\\"gruplu ayr\\u0131mda bu oran %{100 * (nn_grup >= 0\",\n  \"rows\": 9,\n  \"fields\": [\n    {\n      \"column\": \"E\\u011fitim\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 60,\n        \"min\": 85,\n        \"max\": 300,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          200,\n          85,\n          179\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Test\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 34,\n        \"min\": 3,\n        \"max\": 120,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          52,\n          31,\n          46\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Test oran\\u0131 (%)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 8.741678582769126,\n        \"min\": 2.1,\n        \"max\": 30.2,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          20.6,\n          26.7,\n          20.4\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_20_sizinti_en_yakin_komsu.png  |  norovirus_2209_ciktilar/figures/EN/figure_20_sizinti_en_yakin_komsu.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 990x462 with 1 Axes>"
            ],
            "image/png": 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foUKFCnj48KFFXc6TkpLw7bffCvdDwcHBmDBhApKTk7Fo0SKz6yPDmESRQX369MHcuXMBAEePHsXs2bMhlUp1uvK1a9cOnp6eACBc2IGMXxxr1qwJAKhevTqaNm2KEydOQKPRYPfu3Qb/OPv7+2PTpk1Gb35NlbmrTsmSJVGuXDmUKFECIpEI/fr1M7mOzE3de/bsEW6yJRIJli1bhjp16pgVV4sWLYQbqmrVqgl/PFUqFZ4+fYrg4GDUq1cPFy5cMBpHVrTHAcjo9xwYGIiyZcsKF9/p06ebFW92Ro4cKfya1alTJyxcuFAYXCQhIUGntXL69OnCL8tNmzZF+/bt8ezZM6jVavzyyy8Gf03t37+/0I3A29sb7777LoCMP6pyuVzYN5l/pS5atGi2+2v69Ol6rV/79+8X/t2tWzdMnToVQEZS9vz5c4SFhQHI6HKRW0lU5u532dH2gc/uXMn8nWzevDkaN24MAChXrhzat2+PXbt2AQB27dqFzp07w83NDY6OjkhPT4eLiwvKli2LypUrC7+Wjh07VqivRo0aOr/KAzDrWZ+QkBC95bOybt06lClTJsub1fPnzws/kri6umL06NHCzd6QIUOE/fXnn3/i+fPnKFmypE7rY926dYVfq1u0aIEnT57otI5kxdRjYqoOHToI5//9+/d1Rgn88ccfhS6VW7ZsQVJSEgCYnERpWXKdrlixIn744Qc4ODigefPmOHjwoHCzaMr6Bw0ahE2bNkGtVuPw4cOYPn06nJ2dhe5sgO4ztmXLlhV+fLlz5w7i4+N1WgwAZPmr+uLFi4X5FStWxPr164VWSHNIJBKsWrVKWPbPP/8Uku/MLT6m+vTTT4W46tevj1WrVsHd3R1ARmth5pbCESNGCC2DLVq0wP3794Vl9+/fbzCJysn5Y851ILfNmTNH2L46deqgVatWSE1NhUKhwIkTJ/Dee++ZfZ17m7e3N1auXAlnZ2e0bt0aR44cwaNHjwBk7BNtEpX5u3zr1i2sWbNG+Dx+/HgMGzYMAPDbb78JPwKXLFlSeE2Cm5sb+vfvL/xwcPDgQcyaNctggvT9998Lw5ib+4Ot1l9//YWEhAQAgIODA5YtWyaMxufl5SX84Eg5wySKDOrWrRsWLFgApVKJ+Ph4nDx5EjVr1tTpXpD5j13mblu7d+/G7t27DdZ77949g9NbtGiR4wQKAHr27ImtW7ciKSkJGzZswIYNG+Dk5ISgoCC88847GDRokFndEEJDQ/Hll18CABwdHbFo0SI0b97c7LgyP2fg5eWlMy8+Pt7s+t5Wt25dVKlSBXfu3MGFCxfQtWtXODo6IiAgALVq1UKfPn30nnXICe0f8ZCQECxatEiny0NkZCTS09N1YtMSi8WoXbu2cLOr/YX0bdntL+0Nh7nat2+vNy1zDJljBYB33nlHSKKMxWqvMn8nT506JTzT8zbtd9LJyQl9+/bF7t27ERMTI/zx9/X1RdWqVdGhQwf07NkTjo6OuR+8AW93jXnb/fv3hX8nJydj6NChRsveu3cPJUuW1HlPytsJT7169UxOoqwt8/OCmc9/Dw8PoTulSCSCl5eXcBNsynUkp9fphg0bCi3aIpEInp6ewnExZf2lSpVCq1atcPLkSSQkJODo0aPo3r07jh07BiDj+tCzZ0+hfObnkozJar3a65Sbmxs2b96sM9iLOYKCgnSSr8zHxJLrtzaugIAA/Pzzz0ILPpDRkpG5W7aha5J2eWPXpJycP/Z0Hci87T4+PggKChJeaaHtlm3ude5ttWvX1tn/2R3be/fuYcSIEUKiNHToUHz00UfC/MzXoefPnxv94S01NRX//fefXrdSqVSKVq1aGVzGHJm7rRcrVkxnOHMObmM9TKLIIG9vb7Ru3Vq4iTh48CAePXokNA0HBATo3Oia2lXM2K/Pvr6+OYw4Q1BQEA4fPoz9+/fj2rVriIyMxIsXLxAREYGIiAiEhoYiNDQUxYsXz7auEydOYObMmVCr1XBwcMB3331n8CbcFEWKFBH+/XZXiMzPb1nKyckJ27Ztw8GDB3HhwgU8fvwYT58+xZMnT/DkyRMcPnwYq1evtsrFGYDwS+W1a9ewZ88eDBgwwCr1amXeX2//sc7J/srtIaUzfw/e/sXcGn3cLY0lK5m/k1999RUaN26MU6dO4cGDB/jvv/8QGxuLM2fO4MyZM3jw4IHR5zDMcfTo0WyPY0xMDD788EPExsaiW7du2T7LaE53VVNawdRqtcn1WVvmFvXMP1BkbnF+mynfi5xepzN/LwHda5mp38vBgwcLg3Hs2bMHxYsXx6tXrwBk/Jim/VugVCqFrn8A0KxZMwwcOBCenp64deuWMFhPVuvVXqeSkpIwf/58fP/99xY94/L2DzmWbLehuLQDZ0yZMsXsOrKS0/PH0uvA29e8t5/RzQ05PafNObaRkZEYPny40GW4X79+woAQ5sZjLKZixYpZteu9Iba8thU0TKLIqD59+ghJ1Llz53S6HPXs2VPni16uXDnhAVBjDyar1WoolUqD67LWRUOj0SAgIEDnl6Hk5GRMnz4dx48fR3x8PP74449sb/rPnTuHSZMmCX8UPv/8c51fSHNL5v1gzoVOo9HA3d0d77//Pt5//30AGf3uN2zYgB9++AFAxvMf1kqi5syZg88++0wYGEMsFgtd9gIDA4WbBCCj77i29U+lUgkjIAHI8SAF5u4vQ+dZ+fLlhXP36tWrOl3Grly5Ivy7XLly2daf+SYlOjpa+HdkZKRF3X6ykt22ly9fXviVtn///vjmm28M1pP5D7mDgwM6duyIjh07CtPCw8OF78vhw4eFm6e3b0bVarXJN6jZdal6/fo1pk2bhtjYWPTu3Rtz587Ntu7M51KRIkVw5swZgwOpJCcnw9XVFUDGuartuqN93kIrqxGxjLH0+5tXcnqdtoZGjRqhQoUKePDgAf755x/huRxAt3eDTCbTOTenT58uPD+pfUYyO59++imWL1+OhIQEhIaGQiwW47vvvsv1m9TsfPXVV/jmm2+gVCqxZs0aiMVi4W+Wj48PvL29hQTk6tWrQpcyQPealFuDvJhzHcicWGe+5l24cMGsLruG/PPPP0J3vjdv3uhcQ7UtK5Zc5yzx/PlzfPDBB8Kze126dME333yjdy5lPiYVKlTA4cOHDV67Ml+HMrPWuZm5x82rV6/w5MkTlClTBoDp3x/KHpMoMqpp06bw8/NDTEwMVCoVXrx4ASDjS96rVy+dsv369RP+OC9duhTJyclCl4KXL18iIiICp06dwoIFC3I89HFWNmzYgNOnT6N58+YoVaoUfHx88ObNG50m/9TU1CzrCA8Px4QJE4Qbifbt2yM4OFjnj1fJkiVz5UV0mYeZvXv3Lo4dOwYfHx94enoaHIBB68aNG/jss8/Qpk0blCtXDr6+vlCpVDo3htlttzl69+4NuVyOuXPnQqPR4PPPPxe64nh6eqJt27ZCAr5gwQIoFAqULFkS+/fvF7ryiUSiHCemmX9FvHLlCv744w+4u7vD19fX5Lex9+nTRzh3Dx8+jOLFi6NevXq4cuUKfv31V51y2cn8h+vy5cuYN28eSpQoga1bt+p0cXybJcODZ3eu9O3bVzgGe/bsgVQqRZMmTSCRSPDixQs8fPgQp0+fxpgxY4Shh9u0aYOmTZuiRo0a8PPzg1Qqxblz54T1ZD6H3v4Fd9OmTahZsyYcHBz0uiCZq0iRIqhatSoaNGiAr7/+2qQbiyZNmqBkyZJ4/vw54uPjMWzYMAwcOBB+fn6Ii4tDVFQULl26BLVajU2bNgEAOnfuLHT/uXLlCr744gs0b94cly5dwokTJ8yO29Lvb16xl+v0oEGDhIfqL168CCCjN0Lm53uKFSsGV1dX4eZ31apV6Nu3L27fvp3lQBKZVa5cGWvXrsXw4cORnJyMAwcOQCwWG7z5zUuNGzfG4sWL8fHHHyM9PR0rVqyAWCzGhx9+KPx91bbCrV+/Hq6urqhUqRJOnDghDOYD5M47GgHzrgOZr3lhYWEoVaoUpFIp1q9fn+M4Pv/8c0yePBmenp7YuHGjsF6pVCq8WN2S65y54uLiMGzYMDx//hxAxo8v/fv31zkWHh4eCA4ORqdOnbBo0SIkJSXhwYMHGD16NHr37g1vb2/ExsbiyZMn+OuvvxAYGCi0puaGJk2aoEiRIoiPjxdGIR0zZgySk5OxZMmSXFtvYcMkioxydHREz549sXbtWp3p9evX1xvdSHtBCQ0NhVKp1Pl1MS+lp6fj8uXLRn9F9vDwQIcOHbKs49y5czrPXxw7dkzos6+VW+9PaNSoEUQiEdRqNRITE4V1NGrUSLjxM0Sj0eDBgwd6Q4prOTg4WPwHxJghQ4YgMTERS5cuFd6p4+joiG7duuGrr77Cw4cP8eDBA8hkMr3hZUUiET777LMcj+LWrFkz4Wbj2bNnwsOyffv2FQZGyc57772Hy5cv47fffkN6errBG7TOnTvjvffey7aurl27YsmSJYiLi4NGoxGOmfYdK9ofIqwhu3OlefPmGDt2LFavXg2NRoOtW7fqvMfEkNjY2Cyflcl801auXDkhaQEyHoYGMq4b//77b462TSwW48cff4SDg4PJN7tSqRQ//fQTRo0ahfj4eFy7dk2n1VOrfv36wr+7du2KQ4cOCYMEZN72atWq6QyvbApLv795xV6u0z179sSiRYuQmJioMy1zVyoHBwcMGTJE+D4eOXJEGAikYcOGQvKVnZCQEKxYsQJjxoyBQqHAnj174OjoaJVXS+REu3btMHfuXMycORMajQZLliyBWCzG6NGj8dFHH+HmzZu4fPkyUlNTdQaG0Bo+fLjBQSWswZzrwIABA7Bp0yYoFAoolUosW7YMAFCiRAmo1WphcANLuLm5YcaMGXrTp06dKnTNtuQ6Z6779+/rPD8ZGRmp955C7XuiihYtioULF2LKlClITU3VGYQkM1N/5LOUq6srZs+eLQxxfu/ePWHQpGrVqgldaCln8tdLTyjPGfqly9A0kUiEhQsXYtmyZWjZsiWKFSsGsVgMLy8vVKxYEb169cLSpUsNjvhkTc2bN8fgwYNRs2ZN+Pr6QiKRQCqVonTp0ujduzf27t2LEiVK5GoMOVGuXDn88MMPCA4OFka7M0WZMmXw4YcfolGjRihRogScnZ0hFovh6+uLVq1aYf369cIvd9Y0fvx4DB8+HEBGN6BPP/0UR44cgY+PD/bu3YupU6eievXqcHV1hVgshp+fHzp16oQdO3ZY5X1djRs3xqxZsxAYGGjxsLsikQg//fQTfvjhBzRu3BheXl5wdHSEl5cXGjVqhIULF2Lx4sUmdVVzd3fHzz//jPr168PJyUlI2vfu3Wv2sMrZMeVcmTx5MjZv3owOHTrA398fEokEHh4eKFeuHDp16oQFCxboPOc3depUtGvXDmXKlIG7uzscHR1RpEgRYeS6zM9BODo6YsWKFWjQoIHBbik5JRKJzG4tqFWrFg4fPowRI0agUqVKcHFxgVQqRUBAAOrXr48pU6bo3Dw7ODhgxYoVGD16tLB/KlasiO+++w7du3cXypn6fjVLv795xV6u066urnp/Rwz9XZk4cSKmTp0qjDRarlw5fPHFF3ovgM+OtuVH+3zlzp07dYbnt5VevXph1qxZwucff/wRGzduhIuLCzZt2oQvv/wSderUgYeHB8RiMYoWLYpWrVph7dq1Vnk20Zi3rwNahq4DAQEBWLVqFapXrw6JRAJvb2/07t0be/bs0Xuxtbl27NiB/v37o1ixYpBIJKhUqRIWLFggjISnZe51Lre1adMGhw4dwnvvvYfAwEA4OTnBxcUFpUuXRtOmTTFz5kydRw5yS/fu3bFy5UpUr14dUqkURYsWxYABA/Raoqz5/sjCxkFjjafaiYiI8iGNRmMwWRs3bpzQ1a99+/bCL+xkHVeuXBFGLqtbty527Nhh44jImOnTp+PFixdWb+Gh3GXs2nb8+HFMmDABQMaPYRcvXsxy0BEyjt35iIio0Prmm2/g7e2Nxo0bIyAgAG/evMGBAwd0hkq2dlfYwiwpKQlyuVx4AS4Ak7rKku106dIFo0ePxqNHj0waYIfsw19//YU9e/agR48ewoAX4eHhwmBTANC2bVsmUDnAJIqIiAotmUyGHTt2YMWKFQbnDx8+3GqjWhL0XlRerVo1gy9BJdv79ddfERQUhPPnzwNAloPjkP1Rq9X4/fffjb7vrmLFisJ7MMkyTKKIiKjQateuHRITE3H//n28efMGGo0Gvr6+qF27Nt599100bNjQ1iEWSN7e3mjatCk+/fRTm73AmbK2fft23LhxA87OzhgyZIjei2HJvgUFBaFXr164fv06YmJikJqaCnd3d1SqVAnt2rVD//794eTkZOsw8zU+E0VERERERGQGjs5HRERERERkBiZRREREREREZmASRUREREREZAYOLGHEP//8AwAmvWCTiIiIiIjyL7VaDSDj3XWmYIZA9Ba1Wi18kYisjecX5RaeW5SbeH5RbsqP5xdboozQtkCFhITYOBLKaxEREQCAypUr2zgSKoh4fplu4sSJAIBly5bZOJL8gecW5SaeX5Sb7OH8Cg8PN6s8kygiIrJLT58+tXUIREREBrE7HxERERERkRmYRBEREREREZmBSRQREREREZEZ+EwUERHZpbJly9o6BCIiIoOYROVQUlISEhISoFQq893QjGRYWloaACAyMtK2gVCBVFjPL0dHRzg7O6NYsWJwcHAwaZklS5bkclRERESWYRJlIbVajefPnyMxMREikQgSiYQv5i0g3N3dbR0CFWCF9fxSKBSQy+VIS0tDQECAyYkUERGRPWISZSGZTIbExEQULVoUxYoVYwJVgKSkpAAAXFxcbBwJFUSF+fx6/fo1YmJi8OrVK/j6+mZb/osvvgAAfPPNN7kdGhERkVmYRFlILpdDKpXC19eXv6gSEZmgaNGikMlkSE1NNan8jRs3cjkiIiIiy7D5xEJqtRqOjo5MoIiIzODo6Ij09HRbh0FERJQjTKKIiIiIiIjMwCSKiIiIiIjIDHwmioiI7JKnp6etQyAiIjKILVFUqA0ePBiDBw+2dRj5gkajQffu3fHTTz/ZOhQdrVu3xowZM2wdRqHWp08fLFiwwOr1btmyBVu2bLF6vURERDnFJIoMOnDgAIKDg4X/qlatimbNmmHGjBmIjo7OtfVGR0dj2bJluHPnTq6tgywTFhaGJ0+eYMiQIbYOpdC7evUqBg4ciFq1aqFx48b4+uuvkZSUZNKyaWlpWLt2Lbp06YLatWujadOmGDduHG7evKlXVqFQ4IcffkCzZs1Qs2ZN9O3bF3/++adeuTFjxmDHjh2IjY3N8bYRERHlB+zOl0tkN25CJTftpia3iN3d4FWzRo7qmDhxIkqXLg2FQoFr167hl19+wT///IOwsDA4OTlZKdL/iYmJwfLlyxEQEIAqVapYvX6y3Pr169GhQwf4+PjYOpRC7c6dOxg2bBjKlSuHTz/9FNHR0di4cSMiIyOxcePGbJf/5JNPcPLkSfTt2xdDhw7F69evsWvXLgwcOBB79+5F5cqVhbIzZszA77//jiFDhiAwMBC//PILxowZg02bNqF+/fpCubZt28Ld3R3bt2/HpEmTrLatixcvBgBMnjzZanUSEVmDJfd51rgvI/vBJCqXqORJkF27ZtMYvGrXznEdTZs2Re3/r6dfv37w9vbGzz//jJMnT6Jz5845rp/Ml5ycDFdX1zxd57///os7d+5Y9QaZLLNo0SJ4eHhg69at8PDwAACUKlUKs2fPxpkzZ9CiRQujy0ZHR+PYsWP44IMPdLpAtmrVCj169MDhw4eFJOrGjRv49ddfMXXqVIwePRoA0LNnT3Tt2hULFizAvn37hOVFIhE6dOiAgwcP4qOPPrLay8fPnDkDgEkUEdkfS+7zrHFfRvaD3fnILPXq1QMAPH36VJimUCiwdOlS9OnTB++8847Q7efEiRN6y1+4cAGDBg3CO++8g1q1aqFt27b45ptvAACXLl1C3759AQAzZ84UuhIuW7ZMWP63335D586dUaNGDXTt2hXHjh3DjBkz0Lp1a531aDQabN26Fd26dUONGjXQqFEjfPbZZ4iLi8t2GzUaDXbu3GnRss+ePcPXX3+NTp06oVatWqhXrx7GjBmDu3fvCmXkcjlq1aqFOXPm6C3/5s0bVK9eHQsXLgTwv26VFy5cwJw5c9C4cWOEhIQI+ys4OBiXLl0Slp8xYwZq1KiB58+fY8yYMQgJCUHTpk2F50ru37+PoUOHonbt2mjZsiUOHjyY7TYBwIkTJ+Do6IiGDRvqTNfGd+nSJcyZMwcNGzZEvXr1MGvWLCgUCiQmJmLGjBl455138M4772D+/PlQq9V6+9uUY6XRaLBy5Uo0b94ctWrVwuDBg3H//n2dMpGRkQgODjbYIhMREYHg4GDs2LEDgGnHKvN+DgsLw+rVq9G8eXPUqFEDQ4cOxX///WfS/rMWuVyO8+fPo2vXrkICBQA9evSAq6srfvvtt2yXBwBfX1+d6X5+fgAAFxcXYdrRo0chEonQv39/YZqTkxP69u2LmzdvIioqSqeOxo0b48WLF7h165ZlG0dERJSPsCWKzPLs2TMAuqNmyeVy7N69G507d0bv3r2hUChw+PBhjB8/HmvXrhV+GX/w4AFGjx6NSpUqYcKECXBxccGTJ09w7tw5AED58uXx0UcfYenSpejfvz/q1q0LAAgODgYA/PHHH5g8eTIqVqyIKVOmICEhAbNnz4a/v79enF9++SX279+Pnj17YtCgQXjx4gW2bduGmzdvYt++fVl2RZw7dy4OHjxo0bI3b97ElStX0KFDB5QsWRIxMTHYtWsXBg8ejLCwMPj5+cHd3R1t27bFkSNHMGPGDIjF//saHjlyBEqlEj179tSpd86cOfD09MTYsWORmJiY1SGCRqPB6NGjUadOHUybNg2HDx/G3Llz4ebmhiVLlqBLly5o164ddu3ahZkzZyIkJARly5bNss7w8HCUL18ezs7OBud/9913KFasGCZOnIjr169j37598PT0xK1bt+Dr64vJkyfj7Nmz2LhxIypUqCAky4Dpx2rJkiVYtWoVWrRogRYtWuDOnTsYMWIEFAqFUFdgYCBCQkIQGhqKDz74QCfG0NBQSCQSoQXVlGOV2bp16yASiTB8+HDI5XKsW7cOn3zyCfbu3ZvlvlOr1ZDJZMLn1NRUAEBKSopeWXd3d0ilUqN13b17FyqVCtWrV9eZLpVKUaVKFfz7779ZxlKmTBn4+/tjw4YNKFu2LKpXr47Xr19jyZIl8PX11Tkud+7cQZkyZVCkSBGdOmrWrCnML1WqlDBdG9PVq1eFMkRERAUVkyjKUmJiIuLi4qBQKHD9+nUsX74cUqkUrVq1EsoUKVIEp0+f1rn5GzRoEHr37o2NGzcKSdRff/0FhUKBn3/+Wee5mk8++QQAUKxYMTRv3hxLly5F7dq10aNHD51YfvzxR/j6+mLnzp1wd3cHADRq1AiDBw9GQECAUO7q1avYvXs3vv/+e51kpFmzZhg0aBAOHjyo8+t6ZlevXsW+ffvw7bff4t133zVrWQBo2bIlOnbsqDOtR48e6Ny5M/bt24cPP/xQmBYWFoa//vpLp/vV4cOHUbVqVVSsWFGnDldXV2zdulUn4TJGqVSiU6dOGD9+PACga9euaNasGWbNmoUFCxage/fuADJaDjp16oQDBw5k213q0aNHqFatmtH5Pj4+WLduHRwcHDBo0CA8efIEGzduRN++fYUWt/79+6N169bYv3+/cLNu6rGKi4vDunXr0LJlS6xevRoODg4AMhKrlStX6sTSo0cPfPXVV3jw4AEqVKgAICOR+fXXX9GyZUt4eXkBMP1YaaWlpeHQoUPCee7p6Ym5c+fi3r17qFSpktF98/z5c7Rp08bo/MzmzZuH3r17G52vHbjh7ZYk7bRHjx5lWb9EIsHSpUsxbdo04fwAMn7A2LlzJ4oXL66zLmPrATKeX8zM398fEokEDx8+zDIGIiKigsDukqjbt29j1apV+Pfff/Hq1Su4urqiQoUKGDFihM6NOwA8fPgQ8+bNwz///AOJRIJmzZph5syZKFasmI2iL3hGjhyp87lUqVJYuHChzs2Wo6MjHB0dAWR07UtOToZarUa9evXw66+/CuW03Y9OnjyJPn36mPXcRHR0NO7du4eRI0cKCRQA1K9fH5UqVdIZmey3336Dq6srmjVrptMlrFy5cihWrBguXbpkNBHSLtukSROzlwWg01KTkpKC1NRUuLm5ISgoCLdv3xbmNWnSBL6+vjh06JCQRD19+hTh4eGYOXOmXr3vvvuuSQmUVr9+/YR/e3p6IigoCI8fP0bXrl11tsnT01OvW5YhMplMr0Uisz59+giJDZDRWhEeHq7TsuHo6Ijq1avj+vXrwjRTj9X58+ehVCoxcOBAnfUMHjxYL4nq3LkzvvvuOxw6dAhTp04FkNEl7+XLl5g9e7ZQztRjpdWzZ0+dHwoyd23NKony9fXV6V6YlpYGAAZbNLVJnzHaVixDrVVOTk5C3Vnx8vJCcHAw2rZti7p16yI6Ohpr167FmDFjsG3bNuEHjtTUVKPryRxLZkWKFMGbN2+yjYGIiCi/s7sk6unTp1AoFOjduzf8/f2RnJyMY8eOYezYsfjqq6/w3nvvAQBevnyJQYMGwd3dHZMnT0ZKSgrWr1+Pe/fuZdvlikw3e/ZslC9fHomJifjll19w+fJlg1269u7di02bNuHhw4fQaDTC9Mw3vNpf+GfPno0ffvgBDRs2RNu2bdGpU6dsE4Tnz58DgMFuZ2XLltXpxhQZGYnk5GQ0btzYYF2vX782uh7tsm8/Y2XKskDGDfKSJUsQGhqqN9yztgUEyEgounfvjh07dkAul8Pd3R2HDh2Co6MjunTpoldv6dKls1xvZhKJRK8rmoeHB/z9/fUSVw8PD8THx5tUb+bj+rYSJUro1WtsekJCgvDZ1GNl7Pj7+PjoJXdFihRB69atERYWhilTpsDBwQGhoaHw8vLSafUz9VgZ20Ztl9bM22OIk5OTzvZpu/Flfv7IVNrvXuYujFppaWnZXvcSExMxaNAgDBkyBGPGjBGmN2rUCN26dcPPP/+MTz/9VFiXsfVkjiUzjUaj853PqcyDVxAREdkTu0uiOnbsqNfF5v333xe6hmmTqNWrVyMpKQn79+8XunLVqFEDH3zwAfbt24dBgwbleewFUY0aNYTR+dq2bYv3338fU6ZMwdGjR4UR4kJDQzF79my0atUKo0aNgo+PD8RiMfbv34+wsDChLmdnZ2zbtg2XL1/GmTNncO7cOXzyySfYuHEjduzYYfR5G3Op1Wp4eXkJwyO/LfPzXMaWnT9/vsEb0qyWBYBvv/0W+/fvx/vvv4+QkBB4enpCJBLhu+++00tCevbsifXr1+P48ePo1asXDh8+jMaNGxvsQmXOvjF2E2us5S+r5EjL29s7y2RL2xJpyjozry8nxyorPXv2xNGjR3H58mXUqlULx44dQ9euXXVaVsw5VoDxbcxu/6Wnp+u0smlbcAwdUw8PjyyPtfbcMPQ+ptjYWL3k+W2///47Xr16hbZt2+pML1euHMqVK4d//vlHZ13a5PXt9QAwuK6EhAR4e3tnGYM5zGl9JSIiykv54i+Uo6MjihcvrtMN6NixY2jRooXOszCNGzdGYGAgjh49yiQqFzg6OmLq1KkYNGgQtm3bJgx7fPToUZQuXRqrVq3SuYHfv3+/Xh0ikQgNGjRAgwYNMH36dOzYsQNff/01jh07hu7duxtNAEqWLAkABkdDe3tamTJlcP78edSqVQtubm5mbaN22Zo1a6Jo0aJmLQtk7IuePXti1qxZOtPj4+P1bi4rVaqEatWq4dChQyhfvjwiIyMxYcIEs9eZF8qXL29Stz9zmXqsMh//wMBAYXpcXJzB5K5Zs2YoWrQoDh06hFevXkEul+s9Y2fOscqJFy9eWO2ZqEqVKkEsFuPWrVvo1q2bMF2hUODOnTto3759lvVrW/ZUKpXevPT0dJ3plStXxsWLFxEfH6/T2qe9Dmd+nxSQ0eVWqVSiXLlyWcZgjk2bNgEAhg0bZrU6gYxuoNWrVxda3Vq3bo3hw4fj/ffft+p6iIio4LLbIc6TkpIQFxeH//77Dxs2bMCff/6JJk2aAMj4Y/369Wu9EaqAjGcxshuhiixXr149hISEYPPmzUK3Hu0v9Jl/kX/69KneEOeGnpXQDlagHXFO28Xp7S5S/v7+qFSpEkJDQ4VhmgHg77//xr1793TKdu7cGWq1GitWrNBbX3p6epYtKtpl16xZY/ayQMa+eLtlIiwsTO8hfK2ePXvi0qVLWLduHdzc3NCuXbss67eVkJAQPHz40OBzMDlh6rFq3LgxJBIJduzYobN/t27darBesViMbt264ffff8f+/ftRtmxZ1KlTR6eMucfKUtpnorT/rV69GqtXr9aZpv2vadOmWdbl4eGBRo0aISwsTOd7cOjQISQnJ+u04iuVSjx8+FBne4KCgoTtzOzmzZt4/PixzjW1Y8eOUKvV2L17tzBNoVDgwIEDqFatml4XU+3Q5m/v55w4ePCgycPwm2PZsmU6A2sQERGZy25bor788kscPnwYQEbrRbt27fDFF18A+N+oUMZGjpLL5VZ5IalarUZERITBeWlpaXB3dzc4TLFYLIZGnY50A7/25iWNOh1KpdLgr87Z0T4LkZaWpreN77//PqZOnYqdO3eif//+aNq0KY4dO4bRo0ejRYsWiImJwd69e1G2bFncvXtXWH7p0qW4cuUKmjVrhpIlSyIhIQH79u2Di4sLGjZsiJSUFPj6+sLT0xPbt2+HWCyGm5sbKlSogAoVKmD8+PGYNGkSBgwYgO7duyMxMRG7d+9GhQoVkJycLKynevXq6N+/P9avX487d+6gUaNGkEqlQmI3btw4oVUiPT0dAPSW3bx5M+7fv5/lsoY0b94chw4dgrOzM8qXL4+7d+/i2LFjKFWqFNLT0/X2ZZs2bfD999/j999/R/fu3aHRaHTKZHUctEls5nnaY/122fT0dL26gYxzXK1WGzyPM2vatCmWLVuGM2fOoHnz5tnGp1QqAWR0Xcs8/e34TD1WLi4uGDx4MDZs2ICRI0eiadOmuHfvHs6dOwdvb2+oVCq9bejYsSM2bdqEc+fOYezYsXrzTT1W2v2sUCh06tAmlG9PN0T7bi/gfz82GGt1za6uDz/8EEOHDsXAgQPRt29fxMTEYMuWLahfvz4aNGggLP/s2TN06dIF3bp1w7fffgsAaNiwISpUqIC1a9ciKioKderUwcuXL7Fr1y44Oztj4MCBwvKVKlVCu3btsGTJEsTGxqJMmTIICwtDVFQUVq9erRfn2bNn4e/vj/Lly2e5Denp6ZDL5UavrYb2RVZlPT09Ter2p1KpjD6/plQqER0dbVJM9syU/UVkKZ5f/+Pj4wNFSgpkb2RmLeeckoKYmBiT3jtZ2NjD+aVWq80a9Mxuk6gxY8agd+/eiImJQVhYGNLT03Vu2ADjI1QBGTc4OU2ickLs7g6fOiHZF8zlGHJDq1atULp0aWzevBl9+vRB9+7dERcXh7179+LSpUsoXbo0PvnkEzx58kTnxaWtWrXCy5cvcfjwYbx58wZeXl6oWbMmRo8eLXTXkkgkmDNnDpYtW4Z58+ZBpVJhzJgxqFChAlq0aIH58+dj9erVWLZsGcqUKYOvv/4aYWFhesMqz5w5E1WqVMHevXuxYsUKoUto+/btUb9+/Sy3b8aMGahcuTL27dtn9rLTp0+HWCzG77//juTkZFSrVg0rVqww+syPj48PmjZtij/++ENn5Dx7ExwcjCpVquDYsWM6SZQ1mHqsJkyYACcnJ+zbtw9XrlxB9erVsXLlSkycONFgvZUrV0alSpVw7949g4N1mHus7EWVKlWwZs0aLFmyBD/88ANcXV3RvXt3fPzxx9kO6iCRSLBhwwasX78eZ8+excmTJ+Hk5IR69eph/PjxegN3zJkzBytXrsSRI0cQHx+PChUqYMmSJXjnnXd0yqnVapw4cQI9evQw6w9QTty+fRtbtmzBo0eP4OHphZD6zdCtzxBIJBIAwJkTYTh19Be8iYuFm7sHGjVsgHHjxgEAZs2ahQoVKui9S0zr8OHD2L17N2bPnq3XbZGIiAgAHDSmPFVuYxqNBsOHD0diYiL27t2LW7duoW/fvvjuu+/Qp08fnbILFizA+vXrER4enqMkKjw8HIDuL8iZRUZGAoDO8xlkGz169ICPj4/OMNI5kZPR0yzx0Ucf4fr16zh9+nSe3YBaIiwsDJ9//jlOnTpl1WeGclOfPn0gkUiwa9cuW4ciyOvzKy8cO3YM06ZNw/Hjx7Md3MKca6f23WFvd+l78uQJevTogSlTpqB58+Y4dfEO1i5fiDIVaqJZ56GIfvYQe9fMRvs+E1C8TCWU9RXDIeUFBg4cCCDrZ6KWL1+OnTt3Yv369fkugdL+gpvf4qb8geeXrlfnL0J27ZpZy3jVro1ijRvmTkD5nD2cX9nd+7/Nfu/YMnFwcEDHjh2FfvvaP9LGRqhyd3e3aSsU5Q5DXRMvXbqEiIiIbFuI7NXr169x6tSpPP0F31JdunQRWiDzgzt37uDWrVvo1auXrUMp8NasWYNBgwZlm0BZc309e/bE4MGDUbZsWVSqUhNNOw7GrcsnodFokCh7BYnECYGV68DT2xeB5YOFBMoYjUaDefPmYd++fdi2bRtvFImIKEt2253vbdrnD+RyOcqVKwcfHx/hQebMbty4gSpVquR1eJQHoqOj8cEHH6B79+7w8/PDo0ePsGvXLvj6+mLAgAG2Ds8sT58+xdWrV7F//36IRKJsb/DsgfZ9S/bu3r17uH37NjZt2oSiRYuie/futg6pwDM0Eqc1rFu3zuD0iIgI3L17V2ihSk9XI12thkqpQLJchjLla8C9SFFs/nEiAiuFQNGyBd6p/K7BLuBaP//8M5RKJfbv3y90LyYiIjLG7pKo169f6w0trVAocPDgQeEBcABo3749Dhw4gGfPngnDnF+4cAGRkZEYPHhwnsdNua9IkSKoVq0a9u7di7i4OLi6uqJFixb45JNP8k33Mq3Lly9j5syZKFGiBObPn4/ixYvbOqQC4/fff8eKFStQtmxZLFq0qEB1mytsihUrZnB6cnIyBg0aJPz48E9EDP59nDF8u4urJ0SOjhgw/ns8e3Qb/z24jn3b1uKP3/Zgz549Rt/D9c477+DUqVM4fvw4hg4dmjsbREREBYbdJVGTJ0+GVCpFSEgI/Pz8EB0djcOHDyMyMhIzZswQ3iUzduxYHD16FEOHDsWQIUOQmpqK9evXo0KFCujXr5+Nt4Jyg4eHB3766Sdbh2EVvXv3zvJ9QGS5iRMnGh1sgvKXQ4cOAYDeiJhVq1bFgwcPhIEwouIleJ4g0Snj6ChGmYq1UKZiLZQbNhyTR/XBzZs39QbF0AoJCcGAAQMwevRoiMVivmuQiIiyZHdJVI8ePXDw4EFs374d8fHxcHd3R7Vq1TB9+nSdF1aWKFEC27Ztw/z587F48WKIxWI0b94cM2bMEEboIyKi/Es7WMzbSdTIkSPRv39/zJkzB3379sXL5/F4cPsaXj69j6Yd38fjiH+Q8CYGJQOrwMnZFecjbkIikei92+pt77zzDlauXIlx48ZBIpHg3XffzbVtIyKi/M3ukqg+ffrojbhnTMWKFbF+/fpcjoiIiOxJlSpVsGXLFvz0008YMGAANHCAh5cfKoe0AAA4Obvhwe1LuHRqL9JSklAmsAKWLVtmUrfZRo0aYcWKFRg/fjzEYjFbjImIyCC7S6KIiIiyU7t2bWzatAkA8NeN5wi/GyPMKxlYGX1GfgUA+OfPQ6gUVBKtWrUS5m/dulWnrlOnTul8btKkCa6ZOXQxEREVLvY9pjIREZEFNBoNXkc/hUatwbXL520dDhERFTBsiSIiogJHo9Hglw3fQKVS4v0RHGiEiIisi0kUERHZpYULF1q8rEgkwsiZPwMAQoLz5iXARERUeDCJIiIiu1SxYkVbh0BERGQQn4kiIiK7dPbsWZw9e9bWYRAREelhEkX51qVLlxAcHIxLly7ZOpR8ITo6GjVr1sSFCxdsHYogKioKwcHBOHDggK1DKbTu3buHqlWr4t69e7YORc+iRYuwaNEiW4dBRESkh935csn1+7GQpyhtGoO7iwS1KvrmqI64uDhs2rQJp0+fRlRUFFQqFfz8/FC3bl307t0bDRs2tFK0lNuWL1+O4OBgNGrUyNahFHoHDx7E1q1b8fTpUxQvXhyDBg3C0KFD4eDgYFY9V65cwaBBgwAA586dg6+v/vf9t99+w+bNm3H37l2IRCKUL18e48ePR4sWGe9UqlSpEpo3b46lS5di+fLlOd84IiKiQoBJVC6Rpyh13ltiCzl9mPrmzZsYM2YMEhMT0blzZwwYMABSqRRRUVE4deoUhg4dirVr1wo3Y2S/4uLi8Msvv+Drr7+2dSiF3r59+zBnzhy0b98eH3zwAa5cuYJ58+YhJSUF48aNM7ketVqNOXPmwNXVFcnJyQbLLF++HMuXL0f79u3Rs2dPpKen48GDB3j58qVOuffeew+jR4/Gf//9h7Jly+Zo+4iIiAoDJlFkUEJCAsaPHw+RSISDBw+ifPnyOvMnT56MY8eOwc3NLct6kpOT4erqmpuh5ju22CehoaEAgHbt2uXpeklXamoqli9fjiZNmmDZsmUAgH79+iE9PR2rV69G//794ePjY1Jdu3fvxosXL9C3b19s2bJFb/61a9ewfPlyzJgxA8OGDcuyrsaNG6NIkSI4cOAAJk+ebPZ2ERERFTZ8JooM2rVrF6Kjo/HZZ5/pJVBa7du3R7169YTPy5YtQ3BwMO7du4dp06ahfv366Nq1KwBgxowZaN26tV4d2mUyCw4OxhdffIEjR46gc+fOqFGjBrp3727SA+aDBw/G4MGD9aYbW//brly5gunTp6NTp06oXr06mjZtitmzZ0Mmkwll/vrrLwQHB+PYsWN6y588eRLBwcE4c+aMsN4aNWogKioKY8eORZ06dTBmzBij2966dWuMGDECly5dQu/evVGzZk107dpVeI7pxIkT6NatG2rUqIFevXrh1q1b2W6Tdrnq1avD09NTb7/UqFEDz58/x5gxYxASEoKmTZsKN+X379/H0KFDUbt2bbRs2RIHDx7UqzsxMRHz5s1Dy5YtUb16dbRp0wYrVqxAenq6TrmEhATMmDEDdevWRb169fDpp58iMTFRp8yePXsQHByM27dv661ny5YtCA4OxsOHDwFkHKtJkyahVatWRo8V8L/9/OjRI8yYMQP16tVD3bp1MXPmTKSkpJi0/6zl0qVLkMlk6Nevn870QYMGITU1FX/88YdJ9chkMvz000/46KOP9I6p1ubNm1GsWDEMGTIEGo0GcrncaH0SiQT169fHiRMnTN4WIiKiwoxJFBl06tQpODs7W9RyMXnyZCQkJODjjz/GkCFDLFp/eHg4vvrqK3Tq1AmTJ09GWloaxo0bhytXrlhUn6mOHj0KuVyO3r1744svvkCHDh0QGhqKMWPGQKPRAAAaNWoEf39/oXUns9DQUPj6+qJp06bCNI1GgxEjRsDd3R3Tp09H9+7ds4whKioKU6dORcuWLTF16lQkJCTgww8/xOHDhzFnzhx069YNH330EZ4+fYqPP/5YL1l5m1KpxM2bN1G9enWD8zUaDUaPHg1/f39MmzYNpUuXxty5c7F//36MGDECVatWxSeffAJ3d3fMnDkT//33n7BsamoqhgwZgl9++QXdu3fH559/joYNG2L58uX44osvdNbx4Ycf4tChQ+jWrRsmTZqEmJgYfPrppzqxdOrUCU5OTkb3bfXq1YWk/ujRo0hMTMS7775r9FhlNmXKFCQlJWHKlCno1KkTDhw4YNIzQAqFAnFxcSb9p1ars6zr33//BQBUrVpVZ3q1atUgEomE+dlZsmQJfH19MWDAAKNlLly4gBo1amDLli1o2LAh6tatiyZNmmDjxo0Gy1erVg0PHz5EfHy8STHkhc8++wyfffaZrcMgIiLSw+58ZNCjR48QFBQEiUSiM10ul0OhUAifnZyc9Lr0lStXTuiqZKl79+5h165dCAkJAQD06tULHTp0wI8//oidO3fmqO6sTJ06Vfi3i4sLAKB27dr45JNP8M8//6BevXoQiUTo3r07Nm/ejPj4eBQpUgRAxr45ffo03nvvPTg6Ogr1KJVKtGzZEjNnzjQphsjISGzfvl1o5StfvjxGjBiBzz77DEeOHEHp0qUBAJ6envjiiy9w6dIlNG7c2Gh9L168QGpqKkqVKmVwvlKpRKdOnTB+/HgAQNeuXdGsWTPMmjULCxYsEJK+xo0bC8mHtsvXpk2b8OjRIxw4cEBIbvr3749SpUrhp59+wogRI1CuXDmcPHkSly9fxieffIJRo0YByHgO5+1uZh4eHmjTpg1+/fVXTJ8+XdiPjx8/xs2bNzFr1iyh7NSpU4VjpPX2scqsSpUqmDdvnvBZJpNh3759mDZtmtF9BwBhYWEmH7uTJ08a3c8AEBsbCwB6A0BIpVJ4eXkhJib75ygjIiKwe/durF27Vuc8yyw+Ph5v3rzB1atXcfHiRUyYMAElS5bEoUOHMH/+fDg4OOjt+9KlS0Oj0eDhw4eoU6dOtnHkhfr169s6BCIiIoOYRJFBcrnc4HM7n3/+OY4cOSJ87tWrF+bPn69T5r333svx+qtXry4kUADg7e2Nrl27Yvv27TqJi7W5uLggJSVF6P6kUCiEOG7fvi3cmPfq1Qs///wzfvvtN6E14OjRo0hLS0OPHj306h04cKDJMQQGBuokALVq1QKQcUOpTaAyT3/69GmW9Wm7t2W1zzJ3L/P09ERQUBAeP34sdMcEMpJjT09PREVFCdN+++031K1bF97e3oiLixOmN27cGD/99BP+/vtvlCtXDmfPnoVIJNI5NxwdHTFo0CD8/fffOrH07NkTR44cwfnz59GsWTMAGa1QYrEYXbp0EcppEyiNRoOkpCSjx0rr3Xff1flcr149HD9+HHK5HO7u7kb3TdOmTY223rzN0Oh4maWmpkIsFhschc/JyQlpaWnZrmPu3Llo3ry5Tmvn27QDTchkMixevBidO3cGAHTs2BF9+vTB6tWrMXjwYJ0kTNst8M2bN9nGkFe03VWNtaISkf2S3bgJlTzJrGXE7m7wqlkjlyIisi4mUWSQm5sbkpL0L37jxo0TbrjHjh1rcNnMN/qWCgwMNDrt+fPnuZZEvXjxAvPmzcO5c+f0tj/z8zvly5dHjRo1EBoaKiRRoaGhqFixol5XLZFIhICAAJNjKFmypM5nDw8PAECJEiV0pmtv/E3tfmWoixuQ8TyMn5/uSI4eHh7w9/eHSCTSm555fZGRkYiIiDA6bPrr168BAM+ePUOxYsX0khVDx7lp06bw9fVFaGiokEQdPnwYTZs2RdGiRYVyL168wIIFC3DmzJksj5XW2/tVmzTEx8dnmUT5+fnp7R9LOTs7Q6VSGez2l5aWBicnpyyXP3LkCMLDw3H48OEsy2nrkUgk6NChgzDdwcEBXbt2xffff4/Hjx+jQoUKwjzt+WHuMOu5afbs2QBg8Fk8IrJvKnkSZNeumbWMV+3auRILUW5gEkUGlS9fHnfu3IFSqdTp0lepUiVUqlQJAIx2JXJ2dtabZuzGLLvneazFlPWkp6dj+PDhiIuLw/Dhw1G5cmW4uLhArVZj5MiReklIz549MWfOHERFRUEsFuPy5csGRzYTi8UQi03/qr2duGQ3PTve3t4AMgZ2MMTYsTG2vsz7Qa1Wo2HDhsJgGW+zJKF2dHREt27dsGvXLiQnJyMiIgJPnz7FlClThDKZj9WYMWNQvnz5LI+VqdtjSGpqqsGkzBAfHx+j3wvgfy1Vr1690ukGq1AoIJPJsk3WFixYgA4dOkAikQgtgtrj+uLFC6jVavj7+8PLywtOTk7w9PTUi0ebiL6dfGvr0Z4vREREZByTKDKoVatWCA8Px++//67TpctSnp6eBm/inz9/brB8ZGSk0WlvtyhkVqRIEYPd24ytJ7N79+7h0aNH+Oabb9C9e3ehu5ihWACgS5cumD9/PkJDQ4VEM7tBI2yhRIkScHFx0emGZy1lypRBUlJSls9kAUBAQADOnz+v13XO2L7t2bMnNmzYgOPHjyM8PBzu7u5o06aNMF97rObPn49evXplW19OHDlyxGrPRFWpUgVAxgATmd/HdOvWLajVamG+MS9evEBYWBjCwsL05vXr1w8VK1ZEWFgYRCIRqlSpgps3b0KhUEAqlQrloqOjAUBvKPWoqCg4ODigXLly2W8oERFRIcckigwaMGAAtm7divnz56NKlSpGhzk3VZkyZZCYmIiIiAhUrlwZABATE4Pjx48bLH/r1i2Eh4cLz7i8efMGYWFhCAkJybIrX+nSpXHmzBnExcUJN4kRERG4evWqXne4t2lbKt5umdiwYYPB8t7e3mjZsiVCQ0MhlUrRoEEDFC9ePMt12IJYLEbNmjVNHg7dHJ06dcKyZctw5swZvZcuy+VySKVSSKVSNG/eHLt378bOnTuFgSXUajW2b99usN7g4GBUrVoVBw4cQEREBDp27KjT1c3cY5UT1nwmqmHDhihSpAj27t2LTp06CdN37twJJycntGrVSpiWmJiImJgY+Pn5CV06V6xYoVfnr7/+iiNHjmDevHk653inTp1w7do1HDx4UHgeTKFQ4ODBgwgICNDrSnn79m2UK1cu17rKEhERFSRMonKJu4sEIcHWeY4iJzFYqkiRIli5ciVGjx6Nnj17okuXLqhRowakUilevHiB48ePIzk5OdvERKtz58744YcfMGHCBAwePBipqanYuXMngoKCDL4TqFKlShg7dizef/99uLm5Yffu3UhKStIZPc+Qvn37YtOmTRgxYgT69u2L169fY9euXahQoYLBZ7wyK1euHAIDA7Fo0SLExMSgaNGi+PPPP/Hy5Uujy/Ts2VMY1e7tATbsSZs2bbBw4UIkJCQYfa+QJUaOHInTp0/jww8/RM+ePVGtWjWkpaXh3r17OHr0KA4fPoxSpUqhdevWqFOnDhYtWoRnz56hYsWKOHHiRJbPc/Xo0UMYTe/twTq0x+r777/Hy5cvUaRIkWyPlaWs/UzUhx9+iHnz5mHixIlo3rw5rly5gtDQUEycOFGndej48eOYOXMm5s2bh969ewMA2rZtq1fnnTt3AADNmjXTSeIGDBiAffv24ZtvvsHjx48REBCAsLAwPHr0CEuWLNHpxqlUKnH58mX079/fKttJRERU0DGJyiW1Kmb9i3R+ULNmTfz666/YuHEj/vjjDxw9ehTp6enw8/NDnTp18NlnnxkdUOBt3t7eWL58OebPn4+FCxeiVKlSmDJlCv777z+DSVRISAgaNmyIZcuW4enTpwgKCsKKFSvwzjvvZLme8uXL4/vvv8fSpUsxb948VKhQAQsWLEBYWJjeKHBvk0gkWLVqFb799lts3rwZjo6OaNasGdatW4cmTZoYXKZFixbw9vZGamoq2rdvb9K+sIVu3bph4cKFOH78OPr06WO1ep2dnbF161asWbMGR48exaFDh+Dm5obAwEB8+OGHwk29SCTCqlWr8N133+Hw4cNwcHBA69atMX36dPTs2TPLmP39/fWOu/ZYzZ07F+vXrzfpWNmL/v37QyKRYNu2bTh9+jSKFy+OGTNm6A05nlPOzs7YsmULFi5ciAMHDiA5ORmVKlXCypUr9V48ff78echkMp2ukfZg3Lhxtg6BiIjIIAdNdk9VF1Lh4eEAoDPMdmbaZy8MjS5GORMcHIz+/fvjm2++scn6U1JSAEDvHUSGpKeno0WLFmjQoAF+/PHH3A4tR7744gtERERgz549tg7FJPHx8WjSpAlGjBhhcMCO/Mqc8yuvjB07FiKRCCtXrsz1deXGtfOvG88Rftf4O7ZCgv3QpKbxZykLioiICAAQukwTWZO559er8xctGp2vWOOG5oZmEwV9+/KaPVy/srv3f5tlw30REQDg9OnTiI2Ntbtf8A0ZP348IiIicOHCBVuHYpJffvkFSqXSaEsVWce9e/dw9uxZTJo0ydah6Hn27BmePXtm6zCIiIj0sDsfkQWuX7+Oe/fuYdWqVahUqZLddyEDAH9/f9y4ccPWYWTrwoULePToEVauXIlWrVohKCjI1iEVaJUqVcK///5r6zAM0j5vyPdEERGRvWESRWSBnTt3IjQ0FMHBwZg3b55dvaA0v1u5ciXCw8NRu3ZtfPnll7YOh4iIiEgPkyiyO3fv3rV1CNmaP3++XY/Gl59t3brV1iGQnUhKUSJdrcFfN4y/5y2opPVGmyQiskeyGzehkmc9wvDbxO5u8KpZI5ciIoBJFBER2al0tQZJKcosB40I8HU3Oo+IqCBQyZMsGsSCchcHliAiIiIiIjIDW6IsJBKJoFQqodFo+DwMEZGJ0tPTIZVKTSrbqn13PHmZkMsRERERmY8tURZyd3eHQqFAbGws1Gq1rcMhIrJ7r1+/hkKhgLOzs0nlW3fojloN7fcl1kREVHixJcpCXl5eSE5OxuvXr/HmzRtIJBKIRMxJC4L09HQAgKOjo40joYKosJ5f6enpUCgU8PDwQLFixUxaJjU1BYq0VEidTEu6iIiI8gqTKAuJRCKUKlUKSUlJSEhIgFKpZItUASGXywEARYoUsXEkVBAV1vNLKpXC09MTxYoVM7kL9NxZE5GUosTgjxfmcnRERETmYRKVQ25ubnBzc7N1GGRFERERAIDAwEDbBkIFEs8vIiKi/I/9z4iIiIiIiMzAJIqIiIiIiMgMTKKIiIiIiAoQp2JFbR1CgcdnooiIyC7Va9gcz2Pltg6DiCjfEUmlkN24CZU8yazlxO5u8KpZI5eiKliYRBERkV3q0W8Iwu/G2DoMIqJ8SSVPguzaNbOW8apdO1diKYjYnY+IiIiIiMgMTKKIiMgufTvzQ+xc+ZmtwyAiItLDJIqIiOySQqGASqm0dRhERER6mEQRERERERGZwe4Glrhx4wYOHjyIS5cu4dmzZ/Dy8kKtWrUwadIkBAUFCeVmzJiBX375RW/5oKAgHD16NC9DJiIiIiKiQsTukqh169bh6tWr6NixI4KDgxEbG4vt27ejd+/e2LVrF4KDg4WyEokEc+fO1Vnew8Mjr0MmIiIiIqJCxO6SqGHDhuGHH36AVCoVpnXu3BndunXDmjVrsGjRImG6g4MDevToYYswiYgolwVXrYWYOPPecUJERJQX7C6JqlOnjt60wMBAVKxYEQ8ePNCbp1arkZycDHd397wIj4iI8sj7IybyPVFERGSX7C6JMkSj0eDVq1c6z0QBgFKpRN26dZGcnAxPT0907twZ06ZNs1pCpVarERERYZW6KP9ISUkBAB57yhU8v0zj4+OD1JQUyGSyLMsplUqolMosy6WmeCAmJgZxcXHWDdLO8Nyi3GTO+eXj4wNFSgpkb2RmrcM5JSVffFfzcvssXVcxpQpKlTLfHAN7uH6p1WqIRKaPuZcvkqjQ0FBER0djwoQJwjRfX1+MHDkSVatWhUajwZ9//oldu3YhIiIC27Ztg0QisWHERESUU8t/+BKv45PRvt9Htg6FiIhIh90nUQ8fPsQ333yD2rVro0+fPsL0qVOn6pTr0qULAgMDsXjxYhw5csQqz0qJRCJUrlw5x/VQ/qL9FYTHnnIDzy/TxcvikJaihJeXl9EyEokEYokkyzLOLi7w8/ODn5+f9YO0Izy3KDeZe369cnkEL28vs9bh7OKCYvnku5qX22fJuiQSMVRiSb45BvZw/QoPDzervF2/Jyo2NhZjxoyBh4cHli5dCkdHxyzLDxs2DCKRCBcuXMijCImIiIiIqLCx25aoxMREjBo1ComJidi+fTv8/f2zXcbZ2RleXl7Z9qEnIiIiIiKylF0mUWlpaRg7diwiIyOxceNGVKhQwaTl5HI53rx5Ax8fn1yOkIiIiIiICiu7S6LS09MxadIkXLt2DStXrkRISIhembS0NCiVSr1R+FauXAmNRoNmzZrlVbhERJRLAkoH4nV8iq3DICIi0mN3SdT8+fNx6tQptGrVCjKZDIcOHdKZ36NHD8TGxqJXr17o0qULypUrBwA4d+4czpw5gyZNmqBDhw62CJ2IiKxo7KTZfE8UERHZJbtLorSjc5w+fRqnT5/Wm9+jRw94enqiZcuWOH/+PA4ePIj09HSULVsWkydPxvDhw80a452IiIiIiMgcdpdEbd26Ndsynp6eWLhwYR5EQ0REtvLzsvl4JUtBx3fH2zoUIiIiHXaXRBEREQHAk8gHSEpR2joMIiIiPez3RkREBZqvl4utQyAiogKGLVFERFSgSSWOuH4/FvIsWrXcXSSoVdE3D6MiIipYZDduQiVPMmsZsbsbvGrWyKWIcheTKCIiKvDkKcosR/oLCfbLw2iIiAoelTwJsmvXzFrGq3btXIklLzCJIiIiu+RZxBsaxzRbh0FERKSHSRQREdmlaV8s5HuiiIjILnFgCSIiIiIiIjMwiSIiIru0a8sqnDmS/bsDiYiI8hq78xERkV26ff0fvieKiIjsEluiiIiIiIiIzMAkioiIiIiIyAxMooiIiIiIiMzAJIqIiOySSCSCg4h/poiIyP5wYAkiIrJLXy9cy/dEEb1FduMmVPIks5YRu7vBq2aNXIqIqHBiEkVERESUT6jkSZBdu2bWMl61a+dKLESFGftJEBGRXfr1lx34+4+Dtg6DiIhID5MoIiKySxfPncLd63/ZOgwiIiI9FnfnGzJkSLZlHBwcsHnzZktXQUREREREZHcsTqKioqKsGQcREREREVG+YHESderUKWvGQURERERElC/wmSgiIiIiIiIzWHWIc4VCgSNHjkAmk6Fdu3YICAiwZvVERFSIfPrVItx4EGvrMIiIiPRYnER99913uHjxIkJDQwEAarUagwcPxo0bN6DRaLBixQrs2bMHQUFBVguWiIgKD3cPT7i4pto6DCIiIj0Wd+e7cOECGjduLHw+efIkrl+/jlGjRmHx4sVwdHTEunXrrBIkEREVPmdPHsHNy3z+loiI7I/FLVHR0dEoXbq08PnMmTMICAjAlClTAAAREREICwvLeYRERJSl6/djIU9RGp3v7iJBrYq+eRiRdRw/cgBJKUrUeKe1rUMhIjsnu3ETKnmSWcuI3d3gVbNGLkVEBZ3FSVRaWhqkUqnw+cqVK2jYsKHwuUyZMnj16lXOoiMiomzJU5QIvxtjdH5IsF8eRkNElPdU8iTIrl0zaxmv2rVzJRYqHCzuzle8eHFEREQAAJ4+fYrIyEi88847wvy4uDg4OzvnPEIiIiIiIiI7YnFLVOvWrbF161ao1Wpcv34dTk5OaN68uTD/wYMHHJ2PiIiIiIgKHIuTqHHjxiEiIgI7d+6Ek5MTZs+eDR8fHwBAamoqTpw4gXfffddqgRIREREREdkDi5MoT09PbNy4EXK5HE5OTpBIJDrzt2/fjuLFi+c4QCIiKpzGT/0Stx+9tnUYREREenL8sl13d3e9ac7OzqhcuXJOqyYiokKseMnSeJHoZOswiIiI9FicRD1//tykciVLlrR0FUREVIhd/fsvPHwmQ4Wq72RfmIiIKA/laGAJBweHbMvduXPH0lUQEVEh9svujUhKUTKJIiIiu2NxEjV+/HiTkigiIiIiIqKCxOIkauLEidaMg4iIyGZ8vVxsHQIREeUjFidRMpkMXl5eVgyFKGeu34+FPEVpdL67iwS1KvrmYURElF9IJY68hhARkcksTqJatGiB9u3bo3///qhXr541YyKyiDxFifC7MUbnhwT75WE0RJTf8BpCRESmsjiJatSoEY4cOYKwsDAEBgaif//+6NmzJ1uniIjIKoaMmoS7/8XZOgwiIiI9IksXXL16NU6dOoWJEydCoVBg/vz5aN68OT755BNcvnzZmjESEVEhVLFydQQE8p2DRERkfyxOogDA398fH374IU6ePIl169ahZcuWOHr0KIYMGYKOHTti48aNePPmjbViJSKiQuR+xC08i4ywdRhERER6cpREZda0aVMsXboUZ8+eRY8ePRAZGYkFCxagRYsWmDZtGu7du2dSPTdu3MA333yDLl26oHbt2mjZsiU+/vhjPH78WK/sw4cPMXLkSISEhKB+/fqYOnUqXr16Za1NIiIiG9ry8084dWi9rcMgIiLSY/EzUW9LTU3FkSNHsGfPHly7dg1isRitWrWCRCLBb7/9ht9++w3z5s1Dt27dsqxn3bp1uHr1Kjp27Ijg4GDExsZi+/bt6N27N3bt2oXg4GAAwMuXLzFo0CC4u7tj8uTJSElJwfr163Hv3j3s27cPTk5O1to0IiIiIiIiQY6TqH///Rd79uxBWFgY5HI5SpQogYkTJ6Jfv37w88sYySg6OhoTJ07EkiVLsk2ihg0bhh9++AFSqVSY1rlzZ3Tr1g1r1qzBokWLAGQ8k5WUlIT9+/cjICAAAFCjRg188MEH2LdvHwYNGpTTTSMiIiIiItJjcRK1c+dO7N27F3fu3IGDgwOaNWuGAQMGoEWLFhCJdHsJ+vv747333sOsWbOyrbdOnTp60wIDA1GxYkU8ePBAmHbs2DG0aNFCSKAAoHHjxggMDMTRo0eZRBERERERUa6wOIn6+uuvUaxYMYwePRr9+/dHyZIlsyxfvnx59OjRw6J1aTQavHr1CkFBQQAyWrZev36N6tWr65WtWbMmTp06ZdF6iIiIiIiIsmNxErVkyRK0adMGYrFpVdSsWRM1a9a0aF2hoaGIjo7GhAkTAAAxMRkvQ/T11X9zvK+vL+RyOZKTk+Hq6mrR+rTUajUiIjgyVH7g4+OD1JQUyGQyo2VSUzwQExODuLis3zuTkpICADz2lCusfX5Z89y3Jz4+PujaayDuPH6V5bYplUqolMo8KWPv+5HXroLPx8cHipQUyN7IzFrOOSUlx+euOedXXsdZkNdn6bqKKVVQqpT5Zp/Yw/VLrVbr9abLisVJVIcOHSxd1CwPHz7EN998g9q1a6NPnz4AgLS0NADQeW5KSzugRGpqao6TKCIisp1adRshWfLU1mEQERHpyfHAEunp6Xj8+DFkMhk0Go3e/HfeecfiumNjYzFmzBh4eHhg6dKlcHR0BPC/REmhUOgto02wnJ2dLV6vlkgkQuXKfNFjfuH8UgUvLy/j811c4OfnJwx4Yoz2VxAee8oNuXF+Wevctzeyq4+hVibDx9d4d3GJRAKxRJLl9lurjL3vR167CodXLo/g5e1l1jLOLi4olsNz19zzK6/jLMjrs2RdEokYKrEk3+wTbcuXLa9f4eHhZpXPURK1fv16rFmzBomJiUbL3Llzx6K6ExMTMWrUKCQmJmL79u3w9/cX5mkPbGxsrN5ysbGxcHd3ZysUEVE+t+LHr5GUosTgjxfaOhQiIiIdFidRBw4cwMKFC1GvXj00a9YMixcvxrBhw+Do6Ih9+/ahbNmyeO+99yyqOy0tDWPHjkVkZCQ2btyIChUq6Mz39/eHj48Pbt26pbfsjRs3UKVKFYvWS0RERERElB3Tn556y44dO1CjRg1s27YN7777LgCgRYsWmDZtGkJDQ/HkyROL6k1PT8ekSZNw7do1LFmyBCEhIQbLtW/fHmfOnMGzZ8+EaRcuXEBkZCQ6duxo0bqJiIiIiIiyY3FL1MOHDzFx4kQAgIODA4CMUS2AjJai/v37Y8uWLejVq5dZ9c6fPx+nTp1Cq1atIJPJcOjQIZ352mHSx44di6NHj2Lo0KEYMmQIUlNTsX79elSoUAH9+vWzdLOIiIiIiIiylKNnojw8PAAALi4uAID4+HhhXqlSpfD48WOz69Q+uHj69GmcPn1ab742iSpRogS2bduG+fPnY/HixRCLxWjevDlmzJghDDxBRERERERkbRYnUf7+/kJXOicnJ/j6+uLWrVvo3LkzAODBgwdwd3c3u96tW7eaXLZixYpYv3692esgIiL7165zb0S+SLB1GERERHosTqLq1KmD8+fPY9KkSQCANm3aYOvWrXB1dYVarcbOnTvRrl07a8VJRESFTPM2neFxN8bWYRAREemxOIkaMGAATpw4gdTUVDg7O+Pjjz/GjRs3sHz5cgAZrUTTpk2zWqBERFS4yBMTkJKcCBdXD1uHQkREpMPiJKpmzZqoWbOm8Nnb2xsHDhzA3bt34ejoiHLlykEksnjwPyIiKuS+/2oK3xNFRJSHnIoVtXUI+UaOBpYwJDg42NpVEhEVSNfvx0KeojQ6391FgloVffMwIiIiKsxEUilkN25CJU8yazm3oLK5FJH9sjiJevXqFWJiYlC1alVh2uPHj7F27VrIZDL07t2bz0QREWVBnqJEeBbP/IQE++VhNERERIBKngTZtWtmLeNSskTuBGPHLE6i5s2bhydPnmDv3r0AALlcjkGDBiEuLg4A8Mcff2DDhg1o1KiRdSIlIiIiIiKyAxY/tHTjxg00a9ZM+BwWFoa4uDisW7cO58+fR4UKFbBx40arBElERERERGQvLE6iXr16hRIl/td0d+HCBVStWhVNmzaFj48PevbsiTt37lglSCIiKnwaNm2N4FpNbB0GERGRHou78zk6OkKp/N8D0f/88w+6du0qfC5SpAhkMlmOgiMiosKrS6+BWT4zRkREZCsWt0SVLl0aZ8+eBQBcvnwZr1+/RoMGDYT5L1++RJEiRXIeIRERERERkR2xuCWqd+/emDt3Lrp27Yro6Gj4+vqicePGwvybN2+iXLlyVgmSiIgKny+njYY8RYn3J35v61CIiIh0WNwSNXjwYHz88ceQSqWoWrUqli9fDicnJwBAXFwcrl+/rjPwBBERkTnUajU0arWtwyAiItKTo5ftjhs3DuPGjdOb7uPjg4sXL+akaiIiIiIiIrtkcUsUERHlLl8vF1uHQERUYDkVK2rrECgfy1FLFBER5R6pxBHX78dCnqI0WiaopGceRmSa7GJ2d5GgVkXfPIyIiEifSCqF7MZNqORJZi3nFlQ2lyKi/IRJFBGRHZOnKLMc5jvA1z0PozFNdjGHBPuZVE+1WnXx8nWytcIiItKjkidBdu2aWcu4lCyRfSEq8JhEERGRXRowZBzfE0VERHaJz0QRERERERGZgUkUERHZpYXfTMP+9XNsHQYREZEeducjIiK7lBD/BslZDFBBRERkKyYnUcuXL4eDgwPGjRsHkUiE5cuXZ7uMg4MDxo8fn6MAiYiIiIiI7InZSdSoUaMglUqZRBERERERUaFkchJ18uRJAIBUKtX5TEREREREVJiYnEQFBARk+ZmIiMiaygRWwCtZiq3DICIi0mP1gSWeP38OmUyGKlWqwMHBwdrVExFRITFq4gy7ek+Ur5eLrUMgIiI7YXEStXfvXly5cgXff/+9MG3u3LnYtm0bAKBKlSrYvHkzPDw8ch4lERGRjUkljrh+PxbyLEYMDCrpidg3KVmWcXeRoFZF39wIkYiI8ojFSdT+/fsRFBQkfL527Rq2bt2K+vXro3z58tizZw82btyIjz76yCqBEhFR4bL6pzl4HZ+CzgM+tnUoAnmKMsvWsQBf92zLhAT75UZoRESUhyxOop48eYKOHTsKn3///XcUKVIE69atg1QqRXp6On7//XcmUUREZJFnTyORxPdEERGRHRJZumBiYiI8PT2Fz//88w8aNGggjN5Xo0YNvHjxIucREhERERER2RGLk6iiRYsiKioKQEZC9e+//6Ju3brC/JSUFA4sQUREREREBY7F3fnq1KmD3bt3o2LFijh79izS09PRvHlzYf6TJ0/g68sHZ4mIiIiIqGCxOIkaP348Ll26hMmTJwMA+vbtKww0odFocPLkSTRq1Mg6URIRUaHjU8wXooQ0W4dBRESkx+Ikqnz58vj1119x9epVeHp6ol69esK8hIQEDBs2DA0aNLBKkEREVPhMnjnPrt4TRUREpJWjl+16eXmhdevWetOLFCmCoUOH5qRqIiIiIiIiu2TxwBJERES5adv6ZTgdusHWYRAREekxuSWqdevWEIlE+O233yCRSNCmTZtsl3FwcMCJEydyFCARUUHi4+Nj6xBsztfLxaRyd/+9zvdEEVmBU7Gitg6BqMAxOYkKCAgAAGHY8pIlS+ZOREREBcD1+7GQG0gAUlNSAABVRK55HZLdkEocje4fraCSnkbnEZF5RFIpZDduQiVPMms5sbsbvGrWyKWoiPI3k5OorVu3ZvmZiIj+R56iNDgogkwmAwCUL1O4XwFhbP9oBfi652E0RAWfSp4E2bVrZi3jVbt2rsRCVBDwmSgiIiIiIiIzWJxEDRkyBFOnTkVCQoLB+efPn8eQIUMsDoyIiAo3qVQKsURi6zCIiIj0WDzE+d9//w0HBwfcvXsXP//8M0qUKKEz/9WrV7h8+XKOAyQiosLp83kr+Z4oIiKySznqztenTx9ER0fj3XffxZ07d6wVE5KSkrB06VKMGjUKDRs2RHBwMNauXatXbsaMGQgODtb7r2PHjlaLhYiIiIiIKLMcvWy3QYMGGDp0KEaOHIlBgwZhyZIlaNasWY6DevPmDVasWIHixYujatWq+Ouvv4yWlUgkmDt3rs40Dw+PHMdARES2dWjvFjyPlaNhm762DoWIiEhHjpIoAKhYsSJ2796NUaNGYdy4cfjqq6/Qt2/O/uD5+fnh7Nmz8Pf3R1RUVJbvpHJwcECPHj1ytD4iIrI/Vy6eRVKKkkkUERHZHauMzle8eHHs3LkTderUweeff46lS5fmqD6pVAp/f3+Ty6vVasjl8hytk4iIiIiIyBQ5bonScnd3x/r16zFjxgysWrUKpUuXtlbVWVIqlahbty6Sk5Ph6emJzp07Y9q0aXB3z/k7RtRqNSIiIqwQJeU2Hx8fpKakCO/gMSQ1xQMxMTGIi4vLsq6U/38ZKo99weHp6Qmx2LLLnUqlMjoKqTFZnY/pqnQAGdculVKZ5TlrrTJFXEtALpcjOTnZaBknJyc4ODggNTXVaBkg+/1hynfR1O3SaDRQqVR5so/ysoyp1yJz8dpV8Pn4+ECRkgLZG5lZyxVTqqBUKc1ezjklRThXzTm/LI0z8/rMkdf7xRr701T5Zdtyuk/s4fqlVqshEpnevmS1JArIeD7pxx9/RPHixbF+/Xo4ODhYs3o9vr6+GDlyJKpWrQqNRoM///wTu3btQkREBLZt2wYJh8YlIgBisRiayCdQJiaatZzEwwPiwDK5FFXecZKKcfdpImQJxpOoimWliH2TnGUZDzcnBPpJcyNEIiKifMXiJOrkyZPw8fExOG/atGlo2LAhXr16ZXFgppg6darO5y5duiAwMBCLFy/GkSNHcvyslEgkQuXKlXNUB+Ud55cqeHl5GZ/v4gI/Pz/4+fllWY/2VxAe+4Ll1YNHSLx716xlnGvXRjETzhmDyxo5H7UtFBKJBGKJJMtz1pplUpVpuPPEeBJZvowvUpWaLMuEBJv2Hcruu2hqzA4ODhCLxXm2j/KqjKnXInPx2lU4vHJ5BC9vL7OWkUjEUIklZi/n7OIiXAPNPb8siTPz+syVl/vFGvvTHPlh23K6T7Stc7a8foWHh5tV3uJnogICAuDi4mJ0frNmzdCrVy9Lq7fYsGHDIBKJcOHChTxfNxERWc+sucvQf+y3tg6DiIhIj8ktUc+fPwcAlCxZUudzdrTl84qzszO8vLyy7I9ORET2z9nZBVInZ1uHQUREpMfkJKp169YQiUS4du0apFIpWrdubdIzT9Z8Ca8p5HI53rx5Y7SrIRER5Q+nfg/Fk5cJqNWwva1DISIi0mFyEjV+/Hihf3rmz7aSlpYGpVKpNwrfypUrodForPLSXyIisp3Tx0KRlKJkEkVERHbH5CRq4sSJWX62tm3btiEhIQGJ/z+a1qVLl6BSqQAAgwcPRnx8PHr16oUuXbqgXLlyAIBz587hzJkzaNKkCTp06JCr8RERERERUeFk1SHOrWnDhg149uyZ8PncuXM4d+4cAKB79+7w9PREy5Ytcf78eRw8eBDp6ekoW7YsJk+ejOHDh5s1zjsREREREZGpzB5YwlyWDixx6tSpbMssXLjQorqJiIiIiIgsZdbAEpY8A5XXA0sQERERERHlJrMHlsjs1KlTuHPnDho1aoQKFSoAAO7fv4+LFy+iatWqaNWqlXWjJSKykEvJElAlJUF+/76tQ8m3fL2MvxswN3z86RzcepS7L20nIvvhVKyorUMgMpnFA0scPXoUGzduxK5du1CrVi2deeHh4RgxYgRGjx5tnSiJiLJw/X4s5CnKLMs4a4Cybm55FFHBJJU4Zruvg0p6Wm19xfyKo8gbPt9KVFiIpFLIbtyESp5k1nJuQWVzKSIi4yweWGLt2rUYOHCgXgIFACEhIRg4cCDWrFnDUfKIKNfJU5QIvxuTZZkaJV0B272VocDIbl8H+LobnWeuyxfO4NEzGSrVaGS1OonIvqnkSZBdu2bWMi4lS+ROMERZsPgnvocPH6JECeMnbcmSJfHw4UNLqyciokIudN9WXDp1wNZhEBER6bE4ifLw8MDFixeNzr948SI8PDwsrZ6IiIiIiMguWZxEdezYEcePH8f8+fMRFxcnTI+Li8O8efNw/PhxdOzY0SpBEhERERER2QuLn4maPHkybt++jU2bNmHz5s3w9vYGALx58wYajQa1a9fG5MmTrRYoERERERGRPbA4iXJzc8O2bdvwyy+/4NixY3j69CkAoEaNGmjXrh169eoFR0dHqwVKRERERERkDyxOogDA0dERffv2Rd++fa0VDxEREQBg+LhpiPgvLvuCREREeSxHSRQREVFuCaoQDFl61kPXExER2QLfYkhERHYp4tY1PH1029ZhEBER6WESRUREdmn7xuX44/AmW4dBVGg5FSsq/NvHxwc+Pj42jCb/y7w/Kf9jdz4iIiKiPCa7cRMqeZJZy7gFlc2laAwTSaVCnIqUFADAK5dH2S6X13HmF5n3p6m4L+0XkygiIiKiPKaSJ0F27ZpZy7iULJE7wWRBG6fsjQwA4OXtle0ytogzvzD3uHNf2i925yMiIiIiIjKDxUnUkCFDcOHCBaPzL168iCFDhlhaPRERERERkV2yOIn6+++/8erVK6Pz4+LicPnyZUurJyKiQq7foFFo2nGgrcMgIiLSk2vPRCUkJEAqleZW9UREVMDVrNMA6W58TxQREdkfs5KoiIgIRERECJ+vXLmC9PR0vXIymQw7d+5E+fLlcx4hEREVSlFPHuPVy9coVryMrUMhIiLSYVYSdeLECSxfvhwA4ODggN27d2P37t0Gy7q5uWHWrFk5j5CIiAqlNUvmIilFicEfL7R1KERERDrMSqJ69eqF+vXrQ6PRYOjQoRg7diwaN26sU8bBwQGurq6oUKECnJycrBosERERERGRrZmVRAUEBCAgIAAAMGHCBLRv3x6VKlXKlcCIiIiIiIjskcUDS0yYMMHgdJVKhaSkJBQpUsTioIiIiIiIiOyVxUnUyZMnce3aNUydOlWYtmnTJixatAhKpRKtWrXCTz/9xBH6iIgoX1HExUGtVOlNV6cFQJ2WhtRo/REDRRIxpD4+eRGezchu3IRKnmTWMmJ3N3jVrJFLERER2Y7FSdTmzZtRrFgx4fP9+/fx/fffIygoCKVLl8apU6ewbds2DB8+3CqBEhFR4dKx27uIfBGf5+tVK1VQvNZ/D6JaoYBaoTQ4T1q0mN60gkYlT4Ls2jWzlvGqXTtXYiEisjWLX7b76NEjVKtWTfj866+/wtnZGbt378aaNWvQpUsXhIaGWiVIIiIqfJq0bI+qdVrYOgwiIiI9FidR8fHx8Pb2Fj5fuXIFDRo0gIeHBwCgfv36ePbsWc4jJCKiQileFoekRJmtwyAiItJjcRLl5eWFmJiMfuFpaWm4ceMG6tSpI8xXqVRQqfT7lBMREZnih2+n48CGubYOg4iISI/Fz0RVq1YN+/btQ5MmTXD8+HEolUo0a9ZMmB8VFYWiRYtaJUgiIiIiIiJ7YXESNXbsWHzwwQd49913odFo0Lx5c1SpUkWY/8cff6BWrVpWCZKIiIiIiMheWJxE1a5dG7/88gv+/PNPeHh4oEuXLsK8N2/eoFmzZmjXrp1VgiQiIiIiIrIXFidRABAYGIjAwEC96d7e3vjss89yUjUREREREZFdylESBWQ8+3ThwgW8evUK3bp1Q6lSpaBQKPDq1SsUK1aML9slIiKLNGnZHlHRcluHQUREpCdHSdSiRYuwfv16pKenw8HBAbVr1xaSqC5dumDSpEkYOnSotWIlIspV7hUrQuzmJnx2KVnChtFQx27vIvxujK3DyDd8fHxsHQIRUaFhcRK1d+9erF27Fu+//z5atWqFESNGCPPc3d3RqlUrnD59mkkUEeUbYjc3PHb0RmJCMgDA8VkaxAnPdcq4u0hQq6KvLcIrdNLTVVCnp0Pk6GjrUGzi+v1YyFOURucHlfRE7JsUoUxqSgoAwPnl/14vwvOViCh3WJxE7dixA23atMHs2bPx5s0bvfnBwcHYsWNHjoIjIspriQnJuHj+DgBAWrQYnP39dOaHBPsZWoxywVfTxyIpRYnBHy+0dSg2IU9RZtkSF+DrrlNGJpMByHiPoxbPVyKi3GHxy3YfPXqEpk2bGp3v4+ODuLg4S6snIiIiIiKySxYnUWKxGGlpaUbnR0dHw93d3dLqiYiIiIiI7JLFSVTVqlXxxx9/GJynUqkQFhbGl+0SEREREVGBY1YSdfDgQURFRQEA3n//fVy8eBHz5s1DbGwsAECpVOLOnTsYO3Ys/vvvPwwePNj6ERMREREREdmQWUnUzJkzER4eDgDo0KEDPvzwQ2zZsgU9evQAAIwZMwa9e/fGuXPn8PHHH6NJkyYWBZWUlISlS5di1KhRaNiwIYKDg7F27VqDZR8+fIiRI0ciJCQE9evXx9SpU/Hq1SuL1ktERPajVp0GCAoOsXUYREREeswanU+j0eh8/uijj9C2bVscPnwYjx49glqtRmBgIHr06IHq1atbHNSbN2+wYsUKFC9eHFWrVsVff/1lsNzLly8xaNAguLu7Y/LkyUhJScH69etx79497Nu3D05OThbHQEREttV30Ci+J4qIiOxSjl62C2Q8G1W1alVrxCLw8/PD2bNn4e/vj6ioKLRp08ZgudWrVyMpKQn79+9HQEAAAKBGjRr44IMPsG/fPgwaNMiqcREREREREVk8sERukkql8Pf3z7bcsWPH0KJFCyGBAoDGjRsjMDAQR48ezc0QiYgol83/cjL2rP3K1mEQERHpMbslas+ePTh//rxJZR0cHPDdd9+ZHZQpoqOj8fr1a4PdBmvWrIlTp07leB1qtRoRERE5rodyn4+PD1JTUoSXTRqSmuKBmJiYbN9flpKSAgA89vmEKcfe2ckJvkX9IHZ0hHNwsNFyYl9fQJmKtDQFAMBRpUJqSgpSM73OwZTzKKuY0lXpADIG4lEplVnGXdjLyBMTkCRPzdOYUlNSkK5SCedAZmq1Bmq12uA87bliyrqKuJaAXC5HcnKy0TKurq5QKhRmbZf23Mq8jKnXvez4+PhAkZIC2Rvj8RjinJJilfXnNk9PT4jFlnXOUalUSEhIMGsZS/dnMaUKSpXSJsulp6sAwKQ6bBlnQVsuP8SYk+W01wh7uPdSq9UQiUxvXzL7inH58mVcvnzZpLK5mUTFxGT0k/f19dWb5+vrK/yBcnV1zZX1E1H+4uQkxgOZCHEKD6NlgiXucBAp8zAqKoycpGLcfZoIWYLxJKpiWSkcHBzyMKrCTSwWQxP5BMrERLOWk3h4QBxYJpeiIiJ7ZnYSNXbsWDRu3Dg3YjGL9kW/UqlUb552QInU1NQcJVEikQiVK1e2eHnKW84vVfDy8jI+38UFfn5+8PPzy7Ie7a8gPPb5R3bHHsj4UScpWYkrf98zWqZc+RIQiURwcsq4rjiKxXB2cYGzi8v/1mXieWQsJm0rgUQigVgiyTLuwl7GwcEBYrE4T2NydnFBqjhROAcyE4kcdM6PzLTniqnrSlWm4c4T4zfs5cv4mr1d2nMr8zKmnq+meOXyCF7exuMxxNnFBcWstP7c9urBIyTevWvWMs61a1u8fZbsT4lEDJVYYpPltC0MptRhyzgL2nL5IcacLKe9Rmhbq21576UdgdxUZidR5cuXR/369c1dzOq0iZJCod+tQptgOTs752lMRERERERU8OV4dD5b0f7qo33Rb2axsbFwd3dnVz4ionysfMUqiHmTYuswiIiI9OTbJMrf3x8+Pj64deuW3rwbN26gSpUqNoiKiIisZdjYqXxPFBER2SW7HOLcVO3bt8eZM2fw7NkzYdqFCxcQGRmJjh072jAyIiIiIiIqqMxqicrLYQe3bduGhIQEJP7/SDmXLl2CSpUxvObgwYPh4eGBsWPH4ujRoxg6dCiGDBmC1NRUrF+/HhUqVEC/fv3yLFYiIrK+5T98hbiEVHQbNMXWoRAREemw2+58GzZs0GlhOnfuHM6dOwcA6N69Ozw8PFCiRAls27YN8+fPx+LFiyEWi9G8eXPMmDFDGHiCiIjyp+gXUUhK4ZDzRERkf+w2iTL1ZbkVK1bE+vXrczkaIiIiIiKiDPn6mSgiIiIiIqK8ZrctUUTW5uvlkn0hAD4+PsLzd0REREREb2MSRYWGVOKI6/djIc/mGQuJSI1AP2keRWV/sttH7i4S1KromyfrCirpidg3KdmWoYLJ178ExAmptg6DbER24yZU8iSzlhG7u8GrZo1cioiI6H+YRFGhIk9RZvvemSplPAAU3iQqu30UEuyXZ+sK8HU3qQwVTB9N/5bviSrEVPIkyK5dM2sZr9q1cyUWIqK38ZkoIiIiIiIiMzCJIiIiu7R57WKc+OVnW4dBRESkh935iIjILj24e5vviSIiIrvEligiIiIiIiIzMIkiIiIiIiIyA5MoIiIiIiIiM/CZKCIisksurq5QqhW2DoOIiEgPkygiIrJLn327lO+JIiIiu8TufERERDnk6Oxk6xDsklOxogV6fURUeLElivKF6/djIc9iqOOgkp55GA0R5YUDOzfg+Ss5mrQfYOtQsuUgcoQiLg7qtACo09KQGm28BS1zGZFEDKmPTx5GmrdEUilkN25CJU8yazm3oLL5Yn1EVHgxiaJ8QZ6izLJbT4Cvex5GQ0R5IfzKeSSlKPNFEgUAaqUKaoUCaoUSitevjJfLVEZatFgeRmgbKnkSZNeumbWMS8kS+WZ9RFQ4sTsfERERERGRGZhEERERERERmYFJFBERERERkRmYRBEREREREZmBA0sQEZFd+nL+Kly7x/dEERGR/WFLFBER2SWxRAJHscTWYRAREelhEkVERHbp2K/7cfWvI7YOg4iISA+TKCIiskt/nvoNt6+ctnUYREREevhMFBFRHnJ2crJ1CGRHHJ15PuRnTsWK2joEIrIRJlFElK8o4uKgVqqEz+q0AKjT0pAabXwAAomHe16EpiM9OdlgTOmqjNjVaWl6cYskYkh9fPIsxsJAERdn0jmiLZOenJyH0QEOIke9czpzPMZiFknEAMpZtE7ZjZtQyZPMWsYtqKxF6yroRFIp9ydRIcUkiojyFbVSBcXrV//7rFBArVDqTHub2NU1L0LToUlXG4wpLU0BwHDc0qLF8iy+wkKtVJl0jmjLaNLVeRjd/6/7rXM6czzGYs7JuaKSJ0F27ZpZy7iULGHx+go67k+iwonPRBEREREREZmBLVFERGSXpsyaj1sPjLceERER2QqTKCIiskvePsXgXiTvu9cRERFlh935iIjILl348wTuXPvT1mEQERHpYUsUERHZpSMHdyEpRYkqtZvZOhQiIiIdbIkiIiIiIiIyA5MoIiIiIiIiMzCJIiIiIiIiMgOTKCIiIxydnfSm+Xq5mLSsSGL+I6eG1kdERET2hwNLEBEZ4SByhCIuDmqlSpgmVgcg/PZzJMjkRperUKE44OCQ4/Wp0wKgTktDanSM0WXUaQHQKBRmrys/GDVxBiIi42wdBhERkR4mUUREWVArVVC8/t8LX9UKBRJkSfjrxBWjy5Qp09Eq61MrFFArlDrr1yuvUECj0Vi8PntWJrACXqcZTyCJiIhshd35iIjILt26dhmR967bOgwiIiI9bIkiIiK7tHvrGiSlKBFYqZatQyEiItLBligiIiIiIiIz5OuWqEuXLmHIkCEG5+3evRu1a9fO24CIiIiIiKjAy9dJlNagQYNQq5Zud48yZcrYKBoiIiIiIirICkQSVbduXXTp0sXWYRARERERUSFQIJIoAEhKSoKTkxPE4gKzSUREhdp7Q8fh/lOZrcMgIiLSUyAyjtmzZyM5ORmOjo6oW7cupk2bhpo1a9o6LCIiyoGqNesizYnviSIiIvuTr5MoiUSCDh06oHnz5vD29sbDhw+xfv16DBo0CNu3b89xIqVWqxEREWGlaMlSPj4+SE1JgUwmM1pGqVRCpVTmuAwAqEu5QalUFrhj7+npmW1LraurK5QKRZb7qIhrCcjlciQnJ2dZl0qlQkJCgtFYPD09oVIqkZqSYrQOdXo61OnpQhmxWAy1Oh1paYr/lVFroFardaa9zVmthkaDbMu9XZezWq23jCnr02g0gAYGy2g0aqP1vL0+U9alVmug0WiQmpKC1LQ0g2Ws9f3IaRmpVAqRg4PecTVEnZ6Oxw8i8PRRNPxLlYcDHJCerjJYzlhd2vPF1P2o/v/9b6xsVvU4C8uavq60NIXBcyy7dQGAk0QCjVqts+1SiQQAdPaFSqnU+b66urpCqVRA9kZmND5DiilVUKqUXK4QL6f9/plSR37cPntdLj/EmJPlnFNSEBMTg5T/v27Z8t5LrVZDJDJ94PJ8nUTVqVMHderUET63adMGHTp0QPfu3bFo0SJs2rTJdsER2RmxWIzIGAUSkwzfaANAxbJSODg4ZFmPk1SMu08TIUswnkR5uDkh0E+aZSyaOBnUySlIj3tjtJxGqYRGqRTKOBYpAiDr+Mh+iRwcoEmU6x1XQzRKJTasWICExBQMGvcd0lNTkW4gScyqroJ8vjg4OkKjUulsuwaa/////7ZZnewN1YtoKJ48AQC4VKwIZPMdJyKi7OXrJMqQsmXLok2bNjh27BiUSiUk///LnCVEIhEqV65sxejIUs4vVfDy8jI6XyKRQCyR5LgMkHHcJRJJgTz2918+x50niUbnly/ja9J+TFWmZVlPSLAL/Pz84OfnZ7RMUuR/0KSmID1eZrRMxg2ySijj4OkJkUgEJ6f/JWgikYPetLeJRCI4OMCEcrp1iUQii9bn4OAAOMBgGW3LgqF63l6fadvmAAcHBzi7uMDZxcVgGWt9P6xRJjUhUe+4GqJRKjNa9FQqOGg0QHq6wfJZ1aU9X0zdj9r9b6xsVvX8b1nT1+XkJDW6vuzqEYlEgEajs+3acyvzMprUFKhiZUi9excA4F2+HCRiCby8vYzGZ4hEIoaKyxXq5bQtDKbUkR+3z16Xyw8x5mQ5ZxcXFPPzQ1xcHADY9N4rPDzcrPIF8mW7xYsXh1KpRFJSkq1DISIiIiKiAqZAJlFRUVGQSCRwd3e3dShERERERFTA5OskStv0l1lERAROnTqFxo0bc7hzIiIiIiKyunydZUyaNAnOzs4ICQlB0aJF8eDBA+zZswdOTk6YNm2arcMjIqIc6Ny1HyJuPLR1GERERHrydRLVtm1bHD58GJs2bYJcLoe3tzfatm2LCRMmIDAw0NbhERFRDtRv0BzKRFdbh0FERKQnXydRQ4YMwZAhQ2wdBhER5YLXr2Mhl8vgijK2DoWIiEhHvk6iiIio4Fr20zdIlMnxfpWcvTidiIjI2vL1wBJERERERER5jS1RRGR1vl6GX/qamcTTE47OyXkQTcHnIOLvYWSYf3FvuHg4CJ8lnp4Gy6mSkiC/fz+vwiIiyveYRBEVMLIbN6GS679o2qVkCagS05AaHaM3TyQRQ+rjY7UYpBJHXL8fC3mK0miZssVcAJGj1dZZqDk4QBEXB7VSZXC2Oi0A6jT9Y2/t4072x8lJgoh4FeKTnAAAkocyqBVKpCc7CWU8PF0R5GarCImI8icmUUQFjEqeBNm1awbnpSc7QfH6ld50adFiVo9DnqJE+F39hE2rhGeA1ddZmKmVKoPHFgDUCgXUCqXe/Nw47mR/5PI0XDx/BwDgWroMVMnJOudCw8ZVACZRRERmYRJFRER2qVmL9nh45z9bh0FERKSHSRQREdmlNm27wRlXbB0GERGRHj6NTEREdkmhSINKZfy5OiIiIlthEkVERHbpu28/Qeiva20dBhERkR4mUURERERERGZgEkVERERERGQGJlFERERERERmYBJFRERERERkBg5xTlTAuJQsYXS649PkPI6G7Jmjs5OtQ8hSnbqNEPkgytZhFHj+xb3h4uGQZRmJpyfUCkUeRUREZP+YRBHlouv3YyFPMT5Es7uLBLUq+lp1XarENKQn698cVxS5AqI0q6yLCgYHkSMUcXFQK1VQpwVAnZaG1OgYo+W1ZRRxcZD6+OR6fN17DsRfJ/ieqNzm5CRBRLwK8UnGk2rvFymo5CbNw6iIiOwbkyiiXCRPUSL8rvGb0pBgP6uvKzU6BorXr/TmlylrvXVRwaFWqqB4/QpqhQJqhdLguSOU/f8yaqUqDyOkvCCXp+Hi+TtG5zfr7AW48QkAIiItXhGJiMguzZszje+JIiIiu8QkioiI7FJaWipUKuPdYYmIiGyFSRQREREREZEZmEQRERERERGZgUkUERERERGRGZhEERGRXapYqRr8/cvaOgwiIiI9HOKciIjs0qDBY/meKCIisktsiSIiIiIiIjIDW6KIbMjXy8XWIQAAHJ2dbB0C5SN5db4s++lbvIqOQ89hM/NkfWScr48bJJ4SeNWubbSMU7GiAIC0V6+FaRJPT71yqqQkyO/ft3qMRER5iUlUPiG7cRMqeZJZy4jd3eBVs0YuRWQ91+/HQp5i/F0wQSX1/wgXFFKJY7bb7+4iQa2Kvrkah4PIEYq4OKjTAqBOS0NqdIzRspnLSDzckZ6aCrVSZbSMIRIPd6vGT3lLOF/eOu5A1sfe3OP++nUM5HK5xXGS9ThJxbj9IgVvkown0BVLeSHmTTLiM5WRPJRBrVAiPTljmoenK4Lccj1cIqJcxyQqn1DJkyC7ds2sZbL6xdCeyFOUCL9r/KY9wLdg33Bnt/0hwX55EodaqYJaoYBaoYTi9Svj5TKVEbu6Qq1U6ZXPrh6xq6tVY6e8Z+i4A1kfex73/E2enIaL5+8YnV+mrB/kct0yrqXLQJWcLJwPDRtXAZhEEVEBwGeiiIiIiIiIzMAkioiIiIiIyAzszkdERHapRIlSEGleZ1+QiIgojzGJIiIiuzTmw0/5nigiIrJL7M5HRERERERkBiZRRERklzZtWIqzfx20dRhERER62J2PiIjsUuTj+0iU8T1RRERkf5hEEb2lpF8RFCniYeswiIgKJfeKFSHxNO0l66qkJMjv38/liDJiErvpv+Dq7Tizi0dbT3bbl1fbRUSWYxJFViW7cRMqeZLJ5V1KloBGoYEiLg5qpcpgGXVaANRpaUiN1n0hrUgihtTHx+wYs1oXAEhRErfvv0Ji/P+2w8FRBMdMLwoNKumJ2DcpkKcojdYTVNIz2/UZ2zaJhzvSU1OhVqqgKumKpMj/kPL8hdF1uZQsAVViGtKTk42WISLKD8Rubrj9IgUJsjSkJzsZLefh6YqgPHpxr9jNDY8dvZGYoHuNlTyUQa1QIj3ZyaR4tPWkZlrubXm5XURkOSZRZFUqeRJk166ZtYxG4g+1UiW80f5taoUCaoVSb760aDGLYsxqXQCQnqZA/Bs5Lpy6qrMuZ38/4XOArzvkKUqE340xVIVQJrv1Gds2saursFx6si9Snsdlu1/Tk52gSVdnWYaIKD+QJ6fhcnhkltfqho2rAHmYbCQmJOPi+Ts601xLl4EqORmK169MjicxIRk3nsYKy70tr7eLiCzDJIqIiOySh4cnFKn8YYCIiOwPkygiIrJLU6fP5XuiiIjILnGIcyIiIiIiIjMwiSIiIru0b88m/H3lmK3DICIi0pPvkyiFQoEffvgBzZo1Q82aNdG3b1/8+eeftg6L/q+9O4+rKf//AP6qaBOyZY2EW2mzVCIGFSVZSqoZCiVbtsaYMmFsMWKQpqFE9q2ksRZlLH2HCqOyD74oWw0pRev9/P7wvffX7d7qLq28n49H8xif+zmf8z7nfs7n3M85n/M5hBAio9vpN5D5gqZ5JoQQ0vA0+k6Un58fIiIiYG9vD39/fzRp0gQzZ85EcnJyfYdGCCGEEEII+QI16k5UWloaTp8+jQULFsDX1xcuLi7Ys2cPOnfujMDAwPoOjxBCCCGEEPIFatSdqNjYWMjLy8PFxYWfpqSkBCcnJ6SnpyMzM7MeoyOEEEIIIYR8ieQYY6y+g5DWtGnT8PLlS8TFxQmkX716FVOnTsVvv/2GESNGSFX2jRs3aiLEGiEnJwdwpXxXinwd95MljVNODgxyqKoaysvLgTGIziMnB4BBXu5/eVBFOXJVlCPO+v63LoGyZFxfldvGX+/nslBlHjlwPwck07q+1DwNMSbKU32ewsJCAICiolKDiYny1E17Js4xLaosOTm5z82ghD9tql1OjDa2ptpqyP3vCrfIc548ACbx9tXEcrwl5epofbRcPayrPpYDAHn56o/3OtS/f3+x8jXq90RlZ2ejXbt2Qum8tKysLJnXIV/XnZDKKCjUdwTikSJOuXL/rTSPXFV55MTII0454uSTEyOPZOsTN6b/ZayUQjWf12Q8jTFPQ4yJ8lSdR0VFpcrP6yMmylM37ZnY5YgoS06M8kUWU81y4rSxouKRupzKV1Avy0m5R6VeHy1XX+uqj+U+X8iob1wJbwQ06k5UYWEhFBUVhdKVlJT4n0tL3F4oIYQQQggh5OvSQG6zSEdZWRnFxcVC6UVFRfzPCSGEEEIIIaQmNepOVLt27ZCdnS2UzkvT0NCo65AIIYQQQgghX7hG3YnS1dXF8+fPkZubK5CemprK/5wQQgghhBBCalKj7kTZ2tqCy+XiyJEj/LTi4mJER0dDX18fmpqa9RgdIYQQQggh5EvUqCeWMDY2hq2tLYKCgpCTkwMtLS3ExMQgMzMTu3btqu/wCCGEEEIIIV+gRv2eKODzJBJBQUE4ceIEcnNz0atXLyxYsABDhw6t79AIIYQQQgghX6BG34kihBBCCCGEkLrUqJ+JIoQQQgghhJC6Rp0oQgghhBBCCJEAdaIIIYQQQgghRALUiSKEEEIIIYQQCVAnihBCCCGEEEIkQJ0oQgghhBBCCJEAdaIIIYQQQgghRALUiSJfjeLiYmzcuBFDhgyBkZERnJyccOXKlWqXu3r1KpYsWQIbGxsYGxvDysoK/v7+yMrKqoOoSWMgbd2qaNu2bdDR0YGtrW0tREkaK1nr19WrVzF16lT0798fffv2xfjx43H8+PFajJg0JrLUr9u3b2PWrFkYPHgw+vbti9GjRyMsLAxFRUW1HDVpDAoKCrB161Z4eXnB3NwcOjo6CAsLE3v5vLw8LF++HObm5ujTpw/c3NyQnp5eixFLhjpR5Kvh5+eHiIgI2Nvbw9/fH02aNMHMmTORnJxc5XIbNmxAcnIyrK2tsXTpUowePRpnz56Fg4MDdaQIAOnrVnmvX79GaGgoVFVVazFS0hjJUr+OHTuGadOmQUFBAT4+PvD19YW5uTlevnxZB5GTxkDa+nX79m24uroiIyMDHh4e8PX1BYfDwa+//go/P786ip40ZDk5OQgJCcHDhw/Ru3dviZblcrmYMWMGTp48iUmTJmHx4sXIycmBu7s7Hj9+XEsRS4gR8hVITU1lHA6HhYaG8tMKCwuZtbU1mzBhQpXLJicns7KyMqE0DofDNm7cWCvxksZDlrpV3sKFC5m7uzubPHkys7GxqY1QSSMkS/3KyMhgRkZGbPXq1bUdJmmkZKlfS5cuZfr6+uzdu3cC6d7e3kxXV5cVFBTUSsyk8SgqKmKvX79mjH1ujyrWtaqcPn2acTgcdvr0aX7a27dvmYmJCZs/f36txCspuhNFvgqxsbGQl5eHi4sLP01JSQlOTk5IT09HZmZmpcuamppCXl5eKE1dXR2PHj2qtZhJ4yBL3eJJSUlBXFwcfvrpp9oMlTRCstSvw4cPo6ysDAsWLAAA5OfngzFW6zGTxkOW+vXhwwcoKiqiZcuWAunt2rWDgoICmjZtWmtxk8ZBUVER7du3l2rZuLg4tGrVSmB4e+vWrTFq1Cj8+eefKCwsrKkwpUadKPJVuHfvHrp27SrU2BsZGfE/l0RBQQEKCgrQqlWrGouRNE6y1q2ysjKsXr0aTk5O0NHRqbU4SeMkS/3666+/oK2tjUuXLmHo0KHo378/zMzMsHHjRpSVldVq3KRxkKV+mZqaoqCgAP7+/nj06BFevnyJ48ePIzo6Gp6entSJIjK5d+8eevfuLXQR29DQEEVFRXjy5Ek9Rfb/mtR3AITUhezsbLRr104onZcm6bNNe/bsQUlJCUaPHl0j8ZHGS9a6dfjwYbx8+RK7d++ujfBIIydL/Xr27BkUFBSwZMkSTJ8+HXp6erhw4QJ27NiBoqIi+Pv711rcpHGQpX65uLjg0aNHOHr0KKKjowEAcnJy8PHxwcyZM2snYPLVyM7ORt++fYXSNTQ0AHyum5I+Z1XTqBNFvgqFhYVQVFQUSldSUuJ/Lq6UlBSEhITA1tYWFhYWNRYjaZxkqVs5OTnYunUr5syZg9atW9dajKTxkqV+ffz4EVwuF4sWLcKMGTMAACNHjkR+fj4OHTqE2bNnU737yslSv5o0aYJu3brB3NwcdnZ2UFNTw4ULF7B582aoqalh0qRJtRY3+fJVVjd5aQ1hOB91oshXQVlZGcXFxULpvGlYlZWVxSrn8ePHmDt3Lnr16oWAgIAajZE0TrLUrS1btqBly5aYPHlyrcVHGjdZ6peysjI+fvwIe3t7gfQxY8bg/PnzSE9Px9ChQ2s2YNKoyFK/wsLCEBERgXPnzqF58+YAABsbGzDGEBgYiFGjRlEnnUitsrrJSxP3d1ttomeiyFehXbt2yM7OFkrnpfFuD1fl1atX8PT0hJqaGsLCwqCmplbjcZLGR9q69fTpUxw9ehRubm7IyspCZmYmMjMzUVRUhNLSUmRmZuL9+/e1GTppBGRpu3iftW3bViC9TZs2AIDc3NyaCpM0UrLUr4MHD2LAgAH8DhSPtbU1CgsLcfv27ZoNlnxVKqubvCGm4vxuq23UiSJfBV1dXTx//lzoR0Nqair/86rk5OTAw8MDxcXF2LlzZ4M4eEnDIG3devPmDbhcLtasWQMrKyv+X2pqKjIyMmBlZYWtW7fWevykYZOl7dLX1wfwua6Vx/s33SUgstSvf//9V+QEJaWlpQBAk5cQmejq6uLu3bvgcrkC6WlpaVBSUoK2tnY9Rfb/qBNFvgq2trbgcrk4cuQIP624uBjR0dHQ19eHpqYmgM9XOB4/foySkhJ+vo8fP2LGjBl48+YNwsLCoKWlVdfhkwZM2rrVq1cvhISECP316tUL7du3R0hICJydnetlm0jDIUvbZWdnBwCIioripzHGEBUVBVVVVfTp06duNoI0WLLUr+7du+PatWv4999/Bco8efIk5OXl6/2hf9J4iKpftra2yMnJQWxsLD/t3bt3iI2NxbBhwxrEcD56Jop8FYyNjWFra4ugoCDk5ORAS0sLMTExyMzMxK5du/j5Nm3ahOPHjyMhIQFdunQBAPzwww9IS0vDhAkT8PjxY4E3ZTdr1gzW1tZ1vj2k4ZC2brVu3Vpk3dmzZw9KS0upXhEAsrVdVlZWGDhwIEJDQ5GTkwMdHR1cvHgRf/31F/z8/GhIMpGpfs2cOROLFi3CxIkT4erqCjU1NSQkJOA///kPXFxcpH4/EPmy7N+/H3l5efjw4QMAICkpiX+30s3NDc2bNxdZv2xsbNCnTx/4+/vjyZMnaNWqFQ4dOoTS0lL+u+/qG3WiyFcjMDAQQUFBOHHiBHJzc9GrVy9s27YN5ubmVS53//59AMCxY8dw7Ngxgc86d+5MP3aJ1HWLEHFIW7/k5OQQEhKCoKAgnDlzBtHR0ejWrRsCAgLg5ORUR9GThk7a+mVvb482bdpg+/bt2LNnD/Ly8qCpqYlFixbB09OzjqInDd2uXbvw4sUL/r8TExORmJgIABg7dqzQM3U8CgoKCAsLw4YNG7Bv3z4UFhbC0NAQa9euRY8ePeok9urIMXp9OSGEEEIIIYSIjZ6JIoQQQgghhBAJUCeKEEIIIYQQQiRAnShCCCGEEEIIkQB1ogghhBBCCCFEAtSJIoQQQgghhBAJUCeKEEIIIYQQQiRAnShCCCGEEEIIkQB1ogghhBBCCCFEAtSJIoQQQgghhBAJUCeKEEIIIYQQQiRAnSjyxcrMzISOjg6Cg4OrTBNXdHQ0dHR0kJSUJPGybm5usLS0lHi58nR0dODn5ydTGTXl1KlTuHjxIoqLi1FcXIyLFy/i9OnTQvmCg4Oho6ODzMxMscqV5fuRlqTfq46ODv+75G1fdHR0bYZYo2p7H8ta1/38/KCjoyNWXktLS7i5uUm9rsaoPo4RUb7Gff8laEjnkbomqs5W1l5lZWUhLCwMWVlZ4HK5/H9nZ2cL5ZVmn06ZMgWenp6SbcAXStR30Fj2D3WiGoCkpCTo6Ojg999/rzSPpaUlRowYUYdRfbZ79+46/YFY1+sj0ikrK8Ps2bNhaGgIQ0NDzJ49G6WlpWIte+/ePQQHB4vdsWpoAgMD8dNPPwEARowYgcDAQJiamtZzVIQQQmpKixYtcPr0aQwZMgR6enoYMmQITp8+jRYtWshc9vnz55GUlAQfHx+BdN4FpNevX8u8jsbOx8cHiYmJuHjxYn2HUqUm9R0Aadj27t2Lzp07w9HR8YtYX+fOnZGWlgYFBQWJlx03bhxGjx6Npk2bSrzszp07JV6morS0NMjLN4zrHuPGjYOZmRnu3LkDADAwMECHDh2E8s2ePRszZsyAoqIiP+3evXv47bffYGZmhi5dugjkl+X7qSvjxo3j/7+uri50dXXrMRrJNYZ9LK7Y2Nj6DoEQ0ohVdm5WVlZGdHQ0bt68iezsbLRr1w79+vUT2W5Kem4ODg6GmZkZDAwMpI77S9enTx/07dsXW7duxbBhw+o7nEpRJ+orVlZWhuLiYqioqNR3KHVGTk4OSkpKUi2roKAg9Q/P8p0IaUkbd23p2LEjOnbsWGWeJk2aoEkT8ZsZWb4fIp4vaR/XxHFFCPlyFRcXgzFWaZtXVRuioKAg1igDSdrT69ev48GDB1i/fr3YyzRmhYWFEv8O4HFwcMDy5cuRlpYGIyOjWohOdg3jsjaR2vPnz+Hn54fBgwfDwMAA33zzDVasWIF3794J5OM9u/Ho0SMEBgZi+PDhMDQ0xNmzZ0WWyxt3/+LFCyQnJ0NHR4f/V34Ylrjrz83Nxfr16zFy5EgYGRnB1NQUY8aMQUBAgETrq8ypU6cwduxYGBoaYsiQIVi3bh0KCwsr3a7yzxO4ubkJrK/iH2/9op6dKS4uRkhICOzs7NCnTx/069cPNjY2WLJkicD6RY355aVlZ2dj8eLFGDBgAIyMjDBp0iSkp6cLxS5q3DUvLS0tDe7u7ujbty9MTEzg4+ODt2/fVrvfePLz87F582bY2NjAwMAAZmZmmDNnDu7fvy8y76pVq2BhYQEjIyM4Ojri/PnzIp9/qpjm5+eHJUuWAADc3d35+5i3XdU9x3bu3Dk4ODjAyMgIw4YN419F/PDhA5YvX86Pyd3dHf/973/F3n5RDh48iN69e2PevHkoLCys8vkuUd8vb/z9w4cP4enpiX79+mHAgAHw9/fHx48fweVysWPHDowYMQIGBgYYPXp0pUMXrl27hunTp8PU1BQGBgYYNWoUwsLCUFZWJpDv8ePH+P777zF06FAYGBhg4MCBcHV1RWRkpMj9KSrt0qVLcHZ2hpGREczNzbF8+XJ8/PhRKKZnz57B29sb/fv3R9++feHh4SGyvvDcvXsX8+fPx8CBA2FgYAArKyts3LgRnz59qnQZnpKSEvj5+UFXVxdhYWFC+1hc4u5HSY/NirKysqCvr48FCxaI/DwiIgI6Ojr4888/AXw+prZs2QJnZ2eYm5vDwMAAlpaWWLVqFd6/fy/Wtt28eRPm5uaws7PDixcvAIhus3hp165dw+7du/nHvKWlJSIiIsRaV2Wys7Ph6OiI/v3746+//uKnX758GW5ubujXrx+MjIwwbtw4HDhwAIwxgeV5w5nev38Pf39/DBw4kF+3nj59CgBISEjAhAkTYGxsjCFDhiA0NFQoDnGOg6qehRT1XF5tlClpPTt48CA8PT3xzTff8GOYN28eHj58KJS3OteuXYOrqyv69OmDAQMGwM/PT+Q5o7i4GDt27MCYMWNgZGSEfv36YerUqUhJSRHIJ0kbwstb2V/FY1rctoO3j3NycrBs2TIMHjwYxsbGuHXrVqX7obJnoi5fvoyJEyfCyMgIAwcOxNKlS/H+/fsqz8PiOHPmDABg6NChYuV/8+YN1q9fDwcHB/7dKxsbG2zevFnkbxzGGKKjo+Hq6op+/frB2NgYtra2WLNmDYqLiwXyJiQkYOrUqTA1NYWhoSGsrKzg7+8v8PvtzJkzmDNnDv83o5mZGTw9PXH9+nWhdfP25YsXL+Dj44MBAwbA2NiYPzxR0nMG7w4Ub581RHQnqgEpLCwU6nzwcLlcobsg9+7dg5ubG5SVlTFhwgR07twZT58+xaFDh3D16lVERUWhefPmAsv88MMPUFBQwHfffQdVVVV0795d5Ppat26NwMBArFu3Dq1atcKsWbMEPpN0/QsXLkRSUhKcnZ2hp6eHkpISPH/+HFevXhV7fZU5dOgQVqxYAS0tLXh7e6Np06Y4efKkUCNfmVmzZsHJyUkgraCgAIGBgQCAZs2aVbrsqlWrEBkZiTFjxvAb/szMTFy8eBEfP36EsrJylev++PEjJk2aBH19fcyfPx9v377F7t274eXlhfj4eKipqVUb//379+Hl5YVx48bBzs4Od+7cQWRkJPLy8sQaRpifn49vv/0Wz58/x/jx46Grq4u8vDwcPXoUrq6uOHDgAPT19QEApaWl8PT0xK1bt2BjY4MBAwbg1atX8PX1rbQulefi4gJFRUUcOXIEs2bNgra2NgCga9eu1S578eJFHDhwAN9++y2cnJxw5swZBAYGQklJCdHR0dDQ0MCcOXOQlZWFiIgIeHt749SpUxIPgWSMYePGjQgPD4e7uzuWLFki9TDKN2/eYMqUKbCxsYG1tTVu3bqFqKgoFBYWomXLlrhx4wZcXFygoKCAvXv3Yu7cuYiLi0Pnzp35ZURFRWHp0qXo3bs3vLy80KJFC9y8eRObNm3CvXv3sHnzZgBATk4O3N3dweVy4eLigi5duiAvLw8PHz5EcnIyJk6cWG28ly9fxv79++Hq6goHBwdcvXoVR44cAfC5rvO8evUKrq6u+PDhA1xdXaGtrY3U1FS4ublBXV1dZLne3t7o2LEjJk+ejLZt2+L+/fvYvXs3bt68ib1791Z6pTI/Px/z5s1DSkoKNm7cCHt7e0m+Aj5x9yOPLMemhoYGLC0tkZCQgHfv3gm1YZGRkejYsSO++eYbAJ/rydGjRzFixAjY2dlBUVER6enpOHLkCG7cuIGoqKgqhxHHxcVh8eLFMDIyQkhICFq2bFnt/ti8eTPy8/Ph6OgIVVVVxMTE4JdffoGGhgZGjx5d7fIVPXr0CDNmzEBpaSkOHDjAH+YaGRmJZcuWoVOnTvD09ESzZs0QGxuLVatW4f79+1i9erVQWdOnT0fbtm0xd+5c/vHs4eGBBQsWYP369XB1dYWjoyPOnDmDTZs2oXPnzvx6URPHQUW1USaPJPUsPDwcxsbGmDRpElq1aoWnT58iKioK//nPfxATEyNWOwp87pTExcXB0dERY8eORXp6Oo4fP47U1FRERUXxz3mlpaWYMWMGUlJSMHr0aLi6uqKwsBAnTpzAlClTEBISguHDhwuULU4bwjvfV5ScnIyoqCi0bdtWoDxJ245p06ZBXV0dXl5eYIwJlCeOhIQEzJ07F23btoWXlxdatmyJ+Ph4TJ8+XaJyRElKSkK3bt3QqlUrsfI/ePAAcXFxsLKywoQJE8AYQ3JyMkJDQ3H37l3s2LFDIL+fnx9iYmLQu3dveHp6ok2bNnj+/DnOnz+P+fPn8++8BQUF4ffff0fXrl0xefJkdOjQAS9fvsSff/6JN2/e8Nus/fv3o0WLFnBycoKGhgZevXqFqKgoTJkyBfv27UO/fv0E1l9QUIBJkybB0NAQ8+fPR0FBAVRVVSU+ZwBA+/bt0alTJ6km86ozjNS7a9euMQ6HU+2ftbW1wHLjxo1jlpaWLCcnRyA9NTWV6enpseDgYH7a1q1bGYfDYd9++y0rLi4WO7bhw4ezyZMni/xM3PXn5eUxDofDli9fLtP6RMnLy2N9+vRhw4YNY3l5efz0T58+sXHjxjEOh8O2bt3KT8/IyBBKq6ikpIR5eHgwPT09lpCQwE8/duwY43A47Nq1a/w0U1NT5unpWW2ckydPZsOHDxdK43A4bPv27QLpp06dYhwOhx0+fFggncPhMF9fX6E0HR0dduPGDYH0ZcuWMQ6Hw548eVJtbAEBAUxfX5/dunVLID03N5d98803At/HkSNHGIfDYevWrRPIm5qaynR0dBiHw2EZGRn8dF69K58maj/yiPp+eGlGRkbs+fPn/PSioiI2aNAgpqOjw37++WeBciIiIhiHw2FXrlypdvvLx1NUVMR8fHyYrq4ui4iIEMgnalt4RH2/w4cPZxwOh506dUogffbs2UxHR4eNGzeOFRUV8dPv3r3LOBwO+/XXX/lpWVlZzNDQkM2ZM4dxuVyBcnbu3Mk4HA5LSkpijDEWHx/POBwOO336dJXbK8k+ZowxDw8Ppq+vzwoKCvhpixcvZhwOh50/f14gb2hoKONwOAL7orCwkFlYWDAnJyeB7WWMsdjYWMbhcFh0dDQ/zdfXl3E4HMYYY69evWL29vbMxMSEv53lidteSLIfGZP82BQlMTGRcTgctnPnToH0lJQUof1fVFQksl0+evQo43A47MyZM/y0it9fREQE09XVZT4+PkL7V9SxxksbM2aMQP6CggJmZmbGXFxcqt02xgT3fVJSEjMxMWH29vbs1atX/Dy89tnCwoK9ffuWn15SUsKmTZvGOBwOS0lJ4afzvvtly5YJrIt3PPfp00fg+OO1AeVjFvc4qKodKl8Ha6tMxiSvZ+WPQZ6HDx8yfX19tmLFiipj4+H9njh79qxAOm8fl6+Xu3fvZhwOh507d04gb3FxMRs/fjyztLTkp0nahlT04MED1r9/f2Zra8v/TSFt2+Hj4yN0nDMmur2o2HaXlpayYcOGsX79+rHXr1/z08vKytjMmTMrPQ9XTBOlrKyM6erqVvqbgRd/+WPo06dPrKysTCjvpk2bGIfDYampqfy0s2fPMg6Hw+bOnctKSkoE8nO5XP4+SU1NZRwOhzk7O4v8TsqvT9TnWVlZzMzMjHl5eQmk8+rzhg0bhJaR5JxR3pQpU5i+vr7IzxoCGs7XgDg6OiIiIkLkX8UrKQ8fPsS9e/cwevRocLlcvHv3jv/XpUsXdO3aFYmJiULr8PDwkGpihIokWb+SkhKUlJSQlpaGjIwMmdddXmJiIv9KXvm7bsrKyvDw8JCqzGXLliExMRHLli2rdqrm5s2b49GjR1Xekq6KvLw8pk6dKpA2aNAgAOAPX6kObxhheRYWFmKVwRjDiRMn0KdPH2hqagp8j6WlpbCwsMCNGzf4wwbOnz8PAJgxY4ZAOUZGRvx11hZra2toamry/62oqAgjIyMwxoT2oZmZGQDx9yEA5OXlwcPDA/Hx8QgKChIqUxqiruqbmZmBMYbvvvtOYDy+np4e1NTUBGKOi4tDUVERJk6ciJycHIHvhzfUgXec8WaNunTpEvLy8qSKt+I+Bj7XpZKSEv4wRi6Xi/j4ePTs2RPW1tYCeadMmQJVVVWBtL/++gvZ2dlwcHBAfn6+wDaYmppCRUVFZFt1//59ODs7o6CgAIcPH+Z/p9KQZD/yyHpsDho0CN26dRMY7gV8vjOjoKAgcPdbUVGR3y6XlpYiLy8P7969g7m5OYDPD65XxOVyERAQgHXr1sHDwwO//vqrRM+ITZ48WSC/qqoq+vbtK/Ew2FOnTsHDwwMGBgY4dOiQwAQzvPbZzc1N4G5ckyZNMHv2bADAuXPnhMqs2HbzvntLS0uByWh4bUD5mGviOKioNsrkkaSe8Y4txhj/WGrTpg26d++O1NRUsdeppaUFW1tbgbTvvvsOLVq0EPg+/vjjD3Tu3Bn9+/cXOGY+fPgAS0tLZGZmCtUXcdqQil6/fg0vLy8oKSlhx44d/DsT0rYdXl5ekJOTE3t/lHfnzh28fPkS48aNQ/v27fnp8vLymDlzplRl8rx//x5cLrfSOy+iKCsr80dClJSU4P3793j37h3/fFu+bThx4gQAwNfXV+junJycHH+fnDx5EgDw/fffC7XXAARGXpT/PD8/Hzk5OVBQUICxsXGldc7Ly0vg35KeM8pTV1dHSUkJcnNzK81Tn2g4XwOiqanJbzwrqvjg4uPHjwEAoaGhIseE88qrSEtLS7YgpVi/oqIili5ditWrV8Pa2hpaWlowMTHB0KFDYWVlJdMsYbxOWc+ePYU+69Wrl8TlbdmyBdHR0ZgxYwa+/fbbavP7+/vjxx9/xLhx49CpUyf0798fgwcPxqhRo8R62FRDQ0MoH+82v7jPQoj6nnmNdHVl5OTkICcnBykpKRg4cGCV+Tp27IiMjAy0atVK5BBLbW1tkSe0miJqO3nDlip+xvvRI+4+BD4Pg8jPz0dERESlx6GkRMXMi62y7cnJyeH/m3ecVXXy/vfffwEApqammDBhAo4dO4ZTp06hd+/e6N+/P2xsbNC3b1+p461Yl96+fYuCggL06NFDKK+SkhK6du2KDx8+CG3DypUrsXLlyiq3obxJkyahadOmiIqKgoaGhljxV0aS/cgj67EpJycHZ2dnbNiwAdevX4eJiQny8vIQGxuLIUOGCE3KcvToURw8eBD//POP0OsCRK1v7969yM/Px6xZs4SmShZHZd+1JMfM7du3kZKSAjMzM4SFhQldoOO1zxwOR2hZXtrz58+rja26Y6Z8zDVxHFRUG2XySFLPUlJSEBISgr///lvoeZiKM51WRdT5UlFREZqamnj06BE/7cmTJ/j06VOV54a3b98KDOWW9Hz04cMHeHl5IS8vD/v27RPYDmnbDll+5/DqrKj2TVSaNFiFZwGrUlZWhp07d+L48eN4+vQpuFyuwOfl9+nTp0/RsmXLausCr3POG6Zflfv372Pr1q24du0aCgoKBD4T1VFt3bq10HBiSc8Z5fH2lbSd4tpGnahGilexqnqxpagf8dU9o1Nb63d2doalpSUuX76MlJQU/jNTRkZG2L9/f4OYLezo0aPYtm0b7O3t8f3334u1jKWlJS5cuIDExEQkJSUhOTkZJ0+eREhICI4cOVLt81xVdSDFbWhlKYPXIJuammLOnDmV5qtuO+pCVdtZ2WeSnKzs7Oxw7NgxhISEwMjISOiZl6oa8crekVVVzOI8Z8X7ftasWSPwnFR55TsYa9euhaenJ65cuYIbN27g2LFjiIiIgJubG5YuXVrt+mqiPlbE2wYfH59KZ1gS9e6VMWPG4NChQwgPD+e/l0taku5HoGb2haOjI4KCgnD06FGYmJjg5MmTKCwshIuLi0C+PXv2YO3atRg0aBB+/vlnaGhoQFFREaWlpfznOiqysLDA9evXcezYMYwdO1biH3g18boELS0tKCoq4ubNm4iPj8eoUaNkLhOofN+Le8FNnONA0uO5NsqsbpvKf++3b9/G1KlT0aVLF/j4+KBLly5QUVGBnJwcAgICxJqgRVJcLhfdu3fH8uXLK81T8WKlJMdNcXExvL298fjxY2zbtk1oym9p246GOuOwuro65OXlJbpQsX79euzZswc2Njbw8vJCmzZt0LRpU7x58wZ+fn5St8vieP36Nf/5+ZkzZ0JbWxsqKiqQl5dHaGgorl27JrRMTe/79+/fo2nTpjXyfq7aQJ2oRqr8lZaaumpe2+tv27YtHB0d4ejoCMYYNm3ahLCwMJw+fVrq90Lxrno9evRI6F0C//zzj9jlXLp0CStWrICZmRnWrVsn0VWPFi1awM7ODnZ2dgD+f6KLAwcOYN68eWKXUx9at26NFi1aIDc3V6zvUVNTE//973+Rk5Mj9GDskydPxFpnQ72iZG9vjyFDhuD777/HtGnTEB4eLnBFjff/ubm5Qlf6MjIyamW6bd4V3pYtW4p9nPXo0QM9evTA1KlTUVhYCC8vL+zbt4//A0xWbdq0QbNmzfhXicsrKirC8+fPBeoGbxuUlJQkaqtWrFgBFRUV7Nq1C4WFhVixYoXUP/yl2Y81oXXr1hg5ciTi4uKwdOlSHD16FB06dBCamSsmJgadO3fGzp07BbZR1D7m6dWrFxYuXIipU6di8uTJ2LVrF/T09GptW0RRU1PD9u3bMWvWLCxatAhFRUUYP348/3PeRAf//POP0AQEvPZZ3MkQJFXdcVD+eK6osmFntVGmuE6ePInS0lKEh4cL3e15//69RBciy99t4ikuLkZGRga6devGT9PS0sLr169hZmYm1RTVVWGMYcmSJUhKSsLq1atFzlYnbdshC96+FTWsVdxzXGXk5eXRo0cPPHv2TOxlYmJiYGJigq1btwqkX7p0SSivlpYWHj9+jBcvXlR6sYiX7/Lly7h7926Vw6TPnTuHgoIChISECN2NrDgRT1UkPWeU9+zZM5F3shsKeiaqkdLT0wOHw0FUVJTIiskYq3SmP0k0a9ZM5FUTSdb/6dMnoatkcnJy6N27NwDB29GVra8ygwcPhqqqKg4cOCBwO7ioqAi7du0Sq4z09HQsXLgQ2traCAkJEfvHcFlZmciTJe8WuSTbUV/k5eUxduxYPHz4EMePHxeZp/xwCd545or79u7duwJTGleFN/65IY5xHjlyJEJCQvDgwQO4ubkJTPnLO6FX3M4//vgD2dnZtRIPb1hocHCw0FAK4POMnvn5+QD+f7x9ecrKyvyhOzVVH+Xl5WFlZYVHjx4hPj5e4LM9e/YITYc+ePBgtG3bFjt37hS5n0pLSyuNzdfXF97e3jhy5Ah8fX2FpiIXlyT7sabxZjQLCAjA/fv3MWHCBKGr9byOU/nvjzGGkJCQKsvW1tbGgQMHoKKiAnd3d4mei6kpzZo1w44dOzBo0CD4+fnh4MGD/M8sLCz47XP5472srAzbtm0D8PmYq0niHge8C4EVj+fr168LTYldG2VKildHKt55OHTokMghbVV5+vSp0IuqDx48iLy8PIwYMYKfNn78eOTm5mL79u0iy5F0veVt3LgRp06dwqxZs+Ds7Cwyjyxth7T09fXRsWNHxMTECGwfY0ys2W6rY2ZmhoyMDLH3nby8vNB3XlJSIvCqB56xY8cC+Hz3SlRbyStnzJgxAIBNmzZVOk06UPldxUuXLol8TrOqbZDknMHz5s0bvHr1CgMGDBB7XXWN7kQ1UnJyctiwYQOmTJkCBwcHODg4gMPhoLS0FC9evEB8fDwcHBxkvhNibGyMqKgobNmyBT169IC8vDyGDx8OVVVVsdf/9OlTTJo0CdbW1ujZsydat26NjIwMHD58GM2aNRNotKtanyjNmzfHDz/8gFWrVsHJyQmOjo5o2rQpTpw4IfZV61mzZuHTp0+wt7fnv7elvBEjRohcf0FBAQYPHozhw4dDT08P7dq1Q1ZWFiIjI9GkSRN+Q9XQ+fj44O+//4afnx/i4+NhYmICFRUVvHr1ClevXoWSkhL27dsH4PPwpKioKISFheHly5cwMzPDq1evsH//fujp6eHOnTvV3mkyNDSEvLw8tm/fjtzcXKiqqqJLly4wNjaui82t1tChQxEWFobZs2dj8uTJ2L17N9q3b49BgwahZ8+eCAoKwrt379CtWzfcvn0bFy5cQLdu3SodriOL9u3bY9WqVfjpp59ga2sLBwcHaGpq4v3793jy5AnOnz+PkJAQDBgwADExMdi9ezf/wW4VFRXcvn0bUVFR0NXVrdG7FAsXLsSVK1ewcOFCgelqL1y4gK5duwqcwFVUVBAYGIg5c+bAzs4Ojo6O0NbWRkFBAX/q3UWLFlV6N3r+/PlQUVHBxo0bUVRUhF9//VXiyXEk2Y81zdTUFD179kRMTAzk5eVFTodta2uLjRs3wtPTEzY2NigsLMT58+dRUlJSbfmampo4ePAgpkyZgqlTpyI0NFSmSTikoaysjN9//x0+Pj5YuXIlioqKMG3aNDRv3hw//fQTli1bhgkTJmDChAlQUVFBXFwcbt68CWdnZ5iYmNRoLOIeB9ra2hg8eDAOHz4MLpcLfX19PH78GMePH4eOjo7AZEG1UaakRo4cyZ/63NnZGcrKyrh58yYSExOFjrnqcDgcLFmyBNevX4e2tjZ/inMtLS2BST3c3d1x9epVBAcHIyUlBRYWFlBXV8erV6/w999/IyMjAwkJCRJvy+XLl/l31LS1tfHHH38IfN62bVtYWFjI3HZIQ0FBAUuXLsW8efPg5OQEV1dXtGjRAgkJCfznVWUZTWFnZ4cDBw7gzz//FGtqfFtbWxw6dAjz58+HhYUFcnNzcfLkSZF3Hm1tbTFmzBicPHkSEydOxIgRI9CmTRtkZmYiNjYWUVFRaNGiBYyMjDBr1ixs374dY8eOhb29PTp27IjXr18jISEB69atg56eHr755huoqqpi8eLF/Gn17969i5MnT4LD4Uj0fjJJzhk8vN9jNTVMuDZQJ6oR09XVxR9//IGwsDBcvnwZx44dg4qKCjp06AArK6saqXg+Pj7Izc3lX6VijCEhIQGqqqpir79Dhw6YOHEikpOTcfHiRXz69Ant2rWDpaUlpk+fLjA0oar1VYY3M9+OHTsQHBwMdXV1jB49GhMnThTrfSe8K0KV3Z6ubP3KysqYNm0arl27huTkZOTn56NNmzYwNjbG9OnTG+wbtitSU1PDwYMHsWfPHpw5cwaJiYmQl5dHu3btYGRkJDA8p2nTpti5cyc2bdqEc+fO4dy5c+jRowfWrFmDW7du4c6dO9U+d9epUyesXbsWO3bswMqVK1FSUgIHB4cG04kCAHNzc+zcuRMzZszApEmTsHv3bnTp0gXbtm3DmjVrcPjwYcjJycHExAT79u3DihUr+C84rWnjx49H9+7dsXPnThw7dgy5ublo2bIlNDU14eHhwX+B54ABA/DgwQNcuXIFWVlZAD4fe15eXvDw8JBpApeKOnfujEOHDmHDhg2Ijo4GYwx9+/bF3r17sXbtWqF9YWFhgejoaOzYsQOxsbF4+/Yt1NTU0KlTJ0yYMKHKB9eBz7M9qaqqYvXq1fD29kZwcLDEz1GKux9rg4uLCwICAkROKAEAnp6eAD6/y2rdunVQV1eHlZUVfHx8xOoQdejQAQcOHMC0adPg5eWF3377DUOGDKnx7aiKoqIigoKC4Ovri19++QUfP36Et7c3Jk6cCA0NDYSHhyMsLAylpaXo3r07li1bhkmTJtV4HBWPg48fP6Jdu3Yij4PAwEAEBATgzJkzOHHiBAwMDBAWFoYjR44IdHgkObbELVNSffv2RUhICEJCQhAcHAxFRUX069cPBw4cwMqVKyVqf/T19eHv748tW7YgMjISSkpKGDt2LH788UeBZ0GbNGmC7du348iRI4iJicG2bdtQVlaGtm3bQl9fH4sWLZJqW3jn3IyMDPz4449Cn5uZmfFnn5O17ZCGtbU1tm/fjuDgYISEhKBZs2YYPnw4Vq5cCSsrK5me4TYxMQGHw0FMTIxQJ4p3B6j8BWA/Pz+oqanhzJkzuHDhAjQ0NGBvb89/L2RFGzZsgKmpKSIjIxEaGgo5OTl06NABw4YNEzg3+/j4oHfv3ti3bx92796N0tJSaGhoYODAgfwZNjU1NREeHo7NmzcjPDwcjDEYGhoiPDwckZGREnWiJD1nAJ8vXujr6zfo31JyrDafSiOEfDVmzpyJ5ORk3Lhxo0YeWifkS8F7TvL333+HlZVVfYfzVdm8eTPevHmDX375pb5DIY1ceno6nJycsGjRIqHXfEji/PnzmDt3LiIjIwU6CN7e3oiPj8etW7ca7OQYdeXWrVtwcXFBaGio0PPuDQn90iGESETULFDp6em4fPkyBg4cSB0oQsrhcrk4ePAg/2owqVu2trY4deqUyGfhCBGlpKREaHg2l8vlPxsm613eESNGwNzcHEFBQfy00tJSpKWloVu3bl99Bwr4fPFj8ODBDb7NpOF8hBCJrFixArm5uejfvz+aN2+Of/75B5GRkVBWVsaCBQvqOzxCGoSMjAzcunULly9fxsOHD7F8+fIaHVJJqnbmzBnk5+fj5s2bKC0trdWpoMmX5eXLl3B3d4ednR20tLTw/v17xMfHIy0tDePHj6+R50v37NkD4HM7ceXKFZw9exZZWVkihzd+jXj7p6GjThQhRCIWFhY4ePAgwsPDkZ+fj5YtW2LYsGGYO3dug56KlJC6lJKSgiVLlkBdXR0eHh5ivbyb1Jxnz54hNDQUioqKWLhwodB73wipjLq6OkxMTBAXF4e3b9+CMQYtLS34+vpiypQpNbqulJQUBAQEoFOnTli0aJHAxB6k4aNnogghhBBCCCFEAvTwAiGEEEIIIYRIgDpRhBBCCCGEECIB6kQRQgghhBBCiASoE0UIIYQQQgghEqBOFCGEEEIIIYRIgDpRhBBCCCGEECIB6kQRQgghhBBCiASoE0UIIYQQQgghEqBOFCGEEEIIIYRI4P8AF/EjduityvkAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Rastgele ayrımda test dizilerinin %25.9'inin eğitimde Jaccard ≥ 0.9 olan neredeyse ikizi var; gruplu ayrımda bu oran %0.0.\n"
          ]
        }
      ],
      "source": [
        "le = LabelEncoder().fit(SINIFLAR)\n",
        "y = le.transform(df[\"genotip\"])\n",
        "N_SINIF = len(le.classes_)\n",
        "\n",
        "def dengeli_gruplu_katmanlar(y_, g_, n_kat=5, deneme=200, tohum=RASTGELE):\n",
        "    \"\"\"StratifiedGroupKFold'u farklı tohumlarla dener; sınıf oranlarını ve katman boyutlarını\n",
        "    en iyi koruyan bölünmeyi döndürür. Grup bütünlüğü her durumda korunur.\"\"\"\n",
        "    hedef = np.bincount(y_, minlength=N_SINIF) / len(y_)\n",
        "    en_iyi, en_iyi_skor = None, np.inf\n",
        "    for t in range(tohum, tohum + deneme):\n",
        "        katlar = list(StratifiedGroupKFold(n_splits=n_kat, shuffle=True, random_state=t).split(np.zeros(len(y_)), y_, g_))\n",
        "        sapma = 0.0\n",
        "        for _, te in katlar:\n",
        "            say = np.bincount(y_[te], minlength=N_SINIF)\n",
        "            if (say[hedef > 0] == 0).any():\n",
        "                sapma = np.inf; break\n",
        "            sapma = max(sapma, np.abs(say / len(te) - hedef).max(), abs(len(te) / len(y_) - 1 / n_kat))\n",
        "        if sapma < en_iyi_skor:\n",
        "            en_iyi, en_iyi_skor = katlar, sapma\n",
        "    return en_iyi, en_iyi_skor\n",
        "\n",
        "DIS_KATMANLAR, dis_sapma = dengeli_gruplu_katmanlar(y, GRUPLAR)\n",
        "egitim_idx, test_idx = DIS_KATMANLAR[0]\n",
        "print(f\"200 farklı gruplu bölünme denendi; seçilen bölünmede sınıf oranlarının en büyük sapması: {dis_sapma:.3f}\")\n",
        "\n",
        "\n",
        "assert set(GRUPLAR[egitim_idx]).isdisjoint(GRUPLAR[test_idx]), \"Grup çakışması var!\"\n",
        "eksik_sinif = set(range(N_SINIF)) - set(y[test_idx])\n",
        "assert not eksik_sinif, f\"Test kümesinde bulunmayan sınıflar: {le.inverse_transform(list(eksik_sinif))}\"\n",
        "print(f\"Eğitim: {len(egitim_idx)} dizi ({len(set(GRUPLAR[egitim_idx]))} grup) | Test: {len(test_idx)} dizi ({len(set(GRUPLAR[test_idx]))} grup)\")\n",
        "print(\"✔ Eğitim ve test kümeleri arasında ortak grup yok.\")\n",
        "\n",
        "dagilim = pd.DataFrame({\"Eğitim\": pd.Series(y[egitim_idx]).value_counts(), \"Test\": pd.Series(y[test_idx]).value_counts()}).sort_index()\n",
        "dagilim.index = le.classes_\n",
        "display(dagilim.assign(**{\"Test oranı (%)\": (100 * dagilim[\"Test\"] / dagilim.sum(axis=1)).round(1)}))\n",
        "\n",
        "# Karşılaştırma için rastgele (gruplamasız) tabakalı ayrım\n",
        "r_egitim, r_test = train_test_split(np.arange(len(y)), test_size=len(test_idx), stratify=y, random_state=RASTGELE)\n",
        "\n",
        "def en_yakin_benzerlik(test, egitim):\n",
        "    return JACCARD[np.ix_(test, egitim)].max(axis=1)\n",
        "\n",
        "nn_grup = en_yakin_benzerlik(test_idx, egitim_idx)\n",
        "nn_rast = en_yakin_benzerlik(r_test, r_egitim)\n",
        "fig, ax = plt.subplots(figsize=(9, 4.2))\n",
        "ax.hist(nn_rast, bins=50, alpha=0.6, label=f\"Rastgele ayrım (medyan = {np.median(nn_rast):.2f})\", color=\"#C44E52\")\n",
        "ax.hist(nn_grup, bins=50, alpha=0.6, label=f\"Gruplu ayrım (medyan = {np.median(nn_grup):.2f})\", color=\"#4C72B0\")\n",
        "ax.axvline(BENZERLIK_ESIGI, ls=\"--\", c=\"k\", lw=1); ax.text(BENZERLIK_ESIGI, ax.get_ylim()[1] * 0.9, \" eşik\", fontsize=9)\n",
        "ax.set_xlabel(\"Her test dizisinin eğitim kümesindeki en yakın komşusuna benzerliği (Jaccard)\")\n",
        "ax.set_ylabel(\"Test dizisi sayısı\"); ax.set_title(\"Veri sızıntısı kontrolü: test → eğitim en yakın komşu benzerliği\"); ax.legend()\n",
        "kaydet(fig, \"sizinti_en_yakin_komsu\"); plt.show()\n",
        "print(f\"Rastgele ayrımda test dizilerinin %{100 * (nn_rast >= 0.9).mean():.1f}'inin eğitimde Jaccard ≥ 0.9 olan neredeyse ikizi var; \"\n",
        "      f\"gruplu ayrımda bu oran %{100 * (nn_grup >= 0.9).mean():.1f}.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "f479c26c",
      "metadata": {
        "id": "f479c26c"
      },
      "source": [
        "## 7. Özellik Çıkarımı: k-mer Frekansları\n",
        "\n",
        "Bir **k-mer**, dizideki ardışık k uzunluğundaki alt dizidir. Örneğin `ACGTA` dizisinin 3-mer'leri `ACG`, `CGT`, `GTA`'dır. Her dizi, olası tüm $4^k$ k-mer'in **göreli frekanslarından** oluşan bir vektörle temsil edilir.\n",
        "\n",
        "- **Neden frekans?** Ham sayımlar dizi uzunluğuna bağlıdır (Bölüm 5.12'deki kısayol riski). Frekanslar bu bağımlılığı ortadan kaldırır.\n",
        "- **Neden k = 3, 4, 5 birlikte?** Kısa k-mer'ler genel kompozisyonu ve kodon kullanımını, uzun k-mer'ler daha özgül motifleri yakalar. Toplam 64 + 256 + 1024 = **1344 özellik** elde edilir. Bölüm 9.3'te farklı k seçenekleri ayrıca karşılaştırılır.\n",
        "- **Neden sızıntı riski yok?** Bu dönüşüm her diziye **bağımsız ve sabit kurallarla** uygulanır; veriden öğrenilen bir parametre (ortalama, sözlük vb.) yoktur. Bu yüzden tüm veri için bir kez hesaplanması güvenlidir. Ölçekleme (`StandardScaler`) ve SMOTE gibi **veriden öğrenen** adımlar ise her zaman `Pipeline` içinde, yalnızca eğitim katmanında öğrenilir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "id": "31d10988",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 358
        },
        "id": "31d10988",
        "outputId": "d985cf25-7639-4ee5-cdf4-96fb2e85961b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Özellik matrisi: (2065, 1344) | Eğitim: (1598, 1344) | Test: (467, 1344)\n",
            "✔ 5 katmanın hiçbirinde eğitim–doğrulama grup çakışması yok.\n",
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_21_ornek_kmer_frekanslari.png  |  norovirus_2209_ciktilar/figures/EN/figure_21_ornek_kmer_frekanslari.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1540x418 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "K_SECIM = (3, 4, 5)\n",
        "OZELLIK_ADLARI = [km for k in K_SECIM for km in kmer_adlari(k)]\n",
        "X = np.hstack([KMER[k] for k in K_SECIM]).astype(np.float32)\n",
        "\n",
        "Xtr, Xte = X[egitim_idx], X[test_idx]\n",
        "ytr, yte = y[egitim_idx], y[test_idx]\n",
        "gtr = GRUPLAR[egitim_idx]\n",
        "print(\"Özellik matrisi:\", X.shape, \"| Eğitim:\", Xtr.shape, \"| Test:\", Xte.shape)\n",
        "\n",
        "# Tüm modellerde aynı katmanlar kullanılır (adil karşılaştırma + sızıntı yok)\n",
        "CV = StratifiedGroupKFold(n_splits=5, shuffle=True, random_state=RASTGELE)\n",
        "CV_KATMANLAR = list(CV.split(Xtr, ytr, gtr))\n",
        "for i, (a, b) in enumerate(CV_KATMANLAR):\n",
        "    assert set(gtr[a]).isdisjoint(gtr[b])\n",
        "print(\"✔ 5 katmanın hiçbirinde eğitim–doğrulama grup çakışması yok.\")\n",
        "\n",
        "# Örnek: GII.4 ve GI.3 için en sık 4-mer'ler\n",
        "fig, axes = plt.subplots(1, 2, figsize=(14, 3.8), sharey=True)\n",
        "for ax, s in zip(axes, [SINIFLAR[-1] if \"GII.4\" not in SINIFLAR else \"GII.4\", SINIFLAR[0]]):\n",
        "    v = KMER[4][df.genotip.values == s].mean(axis=0)\n",
        "    sira = np.argsort(v)[::-1][:25]\n",
        "    ax.bar(np.array(kmer_adlari(4))[sira], v[sira], color=RENKLER[s])\n",
        "    ax.set_title(f\"{s}: en sık 25 tetranükleotit\"); ax.tick_params(axis=\"x\", rotation=90, labelsize=7)\n",
        "axes[0].set_ylabel(\"Ortalama frekans\")\n",
        "fig.tight_layout(); kaydet(fig, \"ornek_kmer_frekanslari\"); plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9b662606",
      "metadata": {
        "id": "9b662606"
      },
      "source": [
        "## 8. Sınıf Dengesizliği Stratejilerinin Karşılaştırılması\n",
        "\n",
        "Dengesizlikle başa çıkmanın birden fazla yolu vardır ve hangisinin en iyi sonucu vereceği veriye bağlıdır. Bu nedenle aynı temel model (lojistik regresyon) ile aşağıdaki stratejiler **aynı gruplu katmanlar** üzerinde karşılaştırılır:\n",
        "\n",
        "| Strateji | Açıklama |\n",
        "|---|---|\n",
        "| Önlem yok | Referans durum |\n",
        "| Sınıf ağırlığı | Kayıp fonksiyonunda nadir sınıfların hatası daha fazla cezalandırılır |\n",
        "| Rastgele aşırı örnekleme | Nadir sınıf örnekleri kopyalanır |\n",
        "| Rastgele alt örnekleme | Baskın sınıf örnekleri azaltılır |\n",
        "| **SMOTE** | Nadir sınıf için komşu örnekler arasında **sentetik** örnekler üretilir [14] |\n",
        "| SMOTE + Tomek | SMOTE sonrası sınıf sınırındaki belirsiz örnek çiftleri temizlenir |\n",
        "\n",
        "> **Sızıntı uyarısı:** Örnekleme yöntemleri **yalnızca eğitim katmanına** uygulanmalıdır. Örnekleme çapraz doğrulamadan önce tüm veriye yapılırsa sentetik örnekler doğrulama katmanına sızar. Bu çalışmada `imblearn.pipeline.Pipeline` kullanılır; bu yapı örneklemeyi `fit` sırasında yalnızca eğitim katmanına uygular, tahmin sırasında hiç uygulamaz."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "id": "e60018cb",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 812
        },
        "id": "e60018cb",
        "outputId": "6088daf0-9f46-4d52-b185-94c4c88b02e8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_22_dengesizlik_stratejileri.png  |  norovirus_2209_ciktilar/figures/EN/figure_22_dengesizlik_stratejileri.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1210x495 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "                          makro_f1  dengeli_dogruluk  dogruluk\n",
              "Sınıf ağırlığı              0.9911            0.9884    0.9941\n",
              "Rastgele aşırı örnekleme    0.9911            0.9884    0.9941\n",
              "Önlem yok                   0.9887            0.9864    0.9915\n",
              "SMOTE                       0.9887            0.9858    0.9915\n",
              "SMOTE + Tomek               0.9887            0.9858    0.9915\n",
              "Rastgele alt örnekleme      0.9879            0.9880    0.9915"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-030fb5f1-32cd-409b-b9d2-d76908207662\" class=\"colab-df-container\">\n",
              "    <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>makro_f1</th>\n",
              "      <th>dengeli_dogruluk</th>\n",
              "      <th>dogruluk</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Sınıf ağırlığı</th>\n",
              "      <td>0.9911</td>\n",
              "      <td>0.9884</td>\n",
              "      <td>0.9941</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Rastgele aşırı örnekleme</th>\n",
              "      <td>0.9911</td>\n",
              "      <td>0.9884</td>\n",
              "      <td>0.9941</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Önlem yok</th>\n",
              "      <td>0.9887</td>\n",
              "      <td>0.9864</td>\n",
              "      <td>0.9915</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>SMOTE</th>\n",
              "      <td>0.9887</td>\n",
              "      <td>0.9858</td>\n",
              "      <td>0.9915</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>SMOTE + Tomek</th>\n",
              "      <td>0.9887</td>\n",
              "      <td>0.9858</td>\n",
              "      <td>0.9915</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Rastgele alt örnekleme</th>\n",
              "      <td>0.9879</td>\n",
              "      <td>0.9880</td>\n",
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              "summary": "{\n  \"name\": \"print(\\\"En iyi strateji (makro-F1):\\\", dt[\\\"makro_f1\\\"]\",\n  \"rows\": 6,\n  \"fields\": [\n    {\n      \"column\": \"makro_f1\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0013779211394947906,\n        \"min\": 0.9879,\n        \"max\": 0.9911,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0.9911,\n          0.9887,\n          0.9879\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"dengeli_dogruluk\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0012691204303243177,\n        \"min\": 0.9858,\n        \"max\": 0.9884,\n        \"num_unique_values\": 4,\n        \"samples\": [\n          0.9864,\n          0.988,\n          0.9884\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"dogruluk\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0013426342266852048,\n        \"min\": 0.9915,\n        \"max\": 0.9941,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          0.9915,\n          0.9941\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "En iyi strateji (makro-F1): Sınıf ağırlığı\n"
          ]
        }
      ],
      "source": [
        "from sklearn.model_selection import cross_validate\n",
        "from sklearn.metrics import (make_scorer, matthews_corrcoef, f1_score, accuracy_score, balanced_accuracy_score,\n",
        "                             cohen_kappa_score, classification_report, confusion_matrix, roc_auc_score,\n",
        "                             roc_curve, precision_recall_curve, average_precision_score, ConfusionMatrixDisplay)\n",
        "from sklearn.linear_model import LogisticRegression\n",
        "from imblearn.pipeline import Pipeline as ImbPipeline\n",
        "from imblearn.over_sampling import SMOTE, RandomOverSampler\n",
        "from imblearn.under_sampling import RandomUnderSampler\n",
        "from imblearn.combine import SMOTETomek\n",
        "\n",
        "SKORLAR = {\"dogruluk\": \"accuracy\", \"dengeli_dogruluk\": \"balanced_accuracy\",\n",
        "           \"makro_f1\": \"f1_macro\", \"mcc\": make_scorer(matthews_corrcoef)}\n",
        "\n",
        "def cv_degerlendir(model, X_, y_, katmanlar=None):\n",
        "    katmanlar = katmanlar if katmanlar is not None else CV_KATMANLAR\n",
        "    r = cross_validate(model, X_, y_, cv=katmanlar, scoring=SKORLAR, n_jobs=1)\n",
        "    return {m: r[f\"test_{m}\"] for m in SKORLAR} | {\"sure_sn\": r[\"fit_time\"]}\n",
        "\n",
        "lr = lambda cw=None: LogisticRegression(max_iter=3000, C=0.5, class_weight=cw)\n",
        "stratejiler = {\n",
        "    \"Önlem yok\":               ImbPipeline([(\"olcek\", StandardScaler()), (\"clf\", lr())]),\n",
        "    \"Sınıf ağırlığı\":          ImbPipeline([(\"olcek\", StandardScaler()), (\"clf\", lr(\"balanced\"))]),\n",
        "    \"Rastgele aşırı örnekleme\": ImbPipeline([(\"olcek\", StandardScaler()), (\"ornek\", RandomOverSampler(random_state=RASTGELE)), (\"clf\", lr())]),\n",
        "    \"Rastgele alt örnekleme\":  ImbPipeline([(\"olcek\", StandardScaler()), (\"ornek\", RandomUnderSampler(random_state=RASTGELE)), (\"clf\", lr())]),\n",
        "    \"SMOTE\":                   ImbPipeline([(\"olcek\", StandardScaler()), (\"ornek\", SMOTE(random_state=RASTGELE)), (\"clf\", lr())]),\n",
        "    \"SMOTE + Tomek\":           ImbPipeline([(\"olcek\", StandardScaler()), (\"ornek\", SMOTETomek(random_state=RASTGELE)), (\"clf\", lr())]),\n",
        "}\n",
        "denge_sonuc = {ad: cv_degerlendir(m, Xtr, ytr) for ad, m in stratejiler.items()}\n",
        "\n",
        "dt = pd.DataFrame({ad: {m: v[m].mean() for m in [\"makro_f1\", \"dengeli_dogruluk\", \"dogruluk\"]} for ad, v in denge_sonuc.items()}).T\n",
        "ds = pd.DataFrame({ad: {m: v[m].std() for m in [\"makro_f1\", \"dengeli_dogruluk\", \"dogruluk\"]} for ad, v in denge_sonuc.items()}).T\n",
        "fig, ax = plt.subplots(figsize=(11, 4.5))\n",
        "dt.plot.bar(yerr=ds, ax=ax, capsize=3, color=[\"#4C72B0\", \"#55A868\", \"#BBBBBB\"], width=0.8)\n",
        "ax.set_ylim(max(0, dt.values.min() - 0.1), 1.0); ax.set_ylabel(\"Skor (5 katman ortalaması ± ss)\")\n",
        "ax.set_title(\"Sınıf dengesizliği stratejileri (lojistik regresyon, gruplu 5-katlı ÇD)\")\n",
        "ax.tick_params(axis=\"x\", rotation=20); ax.legend([\"Makro-F1\", \"Dengeli doğruluk\", \"Doğruluk\"], loc=\"lower right\")\n",
        "kaydet(fig, \"dengesizlik_stratejileri\"); plt.show()\n",
        "display(dt.round(4).sort_values(\"makro_f1\", ascending=False))\n",
        "print(\"En iyi strateji (makro-F1):\", dt[\"makro_f1\"].idxmax())"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "b058b285",
      "metadata": {
        "id": "b058b285"
      },
      "source": [
        "## 9. Model Karşılaştırması\n",
        "\n",
        "On farklı model, **aynı 5 gruplu katman** üzerinde karşılaştırılır. Tüm modeller scikit-learn [15] ve uyumlu kütüphanelerle kurulmuştur. Her model için uygun dengesizlik önlemi seçilmiştir (sınıf ağırlığı destekleyenlerde ağırlık, desteklemeyenlerde SMOTE).\n",
        "\n",
        "| Model | Tür | Dengesizlik önlemi |\n",
        "|---|---|---|\n",
        "| Dummy | Taban çizgisi (hep en sık sınıf) | — |\n",
        "| Lojistik regresyon | Doğrusal | Sınıf ağırlığı |\n",
        "| Destek vektör makinesi (RBF) | Çekirdek tabanlı | Sınıf ağırlığı |\n",
        "| k-en yakın komşu | Örnek tabanlı | SMOTE |\n",
        "| Complement Naive Bayes | Olasılıksal (dengesiz veriye uygun NB) | Yapısal |\n",
        "| Rastgele orman | Torbalama (bagging) | Dengeli alt örnek ağırlığı |\n",
        "| Ekstra ağaçlar | Torbalama | Sınıf ağırlığı |\n",
        "| XGBoost [16] | Gradyan artırma | SMOTE |\n",
        "| LightGBM [17] | Gradyan artırma | Sınıf ağırlığı |\n",
        "| Çok katmanlı algılayıcı (MLP) | Yapay sinir ağı | SMOTE |\n",
        "\n",
        "**Metrikler:**\n",
        "- **Makro-F1 (birincil metrik):** Her sınıfın F1 skorunun ağırlıksız ortalaması; nadir sınıflar baskın sınıf kadar önemlidir.\n",
        "- **Dengeli doğruluk:** Sınıf bazında duyarlılıkların ortalaması.\n",
        "- **MCC (Matthews korelasyon katsayısı):** Karışıklık matrisinin tamamını kullanan, dengesizliğe dayanıklı bir ölçüt (−1 ile 1 arası).\n",
        "- **Doğruluk:** Bilgi amaçlı verilir; dengesiz veride yanıltıcı olabilir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "id": "15ebb6c9",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "15ebb6c9",
        "outputId": "5aa573c5-272e-4a38-fdb3-0f005eef433c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dummy (taban)          makro-F1 = 0.0350 ± 0.0093  (0 sn)\n",
            "Lojistik Regresyon     makro-F1 = 0.9911 ± 0.0068  (2 sn)\n",
            "SVM (RBF)              makro-F1 = 0.9636 ± 0.0185  (22 sn)\n",
            "k-En Yakın Komşu       makro-F1 = 0.9545 ± 0.0310  (1 sn)\n",
            "Complement NB          makro-F1 = 0.8794 ± 0.0446  (0 sn)\n",
            "Rastgele Orman         makro-F1 = 0.9512 ± 0.0265  (43 sn)\n",
            "Ekstra Ağaçlar         makro-F1 = 0.9565 ± 0.0171  (18 sn)\n",
            "XGBoost                makro-F1 = 0.9565 ± 0.0064  (327 sn)\n",
            "LightGBM               makro-F1 = 0.9564 ± 0.0226  (324 sn)\n",
            "MLP                    makro-F1 = 0.9748 ± 0.0081  (15 sn)\n"
          ]
        }
      ],
      "source": [
        "from sklearn.dummy import DummyClassifier\n",
        "from sklearn.svm import SVC\n",
        "from sklearn.neighbors import KNeighborsClassifier\n",
        "from sklearn.naive_bayes import ComplementNB\n",
        "from sklearn.ensemble import RandomForestClassifier, ExtraTreesClassifier, VotingClassifier\n",
        "from sklearn.neural_network import MLPClassifier\n",
        "from xgboost import XGBClassifier\n",
        "from lightgbm import LGBMClassifier\n",
        "\n",
        "modeller = {\n",
        "    \"Dummy (taban)\": DummyClassifier(strategy=\"most_frequent\"),\n",
        "    \"Lojistik Regresyon\": ImbPipeline([(\"olcek\", StandardScaler()), (\"clf\", lr(\"balanced\"))]),\n",
        "    \"SVM (RBF)\": ImbPipeline([(\"olcek\", StandardScaler()),\n",
        "                              (\"clf\", SVC(kernel=\"rbf\", C=10, gamma=\"scale\", class_weight=\"balanced\", probability=True, random_state=RASTGELE))]),\n",
        "    \"k-En Yakın Komşu\": ImbPipeline([(\"olcek\", StandardScaler()), (\"ornek\", SMOTE(random_state=RASTGELE)),\n",
        "                                     (\"clf\", KNeighborsClassifier(n_neighbors=5, weights=\"distance\", metric=\"cosine\"))]),\n",
        "    \"Complement NB\": ComplementNB(alpha=0.01),\n",
        "    \"Rastgele Orman\": RandomForestClassifier(n_estimators=500, class_weight=\"balanced_subsample\", n_jobs=-1, random_state=RASTGELE),\n",
        "    \"Ekstra Ağaçlar\": ExtraTreesClassifier(n_estimators=500, class_weight=\"balanced\", n_jobs=-1, random_state=RASTGELE),\n",
        "    \"XGBoost\": ImbPipeline([(\"ornek\", SMOTE(random_state=RASTGELE)),\n",
        "                            (\"clf\", XGBClassifier(n_estimators=300, max_depth=6, learning_rate=0.1, subsample=0.8, colsample_bytree=0.4,\n",
        "                                                  tree_method=\"hist\", eval_metric=\"mlogloss\", n_jobs=-1, random_state=RASTGELE))]),\n",
        "    \"LightGBM\": LGBMClassifier(n_estimators=400, learning_rate=0.05, num_leaves=31, colsample_bytree=0.4, class_weight=\"balanced\",\n",
        "                               verbose=-1, n_jobs=-1, random_state=RASTGELE),\n",
        "    \"MLP\": ImbPipeline([(\"olcek\", StandardScaler()), (\"ornek\", SMOTE(random_state=RASTGELE)),\n",
        "                        (\"clf\", MLPClassifier(hidden_layer_sizes=(256, 128), alpha=1e-3, early_stopping=True,\n",
        "                                              max_iter=400, random_state=RASTGELE))]),\n",
        "}\n",
        "\n",
        "MODEL_SONUC = {}\n",
        "for ad, m in modeller.items():\n",
        "    t0 = time.time()\n",
        "    MODEL_SONUC[ad] = cv_degerlendir(m, Xtr, ytr)\n",
        "    print(f\"{ad:22s} makro-F1 = {MODEL_SONUC[ad]['makro_f1'].mean():.4f} ± {MODEL_SONUC[ad]['makro_f1'].std():.4f}  ({time.time() - t0:.0f} sn)\")"
      ]
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        },
        "id": "51c7f2e6",
        "outputId": "fb6ee5c5-1d01-465f-8cff-4fb2edc0ff58"
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              "      <th class=\"blank level0\" >&nbsp;</th>\n",
              "      <th id=\"T_715be_level0_col0\" class=\"col_heading level0 col0\" >Makro-F1</th>\n",
              "      <th id=\"T_715be_level0_col1\" class=\"col_heading level0 col1\" >Makro-F1 ss</th>\n",
              "      <th id=\"T_715be_level0_col2\" class=\"col_heading level0 col2\" >Dengeli Doğr.</th>\n",
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              "      <th id=\"T_715be_level0_col4\" class=\"col_heading level0 col4\" >MCC</th>\n",
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              "      <td id=\"T_715be_row0_col0\" class=\"data row0 col0\" >0.9911</td>\n",
              "      <td id=\"T_715be_row0_col1\" class=\"data row0 col1\" >0.0068</td>\n",
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              "      <td id=\"T_715be_row0_col5\" class=\"data row0 col5\" >0.0047</td>\n",
              "      <td id=\"T_715be_row0_col6\" class=\"data row0 col6\" >0.9941</td>\n",
              "      <td id=\"T_715be_row0_col7\" class=\"data row0 col7\" >0.0041</td>\n",
              "      <td id=\"T_715be_row0_col8\" class=\"data row0 col8\" >0.4111</td>\n",
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              "      <td id=\"T_715be_row1_col0\" class=\"data row1 col0\" >0.9748</td>\n",
              "      <td id=\"T_715be_row1_col1\" class=\"data row1 col1\" >0.0081</td>\n",
              "      <td id=\"T_715be_row1_col2\" class=\"data row1 col2\" >0.9779</td>\n",
              "      <td id=\"T_715be_row1_col3\" class=\"data row1 col3\" >0.0069</td>\n",
              "      <td id=\"T_715be_row1_col4\" class=\"data row1 col4\" >0.9761</td>\n",
              "      <td id=\"T_715be_row1_col5\" class=\"data row1 col5\" >0.0102</td>\n",
              "      <td id=\"T_715be_row1_col6\" class=\"data row1 col6\" >0.9796</td>\n",
              "      <td id=\"T_715be_row1_col7\" class=\"data row1 col7\" >0.0085</td>\n",
              "      <td id=\"T_715be_row1_col8\" class=\"data row1 col8\" >2.9251</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_715be_level0_row2\" class=\"row_heading level0 row2\" >SVM (RBF)</th>\n",
              "      <td id=\"T_715be_row2_col0\" class=\"data row2 col0\" >0.9636</td>\n",
              "      <td id=\"T_715be_row2_col1\" class=\"data row2 col1\" >0.0185</td>\n",
              "      <td id=\"T_715be_row2_col2\" class=\"data row2 col2\" >0.9627</td>\n",
              "      <td id=\"T_715be_row2_col3\" class=\"data row2 col3\" >0.0163</td>\n",
              "      <td id=\"T_715be_row2_col4\" class=\"data row2 col4\" >0.9603</td>\n",
              "      <td id=\"T_715be_row2_col5\" class=\"data row2 col5\" >0.0221</td>\n",
              "      <td id=\"T_715be_row2_col6\" class=\"data row2 col6\" >0.9652</td>\n",
              "      <td id=\"T_715be_row2_col7\" class=\"data row2 col7\" >0.0200</td>\n",
              "      <td id=\"T_715be_row2_col8\" class=\"data row2 col8\" >4.0574</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_715be_level0_row3\" class=\"row_heading level0 row3\" >XGBoost</th>\n",
              "      <td id=\"T_715be_row3_col0\" class=\"data row3 col0\" >0.9565</td>\n",
              "      <td id=\"T_715be_row3_col1\" class=\"data row3 col1\" >0.0064</td>\n",
              "      <td id=\"T_715be_row3_col2\" class=\"data row3 col2\" >0.9619</td>\n",
              "      <td id=\"T_715be_row3_col3\" class=\"data row3 col3\" >0.0108</td>\n",
              "      <td id=\"T_715be_row3_col4\" class=\"data row3 col4\" >0.9644</td>\n",
              "      <td id=\"T_715be_row3_col5\" class=\"data row3 col5\" >0.0103</td>\n",
              "      <td id=\"T_715be_row3_col6\" class=\"data row3 col6\" >0.9693</td>\n",
              "      <td id=\"T_715be_row3_col7\" class=\"data row3 col7\" >0.0092</td>\n",
              "      <td id=\"T_715be_row3_col8\" class=\"data row3 col8\" >65.4151</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_715be_level0_row4\" class=\"row_heading level0 row4\" >Ekstra Ağaçlar</th>\n",
              "      <td id=\"T_715be_row4_col0\" class=\"data row4 col0\" >0.9565</td>\n",
              "      <td id=\"T_715be_row4_col1\" class=\"data row4 col1\" >0.0171</td>\n",
              "      <td id=\"T_715be_row4_col2\" class=\"data row4 col2\" >0.9605</td>\n",
              "      <td id=\"T_715be_row4_col3\" class=\"data row4 col3\" >0.0160</td>\n",
              "      <td id=\"T_715be_row4_col4\" class=\"data row4 col4\" >0.9635</td>\n",
              "      <td id=\"T_715be_row4_col5\" class=\"data row4 col5\" >0.0187</td>\n",
              "      <td id=\"T_715be_row4_col6\" class=\"data row4 col6\" >0.9681</td>\n",
              "      <td id=\"T_715be_row4_col7\" class=\"data row4 col7\" >0.0175</td>\n",
              "      <td id=\"T_715be_row4_col8\" class=\"data row4 col8\" >3.4936</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_715be_level0_row5\" class=\"row_heading level0 row5\" >LightGBM</th>\n",
              "      <td id=\"T_715be_row5_col0\" class=\"data row5 col0\" >0.9564</td>\n",
              "      <td id=\"T_715be_row5_col1\" class=\"data row5 col1\" >0.0226</td>\n",
              "      <td id=\"T_715be_row5_col2\" class=\"data row5 col2\" >0.9685</td>\n",
              "      <td id=\"T_715be_row5_col3\" class=\"data row5 col3\" >0.0178</td>\n",
              "      <td id=\"T_715be_row5_col4\" class=\"data row5 col4\" >0.9717</td>\n",
              "      <td id=\"T_715be_row5_col5\" class=\"data row5 col5\" >0.0151</td>\n",
              "      <td id=\"T_715be_row5_col6\" class=\"data row5 col6\" >0.9757</td>\n",
              "      <td id=\"T_715be_row5_col7\" class=\"data row5 col7\" >0.0132</td>\n",
              "      <td id=\"T_715be_row5_col8\" class=\"data row5 col8\" >64.6977</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_715be_level0_row6\" class=\"row_heading level0 row6\" >k-En Yakın Komşu</th>\n",
              "      <td id=\"T_715be_row6_col0\" class=\"data row6 col0\" >0.9545</td>\n",
              "      <td id=\"T_715be_row6_col1\" class=\"data row6 col1\" >0.0310</td>\n",
              "      <td id=\"T_715be_row6_col2\" class=\"data row6 col2\" >0.9630</td>\n",
              "      <td id=\"T_715be_row6_col3\" class=\"data row6 col3\" >0.0273</td>\n",
              "      <td id=\"T_715be_row6_col4\" class=\"data row6 col4\" >0.9539</td>\n",
              "      <td id=\"T_715be_row6_col5\" class=\"data row6 col5\" >0.0293</td>\n",
              "      <td id=\"T_715be_row6_col6\" class=\"data row6 col6\" >0.9599</td>\n",
              "      <td id=\"T_715be_row6_col7\" class=\"data row6 col7\" >0.0259</td>\n",
              "      <td id=\"T_715be_row6_col8\" class=\"data row6 col8\" >0.1003</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_715be_level0_row7\" class=\"row_heading level0 row7\" >Rastgele Orman</th>\n",
              "      <td id=\"T_715be_row7_col0\" class=\"data row7 col0\" >0.9512</td>\n",
              "      <td id=\"T_715be_row7_col1\" class=\"data row7 col1\" >0.0265</td>\n",
              "      <td id=\"T_715be_row7_col2\" class=\"data row7 col2\" >0.9609</td>\n",
              "      <td id=\"T_715be_row7_col3\" class=\"data row7 col3\" >0.0150</td>\n",
              "      <td id=\"T_715be_row7_col4\" class=\"data row7 col4\" >0.9595</td>\n",
              "      <td id=\"T_715be_row7_col5\" class=\"data row7 col5\" >0.0232</td>\n",
              "      <td id=\"T_715be_row7_col6\" class=\"data row7 col6\" >0.9647</td>\n",
              "      <td id=\"T_715be_row7_col7\" class=\"data row7 col7\" >0.0210</td>\n",
              "      <td id=\"T_715be_row7_col8\" class=\"data row7 col8\" >8.4794</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_715be_level0_row8\" class=\"row_heading level0 row8\" >Complement NB</th>\n",
              "      <td id=\"T_715be_row8_col0\" class=\"data row8 col0\" >0.8794</td>\n",
              "      <td id=\"T_715be_row8_col1\" class=\"data row8 col1\" >0.0446</td>\n",
              "      <td id=\"T_715be_row8_col2\" class=\"data row8 col2\" >0.8931</td>\n",
              "      <td id=\"T_715be_row8_col3\" class=\"data row8 col3\" >0.0350</td>\n",
              "      <td id=\"T_715be_row8_col4\" class=\"data row8 col4\" >0.8853</td>\n",
              "      <td id=\"T_715be_row8_col5\" class=\"data row8 col5\" >0.0497</td>\n",
              "      <td id=\"T_715be_row8_col6\" class=\"data row8 col6\" >0.8966</td>\n",
              "      <td id=\"T_715be_row8_col7\" class=\"data row8 col7\" >0.0492</td>\n",
              "      <td id=\"T_715be_row8_col8\" class=\"data row8 col8\" >0.0126</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_715be_level0_row9\" class=\"row_heading level0 row9\" >Dummy (taban)</th>\n",
              "      <td id=\"T_715be_row9_col0\" class=\"data row9 col0\" >0.0350</td>\n",
              "      <td id=\"T_715be_row9_col1\" class=\"data row9 col1\" >0.0093</td>\n",
              "      <td id=\"T_715be_row9_col2\" class=\"data row9 col2\" >0.1111</td>\n",
              "      <td id=\"T_715be_row9_col3\" class=\"data row9 col3\" >0.0000</td>\n",
              "      <td id=\"T_715be_row9_col4\" class=\"data row9 col4\" >0.0000</td>\n",
              "      <td id=\"T_715be_row9_col5\" class=\"data row9 col5\" >0.0000</td>\n",
              "      <td id=\"T_715be_row9_col6\" class=\"data row9 col6\" >0.1897</td>\n",
              "      <td id=\"T_715be_row9_col7\" class=\"data row9 col7\" >0.0576</td>\n",
              "      <td id=\"T_715be_row9_col8\" class=\"data row9 col8\" >0.0027</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_23_model_karsilastirma.png  |  norovirus_2209_ciktilar/figures/EN/figure_23_model_karsilastirma.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1650x605 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_24_basari_sure_dengesi.png  |  norovirus_2209_ciktilar/figures/EN/figure_24_basari_sure_dengesi.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 880x495 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Friedman testi (makro-F1, 9 model × 5 katman): χ² = 23.95, p = 2.340e-03\n",
            "En iyi iki model (Lojistik Regresyon vs MLP) Wilcoxon işaretli sıra testi: p = 0.125 (5 katmanda en küçük olası p = 0.0625 olduğundan bu test düşük güçlüdür; sonuç dikkatle yorumlanmalıdır).\n"
          ]
        }
      ],
      "source": [
        "def sonuc_tablosu(sonuclar):\n",
        "    satirlar = []\n",
        "    for ad, r in sonuclar.items():\n",
        "        satir = {\"Model\": ad}\n",
        "        for m, etiket in [(\"makro_f1\", \"Makro-F1\"), (\"dengeli_dogruluk\", \"Dengeli Doğr.\"), (\"mcc\", \"MCC\"), (\"dogruluk\", \"Doğruluk\")]:\n",
        "            satir[etiket] = r[m].mean(); satir[etiket + \" ss\"] = r[m].std()\n",
        "        satir[\"Eğitim süresi (sn)\"] = r[\"sure_sn\"].mean()\n",
        "        satirlar.append(satir)\n",
        "    return pd.DataFrame(satirlar).set_index(\"Model\").sort_values(\"Makro-F1\", ascending=False)\n",
        "\n",
        "CV_TABLO = sonuc_tablosu(MODEL_SONUC)\n",
        "tablo_kaydet(CV_TABLO, \"model_karsilastirma_cv\")\n",
        "display(CV_TABLO.style.background_gradient(subset=[\"Makro-F1\", \"Dengeli Doğr.\", \"MCC\"], cmap=\"Greens\").format(\"{:.4f}\"))\n",
        "\n",
        "sira = CV_TABLO.index.tolist()\n",
        "uzun = pd.DataFrame([{\"Model\": ad, \"Katman\": i + 1, \"Makro-F1\": v} for ad in sira for i, v in enumerate(MODEL_SONUC[ad][\"makro_f1\"])])\n",
        "fig, axes = plt.subplots(1, 2, figsize=(15, 5.5), gridspec_kw={\"width_ratios\": [1.3, 1]})\n",
        "sns.boxplot(data=uzun, y=\"Model\", x=\"Makro-F1\", order=sira, palette=\"viridis\", ax=axes[0], fliersize=0)\n",
        "sns.stripplot(data=uzun, y=\"Model\", x=\"Makro-F1\", order=sira, color=\"k\", size=4, ax=axes[0])\n",
        "axes[0].set_title(\"Katman bazında makro-F1 dağılımı (gruplu 5-katlı ÇD)\"); axes[0].set_ylabel(\"\")\n",
        "sns.heatmap(CV_TABLO[[\"Makro-F1\", \"Dengeli Doğr.\", \"MCC\", \"Doğruluk\"]], annot=True, fmt=\".3f\", cmap=\"YlGn\", ax=axes[1], cbar=False)\n",
        "axes[1].set_title(\"Ortalama metrikler\"); axes[1].set_ylabel(\"\")\n",
        "fig.tight_layout(); kaydet(fig, \"model_karsilastirma\"); plt.show()\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(8, 4.5))\n",
        "for ad in sira:\n",
        "    ax.scatter(CV_TABLO.loc[ad, \"Eğitim süresi (sn)\"], CV_TABLO.loc[ad, \"Makro-F1\"], s=60)\n",
        "    ax.annotate(ad, (CV_TABLO.loc[ad, \"Eğitim süresi (sn)\"], CV_TABLO.loc[ad, \"Makro-F1\"]), fontsize=8, xytext=(4, 2), textcoords=\"offset points\")\n",
        "ax.set_xscale(\"log\"); ax.set_xlabel(\"Katman başına eğitim süresi (sn, log)\"); ax.set_ylabel(\"Makro-F1\")\n",
        "ax.set_title(\"Başarı – hesaplama maliyeti dengesi\")\n",
        "kaydet(fig, \"basari_sure_dengesi\"); plt.show()\n",
        "\n",
        "# İstatistiksel karşılaştırma: Friedman testi (taban model hariç)\n",
        "gercek = [ad for ad in sira if not ad.startswith(\"Dummy\")]\n",
        "fr = stats.friedmanchisquare(*[MODEL_SONUC[ad][\"makro_f1\"] for ad in gercek])\n",
        "print(f\"Friedman testi (makro-F1, {len(gercek)} model × 5 katman): χ² = {fr.statistic:.2f}, p = {fr.pvalue:.3e}\")\n",
        "w = stats.wilcoxon(MODEL_SONUC[gercek[0]][\"makro_f1\"], MODEL_SONUC[gercek[1]][\"makro_f1\"])\n",
        "print(f\"En iyi iki model ({gercek[0]} vs {gercek[1]}) Wilcoxon işaretli sıra testi: p = {w.pvalue:.3f} \"\n",
        "      f\"(5 katmanda en küçük olası p = 0.0625 olduğundan bu test düşük güçlüdür; sonuç dikkatle yorumlanmalıdır).\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "493ef5f8",
      "metadata": {
        "id": "493ef5f8"
      },
      "source": [
        "### 9.1 Veri sızıntısının etkisinin sayısal gösterimi\n",
        "\n",
        "Aynı modeller, **rastgele (gruplamasız) tabakalı 5-katlı** çapraz doğrulama ile de değerlendirilir. İki yöntem arasındaki fark, **sızıntı nedeniyle oluşan iyimserlik payını** gösterir. Bu grafik, projenin metodolojik katkısını göstermek için raporda mutlaka yer almalıdır."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "id": "7515aa6c",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639
        },
        "id": "7515aa6c",
        "outputId": "e052fe56-c880-4122-ae59-e839e185667a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_25_sizinti_etkisi.png  |  norovirus_2209_ciktilar/figures/EN/figure_25_sizinti_etkisi.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 990x495 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "                    Rastgele 5-katlı ÇD  Gruplu 5-katlı ÇD\n",
              "Lojistik Regresyon               0.9949             0.9911\n",
              "k-En Yakın Komşu                 0.9855             0.9545\n",
              "LightGBM                         0.9878             0.9564"
            ],
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              "    <div>\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Rastgele 5-katlı ÇD</th>\n",
              "      <th>Gruplu 5-katlı ÇD</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Lojistik Regresyon</th>\n",
              "      <td>0.9949</td>\n",
              "      <td>0.9911</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>k-En Yakın Komşu</th>\n",
              "      <td>0.9855</td>\n",
              "      <td>0.9545</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LightGBM</th>\n",
              "      <td>0.9878</td>\n",
              "      <td>0.9564</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
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              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-764232c4-d13a-4cf0-b6e1-eebfef6c54ae')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "\n",
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              "  </svg>\n",
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              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-764232c4-d13a-4cf0-b6e1-eebfef6c54ae button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-764232c4-d13a-4cf0-b6e1-eebfef6c54ae');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"display(kt\",\n  \"rows\": 3,\n  \"fields\": [\n    {\n      \"column\": \"Rastgele 5-katl\\u0131 \\u00c7D\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.004899999999999985,\n        \"min\": 0.9855,\n        \"max\": 0.9949,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0.9949,\n          0.9855,\n          0.9878\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Gruplu 5-katl\\u0131 \\u00c7D\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.020604449357683217,\n        \"min\": 0.9545,\n        \"max\": 0.9911,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0.9911,\n          0.9545,\n          0.9564\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "rastgele_kat = list(StratifiedKFold(5, shuffle=True, random_state=RASTGELE).split(Xtr, ytr))\n",
        "karsilastir = {}\n",
        "for ad in [\"Lojistik Regresyon\", \"k-En Yakın Komşu\", \"LightGBM\"]:\n",
        "    karsilastir[ad] = {\"Rastgele 5-katlı ÇD\": cv_degerlendir(modeller[ad], Xtr, ytr, rastgele_kat)[\"makro_f1\"],\n",
        "                       \"Gruplu 5-katlı ÇD\": MODEL_SONUC[ad][\"makro_f1\"]}\n",
        "kt = pd.DataFrame({ad: {k: v.mean() for k, v in d.items()} for ad, d in karsilastir.items()}).T\n",
        "ks = pd.DataFrame({ad: {k: v.std() for k, v in d.items()} for ad, d in karsilastir.items()}).T\n",
        "fig, ax = plt.subplots(figsize=(9, 4.5))\n",
        "kt.plot.bar(yerr=ks, capsize=4, ax=ax, color=[\"#C44E52\", \"#4C72B0\"], width=0.7)\n",
        "for i, ad in enumerate(kt.index):\n",
        "    fark = kt.loc[ad, \"Rastgele 5-katlı ÇD\"] - kt.loc[ad, \"Gruplu 5-katlı ÇD\"]\n",
        "    ax.text(i, kt.loc[ad].max() + 0.01, f\"+{fark:.3f}\", ha=\"center\", fontsize=9, color=\"#C44E52\")\n",
        "ax.set_ylim(max(0, kt.values.min() - 0.15), 1.02); ax.set_ylabel(\"Makro-F1\"); ax.tick_params(axis=\"x\", rotation=0)\n",
        "ax.set_title(\"Rastgele ve gruplu çapraz doğrulama karşılaştırması (fark = sızıntı kaynaklı iyimserlik)\")\n",
        "kaydet(fig, \"sizinti_etkisi\"); plt.show()\n",
        "display(kt.round(4))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "61cd5b17",
      "metadata": {
        "id": "61cd5b17"
      },
      "source": [
        "### 9.2 Özellik kümesi karşılaştırması: hangi k değeri?\n",
        "\n",
        "Farklı k-mer uzunlukları ve birleşimleri, hızlı ve kararlı bir model olan lojistik regresyon ile karşılaştırılır. Çok küçük k (ör. 2) yetersiz bilgi taşırken çok büyük k (ör. 6, 4096 özellik) seyrek ve gürültülü vektörler üretir; en iyi denge genellikle aradadır."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "id": "e7682611",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 722
        },
        "id": "e7682611",
        "outputId": "a57d32aa-ee1a-4f30-aa5e-f55bd0669519"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_26_kmer_ozellik_karsilastirma.png  |  norovirus_2209_ciktilar/figures/EN/figure_26_kmer_ozellik_karsilastirma.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 990x440 with 1 Axes>"
            ],
            "image/png": 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              "         Makro-F1      ss  Özellik sayısı\n",
              "k=2        0.5661  0.0734            16.0\n",
              "k=3        0.8957  0.0322            64.0\n",
              "k=4        0.9715  0.0096           256.0\n",
              "k=5        0.9894  0.0083          1024.0\n",
              "k=6        0.9856  0.0081          4096.0\n",
              "k=3,4,5    0.9911  0.0068          1344.0\n",
              "k=1–6      0.9904  0.0059          5460.0"
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              "      <th>k=2</th>\n",
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              "      <th>k=4</th>\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-cc27c495-42a2-403d-9ecd-0b902b116ed5');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"display(os_df\",\n  \"rows\": 7,\n  \"fields\": [\n    {\n      \"column\": \"Makro-F1\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.15666260683696148,\n        \"min\": 0.5661,\n        \"max\": 0.9911,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          0.5661,\n          0.8957,\n          0.9911\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ss\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.025024882854965815,\n        \"min\": 0.0059,\n        \"max\": 0.0734,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          0.0734,\n          0.0322,\n          0.0068\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"\\u00d6zellik say\\u0131s\\u0131\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2161.831851088551,\n        \"min\": 16.0,\n        \"max\": 5460.0,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          16.0,\n          64.0,\n          1344.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "ozellik_setleri = {\"k=2\": (2,), \"k=3\": (3,), \"k=4\": (4,), \"k=5\": (5,), \"k=6\": (6,), \"k=3,4,5\": (3, 4, 5), \"k=1–6\": (1, 2, 3, 4, 5, 6)}\n",
        "oz_sonuc = {}\n",
        "for ad, ks_ in ozellik_setleri.items():\n",
        "    Xk = np.hstack([KMER[k] for k in ks_])[egitim_idx]\n",
        "    r = cv_degerlendir(modeller[\"Lojistik Regresyon\"], Xk, ytr)\n",
        "    oz_sonuc[ad] = (r[\"makro_f1\"].mean(), r[\"makro_f1\"].std(), Xk.shape[1])\n",
        "os_df = pd.DataFrame(oz_sonuc, index=[\"Makro-F1\", \"ss\", \"Özellik sayısı\"]).T\n",
        "fig, ax = plt.subplots(figsize=(9, 4))\n",
        "ax.bar(os_df.index, os_df[\"Makro-F1\"], yerr=os_df[\"ss\"], capsize=4, color=sns.color_palette(\"flare\", len(os_df)))\n",
        "for i, (v, n) in enumerate(zip(os_df[\"Makro-F1\"], os_df[\"Özellik sayısı\"])):\n",
        "    ax.text(i, v + 0.01, f\"{int(n)} öz.\", ha=\"center\", fontsize=8)\n",
        "ax.set_ylim(max(0, os_df[\"Makro-F1\"].min() - 0.15), 1.02); ax.set_ylabel(\"Makro-F1\")\n",
        "ax.set_title(\"k-mer özellik kümelerinin karşılaştırılması (lojistik regresyon)\")\n",
        "kaydet(fig, \"kmer_ozellik_karsilastirma\"); plt.show()\n",
        "display(os_df.round(4))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "6735210b",
      "metadata": {
        "id": "6735210b"
      },
      "source": [
        "## 10. Hiperparametre Optimizasyonu ve Topluluk (Ensemble) Model\n",
        "\n",
        "### 10.1 Rastgele arama ile ayarlama\n",
        "En iyi performans gösteren model ailelerinden **LightGBM** ve **SVM**, `RandomizedSearchCV` / `GridSearchCV` ile ayarlanır. Ayarlama **yalnızca eğitim kümesi** üzerinde ve **aynı gruplu katmanlarla** yapılır; test kümesi bu aşamada hiç kullanılmaz. Böylece hiperparametre seçimi kaynaklı bir sızıntı da önlenir.\n",
        "\n",
        "> `N_ARAMA` değeri, deneme sayısını belirler. Colab CPU'da 15 deneme yaklaşık 10–20 dakika sürer; süre izin veriyorsa 40–50'ye çıkarılabilir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 39,
      "id": "540c0928",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 323
        },
        "id": "540c0928",
        "outputId": "da212b3b-12af-4654-beca-21ca8a990a29"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "LightGBM en iyi ÇD makro-F1: 0.9756  (2610 sn)\n",
            "En iyi parametreler: {'colsample_bytree': np.float64(0.1818), 'learning_rate': np.float64(0.0254), 'min_child_samples': 28, 'n_estimators': 298, 'num_leaves': 58, 'reg_lambda': np.float64(0.355), 'subsample': np.float64(0.9549), 'subsample_freq': 1}\n",
            "SVM en iyi ÇD makro-F1: 0.9786 | parametreler: {'clf__C': 10, 'clf__gamma': 0.0001}\n",
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_27_hiperparametre_arama.png  |  norovirus_2209_ciktilar/figures/EN/figure_27_hiperparametre_arama.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1980x396 with 5 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.model_selection import RandomizedSearchCV, GridSearchCV\n",
        "from scipy.stats import randint, uniform, loguniform\n",
        "\n",
        "N_ARAMA = 15\n",
        "lgbm_dagilim = {\n",
        "    \"n_estimators\": randint(200, 900), \"learning_rate\": loguniform(0.01, 0.2), \"num_leaves\": randint(15, 96),\n",
        "    \"min_child_samples\": randint(5, 40), \"colsample_bytree\": uniform(0.15, 0.5), \"subsample\": uniform(0.6, 0.4),\n",
        "    \"subsample_freq\": [1], \"reg_lambda\": loguniform(1e-3, 10),\n",
        "}\n",
        "t0 = time.time()\n",
        "lgbm_arama = RandomizedSearchCV(LGBMClassifier(class_weight=\"balanced\", verbose=-1, n_jobs=-1, random_state=RASTGELE),\n",
        "                                lgbm_dagilim, n_iter=N_ARAMA, scoring=\"f1_macro\", cv=CV_KATMANLAR, refit=True,\n",
        "                                random_state=RASTGELE, n_jobs=1)\n",
        "lgbm_arama.fit(Xtr, ytr)\n",
        "print(f\"LightGBM en iyi ÇD makro-F1: {lgbm_arama.best_score_:.4f}  ({time.time() - t0:.0f} sn)\")\n",
        "print(\"En iyi parametreler:\", {k: (round(v, 4) if isinstance(v, float) else v) for k, v in lgbm_arama.best_params_.items()})\n",
        "\n",
        "svm_izgara = {\"clf__C\": [1, 10, 100], \"clf__gamma\": [\"scale\", 1e-3, 1e-4]}\n",
        "svm_arama = GridSearchCV(ImbPipeline([(\"olcek\", StandardScaler()), (\"clf\", SVC(kernel=\"rbf\", class_weight=\"balanced\", random_state=RASTGELE))]),\n",
        "                         svm_izgara, scoring=\"f1_macro\", cv=CV_KATMANLAR, refit=False, n_jobs=-1)\n",
        "svm_arama.fit(Xtr, ytr)\n",
        "print(f\"SVM en iyi ÇD makro-F1: {svm_arama.best_score_:.4f} | parametreler: {svm_arama.best_params_}\")\n",
        "\n",
        "ar = pd.DataFrame(lgbm_arama.cv_results_)\n",
        "p_list = [\"param_learning_rate\", \"param_num_leaves\", \"param_colsample_bytree\", \"param_n_estimators\"]\n",
        "fig, axes = plt.subplots(1, 5, figsize=(18, 3.6))\n",
        "for ax, p in zip(axes, p_list):\n",
        "    ax.scatter(ar[p].astype(float), ar[\"mean_test_score\"], c=ar[\"mean_test_score\"], cmap=\"viridis\", s=40)\n",
        "    ax.set_xlabel(p.replace(\"param_\", \"\")); ax.set_ylabel(\"ÇD makro-F1\")\n",
        "    if p == \"param_learning_rate\": ax.set_xscale(\"log\")\n",
        "sv_ = pd.DataFrame(svm_arama.cv_results_)\n",
        "piv = sv_.pivot_table(index=\"param_clf__C\", columns=sv_[\"param_clf__gamma\"].astype(str), values=\"mean_test_score\")\n",
        "sns.heatmap(piv, annot=True, fmt=\".3f\", cmap=\"viridis\", ax=axes[4], cbar=False); axes[4].set_title(\"SVM: C × gamma\")\n",
        "fig.suptitle(\"Hiperparametre arama sonuçları (sol: LightGBM rastgele arama, sağ: SVM ızgara arama)\", fontweight=\"bold\", y=1.04)\n",
        "fig.tight_layout(); kaydet(fig, \"hiperparametre_arama\"); plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "b0cee5e5",
      "metadata": {
        "id": "b0cee5e5"
      },
      "source": [
        "### 10.2 Yumuşak oylamalı topluluk model\n",
        "\n",
        "Farklı türdeki iyi modellerin olasılık tahminlerinin ortalaması alınarak (**soft voting**) genellikle tek tek modellerden daha kararlı bir sonuç elde edilir. Ayarlanmış modeller dahil tüm adaylar arasından ÇD makro-F1'i en yüksek **üç farklı model** topluluğa alınır. Son olarak tüm adaylar içinde ÇD başarısı en yüksek olan model **nihai model** olarak seçilir. Bu seçim yalnızca çapraz doğrulama sonuçlarına dayanır, test kümesine bakılmaz."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "id": "a65bebfb",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "a65bebfb",
        "outputId": "8315c62d-59df-41a4-df49-ede68487f557"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Topluluğa alınan modeller: ['Lojistik Regresyon', 'SVM (ayarlı)', 'LightGBM (ayarlı)']\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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              "  background-color: #b2e0ac;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_c4d03_row5_col3, #T_c4d03_row7_col2, #T_c4d03_row7_col4, #T_c4d03_row10_col2, #T_c4d03_row10_col3 {\n",
              "  background-color: #004e1f;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_c4d03_row5_col4, #T_c4d03_row6_col0, #T_c4d03_row7_col0, #T_c4d03_row8_col0, #T_c4d03_row9_col0, #T_c4d03_row10_col4 {\n",
              "  background-color: #005020;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_c4d03_row7_col1 {\n",
              "  background-color: #bde5b6;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_c4d03_row8_col1 {\n",
              "  background-color: #90d18d;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_c4d03_row8_col2, #T_c4d03_row8_col3, #T_c4d03_row8_col4 {\n",
              "  background-color: #004a1e;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_c4d03_row9_col1 {\n",
              "  background-color: #3ca559;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_c4d03_row9_col3, #T_c4d03_row9_col4, #T_c4d03_row10_col0 {\n",
              "  background-color: #005120;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_c4d03_row10_col1 {\n",
              "  background-color: #6abf71;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_c4d03_row11_col0 {\n",
              "  background-color: #00692a;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_c4d03_row11_col2, #T_c4d03_row11_col3 {\n",
              "  background-color: #006729;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_c4d03_row11_col4 {\n",
              "  background-color: #006c2c;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_c4d03_row12_col1 {\n",
              "  background-color: #ecf8e8;\n",
              "  color: #000000;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_c4d03\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"blank level0\" >&nbsp;</th>\n",
              "      <th id=\"T_c4d03_level0_col0\" class=\"col_heading level0 col0\" >Makro-F1</th>\n",
              "      <th id=\"T_c4d03_level0_col1\" class=\"col_heading level0 col1\" >Makro-F1 ss</th>\n",
              "      <th id=\"T_c4d03_level0_col2\" class=\"col_heading level0 col2\" >Dengeli Doğr.</th>\n",
              "      <th id=\"T_c4d03_level0_col3\" class=\"col_heading level0 col3\" >MCC</th>\n",
              "      <th id=\"T_c4d03_level0_col4\" class=\"col_heading level0 col4\" >Doğruluk</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >Model</th>\n",
              "      <th class=\"blank col0\" >&nbsp;</th>\n",
              "      <th class=\"blank col1\" >&nbsp;</th>\n",
              "      <th class=\"blank col2\" >&nbsp;</th>\n",
              "      <th class=\"blank col3\" >&nbsp;</th>\n",
              "      <th class=\"blank col4\" >&nbsp;</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_c4d03_level0_row0\" class=\"row_heading level0 row0\" >Lojistik Regresyon</th>\n",
              "      <td id=\"T_c4d03_row0_col0\" class=\"data row0 col0\" >0.9911</td>\n",
              "      <td id=\"T_c4d03_row0_col1\" class=\"data row0 col1\" >0.0068</td>\n",
              "      <td id=\"T_c4d03_row0_col2\" class=\"data row0 col2\" >0.9884</td>\n",
              "      <td id=\"T_c4d03_row0_col3\" class=\"data row0 col3\" >0.9932</td>\n",
              "      <td id=\"T_c4d03_row0_col4\" class=\"data row0 col4\" >0.9941</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c4d03_level0_row1\" class=\"row_heading level0 row1\" >Topluluk (soft voting)</th>\n",
              "      <td id=\"T_c4d03_row1_col0\" class=\"data row1 col0\" >0.9884</td>\n",
              "      <td id=\"T_c4d03_row1_col1\" class=\"data row1 col1\" >0.0064</td>\n",
              "      <td id=\"T_c4d03_row1_col2\" class=\"data row1 col2\" >0.9852</td>\n",
              "      <td id=\"T_c4d03_row1_col3\" class=\"data row1 col3\" >0.9899</td>\n",
              "      <td id=\"T_c4d03_row1_col4\" class=\"data row1 col4\" >0.9914</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c4d03_level0_row2\" class=\"row_heading level0 row2\" >SVM (ayarlı)</th>\n",
              "      <td id=\"T_c4d03_row2_col0\" class=\"data row2 col0\" >0.9786</td>\n",
              "      <td id=\"T_c4d03_row2_col1\" class=\"data row2 col1\" >0.0066</td>\n",
              "      <td id=\"T_c4d03_row2_col2\" class=\"data row2 col2\" >0.9787</td>\n",
              "      <td id=\"T_c4d03_row2_col3\" class=\"data row2 col3\" >0.9838</td>\n",
              "      <td id=\"T_c4d03_row2_col4\" class=\"data row2 col4\" >0.9861</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c4d03_level0_row3\" class=\"row_heading level0 row3\" >LightGBM (ayarlı)</th>\n",
              "      <td id=\"T_c4d03_row3_col0\" class=\"data row3 col0\" >0.9756</td>\n",
              "      <td id=\"T_c4d03_row3_col1\" class=\"data row3 col1\" >0.0101</td>\n",
              "      <td id=\"T_c4d03_row3_col2\" class=\"data row3 col2\" >0.9741</td>\n",
              "      <td id=\"T_c4d03_row3_col3\" class=\"data row3 col3\" >0.9763</td>\n",
              "      <td id=\"T_c4d03_row3_col4\" class=\"data row3 col4\" >0.9797</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c4d03_level0_row4\" class=\"row_heading level0 row4\" >MLP</th>\n",
              "      <td id=\"T_c4d03_row4_col0\" class=\"data row4 col0\" >0.9748</td>\n",
              "      <td id=\"T_c4d03_row4_col1\" class=\"data row4 col1\" >0.0081</td>\n",
              "      <td id=\"T_c4d03_row4_col2\" class=\"data row4 col2\" >0.9779</td>\n",
              "      <td id=\"T_c4d03_row4_col3\" class=\"data row4 col3\" >0.9761</td>\n",
              "      <td id=\"T_c4d03_row4_col4\" class=\"data row4 col4\" >0.9796</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c4d03_level0_row5\" class=\"row_heading level0 row5\" >SVM (RBF)</th>\n",
              "      <td id=\"T_c4d03_row5_col0\" class=\"data row5 col0\" >0.9636</td>\n",
              "      <td id=\"T_c4d03_row5_col1\" class=\"data row5 col1\" >0.0185</td>\n",
              "      <td id=\"T_c4d03_row5_col2\" class=\"data row5 col2\" >0.9627</td>\n",
              "      <td id=\"T_c4d03_row5_col3\" class=\"data row5 col3\" >0.9603</td>\n",
              "      <td id=\"T_c4d03_row5_col4\" class=\"data row5 col4\" >0.9652</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c4d03_level0_row6\" class=\"row_heading level0 row6\" >XGBoost</th>\n",
              "      <td id=\"T_c4d03_row6_col0\" class=\"data row6 col0\" >0.9565</td>\n",
              "      <td id=\"T_c4d03_row6_col1\" class=\"data row6 col1\" >0.0064</td>\n",
              "      <td id=\"T_c4d03_row6_col2\" class=\"data row6 col2\" >0.9619</td>\n",
              "      <td id=\"T_c4d03_row6_col3\" class=\"data row6 col3\" >0.9644</td>\n",
              "      <td id=\"T_c4d03_row6_col4\" class=\"data row6 col4\" >0.9693</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c4d03_level0_row7\" class=\"row_heading level0 row7\" >Ekstra Ağaçlar</th>\n",
              "      <td id=\"T_c4d03_row7_col0\" class=\"data row7 col0\" >0.9565</td>\n",
              "      <td id=\"T_c4d03_row7_col1\" class=\"data row7 col1\" >0.0171</td>\n",
              "      <td id=\"T_c4d03_row7_col2\" class=\"data row7 col2\" >0.9605</td>\n",
              "      <td id=\"T_c4d03_row7_col3\" class=\"data row7 col3\" >0.9635</td>\n",
              "      <td id=\"T_c4d03_row7_col4\" class=\"data row7 col4\" >0.9681</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c4d03_level0_row8\" class=\"row_heading level0 row8\" >LightGBM</th>\n",
              "      <td id=\"T_c4d03_row8_col0\" class=\"data row8 col0\" >0.9564</td>\n",
              "      <td id=\"T_c4d03_row8_col1\" class=\"data row8 col1\" >0.0226</td>\n",
              "      <td id=\"T_c4d03_row8_col2\" class=\"data row8 col2\" >0.9685</td>\n",
              "      <td id=\"T_c4d03_row8_col3\" class=\"data row8 col3\" >0.9717</td>\n",
              "      <td id=\"T_c4d03_row8_col4\" class=\"data row8 col4\" >0.9757</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c4d03_level0_row9\" class=\"row_heading level0 row9\" >k-En Yakın Komşu</th>\n",
              "      <td id=\"T_c4d03_row9_col0\" class=\"data row9 col0\" >0.9545</td>\n",
              "      <td id=\"T_c4d03_row9_col1\" class=\"data row9 col1\" >0.0310</td>\n",
              "      <td id=\"T_c4d03_row9_col2\" class=\"data row9 col2\" >0.9630</td>\n",
              "      <td id=\"T_c4d03_row9_col3\" class=\"data row9 col3\" >0.9539</td>\n",
              "      <td id=\"T_c4d03_row9_col4\" class=\"data row9 col4\" >0.9599</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c4d03_level0_row10\" class=\"row_heading level0 row10\" >Rastgele Orman</th>\n",
              "      <td id=\"T_c4d03_row10_col0\" class=\"data row10 col0\" >0.9512</td>\n",
              "      <td id=\"T_c4d03_row10_col1\" class=\"data row10 col1\" >0.0265</td>\n",
              "      <td id=\"T_c4d03_row10_col2\" class=\"data row10 col2\" >0.9609</td>\n",
              "      <td id=\"T_c4d03_row10_col3\" class=\"data row10 col3\" >0.9595</td>\n",
              "      <td id=\"T_c4d03_row10_col4\" class=\"data row10 col4\" >0.9647</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c4d03_level0_row11\" class=\"row_heading level0 row11\" >Complement NB</th>\n",
              "      <td id=\"T_c4d03_row11_col0\" class=\"data row11 col0\" >0.8794</td>\n",
              "      <td id=\"T_c4d03_row11_col1\" class=\"data row11 col1\" >0.0446</td>\n",
              "      <td id=\"T_c4d03_row11_col2\" class=\"data row11 col2\" >0.8931</td>\n",
              "      <td id=\"T_c4d03_row11_col3\" class=\"data row11 col3\" >0.8853</td>\n",
              "      <td id=\"T_c4d03_row11_col4\" class=\"data row11 col4\" >0.8966</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_c4d03_level0_row12\" class=\"row_heading level0 row12\" >Dummy (taban)</th>\n",
              "      <td id=\"T_c4d03_row12_col0\" class=\"data row12 col0\" >0.0350</td>\n",
              "      <td id=\"T_c4d03_row12_col1\" class=\"data row12 col1\" >0.0093</td>\n",
              "      <td id=\"T_c4d03_row12_col2\" class=\"data row12 col2\" >0.1111</td>\n",
              "      <td id=\"T_c4d03_row12_col3\" class=\"data row12 col3\" >0.0000</td>\n",
              "      <td id=\"T_c4d03_row12_col4\" class=\"data row12 col4\" >0.1897</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Nihai model (en yüksek ÇD makro-F1): Lojistik Regresyon\n"
          ]
        }
      ],
      "source": [
        "from sklearn.base import clone\n",
        "\n",
        "LGBM_AYARLI = clone(lgbm_arama.best_estimator_)\n",
        "SVM_AYARLI = ImbPipeline([(\"olcek\", StandardScaler()),\n",
        "                          (\"clf\", SVC(kernel=\"rbf\", class_weight=\"balanced\", probability=True, random_state=RASTGELE,\n",
        "                                      C=svm_arama.best_params_[\"clf__C\"], gamma=svm_arama.best_params_[\"clf__gamma\"]))])\n",
        "adaylar = dict(modeller)\n",
        "adaylar[\"LightGBM (ayarlı)\"] = LGBM_AYARLI\n",
        "adaylar[\"SVM (ayarlı)\"] = SVM_AYARLI\n",
        "MODEL_SONUC[\"LightGBM (ayarlı)\"] = cv_degerlendir(LGBM_AYARLI, Xtr, ytr)\n",
        "MODEL_SONUC[\"SVM (ayarlı)\"] = cv_degerlendir(SVM_AYARLI, Xtr, ytr)\n",
        "\n",
        "olasilikli = [ad for ad in adaylar if hasattr(adaylar[ad], \"predict_proba\") and not ad.startswith(\"Dummy\")]\n",
        "sirali = sorted(olasilikli, key=lambda a: MODEL_SONUC[a][\"makro_f1\"].mean(), reverse=True)\n",
        "secilenler, aileler = [], set()\n",
        "for ad in sirali:                       # aynı model ailesinden iki üye almamak için\n",
        "    aile = ad.split(\" (\")[0]\n",
        "    if aile not in aileler:\n",
        "        secilenler.append(ad); aileler.add(aile)\n",
        "    if len(secilenler) == 3:\n",
        "        break\n",
        "print(\"Topluluğa alınan modeller:\", secilenler)\n",
        "TOPLULUK = VotingClassifier([(f\"m{i}\", clone(adaylar[a])) for i, a in enumerate(secilenler)], voting=\"soft\")\n",
        "adaylar[\"Topluluk (soft voting)\"] = TOPLULUK\n",
        "MODEL_SONUC[\"Topluluk (soft voting)\"] = cv_degerlendir(TOPLULUK, Xtr, ytr)\n",
        "\n",
        "CV_TABLO = sonuc_tablosu(MODEL_SONUC)\n",
        "tablo_kaydet(CV_TABLO, \"model_karsilastirma_cv\")\n",
        "display(CV_TABLO[[\"Makro-F1\", \"Makro-F1 ss\", \"Dengeli Doğr.\", \"MCC\", \"Doğruluk\"]].style.background_gradient(cmap=\"Greens\").format(\"{:.4f}\"))\n",
        "NIHAI_AD = CV_TABLO.index[0]\n",
        "print(f\"\\nNihai model (en yüksek ÇD makro-F1): {NIHAI_AD}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "74174020",
      "metadata": {
        "id": "74174020"
      },
      "source": [
        "## 11. Bağımsız Test Kümesinde Nihai Değerlendirme\n",
        "\n",
        "Seçilen model **eğitim kümesinin tamamı** ile yeniden eğitilir ve baştan ayrılmış, hiçbir kararda kullanılmamış **test kümesinde** bir kez değerlendirilir. Bu sonuçlar raporda verilecek **asıl performans** değerleridir. Test kümesindeki diziler, eğitimdeki dizilerle aynı benzerlik grubunda bulunmadığından bu değerler, modelin **daha önce görmediği salgın/soy dizilerine** genelleme yeteneğini ölçer."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "id": "21defedb",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 677
        },
        "id": "21defedb",
        "outputId": "b27b35df-454c-4c40-b7f8-c4c04829d908"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "                     Lojistik Regresyon\n",
              "Doğruluk                         0.9486\n",
              "Dengeli doğruluk                 0.9206\n",
              "Makro-F1                         0.9307\n",
              "Ağırlıklı-F1                     0.9402\n",
              "MCC                              0.9408\n",
              "Cohen kappa                      0.9386\n",
              "Makro ROC-AUC (OvR)              0.9999"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-9b7e3939-d7f6-4da3-99b2-8b81f8cea298\" class=\"colab-df-container\">\n",
              "    <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",
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              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Lojistik Regresyon</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Doğruluk</th>\n",
              "      <td>0.9486</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Dengeli doğruluk</th>\n",
              "      <td>0.9206</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Makro-F1</th>\n",
              "      <td>0.9307</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ağırlıklı-F1</th>\n",
              "      <td>0.9402</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MCC</th>\n",
              "      <td>0.9408</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Cohen kappa</th>\n",
              "      <td>0.9386</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Makro ROC-AUC (OvR)</th>\n",
              "      <td>0.9999</td>\n",
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              "                                                    [key], {});\n",
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              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
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          "data": {
            "text/plain": [
              "              precision  recall  f1-score  support\n",
              "GI.1              0.978   0.978     0.978   45.000\n",
              "GI.2              1.000   0.355     0.524   31.000\n",
              "GI.3              0.850   0.992     0.915  120.000\n",
              "GI.6              1.000   1.000     1.000    3.000\n",
              "GII.17            1.000   1.000     1.000   47.000\n",
              "GII.2             0.958   1.000     0.979   46.000\n",
              "GII.3             1.000   1.000     1.000   32.000\n",
              "GII.4             1.000   0.962     0.980   52.000\n",
              "GII.6             1.000   1.000     1.000   91.000\n",
              "accuracy          0.949   0.949     0.949    0.949\n",
              "macro avg         0.976   0.921     0.931  467.000\n",
              "weighted avg      0.955   0.949     0.940  467.000"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-86b9ff55-84b8-4859-a984-59f213bdd3ed\" class=\"colab-df-container\">\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",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>GI.1</th>\n",
              "      <td>0.978</td>\n",
              "      <td>0.978</td>\n",
              "      <td>0.978</td>\n",
              "      <td>45.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GI.2</th>\n",
              "      <td>1.000</td>\n",
              "      <td>0.355</td>\n",
              "      <td>0.524</td>\n",
              "      <td>31.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GI.3</th>\n",
              "      <td>0.850</td>\n",
              "      <td>0.992</td>\n",
              "      <td>0.915</td>\n",
              "      <td>120.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GI.6</th>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>3.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.17</th>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>47.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.2</th>\n",
              "      <td>0.958</td>\n",
              "      <td>1.000</td>\n",
              "      <td>0.979</td>\n",
              "      <td>46.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.3</th>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>32.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.4</th>\n",
              "      <td>1.000</td>\n",
              "      <td>0.962</td>\n",
              "      <td>0.980</td>\n",
              "      <td>52.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.6</th>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>1.000</td>\n",
              "      <td>91.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>accuracy</th>\n",
              "      <td>0.949</td>\n",
              "      <td>0.949</td>\n",
              "      <td>0.949</td>\n",
              "      <td>0.949</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>macro avg</th>\n",
              "      <td>0.976</td>\n",
              "      <td>0.921</td>\n",
              "      <td>0.931</td>\n",
              "      <td>467.000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>weighted avg</th>\n",
              "      <td>0.955</td>\n",
              "      <td>0.949</td>\n",
              "      <td>0.940</td>\n",
              "      <td>467.000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
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              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-86b9ff55-84b8-4859-a984-59f213bdd3ed');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
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              "\n",
              "\n",
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"display(rap\",\n  \"rows\": 12,\n  \"fields\": [\n    {\n      \"column\": \"precision\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.04333135193605274,\n        \"min\": 0.85,\n        \"max\": 1.0,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          0.978,\n          1.0,\n          0.976\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"recall\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.1816232363988705,\n        \"min\": 0.355,\n        \"max\": 1.0,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          0.978,\n          0.355,\n          0.949\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"f1-score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.13219132140403717,\n        \"min\": 0.524,\n        \"max\": 1.0,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          0.931,\n          0.524,\n          0.98\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"support\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 166.8203944505251,\n        \"min\": 0.949,\n        \"max\": 467.0,\n        \"num_unique_values\": 11,\n        \"samples\": [\n          46.0,\n          45.0,\n          0.949\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "NIHAI = clone(adaylar[NIHAI_AD]).fit(Xtr, ytr)\n",
        "y_tahmin = NIHAI.predict(Xte)\n",
        "y_olas = NIHAI.predict_proba(Xte)\n",
        "\n",
        "TEST_METRIK = {\n",
        "    \"Doğruluk\": accuracy_score(yte, y_tahmin),\n",
        "    \"Dengeli doğruluk\": balanced_accuracy_score(yte, y_tahmin),\n",
        "    \"Makro-F1\": f1_score(yte, y_tahmin, average=\"macro\"),\n",
        "    \"Ağırlıklı-F1\": f1_score(yte, y_tahmin, average=\"weighted\"),\n",
        "    \"MCC\": matthews_corrcoef(yte, y_tahmin),\n",
        "    \"Cohen kappa\": cohen_kappa_score(yte, y_tahmin),\n",
        "    \"Makro ROC-AUC (OvR)\": roc_auc_score(yte, y_olas, multi_class=\"ovr\", average=\"macro\"),\n",
        "}\n",
        "test_df = pd.DataFrame(TEST_METRIK, index=[NIHAI_AD]).T.round(4)\n",
        "tablo_kaydet(test_df, \"test_metrikleri\")\n",
        "display(test_df)\n",
        "\n",
        "rap = pd.DataFrame(classification_report(yte, y_tahmin, target_names=le.classes_, output_dict=True, zero_division=0)).T\n",
        "display(rap.round(3))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "id": "22d0fcb1",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 838
        },
        "id": "22d0fcb1",
        "outputId": "fa9d3073-4b53-460c-dcaf-2f64d11483d1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_28_test_karisiklik_matrisi.png  |  norovirus_2209_ciktilar/figures/EN/figure_28_test_karisiklik_matrisi.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1650x660 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_29_test_sinif_bazinda.png  |  norovirus_2209_ciktilar/figures/EN/figure_29_test_sinif_bazinda.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1650x528 with 3 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "cm = confusion_matrix(yte, y_tahmin)\n",
        "fig, axes = plt.subplots(1, 2, figsize=(15, 6))\n",
        "ConfusionMatrixDisplay(cm, display_labels=le.classes_).plot(ax=axes[0], cmap=\"Blues\", colorbar=False, xticks_rotation=45)\n",
        "axes[0].set_title(\"Karışıklık matrisi (sayı)\")\n",
        "cmn = cm / cm.sum(axis=1, keepdims=True)\n",
        "sns.heatmap(cmn, annot=True, fmt=\".2f\", cmap=\"Blues\", xticklabels=le.classes_, yticklabels=le.classes_, ax=axes[1], vmin=0, vmax=1)\n",
        "axes[1].set_xlabel(\"Tahmin edilen\"); axes[1].set_ylabel(\"Gerçek\"); axes[1].set_title(\"Normalize karışıklık matrisi (satır = duyarlılık)\")\n",
        "fig.suptitle(f\"Test kümesi — {NIHAI_AD}\", fontweight=\"bold\"); fig.tight_layout()\n",
        "kaydet(fig, \"test_karisiklik_matrisi\"); plt.show()\n",
        "\n",
        "sinif_rap = rap.loc[le.classes_, [\"precision\", \"recall\", \"f1-score\"]]\n",
        "sinif_rap.columns = [\"Kesinlik\", \"Duyarlılık\", \"F1\"]\n",
        "fig, axes = plt.subplots(1, 2, figsize=(15, 4.8), gridspec_kw={\"width_ratios\": [1, 1.2]})\n",
        "sns.heatmap(sinif_rap, annot=True, fmt=\".3f\", cmap=\"RdYlGn\", vmin=0.5, vmax=1, ax=axes[0])\n",
        "axes[0].set_title(\"Sınıf bazında sınıflandırma raporu\")\n",
        "destek = rap.loc[le.classes_, \"support\"].astype(int)\n",
        "axes[1].bar(le.classes_, sinif_rap[\"F1\"], color=[RENKLER[s] for s in le.classes_])\n",
        "for i, (f, n) in enumerate(zip(sinif_rap[\"F1\"], destek)):\n",
        "    axes[1].text(i, f + 0.01, f\"n={n}\", ha=\"center\", fontsize=8)\n",
        "axes[1].set_ylim(0, 1.08); axes[1].set_ylabel(\"F1\"); axes[1].set_title(\"Sınıf bazında F1 (n = test örnek sayısı)\")\n",
        "axes[1].tick_params(axis=\"x\", rotation=45)\n",
        "fig.tight_layout(); kaydet(fig, \"test_sinif_bazinda\"); plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "id": "1a47cb5a",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 484
        },
        "id": "1a47cb5a",
        "outputId": "08046625-ce44-4128-c1b9-468fed4fe49b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_30_roc_pr_egrileri.png  |  norovirus_2209_ciktilar/figures/EN/figure_30_roc_pr_egrileri.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1540x660 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.preprocessing import label_binarize\n",
        "Yb = label_binarize(yte, classes=range(N_SINIF))\n",
        "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n",
        "tum_fpr = np.linspace(0, 1, 500); ort_tpr = np.zeros_like(tum_fpr)\n",
        "for i, s in enumerate(le.classes_):\n",
        "    fpr, tpr, _ = roc_curve(Yb[:, i], y_olas[:, i])\n",
        "    ort_tpr += np.interp(tum_fpr, fpr, tpr)\n",
        "    axes[0].plot(fpr, tpr, color=RENKLER[s], lw=1.3, label=f\"{s} (AUC={roc_auc_score(Yb[:, i], y_olas[:, i]):.3f})\")\n",
        "    p, r, _ = precision_recall_curve(Yb[:, i], y_olas[:, i])\n",
        "    axes[1].plot(r, p, color=RENKLER[s], lw=1.3, label=f\"{s} (AP={average_precision_score(Yb[:, i], y_olas[:, i]):.3f})\")\n",
        "axes[0].plot(tum_fpr, ort_tpr / N_SINIF, \"k--\", lw=2, label=f\"Makro ortalama (AUC={TEST_METRIK['Makro ROC-AUC (OvR)']:.3f})\")\n",
        "axes[0].plot([0, 1], [0, 1], \":\", c=\"grey\")\n",
        "axes[0].set_xlabel(\"Yanlış pozitif oranı\"); axes[0].set_ylabel(\"Doğru pozitif oranı\"); axes[0].set_title(\"ROC eğrileri (bire karşı hepsi)\")\n",
        "axes[0].legend(fontsize=7, loc=\"lower right\")\n",
        "axes[1].set_xlabel(\"Duyarlılık (recall)\"); axes[1].set_ylabel(\"Kesinlik (precision)\"); axes[1].set_title(\"Kesinlik–duyarlılık eğrileri\")\n",
        "axes[1].legend(fontsize=7, loc=\"lower left\")\n",
        "fig.tight_layout(); kaydet(fig, \"roc_pr_egrileri\"); plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "4c361aac",
      "metadata": {
        "id": "4c361aac"
      },
      "source": [
        "### 11.1 Öğrenme eğrisi ve hata analizi\n",
        "\n",
        "**Öğrenme eğrisi**, eğitim verisi arttıkça başarının nasıl değiştiğini gösterir. Doğrulama eğrisi hâlâ yükseliyorsa daha fazla veri toplamak faydalı olacaktır; iki eğri arasındaki büyük boşluk aşırı öğrenmeye (overfitting) işaret eder.\n",
        "\n",
        "**Hata analizi**, yanlış sınıflandırılan dizilerin hangi genotipler arasında karıştığını ve modelin bu örneklerdeki güven düzeyini inceler. Yüksek güvenle yapılan hatalar, GenBank'taki **hatalı etiketlenmiş** kayıtlara veya rekombinant dizilere işaret edebilir. Bu kayıtların erişim numaraları raporda tartışılabilir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "id": "81dfa2aa",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "81dfa2aa",
        "outputId": "9c801a81-07b3-44ff-ebef-95bd74cac469"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_31_ogrenme_egrisi.png  |  norovirus_2209_ciktilar/figures/EN/figure_31_ogrenme_egrisi.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 880x495 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Yanlış sınıflandırılan test dizisi: 24 / 467\n"
          ]
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            "text/plain": [
              "      accession gerçek tahmin  güven  uzunluk     yıl          ülke\n",
              "136  OR994384.1   GI.3   GI.1  0.916      314  2019.0         China\n",
              "305  PP000417.1  GII.4  GII.2  0.914      302  2021.0         China\n",
              "44   OR419737.1   GI.1   GI.3  0.765      958  2019.0  Burkina Faso\n",
              "53   KP064095.1   GI.2   GI.3  0.672     1635  2008.0        France\n",
              "280  PP000384.1  GII.4  GII.2  0.672      302  2019.0         China\n",
              "50   MN494920.1   GI.2   GI.3  0.619     1641  2015.0   South Korea\n",
              "65   MZ021901.1   GI.2   GI.3  0.586     1641  2015.0   South Korea\n",
              "72   MZ021639.1   GI.2   GI.3  0.578     1641  2019.0   South Korea\n",
              "66   MN494924.1   GI.2   GI.3  0.524     1641  2015.0   South Korea\n",
              "48   MN494980.1   GI.2   GI.3  0.522     1641  2017.0   South Korea\n",
              "71   MN495002.1   GI.2   GI.3  0.516     1641  2018.0   South Korea\n",
              "69   MZ021662.1   GI.2   GI.3  0.504     1641  2020.0   South Korea\n",
              "60   MN494961.1   GI.2   GI.3  0.501     1641  2015.0   South Korea\n",
              "59   MZ021625.1   GI.2   GI.3  0.496     1641  2019.0   South Korea\n",
              "63   MZ021638.1   GI.2   GI.3  0.479     1641  2019.0   South Korea"
            ],
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              "\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>accession</th>\n",
              "      <th>gerçek</th>\n",
              "      <th>tahmin</th>\n",
              "      <th>güven</th>\n",
              "      <th>uzunluk</th>\n",
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              "    <tr>\n",
              "      <th>136</th>\n",
              "      <td>OR994384.1</td>\n",
              "      <td>GI.3</td>\n",
              "      <td>GI.1</td>\n",
              "      <td>0.916</td>\n",
              "      <td>314</td>\n",
              "      <td>2019.0</td>\n",
              "      <td>China</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>305</th>\n",
              "      <td>PP000417.1</td>\n",
              "      <td>GII.4</td>\n",
              "      <td>GII.2</td>\n",
              "      <td>0.914</td>\n",
              "      <td>302</td>\n",
              "      <td>2021.0</td>\n",
              "      <td>China</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>OR419737.1</td>\n",
              "      <td>GI.1</td>\n",
              "      <td>GI.3</td>\n",
              "      <td>0.765</td>\n",
              "      <td>958</td>\n",
              "      <td>2019.0</td>\n",
              "      <td>Burkina Faso</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>53</th>\n",
              "      <td>KP064095.1</td>\n",
              "      <td>GI.2</td>\n",
              "      <td>GI.3</td>\n",
              "      <td>0.672</td>\n",
              "      <td>1635</td>\n",
              "      <td>2008.0</td>\n",
              "      <td>France</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>280</th>\n",
              "      <td>PP000384.1</td>\n",
              "      <td>GII.4</td>\n",
              "      <td>GII.2</td>\n",
              "      <td>0.672</td>\n",
              "      <td>302</td>\n",
              "      <td>2019.0</td>\n",
              "      <td>China</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>MN494920.1</td>\n",
              "      <td>GI.2</td>\n",
              "      <td>GI.3</td>\n",
              "      <td>0.619</td>\n",
              "      <td>1641</td>\n",
              "      <td>2015.0</td>\n",
              "      <td>South Korea</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>MZ021901.1</td>\n",
              "      <td>GI.2</td>\n",
              "      <td>GI.3</td>\n",
              "      <td>0.586</td>\n",
              "      <td>1641</td>\n",
              "      <td>2015.0</td>\n",
              "      <td>South Korea</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>MZ021639.1</td>\n",
              "      <td>GI.2</td>\n",
              "      <td>GI.3</td>\n",
              "      <td>0.578</td>\n",
              "      <td>1641</td>\n",
              "      <td>2019.0</td>\n",
              "      <td>South Korea</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>66</th>\n",
              "      <td>MN494924.1</td>\n",
              "      <td>GI.2</td>\n",
              "      <td>GI.3</td>\n",
              "      <td>0.524</td>\n",
              "      <td>1641</td>\n",
              "      <td>2015.0</td>\n",
              "      <td>South Korea</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>MN494980.1</td>\n",
              "      <td>GI.2</td>\n",
              "      <td>GI.3</td>\n",
              "      <td>0.522</td>\n",
              "      <td>1641</td>\n",
              "      <td>2017.0</td>\n",
              "      <td>South Korea</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>71</th>\n",
              "      <td>MN495002.1</td>\n",
              "      <td>GI.2</td>\n",
              "      <td>GI.3</td>\n",
              "      <td>0.516</td>\n",
              "      <td>1641</td>\n",
              "      <td>2018.0</td>\n",
              "      <td>South Korea</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>69</th>\n",
              "      <td>MZ021662.1</td>\n",
              "      <td>GI.2</td>\n",
              "      <td>GI.3</td>\n",
              "      <td>0.504</td>\n",
              "      <td>1641</td>\n",
              "      <td>2020.0</td>\n",
              "      <td>South Korea</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60</th>\n",
              "      <td>MN494961.1</td>\n",
              "      <td>GI.2</td>\n",
              "      <td>GI.3</td>\n",
              "      <td>0.501</td>\n",
              "      <td>1641</td>\n",
              "      <td>2015.0</td>\n",
              "      <td>South Korea</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59</th>\n",
              "      <td>MZ021625.1</td>\n",
              "      <td>GI.2</td>\n",
              "      <td>GI.3</td>\n",
              "      <td>0.496</td>\n",
              "      <td>1641</td>\n",
              "      <td>2019.0</td>\n",
              "      <td>South Korea</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>MZ021638.1</td>\n",
              "      <td>GI.2</td>\n",
              "      <td>GI.3</td>\n",
              "      <td>0.479</td>\n",
              "      <td>1641</td>\n",
              "      <td>2019.0</td>\n",
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          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_32_tahmin_guveni.png  |  norovirus_2209_ciktilar/figures/EN/figure_32_tahmin_guveni.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 880x440 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from sklearn.model_selection import learning_curve\n",
        "hizli_lgbm = clone(LGBM_AYARLI).set_params(n_estimators=min(300, LGBM_AYARLI.get_params()[\"n_estimators\"]))\n",
        "boyutlar, egt_s, dog_s = learning_curve(hizli_lgbm, Xtr, ytr, cv=CV_KATMANLAR[:3], train_sizes=np.linspace(0.15, 1.0, 5),\n",
        "                                        scoring=\"f1_macro\", n_jobs=1, random_state=RASTGELE, shuffle=True)\n",
        "fig, ax = plt.subplots(figsize=(8, 4.5))\n",
        "for s_, ad, r in [(egt_s, \"Eğitim\", \"#C44E52\"), (dog_s, \"Doğrulama (gruplu)\", \"#4C72B0\")]:\n",
        "    ax.plot(boyutlar, s_.mean(1), \"o-\", color=r, label=ad)\n",
        "    ax.fill_between(boyutlar, s_.mean(1) - s_.std(1), s_.mean(1) + s_.std(1), color=r, alpha=0.15)\n",
        "ax.set_xlabel(\"Eğitim örneği sayısı\"); ax.set_ylabel(\"Makro-F1\"); ax.set_title(\"Öğrenme eğrisi (LightGBM)\"); ax.legend()\n",
        "kaydet(fig, \"ogrenme_egrisi\"); plt.show()\n",
        "\n",
        "test_df_meta = df.iloc[test_idx].reset_index(drop=True)\n",
        "guven = y_olas.max(axis=1)\n",
        "hata = pd.DataFrame({\"accession\": test_df_meta[\"accession\"], \"gerçek\": le.inverse_transform(yte),\n",
        "                     \"tahmin\": le.inverse_transform(y_tahmin), \"güven\": guven.round(3),\n",
        "                     \"uzunluk\": test_df_meta[\"uzunluk\"], \"yıl\": test_df_meta[\"yil\"], \"ülke\": test_df_meta[\"ulke\"]})\n",
        "yanlis = hata[hata[\"gerçek\"] != hata[\"tahmin\"]].sort_values(\"güven\", ascending=False)\n",
        "print(f\"Yanlış sınıflandırılan test dizisi: {len(yanlis)} / {len(hata)}\")\n",
        "display(yanlis.head(15))\n",
        "tablo_kaydet(yanlis, \"yanlis_siniflandirmalar\", indeks=False)\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(8, 4))\n",
        "sns.histplot(data=hata.assign(Durum=np.where(hata[\"gerçek\"] == hata[\"tahmin\"], \"Doğru\", \"Yanlış\")), x=\"güven\", hue=\"Durum\",\n",
        "             bins=30, stat=\"density\", common_norm=False, palette={\"Doğru\": \"#55A868\", \"Yanlış\": \"#C44E52\"}, ax=ax, kde=True)\n",
        "ax.set_xlabel(\"Tahmin güveni (en yüksek sınıf olasılığı)\"); ax.set_title(\"Doğru ve yanlış tahminlerde model güveni\")\n",
        "kaydet(fig, \"tahmin_guveni\"); plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "a4acdd2d",
      "metadata": {
        "id": "a4acdd2d"
      },
      "source": [
        "## 12. Dizilerin Görüntüye Dönüştürülmesi: Kaos Oyunu Gösterimi (CGR / FCGR)\n",
        "\n",
        "**Kaos Oyunu Gösterimi (Chaos Game Representation, CGR)**, bir DNA dizisini iki boyutlu bir görüntüye dönüştüren klasik bir yöntemdir [18]. Kare bir alanın dört köşesine dört nükleotit yerleştirilir (A sol alt, C sol üst, G sağ üst, T sağ alt). Merkezden başlanır ve dizideki her nükleotit için mevcut nokta ile o nükleotidin köşesi arasındaki **orta noktaya** gidilir. Ortaya çıkan fraktal desen, dizideki tüm alt dizi örüntülerini kodlar.\n",
        "\n",
        "**Frekans CGR (FCGR)**, bu alanı $2^k \\times 2^k$ hücreye bölerek her hücredeki nokta sayısını sayar. Her hücre **tam olarak bir k-mer'e** karşılık gelir; yani k = 6 için 64 × 64 piksellik görüntü, 4096 adet 6-mer'in frekansını uzamsal olarak düzenler. Benzer son eklere (suffix) sahip k-mer'ler görüntüde yan yana düşer. Bu özellik, görüntülerin evrişimli sinir ağları (CNN) ile işlenmesini anlamlı kılar. FCGR görüntüleri ile hizalamasız genom sınıflandırmasında yüksek başarılar bildirilmiştir [19].\n",
        "\n",
        "Bu bölümde üretilen görseller (CGR deseni, sınıf ortalaması FCGR, fark haritası, DNA yürüyüşü ve dizi barkodu) **2209 raporunun Yöntem ve Bulgular bölümlerinde** görsel malzeme olarak kullanılabilir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "id": "68b018c1",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 414
        },
        "id": "68b018c1",
        "outputId": "7e252054-3d84-4da3-8918-acb64117fac4"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "FCGR tensörü: (2065, 64, 64)\n",
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_33_cgr_aciklama.png  |  norovirus_2209_ciktilar/figures/EN/figure_33_cgr_aciklama.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1760x572 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "K_FCGR = 6\n",
        "BOYUT = 2 ** K_FCGR\n",
        "KOSE = {\"A\": (0, 0), \"C\": (0, 1), \"G\": (1, 1), \"T\": (1, 0)}   # (x, y)\n",
        "\n",
        "def fcgr_koordinatlari(k):\n",
        "    \"\"\"Her k-mer indeksi için FCGR görüntüsündeki (satır=y, sütun=x) konumu.\n",
        "    Son nükleotit en anlamlı biti belirler (CGR'nin yinelemeli yapısı gereği).\"\"\"\n",
        "    satir, sutun = [], []\n",
        "    for km in kmer_adlari(k):\n",
        "        x = sum(KOSE[b][0] << j for j, b in enumerate(km))\n",
        "        y_ = sum(KOSE[b][1] << j for j, b in enumerate(km))\n",
        "        satir.append(y_); sutun.append(x)\n",
        "    return np.array(satir), np.array(sutun)\n",
        "\n",
        "FC_SATIR, FC_SUTUN = fcgr_koordinatlari(K_FCGR)\n",
        "PIKSEL_KMER = {(r, c): km for r, c, km in zip(FC_SATIR, FC_SUTUN, kmer_adlari(K_FCGR))}   # Grad-CAM için ters eşleme\n",
        "\n",
        "FCGR = np.zeros((len(df), BOYUT, BOYUT), dtype=np.float32)\n",
        "FCGR[:, FC_SATIR, FC_SUTUN] = KMER[K_FCGR]\n",
        "print(\"FCGR tensörü:\", FCGR.shape)\n",
        "\n",
        "def cgr_noktalari(dizi):\n",
        "    nokta = np.array([0.5, 0.5]); liste = []\n",
        "    for b in dizi:\n",
        "        if b in KOSE:\n",
        "            nokta = (nokta + np.array(KOSE[b])) / 2; liste.append(nokta.copy())\n",
        "    return np.array(liste)\n",
        "\n",
        "temsilci = {s: df.index[(df.genotip == s)][df.loc[df.genotip == s, \"uzunluk\"].values.argmax()] for s in SINIFLAR}\n",
        "\n",
        "fig, axes = plt.subplots(1, 3, figsize=(16, 5.2))\n",
        "ornek_dizi = df.loc[temsilci[SINIFLAR[-1]], \"dizi\"]\n",
        "P = cgr_noktalari(ornek_dizi)\n",
        "axes[0].scatter(P[:, 0], P[:, 1], s=0.6, c=np.arange(len(P)), cmap=\"viridis\")\n",
        "axes[0].set_title(f\"CGR nokta deseni ({SINIFLAR[-1]}, {len(ornek_dizi)} nt)\")\n",
        "axes[1].imshow(np.log1p(FCGR[temsilci[SINIFLAR[-1]]] * 1e4), origin=\"lower\", cmap=\"magma\", extent=(0, 1, 0, 1))\n",
        "axes[1].set_title(f\"FCGR, k = {K_FCGR} ({BOYUT}×{BOYUT} piksel)\")\n",
        "ornek_k3 = np.zeros((8, 8)); r3, c3 = fcgr_koordinatlari(3); ornek_k3[r3, c3] = kmer_frekans(ornek_dizi, 3)\n",
        "axes[2].imshow(ornek_k3, origin=\"lower\", cmap=\"magma\", extent=(0, 1, 0, 1))\n",
        "for (r, c), km in zip(zip(r3, c3), kmer_adlari(3)):\n",
        "    axes[2].text((c + 0.5) / 8, (r + 0.5) / 8, km, ha=\"center\", va=\"center\", fontsize=6.5, color=\"white\")\n",
        "axes[2].set_title(\"FCGR, k = 3: her piksel bir trinükleotit\")\n",
        "for ax in axes:\n",
        "    for b, (x, y_) in KOSE.items():\n",
        "        ax.text(x, y_, b, fontsize=14, fontweight=\"bold\", ha=\"center\", va=\"center\", color=\"#C44E52\",\n",
        "                bbox=dict(boxstyle=\"circle\", fc=\"white\", ec=\"#C44E52\"))\n",
        "    ax.set_xlim(-0.06, 1.06); ax.set_ylim(-0.06, 1.06); ax.set_xticks([]); ax.set_yticks([]); ax.set_aspect(\"equal\")\n",
        "fig.tight_layout(); kaydet(fig, \"cgr_aciklama\"); plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "id": "a987565e",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "a987565e",
        "outputId": "a79515f0-b9d5-4850-8895-6e611a69ac36"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_34_ortalama_fcgr_sinif.png  |  norovirus_2209_ciktilar/figures/EN/figure_34_ortalama_fcgr_sinif.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1760x726 with 10 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_35_fcgr_fark_haritalari.png  |  norovirus_2209_ciktilar/figures/EN/figure_35_fcgr_fark_haritalari.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1760x726 with 11 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Her genotip için ortalama FCGR görüntüsü\n",
        "ncol = min(5, len(SINIFLAR)); nrow = int(np.ceil(len(SINIFLAR) / ncol))\n",
        "fig, axes = plt.subplots(nrow, ncol, figsize=(3.2 * ncol, 3.3 * nrow))\n",
        "axes = np.atleast_1d(axes).ravel()\n",
        "ORT_FCGR = {s: FCGR[df.genotip.values == s].mean(axis=0) for s in SINIFLAR}\n",
        "vmax = np.log1p(max(v.max() for v in ORT_FCGR.values()) * 1e4)\n",
        "for ax, s in zip(axes, SINIFLAR):\n",
        "    ax.imshow(np.log1p(ORT_FCGR[s] * 1e4), origin=\"lower\", cmap=\"magma\", vmin=0, vmax=vmax)\n",
        "    ax.set_title(f\"{s} (n={int((df.genotip == s).sum())})\", color=RENKLER[s]); ax.set_xticks([]); ax.set_yticks([])\n",
        "for ax in axes[len(SINIFLAR):]:\n",
        "    ax.axis(\"off\")\n",
        "fig.suptitle(\"Genotiplere göre ortalama FCGR görüntüleri (k = 6, log ölçek)\", fontweight=\"bold\")\n",
        "fig.tight_layout(); kaydet(fig, \"ortalama_fcgr_sinif\"); plt.show()\n",
        "\n",
        "# Fark haritası: her sınıfın ortalamasının genel ortalamadan farkı\n",
        "genel = FCGR.mean(axis=0)\n",
        "fig, axes = plt.subplots(nrow, ncol, figsize=(3.2 * ncol, 3.3 * nrow))\n",
        "axes = np.atleast_1d(axes).ravel()\n",
        "farklar = {s: ORT_FCGR[s] - genel for s in SINIFLAR}\n",
        "lim = np.percentile(np.abs(np.stack(list(farklar.values()))), 99.5)\n",
        "for ax, s in zip(axes, SINIFLAR):\n",
        "    im = ax.imshow(farklar[s], origin=\"lower\", cmap=\"RdBu_r\", vmin=-lim, vmax=lim)\n",
        "    ax.set_title(s, color=RENKLER[s]); ax.set_xticks([]); ax.set_yticks([])\n",
        "for ax in axes[len(SINIFLAR):]:\n",
        "    ax.axis(\"off\")\n",
        "fig.colorbar(im, ax=axes.tolist(), shrink=0.6, label=\"Frekans farkı\")\n",
        "fig.suptitle(\"Sınıfa özgü FCGR fark haritaları (kırmızı: sınıfta fazla, mavi: az temsil edilen 6-mer'ler)\", fontweight=\"bold\")\n",
        "kaydet(fig, \"fcgr_fark_haritalari\"); plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "id": "5a01f34c",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 812
        },
        "id": "5a01f34c",
        "outputId": "99310498-af2e-405a-ece5-3842f1f86b8a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_36_dna_yuruyusu.png  |  norovirus_2209_ciktilar/figures/EN/figure_36_dna_yuruyusu.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1650x550 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_37_dizi_barkodu.png  |  norovirus_2209_ciktilar/figures/EN/figure_37_dizi_barkodu.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1650x577.5 with 1 Axes>"
            ],
            "image/png": 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qJScnB37IFq1XX301bN18yy23qHHjxhHDJicn11pdrlq1Sr/97W+1e/duSZWbxtdcc02N4nBZn8faD39sTj75ZH311Vfav3+/3n//fZ177rkHO0vAj8YPY4cDwE/KGWec4V1sFxcX66uvvgrchOrTp0+V50Xef//93kXBkUceGXbxH4s1a9aob9++uvzyy7Vp0ybdd999Ki4u1rZt2zR16lTvay/t2rXThAkT1KpVK6Wlpal+/frasWOH5s2bp3/+85/atm2bnnzySf3hD3+ImM769ev161//Wr169dK2bdu8jVpTeXl52AV/ly5d9MQTT3gXpg888IB3UZuSkqLRo0erQ4cOeuONN7RgwQJJlV/BOv3009WnTx/t3r1bd911l7dZ16lTJ1133XXas2eP7rvvvriUX7RCdXz33XcrPz9fkjR06FDvrp/QRdzMmTO9i7hmzZrp+uuv1/HHH68PP/xQDz30kMrKynTLLbfo1FNPjfi1w6+++kqjR49W165ddc8993h3lP7lL39Rp06dNHr0aH300UfenTBvvfWWCgoKlJ6erqKiIm8ztVGjRpo8ebJatmypoqIirV+/Xv/85z9j+mDgX//6l3cnhVT5ld4rrrhCRx11lAoKCvTCCy9EHbck3X333d4myxFHHKHx48erSZMmmjNnTpUL7Or4vz62Z88eTZo0ydtg6Natm5o1axZVPteuXavbb7/du6PjyiuvVJ8+fbRt2zY98MAD2rBhg1asWKEnn3xSw4cPr3L85s2bdfTRR+vWW29Vy5Ytw+4adrF9+3bdfffdOuywwzR16lRt3rxZkvTUU085PZM0Vt9++62uuuoq72Lt4osv1l133RXxh6H8tm3bpokTJ6qiokLXXXedMjMzAzdUzbsxjzzyyLD2638W6fr169W+ffuwY/x1bB6zbds27dixQ4cffni1+Q7ZvHmzJk2apFatWukvf/mLPv/8c0mVZR/PDdXqxtYg48eP9zZTTzrpJF177bVq1KiRcnJytGjRIn333Xf63e9+p1deeUWJiYn6xz/+EbaZevnll6tfv3767LPP9OCDD6q0tFTvv/++HnjgAU2YMEH333+/Vq9eHfZ1zJo8/zOe/TxIqG6kqs9wPeaYY9SvXz8tWbJE+/bt00svveQ9MuKNN97Qvn37JFWuBULj9J133ultprZp00ajRo1Ss2bNtHz5cj3zzDPavXu3fve73+mNN95QWlqali9f7m2m9uzZU9dcc433teK8vLwqHzTG24svvui9HjRokFJTUzVgwADNmzfP+3ttbKgWFRXpT3/6k1JSUnTbbbdp9+7d+v777/Xoo49q4MCBysrK0vz58/Xmm29KqvxhOnMj54ILLtCFF16opk2bKi0tTfv379fXX3+t6dOna9u2bVqyZIk++ugjnXTSSWrVqpV69eqlf/3rX9q7d68WL16sSy+9VJL0+uuve/XYu3fvqB+34f9WyVlnnRVVPNVxXWPEqri4WIcffrgmT56sdu3aae3atU4fhFVn586dOvLII3Xfffdp7969mjJlioqLi7V3717NmzdPv/vd7yRJDz/8cNhm6gUXXKDzzjtP9evX18cffxx4p3oszHps2LChTjvtNO//27ZtizgPn3zyyapfv37c8mBupiYlJemPf/yj115rwmV9Hms/tPFf63z44Ydh645+/frV+HziwRzjP/vsMzZUgRpgQxVA3IWemRqyffv2wPBNmzZV06ZNvf/PmDHDuzBs1KiRnnzyybg9q7J58+Z64IEHvAVwRUWF9+D8lStXes9j7NKliz766CM99dRT+uKLL1RcXFzlKz1Bd31effXVYXeOSvK+Ih1y8803e3H06NFDjzzyiHeHUUVFRdhXfK699lpvc6lPnz764osvvGNffPFF9enTR++884527NghSUpISNCDDz7oLRSPOOKIiJtT0erZs6f39ScXoTo2L2patmwZ9ty7ioqKsE3Fyy+/XCeeeKIk6fTTT9dbb72l//73vyotLVVOTk7Eu5POO+887wdevvjiC/35z3/2/nbvvfeqbdu2Ovvss/XUU09p165dkuRtqKalpSkpKUnl5eVq2LChjj/+eHXs2FFpaWmSFPYV6WjMnz/fe92mTRvNnTvXa4e9e/eu0dfl/bZt2xZ2x+DNN9/s3Rl2yimnqE+fPt4dnS7M58Pu3btXI0aM8DZTO3bsqFmzZiklJSWqvL7wwgteX+ratav3bMaGDRsqKyvL+/rh/PnzI7bZhIQEzZo1Sx07dpQknXnmmTVK//bbb9eAAQMkVd4hGbqYMe9GqS27du3SlVde6d0dc80119TocRG33nqrtmzZoszMTI0aNara8OYjBPwXtv5NgFB/CDrG///du3fXaEN19OjR+tWvfiWpsl2NGzdOUvzLPmhsDWKOqwkJCRo1apSOOOIISdKwYcO0fPlylZSU6IsvvtAHH3yg0047LWzj7dRTT/Xmkz59+mjXrl3e3UwvvfSSfv/73ysjI8O7u8o8zkW8+3kQ8w68UBmYrrzySm/D+vnnn/c2VF9//XUvTGgzq7i4WIsXL/bev+aaa3TcccdJkgYMGKAVK1bo66+/VlFRkZYtW6asrKywdtWsWTOlp6erVatWSkpK0pAhQ+JyjjZFRUVhm1YXXXSRJCkrK8vbUF22bJl27twZ97v/b7zxRu/DrL///e/eo32aN2+uP//5z6pXr56aNGnibeRs2bIlLB99+vTRE088oX/961/auHFjxMeIrF69WieddJIk6dJLL/XuOn/55Ze9DapXXnnFC3/ZZZdFfT6hNUlIpLYUDy5rjHi55557vK+U13T+CXLfffepa9eukqT//ve/XlsLjY8VFRXeh+lSZXs0H7PVt2/fuOXFz6zHww8/POyZsf/+978jPjLi7bffjvqDV79PPvnE20ytX7++pk+fHvVznV3W57H2QxuzPX700Ud67LHHvP9ff/313vxY18x+6f/hOADB2FAFEHf+r0LZvhYUyaxZs7wL0NTUVM2aNUudO3eOW95OPvnksI2EU045xXtdXl6uDRs2qGPHjrrlllv00ksvBcYVtFHcv3//avMSunA/9thj9fjjj4d9HbSoqCjs+Z5mPiXptNNO844P3RlgbkocddRRYZ+6+4//ISoqKgpbyM2cObPKc/JCzLunTJmZmd5rc4HYqFEj7y7pxMREHXHEEd4GUqgeU1JSdMkll2j+/Pn69ttvva/NNWvWTJ07d9Z5552nrKwspzsJI1mzZo33+uyzz47LXS0h69evD3uMgL8cTjjhhCpftXWxb98+jR071tvESU9P15NPPlmjPu1nlsP//vc/67PWCgsLtXv3bqWmpoa9H9rojpZ5V5n54U9dPDcs9IvWkjRw4MAabaYuWbJEb7zxhg477DD9+c9/dmqHDRs29F77fxjP///QBwc1OcZfN9Uxy97sn/Eu+6CxNYj51eSKigpdf/311rCff/65TjvttLD27B9nzYvn0JjucpesTW318+pEel7oaaedpo4dO+rTTz9VQUGB3n//fXXo0MHbnDviiCO8HzcpKCgIe7xH0KNNQh/U9evXTzNnztQ333yjV199Va+++qrq16+v1q1be89bDm0Kxtsrr7zi3Z3Ztm1bL53MzEy1adNG69atU0lJiV599VVlZ2fHNW3z2zhmH8nIyPDuMI/0ofVhhx2mrVu36uKLLw772ngkZn8755xz1KRJExUVFWnVqlUqLCzU/v37tXr1akmV818sG3X+D1y+//5773mNP0bJycm1snGZlpbmbaZKkcfHbdu2ha2R6vKH4sx63LFjh/bv31+nP8RlfoB/yy23xHTuLuvzWPqhi88//1zXXnutdu7cKalyk/eGG25wOrY2xOuZ0MChiB+lAhB35ldQGzVq5Lx4fvrpp727xZKTk/XQQw/F7av+NbF58+awzdTBgwfr8ccf17PPPqvf/OY33vtBCxCXT+VDGyJff/2196iBg828CzfezwirTkJCgnNY/x1eIebdKeZiP+guOrMe77jjDt1///266KKL1KVLFx122GHasmWL/vGPf2jy5MmaPn26cx5/7MrLy/X73//eu1Pr2GOP1Zw5c8LuJo9GrPUc6x0v5sVRtJvj0TLTW7ZsWZXn4AXZtGmTpMqvhp5zzjkRf/TnP//5jzp06KDrrrtOktS6dWvvb99//33Yppb/x5VCYc1j/BszobuUpcqLyZrcnSqFf7hmK3t/+zDz7DomRTu21qRthj6Q+akyN35tHx5eccUV3usFCxZo2bJl3kbkhRdeGNWHRqE+36RJE7300ku66aab1KdPHx1//PGqqKjQ2rVr9fzzzys7O7tWNo8lhX07ZO3atWE/GmM+ezGWH6WzMTdkajqHvfDCC16fTU1N1a233qqnnnpKzz77bNgzf805Lzk5WVlZWd77r7zyStjdqUOGDInpUTcZGRlh/w96REldMPu4ObZIbuPLUUcdFXGciDVe/5278fjdgVjzZDI/vNizZ48+/PBD7//nn3++PvvsMz311FNR5rR65nzx6KOPasOGDVHH5bKGiKUfVmfdunX69a9/7W2UX3rppZo0aZLTsbXF/JAl1jUecKhhQxVAXOXk5IQ9xy0rK8tpYfjiiy/qT3/6k6TKheRf/vIX7xel4+l///ufd8EnSR988IH3OikpSa1atfI2LkL++Mc/6mc/+5lOPfVU5zupXC7M77jjDu8rtI899pj3QxFS5cWk+em3uXiVKp8lFRK689J8LMLWrVvDFpz+403mJsc333zjvV6+fHm151BTZrn4f8n9yCOPDLuIv++++/TZZ59V+ZeXlxfTrwFXl7/zzz9f//d//6ecnBx98MEH3tfupMqvfkXLfI7wihUrqtztF8sdAq1btw4r29DdRVLlQrmmz1WrqKjQrbfe6n19t1mzZpozZ46OOeaYqPMYYpZD7969I9bxZ599ptzc3CrP+ZRqtun1Q3PMMcd4j6TYt2+fbrjhBr3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          },
          "metadata": {}
        }
      ],
      "source": [
        "# DNA yürüyüşü (DNA walk) ve dizi barkodu\n",
        "fig, axes = plt.subplots(1, 2, figsize=(15, 5))\n",
        "for s in SINIFLAR:\n",
        "    d = df.loc[temsilci[s], \"dizi\"]\n",
        "    adim = np.array([1 if b in \"AG\" else -1 if b in \"CT\" else 0 for b in d])   # pürin +1, pirimidin −1\n",
        "    axes[0].plot(np.cumsum(adim), color=RENKLER[s], lw=1.2, label=s)\n",
        "    x2 = np.cumsum([1 if b == \"A\" else -1 if b == \"T\" else 0 for b in d])\n",
        "    y2 = np.cumsum([1 if b == \"G\" else -1 if b == \"C\" else 0 for b in d])\n",
        "    axes[1].plot(x2, y2, color=RENKLER[s], lw=1.0, label=s)\n",
        "axes[0].set_xlabel(\"Dizi konumu (nt)\"); axes[0].set_ylabel(\"Kümülatif pürin − pirimidin\")\n",
        "axes[0].set_title(\"1B DNA yürüyüşü (her genotipten en uzun temsilci dizi)\"); axes[0].legend(fontsize=7, ncol=2)\n",
        "axes[1].set_xlabel(\"Kümülatif A − T\"); axes[1].set_ylabel(\"Kümülatif G − C\"); axes[1].set_title(\"2B DNA yürüyüşü\")\n",
        "fig.tight_layout(); kaydet(fig, \"dna_yuruyusu\"); plt.show()\n",
        "\n",
        "UZ = 400\n",
        "barkod = np.full((len(SINIFLAR), UZ), np.nan)\n",
        "for i, s in enumerate(SINIFLAR):\n",
        "    d = df.loc[temsilci[s], \"dizi\"][:UZ]\n",
        "    barkod[i, :len(d)] = [ \"ACGT\".find(b) if b in \"ACGT\" else np.nan for b in d]\n",
        "fig, ax = plt.subplots(figsize=(15, 0.45 * len(SINIFLAR) + 1.2))\n",
        "cmap4 = mpl.colors.ListedColormap([\"#2ca02c\", \"#1f77b4\", \"#ff7f0e\", \"#d62728\"])\n",
        "ax.imshow(barkod, aspect=\"auto\", cmap=cmap4, interpolation=\"nearest\", vmin=-0.5, vmax=3.5)\n",
        "ax.set_yticks(range(len(SINIFLAR))); ax.set_yticklabels(SINIFLAR); ax.set_xlabel(\"Konum (nt)\")\n",
        "ax.set_title(f\"Dizi barkodu: temsilci dizilerin ilk {UZ} nükleotidi (yeşil A, mavi C, turuncu G, kırmızı T)\")\n",
        "kaydet(fig, \"dizi_barkodu\"); plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "376e2180",
      "metadata": {
        "id": "376e2180"
      },
      "source": [
        "## 13. FCGR Görüntüleri ile Evrişimli Sinir Ağı (CNN)\n",
        "\n",
        "FCGR görüntüleri, PyTorch [20] ile kurulan hafif bir CNN ile sınıflandırılır:\n",
        "\n",
        "- **Mimari:** 3 evrişim bloğu (32 → 64 → 64 filtre, toplu normalizasyon, ReLU, maksimum havuzlama) → düzleştirme → dropout → iki tam bağlantılı katman.\n",
        "- **Neden küresel havuzlama kullanılmıyor?** Doğal görüntülerde bir nesnenin konumu önemsizdir; bu yüzden CNN'lerde genellikle küresel ortalama havuzlama kullanılır. FCGR'de ise her pikselin **konumu, hangi k-mer'i temsil ettiğini** belirler. Küresel havuzlama bu konum bilgisini yok ederek ağın öğrenmesini ciddi biçimde zorlaştırır. Bu nedenle öznitelik haritası düzleştirilerek konum bilgisi sınıflandırıcıya aktarılır.\n",
        "- **Girdi:** log(1 + frekans × 4096) dönüşümü, ardından yalnızca eğitim kümesinden hesaplanan ortalama ve standart sapma ile standardizasyon.\n",
        "- **Dengesizlik:** Sınıf ağırlıklı çapraz entropi kaybı.\n",
        "- **Erken durdurma:** Her eğitim katmanının içinden **gruplu** olarak ayrılan küçük bir doğrulama kümesi (%15) izlenir; doğrulama makro-F1'i en iyi olan ağırlıklar saklanır. Değerlendirme katmanı erken durdurmada **kullanılmaz** (iç içe ayrım, sızıntıyı önler).\n",
        "- **Değerlendirme:** Klasik modellerle **aynı 5 gruplu katman** + aynı bağımsız test kümesi."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "id": "b2bfca4a",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b2bfca4a",
        "outputId": "df2f8007-7455-42c4-dc20-8626ce8af2b1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cihaz: cpu\n",
            "Katman 1: makro-F1 = 0.9112  (170 sn)\n",
            "Katman 2: makro-F1 = 0.9022  (364 sn)\n",
            "Katman 3: makro-F1 = 0.9811  (223 sn)\n",
            "Katman 4: makro-F1 = 0.9565  (225 sn)\n",
            "Katman 5: makro-F1 = 0.9431  (195 sn)\n",
            "\n",
            "CNN gruplu 5-katlı ÇD makro-F1: 0.9388 ± 0.0291\n"
          ]
        }
      ],
      "source": [
        "import torch, torch.nn as nn, torch.nn.functional as F\n",
        "from sklearn.model_selection import GroupShuffleSplit\n",
        "from sklearn.utils.class_weight import compute_class_weight\n",
        "\n",
        "torch.manual_seed(RASTGELE)\n",
        "CIHAZ = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
        "CNN_EPOK, CNN_SABIR, CNN_BATCH = 40, 10, 32\n",
        "print(\"Cihaz:\", CIHAZ)\n",
        "\n",
        "# log dönüşümü + yalnızca eğitim kümesinden hesaplanan ortalama/std ile standardizasyon\n",
        "LOG_FCGR = np.log1p(FCGR * 4096)\n",
        "MU, SD = LOG_FCGR[egitim_idx].mean(), LOG_FCGR[egitim_idx].std()\n",
        "IMG = ((LOG_FCGR - MU) / SD)[:, None].astype(np.float32)\n",
        "IMG_tr, IMG_te = IMG[egitim_idx], IMG[test_idx]\n",
        "\n",
        "class FCGR_CNN(nn.Module):\n",
        "    def __init__(self, n_sinif):\n",
        "        super().__init__()\n",
        "        blok = lambda i, o: [nn.Conv2d(i, o, 3, padding=1), nn.BatchNorm2d(o), nn.ReLU()]\n",
        "        self.ozellik = nn.Sequential(*blok(1, 32), nn.MaxPool2d(2), *blok(32, 64), nn.MaxPool2d(2), *blok(64, 64))\n",
        "        # Küresel havuzlama YOK: FCGR'de piksel konumu = k-mer kimliği, bu bilgi korunmalıdır\n",
        "        self.siniflayici = nn.Sequential(nn.MaxPool2d(2), nn.Flatten(), nn.Dropout(0.5), nn.Linear(64 * 8 * 8, 128),\n",
        "                                         nn.ReLU(), nn.Dropout(0.3), nn.Linear(128, n_sinif))\n",
        "    def forward(self, x):\n",
        "        return self.siniflayici(self.ozellik(x))\n",
        "\n",
        "def tahmin_et(model, X_):\n",
        "    model.eval(); ciktilar = []\n",
        "    with torch.no_grad():\n",
        "        for i in range(0, len(X_), 256):\n",
        "            ciktilar.append(F.softmax(model(torch.from_numpy(X_[i:i + 256]).to(CIHAZ)), dim=1).cpu().numpy())\n",
        "    return np.vstack(ciktilar)\n",
        "\n",
        "def cnn_egit(X_, y_, g_, epok=CNN_EPOK, sabir=CNN_SABIR, ayrintili=False):\n",
        "    ic_e, ic_v = next(GroupShuffleSplit(n_splits=1, test_size=0.15, random_state=RASTGELE).split(X_, y_, g_))\n",
        "    mevcut = np.unique(y_[ic_e])\n",
        "    agirlik = np.ones(N_SINIF, dtype=np.float32)\n",
        "    agirlik[mevcut] = compute_class_weight(\"balanced\", classes=mevcut, y=y_[ic_e])\n",
        "    model = FCGR_CNN(N_SINIF).to(CIHAZ)\n",
        "    opt = torch.optim.AdamW(model.parameters(), lr=1e-3, weight_decay=1e-4)\n",
        "    zam = torch.optim.lr_scheduler.CosineAnnealingLR(opt, T_max=epok)\n",
        "    kayip_f = nn.CrossEntropyLoss(weight=torch.tensor(agirlik).to(CIHAZ))\n",
        "    Xe, ye = torch.from_numpy(X_[ic_e]), torch.from_numpy(y_[ic_e]).long()\n",
        "    gecmis = {\"kayip\": [], \"val_f1\": []}; en_iyi, en_iyi_durum, bekle = -1, None, 0\n",
        "    for ep in range(epok):\n",
        "        model.train(); perm = torch.randperm(len(Xe)); top = 0.0\n",
        "        for i in range(0, len(Xe), CNN_BATCH):\n",
        "            b = perm[i:i + CNN_BATCH]\n",
        "            opt.zero_grad()\n",
        "            kayip = kayip_f(model(Xe[b].to(CIHAZ)), ye[b].to(CIHAZ))\n",
        "            kayip.backward(); opt.step(); top += kayip.item() * len(b)\n",
        "        zam.step()\n",
        "        vf1 = f1_score(y_[ic_v], tahmin_et(model, X_[ic_v]).argmax(1), average=\"macro\")\n",
        "        gecmis[\"kayip\"].append(top / len(Xe)); gecmis[\"val_f1\"].append(vf1)\n",
        "        if vf1 > en_iyi:\n",
        "            en_iyi, bekle = vf1, 0\n",
        "            en_iyi_durum = {k: v.detach().clone() for k, v in model.state_dict().items()}\n",
        "        else:\n",
        "            bekle += 1\n",
        "            if bekle >= sabir:\n",
        "                break\n",
        "        if ayrintili and ep % 5 == 0:\n",
        "            print(f\"  epok {ep:2d} | kayıp {gecmis['kayip'][-1]:.4f} | iç doğrulama makro-F1 {vf1:.4f}\")\n",
        "    model.load_state_dict(en_iyi_durum)\n",
        "    return model, gecmis\n",
        "\n",
        "cnn_cv = {m: [] for m in SKORLAR}\n",
        "for kat, (a, b) in enumerate(CV_KATMANLAR):\n",
        "    t0 = time.time()\n",
        "    model_k, _ = cnn_egit(IMG_tr[a], ytr[a], gtr[a])\n",
        "    p = tahmin_et(model_k, IMG_tr[b]).argmax(1)\n",
        "    cnn_cv[\"dogruluk\"].append(accuracy_score(ytr[b], p)); cnn_cv[\"dengeli_dogruluk\"].append(balanced_accuracy_score(ytr[b], p))\n",
        "    cnn_cv[\"makro_f1\"].append(f1_score(ytr[b], p, average=\"macro\")); cnn_cv[\"mcc\"].append(matthews_corrcoef(ytr[b], p))\n",
        "    print(f\"Katman {kat + 1}: makro-F1 = {cnn_cv['makro_f1'][-1]:.4f}  ({time.time() - t0:.0f} sn)\")\n",
        "MODEL_SONUC[\"CNN (FCGR)\"] = {k: np.array(v) for k, v in cnn_cv.items()} | {\"sure_sn\": np.array([np.nan])}\n",
        "print(f\"\\nCNN gruplu 5-katlı ÇD makro-F1: {np.mean(cnn_cv['makro_f1']):.4f} ± {np.std(cnn_cv['makro_f1']):.4f}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "id": "64bda038",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "64bda038",
        "outputId": "c70eac98-205a-4793-b0c2-1da3bd96bf34"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  epok  0 | kayıp 1.1857 | iç doğrulama makro-F1 0.8369\n",
            "  epok  5 | kayıp 0.0440 | iç doğrulama makro-F1 0.9394\n",
            "  epok 10 | kayıp 0.0163 | iç doğrulama makro-F1 0.9645\n",
            "  epok 15 | kayıp 0.0068 | iç doğrulama makro-F1 0.9452\n",
            "  epok 20 | kayıp 0.0042 | iç doğrulama makro-F1 0.9772\n",
            "  epok 25 | kayıp 0.0022 | iç doğrulama makro-F1 0.9738\n",
            "  epok 30 | kayıp 0.0020 | iç doğrulama makro-F1 0.9754\n",
            "  epok 35 | kayıp 0.0013 | iç doğrulama makro-F1 0.9754\n",
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_38_cnn_egitim_ve_test.png  |  norovirus_2209_ciktilar/figures/EN/figure_38_cnn_egitim_ve_test.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1980x550 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "                     Lojistik Regresyon  CNN (FCGR)\n",
              "Doğruluk                         0.9486      0.9764\n",
              "Dengeli doğruluk                 0.9206      0.9671\n",
              "Makro-F1                         0.9307      0.9745\n",
              "Ağırlıklı-F1                     0.9402      0.9756\n",
              "MCC                              0.9408      0.9723\n",
              "Cohen kappa                      0.9386      0.9721\n",
              "Makro ROC-AUC (OvR)              0.9999      0.9995"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-7f1b8498-05ae-40d6-9946-230ac465a720\" class=\"colab-df-container\">\n",
              "    <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>Lojistik Regresyon</th>\n",
              "      <th>CNN (FCGR)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Doğruluk</th>\n",
              "      <td>0.9486</td>\n",
              "      <td>0.9764</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Dengeli doğruluk</th>\n",
              "      <td>0.9206</td>\n",
              "      <td>0.9671</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Makro-F1</th>\n",
              "      <td>0.9307</td>\n",
              "      <td>0.9745</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Ağırlıklı-F1</th>\n",
              "      <td>0.9402</td>\n",
              "      <td>0.9756</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MCC</th>\n",
              "      <td>0.9408</td>\n",
              "      <td>0.9723</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Cohen kappa</th>\n",
              "      <td>0.9386</td>\n",
              "      <td>0.9721</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Makro ROC-AUC (OvR)</th>\n",
              "      <td>0.9999</td>\n",
              "      <td>0.9995</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7f1b8498-05ae-40d6-9946-230ac465a720')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-7f1b8498-05ae-40d6-9946-230ac465a720 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-7f1b8498-05ae-40d6-9946-230ac465a720');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "  <div id=\"id_4742c2fa-a1a3-49df-854f-fe48123cc41c\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('karsi')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_4742c2fa-a1a3-49df-854f-fe48123cc41c button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('karsi');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "karsi",
              "summary": "{\n  \"name\": \"karsi\",\n  \"rows\": 7,\n  \"fields\": [\n    {\n      \"column\": \"Lojistik Regresyon\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.025513703134179645,\n        \"min\": 0.9206,\n        \"max\": 0.9999,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          0.9486,\n          0.9206,\n          0.9386\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"CNN (FCGR)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.010477027022877039,\n        \"min\": 0.9671,\n        \"max\": 0.9995,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          0.9764,\n          0.9671,\n          0.9721\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_39_test_klasik_vs_cnn.png  |  norovirus_2209_ciktilar/figures/EN/figure_39_test_klasik_vs_cnn.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1100x440 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "CNN_MODEL, cnn_gecmis = cnn_egit(IMG_tr, ytr, gtr, ayrintili=True)\n",
        "cnn_olas = tahmin_et(CNN_MODEL, IMG_te); cnn_tahmin = cnn_olas.argmax(1)\n",
        "CNN_TEST = {\"Doğruluk\": accuracy_score(yte, cnn_tahmin), \"Dengeli doğruluk\": balanced_accuracy_score(yte, cnn_tahmin),\n",
        "            \"Makro-F1\": f1_score(yte, cnn_tahmin, average=\"macro\"), \"Ağırlıklı-F1\": f1_score(yte, cnn_tahmin, average=\"weighted\"),\n",
        "            \"MCC\": matthews_corrcoef(yte, cnn_tahmin), \"Cohen kappa\": cohen_kappa_score(yte, cnn_tahmin),\n",
        "            \"Makro ROC-AUC (OvR)\": roc_auc_score(yte, cnn_olas, multi_class=\"ovr\", average=\"macro\")}\n",
        "\n",
        "fig, axes = plt.subplots(1, 3, figsize=(18, 5), gridspec_kw={\"width_ratios\": [1, 1, 1.3]})\n",
        "axes[0].plot(cnn_gecmis[\"kayip\"], color=\"#C44E52\"); axes[0].set_title(\"Eğitim kaybı\"); axes[0].set_xlabel(\"Epok\")\n",
        "axes[1].plot(cnn_gecmis[\"val_f1\"], color=\"#4C72B0\"); axes[1].set_title(\"İç doğrulama makro-F1\"); axes[1].set_xlabel(\"Epok\")\n",
        "cmc = confusion_matrix(yte, cnn_tahmin); cmc = cmc / cmc.sum(1, keepdims=True)\n",
        "sns.heatmap(cmc, annot=True, fmt=\".2f\", cmap=\"Purples\", xticklabels=le.classes_, yticklabels=le.classes_, ax=axes[2], vmin=0, vmax=1)\n",
        "axes[2].set_title(\"CNN test karışıklık matrisi (normalize)\"); axes[2].set_xlabel(\"Tahmin\"); axes[2].set_ylabel(\"Gerçek\")\n",
        "fig.tight_layout(); kaydet(fig, \"cnn_egitim_ve_test\"); plt.show()\n",
        "\n",
        "karsi = pd.DataFrame({NIHAI_AD: TEST_METRIK, \"CNN (FCGR)\": CNN_TEST}).round(4)\n",
        "tablo_kaydet(karsi, \"test_metrikleri_klasik_vs_cnn\")\n",
        "display(karsi)\n",
        "fig, ax = plt.subplots(figsize=(10, 4))\n",
        "karsi.plot.bar(ax=ax, color=[\"#4C72B0\", \"#8172B2\"], width=0.75)\n",
        "ax.set_ylim(max(0, karsi.values.min() - 0.1), 1.02); ax.tick_params(axis=\"x\", rotation=25)\n",
        "ax.set_title(\"Bağımsız test kümesi: klasik model ve CNN karşılaştırması\")\n",
        "kaydet(fig, \"test_klasik_vs_cnn\"); plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "fc7181eb",
      "metadata": {
        "id": "fc7181eb"
      },
      "source": [
        "### 13.1 CNN mimari ablasyonu\n",
        "\n",
        "FCGR-CNN için üç tasarım tercihi ablasyonla sınanır. En önemlisi **küresel havuzlama** tercihidir: doğal görüntülerde nesnenin konumu önemsiz olduğundan CNN'lerde sıkça küresel ortalama havuzlama kullanılır; oysa FCGR'de **her pikselin konumu hangi k-mer olduğunu belirler**, dolayısıyla bu bilgi korunmalıdır. Ablasyon, bu tercihin başarıya etkisini sayısal olarak gösterir. Zaman kısıtı için her varyant ilk iki dış katmanda eğitilir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "id": "7e26bb05",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7e26bb05",
        "outputId": "edef33a7-59b4-4d24-beec-8095a1905f3d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Düzleştirme başlığı (temel)    katman 1: makro-F1 = 0.9219  (460 sn)\n",
            "Düzleştirme başlığı (temel)    katman 2: makro-F1 = 0.8826  (314 sn)\n",
            "Küresel ort. havuzlama         katman 1: makro-F1 = 0.9215  (548 sn)\n",
            "Küresel ort. havuzlama         katman 2: makro-F1 = 0.8775  (580 sn)\n",
            "Daha az filtre (16-32-32)      katman 1: makro-F1 = 0.9207  (95 sn)\n",
            "Daha az filtre (16-32-32)      katman 2: makro-F1 = 0.9197  (119 sn)\n",
            "{'Düzleştirme başlığı (temel)': np.float64(0.9023), 'Küresel ort. havuzlama': np.float64(0.8995), 'Daha az filtre (16-32-32)': np.float64(0.9202)}\n"
          ]
        }
      ],
      "source": [
        "import torch.nn as nn\n",
        "\n",
        "def cnn_kur(kuresel_havuz=False, filtreler=(32, 64, 64)):\n",
        "    blok = lambda i, o: [nn.Conv2d(i, o, 3, padding=1), nn.BatchNorm2d(o, momentum=0.01), nn.ReLU()]\n",
        "    f1, f2, f3 = filtreler\n",
        "    katmanlar = [*blok(1, f1), nn.MaxPool2d(2), *blok(f1, f2), nn.MaxPool2d(2), *blok(f2, f3)]\n",
        "    if kuresel_havuz:\n",
        "        bas = nn.Sequential(nn.AdaptiveAvgPool2d(1), nn.Flatten(), nn.Dropout(0.4), nn.Linear(f3, N_SINIF))\n",
        "    else:\n",
        "        bas = nn.Sequential(nn.MaxPool2d(2), nn.Flatten(), nn.Dropout(0.5),\n",
        "                            nn.Linear(f3 * 8 * 8, 128), nn.ReLU(), nn.Dropout(0.3), nn.Linear(128, N_SINIF))\n",
        "    return nn.Sequential(*katmanlar, bas)\n",
        "\n",
        "class SarmalCNN(nn.Module):\n",
        "    def __init__(self, govde):\n",
        "        super().__init__(); self.ozellik = govde[:-1]; self.siniflayici = govde[-1]\n",
        "    def forward(self, x): return self.siniflayici(self.ozellik(x))\n",
        "\n",
        "def cnn_egit_fabrika(fabrika, X_, y_, g_, epok=CNN_EPOK, sabir=CNN_SABIR):\n",
        "    global FCGR_CNN\n",
        "    _eski = FCGR_CNN\n",
        "    FCGR_CNN = lambda n: SarmalCNN(fabrika())\n",
        "    try:\n",
        "        m, h = cnn_egit(X_, y_, g_, epok=epok, sabir=sabir)\n",
        "    finally:\n",
        "        FCGR_CNN = _eski\n",
        "    return m\n",
        "\n",
        "cnn_varyantlar = {\n",
        "    \"Düzleştirme başlığı (temel)\": lambda: cnn_kur(False, (32, 64, 64)),\n",
        "    \"Küresel ort. havuzlama\":      lambda: cnn_kur(True, (32, 64, 128)),\n",
        "    \"Daha az filtre (16-32-32)\":   lambda: cnn_kur(False, (16, 32, 32)),\n",
        "}\n",
        "CNN_ABL_SONUC = {}\n",
        "for ad, fab in cnn_varyantlar.items():\n",
        "    skor = []\n",
        "    for a, b in CV_KATMANLAR[:2]:\n",
        "        t0 = time.time()\n",
        "        m = cnn_egit_fabrika(fab, IMG_tr[a], ytr[a], gtr[a])\n",
        "        skor.append(f1_score(ytr[b], tahmin_et(m, IMG_tr[b]).argmax(1), average=\"macro\"))\n",
        "        print(f\"{ad:30s} katman {len(skor)}: makro-F1 = {skor[-1]:.4f}  ({time.time() - t0:.0f} sn)\")\n",
        "    CNN_ABL_SONUC[ad] = skor\n",
        "print({k: round(np.mean(v), 4) for k, v in CNN_ABL_SONUC.items()})"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "c1a4824b",
      "metadata": {
        "id": "c1a4824b"
      },
      "source": [
        "## 14. Açıklanabilir Yapay Zekâ (XAI)\n",
        "\n",
        "Yüksek doğruluk tek başına yeterli değildir: modelin **neden** belirli bir genotip tahmini yaptığını bilmek, sonuçlara güvenmek ve biyolojik olarak yorumlamak için gereklidir. Bu bölümde iki tamamlayıcı yaklaşım kullanılır:\n",
        "\n",
        "1. **SHAP (SHapley Additive exPlanations)** [21]: Oyun teorisindeki Shapley değerlerine dayanır; her özelliğin (burada her k-mer'in) bir tahmine katkısını hesaplar. Ağaç tabanlı modeller için kesin ve hızlı hesaplama yapan **TreeSHAP** algoritması kullanılır [22]. Açıklama için ayarlanmış **LightGBM** modeli kullanılır (nihai model topluluk olsa bile, LightGBM ağaç tabanlı olduğundan kesin SHAP değerleri verir ve başarısı en iyi modele yakındır).\n",
        "2. **Permütasyon önemi:** Modelden bağımsız bir yöntemdir. Bir özelliğin değerleri karıştırıldığında test başarısının ne kadar düştüğünü ölçer. SHAP sonuçlarını doğrulamak için kullanılır.\n",
        "3. **Grad-CAM** [23]: CNN'in son evrişim katmanındaki gradyanlardan bir **ısı haritası** üretir ve FCGR görüntüsünün hangi bölgelerinin karara en çok katkı yaptığını gösterir. FCGR'de her piksel bir 6-mer'e karşılık geldiği için bu ısı haritası doğrudan **k-mer düzeyinde biyolojik yoruma** çevrilebilir.\n",
        "\n",
        "Son olarak SHAP ve Grad-CAM'in işaret ettiği k-mer'lerin **örtüşüp örtüşmediği** incelenir. İki farklı model ve iki farklı açıklama yönteminin aynı dizi motiflerine işaret etmesi, bulguların güvenilirliğini artırır."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "id": "8b48959d",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 512
        },
        "id": "8b48959d",
        "outputId": "b0de98cc-9304-4ae6-9188-6689f56c3c54"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Açıklanan LightGBM test makro-F1: 0.8994\n",
            "SHAP dizisi boyutu: (467, 1344, 9)\n",
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_40_shap_kuresel_onem.png  |  norovirus_2209_ciktilar/figures/EN/figure_40_shap_kuresel_onem.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1870x770 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import shap\n",
        "LGBM_ACIK = clone(LGBM_AYARLI).fit(Xtr, ytr)\n",
        "print(f\"Açıklanan LightGBM test makro-F1: {f1_score(yte, LGBM_ACIK.predict(Xte), average='macro'):.4f}\")\n",
        "Xte_df = pd.DataFrame(Xte, columns=OZELLIK_ADLARI)\n",
        "aciklayici = shap.TreeExplainer(LGBM_ACIK)\n",
        "sv = aciklayici.shap_values(Xte_df)\n",
        "if isinstance(sv, list):\n",
        "    sv = np.stack(sv, axis=-1)                     # (örnek, özellik, sınıf)\n",
        "beklenen = np.atleast_1d(aciklayici.expected_value)\n",
        "print(\"SHAP dizisi boyutu:\", sv.shape)\n",
        "\n",
        "ort_abs = np.abs(sv).mean(axis=0)                 # (özellik, sınıf)\n",
        "toplam_onem = ort_abs.sum(axis=1)\n",
        "ust20 = np.argsort(toplam_onem)[::-1][:20]\n",
        "\n",
        "fig, axes = plt.subplots(1, 2, figsize=(17, 7), gridspec_kw={\"width_ratios\": [1, 1.1]})\n",
        "sol = np.zeros(20)\n",
        "for c, s in enumerate(le.classes_):\n",
        "    axes[0].barh(np.arange(20)[::-1], ort_abs[ust20, c], left=sol, color=RENKLER[s], label=s)\n",
        "    sol += ort_abs[ust20, c]\n",
        "axes[0].set_yticks(np.arange(20)[::-1]); axes[0].set_yticklabels([OZELLIK_ADLARI[i] for i in ust20], fontfamily=\"monospace\")\n",
        "axes[0].set_xlabel(\"ortalama |SHAP değeri| (sınıflara göre yığılmış)\"); axes[0].set_title(\"Küresel önem: en etkili 20 k-mer\")\n",
        "axes[0].legend(fontsize=8)\n",
        "ust30 = np.argsort(toplam_onem)[::-1][:30]\n",
        "hm = pd.DataFrame(ort_abs[ust30], index=[OZELLIK_ADLARI[i] for i in ust30], columns=le.classes_)\n",
        "sns.heatmap(hm / hm.max(axis=0), cmap=\"rocket_r\", ax=axes[1], cbar_kws={\"label\": \"Sınıf içinde normalize önem\"})\n",
        "axes[1].set_title(\"k-mer × genotip önem ısı haritası\"); axes[1].tick_params(axis=\"y\", labelsize=8)\n",
        "fig.tight_layout(); kaydet(fig, \"shap_kuresel_onem\"); plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 52,
      "id": "bb883ba7",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "bb883ba7",
        "outputId": "473b4f57-732c-4944-bf14-b78591b44cba"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_41_shap_beeswarm_GII_4.png  |  norovirus_2209_ciktilar/figures/EN/figure_41_shap_beeswarm_GII_4.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 990x660 with 2 Axes>"
            ],
            "image/png": 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1r2zYsIHDhw9TVVUVNGhGtdqBbjhjxowJqoG44IILggLJlmpGvH379qDamIyMDG666abA6z59+jBhwgQ+//zzRm/z9ttvD+qDrChKoNl5u3bt+Pzzz/nmm2/Ys2cPxcXF9Qap+/bta3RNY2N8//33Qa8vueSSoOl/rr/+et57773A96IlLVy4kEWLFrXY9v7617+eMqPGNtZf/vKXQOHac88912Bz+qaoGzy/8cYbjB8/ng4dOtC5c2cSEhLo378//fv3/1n7efDBBwN5TkxMpH///kH3ory8PBltVYiTiASSQoiwrrnmGq666io2btzImjVr2LhxI+vWrQvpPzh37lwee+yxBh/I6hu8oO4gB3Vt2LAhqNnpwIEDgx4iJkyYEAgkwd/c8ViBZH0sFgt33HFHkwak2LNnDzfddFPgwe1YKioq6g0ke/fu3eja1J+jdsATFRXFG2+8EfZhs+7n0r1796DXiqLQrVu3oIAhKysrEFRcddVVvPnmm4FajLlz59KzZ0/mz58fNC1C3WatdZvcNuRYU9DU7R9Yt59YS9X41p1vtXv37iF9N+uev2Oprwme0+nkxhtvZPv27Y3aTktP01N3Lte6g5qE+160lL179/6s1g11Pfroo40KJBMTE4Oa69b9vC0WS2BKkz179rB3794Wy2NTLF++nK+//hrwDyLW3D7j4aSmpnLNNdcEmrdWt0yp1qZNG8477zzuuOMOOnXq1Oz9HK9rVgjRMiSQFELUS1VVBg8ezODBgwH/gCLz58/nz3/+c+BB3zAM9u/f3yol+3Xnjty1axfnnXde4HXdScHXr1/PoUOHGhwUqHoeSfA/AMbFxdGjRw8uvPBCkpKSmpS/f/7zn0FBZEREBP379ycuLg7w93us/X64Scyr1R5h83iprKzkkUce4fXXXw+p/ayb14YGtQmnXbt2nHXWWaxatQrwjw77hz/8IahZa/fu3Rk4cGDgtcfj4ZlnngkKIpOSkujVqxeRkZFA05pJV38O1Zozqm9zhDtXTd13mzZtwi7/6KOPgoJIVVXp27cvbdq0QVXVkECmoe+caJyBAwcGBZLfffcd1157beB1REREoMlkfaPjHg/VTcnBX3tb+1qpbhZdbcGCBSxdupTo6Gi++eabRm3/mWee4eyzz2bevHls2rQpqMlvbm4un332GV988QWzZ89u9sBs8fHxQa/rdhkQQpxcJJAUQgQpLy/HbDaH7fdosVi4/PLL+fDDD4MeZuuO9NoS3G53oK9XtaqqqrAjpFYzDIPZs2c3ODVG3Xkkf47169cH/m+1Wlm0aFFQs9ixY8c2urbyeAU5AwYMwGazBQb3+e6773jggQd45ZVXgj7Htm3bBgUku3fvpk+fPoHXhmGwZ8+eoG3XbXJ29dVXBwLJnJycwLQetd+vbc+ePUE1pr179+aTTz4JBLn5+fktWiPVUtLS0oJeh2ty29QpBeoL3Gt/58A/avC4ceMCr5966qlWrRGr28Sx7nfAMIxWmz7ht7/9bYtNe9MUEyZMCBq5dcmSJS06UFNrqN3vOxyPx4PH42lUzX81RVEYN25c4PtWUVFBVlYWX3/9dSB4rqioYNasWfUOsCaEOL0cnycXIcQpY9euXVxwwQW89NJLYR9Id+3aFfSgbDKZ6NixY4vnY/HixZSVlTV5vdmzZx+3WpjapfyqqgbV6n388cdBE5ifLGw2G2+88UZQv7YlS5bw8MMPBx1P3ZEp33777aAaiOnTpwc1O05OTg5pljZ69OigGobafWltNhuTJk0KSl+31sRisQRGrvV4PPz73/9u5FEeX3369AlqspyZmRnUF3P79u31TuXRVHXPUXVNLfjnP22p/dSn7kBUCxYsCCpUeu+99zh06FCr5uF4u+CCC4IG09F1nXvvvTekmfbx8Oqrr9KjR4/AX+3vWWtyOp1Mnjw5qODA4XDQs2dPLr300qC0BQUFxyVPQogTT2okhRAhiouLmTx5MpMnTyY5OZnOnTsTFRVFYWEhW7duDXp4uvjii1tsQIfa6s4d+c9//jMk8Kh2ySWXBB5wsrKyWLduXb2jKLak/v37B2r2XC4X48ePZ8CAARw+fJjdu3ejKMpJ2bTQ4XDwzjvvcPPNNwdGWfzyyy959NFH+de//oXJZOLKK6/k/fffDwSLe/fuZezYsfTt25eioiJ27twZtM2HHnoopFbVarVy+eWX8+677wIEDQhz8cUXh/QX7dq1K5GRkYFa582bNzNu3Dg6dOjArl27AlNbnGysViu33HILr776amDZ448/zkcffURkZCSbNm1qsb5dAwYMCJrS4P7772fo0KG43W42btzY6oFNv379GD58eGDkVqfTybXXXkuPHj2orKw8KQtPWsLLL7/M9ddfz8GDBwF/jd/DDz/Ms88+S69evYiIiKCwsLDRfVdbwxVXXFFva4vVq1dzyy23BF5ffvnlPP/8843ettfr5aWXXuKll16iTZs2dOjQgZiYGKqqqti0aVNQ2up5aIUQpz+pkRRCBKnbpC4/P5/Vq1ezZMkSNm/eHPSg2qtXL5566qkWz0N+fj4rV64MvLbZbEHDuNdVu2kfhAahreXhhx8OqoUsLi7m22+/Zffu3VxwwQUMGjTouOSjOeLi4pgyZUrQXKALFizg8ccfR9d1bDYb77zzDl27dg28X1ZWxqpVq4KCSFVVefDBB7nyyivD7ueqq64Kuzzc3JGRkZEhgx1lZmaybNkycnJyePjhh5t0jMfTPffcEzK4ybZt21izZk1gFNvamtsc/KabbqJt27aB1x6Ph5UrV7Ju3TrS0tKC+u61lueffz6oGbPX62Xbtm3s37+frl27BvVjhtZp+n68JSUl8dlnn3HRRRcFLS8uLmbVqlUsXryYTZs2BY3Y7HA46u3reirLzc1lzZo1fPPNN6xatSqou0HPnj2bPeCZEOLUI4GkECLI4MGDmT17Nn/4wx+4+OKL6dq1K9HR0ZjNZqxWa2B0vmeffZbPPvusVQbZmTt3blDfnXPPPbfBEU2r55astmjRoqAJ71vLwIED+d///sfIkSNxOBzYbDa6du3KH/7wB15//fWTfqCIlJQUpk6dGvSwO2fOHJ544gkMw6Bdu3bMnDmTZ555hhEjRpCYmIjZbCYyMpIuXbpw3XXXMWvWLH7961/Xu48uXbqE9CXr2LFjvaOS3nbbbbz00kv0798fm81GVFQUgwYN4rXXXguai/JkY7FYmDx5Mo888ghdunTBarWSkJDA+PHjmTlzZshgSs0dXCkuLo5PPvmEq6++muTkZCwWC2lpadxwww3MmDGjyQNGNUd6ejozZszgxhtvJDU1FYvFQkZGBnfccQeffPJJyMjOJ2IgqdYQFxfHa6+9xuzZs7n99tvp168f8fHxmM1mbDYbycnJDBo0iBtvvJFXX32VlStXMmLEiBOd7RYRFRXFiy++yI033ki/fv1ITU3FbrdjNptJTExk2LBhPP7443z88cdERUWd6OwKIY4TxTgZ210JIYQQp5isrKyg2sJqubm5XHnllYFRNVVVZfHixSED15wq3G435eXlYYPWlStXcueddwZaLnTo0IGvvvrqeGdRCCHEcSB9JIUQQogWcMMNNxAZGcnAgQNJSkrCMAyys7NZunQpLpcrkO6aa645ZYNI8Dc9v+iiixgwYADdunUjMTGRqqoq9uzZw6pVq4L6BT/44IMnLqNCCCFalQSSQgghRAvZv39/gwPOTJo0iSeeeOI45qh16LrOxo0b2bhxY9j3rVYrjzzySEizcyGEEKcPadoqhBBCtICZM2eyYsUKfvzxR4qKiqioqCAiIoKMjAwGDhzIZZdddlIPwNRYTqeTDz/8kHXr1rFnzx6Ki4vxeDw4HA46derE8OHDueqqq5o9Kb0QQpyOLrzwQoYNG9akEZOr3XzzzeTn57No0aJWyFnzSY2kEEII0QIamn7hdBIREcHdd9/N3XfffaKzIoQQJ8zMmTN5/PHH+eSTTxg4cGDI+/fccw8//fQTS5YsOf6ZO04kkBRCCCGEEEKIVrRo0aKQKdZOdRJICiGEEEIIIUQrqj3v9OlC5pEUQgghhBBCiFZ04YUX8thjjwUty87O5t5772XgwIGcddZZPPfccyxfvpwePXqwevXqkG3s2bOHW265hQEDBnDuuefy9ttvH6/shyU1kkIIIYQQQgjRDOXl5RQVFYUs9/l8Da5XVVXFrbfeSl5eHrfccgspKSnMmzcvbAAJUFFRwV133cXo0aMZO3YsX375Jf/+97/p3r07559/foscS1NJICmEEEIIIYQQzXDnnXfW+15GRka9733yySccOnSIV155hTFjxgBw7bXXctlll4VNn5+fzwsvvBB4/6qrruLCCy/k888/l0BSiONp586dAPTs2fME5+TUI+eu6UpLS9m0aRMAAwcOJDY29sRm6BQi37fmkfPWfHLumkfOW/PIeTsJKA2Mtm3MPObqTzzxBF26dAlZ/vLLL1NQUFDvesuXLyc5OZmLL744sMxms3HNNdeEnSLEbrczceLEwGur1Uq/fv04dOjQMfPYWiSQFEIIIYQQQohm6NevX9jpP95///0GA8ns7Gzatm0bMpJr+/btw6Zv06YNqho8vE1sbCy7du1qeqZbiASSQgghhBBCiF+oU2NKjrpB5Mng5MuREEIIIYQQQpzGMjIyyMrKwjCMoOUHDx48QTlqOgkkhRBCCCGEEL9QSgN/reecc84hPz+fr776KrDM7Xbz6aeftup+W5I0bRVCCCGEEEKI4+jaa69l2rRpPProo2zdujUw/YfNZgMI6Tt5MpIaSSGEEEIIIcQv1ImpkYyKiuL999/nzDPP5MMPP+SNN95gyJAh/PrXvwYIBJQnM6mRFEIIIYQQQogmuOKKK7jiivqnDnnzzTeDXi9ZsiQkTbt27ULSvffeewCkpqYGln344Ydh9xFumpDjSWokhRBCCCGEEL9QJ6ZGEsDlcgW9drvdfPLJJ3Ts2JE2bdq0+v5/LqmRFEIIIYQQQojj7P777yc9PZ2ePXtSUVHB3Llz2bdvH//+979PdNYaRQJJIYQQQgghhDjOzjnnHGbMmMG8efPQNI2uXbvy0ksvMX78+BOdtUaRQFIIIYQQQgghjrPbbruN22677URno9mkj6QQQgghhBBCiCaRGkkhhBBCCCHEL9TJP1/jyUpqJIUQQgghhBBCNInUSAohhBBCCCF+oaRGsrmkRlIIIYQQQgghRJNIjaQQQgghhBDiF0pqJJtLaiSFEEIIIYQQQjSJ1EgKcRLQdIOscmgTBXZz80rGvviukg3bnCTHmBgzMooOba0tnEshhBBCiNON1Eg2lwSSQhxHhmEwd6/B4gMG7WMUbuoJq3MMfrvE4FA5xNvhr2er/G5Q4xsLFFfqXP3PIn4qMgCI0Tws+LacZx9OoV8ve2sdihBCCCGE+AWTQFKI4+iur3SmbDWOvjJ46hsfF+7Np4vVRE77RIpdJh5YotMvCS5o37hg8tGPyvmpGKI1nRifhktVOGS28MJLeXwwuR2qKiVtQgghhBDhyXNSc0kfSSGOk5VZtYNIP6fFzE9JDtpUerh0Vw6RHh8AH++sSbd1j5v531Wy55A3ZJtezWDxj146OV30rXTS3u2hu9NNiq5xyGzm8zklrXpMQgghhBDil0lqJIU4Tu74Ug+7vNRuAcCiG/TJK2Nt2wQizKBpBn+ZXMT3W9wA6EDEoFgOWm1EmOHuASq/6qsQg0bq0QC0Wpzbx8HYGBZs9HD15a16WEIIIYQQpzCpkWwuCSSF+Bl0w2BDLkRboUdC+BuRbhjM2GWwqxgwDFCC08VXeQL/T3B6AYPb+5r46KvKQBAJsDslmsPltsDrdV/pHCxTSFaCazmrtSlzsj3e0fyDE0IIIYQQoh4SSArRTBtydMZ85KGwRMMwKQztaOGr68zE2WsCxW35BhNna+wv9b+2ajoesynwfpzTzcAjRRiq/1IstZkBhXu+0ojZVBlI51MVjsQED5yj6gbTFlaQ7tJJDJM/rwEek7ReF0IIIYQQLU8CSSGawTAMLpxcSWl1haEP1u70ccsMK3Nvqgn4JszSOFBWs57HbKJTUTmpFS5i3F66F5ahGJDrcJATaWFDehwAa7J1BlYZxAPlNjNZsREYtWsyDYMOxZVkxUWSmeDgnMwCMspdgbddisIRq4XKMp11OQZDUk+9Zhs+r07W7kq2rypFNSmccWECqR0jTnS2hBAtzNB1jEovarTt2ImFEKKFGQ00bT31np6OLwkkhWiG6eu9lLrqNFNVFNauq+CPHifnj4ylrcMICiKrHYmO4PKdWYHXOrC8fSKHY+yB7RmqwmGHDaemszM1Jmg/qk8jvaiS/SkxgWUrOyTSrrSKHjnllJlU8qwWNEWhymRi6DSND8er3NT71Kid9Lh0Zr5ygG3LSzBqtdpdNSePG/7UmV7DY09c5oQQLcr5xmoyX1hLlh6Jo42d/v8aQdTIDic6W0IIIRqhxQPJvXv3MmPGDNavX09ubi5ut5uEhAR69erFqFGjuPjiizGbg3e7ZcsWZs2axaZNmygoKEDTNJKSkujTpw9jxozh/PPPR1HClwnceeedbNq0ifbt2zNz5sxG5/PJJ5/kiy++wOFwsGjRIuz2hufbO3LkCJ9++imrV6/myJEjOJ1OYmNj6d69O+effz6XXHIJERFSW3K6m7uiio++qmRDGRAR+p3JibTx3yNm/vOpl55tVDAI6RMZ4dWCXu+LdwQFkeBfpzA+kkJC11cAt9UStMxQFA7GRaH4DIwq/8A7BhBd5sIA/j7LICEHBveLoE2ymQNHvGza6SE10cSQvjZMJ9EUIW//cTeH9zpDlusafDk1G0+ZB1036HFWPJExljBbCGYYBvs3lFKY7aJdn2hSu0S1RraFEE3k+fInlj+/ncPxbUkrL+Cg08TKP+0lo38Box/oQsSbK3F9uAlMKvbbB+G9bwQHNpQSmWCly4hETOZTo3BMiNoM3aD4yyxc+8qJHZmGluWk4h/7WLnme2wdHLR/8gxSbuh6orMpRKO0WCBpGAZvvvkmU6ZMwTAM+vfvz7Bhw4iIiKCgoIC1a9eybNky5s+fz3//+18AvF4vL7zwArNnz8ZkMjF48GDOPfdcrFYrOTk5rFmzhq+//ppJkybx5JNPhuwzMzOTTZs2oSgKBw8eZP369QwePPiYeS0rK2PJkiUoikJFRQXffPMNEyZMqDf9jBkzePHFF/F6vXTv3p2xY8ficDgoKSlhw4YNPP/880ybNo3Zs2c3+/yJ1rXpgJfsIp3hXS0kRTfv4WPpBhcvfOSvYjRMKophBDc3BbCaqLD5g5udRzSwmupuhsSqmgF0iuxWlnRqExIsAvjMatjlmtmEq56+j7FeH+0rqjgUZWN3koOoKh8JJS6SXB7e3qvxtlJCVaQZ3V1T1dejo4UXHkokKuLEP5TtWlcaNogEUAyd0v3lzPl3OQALLZlExJhRVYWeI+IZeUtb7FE1t7TKUh97Npby3YfZFGQ5MRT/8bXrEcmvXuwlD6Hi9GcY8N12tKW7cX6ThX6oHPN5nbA/Nw7F6Ub/48co63ejJtrhvrHoFw3CWHsApXcqap/0lsnDtgOwIxuGdYUOKUFvFUzdQoy3jPM2rw8sy4pNZh7n8sk9G7h+xWJijDxMeMl/NZtZS71UWv0DiCV0iOTaVwcSlWBtmXweg7fKx+FVeZgjzKSdmYxqOnkK38TJxdB0SpYcRndqxI3OQDWBtni3//d8eEe2Tfia8u9za5pMmhUMnwEoOHeWsuvGb7Ek24m/qC2GbuD+7gBGsQvbqE6oMdL8W5xcWiyQnDJlCu+88w6pqak8//zz9O3bN+h9wzBYvHgx8+bNCyz7xz/+wdy5c+nWrRvPP/88HToEN2fx+XzMmzePzZs3h93nrFmzALjlllt4//33mT17dqMCyYULF+J2u7n55pv56KOPmDVrVr2B5IIFC3j++eeJiYnh3//+NyNGjAhJs2bNmkBwLIJtzDXw6jAkFdR6apVr+7HAoMQNw9LA3IhaspxKg91F0DcJvtrkZtZaF6qqcHZfG4O72eiXYPDrd8tZvsuLDlTG2Ehsa6eTI5Xbu5TQE/+AOOVeGJZKoGZu4z4Pbyx1sU2xMbiDmT8NV5m3sgoAlwJZqdH+wKSiZsRVVAUiai4p3aSEjtJqGET4NHKi7CgYrEtLwK3UCUp1A8WrYdN0MKu4rKGXqdtmQtENjFrnyKLpdCquwq7p9Cxz4o60sDMpmuT8Sgo0jQSfhltR8Ll1QEHBX2u5PdPL6zPKGHNeFP3bm+ut/S8s9JGX78XjBlsr/Zat+7Iw/Bu6jkXzBfVV0LwGFYX+uTXXzM5lw5cFdBgUx5kTkikr0Zj1ygEMt+Y/TtXk/ywwOLTbyWf/2Md1T57YEl9DNzi8qwKzTaVN5yjyM6twV/pI6+FoVJBr6AZHdlVgsii06Sqj8/7SVOS7WTllP9lbSknuEsWIOzuT0CHS/+Z3O2j/4DvYfzwMbi8mdKJQ0IiAD3/E9+m36G4T1b1/lEPFqHd/gMbngL/wS72sH5aHzsPo1hbf7kLMPZNR2xz9nmkarN0DkTbo35Fdi46wfU42umbQc1waPc+Oo+zPS3F9tgVLWRGxHMGqenA/MIk1jr4Ubi8lsVcsCZtziHOVM6fvuXhMVroUZjEgezc9cvdTGhVJgnEABX+hV6rzMFdtn8Mnva8i1lVFyR4Pqz84wIUPdjvmudJLXfg256Clx7JxcREH1hThaGNjyA0dSOtbf1N5T7mXgrc2o/9vC2U7izlijyYzLgnFZiK2UxT97+pOt0ntm/0ZihNL35QFHh/KkPYoavA9t3RHCb4KHwmDElDqFNz69pdQ/Mg3+H4swHpue2L/NIKKXC/7X9xO1Z4yfAfKUAqdKBg4bF6itUrwaTiooDI2gfLSaBQ4+meg+jQMwIYXDxa8mDnyjw2UvbwO17cHMVU5seFBjbaS8MmVRIyr+e0yNJ3yNfmYHBai+iWEHqPTh3NdLpYMB9bO0i2kflIw1FyKYRjh5w5oguzsbK644goURWHatGl07Vr/A5rH48FqtbJp0ybuvPNOYmNj+eSTT0hKSjrmOrV5vV7GjRsHwKJFi7juuus4cuQIX3zxBTExMeE2E3DdddeRmZnJF198wVNPPcX333/PZ599RqdOnYLSVVRUMHHiRMrKynjttdc488wzm5THXyq3z+Cvq3Re3+gP0ADibDAwGS7tqvLrAQoRFv9FW16lM+PbKjbt97KISHY7/Q8xGQ6YMdHEmen1X9wTZ/qYv+9o61EMYotdOMrdFCZF4oz0fxZ21SAyv4qoSi8KoCtQGmunPMaOioHDqlB2NBZsHw2vXKhS/PURtn+Zj8kAr6qwrFMb8ron0ml3MT6Xzp74SPISjj6w6QZ4NH8QaQmuQVR0HUU/GlAeXT7iQB7DswsptluwajpRXo2NcTF8170NA/JKsVR62GKPQDuaPkKB8tRo9Fo/ZBavRtfDZbisJnLjI3BZTES5fQzPLibR5Q2kqzKbmNcrDbvTS9vccrq4PHjr/CC6FAVNVcEwKDapZKRZeP6aKJZvcbMvx4fHC4qqY87zUJrlAt0gyV1Fh2g3vQYmMOyyVBLbtkyT7gPbK3j3yT34PMG3JCVMEAmAYaAY/j6mKP6fAZ+qYtJ1PDYbaLo/iKz+TI7+q+g6JsXgT5+dgS0ytMa4sXauKGT7kgJMJoUB49rQaVD9P9KlpaVs2rQJgJ5d+7FxRjGbvy7A6zbAMLBHqrgr/E2STXYzXYbGMfJX7UjuEElxthNLhAnH0ZqX8nw3y6Zk8uPiAnSf/1wldozg+n/3w5F4+t2Ddu7cCUDPnj1PcE7CKzxYxfqZhynPc9NhUBwDJ6ZhtoYvCNC8Opvm57B/XQnRSVYGX5FOUnXwB+xfW8zWL3LRdYO+F6fQ9exw4zGD16Xx5hXf4yzz+b/XhoFqUmjXP5p2ZUcYMP1jIn3uWmtogErthyUNC15iqf8BykBDp5Ik/7pmlcg/noPj6i5w2QuQmQdASdu2fJY4CqfFfx9QdJ1xu7dhrvDW2pbOno6xlEVGUWpEEVFVRaU1ij7lmXzXbRgWTSPS46YsIoIOBTkURsYw8sB39CrYHZSjSpKpUJJRDdAUlV1dO1E5ujeJPWLof1NnIhJDS7jy/74S39OLMXl8fNl7IAUxNdepqsKl0bmk9o/H/uAI1HT/s8Our9bh+tuPmNblk+CqDNrewZh4tqW0BSDC66T3jZ0447mz6jmHjVOVWUHm6zuo2ltO/NkpdLi3B2bHsZvtn2yOea1WueH1L+C7H6FzG3hwAnRq0/gdfLICPl3lL8C452I4p1ez8mkcKcU98S2MdQcBULomYb2tP+raXWiOSDYeSiZzp/+6iGwbyZlvnYW66hBVX2eiOiy4P92KqmlHB2hRcMU4yPQlort10DSi8FF9XanoOHBh9v9SoWFQhgMFsOPBhjdQqKujoKPgwYIJHQs+TEcLUsz4iMKJ2iaKtIMPoFhNlG/IZ/vFi/AW+q/1qAEJ9Fs8HnOcleIp2yl+ZxvuLQUYbg0UiL2+BxnvXYxiaf7v3unKUG6p9z3F+OA45uTU0yI1kvPmzUPTNC6++OIGg0ggEGxV92e8/PLLGwwia69T29KlSykpKeG6667DbDYzYcIEXnvtNRYuXMh1111X77a2bdvGnj17OO+884iPj2fChAl8//33zJo1i9///vdBaRcvXkxZWRn9+vVrMIisL4+/VL2nauwrDV5W4oZvs+DbLJ2F+xS+ucaE12dw/3+K2JPtY19SFDmxNTe37Aq4fr7G3rtMYWsyr57rY96+mtcGCiXxEdhdXmLK3DgjLKAoGFU+HJU1DzSqAfElLlx2M16rORBEAhwsh99PLWXCziK2ZCRRGGkjo6yKkftyeT/OwSFDxWaC0shaP/CqAvbwl5GhKBjmWoPk6Dpuk8rrQ7vhtpjBMOhRUMbIfbkk7MymTYWT99LbBIJIAKcBqVmlKJEWchMi8JlMJJS7MRkGUW4fnXPKA2ktXo0ojwerpuNVVXSsR/MBdk3HY1JDHhkthoEGoCjEazr7j3i579UStNrdOA2DZI+PJAPaFZfgcHuoLIZ1B3PZ+k0Bv3qlL0ntmx9Muip9fPLsXvZtKkNXFFCDf+RMuh72UdcwwGOxBIJsVdcxDANdOdo3FTCqS5kNI1A7bKgqmq7jdevNDiS//ySbJW8fDLzevrSQiY91pd/o5AbX030w+8/7yM/yBgW23nINE0cfJlw+dq0sYu/6UuITTBQfcqKo0OPcJEbe24Fpv91KRYEnaLuFmU4+f/JHbv3vwGYdj2iegsxKPrxvM54q/wWzZ1URmetKuOr5PmHTz/nbLnYvr6l13/ZVHje/NoCULlFsWZjDF//8KfDerm8LGHV/Z4ZclRGynfWfZOEs12oG51IUNB0yN5VxAAerht1Ov9wdjN77HSr+Fgh1A0YTXnxoGPU+BmhUUush36dT9dx3RH40E/VoEAkQl5XFOc7v+brThQCklpTWCSIBVBzlsKF9FwD65Wzjyp8W8tHAaxh4YC/9sjIx6zpVVhuruvbinJ+2E6EEN3H3EEkV/iASwGTo9P5pL4t9Ng4uc7BnYTZXfXY+tlr9pnO+Pgh//hITsCWjfVAQCaDrsGWvTtyX3+GevonYjb9FK/NiuXIptgofZnwhZ6VdWTFe1URmXBJOSwSZU/fQLq+YxMljQ2quGsN5sJJV5yzEU+APBvIWZpM7P4uzloxBOYn6rv9shgFj/wbLf6xZNm0ZrP83dEypf71qT06HZ2fUvJ6+HD5/BC4b3uSseH43IxBEApj3/IT6hL/lmwkYhEpF3PkUWJOpyqri4EUzcBRX1NqCmRgqMaHhxUJ2WTyaScdk6ETUCiIBdFQqsRGLM7B9/xY07NRcJwpgwsCDBVDQMKGhYsOLGR0fZjRUyK3EuzUP6+A0to3+Al9xzW9B5eYidt24lPhUlZL3dwQftAGl03cRMSyVxAfOaPI5O93JqK3N1yKBZHVJ+7Bhwxq9TnVz1aFDhzZrn9X9EaubpI4fP57//ve/zJo1q8FAsro57KWXXgrAyJEjiY6OZsGCBdx///1BAWH1cTU3jyeL6lLC42HyT/HsKw1fil5t8UGDj1ZlohVo7Mn2D3xSHBkaiGeWwby1++kRE/zQXOpRmbm7E+Eub2eEhdgyN3aXD1eEhQhn3QcavwinD2+YJqPtiiv44IwulET487M1NZ4dybF0Lion02JH08Gkha/EN3s1fBZ/E0qTpqOZg4MUA4V1bWsVmigKu5JjiXF7OfdgPnsi7PjqNK/BMKiwqKSVu9BMCjnxkZg1Pez+bT4f8a6aWgib5qN9XjnRVV5MSvibYdAyRSFGN9CMOikVhXybjSSnC4c7+LNwV2ksencHQ66LpLnWfOJi3yb/56QaBrqu+x+QqwMtwp9vr8UcVFOrq6q/lLj6HFbX1Bg6ytGGFwYKuqpititk5e6F3KbnV/cZLJ9WGrJ88ZR9WNqGb5qraRoRERHkbNIpPOgGU813QzVqfsIU8OdV1/G5FQqyff4AU4edywrIyyqhoiD04RbgyI4Kdvy44/R6+AScTv8D2PG8jzXWxg/LA0Fktb0/FPH9l1uJ7xBco1Sa5WP38pKgZV6Xztdv/8jg26L59p3Q787y9/YT2asspD/eru+LAv+vfXUoR79Jumpic1pfEpzFDDm8ifofhcLfS/zbDS1kUfGgZuaELO9YciDwf5sv/D23Q2EuDncVFbZItrXpzdkHVpNYXskZB2tKBCM9bkbu3EK5PQK7L3j/peYkwsR1pFaWURLhoDyriuXvrKPt+PjAe/nPbqQHUG6zs7Vtx7D5clr8tZhGdhlZ//gCT76O+WjrgHD3HgXoUpJPu/JiVrbtSmFkFGXvbKE4xUC7uUvYfTSk8P8OBYLIaiU/5LPxvTVEnn1qNUVs6FqN/H4P7WsHkQBFFRQ9PY28P45vcLtqpZuu/55D0K+jruP684dk9mz6OWo/d2tQ3byJquD9odOzagcrrMlEeD11gkgAhQocxFGKy2Sh1B6J12TCp6soHgO7J/ie4A8KlUDtooIetpACwISOHjhSBS9mzPh/d3UUVJPC/socPJ8cCgoiq5V+k4WiV4Ysr5bzyTbyxxy/gSFP1pYkouW0yGgThYX+H8CUlEaUKh1VUFAAQJs2TWjWcFRWVhZr166la9eugS9pSkoKw4cPZ+/evWzZsiXsepWVlXz11VfExsZyzjnnAGCz2bjooosoLS1lyZIlP/u4TkY+n8//cF6L2x38w6VpGj6fr8E0hmHg9QY/JHi9Xmq3jl6a27gRMTNLoaC0VnPNMMGRikGspSZPhmHg8XjIc5sJX0dVE+SZff7t6XUDs6P0eh62MxMcgSCy2oF4B3lRdqxHfxxiytxQp0W43ekl/Ug5GVmltM0qJf1wOSZf8DEZ9exzd6K/OVVEnc9IMQwSDYjzGTjNZqwVXpIKKqmICNPkyTBIrfLPI1lktbA0OYEFqck4yt1EezUiNB1fmFbsWp3a3oZuCHo9jeArCoJ/ND0eT9B3ovpzq632d/Lg5uDvlMnQAzWIBuBTQnNlGEbYz1ZX1aCmrKqhBwI1Bf93StV14jMUNC0433W/77quh1wTHo8Hd5WO1xl6MqoK9ZBjq1Z93TiLqqtKa/4NG+BXB751Pp/SQ+EfPmre91/HzT22pnxu9W27pe4l4dY72Y6tqs53v1p5bvC2vV4vlfWkrSrQMHQDZ1HoPdBTYaDVGhir+tjiOtcpeKunoGh3YnVgE/p9NVAwaKj5ZGh+DUw1BTW1VDdrBciPicEIsz87TjoVZvu3o6iU2WPonnMoJJ1Z14mtqsDkicBJfKDJ3/aU8A+kzlodtl25/u9U9edW7vMXFh5KSAo7cBlARklNAK8cLEXJqgkq6mkLAfgL6jqV5GPR/P2w1S8PB1I05Tvpyw5OW82X7T6trjf1QD7hWLJqCkXqOzZTQQWqK7SAwpJd3Kxj0xJqvq8qYbpNAFGaPxizauHvuR4s+FDZHtkRj8l/HRmqgtNuxRvSx90IFErYcRKtVKDWU0Bad2nNd9DAjIZnUnv0ZDuGM3whkGro4S73AOVoF4nj/Rtw8lMa+BMNOSXnkZw9ezaGYYQMkFO7mWr//v1D1lu0aBFOp5OJEydisdT8gF566aXMnDmT2bNnM3bs2FbP//FWd+Cj1tRjt48tJQ2nURW4eUQHygq8fL7K/yOSXupktz34oeaaniojz+gesn5v3SBlrUZecCEiim4QWeW/6blt/q92ZZSV6HI3plpRkM+kUBkVvilydkz4mrV8q5XEo01TrF4Nu9OH62gTV3uVl6RC/49O7f1EVnkoj2l4Whnw10gZQLrbg1WB6i6CEQYhj3mRTh8WzYfXomLxaFgMgwhNBwyiNA2PqvBdcgJeVSXR66O92xu4DXoVqDSpgabCGuCp9XBl0g2cqkJ9ZZVlNuvR/qjB+o5Ip2fP0OZ3jRURtQlvrZpjTVH9nZeO7ktXVTRDxxSoVaTeh0Lwj+7K0eBTCRM8KxgMODeVPn3Smp3nNR02UXAguOldx4Gx9Za+VveRjMwABXPQ4ErhzmnNsQTnPzLGSnlBaCl0tW69OpPYvvm1wyejk7mPZOGIg6zYdSBomWpWOPuS0P6qVe28rH93DZo3+DPtcXYavXp3YEP/zWRtCZ54tk23KPoN6h2y3+6dfRxY8gPuSq3B5xyLXn1dVT/4+a8LA/ASTX0rq7gxUYpKAnrtu5DVjHHNeSjTvg1KvzGlX+D/LosZm+LEY0Qc3b5BBFXYceI1+e/LVp+bNuW5VBoKPkLHNKi++itIo5Jk8qOj2ZbRiS55udhr1XhWWaxkxiejHC206zu2Ox17pgbez78Sytf/hFkLH8RHO6volVPTxDHlyiG4Drsp/tZf66phQkGr9dBfXaN0dH2Pm3alxQBEpcSS2ozvaOQEle1frQlZ3vuaATh6nFo1kg1eqzfGwjPzQwphoyeedexru7cOHZKhTjBqGjWAXr2a3k/S98eL8T7k716lY8VACal9zrP4uym4TJaw92g3VorN0WhKaM2922LCUqsg2YbP/51WdHIjY4mt9GJCC9muDvjqtAQw4f99j4xXiH9uHFF3D0IxqeidNb7/9Q50V/B3O2JoKur2LPSQ5uWAWaXjE+cR2bP5v31C1NUiNZKJif6mjHl5ecdIWaO6X2RT1oGakVxNJlNgsJ1q1c1Uv/nmGyoq6jZFCG0OW61fv3507NiR9evXc+hQTQlp9XHl54cvSROhHhpiarD8RlXghfNU2sco9O1s5bpR/ofepAoPPXLKaG/SGJAMT5+t8t7Y8F9Ps6owdaxae4BUFN0gOa8C1YDyKCtei39dzayS28ZBZaQFj0WlIspCbhvH0drBmh+O6pZjPlP4PnOOiuCHd1OtEjm721/yVhxr50gbB7kpDiqirP7+fo3QpaiS0qOl6v09LjSHFYuqEF1P+l55ZUzIPEL3yiq6Vbpo5/LQzuWlIMLOoQg7XlVFNQza1goiASwGKAYcNps4ZDGTbbHgUhV8gFXTiY5T+cPV0ZzVK3yNZ2SkiqtdbNAvX7u+0Qy7LDU0fRMMnVBT4x8uSFQUBZ/ZgsdsxmMyB3p8mfTQElmTpmH1+UIeVuoacH7o6HZNMf6hztgdNd8VR6KFi37T8ZjrxbSH/hMSUQwD5Wj+VUv4mlV7lIpa5xjPvL4tPc4L33S8Xb+Y0y6IPNkNvSqDjL41gZCiwoX3dQo76FFknIXR93cOaqaa3iuaYdf4C2EueqArUfE11549xszFD4Ufc8AaaebWqUPoOSqZyLij/cHDpBt4ZCvVQaRx9DG15r5X+zozUMb1wEwJVvKxUoQJjXj2YacYEy5sEU7iF96AOvU3GM/egG6y4VQj+Tb1bHY7umB2uYmqqGDstvXYDB/JHCGeApLIIZZiqqx29ia1xaT7uPinJVh1HybDS2j1iUFxrTmZDczoWHFZbSzqN4R9SW0ojoxib3Iqi/oOxjh6iXSf2JYOI4NbOA29owsbLx2BpqpY6jS5VRWDUbs2BQqorFf3w3pNf6LvG0Rlt+rmsf6mhZkxCdQNIgEUzaBDsT+QjPl18/qdtb21K8kX15pqRYFuT/Q/5YLIY+qWDs9eHygkBOCiAXDXRcdeV1Xh7V+Do1bBbMcU+Ff9A6Q0xPzgBVjevRH1rE4og9uj3TIGw1Zz7XnbtSH3vPOI6xdPlz+fgTM2Nuhb6sF09HoKTwkkNjCpPg6lRLMtow3fd+6IrVZBUt0nhLo14Ao61qN9LmOfuwDHr4cE+uGqNhPdp41EqfX7YU2LoNfno0mbPAql1tRjit1E1Kh2dPz6ciLPlCBStKwWGbV18uTJvPPOO4wZM4bnnnuuUes89dRTLFy4kNtvv53f/OY3jd7X0qVLeeSRR46Z7rHHHuOqq64KvN65cyc33XTTMde79dZb+e1vfwvAnDlz+Nvf/kb//v159913G53HX7oFe3WeWKmztxgGtYF3x6hkVSjsLzUY2U6hQ2zwzTLziI8fM710SjPTq2PjR6ordhl8sd8gxgrJaBwq0GibYmLCAoVCV8PrnhHv5Km++ZRGdaRTrMIZbeDPy3Vm7PZPP+Ks1SpjcIyG7bC/xrEswkLZETdes8qRNtGgKJi8GrpJDW26quvBP5p1GQYJVW5G7ysIBEaKobOgexpRRa6g2s3aOjmdZCc5GHw4tJ9eqQI/xjiI0jR6OENrrjwKbI+0B2rDFMMg3ePjjYfiGdCz5kd6/hoXH3xTyZEijaQYE1eeG8GNIyNQFIUNq34kb4+PngM60KF/TL3ThTSWYRis+jyH9YvyKSrQ8B6jRYyiaVh1f2mupqpoR4N/VdMCzcx0wGOxBpq21pbaJZJfvxZ+MJSmcFdp7F1djGpR6Dosvt6ROiF41NaBAwfiLbZweFcFyR0jSGwfybJ3Mtn1XSFmq0p6nxj6jWtDeo8ovnvnALuWF2KLNDHosjQGX+5/4Dyys5zVn2RxcFMZuqbT4/wkLri7E/boU7KRSYNO5hpJ8H9/D24qpTzPTfsz4ohJaXhunPJ8N5kbSohOttHhjNig68fr1tj3g7+5XufhCVgjjj0YlGEYzH16J7uW5AViMptJZ9SPX9M3v6avWrEtho3tBxNRVcZZ2Rvx9wSz+GtjOsai7n0V7e9zUf8yLVDIYVjNKOMGwfXnwpVnQq1+39r0tXhv+QC3oZLtSEKJsJGcGgk/5WOpKiaSInTsGKoVZXQvcu+4mHI3dJy1gKgVW/BkpHBgTwzJFSXomNCP1v7ZqcKClz0xHUku8xcIG8CcM86kNDJ4mpu+Y1Lo1M9BYo9YknqFD7wM3eDguiJyfizj0PpiCvZWkNgpirPu6kyazYtvzSFMvVMwD20XWGfnzp3k/fcgzh/KKXBE03ZCBwbkZ+F8fkUgjY6CCxvm1CgS/3MhjutDa46bovj7PCr3+EdtjepSXzHiya1R1+q+HFi+A7qkNn3U1ZJK+GIDRNlg7BlgbcGRbfNL4ctNkBTtD3BrFSoXztrPT9d8g8XnQUNBt1jo4CjAFGNhvSsDb51mpjGGhq3cSSQuKiMsHEyMxxMdQcbodFI/WA+l4Zszg/+7rh2t4zEdDS0jz0mnw1dXoEaE3t+9hS6KF2VhjrcRf3EGytFmtb7cSiq+Ooi5TSRRo9ufdn3nW5qu3F7ve6ox9Tjm5NTTotN/qKrKRx99ROfOnetNG276j08//TRQ+9fQOgC/+93vWLVqVWDU1brcbjeLFi2iZ8+eTJs2LbD8+eefZ8aMGQwZMoSMjPDN8ObPn09cXBwLFizAbDYHTf/x+uuvM3x4/aODyfQfJw+Xz2DmTwaHKyAtCnYUGnxz0GBdDiTY4XeDVK6M242ihP/B03SDhfsNdhTCiAyFERk1N+BvDuhc9JlOlNuHw+UlN9rur2YNp+4ckvU462Ah7Uv9zSS9qsKydolElYSPhCM1nTY+H3kxdvrnlYW87zMM1sc6UA3oV+UKKfHs0cXKvgMuDipWfKpCnM/H9RdEcscNja+ha80H+7/fuJXK0oYjScXQ/bWOR8W2sXL2VWnk7Klk29JCVBUGjklBs5pZOSsvMNiOAnQ+I4Zr/9wVe9TxHf68biAZG3ua1Ta0opM9kDxZHNhQQs7OcpK7RNHpjGiK73mV2M/WYPLo0L89PHUN7lGD2L00n9gZi2n75VLUvFK4qD+8frf/wR4grwRmfO///1VnQUpcvfvUMwvRZ2+GGDumq85AiTlak7hpP3y9GdonweXD633gL73zc9Qpy7ERer9b3a4P5quH0HP7Lnxf7qHCZueHzj05HJ+Iouv0HJXC+Gf7hdnqz1ffd861NJOS33+Da2sBRnQEMfedQcIz5zRrtNbT0el8rboPVVA4MxM10kzS1Z0wx/kLjEq3FrPtj+soXJVHZHsHPR7vR7vrO+PJKifvye/RS1wk/H4QjnP9U8Ycefg7iv6zIWjbms2EyaZAuY+IM9No+79xeA+V41x1BFuvBBzjO8p3rJVJINl8LRJIArzzzjtMnjyZ9PR0XnjhhZB264ZhsGzZMmbPns3LL78MwDPPPMPcuXPp3r07L7zwAu3atQtax+fzsWDBAjZu3Mhf//pXcnJymDhxIjExMXzxxRdB/Rxru+aaa9i3bx/Tpk2jZ8+euFwuxo4di8vlYsGCBfUGrQ8++CArVqzgn//8Jxde6B/KfMGCBfzlL38hNjaW5557Luw0IOvXr+f111+XWsuTnGEYgdL/n/OD99oGnSdXaJiKPBRGWRsMFqMq3FQ6Gq6hsHh89CiqRFMVMuMjcasqGdllIUGgx6xSFWenT24ZJk0nI0yNI0Cx2cR+u40kn4823pr+E2azwvN/SiEuWmXFygqcLo3hQx106tRw/upqzYeF/z60i+yfqhpMk5hipt9ZsXQZHEunM4JrRGt/xgCZ2yvYuaaUqBgzAy+IJzrhxBT2SCDZfKfzw2lrCpy3Hj3qv0c1srCrtWh78inv9jyRBI8yaQBrfnMDZ744AovNRP6H2zn4t1WUlupkZ7Sh5x09Gfqb1vs+HOs7V/c+I/x+yddqY78Tukfj8K+XUPrBDvDpWPsm4X2pN2rbSHr06CHfqxNEU35V73smQ57tG9Ji7aDuuOMOfD4fU6ZM4ZZbbqF///707t0bu91OQUEBGzZsIDs7O2iKkMcffxxFUZgzZw5XXXUVQ4YMoWvXrlgsFnJzc1m7di0FBQVcdtllgL+pqa7rjB8/vt4gEmDSpEm89NJLzJo1i8cff5yvv/6aiooKLrjgggZrPidNmsSKFSuYPXt2IJC85JJLcDqdvPjii9x///306NGD/v37Ex0dTXFxMZs3b2bfvn0hQbA4+bTUDfr+QSr3DFB47DuF/6yvP12H4gr6HyhgVdtkXHYLugrOMNOceHXYFh8FtprLscJhJbpWv0wDKImPwBVhYWNGHMmHy4g1+XDUGu3WB7gVhXifRlxFFfkWE+vTYmhT7ibJrPPG7xPo2Na//0kT437uaWgVI69tw/S/7w/0ewrnsoc60rlf+KZfdT/jjn0cdOzjCJtWiF+Ehu57J/ih1dQ1mZgH++N+eSUq6tGheQyU24Zx7mvnBdIl39yH5Jv74Cx0Y3GYMdtO7ITq8rAv6mrsd0K1mmg75SLSXxmJ7vJhTowIBODyvRKnohYLJBVF4d5772X06NHMmDGD9evXM2fOHDweD3FxcfTq1Yu7776bMWPGBNaxWCw8+eSTTJw4kdmzZ7Np0yY2b96MpmkkJiYyYMAAxo0bx/nnn4+u68ydOxcgEFjW55JLLuG1115j0aJFPPjgg4G5IydNmtTgeueeey6JiYn88MMPHDlyhLQ0f6fkq666ihEjRvDpp5+yevVqvvjiC5xOJzExMXTr1o1rrrkmZAAfcXqzmBS6xqvUNw9btMvDmJ8OE+/yEJ3pY78jin3xDlx2S3BfSsMAqymkeWxJrJ3ISg9eiwnNrFIebcNzNNB0Wc147BZ+VBRS3V5iNA2nqnLEasFtUrFrOrriH5H1ooM59Lm+Lb86P4K4qJO/aUzvM+O447murFlUiLtKQ1Fg59oyMEA1wQXXpdUbRAohTj3qS7cSMaQjxkfLMXQV5f4xKBMGh00bkdi01hNCnKzUKAtqVAv28RQ/kwTxzdViTVuFOJW0RBOcIqdBl3c0Sur0m7+7Lwxakcn+LUdHDlZh/xlp7OiQyN48jSoNf02AbvjvXZbg0nUFg/vae9mf6WatOZJ8PbT0PfVIOVZv+CHtq8V7PFyllfHE2y3bzOh4N18qK/SSd8hJmw4RRMefmj+80rS1+X7JzeV+DjlvzSfnrnnkvDWPnLcTT1PuqPc9kzHlOObk1HP6DfEnxHGSEKGw4noTj32nseowtI+B/7tA5bx2KoztyoEdlRTneejUN4rYo9MB7N3l4eI3q9gXeXRQipjQpq4GCr86P4JB10Ty7ladO74MrvW0un0hQaRPBYtWMzehyTDoXOWiy1mnfu1dTKKFmMRTM4AUQgghxMlNatSaTwJJIX6GPkkK864Ifxl16BVFh15RQctUm4kBRZUUmi2UWs2gGSHNWu0m6Hh0arpf9VMpccN/1unkO6GN5sWaV4lJN9AAt9VEVqqDgUdKyahyUWLyz+MZ59MwzBZ2lZ3YvkRCCCGEEOL0JIGkEMdRQoKZCNVgdG4RZSaFrOgIdmfEo9Wab/LhQf7azmq/H6Ly+yH+9z0+E19tVNh92IfHpTN3uw9vpYdYtw+LAcm+4JrK4rIGRq0RQgghhPjFkz6SzSWBpBDHUWyMiYsujGbR1+V0K6+iX0k5Z+YXsy0lDpfZxLnRXp49P73e9a1mhQlD7YHXfzQMyso17n7FjWdf6PyLfXraQ5YJIYQQQgjxc538wzgKcZq59cYE7rsrifZD4rFGm4l3eTn3YD43eYp5+p76p6cJR1EUYmPMvPdwPHZbcImazapw9UQZ1EUIIYQQoj4GSr1/omFSIynEcaYoCued4+C8cxxAGof2OjF0g3ZdI5o9j1REhMqrz6UyfVYpu/d66NzBwnWXxRIfK30khRBCCCFEy5NAUogTrF2XiBbZTlKCmd/d0bQaTSGEEEIIIZpDAkkhhBBCCCHEL5Q0YW0u6SMphBBCCCGEEKJJpEZSCCGEEEII8Yskg+o0n9RICiGEEEIIIYRoEqmRFEKcMvIqdW5aqPP9YYi2wq8Hqvz5TIVKL8z6ycDlg4ldFVKjpHRRCCGEEI0hzwzNJYGkEOKUsLvIYMD7Oi7N/7rCC0+t1PnLSjBqpXtgCcyYqHJJF2lwIYQQQgjRWuRJSwhxXOiGwfQdOiM/9tHxLR9jZmisyDLCpvVpBt/u8PDFZjeVbn+ah5ZqgSCytrpbcGlw6xc6uhF+20IIIYQQ1QyUev9Ew6RGUgjR6nIrDUZ/prGtoGbZgTKDrzM12jogIxqeGaFyUUeVgwU+zn/LSbZhASDu83I+uMbO6iONL/cqdMHOQoPeSfIjIIQQQgjRGiSQFEK0uidX6kFBZDUDOFTh/7t4hs5TZxnM3egl0xoRSJNvM3PVpy7sSTaa0o8huwJ6J/38vAshhBBCiFASSAohWt2i/Y1rZvq37w3QzSGN7isdNlxVOphNjd5ntLUpORRCCCGEEE0hfSSFEK2moMqg31Qfh8obl94ADDVMraOqoKlNu129t1XHp0s/SSGEEELUT/pINp8EkkKIVrG3xKDLOxrbCpu4Yn2D5IQLMBvw5la45PMwo/MIIYQQQoifTQJJIUSLKnMbFLsMblqgUeZp4sqGAUrLlQB+dQC2F+gttj0hTmXefCea03eisyGEEOI0cVz6SO7du5cZM2awfv16cnNzcbvdJCQk0KtXL0aNGkXfvn254oormrTNuXPnkp6eDoCu60yaNIkjR44wfPhwXn/99UC6devWce+99zZp2+vWrQt6vX//fmbMmMGGDRvIycmhqqoKh8NBhw4dGDx4MOPHj6dTp05N2ocQp5tKj8GdX+l8usug2S1KWzCIrPan5TpzLpcyM3H68K3PxvXxVjyKSvQtA7D0bdNg+ty5B9jxu9V4cqqwm6Hd/b3p+I+hKE283nzlXkxRZpQmtg4Qjaf7dAyPjilShrAQ4viRe1pzteqdyjAM3nzzTaZMmYJhGPTv359hw4YRERFBQUEBa9euZdmyZQwbNoy77rorZP23334bIOx70dHRgf//8MMPHDlyBEVRWLNmDdnZ2WRkZACQnp4esn5FRQX/+9//cDgcXH/99Q3mf/Lkybz77rsYhkHv3r0ZO3YsDoeDiooKdu3axQcffMD777/PCy+8wAUXXNCs8yTEyUo3DFRFQTcM5u01+P6wQaw7mnHpFUFpNB2Gf6SxvanNWI+DuXvh24M6I9tLMClOfa6p69n0px/4rkc/nDYbEffvYmDMZkZ9NgqTzT8YlVHdPNwwODLvIGtvXuF/bbPgMgy8L27HWlpKxhsXHXN/hm5Q/F0uW29djutgFZZ4K12fHYg5xkrltmJihiWTMqkdiqn+60vXDdQwwaehG6FBaVYBTF+OUe5EueosGBBaSOvbW4T7o82ggO36/pi7Jh7zOE5mxtGSt51PbSRz8i50p4ajVyyDp5+Ho3tsIE3dcxX2/AkhxHHUqoHklClTeOedd0hNTeX555+nb9++Qe8bhsHixYuZN28e99xzT8j61YFkuPdqmzVrFgC33HIL77//PnPmzOG+++4D/IFk3fUPHz7M//73P6Kjoxvc9ltvvcWUKVNIS0vj73//O/369QtJk5OTw9SpUykrK2swj0KcSt7dqvH4coO8KoizQrkXtEAtYxs+3B/HX0w+fr8UDleCVQXPSdyCdPpOg5HtT3QuxKkkf3U++avyiGofRdtL2mGymyhYk0/eyjyi2kXRdoJ/WWvRfDq7VhVTcNAJkRYqdJU2bcw4HvuWLweMQAVUw8BttfKDy8raSWs569IU7F/uJ39lDmmeAnpUZbI6sh+oNjAMFB0yvIfoof1I1ORKnAvmYv7wN5R5YihdnU9UrzhiB8VTNCuT/BX5FPxQiKfQDbqBoYDZrGMqrSTvNwvpyo+kU0wVUeztPoz0RbeRN/Mgilkh9cr22FZvJXvOLlYdiWWbuS0dB8Rwya/bk9zezt5nt3DgtZ0oJRV06+0m9ZI0zBmRKC/MxDiQj4K/fsB4dgbeey/D+sYtgfPivfVtlA++IwIvPsyUPZNB1OxfYTunLXyyEgrL4dIh0LdDg+fXMAz2ri8le1clbTpF0n14HKqpJiiL/GEvzNgK3dPhsmFgtYTdTlWpl23LivC6dXqNiCch3U5liZft3wUvCydr+j52/W0zroOVmOMs+Eq8gfcqdpTy3bAF9PnPUPa+uB1nZgX2dpFkXN8Jw2eQM/sQVfvLsadH0vWPfelwR/dGf7eEEMFkUJ3mUwyjvpEtfp7s7GyuuOIKFEVh2rRpdO3atd60Ho8HqzV0rP4hQ4YAoU1NayssLOSSSy6hc+fOTJ06lbFjx2K325k/fz4mU/gf+cOHDzNx4kTS0tKYN29e2DSHDh3iqquuQlVVpk+ffsymqz6fD7NZmqKcKnbu3AlAz549T3BOTj5Tt+r86suTOCpsht8MVHhtdOs99B9LaWkpmzZtAmDgwIHExsaesLycalrzWtW9Oltf2Erm//Zj6Abtr+xA/z/3Z+3v13Jo9sFAOiXJhlcDc7G7Zt2kSNo+N5zBoxKJiGr8d8tVpfHFO9lsXVGMxaYyfHwSI69NDaqx87o0lo2fQ7fVm4l2VXEoIZlVXXpTEH205i1Mk9TYkgra7cnFa6v5HYrxVODx2cEwMHkNErQCzvQuD3pk8mBhOReh4Q+UVHR0QLME/55Fam6idC8qPvqzAjM1QY8BbOQsCkjxZw+DjuymHZmUkUhWTDoLB4/EYoYLDh+gdEclMUYZg4xNmNGPbsNAwYlC8COJjoK28j/40hOouOAV4jP34cLOYdpSiQMbThwRHtq7NhC06sShMPuxsOfK8Gl8estydhZFBpa1i/Vx/a+SsV/clT2X/x/fZ6dzKC6DxKpiRvITPb+8FxwRQds5sqeSDx7bia/UzVm7fqT7kWwUu4ltKe1Y3aUHhqqiqHBlu2z6zJwDmk7V2Wew9UAHKnZV4tN0DKtBureYSN3FYUsC5abIej/jhgz59HzaXNKuSeu0NPldbR45byeeU7m/3vcijNeOY05OPa3W1mvevHlomsaFF17YYBAJhA0im7Ifn8/HJZdcgs1m46KLLiI/P58VK1Y0e5sA8+fPR9M0Ro0a1aj+jxJEitPFo9+dXkGkCtzWV5q1ilBb/r6FXa/vxF3kxlPiYc+Un1h116qgINKnKlSU+4KCSAC1oIofnt3OM7/dS3amq9H7nPGfA6z7qhB3lU5FsY/FH+Ww7LPcoDRbf7uU4UtXkFBVjkXX6FyQw4Qta1AaGIyqMsKG2x5ca1ZmdQAGigaKAW21gyHl7la8pJATeK2jhuzDZOhE6v7AMZ68oCAS/LWHbTmIin+UZAOFQ3RlM+eRSR98ZfGMXraZLhsPUrTTg6ZY6GQcwIxOsRLLassQFlsvYK3lLEqVuKBtqxg4X1vB9tHziMvch47CPrpRQQwGKi6iKHDGUW7UKZyZuxZemBX2XO3505dBQSTAoVIz63+1mILz3mJW2UD2J3bEZ7KQG53Cp1FncfjFb0O28827h3BVaJz/4xb6HcrE5vNirXAxaN9PDN/jDw4MHb7YHYdeWA7FFUQuWE7bbd9heHUMk0IHTz4JWgUHbSmUm6P8574ZfcUPfbivyesIIaopDfyJhrRa9FNd+j5s2LDW2gWGYTBnzhxMJhPjxo0D4NJLL2XmzJnMnj2b888/v9nb3rx5M1BTK3oqqy7tEjWcTicg5yacAmcXTqebp0nRIX8vO0tO3JySmqYREeGvzcjKyuLIkSMnLC+nmta8Vvd8+FPIspwlwZ+Nz6zgtVnB7QxJ66hwcrBc46PJ+5l427GvGWe5wY7VoUHn9/NzSBtQEnhtm70hJE2cs4I2ZUXkxCWF3bbPZmF/j3Ta7cvF6qkZmVUzKViOtjuvW9tXrb7l1cyGVuuOUP82bGg48dfO2vEG3UUUHRzFLqrvLbGUUYWdtZYhaIp/nQKlDSWWeM73fIONmsA9b2c+pr3+xmelxOGjbjNThSLSiaY0aKnn9QXsu6x3SF6zFx+A5NDzmB8TA/vKcPYLDjINVWX16gp61fkOHtpRhtnno+uR7JBt9c46wA/d/fuutEVRZosmzuXvApNGFrvoj0mBaN1FlWrFqdpCttEU5cVlJ/z3TH5Xm+d0Pm9Sy3r6a7Vi+sJC/6gbKSkprbUL1q9fz6FDhzj77LNJSEgAoF+/fnTs2JFVq1aRm5t7jC3Ur6H879u3jzfffDPor74msicDn8+HrgfXMrndwaXrmqbh8/kaTGMYBl5vcEm01+ulbuvouuv5fD40TWswja7rIfv3eDxB2zYMA48neD6J5h5b3XVOp2P7uZ+b6fSJIQHwGirbCoNvdcf7c6t7/n9p19vJeGxutxvDc+zCBQMFjyV809WqSP/Df86hWukbODZdI2wcpvuMwLFplRpmlzc0EVAcFR12eTWfxUx+anzQsgjdTaThD16zTaFNH32YySM1aJnFCD7HPqXm+ikhBY3Q81FIWq1DMzCHO9BaiyqUKLJN6YEgsmZfVg6b2gYtU9PtVBGBgb+pazi+BsrF634nkysLwqZLqCjFp4Z/LPJERwHB37fYVBOqYaCG6SFkqnWdmDUvDndl4LWCjoKB6eh69R1TU0SMiAn8/2S83k7ne4kc27GP7WRnoNT7Jxp2SrfHnDlzJuCvhaxtwoQJvPbaa8ydOzfsiK8/1759+wIDAVUbNGhQSD5OFnUHORLSJ6EhfVb72JJ/onPRchRgzJCupDlO3A9C7T6SPXr0kD6STdCa16r7cheZn2YGLWtzbhtyV+RytOseZk0nwukmPymW5IKaGi+31cLh9GQA0tra6dmzcVNAre+9mwM/VgYtO+PCZPr29QdPhm6wOnEV6RXBQyBXWmy4LceutaqKqkmj6AYJrnKSvcXsM7ejUE1hm3kA3Xw7seGmXI1mt94PHzXdS0zoOPCg6yoe1f+IoBkqLkzY0dCw8BNn0J4dRFKJByuH6EopiXhrPVLoBJdUK4AFLZBmt6krsUb4QerqBoUdb+jD4RX7ySrNII0cVDT0OsFsDEUh27HeNirs90a/tAPrlx3iYEJNYJ1Slk/3I0fwmsys6KWhqcHbH3LfGXTpmRa0zH5vGR89uYuDSSl0KMgLeu+n1IzA/0fs/wFzreC8gFQ0zBg+cCpWonQ3Ft2LVw0/oM+xqBEmhj56TqsO/tQY8rvaPHLexKms1WokExP9gwLk5eUdI2XzlJSU8O233xIbG8u5554b9N748eNRVZW5c+eGlJw0VnUNZ35+6BP16NGjWbduHevWrWPu3LnN2r4QJ6vXRpmwnEZdCttEckKDSHHyGvi3M2h7SVv/FAoKpF6YxvDXz2TElBFYE/zBlc2q0nZIAqrVYG/nNI6kJrK/Qyobz+iGx2ZBNcEl1yU3ep/XPNKRTv0cAKgmGHhBPBffkh54X1EV2rwwmt3RGXiPBjMes8I3fQY1avs2lxeTV8fs0WhbXkilGkWE4WGgZxcdfdl4iCFL6UUp7VlrHUGhKZEo3NjwEomHWPy1l7GaC9XQwDBQNYMqrJRjxYWJIhLZyLn8wGjWciE5tMcbHYGGggkdCzreMHWSycmQ2MMKGJQYcRxRw7RYMgxS9cNBi9QxA+m34GKO2DuQSSeSyK/VT9PAbvWRRK3mpWYT3Dkanrw67DlS/3YdN/c+wqU7vmDIwQ2M+XEpV6xZgUXTiO4Wy4hb7UTb/duPsOiMuSWVLuenhWyn44AY7n2jH5VPjKG0d1sMBQxVYX/bDFb27IPFrjLymmRGDtRA9fc9dfbqzg5rzWeZaUmmSrXRyZ2LXXcHzkEgr5HHDg57Pn3GCQ8ihRC/TK1WIzlw4EDWrVvH2rVrueyyy1p8+wsWLMDj8eDxeDjrrLPCpjly5Ag//PADZ599dpO3P2DAANavX8+6deuYNGnSz82uEKeMc9sqbL7VxDtbdApdBhe2V1icafDBjuB0GVGQ6vCXRrWLhpl7Tkh2jym3Chbu0xnf+TSKjkWLsMZYOfudEXhKPBi6gS3BX5uXMbYt6Rdn4MxxYkuyYbKa8Fb58JZ78ZjNHD7gYsuaCixWheEXxNG2U/jpHcKJS7Zy5z+6UVHixWxRsYcZ8bXTtZ2I7nQLmR/vxeTx0n5cG25YsYblG/bynd653sFYFAz6HM4irrKUGK2SCjWCCmsEheZY2nnzaKvVFIw6lUgGuX8gd9g5VCZ2wFriJKpbDAnXdyViYBK5/7eVuH1lZK8swpntQjEUvJiP1iga2PECFgwgalgK/RePR3NplK3KpWj+IVS7mZhhiVT9kIPh0oi7pD3xl3cGwJNXBfmlOCtN7PjzRopXF2B4dCxmjV7OTUQb5TUHdedoSIwmdkQ0Z+bfTOE/V1P+4U7MByowGx5svRPI+OQSlIw7QDfAp0GEFWKC+zkGsVsxv3c/g8qqMAorcM3bg2/9YUz9U7HfOYS0I5mknmEnI7kLkbFmzNb67x2JGXbOf6AHPNADvaASTCqJ0TZ6FvtwJFj8U4r86lEorgDdICIxmhFOH4fe20PJhkLsGVHEDkngx3tW4Ck+2hzw6OebcH4bhs8ZRfEP+WR/sg/da9DhV13RfQbZ0/eDAulXdSRpZGq9+RNCiNbU6tN/qKrKRx99ROfOnetN25zpP6655hr27dvH2LFjsdlCm/sUFRWxfPlyLrjgAv71r38FvdeU6T9MJhPTp0+nY8eOYdNVb2vQoEG89dZb9R6jOLlIU5KmyyzV+ecand05FQxOcPHkRW1wWP0PPF7NYOg0jc0t1STWMIgod+N02KAFJtw+ry0su+7EteSX6T+aT67VYAe2lLHihZ2UbyshKbsUJdpM1XntiB+YwKDxKaR1tKMdKGFPVQ7eYo1uvbuz+68biHpnMUm+UhSgSrWx35rCWdZ1sOYF6JFR7/7cuU7WX7+M0uV5KLqBNcVOp9/0wLuzGN2rk3JrNxLG/7xJWjWnD2dWFRHtozDtOAgvzYOiCrj5fLhmRNh1fAVO9DI31s5xP2vf4ZyI75xhGBQuzyNn9gHceS6Szk+l3a1dUK2nTk2jXKvNI+ftxKtUHqj3vSjj/45jTk49rfZklZGRwV133cXkyZN58MEHeeGFF+jVq1dQGsMwWLZsGbNnz+bll19u9LY3bdrEvn376Nq1K88++2zYNB6Ph3HjxrF8+XIKCwsDTW0bq127dtx+++288847PPDAA/z973+nT58+IenKy8vDrC3E6adjrMp/L1LZudM/VYDDWlMKbjEpfHutiVc3GnywXWdPyc/fnzPGjqrp2MvcVMU0vsYnnCy5TMVpokP/GDp8NAxvsRtXZgWRPWMxRQT/lJu7J8HOAixpZuxtIuj53BDWHqxiz3dZmA0NI8LE0FE+eLrhIBLA1iaCs5eMpXJvGYbPwNGj5QtBTBFmHN2ODhYzsBO8/7tjrmNOioCkiGOmO1UoikLSeW1IOq/Nic6KEEI0WqsW0d9xxx34fD6mTJnCLbfcQv/+/enduzd2u52CggI2bNhAdnZ2k6cImT17NkCDTWatVivjxo3j448/Zt68edx2221Nzv8999yDrutMnTqVW2+9lT59+tC7d2+io6MpKyvj0KFDrFu3DlVVGThwYJO3L8TpJM6u8ORZCoNSYMKsnzkX5dGmXbpJpSrahurV0OsZObMxLuoofSTF6cUSb8MS37gpI6wJNkYsuIjynaX4Kr3EDUxAMTWtqXdUl5hjJxJCCPGL0qqBpKIo3HvvvYwePZoZM2awfv165syZg8fjIS4ujl69enH33XczZsyYRm+zoqKCb775JhAoNmTSpEl8/PHHzJkzh1tvvRWliZP8KorCfffdx9ixY/n8889Zv349CxcuxOVy4XA46NChAzfffDMTJkyot+mrEL80IzIUIs1Q1ZzRv8NNuK4oGD9jTpJBbeBvI6R/pBDRPaVJtRBChJLC5uY6Lp2GunbtymOPPdbk9cL1jXQ4HKxYsaJR63fr1i3sNtLT08Mur0/nzp155JFHGp1eiF+yOLvCf0er3P21jkc7dvraTLqBFiZoNOqZ260hNhPMmqgwtrPa5EIkIYQQQgjRsFN6HkkhxMnp1r4qYzspLD5okGiHa+fqlIafYz3ApoJqVnF669RKhqulbAS3BkPTJIgUQgghRP0MqZFsNmnvJYRoFW2iFG7opTKmk8p/L274VpMUAUuvVTk7nbBNWwE6xhA0v9qxtI+GxNNnLA4hhBBCiJOKBJJCiFZ3Qy+VLbeqRIRpAzGmI+T/xsxZGSqvjTIRV2f8kIs7wKeXquy6w0Sy9xjVmrXc0U+R2kghhBBCNMhAqfdPNEyatgohjot+ySpHfg1XzdVZdsg/PeQtfRReGllTntUzUWH/XSY+3mlQ4oZJXRV6JdbcyCd0Upiafex9mRT4VT8pJxNCCCGEaC0SSAohjptYm8rXV6sYR5uohqsxjLMr3DswfCngC5PsLHzbS663JkiMUTTKjOCpQX4/RKFttJQkCiGEEEK0FgkkhRDHXXObnCZHKuy8x8J723R2FxmM6qhyeTcT+0sMPt1lkFsF4zsrXNxRaiOFEEIIIVqTBJJCiFNKnF3hwSHBNZBd4hUeP/MEZUgIIYQQpyzpC9l8UmwvhBBCCCGEEKJJpEZSCCGEEEII8QslNZLNJTWSQgghhBBCCCGaRAJJIcQJc7jCYOE+nYNlxonOihBCCCGEaAJp2iqEOCEun+Vj9t6a1zf1gut7qRyphJxKg9k/GWgG3NRb5cHBCmozR3oVQgghhKiPDLbTfBJICiGOqz3FGmd9ZFDgCl4+bQdM26GHpN+Yp5NbqfDC+aaQ94QQQgghxIkhTVuFEMfNh9s1uk8JDSLrMms67Yuq6JVTRnqpkzc26Hg0af4qhBBCiJZloNT7JxomNZJCiONia77BrV8YHCscVDWdoQeLifJqAGSUuSgqc1HlScQaITd1IYQQQoiTgQSSQojjYvoO/ZhBJEC7EmcgiKyW4PSy6ycPw/vb611vW77O20vd5O2tJF3RuWhEFGPPjfqZuRZCCCHE6U0KqZtLAkkhxHGhNuY+bRhUWUwcjrbTpsKFqVbkuSfLW28g+dvFGq9tNAALWOJIK3Py4wfFlFfqXD02ukXyL4QQQgghakggKYQ4Lq7urvD31ceok1QU8mPs5MfY2e+JZFBWMUWRNsrsZu7aZOHxgz4mdAFQyHDAqPbwzzUGs/YGb+ZITAQWn870hWUSSAohhBCiXjICQ/NJICmEOC52FTctvdNqZm27BDyWmtFaD1XAG5uh+rb/xMr61z+YEIXLasIwDBSZOkQIIYQQokXJqK1CiGbxaAbPfq8x+AMfgz/w8fQqHac3tFzP7TP483KNmxaGTu1xzH1Yft6UH3kOO2M+09hTLOWNQgghhAglo7Y2X6vWSO7fv58ZM2awYcMGcnJyqKqqwuFw0KFDBwYPHsz48ePZtm0bTz/9dKO3mZaWxpEjRxqdftCgQbz11ltBy3744QcWLFjA1q1bKSwsxOfzERcXR9euXTnrrLMYP348cXFx/PWvf2X+/PmN3teECRP461//2uj0Qpyq9ldYGPFfjSJ3zbINeTrrcxXmXl4T/G3LN7h4hsaRyhOQyaO+PgjDP9LY+SsTyZHyo3C6M3w6ijl8GWnWDwXkbSsmsUcM7UekoDSq424T96/ruF5YhvvddRguH1rPDJSrBhJ3fU9MMdYW359oGu2HTFz3foa+twi1Txvsr1+FaXDbE50tIYQ4JbVKIGkYBpMnT+bdd9/FMAx69+7N2LFjcTgcVFRUsGvXLj744APef/99HnjgAe66666g9Y8cOcL8+fNJS0tjwoQJQe9FR0dTXl4etGz37t0sW7aM7t27c/755we9l56eHvh/RUUFTz75JMuXL8disTBo0CDOPfdc7HY7RUVFbN68mf/85z+88cYbfP7554wcOZK0tLSg7a1fv54NGzYwaNAgBg8eHPRejx49mn3OhDiVPLctKSiIrDZvr8Eln/u4vqdCmQf+9r1BTtXxz19dRS74YLvBw0MlkDxdZf9rAzkvbMBc6MTaPY4O08cQOTgF8P8mzbplJbmbSwLp4ztGMem9s4lIsIVsS3f68OVVYUqyU/n+Vjxrj2A7vz2O63ujFznBZkaJMKPnVWFqF4OiKuhlbsrf24zz3bVYNx8KbEvNKqXimwPkPLWGLsuuwN4zocnHZug6xpzNuOftwNQtCcu9I1DifxkjEpcfrsIWa8UaZcZweSG3DNrGo5ia3qBKX7CZygkfUD1Co7Y6i8oz/w/HgSdQ02NbOOdCiFOHPBs0V6sEkm+99RZTpkwhLS2Nv//97/Tr1y8kTU5ODlOnTsXhcHDjjTcGvbdu3bpAIHnPPfccc3/z5s0LBJL1pdc0jUceeYS1a9cydOhQnn76aVJSUkLSbdu2jddeew23283IkSMZOXJk0PtvvvkmGzZsYPDgwY3KmxCnk7xKgyc2J7OyILLeNAv3w8L9J7ApqWFAdZ/IWv/flKsjrflPLG9OJZ59Zdj7JWKKbnrtnKvYzY8f7adwZylJSRY6nZdC5NAUvrnrew5uLYXUNkRHu+i2L5/dZ32G8+nzKMtxUVXiCQoiAUp/KmPamQvp3M3Oue+cy8FPMylemk35wXLcORUYPkguryLJVUIETtzvraP0zjlYNDcaZjSTFTQDUyTEdtPYVZDEVkcyF+8JbTETTTGePJ0953+OGmHBkhpJ0p+G4O4QT2SilZi2DQeFlePeovCrHHxY8JBN1LPrabvr16ht46DKDZv2Q4dkyEgMv4HGpKnm9cELs+DLjZCWAI9eBkO6Bqf56TAUVcDgLmBuXPNzvdxNwcID/LS+FFexG5tVwWm1Yo4002ZgPO3OTiE6IxLvllyMMhc7Fmaz/utiPFUaqlmhs6mKnlt/JMZXSE67DA7074ulSwK97uhNm/7xNTv6ZAXMWu3vRt2nPWzKhEoXmEzoX+wkAhUDMz6smHGi+HS0q19FHdUFvvsRhnTFdGVftBYK1PXsEowDxagDM1Aim1kj/eMh/2c4qDOocg8TQpw8WjyQPHToEO+++y4Wi4VXXnmFTp06hU2XmprK448/js/na+kshLVw4ULWrl1Lhw4deOmll7Dbw08j0LdvXyZPnnzc8iXEqaLYZTB0msbB8pO75N7h9mH36RRGWTFqDbIzbSdsLfQx5zITHWKl9PF4O/z77yh8dQv4dNRoC2n/dz4Jt/du9Po5m4pY9KuVaGUeuh4pRK1ycwDQY2wUJSZApL9msTzKzk9tk+mbmcOByT9SEh2JoVBTuHCUblZRNJ19P7nYNXYZJUnxdMir4uydu7H5fBjAodgEyj0RKLoCKPg0lTIiMVCxaD7sePBVQcFmlajIbMYUbsaixdfeCw6OYKWSeMCXt51M+nG4IJVlf9yC1+L/Ce50YRtGPz8Isz00KPM++jnmrzaTdnSAKQMor4oh55LppP+pP9wzGUqrwKTCXRfB63cFBxufrvSnKan0L79zFLxxT/iAZOlWuOQ5cHpqls1YBTMehSvOhAonXPsiLNzgf69tInz6Bzir4dY4Ze9uIf93i6HSSwpwOC6Wbelp/oIeA3bPPOjfnNnFwG27ANjQrQ8ei8V/Fn0GBZVubKZsYnxFRB3KocTlY8P+Aez65jvG/msAHcZ3hEfeh3/PqbXnNdQUHhmYA7UObixUoHB0vtpVm2HVJkCBZTvo/OZX7F36SIPHdCyGruO57zN8b38PugFxEdgmX4P52kGN30hBGVz+AqzY4X/dNQ1m/9EfIAshxEmgxYu25s+fj6ZpjBo1qt4gsjaz+fgMHDtnjv/H5aabbqo3iKzteOVLiFPF1G0GB8uPne5E65NXxtDsYs7fl0+UO7hAaHM+3P110wf9ET9P6Wc/UfjSJvD5z71e7iX7rsV4DpQ1av2qwx7m37oSb4WPtoVlxFXVtKtWy9x0y8r3ByVHlUfZ8ZhNKA1VjCtKTXDp07F5PZz743ZsRwsRFaB9aRGxehWg4MVEJXa8WPFhxomdCiLQUNExY62KpkjrRk5UTSAZQSFWajoIm/HRVvmR3e2SA0EkwP4luWyYsicki8aPh9H/9TVqrcHpFSCGMtQtWXDLK/4gEkDTYfKX8MG3gbSmwgp/mpKjedB1eOtreG9p6Plwe+GqfwcHkeCPXH9zdJyBpz+tCSIBsgr9gaWmhTvDAHj3l5B/15dQ6QX8Dx1tS0pJLisDI7hBWZbPzt6EZAqiHLiPBpHVSmxxzO04llJLNCZ0huVvJK0yBwOF9c+s8wddryyotYaZ4Eec4IIEBaWe9xVMFR5Snm38+Ajh+N5fg+/NVf4gEqDEifuWaRi5jfvOA/DwezVBJMCeI3Djyz8rX0KIUDLYTvO1eLS0efNmAIYMGdLSm242n8/Htm3bABg6dOgJzs3xt3PnzhOdhZOO0+kE5Nw0xbr9SUDcic5Gg5IrXCQ4/Q+sET6d3nllrG0X3Cft60ydzdv3YDMdv+a3mqYREREBQFZWVpMGDDsd+KZtDV2oGfw05QdMNzRcu+J0Ojm4oATNraECcZXOkDR2r49Il4eqiKP9HQ0Dn6JQ4rDXPz+YYdQEn4pCelERZj20kMGEjg8THizUDUa8WLDhDQR6EV4fufYorHYvia4KLISOMlUUERcURFbb9eUBYkYF5zZ2ylrqa4gaSSWaR6FuHWb5R0vIPjMdp9NJ/NLt/gCxbprpS8g+OyN4e2v20b4ofEmRkVfKrp076fT5SkJ6lB4qIHPWUlx9ww9Yo360H5Me+ilEuj0ojtD0OY4YElzhR+fymqxsT+jJ2blrAehQfogjUamUlhrs/24dnTy1C44aU05e/0OifePBn/X7kDj9B0I6AHg0Dk1dStVljRtPoduc1SGfL5sz2bPkB3zpcc3OW2uR39XmOZ3PW8+ePU90FkQra/FAsrCwECBs/8N9+/bx9ddfBy1LT0/n0ksvbelsBCkrKws0VU1OTg55f8WKFWzfvj1o2eDBg0+qYPjn8Pl8qKqKWqspk9vtxmareSTQNA3DMIJqYuumMQwDn8+HpVZJsdfrxWw2B83TV3c9n8+HoiiYTKZ60+i6jq7rQfv3eDxYLJbAtg3DwOv1YrVag7bdnGPTdT1ondPp2Frrcxuc4OJ/Bzhxaj3016XoBv1yS0krcwUtT6zyBPeZBBxmHXQvGsfvc/N6gx/mf3HXW7Qa9pFdia/Zdn3HBuAp1jBUBXQDn6oCwTVgBuCr1VcvttLFnrZJGNX5rGce0eqlTkcEEe7wIWd1ibReT9ChowTVGMZXOlENC1COCU9IersWZpQqwOxQ0TQt+HOLtoRNC2BCw8ACBH+3fPGReDz+/Wpx4fsya3FRIZ+bJzp00KFqepStwe35YiOCXtfethEXvl+gUc9nYtM0EqoqsXk9uC2h61aZa/blMvv30YZiPF174YuLxFzSMqN7udvG/azrTY8L3/JJj/cvb9T1FhuBqTS44EQ3q+iOX+5vtxzbqXlsJzupeWy+4/op79u3j7fffjto2aBBg1o9kDyWlStX8tlnn4UsP10Cyb59+57oLJx0qkv+pLSs8bp1N/g8R+P7E1WZVs+Dp/89SK5wh9RBuMxqyHoPDDEzoN/xvSZKS0vZtGkT4B/dOTb25O5n2tJcT6SwZ+bHGM6aGiNLpxi633cOqq3hn6GdO3eSPDiaotVV6KpCTnw0XXOKgtIUxUTisZjBMFAMKHVE1DQphJDChOplBuCOsOGOiuBIpJ0ih4OEiopAEp2aANKMDw/BgY2CgYngWkxDUVB1nUoSiSMHpU6dqM2tEVdeRUl0ZO0NcdY9/ejYp03wth7uiPftjXC4NHg5YMGH0j4WDtYKnKxm4v90PfH9O7Fz5068F/SBPu1g+6GgNHF/upa4AV2Cz0fPnjBqOSzeQl2mJ6723yv/dA1c/e/gNycNo+tFI0LWqaZ37Mqh1/fg219zDJqiUBDtwKBOnaBh0Kk4HwUYmrWfFR27h3xu7SqyAXCpVnbHdiXKW8mIuzsS278vvPMbuO4/4NPwFzY07xHHUBWK/jA27ECBjaX9ORHX3N3gqSn0UHq1ocOdFzV+xNk/Xgm/CX5mUm8fRfdhZzQ7X61JflebR86bOJW1eB/JhAR/M7L8/PyQ90aPHs26detYt24dc+fObeld1ysmJiZQMhIuX3/84x8D+frLX/5y3PIlxKnEpCqsutFMvOX4DERl82r0zinj7P0FnJFVTHxVaO1ONUNR2J8QOsri3sTgtnM9E+CZETLq4fFm75lA52+vIPrSTth6xBP/q950XnblMYPIaqkjY+h2aVsMs4n8+Gj2tEtC6xSLvU8CKX8aQnbG0X6JiuKvuQTaJipc9Lf+2BSdsO1bFYU4jxOLrhFZXoHF6+PbXn3Zl5RCuc1GgSOaUpMDJ1Z0jKNNWGuCAtWqkKjmBAVCBlAS6Q8QfUSSQ0/cRKKj+P9iHRTfej0j7+1C/+s7EN/FQfrQRMb931A6nh8cRAIo0XYsy/8AScHfbQUgxo5p9bNwz8XQIwPGDYLFT8PAWmMTmFT/snvH1KT55q8wqE4QWW3WH+H3l0KCA6xmSE+A9+6HRy/3v3/V2TDjETi3tz9A/dOVMP2hej83ANVuJmPZ9diu6Ykzykaew8G6ju3RrWZ6djTT7qwk4jo5SD8ziQsnJZLWNRKsCrGeSjoX5QT1fe1Ssp+upfvwJcdxuFMPRsQe4vo/pRH7h4v9Ca48C7LehnuOHm+bWLDXX6tbXVTA9efA5cP86Uf04OC0O3H3Sm9gvWMzDWyLffFvMI3rhdIjBfO9I7Avub9p05bcNw7e/Q0M7wb9O8BzN/gHUxJCiJNEi9dIDhgwgPXr17Nu3TomTZrU0ptvFrPZTJ8+fdi8eTPr1q2jbVuZfFiI5uof72ZZXvhbh1mBO/opnJ0Ow9MUxs/U2VcaNmmDFMNgUFYJUV7/g3ukVye+qoS17eMpr+fBcF+igyqLiYwyF7oC2bER5DmCm5d1j1eCmgSJ4ydyWCod5zav9YliUhj1/CAG39Od0kOVpPSLIyK+pinV+OuKWHTP95SX+WsH08+I46L/nokt2kLbjjZ2XjiDbQnJlEVGgqJgMcEFLwwmY0gih9cW4Krwkdw7joSu0RzZUITJqpLcOZKSVzbhXJaFmhpJxHntaHtRe3zFbnz5ThznpqN43FQ8vZTy1YXkZbrYbYvDYzaRUl6OAriJ5jB9QTFo+2B7LH+9nLYx/kAzLdyBhjv2zslYtj6Fd9xrsOlozWLbOMzf/h5S42HyvQ1voE2cf5TWxoiOgBdv9//V58qz/H9NYG4XQ9tPJpKhGxzZUER73SBtUAKqOUxQ9cK5AGTP/Qnl40zSsZAQ5aPP4a3EK1XwrwfghvPoXN/O2sTB5DrHe9Nr8NHKMIkVwAqThsG1NcfkbKG+aqZzumBaWE/Q3li3j/L/CSHESajFA8lLL72U999/n8WLF3PHHXfQsWPHlt5Fs1x22WVs3ryZadOmMXbs2EaN3CqECHV1+zKW5YWfY+2PwxSePbemX8YPN0LPd3WKXGGThzD5NDRVJbHKEwgiq/lHe3SyI7X+GoacmAhyYiLqff/O/hJEnsriOjmI6xQ6QktivwRuXHUJxXvLMUeYiE6vaTZqOyOV3utupN1bm3AeqUQ/sz3pd/bBZPV/TzuPCR50pu3wpMD/k548E54M3pe19mDkkRaiX7qUaCAd6HK4CmeRm9znY7DP3o650oOpUyyJL4/GMrFbs49bSY3FuvHPGHvzQddRuoXWXp4KFFUhfcgx5rE8KmNiNzKCztno5u/4w99A9zT4z8KaUW4BUOGC3nDFL28QPiFEDekj2Xwt3sarXbt23H777Xg8Hh544IGQQWyqlZcf33kExo8fz5AhQ8jMzOThhx+moKDgpMiXEKeaUamVPNs/l4Q6ZTFD28Bjw4NvKcmRKkd+beKqbmDzHrtJbGKVF5tPCzt6JoBFN4KaujWGCegWD++OUbm0izRrPZ3Fd4kOCiKrWbrEk/DCBWR8MIF29/UPBJEtLTo9kpS+8fSbNoaupQ/SPv93tNt7L1E/I4isTemSfMoGkSeUosBTV0LJFMh5A/73W3h8EnzyO/jqTxBmFF0hhBDH1ip3z3vuuQdd15k6dSq33norffr0oXfv3kRHR1NWVsahQ4dYt24dqqoycODA1shCCJPJxL/+9S+efPJJVqxYwcSJExk8eDCdOnXCZrNRVFTErl272LlzJ1FRUfTo0bjhuYX4JbqyfTl/vjiDHwsMvj1k0CkWxnRSUMM0G7WaFD6bZObr/nDx5w1vt8BhI9rlpTDShqaUU3eGjmK7mZRyFyWRVjym0IF0wrm5j8LUca0TOAhRH8WkYkoKP8qpOIHaxMF1Z/v/hBACqZH8OVolkFQUhfvuu4+xY8fy+eefs379ehYuXIjL5cLhcNChQwduvvlmJkyYcFybvkZHR/Pyyy/z/fffs2DBArZu3cqGDRvQdZ3Y2Fi6dOnCQw89xCWXXEJcXNxxy5cQp6reSQq9kxp3A670qUD4msZquqrgMSl4TQrbUmPolVuOVTfQAXdaBAmdIhmSqnBeO4XECAVd13lvO8z8qf5tpoZvhSuEEEIIIX6GVm3P0blzZx555JEmrzdkyBDWrVvX6PSXXnppk6YQOeusszjrrKYNFlDtnnvu4Z57GjlwgRAiYFFm45qkOm3+PpAFDhsromxEeXwodhMlD1vCDJSjMq6zQce3NLIrQrcFMEGaswohhBCiXlIj2VzyhCWEOC7So5p2ozbw11CW2y2UoZJTGT6dWVX49loTI9uFvndnP4URGfIDIYQQQgjR0qSHuRDiuLizv8IrG6CwkSO41u7/GG02SKx/MFa6xissvdaMYRh8lWmwowjOSlcYniZBpBBCCCFEa5BAUghxXKQ7FL6/0USvdzW0pg28ym2ddKymYweFiqIwppPCmE7HTCqEEEIIQRMfSUQt0rRVCHHcdItXePH8xtUSWr0aqWUuzi0u5d/jra2cMyGEEEII0RRSIymEOK4eGGIiq0LjxXVGUClgsh0KXKBikOF00/VQGWd0t/Kb62OxWqSJqhBCCCFankz/0XwSSAohjrt/jTTxl7MNPt2lU+ZRmNhFoXOcgm4YR+eitKDrUaiq3NyFEEIIIU5GEkgKIU4Ih1XhV/1MQcvUWgPsSBAphBBCiNYmNZLNJ30khRBCCCGEEEI0idRICiGEEEIIIX6hpEayuaRGUgghhBBCCCFEk0iNpBDipLCvROeD7QZVPriim8KZ6VLOJYQQQojWJX0km08CSSHECaUbBlfP0Zi5p2bZv9YanNdW5+urTVhNcoMXQgghhDjZSJG/EOKE0A2D97fptHszOIis9l0W3LFIO/4ZE0IIIYQQxySBpBDihLjvG53bFukcrqg/zbQdsGi/fvwyJYQQQohfFKOBP9EwCSSFEMddVrnB21sad4v+2/cSSAohhBBCnGwkkBRCHHf7S0FvZFHfqsPQd6qPd7ZIQCmEEEKIlmWg1PsnGiaBpBCiRRmGQbmn4SjxjBSIsTZ+m9sL4a6vdKZulWBSCCGEEOJkIIGkEKJFfJWpM/pTHzGvaMS8otFnqo/FB8IHfg6rwssXNL2k7/VNEkgKIYQQoiUpDfyJhsj0H0KIBuVWGry+UWdnEXSPh6KieLaW2OlzUOOqHgqf7dRZfBD2lgav92MhXDpLZ++dCmmO0JtxhVehqV3Zs8t/xoEIIYQQQogW06qB5BtvvMGUKVNQVZW5c+eSmppab9ri4mI+++wzVq1axaFDh6ioqMDhcNClSxfOOeccJk6cSFxcXNh1Z8+ezbPPPgvAlClTGDBgQIP5qqqqYs6cOSxfvpy9e/dSWlqK1WolJSWFPn36cMEFF3DeeeehqipDhgxp0jFPnjy5yesIcbLKqzQYMk0jKyiASwRgRb7x/+zdd5wV1d348c/M3F629wJLWTrSiwU7qBRBo0bsGo2GFPNLsSYxeZJHY2LyqFGjUcQSo7EBC1YEEVRAlo70trDL9r63T/n9cbfdvXcpS10879frvmBn5sw5c26Z+c4pwwuHmTDHp8LdC4O8dbUFhyUymFy07+hbF8u8cP0CjX9PkTHJ4k5hd1W8spItbxfhrw2SMjCO4Xf0xZFiO9XFEgRBEL6DxFjIrjthgaSmaSxYsABJktB1nYKCAn74wx/G3Hbp0qU88sgjeDweevTowcUXX0xCQgKNjY1s3LiRp59+mtmzZ/Pxxx9jt9uj0s+bNw9JkjAMg3nz5h0ykFy/fj0PPPAAVVVVpKamMnbsWNLS0tA0jZKSEpYvX84HH3zAhRdeyBNPPMFdd90VtY8333yTpqYmZs6cicvliliXlZV1lDUlCKevFzYaHYLIo9QUYME6lSuqAnzxk7jWxdU+g2XFXdvlf7cbnJWq89B45RgKJhxPjcUeVj+8lrpdjcQPT2LETwfiyrBTvrwcT4UPa6qNjHPSsKfY2LOolE9/Udg8t7pB9fJydvxzOwPuzmf8A2fFzkDV4OO14A3CpGHgij4PCIcXmLOa4MurkZuasIxIxvSrSUiDck91sQRBEIRu6oQFkl999RUVFRVcffXVLFq0iIKCAu68805kOXJYZmFhIffffz8mk4nf//73TJkyBUmKvDOwZcsW/vrXv6KqalQ+u3btYvPmzVxwwQUUFRWxaNEifvnLX0YFeC3b/uxnP8Pv9/PTn/6UG2+8EZMpsgqCwSAffvghX331FQB333131H4WLlzYGkiKwFE40xiGweL9BtuqYeXBw7Qaajr4VXCYQYpxR08zIKSzbA/84uMAAcXEgj0GJU1HPmtrLH/42sBh0nBaIKRJTMqT6Jt44u4o1u1ronhVFa50Oz0mpCErErqqU/RlJZ5yHznjU0no6Txh+Z8KB1dUsv65bdTtasSZYaf/9Xn0+15PMKB64X6CZT6SLsvG71FZPOlTJDX8htbuqGfxO3tRFZmQWYbmlmPZ0BmT3cDG+PA+FFUnqcqLSQunK/3LZlZ5VPqdn0bRr1bgO+Alu1eIrPo92PZVoWp+FDxIcXYoeBAuGHxS6kFtCFIzbx9GSCdpeh7mbtZyqm0uI/jvtYSW7UFfsQ+FAComjPVFSHMWYbrnIvhn9HlOEAThu0I8L7LrTlggOXfuXAC+973vAfD++++zYsUKzj333NZtNE3j0UcfRdM07r//fqZOnRpzX4MGDeLFF1+MCkLb5zNt2jT27dvHM888w8cff8w111wTte1f/vIXvF4vd955J7feemvMvCwWCzNmzOi0LIJwsjUGDf67zaDMA5f3khidceQBU53f4K1tBtV+uLKPxNDUyLRL9ut8WQz5iXB1vsQbW3V+utjAG33PJrZqLzQHEDg7TMNqGGBr/onxqfyzUMNvOz6tiEEd/t/Slp/+8L/DUsPD4nfVhePXS3tKPDZBYl0F7KmDC3IlLsiNrruiwlqWPb+Hmu31xCWaGHptLmtqLOxbVkFKcTW2QADJAA0oT02mLrEaq9tMcn097j0VAHhtNnxOGykO6D/KzeDpOXhMFnZ960Gv9eMINNJk1XD3j/wNC4UMVq7xUlqhMjDfyoB8K6vWeDlYrhLnlmlq0omPUzhvrAO7/eTNjVa9pY6Pb/sSoznI81X4qNxUy9bZO8na34hve3hArJUAaXIN4/QQFUoCtWY39XY7DQkWJAOU5lZHc0jHpBls3O3Cb68Dp5W4On9rEAkgG1D+1FbqH91IyCZjlQPYNm7HonqoIgU/FuKoJaXhAKGpfyZwxyRcH6yAkmoYkAN/+D5cOfaQx2Xsr4a3V4Vvelw3Fik3GU+Zj70fHCBY6qPpg2KattZhSbGhpNrw7qrHWevDomkA7P3Z1wwouIyES7IBqPzgADt+tgrfAS/uIfH0vLMP9c+sI7i7AVNPNxm/H0fiDf1b8/fuqGfLjV/QtK4asxSiN1tJT23CM2okxg0X4Fr1DcYrX1DjTaRaykGXzbjPTSdtlBVT3yTk68cgrdlF+a/mUbpfx5ntoNclaZgS7DB1NMaQnhx85BtqXtyMva4Kk65SrTVioeWGkIxGuDVXQ0LHjPH8J0jvfg1/uB5mXXEcPj2CIAjCd4VkGMZxD8QrKiqYNm0avXv35s0332TTpk3cfvvtXHTRRfz1r39t3W716tX86Ec/Ii0tjQULFqAoR3eRGQgEuOKKK5BlmY8//piamhqmTp1Kfn4+b7zxRsS2xcXFzJgxA6vVyieffBKzxfJITZs2jdLSUgoKCkSLZDe1bds2AAYMGHCKS3JoxY0G572pUdTQtuyP58r85uzDBxU7agzOf0uj3Bv+WwKevljmJyPDae/8RGP2pravf5INavxHWUBdD8dxSuflcftCJHqCqLJEVZyVoOnkdUk1yxBq16j64+ESz1zaln/Nfi+v3LYac50XRWvb0GuzYvcHWkdN6LKMrsggSXitVspSkghYLcQ3NBCyWtEliZyyCiyhtgi8Ls5FVVIiAJZgkOzSChIHS0z/vzEkJCbg8+n89vFy9u4PtaZxu2Qam6JbgVOSFP70YDqpySdnfrTPfrSCok8PgtE2b50B2HwhssrCHygZnb4cIISJHXIOmtRSrwYNCRaa3GYUA6xBLSJgNIBGl4WkGn/MUSkBs4Ruavs8JTU0MsizlQz2o6DTRBxu6qMTKjKseAzG5Mc8JuPTTRhXPgWB5vq2man9y+0sfL4S3RMitcIfHiIBaGYpooXd6QvgaE5n6xfPiG3X0fhNFSvP/rD1VradAAn4Wo/JAHQken08nbjLeqL5VJbH/xsj1P6Ua3AWK0mmiiaScFFPHamU0C+i7FZ89GAfZDjZoCWxyT2wdV1csIEpBz/FrgcovnAG+tJtZLMLBZUADgzMhHCjYSN8O0QGJFwcwEQgspJe/BHcOTFm/X2XdJfzw+lG1FvXiHo79YqkRztd19N46CSWpPs5Ibe4CwoK0DSttVVv6NCh5OXlsWzZMqqqqlq3W79+PQCjRo066iASYPHixTQ0NHD55ZdjMplIS0tj3LhxbN++na1bt0Zs25LXwIEDjymIFIST6bFVekQQCfCHFTqlTYe///P7r/XWIBLCF7YPLNdpCBisLjUigkjoQhAJIMuHDCIz63wMKm0gs8FPbp2PoQfqcQSOtLnz2IU6xGTPrjfYVNl23Js/KkPyhCKCSABH+yBSktBNSmtg4QgE6FFWjiUUImC3oZpMJDQ0RQSRAAkNTZhD4eAjaLHQEOeiYbPOwdV1AHyytCkiiARiBpEAVTUa73/QEHPdiVC5sSYiiKT534DNhKqEl7jxYELnoJzcLogMb+lqCGFIEqoMSocgsj7BRtBuRjNFf24Mw0BXIsPLOreTVKkEExoSBm7qUYlxvtB0mL2402Myfv6ftiASwB9CefhtNL9GUmWgdUiFrkhR3bQ9Ngt68yL/jnpCFT72PvhNu/5QBvFEBsYSIGNQ8+K3AGy/7YsOQWR4q33NQaOD8PtbS3pU2QPY8WPDU+VhkyvyYrPBEsfmhHBg6VtaRC7bUAh/Fk0ECJDUHEQCKICERCA6iAR4+D/RywRBEAShE8f99rZhGBQUFKAoCldc0dZNZurUqTzzzDMsWLCA22+/HYDq6moA0tLSupTXvHnzWvfdPp8VK1bw/vvv8/DDD7cub8krNTU15r5efvllQqHIi7obbrgBt9vdpbKdTlrudgltfD4fcPrXzZf7coDIMVmqDgvWHuD8NG/sRM2+2t8DiOxu6gnBh2v3saXeCnTte3ekZF0nsy6yjCbDIKfWy46MuE5SnXgL1h/EnBueQaiyrBG5udtiZ4wYgbJJ03F7fTQ5w90ErYFgzLTWQJCQ2QyA3xJ+L/asLkXu4Wf9RgtH8xO8eWsD27ZVHPH2xyLkD8V+gpYk4XGaiW8IIjVHUR6ixwzKOphUHc0kR+wjYDWhmsNBYJPbQkJt5N0LLUYQp0sy9eZ40oKVrctMxH7P6surKI3xnZa8QfK3HoxaHtdYh5KkYg7pGObw+2zEaiaVJFRFwaJqSPEmdlfsw7O3tl15dORORtk0Vtazbds2ar6Izh8ghDWcRXN6o5P7uwYSNdb4mGORq6zhmZQTKI+obw07RoygO2YQCRiV9Ww/zX8TT4bucn443Yh665ozud5EK+uZ77i3SK5cuZKDBw9yzjnnkJSU1Lp88uTJyLLMvHnzOB69afft28fatWvp27dvxAf1wgsvxO128+mnn7Z+OY/EnDlzePHFFyNejY1nxkPrVFVF1yNbOgKByAsJTdOiJjPquI1hGFHBdigUino/O6ZTVRWtw8V6x210XY/KPxgMRuzbMAyCwcgL9q4eW8c0p+ux9XVFX/DJGPRxBTs9tpb8893RwY1F1unpDNHbcegg9HjQZZkNuYnUOswRyx3BQwduJ1q+O9j6vmWNsaHHGHt9pKTm9zBoMcdc3365pfnz5cwxo2kaKclH1zKbnqqftM+kyX2IHiLNkUojTgzCXTo70iXQTDKGLLW2YAIRrZA+h5nqZDs+mwm/VaHebUaP8UgXydBxq0f2W9ww+ayYxxZQDII58VHbN9pd6JICOuExvYAU6/RkGK2t1pYf5SCZZezj2nq2aMh0Ni2VPDmdUCiEKTV2nSYS7qVTp4S7QcdRFbWNiSA2fMQFY3cbSAzWAeEusMfCUOTWeoAz+xwgjk0cmzi2k3dspzsDqdOXcGjHvUWyZfKbjpPVtHQ7XbFiBatXr2bs2LEkJ4fvolZUHP1d9litkQBWq5WJEyfy/vvv88knnzBjxgyA1rzad61tb/ny5a3//+EPf8jatWuPukynqyFDhpzqIpx2usuYhMezDZb9R6Oq3fXhz0bJXDKy72HTPpFkcMFbGg3tzgMPjzdx9ln9OBuYX6Mxb1fbScNpDrdYHk+aIrM7zcWIotrwxCuAx3pyxvnFWcBuIqJ77/UDJK4d36ttwWCwNCWw8vHNSGq7MZJ2G167lcS6BiRNx+gQbKqyjM9mDZ9iDIO6ODcujxdzu5N3g9NBsLkV0hRSSWhowtlHYvi0viQmJdCjp8bWXeWUVbSdcG1WCX8gOpJxu2Run5lLdmbsgPV4q7nIz7ZXd2PQoVVSgtFPjWXfbUtw4kVFJ1OvwSPb0aW2OmpMsGA0B4VNDjMOv4olpGMKaUDbMQRtJoI2E3JIQzIM7F4VSTda0wLkeEqx64fpd21W4NEbyb3ryk43Mf5+E8bMf4a7wAIoMoFfz4C3Ggk4FGw+Dd0MsgaaTOQYyUAAs6GR/JvR5P8x/Jxg7fk8Niz9LzXlOjoyHqy42wXVBhB/2yB63H9xuE7/5GLTjCXo7e7fWvDRly00kEaZ1ouA7QBp/oOEsFJDBiBjwU8GB5GA+DgT+f1g546243KoXobUhYdyOK8fhvHW0tb3zIwHCS2qVdJC7MBcvv0SBgwcGHPdd0l3OT+cbkS9dY2oN6E7O65XdDU1NSxbtgyA+++/v9Pt5s6dy9ixYxk+fDgAa9euRdO0Ix4nGQqFWLhwIQBPPvkkTz75ZMzt5s2b1xpItjxbcsuWLTQ1NYlxkkK30DdRYtNtCnM2G5Q2GVzRS+KK3kfWgjY8TWJzc9pqv8H0vhIX92hL++6VMu/uMFhebJCfKHHTIFhUBMuLDbZUG3xTypHP3noImizTaDOT4AsRkiWKE0/MMwCdZugdDxYFbh8iMWu4TF0A5mw22FNncGGuxNX9ou8ujroul8GXpbPp7SK8FQGS+sVRpVg5eCBIwKdiR6NqcQl6XXjcZEhRSB2dQp8hiSz7tA7F0DFkieLMVJJCfvrnWxkxLYMGq52dm5vQq/3EhYIEz5NJGKkgt4wxdCn85XcZfP5VE6XlKoP6WTlrsI3lK7yUlIXCQaVfJynRxMXnuUhMOHmTFI28dyDb3twDQaM1mDSA8Y8MI/uWvthcJvb8+CtKyq2YJI1cowKvYafW6qA0OY5g8+y8BqBaTDTYzEi6gb0pgLMpgMdlbctM11tbwRrirRhSuOuwzaeSaQQZpm+iETdOmtq6f0oSDT+6igTJC2flwU3ng+PQj+WQrh0L/TMw3lgR/vumc0gbmsuMGxvY8dYePHP3E9hSDxjEDYzHliDjWV2B3RvAkeMg69lLSZnco3V/SoKNYTtnUvvSZrzrq4i7NAdTjpuG+XsASLxrCPbBya3bJ03vRf8nx7Dvt2swGgM48ZNEHeV9L0Aak0f6ebm4rsln31vbqfuiGJsvSObQONwjE+GrXUjpcch3nMt5GXH0+PgABxeX4Ey10K9xD7bGi2DqKJSJw2HyWRj3vY5UVotqs+Lwl+EnGQ0bEio2ajB3aLk0AOmOS+DJO47ykyIIgnAmEC2PXXVcZ2199dVX+cc//sGgQYPIz489c97ixYsJBAJ89NFHuN1urr32Wvbv389vfvOb1qAvFlVVkWUZWZZZtGgRDz74IHl5ea0BYkcrVqygoqKCt956i759w603LS2Nd911V8znQ7Zo2a6zWVnFrK3dn7gDeHi6YbChwuCcN3X8xxhQppQ18ujFZnZbrTy5USLQvteNYcR+BuVhDE2BOZfLfLjXIM4iccNAiVTHiTkZhPwaOz4ppa7YS97ZKWSPDHfbP7DLy5Y1jbgTTAweE0dcoinqObgA9fX1rRN+DR8+nPj46G6Wp5vKTbUse2AN9Tvrsac7GP/IMHpdGvl7p3lC1G2r56vvLyXYECRgUcjy1GLIMlYzpF/Ziw31Viq/bZ5lVddJqPFhDarUJjpQTeGulBLhblRuTxCb3UTfH+Qz6N5BKE4ze99bTM8bX0BumaRJkeHf98L1E477MesBDSSQLc2BsKZjBHVk+/G752roBrpPRbYpGAEN2XECWpkNg+3rNmE4LAywJcG/l2IEVNh8AOatirhkMhQTfPskUn9xLmshzg9dI+qta0S9nXr7pD93ui7PeOAklqT7Oa4tkvPnzwfgoYce6vQLYbFYeOedd1i4cCE33XQTDz30ED/+8Y/561//itVqjZigp8X27dt5/PHHeeqpp3C73a3dZ2fNmsXFF18cM5/XX3+dp556irlz5/LrX/8agF//+tfccccdvPzyyzidTq6//npMpsgqUFUVv78r01cKwplFliRGpEt8dq3E777SWLK/izsKqPy/y2zcNTHcEvnnS2Dpfp0Z83TqffohZ309lO8PkBmVITMqo4vlOgpmm8Lg6TlRy3P7Osjt6zjxBTgFUocm8r0PLj3kNorTTPKoFC5fcyUHPyjG0HSyJudiTW5rcewLBOqD7F1chqbqlH5Zzt6PwxPPSO3uYzpSbHxv3TQsrsjAKjA4m13LHqTftzUQ0mDGWEhLOG7H2Z5sjWz1lRQZ6Tg/v1OSJRRn+Bglxwl6NqgkYTiaJ9rKS4PfXNcWPK7ZjXHvHNhchNE/B+mfd4ogUhCE77Tj/hzE75Dj1iJZWFjIPffcQ//+/aOe4djetm3buOmmm+jVqxfvvPMOAEuXLuWRRx7B4/HQs2dPRo0aRXx8PE1NTXz77bds2bIFt9vNhx9+SHV1NVdddRVJSUl88MEHUYFgi5qaGiZPnozD4eCjjz7Cag1f2Kxbt44HH3yQqqoqUlNTGT16NOnp4ckQqqqq+Oabb6itrSU/P59//etfMWdtFS2S3Z+4A3j0Pt+vM/k9Hf+RzpVjGFySZfDMRIUBadHdMr8s1pnwVmdTlBza5F4S714pYzd3j+4o3bFF8kSq2lJH8fJyygqr8ZT5SBmayMhZ/XHnOKO2Fd/VrhH11nWi7rpG1FvXiHo79fYeokWyl2iRPKTj1iLZMvnNobqnQviL0r9/f7Zv3866desYMWIEF154IfPmzePtt99mxYoVfPbZZ3g8HlwuF7169eKnP/0pM2bMwG63M3/+fAzDYPLkyZ0GkQBJSUlMmDCBzz//nM8++4wpU6YAMGLECN577z3mz5/P8uXLWblyJQ0NDVgsFtLS0hg/fjwTJ07kvPPOQz6G2RwF4UxzUQ+Z+p9JvLFiPyVeEysa09laA8UNEPV4POCfEyXuGd55t70/rjj6IPKhsXD9QIWhqd0jgBRiSxmUQMqgBOh8hIEgCIIgnBRidtauO65jJAWhuxB3ALuuY91trzG4boHGxubH/PWOhw+vluiffOjJYdKfU6k4iqeQJFih8scKphiPiDjdiRbJrhPf1a4R9dZ1ou66RtRb14h6O/X2SI93uq630fnkocIJePyHIAjfLf2TJDbcaqKo3sBlgWT7kQV66Q6OOJBMtMKXM7tnECkIgiAIwulLtEh2nQgkBUE4LnrGH90P8RGPtQR236WQaBM/9IIgCIIgCKcLEUgKgnDS1fgMdtYe2bYSiCBSEARBEIQTQrRIdp2YTUYQhJMuzgop9lNdCkEQBEEQBKGrRCApCMJJZ5IlHh5/ZD8/V/Q6wYURBEEQBEEQjpoIJAVBOCV+Pkqm4CqZc7LA1jzBq0UCd7snhpybBa9NPvTsr4IgCIIgCF1lHOIlHJoYIykIwikzrY/MtD4yIc1gVx3kuMFtkdhXb2CSIcctxi0IgiAIgiCcjkQgKQjCKWdWJAYmt/2dd5QzwAqCIAiCIHSNuOboKtG1VRAEQRAEQRAEQTgqokVSEARBEARBEITvJPH4j64TLZKCIAiCIAiCIAjCUREtkoIgdDvzvvDw7lIv6DBjgp3vXeJEksQdRUEQBEEQjo5okew6EUgKgtCt/O9bDSxd0tT69wtvh9hTrnHfjfGnsFSCIAiCIAjfLaJrqyAI3YZhGHyyzBu1/JNlHnwB/RSUSBAEQRCE7kw8R7LrRCApCEK3sb5Cx6xGB4yyAc+924imGyz40svtz9Tzq1ca2FMSYm+pysbdQVRNnBIEQRAEQRCOF9G1VRCEbqPOD/U2M4n+UMTyoCyx+GsPRT6Jf1VaCZgtKF6dz/5Shz2gkVnfQKINfvLLHEYMcZyi0guCIAiCcLoRYyS7TgSSgiB0GyPSJfQYv/dm3UDVdWZXWAhYFACya7ykNPq49NuduANBAL64bR8p/xxF7pjkk1lsQRAEQRCEM44IJAVB6DY2VIA1pGELhvCbTQRMMopmYAK8NjOJXj9TNpbQs7aJFK8fiy+ARdVa05tVjY8f2sidn14oZnkVBEEQBEE4BiKQFAShS1TVYE9RkDi3QkbayfkpKXz7AFO+LcKuajRYzcw/qw+bslLJqfNx6b79XPN1CTJgSBKaomBuF0S2CFb6aTzoIy5bdHEVBEEQhO860bW168RkO4IgHLW9+2Wm/aaKi18JMvD5IMP+7uWrA9FB2/FS4TG44okatLl7OBjvZFNmMmZN54bCbSR5/fgVg7N2lKAYIDXPqaPLEgGbBb1Dy6MugS3RcsLKKgiCIAiC8F1w2rRIjh49+qi2f/755yPS1NXV8d5777FixQr27dtHY2MjNpuNrKwshg4dysSJExkzZgwHDx7kyiuvPKq8CgoKyMrKAkDXdaZPn05paSnjxo3j2WefPap9CUJ3V+OTuXl1DtUp4WBM0g0ONgSY+B+V5bfKjMo4/nf2/t9SHfOGSv5x4XCKE90AWEMqNxRu56ySKsbtKkFuNymrrBuYVI2Q1YJfUbB7fa0BpqooWBynzU+f0M3p3hCNv19K4K1NKHoQ6xX5OJ+ehmQXNysEQRC6AzGne9edNldTd911V9SyN998k6amJmbOnInL5YpY1xLYAXz++ef8/ve/x+PxkJ2dzYQJE0hJScHv91NUVMRHH33E+++/z8yZM/nhD38YM68XX3yx03K43e7W/69cuZLS0lIkSeKbb76hpKSE7OzsLh+3IHQX83fpPLxc59vqXmBtCxYNWaLKZcMWVHn43UYW/MCB2X70Py1aSMfXoOJMMkeNX1y6zk9CamJrEAkQMJv478h+XLptP5kNnqj9yZoOhgGyRE2cC0k3aHDayamq4Yu/bOXce/thsipHXU7h5FE9KmptCFOiGYDA/ib2/Gg5dR8XI9kU0i6Ip9cQD1JmItxyISS7I9KHXltN4P6FGGWN6AlOuH4M7scvQ46zHrcy1t0+H+XtL0miHgkd/aWdeN5ehWPTg8g9EiPLU+lDdphQnOHjoaIOXHZwHL/yCIIgCMLJctoEknfffXfUsoULF7YGku0Dx/ZWrVrFAw88gMlk4pFHHmHq1KlRF6Eej4e5c+dy4MAB3G53zLxaAslY69qbO3cuALfccguvvvoq8+fPZ9asWUd0jILQXby7Xec/W3SqqlVSfEEUh8J7tdbmu3axWxz7l9Uwee5mnv+3hCvNSq8JqQy7rgcWu4K3yo8z18n2r2vZMXc/FRUhbH3i8V6Qw+adfnKKa3FsrEQPGTgSTEx9uD+9xiTx0ZYgBZ/Xk1VusC3dHZWn12pm0YAeTNhxAGuM8ZA0/xZUxbkpSU4gMRgiocnLxv/ux9AMLnxw0PGrtDNU4wEPwcYQSQPikeSutTYbhkHdtnpMdhPuPBe+TVXINhPW/AQ826rZOns79TUaqflx9L+7P417miias4uSt/dg9wSwyBr+XmvRKoIEy8Mz8BpelfKPqqle1MhgdRG2+/6NPjQP/aw+mH83ndDC7QTunYuEgYSBUtdI8Pll7Ht1B7lb7sKcFw+AfrCO+i9LMI/MxtU3AQD/5moki4w1xYSxsxRfyIapZyKW3LbPYHBFEb7/XYr+wbfEU9v6rVBQsTZUsnP0G3BOHyzZLnyrDuLfUofqM8AEcb2taEU1GCGNDHMR5hvGYvrNVTjSrBjbypB6pyAlOcPlq/Oh7qzBpISQLTIM6QGNPthWAn0zINEFmgYbi8KBdI/Urr3RgiAI31FijGTXSYZhnLYtutOmTaO0tDSia2l7qqpyzTXXUFxczG9/+1umT59+yP2pqorJFDt2bukmW1hY2Gn66upqpkyZQu/evZkzZw6XX345NpuNhQsXoiiiZaM72bZtGwADBgw4xSU5vTQEDM5/S2NDhdEahAHhlr1OZjk1aTr51U2keIP0qagh/2AlrkAAgJDZRMhkQsLAFFQpTYhjZ0YaAXP4e2gPBBm1Zz9mWYIOQYp1YjabVtWxZEAP+tYFWZudQI2zQ3fB5nJNX7eTS7btj1gVMpvQmvOpsdswGwZ+q4WdSQnkVtYwsL6Wu5dfiqyc+BNIfX0969evB2D48OHEx8ef8Dy7KtgYYt1z29m74AD+Kj9aSMeQJJxZDtKHJ+Kt9JMyJJGz7srHkWYHoLHEy8YXd1C7vYGUsxJJHRDH/g+KUT0qKBLlhVUYXhWTZuBUQyQ1eIjzB3C5GlmZ3BufKdwip6g69oCKIUlgGLh8ATRDAVnGFFJJ8vgjyiphYCVIHPU4aCCZYiz4UTHjIxUZGYlwt6UK0qglEZCQzBI9X70E7fWlrFptxmsKT7yUZvOR3BTEqArn46COPL5FIUQT8fjHjyQl3YP+TRHBUpUQbqw0YiYYVY+76UctnT1mpuW0KyGj02gxk6OVk6VVIKOjI3HQnYs/N42UbftABwkNN2U4LQ2gGqDr4f24rBiajuQLYgBGv55Ii37DvtXrSXrlS+IbVZg0DH4+TbR8HiFxfugaUW9dI+rt1NssPdXpuiHGvSexJN3PadMi2RVr166luLiY9PR0pk2bdtjtOwsij9SCBQtQVZUpU6ZgtVqZOHEi77//Pl9++SUXXHDBMe1bEE4Hv/hcY0MlIEnYgyr9q5pI9IX4Ns1NhdsWncAwOHd/Ncm+EAANLhfr+jgYuXsfMqDa2i5cVYsFv83aGkQC+KwW1vbOZdz+kqhd711RzcsXDCe7zodZ9zPuQA11djO7kl1UusL7zWz0URrnoGB4XxptFkbvK0OXJQ4muBheVhsONIEkXzgwcPsD2Hx+Ps/vReo2T/N6cSeyhaEbfHjrl9Ssr2mtFZlwi6KnxMPeg14AyldXs/+zg1y18FJUv0bBtUvxVYZvHlSsqsSs6R12bKAY4W7QTRYLTSkWetWU47HYWoNISTewtQSRAJJEk8NGan0jTRZHjMe1GMTTiIRMCAf1OGgkmV6sx0wAMz50wq16jbipJaktZcig6ObPKI2347W0zd5b4bej+nXSmv/2ksBB+tKDrbipx7XycyRAAeyAQgCIHZxJHUbd2PDhxEMQC424afnc6cgkB5vIpqxdnRvkNO5nyxYLeyxp9A5WYKDgJRlHsK5538113ORvTScB0o4i1KEP0cNXixJSwyu++BaWfgufPhKzrIIgCN9lokWy67p1ILlhwwYARo4ciSyf2AloDcNg/vz5KIrCFVdcAYRbTN9//33mzZt3WgeSLXe7hDY+nw8QddPRq5t7AzKKrnP2/hrsavhitU+NJ2YgmeINtgaRLXRFpiQ5kczGpqjt0zxe9iQnorf7vnqtVrxmE46Wi95m8YHw331rPJiaA8IUb5Bkbw2b0+LwmmXGFFfxUf8cQorMkoE9WTKwJwAzV29jRW4qDXYbAypr6VnbVhZ3MER+ZTW1A5LZsWtHF2rp6Gmaht0ebr0rLi6mtLT0pOR7tGrXNlG1sZaO/SskQDbAaHeubTzg5auXVqN69NYgEkDROwSRzTqG7GXueJx426WL3eodsJhQNI2QIqPJUng7II46JMwR2+qYqSWDNIqQ0VpCrebArUN5NJBUGTo0cjfZrKQ1tX1e6kmJqIf2zDThx4WpQ4ukikIdCa1/Z1BKOhVteeBkD70xmidOd9EU8zImiXp2Gj0JSQpmQ8NG4xFd7sgNteiYgXbfqUUb2PveYgKDxZj+wxHnh64R9dY1Z3K9iVbWM1+3fvxHdXU1AGlpaVHr/H4/L7zwQtSrq9asWcOBAwc455xzSEoK39keOnQoeXl5fP3115SXl3d53yeaqqroHS7uAoFAxN+apqGq6iG3MQyDUCgyaAiFQnTsHd0xnaqqaJp2yG10XY/KPxgMRuzbMAyCwQ4XbF08to5pzqRjO5b3TW2+TM1oDLQGkQBJvhDWUNtxWkMqGAb2UOxHfgTMZowYN3cUw8DUMdCItQywqRrJ3iBxwcjjk4B+VY002MzU2c38aOVWJm0vxhEM4QiEuGRLEQuH9GLuyH4sHtiDZ88fxpL8nIh95NQ10GNsZEvSiXzfOtb/6fp9C1SGWme3PRLBqhDe8g7dTWOljxUgmiyk+uta/+4sW0U3cKhBkCRqnTaCpvDnKp66mNurzS2ECr62fRD7c6rHGPMpd3jvFNSobVpIhFsU60hCbb4v68POLgagN/9txR8RRAK48JBMdVs5okL3lmNRkAwISUrzdi3fqUO/SQYyRox9msvqW///XT8HiGMTxyaO7eQd2+nOOMRLOLRu3SJ5KH6/v3UCnfYON5lOZ95//32AqC60U6dO5ZlnnqGgoCDmjK+ngyFDhpzqIpx2xJiE2JTPVDSD6K6JQJI3SGl8uFXton0VZDb42ZnsimppAjAZOj6LGUcw8iQYUBSCHbqYxwWCMfNrspgwa7F/xhtsZq7eso++1Y0AjC+uZPz+cuJrGvjv2AE02iODxEX9cxlbVIYrqIbLaxjcdl0fElwn515a+zGS/fv3P23HSDYmedj9bCmGGv2eGjGawoZdNZhAfYhPP1zRukxv12rYljj6fXT7/fRpKOGAM5VKeyKaImHSNNR2480lwyDR66XGFp61W5MlqhKcDKo6iItamoieWMZJLUEsWAjiwYYTPwnUUU98awsggMUJbqMBT4d9JHp9EX+nUBx94C3HioKGGR0zGxiJgo7aoZXUSfSMwi3Lq5rzriOOVCqwtAtaNWQqScaQDexq+GLOj4s4QGod+RmbigszjZEL7RZyZk6EpOjWWSGSOD90jai3rhH1JnRn3bpFsqVlsLKyMmpdQkIChYWFra/MzMwu51NXV8fSpUuJj49nwoQJEesmT56MLMsUFBRE3aURhO5mUl743wqXNeoydVBFQ2tAkOoJ4NA0hlXUE+8PRAQKFlVDN1uoczoJtWuVDEoSK9KSSWvyYlNVLJqG2+ujX2k51W43ertARZckDqQn4jNJaDECGAO9NYhsJcsE7VYOJEZfKGuKTLnbgS6B32zG7DKftCCyO3HnOBn/m2Fgihzhp9gVEgfGt0aXkgxn3d2P9JHJ9Lgog4E39Gpdp5llLImR/UWNDi2SlpBKep2HUiObsWU7mHBwI0OqisiqqyHe68OsqjgDAXpW1yLpEDCZMQyDhCYfsq4TUhSCOEllL61jBQE3lZSRxX7yAajDRgATFoLkUIwDD2aCxEu15K/7PmP7N5LftA+X6iExWM/Quh24g0FkVGw0kcUO0jjQun/d3Tae0kDG39zt1YJGKtWtrZLtBToZQxnEQss9bx0Tu6VeVMiJ+LFQSxxb6IfHZKOPWoSJIDapiSSKkNCI7igcHuOjYyIgJyM/PB3f2T3bVtos8K8fiSBSEAQhBqN1fu/ol3Bo3bpFctiwYUB40h1d10/YOMkPPviAYDBIMBjk7LPPjrlNaWkpK1eu5JxzzjkhZRCEk+GtqQqXvK1RWG5iY0YcgyoaMesGmgQHEhw4girOQIh6q7m1y6lTVbFpKn7FhFeRiQ+qIElY4sxcce9A0p0GalAnb0Q8j71Zy3tfenD7Q2Q2NpGIxsEr8xl5oJriHeGZXa2qyjkz0rh0dBr7Z9dTazGTHAg1dyOEA/F2zHooZvnLE9wgRXfpk3UdzWxhd2YGKXX1XP/z3iewFru3wbf0odfkbIqXlROsC5IxNoWUIeHnIdbva6J2Rz3JgxJw5zhb05z7h+EMua0PtTsbSR4UjyvLQfmqSlSvRtLQRKrW12BNMKN5VCSzjFtX0esDWMZkULaxloaPDhAorMDIcjLwogz093bg21lPk9VBRZOBJofH3ja4bCQ0+qmwubB50klnD30oxI8bmRA1pBLCit0WxHDHk1e5nUpysFOHDZ1cGjHjwfSP65Hzk2HVgwxfv59ha/ejyybkkbkYeak0Li3BrKg4g9VgNUMgBIN7IOdnwpdbMWqb8Kyux7tgF+adRSjeEEnUE0cTPmyYCSGhUtNvMCFrPJ69NTibalvrS0MhgAMzKiFMSA4TOX8+G1XV2bG0Cu+2BpyDEzj/yVFYN+6BeAec1x+8Afh8M8Q1P3tyYxEoMozsjWG2YmwtxzwqF7lHEru35WPbXEyeyQ3nDxJBpCAIgnDcdetActSoUeTk5FBcXMwHH3xwRDO3dsX8+fMBuPzyy7Fao+8u19TUsHz5cubOnSsCSaFbi7NKrL7ZxJ46g4agm/5xTvYfVKmRFVLiFXbtC/LaG9UM3FdKaXJi6ygsxYAGs4lil4O/PZiIFtTJ6WFFMUXezfvtrck8dGMilbs9OJNycKe2fJ9SCAU0qvZ6ic+w4kgIt2j9vEZn9sImPLKM12pifXYCAZNMWlPkuLwW1U4neTVeqpxWQqa2G0tnF1VgmC1Imkb+lEzOujglZnohzJFio9/VPaOWx+e5iM9zxUwT38tNfK+2YCXj7Lax6z0mxX4OMEBehoO8SR0mgLlncOt/t67ahL7XQ3qPPAIbqwn8+E0SPOX4ZAcNehKNvfqT/PNR2O85G2dlA7mltTAsDzwBlN+9TdprX+OrN6PIHiz9k1GeuRvp4rNa9y8N74E0vEdE95yEK3s1/y8/usATBiEBrivB9ceJqF/uxjvhOQBMaLibu7Jabx9G6su3AGAErkF/+Wu0T7dCohP5qjH0GJAGTivBgx4cZyUjW8Lfpqz/1yG/HiPb/u+0wdTRbX+P7tv6XxlgQEZEUv+QHBDd5QRBEIQTpFsHkiaTiQceeIB7772Xxx9/vHVG1Y7TxPv9/qgBy0dq/fr17Nmzh759+/KnP/0p5jbBYJArrriC5cuXU11dTXJyZ88OE4TuoXdC2+PV+/dua+HLT7TSyx7g89ecHNwapMLlRgIaLGYazWbih7nJybHE3GcLxSST0T+6dcRsVcgcELn8qivimTYpjst/Uc5Bp42AOVyWCredlbmpjD/Q1q290WKm3OnAGdI4u6ia0jgbjkCAs/eVkuQL0eCwk1NWSSgxCcjtUr0IJ58Ub0YZnkDKgAw4J4PglQ9S+fI2jNJaEm4agvvsdsFTdnL4BZBgQn76duSnb8dZ2oAUb0NyHPqz2RWm8/pgvnYooXc2tS5T+iZgeW5m2zFYzSg/ugDlR9Gze1uynFHLBEEQhJNHdGHtum4dSAKMHz+exx57jD/84Q/87ne/41//+hcjR44kOTkZv99PeXk5q1atwuPxMGLEiKPe/7x58wCYMWNGp9tYLBauuOIK3nrrLRYsWMBtt93WtYMRhG7iwpssqBsz+M0eGw5feK5Xe6aVj681Hzbt0TIpElPPtvPfZX5K4u2YdYOAWWF1bioeixlHKITLG6LR5midHdSiGfSs9ZFXVUPv6gbMgSAZVbXoQP2WuuNeRuHksWQ5yf7NqKNKI2fGnaDShNnfvg3zyiK0FfuQB6Rhuqw/0gl+JJUgCIIgnGrdPpAEuPjiixkxYgTvvfceK1as4IsvvqCpqQmbzUZGRgaTJk3isssuY/To0YffWTtNTU189tlnrYHioUyfPp233nqL+fPnc+utt8Z4eLYgnDkkWeKn1ydyl2qwqMjAIsMlPSVMMR6ncDzcNd1NSbmGaWs1HquJODXIqNKa1vUek4lGa4fnEBoGGQ2NKCEVpWVWWEnC6g0gCMebaXxPTOOjuwMLgiAIpzfxmI+uO60DyQULFhzxtomJidx5553ceeedXcqrsLAwapnL5eLLL788ovT5+fkx9yEIZzKbSWJanxN/08Rpl/nrvUkMfMZPj/UVDKmpj1yvqrjVIPVWG7IBmgQjig6SWtsQ0WHFkCAzRrdaQRAEQRAE4eic1oGkIAhCew0mE3HB2OOdzbpObb84tgbNBBSJ0bv3RY16kGSJCx8aHDO9IAiCIAjfPWKMZNeJQRyCIHQbE5whDCn2z5aswwUulYAiY8gyBcP6UuO0Y0igyxKWDAe3zz+PtEHxJ7nUgiAIgiAIZx7RIikIQrdxTWqIl8xmPCYFp6q1Lg/JEpU2O+fFSzwcF+Cl7VCa4Oa9sQO5La6J66YnkjMs4dQVXBAEQRCE05RokewqEUgKgtBtXHK2g9nvNrA7Lp6kgB9XSMWvKFTYbaiKTL9eZn48zsEvGjQOlKrkZScR50o91cUWBEEQBEE444hAUhCEbiMx3sSk/hIf7YByu51yR9tdxAQHTBhhD28Xp5AYp3S2G0EQBEEQBECMkTwWYoykIAjdyr2/yOLmuBp6VdXg9AcwqyoDnCGeuj8Vm0WcDARBEARBEE4G0SIpCEK3IisSN/9tKJO21FOzu4n0wfEk9Xad6mIJgiAIgtANiedIdp0IJAVB6JbSB8WTLmZgFQRBEARBOCVE11ZBEARBEARBEAThqIgWSUEQBEEQBEEQvpPEZDtdJwJJQRDOSN+UGmyt1umTIJFokxiUDJIkThaCIAiCIAjHgwgkBUE4o4Q0g3Pf1Fhd1rIkPIw+0QJzZ8hc0EP06BcEQRAEIUxMttN14opKEIQzysNf6u2CyDa1QbjkbZ0anzhlCIIgCIIgHCsRSAqCcEZ5YX3ngaIG3PKhdvIKIwiCIAjCaU1H6vQlHJro2ioIwhlBNwyeXqPTEDr0douKTk55BEEQBEEQzmQikBQEodvbU2cw/DWNxuDhtw3qJ748giAIgiB0D2LW1q4TgaQgCN2aJ6gz4S39iIJIEP35BUEQBEEQjgcRSAqC0G29u03l2oVHl8YqfvUEQRAEQWgmpuDrOnFzXhCEbmltuX7UQSRAQIVt1eK0IQiCIAiCcCxEICkIQrd04VtdG+yoAwPnaPxphRgsKQiCIAiC0FXH3Mlr7969vPvuu6xdu5aysjK8Xi8ul4uePXsyatQoJk+eTK9evWKmPXDgAFdffTWGYTBr1izuuOOOQ+al6zpLlizh008/ZcuWLdTW1gKQmJhIv379OO+887j88stxOBwx0+/evZt3332XNWvWUF5eTiAQICkpiYEDB3LJJZcwadIkTKboKtm8eTPz5s1j/fr1VFZWEggEiIuLo1evXowdO5YpU6aQkZFxlDUnCEJXrSvXaTzM7KyH88jXOjcNksiLF4PsBUEQBOG7Sky203VdDiQNw+D555/n5ZdfxjAMBg0axOWXX47L5aKpqYnt27fz2muv8eqrr/L4449z0UUXRe1j3rx5GIaBJEnMnz+f22+/HUmK/WZWVFRw//33s2nTJhwOB6NGjaJHjx6YzWYqKipYv349y5Yt49lnn2XRokXIcltjq2EYvPDCC8yePRvDMDjrrLMYO3YsdrudqqoqVq9ezRdffMHChQt57rnnWtMFg0Eef/xx5s+fjyzLDB8+nPHjx2O326mvr+fbb7/ln//8Jy+++CKzZ89m8ODBXa1OQRCOQpnn2PehG/C31RpPXChjNYnOGYIgCIIgCEejy4Hkv/71L2bPnk1mZiaPPvooQ4cOjdqmrKyMOXPm0NDQELVOVVUWLlxIYmIiEyZMoKCggG+++YZx48ZFbev1evnJT37Cnj17uOyyy7jvvvuIj4+P2m7VqlU89dRT6LoeEUjOnj2bl156iYyMDP785z8zZMiQiHSGYbB48WIWLFgQsfx///d/+eCDD+jXrx+PPvooeXl5UXnu3buXF154AY/nOFzZCoJwRNKdx2c/z6yHZ9brXNlHZ+4MBbmTG1mC8F2nBzVkixKxTAtqKBYFwxOAHWUYPVKQk50xtwEwVB0UKXzD2OOHLcWQnwEJLuq31iI7zLh7ugAI+DS2rWvCrIXoZ6vHl5hAo+IgXfIgL94EMkiTh0N6YmRBNQ3W74PsJMjosM4wQNPBpICuo9UFaPisBNkmE5clIWXFQ1YShmGAakBlPcbiTQTnb0LVFawPT0ZPiEdrDCEnWAhV+HCclYys62A2sXuLh93fNjFohIucPBshDYq/qcH390JMnhBZfxyLa1yH3ku6TrC4Ca0+hG1wEpLc9hukawZIIMvid0kQTiTRItl1XQokDxw4wMsvv4zZbObpp5/utOtqRkYGDz74IKqqRq1btmwZ1dXVzJw5k0mTJlFQUMC8efNiBpKvv/46e/bsYeTIkfzxj3+MCBLbGzduHK+99lpE99SSkhJefPFFTCYTTz75JH379o1KJ0kSl156Keeff37rssLCQj744AMSEhL4xz/+QXJycsw8e/XqxZ///OeYxygIwvFX4TG44+PjO76xYDeY/qbx36kS1w5QDp9AEL4jSt7dx9Y/bsC7r4mEEUkMeXw0AZ/G+j+so357A4OdFQwo3oTiD6AiszdtIPYnvofhMrHx8U149ntIzXeSE/QSWFWGkmwjdYSZtM8/AFXHI9sImWwkBOtoNLlY3XcMcS/fyOvPlTJ4y1qmb/oIU8iPVTFRnNybjMoSJMMgPM9iEMNkIPXLgp9Pg/8sg6XfthV++hh4975w4PjYe/D3BVDdCNkpGOU+pJCBTBw2vDRgRUKliiz81gyMgMF2aunJVmz4sALa25+ylxF4SMRovvRscljxpgcoz0lnXepA4nwNZN67gKzS7UgoWMmllt6AxI5FB0iekU3PuTMgpKLf9QJFr1VQa6QBEpYMK73mT0UZmsJ7L5Wx9st6ZBnGXpTAjNsyMFtEzwlBEE4vXQokFy5ciKZpTJw4sdMgMiKTGOMO582bB8CUKVMYMGAAeXl5LF26lLq6OhISEiK2LSgoAOCOO+7oNIjsLK8FCxagaRqTJk2KGUS2Z7FYWv8/f/58AK666qpOg8hD5SsIwonx0yU6GyqP/34N4PsLDS7qoZPiEBdsglBbWMWaO79qnRu/bl0NX1+9BK9ZRg/qxIUaGbSrsPVevgmd/IpvWT7LQWlcajidYRD3VREBTQNAq/JTtsiPiTSSKMNihHAG/QC41SZGb/ucubfH4ejRk++vnYfcnLlFUxlYsQOwAgoQAjQklXDL5g//GX0A81fD3wsgyQUPvdG2vLgSCQkJG/HU4kcmnnqqyaCODAgASHhIYjcjGMTXSICCTja72MEYJCTAwOUNUK6Gg0iAO1a+SV5tMQAyKlnsRcdEBT0Biep5xeRu3I/8+ueUvbq3OcgMC5YF2DPjQ9b94hLWrmgM1xfw1Se1SJLENXdlHsvbKQhCJ8Q87l3Xpehnw4YNAIwePbpLmZaVlbFy5Ury8/MZMGAAAFOnTuWZZ55h4cKF3HTTTRHblpeXoygKI0eOPOq81q9fD8DYsWOPKt3GjRsBGDNmzFHnebrZtm3bqS7Cacfn8wGibrriVNfd3J194AR1QzGA+z+u5teDqo/rfjVNw263A1BcXExpaelx3f+Z7FR/3rqr41Fv5c/tj7rCCgQ09OZl2f7ymN/EDLWCUiMVAHsohLU5iGyvlgzcVGI2ItdJwKCSLShmf2sQGUkjPOH8kfUC8r/wMXqCg+gp+AxAJ4AFG+GgrYasqK0COGgiATd1ADiat20rrUFtQrg7bnpDRWsQ2V4ypc2BJIBM6Q/eIGP7JuoYFrVtqNRH8YclkBgXsXzlkhqGTKg/7PGeSuK72jVncr21XOMLZ64uBZLV1eGLrLS0tKh1e/bsYdGiRRHLsrKymDZtWuvf8+fPR9d1pkyZ0rps8uTJPPfcc8ydOzcikKyqqgIgISEhosWwxccff0xRUVHEsgsvvJD+/fsftqyH0pJvrHQbNmxg5cqVEcv69+/PhRdeeFR5nCyqqiLLckRrbiAQwGq1tv6taRqGYUS0rHbcxjAMVFXFbDa3LguFQphMpohJkjqmU1UVSZJQFKXTbXRdR9f1iPyDwSBms7l134ZhEAqFIj4HXT22juNoz6RjO9HvW3un4tjcJo2a4InrARBq7jV7PI8tFIqcYva79n07lmNr70w7thP5vnWst64cm6ZGB4DtheTY38OQbI65vD0DCZlOuqhL4DfbDpn6SBlWU3hc5BHsq/O9tr1vXtxRaZ0e/+FKEfF/m68edB1TJ8FwwByjXpt30Z0/k2fy900c26GP7XQnxkh23XF/l/fs2cOLL74YsWzkyJGtgaSmaRQUFKAoCpMnT27dJi0tjXHjxrFixQrWrl17xK2PH3/8MV9++WXEsqysrNZA8kTYuHFj1DFOnTr1tA0kO04uJLTd+RN3y47eqa67n3t1fvfViXsG5K8vSGFAaupx3Wd9fX1r74j+/fvHnCxMiO1Uf966q+NRb6mzkviqYFFEHGSxKKgmCUM12G/PYlDTLmx6sHV9CIViU2ZLYx0+s5mAokS1SiZShoKBhozSLqA0gF29BrMheyBXbFlMXKCpdZ2OhIyJcIukDJ0Fou3YH78Niqth1r86rJEAGTNtQXcSZTSRFLGVBS8uapvzlzlI9BAZp9dHnK+R8rg09idk0aPuYMT6Gtq6pEpoJF8/Cvb3IPXFjTQROSGQ+yw3eRMz2LAicpLCsRclMmBAdIvp6UR8V7tG1JvQnXVpIFBSUviHtrIyeqDSpZdeSmFhIYWFha1jG9v7+uuvKS8v55xzzmndT4upU6cCMHfu3NZlLeMT6+rqCAaDdPTkk0+25nfXXXdFrW9JX1FRcaSHF5Eu1jHefPPNrXk+//zzR7VfQRCOzW/GS/ztwuM/hlEC/nK+xNBUcWdSEACSx6cx/Nnx2LLC3bLdg+I5++0LOe+lc3H3dhGULawaciFNZ+XjtzooN6WwNvdc+v/tfMb+bQz2TDtIEnVjcjGPCN+cURKspN+QS3Jyc4CoSDSZwjO9ehQHa/pM4OJPr+W6B/JZ9OOfsi+rNz6TlaLEbP49+mo2ZPVHlSDq8mV8P8hqF5RJEjx4NUwbA/dcBr+7DuKbO7imJ2KYHRiKgjejB15r+FokhYNkshu5uaXQSS3Z7KCeFCqlLPbL+fh75yCn2Ai6LDTZrezolYGU1MBPdr3H6IrtfNH3XCqcyRiAhkIZPSlv7tYqoZI/pALunQr/uIvEi9LIYxMO6rHgI3WoTO9l1/H9H2Ux4tw4ZAVMZolxF4cn2xEE4cQwkDp9CYfWpRbJYcOGsWbNGgoLC5k+ffpRpW0JEpcvX97pGMslS5bw61//mri4ODIzM0lPT6e8vJx169bFnNX1UIYPH05hYSGrV69mxowZR5xu2LBhHDx4kNWrV58R4yQF4UwhSRK/GC1x/xc66nEYIS8BPxgCT1ykEG8VJw1BaK/HjX3IndkbzaNicrd1scuamIXqUTE527rZWRpDZDhNrY+w6HVdL1SvitkVTqd7QkhWBckkA1eBx49iNeMyKdSsLkV22xk9IAGA4el2hp87Bv42Bmoa6fnxOm5JjQPXKIy1ezHG9EEakAO7y8BugQE54YJt3g8NXji7fziYhPC/f7gefnstBELgtCEFQmAYuGzhbnvGur0E3/iG5PF9qBvgQDnYQPbnRWj7E3HkxmMM6UHqVWPA2dblNhjQUWRQ/AFw27kJIKiC90q0r3fi91lIuaAX7q+KoHAnzgt6wCVntZVryf+QVNNI0sYiGJQDaeFjdwC3/iKXUFBHksBkFpN/CYJweupSIDlt2jReffVVFi9ezA9+8IOYz1eMpbKykq+++gqXy8Ull1wSc5udO3eyZcsWPvzwQ66//noArrzySl588UXmzJnDmDFjDjtza8eyzpkzhyVLlrBnzx569+7d6bbBYLC1L/j06dP56KOPmDt3LjNnziQxMbHTdIIgnFx1fgPtOASR702Dq/t3n3EcgnAqSLIUEURC+IZOS4DYImobOXIb2dlh7GS7oCxpzCFmJE1yww1tj+eSzm7XBXBEh3P6kB6d78ekhF8A1g5lHdEL64jwLPTStm3oPRJwPja+830BFmvztYjZ3m6hCSwmlMnDaXmipmn6AJjeSbfFJDdcGHv4iXjchyCcHGLW1q7r0q9Ubm4ut99+O8FgkHvvvZdvv/025naNjY0RfxcUFKBpGlOmTOG3v/1tzNcDDzwAtD0eBOCmm26id+/eFBYW8sgjj0Ttt0VTU1PUsuzsbO666y5CoRA///nP2bp1a9Q2hmGwdOlS7rvvvtZlo0ePZvLkydTW1vKTn/wkakKfQ+UpCMKJtb7COOYffosMl+aJZ0YKgiAIgiB0RZdvxd99993ous6cOXO49dZbGTx4MIMGDcLtdtPQ0MCBAwcoLCxElmWGDx+OYRitYyYP1cV00KBB5Ofns3PnTjZv3syQIUNwOp384x//4P777+ejjz7iiy++YMyYMfTo0QNZlqmpqWHjxo0UFRWRlJQU1UL6gx/8AFVVmT17NrfccgtnnXUWgwYNwmazUVVVxdq1aykpKYl6RMhvfvMbTCYTBQUFXHfddQwbNoz+/ftjs9moq6tj7969bNiwAbPZLCa0EYSTKD/x2LugzhohESe6sgqCIAiCIHRJlwNJSZKYNWsWl19+Oe+99x5r1qzhww8/xO/343K56NmzJzfffDNTp04lLy+PlStXUlJS0hooHsr06dN54okneP/991sDtPT0dF5++WWWLFnCJ598wpYtW1i5ciWGYZCYmEi/fv246aabuOyyy3A4Ip8YJUkS99xzD5deeinvvvsua9asYf78+QSDQRISEhg4cCA//OEPueyyyyLSWSwWfve733H11Vczd+5c1q9f35rO7XbTq1cv7r77bqZOnUpGhhgILwgnS7Zb4qq+MHdX19I/c4nMj4aLIFIQBEEQvuvEpDpdJxmGIboGC985Yrrtrjud6m7kqyrroidWPqQsJ5T86OSOi2z/+I/hw4eLx38chdPp89adiHrrOlF3XSPqrWtEvZ16n0tzOl13kXH7SSzJiRMMBqmtrSUxMTHi2aDHSozkFgSh21p7q4ml35e5dRAc6WjHg54TWiRBEARBELoR4xCv7m7r1q3ceuutjBw5kgsvvJA1a9YAUF1dza233srXX399TPsXgaQgCN3aBbkyr0w2Mfty8XMmCIIgCIIAsH37dm644QaKioqiHteYnJyM3++PmNy0K8SVlyAIZ4Rbh8hsvV3MwioIgiAIwpEzkDp9dWdPP/00KSkpLFy4kF/+8pd0HM04fvx4NmzYcEx5iEBSEIQzxoBkCethYkmle58XBEEQBEEQDquwsJBrr70Wl8uFJEVf/GRlZVFZeZQTTXQgAklBEM4os4Yfev3/nCsiSUEQBEEQws7UFkmv13vIyf18Pl9UK+XREoGkIAhnlMfPV7hlEFE//4oED42TeGi86P4qCIIgCMKZLTs7u3VW4FgKCwvJy8s7pjxO7hz4giAIJ5hZkXh1somXLjNQdagLQFEDDEsFu7l7310UBEEQBOH40k91AU6Qyy67jNdee42rr76anJwcgNYurvPmzWPx4sX8v//3/44pDxFICoJwRjIrEmYF7GbIdJ3q0giCIAiCIJw8P/zhD1myZAk33HADw4cPR5Iknn32WR577DF27NjBoEGDuO22244pD9G1VRAEQRAEQRCE7yRDljp9dWdOp5M333yTmTNnsmvXLgzDYPXq1ZSWlnLjjTfy6quvYrFYjikP0SIpCIIgCIIgCIJwhnG5XDz00EM89NBD1NTUYBgGSUlJMWdx7QoRSAqC0G3pusH2KoNUp0SKs3vfORQEQRAEQThRkpKSjvs+RSApCEK39OU+jZvf8bOvHmSbzIhMhdnTFDZXSayvMBiRLnFtPwmzeHCkIAiCIAidMM7Qy4TVq1cf0XZjxozpch4ikBQEodvxhwym/9tHjWyGeBldklhTC8Nf0zGrOjkNXl61mvlZso3F18kMSxPDwQVBEARB+O64+eabj6gL69atW7uchwgkBUHodpbu0agxWcDUMUCU0GWJ3rVNjCytZU+ii4tCORT92IzbcobecjyJKjbUsP2dItSmEL2vzKXnxZmnukiCIAiCcEy6+6Q6nXnssceilqmqyoEDB3j//ffJycnh+9///jHlIQJJQRC6hW9KDQrLDIamSjy7iRhBZJgmyyzunYFkGJxVXke/fdW8uz2d24eemSeKk6VocSmLZq0kZDZjSLDzw4MMvzCRsf+64FQXTRAEQRCEDq666qpO191+++1cddVVxzzpjggkBUE47d3+kcYr3xpHnkCS+KxvFmuykrl0dymNoRNXtjNVKKCzbG4Fm1fU4Yw3oa0qwZfoxhYM4rVawQXrl9UyaHERrkt6nuriCoIgCEKXGN/B0S+JiYlcc801zJ49mxkzZnR5PyKQFAThtLa4SD+6ILKdWoeVHclxPGQPAPbjW7Az3Ct/2sOBb2rpUVyFNRjCFfQyuGQ/Zk3HbzazvldPyuLjqZqzWQSSgiAIgtDNJCcnU1RUdEz7EIGkIAinDVU3WF5sYFEkzskCSZL4fL9+TPvcm+Ri7xc1DB+YfZxKeeYrK/JR80Up01ZsRFEN1OZTRRAzZgLYQiHG7tzNJyOGIZlEl2FBEASh+zK+o7O7f/bZZyQmJh7TPkQgKQjCSaXpBqoO1uYAZF+9wbPrdNZXGBSWQV0wvF2yDe4dAX85stmrO+UzKdTVir6tR6N29gau/3IZimGgI+HBSgALQczYCKJgIBsGWdU1pNx2bqf7Cfk1zDblJJZcEARBEASAZ555Juby+vp6Vq5cyc6dO7nnnnuOKY/TKpDcu3cv7777LmvXrqWsrAyv14vL5aJnz56MGjWKyZMns3nzZv7whz8c8T4zMzNZsGBB698HDhzg6quvxjAMZs2axR133HHI9Lqus2TJEj799FO2bNlCbW0tEO5b3K9fP8477zwuv/xyHA5H1w5aEL4jNN3goeU6z6038IRgaAr88TyJGz4I/91RtR9+t+LY8w2ZFP6fnEXNap1fjvkODoQ4Sr59DTgfW4JsGOhAEw50ZEwYgIYfCw4CSIAtFKR0WxN9LwynrdnRwIEP91O1w8O3tSZqazWSsqxMvLMHA85pu+vZWBNi++p6rA6FAePiMVvE+yIIgiCcGvoZOmtrZ4EkQGpqKr/4xS+48847jymP0yKQNAyD559/npdffhnDMBg0aBCXX345LpeLpqYmtm/fzmuvvcarr77Kvffey1133RWRvrS0lIULF5KZmcnUqVMj1rnd7oi/582bh2EYSJLE/Pnzuf322zudsaiiooL777+fTZs24XA4GDVqFD169MBsNlNRUcH69etZtmwZzz77LIsWLUKWxcWQIHTmL6sN/rK6bazjxiqYPq9rYx+PVr0u86svdHLc8P0B4nsaS3BvPQd++SWeD3eSpIa7Ewcxo9OxvmQCkpkGt51t2dlsfr0C98d19B1oY897+wlaTFRlp4GkAVBzMMA7/7uLe54bgllT+fSvO9i0HyzeAHF1DXyJzlnX92T4Lb0I+TTie7mOeRa5M14gBJuK0DYcRF24HfZVIF2Qj/l/pyM5rae6dIIgCMJpYPHixVHLJEkiPj4ep9N5XPI4LQLJf/3rX8yePZvMzEweffRRhg4dGrVNWVkZc+bMweVyceONN0asKywsbA0k77777k7zUVWVhQsXkpiYyIQJEygoKOCbb75h3LhxUdt6vV5+8pOfsGfPHi677DLuu+8+4uPjo7ZbtWoVTz31FLqui0BSEA7hmbXHNtbxeHhomc66cgOHWWLmQIn8RBGwAKhVPvad81/UMi9WtNbl0UFk2IY+vdjcLw8MA0sgiFEVYMfcKjzJ8XjinNAhENQ1g08e2Yx96S5kyUQfm4WgptOy1ZbZO9gyewcAzjgTF/x5JNmXnrljWo2NB9DfKURyWJBuOhspNylivbZoG9riHUi5iZhuGo0U326iqJc+gx+/gB400HBgxouMDuvXoL3yMcrupyDZjSAIgnBkztRZW7OzT/x59JQHkgcOHODll1/GbDbz9NNP06tXr5jbZWRk8OCDD6KqapfzWrZsGdXV1cycOZNJkyZRUFDAvHnzYgaSr7/+Onv27GHkyJH88Y9/7DRIHDduHK+99hom0ymvSkE47dT5DVYcNOgZJ1HmPTl5ypqOrsT+vu5pgMdXG4DBPz/18thogxsmurFYz9CzyBEIri+j5rkNqM1vkIaCiowJHYXYwX95cgIJDU3YA0GsviD995RgDYYoS0/i2365BC3m1m3t/gDDd+wh4/NaTKqGX7GwOzWZkDN6Ft14r5cG7Mz9xQbOGbyNvnf2p/KjEnZ+E2BJ4x4kRSJnZAJKUKduQzWyN0Rao5fkJDPua/vS49fDMTkO/VtsqDo19y/B88omUGTcV/chYWoG0rkDINF1VHWn7axC21WNqU8C8u4S6JMB/bIA0Ku9qN8cQOmTjNIvpTWN/sqX6HfMAQMMgIffR3GGkPJT0X75PQIvrcVYurMtj9+8h7W3CWlPOeRnwupdAMiAhaaI8ij1dRiX/gFp3RPRha2sh8Ld4X30zTyq4ySowvJt4LDC+L5RNwoEQRCE76ZTHv0sXLgQTdOYOHFip0Fke8cSsM2bNw+AKVOmMGDAAPLy8li6dCl1dXUkJCREbFtQUADAHXfccdiWRhFECkK0177V+dEiHW/X7/10SadjHQwDa0gjZJK5bvN+chu8bFkPf3hD5tb7e9Jv+HerFUf3BKmZ8V8Cn+3FhxUId4nUkaghjqYUCzlVNShoaLRNmLMnO40huw+QWVWLDhHrepZUEtfg4YtzmnuVGAYXrdlIQlPbXQST7kfqJEC16zob8nti9wVpLNjKzrd24AAGmBUqXHEELCbK6/0oWlv6IpuDqooQtr9vZ9sLuxn16nmkT+z8LuzBsa8QWlfe+nf9C5swXlhEkr0cnrkL7rjksHVnaDqeO94l+Nq6ltrEQSU26uDmC/CNG4vnVx+DP/zht948HNec74Gmo/3o30jte3QboDVJmNbtRbrpbxhkQ3NbrUwQa1050trmbZuDyBY6CiouDBQU/Ch4Yf0eMDp0GX/6A7jvtXCXWEmC2y+GF38ER9KLpnAPXPk3KK0L/31WD/joPsg6tpn+BEEQhOPrwQcfPOo0kiTx6KOPdjnPUx4BbdiwAYDRo0ef0HzKyspYuXIl+fn5DBgwAICpU6fyzDPPsHDhQm666aaIbcvLy1EUhZEjR57QcgnCmajCY3DXpzpB7fDbHnedtZZIEgmBEA2SOWJxyKfz1v8d4KGXBmAyf3daJpv+/BWBz/YCYEIliBUNCR8WvDYrFj0UnlCHIBoyOlK4C6UCmVXhScdidX1NbPSSUllHVWoCaTV1EUEkhEOkrPoGamOMzwjqEr2Lyskqq8XlDbQut4Y0MmrrqTPZ8Tqi0/ltCraAhupRWffDFUzcehVKjNlifUuLIoLIFg2kkeg7gHT383DFCMhMitomopz/XtcuiASQ8ZKGmSaU179A/fdOMNqGQgReX4/54j6YBiUh+aNnljKaT8UadqDt82uiic7a/nRM+ElBIQAYBElAwYaFGmhoV+c7D8LPX24LLg0DXl4MlwyFG84/5HECcOvzbUEkwMb98Ms34M2fHD6tIAhCN2CcIZPtzJ0796jTdPtAsrq6GoC0tLSodXv27GHRokURy7Kyspg2bdpR5zN//nx0XWfKlCmtyyZPnsxzzz3H3LlzIwLJqqoqABISErBYLFH7+vjjj6Me4HnhhRfSv3//oy7XybBt27ZTXYTTjs/nA0TddMWR1N0HJS6CWsbJKtIRK3fbGV1cxd5EF7ntLrab6lW+/nwbaT1OTCCpaRp2e7grZ3FxMaWlpSckn6PhmLe5tS1RAgKKgq7JgIQtEMJkbmtKVtBbt02rrm9driPFDHTc9Y1UpSZg1mLfSVCM2C2SNS4Hg3buxxaMnoTJjI7eWWNzu+XBmgAb5q7FMSK6hdn0xuZOTnoSOjKKqnHwtU9omD4idkbN4v5biC3GPkI4UajHYjQSIHJMffV/C9GyHGQgIRN5fC0BuU7k+Uai88moVOzYqWht3TWoI0AKOiZ2HtiHLxR+jk7Z+yvI6NhCCdS/tZTSkdHn3fZMB+vpu6Ukarn2wVp2nsG/neL80DWi3rrmTK63loYb4eQ4FZ+h0/r2+549e3jxxRcjXu0f5XGkNE2joKAARVGYPHly6/K0tDTGjRtHUVERa9euPcQeIn388cdR5dqxY8dRl+tkUVUVXY+8cAsEAhF/a5oWNf604zaGYRAKRd5ND4VCGB0uUjqmU1UVrcMFZcdtdF2Pyj8YDEbs2zAMgsHgcTm2jmnOpGM7Hd63VOtJ7s96hKyqRrI3gDMYXT7FEllHx/N961j/p8P7piW3ze4po1OUnUp982OMZMOgyhkdiIUkBdS2/EOm6FNIUJHxNI+RLEtKJBij63+lq5OxiM13hQPm6NZEHTCHdEzB6CDUGohcJiVElqvlfTPSosdlNqdAbw4x1dS24+7s+6anxt6PjNpc1uhj1lLtENDx4yayZ6uE2ry9ROT7ptJZecGEL6KLsISBhToMTKh1bWMntdTYXbYDSZGPrIr1mfRZJXRr9LGoqW3vn/idFMcmjk0c2+GO7XRnSJ2/hEM75S2SSUlJ7N27l8rKyqh1l156KYWFhQAcPHiQK6+8skt5fP3115SXlzNhwgSSkiK7LE2dOpUVK1Ywd+7c1m6sycnJANTV1REMBqNaJZ988snW/7/wwgu8+OKLXSrXyTJkyJBTXYTTTstdG3G37OgdSd0NNQyeK9JYdeob3iKMKqmmzGXjvP2RvzdnnRvPuRf2PGH51tfXs379egD69+8fcwboky3wewdVl74OmoGMgd9iQk9w4vIGqEyOY+XwfrBZIr/kILJhUO9w4NOsWAIaOs2TvWgqlW4XyY1eZMBvVtidnkTAEW6v00wKy4YP4pyN23AEg+gSHIyPpzQuLmaZTJpGyGxmX24GQ7ftjywvZiQkkiv8VGba0RWpedZYDbuv7aIlY2ouI64YFXP/2i/zOPD4JtAiL8RkApgIwqg+9Lht8mHHDmoPp1P//m5oarvIUghgxoPhtBLMzocdjW0JnBayf3MFer2f+je2oWHCTACQCGIhjpLWfbS/bNRwECSEmYaolt+WoDVyWQgJlSHnjWv9nmb/aAY8vwy2FrdtGOcg7Xc3kdb7CHoN3LMdnvo4YpH1N987o387xfmha0S9dY2oN6E7O+WB5LBhw1izZg2FhYVMnz79hOTR0md4+fLlnY7FXLJkCb/+9a+Ji4sjMzOT9PR0ysvLWbduXcxZXQVB6JwkSXxyjcLj3+gsLjLIdknM22UcoqPe8WdRNYaV1lDudmBIMKiinrPK63h1WC8WDshh5MEa8hSVKZPiuWBG6kks2enBemEeKUtuoen/VqKVNWFKTmB/JSTWNXEwIxFDlvnyrMEU9s/HGgpR73QweOt++uwrpzgxiazaWpCg0WHhQGo8Jk3HbzZh0VVcehBLXR051VXkHyxmybCz0DWwNfkJWkx43Q7MgRDOBk/rmFbJMMiprGdXr3S85+ZRNiyeHkWVBKubaNoVJGS0tNpBINmJI9WC21BJdinIQdD8GumXZ9PnpwM7PWYlyU7aR9dRMfVdWgbwSpJBSn4I6aqr4P6rjmgCGqVfKnFf3YP/L8vQtpRjVgLYtCqkgRPgvhm4c9Lx/fkLQl/sRclPwX7/+Sj9UlAA691jCbzwDRrhVltLPwdKpgOjpolQvQl1fxBTu5bGkDUZ008vRnplCVQ1tC43ICq4NJCQpnc4x5lNsPR/4PG5sHwr9M+G+2fAkQSRAH+/EfLT4a2V4LDA3ZfA1WOOLK0gCEI3cKaMkYxF0zQ+++wzNmzYQH19fVSLcrcfIzlt2jReffVVFi9ezA9+8APy8vKO6/4rKyv56quvcLlcXHJJ7Nn4du7cyZYtW/jwww+5/vrrAbjyyit58cUXmTNnDmPGjBHPiBSEoxRvlXh0ggITwn/3fEFlf+Oh0xxPQZNCg83C9zdHjmf+2+VmfE4nU3rHk+U6c08eR8J6fk+s54dbYi/e18Sr31/JuqE90UzhICexsZHMmhoaHA7qnQ5MavgElFjrxY+VON1DblMtu3tlI2safctLGbV/b9QYwMyGevJfuJTtT2yi4mCQgN2GN85FY4KbpPIaEuqbsIY0POf3YPpjo0kd2jYj6LZt27BVh7Ash7pSH6lX5nL5RRlIXTzxOyb2pkfNz/EW7MTwqjiuzEdJdRw+YQemszJx/fv7MdfJgPOvV8Rc535+BvZ7xhL6ej/KgFTMF/VGag6mbYD850WE/vwZ1PuRhmVhfetW5AEZ8LPJMPrXUBEeoyoRHUxKY/rAm7+IzjQtAf52+1EfY/hgZPjxpPBLEARB6Dbq6+u57bbb2LZtG4ZhIElSa/fllv93+0AyNzeX22+/nZdeeol7772XRx99lMGDB0dt19jYtSvQgoICNE1jypQp/PrXv465zZYtW7jllluYN29eayB50003sXjxYgoLC3nkkUe47777cLujx5o0NTVFLRMEIdrfLpS4dkFkgGGRIcaQt+Nmb4fnAvYf6eams6OnSREgKc9FvwtS8L6/jd052YzZvp1Ru9seN1GakEioMdzNvyV40YG9OZkYJgVVkQlZzVFBJEDq5T0ZekEyg849n9ce2I62oZ7kkgosgfDMsMEUJ+c/PZbcCekxy6Ykm8l/4Ph1+5KdFlwzo88zJ4tpeBam4Vkx11kemIj5vksgoCLZ2w2ryE2BNX+FZz+GXaVw3kCkwbnwxrLwcx5vvgAuF7OMC4IgHK3OJnLr7p5++ml27tzJH//4R8aNG8fEiRN56aWXyMzM5Nlnn6W4uJjZs2cfUx6nPJAEuPvuu9F1nTlz5nDrrbcyePBgBg0ahNvtpqGhgQMHDlBYWIgsywwfPvyI92sYRuvzIGfMmNHpdoMGDSI/P5+dO3eyefNmhgwZgtPp5B//+Af3338/H330EV988QVjxoyhR48eyLJMTU0NGzdupKioiKSkpOPekioIZ5pr+iu8J2k8vNygzAuX9YLfny0z8R2d4hN0P0YC6hwWcq06Q8bFc/nNp99MsqeTKX8ZzgcbSomr9UYEkQCZdbXU48RDuPXOALampaKlOplwVx4bPyijNiUXr7cCR0lta7rG4T04+4mxACgmmdufGEhNiY+aYj/mUAhFgozRyZis0RPsfFdJsgz26BnDyUmBx26KXHbpsJNTKEEQBKFb+fzzz7nyyiu55pprqK0Nn5cVRaFPnz78/e9/54YbbuDJJ5/kt7/9bZfzOC0CSUmSmDVrFpdffjnvvfcea9as4cMPP8Tv9+NyuejZsyc333wzU6dOPaqAbdWqVZSUlLQGiocyffp0nnjiCd5///3WyWnS09N5+eWXWbJkCZ988glbtmxh5cqVGIZBYmIi/fr146abbuKyyy7D4Tj6rlGC8F1zdT+Fq/tFLtt+B1z2ns6XHZ4yYFVg7S0yF7ylU+XrWn4Bk8Iro/sS/MVp8VPXLSRdkI3v1dhTiFsI4Wn+v4pMSlWQ8t4G42/pyfhbwl1kDf84fG9tRt1SiXlcDhkzBiApkUMDkrLtJGV3PiOpIAiCIJwsZ+oYyYqKCs466ywATM0zqLefiXfixIm88sor3T+QbNG7d+9Ou58eyujRo1tnd21v/PjxMZfHcv3117d2a21PlmUuvfRSLr300qMulyAIh+ewyCyfKfNVsc7jq3WK6mFkOjx+vkKaU2J8psHCPZ1M09MyVbnU+UkgpEOt3yDRdmaeKI63IT/sz4539sVcpzY/TVJHCv9fl8hN7vDsQ5sZx22Hfg6jIAiCIAgnltvtbn08i8PhwGQyUVFR0breZrNRV1d3THmIGWQEQTgtnJsjU3CViQ23mZhzhYk0Zzjwe3i8zCF7PR4iiGyxveY4FfI7wJ1i5YKXJlCVHvmoJB2ow0UAEwFMtIyUdJtFgC4IgiB0X2fqcyR79OjBvn37gHCX1vz8fD7+OPw4J13X+eSTT8jMzDymPEQgKQjCaW18lsSamxWm9w1PzhPhCIJIgP5Jh99GaJM3KpFh++7G/X+TsF87ENevxhPAQhALOjLt5wp1DDj1z8QUBEEQBCHS2WefzaJFi9C08OOuZs6cyVdffcWll17KpEmTWLVqFddee+0x5XFadW0VBEGIZXCKxLwZJnwhg0X7DK6ar3Okk732jEN0a+0CyWYi/ufj4Ofh5+hWVFmwvLKVIG1dWWW7Qo/7zzpVRRQEQRAEoRN33XUXV155ZesjP6677jp8Ph/z589HlmWuv/56fvCDHxxTHiKQFASh27CbJS7p2dwQaRAeI9mxVdIwwuuaB8/fO1IEkcdD76fOJlAVoGZhMQDWHk6GLJyIKcF6iksmCIIgCF1nHGHvpu7G6XTSu3fviGW33nort95663HLQwSSgiB0K06LxPf6Sby9PRxESrqBrOsoIR1zSMdvN6GZw4MqbQpcP0D04D8eTHEWhi6YRKDEg+7TsPeNO9VFEgRBEAShEytXrmT8+PEnNA9xhSUIQrfzr0kyMwdImGRQTBKX9lWous/CjedZsTnCQeSQFFh4tUym68y803iqWLOdIogUBEEQzhi61PmrO7vtttu45JJLeOaZZzhw4MAJyUO0SAqC0O3EWyX+M1VhjmogS2BWwr/2L0yC5ycaeEPhlktBEARBEITvop/97GfMnz+fZ555hueee45Ro0bxve99j8suuwy7/fg8y1m0SAqC0G1ZTVJrENlCkiQRRAqCIAiCcEQMWer01Z3NmjWLTz75hH//+99cddVVbN26lQceeIBzzz2Xhx56iNWrVx9zHqJFUhAEQRAEQRAE4Qw0evRoRo8ezW9/+1s+/fRT5s6dy7x585g7dy65ubl8+umnXd63aJEUBEEQBEEQBOE7yZA6f51JbDYbV155JXPmzOGJJ57A6XQe89hJ0SIpCIIgCIIgCIJwBisvL2f+/PnMnTuXffv2ATBmzJhj2qcIJAVBEITjpqHES9naauJynWQMTzrVxREEQRCEQzpTnyMJEAwGW7uzrly5Ek3TyMrKYtasWcyYMYPc3Nxj2r8IJAVBEIRj1+Sj+I7/EPhkMw2WBFYkDSDlop5c/vQYFItyqksnCIIgCN8pv/vd7/joo49oamrCZrMxdepUrrrqquP6bEkRSAqCIAhHZsM+qGqEc/qB3dq62FPu5Ysr3qHISMfeI57hFRu5eu9C3mMa295PZ/D1vU5dmQVBEAThELr78yI78/bbbzNy5EiuvvpqrrjiCpxO53HPQwSSgiAIwiHVb6lix63voRbV0LtxP+kOP7z5c5g0DICFd31NhZwBQKNiZnnuuVi0EAPrdlCyqpcIJAVBEAThJPv000/p0aPHCc1DBJKCIJy2fCGD+5fpzN1pkGzSOdvnoW5/gAS3zPcmurj0bMepLuIZr3R1FR/euhxNT4ekdDYlDWR8+QaGXv8UUukLVBb5qDioRaVblz6UUQfXo2eL90gQBEEQTrYTHUSCCCQFQTiNDX1FY3d9+P9pxfWsV3WqXDYsDTo759ShyHDROBGonEirn9qK1tLvxzAwh3Q2xA0kpbSRzGVbWb83Pma6cncaxXGZjJ0pWiMFQRCE09eZPNnOiSYCSUEQTgvekEFdALJc4R/0X32utgaRjqBKg9XMrhxX6/Z7kp08/3GjCCRPsJpt4TdB0g2cniCyEV6+LGUMcfes5aPho+hpNmENqWAYOEMefCY7ja449ufkMiHZdgpLLwiCIAjCiSICSUEQTrnbP9J4c5tBQIPByfB/F8k8ubZtvawb7E6JHCTuNyusCFgRTqyW+7TWgNoaRLao99kIyiZ252Ry8bermLR7KT7NRa0lnqVDx7Ahux/ZC6u47Jq0k15uQRAEQTgShmiQ7DIRSAqCcEqd/6bK8pK2v7+thknv6hHbNFlNEKPrSYXVwrh/qyRYDBRFZkpvibuHSZjkE39W8Ad0Fi5uYsNWP9npZq6c6CIr3XzC8z2RtJCOYpYjluleFcnQUTQjansJibFrtqEYOk6fn9Xmc/FZwgF/9hYvVUoD/53vILmHg9FjXVHpvxNCKpjFqVYQBEE48xz3s9s///lPZs+ejSzLFBQUkJGR0em2dXV1vPfee6xYsYJ9+/bR2NiIzWYjKyuLoUOHMnHiRMaMGRMzra7rLFq0iEWLFrFlyxZqa2sxmUxkZmYyatQopk2bxqBBg6LSBYNBFi5cyNKlS9m+fTv19fVYrVZyc3MZM2YM06dPJy8vLyqdx+Nh7ty5LF++nD179tDY2IjdbicvL4/x48czY8YM0tPTu1xvgnAm2ldvUFhmMChZYlBKdHD3+X49IojslCSBYUQEk9aQRoInyNYNOo2yDIrER9vMfFli4s2pJ/a5hYZh8Ov/LaeoOIQEbPrWz+IvG3n6f7LITOt+QUPJmhqWPr6Fmj0eXBk2zvt5f/IvDf92K7qBpoFNDxDCEpHOAHb3z8Xd5MO9JYgmtd0AkICh3+6nODuZV2ZXMHykE5PpO3Tb98kFGI++h1TZgDG6L9LrP4MBORGbVG2owVPiJW1sCvYU0QVYEAThVNDFGMkuO65XPJqmsWDBAiRJQtd1CgoK+OEPfxhz288//5zf//73eDwesrOzmTBhAikpKfj9foqKivjoo494//33mTlzJr/85S8j0lZWVnLfffexadMmnE4n48aNIycnB13X2bdvHwsWLOCdd97hD3/4A1OmTGlNt2/fPn75y19SVFREYmIi48aNIyMjg0AgwO7du3nzzTf5z3/+w7PPPsvo0aNb023YsIH77ruP6upq0tPTOe+880hJScHr9bJ161Zmz57Na6+9xltvvUVubu7xrFJB6LYeWq7x51U6RnPnyOv6wZvTFOR2P9jLi49ih+3S9azx0K+yiZa2s3KLiQ2pbgzD4K1vNR4aB0NTT1wwuXy1l6LiEGbDaC2DEYAnX6zk8Yczj2gf/oDOkuUedu0NkJttYeIFLlxO+fAJjzNPVYB5Py5EV8Mtjk1lfj5+cAPx2XbSBsajYCAZBnajkWH1e6g1J7LfnktQsVKVEk/AbiVgt9LLXI4lGIjYt6IbJNU2UWY1U1oaJDfXiurX2LLwIKUb60jKczLk6hzsCZZYRet+dpfBC5/C8i2wckdrt2CpcBfGqPug+hUkmwXVr7H41uVUrKwMr1ckxvxhOP1v7nvqyi4IgiCcsYqKiqiqqqJfv3643e7jtt/jGkh+9dVXVFRUcPXVV7No0SIKCgq48847keXIi6NVq1bxwAMPYDKZeOSRR5g6dSpSh7sBLS2ABw4ciFju8/n42c9+xs6dO5k0aRIPPvhgVIXU19czZ84cGhsbW5dVVVUxa9YsKioquOGGG5g1axY2W+Qd4IqKCp577jmamppal+3Zs4ef/exn+Hw+fvrTn3LjjTdiMkVW2759+3jyySfxer1HX2mC0E2sP6hR06jReEAhKznc8rSz1mBlica/1hms3B1EC2gkOyQc8Wb2B020jbCDt3fAwr8GwK9ydrLBPcNNWKXIbY6EPajSv7IpIlV6UCVbVSl2hSfeufi/OvOvkhmTAWbl+N9pXLbSiwSEmn+3FMPABOzeFWT5Nx5697Dg9eisKPSycq2PJo9GalIa542uwesz2FfiZ86bNRwoUZv36GXeRw388y9ZOOxdDyZ13WD33iBms0RejyMLzr55YWdrENnKgGV/38bUx4fjCxkMqd3O+NpCNrsHs8ud37pZUk0j1akeGuOcNMbZcXoCdNTktIFhsGWLn5xsC/N+tpaD62pb13/9wm4yx6bQb3ouSz6to6zIj2SEbz+4XDK+RhW7CybfUsPIi5K6VC9HQvvHZ/DER0j1HqSpw+FvM5HSY89I25FvRx3q8h2YfvQyoZAFNyVRn2rJ62fjhXPYJWXjqwmg+9tabw3N4JuH15Lcw0nKBUd2I0IQBEE4Ps7kMZJffPEFf/rTnyguDt+5f/nllzn77LOprq7m+uuv51e/+hWXXXZZl/d/XAPJuXPnAvC9730PgPfff58VK1Zw7rnntm6jqiqPPfYYmqbx0EMPMW3atJj7cjqd3HTTTaiqGrH8jTfeYOfOnQwbNow//elPUUEqQHx8PD//+c8JBoOty/75z39SUVHBZZddxi9+8YuYeaalpfH73/8+It0TTzyBx+Ph9ttv59Zbb42ZLi8vjyeffJJQKBRzvSB0VwcrVd5d5uXvmw2KPBIoEiZLNhlqCMtyP3tCzT8h1X5oHkNX1WiAT4VEJWpco1c2gcPEV3Uq+ms1yEBSVjw1ziOfNCfZG4wZeiZ7ghQnhAPJKr/EuW9qJJoMXr9MYsrAI/upq23QWLzCS0Ojxrhhdgbnh8tVW6/x+QoPFVUqTV6d1Rv8EdOFa5KEZoSP/68v1AAgN7dWtmzl8TrZVezklYJGDKMRmte3bNPk0fnFI6U8/5fsI66LogNBvv7Gg0mR6NPbwguv1FBTG36mY14PMw//Ip2E+EO3zB74qiLm8tJ1dfzn6mU4PUGG120iJJnY4hoYsY1sGGSWVNEY52R/z1TSyuoiJuTZn5NMk9uOYRi88XoVtZ8XU9EuiITwbLDFq2soWluHikSSYeB12Ak47TQGwsFWYw3898kDVJUGmXRDBjX7PGz94CB12+owKwaKLOHKdtB3Sg7JA44s+Guv8a53cL20oG3BG1+jby5BWf/H1kUVqyop/qw0/GZpOia7iaxh8ZT87Cs82xoYwLdoxGGjGono8aQA+ypkPKoPQ4px+0SSWDZ9MT0GxDPsw0mYk8REUoIgCELXFRYWMmvWLPr378+Pf/xjnnnmmdZ1ycnJ5OTk8MEHH5wegWRFRQVff/01+fn59O/fn2nTpvH+++8zb968iEBy7dq1FBcXk56e3mkQGVHADq1/8+bNA4jZ0tmRxRK+I+/3+/noo48AuOuuuw6bZ0u64uJivvnmG6xWK7fccsth05nN3XuiDUFob+3WAA8/W80as41KswmsCsRZUCWJYizQct/Er4JJhrjmCXECGnhC4X9tsX9i/FYTS/ukktnoZ1B5A1/2Sok5mU7MtObYgZHfFP17UKtKXDNfY41VZ1DvQ7fQ7S8Ncd9fKmloCgcv737SxM3T45gwys79f66gsSlyAiCaA8fWcncov948rrOltCEJDCSklhhDktCb99OyTUWVRsFnjVx56eG7nSxf4eEfL1a1FqOjfftDPP2vKn7360OP3dZDeqfrPE06ZreMrTxAnSkeTY5+P23+cCukRVUpy43D2RhEUXUa4u18M7JPuGtz82/11tUNJMfIRzIMJElCAurj3RiShC4RNUvs4v+Wk5VksOQP32Kp9yLrkWXfOHsnF/zvSPpddeQPYQ7sqoOXlkYtlzcU4X19LY6bR7Lx/75l0/9taVtpGDiCQUIVdQSax43KmJv/DbHPkcs2d38CsoVcbwnpgXI2xw2ihiRkSe+0DV6x+0letZltt1kZWjDpiI9BEARB6Loz9TmSzz77LP369eOdd96hoaEhIpAEGDFiBAUFBceUx3ELJAsKCtA0jalTpwIwdOhQ8vLyWLZsGVVVVaSkpADh8YYAI0eOPGwg2FFZWRllZWUoisLIkSOPON2WLVsIBoOkpaXFnEinM+vXrwdgwIABx7U/8cm2bdu2U12E047P5wNE3RzK0/9xEgwpVNubwxyXOXawZwDx7VpPTOGJb/CrnQaSAIYscTDeTpXDgtS8myNR5bBQbzMR72/rrRCSJfYnxn6epN+k8PC/K3nsuvpD7ve1hVYamiJvBr25sJ5Nm6tpbGo7DskwMDW3JhqAbhiokhSzbox2/2pIxAqBVUlCbu7KaQDvfFRDv5xDz0Ck6zDnPzaMw/TH2bzVd9jPuCVdhuZWzFgaHG7qzW7coUasmp+AEjkkwOOyk1+6G9lrELA7CNrDgZVqNjDkyCNucNpJbmikI6N5ll2Py0HQ1u6zpOtRweQn/9iN1ReMCiIBDB2++vMG1HwP8hFO7KO9XkQvYh9/0RPfoPa1sPkfHepQklB0HbXdO2oQDoT3OXqyKuWs1uXfxsfzrTEwnEbrPGgHMCSZXuyg9AMv27YdeTAci/iN6zpRd10j6q1rzuR6GzBgwKkuwnfaxo0b+clPfoKixL4Bn5mZSVVV1THlcVxmdjAMg4KCAhRF4YorrmhdPnXq1NYJeFpUV1cD4W6kHfn9fl544YWoV4uWg01ISMBqPfJuP4fK80SkO92oqore4aIrEIgcy6RpWlQ34o7bGIYR1X03FAphdGgS6ZhOVVU0TTvkNrquR+UfDAYj9m0YRkS342M5to5pzqRjO17vW0ll+OfBbBjhfnhKJz8X1hjLrUpb3z1Vp9NmMyBoVo7ubqAkUZiTyK5kJ9UOMwfdNipcVoaWNjC4rAFHMLI+MAxqO/xOxnrfSiqiy6BqEiXlkcfXEkRCc7UQHiN5KHrLxodaD2iALyg1F7vz983jhcamw9dZS7EO9Zm0pJoO+f5IwJfp49AliVH1a5CMts+kTfNx/fZ3uWvVv7GpbXk4gh7SAmVR+wpaLXjtkYGoLknosowBBKyWqHUd6TVB5EMEZKF6DV+VPzLfQ33fkiw0Ed0dNoSZpv0y/v1+jI5jSIGQyYTc7vZHI+HHnuxw94ou1BF+vnt6iwBI10tQaprOmN+SM/l3UhybODZxbIc/ttOdIUmdvrozVVWj5oNpr66urtMg80gdlxbJlStXcvDgQSZMmEBSUttkCJMnT+a5555j3rx53HbbbVET6nTk9/t58cUXo5bffffdx6OY31lDhgw51UU47bTc+RN3yzqX37OS7ftC5AZC7LJbQdNjB5OxvteSBI7m1j3dCAeTh2idPFqqIrM7xYWsG5yzrxpnKHzSTPSHSGvy83VeMgFT+McxvTGAy2067Hs9OL+apd/4IpZZzDCon5OvCpuXtwsi21Mguk3LMJCbT8qyJGEY4RbH9rVlALoU/lc1QJUlRvazM2DAoVujNN0gObGE6kO0JAKkp5kZMCCv0/WeqgCLV+xvLW+s99Lm8VPiyOT1vtegJ2mM3rsBh0fDrKvk+g9gMjTeGHgt9fbE1jQ+sx2fJbKmJF3HGQjSEO9GDoawBYOELGYMRUEyDGrj3WiHOaFZAwFSMsx49sptXas7cKTaGHHeMOQYXZ1j0fP6svuBtVjUAHHUImEQxEo5ubgHJpN36VB2WYrQg5EXT2ZVxUqIEAogcZB0JMoJxuj+e1iGQW/PXs6q/xYAGYP81CzIzzr6fTUTv3FdJ+qua0S9dY2oN+FE6dmzJxs2bGDmzJkx13/11Vfk5+fHXHekjkuLZMskOy3dWlukpaUxbtw4SkpKWL16NUBroFlZWRm1n4SEBAoLC1tfmZmRs9e1dI+tq6uLugNyKMnJyZ3meSLSCcKZ4O7vxWE1S/QIhhjg9WOvD0S2XBlGp8EHhgEtYxktCshSeAKew3TtO1rpjf7WILKFRTPIq/bg9ofoU9XEgIoGrpgUd9h93TAtjnh35E/ijVfGc/PV8cTHtS2P1XbXuqy5TiTDwNw8kys0d4fFQJPCrY8G4X+15qoLSRIhRQYJfnDN4cuqyBK3zkyk/eiAjiMFTCb46Z2xRiS22TKvGD2ohd/D9u+jYaCEVOwNXsxBDUUz0LCwPm0wb4+6isL84dQnuFAMjTVpZ1HjiJxN1ZBk0mqbmLBrPdl1FQwt2UXvg+WYmu9k16Uk4nE4cNR7cNY24qppiNkq6vD4sDf5sPiDJFTXc8VEFxf+aiCG04Ie46aGpEiMv2/wEQeRALLNRPyPR1BFNvsYSBH9OUA//JKTnKcmYEu2MvTnHZ5JbBiosowi6bjwY0JFQmKHLQdVP4K7u+0ONd1XxvdK5nFuzSqU5rZprXfmMQWRgiAIgjBt2jQWLlzI4sWLW5e1PKLxmWeeYdWqVcyYMeOY8jjmJoKamhqWLVsGwP3339/pdnPnzmXs2LEMGzYMCE+6o+v6UY2TzMjIID09nfLyctatW8f48eOPKN2gQYOwWCyUl5dTVFREz549jyjd8OHDAdi6dStNTU24XK4jLqsgdHfD+lmZ8z+pLPnGhy9gYLJK7GkMsNXnIytR59zeyXy8U+PVXTJqx36bHYNLy4l5pqNNjR2Y9qjzockSqiIzZFoKs84//ERYORlmXvifdJas9NLQpDNumJ3+vcJdLZ/9YwZfrPRSUa2xfr2HsrLIbjsGYNL18FhISUIxDJx2CIQkgqoR7iLTPArS4ZJpanlSkGFg1vXw5DKGwZD+VnIzj+yxHWePcdIjxxKetdUkcd54J36/zsrVXiyW8N/JSYf+iW+qDCCrGro5eoynociM/kl/Njy9FbOq47eZyfB4QZbYk9KbPSm9WZ8+lIAee5iB12znByvDwxq8JivzhpzLwB9fTK1fYuM7+1G8PgyLCQ0Jr8NGplunQjbwNHftxTAIWczY65uIt2hM/fNgep4XHmZw83/PYdtHpdRtq8PSPMeTO9tBn8k5JPY5+vHsKY9NQCuqxzNvFzoKUryVjFcn4xoTzm/ITwaScW4aJYvbZm1VbCayxyWjLduP7gkRd00/vn5yO4FPS5A1vS3QNQwsAY2gtXkW4w7N0jXWJOrN8TgC4e64Rl4aytxfH/UxCIIgCF1zpj7+47bbbuOrr77iJz/5CdnZ2UiSxP/8z/9QXV1NfX09559/Pt///vePKY9jDiQXLFiAqqoMGjSo0+bRxYsXs3TpUurq6hg1ahQ5OTkUFxfzwQcfHNHMre1dddVVPP/888yePZuxY8ceMhANBoNYLBZsNhtXXHEF8+fP56WXXuKPf/xjp2nap8vJyWHs2LF88803vPbaa8yaNeuQ6UKhkJi5VTijpCeZmHl55IX5tm3hZxENGJDONYNN/F9A5+5FOp/uA5cFbh8MefFw28fR++ufCHMul+mVAN9WwY8W6eys63r5qhxm+sVYbgDDznbxxEUKefFHfrMqzqUwI8aMqXEuhWnNywMz4nj8H5Vs/NbfmpdMuGurJkmcO9rOtZPj6NXTwp79Id54r54dewM47D7OGV7LVVP64w85eeypCvaUhMJjBIFkt8JvZqUc1fFnZ5q5dnpCxLLc7CMLRAF6nJ3M1jf3IqsquskUMQPtgGlZDP/ZIMr/vIRySwaNiXHhluV2ipNzcNfUx+zakuKtpiVqsqtNTJpoJ+2a8KNNLr0pi8/+U8qaRVV4FAvDzoln6sw0LDaJkj0+qstDZPSwogZ1DhTvIyFNpueAtrHqCTkOxt/V54iP83Bku5nMuVcR2luHVuXDOiIdqUOrZsqIZFJGxGjhHdc2K+55T8az7i+bOfDuTgbv34hHd6L6nOiYcCp1lE0aRk1xEFe2g6YDHkKNKiHZwmfpF+MONZA2yMU5n14b3bwsCIIgCEfJbDYze/Zs/v3vf1NQUEB1dTUlJSXk5eVxzz33cMsttxx22OHhHHMgOX/+fAAeeuihTvt3WywW3nnnHRYuXMhNN93EAw88wL33/n/27js8jups+PBvZotW0qoXS3KTe8fdGLCxwRgbY4MhhF5CQotDSSAkwPuGkpdQvpCEhA4xBBOqwb0AtjGmuckV4265SLYkq9etM/P9sVZZ70qWZHU993XtZe/MOXPOHEk7+8wp8wDPP/981QI9p5+I0+kM+lzGm266idWrV7Nt2zaeeOIJ/vjHPwb0FJaWlvKf//yHhIQErr/+egB+/etfs379elauXEl8fDz33HNPwII9eXl5vPrqq1x44YVMnjwZgN///vfcfvvt/Oc//yEyMpIbbrghYGJqRkYGf//737nnnnsYMGBA/RtPiA4gIkTlg5mBX3xDTDq3f67jPDXy9NxkWHG1idhQ3996UjjMGQm/W9v44a6loVYOxIfTJ6/cL5jJj7WxYpYZi6npbzOGhKhcNTOKtD3uoPtvvzaGxHjfR2ufnlYefzCB4uJitm8/VJWmS7yZ//d4Muu+L+Ngupse3SxcNNFOWGjLBhC9JyXSY3IXMr/KQtU96Kc+20IjzUx6dAiUOrgw53u+TriQLEuQRccUBcU4feYnYBjkh0ThNKnYNC9qqEbi/ZP9klxyYzKX3Og/fQGgW58wutWIEUvdLdcmll7RWHpFNz6/3cK4P49k3JPDMW49Ae+vB1TfnYY//4xzHptRlTZvewFrbv0Gd/Gp61y/FIa/N0mCSCGEaGGG2vG6JN1uNzt27CA+Pp7bbruN2267rVnKUYzTl39qgLS0tKrg6f3336813d69e7n55pvp1asX8+fPB+Crr77iqaeeory8nG7dujFq1Cji4uJwOp3k5OSwceNGysvLGTlyZMACPLm5uTz88MPs2rULu93O+PHj6dq1K7quc/ToUdLS0qioqODPf/4zM2ZUX7gPHz7MQw89xLFjx4iNjeXcc88lKSkJl8vFoUOH2LZtG5qm8eqrrzJ69OiqfNu3b+ePf/wj+fn5JCUlMXbsWOLj43E4HOzbt4+dO3diNpv56KOP6N69e2ObU7QgmdzeeA1puwqPwboMgxibwviUwA/qIqdBzMt1LxhTHyFuL6MzCgn16pyIDuVX10Tx0LnNM5wWfKvZ/e9fc/lxX/VcbUWB390Ry+Tx4UtpWn0AAKu3SURBVAHpfYHkdsA3ZD4qKnCV0Na0de4Bfpx3GEeBi67j4rng0aHE9o2A4nKMmFvRDJW5I24lNz7BL5+i68SdyMUwqXitNXo0Ty30O/7ERkaHZ6O8fS9MGtKourXrv9V9x2H/CRjbF5JiAnZrLo2cjbmYbCYSx8af9Z3hmtp1u7UyabvGkXZrHGm31vfmwEW17rtr7+wWq0dT8ng8jBgxgj/84Q/NFkTCWfZILlq0COCMEzUHDhzIgAED2LdvH9u2bWPkyJFcfPHFjBw5ks8++4z169ezbt06ysrKsNlsJCUlcemllzJt2jTGjBkTcLyEhATmzp3L6tWr+fLLL9mxYwfr1q1DVVVSUlK47LLLmD17NoMGDfLL16tXLz766COWLVvG2rVr2bRpE8XFxVXDWH/+859z9dVXB8yhHDFiBAsWLGDhwoV88803fPvtt5SWlmKz2ejZsye//OUvueqqq9r9Y0KEaGphFoXLetf+5TjapnDjQPjgLB+fNbyHmV7DE/Hq8NvBCjP7NG+vjqIoPP7beD7/upwf9zlJTjAz85IIusQ33cq0LWnUr/ox6ldBpiZEhVMxbgirj/XAUuLBHOHBG3Jq+L5hgFejPDyULmW5FFliA7LnRieh7H2imWvfhg3o6nvVwhRiIuXCpBaskBBCiNO198d8BGOxWIiJiWnQWjSNcVY9kkK0V3IHsPGauu3cmsGcVTrzdht4dJjUDSZ2g6c31JKhxkqxKnBlP5g7zUSMre1eCNp6j2Rd0v60iZ/+63tEiAE4w2zoJhV7cQWH+3SlJNrOuINbyDUHBkRDi/YxOf2Bsypf/lYbR9qt8aTtGkfarXGk3VrfG4MW17rv7j1XtmBNmtaf/vQnjh8/zttvv91sZbTP2+dCiA7DalL493QT/5pi4NZ8vZQHCg2e3hA45FXVdfRTd9eeOk/ht2NUIkPabgDZEZhiq4fqKkBohW+RIVXX6R+vcSjSxP6UPly4ayPh3gqSyk9SYIsm056MqWt061RaCCGEqKeOOEcS4KGHHuL222/n97//PXfeeSepqakB68OcLQkkhRBtQphFIezUqMl+MQqX9VJYedh/wISuqpgVuHWIwqPj1WZZTEf4Sxwd/FmUkal2rvhkAp/8/QhpeS7OKdhFjKMEgG5lJxhQeIDjT/ypJasqhBBCiFPGjx+Poijs2bOH5cuXB02jKAq7d+9udBkSSAoh2qRPZqk89YPO4kMG4RZ4YJTC+GSVuFBICJMAsqWkTOxCt4uTyPwqu2qbLcbKJZ9OBqB7qhXnR3uqgshKIZqH3kd2AUNbsLZCCCFEA3XAOZLgW8OmKRdxC0YCSSFEm2S3Kvx1som/Tm7tmnRuiqJw0Rvnc+yLE+RuyyeqTwS9Z/fAHOq7fPS/IJ6y/JPBM2fkt2BNhRBCCFHpueeea/YyJJAUQghRJ9Wsknp5N1Iv7xawL66LFe2qcfC3bwIzXnJOC9ROCCGEEK1BAkkhhBBnZdpfzyOr8Eq6vLMEtXIh8JsuhOsuaN2KCSGEEGfQURfbOXHiRL3SpaSkNLoMCSSFEEKcFUVRSJ57Gzx+GWw6CAO7wrCeZ84ohBBCiGZx8cUX12uO5J49expdhgSSQgghmkbPRN9LCCGEaCeMDrrYzm9+85uAQNLr9ZKRkcHq1asZOHAgEydOPKsyJJAUQgghhBBCiA7kvvvuq3XfkSNHuO6665gzZ85ZlaGeVW4hhBBCCCGEaKcMRa311VGlpqZy/fXX8/LLL5/VcTpuCwkhxBkcLzXIKjNauxpCCCGEEC0qJSWFAwcOnNUxZGirEKLTWXVE4/IFBh7d9z45HHbephIfJvfWhBBCiM6ko67aeiYbNmwgLCzsrI4hgaQQolPJrTC49FP/Xsisckh+XSf/NwqRIZ3zgiKEEEKIjmPRokVBtxcVFbF+/Xq++eYbrr/++rMqQwJJIUSn8utVWtDtXh3OfU9jzx3ysSiEEEJ0Fh111dZHHnkERVEwjMApPGazmWuvvZY//OEPZ1WGfGMSQnQq23Nq37e3CI4UG6RGdcyLihBCCCE6h3nz5gVsUxSFqKgounXrdtbDWkECSSFEJ3OmG49ZZRJICiGEEJ1GB73kjxs3rtnLkJUlhBCdSomr7v3XLdEZNNfLwLlenvhOo9Qtq7oKIYQQon259dZbWb9+fa37N2zYwK233npWZUggKYToNDTdIM9Zd5qMcthbCPsK4c8bDLq8onG0WG+ZCgohhBBCNIFNmzaRl5dX6/6CggI2b958VmVIICmE6DTe3KnT0JDQocGNyyWQFEIIIToiQ1FqfXVkJSUlWK3WszqGzJEUQnR4hmHw7NIi/nef/cyTJIPYVscCPUIIIYQQbcHevXvZu3dv1fu0tDQ0LXC1+qKiIj788EP69OlzVuU1eSB5+PBhPv30U7Zu3Up2djYVFRXY7XZ69uzJ6NGjmTFjBrt27eKpp56q9zGTk5NZunRp1fvvv/+e5cuX8+OPP1JQUABAly5dGD58ODNmzGDs2LEBx9B1nVWrVrFq1Sp2795NYWEhZrOZ5ORkRo8ezaxZsxg8eHBAPo/Hw4oVK1i7di379u2jqKgIk8lEfHw8gwYNYtKkSUyZMgWLxdKI1hJCNKcSl8HzmzTWr81ibVhyoyfU2+SWmxBCCNEhGWrH6XlcvXo1L7/8MuBbofXjjz/m448/Dpo2PDyc//mf/zmr8prs65FhGLz++uu8/fbbGIbB4MGDmT59Ona7nbKyMvbt28e8efN49913eeCBB7jzzjv98mdlZbFs2TKSk5OZOXOm376IiAgAysrK+NOf/sS3335LSEgIY8eOZcqUKaiqSmZmJmvXrmXp0qXcc8893HHHHVX5c3Nz+cMf/sCPP/5IeHg45557Lt26dUPXdY4cOcLSpUuZP38+Tz31FJdffnlVvvT0dB5++GGOHj1KVFQUY8eOJTk5GUVRyMrKYuvWraxatYp58+bxwQcfNFVTCiGawPrjGhM+NNANA8KSz+pY945omjoJIYQQQjSXq666inHjxmEYBrfddhv33HMP559/vl8aRVEICwujb9++hISEnFV5TRZIvvnmm8ydO5fk5GSeeeYZhg0bFpAmOzubd955B7vdzk033eS3Ly0trSqQvPvuuwPy6rrOI488woYNGxgzZgxPP/008fHxfmmcTicfffQRpaWlVdscDgf3338/Bw4c4NJLL+XRRx+tCkwrFRcX88477/jly83NZc6cOeTl5XHjjTcyZ84cbDabXz5N0/j6669rjfSFEK1n5kLDNx+yCeY4rD4G+5d4KXLDw2MUpqSazvqYQrQLug5rd8H+EzBhEAzrWXva/FJ4/1vYdAASIuH3s6BrfO3pG+JQNoSYoVsTHU8IIU7pSHMhu3btSteuXQG49957ufTSS+nfv3+zldckgWRGRgZvv/02FouFf/3rX/Tq1StouqSkJB599FG8Xm+Dy/j888/ZsGED3bt35x//+AehoaEBaWw2G7/4xS9wu91V295//30OHDjA8OHDefrpp1HVwPWFoqKi+O1vf+uX75VXXiEvL48ZM2bw4IMPBq2TyWRiypQpTJo0qcHnI4RoPnvyDQrOsDprQ6zP8r0AvjhicEGKl+9ulPGuoplsTYdnF8GBLJgwEP70M+gSHTztnkz4ywL4MQPG9oErRsN/vqL35gOYc0rAY4DFDL0TfGO0h3QHpwY/7IO8UvDqEGqFod1hdyaUuyApGkalwqrt4PHiGxOu+v61mODAv8Dhgqc/hfX7waOD1QLH88FZ4w/vxVNTUqLCYFw/ePI6OH9g7eftcMNN/4SlW3wBbJQNwqyQVQj6qcfwqIrv5dXBaoahPeCF22DiYF95n/wAYSHw62lw3YTAMv67Dt5aBYVlYDb5zlfXfW10wUD408/906/ZCX9dBDuPgqb7bkzllYBhQM9EeOsemDLcP8/+E/D0fNhxBEb3gf+9Bnon1X7eQgjRDO69995mL6NJvgktW7YMTdOYOnVqrUGkX6Hmhhe7cOFCAG6++eagQWRNNVcgWrRoEQB33HFH0CAyWD6n08kXX3xRle9MGnM+QojmcaLMYMKHgRPLm9L3J+C7TC8Tusnfvmhie4/DxCeg4tQDT3cchTW7YOdffcFOTScKYMLjUFDme7/zCMz9EgC/dfg8wL4sQPcFNwCYqJo07HDD5kPV6bMLYUXNJePV6rQeDfrcC1Ehp8qtPI4G1PLM1eIKWLUD1v0E3z8DY/oGT3fZM7Bud/X7QgcUlvsfVzeqg0q31xd0X/IkzBwDS2osY7/uJyhzwq8uqd726kr4zVvBywZfUP7FdpSFv8EID4G1P8K0P/sCyGAO58Clf/ad0/gBvm0ni+CCx3zBJvgC0JVbYfe/IMZee9lCiFbTkXokg8nPz2fXrl0UFRVhGIGf07Nnz270sZvkW9COHTsAGDNmTFMcLoDX62XXrl0AjBs3rt75srOzyc7OxmQyMWrUqHrn2717Nx6Phy5dutCjR48G17etqbl6k/BxOByAtE1jtPW2e+1ADAXOuGYv59qFLr6aerBeaTVNq7oBlpmZSVZWVnNWrUNp679vTS3xmRXEVgaRlfYeJ/ONpZRdMshvc9xrX5NQGUQC1PpwGwNfMKjiC/gqt9X25anmcdTAdJpxKois3KdTaxBZk9tL8dMfkvXczwP3uTwMWLf7tJIqe0LPcGNINzCWbg44G9ez8zl8Qbeq972f/ZQzLnSfkYdtyVYKZo+g9P/mE1FbEFmj7JL/+5ATf7segNi535BYGURWyi4i++/zKbrpvDOV3q51tr/VptKR223gwDpGIIhmp+s6Tz/9NJ988knQlVsrtXogmZ+fD0BiYmLAvvT0dFatWuW3LSUlhVmzZtX7+CUlJXg8nlrLqE3lQzijo6MbNJm08nwSEhKC7p8/f37VarGVZs2aRUpKSr3LaElerxdVVf16ZF0ul1+baJqGYRh+vaunpzEMA6/X67dCrcfjwWw2o9S4m3N6Pq/Xi6IomEymWtPouo6u637lu91uLBZL1bENw8Dj8fj1ODf23HRd98vTkc6tuX9uNbXFc8tztMydxVKvWu9zq/z8qtTZ/t7O5txq6mjnFuznZs4vJxhzflnAuZkKgqc9ezWDwrr+nir31SOIPMWU7wt8Tz9/yl21lFS/v2clSBXMeb6yqn5u9Wwvy6ng3JRXdoaUPmpe9foKtf1M1Fz/4LI9/U525L83ObeWObe2rqP2SP7nP//hgw8+YObMmUyYMIFHHnmEhx56iPDwcN59912ioqL43e9+d1ZlNPtPOT09nbfe8h9KMmrUqAYFkm3N/PnzSU9P99s2evToNhtIDh06tLWr0OZU3vmTu2UN19bb7tYQnQ+OnaEXoQlM621h0KBBZ06Ib0Gv7du3AzBgwACioqKasWYdS1v/fWtyN+TDih/9t5lUkn4xnaSep93cvNkJ/91YY4NC8KCu8kuSHmRbMCq1927WpOMb2lp/9usm1f6zjArzDYP1U88gNTEKThb7bTJdea5/WTPH+OZQnoHrkqGEhoYS9vMJ8ONHZ0zvd043e+DtbwOrd/tlJA5svgUv2oJO97faRKTdRHNZuHAhF1xwAS+88AKFhYWALyY477zzuOKKK7jiiivYu3cv553X+NESdU8arKfY2FjAt9Lp6S655BLS0tJIS0tjyZIljTp+ZGRk1R2ZYGXUpnJV16KiooA723Wp63wAPvnkk6pzOv1RJUKI1jWtl8ofxjb/3cU3L5WVW0UzuHEC3HWJb0EZ8C0c8/qdcHoQCTBtBPzxSt+iMQBWq2/+od/d9crL/KnhpxYTKJXzGmsEaaaaXwcUCLHWyHeaYd3hkatP5dGp9wNab5gId19a+/4PHgBzzXoYnHFYK8CV42DxI9C9xoqu4/rBX2/1T/fiL2FU79qPE2KBv96Ka8CpxwX9/kq4IvC51H5mj4N7L6t+f9Ew3+I6VT8TMzx9I5zbsYNIIdozQ1FqfbVnx44d48ILLwSo6kWuHOJqt9u5+uqrmT9//lmV0SQ9ksOHD2fLli2kpaVx5ZVXNsUh/ZjNZoYOHcq2bdvYtGkT3bp1O3MmfKvEdunShZycHLZt28b48ePrlW/IkCFYLBZycnLIyMige/fuZ1N9IUQLe36SifRiL5/ub5rjqfi+0hpAUhhsvkUhNrR9X2BEG6Wq8MZd8NhVcCgHRvWC6PDa0z93E9x/Gew9AcN6+B67cTiHY+vSUEqcdN+eA5MGw+TBp47X27eQz4b9cDAL8svgwsFw6XDfSqbf74fhPaF3F1i9Az7dADkl8PVu3+qmd1wML9zqC1bvm+FbHCjMCkvSYMF6OJLr2+f1QmoXePVOX1DVIwH6nGHl0hkjIfst3yNEDKBfF99qtU4PeDVfMP3eOt+xzx8EZsX3OJABvqXuSX/Nd17hITAySMCYHAtbXoAth8Dphm5xvjZJjISTJXBOT4iPhMq5aqEhsPhR2JsJGacWH0qKgfgI2JYO/VJ8r9P9340wZzrsOe5bDTcx+gw/dCGEaHoWi6Vq2HHlOg2VPZMAXbp04fjx42dVRpMEkrNmzeLdd99lzZo1/OpXvyI1NbUpDuvnqquuYtu2bfz3v/9lxowZAc90rMntdleN6b7qqqt4/fXXmTt3LuPGjatz5dbKfDabjWnTprFs2TLmzp3Lk08+2dSnI4RoZv+eZqKszMXnJ87+Y27xbIWZfaUHUrSgngnBeyGDSYn1vSr16kKFq4/v//f/rMYxT60xEB0OVwe5sZoYDVfVWNDukuG+V33KHT8Anrmp9rT1FRcB98+off/pj+eoyWzyPevyTEb3qf5/z3qsuzCwm+9VU3Js8LQ1958pjRBCNKPk5GQyMzMB35MpunbtSlpaWtX0wh07dhATE3NWZTTJ0Nbu3btz++2343a7eeCBB/jpp5+CpistLQ26vT6mT5/Oueeey7Fjx3jwwQerFtKpyel0Mm/ePN54442qbTfddBN9+/Zl27ZtPPHEE5SVBU6eLy0t5aWXXmLBggVV2+bMmUNcXBzLli3jn//8J86az8Y6Rdd1ysuba7EDIcTZiApRWHmjjcO3w83bvj+rYyWGS++jEEII0RF11KGtY8aM4euvv656P2PGDObPn8+jjz7KH//4RxYsWMDkyZPPqowmW2zn7rvvRtd13nnnHW677TaGDBnC4MGDiYiIoKSkhIyMDNLS0lBVlREjRjT4+Kqq8vzzz/OnP/2Jb7/9liuvvJJx48aRmpqKoiicOHGCzZs3U1xczK9//euqfKGhobz00ks8/PDDrFy5km+//Zbx48fTtWtXdF3n6NGjpKWlUVFRwZ///OeqfImJibz66qs8/PDDvPfeeyxZsoRx48aRnJyMYRjk5+ezZcsWcnJySElJISlJHjYsRFuUGmfmzbuTcMzdzGdDx5w2f6x+KjxnTiOEEEII0VbccsstDBgwAKfTic1m4ze/+Q3p6eksWrQIgIkTJ/Lggw+eVRlNFkgqisKcOXOYPn06n332GVu2bGHFihU4nU7sdjs9e/bklltuYebMmY0e+mq32/nHP/7Bd999x/Lly9m1axebNm3CMAwSExOZMGECs2bNCnieZUJCAnPnzmX16tV8+eWX7Nixg3Xr1qGqKikpKVx22WXMnj07YAXGPn368NFHH7FixQrWrl3Ltm3b+Prrr1FVlfj4eIYOHcp9993HlClT/JZnFkK0LaEXDuCTsS7ueiWTuUa3BgeToZb2fVdSCCGEEMG1957H2vTu3Zvevavni9tsNl555RXKyspQFIXw8Drm39dTkz/+o3fv3jz88MMNzjdmzBjS0tLqlXbChAlMmDChQcc3mUxMmzaNadOmNSif1Wpl9uzZZ/WwTiFE61NDQ+g3sQd8W/9n3gEMi4dzkzvmRUYIIYQQnYvdbm+yYzXJHEkhhGgPjpXUP4hUFZjZGz6/RhbZEUIIIToqQ1VqfbV3uq6zaNEifv/733P77beze/duwPd860WLFpGTk3NWx2/yHkkhhGirfjta4dUddQeToxMh7Vb5aBRCCCFE++V0OrnjjjtIS0sjNDQUp9NJcXEx4OuVfOGFF7jmmmv47W9/2+gypEdSCNFp9Is1YT/DdGZ3kOevCyGEEKJj6qirtr7yyits376dl156iTVr1mAY1TfSTSYTU6dO5bvvvjurMiSQFEJ0KhO71r1/Wmr7vnAIIYQQQqxcuZLrrruOqVOnogQJinv06MGJEyfOqgwJJIUQncrj59ceKFpVeO5CCSSFEEKIzqKj9khmZ2czcODAWveHh4dTWlp6VmVIICmE6FTGp5i4vFfg9iFxkH6nikmVj0UhhBBCtG+RkZHk5eXVuj89PZ34+PizKkNWlBBCdDrLfmZmV67Omzt1hsYr3HGOitrO7zwKIYQQouHae89jbcaMGcOiRYu48847A/bl5eWxYMECpkyZclZlSCAphOiUhiao/GuK9D4KIYQQouO55557uP7667n55puZPXs2AD/++CP79u1j7ty5eDwe7rrrrrMqQwJJIYQQQgghhOhABg8ezMsvv8xjjz3Gk08+CcA//vEPDMMgPj6eV155hV69gsz1aQAJJIUQQgghhBCdUkcd2gpw4YUX8tVXX/H999+Tnp6Oruv06tWLCRMmYLPZzvr4EkgKITqtYpeB3QImteNeRIQQQgjROSxatIgxY8bQrVu3qm1Wq5WLLrqIiy66qMnLkwlCQohOZ2OWwaC3vUS/pBHxT40nvtdau0pCCCGEaAUd6fEfjz76KNu2bat6X1ZWxjXXXMOPP/7YLOVJj6QQolMpcxtc/LFGhdf33qHBn9cbmBQvj58vH4lCCCGEaJ8Mw/B77/F42LVrF2VlZc1SnvRICiE6laUH9aogsqZnNrZ8XYQQQgjRujpSj2RLk0BSCNGpbMkxgm53yehWIYQQQoh6k0BSCNGp5Dlq33egMHiQKYQQQoiOyVBqf4m6yYQgIUSncrColh2Gwa8Xu7ioG6QmWbg4VSXZLlcRIYQQQrQfa9as4fjx4wA4HA4URWHp0qXs2LEjIK2iKNx9992NLksCSSFEp7F8r4cNhzUICfzoUz0am3ZWkLbNQFcVnPFh/O0yK/eNkoEbQgghREfV0eZCfv7553z++ed+2xYsWBA0rQSSQghxBppucPd/y/joRw0tPjRoGt1qpjQ5AkXTQTMwO73cv8bEFX0UekZ1rIuMEEIIITqeefPmtWh5EkgKITq8Dza5+HCXRkViONR151FRMMwmMIMnxAyazvB3vHSNMJje28SDY1S6RkhQeTY8hwrRyzxYz0lA6WB3gYUQQrQ/HalHcty4cS1aXosGkocPH+bTTz9l69atZGdnU1FRgd1up2fPnowePZoZM2awa9cunnrqqXofMzk5maysrHqnHzVqFG+++WbV+02bNjFnzhwAnn76aaZPn16178knn2TZsmX1PvbMmTN58skn651eCNH8nF6DB5a6qYg/QxAZjKpQ7FUoLlTY97WTD/dY2PkLC/FhbfOiU5ZRjmJSCE8JA8BZ6MKV7yKydwSK2rp11vIdnLjwfTy78wEw94oiaenPsA5JaNV6CSGEEKJxWiSQNAyD119/nbfffhvDMBg8eDDTp0/HbrdTVlbGvn37mDdvHu+++y4PPPAAd955p1/+rKwsli1bRnJyMjNnzvTbFxERQWlpqd+2/fv3s27dOvr378+kSZP89qWkpPi9X7hwIeAbI7xw4UK/QHLy5MkkJyf7pd+yZQtbt25l1KhRjB492m/fgAEDGtAqQoiW8Pu1GsU2CzQmkKoReGp2K9mHy3j2+3D+NtXahDVsOO+RIspf24z3292EHz8MGGxVB3BYS0DRDaJ7huBxGJiPFdDDcRKLqmHYQ3EN7kGPv04mdlR8g8rTcstBUTDF+wJUR64T1aISEu3fDo7jFVgiLZisClpOBbrNDAaYTJAx/G30E+XV53C4mOwrFtDjUOPnZgghhBCi9bRIIPnmm28yd+5ckpOTeeaZZxg2bFhAmuzsbN555x3sdjs33XST3760tLSqQLI+E0KXLl1aFUjWlb6oqIivv/6a/v37ExcXx/r16zl27Bg9evQAfIHk5MmT/fK88cYbbN26ldGjR5/V5FQhRPPQdIOTFTqf7jf4aA/8kAWEWs7+wIqCER3K31eU0SvCzr3jWyeYdK/PJP2SjwjxZmNC57ClG6G6h96udCpsFlyGDUeFlxi9lLHFe1A59UiTMsgvzCJr8lZ+uGwSJd27EutxYCuswGQzEZUaSa8bU3G8+wMVS3ZgtZsx/eoSSp/eguNACSY0wi/swp6KEE6ehJ6OY/SPLSHh2sGUjBzJ1sd+wpFZAYDd4yDZVUAoZdgpQEVHpwfgH8x704vwHCrE0iemhVtRCCGE8NE70NDWltbsgWRGRgZvv/02FouFf/3rX/Tq1StouqSkJB599FG8Xm9zV6nKsmXL8Hg8zJw5syqQXLRoEffff3+L1UEI0XTe+0nnga90Cl1BduoGimFgmFQwTgVXDb14hJhBVbh/kYObRliIsbXsxUc7Wc7JS94jzOEmJzyBzJAeVfvCrXH0K9uLVzFx3NqN3hW51UHkKdEuD1tSBzJ14Tw+GvUzdkd3Z+yG46henUJF4eALPxJqKSHaq5PiOErhN5/jIgKw4gHKvi0iKqaM84t3E6mVQS7wfz8SxiKiQsbSTXeAAS5sWBQ3IYaGk0RAOxVMmgLOSY0MadY2E0IIIUTzaPZActmyZWiaxtSpU2sNIv0qZG65aZuLFy/GZDIxffp0wsPDiYiIYNmyZcyZM6dF6yGEOHtbsg1uW6mfFjqdcipwNEynHuXR2LuPhgG6geE1+O8unfvGBAZGzanilU3oDi+aqvgHkd4SwvVytkeNxoyXVGc6cd4TgN0vvwmD5AMOVvW9hGl71rIyeQaqZvh6WxWoCLdSZkoglwQORPQjusxBt3zf1AEFjSFGGuEF/lMJfMe1MMx1qOq9jkIxMWiEVKUw48WNAlQ/TsUADLfWVM0jhBBCNJiB9Eg2VrNHS5UPvxwzZkxzF9Ug27dv5/Dhw1x44YXExsYCMHXqVBYsWMC6deuYMmVKK9ew6ezdu7e1q9DmOBwOQNqmMdpq272yOw6DWoZIKsrpoyp9dKNBcyfNFR68ugGhJn46fJK99uJ65dM0jdBQ32NHMjMzG7RAWE1hX+/HYugUm/wDRAU4afXN5/Zi4WDoAMyGhx6OYqjRC+jBhFe3ohXbiXEUEJ9TXX+XzYRu8m+LInsocSUOQj1e4sginMAg0kBFOy1gVTEIo4IyoqrbABM1g8jKeh9avR3j3NoX3Gmrv29tnbRb40nbNY60W+N05HYbOHBga1dBNLNmf9J2fr5vhb7ExMSAfenp6bzxxht+r6VLlzZ3lYDqRXZqLt4za9Ysv30dhdfrRdd1v20ul//YP03TAoYVn57GMAw8Ho/fNo/Hg2H49wGdns/r9aJpWp1pdF0PKN/tdvsd2zAM3G53k5zb6Xk60rl15J9bXedmaswNxfrkMQwUr461xEVYoQOzCtYwM+d1cdb73E5v/0b/3Pr7AjO711U9PBcoM0cGVDsjpCfeGueno5BJCgYq9lIHmdEpGDX2e83BG8Np9d1vDKUs6H4dM8Ea0kT1+RlUBpL+DMA4dU4d8XeykpybnJucm5xbZz63ts5QlFpfom6tOn4zPT2dt956y2/bqFGjqgK65lJaWsrq1auJiopi4sSJVduHDRtGamoqGzdu5MSJEwErvLZXQ4cObe0qtDmVd/7kblnDtdW2+228wbuHNTx6kJ1eHUWpMbS1Uj0uEmaHl/D8iqr3dotKfE4p156XSqilfheZ4uJitm/fDvhWd46Kiqo7Qy30v/ci+53nsWkeUpyFnAiNrSO1wgbbcBLdJdg0L8VE4sG36JDJ4mbVwIux5kJKZoHvPL0G3iDrB4W6fV9kKogIWoqKF19IeNpCOjUuLzpqwH5ObRl43jl1nEPb/X1r66TdGk/arnGk3RpH2k20Z83eI1k5bDQ3Nzdg3yWXXEJaWhppaWksWbKkuatSZcWKFbhcLqZNm4bF4r+a48yZMzEMg8WLF7dYfYQQZ29IvMLCK1V6Bot3VAVboQPF24D5eIaBpdxNWEGF32Z7uZuyOGu9g8impEaEEPHidPJC7HSryGNI0RH6lR/G7g0ccmrVHVitDiKMfPKIqwoiVTyYDBfdMnLokZmL1e0Bw8Dq1FB0/zvdvUqPEOUpAaCAJErVaL/9LkI5bhlEFv4jTnRUnIRzqs8RBS343NVWfralEEIIIT2SjdfsPZLDhw9ny5YtpKWlceWVVzZ3cfWyaNEiAD755BM++eSToGmWLl3KXXfdhcnUsotpCCEa7/I+Kpf3qb4/ti5D56qFOoVuBUdsGKq3lsV4ahFW4PB7bwD5VjMb77IHz9ACIu4dR+jOYtYvzsNQFELcblIqTmKy6hRbIlHRidey2Tx4CF1yCsiITsHuqKBb0UmS3VmciO3H2H2/whpvCzi2p8LLkff3UfblfpJivSTd8zOK0nUc2/IIHRGPfcZdsGQz7DoGY/sSMnM03U59RuqbjqAt24WugaaHEHboJNqqPWhFbowwK54KC5w2vNU6vPa5kUIIIYRo25o9kJw1axbvvvsua9as4Ve/+hWpqanNXWSddu3axYEDB+jSpQvjx48PmmbHjh0cOXKE77//ngsvvLCFayiEaCqTuqsU3K8S9S8vJW4F3dqAG0OKQkW0jdAiJwpgKL4waOfj0fSMbd0bTH3fnErCg0Ucm38Y40gByVo4UeZyVKUMU/9EKi6+Ec9TP7G/KJoYbz6D3IeJGR6B94prGX3/SMyRwZ+BaQkz0+/OIXDnkKptMSMh5md9qhNdPyFoXnVcKuq4VICqtVoNwwCHGyUsBP2mJZR/sKc6Q4hK4gdXnE0zCCGEEGdNeh4br9kDye7du3P77bfz73//mwceeIBnnnmGIUOGBKQrLQ0cmtUcKnsjb7jhBm6++eagaVavXs0jjzzCwoULJZAUogN48nyFB79uQF+kYYBXxxNmQdF1TBUeeoTBO7+wt3oQWSlqYDTD/jQy6L5wYPKSFC4ocaOYVcxhrTMdXlEUCPOFlV3ev4Ly6wZRvmA/5u4RRN49AnO3wEWChBBCCNE+tMi3i7vvvhtd13nnnXe47bbbGDJkCIMHDyYiIoKSkhIyMjJIS0tDVVVGjBjRbPWoqKjgyy+/xGKx+K3WerpJkyYRHR3NDz/8wMmTJ4OuOCuEaD9+PULlrZ0aewrqSOTRfC/NgAoPRNkY183EkqvCcbsNureRALIhLLX0PLaW8Cv6EX5Fv9auhhBCCFHFkA7JRmv2xXbAd1d6zpw5fPzxx1x33XW4XC5WrFjBu+++y6pVq3A4HNxyyy188sknzJkzp9nq8cUXX1BRUVEVKNbGYrEwY8YMNE1r0UWAhBDNw2ZW+OFGEw+OqiWBYUC+AwqcUOwCrw5WEx9fYaKLXW2XQaQQQgghRHNSjNMfSCNEJyDLbTdee2+7+Je95DtP21jq8gWQAKqCPTGU739p4ZzEpgkgaz7+Y8SIEY1+/Edn1N5/31qLtFvjSds1jrRb40i7tb7HZm2rdd8zS4NPIRE+rfocSSGEaGlJ4QQGkhEhYDPzxLlwzTALQxNaZLCGEEIIIVqZLovtNJoEkkKITsVUW4xoMXHtOSqD4yWIFEIIIYQ4E/nGJIToVC7uXvs+l9Zy9RBCCCFE6zMUpdaXqJsEkkKITuWeESaCXRrCLDAwVi4aQgghhBD1IYGkEKJTGRCr8M50FXONmFEBXrtEJdQigaQQQgjRmUiPZOPJHEkhRKdz21CVq/srfLrPoMgFV/ZV6B0tFwwhhBBCiPqSQFII0SlFWBVuHybBoxBCCNGZyaqtjSdDW4UQQgghhBBCNIj0SAohhBBCCCE6JUM6JBtNeiSFEEIIIYQQQjSI9EgKIYQQQgghOiUj6EPBRH1Ij6QQQrRTyw/pTPjQS883vPzqc43scqO1qySEEEKITkJ6JIUQoh1adlBj1qLqwPHtXQZpORrbbzWhyAp0QgghhGhmEkgKIToVd76LHQ9uYt+3uVRYVcwhJmxmMJd5SLk4mZH/cw7p8w5y+IN0DM2gx9U9Oed/h2MKbf2PS4fH4OF1Om/vMnB4A/fvzIV1GQaTe0ggKYQQQtSHPP6j8Vr/m5EQQrSgTdd+zcH0Mlw238efx63jcUOIW+fYsgwylx4FXUHVfb19B+cewFvmZew/z23NagNw6wqNTw/UnabI1TJ1EUIIIUTnJoGkEKJT0DWD1c/uo3xrPq6k8ID9iuolPzqCnf174bCFYHW56Hc0i245BRz57AgjnxmNObz1PjJLXfoZg0iAIfHNXxchhBCiozCkR7LRZLEdIUSnsG5eBmlr8tl7TjcANFXFZTGDYZDoymJK7lp2DuhJn8wsJmz/idH7DlFut1EQGYbDpGLorbuQzbrM+qWbuUAns7Rl63qixKDUJQv9CCGEEJ2J9EgKITosj0unKNdNdKKVzUtycNosKLqZA92TOZEYj8ek4lEVvCYT7+iXMXHnPiIcTgBMukG3k/nkR0YQWeFEN1o3UCp01i/d/kKYvUgj7Zbm/3j/6aTO9fPd7DppEGKGO0aZeHG6BbNJ7u4KIYRoH6RHsvEkkBRCtAvluU6chW5i+kSg1iNQ2bQyj5XvnqCixIMl1EROSCSecDN4NZwhVgzAaTZVXUDCHe6qILImm9vNgdQU3CUeQiKtTX1a9Ta2S/0D2S05sDNX55yE5ht0sj9PY/Trblya773LC69s0ugRpfCHCZZmK1cIIYQQbUOTB5JjxoxpUPrXX3+9Kk9WVhaffPIJGzduJCsrC4fDQVRUFP3792fSpElcfvnlhIaGNriMhlqyZAkpKSlV77Ozs/n000/ZtGkTx48fp6ysjLCwMLp3787w4cOZPn06Q4YMadY6CdFZaR6ddU/tZP+yTAwdwrvYuOS5kaSMjqtKk5Hhomh7PuZwM/Z+0aguL/PezKbb8ZN0KS1n69D+aKrKkL2HSe/aBWeIFV2pcRfSMKjtecSGAke6J/HDmkKm3RY4t7Kl5DoUoP7B5N1f6nxxjUJkSPPcab3yw+ogsqbnv/Pyu/PMWKRXUgghRDugy+Wq0Zo8kLzzzjsDtn344YeUlZVxww03YLfb/fZVBmyffvopf/vb3/B4PPTv35/p06djt9spKipi69atPPfcc/z3v/9l0aJFDSqjrKyM0tJSkpOT/dK/9dZbtdY3IiKi6v8169W7d28uvvhioqOjcTgcHDx4kM8++4wPP/yQhx56iBtuuKEBLSWEqI1hGBRtycfQDI78VMy+JdUTBMtznCy/ZyPD/34+7gqNje8co+vaA4Q5PehAfkw4u8f3JT6/gNiiElzWEEy6QdeMHPpkZXGiS0zNgjCdiiGdNhvF4aFElTv86qIrvl69rz7N4ZLrkjHZTC3QAoFe3a43KP2GLEh+TeOBUQqX9VY5LwXMatNcLQ/ma+zNC76vwA3/3ODl9xdIr6QQQgjRkTV5IHn33XcHbFu2bFlVkFezp6/S8uXLee6554iMjOSFF17gggsuCEizadMmXn311UaXcbrKQDLYsSotWbKE5557jqioKJ566ikmTJgQkKaoqIj333+fsrKyM5YphDiziqNl/HDFGiqO+P6mclPsYDFh9miouoHbasLr0vnvC8cosYcR7g3BHh1OaHYRKhBfWM7grUdQNTdWtxe7w8vEjTsZWJLBgNJM4szFvDZ5JqoBJsN/xbGt/fsw5PAxEopKqjoow04Nd1UrvGz/64+M/tOIM57D+sMeihwGk/paCLNWB2+780PJP6Az/RzDb/uZzPtJ56N99U5epcILz24yeHaTRkIY/M+5KrP6wE/50DdaYVBcYB02ZxkcLNQxqb79wxL80/yYozPlXXfthaoK/9roZWJPE+d2k/XchBBCtG0yR7LxWn2OZFlZGX/7298AeOaZZxg/fnzQdOPGjWPEiBEtVq/S0lL+/ve/A/Dss88ybty4oOmio6P5zW9+g9cb5OngQoh6K0zLo/inIrY9sQ2tzIsFKIyxU2gPo2tWIRaPr0dOV6AkyoZmUkFRUD0aydlFVcdRgLiTxVTYzVB5cVBUfopOJSM8nn7Fx7lk93Z+6DMIw2LFY6n+GHRbLWwb0IdRew+SUFwKgGY2o+g6PY6fZM9cB4PuHEBYUqhf3Tcc9pBZpDMoycRt75exJdNX16hQmH+bnZwCnf/9oh9ZFSGATpStkI9/GcFF/c/ca5ddbnD7yob1RgaTW27w27U6v11bvW1iV7h+oK+nsk+0wpM/6Hx3vHKvbxjt7L4KL0xSSMuB1Ai4/hMXueV1FKQZZJQpjH/LxXndVVbcZCU6VC7SQgghREfT6oHkmjVrKCkpYdiwYbUGkZWs1pZb6GLNmjWUlZVxzjnn1BpE1mQ2t3pTCtEuaQ4vm25YR+7abMDXQ+gIN1MWbmbLiD70PnyiKogEUA0wdJVyWwgeBUIcbvb1S8ZrNROXX0piTjGamaog0gBcVhOaqpLdLZWd9kEA9MovoMhmIz0h8MGL1ho3hvKj7IzadZCY4nJ0k8qJddn0va4XAOUug6v/XcLXB3zpNUCrMdmy2GEw843SUzFZSPV2p8HP55aQ/UzsGVc4vW2FxtmHkVQH1TV8e9z38lUw+PzLRQcNFh00QDegvMYNM5sJnKdNklSAsFMBvG6w/riXp7728I/LWm+RIiGEEEI0j1Yfd7R9+3YAxo4d27oVOc2OHTuAtlcvITqaw2/urwoiwReLhJd7cYSGUBARRnRpRdU+A9g+OJXvzx0CqorFgIqoUEoSInBGhXK8dyLbx/XBFVLd0+c1qeiqisMeitNeoydRUYh2ubC5/YdpRpWVE1VWgaLrWFxe+hzNIaGwFJfVd7NIqTHP8KV1jqogEnyBpD8FtxE8RCt1wcKddQwRxdcb+eXROpO0nJpBowJYVAg1QWV7mJTqIBJ820NMfLY7yIo8QgghRBuho9T6EnVr9W60/Px8ABITE1u5Jv4q65WQkBCwLzc3lwULFvhti4iI4MYbb2yRujXU3r17W7sKbY7D4VtQRdqm4Zq67TJXHgrY5gsm3XhVFUeIlYhy3zzFk/FRZHb1/5usCAnB7nIT6vEAYJhUMnsmkpyZg8kA7VSPn9sWvFesZ14+x+JiMRSFhOJSemdlE1rhQTEMVN0XArosJg51S2bw4Uwcvcurzn35jijgTL1tCgZG0MvRd7tyGBZaEWSPz+cnwoHkWve3KO1UOGxWwGv4Vro1q74AsszrCyJPZ1Lwer1n9bsif6uNI+3WeNJ2jSPt1jgdud0GDhzY2lUQzazVeyTbo9zcXN566y2/14cfftja1aqV1+tF1/0Hx7lcLr/3mqYFzPM8PY1hGHhOfVmv5PF4ME57UPvp+bxeL5qm1ZlG1/WA8t1ut9+xDcPAfVrvUWPP7fQ8Henc2tvPzdKllkBMMbB4Nfb2Tqnq0cuPiQia1GnxD2LKIkM5OLAnuu8wAJi8wXvGcmKicYSE4LRaKQoLJTMmDlU3sHh0zJqBWTMIcetUhFrRQ0yYwqo/NpPC/Y8Z/N5l8CASIDW6uu2C/dzizYHPtWw1lSehG2BVwXOqYRXF1ztpBOl3NWBy14p29ztZ27E7wt+bnJucm5ybnFtLn1tbZyhKrS9Rt1bvkYyL8z0LLjc3t5Vr4q+yXnl5gWvcDx48mLS0tKr3zf1cy7M1dOjQ1q5Cm1N550/uljVcU7dd10eT+Wb152hl1Rcet0XFa1YYtucIW8/py7pxg+l3NAu9lg91s+Z/YTN7dVy2EA4M7ElKRg6qphFWWkFFZBi6qfrxHRUWM0U2W9X70vAwykJDGbb/GEqNmYlmXWfAkSyK+iUyaNCgqu2PR3pZ/WIxFaeutSbg9MunieABplmF31yWitVc+/28uB4GbGrdoaEq+Foi5NScSB1f76RFAV33PWhTBTw6WP0fjRKBxmvXJBJl69Lo8uVvtXGk3RpP2q5xpN0aR9pNtGet3iNZuRLr5s2bW7cipxk+fDjQ9uolREcTMTCKC9dMp8etfQgfHI3RIxxniEpkiYdBB7K4/LsfSC07iivBy+SsdXQp8b/pZNY0wmvcETUMSD7muwHkDbGSnxxLbmIMJ+JjUMpcuFAotVrJiojgQEJCwCI0YU4XIZ7Au6kR5Q4sV/Tz2zYsxcy3v43iF+eGMGWAhWdnhbH2NxHcONrKtIEWXr0mjFVzIhge5IlEz8wKqzOIBIixQXxonUkawCAmBMItvg7FKCsMiIFeUdA/Bq4f4NtXU2IY7LhN4c8XqFzS18TlQ8wM7lKjvVTVF1R6DXDr4PSCpqMaBlf1NNj36xCibHJHVwghRNulK7W/RN1avUdyypQp/POf/2Tnzp1s3LiRc889t9a0bre7xVZunTJlCi+++CI7duwgLS2tzfc6CtGeRQyMYsRL1as2567N4tj76aAbDN6/nz5fz6/q1RuduZvV/Sewo+sA8kOisbpBQ8UwdEKcHnodyqbCasGjKlh0A81kItxwk56cSH5k9dBYRdcx1MBAzhFixW02YT1tKGyJPYzZV8cFpB+aYuaNG+x+2yb384/IVt1t5t9fHGTVsWhiYmL4xfl2pg0682eZxaTw+Hkq93/V+HVb7Rb4+QCFe0eaGNWl7qtiRonBv7bq7C+EC7oqzBmhYLcqDK2almoCLPx3l8YtyzXw6oDhPz/SMPhgponrBrX6fUohhBBCNKNWv9Lb7XYeeughAB577DE2bNgQNN2WLVu45557WqxeERER/O53vwPgkUce4YcffgiarrS0tMXqJERnkXBRMqP/fQGj355A3+9+iXJF9erJEa4KZu9Zw92RR5lZnM15m/Yy/oe9jFu/n+HbDhNe6qQ8zEqI0zfeNMpRilnzMuhENv2ycogvKaVrXgGjDxwlzOEKKFs3qfzUt7v/NkUh+a5BpHQ583MfazOmSxmPjs3k9WtM9QoiK903SuXLa9QG90yOSID/d6HK8XtMvD39zEEkQPdIhb9ONrH4KhN/GKditwbPc/NQE1f2VnwL7RiASwNNB8PApCBBpBBCiHZDV5RaX6Jurd4jCXD55ZfjcDj429/+xr333suAAQM455xziIiIoLCwkB07dpCenk737t3PfLAmdOWVV+J2u/n73//O/fffT58+fTjnnHOIjo6mvLycrKwsNm3aBMDIkSNbtG5CdCqLH4XFm2BZGiREotw5leReXUgGstZlc/DNfTgOlqBaVcIGRxMZaWPHN4UUxURRGhrOTRtXsjupJ+GlKYSVu7EXO1AN6Hcwi/09k8hJiGJg/kGSynM4EZVIqMfNnkF9iM0vwWG1cLh7Ig/NCjI+tYVMTVUZmaizqgGPAvl4lon+sc13EXzsPBOL072+uZOVDINr+zRbkUIIIYRoQ9pEIAlwzTXXcMEFF/DJJ5+wceNGVq5cicPhIDIykn79+nHttdcyc+bMFq/Xz3/+cyZOnMj8+fPZvHkzq1evpqKigrCwMLp27cpVV13FjBkzGDx4cIvXTYhO5cpxvtdpkiclkTwpyW+bo8jN8YMbMWUW4rKFsGDYRfTWTpJyPBe9oro30OrRGHLwOLHOcmYeWUeP0uMAnIhM5KnLRpOekoCmqoBBVKT/QjItLdjTNWqTHE6zBpEA47qp3NQH3t/n9a0cZECPUJ2Xp4U0a7lCCCFEU5LVWRuvRQLJpUuX1itdcnIyDzzwQLOWUanmqqtnkpSUxH333dfQKgkhWklotJXr3z+P/Z9nUZxRQcqoWEL6RPLog0e55LsfiaioHtJaGmUjtewo3U8FkQD7ElMpDakZECls2+Vkem2PKmkBofX8tLaZ4NMrWibofe9nFq7fr/PNUZ2+sQo3DrNgD5ELshBCCNEZtJkeSSGEaErWMDNDr/YfDp8cofP5pBH0PJ5HyskCEgtK6FtwhPEl31Ut5uNQQll4zlS/fAan1pVpRQlhyqma1E4B0u80kWxvmWBOURRmDjAxc0Dr9tYKIYQQjSWrszaerIgghOg0zi8/ycRNuzEZXkrCrcTnVuApiWYLkzjEIPYynPdTryXXHluVxwA8iso5g5vsORyNcu2AM39cG4AqF0QhhBBCtAAJJIUQnUa38xIIdTnpeTyHpPwi8uJD0RWoIIJM+pDXcxBpEwbhVZSql1NRueqKaHp0bfyKrU1hQjeFofFnTpdd3vx1EUIIIYSQoa1CiE5j2C/7cfyHXLI35+GxqBRFhVAWbiHObmLMw0NJvr43Y3TYst1Bxgk3kZFmhg+20TW5dYPISmt+bmLCRxoHCoPvTw6HIfUINoUQQgjhYyBDeRpLAkkhRKdhCTcz68MLyU7Lo+hwGYYBEd3C6Do+AeXUmFAbcMG54UB4q9Y1mMRwhb2/NLH2mEF6kcE/thjsKfDti7LCezNUzDK2VQghhBAtQAJJIUSnkzQmnqQx7bPrTlUUpvRUmNIT7jjH4PvjUOQyuKi7QrhVgkghhBCiIXR5/EejSSAphBDtlKIoTOgGyLAcIYQQQrQwCSSFEEIIIYQQnZL0SDaerNoqhBBCCCGEEKJBpEdSCCGEEEII0Snp0iHZaNIjKYQQQgghhBCiQSSQFEKIIN7e6SXhZS+Wv3kZONfL98eN1q6SEEIIIZqYjlLrS9RNAkkhhDjN4995+dWXkOcErwH7CmHChxppWVprV00IIYQQok2QQFIIIWowDIP/2xB834wF0isphBBCdCSGotT6EnWTQFIIIWrILa+91zHXAWVuCSaFEEIIISSQFEKIGtJO1n0HssAZuG3NUZ13ftQ4XipBphBCCCE6B3n8hxBC1NAjou5gsEdkdaC5v0BjxDwDh7dyi8aT58ETF8hHqxBCCNEeyOM/Gk96JIUQogbDqPtj8VixXvX/Me/VDCJ9nlwPe/JlUR4hhBBCdGwSSAohRA0D4+reP2qeTonLIL1Ip9QTPM1Ny2WIqxBCCNEe6IpS60vUTQJJIYSowXOGMS75Lvhgj0FpHYvu/HiyqWslhBBCCNG2nNVEnsOHD/Ppp5+ydetWsrOzqaiowG6307NnT0aPHs2MGTPo1atXQL7y8nIWLlzIt99+S3p6OqWlpYSGhpKamsr48eOZPXs2Xbp0CchXVFTEZ599xvr16zly5AilpaXYbDZSUlIYNmwYU6dOZezYsUHrqus6q1atYtWqVezevZvCwkLMZjPJycmMHj2aWbNmMXjw4IB8Ho+HFStWsHbtWvbt20dRUREmk4n4+HgGDRrEpEmTmDJlChaL5WyaUgjRRiiGfsY032XqnN/VBAQfwuoNulUIIYQQbY2O9Dw2VqMCScMweP3113n77bcxDIPBgwczffp07HY7ZWVl7Nu3j3nz5vHuu+/y/PPPc9FFF1Xl3bFjB3/4wx/Iz8+nS5cuTJgwgfj4eCoqKtizZw9z585l3rx5fPTRR3Tv3r0q39q1a3nyyScpLy+na9euTJw4kfj4eJxOJ0ePHmXlypUsWLCAG264gYceesivvrm5ufzhD3/gxx9/JDw8nHPPPZdu3bqh6zpHjhxh6dKlzJ8/n6eeeorLL7+8Kl96ejoPP/wwR48eJSoqirFjx5KcnIyiKGRlZbF161ZWrVrFvHnz+OCDDxrTlEKINsZ95jiS9/fC+3tlHqQQQgghOq9GBZJvvvkmc+fOJTk5mWeeeYZhw4YFpMnOzuadd96hpKSkalt6ejr3338/DoeD++67j5tuugmz2b8KR44c4cUXX6SioqJq28aNG3nkkUcwm8088cQTzJw5E+W0ccuVvZwZGRl+2x0OB/fffz8HDhzg0ksv5dFHHyUiIsIvTXFxMe+88w6lpaVV23Jzc5kzZw55eXnceOONzJkzB5vN5pdP0zS+/vprPv7443q2nBCirbtqUdPMbyx1G0RY295dTr3Egb5yN3SPxnx+n2YtS9MMvltdyJ5dDgafE8oFF8dgMgVpk62H4FgeXDQUosL9dnk9YNTxI9F1g/0/VeD1Ggw6Jzz48YUQQohaaHLZaLQGB5IZGRm8/fbbWCwW/vWvfwUdugqQlJTEo48+itdbPcjrhRdeoLy8nNtvv53bbrstaL7U1FRefPFFPB7fKhZer5dnn30WTdN47LHHmDVrVtB84eHh3HzzzX7lAbz//vscOHCA4cOH8/TTT6OqgdNCo6Ki+O1vf4vb7a7a9sorr5CXl8eMGTN48MEHg5ZpMpmYMmUKkyZNCrpfCNH+rM1sQGJdhyCfKQBD5mocuceE2kqT9Y3sYrR//4C+PQPD4cGIDYUVP0GBoyqNV1VQbhuP5X+mYxQ78Nz+Hhw8CfERKBP6oMaEYbp+NOqEvuhH89FuewdjRyZKShTqP6/HdMmgWsvXXF7+8Mv9VHhNAOzYWMq6F3/i0sPfE1lYiDPERknfVMZu/56w/AIqzFbMuo5V0Si6ajJL40aTne5kxOF92DxuPu6yjTHjLPSZ1hu+2g1ejaxJo/nzJxbQNSKdpfTPPczVB9ewO2kgB2O640qIoVfuMbqU5WG/dDCpU3qjL94BNgumWDPKkSzonwK/mgKxEbWeC+VO+M9a2HwAHG4ItcLoPnD7xWAPbaofmRBCCNGuNDiQXLZsGZqmMXXq1FqDSL8CTvU4ZmZmsmnTJkJCQrj11lvPmK9yzuHWrVvJzMykS5cutQaRwcqrtGjRIgDuuOOOoEFkTVarFQCn08kXX3xRla+hZQohOok6gsSMcpj0kca3N7T854NxNB/XuX+FnJK6E+oGxjvrcX+YBi5vddffsQKMDwrQAO2VdZhfvg79D59Che9mm1HkQLv0RZTvHkY9v2/QQ3944yoqzL2rNygKI47+yLl7NlVvO/pj1X/DvNU38gq+OkjmqHO49+sFhHhPLY17dDfbj/em98sLq2azzN8WC8n9QDVREhZNWs+RpHUfDqpKqNvBH1e/SpfSPF/i7RvR/58FnShAQcfATDEqHnj9C9j0/yAuSDDpdMPkP0HaIf/t734Nc9fAD89CWEjd7SyEEKLNktVZG6/B33B27NgBwJgxYxqUb/v27QAMHDgwYGhpfcobNWrUGQPB02VnZ5OdnY3JZGLUqFH1zrd79248Hg9dunShR48eDSqzLdq7d29rV6HNcTh8vTLSNg3X8duuD9R34v0ZLj7fHYflmw+RGuYkNNTXc5WZmUlWVtZZ1rFusX9ZR+SZgsianLU8x+QUz+8/xeR0+280oGzOe5z46IaA9LYdGWzWk/22hbkdTNv7db2q07sgg6u3fVUdRJ4y/Hh61f9dJgt7kvsF/gxOXScuSN9cHURW7sKDghuDEEBBIxyVIkjPIff//kv+PRdxushFW0k5PYistOMIWS98QvG1wRd5a00d/++0+UjbNY60W+N05HYbOHBga1dBNLMGB5L5+fkAJCYmBuxLT09n1apVfttSUlKYNWtWnfkaW57T6eTdd98N2H733XcDkJfn+xIRHR1NSEj97xhXlpmQkBB0//z58ykoKPDbNmvWLFJSUupdRkvyer2oquoXiLtcLr820TQNwzD8eldPT2MYBl6v12+FWo/Hg9ls9puzeno+r9eLoiiYTKZa0+i6jq7rfuW73W4sFkvVsQ3DwOPxVPUcn8256brul6cjnVtz/9xq6mjn1pDPifo6VGalq6XUb1tzn5v5YH6TnoNSS6Bpyi0P+nMzH8jGa/L/PIwrL8Cq1X8928TSwsB6AAYqCjous6XOQD6pNDfodgWNyimXBtU/f8uBnIDPBZfLRUh68ONUMu8/4fe+rXyW1NQe/t468meJnJucW2c/t7buDE/9EnVo0p9yeno6b731lt+2UaNG1WtIamM4nc6A8qA6kGwu8+fPJz093W/b6NGj22wgOXTo0NauQptTeedP7pY1XIdvu2VN9/AOVYHZo7sRZURWjcoYMGAAUVFRTVZGMJ4p6WgbGjLZ8wwSIiG3OGBzyJTBDB8+PDC9EknU+kwK7bFVm3IiEqiw2AjzOOtV5NGYLgzOOea3TVeqH89id1X4huLWEkweie3OBYfTArYbNS57So0HtURPG0t0kEdAMcMJb62rtZ4JMy8goQ3+LXT4v9NmJG3XONJujSPtJtqzho0VBWJjfV8McnMD79JecsklpKWlkZaWxpIlS/z2xcXF1ZqvseVFR0dXlZeWlkZysv9Qqvj4eMD3/MnTe1IaWybAJ598UlXmzJkz631cIUTn8vh5Kj0iW/5Wp/l3F6MMTj5zwkpJkRBuDb7Pasby75tRJvf3394lAvXVG4PnGdyda3vk+C236jZb+XT4DL+5KLUtxnowridLz5lIsa16BVcdhYMJSVVxowpEOWofvrshdSQH4lP9tmmKDYPK89QxUeb77/j+cMclwQ80awxcUcvQ1ekj4Zrzaq2DEEII0ZE1uEdy+PDhbNmyhbS0NK688sp65xsxYgQAe/bsoaysDLvdXu/ywLfozunDjs4kKSmJLl26kJOTw7Zt2xg/fny98g0ZMgSLxUJOTg4ZGRl+z7MUQnRsoSZwNMEjIs9PhifOb/C9uiahxNmxbn0EfeEO9N1Z4NEwokPRV/wE3xysTtglAvWBi7DcOxlMKp4HPkH/ci9KaizKRf1Qo8Mx/WwESvdYTFecg7ZqN8anW1HG9ES9/XwUs6nWOox4bTYXPb+PtVsNKuecRlzcjz32ySiZ+ZhtKl2TTVjj7ew8onLEEUaMs4SYbmGMnN2D3/eM4HjcMPQNu/GYQ4gYkcTQywbBRb+BlTvAo/HYtF785R/FlBRpYBjYNSc/CztIXFEu6XoM5Q//nKwIL2FHs4iaMQS1RxdYuB3CrajdI1B2HIaBXWHmGKjtXEwmWPQIrNoBW2rMlRzRyxdIyiINQgjRrun1XRdBBGhwIDlr1izeffdd1qxZw69+9StSU1Prla9bt26MGzeOTZs2MW/ePObMmVNneo/Hg8ViYfTo0XTr1o3MzEyWL1/e4GGyV111Fa+//jpz585l3LhxdQaibrcbq9WKzWZj2rRpLFu2jLlz5/Lkk082qEwhRPv11AXwh2/O/jgfzWrdC5MSYsF0/Rj8wqM/Tqszj/Wtm+vcb5o6GKYGGf5Zi2v/OICr3DoFeV5i481YrCpwbkC60adeNYUCfWeOrBr21a3msK85UwGIBJ5/I4GiAi+6bhAbbwFGANAvSH0UwPS7Gj2Pl42s34koClw6wvcSQgghBNCIoa3du3fn9ttvx+1288ADD/DTTz8FTVdaWhqw7fe//z3h4eH85z//4b///S+aFnjbPyMjg9/97ndVcxDNZjOPPPIIJpOJ559/nhUrVmAEeTq10+kMWGAA4KabbqJv375s27aNJ554grKysqB1femll1iwYEHVtjlz5hAXF8eyZcv45z//idMZOK9H13XKy8uDnr8Qon363Zjae9kqWYBRZ1g3rHvkmY/TGVisKl1SrKeCyOYRHWs+FUQKIYQQDaMpSq0vUbdGLbZz9913o+s677zzDrfddhtDhgxh8ODBREREUFJSQkZGBmlpaaiqWjWkFaB3797885//5I9//CMvvvgiH330EWPHjiU+Ph6Hw8G+ffvYuXMnZrOZBx98sCrf+PHjefbZZ3nqqad4/PHHefPNNxk1ahRxcXE4nU5ycnLYuHEj5eXljBzpf4c5NDSUl156iYcffpiVK1fy7bffMn78eLp27Yqu6xw9epS0tDQqKir485//XJUvMTGRV199lYcffpj33nuPJUuWMG7cOJKTkzEMg/z8fLZs2UJOTg4pKSkkJSU1pimFEG2M21vbzL1qR+9W2JytcOViPeh+ufQIIYQQoqNrVCCpKApz5sxh+vTpfPbZZ2zZsoUVK1bgdDqx2+307NmTW265hZkzZwYMfR0xYgQLFixg4cKFfPPNN3z77beUlpZis9no2bMnv/zlL7nqqqsCHvdx8cUXM3LkSD777DPWr1/PunXrKCsrw2azkZSUxKWXXsq0adOCPt8yISGBuXPnsnr1ar788kt27NjBunXrUFWVlJQULrvsMmbPns2gQYP88vXp04ePPvqIFStWsHbtWrZt28bXX3+NqqrEx8czdOhQ7rvvPqZMmeK3PLMQov2qOMOird3tkBxhwpYfPIgEsElnpBBCCNEuyOM/Gu+sHv/Ru3dvHn744QbnCw8P5+abb+bmm+uej3O6mJgY7rjjDu64444Gl2kymZg2bRrTptU9R+h0VquV2bNnM3v27AaXKYRofw4U1b1/262+K875KbVfecbIAAUhhBBCdHCts6SgEEK0UYNi6t5/qMj3r92qcH4tT9j496Xy0SqEEEK0BxpKrS9RN/m2I4QQNUSH1v2xeLyseg7luhtMfovuqMALk6B/nHy0CiGEEKJjO6uhrUII0dHoQVaFrqmwxgLOZlVhy61mTpQZ5JTDsATfNiGEEEK0D5pcthtNAkkhhKjBdYbFdmb2CextTLErpNibqUJCCCGEEG2QBJJCCFFDqEUhwgql7sB9sSGQGC7DVoUQQoiOQpfnRTaafCMSQojTvHaJGjDFPiEUDt8lz/UQQgghhADpkRRCiAA3DVaZ0BWe3Wjg8Bo8MEphVJIEkUIIIYQQlSSQFEKIIHpGqbx+aWvXQgghhBDNSZOhrY0mQ1uFEEIIIYQQQjSI9EgKIYQQQgghOqUzLNYu6iA9kkIIIYQQQgghGkR6JIUQoh4Mw+C5jTovbDYocBnEqTp3dvfy2IxQIuSRIEIIIUS7JHMkG0++/QghRD1cuVDjse8MClwACvm6ieeOWLnyuUKKSrTWrp4QQgghRIuSQFIIIc5gf4HB0vQgOxSFtZGRzF9d3uJ1EkIIIcTZ8yq1v0TdJJAUQogzWHNMr32novB/h60tVxkhhBBCiDZA5kgKIcQZdA0zAAMIfnvyhGFq0foIIYQQoml4a7m2izOTHkkhhKjDynSdK5dAbUEkgK7pPPqNF5fXaLF6CSGEEEK0JgkkhRCiFppucMXCOoa1nmKYTDy3Ce5ZJYvuCCGEEO2JR6n9JeomgaQQQgSRX6Fz6avlePX69zL+5ycoc0uvpBBCCCE6PgkkhRAiiCueLODQCQ0a+Hyp7LIz92AKIYQQQrR3TbrYzpgxYxqU/vXXX/fLU1RUxGeffcb69es5cuQIpaWl2Gw2UlJSGDZsGFOnTmXs2LGcOHGCK664okFlLVmyhJSUFAB0XefKK68kKyuLc889l1deeeWM+Xft2sWiRYvYvn07ubm5uFwuIiMj6dWrF+PGjePyyy8nKSmpQXUSQrRNzy6tIC02Are5gYvoGAaXveZk68PhRFhlTIwQQgjR1nkaeMNYVGvSQPLOO+8M2Pbhhx9SVlbGDTfcgN1u99tXGdgBrF27lieffJLy8nK6du3KxIkTiY+Px+l0cvToUVauXMmCBQu44YYbuOuuu4KW9dZbb9Vaj4iIiKr/b9iwgaysLBRFYdOmTRw/fpyuXbsGPSe3283zzz/P4sWLUVWVESNGMH78eEJDQykuLuann37itdde46233mLu3LkMGTKkfo0lhGgTPJrBfWs0PtsPFhXuGq7wj10qbksjVmJVFA5ZQ3j0G42XLzGzY4+TA0fd9Exqo3Mn92TAlzsgKRpmnwshltauUZMxNJ3Mh7+hfNF+rHYL8Q+NIfK2Ya1dLSGEEKLDaNJA8u677w7YtmzZsqpAsmbgWNPGjRt55JFHMJvNPPHEE8ycORPltLsD5eXlLFy4kIyMDCIiIoKWVRlIBttX08KFCwG49dZbeffdd1m8eDFz5swJmvYvf/kLy5cvp3///jzzzDOkpqYGpDl8+DBvvPEG5eXyUHIh2pN8h0H3NzQc3uptT6034FRPpEnT0UwNmwFgKAqf7TNQf8gm/Vj1gbsmJHPDtKwmqfdZO1EAlzwBe45Xbwsxw/gBMGs0DOwG3ePhnNQ6D+PZl492ohTruV1Rw04FoS4PbNiPZ9NBHN8cxJQYQei9l1J2yMXJRem4Cl3ED4gk4rpBWJPDKHpmPd59+UT0NxF6Tgwkx0PvRNQR3X3V+uk4qssL/fqBqY7g3jBwvfU12mebsfSKY9s6nf2uKCqsidjKPfS79xsGFbqI/m3DRs4IIYTo2DytXYF2rNWfI+n1enn22WfRNI3HHnuMWbNmBU0XHh7OzTffjNfrDbq/vvLz8/n222/p378/d911FwsWLGDp0qXcfffdmE77kpKWlsby5cuJjo7mpZdeIi4uLugxe/XqxXPPPXfWdRNCtKxrlvgHkVUUha5FDhRdJzM2vMHHza6A/yiRDAktJc7hu0Qdzw1j+347I0eeZaXrUu6Epz6BRRshOhweuBxumgS6Dn9fAu9+7Ut39CSUOoEaT8d0eWHdT7DuJwygiESKovviiooj7LxkuvzfeEL6RuM+UkzOQ99QuiQd3WugopGonCC6rwXTNSNxv72aDYzAWmrCrNkIU0/S9T9PsqrrVArDfG1p3VfAiNffJ9rhwUoZiRzE/LXnVH0UDFR0VaFMTcTutaOgUXHbpzhSIkjrOZ4CUyQpPSyMKjqCeeMhDJfGCR3S7V3JD0khblcBw/N3k55yPmDFabHwY0oK+c/tomRpPr0v7croewdiCW/1S6AQQgjRbrX6VXTr1q1kZmbSpUuXWoPImszms6vy0qVL8Xq9XH755YSEhDB16lQWLFjAd999x6RJk/zSLl68GICrrrqq1iCyKesmhGhZ32QE327xaqQUO9ifYA+eoB4G5pVXBZGV1v8Yw+3XNfqQZ3bTi7B4U/X7m//pixR3Z8CzCwKS17a+rAJEc5L8ou54ikopPlpK+brj9N1+A0cnfYrnWCngW63NwESG0Qvzgf1EPruCr1MuJOVEOeAbzqsTybrki6qCSAC32cyO5J4MyTrBQM9PmL2eGmX7QskiPQWnHl21vcQbxi5HMkdPWjHp5Qz+bgNmry8YdplMfN/rPFymEABKrXaO2rthKDV6kxWFMquVsuMOdr5zkMJDpVz25nn1bFghhBAdVYXMkWy0Vo98duzYAcCoUaNQ1eZdRNYwDBYvXozJZOKyyy4DYNasWSxYsIBFixYFBJI7d+4EYOzYsc1ar+a2d+/e1q5Cm+NwOABpm8boSG2n04dT/XEBNveMbfDxFE3HUBWSSl0klrsC9jucZjIzM8nKavohrpbjhfSpGURWlvn8p1iP5BFsUKhBCCqB9QRfq0SRixM7BgrerHIO3LcSTgWRNdOZ0MmjC+4whaiCwEFCRbawgG0ui4X0xCjGHK0I2Keh4iQqYHuP4kLSY5PoXpaL/VQQCXAwMqkqiKw6NyXweuK0VM8Bzfgmh21rdxKabA1I1xF0pL/TliZt1zjSbo3Tkdtt4MCBrV0F0cxaPZDMz88HIDExMWCf0+nk3XffDdh+pjmQtdmyZQsZGRlMnDiR2Fjfl8Rhw4aRmprKDz/8QE5ODl26dKlKn5eXV2vdduzYwYYNG/y2DRgwgMmTJzeqbs3J6/WiqqpfoO5yuQgJqf7ipWkahmH49aqensYwDLxeL5YaX8Y8Hg9ms9lvTuvp+bxeL4qi+A0dPj2Nruvouu5XvtvtxmKxVB3bMAw8Hg9Wq9Xv2I05N13X/fJ0pHNr7p9bTe393GrjaehqraeEezS6ljhrCU2rNce5qaXVgVVNphIHapCg1seMgRullr5JHRM1Br+i57uCPjNKATTMuMxWLBWBCwtZND0wXDUMnOYQdBTU08o3MBEswLfo2ql//ccjl1rq13N8+ll6y6rr2lZ+J5vqs8TvPDvYubXFzxI5Nzk3Obfaz62tc0iHZKO16Z+y0+msWkCnpsYGkgsW+IZ2nT6EdubMmbz88sssWbIk6IqvwezcuTOgbjNnzmyTgeTQoUNbuwptTuWdP7lb1nAdqe1Cv/TiOMsFVUPdXsYfKwDgRGQoCSVOjsQHn1cZHuqlW7duREUF9radtf79ofcnkJ7jt9l67UTf0NYVW4Nk0jGwAY6AsM1AoYgkjMo9qkLq4xdybN0C8Po/K1NDJYoC4kpz2Rs/hKTcEr/9XUpLKAtN8NsW6aqgxBbOoYhU+pUe9ttnxosJJxo2v+1Zdl+7HQ+PR2d/VQCaWnqSgzHdammYap4aX6zsKaGMnjEC1dQxv0F0pL/TliZt1zjSbo0j7Sbas+YdS1oPlT2Dubm5Afuio6NJS0ureiUnJze6nKKiIr7++muioqKYOHGi374ZM2agqipLlixB16u/IFXOiwxWt1tuuaWqXq+//nqj6yWEaD2z+zYgsRG8185pNqEpClbNILWwglBNJ8tuo8gWeJ/uvGGFjaxpPagqfPJ76FU9qoIrxsKT18Eb98DY6pM1IkJP9TO6AAsGdowalwMdhUxlMF6TFVBQI610feti7Bd2I+WdqSh23x1yA/CiEkU+CeRgumwYA85zUxgZWnWsCpuFsGiF4ZmZxJaXE+F0MDA3k+mZGzFrXtYln8+m+JGctMVxPCyJk+YkdHSiycBUox/TSil2cjAbXiosNjb0HIoW5rsLnuQoJLk0v/pnVMvPilN30SO6hnHJi+M6bBAphBCi/twotb5E3Vq9R3L48OGAb9Gd04cbNqXly5fjdrtxu92cd17wBRaysrLYsGED559/flXdTpw4webNm9v9PEkhRKDXpqp8tE8PHNhpGHD60FdFCbrdUBVORIXSJ9/3+B8FGBSrM1AzkX24eghmz6RyzulX1vQnUdPoPnDwFdh51Ldqa+qpYfnhNtj0/2BPpq+Og7pR8dRKzE++h5lSwIrXFIFpSDz6zNF4r55Mt+GJaCVu3OnF2AbFoob7gsfomwcReXVfnDvz0Mq9WPtHYc0vhOgwlNQEegDd9h4n65mvCXE4ib//PJg4GPfefPq8thX9RAlGz0Fwy3VM25bNN/85znZ1GHt6jWLkNd0YNiMGxTBQvRrxsXYObDsE4Rb6D0wlNq+EAakplGQ6iOplx6IaGLuzMWxmZrg09u5wkPndSQwVjn2XF9A8k58fRWy/SOIGRqGo8gVBCCGEOButHkiOHj2abt26kZmZyfLly+u1cmtjVK7AOn36dL+x3JUKCgr49ttvWbhwYVUgeeWVV7Jy5UoWLlzIDTfcQExMTLPUTQjROqJsKofvNBg5z6DwVOdXfChEZZRRZLPisJqIrnCTUOYiK9KGy6xSHBb4+aGfFpM8MNbMHSMTSD/mJj3DQ0KMi6LcQy1wRvh63Ub0Cr5vUPXwz7AnLkO750IqvkxHTQgjdGovFJOKSvWFwRxrwxxrCziMGmYhbHyNESLdI/33D+xK13k3+W2zDowj/p9T/bZFD0/ghl8Mq/VUFEB3FJwqIx66xxMCJMRU10kZ06Pq/0NGw5Bf9gdg6+v72PryXt8jSiwKo38zkP5X9kAIIYQQTaPVA0mz2cwjjzzCAw88wPPPP1+1ourpC2E4nc6ABQTqa/v27aSnp9O3b1+efvrpoGncbjeXXXYZ3377Lfn5+cTFxTFmzBhmzJjBihUruPfee3nmmWfo2bNnQN6ysmbuZRBCNJueUSYK7oMTZQYuL/SKVrh7SRiHluX7DWoJdets6hnkZpJhkFRaPQRTjzTzi+G+uXi9e1jp3cNKcbGX7YEj5FudqUs49ltqD+Tas1H3DGD4L/tSmllBeFIolrBWv9wJIYRoi2SASqO1iSvr+PHjefbZZ3nqqad4/PHHefPNNxk1ahRxcXE4nU5ycnLYuHEj5eXljGzE07wXLVoEwOzZs2tNY7Vaueyyy/joo49YunQpv/jFLwD43//9X8xmM0uWLOHaa69l+PDhDBgwAJvNRlFREYcPH2bHjh1YLBZZ1EaIdizFXn0lufc8K1O3RNLvZBk2TcejKmRHhaCbTht6bxj0yi/H7vJiAHlhVr7+cxxmGTbZJpisJqJ7R7R2NYQQQogOqU0EkgAXX3wxI0eO5LPPPmP9+vWsW7eOsrIybDYbSUlJXHrppUybNo0xY8Y06LhlZWWsXr26KlCsy5VXXslHH33E4sWLue2221AUBavVyuOPP87VV1/NwoUL2b59O4sXL8btdhMREUGvXr24++67mTlzJklJSWfTBEKINmJYgsLHd4Rz5YIQnBU6bpNKmCfI8q6KQlakjcwY33MSQ2wqEeGtvoaZEEIIIeqrjseBibo1eyC5dOnSeqeNiYnhjjvu4I477mhUWWlpaQHb7HY73333Xb3y9+vXL+gxwPcIDelxFKLzmNRd4f9NVrl7le8CUx5ixubWcFprPGPSMDCACKeXgnAr/5kqFyMhhBBCdA5y61wIIWpx82CVXpXryBgGTqsJq1fDrOlYTj1L0WU1Y/NqrLha5cbBptoPJoQQQgjRgUggKYQQtQizKOz4hYk+UdXb3GYTXpOKx6xWDYfJDbdyWW/5OBVCCCFE5yHffIQQog4RVoXPZlLnHAqPWXoihRBCiHZJUWp/iTpJICmEEGeQbAVF12vdHxf4qEUhhBBCiA5NAkkhhDiDxDgz48vLwTCqNxoGdqfv2bbvXiYfpUIIIUS7pNTxEnVqM4//EEKItmzureH89pUC9ofYQIFEp5uhEyP508UmUqPkaiOEEEKIzkUCSSGEqIdBfawsfT6R7XtdhFgUhvWPRFUlgBRCCCHaN7mWN5YEkkIIUU9Wi8K4YTIhUgghhBBCJvYIIYQQQgghhGgQ6ZEUQgghhBBCdE4ysrXRpEdSCCGEEEIIIUSDSI+kEEKcpuRIGbvf2k/xoVKietlRil24TjiIPz+Rfr8eiCXC0tpVFEIIIURTkB7JRpNAUgghaijPKGPFtM9xu3zvczbkYvZoxOc4OLzqBNmrTnDRF5eiyIqtQgghhOjEZGirEELUsO+OpbhdYNa9mHQNAK/FxKYL+rJ9VB9O/ljKyW+yW7mWQgghhGgaSh0vURfpkRRCdEp6hQfXoRKsvSIw2a0AlO/Kp3TzSSa5jtG94gQGcCS8OxtjR2HSdPISoyiJ7sOQXcV0mZzcuicghBBCCNGKJJAUQnQ6ef/eTebvv0cvdqPaLcTeN5xji7Mp31sMxJBvuOlKNmY0+pQfQ1NM7BrSFwCvxUxWicGw1j0FIYQQQjQF6XhsNAkkhRCdimNXPsfuWguG771e5uHAc7vxKqaqNLlKF/YzgL7sJyM8GRQDt7X641I/ktfS1W4VZW6D5ekGBnB5b4UIq1xthRBCCOEjgaQQolM5+dLOqiASQEPxCyIrHQ3pxpbk/rhMIQD03XeUjF4pOG0hOLYUtlR1Afj+uMFXxwx6RMC1AxRCLc0f0G3JNpjyiUax2/c+1gYrf2ZiXLIEk0IIIToSua41lgSSQohOpWKrf2+iAmAYoPhfSPIS7LhM1Y/5MGs6g/fvp7vrBIdtvfA6Ncy2wAC0qd3xhcbcH6sj32c3wXfXm4gPa94L36yF1UEkQIET7vpSY/ttctkQQgghhASSQohORrGZMKi+/6hiYFE0PDU+DnUFXCGBz4p0qGEkHnfR1/QdC8/1MundS0kcEdsk9Vp7wMO/N7hweg2uG2Hl2pEhfLpP9wsiAfYV+IK8ofGwIQt0A8Z0gd7RCpuzDXIrwGqCofEK941UGRzf8IDzx1ydrPLA7TtyfcNd7TLEVQghREchl7RGa5VA8rXXXmPu3LmoqsqSJUtISko6Y55Fixbx9NNPAzB37lyGDx9ete+uu+5i69at9S7/zjvv5O67765XfWbNmkVWVla9j/3EE08wa9aseqcXQrSwuFCOxUcRW+bA5vbisagkeU6QYe6GrpnwWEwc7pdIiKcCs1fzy2rxaBSSSKGWSO8DR1l8wzfMfG8CyWPiz6pKH29zccO88qoRtwt2eth7UuOlg77VZPHqUOoCjwZWExsMGxuyqq98u/PBb7wu8N1xg3d/0th4k4lhCQ27Sm4/adS6LywwvhZCCCFEJ9TigaSmaSxduhRFUdB1nSVLlnDXXXedMd+iRYtQFAXDMFi0aJFfIDlr1ixGjx7tl37dunXs37+fSZMm0b9/f799NdOeqT433HADpaWlfvmXLVtGVlYWM2fOJDnZ/xEAp5clhGg7dI9O7o956KoJxTj1lCivQQlRjHTvIpxySrQIQrP6gE3jqM3/7zu+oKKqN9PjjMDQDbb/6yeS503yL0c3MAwwmeoXwN2/oILTQ7enVzmxRRpgs0JeOWinUoRbA4bh1sbhhXvXaCSHw1fHIMUO53dV+DbTIKccLusFz12okhSukFuh88xGmL/PV/faqPUsWwghhBAdW4sHkt9//z0nT57k6quvZtWqVSxZsoQ77rgDVVVrzXPw4EF27drFpEmTOHr0KKtWreKhhx7CbrcDBO0BzMrKYv/+/UyePLnOHsIz1efGG28MyLNly5aqQHLMmDENbQIhRAsrP1jA1jtX49xZhEUz6FmioZ4KljyKwQhjFyZ0AOIpZFJeGgpwPCyTgxFd8Shmyg07RVE2iiNtRJS7iCtyoBhQ8GNBVTkej8FH7+fx3TclaJrB6LHhzJgZQ7jdoLxMxVTLJ+7JMgOzYRCiG7gUCDGgi9NLSoWLHxIjCXVrOFQFXVHAVPtnZTDfZBi+8a8mlVwH7MitjhLn7YZ5u3VUDHTdgDo+hyt9f9zggq4STAohhOgg5JLWaC0eSC5cuBCAn/3sZwAsWLCA9evXc8EFF5wxz6xZszhy5Agvv/wyn3/+Oddcc02r1EcI0Y7MeYOQ11cz0dDIYiDZ5kQMw1q1u4uRWxVEVqq6phhQZIrEabJVbTMUKImwoZkUDAW0Ig+ug0WE9I3mkw/z+Gp1cdVxNm0oZ9OGclQVdD0ZRTHYt7uEu38dQYjNF7R9tt3J8AoH/Z1uzL4iUQC3qrA/1s7MY/nYTgWYP4aGkO6ygq2BH915FWBWISYU1MArpl7qBrs1SMZA0z/VOHqXidhQufIKIYQQnVnDbm2fpZMnT/LDDz/Qr18/BgwYUNVTuGjRolrzuFwuVq5cSXR0NBMmTGDGjBmoqloVALZ0fYQQ7ci8tfDaF5gN31xHBYj0+g9Vt+IFwIWVAmKoIBQAh2rl+/hzcJhsQQ9dHmrlwqztJJaUsH/WMgDWrS0JmlY/FacahsK2LS4+m58PQGaRzh/fLGLwqSCyso4AVt1gSF4pNs2XOcSA0RUuoosd4PLWvw0UBRLDfQFkbbGf1VTv4bJlHlhwoI6xr0IIIUS7otTxEnVp0R7JJUuWoGkaM2fOBGDYsGGkpqbyzTffkJeXR3x84IIVa9asoaSkhOuvvx6z2UxiYiLnnnsu69evZ8+ePQwaNKhF69Me7d27t7Wr0OY4HA5A2qYx2lPbdX91OeE13odSjIUKioml8gJRTgRZKGSTXLUtikK0UDe6YsIwoCQyHFdoCGHlDiLKfOdvKAqbEgcz/egmMotS2fP5FrzeSOpz4fnh+yJGjc3n/V2hdHXXfj+v8jJm1Hjfw+WhyOGFkAZ8fCsKRNlqDxYNfAv5WOr3OJODGTnstRafOWETaE+/b22JtFvjSds1jrRb43Tkdhs4cGBrV0E0sxbrkTQMgyVLlmAymbjsssuqts+cObNqwZtgKnsHK4O9mv9fsGBBi9enPfJ6vei6/9A9l8vl917TNLxeb51pDMPA4/H4bfN4PBinrcxxej6v14umaXWm0XU9oHy32+13bMMwcLvdfmkae26n5+lI59aRf24NPTc9zH+4ZiTZhFCBJ8yNdmqIZ6kSQTYp1AwAi4nBoYXhNikcHNCd9P7dOd49kQMDe3K4l28BHq9ZxWkOwWUxE6o7wWYi3E69WMy+NrCZDbQzpK1sSYdZZU+8neMpURAdvJe0TkGGtFap8NS7RxIMpiRVPxtEfifl3OTc5Nzk3OTc6jq3Nk86JButxXokN2zYwIkTJ5g4cSKxsdXPXZsxYwavvvoqixYt4he/+AVKjS8zR44cYevWrfTt29fvrsbkyZOJiIjgyy+/5MEHHyQ0NLRF6tNeDR06tLWr0OZU3vmTu2UN167a7n+uh7VPVr1VMDBMFRxJSiAqz0uYy4OOQthpQ0VdZhMHkntTGBdFeUS4377CuCiiC0qwun0XzxDNjfeinvSaPILrzaW89XpOjfKCu3R6PEOHxtC9j8673+bRPc8bNK0OaArsToxgX3wEel3BYH0YRmDA6PD4eiPN9buvOLWnwtTRfc+uHg3Qrn7f2hBpt8aTtmscabfGkXYT7VmL9UhWzmms2bMIVA1VPX78OJs3b/bbF6w3EiAkJISpU6dSXl7OF1980WL1EUK0M1POgXfvw4iJQMNEAQnkaH3oe7SQxJIK7C4PES43pz+DMTcmDN2k4ggL3vNXGhUGioLN6yLCU0GPRVcCcMGECG6/I5GkZAu2EIXIKBMhNoiMVLBadex2L7NmhzP98mgAokJVPnsoFpeiYJyqReWr1GLi2x5xrO2dyJ7EyLMPIr0aQZ/rYTX5Fu+p65kfNSyaXb/hr0IIIUS7oCi1v0SdWqRHsqCggG+++QaAP/7xj7WmW7hwIePGjQN83ffLlvkWsHjxxRd58cUXg+ZZtGgRs2fPbvb6CCHaqVsvQrn1IkxA+JES9vT/kFBP9bAfBTBROcTUd9GoCLEAYPYEH55jdvu2J5YWokcbmCJDqvZNmhzJpMmRfumLi4vZvn07ACNGJPuNdBiWYiYxJYTCE/5DiNJjwjkRFdbw8z2NioHJ7SXU4WZEqoXvCq1+a9SGWFQik2zkOzht7drgwixyYRVCCCFECwWSS5cuxev1MnjwYPr16xc0zZo1a/j6668pKioiOjq66v+pqakMHz48aJ7169eza9cuDh48SN++9R9q1Zj6CCHav5DUSBImJ1O2KtNvuwKY0SgOCcVjMaGdelajUdvaNIoChkFEvhfL7LMfjvTbX8Tw5/+Xg1Yjbj2vv4Xdda1nE2yY6mmiQ2DzzWb6xljg1Gq0u/MMXtyqc7QEpvRQuHekQphFwTAM3tttMH+fgUcz+OLoWZ+WEEIIITqwFgkkFy9eDMBjjz1W6xhwq9XK/PnzWbZsGTfffHPV0NM5c+Zw8cUXB83z3nvv8c9//pOFCxfy8MMPN2t9hBAdg31UbEAgCWDFjSfSQq4tElU3UDUd3Rx8GKdmNpGcVUa8qQjr83ecdZ0G9rfxwv+l8NU3ZVQ4dMaNDmP4UBs739fYnF1LplNBpEmBX49Q+MUQhU/2GaRlG6gKnN9V4a5zVLpG+Aebg+MV3rw08LwUReHWIQq3DoETpTpd3wjsn5S+SCGEEEJUavY5kmlpaRw7dowBAwbUOZH4yit9c4wWL15MZmYmmzdvJi4ujgsvvLDWPJdffjlms5mVK1cGrBrVlPURQnQckefFEWw2YDQFTMrdwnl5OxhSfIjhJw7R5XjwLsHkEwV0sXhI3XIX9ElqknqlJFu4+boY7vpFHCOGhaIoChtuMnHdAP/wrZsd5l2m8OcLVP42WSXjbhMvTTExOknl+Ukm1lxnZtW1Zp66wBQQRNa7LhEqvaMCt1/UvVGHE0IIIdouWbW10Zq9R7JywZwzzWMcOHAgAwYMYN++ffzlL3/BMAxmzJiB2Vx7FWNjY5k4cSJr165l9erVXH755c1Sn23btjFy5MgzHlsI0faV7XVQZrJi19xV1wg7JSRwEhWD7o4cujtyMAD9iJnyiDAyUuNBUVB0g9i8QkKiTIzZdxuqtXkXnlEVhY9mmfjzBQZrMwx6RcElPRXUFlgA4NMrTMxYoJF96kkfA2Lg7emy0I4QQgghfBTj9AfSCNEJyHLbjdfe2y7nHzs4+PuNlJhtWHQNr0lF7+lm0qGtWDUvTrOVn5J707MgA4vHzZKUKeiqidLIUKweNxaPl9Tz47n0nYn1LtN/sZ0RREUF6e5rgzyawbpMA6uqMKEbLRLAnq69/761Fmm3xpO2axxpt8aRdmt9yv+W17rPeDq81n2iBZ8jKYQQbUHs9X0Jf3wTmsNNucmKgUJ5YRRvXXcHWlYRSYW5XLP9K1QMMqMTONEzgZi8YsIdDjxmM+XhoajmzjHexWJSuKRn5zhXIYQQnZVc5xpLAkkhRKdiSQ6n7xczOf77HyhPy8U6IIYeL4wn8tIelB4swNrvEdRTsyi/GHw+hbExFMZEY9I0NJMJVdMZE6udoRQhhBBCiI5NAkkhRKdjPz+ZAT/8LHB7jBVvjaV4TkQn+v6jKGin5mvrZhPhQ9rH0FQhhBBCnIF0SDZas6/aKoQQ7UZMGCRFVr1NLs4NSGI2dAZfLcuXCiGEEKJzk0BSCCFOUVQV0z+vB5Pvo/HS3euxet1+aWb+IhmbXQZzCCGEEB2CPP6j0eTbkBBC1KBeOxZlSAr6h5tINZt4eEYyW4+ZcTl1zhkfSfe+Ya1dRSGEEEKIVieBpBBCnEYZ0hXT01cBEAtcMq516yOEEEKI5iJdj40lQ1uFEEIIIYQQQjSI9EgKIYQQQgghOifpkGw06ZEUQgghhBBCCNEg0iMphBBtxMp0nQUHDGwmeHicQo9IudcnhBBCiLZJAkkhhGgDfrPKy6s7qt+/vN3gHxfp/Ha0fEwLIYQQou2R291CCNHKDhYafkFkpd+thZxyo+UrJIQQQghxBhJICiFEK/visF7rvoUHtBasiRBCCNHJKHW8RJ0kkBRCiFb2+vbaex0t8ikthBBCiDZIJt8IIUQr0nSDXQW17795sESSQgghRLNRpOuxseQbihBCtKIPdtc+rBVAN+QCJ4QQQoi2RwJJIYRoRcvS615MJ9QigaQQQggh2h4JJIUQohUNiQWM2oPJQ0WyaqsQQggh2p6zniN56NAhPv30U7Zs2UJOTg4ul4vY2FgGDRrElClTuPTSSzGbA4v505/+xMqVK7Hb7Xz++efYbLY6y8nOzubTTz9l06ZNHD9+nLKyMsLCwujevTvDhw9n+vTpDBkyJGhej8fDihUrWLt2Lfv27aOoqAiTyUR8fDyDBg1i0qRJTJkyBYvFEjT/rl27WLRoEdu3byc3NxeXy0VkZCS9evVi3LhxXH755SQlJTW88YQQbVpJeik/Pb+Nss3ZxPSyMeQfkwjtEdWkZWSUU/v8DMPg8e813r+87U1nz3cYmFWICpEeUyGEEO2YXMYardHfTgzD4I033mDu3LkYhsE555zDuHHjCA0NJS8vj82bN7Nu3TqWLVvGq6++6pe3pKSEr776CkVRKCsrY/Xq1cycObPWsj799FP+9re/4fF46N27NxdffDHR0dE4HA4OHjzIZ599xocffshDDz3EDTfc4Jc3PT2dhx9+mKNHjxIVFcXYsWNJTk5GURSysrLYunUrq1atYt68eXzwwQd+ed1uN88//zyLFy9GVVVGjBjB+PHjCQ0Npbi4mJ9++onXXnuNt956i7lz59YayAohGk93eNErPJjjQluoQB1W7aDim0N89Z6blJNFdHW50bfB9s8ziRvgwItK16v6EfXYZWAy+WU/edzJ3vXFRHexMuT8aEymuq9QuY66q/PhHoMbe3mYMciM0gYWBMgq05n0oZcD+YBicH5XE19ca8Jubf26CSGEEKLlNDqQnDt3Lv/+979JSkriueeeY+jQoX77DcNgzZo1LF26NCDvihUrcLlc3HLLLbz//vssXLiw1kByyZIlPPfcc0RFRfHUU08xYcKEgDRFRUW8//77lJWV+W3Pzc1lzpw55OXlceONNzJnzpyAnk9N0/j666/5+OOPA477l7/8heXLl9O/f3+eeeYZUlNTA9IcPnyYN954g/Ly8qD1F0I0jqHpHL1uJRUL9pBgHCOMUgw1hAprAuYIndCQMvQRvQh59RaUsDDU6BAUU/Vofd2j4ynzEBITUnshmgZFFRBr9/UKOt1o5/8Ph3abSQ/tTajXjNnrWwxHBaIq3BxNj+ZYfAz8x8W4L/7NsO/uBsDr0ljxZgbfrS6u6mG0vHCEO5/rR0xK7VUYkwiLDxjBeyUVBUPXmbkMrCs8fHmtiUk9TIHpmlmZS2dDps62DC+PrzdwWixVV48fsmHyBx7SfmFt8XoJIYQQZ09uhDZWowLJ48eP89Zbb2E2m3nxxRfp27dvQBpFUbjkkku48MILA/YtWrQIs9nMrbfeysGDB1m/fj2HDx+mV69efulKS0v5+9//DsCzzz7LuHHjgtYnOjqa3/zmN3i9Xr/tr7zyCnl5ecyYMYMHH3wwaF6TycSUKVOYNGmS3/a0tDSWL19OdHQ0L730EnFxcUHz9+rVi+eeey6gbCFE/bkLXZxYdQKTCtEFeRz/YD/GxuNoTjP92YIVF6XEU6B3B6cCTqjATELmNlj2A3us/Tlh6445ysbgGxM57ojg4KfHMTQD1aTQY3oKIUUeyn8qwtrLTikGjowSjJPlhDkdxJpKKezejZTD+zlBL0rCon0Vs0CG2Ur30kJsmu9vPK6swhdIKgqbsuLZOugzNBTcukr6wF5+AaFHMfHaHw4y/oZ4covDUIC4GA9R51Sfe0IYvjmStfU2qr7g2G0YTP5YJ9pmcHU/mNVHZX+Bznu7ITIEnrpA5ZKeKivSdZ7dqJNVBnYrlLggpwJMKlzRB169RCUyRCWn3GBFukG0DQbEwhPf62zJgfhQOD9FYVicweJDsPww6JoOpW6ocEOXiIAqbslpgl8CIYQQQrQrjQokly5diqZpXHrppUGDyJqsVv+71Lt27eLgwYNceOGFxMTEMHPmTNavX8/ChQsDgr01a9ZQVlZWNWz2TGrOxXQ6nXzxxRcA3HHHHQ3KC7B48WIArrrqqlqDyLryCyHqJ+fbbL6/7TsspRWMLdyHoblIAQzAjRcrLnRMFNKdmncNNUIopAcRFDHQfYxIt8Ihb0++f6sAj/VUr6CqoBtwdPlxrC6NiCIPrn0leE0KpYk2sIZRbgolW4kl+acijii9cEb6z5U2FIXCkFBSKorxqir7khOqdyoKXo/vv86I0KDBoGFS+eaTAkpPBacbvy3kgkkav7grEUVR+OqLYjDVY96looBhUOSCt3fB27v8Hxsydb7OrYN15u2u/RDv74GP9+k8M9Hgf78zcGuBaQ4Xw+bsGgv8GAZ4dNANXzSqBgl4g20TQggh2gO5hDVao1Zt3b59O0C9grvTLVy4EIBZs2YBMHnyZCIiIli+fDlut9sv7Y4dOwAYO3Zsg8vZvXs3Ho+HLl260KNHjwbn37lzZ6PLFkLUj2EYbPn9ZrQKL33LjhOmuar2KUAEJQC4CcMgcEinFwsGZjyEkcIxulYUoFnUgIDOUBW8ZhWXzfeRZ9YMbA5fFGWYFMJL3Xh1G3otAZFXNaEAx6MjqQgJPoTT6vbUep6n32b6fl0Ju3dVkJ7uImRXcZ2rtvo5wxzJuoLISl4dHv0meBBZa5khZogJhbiw4Gm0up+FKYQQQoiOp1HdaPn5+QAkJiY2KF95eTlffvklUVFRVXMdQ0JCmDp1KgsWLOCrr75i+vTpAeUkJCQEHCs3N5cFCxb4bYuIiODGG288Y16A+fPnU1BQ4Ldt1qxZpKT4JjPl5eXVeo47duxgw4YNftsGDBjA5MmTg594K9u7d29rV6HNcTh8K5xI2zRcU7ad+6Sb8qO++cUxntKA/Rq+Oc1mXPj6KP0DKRPaqXRWQinBigujlmDLUMBrVoFTcx616uAtxKUBCiavgWLoGIr/PbZwry/ALaljdekQl5uIolJKowOHfgaz/rtMrGEKYA52asHVNQTWl6BeB9Ia+0QRUy33HhWl2f6W5G+1caTdGk/arnGk3RqnI7fbwIEDW7sKopm16HjMzz//HIfDwRVXXOH3qI1Zs2axYMECFi1a5BdI1iU3N5e33nrLb1tycnJVIHkm8+fPJz093W/b6NGjqwLJuuzcuTOg7JkzZ7bZQNLr9aKqKqpa/SXQ5XIRElK9CImmaRiG4TdE9/Q0hmHg9Xr9fnYejwez2X81ydPzeb1eFEXBVGN1y9PT6LqOrut+5bvdbiwWS9WxDcPA4/H4DZdu7Lnpuu6XpyOdW3P/3Go623MzR5lRw1X0cp0KUwhhmv+oBC9h5JNCLCewk0cZNW8MGYRSAYCKFx0FDQsmXcd72kqqGAaKASa9OoLyhNRoV4uZMI+GYkCUp4BCa3xVOBbqdRPr9JVj83oJDHerJWfmEF5WQbk9jIrwUDSLr12Cdf5FRGmE2k04zGqTDatR8IWSZ1bfyLWeavTkNvXvZE2d8e+tsed2ert1pHPryD83OTc5t454bqLjatRPOS4ujsOHD3Py5MkG5Vu0aBFAwAqtw4YNIzU1lS1btpCRkUH37t2ryoHq3sGaBg8eTFpaWtX7MWPG+O2PjY0FfAFnMJ988knV/5988kmWLVvmtz8uLo4TJ06Qm5sbsFrrLbfcwi233AL4FuW55557gpbRVpy+oq6ovvMnd8sarqnbTv2dwo9P7yA9PIVY937UGqFQGWHk0ZOTdCeUMjyAnXJUFGw4T/VIGlgpp5AuaJiwurx4Q2sMbzVAMUDVDUIcGgZQYTfjCTGBYRDhcFAUFUaoowLFUHBqYRRGh2Dx6uiqQkJeSVWduhUWUxAehqYG75lTgKiiUkweb3XPpGFQYfH/qE3pZuWqa/pgNit88f3xevQ04pujeIa5iHedo/DGzroPAzC1p8Kqo2dOF6COejbX35L8rTaOtFvjSds1jrRb40i7ifasUYHkiBEjSEtLY/PmzcyePbteefbu3cuePXsAqoKwYBYtWsR9990HwPDhw1m6dCmbN29ucLA2ZMgQLJb/3959h0V1pm0Av2eogiAgYEHsOyNKk6KJJSqIDVFEY2wYjSYbS7IaNXGzZpO1RDf2njWJJdHYFRFbFE2UqFQbqGgCisGgKCKdAeZ8f/jNhHEGZGbo3L/r8rrkPWWe83A4M8+c932PER49eqRSnFaUm5sbHj58iOjoaI6TJKpCnWY6wVJiiZTD95GS1RoOWY9Q+HsmMu4XoCTPBIAAGcwggxnMkIMSyGGBdBhCDECAADnS0QoZ4qZ43MgSDi0LYdTdHomnn0NeJEAkCDBqbAADmQiyQhHsRJnoVJCOTENLpJla4761PSxkBXjezATGOSUQlxjAUF4MmfGLb4GTm1rDrFCGRsXFMCsqgvMffyLLSg6ZoSEem9qgSGz84jEdAlBkZIindtbIsvlr8hxBJEJb50bIysqDoZEAt65NMTigGYyNXxSjY6c1x6b95dxHVBRv4heT7TQyFKFlY6BXK6CTjQhhSQIsjYHPXhfj9ZZieDUrxuyfgZwiwFgMNDIAnv//DSpzI2BlXzH+7ibGnttyHL4rwMoEmOAkwo+3X8ziWlQCNDYBrEyAK4+AYkVocgF4lv9iilijl+74FpUAUJ2kiIiIqE7gZDs606mQDAgIwLZt23D27FkkJSWhffv2Za4rk8lgbGysvBvp5eUFBwcHjeuGhYUhLCwM06ZNg6GhIXx9fbFmzRpcu3YNMTExancdy2NqaoqBAwciLCwM3333Hb744gttDhHDhw/HiRMncPjwYYwdOxbW1tZabU9EFddygANaDlC9LrTMyEFWnw14Fp+PHFjAAAJMkAexqREeO3qiyKARzL2bocWynmjerDGai0ToLIKyW44rXjyLUgAg/v+xfUKJHCIDMYQSOVoZiOEMQP7/jwgBgJJiOSKn/oznZ59CLJdDLhZDZmCAB1ZNYJubh+eNTCA3kKNbXjSa5D2DwXczYDD5xaODch/nI2TiRaQXiGFYKEOJgQEsLA0wY60UYuMCXL36AADg7t4aZualuhyJUP7dSOUyAd8NEuMdF9Uibn531dWnuhliqhtQIhdgULrL6Us/j+kkxphSX4D31vBdW4lcwOn7As7dlyP5zyLcNhRwo0T88koY41r9z7YkIiKimqVTIeng4IB3330XX3/9NWbNmoX//ve/cHJyUllHEAT88ssvCAkJwbJly3Dy5EkYGhpiyZIlZT5O4+nTp4iIiMD58+fh4+MDCwsLzJ49G4sWLcL8+fOxcOFC9OjRQ2277GzNo5amT5+OS5cuISwsDNbW1vj73/8O05cmy5DL5cjNzVXb1svLC0OGDMHx48cxc+ZMfPnll2jTpo3aejk5OWXmiYj0YNMYljfmwyw1C9ln/4CBnRka928NsWHFJ5sWGYhVvmgU/X9BKSo1aYyiiAQAA0Mxemz3gdPNTDy58hRYcwaZ12VIa9IEaU0s0DQvC57CDZi/7gAsmQdRt78ef2Ru3whjj/ng4a+Pkfe0EK3esIdZ0xfXm+fPC8qM8dsbrzgIuYDBHURY0ssQXZtV/GtTg5e6wb78c0X3MaidCIPaiaF4u0h4IseII3LcfSZADCDYRYz/DWAhSURE1NDoPBJ2ypQpKC4uxnfffYeJEyfC1dUVnTt3hqmpKZ48eYK4uDikpqaiW7duOH36NHJyctCvX79yn8k4fPhwREREICQkBD4+Pso2mUyGVatW4cMPP0SHDh3g6uoKKysr5Obm4s8//0RUVBQAoGvXrir7s7e3x6ZNmzBv3jz88MMPCA0NRbdu3dCiRQsIgoCnT58iNjYWjx49QsuWLdG8eXOV7RcsWABDQ0OEhoZi9OjRcHNzg1QqhampKTIzM5GcnIxr167ByMiI4xCJqoihgyWsgztX62tad7aCdWcrYHwHFO+4gJx1lyA2FcPin30hGjq9zO3EBiK0eqOZVq9l+YoeoaM7ibB3WO2ZtKCLrRh3pohRWCzAQAwY8hmSREREDZJIECr6ADPNfvvtNxw4cEBZkMlkMlhZWcHJyQn9+/fHwIED8d577+H69etYs2aN8rEfmhQXF8Pf3x/Pnj3DkSNH0KJFC+WytLQ07N+/H9HR0Xjw4AHy8vJgZmYGBwcHuLu7Y8iQIejcWfOHTZlMhuPHj+PcuXNITEzE8+fPIRaLYWtri06dOqFfv37w9fVVmRmrtPj4eBw+fBhXr15Feno6ZDIZLCws0K5dO3Tr1g1Dhw5VK0KpduPgdt0xd9p7/vy58vm77u7uaNLkrzGUa2JejGksS+YHYjQxqfhd2PqG55tumDfdMXe6Yd50w7zVPNESWZnLhH9pfnY0vaD319wdO3bE/Pnzy11n69atFQvG0BCnTp3SuKx58+bKSXi0ZWxsjMDAwApPDPQyZ2dn3nEkoipxP6v85Q25iCQiIqLaq/b0lyIiaoCaNqr40x+JiIioknGEhs74VTcRUQ2aW/HJqImIiIhqDRaSREQ1yNTIAE3KGYJx/znvVhIREVHtw0KSiKiGDWxX9rKEpywkiYiIqPZhIUlEVMO+7FX2pdjNjoM3iIiIqPZhIUlEVMM6WIuxzkekNt5/QXfAwYKFJBERUZURlfOPysVZW4mIaoEPPAwwsbMca+ME5BQBIyVidG/BdzEiIiKqnVhIEhHVEk1Mxfh3j5qOgoiIqCHhl7a6YtdWIiIiIiIi0grvSBIRERERUcPEG5I64x1JIiIiIiIi0goLSSIiIiIiItIKC0kiIiIiIiLSCsdIEhERERFRw8QxkjrjHUkiIiIiIiLSCgtJIiIiIiIi0goLSSIiIiIiItIKC0kiIiIiIiLSCifbISIiIiKihomT7eiMdySJiIiIiIhIKywkiYiIiIiISCssJImIiIiIiLRw6NAhSKVSXL16taZDqTEcI0lERERERA2TiIMkdcU7kkRERERERKQVFpJERERERNQwicr5p6fbt2/j3XffhYeHB9zd3REcHIyYmBjl8uzsbDg5OWHr1q3Ktry8PHTp0gXu7u4oKipStq9ZswYuLi4oLCzUP7BKwq6t9dy1a9cgl8trOoxaR5GTK1eu1HAkdQ9zpz1BEGBubg4A+P333yFiN5oK4/mmG+ZNd8ydbpg33dTnvInFYri5udV0GDXm999/x7hx42BmZoYpU6bAxMQE+/fvx6RJk7Bt2zZ4e3vDwsICEokE0dHReOeddwC8OBdKSkpQXFyM+Ph4dO3aFQAQGxsLFxcXmJiY1ORhqWAhSQ2S4tucRo0a1XAkdQ9zpz2RSASZTAaAedMWzzfdMG+6Y+50w7zphnmrecLcqimHVq9eDZlMhkOHDqFt27YAgKCgIAwePBhLly7FoUOHAABeXl4ICwuDIAgQiUSIiYmBVCpFQUEBoqOj0bVrV8hkMly7dg2TJ0+uklh1xUKynmvI3wSVp3fv3gCACxcu1HAkdQ9zpxvmTTfMm26YN90xd7ph3nTDvNVPJSUliIiIQL9+/ZRFJADY2NggKCgIW7duxZMnT2BrawtPT0/s3LkTd+7cgVQqRUxMDLy9vZGfn4+YmBi89957iI+PR2FhITw9PWvuoDTgGEkiIiIiIqJKkpGRgfz8fLRr105tWfv27QEAqampAF7ckQSAmJgY5Z1HLy8veHt7Iy4uDnK5HDExMTAwMICHh0f1HUQF8I4kERERERFRDbC3t0ebNm0QHR2NTp06obCwEN7e3sjLy0N2djZu376N2NhYdOrUCY0bN67pcFXwjiQREREREVElsbGxQaNGjZCcnKy2LCkpCQDg4OCgbPP09ERMTAxiY2PRrl07NG3aFI6OjmjevDmioqIQFxenvHNZm7CQJCIiIiIiqiQGBgbo3bs3zp07h5SUFGV7ZmYmQkJC4OzsDFtbW2W7l5cX0tPTcejQIXh7e6u079mzB1lZWSrttQW7thIREREREeng0KFDuHjxolr7pEmTEBERgXHjxmHcuHEwMTHBvn37kJ2djfnz56usq7jbmJycjGnTpqm0h4WFAUCtm2gHYCFJRERERESkk71792psP378OHbv3o2VK1fim2++gSAIcHZ2xuLFi9XuLrZp0wZ2dnZIT09XuyMJAB06dICNjU3VHYSOWEgSERERERFpISgoCEFBQa9c75tvvqnQ/iIiItTa/va3vyExMVHr2KqLSBAEoaaDICIiIiIiorqDk+0QERERERGRVlhIEhERERERkVZYSBIREREREZFWWEgSERERERGRVlhIEhERERERkVZYSBIREREREZFW+BxJajBkMhn+97//4fjx48jKykKHDh0wbdo0vP7661rv67vvvsPmzZvRpk0bHDx4sAqirT30yVtUVBROnDiBa9eu4dGjR7C1tYWXlxemTZsGW1vbaoi+6umTn+zsbKxbtw7nzp1DQUEBOnfujFmzZqFz587VEHnN0jVvDeGcKk9lXcca0jVMQd/cRUdHY9u2bUhISIBcLoejoyPGjRuHoUOHVnHkNUufvN26dQtbtmzBzZs3kZeXhxYtWmDIkCEYO3YsTExMqiH6mpOXl4cffvgBCQkJuHnzJjIzMzFz5kxMmjSpQts35PcHqjv4HElqMD799FOEh4dj7NixaN26NcLCwpCQkIBNmzbB09Ozwvt59OgRRo4cCZFIBHt7+3r/IUyfvAUHByMrKwu+vr5o3bo1UlNTsW/fPpiammLXrl314oO/rvmRy+WYOnUq7t69iwkTJsDGxgb79+9HWloavv/+e7Rt27b6DqIG6Jq3hnBOlacyrmMN7RqmoE/uQkNDsWjRInTv3h29e/eGoaEhUlJSYGFhgalTp1bTEdQMXfN269YtvPPOO3B0dMSwYcPQqFEjxMTE4PTp0/Dz88PSpUur8Siq38OHDzFs2DA0a9YMbdu2RWRkZIULyYb+/kB1iEDUANy4cUPw9PQUtm3bpmwrKCgQhg8fLgQHB2u1r/nz5wvvv/++8O677wpBQUGVHGntom/eYmNjhZKSErU2T09PYf369ZUdbrXTJz8//fST4OnpKZw6dUrZlpGRIfTt21f45JNPqirkWkGfvNX3c6o8lXUda0jXMAV9cpeamir06NFDWL58eRVHWfvok7fFixcL3bt3F549e6bSPnfuXMHb21vIy8urgohrj8LCQuHx48eCILw4h17OY3ka8vsD1S0cI0kNQnh4OMRiMYKCgpRtJiYmGD58OG7evImHDx9WaD9xcXE4e/Ys5syZU1Wh1ir65s3DwwNisVitrUmTJkhKSqqSmKuTPvkJDw+HlZUV+vfvr2yztrZG//79ceHCBRQUFFRp7DVJn7zV93OqPJVxHWto1zAFfXJ38OBByOVyvP/++wCA3NxcCA2kM5c+ecvJyYGJiQksLS1V2m1tbSEWi2FkZFRlcdcGxsbGsLOz02nbhvz+QHULC0lqEBITE9GqVSu1N7QuXbool79KSUkJli9fjuHDh6Njx45VEmdtUxl5e1leXh7y8vJgZWVVGSHWKH3yk5iYCKlUqlYUdenSBYWFhbh3716lx1tbVPZ5VZ/OqfLom7eGeA1T0Cd3UVFRaNu2LSIiIuDv748+ffrAx8cH69evR0lJSZXGXdP0yZuHhwdyc3OxaNEiJCUlIS0tDWFhYQgNDcXEiRNhaMhpOsrSkN8fqG7hXzE1CE+ePNE4dkrRlp6e/sp9HDx4EH/++Sc2bdpU6fHVVpWRt5f9+OOPKCoqwoABA/SOr6bpk58nT57A1dW1zG2fPHlSSVHWPpV9XtWnc6o8+uatIV7DFPTJXUpKCgwMDLBw4UJMnDgREokE58+fx44dOyCTyer13V198jZixAgkJSXh0KFDOHr0KABAJBJh+vTpmDx5ctUEXE805PcHqltYSFKdIwgCZDJZhdY1MjKCWCxGYWGhxm40xsbGAIDCwsJy95OZmYn//e9/mDp1KqytrbUPuhaoiby9LC4uDt988w369++P1157TattayN98lNYWKhcrzTFTIb1uetSZZ5X9e2cKo8+easP1zB96JO7/Px8yOVylYlSfHx8kJubi/3792PKlCn19m64PnkzNDSEo6MjunXrBj8/P5ibm+P8+fPYtGkTzM3NMXr06CqLu65ryO8PVLewkKQ659q1axWeJe/rr7+Gl5cXTExMUFRUpLZcUVi9ahryzZs3w9LSEm+99Zb2AdcSNZG30u7du4d58+ahQ4cO+Oyzzyq8XW2mT35MTEw0FvaKD2ampqaVFGXtU1nnVX08p8qjT97qwzVMH/r+rebn52PQoEEq7YMGDcK5c+cQHx+PXr16VW7AtYQ+edu+fTt27dqFw4cPo3HjxgAAX19fCIKAtWvXws/Pr0F+qVERDfn9geoWFpJU57Ru3Rqff/55hdZVTJFta2uLtLQ0teWK7iHlDYhPSUnB4cOH8dFHH6l045HJZCguLsbDhw9hbm6OJk2aaHEU1a+681ZaWloaZsyYgcaNG2PdunUwNzevWNC1nD75sbW11dg9SdFWnx9jURnnVX09p8qja97qyzVMH/qcc3Z2dkhJSYGNjY1Ke9OmTQG8eN5ffaVP3vbv3w8vLy9lEanQt29fHD9+HLdu3UKPHj0qN+B6oiG/P1DdwkKS6hwbGxsEBARotY1UKkVMTAyysrJUJg2Ij48HAEgkkjK3ffz4MeRyOVasWIEVK1aoLR82bBjefPNNfPLJJ1rFVN2qO28KiocwFxUVYfPmzfXqDVCf/EgkEsTGxkIul6tMqJCQkAATE5N6/Zwwfc+r+nxOlUfXvNWXa5g+9DnnOnXqhJSUFDx+/BitWrVStj969AgA6vVdNX3ylpGRgeLiYrV2xQRF9X2iIn005PcHqls4ays1CL6+vpDL5Th06JCyTSaT4ejRo3BycoKDg4Oy/cmTJ7h3757yDbBjx47KD2Cl/7Vv3x729vZYsWKFytTo9Yk+eQNejC36xz/+gfT0dKxduxatW7eu1virWkXzoyk3vr6+yMzMxJkzZ5Rtip979uxZr7su6ZO3+n5OlUfXvDXka5iCPuecYhKnI0eOKNsEQcCRI0dgZmYGFxeXajqK6qdP3tq0aYOYmBg8ffpUZZ8nTpyAWCyGVCqtnoOo5fj+QHUZ70hSg+Ds7Iz+/ftj8+bNeP78ORwdHXHs2DE8fPgQGzduVFl3w4YNyinKW7ZsCSsrK/Tt21dtnz/++CNKSko0Lqsv9MkbACxYsAAJCQkYNmwYkpOTkZycrFzfzMyszueuovnRlBtfX1+4uLhg0aJFuHfvHqytrbF//34UFxdj2rRpNXVI1UKfvNX3c6o8uuatIV/DFPQ55/r06YNu3bph+/btyMzMhEQiwYULFxAVFYVZs2bV627V+uRt0qRJWLBgAd5++22MHDkS5ubm+OWXXxAZGYkRI0bA3t6+pg6r2uzduxfZ2dnIyckBAMTExCgLxjFjxqBx48Z8f6A6jYUkNRj/+c9/0KJFC5w4cQJZWVno0KEDVq1aBS8vr5oOrVbTJ2937twBAISGhiI0NFRlWYsWLerFB1hd82NgYIC1a9di3bp12Lt3LwoKCtClSxf8+9//Rrt27aop+pqja94awjlVHl7HdKdr7kQiEVasWIHNmzfj9OnTCAsLg6OjIz777DMMHz68mqKvObrmbdCgQbCxscG2bduwe/duZGdnw8HBATNnzkRwcHA1RV+zdu7ciT///FP58+XLl3H58mUAwJAhQ9TGjyo09PcHqjtEgiAINR0EERERERER1R0cI0lERERERERaYSFJREREREREWmEhSURERERERFphIUlERERERERaYSFJREREREREWmEhSURERERERFphIUlERERERERaYSFJREREREREWmEhSURERERERFphIUlEVMOCg4MhlUprOgyN5s6di169eiE/P1/ZdujQIUilUhw6dKgGI6O6rDLO+cjISEilUqxfv76Soqr/BEFAUFAQxo0bV9OhEFE9wEKSiHRSUFCALVu2YOTIkfDw8ICzszN69eqF0aNHY9myZbh586bK+uvXr4dUKsX+/fvL3KdinfI+GObk5KBr166QSqX47LPPyo3Rx8cHUqlU+a9Tp07w8vLCmDFjsGvXLhQXF2t30A3M9evXERYWhvfffx+NGjWq6XBqlI+PD3x8fGo6DKrlFNewyMjIWhmDSCTChx9+iNjYWJw8ebIGoiOi+sSwpgMgoronNzcX48ePx61bt2Bvb4/BgwfD1tYWWVlZuHnzJnbs2AETExN07ty50l/76NGjyMvLg0gkQlhYGObPnw9zc/Nyt5k+fTrEYjGKi4vx4MEDnD59GleuXMGlS5ewYcOGSo+xvli9ejWaNGmC0aNHq7T7+fnBzc0N9vb2NRQZEemqb9++kEgkWL16NQYOHAiRSFTTIRFRHcVCkoi0tmPHDty6dQu9e/fG5s2bYWRkpLI8PT0djx8/rpLX3r9/P4yMjDBhwgRs27YNx48fx5tvvlnuNjNmzICh4V+Xu8TERIwePRqnT59GVFQUunXrViWx1mXJycm4dOkSxowZA2NjY5VlFhYWsLCwqKHIiEhfw4YNw4oVK3Dp0iX06NGjpsMhojqKXVuJSGtXrlwBAIwZM0atiAQAOzs7dOnSpdJfNyEhAQkJCXjjjTcwefJkiMVi7Nu3T+v9SKVSZfF4/fr1ctedMmUKpFIpfvvtN43L9+zZA6lUik2bNinbLl++jH/9618YPHgwunbtCjc3NwwfPhzffvtthbvTvmocolQqRXBwsFp7Xl4eNm7ciICAALi5ucHDwwPBwcH45ZdfKvS6CgcPHoQgCBgyZEiFY1PE9PjxY3z88cd4/fXX0bVrV0ycOBG3bt0CADx9+hSffvopevbsCVdXV4wdOxYJCQlqr6EYQyeTybB69Wr4+PjA2dkZfn5+2LhxI2Qymdo2p0+fxpw5czBgwAC4ubmha9euePPNN8vtTp2WlobFixdjwIABcHV1Rbdu3TBq1Chs3LgRwF/j8FJTU5GamqrSVbqiY/Pu3buHjz/+GL169VJ2Af/4449x7949tXXnz58PqVSKP/74A3v27EFAQABcXFzQo0cPfPbZZ8jOzq7Qa5be14MHD7B9+3YMGjQILi4u8PPzw65du5Tr7dq1C/7+/nB1dYWPjw+2b9+ucX9yuRy7d+/GyJEj4e7uDnd3d4wcORK7d++GXC7XuM2xY8cQFBQEV1dXvP7665g3bx4ePXpUbtwhISEYP348PD094erqioCAAGzfvr3M19CGTCbDli1bEBAQAFdXV3h4eGD8+PE4fvy42rqvGoP5cndnHx8fZQ+HiRMnKs+Tl9fx8fFBdnY2Fi5ciN69e8PFxQX+/v7YtWsXBEGo8hgAKP+uDxw4UGauiIhehXckiUhrVlZWAID79+9X6+sqisYRI0agWbNm6NGjByIiInD79m106tRJq30pPrCJxeV/nxYYGIiIiAiEhIRg7ty5astDQkIgEokwfPhwZds333yDe/fuwd3dHT4+PsjNzUVkZCSWL1+O+Ph4rFmzRqtYK+r58+cIDg5GYmIiXF1dMXr0aBQWFuLnn3/Ge++9hy+++AJjx46t0L4uXrwIQ0NDuLq6ah3DuHHjYGVlhWHDhiEtLQ2nTp3C22+/jT179uDdd9+FlZUV/P398fjxY5w8eRLvvPMOwsPD0bhxY7X9zZo1C9evX8egQYNgaGiI8PBwrFu3DgkJCSrFOwCsXLkShoaGcHd3h729PbKysnD+/HksWLAA9+7dw7x581TWv3HjBqZOnYrMzEx069YNfn5+yM/Px2+//YYNGzZgxowZcHBwwMyZM7Fjxw4AwNtvv63cviJ3sq9fv47JkycjNzcXvr6+aN++PZKSkhAaGorw8HBs374dLi4uatstX74cERER6NevH3r27InIyEjs27cP9+/fx/fff1+h34XCsmXLEBcXh759+6Jnz544deoUFi5cCGNjY9y9exdHjx5F37598dprr+HUqVNYunQpmjZtioCAAJX9zJs3D2FhYXBwcFD2AggPD8cXX3yBmJgYrFy5UmX97du3Y+nSpbC0tERgYCAsLCwQERGBsWPHavxdA8Ann3yCkJAQODg4YPDgwTAzM0N0dDSWLl2K69evY9WqVVode2kymQxTpkxBVFQUOnbsiPHjxyM/Px+nTp3C7NmzkZiYiNmzZ+u8/4kTJyI8PBxRUVEYMWIEHBwcAEDt7r1MJsPkyZORlZUFf39/FBUVKX8nycnJWLBgQZXH4ODggGbNmuHixYsQBIHdW4lINwIRkZbOnDkjSCQSwdnZWfjPf/4j/Pzzz0J6enq526xbt06QSCTC3//+d2HdunUa/02YMEGQSCTCunXr1LbPy8sTPDw8hO7duwsymUwQBEEICwsTJBKJsHDhQo2v2a9fP0EikQhFRUUq7bdu3RJcXFwEiUQiREdHlxt3fn6+4OHhIbzxxhtCSUmJyrLk5GRBIpEIwcHBKu0pKSmCXC5XaZPL5cL8+fMFiUQixMXFqSxTHHdpBw8eFCQSiXDw4EGNcUkkEmHChAkqbXPnzhUkEomwfft2lfbs7GwhMDBQcHZ2Fh4/flzu8QqCIOTm5gpOTk7C0KFDNS4vKzaJRCJIJBJh0aJFKse/efNmQSKRCF5eXmUu27Ztm8q+FDkZMGCAkJmZqWwvKCgQRo8eLUgkEuHo0aMq26SkpKjFKpPJhEmTJglOTk7Cw4cPle2FhYXK8+PYsWNq25VeVxBenEv9+vXTmI+yyOVyYdCgQRpf49ixY4JEIhEGDx6sko9PPvlEkEgkQp8+fYTU1FRle1FRkTBu3DhBIpEI165dq9DrK/bVv39/lb/PBw8eCF26dBE8PT0FPz8/jcsCAgJU9nX06FFBIpEIQUFBQm5urrI9NzdXGDFihNoxKvbj7e0tPHjwQNleUlIizJw5U3mulLZv3z5BIpEIs2bNEgoLC1W2WbBggSCRSISffvpJ2X758uUyrxeafP3118prUOlrQnp6uvJcuHLlSoX3r+mcUFznLl++XOY2EolEGDNmjMoxPnv2TPD19RUkEokQGxtbpTEoTJ8+XZBIJMLdu3fLXY+IqCzs2kpEWvP19cU///lPGBkZYdeuXXjvvffQs2dP9OnTB//85z8RHx9f5rbnzp3Dhg0bNP6Liooqc7vjx48jJycHQ4cOVXan7d+/PywtLREaGoqCgoIyt924cSPWr1+P1atXY86cOXjzzTdRWFiIgQMHwsvLq9xjNTU1xaBBg5CWlobLly+rLAsJCQHw4g5paY6Ojmrf8ItEIkyYMAEA8Ouvv5b7mrrIyMjAsWPH4ObmpnLXDAAaN26MmTNnQiaT4aeffnrlvh49eoSSkhLY2dlpHYeZmRlmz56tcvyKu7XFxcX46KOPVJYNGzYMAHD79m2N+5s2bRqaNGmi/NnExAQfffQRgBfdb0tzdHRU297IyAhjx45FSUmJyiyW586dQ2pqKvr376+x+26LFi1eeayvEhcXh6SkJHh4eKi9xpAhQ+Dp6Ynff/9d2VW8tBkzZqBly5bKnw0NDREUFATg1d2xXzZt2jTY2toqf27VqhU8PT2RnZ2N999/X22Zh4cHfvvtN5Vu2Ipcz5kzB2ZmZsp2MzMz5Z3e0t0kjx49iqKiIkyYMAGtWrVStovFYnz88ccaewLs3LkTRkZGWLRokcq4XLFYjHnz5kEkEuHo0aNaHXtpBw8ehEgkwieffKIyZtrW1hbTpk1TOc6qNmfOHJVjtLKywvTp0wGg2h6ro/i9P3z4sFpej4jqH3ZtJSKdTJo0CW+++SZ+/fVXXLlyBQkJCbh69SoOHTqEkJAQ/Pvf/9bYjXLx4sVlTo6zfv36MmdRLd2tVcHExASDBw/G3r17cfLkSQQGBmrcVtEFUiQSoXHjxnB2dsawYcPUZiMty4gRI3DgwAGEhIQoJ6YQBAGhoaEwMzPDgAEDVNbPzc3F9u3bcebMGdy7dw95eXkqy6tiIqIbN26gpKQEcrlc43iqjIwMAEBSUtIr95WZmQkAsLS01DqONm3aqM2iqyhI27Rpo1KEAFDO/FrWuDlN3Uc9PT1hYGCg9oiZjIwMfPPNN7hw4QL++OMPlWdfvvwaV69eBQD06tWrAkelG0V83bt317j8tddeQ2xsLG7dugUPDw+VZc7OzmrrK4rb58+faxWHptmTFb8TTcvs7e1RUlKCp0+folmzZgBeHItYLIa3t7fa+t7e3mq/D8X/Na3v6OiIFi1aIDU1VdmWn5+PxMREWFtbY9u2bRqPw9TUFMnJyeUdaplycnJw//59NG/eHO3atVNb/tprr6nEXZUMDQ3RtWtXtXbFuV4dMQB/DVF49uxZtbweEdU/LCSJSGfm5uYYMGCAspDKz8/Ht99+iw0bNmDJkiXo37+/Tne1Xnbnzh1cvXoVEolEbRKfoKAg7N27F/v27SuzkExISFC5A6EtT09PODo64vTp08jLy4OZmRmioqKQmpqKwMBAlcKpqKgIEydORHx8PDp16oSAgABYW1vD0NAQWVlZ+P777zVOFKMvRXFx48YN3Lhxo8z1Xi5qNTE1NQUAFBYWah2HptlcFbkvb1lZkxCVvltWehtra2tlwQu8OP5Ro0YhNTUVXbt2RVBQECwtLWFgYIDU1FQcPnxYJe+KSWsUhVJVULxGWX8DivasrCy1ZZpyZWBgAABaTzqjaTyiIu/lLSsqKlK2ZWdno0mTJhon19L0+1Acu6bfn6K9dCGZlZUFQRCQkZFR7iN5cnNzy1xWnpycnHLjUXyhoc1kRrqytrZW/i5LU5wPilirmqIXh+LvnYhIWywkiajSNGrUCB988AEuX76MmJgYxMXFYeDAgXrvV3E38s6dO5BKpRrXiY2Nxe+//44OHTro/XovE4lECAwMxPr16/HTTz8hMDBQ2a315eI1PDwc8fHxGDlyJL788kuVZVeuXKnwRCmKrn8lJSVqy8orPN566y0sXLiwQq9RFhsbGwDa3/mqCk+ePFHp4gm8KDqfPXumUmwdOHAAqamp+PDDDzFjxgyV9cPCwnD48GGVNsW2r5pBVB+K10hPT9e4XNFeFx6lYmFhgefPn6OoqEitmNT0+1D8/8mTJ/jb3/6mtr8nT56o/KwoaNu1a4eTJ09WdvjK/b/8ugqKXgKlC2vF32BZX3JkZWXpdNf+2bNnKCkpUSsmFedDdcQA/NXzoGnTpjptT0TEMZJEVOle7r6oj8LCQoSGhsLAwACjRo3S+E/RdbC8xzzoa/jw4RCJRAgJCVHO9NiyZUtllziFlJQUAC/Gb74sJiamwq+n+HD4559/qi3TNAbVxcUFIpEI165dU3uEgLbs7e1hY2OjczfCyqRp3GxsbCxKSkpUumUqZhCuaN7d3d0BABERERWKQywWayzqy+Pk5ARA8zEAUI7ZVKxXmzk5OUEul2vMZXR0tNrvQ/H/6OhotfUfPHigdl6bm5ujY8eOePDgAZ4+fVrJ0b8ozlq3bo1Hjx5pfOyK4ndR+hgUf4NpaWlq69+/f1/j3UtF4VfeXePi4mKN42IV50l1xAC86OYuFoshkUjKXY+IqCwsJIlIa3v27Clzwo+4uDhERUUpH8Ogr1OnTuH58+d44403sGTJEo3/FI99CAkJqZJuo8CLcV1eXl6IjIzEDz/8gNzcXAwbNkxtUh3FdPsvf4C+ffs2tmzZUuHXc3Z2hlgsRlhYmMpYv8zMTCxfvlxtfVtbW/j7++P27dvYsGGDxg+Rd+7cqdCHdJFIBG9vb2RkZODBgwcVjrkqbN68WeXOaGFhofIREIrJZwAoJ3R5udC5dOmSxi8Y+vXrBwcHB5w5c0bjMwRf/uDepEkTPHv2TKvuvp6enmjXrh1iY2PV7rKdPHkSMTExaN++vdr4yNpo5MiRAF48YqX0+Zifn6987IdiHQAICAiAkZERdu7ciT/++EPZLpfL8dVXX2k8PydOnIji4mJ8+umnGrt3pqenl/k814oegyAI+Oqrr1S+FMjIyFCOoy59TrVv3x6NGzdGeHi4yt9NQUEBFi9erPE1FOMONX0BVNrKlStVrlWZmZnYvHlztcUgk8lw69YtODk56XxHk4iIXVuJSGvnz5/H559/DkdHR3h4eKB58+YoKCjAb7/9hkuXLkEul+Pjjz+ulPFniiKgrAl6gBdji9544w2cPXsWZ86c0TgLZ2UIDAxEdHQ01q1bp/z5ZX379oWjoyO2bt2Ku3fvKh8uf/bsWfj4+FS42569vT0CAgJw5MgRBAYGok+fPsjJycH58+fh5eWlcUKOzz//HMnJydiwYQOOHz8ODw8PWFtbIy0tDXfu3EFiYiL27t1boa5sfn5+OHXqFH799VeMGTOmQjFXhQ4dOsDf31/lOZIpKSnw9fXF0KFDlesNHz4c3377LZYsWYLIyEi0atUKSUlJ+OWXXzBgwAC1vBsbG2Pt2rWYMmUKZs+ejT179sDV1RUFBQVISkrC5cuXVXL82muvIT4+HlOnToWXlxeMjIzg7e2tcTIZBZFIhP/+97+YPHkyZs+ejWPHjqFdu3ZISkpCeHg4zM3NsWzZsjrxDL+AgACEh4fjxIkT8Pf3V975PXPmDFJTUzFkyBCV30erVq0wZ84cLFu2DCNGjMDgwYOVz5HMzs6GVCpFYmKiymu89dZbuH79Og4cOAA/Pz/06NEDLVq0wLNnz5CSkoLY2FjMmjULHTt21OkY3nnnHZw/fx7h4eEIDAxE7969lb0Lnj59iqlTp6oU9UZGRpg4cSI2bdqEwMBA+Pn5obi4GBcvXoS9vb1yXGVp3bt3h0gkwqpVq3D37l1YWFjA0tJSOWMz8OJ6VVRUhKFDh8LHxwfFxcU4efIk0tPTERwcXC0xREZGoqioqFKGHhBRw8VCkoi0Nm/ePHh6euLixYuIi4tDeno65HI57OzsMGjQIIwdO7ZCD2t/leTkZERFRcHOzg59+/Ytd91Ro0bh7Nmz2Lt3b5UVkoMGDcLixYuRn58Pd3d3jbM/mpubY8eOHVixYgWioqIQHR2Ntm3b4tNPP0Xv3r21Gv+1ePFiNG3aFMeOHcOPP/6IFi1aIDg4GFOmTMGJEyfU1re0tMTu3buxe/duHDt2DCdOnEBRURHs7OzQoUMHjBs3rsLd2AYOHIgvv/wSISEhNVpIrlmzBhs3bsTRo0fx+PFjNGvWDB988AHee+89lQKsWbNm+OGHH7By5UpERkbiwoULkEgkWL16NaytrTXm3cXFBSEhIdiyZQvOnz+PuLg4mJubo3Xr1vjwww9V1p0+fTqysrJw7tw5ZdfamTNnlltIAoCbmxsOHDiATZs24fLlyzh79iysra3h7++P6dOno3379pWTqGqwatUqeHt74+DBg9i7dy+AF4X+lClTNM7QPHnyZNjZ2eG7777D4cOHYW5ujl69emHevHmYO3euxtdYsmQJ+vbtiz179iAiIgK5ubmwsrJCq1atMHPmTAQEBOgcv7GxMbZt24atW7fi2LFj+OGHH2BoaIhOnTrhX//6F/z9/dW2+fDDD9GoUSPs27cP+/btg62tLYYMGYIPPvhA4/odO3bE0qVLsXXrVuzcuRMymQwODg4qRZwijlWrViEsLAyZmZlo3bo13n//fYwfP75aYjhy5AiMjIwwatQoXdNJRASRoO9gGiIiqpc2bdqEtWvXIjQ0tMxJjqpKcHAwoqKi1O5aEdVlPj4+AICzZ8/WWAwZGRnw8fGBv78/lixZUmNxEFHdxzGSRESk0eTJk9G8eXNlV14iqvu2bNkCkUiEf/zjHzUdChHVcSwkiYhIo0aNGuGrr76Ck5OTygQrRFR3NW3aFMuXL9c4vpKISBscI0lERGXq3r278vEqRFT3vfvuuzUdAhHVExwjSURERERERFph11YiIiIiIiLSCgtJIiIiIiIi0goLSSIiIiIiItIKC0kiIiIiIiLSCgtJIiIiIiIi0goLSSIiIiIiItIKC0kiIiIiIiLSCgtJIiIiIiIi0goLSSIiIiIiItIKC0kiIiIiIiLSyv8B3o56t/2gGI0AAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_42_shap_beeswarm_GII_17.png  |  norovirus_2209_ciktilar/figures/EN/figure_42_shap_beeswarm_GII_17.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 990x660 with 2 Axes>"
            ],
            "image/png": 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1z549GT9+fED3wCO59dZbA8YgK4ri73betm1bvvvuOxYsWMDu3bspKytrNEjdu3dvs1sam2PFihUBry+55JKArojXXnstH374of97cSz98MMPzJkz55gd7+mnnz5tssaeLHPmzAnI4H3eeecFzYXZHKmpqf6eH0uXLuXdd9+lS5cuZGRkkJ6eTnJyMldcccVRlfVE/d6FEM0jgaQQZ7CrrrqKK664gnXr1vHLL7+wbt061qxZEzR+cMaMGTz22GNNPpA17JZXq+Hk2w39+uuvAd1O+/XrF9ClaPz48f5AEnzdHY8USDbGaDRy++2384c//KHZ++zevZsbbrghoPtTU2w2W6OBZI8ePZrdmno06gc84eHhvPXWWyHHbjb8XLp27RrwWlEUunTpEhAw5OTk+IOKK664grffftvfmjxjxgwyMzOZNWtWQNKOht1aG3a5bcqRpqBpOD4wMjIy4PWxavFtON9q165dg8ZuNnz/jqT+A3F9NTU1XH/99WzZsqVZxznW0/Q0nMu1YVAR6ntxrOzZs+eoejc09OijjzYrkIyPjw/ortvw8zYajf5pM3bv3s2ePXuOWRlPtg8//DDg9a233tqq4/zud79j9erVuN1uCgsLefHFF/3rrFYrAwYM4MorrwxIaNNSJ+r3LoRoHgkkhTjD6XQ6Bg4cyMCBAwFfQpFZs2bxf//3f/4HfU3T2Ldv33Gp2W84d+SOHTs4//zz/a8bTgq+du1aDh482GRSoNp5JMH3ABgTE0O3bt0YOXIkCQkJLSrfv/71r4Ag0mq10qdPH2JiYgCCxtiEmsS8VkvHHB0LdrudRx55hDfeeCOo9bNhWZtKahNK27ZtOfvss/n5558BX3bYhx9+OKBba9euXenXr5//tcvl4plnngkIIhMSEujevTthYWFAy7pJ134OtVqT1bc1Qr1XLT13cnJyyOWfffZZQBCp0+no1asXycnJ6HS6oECmqe+caJ5+/foFBJJLly7l6quv9r+2Wq3+BFGNZcc9Ha1Zs4ZNmzb5X3ft2rXVCc2GDh3K9OnT+fzzz1mxYgXZ2dn+33lNTQ3Lly9n+fLl5OXlcfvtt7fqHCfr9y6ECE0CSSHOQFVVVRgMhpDjHo1GI5dddhmffPJJwMNsw0yvx4LT6fSP9apVXV0dMkNqLU3TyMrKanJqjIbzSB6NtWvX+v/bZDIxZ86cgG6xF198cbNbK0/UQ0/fvn0xm83+sT9Lly7lD3/4A6+++mrA55ienh4QkOzcuZOePXv6X2uaxu7duwOO3TABxZVXXukPJPPz8/3TetRfX9/u3bsDWkx79OjBV1995Q9yi4qKjmmL1LGSkpIS8DpUl9vGWuUb01jgXv87B76swfVbcZ566qnj2iLWcHxgw++Apmktvtbmuv/++4/ZtDctMX78+IDMrYsWLTqmiZpOVR988EHA69a2Rtbq1KkTTz75JOCrlMzPz2fr1q08++yz/iRRn376aasDSSHEqUWqcoQ4A+3YsYMRI0bw3//+N+QD6Y4dOwIelPV6PRkZGce8HAsXLqSysrLF+2VlZZ2wVpja5CfgCwTrt+p9+eWXAROYnyrMZjNvvfVWwLi2RYsW8dBDDwVcT8PMlO+8805A0pHPP/88oNtxYmJiUNeyUaNGERsb639dfyyt2Wxm4sSJAdvXPz/4KihqM9e6XC5eeumlZl7lidWzZ8+ALsvZ2dkBY7O2bNnS6FQeLdXwPaptqQXf/KfH6jyNaZiI6vvvvw+oVPrwww85ePDgcS3DiTZixIiAZDqqqnL33XcHddM+EV577TW6devm/1f/e3YsHThwIGB+z8TExICkWC01depUli5d6u9eajQaadu2LaNHjw7oQVKboEsIcfqTFkkhzlBlZWVMmTKFKVOmkJiYSMeOHQkPD6ekpIRNmzYFPDxddNFFTc6P2FoN547817/+FRR41Lrkkkv8LSM5OTmsWbOm0SyKx1KfPn38LXsOh4Nx48bRt29f8vLy2LlzJ4qinJJdCyMiInj33Xe58cYb/XNEzp07l0cffZQXX3wRvV7P5ZdfzkcffeQPFvfs2cPFF19Mr169KC0tZfv27QHH/OMf/xjUqmoymbjssst4//33AQISwlx00UVB40U7d+5MWFiYv9V5w4YNjB07lvbt27Njxw5/q8WpxmQycdNNN/Haa6/5lz3++ON89tlnhIWFsX79+mM2Pqtv374sXbrU//q+++7jrLPOwul0sm7duuMe2PTu3ZshQ4b4M7fW1NRw9dVX061bN+x2+ylZeXIsvPzyy1x77bUcOHAA8PXceOihh/jHP/5B9+7dsVqtlJSUNHvs6vH09NNPs3XrViB4XOCWLVsCxiVfeeWVIceVf/TRRwHfpRtuuOGokn8tWLCAhQsXEhYWRqdOnfzDCHbv3h1Q8XAsE0MJIU4uaZEU4gzUsEtdUVERq1atYtGiRWzYsCHg4aJ79+489dRTx7wMRUVFLF++3P/abDZz4YUXNrp9wwQNDYPQ4+Whhx4KeLgqKytjyZIl7Ny5kxEjRjBgwIATUo7WiImJ4b333guYC/T777/n8ccfR1VVzGYz7777Lp07d/avr6ys5Oeffw4IInU6HQ8++CCXX355yPM0lokx1NyRYWFhQcmOsrOz+fHHH8nPz+ehhx5q0TWeSL/73e+Cxo9t3ryZX375xZ/Ftr7Wdge/4YYbAqYgcLlcLF++nDVr1pCSkhIwdu94ef755wO6MbvdbjZv3sy+ffvo3LlzwDhmOD5d30+0hIQEvvnmG0aPHh2wvKysjJ9//pmFCxeyfv36gIzNERERjY51PZ727NnDhg0b2LBhQ0BXcvCNi65dt2HDhpBZuSsrKwNaOq1WK9dcc80xKVt1dTWbNm1i8eLFLF68OCCINJvNPProo8fkPEKIk08CSSHOQAMHDiQrK4uHH36Yiy66iM6dOxMZGYnBYMBkMpGcnMz555/PP/7xD7755pvjkmRnxowZAQlXhg0b1mRG09q5JWvNmTMnYML746Vfv3588cUXDB8+nIiICMxmM507d+bhhx/mjTfeCJpb8lSTlJTEBx98EPCwO336dJ544gk0TaNt27ZMnTqVZ555hnPPPZf4+HgMBoO/VeGaa65h2rRp3HPPPY2eo1OnTkFjyTIyMhrNSnrLLbfw3//+lz59+mA2mwkPD2fAgAG8/vrrAXNRnmqMRiNTpkzhkUceoVOnTphMJuLi4hg3bhxTp04NSqbU2uRKMTExfPXVV1x55ZUkJiZiNBpJSUnhuuuu49tvv21xwqjWSE1N5dtvv+X666+nTZs2GI1G0tLSuP322/nqq6+CMjufjERSx0NMTAyvv/46WVlZ3HrrrfTu3ZvY2FgMBgNms5nExEQGDBjA9ddfz2uvvcby5cs599xzT3axW+zLL78MGIt+2WWXBSWyaal77rmH+++/n/POO4927doRFRWFXq8nPDycrl27cv3115OVlXVavl9CiNAU7VTskyWEEEKcgnJyckJOWF5QUMDll1/uH/+l0+lYuHBhUOKa04XT6aSqqipk0Lp8+XLuuOMOf8+F9u3bM2/evBNdRCGEECeZjJEUQgghmum6664jLCyMfv36kZCQgKZp5ObmsnjxYhwOh3+7q6666rQNIsHX9Xz06NH07duXLl26EB8fT3V1Nbt37+bnn38OGBf84IMPnryCCiGEOGkkkBRCCCFaYN++fU0mnJk4cSJPPPHECSzR8aGqKuvWrWPdunUh15tMJh555JGgbudCCCHODNK1VQghhGimqVOnsmzZMrZu3UppaSk2mw2r1UpaWhr9+vVj0qRJp3QCpuaqqanhk08+Yc2aNezevZuysjJcLhcRERF06NCBIUOGcMUVVwRM6yCEEKJxI0eOZPDgwTz//PMt3vfGG2+kqKiIOXPmHIeStZ60SAohhBDNNHnyZCZPnnyyi3HcWa1W7rrrLu66666TXRQhhDglTZ06lccff5yvvvqKfv36Ba3/3e9+x65duwLma/2tkUBSCCGEEEIIIY6jOXPmBE2/drqTQFIIIYQQQgghjqP6c1L/Vsg8kkIIIYQQQghxHI0cOZLHHnssYFlubi533303/fr14+yzz+bZZ5/lp59+olu3bqxatSroGLt37+amm26ib9++DBs2jHfeeedEFT8kaZEUQgghhBBCiFaoqqqitLQ0aLnH42lyv+rqam6++WYKCwu56aabSEpKYubMmSEDSACbzcadd97JqFGjuPjii5k7dy4vvfQSXbt25YILLjgm19JSEkgKIYQQQgghRCvccccdja5LS0trdN1XX33FwYMHefXVVxkzZgwAV199NZMmTQq5fVFRES+88IJ//RVXXMHIkSP57rvvJJAUZ7bt27cDkJmZeZJLIo6koqKC9evXA9CvXz+io6NPboHEEcnv6/Qin9fpRT6v04t8XiKI0kQmbm3qEXd/4okn6NSpU9Dyl19+meLi4kb3++mnn0hMTOSiiy7yLzObzVx11VUhpwixWCxceuml/tcmk4nevXtz8ODBI5bxeJFAUgghhBBCCCFaoXfv3iGn//joo4+aDCRzc3NJT08PyuTarl27kNsnJyej0wWmt4mOjmbHjh0tL/QxIoGkEEIIIYQQ4gx1ekzJ0TCIPBWceiUSQgghhBBCiN+wtLQ0cnJy0DQtYPmBAwdOUolaTgJJIYQQQgghxBlKaeLf8XPeeedRVFTEvHnz/MucTidff/31cT3vsSRdW4UQQgghhBDiBLr66qv59NNPefTRR9m0aZN/+g+z2QwQNHbyVCQtkkIIIYQQQogz1MlpkQwPD+ejjz5i6NChfPLJJ7z11lsMGjSIe+65B8AfUJ7KpEVSCCGEEEIIIVpg8uTJTJ7c+NQhb7/9dsDrRYsWBW3Ttm3boO0+/PBDANq0aeNf9sknn4Q8R6hpQk4kaZEUQgghhBBCnKFOToskgMPhCHjtdDr56quvyMjIIDk5+bif/2hJi6QQQgghhBBCnGD33XcfqampZGZmYrPZmDFjBnv37uWll1462UVrFgkkhRBCCCGEEOIEO++88/j222+ZOXMmXq+Xzp0789///pdx48ad7KI1iwSSQgghhBBCCHGC3XLLLdxyyy0nuxitJmMkhRBCCCGEEEK0iLRICiGEEEIIIc5Qp/58jacqaZEUQgghhBBCCNEi0iIphBBCCCGEOENJi2RrSYukEEIIIYQQQogWkRZJIYQQQgghxBlKWiRbS1okhRBCCCGEEEK0iLRICnGY16uxYnohW1ZUYAnTM2R8AmaLjpJ8Fwdiw6kOM3FxhkJCmNRcCSGEEEL8NshzXWtJICnOCPl2DU3T+HaTl69WOPEccjAgzMOl55ixW02sz1P5fqeXzaZowqMiSLI5SP6wig6lVVg8Kos6pZAdq0MB7uut8fRQHVFxxpN9WUIIIYQQQpwUEkiK056mafycB06vxrA0BaO+rmYpt0rj+u+9/JhTu0QBLCSHqfTfnMs/c+Mos5j926daNfYnRVBuNbMzMZqfOrRB0TQ0RcHoVblkew7mnyp44U3I6BnOlQ9nEJNoOqHXK4QQQgghjhVpkWwtCSTFae1Apca477xsKfG9To2Aa7vBynw4WAnlTqh0QXy1k/hqF1VmAxVGPWN35FFoDQ8IIgEia9xE1LixhfmCQ0XT/OuGHChiV0IUizu1Ib7ayXnZhfBSNne+0PWEXa8QQgghhBCnAgkkxWntvgV1QSRAng3+vbbBRppG5xIblWYjyVUOBlY4KAkPp9gY+utvdXlxmlX6HKogrdKBpsCBmDA2toml0uoLMCssJg5Eh2NZu5urS9xExUs3VyGEEEKI04+0SLaWZG0Vp7Uf9jVjI0VhVXoc2xMiSa5y+m8XJlUNuXmNSU+/vAraVjrQAXoNOpRVk1FeE7CdR69jXUoc8w9qIY8jhBBCCCHEb5UEkuK0pjY3hlN84eO+uDC2JUZSYjUR4VWDgskqqxGHSU9qlSPoEG0raoKWFURY+PdW+RkJIYQQQogzi3RtFacNTdNYeQiq3RrnpyuoGjSMI/VeFUUDjyE4uNN0CjsTowDYnRBBl+IquhXZOGQ1EeFw0qWskqWdkkFR0GheRwenXke586gvTQghhBBCnARaE0980um1aRJIitNCnk1j7HdeNhb5XocbwRDi160qCqlV1eTGhB/xmLvjI2hbXs3epEhUJZKzCoq5cnM2K9olU2U2EO30BmyvUz3+DK4AaBptK6o5t/2RzyWEEEIIIcRvyTENJN966y3ee+89dDodM2bMoE2bNkfcJysri3/84x8AvPfee/Tt27fJ7e12O9OmTeOnn35i7969VFVVYbVaycjIYOjQoUyaNInk5OSg/crKyvjmm2/4+eefOXjwIDabjYiICDp16sR5553HpZdeSkxMzDEpozj2/rRY9QeRAHZ36O00ndKsIBJAUxSWt0vAadID8EXfjty5ZifnZ+fj1BvIjY6k0mxGASIdTqZ3T60LIgEUhTXp8fytPazN18iMg3CT1F0JIYQQQojfvmM2uMvr9TJz5kwURUFVVWbMmNGs/bKyslAOP5xnZWU1ue2GDRuYPHkyL7/8Mjk5OZx33nnceOONjBs3DkVReO+995g8eTIHDx4M2G/JkiVMmjSJ//3vf1RWVjJy5EhuuukmRo8ejc1m49VXX2XixInU1ASPgWtpGcXxMSf7+CS0qQ0iAfKjwnj97O7M7ZKG06gnvdJG96ISMotKKLcaqAgzBx9AUbjjIzsXvlND0pte3tsUOoGPaLmKfAeb5hZwcGMFAAWby9k2M5ey/faTXDIhhDh+3Lk2Sj/Zjm1xDpomydyEEKeuY9YiuXz5cgoLC5k8eTLz589nxowZ3HHHHeh0jcequ3fvZvPmzVxwwQXs37+f+fPn89BDDxERERG07d69e3nggQeoqanh/vvv5/rrr8dgCCx+dnY2L7/8MtXV1f5la9as4c9//jMGg4Gnn36aSy65xB8U1tq6dSsvvvgiHo/nqMoojr1Kp0aVC9qEQ8XRjEXUNH/CncZEOL3UGIysaJ9MZlElKTaHv2+8w6gPvZOm0amkir1xkeS7DNwxF6JNcEU3HQcrNeIswa2UmqZRWezGGmnAZDkxiXpcDi+bF5dQkuekTUcr7XtHEpUQHBiX5jnI+vdecrfbsEYaGH5TGoPGBbfw11e4v5q9ayuwlbnp0C+KTgNjQm6nejWqil2ExxoxmHzXXVPlwetW2Tq/kDVfHqSmwk1S5whSekWzdvohtMNxeXiEDnIr0XQKLrMJS6KFS57uQYd+0Ue8dq9HxVbiIiLehD7E2NmGqivc2IocRKdYMYdL739xelF/2k7lPxZQvaGUwqoEYobEkt7LhSEpDMeYIShd22CKMFA2Yz/2lQVYuscQf3VndOWVYDVDTDjOjYco+3oPHp2ZuCs6EtYnPug8mqpRtiwf+/yD6Ex64q/tjKVzg9+jwwUF5ZAeD/pG7qFN0FSNfTMPUrimmPhesXS4tC16kw5Prg1DchiKOfj36a324Cl2YGobjurW2P9DDoVri0noHUvHye3RNeMe0JCn0oVa5caUFtzbRfWolC0pp2ZDFaYhOtpf1wm9KfBavQcrUOKs2HNqOPjpHvQmPamT2xPZMyZgu/Kpu8l9YCmeXJt/maVfIp1/vBx9lAlvoR10CvqEMP+5q/NrsCZZUT0qa5/fRPaMAygelXYdLXS7NxPrkFQUr8b+b/fjLHWSelEqCYMSUJ0ePAXVGNMiUPRHfk9qSp2ggDU2RIXqSaJ5Vby5VeiTw0N+F44brxe+WwmLN8GgznD9+WAxtewYn/0I//gWDhRD+wQYNxB+PxY6NP33NqSSKvB4ITkmeF1lNVTVQFrwb1jUJ73JWkvRjlF11x//+Ed++uknPvvsM7777jumTp3KK6+8wrnnntvoPi+++CJfffUVL730EtnZ2bz++us89thjXHHFFUHb3nvvvfzyyy/ceuut/P73v2+yLG63G6PRiNfr5corr+TAgQP85S9/YfLkyY3u4/F40Ol0QYFvS8ooWm/79u0AZGZmAuBRNf6wSOXdTRouL5h04DqKxj6Tx4tLr2symByUU0a5xcjuhAi6F5Zz/r4CVqcnUGU2ElPtYHXbxKD921TYKYi0otX73ph00C4KdpeD8fB/X91N4b5+Ch8uc/L5SgeGKhfnFJYyeUw0F96YCkBlsYsV0wspOuggPTOcoROSsIS3/OGrIYfNw3t/3ErxgcAW98T2VkbcnM7OVeXUVHnoMjiGOW/tx+MKvCUMnZzMmLva+19XVFSwfv16qg4p7J0TQXmeK+B96XtRAh36RLFjeSnmcAMDJyRjK3Ex9/V9VBW5MIfr6X5BHEV77BzaZgNNQ+/x+m/jGqCG+Kz0TjcusxFNp0PT60DTSM2M4LZXeqHoQn+um+cXsfDtbOxlbgwmhfA4E5nnx3H2NemYw/Ws/6GQvavLCI810Xt0Aj++f4ADG6t8FQ9Aerdwrv1PL4zW0zugbPj7Eqe21n5e+ZM+J2d6KSoGdHhIYxdtOOj/bXkUPUuSLiA8LB79vgr/fmF6G929q9DrVNSocJRyGwpQQRx76U3q6xcSf10XCl7bhH11EWqEkZxVJUTuK0MB9HiI1NUQ1S8GS99ETBd2wPX6T6hr92Nxl2FN16G8cQdcOhjbqgIKp2zFW+4k9rIOxN/YNahyF8CVW8n0MfOpttfdj8LijSTnl+KoVsGio/u9PWn7xGD/+uw/r6Tgv5vA7UWNNZPTMZ7qEpd/vcGg0G9oAm3v70HU4MRG30dPcQ3Fr26gek0BNQUubJvL0Vwq4QMS6PTJSMJ6xAK+QG7J5Qsxzt2L26inIsyCYtLR/eYuaFvK0LncWLZkY9xfRJUpjF2GFFRFwWXWoxoUUsakMvDJXuh3FVK1poScv9ZNglz/fmhKMhNmcKPl2XzB3KVdsF3Tj7X/3UZNoQO9WYfOrMdd6fbv4zIbfPdRwIiG5vSi6XWYnR56nhOHdc5O1DInnggT2k296fmvoZjCDXhLqrF/voXqpblobg39qA78srGGnOVFoEDG8DaMeLYf5ui6wGnvnFz2/JCL3qwj84r2pA4J/d4Writl2xf7cNncZIxJpfOlbUN+9tVFDrZ8tIfSHRUk9omlx42dsMQEBmrVWTsovX8e3pwqsBgwdo4h7LJMTP0SMfZIxJiZ4Ntw8SZ4dwG4PHDtMJg8NPj3tSMXXv0eDhbDhX3g7jFgDjE39K974PXZMHUlVNQ1WJAUBUv+AR8ugq05MLgz3H8JNBxms68AXpkFK3bCL7uCj69T4N174dYLQ75/QSqr4bbXYdovoKrQJQUyEqFrGtw5Ch54D5Zt86W3754GXz8Mvdof+bhnIE25qdF1ivbxCSzJ6eeYBJKFhYVMmDCBjh078sUXX7Bp0yZuvfVWRowYwYsvvhhyH6fTydixY9HpdMyZM4fS0lLGjx9Ply5d+OyzzwK2zcnJYdKkSZjNZubMmUNkZGSzyrV69WruuecekpKSmDlzJvoW1oi2pIzi6DS8sf/rF5U/Lz123UTbllfTxuZgdXpcyPUpFTUMyS2nzGxgQ0o05WEmFFVDayRAAZrVyllfpEGlylMXcBq8Kjf+ups/3J1Mp35RvPnANqpK6gZ/tulo5e6Xu6MPlVWoBZZ9lcfCD3L8wRFQV+5mXsOo29M590pfwFtRUcGva9ez6nUzLhtB+ytqYP4zRQc6NNTA3EUoqooC6LxedPXmcVEVxRcoNthW7/agO3wNHr0ep9VXM37WZSlcfG9GUJmLsqt59871/lbN+sJiDLTtHcWOn0oDyhm0raaR2N7KnR8MCD7IaUQCydNLaz6vypl72H7p/IBlCip9+QkTdd05cvTtyPMGH7cHK4igKmh5OfHs1A3EkhmLY2uZf3ltZms9XpIpRh+UQ7uOlVJiTPlUfvgUO276Gc1T90NLfrA37f8bWOGsVjhY1O8rcgl8EE+urKRtaQW6w+c/FB1Jj7cvIOXqLhR9vJO9Ny9CAcrDzeQnRASOaT/MYneTUuag1w8XETc6LWi91+Zi14Avce0qx40ed4OOW5Yu0fTdcTWKorD9vZ0U3L+EyjALpZFh/m0UTSM9vwqr0wNoJFPCAXMiNr0Ve5QRVe8rV7q9mMyKHPSHbzx23ztFw9YRHRoR1PiXVhuMrElv3+g77jQZUBu0vGoKaHo9aBoGl5ezdu7HePh+qiqwZ0JvRo2JpOyPC3C59P4ybEhPpSgq8Jmry/g0LnxhIAC/vrWDNa9sq1upwIX/HkSncekB++T8VMDcO1egeetK3eu2zgx9vHdg2StcTJu4GFtuXaAW0ymSSVkjMFh8z3Ceg5XkdnoT3ME3dwUNPV6sV/YgdnwCyi2vBf7t++f1bL+sJ3D497UtB4b82ddqV2vcAPj+icADL90Co/4G7uCea7XXHfCB9GkPq/8FpsMB6f5CGPiIr/XwSP48CZ5vPLDxu+MNeG9h6HU6JXh+tPR42P82NNFT8EylKjc3uk6nfXQCS3L6OSbV7DNmzMDr9TJ+/HgAevfuTUZGBkuXLqW4uJiEhISgfRYuXEhlZSXXXHMNBoOBpKQkhgwZwooVK9i2bRvdu3f3b7t+/XrA96NvbhBZf7+BAwe2OIhsaRlPRbUPI6eD2vGptWX+cH06YDkmx7a4vbQrr6bS1Ph3oMxqxKvAhpQoysNMoB0hiIQWBZEAVW4l4PnAo9fxc/skBn9/kJ2bdQFBJED+3hoWfreFdn2P7me6eVmDMYUNEgY1J5hc8F4OhQVFdB9lxuv1UpNvwWWHoAlYQtRLaV6NUFUCmqKghNhe0bTAo2oaBrcHvbeu1VJ3eP5PZ5iF9XPyyRgZPO/n1u+rQwaRANXlnoAgEkIEkYcV7a9h5fzNxLQ9fVslG/6+xKmtNZ+X66U1Qcs0dJSRRDJ1eQN03uCHyEhKQwaRANGUoKiegCAS6m5lEVQ3GUQC1BBLhKuA8semoXkCW6sK3tiM/apIdLF1LU6mT3dS5DVBvVu21emkfWldK6oCpFZUsfXpVVT09VL13BoUwKNXOJQQ0eg9zRFmQCvS2P7ECuLa9gpa7/06B++ucgA8IdJIOHZVsOW7NRh6RbL+ja10dHvIjrAGbKMpCqXRFtIKbYBCBZFU68y4TTp/EGnxuOhefiDgDGHUUEosgYGkhtogsCwKj2j0Hff16Ahx7Rr+e73HbKAgNpL00koAdBpYVhygYtZBPKrRf36volAUGTyMZ/ecPFJvDkN1a6z73+6g86x4eSPujraAxRtfyg4IIgG2fLyH8AsVjFF199bcrJKAIBKgfE8Vy99bTfKFMQDoP9mNKUQQ6Tu9goaC45utVCwqJ6bB3xjvc9/hGNkOzWRg+/bttHlqKjFVDfJj/PAr2d8swNG7LhhOf+ITIhoLIg9fd+AF7yf3talUXeJLzpj44mzimxNEAryQxf4eCdQM7tjkZl2++IlGn2pCTbKdU0L2twtx9GnbvHIcA1J5+dt31NUSmqYxY8YM9Ho9Y8eO9S8fP368PwFPKLVJa2qDz/r/PXXq1IBtS0pKAEhKSmpR2Vq7X2vKeCryeDyoauDN1ukMHGjo9XqDxoY23EbTNNzuwCDH7XYHJQFouJ/H48Hr9Ta5jaqqQed3uVwYdccmwYDF5calV1iekcCm1NiQgQ74xkAu6JRAeW1CnRYGiQEaa+QPccxyqxlFr2IvCb2PreRwwHQUn5s54tgExJt+cFJT4SuPrvbvfoh9W/rOqYou4G+wAr5uOrWvNS0giKzdxnj4O1m7acPvpN547MY8VBY4A46taRoulytgm9P59ybXdmpdW8PyNOfavJbQY9d0DapxLAQnq4qmJOS+UDu/WuO/JQPeRtfVUfBiwlsR4uHfreFpEDiwvyKglwJATE1wZRGAqfTw8sNjH+wWU7Puad4c3+fQ8HPTcuuCisaOoph1OCuduEq9OA36kOdz12sRdKMnTHWi1qucjHdWBj2AeUOGBQ2buvD3zDgaVeGBFbWR7hpfL5yGraEhzqUzKqiaiqPchbcm+DN1FBzuYlvv91a7rD7No+Eq8QT8JkJtB2Cv97lgbrphoLbE3tLg7fRVDnTldd83Y05Z0DYAuv3FAa8NBxv/jTTGmFvmvzZjTukRtg5k/TGwEinUvURrxbhQr1F/Qu+Tpw+liX+iKUddxb5y5Ury8vIYNmwYcXF13QbHjRvHm2++SVZWFrfccktAP/js7Gx+/fVXOnfuHFBbMXz4cCIjI5k3bx5/+tOfsFoDa/lOpNOhjEfSq1dwbeupqmFXrj8oXm6fe3R/LBVVw2E0BLfAhdxYocYUYkxEfc1ouQt3utEUqA51rBD7Z5TZuPCWztjK3Oz5JTtolyGjOpHW9ejmqUy+u5q3frf5qI4BvhY7q5pCSrqOoqL16IxmVHfw+1Hb5a0+vUHB66n3eWpaXWukTkFFh857uN5d0zC4PKDXoep0KB5vyFu57vC2HQfEhqz1TI1zsnPuOtyO0DXXOj1B3W1D0evh3Et6Ex7bwmQKpxDp2np6ac3nZftHHFvnBVZw6nERS4H/tQZ4DV5iPIWUU1fBqoTsM+BTQgpaI+0eGuDARBihg7y643sxxurgosHw1f6AdcZkK70uPQtdvR4jjiuh/fT57IhP8S9zN9KrKLJXPJmZmeTeWUPu46sweJseEmE4fB9KvKhdyPe36nIr+/63z7ctXlwNwr2Ic5LpOWEgqltlS1Q2jhIDOlVFbdBdMMxR90BtxUWsu5JKtxWX1XcdTn3w3wgXJkI9uDZ8nE2yV7E/Lp6AO6OmEeWqodIcht6j4m2YIE5RAv7+WF115XPrdRRHRtChvAgdKt7D16zXNFIqKsmNjQk4VM+rMujZsyeaprGrfRGVDTJppw9NCnpvD51rY8+MwIz61kQz/Uf1QWese+/MF0dyaNYvQe9B/4m9STk87tF7X3vyXt6GWhb6e1dbNalPjYTcBisz0zC19yW0yczMhEsGw8o9gdsY9LS7/iJIqTcUZsxAeHteyPM1JumqEST17eZ7MeFsmLel+fv26UrSkX7/94yFf37X/AKlxtLpspHN316IZjjqFslp06YBga12gL8baG5uLqtXrw5YF6qlD8BsNjN69Gjsdjtz5871L4+P92WbKioqoiVq9yssLGzRfq0pozi2buutZ0KnFtQENaw11TSSbDVH17LYkKIQbXeFXqdpXLDnEBFON/d1cHNZF4WGyQHPTVMCWlrTnA7+damFzgOi6D08jh7nxARuf3nyUQeRAEntw7jw9vQjbqdrRu/vhHRfLbaiQJexrpCtr2mZ4RjMdRcf19bKlc90o03nMEDz7VPbffXwfyua5hszqaq+FkhNw+DxYnK5UfW6kN24VEUhKsnExIc7hyxrVJKZa//Vg+Quwe+hJdLAxX/oiK5eF7A2XcLpNTrhcAPA4XIpMPq+jqd1ECnODBFnJZH6ZN1YXgs2MlmLgbqAYV1UX7Yl9qKzspHOrKcN++jAZpI5EHQ8DSggjWy60+bhviT/IXAsm7ddFPlpMRR3SMGdGnrsuY9KdC89ukVPk/bSMMxd6jK76qwGMv53QUAQCWCe0I3MyemklZah9/ruCdV6I+4GwZrHpKfrO74H49Q/9yNyRBphDjcWZ2MTDWvEljqwdo2iw99Dj3uOGN2OuDt9Y+gMqBhxo480oI8yknBDF7pljfGV3aijx22dORQfRVS1I6CbvtntJa7c14JmjNARG+YgLNVMXBsN/eGW1mJzFJXGwIpoPaFbc1QU7JhRUfCi4FFNnPtEbxIHxtdFmIpC/5LdnH1wL8P27iajpASjx4PJ60HTKQFDNQwmHXE6D15FoSzCyqaOqbR5aCCG3kkYcQdULHQtLSFzaCyWWBPWeDP97+zCkD/2OHxKhfOf6Ycxoq5NIryNlaF/Dq7EPuvhHkS1r7sXG6x6hv2jf0AQCZAxOpVOlwZ2vexxQ0dShtQNkdLHWUleeB3mEe19YwH9NHS1HYEtBsJfmwhp9b6b0WHw9t2BBXtwPJxbL2DT6+A/twQGkQBPXw09WtAl9I8TYGi3utd3joYx/Zq3b0w43HjBkbf72zXw5JWQEgvh5sDahi4pgc8/cRGw5O/NO78QLXBUyXZKS0sZN27cEZuyR48ezXPPPQf4mufHjh1LeXl5k/v06tWLDz/8EAhMtjN37txmT71Rm2wnOTnZ3/22OVpTRnF0GquB/3CzygebVVYeAlcTrUd6rxdvvc/X4FW5ffUu/jeka8iEC63l62ap4jGE/i61j9DIvruupnlTkcavBRp9EhX6JysU2DXmZWskh8Oo9gq6BmXL2WH3ZW3tFk5i22MzRrRWRaGTWa9ms3ttBWi+5DJ9RsbT4/w4HFVeOg6I4ofX97NteeiuPv0uSmDinzr6s7YC2LemsXZmCZpHQ9Ep9L84gfEPdqK60s2e1RVYIvR0GhTjD9j2r69g9bd52MtctOsXTdleG/uWNqgg0jT09brQdJmQxsZ5RVgdzoBMhl0vTWfs45mNZmytr2CPncXv7KfkYA3t+kRx4d0ZhEUbqSp2kb2unIg4ExkDolEUBU3TOLC+gsoiF+37RxOVeOqku28taZE8vRzN5+UuruHAIyupXHCQuJxtxFGAip5C0onpqCNx+X2+BCMvz4JDZdC5jS+5SP+O8Mr3sH4f9O+AfewFVFfoiRiShDXTl6W0ZmspttVFWHvGEjEocMiIY/5uql/9Be/BCvSd4jCf3x4l3or5ok7ok+r+ZmselYq5B/GUO4m+uB3G+Mbvc85VOeQ+tZqyHwvB6cGEG2NqOJrFgLF7PG3/Owxzl9iAfao3FFO+opADu6oo2lmF5lHRNAhLtJDSKZKUwQnEXZSGcoRpQGo2FlOzrghr3wSs/RrP8Lrzy31s/nwbmhdS+yXT7qI0EntEUzEvB0OsmZiL0oPOVb6tnNLN5cSkmrBkrccxbSsuu4YtLAb73hoajpGMvbozHpMJ+84qTClhpPypD1HDfK21mqaR/3Mh1fkOUtrq8Vz/KfbdNXjRY0q1EP/jbdgtVpb+cwvlB+wk94ph0O+6ENshgvyNZZRn22nTJ4aYjAi8JdXYnluG48f9aOFWzBd1JOrOfugTw2iKy+bmwI8FGMw62p6fHDT9SS3Vo5LzUyGuKjfp5ycHZWKtr3hLuS9ra+9YYrtENXl+54ocXOsL8KzPx7P+EPqMGCIeOQfToFRwumH2r77/HzcQIq3Bvy9NgyWbfVlbR/SGtsF5PQDftB/zN0BxlS8o/HkHvDUHbA644mw4uxtsz4XBXaB7I5W3y7f5Mqm+vwh25gWvT4qG5f+EzinB647kQJHvOtonwQU9Ia8UFm70BZoX9jm2Feu/Mapya6PrdNoHJ7Akp5+jCiQ/+ugjXnvtNXr06EGXLl1CbrNw4UKcTiezZ88mJiaG+fPn8/jjj5ORkUHfvn1D7rNixQoKCwv58ssv6dzZ19pQO/3Hbbfdxr333ttkuUJN//HEE08wadKkRvepP/1Ha8soWu9ID07bS1S6f9D8LK5diiu5cvN+ZmSms7lN7JF3wNfVR69q2CzGJruxhjtc2M3GoPXjOsD7F+tJDj+1b9b2cjflBU6SMsIwmoMfpqpKXFSVuLBE6lk/r4SqEhedBkbTc1gcik4JCCT79euHWR9OSa6DhLZWzGEtS2qlelSWvrWXjdPz8Di9dDwngd7j27Bjbj46g0L/q9uR3D2KdbML+fGdbNxF1VgiDJx/b0f6Tkg9Fm/HGUECydPLsfq87GuLKP5oB1phJfET2xJ5be8j73QK0jQN58ZidBFGTJ1iTnZxghzL31f12gKyL/8B9/4qlDAjiX/qR8rfz27RMdTNeWDUo+vWijkJzwCnzP1w035fgLtkM2w56AtAbxnhm89VnFASSLbeUY2RnD59OgB/+ctfGv1BmkwmvvnmG2bNmsUNN9zg7wp77733MnJk6L7an3zyCa+88grTpk3jkUceAeDhhx/m1ltv5cMPPyQqKoprr702qIXx4MGD/Oc//+Huu++mW7du6PV6/vKXv/D73/+eF198EbPZHJAQqNaOHTt44YUXeOWVV4iMjGx1GcXxkxmvQ6+oeJtZ7eE53EqVVlEdGEiGCBAVVSO1ykHv/EosXhWXAnO7JgW0cNYyebzcsWYXn/TvSGl4XbekLbfq6BF/eqTUDo8xEh7T+HjQyHgTkfG+muKRNx+5S6wlwkBat+b1EmhIZ9Ax/P7OnH9PR1TV1+UKoNOwwBaA/mOT6HdxIh6nitFy9HNrCnEmCB+YSPjAxlvTTheKomDpe/pfR3OEDUymR/atqDUeFLO+WT0uGtL1kkq200Lvw3M6DpLGiJOtYZIp0XytfvJds2YNBw4coFu3bk3W6kycOBHwBZ05OTmsXr2a+Ph4zj///Eb3ueSSSzAYDMyePdufFapjx4688sorxMbG8vLLLzNx4kT+9re/8cYbb/DSSy9x5513csUVV/DLL78QFlbXDWPQoEG88MILGAwGnnzySS6//HL++c9/8sYbb/DCCy9w0003cf3117Nv3z4MBsNRlVEcXw+0YCq/7JgIii0mlnVokLE3RCujplPIi7KQE+0LDA9FWdFQCHO6g6anGL43n0iXh2s37PMvS7By2gSRpyqdQecPIhujKIoEkUKIM4LOamhVECmEECdSq1ska5PRNNVdFHxdB7p168aOHTt49tln0TSNcePGYTA0fuq4uDiGDRvG4sWLWbBgAZdccgng60Y3depUpk2bxtKlS/npp5+oqqrCYrHQvn17brvtNi677LKg6T6GDx9OVlYWX3/9NStWrGDBggXY7XYiIiLo0KED999/P5MmTcJqtTJ9+vSjKqM4fv4zwkCUycvLazWqPTA0BX5qmJHtME2n8GXfDtiPlIkVMLs8WL0qW5IicOtgV0IkKhrVRj0dSm10KKvCYdCTWVRB6uH5pmIdbuKqnZSGmRnaiqEMQgghhBDiVCCVNq11VGMkhThWWjNmweHRSJvipXYaseZMzxFE07hgXzFRTg8VZgO/tI3DUS9teoTTzR+Wbw15i/mkfyf2x0Yw4zIdEzqdOS2SDcdIRkdHN72DOOlOmTFBolnk8zq9yOd1epHPSzTkVW5vdJ1ee+8EluT0c+Y8/YrfHItB4ZWROmpncIitCTE1RxP1JBa3l0G55UQ5fVmHo50eehRUBmxjMxvZHxM8fYTDoCcvysrLI5QzKogUQgghhPgt0Zr4J5omT8DitHZDDx07b9fz3xE6ztdXB41pbCy4NLk8jN5dSEpV4ITGyfbg8a5f9+lAbmRdYh2HXseCtETeTSvnDwNlzJ4QQgghhDjzHFXWViFOBR1jFB4cqHBn5xgefeIgS82RuPQ6MosqKbcYWZaRjFovaUHbimp651fiVUDfoLrJEWJuMZdBzwdndaVNVTVhDg/5Kow5VELagPbH+9KEEEIIIcRxJWMkW0sCSfGbER5t5N8vtGfDklJK8x2kXBzF29WRLN1Wd4NIsDk4K7ccl07hQLSV9hWBLZJ74hqfxiI/Mow2bhu37jrIltRYerc/ciIfIYQQQgghfoskkBS/KZYwPUPG1c039hbwwFCNOds85G62YbA76DQigp59wym2q/y83cSyX2vw6hT2x4RxKMqKyeMlrtqJDsiLqptKxuL2MH7vIfJiwhl8WTJJ4VKDJYQQQghxOpN5JFtPAknxm9c9XqH7eUY4LzZo3aXnwJ7LIvnnKo00J4xL0ziwpIKNuU4i9F6sySrOjhFY9aAVe/B2yuCWAWYu7SzDi4UQQgghxJlLAklxxusUq+O9i+stGJSE06ViMCjoAyaEbrzbqxBCCCGEEGcSCSSFCMFskhZHIYQQQojfPuna2lrytCyEEEIIIYQQokWkRVIIIYQQQghxRpJkO60nLZLiN0PTNEprNFRNO/LGQgghhBBCiFaTFknxmzBzj8ofF6uUHHLRw1ZNz3CVyy8IY8wFkiBHCCGEEEI0RlokW0taJMVpb1+5xuXTVewHHJyXXUJ8cQ35+5288XEZtz2Sh9OlnuwiCiGEEEII8ZsigaQ47X29Q8OtQreiqqA6peJSL699WHpSyiWEEEIIIU5tGkqj/0TTJJAUpzW3V0PTfC2OqgJr0mJY3DGRdSnR2I16AJavrjmZRRRCCCGEEOI3R8ZIitNSaY3GPQtUpu7SwKOCorCsQwKa4qs9spkNFIWbGbG3CFSN6hqVMKvUmwghhBBCCHEsyJO1OC3dMkfl6x0aHhU8Oh0oij+IrOU06jkUacGlU9i8w3mSSiqEEEIIIcRvjwSS4pTi9GisPqSRb298Co+SGo1Ze5o3xYdHr7AtMRJruHzVhRBCCCFEIBkj2XrStVWcMr7PjeDJOV5qPL7Xw9PhqkyFzDiFEe3qAsE9a8rRtAhQjvwDT61ysKx9PG9l65m7xINXhSu7KTxzrg6rUeFApca8bI3kcBjbQcGgk5uGEEIIIYQQRyKBpDgllLl0PLoumYySSroXluEwGPi1OoElOWZAY0gblRmTdVz2qZOfK0IHkZ1KbOyNDUfTKehUld4FlUQ53Wiaxlsb6rZ7aY3Gf9Z48aXo0aidP6hHPCy+Sk9SuASTQgghhBBCNOWY9Pfbs2cPL7zwAldddRUXXHABQ4cOZdy4cTz00EP88MMPeDyekPs9+eSTDBo0iOHDh+NwOJp9vrfeeotBgwYxePBg8vPzm71fVlYWgwYNYtCgQWzYsOHIOxz2yy+/+PebM2dOs/cTzffN/iiG7T3ELWt3MuRgERfsO8S9K7aQVmEDYFU+9PlQ5edKY0AQmVBZTXSNb/yjqihEO92+/9bpOBhtxYOGwxhcX6ICY7cd5IK9BXQvLMfgVdlaAs+ukjknhQjl0Lxcll21mMVDp7Fu0nS2fLKLirwzJyNyRbaNHd9kk7eqqMnt3CUOij7ZScm0fahO7wkqnRBCiNZTmvgnmnJULZKapvH222/z3nvvoWkaffr0YfDgwVitVoqLi1m9ejU//vgjs2bN4s033wzYt7KykkWLFqEoCjabjQULFjB+/PgjntPr9TJz5kwURUFVVWbMmMFdd93VrPJmZWWhKAqappGVlUXfvn2btd+0adMAUBSFadOmcfHFFzdrP9E0VdN4dqXG6+tUbBXR/GnvpoD1Zq/KiD15fDqgKwAF1cHHiPB4uHnlVrYmx7KkUyrlVpN/XWmYmbldUkK2XiZWVdO3oBwFKAkzc252ETN6pLN4vxWAyhI3zmoviW0t7CzVsBigXZTCvnINDegYIzcX8dvkLqzh0KwDFO+uIsprp23FPvLzVNassPq3Kd0DyYtm43K6cQztSM+L4in8ZDslh9yUhEUTa7cR43Ghz0wk7qGBxF/dGcVQV2/prnRRnVNNRKdI9Gb9ybjMkLwulfJsGxFtrFRm7SPn77/iyK6ioEMsRaoO5fC9JM7gYsLAQow3nAsXD8D1zRp46gvc24sx4MJJGgfpgrl9JD0WjcfSMeokX5kQQghx7B1VIPnee+/x7rvv0qZNG55//nl69eoVsF7TNBYuXMjMmTOD9v3hhx9wOp3ceOONfPbZZ0ybNq1ZgeTy5cspLCxk8uTJzJ8/nxkzZnDHHXeg0zXduLp79242b97MBRdcwP79+5k/fz4PPfQQERERTe5XXl7OkiVL6Nq1K/Hx8axYsYIDBw7Qrl27I5ZVhLahUGN9ocaGIo3/rvUlzUmpcWFSVRx6HbsSojGoGl2KK0iyNd1SXRJmwahq9Cgo45s+HYPWO0yhv+JFEVbeH9gZu8mA3WwETaN9uZ3NRRoZf69i/Lp9GL0a1SYDNpOBle0SORgfiftw7VRqOLzT2UY7vYeOg6LxmA3M3ucLOMd2UKg8UE3+jioSO0aQ3LXp75gQzWXfXk7VL8WEdY8m6qxEADSXB8c369g7L5ftuiQiu8Zy1g3tiUm3Uvbdbva9uZWCMheGDuHEPxRH4rlJaF4VdfYWPK8vRdtViK5DHPrHLuLAlwUUvb8NTaeRouUTrdpwovBrUv+Achg9Xqq0aFSXk9Sl23EsrSEKiALaVJZySEnEpplgXQUVNyxi/70/ETMylZSnBpD7ynpyvj9IgTEC1aynzTlJDLkqhvCKMhjWHa1dImX/XknO13swRRho/8hArJd0DXov1ConNbP3gklP2NiOKGbfb/3QmhKqcuyknJVAZFqYb+PtOfDLLlyJiRyYY6NqdTFhvWIwjU7HbdYT1yWSdc+sZ/+GCrwa6PSQWlBMsr2EbRmdcRkNoGnEVlSTVlSJ3WxiZa6Hcz97lmpzDCXOBA7RGRMdCMOBBTtxFFO6X2H7hDn0vtGE9skytDALuicmoZ846Lh9Rzy5VTgWZaNPi8Qyor0/+BVCCBGaJNVpvVYHkrm5ubzzzjsYDAZefvllOnfuHLSNoiiMGjWK888/P2hdVlYWBoOBm266id27d7NixQr27dtHhw4dmjxvbevg5ZdfDsDUqVNZsWIF5557brP2mzBhAtnZ2bz++uvMmTOHK664osn9Zs2ahdvtZvz48f5AMisriwceeKDJ/c5EM1bV8M7cavLLvAzpZuLPV0TSNqGutUHTNK55tZLC7XaMXo2CSDPGpCjceh2FYRa+6NORXYkxePS+SoFIh4u+ecVNntNuMvDciH6cvb8Ig6oRX11Dr4IyVEVhQ0ocpWGW0DsqCoWR1oDX+2MjsLjcRJXVEObyYlJVyq0mlrVPIrO4kt6HyvilXSLRNU7O33uI1dNqWKnAL+2SWNIpFadBT6fiSt4priCl3Mb8LmnkbjDRg0o+uDmCAW3qKju+36Pyf8tUtpfCOakKLw3XMSBZbmSnq+xlRax4cxdl2Xba9I7mvD9mkpTZ/FaoynUl7Hh0LeXLCwnPjKbTE71hWTaVH28FIOrmnpQ7jOS9ucO/T1KalxRjCZHZuzHjoTvQSWdgaftBlL6QT1mlCZdmJhzoABTsjKR41nos3nxMqhvQ0FBwY2DX3hjsC5ejKeAwW0jQlVKlhrHJ0oEobzWdK/Iweb3oPDqqseDE7C+HCxMqDjzoMeDBhRl9g6TKFR6FLZuqsd/0C9GOGtTwSDRNByrkLitk6k8FdLTt46zKdzjYqR/78uKIqXbgAlas+RF7r+2Ul7pRo8y4XBqRCSbabj2AVqJSbA2nJnwdBiCqykmVxUhJghUUhc4XpXChcSv8ewYAJiCKFHIZQOWKQjzv7yI7IwqP4fB96nDQpXrhYEICh+Ji8RgM/nVlMeFEONyklNrwYKGKWLxOA3l0woqTSHxdfb1YMQAd2EXx1nj2P26jI/sA0CZtw/HPOymvjqbsf5tRnV5iru1GmxfPRR/h61GheTXsbx5k5dRf8dZ4Sby6Ax1eOIua/66g+u21aA4P1qt7EvXSaHSRZmrm7aX8kYW4NhdBvd75piGpJM+7Fl32IfjTh7B8O3RNgWeuhYmDm/39FEIIIUJRNE1r3jwKDUyZMoV3332Xiy66iH/+858t2nfz5s3ccsstnH/++fznP/9h7ty5/N///R/XXXcdf/rTnxrdr7CwkAkTJtCxY0e++OILNm3axK233sqIESN48cUXG93P6XQyduxYdDodc+bMobS0lPHjx9OlSxc+++yzJst65ZVXcuDAAWbPnk14eDgXX3wxRqORH374AYNBchXVWrrFye/fqghY1jZBz4wn4zDofQ9nz39dxdL5gduUhJn4pW3cUZ3b6vJw8e5C7AaNoQcK/AN/PTqFz/t2Ym98y7qVRTpc3LpmF1Eu39helcDBxKqigKKgqComt5tXzutFabiFi3fkMCi3xL9dpdnIBwM7U2UxEaNXyb7XSLRZYX2hxlmfevHUe+CLtcCeO/TEWk79YLKiooL169cD0K9fP6Kjo09ugU6yop2VfH3jSlRv3a3UHGXgpqzzsUQZj7i/u8LFT52n4i511S1UIMVbhom6MXZ2zFTia2GLoJp2FBBFMWbqxilqgIswyomjgtiA84RTSTKBY8o1YAvdqSY8cLnFxcG4ePqU76NtdQledFQSgxMjFYRqYff9SnSoGPHgRU8UNky4qTRYWdatK6q+3q9I0wivcqBTA//8GL0OksqdxNkDeyIUh1vZmxaPVj+rsqYRUenCFl0X1CqqRtsDldgjjJQkhJFUXchlB2YHlXYr/SkiDYDCxDBK461B20RUOqiKCbG82kmP7KLDabpcRFJGMWnEU4GewOvR4aEt69nI2fRmFUZ8Y7ir9dHs8fYL2Db6mq60+8I3bGLt/fOwv34wcH2PcBK37gxYZrmyB5F/G05e33fBHXp8d/SjZxHz/mdQXFm3UK+DFc/BWV1C7iNaZvv27QBkZmae5JKI5pDPSzRUo9zf6Dqr9toJLMnpp9WRUO2D5ODBLa/VrN86CDB8+HAiIyP5/vvvue+++zCZTCH3mzFjBl6v198Ftnfv3mRkZLB06VKKi4tJSEgIud/ChQuprKzkmmuuwWAwkJSUxJAhQ1ixYgXbtm2je/fujV7jvn37OP/884mL8wU7o0ePZurUqfz4449ceOGFLb72E6n2ZnkifDQ3Al99f52DxV6+W7iHvu18AdnPKyOD9ouucYOmNWsqj8YkVLtQNI2zcooCAj6DqjFqdy7/a2EgWWUxsapdEqN35wHBGakUzTdOUtPpqDabKA23EG93BASRAFFON0MPFDG/axrlXh1vLM1jctsq/rMlAY8aE7BtmQNeX3qIK9tVcqrzer1Yrb4H7JycHA4dOnSSS3Ry7fi0NCCIBHBWelj22XrSRwR/5xuyTS0KDCIBNLApFuI0u39RGE4qsQIKsVQBYCQw4FLRowAOggOgKCqCltVgDQoiAZyqlXC1hrbVvu+0CzMaCk4aC4x1h8+vw4WeNIoxHA6C98fEBQaRAIqC22TA7HAHLHbrzMTYg8upUwgMIg8fwxYVeM/RdArFiWG0OWSjJCGM1JqCkKWNocQfSBo8KnqPF68hcKxmTKUzZCCp9/oCNgVwYcWBE9DQEVwnq2JAQSOefNyY/IGkwRvcZb/im11s+2MaSpSR6q+Dk8hVbLURhw59vSbHmu+2UWr2YmwkiARwfbUsMIgE8KqU/fs7Cp6e1Oh+ovlqanyVOSfyb65oPfm8ThwJ1n/7Wp21taTE94CRlJTUov3sdjvz5s0jOjqa8847DwCz2czo0aOpqKhg0aJFIffTNI0ZM2ag1+sZO3asf/n48eP9CXgak5WV5d+2/n7g6xrbmNqAt/5+tcFv7bpTmcfjQVUDHzCcTmfAa6/XG5RVt+E2mqbhdjd44HP7ptXwv24kOaHDVbeNPkTjd6nV2OIgMt7uYOyOHK5bv5fzsgtw68GgqhjV4IepZFvrskoWRDTSJZbAHF56DcKdbpLsocdyJtcb4+n0KrhcLpze0NfrUn3LT+TnFmo/j8eD1+ttchsgaOyVy+UKOLamabhcgQHS6XBtqqoGnb+pa1PdoTt1qG6tWdfmrm4QRNaeo4kxG8rhYMIbVBfo28eAm4aUkIFO6D8BiqYR7arLbqWh4EVHczLYReDwB5Hgy6DcEqHOoDZ22hD3DqdZj3L4s6oyhh6f7DjcsgtgDzei92oYG9zEzE4P4TXBn01SmS+497VIenFgwdc2GVwva8aGHi8mnFipqxSoIkQvDK/m+wdozlCBYfAnqKgaypEyw0aHTmakHL7e0+33Vv/Yv7V7iVzbibm2I21zOl/bqfa5nS40lEb/iaad8L6Zc+bMoaamhksvvRSjsa52e8KECUydOpWsrKyQWVFXrlxJXl4ew4YN87cOAowbN44333yTrKwsbrnllqCH2+zsbH799Vc6d+4cUDNS2wo6b948/vSnP/lbWGpVVVWxYMECoqOjGTZsmH95bSvoqlWryMvLIzU19ajfk+OlYfKj4+nKyhrWfVwVsCw2QuHqizpjMfk+k/HDKvhuduA2Wgt/o7HVTm7+dQ+Ww60CGeV2OpVUsScuis7FOkzewBvdociwUIc5opSqxgPQhg9zQw8U8GtaYr0ZKeudP8r3vTLrNe4ZlkKb8FTuiVH5+kBgOc16uOe8NqRGpLSqvCdS/a6tXbt2PeO7tkZeVUrOwtUBy/QmHedc04eIpMYrJGo5f9+Opf+ZitogeAjTAv9IO/UmOFwJUUEEETioJoooSvzfOx1ePEAU5VQTjlYvULQRiaVBC2YYdvR4ggJSW7gJzVQXgJhwUUEURjw4MQQclwbffD2BDzLpFaVsTU5HUwK7pRpcIR44FIVKq9k/pU+tKLszZM8FRdWCWirNDg9VUb7urvvD0nG2S8F8oK7V3ImFfNqiAWWxFuyHxyW2P1hGebSVyggTmk5HWUwYHQ6UUpAUQXmEBZNHpU1JFbE2BxrgRkcae8nFl+TLhhU9dgyHg3w9LhLZgwaEUeV/h2qIoMDcGRrUzUSMakuHs/sAUDV+LzWfBbb0h6eZMOQGfkdMIzKI/9MF5H+THfxeAorVQMzLV8IlW6FBUBzzu0uIkdaCY0K6Sp5e5PMS4thpdYtkfHw84Bu32BKhWgehLkBbu3YtBw8eDNovVOsg4O+mmpuby+rVq4P2a+x8ta2gdruduXPnBu1Xm1V2zJgxAQFv7bE0TWP69OlNX+wZZMJgK7+7OIwws+9xqVMbPa/9LsYfRALcdGkUw88OQzn8rbOFG9meFKLbqaahaxAQcri2bGBuiT+IrJVWVUNepIUV7ZLr55nApdMxr0t6yOM0xeryMCDH1+JeajHhrPegqoHvgbj2gVbTiKt2MnxPHrviA7sxlluMrGybSLsIjakT9bQJ9+0zvJ2O1y/UUTssKyMKvr1UR2qE1HydjtIGxnHBn7tjifbdJyJTLIx9vm+zgkgAc0oY/b4djjXD13pmjDPR9Z/9SLy0nS8+0ylEXNqJDosmY24XjgZUKBHYu7fHZYyggiQchOHASomSyL64rhgTLaSQQwSVGHHiNOgoJYZyYlEPhzQeqwVvWiLJUZW4D49j1oCqcCOVkSaqTGHsi/D1ODHg8dfNhuPAhBsDXky4/a2jtWoadHGPdDoYfGA3psM17Ga3iwE5++hVdBBdgxpuazjkJURRaTH5fmv4fsdVcRGYnR5qf4qmSAM9BseQXO0M+E3rvCoRLg8lcRbMqPS7tQum9S/g+cuVFLbvxIb4nkzNGEfZ8Az2doymMPlwt15NoyzRRJsiGx0OloOmURpnoSgijORDNnrtKqTLvmLaVh7ASjnhFNOZjbRlNzH4EoJ50VNKJGWEU4NCe9ahw0sOmRykJ3vpxW76s9UwlJTvLiP6mq5w+H2PGNWW9I8v8l9HxJ/aY56QiGLwrY8ZmUKPxROwXtfLv4/pwg7EfjIJ89A04v55HjqdL4DX4cGEnYizomiz5lZMI7rAtD9Dh2TfwWMj4L+3wkX9jvjdFEIIIZpy1Ml2xowZw7PPPtusfbZv384NN9xwxO1uvvlm7r+/buBraWkp48aNO2KT+ejRo3nuuef8r91uN2PHjqW8vLzJ/Xr16sWHH34YsOzaa69l165dTe6XlJTEzJkz0etPnXnQTjaHS6OiWiU5pvH3pNqh4nRpxEbpOWTT2FOmMv4jBzV6PUZVZeD+ApZ3SsPbYFxVr7xiupbayWw43gf4vlsaG1LiiKt2EFPj5FBUOA6DPrAVBIiocWGzhh6DW0uHhsGtYlJVTJrKxB0HSS6rRqf6HqRrjxmTYGT8c5lMO6BHr6pcmuLBYnOxd70NJcpIt/Ni0EwGUiNAF6ILnsurUVhNo+tPVZJsJzSvW6Wm1EV4ohml4Xi+ZtBUDWdeNaYkC7rDrYHeUl/LuD6urseEq6AGnVWPIcqEVu3COW837l/z0aVGYhjeCVPnGF8VYV4Fzs0lOD9cg7p8E9aqEiradYehXYi+vCuWMXWZtit+KWTXcxuwV7iJ3b2JbHccFaYYAJKqy2hbVobeq6A1aLmsMRuId5ZRQTROjOjxUmQNp4NSQVS1b55WDSgnAvcV/YmPc8PMregAQ68kLDf3ozAyhrJtFURlRJBxaVtq8mvY+PAqan4pIAovqbd2p83j/XGWu7AkmHGUujDHmDAcnn/y0M+F5PxSjMGoo/PYNCI7RlJdUIMpyojBGlheR7kLNLDEmrAXOVj5wmZsu0vpdElbet6RiTu/hoK3t7J/Qwm7tlbiUoxYnQ7aHazC7NUIp4JM1mKirnXPgZVtDMJxeKypEQeZ/IqxezIVV01CF2nGfFYbyr4/gD7WTMJ1nTG381U6ecudaG4vhsTAnhO1LSadUzqiuryYEus+f7Xcgeb2ok9skCCpqBLvO4vR11SjjB8IQxpMmaKqkFcKidFgPnISKNF80sJ1epHPSzRUrTQ+E0OY9uoJLMnpp9WBZG5uLpMnT0an0/HZZ5/RsWPwHH61XC4XJpOJ559/nm+//ZZBgwaRlpYWcttZs2YRExPD999/78+K+tFHH/Haa6/Ro0cPunQJnWVu4cKFOJ1OZs+eTUxMDADz58/n8ccfJyMjg759+4bcb8WKFRQWFvLll1/6pzCpzSqbnJzM0KFDQ+63YcMGsrOz+c9//hNyehPRMjOW7mLD34vRqxrL2yfxQ4+MoG06FVcQ7fRw8a68gOUq8NaQblQ0ESB2LLGRF2nBYdQ3OSbz7+fqeOQsWHwQDDoY0VZBp8D+rXZqbF4S0kwUHXCQkG4hqV1wIo4zgQSSp5+WPjhp6/dSuOAA7ow0Evbsp/yxhRQThw7d4W4sCqXREfzaJQOj2037/EJ0Dg29ExK7R9Ll81E41hdS/MZGXEYLcTdl0ubmzqfXnIa78uDlWbAhG8euMrILU3ASRoylnDTHDgw6Fa4ZBhMGoj30EZV5oBqMRHc0ort1ONw/DsKb1yrdkDzonl7k8zq9yOclGrIrf2h0Xbj2ygksyemn1WMk09LSuPPOO5kyZQoPPvggL7zwQlD2U03T+PHHH8nKyuL5559nzpw5GAwGnn32WX/X2IZKSkpYtmwZS5cuZeTIkQD+LqR/+ctfGv3hm0wmvvnmG2bNmuVv9aztDnvvvff6j9XQJ598wiuvvMK0adN45JFHgLrusNdee22jLagLFizgscceY9q0aRJIHgNdk7yU9jaQt8GNp5HkHHkx4ezT6ehYWkXXEt9YS68C8zun1AWRoTLAahodSu20L6tmeft4XAZdyGBSBzw4UMFsULi4wXSmGT3rknYkpp+ZAaQ4cyj9OpLcr7ZysAtJF3YhfvpGlLhwGNcboqzYND26BYWoNR669hlIdGYMmt2DKd33W7FmxhJ7TbeTdxFHq0sqvHEXABYgM6cYIqwQEw65JRBm9nUTBZQrziE6pwTaxICl6R4PQgghxG/FUSXbuf322/F4PLz33nvcdNNN9OnThx49emCxWCguLubXX38lNzeXwYMHM3/+fGw2GyNGjGg0iASYOHEiy5YtIysri5EjR7JmzRoOHDhAt27dmqw9mjhxIt988w3Tp0/nhhtuICcnh9WrVxMfH99koHfJJZfwxhtvMHv2bB544AG8Xi/z5s3DaDQGjaus74ILLiAmJoaff/6ZwsLCFmevFcEG3xbBzul6Dq0pZ5krhWpTXfcrRdO4sb+BFYfgW10GyVU1xNa4OBATFrBdSIrCupQYvIpGt6Iyeh4qY3taHJsSY/Ae7pasAC+P0BFhOo1aTIQ4QXSD2qMb1D5gWQww9KbAZQ2mrvxtSa83vVRag79hBj1kyN8AIYQQZ5ajCiQVReHuu+9m1KhRfPvtt6xdu5bp06fjcrmIiYmhe/fu3HXXXYwZM4a77vLV7E6cOLHJYw4bNoz4+HhWrlzJoUOH/K2DkyZNanK/zMxMunXrxo4dO1i3bh0///wzmqYxbtw4fxfZUOLi4hg2bBiLFy9mwYIFuFwuqqurGTVqlL+LbChGo5Fx48bx+eefM2PGDO64444myyeOTGdQmPR/XRlT6cY5x803O5xUmYzoNY3+bfW8PkqPUa+wpUilz8dWCiJDtAyGaGlUVI0XLjGx3a4jxWxmYmIUHdpb2FKu8MkWL15N4f7+Ch1iWp17SgghhBBCnJakEaG1Wj1GUohjKdSYhewKjZ/zNLrEKJyVEvgjf26ll78sa+Kre7iLa3SNmxF6O9P+ktD4tqJFZIzk6UfGBJ1e5PM6vcjndXqRz0s0ZFcebHRduPbyCSvH6eiEzyMpRHNlRCtkRIeuJXpsiI7dZV7e3xw8JlKvqozYU4QOiHK6efofoRM7CSGEEEKIM5smLZKtJn35xGlJURTeG2vg/3p4guaGzCyyEeX2EuHykFZewf9WuBo5ihBCCCGEEKI1pEVSnNb+OsbC6+sd1Oh19Mgvo125jVSbE4DY6hrMXi+/2qSmSQghhBBCBJMWydaTQFKc1owGhS6JOtZU6ol0uhmUW4yiaWgKqDod++IiGdK9dXO5CSGEEEIIIUKTrq3itPfPi4zo0FjWsQ2LOqdSZTXhNhjY3CaWfRd24P4BUtMkhBBCCCHEsSQtkuK0NzpDx9wr4b9rNArapFKdmkZ6jMa5cTpGZyjoQkwJIoQQQgghhGg9CSTFb8Ko9jpGtT/ydkIIIYQQQtSSMZKtJ11bhRBCCCGEEEK0iLRICiGEEEIIIc5Q0iLZWtIiKYQQQgghhBCiRSSQFKIFNE2jfEsZ2V/vo2Jb+ckujhBCCCGEECeFdG0VohleWq3y4mqVYrtGx0MuUspUlNnFOJJqyO2QSJ4NBqfAf0foOTtVwVbs5NAvJahLctAVVhNzUToJ13RC0Un3CSGEEEKIU4Uk22k9CSSFaEJpjcbl070syTm8QFHYnRrP7tT4uo1svv9bdQjO+dxLH3slE5ZvJ6bahaJqpB8sIf2jXZTNzaHrR8NP8BUIIYQQQghx7EnXViGaMKl+ENlMG8OjeHb0Wczu1pao0mpsVguV4WaKPt5F9bay41NQIYQQQgjRYhpKo/9E06RFUohGbCrS+KmFQWSttJIqbslaR0JVDeC7SbkVHTU7KgjrHnsMSymEEEIIIcSJJy2S4oxRtMdO8T47AHvKNdbka3hVrdHtK5y+/29bWkVaWVWLznXrnA3+IBJ8iaUdeiNh/eIb30kIIYQQQpxgShP/RFOkRVL85lXkO/jqsS0cyHNxICaCaQO6YDP4vvopYfD+hbBjZTkH15bRrqSCHgOiOOf2DM5qYyDC4eJ3yzYyt3t7cmMjQx7f6PbiNuoDlvXYXxS0naYoeGvUY3+BQgghhBBCnGASSIrfvBefzeaj9E7k9IoATSPC6WZgbgF2sxG7Ts+fX3Gj6nRANIaoCEbOO8iqXTv4flh3+uUUYfV4GbkrhxUdU/DoAwPGdvnlvP7GHH7s1ZZ/X32uf3luQiQx9sNNmpqGXlPx6PVUFjl4tSKSBfs12kbCnwbp6JskNV5CCCGEECdD433TxJFIICl+s7yqxkfrvbyUmoHT6Puq98sp4tq1OzAc7tL6da+u2E0m/z4evZ7pPTqxJzUKDsEI1deCGOVw0T2vhE1tkwLO0TW3BL2mMXLTAbZ3bcOcPh3w6nV8PrIXz3z0IyaPF7PX4+sc4fWy4tJFvPr7sRTERgDwzU4vK6/X0ydRgkkhhBBCCHH6kDGS4jfrljkqty/CH0SaPF6uWL/LH0S6dLqAILKW1e31//eG1AS8ioJbp7A5PTFo21WZ6fXOt57/m7eG21dsYUx2Lvu6J2HQvAE97BMrqrlz9q/+1zUe+O8a6e4qhBBCCHEySNbW1jsmLZKDBg1q0fZTpkwJ2Ke8vJzvvvuOFStWkJ2dTVVVFRaLhdTUVHr37s3o0aM566yzyMvL49JLL23RuWbMmEFqaioAe/bs4dtvv2Xt2rUUFBTgdDqJi4uje/fuXHjhhVx00UUYDKHfkieffJLZs2cTERHBnDlzsFgsLSqHOLG2Fmt8ujWws0JauS0gSDSqKuFOF3ZzYDDpNOhA8d08SiOsvHt2T+wmI5oSfEOpCjezJzmKTgWVhNlddNlZQFR6DKpBh91i9Aet9fXfkx/w+mDL8vgIIYQQQghx0h2TQPLOO+8MWvbFF19gs9m49tpriYiICFhXG9gBLF68mKeffhq73U5aWhrDhg0jISEBh8PB/v37mT17NlOnTuXaa6/lrrvuCnmud955p9FyREZGomkab7/9Nu+99x6aptGnTx8GDx6M1WqluLiY1atX8+OPPzJr1izefPPNoGNUVlayaNEiFEXBZrOxYMECxo8f3+L3SRzZ+j0uSipVBnYxERPRugZzTdXYNiOX8zc5Wd0llRqLEYCyMDMqdc3wCjAor4ClGen+IFED8mPDAo6XHxlO3z35xFTUsKVDYNdWgAfvHcudP/zKwN2H2J8Yw5dDe1ISG4amwjdrsjF7Alsc8+ICk/YM3HyQrZ/sIOqcZNrc1wNDZHArqRBCqGXVeBbtQUkMxzCsA0qIyq2TwbM+D3VXCYaz26FLjz7ZxRG/RbsPwa97oU97qNcTSIhj49S4l56Ojkkg+bvf/S5o2axZs/yBZP3Asb5Vq1bx2GOPYTAY+Otf/8r48eOD/jDa7XamTZvGwYMHiYyMDHmu2kAy1DqAd999l3fffZc2bdrw/PPP06tXr4D1mqaxcOFCZs6cGXL/H374AafTyY033shnn33GtGnTJJBshKppfLtDY9FBjfZRCuekQqRJoX8SKIqC06Px/maNKRtUtpdCnwR4abieX7da+HyRFU0tA0CnwGPXRDCyk47N3+fjqHQT3zGcnUuKWJKnsKdTIqZuMZzXw8xNPeHhJTBzj0ZmaTl/+88c4mwunkHDYdZz2x8uJcLpIichik0p8fQ9VOIvb8fScvpuOch3Q3uwvmMbyiNMOE11P4uR6/bxyNcrMHt8LZmbMhJ5/PaRVFvqgj1Vr2Nx/wxmD+7MgeQY//LYqmqmntuda3/c4l/m0Sl8cmFv/+tLl22n75Jt5FZUUzArl8Kv99J/zSQUvS/cde6rZP+DP1M5PwdDshVL9xhM7SIJ7xtP7OQO6Ex6araWYekWjTHBCoCroBrnnkqsveIwRAUHpa48O4ee/xXX/irChyaTcEsmxjZhlGZlUzEvB1NaOEl3ZGJqExa0rxC/KZXVMGUu/LwdLugJ944Fs7Hlx9mbDy9Oh6IKtNsuRIuNpnxlKbYddswdo4m/vTuGeGuju9v+txbvgl0YMqJQIsxEbjmAu2c82qOdUCxG1PwqnO+vxvG3eWguDVDAoMd0+yBM1/VF3z4WffsG89Nu2OerGevXIWCxZnfi+ud8vDuL0V3YHWVUV0o/24X3YAWJBRsx/bQeuyeK8vTu6M/tQvyTQzFlROPZUkjNu2vw5lVhvb4P5ku7ozpcVJ3/Lt7VB33HBpwRUViGt8fUxowSE4ZhaDre91bgXbIHXYc49NcPQj+hF+rGQ7iX7kPfOR7D5F6482swZ0Si/34lrN0DfTNwjxyEp8yFuX8yOovvvuzNq8T27E9oZTVYJnTFfFUvFL0Oz5r9uF9fhMngQn/NUBjVN+R77S2w4d1dgqFPG+zLD3Ho8Z9h0wEMMQYsN55F8tNDURQNz+ZCDJ3j0CUFVoS7C6qxL8nB/UsuuLyEX94V2gSew51TReV7m/DsLCZ8QCwRD5wNxlMkJcW2HLA7YEBH0OnQNA3HuiIUkw5Lr4SjP76mwfp9YNBD7/ZQ7cTzz5mwLRf96G4oF/eH3FLfuqh6f2Pyy+DB93FN30yVloBXseDWLFhHtiUmbz26Ddl122amwgPj4eYREGY++jILIVpN0TTtuCQrmjBhAocOHQroWlqfx+PhiiuuICcnhyeffJKJEyc2eTyPx9Not9PabrJr1qwJWpebm8vkyZNRFIVPP/2Uzp07N3oOl8uFKcSYuWuuuYbs7Gxmz57NU089xYoVK/jmm2/o0KFDiKOc2W743stn24K/UrEWeHqowt9WaJQ6A9fpFY3YCidVFiMGVSWpwkGc3QWaRmZRMSavRnpFFU6jjvfO7klJROADmV5V8ep0hNW4+Pyf0wh3ePzrtrWL5+XLB1MRbubzF6dhdXooToykPC6MGoOeVy4ayMtvzObGRydTEh0YOIXVOPnmH1OxujwByz8d2Yv3x/YPWJZcZuP1N7/nxSvOxaBTOHtXLrElNgw1GmftykOHRrXJwLsX92NrRhL99h1C54bb5mwMOI6CSv+ZI4kb3x7Nq7Ix80ucuyv96zVqs4spvgo0vQIeDcWsJ+2JAag2N4f+sxHNraILN9D+32eT/LseFLyxmeJ3t+GpdOHOrgQ14KQYeyZQvbnMv8iQaKH3iklYOkUFfZYVFRWsX78egH79+hEdLS0Qp7rt27cDkJmZeZJLcgqprIbM++FQ3fee9HjIngINsjM3adFGGP0MqCoaOsDMPrpSQd2csca2EXRbdSXGlPCAXd0F1eQPfJfw3EMhD204pz269EjcX2/AhB0nETSW2sB0fT/CP7gC5VApTHze9zAP0DcDpj8G7ZPQNufgPesZ9A7fHLcejJTRhgqiSWIP0RRTQAfKSPMfVwOMZg2303fLseLAihPDue2g3AZbCgLKcTjM9b8y4Aqo69cANyb/ddixYlfCUTSN9spGrFpdX38H4eTSEyUunKT3L0bnclNyzTT//UuHl/DLuuCNC6fsvW1o6FDwksABYp4ZDk9eFVC2qkfnUv3fFeBRIcyIrUZPsrabCMoBcGLhoKEn4XoVndMNRj1hD51D5HOjAcj98wpK/r0Wq7cm4Jo8l7WDf/YlMzMT57YSDp77BWpZ3R+6mPASkmbfAMN6hPzsTojSKpj8L6it2OyYjPO/93Lwz7/i2u77DViHtqFt1gQMyeFNHKgJe/Jh4nOwxVexoPbuQNVuA94a32cdziFMVPreuwgL/OdWuHM0apUTrcsD2AoM2Eii7hukkcgOTDhCny8mHGY/AUO7taiYcj8UDZUqjze6Lk577gSW5PRz0pLt/Prrr+Tk5JCcnMyECROOuH1jQeSRzJw5E6/Xy8iRI5sMIoGQQeTmzZvZvXs355xzDrGxsf6WyGnTprWqPL9l6wu1kEEkQJkD/rAkOIgE8GoKxVEWnCY9douRfcmRVFgMoChsT0pkY0oSs7t1ZFrvzkFBJIBX5/saX7x6T0AQCdD9QAmJ5dWURIVx64OX8uzV5/H4tRfwj3FD+PNVF7AzNZ4b/jyZkqjg4/Y4UBIURAIM2hX80FcQE841j13JOblFTNqaTbLbTUaRjYG78lHR4UGPyaXx+xlruW7xRr46vzeDduYHHUdDR9mPvuWVS/IaDyJrF3h8SzSnl5wnV5P3wno0t+8pS7V72HfPTxx4+GcO3LeM6vUluPY2CCLxVSDXDyIBPEUO8l7cEFQ+IX4zXswKDCIBckrgiS9adpzb3jgcRAKYsRMZEEQCuA/aKHptY9CuuXcvIqyRIBLA83M27q83YsSBgkJTf7Jdn63H+cYKuOutuiASYEM23DUFAHXya/4gEsCAmyhKiKaKKErwYKCMwIpfFQWH04AXAx4MVBFBDWY8yw+gNQgi4cgdxBRAj+++6saAnQjQFCIpDggiASzYiaAEtdRBwbWzKL15ZsD9S0WPbdouSt/bcTiIBw09RXTA+Y8foMzm39aRtY3qF5f7gkiAajcp2h5/EAlgxkG6Zxs1zsPPG24v1c//hPP7HZTP2EfBv9Zh8jqDrlE/7QDehYUAlP5zVUAQCVBuj8N9+cvgDv57csI8+nFdEAmwt4Dca773B5EANSvzyf/Dj60/x62v+4NIAPsmpz+INFKFuTaIBLA54O63YfchbGOmoBVUNAgiIYzSxoNIgHI7jPgr7C9sfZmFQJLtHI2T1tdiwwbfQ+qAAQPQ6Y5fPFvbcjJ48OBW7V8bMNYGu8OHDycyMpLvv/+e++67L2TweaqorXU7URbkRhDUx6eV9A0ayjVFwepQUTQtZNIbgPYFFSGXZxRUsKpHOnkJUeQlBLewlUaF7sJZFBN6eUFMiNpaRSHOXk2bqmr/otjS6qDNNHT81Ks9AMZ6iX8CymMvx719O+5dJSHWtvCmpkH+lC1N7lU3OjRwq5I1ubhCfIe8Xi9Wqy/wzsnJ4dChxh+ExamhpsYXPJzoe8KprN33vxDqF+6YsZLsm5ufQK5bTvHhX44O0OEgdBfWolX7qdwe2P3U88Megu9I9fnugwZceJvx57r889Ukr9kQ9HvX5m9g94+/0HlXXtA+JqpRDldTubAS2J5IyAepaixYCVErGEQ53EqoNljq46SuW6KZ4PtlbfkAqHGhERyIqYRuPba7IshbtApnT1/ratgnq2jYCdJMcKYzC9UouAKWFXy8ijLVN7ZdF2LGOQVwv7eP7RcmoazNDfGOKbiK3OR9s5CaAe1Dlvd465y1MuAb5MGIoyY4aWDl9N2tuk/oqhx0/WlrwDI3dd2CjdiDd1JVCv/1HcYV+3GG+CVYCP03PYDDRfG/vqb4/lHNLqvcD08cafX97TtpLZIlJb6H5KSk4OQlDoeDt99+O+jfsT7PkdjtdubNm0d0dDTnnXceAGazmdGjR1NRUcGiRYtaVaYTxePxoKqBf8CdzsA//l6vF4/H0+Q2mqbhdrsDlrndbhr2iu5qrTr8QHL0LO7gKTGMqoYpxPJa29uFHt+xve3h1oEW9OJOK6rEaTSwrGfbgOUuvY6vLwjdPakoKpxD9TLAegyhHnA08g8Hoov7Z4Rcr0QqqKqK4ewYiGhBF7tGaI6mpxfR6v1vffredUmBGn4ngKDxzC6XK+A7oWkaLlfgA9mJ/k423M/j8eD1epvcRlXVoPPLtf32rs3ZOfTfBGfbuBZdmxpeG574wq6wUA/MgK53dFC5PbFhqM2oHNLQYcTJkabN9sSYUCODx4ypEWbUSAuqKfh+oqJHQ4+LyMPBXMNzBJdPbcGjQ6jr8x4O/nT1AswaIoO2Aw53521K6PdEMUNNuzj/56bFBL8vWoggVCP4wUiNNaNG6g6XPfjaVUD1KL7Ptk9McFlQMWPHGxt20n5v3gYVozq8KISozIw1ter3ppkNeK2B44vrHz/Uew2gGk14sBLqc1Sb2dahr/BVNjT3XnKkbeQ+eeyu7XQhLZKtd4qM/g7kcDj8CXTqayyZzvEyZ84campquPTSSzEa626QEyZMYOrUqWRlZXHxxRef0DK1RMOkQsdbJvCw28uLqxv5w86RHoPqeHVK8NQZmobLEPoBJszpZsGADoxau5c++4r8yxf1a8+GzodbSZuR4TCpzMZTH/9Et5xSAB69cyQbOyQxZHsuJVFhfDcsk13p8Y3ufyjMSscKG06LiaLUKNrvKg5Yr0el9/5CNndsQ9a53WhTauOSlbsxe7zsSYmh+6EiOo/pSUwPXy16yQcWdl85v957F9xyWEsXZQKvimqvu5Gb0sOJGpJI2Xf7Qu7D4aPpDTq89e7/ls5R9Hx+BKbk4Dab+mMku3btKmMkTwMyJiiE/z0AM24HZ70HNr2O6Ffvpm/X0AniQnriKnj0YxQ0NLxYqSGBQxST4t/E0ieern8biT46MJgpeNRB2UNlxFEW8let65OKujEPFxbCcGKlEgcRhx/KVXy/XsVf9uQnx6FfEA/PfB1wHP0fxtNtQB+0e0bBK3MD1tUcbgmqJI0ocginFPvhrrmN9VYw4wK9gq57CtrmpnskqOhRUdGh+XrjY8KLHh0aFhzYCUNDh404qogjklL/vnaisR0ui2lACqYIcC09WO/oGmGj2+NeUYJqq/sc9biIenE8sWfVjWX3PJ5I6Vd70Ox1D8j28FSi7YH3xgoSMdcLgJQIE23/fBEpqo5tX3+F025CT40/nNQAJyaMFyXTu29f3C924ODij/EU1j1kx3MAw8W96Th2WJPv1XH15yt83Z4P06ES291AaYPhKMkPDya+tc8Ovx8HL033v7RQRg2++ZedRGOhLLCyuV0Cyf+8gdKs13DkOTHgwoOJ2u+bnXjCKD3io3zsrRcT24J7m9wPhTh2TlogGRcXB0BRUVHQupiYmIDEObWJe1ojPj6effv2UVjY8j70WVlZAEEZWnv37k1GRgZr167l4MGDtG3bNsTeZ6Z/XaDn8q4a87NVPtyisafctzzSCB+MhWW5CjN3a1S5fJlZh6XD5V11PLjASb7DF6zHO1wkhEFlFSj1/ubcNsKM5lBYn+8bjxTpdBPm8tAnr5grPWWc90QPfhg+ir++nUv7ggq2t41nXdcUX0tkM9PkP/LVSn8QCXDPzF+5//4xfNtIK2RDaSVVxJRVU5BiojQ5ApvRQEJeJXFVNVi9box4uWP+Ohb37UB+XCRvTRzEB2P7EeZwM3rdHoZhIWZkXaKL+Cs6UXZnLoXvbKP2gU4BjElWwvrEoRgUnPtshPWJI/2vA31jJf/+KzXbyokYmkT604PQW/W482uwLc8HFAypYShoeMqc6Mx6ws9tQ+pTg8Cgp2LuQUzp4cRd0RG99ZSsZxLi2IiJgO2vwR1v+sYRdkmBV26DlgSRAI9MgvgI+OdUsNVAegrpNR5i9ZXYenbHPLEn0ZM7oQvRGpj8p37oI02UvrYWU3EZ1qEpRF/VhYJVO/H0jKfD7SOx3/w1rk/XUa1FY6YaK+V4MePUh2MY3hk1txJdejTWR8/HOKwDnJcBCZHw4WLfSW4aDg9c4vvvf18HaTFoU5agOb3UaBFU5ymHK6oMVOg6ENE7Hu2AG4fLgGLUY7JV4/QY/K2IJqOX2LPiiXz2KkzDO2B/5AdcX2xA86h4i6rR12u10NBQ8GBK8GL64BZqVpegTduOPtyIaWQHdOFGLBYzFatKcG4oprLvJMwXRmIqLsJBGOWLqzDm2Agb1Z64v56DYtJT8fRSar7eimLSE3HvACIfPofIjYWUPvkTzlW5WFJNxD1/AfqLuge814bO8cT+eBv2vy/Bs70Y49ltiXh6BOridXif/A5vXgVVahwVtCEiIwy9CQw9kwh/cjj6DrHoga5LL+PQ39dQ/Us+SpEN3F7cGNCNT8F0s+85wNg2ioy9v6Pq8dl4Z20kXCnHfOVgePLKln2vjrU7R4PZAG/NBbsTrjyb5IcnYnhtExWfb0cx64m9oxexd/Y+8rEa88KN0CYGPl0KBh3W20ehqFE4X/4JbA6cgy/ErFWg7MiDs7vC01ejRIcR9c21VF7zFcrBCvS4/d2VtdREtNcvR7n6RQg1FMRshL9cDhf2aX2ZhRBH5aRlbV21ahW///3vadOmDTNmzGhynGTtsUJlZYWms7ZOmTKFd999lzFjxvDss882u/zbt2/nhhtuOOJ2N998M/fff3+zj3umyanSyLdD30Qw6hsP5rZs2872SjMDumXQIca3XXaBm/cXOdBrGpcNtdCno8l/zEM26JcElTnVqG6NxM513Z/eXq/y9M8qPTbm0COvlE8HdaU8LHgsSEMR1U6m/fXboOV5ceHc/PikI+6fVlzJ+69M5+sRvSlOiCQnJpL16Ql4dTra5Zcz5fXviXI60YAavZH/TBrKz73bYrbouKKqiCd6uEm5qiNKg1ZXTdMo+/4AJd/uQx9pJP3xfphSW55Vr2Z7GZpLJaxP4y2qzSFZW08/UgN/emn4ealFNtR9ZXi2FOCeuxN9ZhKWO89Cl3b0vz3n7J04PtuIPi0Ky20DMHQLHCKg2px4thTiqdbQp0di7hLbyJFAraih+oVlaHkVmM7PwDS0DYrT5cscexxzIRwLmkfFub4QfVIYxnZNj1wF0NxeqjeUYEy2steeC8jv62hoXhXPmlxcPx/Eu6cMffcErDf1Qxdp9vUaeHc+LNkC52TCdcNgfxF0agPxobtEN0Xuh6KhYuX/Gl2XoDU/djgTnbQmh4EDB5Kenk5OTg7ff/99szK3tsaECRP44IMPWLRoEXv37qVjx46Nblt/+o/a1shBgwaRlpYWcvtZs2Yxa9Ys7rnnnlZnlf2tS49USG/GfV6vQM9opz+IBMhINvLMtcFzutU/Znz74IDqd/10/K6fjl+nmVjwsg27qel54QweL91yislOisFp0PvnjKxldTbd5z+p3MYlq3dx+fJtFMRE8OEFfdAUSC61Y3R78Zp1HGgTw3NXDeOpT34CQPHCQ9/9wv99t4zuWaOJn5jR6PEVRSFufHvixh9dkgZrZuMPgEKIU5cuMQJdYgSGwW2x3Nr8REDNYR7bFfPYro2fO8KMaUhbmpNWThdtJeKfo49d4U4gxaDDMqj5yeIUo57wQYfH2UrOlqOm6HUYh7TFOCREDy+z0ddt9vfj6pbVm7NZiKMlYyFb76RFPwaDgccee4w//OEPvPDCC+j1esaOHRuUwMPhcAQNOm6JtLQ07rzzTqZMmcKDDz7ICy+8QPfugV1eNE3jxx9/JCsri5dffhmHw8GcOXMwGAw8++yzxMeHbsEpKSlh2bJlLF26lJEjR7a6jOL46D4ykVlvZZNcVU1ObOPRbP89+fzn3fm49DpUVUfD8UDTz216jqpqs5ERG/axKyWOb4b1oP+ufP743SqSyqupMRn4angPPhvdm3WdkwP20x1OQ+HcF5w5UAghhBBCiFPZSW1GGzp0KM899xx/+9vfeOqpp/jf//7HgAEDiI+Px+FwUFBQwKpVq7Db7fTv3//IB2zE7bffjsfj4b333uOmm26iT58+9OjRA4vFQnFxMb/++iu5ubn+KULmz5+PzWZjxIgRjQaRABMnTmTZsmVkZWVJIHkKskYbWXJJL7ptKiY3Ohytka5VXfJ8YyJNXhUNFQ86CiPDsVlNzBncme+GNd395a7Za+lUUE6ngnIG787DpejxaHpAwerycMu8jexLiSE/rq71VEHDeDiVffTIFo7JEkIIIYQQx4S0SLbeSe+POXLkSPr37893333HihUr+PHHH7HZbFgsFtq0acNFF13EmDFj/OMgW0NRFO6++25GjRrFt99+y9q1a5k+fToul4uYmBi6d+/OXXfdxZgxY4C6uSMnTpzY5HGHDRtGfHw8K1eu5NChQ6SkpDS5vTjxJg2L4A/usEan/oiyO7js57p+SQpQGWXhrqcnU+n13VgUtTY7YrDe+wq4fEVgvyaT5kVD8SenABi+fj/TzutKRZyZpFKbL6m0AulP9Cf8KMcsCiHE/7N333FWlGfDx38zc/qes72wu3RYehNQNKDYUESwm6iJGrvxTUxiyqPpeZJY0h5j1FiCmqbGRlWxd6QLgvS+7LK976kzc79/nGX7Lgu7lMXr+8l+IlPvKeecuea6ixBCCHG0HbFActGiRV1eNiUlhZtvvpmbb775sPbVUSc8rQ0dOpS77777oMs99dRTXdqew+HgjTfeOPiC4pj59kkae2s0Hl4DkVbDKeoo/vTEm/Spajnu2+nPTqP4fAcvblH8ZlEd2xztDVseN35XUbvTDewWgWTY5eA0R4jLy6+idmUpoS1VBE7Lwjvk4J06CCGEEEKII0UykofrmGckhTiSdE3jj2ca/O9URW1Esa4MPiuO9/g6YwDs/9osqn+8lNr39uPK8jLg9yeTen68sf+1ozW8n1RyZU3HgWRBWvuBYPNBuC1d47VTh7Krbyr3VCqGnpxB4OSMnj1QIYQQQgghjiIJJMWXgs+p4XNqnOeH8wY2Tc/t5yH3uY7bt2aEo/giMYLu9nt+/XDMADb3TWPEvvLGaSWJPjb1yWREfjmFaX7+NWMsm/vHu9R/4nOb309vO56cEEIIIYQQvYkEkkJ0wuHROXvVXhaPG9LufMvQ+c5ts7h42WZG7y1hV1YKL08dSZXf2+7ypcEjWVohhBBCCHEo2u9FQ3TF8T1CsBDHWMbQAGduLyC5PtzhMkGPk+fPGMOOrBSeOW9Ch0EkwOwhUg9fCCGEEEL0fhJICtGJIWekkzMmkTs++pyMmvp2l3FYNj9eupZfTdEov03nT9M1Ts+FZHfTMjpw50SNy4fJR04IIYQQ4nih4n3pt/snOidVW4XohOHQueKvJzHqtSJO31TIzvQUFvjS+agQ/E6YM0TjD9MdpP7PyY3r3HVy/A+gKqxYVwpDkyE3IF9IQgghhBDixCCBpBAH4XQbjL80l/GX5gJwxyGsm+zRmN7vyJRLCCGEEEJ0j2QeD5/UsxNCCCGEEEIIcUgkIymEEEIIIYT4kpKM5OGSjKQQQgghhBBCiEMiGUkhesqOInh9DfRJhotOBpfzWJdICCGEEEJ0QtpIHj4JJIXoCY+8zuoHVrB00MlEHCHGPPgs5zw3B2e/1GNdMiGEEEIIIXqcVG0Voru2FbLy96v478RLyU/pS0kgg3fTT+L5G5di76851qUTQgghhBCix0kgKUR3ff9pPh48BQDNtgnU1JFSUcVOlUb+tKexK0MoWxGuibHuv3t4/76NbFpYgBW1j3HBhRBCCCG+3FQnf6JzUrVViA4opdizppri7XVkDfXTd1yA3R+VUVMYou/kVDJHJAJQ9+FeBg7IJK9kBxVaKjWupMZtrDRSqP3m63xYlYhVZx3YMOtfhDX/3MU5f5jItvX1+AIOxp6WhMsj73aEEEIIIcTxTwJJIdoR+XQv8+7ZSGmtgeXQCXtdpEZDRKJN76fGz8nmlGf/TUJtKZdueL1x+sc5p7I2axwARf5MBn+yEnPAKVgOA9Mw8IYjAFTurOP5r35CUZ8MbEPn9X/t51v3DiGtj/voHqwQQgghxJeUdLZz+CT9IUQr5o4Kll72JtaOOlyRGJqt8NZHCMXAGTXxhKMArFu0H7Ujv83Xz2n7V+CNBnFGTHTLpjwhCVDYmoanIYg8wGFZZBcUkV5cRqgoyGv/LDo6BymEEEIIIUQ3SEZSnBBs0wZLobuNltNro1Q/uY7I+jI8U3JIvG4Uuq/zYTk2/HoVX2TmUJ+UgDKatmeYFuM/z8cTNQl6nOwYnIGFA2gZHFboaWTm14MdQgElybmgaThjZrvvvBy2jbumjoS6enYs04EBLeZbpg0KDKe89xFCCCGE6FmSkTxcEkiKXs2O2ez88UoKn9yCHTJJG+5g+H3jcF08AbusjrphvyapsgANqH0mhfy/Tab/quvQnEa726vdH+LTz6KgaS2CSADLYbA/J4VBu0vxhWMM2VVKBB9+6huXMTFY5TkV7HjQpwGJVWEibge1yR5sTUNTCq1ZC27LMPBXhwh7HPiLq5q2FbF4+/db2LEwH0yb3DP7MPPXY/AkyviUQgghhBDi2OqVgeSuXbt46aWXWLNmDUVFRQSDQfx+PwMGDGDSpEnMmjWLQYMGtVkvGAyyYMECPvroI3bs2EF1dTUul4vMzExGjx7NWWedxRlnnIGu60yePPmQyvTYY48d8jqi+/b8di37Hvyi8d/lm0w2XPIWJ133MeHXd5NYWdA4L5EKtM9XUp6dT8rvzsK47fQ22/v4gS9whqKYfm+7+4u4m4I4XyjGHt9QEqI1eMx4VrLMyMTUXG3WC9SGqU3zNfYCptk2uqWwNQgleLAdTkat3ctOp4EVtdnyZhHLHtuG2lSOT8WjzooFO1lYHOSrz049nFN12MKVEfYvK8WX6SVrUtpR3bcQPWV/neLjAsWgJI3JfeTtsxBCiDhpI3n4elUgqZTiscce46mnnkIpxahRo5g5cyZ+v5+6ujq2bNnCP//5T/7xj3/wwAMPcNZZZzWuu3btWu6++27KysrIyMjglFNOITMzE8uyKCgo4KOPPuLVV1/lzDPP5I9//CO33HJLm/0/99xz1NXVcfXVV+P3+1vMy8nJOeLHL9oq/NvmNtNqSKPon1vIYn/jNAVUkkkV6cTK3Wi3L6Tob19QNmUcw64ejD/goDaq2PtWIQ7AGYm2u7+Uyvpm/1JYHpNKPYn8lFwM22a3ZyCu4rbrma2ym0rXCTsNQl4PurJRhkHU4ySlNsJjZ7+LFbbw1IRwqqbUpQbULi/m+W8ux5XqZvTFuQyfnnEIZ+vQmCGT93+0ir1LChr7wM6anMaUP489Yvs8VuprTSpKYmT1deNySxXinra/yqKsVjEq18DQj+4P9mOrTf5vjWJbtYbTtPDFLBxJTqb20/j+ZIPp/eQBQgghhDgcvSqQfOKJJ5g7dy7Z2dnce++9jB3b9oG2qKiIp59+mpqapoHgt2/fzp133kk4HOY73/kOX//613E4Wh56NBrltdde45NPPgHgtttua7PtxYsXNwaSEjj2LDtooTnaf6ArX7KP4hd343Br5NwxCv+YFGzTxqo3iVUcaJ94IOCKb8OLSfMRgIoYQBk5xDAw0YngpM+6HXi+2MeWJweiKR2la2SkeKhMdmO6WlYfDYRrmbptBTnlpVSTRjnZuAgSqAhj4cNMdlBKKpGwG0O3MFoMEamoSW2b4bScDpTDwFI6RiSKqWsUZKcQczjBD76qYJt1dKXYsyNEtFDxxYYdZDyTz3V/GYvvMKq7WlEbO2rh9Le/7qvf/JiyVeUt3tMVrypn6z/3wFfi/47Vmdg+G/04a7+5d1eYpR/UEArZTJkWYNTYhDbLrP6khi/W1FJeGGXfjiAxW0Nz6Qwfm8DVt/YhJa3pvCz/oIotG+rx+gzOvCCVjD5ts869RThsYxgaTmfTla0JK7xOcBpN00xb8dRaiw/2Koamatx2kkFOoOOg6/3PQnz8RZQEt86sUz18Umjz1pYYBftNdhaa2ArSEjROy9YZk2Nwyek++mcd3k9QNKaImTYxdJI8oGlty7Wh0OLCf4TYWwckuxlTUs2QinoMBRFDY1VpMmfv9LLkcp1TczTcBrgMjdqIzcOfKTaWKyZk6twyTiPRrVEXUTgNsGz4z/IIq/eYDMrQueE0N5mJ7VeV7+jcHo8+3WPy9KoYADdMdnLagJbXpjqiSHCCo9WLgIipiNngd7WcHrUUZUFFuk/D1cmxh2MKW4Gv1fq1YYXbAa4OfheEEKKnyHiRh09TSvWK85efn88VV1yBrus8++yz7VZdbc40zcZg8dZbb2XNmjXcfPPN3H777V1er7U5c+awf/9+Fi5cKIFkDwntq2fN1z+kalU5ODUG3JjHqN9PRnfEA5Pd937Ojp+uaVxewyZ7mo89ewxilVH8dWGSCOEh/gAUxkk9LiaxHie1OIlgobOJydTjIUZTcKBjMYwdKGATwxurNhRm+Sjqn04kwQNAcqiK61Y/i88MN65bThabOQkv9YxlGdv9g/ks+aR4GW2FO2xhxBQJZgTlg41D+rU59voEL6bT2bB8GHfEJOxrGvojubgSVyTWYh0FFA3IwnI23aMDh3s5+ap+FO8Mkp2XQN4pyWidZH1sS/HRPavZ9nohKmqTOzGFEdcPoWpHHf5sL4MvyGXZ7zew6d87Mey2Xw+BwQn4LjIoeTaIWW7jSDAYc91QJn9vZLsP9EdDOGix5uNq6mosHD6D558tI6Z0lKaBUgwd4ubr38xg/echEvw6S5dUULqn6XqamoatNwXDugY3fCuTpBQHT/xhH+Fwy/Pw1ZuyOOP81KN2fIfKthVr1obYtj1CKGwTjVaQk23zxaYkPt8QxuXUOGu6n1NnJHHTf4Ms3WvjNeC2U5x8Z5LBJ6vD3LVep6yu4Y2IyyAn2eCBYTESnZA3xsvb+Yq6iGJCGjzxfDVlVXbjj7HXsikzdPa4nXha3UK6UmSbFh4DHv9hKqMGuthQbLNwi0WyR+PqsQYp3vbvI9NS/OWVOv66NEK+w4GtaaT5NB65xMPXJsSD+/qQxU+eqObTLTEUUBhwo7kNpuyrbHmOgCV5WSi3QcQGvxPO6Quvb7OJWoBSYNtkJ+t4sdlZauG1LdKdUFlpEnLqWLqOhuKWKS5+MNXFf1ZE2FZsMa6fg2nDXfz0PYsP99i4DTijH/zzchd9Ogk6AXZVKR75uBinrvju9D6kOhXLVgQpLTMZPcrDiGGeQ7sZuuDJ5VFufSXcYtpvZrpx+JyUhxRv7VGsKwWfQzEjV/HkBU5SfPCjD2weX6cImzAiFf47W2d0hsbNSyye+UKh0NBRnJ6rcfYAjfMH6ZzSB97Zq3hjp83CTSbbi00Im1wywuCJryZQH1Vc9596Pthh4jLg8gkupo3yUhnVmDNEY1xGz3/H1IZsXl8doarOZvpYN8NzD+0Fx+bN8ZoxI0aM6PGyiZ4n10u0tlf7XYfz+qufHsWS9D69JpD829/+xty5c5k5cya//e1vu7zevn37uOSSS3C73bzxxhttqqQeCgkke97bQ14mUhRqMW3wXaMY+ZuJmLUxPs58DivcIr1HItUUJSdj2w5ya6tIUC2roUbRGM4WNBQGISw01nEKEVxtasEnUc1QdrGNQVSSAkBVsptdQzIIB3wAnLf1bSYWft6m7J8xjRx2k8U+3so4h1J322qmDidM2LObD0ePpN7b9ABoGgb1fh+6beMJRdAA02FAs0DMFQyTVFbTosxRj5Pa5ACh5m04lWqxXt6UZL76q+HoHWQBltyxnJ2flDX+W4+aGFbTOfZlegiWhEGpdgNJSwP0thnIr/xiPKO/MbjdfR5JFSVRHvrZLqrKTQDqHQ5irc4lxNulKl1HU4qEaFOAroh3eNSGUhgqfl5an0kF3PtEHknJx1+lDstS3P+nYtZ/Ee50OQV8kJtEcbTl0U2sDVLgdpJsWgwJRXGgyHc7qTYMTq4LUWkYvJ+cQPTAPaAUwyIxMk0Lp22THok1jiv1WYKXWkfbc5thxvs7Hpzj4Ozzkvh/r8U48EuUmQAf3uhmeHp8K8Go4mdvhHl+bYxYTBGqs6h3GPH7vtnt+e3T3eyyXJS8X05I07DQ8MUsaj0OkmybfjWhNuVYk53E7pSGbLWtINY66iX+VqHx5NpQHUazVfwlRTNe08JlqcZzG0pwEWv2wgfbRotZBNwa0wcb/P4CNyMyW56b+dtsvrrIJtbwcUzRLL62v5TKUrNxmQtnJnLt1T33EkMphfuntcQswNDAoUNDT9Gketp8jgB84ShXneTiqU0tpzs0+OYYjb+v7/ixYkw6bChrZ0bUxOU20GybSFUUgs1eoiW6IRB/yfbQ2TrfmdhzNSDyS02u/78qSmuavgN/fLmfa8/ydXkbEpj0LnK9RGt7tHs7nDdA/eQolqT3Ob7qo3Vi3bp1AIfcoc3atWsBGDlyZLeCSNHzyj4oahNEAuQ/vR2AcH59myASIISXPmYplgN8qm1bRhc28abTJhZONLR2g0iAMPHgzkvTQ7flNNBQaHZ832nBinbL76WOiFfntWEzKA6031axIDONeq+HM77YRGIwhKVpBL1u6v0+0LT4OJWtV7IVRjSGbeiEAl6ibicxl4NQgoeYx4VhWS2Xb/Wgt215FduWt8y+NB5vTaxFEImt0K2W5zhYEm7cbuvHQbud/R2wfcHedqcfaW++VNoYRAIoXWu3jEqP95ir2zaWpmHp8YyS3ZC1bI+N1u59oynFklfaexo+9pavCh40iASocBhtgkiA3R4XyTGLCfVhAraN11YMC0XpEzVRwOd+T1MQCaBp7HQ7sYGkmNniR8XRwXlNsG28ts3OIpMfvxVrcfpL6uEX7zZdz1teCvF/H0XZX6soC9NuEAnw8EcR3v8siGkripI8+GLxz4k/bKI6qLgUNZqVtu1XTds3CIYOXmebIBIg0uycaIAr0nQM8SDVRqFRE4FFmyzOejJEfVQ1W0TxvfeagkiA3P11LYJIgNfeqKFwf8uaCt2xPN+MB5EJTkj1xoO2VG/83x0I6gbPfNH2hJkKnlrf3ols0m4QCeByEFUaEc2AFC94mwXhzYLKuz+0qY703Pvvv70ebBFEAjy0sI7qYOfHIYQQohe1kSwvLwcgMzOzzbydO3fy1ltvtZiWk5PDnDlzGtfLyGj/Qf+pp54iFmv5o3zNNdcQCAR6otjH1IG3bserqg9K2p1uhmJs3rwZZdo4iRKjZXu0RGqIoqEaAp32HvRdVKKjUBjUkNyqBWWThIahO+qIZyUUkBKtJVzvJBoKYepOKlzpDGBfi/UUGuXONJac9BUiTjeeYIT0/RXx7SuF245R6/US9bioCPhJrg/ii0apCPhxh6NoxKtS6rYNSqHZCh1wmBa+qjp0pYi4ndhOBzFvy+M3nQf/2K5fugeV2vb8Vm1qGbhrtt1pX2W2rqGpeOCkNOIP0B0EkqFI+Jjcc9u+sA6+0AFawz3Q/BgOUh23vXtMAzasqWT8V6q6vu+jZOUqB135au/sqIeG276g6duQxa1sJ8NoahphTcPVKoOdG43Fl292jr22jVfFQ7tKTaeunX6tlu4Os3nzTqoiGv9dl3WQ0jaxwhblfjfeaFMQoAF6xMKm5ZvTeqdBUbOq5G1otH9vOLr2/tUwmwUiVtugpKhW8chbe7loSPwzWRYx2FPTsslGaqjtyVEKPv5kF+PG9Eyg838rUsDth9bj63o6uYdUPDZuT4+FXwkuCJltJgdNeG3NHk5KOfjLkq5Ysy0JaHlPh2Pw7rKdjMxpu//2hELxa3i8/+aKOLleR49kfU98vSaQ7MzOnTt58sknW0ybOHEic+bMOei6Tz/9dOOXygFz5sw5IQJJ0zTRdR292ZvySCSC29308GRZFkqpFu1CWy+jlMI0TZzOpgeNWCyGw+Fo0Sau9XqmaaJpGkazaoPNl/Gdkkh5O+V25nlRSqE5NIbqO9hsD0c1PAK6iNKPfD52TQZNI6i58LfKSmpEm/23xoG8Wutg0kmUHIooJ4Ua/ERcOuUZfvYMzWrxAFlS1o8wW/HQ1PnNfgayNzubiDN+LGGfm7I+KYwo2MmU0g34zRD1Ti8fO04iqT5IxOFgf0pyfLuahrc+FC+HpfDWBrEdBraho5kmesNDdkVWKo6YRWJts3EqDYOwp5OH3waJ2Ua7182ZocWfphue9tTBetDUtHgA2YUH+fQz/fHr1nDulFLEYjFcrqZA+Ejck6lZGuVFzXq3VapNdd/m4tmklk/B8UC5afnGe0XTGrJlzc6AAk2B09UyxDxePm+ZGZ23wTsgxbRIsU0q9ZY/A4PDUVyqbThwYM9JpkWJq2UwZSiFWylimoarWXox1bQYGoqwxefBrRQB2ybDtBq357cs3LpNxG65vSGBeCdaUUvDUl1vE2fqGpoGwVbjxFqaTonLiUsp3LZNudvJF4kJ2M2jIQNo/k6io6SXZbe5XwBcdstzZnehd9qQqTVet2QnpLtNyiJN16Pa4yS7LtJmvcxMRTQaxel0dvvz5sYC3yE+CkSseB13X9uguu2n6zA1P7/NsqMu3WZgQrTHPm/9Uk0KKlveLw5dkZ3UMog81N83ANu2sW27xf576rody9/u3n5szX+nTrRjO96uW28hw38cvl5ztVNTU9m1axelpaVt5p177rmsWrUKgMLCQi666KLGeWlp8XHvysrar0/z0UcfNf73gU55ThRjxow51kXo3Aiwrqqj8PndjZOMBIOvPD+DhIHxQN766mACz6+ijHScxDCMGGv9IzF1ByhFSBnkUkIN8eucRClZ7KEePwFqAUU9iRjYWBiohkpuXkIkU00hOQRJwPZoVCV7KRiY3iYA2Th4AGOLhuClGoWiinSi+PC7aoGmTLfDYTG9aDWOhofwhFiI87YuZYtvGO+OGxtvc2eaKE3DdBgYpoW/up5Qkg/VWMXOhRGOgoKgz4et69Qn+PCEI5gNwaarWdVWTYOMgV5KdjW9DOk3OsA5XxuJ0UHmJHajhzV/3xH/h65jO3T0ZtmThCwPiQP87F/R9aqbo74xiKl3Tejy8j0p+cYID/10F8G6+Hlx2Ao0G1PXaR6DHPhPraNm4So+rmfjklr8B5WGYLLhJxajYf1zL8phxIjkHj+e7srLs9mwsYgdu9pms7L7OCgpNfG4dc47J8C1fZzc9kKI/U4HLqUYHowwJBylsxzvmPowHzgdWM0+J5kxCwOocDrIjDa1kVRAWNfIjcVIaSeF5XNp/PxMFz9rVpU14IY/X5zGiJwMRgBTl9Xxye7W1blpN1oxfU68NSH2JnvJqAnjizatV+Z2sjXR1/Lz3ewz4jI0Lhqt8dJGu/00NMTTcCETNK2hnWTDuqjG9pEHGCgGBBR7amjYZ8v5LgNuPasv2YlNZfijbXPDkqZOi3ZlBpgYDRGsaTqOM6YlcOYZA9sp3OG502/xr3/EOn0a0Ih3nIMVP36Pskl2aBRFrfiBNHBqigsHa8zf3uriNDvn/QKQX9uFgoUaagr5XfHsZIOfnOrgtHHDunJoXfKjgMk3H6ykNtRU5pvOS+DUSVld3oa0uetd5HoJ0XN6TSA5fvx4Vq9ezapVq7j44osPaT2AjRs3UldXJ+0kjzMT/j6VnMsGsOWljTj7uJh412m4M5o6pdEf/jq+yiC5b3zBfiOLz1PGEcKJ7tYZMLMPvrnbyGEH2cQDo+bZxjgbBzGc2OioxjZvNk4qSUMn/nin6xaZVhk7nbltyhhxuYg5nThiAbyUk81ubNyYlRE25jZ1LpNXuqcxiDxAA6J+hanrpNbWEXU4GjvdccQsYl5XsyAyznI7sWwaexGNuZzEGoYj0S2rMZDUlOLiHw5hxPR01r9TGu+1dWgCY85O7zCIBDj1OyPIPTmd3R8U40lyMuKSfpSvr6Tg01L8OV6GXzYAT6qbJTcvJf/DdgbFPHBtfDD86oGM/8ZwArld75iip/Xp6+Z//m8Iy9+torbaZOiYBD7+qJZ1a+qJ0bIqrsMBQ4d62N2qiu+BatK2puF2acSiCqdT54xzk0hJNljwXCmaqdAbgshAHzenTEs6mofZZS6Xzi9/0oePl9azZVuY+qAN1DIiz2b2rIHYtkJvli1bPsjFBx/XoxRMPS2Vmhqblavr2bw1QkFhvP3ikEEuvnZFMl9sjGBaip+P9PBuEdRGFPtrFPO/gP1Og0FpBueM0tm+Pkh+pc06y6DC6eS0DIXaGWoRm8WAWV/xcvd0J1P768zfbJHi0bjhJIP+yU3377+v8nHVs0GW77XQNLh4lIOvjXXw4Kcx1u4zicTisczZw12sCTnZ4nOSHomyIytAYiiGL2JSr+tUOBwt7gXdVmRXBhmW5+GW0xx8dbiOoWu8PMrm9jctysIaTk0xJMFmZ5lFNKogZoLHid/v4OvDFU7TJNWnc8PJbkprLJ74KMyuUotROQa3T/cyMtvBst0xXlwXY/V+nZUFNsEYZAc0Hr3E3SKIBLh+jM6YdI1Hlpbh1BXfPz2DXHcO739YR1m5yeiRHiZP7NnP2uS+Bn85y+Z7H8c7ozog0weX5UG6V+P60QZF1RavbLBJcOl8c5KbuqjimucjbKwwwW0wIUvnxSsc9AtofOM1m1e2Kmyl6BfQuGK4RsyG8wZqzBwIL26Ft3bblIU0cv2K0ekaj6xVbKkApw5X5MFgh0591Mu0IU421uqUhRQXDdE4Z0DPdu0wLNfBKz9JZf6yMFX1NmeOdXPq8N47vI8Q4nBIRvJw9ZpeWw8M/2EYBs8++ywDBw5sd7kDGcmJEyfyxBNPAE2ZxltuuaXd8SEPOLBcR72ySq+tR87B3hCqwsr42/DcFOp21eFOd+NKcrHJ+A0j7fVtlg/jwdPQgY6Jg3WchkXzNkDxigwaCg3FoGkOgqE6/u0/pfFh07AsnKaF24px2YpPSKQAByYxmgKID4ZMYH3uEJSmM2HfRs7ZsbLtsaUMxKjz4InFsy5FSUmsGjoIzYzv22qnzaNt2hQOaHuP6ZZFQiQCKL7xm2EMmpLW7vnqCWUbq1hw5QfYsbbVHI0kjdz/F+DUSyeTlHR8BlTVVSb1dRZr1wbZvDFERqaTGTOT6NPHxZrltaz8qIaKCpPd+6IcSFydfGqAm2/LpLLcJJBk4PPFsy3lZTGWLCinMD/CiNEJnDMrBV9C16qQHg8O9w18VbVFNGqTmdH5OKVVIZvSOsWQNL1FkFpUYxMxYUCqzvyPg/zl+WrMWLwK7Mg8Nw99K5lAO9Uj27On0sbtgD6BpuWVUmwvs0lP0Ejx6UQtxe5qyPVDRa3Fo29FqCiL8Wqlg4JYy+uVXR/hjGzFM3cm42k1hmHMUuxq2E6CSyMUU+RX2eQkahTWaeQG4tMPVV1EUVijGJyq4ehkbMVjkTHZV2Nz33Kb7VUwLkPj+5N1cvwHP8Yd5TbJHo20hJbLlgUVNVEYnNz187S9UpHqgdQOhn85XkmGq3eR6yVa263d3+G8geruo1iS3qfXZCT79evHDTfcwN///ne++93vcu+99zJ69Og2y9XWtq0z86Mf/Ygbb7yRp556ioSEBK666qo2dbhN0yQc7pnG+6LnaTkpjf8dGNLUfjU0ZjixzzfhpKlqnI1GmAQMFFHNxTr/GLwRC3c0RhQXDkx0FCYOXP389Ht2JoFp2aQCU69/n6W7NCbs2s3Qwv04bBvTiOcw3VQRpk+Lck3fsZaT9m2hMJBKtSsBS9Maqz4CKBTeGtCtpvL1qa5mWGERm3NycEWiWO08o3uViTMSJeZu+WbcHY2SO8zHzO8MJmf4kc2up49KZtYzU1n72FZq8uvIOSWD/mf3IWKFKdT3oB3nA4UnJTtISnaQ09fNrNkpLeZNnBJg4pT4fVRfb7Fje5j0dCc5ufHznZXd8rynpTv5+k0tr/2XQXKSQeuOSNpdzquT7G07vU+zjNsl03zMPMXLZzuiJCXojOrfeXDa2oCUdtrjaRp5zdqEugyNYQ0jYySkObjvqvj3fNS0GftYjK2l8ZcibmUzdaKH565xtzv2qbPZdgC8To1hDfsZdvAmyh3yuzWGHYFxEHtC30SdR2YcerZvSFr766T7NNIPMXk6NOX4PDdCiBNbr8ioHad6TSAJcNttt2HbNk8//TTXX389o0ePZtSoUQQCAWpqasjPz2fVqlXous6ECRMa18vLy+Ohhx7innvu4cEHH+Q///kPkydPJisri1gsRllZGStWrKCyspK8vLwToqOdL4th/zqXdeP3MZQtJFFJED/F9MOpO9kXSGSXnoqpG2RbFWRH2/ZimnTvGXinZQNgVYZJ/+96ZptR/FZTBxcOSxHBQ/yrpu1DdWIkxM4Um8/7DWPq/k8AF/GPloWNQrfafsyyqqspdwRIqqhnV14mdrOqqBo2t62dzROXLWVvCKIuJ7ptE6itY2QgymUPT+nmWeu67JPTyT45vcW06upq9q89NkN9HAkJCQbjxicc62J8KXhcGqeN7EYkdphcDp0t33bz4V6bz0sUk/ponNa314x+JYQQQhyXelUgqWkad9xxBzNnzuTll19m9erVvPbaa4TDYfx+PwMGDODaa69l9uzZbaq+nnTSSbz88sssWLCAjz76iGXLllFTU4PL5SIzM5NTTz2VGTNmMG3atBa9Uonjm39cKgMWXcH6Gz4mVhZGczvo9/3R9L13IoENVRTf8Sk1m6opS0imn1WB0WxsN8foTDxXjGr8d2xfHSpi4aXtGG0KnVrScBPGxtNiXoGRRqQ2mQFby9jlGMzQ2BaMhm5RVatlDwi63ZRmJdM3v4pR6wupSEsg7HVSE3Ax8or+ANz4n1N4/fblFKwpQrNs+gz3c/ZDp3b7nAnxZXVGf50z+h/rUgghhDieSK+th69XBZIHDB48mB/96EeHvF5CQgLXXHMN11xzzWHtd9GiRYe1njiyMmb3J73kasJ76nCme3D441XmksemcM5Hswjuq8eZ5EKvDxN8aDnmhhKck3PwfWcKmqepep17eApGpg9K2q/iXEEGWeSjYaAa2lsWGJlsdQ8EBc6IzXbnSGq1JCZHlwHgJIyTemI0ZbwUsHlAX2pSEgh7nHjCMTJL6gi7DSKDcpn2w3hw6/A6mPOPqUSqophhi4Q+7dQdFEIIIYQQ4hjolYGkEK1pmoZ3YPtVkn19G4K4gJPAved2vA2XQfbjZ1N05UIMs2Uw6SRINptZq00mihs3FvWan3JvEkarYQ2KHTkEYz58KohluHBdNIL1Ky2yqqoJu5xs7t+Xgox4ddHmY81VjsjgutfOxultWX3Wnezi6FcGFEIIIYQ48UlG8vBJIClEM4mXDMW37zbKf/AeoVe3YldHMF0WabG9RDQ3A4y9hKOphM8ci+P0YZT9ZTO07dSUqObGp4IYD15H5rdnUfKNZaxq1UQzUbPwY6PS3CRdNZRpD50i1aqFEEIIIUSvIIGkEK04shLI+vdsACr31LP1jf1URU0G15UQqKwmccYwHOcOB2DbMzugvOXA7x47RKJdFf9Hv3jm8etPncJLP9/E9rW1KAV9R/q55O6hpGRPPWrHJYQQQgghWpKM5OGTQFKITqQMSGDKrUMb/tV2zKmUWX2pen4Xzli8eqtbhTkpuiI+vMiAPjhmTQTA4dK56oHRROpNzKgiIeXQhj4QQgghhBDieCL16ITohsk/G08oxUVtkhPNG2QoG9AMiy2BYfD+/4Kz5bsad4JDgkghhBBCCNHrSSApRDf4+yZw7stnodw6Vd5klqZ9hdezZqIevBHHwPSDb0AIIYQQQhwzqpM/0Tmp2ipEN2VMTOeSFXPYPW8PZr1Jv5m5JI9MPtbFEkIIIYQQ4oiRQFKIHuDN8DDy1uHHuhhCCCGEEOKQSGc7h0uqtgohhBBCCCGEOCSSkRRCCCGEEEJ8KcnwH4dPMpJCCCGEEEIIIQ6JBJJCHKK5623GPG0y4HGT771rYSvp10sIIYQQojdSaB3+ic5JICnEIfjjSoub37D5ohz21sJf1igGP26iJJgUQgghhBBfIhJICnEIfvVJ24BxT53GgyutY1AaIYQQQgjRHTKO5OGTQFKIQ1Bvtv+18oP3bbZW2Ee5NEIIIYQQQhwbEkgK0UV/XGHS0VhDSteZ9E+LipCiLKgIdxBwCiGEEEKI44e0kTx8MvyHEF1w25smT3ze+TKhiM1Jfw2yV3fjVjaX9rd5+EInaX7j6BRSCCGEEEKIo0QykkIcxPpSddAgEsBhKfbqbgAims7z+Q4yfx/i9h9tZ9uSQiK1sSNcUiGEEEIIIY4OyUgKcRCLtnet7WPE1fbjZAfcPJ7Qn4Xv1XLG4xs4e08hQ05OYfLdY0kaFOjpogohhBBCiEMgVVgPn2QkhWhHYZ1idZEiZim8zm58wWgaGDr7M5L479SxfOtrM1i4xWbJNz7CjEhPr0IIIYQQonfqsYzkjh07eOmll1i9ejXFxcVEIhFSU1MZOXIk55xzDueddx4OR8vdff7558ybN4+1a9dSVlaGZVmkp6czevRozj//fKZPn87q1au5/fbbD6ksq1atavHvXbt28dJLL7FmzRqKiooIBoP4/X4GDBjApEmTmDVrFoMGDepwe/n5+Vx22WUopbjjjju48cYbD6k84vhVFlS8u1cRcMFLW2w+KoBIxCZ5SykO0+KL/plEHD2XuLcNnYcunMKelVtYce8+7v5eXzJSpA2lEEIIIcSxIN0jHr5uPyErpXj88ceZO3cuSinGjRvHKaecgtfrpaysjJUrV/LBBx+wePFiHn30UQBisRgPPPAA8+fPxzAMJk2axOmnn47L5aKoqIgVK1bw1ltvcfHFF3PTTTdxyy23tNhnXV0dzz33HH6/n6uvvrrTsj322GM89dRTKKUYNWoUM2fOxO/3U1dXx5YtW/jnP//JP/7xDx544AHOOuusdrczf/58lFJomsaCBQu44YYb0DRJgx8vlFL8aZXi8XU2VREYmgw/mKxx2TAdvYPrZNmKf2+0ufUtha8qxKnb8jlnwy6Sk/1kV9bhNC1emDoGU+ta0r5vWRXFyQFiji4EhZrGglNGAPDk4zHW3qwYnC61zE9ktmVjhS2cCc4e22asLobD50DT297jylaoYAzd7+ry9pRtQ30ULeBpf18Jjg6/95StMEMmFSuKKV9TgT8vmazEIK5P1qP1TYcrvwI+d5v16teWsvfW9wl/UYlrSCL9H51OYFp2l8sshBBCiGOn20+vc+fO5e9//zt9+vTh/vvvZ8yYMS3mK6V45513WLRoUeO0++67j4ULF5KXl8f999/PgAEDWqxjmiaLFi1i3bp15OTkcNttt7WYX1hYyHPPPUcgEGgzr7knnniCuXPnkp2dzb333svYsWPbLFNUVMTTTz9NTU1Nu9swTZPFixeTkpLC6aefzsKFC1mxYgVTpkw56LkRR8cDKxT3fNTUjrEsBFcuUiS5Le6aCPecqrO3ViO/RpHu1Vi0w+YPqxTeghqm7y2hLMnHJyP689b4oViGjisaI+p0xKulHoxSXLJyE0uH9+88iLRVfOQQTYOoBRETfE5qHQ6GPKOYMcDkqZkGGV7YVAH9ApDmlZcVvV2kMsKGv2xk1yt7iFZGcaW4yDotk4m/GE9CbkKXtmFHLYIbq3D3TcCZ7mHP3M2s/r+N1NdauP0GY+8YQWB4MgXPbcOR6mbQzi9wvLaG+qiLoqFjqDllKPWuKH2uTEdp+8FhoA3JRClF7ZYaHIaN8Zc3iT2zGupjaP2SiJ2cS0KkivJhw9n8fpD0TVvwe0MkXDKGjCeugp0loIEalMX2b7/NxtcqiEQ1MuqqSIjVsz0pjXqXD7cVZkztEvL+90Xsv3+XCB7KX9hFdF8dptdJzYs7G9tXhNdXsvX0+WR8fyxYChW1SblsEO50F46ByRgp8QBXKYW5oRQtxYOjbyJEYrBpH/RLh7T22x3HSkLE9tfjGZWC7pQaAEIIIZpIG8nDpymlDjujW1BQwGWXXYamafz73/9m6NChHS4bjUZxuVysXbuWm2++maSkJP773/+Snp5+0HVaKyws5KKLLiI7O7tFgNpcfn4+V1xxBbqu8+yzz3ZadRXiAWPrqrcA7777Lj/+8Y+5+uqrOe+887jhhhuYMWMG9913X6fbE4dm8+bNAIwYMaJxmlKKpzYont+s8DrgtGxYXQwVYbgkT+PWcfDE53DXezbWId7FDtPC7Er28CASg2H+Z9FSfvq1sw++cHUYfE7QNSiuB0ODdB8Y8UfpvGSojMQDYQ1wG9A3EM+u3jZeP26y4NXV1axduxaACRMmkJSUdGwLdJSFyyN88fgWyj4rJykvkeHXDaHgzUKKPizGl+tjxC3DSB2TwsffWcbuBfloSqGIV51Rmgbx/zHt4SkMmtO/032V/WEZO36+nlhEQ9MhcWoGm7fWklkfxBMzqXe5qHc66VtTg9u0AEUipeSwBR3FiuRJbPPngabhsGOcXLGagaEioiMHUVZkE6iqxKvC6CjAxsJDDB/7PSnsS0gjggd3EBJDMXQsstlJFrspJ4N8fRA13kSKA2mgFBkV9bhMi31ZidhGy0z+pPJNZISDKKCOBArIREPDiY0CrIbxujQURqufdC8hPHoMbXwOZkYirg+3YISjoIH3lAxSt32KVlEDGlj9stg/8DSCzmRSLh9M2i2jyP/uJ5Q+9gXYCs1l0OeH48n93fH9IrC970Nx/JLr1bvI9RKtbdD+0uG8Meq7R7EkvU+3MpKLFi3CsizOO++8ToNIoDEgfOWVVwC49NJLOw0im69zOBYvXoxlWcyYMeOgQSTQbhAJ8WqtABdeeCEjRoxg4MCBvP/++1RVVZGcnHzY5RMHd89HNg+saIoQF+1omvdevuKhNbCj6vC23RNBJEBORS2GZeOKmfEsZmcMHSpC0JBZwVJQH4PEeJW/bVVNiyogbMH2KvjW24o9NTb3nSGZlGPNClu8ceV71OyoBaBkRRm7nt+JijXdp/mv7qP/Jf3ZuTAfDYWta/FMtFJoDRGl0uCjO1fQ79wcHN7275voaxvZ8uPPUQ05O2VDzUfFjCCI0dCiIxCJNARgB2jUkImLEEGvYltgWOMcU3eyLO0U+hQuJrapngRc6DhxUtm4voMoQV3HdEQ4uWoZpuZkW8JQyh25pNWGKCCPCA426aNB0/A5qgDwREw8MYugx2gTRAIUeLPICO9CAwLUk0oVVSSjABO9MXRUaNgonNiNZQrhwW1H0T4rIEIZHqI0LExoeSkmEZwN/zb2FpO7dwFbmMzedwoof2EHte8XNvUqF7UouncNRpKLPj8+6eAXXAghxAlPMpKHr1uB5IGsxCmnnNLlddatWwfAySef3J1dd3k/kydPPuxtFBUVsWzZMvLy8hrfXM2ePZuHH36YxYsX841vfKNHynqkHHjr1huEQiGgqcz1psZDqwfRWcfCO6oUHOMP/+a+Gdx7yTSmbC/go5EDOl/YZYDpgLpm40maXRta5P9WWVyZuh2f49g3CbcsC6/XC8C+ffvYv3//MS7R0VP+XlVjEAmAUqhWw4NaEYsdC/aApsXDPU1DsxVGs8ofSoEFfPzgp/S5NKPdfXl+vARFYstpRFtk7Dr6BNSSTqGvbVtHpens9uSRHaxv2F51m/WT7TJS6koa/31y9WrWJNpYpKMDxfQDTSPDLj4QwtE3vI9RbKCUVEqY1u7xNGc3HIVCtfMDrmGi4Wzs/kAjggsvUQxsojhxEz/pDkI4ibRaW5HFHnaSTO37he2en4LfraLqIu9By3mstP4+FMc3uV69i1yvo0eyvie+bg3/UV5eDkBmZmaX1ykrKwMgKyurO7s+qM7KtnPnTh5//PEWf+1VkV2wYAG2bXPhhRc2Tps1axa6rjNv3rwjV/geYpomtt0yUIlEWj50WZaFaZqdLqOUIhZr+bQci8VoXSu69XqmaWJZVqfL2LbdZv/RaJTqqE7IOtjteXy8QarxeajzuLjh/bWM3VvMyPwStPZqjLsMSPZAwNVUdFfXsowRW6cm1nQ+jvV1A9pUtY1Goy22rZQiGo222XZvvSeVUkTLWkWNHVAHdtGQidRblUsDdKUIF8Y6PDZndV2b7TqxunTX65i47Gj785TRbLnWQ9DEc4KtDQ1uRzV06mM2vH9MV2UMDBWQFKtiQnglHoJkh/fjtsJt1s8Nlrf4dwxHQ2XaDjrvaTW9ecbSavazZdD+9XDRVIZ291Bjohpe4hyP92Tr8nR2Tzbf/4n2eZNjk2M7Esd2sGV687Edb9ett1Cd/InOfSm7ity5cydPPvlki2kTJ05kzpw5jf+2LIuFCxdiGAazZs1qnJ6ZmcmUKVP49NNPWbNmDRMnTjxq5T5UrTs+Op6112Zh5FqTTRUdr6NDO4+8x8YXfTMYUVhGRk2QpcP6xtvCdcRpgNcJMSveZrJBrh8K2sYOAIxIhTNPyuvhUh+e5m0khw0b9qVqI5l1WRX7/l7UYlp7WcHkvEQqt8Q78NLamQ+gKRh/zRiyx7f/Ii72tU3s/1MxYZoyZ61/1DRAtVOCVApJrDPZkTAY1bznYaXoEypDEW82EMODQQc3XTMuO4Zhx/OHfiqpIYEKLZnx0S14q6sa2liCA4uzyt9nVdIkytwZOO0oA+uKyIi07MzMRIfGkLW9M6i1mOoihgIiOPE1CxKjJLS7dg1p8fWyfMSKg23mB87OZdiYUQc97mNF2nD1LnK9ehe5XkL0nG5lJNPS4j/WJSUlB1myyYF2kYeyzuFITU0FoLS0tM28c889l1WrVrFq1SoWLlzY7vpLly6luLiYr3zlK43bOmD27NkAvSIr2Zs9fUG8F9MD3M2Sd4ku+N+pGomH34y2a7rYF1XU6eC5qWN5d8wgwi7nwdfzO+Md7TRkeRI1i0+uNvjacHC1+lQmuuAfF0j7yONB6uhkxt81Gs1oCE00jYxT0jHcTRetzxlZnPX0VAID472ydnQnuNM9ZJ/WcW0Oxy/nMKhfKRkU4yJMgGrQ2s/Alfu8RAyDeqeTqDdIgFK2+wdjay3frA6u346Hysb1wiRj0vQhiucj2/4slJNJvctBaaKbPL4goKop1nIIoZFs1rZYNiVWxYyydxheu4mY7mKnP5dd3kzCOKnHww4th2ItCbMxxG4vzFYN503hJoJCp5YEYjgI4cbEgP7JJP/xHLRpI1tsopYUihiIkeJm8H9n0O+RaWjNPlTOvgn0f/T0Ds+7EEKILxfV0OFbe3+ic93KSE6YMIFVq1axcuVKLrnkki6tM378eAoKCli5cuUhta08VOPHj2f16tWsWrWKiy+++JDXPxAkfvTRRx22s3z33Xf50Y9+RGJiYrvzRfdMydbYe5vBu3vjvbae0Rc+LdSojCjO6qfhd2l8d5LivXxFdVhx7ettH9lzEuCB6ZDo0jmrv8anhYofvm+zrRIi1sGrLUzeUUh2VR2LJg/vcrl10yIpFKEy4OtwGa9tE3IYoBTJ9SGeutTNgCSN5+fEP5LLCmze3qsYlqJx0VANj0O+zI4X4747iiFXDqT880qShgZIGppIpDJCyfIyEnK8pI6Lv3i65L2ZFHxQxJZ/7aT43UIwm+42w2tw/rz2x609QAt4Sdv7v0R/+xHmkl3U9c2m71eHUnfT61hVkYZsJFgJLhIHJ6ISNQZtXUFa6W40YKi9j8KMUdSVxasaJSZESR42kHVMIjPLJq04H628FvOScygsjFLxyhZCEYO84G5S3ZXowXgvq4WuHJYlTcLpcTLBvQPvqP585UcnU5nSn+BvavC8935DfrGJhU6+N94jraXphMYNRp2dQvHnJrGaGGm2hTsSJbSqpOGHutX9bWh485Lxn5ZF6jV5WLUx/KdmES0OEd5VS+K0PjgPvGX6wTSorIMPN6L6JEPEz6CaKIln56L7nASm55B5yyhq3i1A0zUCZ+WiObr1DlUIIYQQ9NDwH7qu85///IfBgwd3uGx7w3+88MILjVnNztZp7VCG/zAMg2effZaBAwe2u9yBbU2cOJEnnngCiGcxZ8+ejdfr5Zxzzml3vW3btrFx40Z++MMfctVVV3V4DKJreqKqyStbbb71lk1JCJLd8MAZGreO7ziTVxdVfLDH4sZ5MUq09seNHF5YhitmsX5A19v0OmMmsc56cI1ZpIUiVCZ4mLJtHze4Krnl0Uld3v6x9mUf/uNwKFux9ZltlK6KDxky5OrB+PocXmcvVlWYiofXEV5TQsKM/iTfOBrd3ex+218BFXUwqh8KqN5Wy97SPbjSnAf9fFmbitES3ei5ybB5H/g9hF0JRMojJA5PQtPbeaFRUoU19z3402KM8krMjFRqbr6IHeRiB00GXTGQzGntf35q3tzL7ls/oH5PkMZg0qUzcvFMkmf0PazzcyKQqne9i1yv3kWul2htnfbXDueNV985iiXpfbqVkczNzeWWW27hscce43vf+x4PPPAAI0eObLGMUooPPviA+fPn8+CDDzJhwgQuuugiFi5cyHe+8x0eeOAB+vXr12Id0zR59dVX+eyzz/jVr351WGXr168fN9xwA3//+9/57ne/y7333svo0aPbLFdbW9tm2sKFC7EsiwsvvJAf/ehH7W5/48aNXHfddcyfP18CyePEZcN0LhumE4wpfM6DZ/D8Lo0L8xzs/6HBz1+LcN9mA6XAsBVWwxAGW7LTyKgJdrgNp2kRaz6UiFKdB5FhEypDlPfx88DrH3HqeZl85fsTunqIopfSdI3hNw5j+I3d35aR7CHjZ52Mg5idGv8jHpolD0ukyHZ2vHzzbY9sFvCNiAdyHsCT2UnQm5mMcc+lcPclEIri8LlJBVI7XqNR4nn9Gbf7WiK7aqh4dS9YirQrB+PKSehSeYUQQojukiqsh6/bne3cdNNNmKbJ3Llzue666xg3bhyjRo3C4/FQVlbGmjVrKCgoaFGN9Z577kHTNBYsWMAVV1zB5MmTGTp0KE6nk+LiYlauXElZWVmXq8t25LbbbsO2bZ5++mmuv/56Ro8ezahRowgEAtTU1JCfn8+qVavQdZ0JEyYA8cD3QLvJzvY/atQo8vLy2LZtGxs2bOhVHduc6LoSRDan6xq/m+3hu2cpPtinyPHDhxvCLNgBGckGVj8vr+9rf92Yw2BgcSWGUoRcDgpTO6jmHLWgKhwf7sNtcNFQnR+/e/YhHpkQxzFNA5/7sFZ1D0ok+9vyHSqEEEL0Jt0OJDVN4/bbb+fcc8/lpZdeYvXq1SxYsIBoNEpycjIjR47k1ltv5fzzz29cx+l08vOf/5yLLrqI+fPns3btWtatW4dlWaSlpTF+/HguuOACpk+f3u2y3XHHHcycOZOXX36Z1atX89prrxEOh/H7/QwYMIBrr72W2bNnN1Z9Xb58OQUFBY2BYmcuvvhi/vjHP/LKK69IIHkCyEzQuHJ4PAidmuvjnobp7++1WPK8hdKbDTtgWmTU1FOUmsjurBS8kVj7Q34cEIrFg0gNzhrt4amZ0kZLCCGEEOJYk2E+Dl+32kgK0VOO5zYLL281eeaXW9iRlcqe9CT6VtRy8eotDCmp5JnTx7FsWL/ON2ArqI+SmaDxyY0uhqb37lF3pI1k73M8f75EW3K9ehe5Xr2LXC/R2mfawx3OO0l9+yiWpPfp3U+0QhwFpq0TCEf57hsr2syz9ZaZxaFF5ezok4pCw9Di4z8mODWm5nq4+xSdzASphy+EEEIIcbyQNpKHTwJJIQ5iWq7G3SP6M21LPkazBH61183aA725KgXBGNd+xctt5zvYXQNj0w+9vaYQQgghhBC9gQSSQhxEbkDje1ek8HhoMrNWbyWrup5tfVJ55ZQRRA/00KppJEci3DUjgD9BI0s6nRRCCCGE6AXkpf/hkkBSiC747iSdS/Oy+fOKTL6/xga9bWc5d2SH8QdSjkHphBBCCCGEOLqk60ghuqh/osaD5zq4eFDbeamGzS++1efoF0oIIYQQQhw2hdbhn+icBJJCHKKXL3dyzymQ5AKPATMGwPbbHbgd8oUjhBBCCCG+HKRqqxCHyNA17j3Dwb1nHOuSCCGEEEKI7pBxEA+fZCSFEEIIIYQQQhwSCSSFEEIIIYQQQhwSqdoqhBBCCCGE+FKSTnUOn2QkhehhtlLUR6XGvRBCCCGEOHFJRlKIHrCuRPHPL2w+L1WsLYWyEEzOgkfPNTg5W950CSGEEEIcj+TV/+GTQFKIbnpmvcUNb9hwoGqEUqBprCqG81+2yL/VIMElwaQQQgghhDhxSNVWIbrBVorb3mwWRAJoWjyYBGqCNmP/WM+3F4bZVRWftrVCURqU919CCCGEEMeajdbhn+icZCSF6IY9VYqoaueLRotPs3Qdu95i+6Iqvvauk20DU6gydTRg9mB46WIDlyFfVEIIIYQQoneRjKQQ3VBdb4Npd7rMnmQfpqGTEjSpicaDRgUs2gmDn7TYVyvZSSGEEEKIY0GhdfgnOieBpBCHaV2RzcwXTBqbaYfN9oNKTaPeZeC2bNKC0RazCurg1jc7D0SFEEIIIYQ43kjVViEO05z/RikOAS4dgjGoCkOiG/yuFsvptiIpHAPA1Nu+3fpkU5T3VykSPBqWBeOGu/F55B1PTwrWmix4fB97d4bJGuDh7Msy6Z/nO9bFEkIIIcQxJvXCDp8EkkIchp0VNvn1WjwD6dagriHTWBcFjwMcDYGgUowqqcFlKardDiq9zsZt6LZiQmEVGfVR7n8cbA3qnQZZus3dt6ZyyljPMTiyE0vp9jre/MMWCjbWEnE6qfUnUFIUY+PqWu68fyh9B3uPdRGFEEIIIXolSXsIcYiWrwryu98XM7i8Pv4ay1ZgNVRPtRWU1ENFCKrCTNhbQXZNmPwkL8v7p+KLWo09ug6oDJJR31TVVVfgi1ms8fv4w1OVRGPyjuxglK3YuaKSda8VUVMSASBSFib/2Z1snLuDf92wkuL11Tgsm4RwhIyKSjTbxjLh49fKjnHphRBCCCF6ryOakfzb3/7G3Llz0XWdhQsX0qdPn4OuM3/+fH77298CMHfuXMaPH9+lfa1YsYI77rgDgN/+9rfMnDmzcd6vfvUrFi9e3OVyZ2dns3///i4vf8stt3Dbbbd1eXnRuzy1PMKDH0Yor7eZnKGhr6rCqaCPLx5Hltgu6t2OeBvJA8ImAdNiZHU91R4nO1J8DC2ro9znIuiOf+zSglEihs7WDD9lCS48MZtBFfWEXQ5W42X1hhCnnSTVLzsSrjV59q71lGyvB0ApRbJt4ioJklJSy97B6fFqx80YtiK5uo7qRD/Fe8PHothCCCGEOI5IpzqH74gFkpZlsWjRIjRNw7ZtFi5cyK233nrQ9ebPn4+maSilmD9/fpcDyXnz5gGgaRrz5s1rEUieeeaZZGdnt1h+9erVrFmzhokTJzJp0qQW8wKBALW1tS2mffDBB2zdupXp06czbNiwFvNary9OHP9aFeGm/wYb/72wRpGb4OXk+jCZYZNqpaFMha5r2FrTF5HbtvlKbT0OBSmhGDl1Yban+YkaTYFNyKGzOTOZOne8umvUYbAuJwmnZVPsd/Ozx0v45U1wxskSTLbn7Yd3ULS9Hl9NPZ5QGIVG1OumOivA/twUHFETl2W2Wc9hWyTVB4mF3ERCFus+qmTXwn3EPi7EGTLJmpXDtAcm4nBJhY1O2TY8ugReWwMnDYKfXQFe95HZ1zPvw+/mwb4KGNMP/nEHjOp7ZPYlhBBCiC45YoHkJ598QklJCZdddhlvvfUWCxcu5Oabb0bXO3442759Oxs2bGD69Ons2bOHt956ix/84Af4/f5O91VVVcX777/PsGHDSEtL49NPP2Xv3r30798fiAeSZ555Zot1Hn/8cdasWcOkSZO6lE3cv38/W7du5cwzz2TOnDkHPwGiVzAtha6BrmvELIXT0NhTafP82ih7i0ye/izWZp0UywZNY4fLyRetHpwTLYsUQ0N369T53GTUBFmTncyWjMQ229mZmkDI3eojqGnEHAYAy/qlcf8zFZwywYPHKUFNcx/8dRtr36kgUFOPtz7UMFXhrQ+hKUU44CPiMPBEwjiiJppto9kK22Fg+jzoDgflu4L8+sp1BKrqGLluH8nBeNAZeaiKhS/voSbFiak0Bs7K5fSfjCVaGiZ/cT66Syf1jD7s2VCHZdr0z/MR+bAIZUPWZf3xDQmgaUf27aYdtdBd8fukaks1e1/fhyvRycBLBuBJjd+TodIQy+5cTsknJeCElNFePCfVkTw9h+Szcxq3pRruZ+1AR1BKQX0YXlmG2lEEp49GO3dc0853FsGtf4N3NzRW0+b1NfD7+bDlr9A3DfX8UqoW7CLkSSHhqnEkntcXzeUATUNFLbSGsrenbl05FQv34kh2kvGNPBzvrYMbHmt6X7xqJ4z5EWrt/dTHfOz54TJqPy7CkeYhcXo22XeNRasMEfykANeoNJIuzwNDi4/taivC8zcTW1+Cc0ImnotHNh03QDgKLy6F7fth6gjqAtnULNmLq6+flKuGYngNcBiwrQCu+yt8tgvcDrj5XLjvG/F5Sz6DT7fA6P5w6SngdrV3mO0zLTDksy6EEEeTZCQP3xELJA9kCC+//HIAXnnlFT799FOmTp160HXmzJnD7t27efjhh1myZAlXXHFFp/tavHgxsViM2bNnNwaS8+fP58477+yhoxEnmrI6mzteCjLv8ygOPf78VxeFEdkGW8s17APNE5UOmt2iS690ywJgd+sgEKgxDGoyE8ChsysjQFFZHXtS2s8o6gfpJyzodrDH7SLtD1HOH+3kb+fqZCXIl92eD4v45JUSMHQ8wVCb+e5QGE3Z+C0bpWnoto0es+I/E6aFIxKjyOslpuuE3S5GfL4Hb7Bl5jKhoJ4620MwK5EN71ewbemHJORXopk2DlvhsNZiOnQq0wJ8mOhjwJZSksuDbL1nDWaOhyHfH83Iu0b3+LFXvJbPrh8uJ7SpCt+oZPRzcvli/r7G+Z/d9zkzXjqLPf/dzbZntjetaELFqiArP91Kxm/XkXvzcAb/aQr77vyIime3gQZp1w6nb1Yx+sOLUVVByulPDZko9uAf+g7pf5iG8YOnYGdx+4UzLZj2U2zdxbaC/tSTBATh2QKSKGNQ4h7q3ZnUlHpxjM0k6f/Ow3PO4BabKPjLBnZ+bxkQ/8htv/NTbE3HZgZ+akmhgj7sJ6BqKZrwBHtUP1RDU/9YcYiyF3ZQ/MIuNBQ+oniIscf7PpaloRkaGSkhtMLqxv15AlFSX7gcbeZJUF0Pp/8U1u9t3L9FOuWMIIaHfbe+zUhtOe7BibCj2TmIxODPi+LtpD/dCiu2Nc3TNbjzQvjD9fEvmY7sKYFvPREPQlP9pH3jVMpvP6vj5YUQQojjwBF59VlSUsLSpUvJy8tj+PDhjRm8+fPnd7hOJBLh9ddfJzk5mWnTpjFr1ix0XW8MLjuzYMECDMNg5syZnHnmmQQCARYvXoxptq3WJgTA1/9Vx4tro5h2vGljXQRQsLmUpiAS4lmMZln0jJhJciweSFpdeIO1I92P1UF2akBlEKfV+RiSQbeTnOoQ87bafG2RddD9negi1VHevms1tsOIP+m3F4srcJjxc6UButnySulKkVZagTLi2/DWR9vZCHhDFgm18XaUkaiiKi2AK2bjsOI7dZg2GcXVeEMRCgelohr2ZxSF+eL+z9nxj+3tbvdwhbZVs+nStwhtqgIguLGKLS/uabGMHVG8c9WHLYPIZiynQUWKh6InNrPr6jcpf3ozKmKhwhZlT25k32/XQVU95fSjmmwUBqAT3l6HfvkDHQeRB+yvpqLA3RBENqkmndoaF4HSXXipxlxfQvns5zHzm4I6syrC7ntWNh0LGiYObKUDOnUkkc8gVnIaheRiKrsxiDxAQ0NHodCpx0MYF2ZIoaI2rlB9iyASIFzrIjznYdhdEq+m2xBExrcFSZQxhHUN5XGwR41oGUQ29+iSlkEkxL9MHlwMv32x43OmFMy5L57VVQrKa8n4y1sk/3d5x+sIIYToMaqTP9G5I5KRXLhwIZZlMXv2bADGjh3LwIED+fDDDykrKyM9Pb3NOu+88w41NTVcddVVOBwOMjMzmTJlCp9++imbNm1i5MiR7e5r7dq17Nq1izPOOIPU1FQAZsyYwSuvvMIHH3zAOeeccyQOsVfYvHnzsS5Cl4VC8czS0ShzcZ3Om1va3oNAPHBsb5pSuJXi9NogOmACuTGTbUaramsOvWnojwbJ4SiVvrZtxwylOKmgkhX9UtvfL+CPmuTWhAk7DT7QfLyzZju5vmP7gsSyLLze+LAZ+/btO6SOqbor/79l2NVRSLTB0Il63LjDkRbLKF2jPiGeBfYFQ2jt/BK4ozF028bQdcJeF4lVkTbLWE4NZySGZtkoQ8d2GMQ8TtzhltWd/dUhSnNSMJ0GzpiFbhN/KfHMRmJTeu5aBR/Zi4o2vXiIOHRMZ9ssl1kXo5PcF1GXA1OHmtf3tJlXTjb92EwtGS2m+ylHszt/6QGg0AnSflOEIH6SqMRHFSGSIGyy56/vEbtxBACxz2qwQ00vS+wOX9Ro7GAY/dnbwfym0tjojVtx0raaOkDMdFP713l41+8j0M58H7V4qCOMH5OO24CqWMevlmJPvsmOqya0O8+zYR8D17e9FoGXV7H5a1M63J84fhzN3y/RfXK9jp4RI0Yc6yKII6zHM5JKKRYuXIhhGFxwwQWN02fPnt3YAU97DmQrDwSfzf/7lVde6XB/BzKWzdc7kAHtSjbzRGaaJnarh79IpOUDs2VZbTK3rZdRShGLtXwIi8ViKNXyCb31eqZpYllWp8vYtt1m/9FotMW2lVJEoy2zRt05tk7fMKm2cxNNk6+VVXJBVQ0O4h8ap1KMCkXoH4mhHVjHqUNqO+MS2jaOqNm07Yb/35/oJSFqgabhsGySQlGMZseUGI7RpyEjllMT//8D2dJjfd2ANu0Aj/R1A6jbGUYDPMH4+ahJTSTa0AZNAVGXk6jbSWlmGnWBhHibvHae7mMOB6qh/JtH5RJr1QY17DGIuduGY+3fOwpH1MTRkKm2deLpLLuHP292y71bju5+fXeWUW89r+vvZb3UH2R607Y0u+meNAZ60br4ajOGCxsHWjvl6qiti9nBe1MnIbAswsM77lX8wH5ctK1K3bjfzq5Hs89Fm3vC7KCmQbN1jsX3ZMuinFi/AXJsX+5jO9gyvfnYjrfr1lsotA7/ROd6PCO5bNkyCgsLOf300xszhACzZs3i0UcfZf78+Xzzm99s8RC6e/du1qxZw9ChQ1u8vThQTfXNN9/krrvuasyCHFBbW8vbb79NUlISp59+euP0AxnQ5cuXU1hYSE5ODl9GY8aMOdZF6LIDbwaP1turs5bX8N62dr7wbDtelbXh/tSUYlJNHV6l4p21NDwraoBbKU6tDzEhCO/2T6Mu4GmzOadpUZXgiQcttoLqUPz/U7yUJbjZkZbApIIKxpZU47QVEUNnU1oidS4HOdUhjAOxJzA1F2ZMGnpkTsghqK6uZu3atQAMGzaMpKSkzlfoQaEpGuVLNzYG3MowqMpMRWv48TQdDpzhCGgaIZ+XipQkUiqq4h3uNGxDAbpl4YiZRA2dQF2IvYPTyNxfhWHZmC6dsC8eRMbcDlRD5ye6aeEKt81q1QW8ZO+uRGvYdiTBAE1j+HUjGDp+WJvlD1fwzn589sQ+lBm/KTyRhpcTrQJ6R4IDVdN+9g3AGbXoc+VgPLpF5XMtq2KmUoQGBCilmqaerutII1UvOGhWUnMbpEaKKSObULPMZIBKkqgAIERyfKLboP93zsQxILlxuT33hNn7m3hVUh3VYVbSwMQigSTqqcWLhYGDKAlUU07WgdKgYXPgfWkIDwnU42gWfLqow+Osx3vnZZDog+dWQHnLHruD+AkRQAEJVHZ47PqZY+Dtz9ud57xxRsffbcOHw/++Cpv2tZhce8kkeZvfSxzt3y/RPXK9hOg5PZ6RbC9DCDRWVS0oKGDlypUt5rWXjQRwu93MmDGD+vp63njjjTb7eu2114hEIpx//vk4nc4W82bPno1SigULFnT3kMQJ6Lnr/MwZ7UTXwGWA1wVoMDFXZ8ZQnX7hMGNr67motIIB4fibuR0JbqKtHtoVUJDgJrmDt3Axh9GY+ULXIMkDqb7Gh3/L0JhYVIWzIdvktmzGl1QxqCI+dMgBaUO8vDCnswqLXw6jvj6I5CEBnJGWgZIyDJRhYOk6tf6Exum1SQGK+mQQ9roJJXgJ+b1UpyUT9brJKCrDHYoQdjlJK60moSaG6dIJ+eLZyrDbSW1SfFtJg/34PRB1GdgNl9N26gSHpWE5Hdgug1iWh2CyA9I9jPjeKIbcmNejx+4bnsyIF8/BMyTeA7BvSCJ5c1oOgaE7dc765+kMvnpQu9/uiRlupjwwiRHPnkX/x6aTck0eOHQ0l07qdcPo+8ORkOgjlb0kJtaixZtI4r5sLPZ/fgBuZ9uNNvfANRi/vJThno30YxsZ7GOAtoUhbAC/l9rk/gRJxjEsjbR5X20RRAIM+N+TGfvESeRkVTKQLWS6ShqCweZv4hW5FGIkOnFhkk0ho/mUXLZTQbzKuqaDjwg+t4U3LxA/RrcDdd1pJN08nITEelLYQ/rQerRXfgyD+0B6Imx7GM4dB874O9a6xD5sZwK2ppFiFJPFPhiZ2/Y8ZCTCI7fCP+6ElGZVe10O+M4s+OVXOz5nmgaLfgJnNbz4S/JRdvtZVF1zaufnWgghRI+QjOTh01TrXHk3VFRUMGvWrIOmtmfMmMF9990HxNP1F1xwAVVVVZ2uM2bMGJ555pkW066++mq2bdvW/goNMjMzWbRoEYbR8iH88ccf58knn+SWW27p0vAfv/rVr1i8eDG//OUvZfiPI+BYvSEMRhUOPd7jfjAKAU/8S6O6xuTPj5Wxd0MdaBpbErwsSw6QattMqKgjLWpS5zBYn+yj0OchA4vyBDexZl3367aN3clwNwBT95Qyqqy2zfR8vzfevkuH6y5O5JpZ7bXeOjaaZyQnTJhwVDOSALGgyao/beDjJVVEfE1ZYEvTiDkc2JqG6TAav/79NXU42tTUVHhq6tk7tD/DhzhIX70H98dFuMI2Cqjze6g6awC51wxiwpQA2QO8mBGLLW8XU7atlqwRieSdk4Xh1IlFLHRdw3DqmPUmultH73a1044ppbDqYhh+J5qmUbG+kj2L83EluRh8xUC8mfFzYoZM9r+7n4q1FdR56kialsSYKW1rKdhhEzQN/UBVXtOK90Sa4EFFLZRlo3sbAqc9JTD2e9BQ5bpRwAv/cyn8tKGHbcuGULQhde+EcAy8LpSuoeqi6IEujDdZFwKvC3tPBeGJv6K0OhELg0yK8N85DfXn61AhE91Q1K4qo3JJAc4MLymXDMTdLwEVttBcOprTaHuMSkFdGPye9tsnNzsHdsgEQ0PXFMQs8LnBsuCDL+Cd9fEg8hvT44Fo820bDe2lXQcJvpurD4Pbyebt8d81yZj0DpLh6l3keonWPtCe6nDedHXjUSxJ79OjVVsXLVqEaZqMGjWKvLz238a/8847vP/++1RVVZGcnNz43wMHDmT8+PHtrvPpp5+yYcMGtm/fztCh8ap9GzZsYNu2bWRlZXHqqe2/uV23bh27d+/mk08+4YwzzuiZgxQnFJ+r6SGyec3UpEQHv/5xH2xbEQ7bzPpZGcrQKQfeyUlFU6op0+jUKWo2Vlx6fQTdVpS0U9W1tVgHY8YFnQZKwbz7skhLlkxkc06fg9N+PoH0M0p44dfbiLpc2JoWvx6ahk6811bdoWHaWjwT3Pp9maahZfn503Mj0HUNyMOOWZS+XkDt2koST0ol48K+LcYYdLgNRl/Ytpq8s1lbSkfCERtRqVnRNRyBpvstdWwKqWNT2izn8Drod2E/+l3Yr9NOJXRPqzI7jMahKjSXgda8654BmbDv7/DfT2B/Bcw5GcYNgFYv6jD0eJB2gL9he4DWlSASwB9vyqAPzsC3708M+O9S2FcBs06Ck4fEt+WPn4fA6bkETs9tsbqW0OylTutj1LR48NuRZudA9zZbtyFTiWHA2ePif60dbNudSTj4d4YQQoieJb2zHr4efeo5UI30Jz/5SYdvelwuFy+++CKLFy/mG9/4RmNV2DvuuIOzzz673XX+9a9/8Ze//IV58+bxox/9CGiqDnv11VfzjW98o9313n77be6++27mzZsngaQ4LLqu4fMZ/OuuFP76fBXPF+rkK4VyOqAhk2m5WgaDlV4neWV1XQokt6b5GVtc3aIWYlTX2Jbq53yrXoLITuRNz+S7LyUz7y972bWpDtsElEI3NEZPTeaiO/rz39Nfp1jzEG3nAT13SkZDEBmnOw2yLupP1kX9j+JR9EKJPrhlxtHdp98DN7X/+yCEEEKIY6PHAslVq1axd+9ehg8f3ml1gYsvvpgXX3yRBQsWcOaZZ7Jy5UrS0tI6DfQuvPBCHnnkEV5//XXuvPNOLMvizTffxOl0tmlX2dz06dNJTk5m6dKllJSUkJmZ2a1jFF9e/fq6+P0PM/k9sL3U4uX1Me5ZY8R7UW1VNc7SdfITu5aRsDSdUq+bpGgMp62ocxq8PSSTrNooX51z/FRnPV75U11c++uOOyDKHJ9C/UellCd4WrZ00OCC7ww80sUTQgghhDhh9VhDngMZwksuuaTT5UaMGMHw4cPZtWsXv/vd71BKMWvWLByOjmPa1NRUTj/9dGpqanj77bd54403CAaDjYFiR5xOJ7NmzcKyLBYuXHgYRyVEW0MzDP7nbA93T9Hbrw6hFPWerrWLqvU4eWdwJu8NymT+iBxeGNOPRLfOHy5yc8EZ7Y/HJ7pu2n0TcTsgtagCRzgKto0zEuWK/xmMP9V18A0IIYQQ4oQmne0cvh7tbEeIw9UbG78rpbjgJYs32o4lfkhGFNfw88sTMJKdDEnWmNzn+P7iOtad7RyqcEWEpT//jLJ1laQM8TPu/40g65SMY12so6o3fr6+zOR69S5yvXoXuV6itfe0pzucd5a64SiW5MiJRqNUVlaSkpKCy9VzL9KPXNeCQpzgNE1jyZUO8pIPfxtJoRgDqkKcN9zB10box30Q2Rt5Ut2c/cipfPXjC5jxj9O/dEGkEEIIITqmOvnr7TZt2sT111/PxIkTOfPMM1m9ejUA5eXlXH/99SxdurRb25dAUohuiFqKvW1H72iXYdkEmg1onxSKcVJBFedN85GeIp3qCCGEEEKInrFlyxauueYa9uzZw8UXX9xiXlpaGuFwuLFp4uE68n3VC3EC21MDEavzZTwxk/5VISYUVZE30sOkc9JYujqEz2Ny6pmJnD/Vd3QKK4QQQgghWjhR20I+9NBDpKenM2/ePKLRKC+//HKL+aeeeipLlizp1j4kkBSiG/r6IdEFNdFWM5QCDXxRi2mlFUxOUsy+JY1TpwbQNI1LT5KOXoQQQgghxJGxatUqbrrpJvx+P5WVlW3m5+TkUFpa2q19SCApRDd4nRq/mabz3XftpolKcU4fm/9e7qQ87CAvJRtNOzHfdgkhhBBC9GYnakYyGAx22iFiKBSiu32uSiApRDfdOVHnpEyNFzbb2Epx+3iDsZnx4T/SpNaqEEIIIYQ4ynJzcxt7KW7PqlWrGDhwYLf2IZ3tCNEDTu+r8ddzDR6Z4WBspnyshBBCCCF6A7uTv97s/PPPZ/78+axfv75x2oEacvPnz+edd97hggsu6NY+JCMphBBCCCGEECeQW2+9lXfffZdrrrmGCRMmoGkajzzyCPfddx9bt25l1KhRfPOb3+zWPiR1IoQQQgghhPhSUrrW4V9vlpCQwHPPPcfVV1/N9u3bUUqxcuVK9u/fz9e//nX+8Y9/4HJ1r/NHyUgKIYQQQgghxAnG7/fzk5/8hJ/85CdUVFSglCI1NbXHOoGUQFKI44RdHcaqDOMcmHysiyKEEEIIIU4gqampPb5NCSSFOMbs2jBll79M8L19YCqco9JJ/8eFuCdnH+uiCSGEEEKc0FTvrsHaoZUrV3ZpuZNPPvmw9yGBpBDHkF1YQ+mYR3FW7iebCgBqN6ZTcnGYvru/heY0jnEJhRBCCCFEb3Pttdd2qQrrpk2bDnsfEkgKcQyF7nuPhMqd+ClrnOamnkhhGeG3z8N7wbBjWDohhBBCiBNbb+9UpyP33Xdfm2mmaZKfn88rr7xC3759+drXvtatfUggKcQxZH6yk8RmQeQBbuoxn38HJJAUQgghhBCH6NJLL+1w3g033MCll17a7U53ZPgPIY4hrV8iHX2EjU/WdzBHCCGEEEL0BKV3/HeiSklJ4YorrmDu3Lnd2s4JfIqEOP7V33QWZgcfw7Jik5d/von9W+qOcqlOXEopfr/cIu9JkxFzTR5YbmPZ6lgXSwghhBDiqEpLS2PPnj3d2oZUbRXiGCj/uJjiJQVousLBQPyU4qW2xTKrciaw7eNytn5czrAz07n4nmE4XPLupzsu+E+MN4qazuHdH9lsKIN0r8bWSsj1Ky4fpnP+IDnPQgghxJeBMk7MNpIH8/bbb5OSktKtbUggKcRRtup7K9g/dxseO4hXBal0DaRf1E8KBRhGPfVuH6tzT2JX6kByqwso9mdiv7Sc4N8fJWAH0WaeBL+7Bvp078P/ZfOPt+t5o9DVph7GvzcBNGQlleLJj4L0C8ALV3k4dYB8RQohhBCi93n44YfbnV5dXc2yZcvYtm0bt99+e7f20a2npMmTJx/S8o899ljjOvv37+eFF15g+fLl7N+/n1AoRFJSEsOGDWP69OlceOGFeL3eNtvYsWMHL730EqtXr6a4uJhIJEJqaiojR47knHPO4bzzzsPhaP+wfv7zn/P666/j9/tZsmQJHo+n0/IWFRXx0ksvsWLFCgoKCqirq8Pn89GvXz/Gjx/PzJkzGT169CGdA3HsxMIWm94opnR7HVkjAoyYkXXUMnz1lTHWvllC8cYagi/v44zwavqZu9EAC4MYSdj4iCo/y3LHMaBmBxP3rmFbYBiDySevZieBaDEaCp56B7VyO9q6P0M3G0l3146dMTZuLMfr1Tn9dD+ZGc5jWp72vL/X5qUtNv9aCvgOsrCmgc9JfnmE6Y8H2fQDP4PTJDsphBBCnKjsE7TX1o4CSYCMjAzuuusubr755m7to1uB5C233NJm2nPPPUddXR1XX301fr+/xbycnBwAXnrpJf70pz8Ri8UYNmwYM2fOxO/3U1VVxZo1a7j//vv597//zfz58xvXVUrx+OOPM3fuXJRSjBs3jlNOOQWv10tZWRkrV67kgw8+YPHixTz66KNtylVTU8O7776LpmnU1dXx9ttvM3v27A6PrXkZBw8ezNlnn01ycjKhUIjt27fz8ssv89xzz/GDH/yAq6+++jDPoDgU4aIQNVurSRqZjDuj85cArcXCFs/fsYaSTbW4IjE2GDrv/HkrZ30vj3Fz4vdltN7kg0e2s/W9UlwJDiZ9rR8Tr+zb4TbtmE356jKcASfJo+PZQWvtPqiNoJ86kKqSKJWFIb54o4R1H1aiDnSrMzKHNP9QIqU6nww8jSpvErmVxZy2YxOJ4SDnbvuYfYEk5g+YjWoIFDemDmZ6wWfk1X+BBmjr92C/uwH9nLGHfiJ7yPoNAZYtb6qOO39BFddfm8q55yZ1ul4spti+I0zAb9C3r6vHylNYZ/Oj923e2gMOHW4br1Fap3jk84YFEtygutAe0qmD30nUbTD1XzH+OtMgwaUzIVMj29/0Y7O0QPGzj23WlykGJ8L/TIbLRrb9Sv28VFEVhlNzwHUEqs/sq1VsrVSMz9BI88a3//Aaiz+tUtRF4eI8jZuydVJcdo/vWwghhBDHp3feeafNNE3TSEpKIiEhoUf20a1A8rbbbmszbfHixY2B5IHAsblXX32V+++/n8TERP74xz8yderUNsusWLGiTTA4d+5c/v73v9OnTx/uv/9+xowZ02K+Uop33nmHRYsWtVvW1157jUgkwrXXXst//vMf5s2b12EguXDhQu6//36SkpL49a9/zbRp09osU1VVxX/+8x/q6qQjlCPNilgsu/4jSt7ZH6+BqEPSuFTSp2Yy4GuDSBqVfNBtbHqzmKrPyulTWoPR0LlKuMLFO7/dSOj9QrwRky3ra8mP6ChDJ1xj8t6D27Btm8lf699me0VLS1h6w8dY1VEAkkYlMXr3epJ3FWJpGm9N+ArbkrLRLBvLYaAcRov1V+VOYG32OJQWz3ZtyxpEcWIGX1/2BoYKsyLjbJSmkV1XSVZdNRGHky9ShjCofhdOggBsfeAz+p80HF9qzwVjXRWLaaxe3TJgVAqe+WcFgwa5GTKk/UB/wxchHvprCcFgPKjJG+rmf37cB4+ne1m/+5ZZ/PRjRfMw8VdLVbxQzbO2XcngHljGUhSZBlcuBrDRUNw+XiMrQWdLhc0r2yBixRctC8HlixQT3wsybbgbTYOLhmj8+EOb1cXxZXwOOLMfpHthXx1ELTi7v8a3Juj0STi8APOmJRZPb4gft67BOf3BpcOru5qWmbtesbYgm39/peCw9iGEEEKcyE7U3llzc3OP+D40pbryir7r5syZw/79+1m4cGGbQLKuro6LLrqImpoaHn74YU499dQOtxONRnG54g/IBQUFXHbZZWiaxr///W+GDh3apfWau+qqq9i9ezevv/46v/jFL/j000958cUXGTRoUIvlamtrmTNnDnV1dTz66KOccsopnR6vaZodVqUVXbd582YARowY0WJ6rDrKkpMXYVZEW0xXgDMcQzk1xvx0PIPuGovWUDUhXBZmx793kP/qPup21ZIyKIGa3GSCb+0lMVbL6NqN9I0UUOlI4oO0s8A28NVF0YCw18mevIymwWltm3SPom9hNe69VaRrdRCzqcFJScCPMjRG1u4hPVqNpel47BimprPHn8kmf3/yB2VjOwwi7pb3pGbb6O188uZ8/iGDyrfy7LCLGFuyl7zK4sZ5Ud0gyS4igTIsDFa6z2DDGaO58pYsEvoFcJwaD3iLN1UTrjbJnZCMw2O03Uk3bd5cwZtv72LFitS2M5XCcGjc8a0MJoz3UVJqUlFhkpfnweXUuO1bu4lEmpYFGDXSzT335Bz2WEaf7LOY9vwR6HnVssE4yK+LraAuGo8KdQ28DvAeWvXeBCds+KbBwKSm4//zKpuHP7OpisCUPvDAGTrjMvWGYil++pHNXz9TBM2u7yfPH2FP0I1pg9sB14/W+MN0Hb/rxKzS05t19H0ojk9yvXoXuV6itYVJ/+lw3kXVXz+KJel9jmoE9M4771BTU8PYsWM7DSKBFsHgokWLsCyL8847r9MgsvV6B2zYsIHt27dzxhlnkJKSwuzZs/n000+ZN28ed911V5sy1tXVNVadPRgJIo+sj6/6gFizILJ5uBBteGD//HefU/b4Rsa9MYvdb+1n3e/WocymJUu/qEF9UYOhFPWOACtSprDeqqcoJ506XwAAR9Sk785yPKEYOcUlFGRnAaApSF1WBNEoGXYZQXzYGMRwklBpkasVka0qAHCqeHrKoWyG1BbhjUapSwvgi8bYPqDlSxWtg7jHNBxoykdGsJKhzYJIAJdtUWOksTxjBM6IQWZ1LWZlmNqvv4AVi2BO7Mf7Yyexf1O8uqkn0ckF946l/8lph3jWOyibqXjk0RJWrgoC7QSRAJqGZcFfHy7FMMBqyNh5PBozz09sCiIblgXYvCnML3+az10/yiE55dA+T58VK8554QgN33GwIBLiwaPLiKcmLQWm6loA2kx9DCb/y2LnLQaJbo2H1tj84P2maqhLdsOS3TZ3TlT85WyDOa9YvL770A9nW5278b9DJjy2TrG9yuKtK+U7TAghhOjt7rnnnkNeR9M07r333sPe51F9gli7di0AJ5988mGt15XArj3z5s0D4tlSgDPPPJNAIMCrr77Kt7/97RbB57p16w6rjKLnhUvDRJftRBmJ8QkdJE4sh0FJSYytN3zAxm3BdpfRoEW1xpCRgG023f6my8H+/ikM2lrKsMKdhDU31al+fLVRnDGbFLsOGydeYgAkEKUWN4Uqiz6UY9C2/VlSLEje3iJ8kSgFmWmEvE0P8pptg94y2HCaMQaWF6IwGFOS3+7h1jsS2J40GICCpCC1Xh/Lho7k7E1r+azM2xhEAoRrYrzxyw3cuPB0DEf36228/XZNQxDZNQeCSIBwWLFoUXW7y9lo5O+N8t/nyrjtjj6HVKZvLrGIdNT0z1bxC3+kOyRyG1AHJLnBeXgZ4PIw/G6ZzQPTDR5f1/4BPbRGMSHd5PVdqseO6e09UFKvyDzMqrVCCCFEb6dOkM52DsQ7h6JXBZLl5eUAZGZmHpX1AOrr63nzzTdJSkpqbOvodruZMWMGr7zyCu+++y4zZ85ss6+MjIw22yotLeWVV15pMS0QCHDNNdcccrmOhgPVN3qDUCgEtCxzZG+YzFgxdUZih0Fk47JOg5qP9kNWYpcfsj2hKMHEpp6BIz4XpkMnO1LI7vq+OKMmYXe8rZ8Lq00R/ESox0MdPpJo21bWY0chZlPgSSZ7Vxl7h2aCpqFbNnlFBbitGF/0G4hpOEgIhzh38wo8ZowYOn0jBdSTxoED1zFxEMOtIDVcQ4UnkRq3DyNqkZ8Wz54WJrXNEgbLo6x6cz1Jg91t5h2qpcuctBk74xBYnfT1ooDP1tSyeXNVl7dXEjb4vHRQxwvURkg2NKr83T/2TmlaPJg8zCDygPmbw9yQlU91cADQfvXYv75fB5q/3XmHa+kXOxmRGOvRbYruae/7UBy/5Hr1LnK9jh6pPnx0HYt7+gRtXtpkyZIlhEIhZs6cidPZ9HB2IDvZvGfYgyktLeXJJ59s8ffcc8/1dJF7jGma2HbLp/dIi7qFYFkWpml2uoxSilis5YNmLBajdfPa1uuZponVPC3VzjK2bbfZfzQajW9b13AqE5cdau/wWtBthRZwHFKmxmpV/VCzbLKihaTZJZiaA8OyiXqMhm6h225XAwxsnLT/EG5gE3UYoGm4YhYOy8ZhWuhKkVdUyMSdO/naxx9x2bJPuGLpx6RVhImh4aMIA3A3dKrjIIKHEAYmSdEQM/asJbe2NL6PmIkvEgbAE4u2LYQGrqSmAKc7182f0BNVSNvZRsM1O9DJc1fvSbeK4NY7iU5NhRU7Cj2VxhraR3ZThid+zi/Iqe1wmYBpdTjvcOgo+rqCLe4JpRTRaMt7qdd/l/SyY2tdnhPp2E7k6ybH1juO7WDL9OZjO96uW2+htI7/ROeOakYyLS3eVqu0tPSQ19u1axclJSWHvM8DgWLrHlrHjh3LwIEDWb16Nfn5+fTr169FGcvKytpsa9SoUaxatarx34c6jubR1rpn2+NZe43f7Tybd3LWk7V/H/neAZ2u7w9FGfCbSVTN30ftzpbZQYdlAhqm0RRQKaC+WTYSYFTRFqaEl7IxYSS2Fl9WGRr5eWmkbaklyQq3WN4GEqjHR8sv0wOimoOg3pDRjJok1IQa9+mMxcvkskxcDT2mKHQs4gGoDbgJYRBF4cDCIIKXAwHtyft3x7OSrkSm7PoCgNFFeyhJTGlRhmEz+nDS1J65D5KSImzcVEinvxOte0ltZuRID5s2hdvOaPgBu+SyLEaMSDykMl22z+S5Le3sN2KCpaj1HeEebW0Vb+TYTRrwi+l+RgwcwV+HKuqX2Dy3ueVDQ5oXfjbVz0Wvxgi7e2a8zm9N0Jg84dgNISPaJ52B9C5yvXoXuV5C9JyjGkhOmDCBRYsWsXLlSr71rW8d0nqrVq1i5cqVXHLJJV1eb/PmzWzatAmAa6+9tsPl5s+fz3e+8x0Axo8f31jG22+/vcv7Ej1Pd+iMenA6n1//ZttAQSk0W2HYCr9PY9zc08m4Zijp1w9n4183UraqHF/AILW8ikBNlIrsVDatbAowNSBQWUdtSgJOLcbI4s2MKtrKqqTJ7PDG2yDamkbY50LpOqvHDeL09VtwmvE3cgowNUhxVPKZbwhBh5tJldvw2PGgwkZji3dA4/AeANn5FVSm+wkmeKh1eUkKtw2qLNxoWGiYKBwYWJg4iOKheVZUVzCmooD0YX6G9ddxnjSMEd86laTMLNa9uJdwdYzB0zM56aq2Q5ccroED3fz8Zzm89FIp27aHCIeNFmVC2Q1BoU5mlpMxo71U15hUVdmMHeNl9oVJPPK3Ej77rFmGWSkSvBq33tKHSScfepXNf87SeXOvTXl1w751Ld7xTdCMF62neq3tKEDWNUj2xOvt2uqwMpN+J/xrls55A+P3iseh8exsg59MsfnjSptNFTA6XeOeKTp5KQ5+uLaK+4sMzENo96pjE3AqPE4DnwMyfHDzOJ2bx8rrViGEEF9uJ0obyfZYlsXbb7/NunXrqK6ubpNZ7m4byWM2/McjjzzClClTOtxOe8N/6LrOf/7zHwYPHtyl9e6//35eeuklJk+e3OFYKosXLyY5OZlXX30Vh8PRYviPxx57rNOs4+TJk8nOzu5w7ErRdZ29IazbW8e7Zy8hVhVDIx7EaS4Y9v9G0eecHNJPbduetbVoVZRXRs9rU7Mymhug1OUFDfyV9QSqg+i2IuY0qEoL4MhJoM/oRHJGJzHp0mzqF2zHKg+TMHsQG/+6me2LCjAjNoEhAZxjUjDf2kxaSQ1VKkBEb9s2TwHuOhOnHWOUva9NhVkvlSSzF4WOSWJDxVk3YQJtD8rvIr32lwc99p5WXV3N2rVrWb4yic8/T2oz/4c/yGTC+PYHug2GbB5/vITVa+LB5KhRHr59RyaJiYcf8G0oVVy/xGLNjmi8O1IFGBokurrdbhGIV1019MYgMcEJswfDf7e0XMyImHx1GEwa6GRMevxOveNtxc7q+BiSl+bBSZkalg0lIQjG4uNIXjxUw2kc2o/Yks+jfPcT2FrfFEymemB0GnzUarjIFDf889Q9DA3E5A18LyEZk95FrlfvItdLtDYvveNmapeWXX0US9Kzqqur+eY3v8nmzZtRSqFpWmM15gP/rWlaY9LtcBzVjKTf7+cHP/gBv/zlL/nJT37C7373u3aHAVm9ejWPPPIITz31FBAfUPOWW27hscce43vf+x4PPPAAI0eObLGOUooPPviA+fPn8+CDDxIOh1myZAkOh4Pf/e53jVVWWysvL+fjjz/mww8/5OyzzyYQCPD973+f3/zmN9x999387//+L1/5ylfarFdb23E7JtGz/P39zFw5hy1/3UTpx8UEhiUy/M5RJA5rG8R0xJXsYuJvJ7LmZ2sag0lfro9LXjsb26FjuHS+eK2I9/68Fd22sR0GvlQX33h6EoF0T+N2kr4xqvG/T3rwNMbdbxGpiuLrE6+yGg1OJlgaofCprZSvLCOiNPZtrccbiuIzI9SkeDBTNYYUl1Nq+MmsacqS6ljogIULgyhOqrDRsEkD/LRup6klejiWJp1UQ2VlKvn5TW0yzjsv0GEQCeDz6nz/e32or7ewbQgEuh/ojcnQWH2tg6J6g+qQzV9W26yv0BieqhGzFP/c2I2Nh2JMzdHol6mxuxbOyIWfnWYQcGlcN9rmsXWK+hic3x/uOMmF390yS7j9ZkVhXTwD6DrEYLEzM8e52DIOSoMKQ1OETI2sBHDoGm/utnl0raIypDh/oMb/TNHZtlU60xFCCCHaY5+gCcmHHnqIbdu28Zvf/IYpU6YwY8YM/v73v5Odnc0jjzzCvn37mDt3brf2cdQHELvwwgsJhUL86U9/4tvf/jbDhw9n3LhxBAIBKisrWbduHTt37mxss3jATTfdhGmazJ07l+uuu45x48YxatQoPB4PZWVlrFmzhoKCgsYhQt566y3q6uo466yzOgwiAS6++GI+/vhj5s+fz9lnn904LRqN8uc//5k777yTIUOGMG7cOJKTk6mvr2f//v2sWLECgJNOOukInSnRnCvFzdhfTOjWNobdkEfOuTnsf3c/ngwPuTNy0J1ND/4Tr+zL4NPS2L2igoR0F0O+koZ+kOqDhsdoDCIBXD4HrgEOkn/ddF98+nwBnz6/j2h1jBGF+xhTuIvscAFuItSTiIkLHRsDEw2dINmEMfBRBbgBJw5imDS191OA966p3Tof3eVwKP7nR4ns3euiqNhkxHAP/ft3rU1iQkIPVTltpk+CRp8Eg0fPb9p22FQ4dJtnNqh2BmjpXKJD8dkdLgantV/WWYN1ZnVcOQKIv/HLbSeZ3FMyfG07gjpvoM55A4/cPoUQQghx/Hvvvfe46KKLuOKKK6isrATAMAyGDBnCn//8Z6655hoefPBBfv7znx/2Po7JSNRXXHEFU6dO5YUXXmD58uW8/vrrhEIhEhMTycvL46tf/WqbznE0TeP222/n3HPP5aWXXmL16tUsWLCAaDRKcnIyI0eO5NZbb+X8888HmsZSufjiizsty+mnn05aWhrLli1j//79ZGdnA3DllVdy+umn8+KLL7Jy5UrefvttgsEgPp+P3NxcLr30UmbNmsWoUaM63b44vvj7JZB3/dAO5yf39TKhb/vVoA/XaVflcsoV2UTqLXxJ0yj8/tss/fdOoobOqKrdpEdajs0Yw0mQZHb5BlDp8zCmeifJZi0R5UbFB0bEdfV4En4wrUfLeTg0TWPcOB/jjnVBOuBxaMydafDXcxRD/26xv75r6+UkwKdfN+ifeMJ3bC2EEEJ8qZ2obSRLSkoYNy7+hOZwxEO+5j3yzpgxg2eeeeb4CiS72l4wOzub7373u4e8/aFDh3L33XcfdLkD1WIPxuFw8MYbb7Q7r0+fPo2d8AjRHYZDx5cUD0py/u9cMr9TQfTdXejR4cT+33Mo4tVUYzipJ97pTI3bS8CqJNPai3Pe9zCSMoltq8AzrR/OkenH7Fh6I59TY9nXDUY+ZRFs1eusTjzD69Rhai7cNVlj1mAd/RCGkhFCCCGEOJ4EAoHGYVp8Ph8Oh6PFCBgej4eqqqpu7eOYZCSF+LJzDE7FMTiV2K9fZV+qD6smA48ZHxIkTjG29nMyrxiC9q2fwhmj8ACeMzsfBkV0rH+ixqdfNzj7vxblDR3m+pzwxuU6E7M0HHrPtmMUQgghxPHvRB0vsn///uzevRuIV2nNy8tjyZIlXHnlldi2zRtvvNFYE/NwSb0tIY6huo/28GH/6XhMi5Zt3TSCZ01Fe+67cIZUn+4p4zI08m8zePkinRfn6JR8y2BaXx2fU5MgUgghhBAnjNNOO4233noLy4p3inj11VfzySefcO6553LeeeexfPlyrrzyym7tQzKSQhxDO7L64y5qv0dNn96jI/OIBl6nxmXDJGgUQgghxInrlltu4aKLLmoc8uOrX/0qoVCIBQsWoOs6V111FTfddFO39iGBpBDHkGPmSIr37MXSNIxWQ7p6zxt0jEolhBBCCPHloE7QPhESEhIYPLhl9/LXX389119/fY/tQ6q2CnEMjbh0AKR6WTk8D6tZr2Ha9IEE/t+kY1gyIYQQQgjRWy1btuyI70MykkIcQx6/g2v+NIa3/+Znfp8MBhshRl0ziGE3Dj/WRRNCCCGEOOHZJ2ZCkm9+85uNQxZefPHF9OvXr8f3IYGkEMdYnzw/3/jzmGNdDCGEEEIIcYK48847WbBgAQ8//DCPPvookyZN4vLLL+f888/H6/X2yD6kaqsQQgghhBDiS0npWod/vdkdd9zBG2+8wb///W8uvfRSNm3axN13383UqVP5yU9+wsqVK7u9D8lICiGEEEIIIcQJaPLkyUyePJmf//znvPnmm8ybN4/58+czb948+vXrx5tvvnnY25aMpBBCCCGEEOJLSWkd/51IPB4PF110EU8//TR//OMfSUhIID8/v1vblIykEEIIIYQQQpzAiouLWbBgAfPmzWP37t0AnHzyyd3apgSSQvRSL2y2eWaDTciCMWkwJkPn4qEafRJOsFdoQgghhBBHyIk6jiRANBptrM66bNkyLMsiJyeHO+64g0suuaTbPblKIClEL/SnlTY//MBu/Pf7+QA233oLfnaqxv9OM45Z2YQQQgghxLH1i1/8gtdff526ujo8Hg+zZ8/m0ksv5dRTT+2xfUggKUQvUVyv2FoJI1MVv/jEbncZBfxmmWJ8ps3lw6QJtBBCCCFEZ07UcSRfeOEFJk6cyGWXXcYFF1xAQkJCj+9DAkkhjkP1UcXvl1qs2G8ztZ/Os1thU0V8nkY8YOzM/cslkBRCCCGE+LJ688036d+//xHdhwSSQhxHykOKP6+0+OMKRRQN0FlS0HKZgwWRAEX1R6J0QgghhBCiNzjSQSRIICnEcaM2qhj9tEVxEOJ5x04oBZ00Dk9292jRhBBCCCFOSCdyZztHmtR9E+I48atP7IYgsgsO8qVXHoI3dtko1ZX8pRBCCCGEEIdGMpJCHEOhmOKu921e2qqoCvfcdvcHYebLNhcPgXmXGGjytk0IIYQQog0lj0iHTTKSQhxDs16xeWydoiwEZrPkoWG13yvroVqwA97ZK1lJIYQQQgjRs3o8I/m3v/2NuXPnous6CxcupE+fPgddZ/78+fz2t78FYO7cuYwfP75L+1qxYgV33HEHAL/97W+ZOXNmp8v/f/buO06K+n78+Gtm6/XK3dGPevTeLBRBpBexRA2iJioGSxKNxpgYzTcm6i+aaAKWKBprjCh3HCAooKDC0bsU6fXguF63zczvj722t7vH3VHveD8fj33Azsxn5jMzN7Pznk9zuVwsWrSIlStXsnfvXgoKCrDZbLRu3ZqBAwcyZcoUkpOTefbZZ1m0aFGd8gAwceJEnn322TovLwTAyWKDlccCB3ma6fy943nsG51td8s7IyGEEEKImnSptdVg5zWQ1DSNhQsXoigKuq6Tnp7O/ffff9Z0aWlpKIqCYRikpaXVOZBMTU0FQFEUUlNTaw0kDx8+zGOPPcaRI0eIiYlh8ODBJCUl4XQ6OXDgAP/973/5+OOPmTNnDiNGjKB58+Y+6Tdt2sTmzZvp168f/fv395mXkpJSp/wKUd05VWXVDW9/PHW4+W3PhtwyndiQSxtMbvzfMbalncBsN5NwTSKhzUNp1c5Oh27ecY10j86B9w+we1EmZRFW2gxNoN9tbbCFSw180bTpJwpQokNQwqyXOitCCCGaoCNHjpCdnU3nzp2JiIg4b+s9r09oq1evJisri2nTprFs2TLS09O59957UdXgD7D79+9n586dDB8+nCNHjrBs2TIee+wxwsPDa91Wfn4+K1eupHPnzsTFxZGRkcHRo0cDdnWbnZ3NrFmzyMrK4o477mDWrFnY7XafZbKysnjttdcoLi5mxIgRjBgxwmf+m2++yebNm+nfvz8zZ86s+0ERIojkSAOLCu6atVgrOsgJEiQm5JVi1nROxtd+jVT3zg6d3wy6OIGk5tHZ/102uUdKadE9ktjOEXzy6x3k7y2obKt5Zm8RRWEhOOw2bIZBSmEBSZuP4XFAqGZgNSucXHiYI89tpdeIOFrO6EhY31gca09Rtuk0pig7kT/pjDkh1LvNQheuo0XYOkah2s1oJW4cB4uwt4/AFGa5KPstRH25vztE0eT3vW+VFLDc0pPwT24HQCl1wUtpkJkHtw+FAR0vbWaFEKKJasptJFetWsVzzz3H8ePHAXjnnXe46qqryMnJ4bbbbuM3v/kNY8aMafD6z2sgWVFCeNNNNwEwf/58MjIyuOaaa86aZtKkSRw+fJjZs2ezdOlSbr755lq3tWjRItxuNxMnTqwMJNPS0njkkUf8ln399dfJyspizJgxPProowHXl5CQwLPPPovL5arTvgpxLs6UGlzzsR4wiOxwsoAjiZF4zP53NovLA4DDWr9L9/Fv4fsTHt64wURS2LndMQ/tKGPPKjv2CJ2UThpRUVXznCVuPvj5ZvKPl2HgrS7islooDA3FHBVBdFEJJsMAVSGizEGI00VRRDg/REXjbFlKpx9PUmK2ollV7E4Poadd5HyYQ/F7u1EwsOHCjgsDhTOPrMAVHoorNhLjaCEAigq2gYkUbcoBj46iKESNbE6nT0djjrUH3iHR5DhXHsbxxT7UxHBCZ/TC1Mxb6m1oOo4Fe3Et24c5Kw9z2whMN/aibPFBSt/dCkDIXX2IeOF6lPIXoK6vD+Beug81KRzbjL7oWSU4/rsdTCr2n/bG3M+uQ2gAAOkbSURBVCnOu9GsfHh/JWQVYozug+PDneiLdqBYVJQRnTGS4lA7xmK9sx9GoYOyxxbjmreDyqF+DHB/up2SZqFYb4im3U2zwVN+g/j7QujfHv55L5S54N9fwZlC6NIS3Bos2Yxe5MRlj8VBFGZXKYrmwdYzFuXX43HuyAMDbHf0xtQlwf+AlTjgT5/CgvUQboeUFtCmGUwdBIM7w+JNsHIntE2ArAJIXQtWM9x7Pcwa57uuY9ne47BmDxzK8k675Wp46iaw1Xip88UmeO4zOHgakqKhZSxsOQS6DlMHw5z7wGTyLltcBh9+C/sz4dquMHkg1PKSOqDj5XkrcsBNQyQ4F0I0aRs3bmTWrFmkpKTw4IMPMnv27Mp5cXFxtGrVisWLF59TIKkY52l8gKysLCZNmkT79u3573//y44dO7jnnnu47rrr+Nvf/hYwjdPpZNy4caiqytKlS8nNzWXixIl06tSJjz76qNbt3XLLLRw9epQlS5YQFhbG2LFjsVgsfPHFF5jNVQ/ZDoeDkSNH4nK5+Oyzz0hOTm7Q/r355pu89dZb3HfffVIieQHs2bMHgC5dulzinFwcT6z08LeNNSbqOpFlbky6ga4oFIQHHwxSMYwGjXsUaYU1d5joHt+wYDL938dZsyi78ntErImHXkohKt6K7tF5d8YG8o6W+aUzCD4ypsNqpfOOTGKzizEAV4jqLY01DKLKynBjRkdFQUcpX5OKjg0XkTgow+6zdgNwo1abZmCPs9J9yy1YW9e9FLcpuZKur8Knv6Houe8qv6sJYTT7/m7MneLImfYprtSdRFCAStVPnwM7LkIqv9umdSXm89so+e1Syv5f1bqUaDtaodtbtRzAaiJqwU+xtQuFa38P2YUYKBTSGgu+b4k0zLixobaNxnBrGCeLAu+ACpFRxzDn1XUsIF9OIimhetOMalefWSV83h1Yp3b3TTTpr7Co5g2p3IAOsPFA8A3+vxnw+FTv/9f9CNc/C8UB6u3fORze/2XV91/OhX8upvp16qdXW9j2D8gtgqufgr0nqub95Br45LHg+appwz4Y9SwUVbs/zb4PHhwXNEldXUnXV1Mg50vUNLfj/KDzfr5/2kXMyfl1zz33kJ+fz2effUZhYSFXXXUV7777LldddRUA//znP0lPT2f58uUN3sZ5K5FMT09H0zQmTpwIQM+ePUlOTubbb78lOzub+Ph4vzQrVqygsLCQ2267DbPZTEJCAoMHDyYjI4Pdu3fTtWvXgNvaunUrhw4dYtiwYcTGxgIwevRo5s+fz6pVqxg1alTlsrt27cLlcpGQkNDgILKxqrhZNgZlZd4f98aU53Px9rZk/C4/RaEwrFrwaBhBq7ca5YFWXdpIVlfogt98mc8/+p+uX4aBwjM6axb7ltgX5Wqkzd3L4CkWMjc5AgaREDyIBIgoLCU2uxgAXaVyn6weDQfWytQGJsBAxUDHRCkheDATgua3Le8ySuUUV46T3b/7GtsfOtdvp5uIK+X6UrLKCHvhe5+/Nz2rhONPLMY9NZnQ1D2EUeoTRALYcODCRkVH5o7U3fy4bAMxL/muy8h3oOD9KwTApZHzyALCupQSle0tFXcQiSlAUKTiAazoR/Ir1kagK8Okl2FqYBDp3ZdCHMSgUVECX20bHp38Xy4gt4upcpLlaA4dggWRUHsQCbhfTuPAJO8DeetfvU1YoCASMD7+jv2/uBYtJgzLkRza//OLWu8LAGw/wpH3vyB002GaVQ8iAf63msNTeuLo69+cJZDWv3qHsCLf+5P2uw/Yf3VLjJBza5t6pVxfTYWcr4tHgvVLa/v27Tz00EOYTKaA85s3b052dnbAeXV1XhpNGYZBeno6JpOJceOq3u5NnDixsgOeQNLS0iqXq54GvNVig6moDls93aRJk3zmVcjJyQG8VVevNB6PB133fSvudDp9vmuahsfjqXUZwzBwu90+09xut99g9zXTeTweNE2rdRld1/2273K5fNZtGIZflePGvG8e3aDAHeCirhkUni1IbGAvY3sKfUs667pvuaeMgIUGuSe95yHvSMN6D4qo1uuQalDZRlTRAz1oK5VZUAA9yC1MCZBRfU+x/E028X0z9uaheAIEcXvzUffkA2DC4zdfAUzVShAVA8xbssr/Bmtn3leAbU9m1f4QFjBAUgj0d+m/fivFZ93m2ZhwBp1nPloEpdXOQV7JuW2roCo4q34calI0HbXYidPpxLY3s7J2wdnY957CtudUwHm23b7BZW1/k7a9/nkzFTkwH8uV6+0K27ezLdOY9+1yO2+NhaEoQT+Nmcfj8esTprr8/PygQWZdnZcSybVr13Ly5EmGDh1aWUIIMH78eF577TXS0tK4++67fQZFP3z4MJs3b6Zjx44+byxGjBhBREQEX331FY8++ighISE+2yoqKmL58uVERUUxdOjQyukVJaDr1q3j5MmTtGjR4nzsWqPWo0ePS52FOruSqpq4NAO+0M6+4AUypLWtQce5VaKTVR/upsZvGZ16xdOlS0vMQ7M5+MXOeq1TUxTCCqoCScUAk8dAsyhoikrg25u3TAhACxJI1gwwVQzir21D60Z0TZxPV8r1pcW14dSDa/x6sIq4KpnQcb3JfmErGmZM+D4kGdT4Wwqx0Oa2q8l/ai2cZUxXc+8k7L2bwT5vKb8ZBx4iMdcIWHXUqpLMirSU4CEEyv/SLRRhJ68eexxYVWmkP7VzPF369aya0KkTtPkMjjbsrbR645Cqv6uBnWHZtsAL9mxLh9FXe/8fkQi/+m/5S6PaH9QSx10F4VHwlf+9pfnEa2nepVPdMjqwMyzd4jstOowOo6+CkODNCOriSrm+mgo5X+JK0bZtW7Zt28btt98ecP7q1avp1KmO99AgzkuJZKASQqCyquqJEyfYsGGDz7xApZEANpuN0aNHU1JSwpdffum3rS+++AKn08mYMWOwWHwb7k+cOBHDMFiwYEHltLg4b0cIZ86cadjOCXGeWU0KU+rYx4PZo2Fxa5g8On4RXAPE2uGZqxp22ccl2bh2SjOfaVHxZoZN9Zb2t786jjb9o/3SBcu1Tnnt3Bqvs8xuA4tDq6zQWnNtFaU6FQ//nhrtIzUUjGrtrkzo2FqHk/h4n7PtomjkTInhRDw9zGeamhROxO+HYhvWlpBbu1FGaLVqz15OQqj8OVQg8tWxmNvEEPI733UpcaEY1drgYzcT/tJYePoWSIwGIIQ8PJjRqr0G0VFw4w1W1I5xhP55JAAGZmI4QATHiOIQEZxEwaCsV6s673PNK8RBFBrVAqPqu2o1Efr3Cb4JTCaY9zi08W9+AsBVNaqDV+/o69qu8OrPqr7/9acQGeq/js4t4ONfVX1vnwSPTfbfg5pv/6cO9m7jF2Ohe2vfeXcOh0H1eAD6yx0QVS1viuJt33mOQaQQQlyuJk2axKJFi1ixYkXltIohGmfPns26deuYOnXqOW3jnDvbyc3NZfz48Wctzh49ejTPP/884C2iHzduHPn5+bWm6dGjB//5z398pt1+++3s27ev1nQJCQksXLgQk8nk09nO559/Ttu2bc+6T4FIZzsX1pX2hjCrxOD2RRpfHzv7suGlLpKzinFYVApDrZRZTRSF1e/hp0ccTO2k8Mt+KvGh51ZVY8faU6xdcRh7hMGYW7uQkBRTOU/XDDLePczG/x3DXeYtyQla5qAbnImLwmOx0G3bYZIPZmOglFcz1AjBjdNkwq1bvQGnCdB11PIatjoKoV2i6P72EA7c9Q2uA0XeyokWM/bkMIxCF9Y4K3G3dyLxkZ6YIq/cMfqutOvLmXEM5+LyXlun90SN8dZsMXQD55J9OJftx3wmD0ubSEzTemE0i6T0lbUYmk7Yw4Mxd64Kqtyrj+Ba8iNq8whsP+2NfqYU5/92gKpgv6MXpuTyv/+cIvjoWzhTgD60B8Wzt6B9fwg1LhTLjP7g8KAmx2C7vTdKuA1txzEcvV7ARCl2Ciq3Z7Ruxr7Pf0HzJz4lYmWNNlyTB8JvpsBby2DTQSgqhchQtKgItJMOXO4Q9C5tMXVPQCkuw3pHX5R28bg+2QYGWG/rhalDXOCDpmmw7bC3BPb7PZBX7O21tV8HWLYVvtkJ7RO9Q5EcOOXtgTWlpf96MnO9x6HY4e2op1U89E4OXBV/1Q/w5RbvvJuGQNdW8NICOJELkwbAuH5VPbOWOuF/38O+TBjaDcb2rX/1/lN53rwVlsG0wdC7Xf3SB3GlXV+NnZwvUdNbnVODzrvvxxsvYk7OL7fbzX333ce6deto2bIlJ06coF27duTk5FBQUMCwYcN48803fWqM1tc5B5Lvvfce//rXv+jWrVvQ4tEVK1bgdDpZsmQJ0dHRLFu2jN/97nckJyfTu3fvgGkyMjLIysrik08+oWNHb/HNzp07ufvuu0lMTGTIkCEB023bto3Dhw/z97//nWHDvG+T//znP7NgwQLGjRvHn//851r3x+VyYbX6P3BKIHlhXak39q5zPfx4RkM311JH3TDodjSvMoA6mBBOWYilXg9R/5uocmuX8zOOZEFBAVu3bgWgT58+RFUf/6Miy7pB/okyco+Vsnr2frKO+refDHE46dw+BG1Ac0wtwkn4aCuOpUcAb9lQQVIE7T4ZTfLgOBxHi7G3CQdNJ/uL45TuLyIsJYr4ya1Rzd798hS6cJ4qI7RDBIrp4oyZ2VhcqdfX5c74YjvajH9DTiGqqmGM74cp9Vfs2e99WdolvjnMy4DCUrimq7d0Tlx25PpqXOR8iZqaaiAJ3rarH374Ienp6Rw8eBBd10lOTmbq1KnMmDHj0reRrKhG+tRTTwW9KK1WK/PmzWPRokVMnz69sirsrFmzGDlyZMA0H3zwAa+++iqpqak8/vjjQFV12Ntvv53p06cHTLd8+XKefPJJUlNTKwPJX/ziF2RkZLBkyRLi4+N54IEHsNl8S3Sys7N57bXXGDZsGCNGjKjXMRCioVpHwp4801l7YFXKX/coACa13m/it54xuPUi/mYqqkJM61BiWofS4ep4Mn8oZOOnx8g/4aBZhzC6jUmkRY8ozNZqAd/05pRuy6ZozWnUthHEj2td+ZYsrHNFsGoi8ZbApQjmSCvmK7jUUTQ+yvhemLNnY2QVQkwoqqXGT3J8lLdapxBCiAvGUBt3pzqBuFwutm3bRnx8PHfddRd33XXXBdnOOQWSGzdu5OjRo6SkpNT6ZmfKlCnMmzePBQsWMGLECDZs2EBcXFxloBfIhAkTmDNnDkuWLOGRRx5B0zS++uorLBaLX7vK6oYPH050dDRr1qwhKyuLhIQE4uPjmTNnDo899hgffPABixcvZvDgwSQlJeF0Ojlw4ABbtmxB0zQmTJgQdN1CnG8zeyksO3KWYTwMcKsK1vIeJMPL3JTZ6nfp9k24tDfJ5t0jmfSn7mddLrR3PKG9g7TVEqKJUhIiL3UWhBBCNCGKonD33XfzxBNP0K7d+anGH8g51f+qKCE8W0PNLl26kJKSwqFDh/jLX/6CYRiMHz8eszn4w3BsbCxDhw6lsLCQ5cuX8+WXX1JaWloZKAZjsVgYP348mqaRnp5eOb1du3Z88sknPPXUU6SkpLB+/Xo++OAD0tLSyMvL45ZbbuHTTz+lf//+9TkEQpyTqZ1UxrU7S5CnKhxJjKj86jHVLygc0Rpu7NT03rYJIYQQQpyrpjj8h8ViISYmBlW9sE19zrmNpBDnw5XcZkHTDT7/0eDBFTrZZUEWKm8n6TGp7G8RhV6HahgdouDX/RVm9lExn8dqG3VpIykuL1fy9dUYyflqXOR8NS5yvkRNb3ZdEHTezN1TLmJOzq+nn36aEydO8M4771ywbUiPFEJcYiZV4dYuKv8ZW/vlmBtu42BSpDeIrO39j2EwMBH232fmwX6m8xpECiGEEEI0JYaqBP00Zo899hh5eXn85je/Ye/evTidzvO+jXPubEcIcX5M6KDy+vXwi+UBBkBXFE7FhVV+jS1xkRtmDdy2UlHOx5CTQgghhBCikRoyZAiKorB7924WL14ccBlFUdi1a1eDtyGBpBCXkQf6qHh0nYe/Djr6InYTzGjpYd4BDyfiQgMGk6dKL3BGhRBCCCGagkbcFrI2U6dOPacxIutCAkkhLjMP9TMzvLXO8+t0NANah8P7u6DYDf0S4eMJKp8uU2m2tYzIUheHEyIos3svZUU3MFQFTUokhRBCCCGuWC+88MIF34YEkkJchno2U/l4YlWbyZeu851/y9AQ/vttGTaPQUpmIU6zSqnVxJGEcADu6No0364JIYQQQojLgwSSQjRCbRPMvPPraKa9UYrJpVFst5AVZQdF4dbOCs9dK/1oCSGEEEKcTWPvVCeYkydP1mm5Fi1aNHgbEkgK0Uj1Tray5U9mfvm1wYZTBtfGwR+vUunRTIJIIYQQQogr2ciRI+vURnL37t0N3oYEkkI0YpE2lXfHXepcCCGEEEI0TkYT7WznwQcf9AskPR4Px44dY/ny5XTp0oWhQ4ee0zYkkBRCCCGEEEKIJuThhx8OOu/w4cP85Cc/YdasWee0DakDJ4QQQgghhLgiGYoa9NNUJScnc9tttzF79uxzWk/TPUJCXOEKnQZFLhkHRAghhBBC+GrRogX79u07p3VI1VYhGjnDMPjfXp0/rzE4UgQJIZDvhDynd367SNh6l4lIW9NsAyCEEEII0VBNtdfWs1m7di2hoaHntA4JJIVo5B75Wmf2lqqSx0Nu3/mHCqHlGxqFj5jq1HuXEEIIIYRo3NLS0gJOz8/PJyMjg2+//ZbbbrvtnLYhgaQQjdiRAsMniAym2A0LDxhM7iiBpBBCCCFEhabaa+uTTz6JoigYhv9zotls5tZbb+WJJ544p21IIClEI7Y3r+5tID/8QWdyR2kWLYQQQgjR1L3//vt+0xRFISoqilatWp1ztVaQQFKIRq13s7ov+2PehcuHEEIIIUSj1DQLJBk0aNAF34YUTwjRiMWH1P3uty0bxn6m4fBIT65CCCGEEE3ZjBkzyMjICDp/7dq1zJgx45y2IYGkEI3YmpP1W/7LwwbPrtYuTGaEEEIIIcRlYf369WRnZwedn5uby4YNG85pGxJICtGI7c3R653mlc3glFJJIYQQQggMRQn6acoKCwuxWq3ntA5pIylEIzV7s8avlmmEOzx4TAoOmxnqcNNzavDeDzr39zZdhFwKIYQQQoiLYc+ePezZs6fy+8aNG9E0/5po+fn5/Pe//6VDhw7ntL1zCiQPHDjAZ599xqZNmzh9+jROp5PY2Fi6du3KqFGjuOGGGzCbfTexc+dO0tLS2Lp1K2fOnMHpdBIZGUm7du0YNGgQEyZMICkpKeg2169fz6xZswB47rnnGDt2bK15dLvdfPHFF3zzzTfs3buX/Px8TCYT8fHxdO3aleHDhzNq1CgsFkvQdTz99NMsWbKE8PBwli5dit1ur8dREuL8K3EZ/CHdQduc0so24g6riZOJEXUaWPd/ew3u731h8yiEEEIIcbmry3NTY7F8+XJmz54NeHto/d///sf//ve/gMuGhYXx+9///py216BA0jAM3nzzTebOnYthGPTq1YtBgwYREhJCdnY2GzZsYNWqVSxatIjXXnsNAJfLxYsvvsiCBQtQVZU+ffowZMgQQkJCKCgo4IcffuD111/nrbfeYu7cuXTv3j3gtlNTUwHvwUlNTa01kDx48CCPP/44R44cISoqioEDB9K8eXMURSEzM5PNmzezbNky3n//fT7++OOA6ygsLOTrr79GURSKi4tZvnw5EydObMhhE+K82XRCIza31KejMbtLI6bAQW5MyFnTrzsJuWUGu3OhayzE1qPTHlG7k7kapwp0EiJVsgp0UlqaCbPJ8RVCCCHEhXXjjTcyaNAgDMPgrrvu4oEHHuDqq6/2WUZRFEJDQ+nYsSM2m+2cttegQHLu3Lm8/fbbJCUl8cILL9CjRw+f+YZhsGLFChYuXFg57S9/+QuLFy+mc+fO/PWvfyU5OdlvvYcOHeLNN9+kpKQk4Hbz8/NZuXIlnTt3Ji4ujoyMDI4ePUqbNm38lj1z5gyzZs0iOzubO+64g1mzZvmVJGqaxsqVK4NG6gBffPEFTqeTO++8k48++ojU1FQJJMUl9/E3pagBmjmGONzA2QPJEg/Ezamq6nBtC3hphMrgFtJsurpSp4HNAqY6vK30aAa//bCQL9eWogFukwkUhfBSJyOK83jyNy1IGhhXubyz0EX2hhzsJoWYaxPQHRqmMDOlxRrH95ehlrhxLDiIVuomaWJrEsa0pMyNX1CqlXlQTAqq9fKrqqy7NNANVPvFbUWhlbhR7SYMjwFG+fZ1HUqdEO57fTi3nEbbexrr2m24VuzHneXCmmDFfP81nE7NpHB7IeHNFGJ+OZDw+wehnMrD2LAfurZG6dw8SAY0cLghrPw3p8QBdguYys9RqROsZjBffudMCCGuNE2pLWTLli1p2bIlAA899BA33HADnTt3vmDbq/ev+4kTJ3jrrbcwm8288sordOzY0W8ZRVG4/vrrGTZsGOCtn7t48WKio6P517/+RVxcnF8agHbt2vHCCy/g8XgCzl+0aBFut5uJEydWBpJpaWk88sgjfsvOmTOH7Oxsxo8fz6OPPhpwfSaTiVGjRjF8+PCg+5uWlobZbGbGjBns37+fjIwMDh06RLt27YKmEeJCOlZo8N+TJgINIelpYPWM70/CkI91WobrbJ1hIj606dxUG2LdXidPvFtAbrG32WlSjEpkiEJUmMptrd00S9tL0e4CStrFsLh7O9TjxaR8f5AuBQ5MLWJZ1L8TKApX7z7KtIw9WDWdzQu2crBlLCH94wjNyCTyTDGaScVlNYEBoQ43ZVYzhlnFUBRsThcOq4VNHVuw63QxuZ8eo8huJT7OzAt3hhPz+Y8c+ucuPPluFItCm593puv/6x80oHSfdLLtX2vJ35xDRPdoOj3eg4iUqLMei1P/PciJN/eil2ok/CSZNr/qhmKq/YWDVubhx5mryfr4IGgG1hahdH77WuLGtarXeSjbeJozz2/AdaCA0KEtSXh6EOaE4AMoF2/JZvvwxehFbgAUdNqwj2hbIbnuRFy6ndBYnYS3xmO6oQenpqairdhFS34AFKxYCcUDWcAjewgjhhzaEJJzDNMv1pL/i3CsGBjlL2vMnaOx3dMHJS0DNMMbLB44BbnF4HRDiNU7PlmpqzxoNLx/UG4NzCrERsD0YfD0rRAdVq9j0yDZhfDcPFj5A7RLgCenweAL94AhhBDi0nnooYcu+DbqHUguXLgQTdO44YYbAgaR1VX0BLRgwQLAW9waLIj0yZQ5cLYWLFiAyWRi7NixhIWFERERwaJFi5g1a5ZPGofDwZdffgnAvffe2+Dt7dy5k/379zNs2DBiYmKYOHEiGRkZpKamBg1OhbiQSlwG1/xXo9RkRlMVTLpvsaRZP7feWE8Uw9jPNTbeeeX2w1VUpjNzTgFaeYe4hgGZuTqZQERpCQV/WI3bVf6ya3seQ788RqjTXVlC3DKniMTcYj4Z1oNbVu/GZFSdk/YncklNTmKgoRIFmDUdc1lVz7shLg+4qvKyvntLvhzo+6B/Jl/n74/vY8ZX2yqnGW6DI2/sxRRupstz/fz2SSvWOH7fXjxZ3gCrcGc+WV+dZMT6idiTgpdgn3jrR/bcv6bye+GGbByHikmZPaS2Q8iBx9aT9cGByu+uk6XsnPAV/dZPJmJAfK1pKzh253Jw2GcYZd5j7diWTcmKY3Tc/lMUs38ga2g6WwekQbWOjA1U8omj0NkcvfznzpELxTcvJ/6hLMpWHKEVBzBQyaMl8fiOpxNDHjGcAbznUMWOh4jK+Z4fCzB+9wUhBOlevazayfTU6OzAo0NWAfx9IazeA2tfrNNxaTBNg1HPwPYj3u/bDsPSrbDuBeiVfGG3LYQQl7GmVCIZSE5ODjt37iQ/Px/D8H9OnDp1aoPXXe+nxa1btwIwaNCgOqfZvn07AAMHDqzv5ny2e+jQIYYNG0ZsbCwAo0ePZv78+axatYpRo0ZVLrtr1y7cbjeJiYkBq73WVUV7zEmTJgEwYsQIIiIiWLx4MQ899NA5d5l7oVXvtelyV1ZWBjSuPF8KqcciOFaUiE03/IJI8LaTxDDq1HtrMJtOG/ywew+mIKvQNI2QEG/wcfz4cTIzMxu8rcvRh2tC0PTAwVVsURmhLt8aE+EOt99yXU/kMGjvCZ8gskKnEzlkdG/LLat2nDUvffef9AskAY7GRwdc/sh7P8J0/xK73EWnK4PICu48F5v/sZbYe4JUzwRO/3Wr37Tj/96Ldlc4akTwn4/T7/7oP9GAH55ZTfTLKUHTVaf9ZXdlEFnBuTuX3W99j3pdgt/ype8c8wkiKxQQRyRlPu2JXYad4g82AlaslFFAEhBsfFWFikDSg3+poUYoBgoK5/ASZ90+jny0lLL+ycCFuR+GffcjrSuCyAoOF3l/+S+n/3TjedvOlUh+vxoXOV8XT5cuXS51Fq5ouq7z3HPP8emnnwbsubXCuQSS9W4QlZOTA0BCgv8PeTAVg2EGSrNt2zbefPNNn8/KlSv9lqsI6qq3T6wI8Crm1cxjs2aBKv/BvHnz/LZ58qTvm+iSkhK++uoroqKiuPbaawGw2WyMHj2agoICvv7667rs+iXl8XjQdd8nK6fT6fNd0zS/qsQ1lzEMA7e7xkOo2+33VqNmOo/H4/eHW3MZXdf9tu9yuXzWbRgGLpfLZ5krdd9ynN5qi06rCS1ANdZA0+pPId9R+/6Dtwp7dU3lvBU7CKrMGrx355r0IHfXwlAbxSF1ewllrVmKVa7EHiQfNbZZsW96fuDmAlqOp9bzpuX6B8m4DfRCrfbzFiSm0nPddT9vOb5/O5WyXT77VsFzqCzw8igY+F8XenlP3TomXIRSQLBqvhdnzFVzTnHl/2teI+fjXmKqtv7qTNlFTe4+WeFS30tk3y7PfTvbMo153y6389ZYNNVxJP/zn//w8ccfM3bsWJ5//nkMw+DRRx/l6aefpk2bNvTs2ZN33nnnnLZxyeuvbd++nbfeestn2sSJExkxYkTl96KiIpYvX05UVBRDhw6tnN6zZ0+Sk5NZt24dJ0+epEWLFnXa5rx58zh48KDPtP79+/ukX7p0KWVlZUyePNlnaJBJkyYxf/580tLSzjr0yKVWsxOky1nFm0F5e1W7u+MMXt6jgaKQH2kjLt836smPtJ9TaSRArB2u7tPFL1CsUFBQUFkzoXPnzkRFnb2dXWPyi3A3K3blBZxX10C9xGZhVfdk+h08TcvcosrpTrOJdV1bM3j3sTqt50hCTMDpyafzA0+/O4WUANeQY0QphXPP+E3vckcPmvUKXiKpTcri1Ee+98qwHtH0GFX72DHKjGxOveVfKtn2p91o2bNbrWkr5N1m4cTSU74TTQod7x6MtXWE3/Klf23O5s/m+U034Ub1CwYNYp69npxHvqZAS8JKCXm0JJ8YosmrtpThU9JooRg3kT5rMlN6bqWRACFWWt45FmLCgQt0P7w7Ef6YBm7fB73I269rVL8VlyP5/Wpc5HyJK0VqairXXHMNL730Enl53t+2Hj16cNVVVzF58mQmT57Mnj17uOqqqxq8jXqXSFa0cczKyqp3mjNn/B9k7rzzTjZu3MjGjRt54403Aqav6Dl1zJgxfuM9Tpw4EcMwKtthApVVXwNtD+DTTz+t3GawHljT0tIq119dRfC6adMmjh2r28OgEOdLj2YKfx+hgmGQHxVCVlwoZTYzZTYzp+NCyY86tzFOVeA/49SgQeSVIKWVhXtvCNyhS05UGLuHtqei3q9mVvliQCd2ta6q/VBis/D+iJ64LSbmjB/ANz2TOdosii0dmvPGxEEk5hXTPrsAA3BZTBxrFUtmjLfKpFbtsLssJlb38K+ab7PAL6bHYm9dLY8qtP55Rzr9IXCAZ+8SStxDLVGt3lu+Ylbo+Gg3mo0MHkQCdHx5IJEDq9o02tuE0f2DobWk8Or0zyHE3OD7Yi/+pmSaz6z7g1v0nV2J+Xl3KgoT1TALLf89KmAQCRDaKYpov858DDqzhTiOU1GyqCg6zR/tSvSs/rRY/hOKOnTHg4lwytjGAHbTk2O0ZTc92UdnnxDRQh5mivDWoTUwt7RhS67WuVFDLpuIEHj/kcog8oJJioG5syC8/B6hKHDXdXDPyAu7XSGEuMw11RLJo0ePVnZ8qqre3/+KUuvw8HCmTZvGvHn+L2Dro94lkn369GHjxo1s2LChznVqe/fuzcmTJ9mwYUOD2klWBHWffvopn376acBlFi5cyP3334/JZKJ79+5YLBZOnz7NsWPHaN26db22t2fPHnbv3g14A93a8vXwww/Xa91CnKtfD1D528JCToWFURRuoyj83MYAqnBXd3j2ahPJUY37xnk+/HJyODNGhpK+roysAp0Ozc00j1GJDVdJaXUNjhN9Kf6xgMieMXR2mjmdpzH37UzyjzrYlxCFy2zCBHjsVpYO9rYJjFE1Hk8oJMWsUDSiIz+aQlAdGtcPjqD9qAS27XOim1QSNp8gf80ZtBI3vzl1iowzZWSlNKP78Dh6tbPQt723Wqwx+Uby1mWjWBSi+8ejnKW0NPauJPo/OoSiXfmEd47E3jx476cVbIkhDFw/kcLNOehlHqKGNDtrj60Aqt1Mry/H4ilwUrghm5DkCEI6Rp41XXWKqtDy7etp9odBuA4WENI/AVNU7X/rPb4YS8H3pzj24jaszUJI/n8DsFino2w+QDw2XE4z9oHNMcd6g6mQEW1ou38mxR/uwPbsWqJPlpHniueMnki4WoRLi2QjsbTmINEpIdhfm459+Q4M3YDRfVBG9fQOK7L2R+9wHq3j4Ydj0K0VRIfC5kPe6b3aeutMf/gttE+EMX3gcBYcz4FBnaqGCbnQ7hwBUwbBxgOQ3AzaJ12c7QohhLjoLBZL5TiRFX1bVJRMAiQmJnLixIlz2ka9A8lJkybx7rvv8vXXX3Pw4EHat28fdFmXy4XVamXKlCksWbKE1NRUbr/9dmJiAlfXCmTnzp3s27ePxMREhgwJ3FPgtm3bOHz4MKtXr2bYsGHY7XbGjBnDokWLmDt3Ls8++2y99rEicB0wYEDlWCw1LVq0iEWLFvGLX/wiaK+vQlwoESVuPK5SzsSGVlVl1Q2oRxvJODs0C4VhrRReGqESYZUAsrqYcJW7RgUeksHeMhR7S28glgKktDRz1cttWbXDyak8ne5tzOSUGHg8BjmFOrHhKiN727BZqkoA+9dYZ5/O5cFEh3a0uqVqeKFrguRPManEXl33tuoAtmZ2bMPrHzxE9jt7b9uBmKNsxF4f+B5aV9bkSKzJdQ9Co65NIuraGvs4ogdWIFjL1PDpPQmf3tNvulHmgh+OQ3IzlPjyktCRvX0LHlUVrq5W0poYXfX/6tNjLfDIhKrvnVp4PxdbZCiM9N9XIYQQTUvz5s05fvw44B1Jo2XLlmzcuLGyj5lt27bVKyYLpN4RUMuWLbnvvvt44403+NWvfsWLL75I165dfZYxDINVq1aRlpbGK6+8woABAxg/fjxffPEFDz30EH/9619p27at37qLi/07A6gI6m6//XamT58eME/Lly/nySefJDU1tbIId9asWWRkZLBo0SJiYmKYOXMmdrvvW19d1ykpKfGZ5nA4WLp0KWazmb/85S9BhyvJycnh+++/59tvv2XkSKkaJC6ufq3NrN/vIrTMTandglnTwYDMxPCzt5E0DK5vq/DVLaYrugrr+WYxKVzf5yKVLImLQgmxwoDgL0uFEEI0fo29CmswAwYMYOXKlfzmN78BYPz48cydOxeXy4Wu6yxcuJBbb731nLbRoKK0n//853g8HubOncuMGTPo1asX3bp1w263k52dzebNmzlx4oTPECF/+MMfMJvNpKenc+utt9K7d29SUlKw2+3k5+dz6NAhtm3bhsViqWz4X1payldffYXFYgnalhFg+PDhREdHs2bNGrKyskhISCAhIYHXXnuNxx9/nA8++ID09HQGDRpE8+bNMQyDnJwcNm3axOnTp2nRogVJSd432MuWLaO4uJjrrruu1jEvp0yZwvfff09aWpoEkuKi+/2N4Ux7OR9FM4gs8fauZgCqpqObAw9IX0lRKPX497oqhBBCCCGahjvvvJOUlBQcDgd2u50HH3yQgwcPVhbSDR06lEcfffScttGgQFJRFB544AGuv/56PvvsMzZt2sSCBQtwuVxER0fTtWtX7r//fsaMGVOZxmq18sc//pFp06aRmprK1q1bK9NERETQrl07Zs6cycSJEyuDui+//JLS0lKuv/56oqOjg+bHYrEwfvx4Pv74Y9LT07n33nsB6NChA5988glffPEF33zzDVu2bGHlypWoqkp8fDw9evTg4YcfZtSoUZWd+FQMJTJlypRaj8HQoUOJi4tj7dq1ZGZm0rx57Z1WCHE+9Whj4bs/xfL0vGK++FHDo6oURNjOHkSWy6tliAshhBBCiCtFUy2RbN++vU8TRLvdzpw5cyguLkZRFMLCAjffqQ/FqDkwjRCXgHTH3TCGYWB6Wav34APPXqXwzDV1Czprqj78R58+fZrc8B9NkVxfjYucr8ZFzlfjIudL1PS3oauCznv8u+EXMSeNT72H/xBCXD6OFRn1DiITQuD3V8mlL4QQQghhqErQT2On6zppaWn85je/4Z577mHXrl2At1AgLS2N06dPn9P6pbtRIRqxGHvdb3IK8OIweKSfCXMTuDkKIYQQQojAHA4H9957Lxs3biQkJASHw0FBQQHgHUfypZde4uabb+ZXv/pVg7chxRJCNGIRVqXOY6CbFHh8kBmbWYJIIYQQQgjwtpEM9mnM5syZw9atW/nXv/7FihUrqN6a0WQyMXr0aL7//vtz2oYEkkI0cvY6NnXsEX9h8yGEEEIIIS4PS5Ys4Sc/+QmjR48O2FN/mzZtOHny5DltQwJJIRq5GT3O/sZMBT6cIJe7EEIIIUR1TbVE8tSpU7V2KhUWFkZRUdE5bUPaSArRyP19hIpL0/lwl4Fb958fY4PD96tE2iSQFEIIIYS4EkRGRpKdnR10/sGDB4mPP7fqavJkKUQjF2pReGesiaJHTJT+0sSJB0w82h9u6gSrfqKS+7BZgkghhBBCiACaaonkgAEDSEtLw+Px+M3Lzs5m/vz5DBky5Jy2ISWSQjQRFZ3ohFjg5evk0hZCCCGEuFI98MAD3HbbbUyfPp2pU6cCsGPHDvbu3cvcuXNxu93cf//957QNedoUQgghhBBCiCakW7duzJ49m6eeeopnn30WgH/84x8YhkF8fDxz5syhXbt257QNCSSFEEIIIYQQV6TGXoW1NsOGDePrr79m9erVHDx4EF3XadeuHddeey12u/2c1y+BpBBNQLHLYMF+gwP5Bt3j4KoWCi0ipF2kEEIIIcSVIi0tjQEDBtCqVavKaVarleuuu47rrrvuvG9PnjSFaOR2njFo+YbG9C90nlljcPNCg5Zv6lhe9vDMau1SZ08IIYQQ4rLVlDrb+d3vfseWLVsqvxcXF3PzzTezY8eOC7I9CSSFaORGzdModPlP9xjw3Pcadzx2nH9/lEORI8DYIEIIIYQQokkwDMPnu9vtZufOnRQXF1+Q7UkgKUQjti1LJ6s0+HzdpPLfpETmryrhpt+eYvEBCSaFEEIIISo0pRLJi00CSSEasfd+MM6+kKLwZafmFKFyd5qbUncd0gghhBBCCFELCSSFaMQU6hgUKgprW8dT5tBZmymBpBBCCCEEgKEE/4jaSa+tQjRidlP9li+xmkkKlTujEEIIIURTtGLFCk6cOAFAWVkZiqKwcOFCtm3b5resoijMnDmzwduSQFKIRqzQBRgG1LUev6LQJe6CZkkIIYQQotFoam0hly5dytKlS32mzZ8/P+CyEkgKcQUqcemMmqez7mQ9gkgADOz/0JjeTeHVkSoR1qZ18xRCCCGEuFK9//77F3V7EkgK0ci4NIO2/9bJcVDPIBJAwa3DuzsNnJrORxPqWTdWCCGEEKIJaUolkoMGDbqo2ztvgeTrr7/O3LlzUVWV9PR0kpKSzpomLS2N5557DoC5c+fSu3fvWpcvKSkhNTWV7777joMHD1JUVERISAjJyckMGTKEqVOnkpiY6JcuPz+fzz//nIyMDA4fPkxRURF2u50WLVrQs2dPRo8ezcCBA4NuV9d1pkyZQmZmJoMHD2bOnDln3TchLpRHv9G8QeQ5+nSvwb9HG4RJqaQQQgghhKin89Jrq6ZpLFy4EEVR0HWd9PT0OqVLS0tDKX8LkJaWVuuy27ZtY9q0abzyyiscP36ca6+9ljvvvJPx48ejKApz585l2rRpHDt2zCfdN998w5QpU3j99dc5c+YMQ4cOZcaMGUyePJlmzZqxZMkSfvGLX/Dyyy8H3fbatWvJzMxEURTWr19f2YBViEvhv7vPvoyiG/TJzKN1fknQZTSduvb5KoQQQgghhI/zUiK5evVqsrKymDZtGsuWLSM9PZ17770XVQ0ep+7fv5+dO3cyfPhwjhw5wrJly3jssccIDw/3W/bgwYM88sgjlJWV8fDDD/PTn/4Us9k364cPH+aVV16htLRqdPZ169bx5JNPYjabeeaZZ5g4cWJl4FqhopSzZgBaXWpqKgAzZszgvffeY8GCBcyaNatOx0aI88mjG3jqEP0ZqsLW5jG0zykKvgywMxuGtICcMoMIK1hNUjoprgxGqRPcGopHg8gQsHh/U4wSB3yzC7q0ROlYVcPFcLqh1IUSE4anwEnRqpOE9onH1iYC1uwBlweGd/epbl5a7OHgrlJatrMT08zqu32XB4odKLHe3zxdNygt8hC6YiPxX65Ht4Xg7nAMLS4ce7cE6NcB3B4oLIO4iMr1uJw6mscgJMxbTb20RMNsVrDaVHSHB73MgznGHuQgGJBTBDFhYKpjNXe3B77fAxF26N+han+LyuCbHdCrLSQnwtq9UObyHpN9mZBdCAM6QJEDYsOh+vNBfgnYLWC3Bt5mTQ6Xd90x/s8LZ3UyBzYehGtSQDdg0wHo1hraNIOcQli9BwZ0hBax9V+3EKJR0ptQ1daL7bwEkhWB1k033QR4ewbKyMjgmmuuOWuaSZMmcfjwYWbPns3SpUu5+eab/ZZ96aWXKCkp4Z577uGuu+4KuL7k5GReeeUV3G43AB6Ph+effx5N03jqqaeYNGlSwHRhYWFMnz4dj8cTcH5OTg7fffcdnTt35v7772f+/PksXLiQmTNnYqrrD68Q50FOmcHITzVvT611lBtS+4PZVR9rdIiCAwUQZYPfDFD5w1UyvKxougyHG+PhD+E/q1A8xYCOER2G8uSNGIez4c0vUQwDAwVjaG/48rfw5wXwr2VQ7OBAy96cyYzApBvoCljCS+lX9D3Hra3YG96Vsth4ksa05kjn5qxeVVRZ7N+5VxgPPNvOm4dn58M/lkJhGcbA9ux75DY+/cag1Y7tlFnsjN19irZ5p4AMTMD3yT3pqR8iqiAPCkqhdzKe12Yyf2ck677JR/MYtEsJQTcMDu91YLHAhLzjxH1/EL3EQ9g1zWn9zkjsnWOqDsTijfDLd+DAKW/Q9PxPYcZ1tR+8P/4X/vq5tzoDQHIzWP4nmLscXkz1BmYAqlL1fwX/qg+hVnhxBkzoDz+bAyt3QogV7h8NL90N5iC/rboOT34Iry2FEgdc0wXeeQg6t6jTuWfK85C+IfA8sxmqPwdMHggLfle39QohxBXqnJ8Ys7KyWLNmDZ06dSIlJaUyYKutqqrT6WTJkiVER0dz7bXXMn78eFRVrQwuqzt+/Djr16/HZrMxY8aMs+bHYrEAsHnzZo4fP05iYmLQILK6miWcFRYuXIjH42HChAnYbDZGjx7NmTNn+P7778+6TiHOp/+3Xmf7mfqlyT9LIAneIBKgwAlPr9b5cJfegNwJ0TgYf/gc3l6F4ilCwfu3ruSXwJMforyxFMXwRj0KBny3FW58BZ5fCMUOSgkh50Q4pvIgSTVAKwplQ+Rg1kVeRb4ajTPfw775x1jzdYFPAPXj9hKWfZaF8e638KdUb8kiwIaDNLv/X3hO5PFD8y4kFRWUB5FVhhzewSctR3mDSIBth1nyy+9Z/VUeHreBYcDBPWUc3uttPN1p1zFivvwRvcQbGJWszuTQ5MUY5fvG0TMw7f95g0iAk7lw92zYsC/4gVu4Af48ryqIBDh8Bm79Gzw/vypwBN//B6pBUeqCh9+Gsf/nDSLBW8L46mL4f/7PAZVeXQx/S/MGkeAtPZzyvLdk9WxeWxI8iITyIFLFG/niXfb1pcGXF0I0GQZK0I+o3TmXSKanp6NpGhMnTgSgZ8+eJCcn8+2335KdnU18fLxfmhUrVlBYWMhtt92G2WwmISGBwYMHk5GRwe7du+natWvlslu3bgWgS5cuRERE+K0rmIpBN/v161drFdvaGIbBggULMJlMjBs3DvCWoM6fP5+0tDSGDx/eoPVeLHv27LnUWaizsjLvQ1VjyvPF9uW+VkCQKmrBNKC6xr83FDFAzQw6X9M0QkJCAO+LnszM4MuKy4NcX1Xav/c9ZjzeQPEsFED7Zgdq+cPEvoiOKAFqi5+2tvT5nhMXiRHgd2fNV1lctWMZYTWmR5cVEV1WRGFoFO2zj/ulU4EIp4N8ewTRDm8GNsV39VuuQoejp/ymOffms/uz9ag9o4j5z/ckumrUwjEMcuekk/XkhIDrbPHaQiIDzdh8KGg+zupH/3uH853lHJrWI+Dibed+RUjNiXtOcPjzFTh6tKp1U23nLPZP68fAe7Q1AMpmL+TIdclnTSXXV+Mi5+vi6dKly6XOgrjAzqlE0jAM0tPTfQItgIkTJ1Z2wBNIRWllRfBZ/f81B8zMyckBICEhoV55qy2dw+HgzTff9PvUtGnTJo4dO8bVV19NbKy3vURFoLxmzRpOnz5drzxdbB6PB133LV1yOp0+3zVN86vWW3MZwzAqqwxXcLvdVW+3g6TzeDxomlbrMrqu+23f5XL5rNswDFwu3/qcV+K+tQ2rR53Wc6BinHXfAL/2xnLeZN8aw74Zaj1frpiqfiY9lsA/mU6rxee7EqSEzGwFPcivbqnVG+Zkh0cHnJ8dFo1qVJ2D6v+vSQ+2jybFe9xMgTNhlE8PdN60IGmCbquBDLMa/G+ynvmu/jdp1KF2ht96Q2yV/5frrens29mWacz7drmdt8bCUJSgH1G7cyqRXLt2LSdPnmTo0KGVgRbA+PHjee2110hLS+Puu+/2eeA8fPgwmzdvpmPHjj5vKkaMGEFERARfffUVjz76aGWJx4XgcDh46623/KbPnDnT53tFUFuzauzEiROZPXs26enp3HfffRcsn+eqR4/Ab3UvRxVvBuXtVXB/aWGw5H0N9wXuavVXV0fSvVN00PkFBQWVNQU6d+5MVFTUhc2QOGdyfVXRHxgJ/7cAA8WvVNIAn4pMBgrq/aPh1a8A6FK4l42hVxNWWvUA5TaphKu5FBNdOS0+p4DDnuZoNdr6Tb6zNRHDJsKa2T7Tz4THkB3u/Q39vn1fBhzdRYSzquO4vQltKbbbiXRW9cI8JHcXi8OvDbiP+5Kbk5Bb6DMtpG8zUqaVjy+W2Ab+uRyKq40jZDYR9+tpxHVpG3CdPHoTLN7uN1n9xVh440vfKq911astbD/iM8k+awK9evUKvPyDE2DmG77T+rWn3Y0jz76tv90DI585y0Iq1evihr70szpdM3J9NS5yvoQ4f86pRLKiTWP1kkWgsqrqiRMn2LDBt01CoNJIoLL9YUlJCV9++WXl9Li4OADOnKlf47CKwDZQuujoaDZu3Fj5ad68ud8y+fn5rFy5kqioKIYOHeozr6JNZ3p6ut8bGiEulB7NFNZNVwk7b6O/QvsoGNXG2zdGmwh4/XqVqZ2ksx3RdClPT4YnJ2BExmMoFgwFjDbN4O1Z8NYsjOhwDMCIiYDXZqK8cie8fAc0jybMcBHXx8PhNs0oiAjlePNYcvpGcsOpFbR37K9scxnZMoRpt8QQHuUNJG12lYkzEuk5OArl1sEwewa0ivVeeON6Ufrpr2nVIQRF1yiyh/HKddNZ1aEfO5Pa81nvUaQNHMXDzX6A5ARvdfVRvbj+nbHccFM8oeEmTGaFXoMj6DkwHJMZTvRuQ9FPe2FODAGzStTU9rRbWK3KalIMLHkaBnb0rq97a0j9LfQIEkQCjOwJ7z8C8eVNTCJC4Lc3wr/uhSV/gOblHfmE2ryfCjYzDOwAkaFV0ywm+OtP4atn4OarvD3mNouEP98OD48Pnof7b4AX74TEaG+HPFMHQXodO8S5rifMvheiQqvyVVnCqQAmb77QvcvMuRdGNJ6XsUKIhpMSyYZTjJpl5XWUm5vL+PHjz1qMPXr0aJ5//nnAWzQ/btw48vPza03To0cP/vOf/wDeNlhTp07FZrPx5ZdfBhweJJB169bx4IMPkpSURHp6eq3tJCdNmkRmZiYbN26snPbRRx/xj3/846zb+ec//8nVV19dpzyJ4OQNYd0tPaQz7vNzf4FhV6DssfpHpdVLJPv06SMlko2AXF/nl6YZZGc6iYyxVA67AeDMdeLKdRLePgKlgVU+c045+Xrxfpq1hG49OxIaYSI88jy+PbpYTuR4h0RpVzWECnnFcDofOjWv+3AjF8PB02CzQMuGDfkh11fjIudL1PSHCZuDzntucb+LmJPGp8G/ThW9mXbr1o1OnToFXGbFihWsXLmS/Px8oqOjK/+fnJxM7969A6bJyMhg586d7N+/n44dO9KqVSsGDRrE+vXref/99886fqPb7cZisdC/f39atWrF8ePHWbx4cZ16bq1uwYIFAIwdOxabzeY3Pzc3l++++47U1FQJJMVFdUOy4tO7fkMl1b3vKiFENSaTQmIr/46vbLE2bLH+vxf1EZdko+c13iAroeW5reuSahnnPy0mvGFjP15o7RPPvowQosmSkseGa3AgWRFoPfXUU0Hf6litVubNm8eiRYuYPn16ZVXYWbNmMXJk4DYNH3zwAa+++iqpqak8/vjjAPzmN7/hnnvu4T//+Q+RkZHcfvvtfmM4Hjt2jL///e888MADpKSkYDabefLJJ/nlL3/Jiy++WNkhUM0OQhwOh1+j5q1bt3Lw4EE6duzIc889FzCfLpeLcePG8d1335GTk1NZBVeIC01VFPo0g81Z57ae3wyUKqxCCCGEEKJhGvQkuXHjRo4ePUpKSkqtVQOmTJkCeIPO48ePs2HDBuLi4hg2bFjQNBMmTMBsNrNkyZLKHqHat2/Pq6++SkxMDK+88gpTpkzhT3/6E3PmzOGll17ivvvu4+abb2b9+vWEhla1wxgyZAjPP/88JpOJP/7xj9x444383//9H3PmzOHll1/miSeeYMyYMWRnZ9O3b9/KdBXtOKdOnRo0n1arlXHjxuHxeIL2TivEhfLicJWzVQwzaTqmIB1gPD4AHuwrgaQQQgghrmyGEvwjategEsm6BFrgrX+ekpLC3r17+ctf/oJhGIwfPx6zOfhmY2NjGTp0KN988w3Lly9nwgRvBwF9+vRh/vz5pKam8u233/Ldd99RVFSE3W6nbdu2/OxnP+PGG2/0G+5j5MiR9O3bl88//5yMjAxWrVpFcXExdrudpKQkbrjhBsaMGcOAAQMAKC4uZvny5ZWBYm2mTJnCJ598woIFC7jrrrv8SjuFuFCub6uy4x6Fqz7SKAgyKkj17vrjix3khFgJMcGPM820jJAgUgghhBBCNFyDO9sR4nySxu8N87d1Hp74rtoEw0A1/Md2iy5zcc2RLLKGtWT9DN8x7+pLOttpfOT6alzkfDUucr4aFzlfoqanJm0JOu+vC/sGnSfOcfgPIcSllev0DRjb5ZUEHCC80GYhqcTFJBnaQwghhBCikq4oQT+idvJUKUQj1jPet0KBpirElDn9lmtZVEqoR2OWDIsmhBBCCCHOAwkkhWjEduX4vi07FhVK/xN52Dxa5bQwl4dhR7JxhZuJi7iMxm4TQgghhLjEDEUJ+hG1a4SjHAshgjEUhTVt4hl2KAsFMBsGbfNLcZlVZv26xaXOnhBCCCGEaCIkkBSiEbu7h8pf12lUr+BaajWzrFNzzJpO+4ISIrpEMPcXkYSFSGmkEEIIIUR1UvLYcBJICtGIdYxReOsGhQdXGDirarMyKAm+usVMlC3m0mVOCCGEEEI0WRJICtHI/byXiZ92M9ifB60jDaJs0vRZCCGEEKIupHfWhpNAUogmwG5W6NEMQG6GQgghhBDiwpNAUgghhBBCCHFFMuQdfINJHTghhBBCCCGEEPUigaQQ4rJmGAanj5aRf8Z1qbMihBBCiCbGQAn6EbWTqq1CiMvWyQMl/PcPeynNcuAxm0m+Oo47Hk/GFipDmQghhBBCXEpSIimEuCyVlXr452P7OOi2kxUdiWEYnPr6JEs/OHmpsyaEEEIIccWTQFIIcVl6+anD5IaE4raYcVqtnIqLocRuY8+yrEudNSGEEEI0EbqiBP2I2kkgKYS47OTnejh6WvObnhcRhlombSWFEEIIIS41aSMpRCOmGwZp+wy+PmrQNlLhZz0V4kIa/xu04iIPgcbE1FUTkSfy0D06qlnegwkhhBDi3BhS8thgEkgK0Yjds0Tn/V1G+TeD330HD/VV+NtwFYup8d4YIyJNmDQNzeTbqY7d7SIiqwhntpOQpJBLlDshhBBCCCGBpBCN1PYzRrUg0ksz4NXNBqqi8/frGm/PphvXFhNVUkpBWGhlMGlzuwl3OHGHWrE1s/ml2bGhiB82FxMRZeKqUTHENrNgLN0OaZsgNhx+PgylQ+LF3hUhhBBCXMakRLLhJJAU4jKhGwZPrtJ59wcDjw7Xt4E7uqrckKwQZlV8lvv+OCw+6N+GsMLsLQZ/G25gUhvfzTHzcCnf/vNHMJlpVlSMR1VRMDDr3qDZUGD+Xetwrz1JWFkRjhgnxwb04HBJLABlZhPp83OYeSqDvt+tBHRAR39xMZ5PH8V2U69LtWtCCCGEEE3GeQskX3/9debOnYuqqqSnp5OUlBR02by8PObNm8eaNWs4duwYxcXFhIeH06FDB6699lomT55MdHS0X7rMzEw+/fRT1q1bR2ZmJmVlZURFRdG5c2eGDx/OhAkTCAkJXN2tPvkDyM/P5/PPPycjI4PDhw9TVFSE3W6nRYsW9OzZk9GjRzNw4MB6HSPR9GSVGLy5SWNfrsG1bVTu6qViMzcseBs9T+fro+UljIbBZ3vgs70aFjM8PlDluWtV3tlp8OtvdIrO0t+MW4fsUo3E8Mb3rmjJc3vBpWOxaIQXlRFZUIKuKuTHRuK0W8iJjSLziMb+vl3ZEBNBgd17zcdbnSSXOSmzWwF4wTaUF7btpF3hYRRA1R0YP/kHesnbqLbGW1orhBBCiPNHb3zv3C8b5+UpU9M0Fi5ciKIo6LpOeno6999/f8BlV65cyTPPPENJSQlt2rRh5MiRREdHU1RUxPbt2/nnP//J3LlzWbp0qU9Q+Nlnn/Hyyy/jdrvp3LkzY8eOJTw8nPz8fDZv3swLL7zAhx9+SFpa2jnlD+Cbb77h2WefpaSkhJYtWzJ06FDi4+NxOBwcOXKEJUuWMH/+fG6//XYee+yxcz5+4vKWW2bw3VGdVpEK/ZtXdfCyJ1un/9tuSt3e7x/s0Plsl8KXP7Wg1FJNIrPYYG2mgUcDiwmubalwsICqIBJAUaA81nHr8Nd1Bm9u08hx1D3f9yyF+3vrXNVCITGs9rtkidPgm/1uokMUrmlnrjX/F1ru/iIc9hBCSp3EnsojvMyJw26lJCIEzaJSEhlKcYid45ERdHTreDylnLZaCMOoDCIBiu0hvDD6DlJysjgUn0xcSR4TflhGr5CfY1HKUNFQru8F/3mYUmsoO7/PJXWXwq6jHprFmvnJ+AhGXxNW53wfPubi9BkPKR1sREf5B6rHVmeR8fxO8g8XE981iquf6klS39jzcsyEEEIIIS628xJIrl69mqysLKZNm8ayZctIT0/n3nvvRVV9e1XcuHEjv/3tbzGbzTz77LNMmDDB74F1165d/O1vf8Pj8VROW7x4MS+88AKRkZG89NJLXHPNNX55WL9+Pa+99to55Q9g3bp1PPnkk5jNZp555hkmTpzol8eSkhJSU1M5duxYnY+RuLgMw/A5b98c1flgl4EC3NVdZVhr/0CpehqPbjBng8ZLGRoniqAixGsZAa0jwTAUNmUZVPszBWDZIYNvDhuMbKfw9RGdD3d7U97dXaVbnMH0Lwy+POzbrlEB2kaefZ/qE0SiGyw5CEsO65gVeGWkyqw+it/fsmEYLP/Rw7R3iiguL+XsGK+y5peRNAtX/Y6LYRgYhm/+ay7TUKXFHl75wyF2tG6Jx2QCReGH9q3ocOQUEYqGbvYGZwoQ7nCQ4HDisJgxAYOyjnMgrrnfOo/FJLEzviWjDv3ALduW0Sn7MIZJYU3rAZyISiLpQBZ9uj7Bx8lT+LpnV0rt3raXJ7M8/OM/eURFqAzqFbxTH8MwcDl1/u9PJ9h1WsEAzCb42W3RjB8VUblc3oEivrgvw/uHZBic2ZnPwru+547lNxCWYPc7fhXfz3ZcT/5YzOalZ3A7dboPi6Pz4Gi/dRxdc4Zdn5xBMStE351HYs9ojmwvZNuyM6iKQs/r40nuHVWncySEEEI0NdJGsuEUI9BTYT39+te/5rvvvuOjjz7i888/Z/78+bz66qs+AZ+madxyyy0cPXqUp556imnTpgVdn8fjQVVVVFWluLiYyZMnU1hYyOzZsxkyZEjQdC6XC6vV6je9Lvmr2O7NN9/M8ePHefrpp5kyZUqt++3xeDCbG1/VwcvRnj17AOjSpUvA+YfyDdadMugaq9A7IfAFr+kGb+/QeWWjwd48iA+Bce1gzUnYn++77O2d4OWRJppHKMzZrPGXdQanSuCqFvDyCJU7U93szw2wEQWwKOAxvE3vAoiPVHAqalX1U83wFisaeEdutareEscLxTCCrr+VTWNqssEN7RVe/trJqoMeFNUbAKFX3Qq6JZn4/TAr//yqlKM5Bq3iVFyGwbFcAwMwmQwGJxXSpWU0C7YZuDwwuoeVv98RTmRI3YblOJKtsfWoh85JJrq2MDPr2ROsPqXS2ek9cKpuYNc0okrLaFZc7Je+Q/Z+btuSSl5oBLsSO/HCyBkYioKq64RoGh5FxWlS0TQPD6/6kmsP70MxdLa3as9XPa6qPEYxJXkkZ+5nUY9ryA8Pw2Gruof0725lyuhIjp/2EGZT6BZeSsu9P7LTnMB/dkZw6Kgbk6bjVFQ0BVAUFMPAZBiM+mEXdoeLpH5xOPKc5O4pBLx/QhVH2m0xE+dxknL4BGW9mpPdPgnn4WLyz7gpiwwl/lQBrXtE0PP5fsT0j/fZ/z2rc/nfc/urVgYM/2lLkpPNrPj7PgpOOogIBVeet8jcabVQHBmGx2LB7HITXlCEx25FN5sIiTTTY3QzkvtGo4aaKSvWSO4dSWiUpU7nUpxfZ7sfisuLnK/GRc6XqOnBn+wJOm/O/+TvpDbnHAVlZWWxZs0aOnXqREpKCpMmTWL+/PmkpaX5BGqbN2/m6NGjJCQknDVAqx6crVixgsLCQnr27FlrEAkEDCLrmr+KPB4/fpzExEQmTZp01n2XIPLieHa1xp/XGpVxzm1dFD4cr/p0JHOs0GDUPI19eVXpzpTB+7sCr/O/ew0+2e7i6vYmVmdWTV9zEkb8T8PpH7d4GYDb8Hl4rynbqXgDRsPwBmeuagublEsWRAIcLzSY/XUps7/Gu5zNUvUmTjfA5Q06dp3SuGe+i1intxT3eI6OAVT0lappCmtPRLH5RNW+fbHNxb7TBax6Kuas2Xx+YQmzl5dR8RprWAcT3+ZYaau7Kvcj1ONBBdQgBzvKUYyKQVxpIQoKES43uqIQ73BSaDFTajVhGAZPLUun74mj5alUeh8/TH5oNOs7dAMgLyyGa5w5DDy6m4V9r/bZxsYfXKzd5X2jYNY8PLf0db5o3YMvurUBvMdKV1Tv6cb7bsFQFDzAgehYNLOFzTkmWpxxkUBVEOlRVTZ160hepLfUUh2s0+3gUVptzcVQ4FhyIrtat0DpDX12H6H4pm+4fusUrNFV97i0lw/5/R1++/EJVqCgm8IgPhTridMogGZSyY+Nqvzb8Fgt5MfHEOJ0ohoGjkIPGz/PZPOnx8EAp92KajMx6dEO9BzlG8AKIYQQQoD3cfecpKeno2kaEydOBKBnz54kJyfz7bffkp2dXbnc1q1bAejfvz8mU907uqhI19CObeqaP4Bt27YB0K9fv4DVXsXFtzXL4E8ZRvXCMj7ZY/DJHt8n6MdX6T5B5FmpCoaCTxBZwakpUFuHOWcrw68IcBXFWxpZ3YWuPnG29VtNVVe91ey7vKp4G20CGAZRLg/V11b9/waB30L9eEpj42F3rVnYesTNv5ZVBZEAW3900dztIcldVVe4Ynap1Raw8LfHqd0AOE1mvk/uSYTLTbzDyRmbjUMR4eTbrNidZdWCyGppTxzw+Z4TFkty/glancnF7qzqyUgBKjLqMZl5afidfNFtWMD9Uqo3cQWOtEjieGI8p+JjKA4N8SmJPNQyqTKIBNBVlV3t2+Aym1AMaHUyi+jSMgxFYUu3ZLJ0C5kLq6rSlxZ5cJT699prGN7AFsDkqTp/Drvd/29DUbxViKvRFQUFsLrcaG6Dxa8exFFSo/62EEII0YToKEE/onbnVKRmGAbp6emYTCbGjRtXOX3ixInMnj2bhQsXcs899wCQk5MDQEJCQr220dB09c3f2bblcDh47733/KbPnDmz3vm6WCqqbzQGZWVlgH+ePzkYDfiXiHy+PZ/+albl92WHkqnXn7NuVAV8gZy39wjVw4fy7ZoacGOqiLrONRBVFG8A6fQEXpeqAhomwFxLrXeHAqFBZqeuOUG4I3iDzvmbQwDfTmxi3B5aVQsiURRKLWbC3R40k8qZyEhii4ux6Dp2dxnX7f+OtnnewMqmebB7nBRbLMS4XJwOqRpj0qQHrn9cPeuKrpOnR1IY2pq+B4+iA7vatuRQUjO/dIUhkViDHJfqR1M18Dm+SvU0ikJuVAQ16apKfkQ4CXkFqIZBs4Ii8sNCAchsFk3m8ZOU7fEG6cd3BR76pXrOdNVblqvgHTKlThTv36uqG2AYuB06a7/aTVJXqeJ6MQW7H4rLk5yvxkXO18Uj1YebvnN6XF67di0nT57k6quvJja2qvfB8ePHo6oqaWlpATvmuFjOZ/4cDgdvvfWW3+dy5vF40Gs8SDudTp/vmqb5dGwUaBnDMHC7fUuZ3G6337Grmc7j8aBpWq3L6Lrut32Xy1W57ub2wKVbSTaXz741D6lHqYlhgEuHYOfeKA8yz8eLqJolmx7Dpy1ivZyv0kyPXtnpi5/yabpSe8GrBjiDTG8Xq5evysDl8h2nxOPx0CzM/1zFeQKUrikKWvk+l9msnIiN4ZTFxaOr5jDg+FafZcft/g6jfPtatdoEmVEx7E7074Rne6v2lf9vd+oIhdaqzmZUoNvRE9hdLm9JaLXjrhrBx+6s3n14zTOVGR/rczyrl3oSZHpptbaa4R4nYcOr8hgWHfhvwYDylwFgmEzo5f+3lzn9z7dhYK5xfVb8bVZfMjRGbRL3kortB/qbvNz2rWZ+mtK+NeXzJvvWOPbtbMs05n273M5bY2EoStCPqN05lUimpqYCVFYbrZCQkMDgwYPJyMhgw4YNDBo0iLi4OMDbZrE+KtKdOXPmguYPqAw2A20rOjqajRs3Vn6fNGkSmZkB6kVeRnr06HGps1BnwRq/t+9kMPeoxo5qtZCbhcAfRifSIrxqLND/U3VuTtfPWusUwwBH+c3QgDCTQYlWdaMwKdA+CvYVKGA3gUPzj6gqOtupSzyoKt7l3RUlitQtnVHeQY9SXs32fN3MytzeQBJA071djFbfZnlAZ5jNlKg64e7AgZMZKFW81Tkryv/cQIcklXtuaOfTfrWmjikGn+3MZ9/paus2VztG1ThUhXDNwK0ouBQYmJ+PyfAvZYwtLaaZowxDUbF7NBzV9uuvoyfz62+W0ufEEVxmM5tbtaJ/5gaalx0jqSiL7VHdOB7R0md9qgEts/PY0yLRZ/q43d+xvVV3TkdUlZJXtI2snquKksAKheGh/NC+Nd0PHgPDIDnzNKfjoisDPYBmuQVElnrflBeHhXIqxhs4xpeVcfM/etH86moBcRf47t+bKcv3/dE2wKedbE58NM2ycjFpGpH5hRRHhHt7vzUMzJqnIoV3HxSlsrTVY/FWe+5ybSyDRnT2O97iwpLOQBoXOV+Ni5wvIc6fBgeSubm5fPvttwD89re/DbpcamoqgwYNok+fPoC3QxtN0+rcTrJPnz4sXLiQDRs28Itf/OKC5Q+gd+/elXnUdV3aSV4GrCaFVbeZ+MdGnYxM6BILjw1QaRHuG6hM66yy4lZ4bYvBDzkGTg1cHjhRUhW3xdhgZAvIOAYWFe7oofLQIBP/3mbw/QmDtpHw+yEmThQZDPufBihgU6tKESuCOlUBU7WAtCajPMisCKbMqnd53fBGF7VVqQVwatWikvJ0trq3Kw6YH7fu/RQ5sZgV7uhnpXcrE48tdmFUlJBqemUeQyzwf2NDeHtJCbkl3vmqAi1iVMqcOuEuN1mGmRJdpaQ8+BjX1cp7d4XXGkQC2C0Kqb+K4q1vyth8xNtr68BoGx986NtNrluBAxFhmAyweTyMzMziWEwrskNjiS/1XXZL654Y5W0DW5eUciAiHL08Hy6zymc9BvF5j34MzNzOrbtWYfe4aV14AoCPu04kusi/fDWmuITYMgdJncLJd0IYGgPaq9yS9RVfRAziUJsOWEOtbNzjwlPjXmE36YSqBvlu73lTdZ24/KLK+VHFpQzZvodT3Vph7xRDxxgd03f5OBLCCOkQhbtnS7p7zHRuZWLqlJaEhfrfi+56oQvvPrYbZ4k3IDdZFGwWhbIyDV1RUUwKzRKt6DkqimFgdbmJKy3C2jaKM3mat1MgiwVFMWjXJ4JQxcBZrOGxqCh2Cx0HRjNgUqLfdoUQQoimRJeCxwZrcCC5cOFCPB4P3bp1o1OnTgGXWbFiBStXriQ/P59+/frRpk0bjh49ysKFC5k6dWrQdVcf/mPUqFG8+uqrbN++nXXr1jF48OCg6aoP/1Hf/EVHR9O/f39atWrF8ePHWbx4cZ16bhUXXoxd4f+uPXsgdV0bleva+E7LcxgsOmAQaoEJ7RXsATrRebbGsKTtoxXeGwePfqOT41DABFbVIDxUIdepYDeBohmUBcqECn8YotI2HLbnwH92GRS5oEucwuAkhfd3+RZIqkBCGJwqKZ/g0f2HFdHxdtrTkLaVwAM9FbqH6eQ5VTonhDEhxUy4zbuuW3tZueODYlbv961G8787QpjUw8qsq22s+MFFsdNgZDcrceEqBQUFbN36A7oBBRG9yHeHcF1nC21j6x7sxoap/HaibztJXDppXxRSVKzjUBQy7VZQFDQFYl3u8rZ+Cu8Nuo0HVr9LmLvqDCjVjmq4x0OP/HwKLFa6n9jLT79fB54QQCeZjT6b3B/XluLwKCKLz6BWq9qTFRXBxs7tuXVMGHffXL0X2jsAuKvalNIynTnv57F+u4Myp0HXDlYenBFDq0Qzm3Y4KCnV6d7GxJJbfsBJVaF0i2j49dtdMNvLj9sjrep8/AASk0P5zX/78uP6fNwOnc6DozFZFH5cl4+hG3QeFIMtzERJtpN1n+/AEqFyza19UM0qpQVu9q3PxxZqotOgaEwWeWkmhBBCiPppcCC5YMECAJ566qmg1QOsVivz5s1j0aJFTJ8+naeeeooHH3yQv/3tb9hsNp8OcCrs3buXF198kVdffZWIiAjCw8N57LHHeOaZZ3jqqaf4y1/+EnAYkE2bNjFnzhzeeeedBufPbDbz5JNP8stf/pIXX3yxspOemgOCOxwOv/rr4vIUY1e4s3v9A7AZ3VXu7KZQ4vY++NvNYFIVil3eoFTBxIpDOrd+7iGvvF+ZEAv8a5yZn/euCqj+MdLA4YEwqzcPD/QxeGObTnaZwcR2cF9vFZOq8vmPGjenG/69vJZTDKM8VKr7vgxOgtnXmxiQpBDsUm8ZpbLqoUg+3uTkv1ucRNkVHrjazrXtvZ2rWM0K43rbAqZVFbiuo0pUlL3OearN5HFRTBgTyRdjl/FufHucoVXrLalWVTUnPI7NrXsz9ODaymn9j+1gcfdReEzefJsMiHG5aJbrKQ8iwYSGS7ViLR9ipMgWxpddRmNSVUJHtEUtdXBobwlnIiM4khhP945WfjKxql1iMKEhKo/PjEPTDdxuA7utKigb3Dek8v+3pI9kx/v7ydlTSGKfWHr8tH1VENlAZqtKt2tjfab1GB7n8z0s3kaL4eEAqGZv3kKjLPQe7d+ZkBBCCHGl0aUtZIM1KJDcuHEjR48eJSUlpdY65lOmTGHevHksWLCA6dOnM2DAAF588UWeeeYZnn76ad5++2369+9PVFQUxcXF/PDDD+zatYuIiAifMRonTJhAWVkZL7/8Mg899BApKSn06tWLiIgI8vLy2LZtGwcPHqR169bnlD+AIUOG8Pzzz/OnP/2JP/7xj/z73/+mX79+xMXF4XA4OH36NOvWraOkpIS+ffs25PCJRkJRFMJrDE0abq262Vzf3sTRX6os2a9jNcHYDiq2GiWeJlUhrNo6hrRQGNLCP3i4sZPKVc01Mo4pATvj+eonZro3U/j6qEGJ2+DLwwYL9geNOwG4o6tSHkSe3R39bdzRP3DAeDGZVIW+v+7GuheOUhBmJ8diQVMVnBYzxeW9uAJkJA+k37FtlaWSsaX5XL/7Gxb0GotN13GpKrl2G4n5heVrNrDhJK3LVCY82oKwWCueft25Zr+L2OY22nTzBlrZuR62/+ikWYyZnin1Ox4mVcFkC368wxLsDPlN42m3LIQQQghRmwYFkmlpaQC1Vk8Fb0PmlJQU9u7dy5YtW+jbty8jRowgLS2NTz/9lIyMDJYvX05JSQnh4eG0a9eOhx9+mKlTpxISEuKzrptvvplrrrmGTz/9lHXr1rFkyRLKysqIjIykU6dO3HrrrZWd6pxL/gBGjhxJ3759+fzzz8nIyGDVqlUUFxdjt9tJSkrihhtuYMyYMQwYMKDex040LeFWhVu6nVupEoCqKCy7xcTsLQp/X+Mhq9g73azC30ebub6dtyTpp928gcr9vWFjpsbAj4IPRXFH18b5hq3VuFbEf5ZDvMtNrEfzdlxjGOSGhhCTmYXHbkOJCcN9XS84fRo9LoIfe/Tm7cI+uMzWys5mwtxOeh8/jAUNGy72JTVHG9edsJ/3BCAGiGnru+34WDMjh5xTH2RCCCGEaESkd9aGU4xLOT6HEOWkFzVfG07qHMozGNpGpXlE4Bucbhh0eEvjcKH/vCcGKrw4/NwD3EC8bSS3At7OsKKizl79s75ef+k467c60BRv60eTYaAA0YXFdNDyeGjRCL+ebJd+V8wHaYXkFer07Gxl1u3RZH68l1PzfuSMNYxmY9txwyPtCY268sZElOurcZHz1bjI+Wpc5HyJmn7+0/1B5839qONFzEnjI6/ehbgMDWyhMrBF7cuoisJ740zcuEAjt7ydZowN3hitcmuXxt15Sr+rI1m/1YGpxnsuw6RCXgks3QLj+vnMGzs0nLFDw32mtX2iJzzR84LnVwghhBCNk/Ta2nASSArRiA1rrXB8polvjhmEWxSGtsKvc6jGqHffMEIcTsrsVe0UzZpGuNNFZFkxrPvRL5AUQgghhBAXjwSSQjRyIRaF8e0bf/BY3bbPT5B84gyZSbG4TGYs5UGkakDnrH3QbeSlzqIQQgghxBVNAkkhxGXn9Ck3kQUlFEeHA66qGYZBl9bAjcHHkxVCCCGEqCujHkOrCV+NuyGVEKJJatE3GkXXic4p9PbCCiiaTkpIMdHLnwCLvAMTQgghhLiUJJAUQlx2eg+NwTO6I1anm+T9J2h+LItWIR5+8ulwCLn0410KIYQQomnQFSXoR9ROXusLIS47FqvK/S+lsGVlApmHymjRIYQ+w2MwW+TdlxBCCCHE5UACSSHEZcliUxk0Ju5SZ0MIIYQQTZiUPDacvN4XQgghhBBCCFEvUiIphBBCCCGEuCLpUiDZYFIiKYQQQgghhBCiXiSQFOIy4XTouJz6pc7GZcUwDPLKDHTduNRZEUIIIUQTpKME/YjaSdVWIS6xkmKND/99mm0biwEYeE0Ed/w8EZvd/z2P7tZRTAqK6ntzMwwDw62jWk0XJc8Xwxc/ajyyyMmBPGgZqfD89Rbu7Cu3LCGEEEKIy4GUSApxib3/5im2rC9G10HXYd13RTz/1BGf0knHiVI2T/maZaEf8XWz/7Hvj1swykvpDj23jW/jP+Eb+wdsGfsVZYeLLtWunDe7sjQmfegNIgFOlCnM+ErnV8u1S5sxIYQQQjQphqIE/Yjayet9IS4hx/EC+v3rXX5+fBcOs5VVHQfzRffrOHXSzd+uz2BQUTYdH+nGkT9uxZlZBoAn38XBv+zAEmPDHKKy5INT7BrWkzK7leaZeQyf9i2jN0+4xHt2biZ96MKnNqtbBwVe3aoysIXOT7vJOzAhhBBCiEtJAkkhLiHzTX9j8JG9AFg1N5N+WEH/Y9uIKSsgOyyWk65kfphVgMXtn/bEe/s5Eh/FhoEdqqa1iiOtJBxz+IdEX9WMDi8OILJf4xqLcc0RjYN55VGkTYWK6rpuHQyDe5bqPPWdzszeKk8OVlDljaEQQgghxEUnr/WFuEQKX1iFef3ealMMQKdFYRYhbiet8zMZVJpBnCsHDAOTrmHWNUy6hmIYGCfy2RUa6bfe0jAbu5vHkbs8ky3Xf4k7x3HR9ul8eGtTedRsM4HdDKri/di8AaVbh6NF8Pvvde7/SjonEkIIIUTD6Urwj6idlEgKcQkUp/5I7u++o5AuaFiwU8DJFmH0PbnTZ7lMWuMxbJgwAAUwUAHF0InLPoTm6UznI0UM2HMIu8vFgZaJrOnZmb1dWpKVFEN+dCib/3SE259sR1IL66XY1XrbcKr8P9YA77lqlD7O3WHwcF+D3glytxdCCCGEuJikRFKIi83tIXfWEjxYcRCJmxAW9RrJltbdfRY7QRt20Q8nYXiDSAWjvCtqBe/Fe/WW/Uz+fjNJ2flEFZbSf/chpqzaQEm4neOt4yiOCOGHbJW//vEYxcWXf0c1GzINfigsvy3VMTZ8a/vFKZX86rDO2M80+r3v4Q/fa5S4ZEgSIYQQorHTFSXoR9ROSiSFuNhmvoH7VCkKCtFkEkI+/bIL+a7DIBxmK3aPC4BjtA+YvKJssohokk/loKFiAGVYcWIm8rSDsSs2s699C042j8VltVBWbLBgXg4/vSfhou1mQ8zZqoNZ9VZl1Qwwn/0m/tmPBj/kaLSJgGNFBmZV4Z4eCrd3PX/vyZYd1hn7mU5F6Lgly2B9psZXt8gtVAghhBBXpnN+Cnr99deZO3cuqqqSnp5OUlJS0GXz8/P5/PPPycjI4PDhwxQVFWG322nRogU9e/Zk9OjRDBw4MGBaXdf5+uuv+eqrr9i1axd5ed5xAWJiYujcuTPXXnstY8eOJTQ0NGD6AwcO8Nlnn7Fp0yZOnz6N0+kkNjaWrl27MmrUKG644QbMZv/DsX37dlJTU9m6dSvZ2dlomkZ8fDzdu3dnzJgxDB8+HEXeWIi6OlNA2Xvr8NCLVuzmYGISp6zdiSl0MHrzNnZG9qZb/g+E6qW4sAVYgUJ2vA3VALUgBGt50FlICC4slUtlR0dxtG0i4C25VA2Djd8XXvaB5PoTOqB4M13HAr/TpXC6tPrCBsuOGBwuNPjd4PMzruYfvtf9srPsCPyQbdA9Pvj179YM3thmsOigQUIoPNJXZWBzuV8IIYQQlwu9rlWghJ9zCiQ1TWPhwoUoioKu66Snp3P//fcHXPabb77h2WefpaSkhJYtWzJ06FDi4+NxOBwcOXKEJUuWMH/+fG6//XYee+wxn7RZWVn89re/ZceOHYSGhtK/f3/atGmDxWIhKyuLrVu38u233zJnzhyWLVuGqlaVRBiGwZtvvsncuXMxDINevXoxaNAgQkJCyM7OZsOGDaxatYpFixbx2muvVaZzu928+OKLpKWlYTKZ6N+/P0OHDsVqtXLq1CnWr1/PsmXLmDJlCk8//fS5HEZxBXHuy2WtMZQ48tnSrhNKYRydTueWzzVjLVM4pPfDjAtFVaFGrU23RaEk0tvWsSA6Ec1uY9APB32CSIC9Ka38tu0o1tA8BqY6lPJdKvlFGhjlwZ9xblVH/7hK4+jmQhKjTNw6NIRurS0Bl9N1g/e2aizaqxEfqjBrkJnezX1LM3dkB97GptM63eP9g9WvDuu894PByqMGJ0uqpn+0S2NUW3hioMroZGlZIIQQQojG65wCydWrV5OVlcW0adNYtmwZ6enp3HvvvT6BHMC6det48sknMZvNPPPMM0ycONGvFK+kpITU1FSOHTvmM720tJSHHnqIgwcPMmbMGJ544gmioqL88rJu3TpeffVVdF332f7cuXN5++23SUpK4oUXXqBHjx4+6QzDYMWKFSxcuNBn+vPPP096ejqdOnXihRdeoG3btj7zPR4PCxcuZNu2bXU/YOKKdzg1G4cawta2UZxJbMZNh9b7zDfpBpmJMazp1gWTy03PbccJLXZjAAfaN+Nw+3jMmofmp3IIcbrICbWTawvDiQlVNzC7vZGnIyRw0PTVsC9p3TWCNg92uSyGBTEMg3l7DRYeNGgWAi6XDiW6N4A29KqhP4KvwK8DnorptjIP3x11o+BmwZoyhnSy4HRBiUPHZFIY0NnCHSPD+ON3Ht7aWNV+9D9bPLw+1crGMwplHoizG5R5Am8+fb/B0kMavZspzOytEGWDmV/pvLUjcBBsAMuPwPIjOm+PgZ/3lGBSCCGEuJS0y/f9+mXvnALJ1NRUAG666SYA5s+fT0ZGBtdcc03lMh6Ph+effx5N03jqqaeYNGlSwHWFhYUxffp0PB7fJ7YPPviAgwcP0q9fP/785z/7BakVBg8ezPvvv+9TPfXEiRO89dZbmM1mXnnlFTp27OiXTlEUrr/+eoYNG1Y5bevWraSnpxMVFcW//vUv4uPj/dKZzWZuvPFGJkxo3AO/i/Mv51gZ25Zm4SzV6DosjuS+3hcfxR9t5tg/drL62m60PX6GULcrYHqPxcSRpHhUw+Bgm+ZE5xdjKJAXE1G5zKmEOPpu/5FOP2ZRavFWgdUAzaxgK9NIPFXA6ebRPuuNzSnCmnGK0xmnOP3efnovHEX8OP+Sy4vpns9dLN1YRplmUGJS0Wzm8uBRAacbPCZvm8lgglUrVxRKQyyU2cxEONyYDNiw1zusiAFkRdpZvUHngzU5bA0L90nqAn6+vG6loZ/v867xv3sM/roOkiNhe5DSy5oeW6lLICmEEEKIRqvBTzFZWVmsWbOGTp06kZKSUhkgpqWl+Sy3efNmjh8/TmJiYtAgsrqa7RTT09MB+NnPfhY0iAyWduHChWiaxsiRIwMGkdVZrVVDI8yfPx+AG2+8MWAQGSydEEe3F/L2zG1k/O8kmxee5qPHd7H205Pw5pccvnMxWTFRFEaFknLgFCWqLeAYRYcSm6EYBprqnZkbG0FetG+wo5lN6IoFi+Zb91U3qegmhaGbtxNflFc5PbTEQf8NB6qtwGD3zDXnb8cb4OPVZWxYWUBxmYdCj4GmKBBu9Y4daTdBpM0/iKxHdVdDVTgWH0ZBqNWnfaMChLo8HG0Wzu4axxXwRuSe+lerLXTVPYgEKHBCgUPGwRRCCCEuJem1teEaXCKZnp6OpmlMnDgRgJ49e5KcnMy3335LdnZ2ZQBWUfWzX79+Zw0Eazp16hSnT5/GZDLRr1+/eudx69atAAwaNKhe6SryHKzjn8Ziz549lzoLdVZWVgY0rjwHsuq1Ijw1hoX47j8HGbD2A0roT1GknciiMhSgy+6TrO7ShWv27EUtD5D2tUhiR7t2mA0wNAOPAqAELHmzugIP51Ecb6ZDcSZ3frMUZ4QZl2Il90wCao3YyHm8lB82/oApvH4d0miaRkhICADHjx8nMzOzXunBGw++lh5NsWKipOK+EGnz3c9AN3AdcLgh1By8NLIat8XE4cQIcktddDxVVNmc3u72Hjun3QzuAPVWHRqEX/jSwg27DtIqNEi92fOoqVxfVwo5X42LnK/GRc7XxdOlS5dLnQVxgTXoSckwDNLT0zGZTIwbN65y+sSJEys74KmQk5MDQEKCf2+RDoeDN9980+9TITvb+3o/Ojo6YMnf0qVL/dLu3bu3TtuuTcV2ExMT65XucuPxeNB13xIPp9Pp813TNL/qxDWXMQwDt9vtM83tdmPUKB2qmc7j8aBpWq3L6Lrut32Xy+WzbsMwcLl8q4FervtWdMo/uLMWlWHOKyXEVEz8mSJyYsLxqBBa5KTF3jy2xbZlb0xz3h09gs+HXo1u8l6WCmA28EZdAUriDCNwIGV4VPaFJbM9sguZniRSsg5jN5x+y+mqgueUq0HnDfBr51yf8+byQEGJirP6KmqrwlpBxTskSJB2kcEUhloprNZutNhe/v9gQ2tqF2eMyHibR6432Te/fauZn6a0b035vMm+NY59O9syjXnfLrfz1ljoSvCPqF2DSiTXrl3LyZMnGTp0KLGxsZXTx48fz2uvvUZaWhp33333WYfFcDgcvPXWW37TZ86cWad8LF26lO+//95nWosWLUhJSalT+qauZsdCl7OKN4ON/e3Vnh572L82z2eanhCF0bYZakkJ1mIPAzYc8PayWl51NTTXSZRRQFZMtN/6FADDwGSAplIZQNnLXETlFVMaZiW0pOqGr5kVDFPVdVdoCedoSAvCzIWUlSRg0r0/FoYCejM7Pa7vhclevxLJgoKCytL+zp07B+z8qi46tcihJLPaj55LA9tZbkmKAqoauJMd3QBT8HtOmdVEVJkbl0nhRGzFMEEXJ2AMpnuXFCy15Pl8aSrX15VCzlfjIuercZHzJcT506ASyYpOdiqqtVZISEhg8ODBnDhxgg0bNgBUBppnzpzxW090dDQbN26s/DRv3txnflyct1fJ/Px8v7cjAK+88kpl2vvuu89vfkX6rKyseu1fRbXc+qYT4rqftyE0qioYUlS44cH2KP/8OW0cpygNtdDqeC7gW4XTppTRNveE/wp1A6vuLZm0agYmTQfDwBFiZfkNfdjVsxWnWkWT2Tyaw8nxeKz+l/T2+E68N2osy8b1Zl+X5hRF2nBEWOj+94H1DiLPpydvjiDeAlEVbzkLnHVrA+nWoMQDnmpBqG6Au/b2hkWqyqHYUHa2jsFp8e63TQucxlSz01uPfs7DkdTUPoqLEkQKIYQQQlwI9S6RzM3N5dtvvwXgt7/9bdDlUlNTGTRoEL179wa8ne7UHJrjbJo3b05iYiKnT59my5YtDB48uF557dOnDxs3bmTDhg1MnTq1zul69+5dGQzXt32luLIltAvlF+/1ZfeqHFxlGinXxBLd3A7EE/llJNHjvgXF7peugGhGrV/HihQLZ5pFURIRAoaBioGi6xgoKJqGy2apLInTTSqnYqOJyi2l687jHOiUFDBPZqfBkPV72N6zPYSrJD/SlU4/60BYu4iAy18sgzpb+eLZOL7c7GRPjg52lTf3ejijBWn/aBhQpoG7PKAr0UDVvCW7HgNCagmKNYNSq5nupwuJcbhxWEy0DzN4cEo47+3QWbK7qjpOszBY+TMrH+6CLacMVMXgi6OBq9PG2OG6Vt5/k6MUusYqrDxm8NpWo+YQoD7sJnjzBumxVQghhLjUdOSlbkPVO5BcuHAhHo+Hbt260alTp4DLrFixgpUrV5Kfn0///v1p1aoVx48fZ/HixXXqubW6yZMn89Zbb/Huu+8ycODAegWikyZN4t133+Xrr7/m4MGDtG/fPuiyLpersh3mtGnT+OKLL5g/fz633XZbZcnm2dIJAWAPN9N3QoD2tf07cA2vsNq4yjcoMQwcZjtaYQsGbjiIARxvHcuGIZ0qb20KBphUTPg263NZLHTecRJVU+i0+zQFcTZUxb/kzOLRSPnxGDdvHEd4rO087u25iY808dMRoZXfs01u3ljj9kZaNceQ1AKUOupUVWmtpXTPYoZfpBi07xWKSYG2iWZG97djtyr8pCdsPmlm4R6N+DC4o5eZmBCFv5Y3rf7JQg0CHFOA7XeZaBXhu92bUuB3g3UeXamTth+c1U7YwES4OUXlti4KbSLlh0sIIYQQjVe9A8kFCxYA8NRTTwWtX261Wpk3bx6LFi1i+vTpPPnkk/zyl7/kxRdfrOygp2b7SYfD4de4GGD69OmsWLGCjRs38swzz/DEE08QEeFfklJcXOw3rWXLltx333288cYb/OpXv+LFF1+ka9euPssYhsGqVatIS0vjlVdeAbwlmZMnTyY9PZ2HH36YF198kdatW/uk83g8LF68mC1btvDss88GPV5CVLJZCP/rFNo/9B0HlaprR1cVrNUCJAVofSyX/Skl5MeE+azCpBvetpLlIopLsVTrGCYyx8nx5Biii0v8Nh9e4iCktlK7y8DUFBNvrHZ7e021qL4Bd5BealHLPzpQbffGJkO/RAWrSWF6N4UO0TXrq1bp10KlX4vAL6lSYgKnubkzfkFkhRYRKp9MUslzGLz/g8GxIoPr2yqMbSelkEIIIcTlRJNhPhqsXoHkxo0bOXr0KCkpKbU2Up4yZQrz5s1jwYIFTJ8+nSFDhvD888/zpz/9iT/+8Y/8+9//pl+/fsTFxeFwODh9+jTr1q2jpKSEvn37+qwrLCyMf/3rX/z2t79lyZIlrFq1ioEDB9KmTRtUVSU3N5ft27dz5MgRYmNjSU5O9kn/85//HI/Hw9y5c5kxYwa9evWiW7du2O12srOz2bx5MydOnPCrwvq73/0ORVFYsGABN998MwMGDKBjx45YLBZOnz7Nhg0byM7OrleVWSF4cByd+iTDDZ+xPbwjRxITiSooJfmo/wCEzbIK/AJJn/I4w+Dabd5eis2GBxMGTsyEFrtxWcxYawxrYY62ol7CNpF1MTpZwWQGzQO4dLBVy6+qELBzHAMwqd7As1xSKLw3zkRC2Ln/OMzqq/LuDxrHi6qm9WkGn046+7GMsSv8sr/8QAkhhBCi6alXIJmWlgZw1uCpS5cupKSksHfvXrZs2ULfvn0ZOXIkffv25fPPPycjI4NVq1ZRXFyM3W4nKSmJG264gTFjxjBgwAC/9SUmJvLOO+/w9ddf8+WXX7Jr1y7Wrl2LYRjExMTQuXNnpk+fzpgxYwgNDfVJqygKDzzwANdffz2fffYZmzZtYsGCBbhcLqKjo+natSv3338/Y8aM8UlnsVh4+umnmTx5MmlpaWzdupVt27ahaRpxcXH07t2bcePGMXz48PocQiHgmq5Yn55CwnMZfJ3Sgw4/noGj/ot5TL6lV5HFJQzdspsf2zRHMQx6HDpOTHYxCjpheDuj8qCSZw7jSOtmdDjoO75j19/2PGtPypeaqiiEWBWKPYa3VNKjewNEA8CoKnmsTADJzVSmtleIjVL4sQBSYhRm9lZoFnp+9jUpTGHTdBNvbjf4Mc9gWCuFGd2Uy/5YCiGEEOLsZJiPhlOMmgPTCHEJXGndcbtOlrCn5Zs0D9vF+31vJGVjPiGOqqrdBZEhbBnQBsWkEO4ppvvpPXTefwbdVTXUhkdVKLCG0MxR5LPuUquVFb170uxMIQ6rmVK7lZbTkrn5mc7nJe/Vh//o06dPg4f/CCbq+TIKS8vbPZYPkYKlvMRR18FlgKZ7SyGtKotuMjGhg1QZrc2Vdn01dnK+Ghc5X42LnC9R06iZJ4POW/Fmi4uYk8anQeNICiHOjbVFGM066zT7MZeZ6z/mmVGP0/HAaSILy8iJC2df5xZYNDdtTp8h3FnEqL2rsWlO8kmihFgUdI6HtsSm+bcrDnW5MGwmfuiZTHSnCIZPbcZVQyMvwV42TM9mCquPGhBqrgokK6gq2KGiMeTAJCSIFEIIIUSDadJra4NJICnEJZLw4nC4cQ2hLgdl4Xa29W3nM99tmNAVhWJbBF9HXk/P/J1EGIVYKCKbliT9rDsFqfvgmMNv3ZExKmOeTKbH1dEXaW/OnxdGWxj6vts/iCx3XWvvaB8jWys8NlCCSCGEEEKIS0ECSSEuEdPk/hhdWqHuOY7d7aDU5tu+V1WgzcAYklvYyP7DSX5QqzqiSpjUmu6vjqB4eAsyb1rgk87eP4H70odejF24IK5ta2JGb533f/SfF2uHZbeYMAUJMoUQQggh6kOTR4oGk0BSiEtFVVFW/R/86VOGb9/OkpZDfGaPGBfDzXelAHCqUzhH/rkbd56ThMlt6PD7ngCET+tM88+nkP/qJrTsMsImdyT26asu+q6cb3PGmll8VCOnWmGrSYG0KaoEkUIIIYQQlwEJJIW4lBKiYc79TNINQhbnseabQgzDYPDQSMZMia1cLOmmtiTd1DbgKsKndSZ82vnpSOdyEW5VyPipid9/p5ORadAlVuGZq1SubSVBpBBCCCHOH116YW8wCSSFuAyoqsINk2K5YVLs2Re+QnSKUfh08uU97qUQQgghxJVKeqoQQgghhBBCCFEvUiIphBBCCCGEuCJpUrW1waREUgghhBBCCCFEvUiJpBBCCCGEEOKK5LnUGWjEpERSCCGEEEIIIUS9SImkEE1N2jqMd78Gswnl56NgfP9LnSMhhBBCiMuStJFsOAkkhWhCjD9+gvLnT6m8Jc5fi/HGTJSZYy5ltoQQQgghRBMjVVuFaCo8Gvz1c7/JxqPvX4LMCCGEEEJc/jxK8I+onQSSQjQRRup6NK38/9Wmq6VlGA7XJcmTEEIIIYRomqRqqxCNUHH6PopfXY/mUQi/vSuR9/XCdfeb2PBGkhUv0XRAx4b7QBEh3eMuWX6FEEIIIS5HHqTosaEkkBSikSn87Vdo/285oWjoKJR8u5eSedtoUVrot6wCaFiwtAy/+BkVQgghhBBNllRtFeIyVpZVRllWWeV3PacE4/99ham85FHFIJxiHN8cCZheARSbgTnadjGyWyc5RTpZ+dqlzoaPYpfBwTwD3TDOvrAQQgghmgy3EvwjaiclkkJchgozMtk961vyD5eSFxpC4sgWXPXqYLR/rkHBP9ixGx5KCCeMYr95uqFfjCyfVWGpzu/eymPvzjJ0oE3nEP7ffdEkRJsuab6eWunh7+t1nB5IDIOPJpsY1e7S5kkIIYQQ4nIngaQQl5kzr27hzK9WEglEAklFRexbrrPhKTMdV+8nLEAaDRN76UVv1qKiAwoGZhR0siNb0uri7kKl3Bw3i1NzObC3jF0OE/Y8V2VetG1Ofve6ztzfNbtEuYMnvtH421q9snei0yUw5hONzEcUmoVJhQ0hhBBCiGAuaSB54MABPvvsMzZt2sTp06dxOp3ExsbStWtXRo0axQ033IDZ7JvF7du3k5qaytatW8nOzkbTNOLj4+nevTtjxoxh+PDhKAEGFl29ejWLFy9mx44d5ObmApCYmEjv3r0ZP348AwcO9Euj6zrLli1j2bJl7Nq1i7y8PMxmM82bN6d///5MmjSJbt26XZiDI5qEvEPFHFyeidluotP4loTG2dCzi3F/vAWKnJin9sDUPalyea3IxenHv6N6eZhV00gqLOLglycoKLVwlapi0atKGQ2ggEgULJSQQDillfN0DLSE+oeRhTkudqzKQ/MYdL82mrgW9rOmcTl1tmYUknPaRcfuYbTpFMLfnj3G6RwPJ202is0KCSYTkeVdy5qA/N3FfP6RQf+B4SR3Dq1cV5lD5+uNZeTk6fTvZqNtawv/+0HneJHBDe1VrmrV8CDvZJ7G4k1OthcqzN6rgrs8ijQpoChoBvw0XeOLnyiYVanXIoQQQjRl7gBxg6gbxTAufqMgwzB48803mTt3LoZh0KtXL7p160ZISAjZ2dls2LCBU6dOMWjQIF577TUA3G43L774ImlpaZhMJvr370/Hjh2xWq2cOnWK9evXk5uby5QpU3j66acrt1VcXMzTTz/9/9u77/AoqvWB49+Zbdn0Tgmhk9B7UyxIEwQEsVwbKLarWK69/fQWu9fe77WhXisqIEVs2EClN6nSSyCk9+1zfn8s2WTZBUmAhIT38zzxMTPnzJzZszPkndNYsGABNpuNfv360bp1a3RdZ8+ePSxZsoSysjKuv/56rrnmmkC+3Nxc7r77bn7//XeioqIYMGAALVq0wDAMduzYwbJly3A6nfzrX/9i9OjRdf0RNjobN24EoGPHjvVckmNn05zdfP9/q8FQmJSByapxzoMdiZz0Hr4yLwp/u2HUK+dimzIIgF0fbaH80tkhx1Io9iRZOa34N2xeLzl0wI4Tp2ZlSYsu7ElOxuQzGJC9ku45fwTlLbPEoe16gpim9qDtjmI3ZTkuEltHoYDc3U50DfZtq2DmCzvwevwlRINWnaO54M42JDS1UVxczKpVqwDo2bMncXFxVJT5eOHBHWTvdgU63sYlmdlZAosT4wLzoaU73aS5/EuR7LNayIqwUm4yUWHSiUkwcX6/CMZ30Hj+zULyiqqC5dxIMxt0i3/Qp9XMtf0svHCuDYup6uHv8iqe+M3gk/U+LDrc2t/E5B7+kHz+Vh+P/ORh1R4fRpmXGJebfUnRGB4FB/4BiXd78Fl1SiOsNClz0CkevGlRbC9WnJau889TdexmqPBCp6SG9Y9OY7y/GjOpr4ZF6qthkfoSB2t1S94h9+18MbkOS9Lw1EuL5FtvvcWbb75J06ZNeeKJJ+jatWvQfqUU8+fPZ/bsqj+oH3/8cWbNmkWHDh144oknaNWqVVAer9fL7NmzWb16dWCbYRjce++9LFq0iL59+/LII4+QnBz8hXA6nXz88ceUlpYGtjkcDm655RY2b97MiBEjuO+++4iJiQnKV1xczNSpU4PyiZOHUoqSd3+n9J2V2GJBu6IPW/dbsUaZSWtqpfzHfSyemQUWs7+VSzPh88KP96yglxFJCqVogEKj/OY5WK7ox44VxWz6dBfpmobpoPc70RTSzKPYHNmBJs5sytwWDJzkJEaQ3SSG8gh/i+G3sYNAg+77/cHkflsieyKasuaMr0kZ3JT2/RJxF7jYvqWczX+4UGhYNINyux2HbvGXyDDQNB2l6/4gSyl2ri/nxRvWMWBUEpGJsL/UTOFeM778Uk4dGc2CeQXs2+0CqpYeKcn3optNdCp3EO8Nnlwny2blj6iqwDbCUBQWGfx7gZcv5lWQ5g4e15lc7sEWoRGhaVhcXmZ+7+S7BWWMHBBBk7QI3AYs2uplzSYXhqZRaLdy1Vz4cJWHGLNixqbKz1ODCAtOsx4IImPcHs7em0fqgQB3T3QEi1Pi+ZEo2AcYik+WOZm2zoIy+1tCuybBjT01dhYpMhI1Lu6sY7cceXDp9Co+2ahYn29gMWl4DYiygNMLMVaNyztrtIg5umB1Q75i2iaF1QQDrGaa271HdTwhhBCiMfLUdwEasDpvkczKymLChAlomsb7779P+/btD5nW7XZjtVpZtWoV11xzDXFxcXzyySchwWC4PABffvklf//730lPT+fDDz/EbrcfUb4333yT//znP/To0YM33ngDXT90N7rq+UTtNag3hIZBfufHiN60HjNufJjIsrTgu/angaERV+gkwunFbTVREh+By24JOUTn/bvplrML8HdNXdytG9utiQxavQmXxUKswxVI69U1diTGU2bzd/1Mc+zhtIJf0A+0/Xk1EzM6j2VHgv/lSnxFKeev/IG1CS3Z0LQdFdERgIbZ7aU8yo7TbkOZdDTDQEfh1XV8ugkN/7qTaKAfeCooTUNDoVfrSusymVDVupxrOvisZtxeQlZiKreY8R24fxSApmEA5WYT+60WdtusgRZBTSkG5RXiNulUWC04LcGf23qrGYemB9KjFLGGQZ/SMirMZvZHRKABXqDCpFFusxDp9qIU5EVYKNN1UAdaIM06HCjXX7bvJckd/M/I122asDW52ssjQ8HB3VyNAx+SBpqCnon+oC3HAYNb6vzfIJ03fldM36yIs8JNvXSu6KpT5lb0eNfHtuJqx6p8DAe61yjSojVMGtjNYEZR4VZ0T9FQJo01udAxUeMfp+oMbB4acH680eCy2T4MrwLDf9gEm5foCDOGppEQqXFVN52/9dbCDgUQ9atBPQ+F1FcDI/UlDtb8MC2Se6VF8rDqvEVy9uzZ+Hw+RowYcdggEggEaNOnTwfgvPPOO2wQWT0PwIwZMwC4/PLLDxtEHpxv5syZAFxzzTWHDSIPzidODu7r3iZp04rA7yYM1rTIxGsyk5JThtXjn+zG6jZIyqkgr0kU7ojgW21DahrtC7Kxe91ogK2gjKZmEzavwc7UWLY2s5JQ4aLcZiU7KQ6lIKawHJvbS6/ilYEgEsCsfJy5fWEgkCy3RPBt074UJsZSmuBfP9LQNAoS4/ytjJV0HZPhQ+mmwDpAJqD6pLCaUqCMoADRYhi4q/3uVRreMEGkgT/Asvn8QagC3CYdTdOw+wxaO91YDMW2SH9rqtI0Ig2DZI8Xw+lme2w0Dos5cCxn9SASQNOo0HV8aBRarWjAXquZXIsZpWnoSpGq6dgNg3JFVeCnFLh9YNNoXeYICSJLrWa2JR207ma4sZLVtikNVhYCLgM02F5k8OlmRZmvKs2VXxn4FCzLVsFBZLXrqfYLWUET8GrgU2wvUv5P0qyxowR+2uNj5SQTmYlVeX2G4m/zfRjuqopUQIHLTIHL/9ueMrjtB4MSl87fT5VAUgghxMmrQl6o1lqdB5KVY6v69+9/xHkqu6uGmxDnULxeL2vXrq3xubKzs8nOzsZkMtG7d+8jznciqnzr1hA4HP61Ek/4MhsGHT74LmhTvi2BvdHNsTq9B4LIKhoQVeoOCSSVplMUEYm9zB+S5cbE0Ty7CIAyu419qUns1TQiS8sxefxdEitibETnO4jxlYcUK7UiD00ZKE3H4vDg002Ux1ZNXuOxmIODSPC3DmpHMmmNvxNuJZPyd3+tPF5li2Ogte8An64HTRqkAVafgdNUFRA2dXvYYbdhaBqxHg+RB4JOHUh0ucg6EEjuMZtQYR70XvxBnEfXKTbp5FirWjENTSPbaibW4w2bFxRdCkvCbOUQ6f+Epvkn7DkQsJZ5CYmun/7NQaFbB6q1th70uR2SrlULhv3HdnjhyR/zuLtzfiBZjtNETmnrauUKcyyfv4X1uaUeLkrcfgQXJ+pSg3keCkDqq6GR+qo70urb+NX5/Pb5+f4/eFJTU484T16ev8m5SZMmR5ynpKQEj8dT63PFx8djs504i7jXhtfrxTCCAxuXyxX0u8/nw+v1HjaNUirwWVbyeDwc3Cv64Hxerxefz3fYNIZhhJzf7XYHHVsphdvtDkpTb9fmU+iu4PQuk79VWjeC81QKt11Tijhn5eyqBg6LlSivvwnK7nThs5ixOZwEt1FBYWw0bkK/l7mRSShNJ76slPhC/3GMoBaz8IFKrQImwscm/gNWq7cwx9Yq8x7YZ8LfjTbK66XvQUGdoWC32cRqm5UtVkuY1TPBoiDF5cFsGBSbw6z9qGm4TYd4zOkaSZ7QkRExbi+xDneYDDUU5vqLPTpmLcyV1HSEQbXkxR7/dVfeb4lWH3bTka0dWubVcblO4Put2vkb3bPkMNd2cHka07U15nqTa2sY1/ZnaRrytZ1o9dZQOLRD/4jDk3UkG7GDJzE6kTWoMQtj+sDsZYFfmzhyifRU4IiwY1QbX1ipVcUeSj1tcFuqukF3zN1NpNeFhoEJL23zd1MWYyayzKB1TiGb27bEdNAENQBeixmHyYrVV/UAV4DDiGLC8p8o0+2sj/d3cY2ocOGM8ncbtXi8uMK8GNGrtSweKYW/ta+SplQgaNSg6h+kQ7S0+arnNQwG5RcS7/GGBKd5VjObrZbAMRwa2JWqSqcUfUtLMQPpFQ52RoTvZm73KZzhLlHXMMKExBqQXO6ixF7teJXXotSBVsEDrY8Hq/bSoPrnUunCTlZSIuGBhQd9SXzKH1VXG/8Z8tlV/ze82vVc2Teeju0Sg5LeluvlsYUHMhwobpADLxnOba/To0f30OsQ9apBPQ+F1FcDI/UlxLFT5y2SSUlJAOTk5BxxnspxkTXJExsbi+XAZB25ubk1PldRUVHI2xYhAHjtr6i+7QK/mpTB6Xt/RdMUBSmR+CpbApVBS/d2+pf9wvAdPxJTWk6L/FyGb1tBn/1bsODGjP/tneaFxEQnidpObF43VqcTX5gWNovHS7SvDA9mSomjkGSKSCbZlcvG1HTsFR70A91DE/JKsTr9bxVNhkFkeQVa5RtFpTD5fJiUgaaC16SsHuIY1bZX7dcwe32gFN4Dk+dUBj6VMYsGmI3QVjG3rgUCV4+mYTYMKswmlsbFUHHgc/MBa6MjUWYznV3uwAy2Hl2jzGzCadJxmk1EoIg+cK3Jbg+ZZeX+MZ3VmA1FisdLrMdbbUIbINIfoLrDjH00gFybFTyGP8DzVrsOozLAU+Azqo6pFLrX8MdnmkayHZ4+U6d9fFXWc9poPHyazt39dMa0rXZCTfMHdl5VdT6vCmql1A4EsJEWsNv8613aTHD/AI2x7UIf44+eaeaWfjoHJplFq16ruv/nlObwyrA6/ydACCGEOKG40Q75Iw6vzlske/bsybJly1i6dCnjx48/ojw9evQgKyuLpUuXHvF4R7PZTNeuXVm5ciVLliyhRYsjW5S9adOmNGnShP3797Ny5UoGDhx4RPnESSQtCW3pUzgWbWf92+vYs9WDs3VzTjmnOc06xWKLMWPkObEk2Vh99VfMW9WUMnMMVif4vCZiKyqCj2cx0W/pldhbxrLrr9OJfecHoova4LRHBDcmKUWr7Dy8WNlEP8CEDx0fZqJVAVqxhXyVTNO8Mgpi7HisJtK35WLyKEpjIyhJtNE01kpc90SiuySyZWUphlfRpLWdfcWQs6X8wAw5GkopDEDXNAylwDCIjjdjsenYY3RUVDm5+zSsVhMZveLpMziBe1/Kp6LCR4sKB1ZD+UMXw8BnMuEDSi1m8iJsgcAwx2Jmc2SCf8wksDQpjral5WRZzLT2+mjl8dLK4yXN46XIZGJ9rJ1y3YRL00h3uSk1m9h3alPuH6xTVmHgibNy1WcudhZWBU2npmtkeaMoKT0Q3mr4WxI1zR8LVrYyVmv9W50SR6nN4o+afcr/lNQ0TJoiKUqjbbzGZZ00RrQ2kRoFK/YrdBR9mupUeGB3qaJbiobNrHFbP8WaXIi1Qpv4qnPMnmBm1haDJxYb7CyBHikaE7tozN6i+GWvRmKExm19NHqk6sRY/fl3FCs6J2soBRsKoE0cJNkP/Y/cCyPM/PN0xdZChZG3md3lFvp3aUOJ2z9pbfUJeoQQQgghaqrelv/QdZ0PPviAtm3bHjJtuOU/pk2bFmjVPFweqFr+o2XLlnz44YdEHFhr78/yVS7/0atXL/773//K8h91oLF2NVFKsfyOpWz/ZAfKUNiSbPRs5yJhzlIwDLTkKOwfTcQ8LAOA3I9/55u7NuC0+d/xKA2MA4GW7jPovXMLcR4nZqpmWnVioZhovJio7PipAB86Gj6amrJY2KoXp/6rOxmXtzu4iAEVpV5W/1jIhmUlbF1bjtdjoJs12nSJZtCoJDoNiEM3aRQXFwcmzerZsydxcXEAFBR5+dtLhazN9j9SOkV4id1TisNixmkykW+14D2wBIeuFL/GReEyVbW6WlCMaQ2dYzVaRBp881M5znLDv7xISgTLNBsRLh/NPW66ZNq4ZWw0vdKCW22dHsWnv3vZmGNwSisT52SacPrgk/UG63IMip3w8zoXxXluCu02+uUW0aPAPzZzX1QEi5olsi+6aobnHk0hLc7EwGZwTXedZtENM/hqrPdXYyX11bBIfTUsUl/iYNqtBYfcp55PPOQ+UQ+BJFQFas2bN+fJJ5+kU6dOQfuVUvz000/MnDmT559/HoCHHnqIWbNmkZGRwZNPPkl6enpQHq/Xy9y5c1m5ciX//Oc/Af+g4ptvvpnFixfTv39/HnrooZDlQ5xOJ9OmTaO4uJibb74Z8M/oNXnyZLZs2cKoUaO45557iI4OXg6gtLSUd955h5SUFC6++OJj+OmcnBr7g91V4MKZ4yCmfSy6WcfIK0Nll6J3aoJWfTIYpfit7cus15uHHV/YMjefzJKckM4WpdgpIRJ1UG/1BPJJii3E9+nfaDoi7cjL6/BRkOMhqakVqy34mIcKJCtlF/pwuhUtU0z84x97yNrixNA1vLqO68BLma2REeRbTBSazRgWnSGZZv51dkRQYOjzKXZne0mI1YmLMeFwKbLyvKQlm/3dO4/C7jwfhoL/PL6Lwiwn5gNPwbVJsaxLiiG5qY3r+pv5Wz8dvRFMC97Y76/GRuqrYZH6alikvsTBtNsOE0g+J4Hk4dTLZDtXX301Xq+Xt956i0mTJtG9e3c6d+5MREQEeXl5rFixgqysrKBurPfddx+apvHFF19wwQUX0LdvX9q3b4/FYmH//v0sXbqUvLy8oO6yuq7z5JNP8uCDD7JgwQLGjRtH//79ad26NZqmsXfvXpYuXUpxcTE33HBDIJ/dbuell17irrvuYt68eSxYsICBAweSlpaGYRjs3LmTZcuWUVFRwUMPPVSXH51ooGyJNmyJVZPd6MnRkBwdmlDTOGXOOIzzZrHRaB60q+dNHUm5/4uwPfateFBh9kRRRslfzqBdDYJIAJvdRLNWYWZBPQJNE6ry/etfLZg2vYh535XicSrQYJ/FQonZhEVBqsfLK5NiObtn6ERAJpNG67SqZTLsNo321X4/GunJ/jJefV0qz/99V2AEYZf8EkZEubj/pkP3lBBCCCGEEPXUIllpy5YtfPbZZyxfvpz9+/fjdruJj4+nU6dODBs2jLPPPhuzOTjWXb16NTNnzmTVqlXk5ubi8/lISkqiS5cujBo1ijPPPBMtTAvCwoULmTt3LmvXrqWgoAClFKmpqfTo0YOxY8fSt2/fkDw+n4/vvvuOb775hvXr11NUVISu6zRv3pzevXszfvz4kNZUUTvyhjDUH6+u5o/5eSiTifbjW9LxkjaUNX+AouzIkLROzOQTF9QiGUkpTbVdbO0+gFNXXXrMyvVnLZLheL2KnFwvkdE67y5w8tVqF8nROpPPsjOka/0us7NlQwVfz8ijIM9Dt97RnD0hGXtk7YLoE5XcXw2L1FfDIvXVsEh9iYNptxcecp96NqEOS9Lw1GsgKUQlebAfGV+n/yNnowlv0FqSisKYOFY1acYZ25dg8fmIoIIEctBRFNCcuOJnMMUem4CtNoGkqF9yfzUsUl8Ni9RXwyL1JQ4mgWTtydzvQjQg2iUDSCaLaAow48JGGVFaAS2//gspUQ5a+raSxnaS2I9+oMNmHPvx7imt55ILIYQQQojGRAJJIRoQ7b5zMF1/JjG2UlLZQ0w7MzFLbyP+lFTOvrF58HqBlXlQWKsvaCiEEEIIIcRRqpfJdoQQtaNZzGivTUJ76iKocGNPjQ3s0y8cgHHda2gYQXl8WLD4fMjtLoQQQghxkEYwO3t9kRZJIRogLToCrVoQCUB8NHrTWBQEfgw0LC1jwV6/E9oIIYQQQojGRQJJIRqTWfehRdnQAA3Qo23w6Z31XSohhBBCiBOTdpgfcVjS102IxqRfB8h+G2Yv8/8+ti9E2+u3TEIIIYQQotGRQFKIxibaDpecXt+lEEIIIYRoAKTpsbaka6sQQgghhBBCiBqRQFIIIYQQQgghRI1I11YhhBBCCCHEyUl6ttaatEgK0Ui5K7z1XQQhhBBCCNFISYukEI3M5p9z+eHlrZTsdUKqnVNuaMeg4cn1XSwhhBBCiBOPtEjWmgSSQjQi+TvLmfXgenbERjN/YFtyo+20ml3CX4xy7jo7qr6LJ4QQQgghGgkJJIVoRNZ/s59sewT/Oa0rXpMJgLxoO+tXeLnqdIOkSOnNLoQQQghRRZoka0v+qhSiEfliG7zfr2MgiKzksJj57xpVT6USQgghhBCNjbRICtFIbC9SvBrdFMsh4sWahJGeci/ZqwqISokgMSP2mJRPCCGEEOKEIw2StSaBpBCNxNZihd2rKLJbQncqxfbZOdz7vpO2ra2cMyGJFm3tYY+z/du9/HDfCjzlPgDiWkUx5p1BRDcNn14IIYQQQpx8pGurEI1Enyb+V2qGfuC2Vv42SM1QdNpXSNSmIhzZTtYtKuHpe7ezZV15yDHcZR7m3708EEQCFO8s5/MJP+I5QZcT8ewqofDppRQ+sxTPntL6Lo4QQgghGhTtMD/icKRFUogTnMtpMOOTPBb/Wsr+ODt9B0YzZFA0u8vg1OYaNqV4Z0YJC1Y4iIj0z8yaXO6ic3YxDrOJGKeHLoUlQcdUBkx7Yx/3P98+aPu+Zfn4nEZIGZyFbrbM2UOni1oft+usKaUURVd/QenU39Hxl7n4vu9JmXYeUeMzgtIa+0rwLM3C3DEFU4YshSKEEEIIcbQkkBTiBPfSv7NYvN3LN22b4TPpfLTVBFt9oGnowKlGBbbN5RiaRozmhTjolFOC1WtgNiDCZ4R9p5a9x82Tl62iQ3Od1gMSKc92sO2rrMBYyoPzFO8KbcGsT/lXz2H/1O0oYoinmAjc4HFTft57bO/VkeibB9BqUjsq/jYd0ytzsODChwXXab2w//Q3NF06ZAghhBAnPWl4rLV6DyT79u1bo/T/+c9/Ann27dvHtGnTWLx4Mfv27cPhcBAXF0dGRgZnnnkmo0ePxm4PHde1detWPvvsM5YvX87+/ftxuVwkJibSqVMnhg4dyogRI8jJyeHcc8+tUdlmzZpF8+bNa5RHiMMpLPDwxwYHe1JiGbdpLxE+g1KrmV9aJrM7LhIDWKjZ6RPhINpt0LTURYWlnEi3D4/mfzI6zSay7RE0dTj9B1UKTSlMPh+2bdlkr/aw59ssNMOHCcBq9qcxFFq1ILQ8u6IePoHwDLePnHe3YqBjwksFESg07LjQUaSu3MjyW3zs/PtvnL7nCwByaEaJFkfMwh1Y2tyFZdPjEGGt5ysRQgghhGiY6j2QvPbaa0O2ffTRR5SVlXHJJZcQHR0dtK8yUPvss8945pln8Hg8ZGRkMHLkSKKjoykqKmLFihU88cQTvP/++8ycOTOQVynFf//7X9566y2UUnTv3p3+/ftjt9vJy8tj6dKl/PTTT8yZM4cnn3wybNneeOONQ5Y7JibmaD4KIULs3e3Gq0G33KquqTFuL8O27md50wQSK9x4TDo5kRai3W4A2uaX49Gr9e3XNPZF28mJttK6uJwEp8e/3WQiq0UzWu7MIsLpwtA0DKs5kEeZtEBAiVJsmZtFq8HNSDk9/Pe8PNtB7soCYltHkdgp/jh9In4VX+/AZ2g4saCwAVAExFJKMkXoKGK9ZeQXx5FLUyIpI5FcIpSDnVpbtuyKo1mzF4lRDqL7phJxSSdMUToYBsZvm1FfLEcvK0cb3w/+PQmSQ2euLd9QRPn6ImL6JmNvFR2yXwghhBCiMav3QPKvf/1ryLY5c+YEAslwLXxz587liSeeIDY2lqeffppBgwaFpFmyZAmvvvpq0La33nqLN998k6ZNm/LEE0/QtWvXoP1KKebPn8/s2bOJiYkJW7bKQDLcPnFyc7kMCksMUpJMmPQ/7yeRU67wKmgereHxKXaVwtZCg1dWKQocML6Dxo5cC3qYdTvMStGhoIwyiwWLz4dut/J781hMhiKtqIJEh8cfRyrIibaxvmksJmXQZWnwWEmf2URuSiIt9mSjK4VhGFCty6fSAKOyVVLj+zuX0euODriTfGimqmtc8uga1r29ObDGSHzHWMyxVqKa2uk8qR2lm4vZ/e0+vG4frc9pQcbFbYPKUZpVgTXGgi02eMZZ37psyp/4Cd+uYqyD26D1bYHx4Fx8q/dholkgiKxUQgyxlGHFi9mriDGVkML+wBhKK4UUqyKKacK+ogj2EU/c/Dw6zX8JE/4JhoI6vE79HseKfZi/fxBLYgTsykVF2th49xr2Tv2DGAppwl7iEzxE3Hgm1rvPQcsphrREyC6C+Cj/D6DySsHpQdOhYr8Lc9skrHFhWkRLHZBXAq1TQQv9Hqk9BRBhQUuu2YsrU2E57MmDFjJGVAghhAiQrq21Vu+BZE2VlZXxzDPPAPDYY48xcODAsOn69+9Pz549A79nZWXxxhtvYDabef7552nfvn1IHk3TGDZsGGecccZxKbtovD7/soRpc0twOBXJCSauvzyB/j3DL5dR4lJcMc/giy0KBXRMhLwKyHMGp1u4V4HSuNhiIsbjCzlOZXy5ITWGPQmRaErRbV8xaWUuANy6jkfX2dAkBkPXSC7zYDXCTKQTURWMacpfJnwGus9AMwxQoDR/6ySaxopnN6NMOqBR0ms1maPSWPvW5sBz2NAg/4/SQBC0bW4Wus+H0nWUprHr1zx+f28b5346mOJd5Xx/93IKt5SiW3Q6TmjJoAe6oZt1PMv3sGfg+zi9VkDD8vMK4plPJBXohF8X0wD26YkYmo7LZyPZkUcOaSSzDzNenESwi4ygfzOKSSaXNJqzK+hY5USziR6Ur45DS32f1Pgi2uf/hmbSiDWak0NnSomniCQiCh30fGQ25kc+woQBJh18BljNqCvOgkIvfL6YYt3K8uh+lJjj0TRFq4ta0+P5gegW3f/53vc+vDgXHG5o1xSm3gSnd/bX97YcuPRVWLwVTDrqwv7w1jVokcHBdIhyJ81v+5CYb9aBoeCUTPjwNn+gKoQQQghRSw1uton58+dTUlJCt27dDhlEVrJaq972z549G5/Px5AhQ8IGkYfKJ8SfWf67g3c/L8bh9Ic2eYU+nnwtj8Li0OAP4LYfDGYeCCIBNhaEBpGVrD4Dl0nj4PDPB+yOiWRPbARZ8f6AtX1eGa2KHeiA50DQVhJhxmfy3+ZFEZYDXV6DRbjcgf9XmobmMzBVjo3UddC1Az+Vy4pA5eu7nJXFLHpsbSAwUweOcXBLmnGgPABoGoWbS1n0+Bq+vnExhVv8S3YYHoP1n+xgzbtbAdg/+SucXlvgXB6sFJKIceCxZSf4QzOAIqud/ZZEcs3xlFkjyNVTKSaZ3XTAjZUikgn36tG/vYoCNtCbcuL8v/tgf348u2mH5jNIU3toxTY0dEz+qyaaUn8QCf4gEsDtRXvjW/jsF5RysiTmFErM8f5jKo0dn+xk8ysb/Gnf/QGenOEPIgG2ZsO4J6D8wHX+5WV/EFl5/I8XwQOfhVxLiHv/R+xXa/1dlAF+2wSXPvfn+YQQQoiTgiz/UVsNrkVy1apVAPTr169W+fr373+MS3Ti2rhxY30X4Yg5HA6gYZW50tzvrEBwl0yPF774ajsDe4SuvfjxhrYc6Tscm9dHcoWHbQlRpJc6MBmKvEgbS9IS2Rcb3OLZvNQfcCjA0DS8moZR7RnoNpv4LT2ZM3bmBrbpPh/JufkAeM0mDF3H7D6ozNWDQk0LaQk03EbgasIFkSHHOGDz7N143KFJ18/cRsQgH9ofoWtCerHgxkIELpIooIg4vAc+e4fJgqEFf65Ok5Xmvi3EqFJ86NgIH7EfvL2cGByEjnvMpRmt2AJAKnvZRqcD/9Ro6GHbSKtKXmSOo9wUesytn2xGjTTR4u1vQs9YWMaeqV/i6tictsu2h+T1fLCQbdf1Ocx5of1HP4c+6H/bxJYfFuFtFn/YvKJ+NOTn4clI6qthkfqqOx07dqzvIojjrMG1SObn+//oTU2tWbes2uZryLxer3/MWzUulyvod5/Ph9frPWwapRQejydom8fjQangP5wPzuf1evH5fIdNYxhGyPndbnfQsZVSuN3BEceJdG2WQ7yOsZjCX5vdFNq99FBiXV7QoG1xBRZDoQOJDjcuc+it66sWrG1PiGRBuyRWtUjA4jPomFtMRl4JK5slMq1LS1w6RLhcJOcX4bVaKEhJwBFlR2l6jd+/aUH1cIhgSoVu163hz6RZ/Z+vigr3wSpM+D9TC14SKQjs8R5iOY8Szd+qaMIglnx0guvbhIdm7AwuW0gbcGXaqu+zr1p45uFPupcCJhW+hZoDHSAMuyXsbsNuwW1S/vGqB1H2qt4Th7rfjDAz0ypdQ9n85W9o99uh0jSGZ0n1a2ms19aY602urWFc25+lacjXdqLVW4MhDZK11uBaJMWRO3gyoRNZ5ZvBhvj26iK7myW/76f68zs+VmfCmPbYI0KDmxtLfTz02+Far6qklVSEtOaZlaJrTgk/t04J2r4zIZKEfcXsj7KxNaWqbctj0vkjKYYrVu2g/558ypSX+DIHVhSuaDsuFYHZ6wOTjtnnQ7n+5Nl50E6L3YxR7v/HQ1P+f4TCtkoepMfkTHb8lE3OmqKg7X0nd6FD1xbk3+ck564FQftsuLAcCOYMIJoKcio/F8PAEyaWjFXFgf83oaiwmdE8OlbDh0LRhk1EErxGZiTlxJFH8UFdXptVG0e5l1bV9ii8mDFzqH9ELcT6Kkj05FFgCT5m1yk9aNmxDdx5Pny7Pjjo7tCMlleeAyYTatximLk8KK/15rP//J65eTTc+37QJm3CQDqcWrOll0TdacjPw5OR1FfDIvUlxLHT4ALJpKQkAHJzc/8kZWi+7du3k5OT8+eJhaiBdq2sPHBzMh9+UcLebA+dOti48sL4sEEkwN9P0THrijfXGLh8MKSlxr4yxZJscPvAWy2O8JnDB2RRB3U/1QxFhNNLodXMnrjQSX4MXWd7QjTdcorJyC/E5nbjsVpA09CU8k/wqusYmo4y6Wi+qjePCoLGQGLS0XTQbNDh3DSapMey+F+r/eUAdENh6AfyaRq6CaJ9Co9Nx6Np2BJtdLqkDT2uy6DjX1rz27/Xsuun/diTbHS/oh0dxrQAIOnOvqBrFD6zHG++E0PXwKEoIhEdHx5MxFNMAkUUEo/d58FlMgd1b033bSdGVXWR9WAGk06M200MxShcbNS7kquaYFMufPgnEUohmw78zjY6UWxvhqVZFGlNi2m6qRivOYltOc3IUq0Dn4nJolitn0pGzFainflodis4PNAiEXXHuVDggle+ZUDuCtZqHck2N8MWb6H9//Wh5V/a+As3vCd8dBs89jnsyoNh3eHpK8Bk8u9/769wzyfw2RKIjoAbhsLto8J+P4LcfR45ObnEf7IEq9sHFw2CJy7/83xCCCHEyeAIXn6L8BpcINmzZ09mz57N0qVLueGGG2qUb9myZSxdupTx48cfvwKKk1Kfbnb6dAs/S+vBTLrGg6doPHhK+EBz/k6Db3cq0mM0ermjmPp8cUgLYVZsRNDvMU4PFVYTpjIwG+FbOy0HgkO3xUyky4VhGKhq3UE1nw/d60WZdHya5u+yqmkozR+oGrpOxvgW9L+zTWDMcc+e7YiNjaV8bwXr39mK4TGwJ9nodmMmjnw3tngrHca3xJ4UvuunPcnGkCcPPcYv6fY+JN1etd8odVF8yTQ832xGeTQUGs3YTwyllBNJE7eXPD0er2Yhzsins1oVdLwcWpJQ4QYUTdiB3iSKzCeG4tjVgex5WexZ5O9OtI+WALS9uzOnPll9PPZfMQNp64swf7Id3arT5LK22FsfeimOQN3dPYYI4LDtgH85zf8T7jgxdnj1Sv9PTWgaBdeeScG1Z8obeCGEEEIcMw0ukBw6dCgvvPACa9asYfHixQwYMOCQad1ud2AG1rFjxzJ16lS+//57tm3bRtu2bY8onxB1bWgrnaEHek1uLYgk324l2VE1XsGraRRbD9y6SmH1+EgrcrA7MRJLXjnNix3sibdXzZIKRLq9tCssA8BWOfaiWhdK3esjJrfIPzur2T9Tq9JNgf0Kg6QOMQx7qAclJcFrUWqaRr/7utPz5k44i9xEp0WiHae3e3qMjYQ5E1HlLnLbPAO5OgaKKCqIogIvZkyGQkexn2T+oBcpZKFhUEQqDqJIIJsU9mAa3oOor24CXScGiPk7xM3eTdarG8Ck0/yqDjSZ0CpsOaI6x9P2X72OyzUKIYQQQjQEDW6ynejoaO644w4A7r//fhYtWhQ23fLly7n++usDv6elpXHttdfi8Xi49dZb2bBhQ0gepRQ//vgjd9999/EpvBA11CxG4+uMpmxIisZp0im1mFnSIpGdCQfGQGoaympCB3rsKcIAYtw+emYVEV/hJsLjo01BGedt2IPFUNgdTiJcbnyaxs6URHqOTiUxUSdaubG1iEazhX8kaD4DkzIOGyBaoi3EtIg6bkFkUHmibESfn3Fgah8NhQmFCROKMmLYRyrWLqk0m9wB4hJQmGnJZjqxgraswzyuH5Ff3lS1pMkBqWPT6TVvBL3mDDtkECmEEEIIIRpgiyTA6NGjcTgcPPPMM9x0001kZmbSvXt3YmJiKCwsZPXq1Wzbto309PSgfFdffTVer5e33nqLSZMm0b17dzp37kxERAR5eXmsWLGCrKysk2qJEHFii7Ro3HaqhUeXpLKwcqNSxFthbAeNvk01Luukodzx3PFaEYvzNdKLnSRVeEiqKEIphaErbC43iYXFRDuclNqsrElryvkjYhk1MQXoEHTO17rMQpmrWiNRCovbR2q3+Dq66iMT8X/D2P/GH8T6SrDgxYdOPgn4UuPoPG8cUb0PTEb09sWQVQAfLQSXF+3CgURmNK/fwgshhBDixCBDJGutQQaSABdccAGDBg1i2rRpLF68mHnz5uFwOIiNjaVDhw5cdNFFjBkzJiiPpmlcf/31DBs2jM8++4zly5fzxRdf4Ha7iY+Pp1OnTlx33XWcffbZ9XRVQoR65AwT3VMNPlhvYNHgL51NXJChBbf82U28e28SkU+7KbZb6bo3n/gKJxuaxKM0MwY6O+JisfgMXBYzmoJRoxLCni+pmY2iPQ4Mk45mKEweH7oGp9zTrY6u+MjoLeJp8s2lbD1vHkaJGx8mrK1iaD9vLPZOicGJ0xLhznPrp6BCCCGEEI3QCRlIzp49+4jSNWvWjL/97W81Pn779u259957a5wPYNmyZbXKJ8TRuKijzkUd/7wneus46LNkOz2z8gAYuHMv65sksiU5BZ9uwqebAMXVo6NISg5/+w9+qi/zLluAz3lgLKUOZzzdD2vYdR3rV+SQ1nQt+CtlC/aBUkSf3hwtzBqbQgghhBDi2Drx/jIUQtRa050FgSCyUuf9BeyNjWHMOUnEx5g4raeNVs0shzxGaq8kLvp5JNvm7MFw+2g1Mo3YltGHTF/fNJNOzOC0+i6GEEIIIRok6dtaWxJICtGIpOeWhN1uNTxcPS6GiENMpnMwe3IEXa5sfyyLJoQQQgghGhHpAyZEI9KmXfi1LPfFRmGxyBs3IYQQQogg2mF+xGFJIClEI3L7X5uSEx0cTO6LjWRvchwmXZ6IQgghhBDi2JCurUI0IrFxFiIvzuSbBQWklFWQFR/NmuYpPNhT1XfRhBBCCCFOPPKevdYkkBSikXnwinimpVn4cKmbeA3eOEXjvMFR9V0sIYQQQgjRiEggKUQjo+saF4+I5uIR9V0SIYQQQogTnTRJ1paMkRRCCCGEEEIIUSPSIimEEEIIIYQ4OUmDZK1Ji6QQQgghhBBCiBqRQFKIRs7jMti7qYzyQk99F0UIIYQQQjQS0rVViEZs3Q95zHtpO84SL7qmaNk1hvP+nklUgrW+iyaEEEIIIRowaZEUopEqynXzzou7KSv1YvL50D0+9qws4pWLlrJ2bRk55fW7tqTX5aN0TzmGT9a4FEIIIYRoaKRFUohGaPZWg9s/cZLcPJm4Chen7Mgm0uuj3GpmefMU7p1rQZl8jGyt8b9zdJIj626kufIZrLxnMb9/tR+PSxHVNIJOZzUluXkkyWNbEJEma14KIYQQoo7IZDu1JoGkEI3MvjLFwy/v48pV2zF0HZ/JhK7rKJNOpM/g9B3ZNC+t4J1+Hflqm4nrvoXp40x1UjajxMXvp09jRUV0YFt5tpPlH2yn9c4i/rjJRJePzqTJha3rpDxCCCGEEKJ2pGurEI3MjA0+xqzdjTKb0XQds1JomoahVb1ya5dfQu+sPCKdHmZtUTi9ddO9tOSFpWzdF/rYUbpGRZQFq8/DpmsWYrh9dVIeIYQQQpzkNO3QP+KwJJAUopHJeW9L6I2taRh68NZWBSU4bWbMbh+mOnpWFn28EY+qav1s4ijglJy1nJKzlgRPiX9jiZOKzSV1UyAhhBBCCFEr0rVViEZCGYqNvxTg3VIa/sZWCoyqlke3rmOYdFwmuPd7L88MtxzzMjm2lrDl9iUUzc8iIsmKJdtJDDZK46y0K93LoJy1VcUji220IY8kItJlnKQQQgghxIlMAkkhGoHcnRVMe2AjRftcmEwmDIK7G2iGgdnrCxpPPmDXfjY0S2JjkwReXKm4d5Ai5RhOumN4DFYN/xq25xOLC61cAxRJlOHdq9HLvTkovQa0IAtndCzmWFmeRAghhBDiRFavgeT27dv57LPPWLFiBdnZ2VRUVBAdHU2rVq3o06cP55xzDm3atAnJV15ezowZM1iwYAHbtm2jtLQUu91O69atGThwIOPHj6dJkyZhz7lkyRKmTJkCwCOPPMLIkSMPW0a3282cOXP48ccf2bRpE8XFxdhsNtLT0+nXrx/jxo2jdevWR/1ZCHE05jy1laJ9LgC8msb2pATa5xcGgkkPcHBopiu4cPVWHhvWG6+us2JdBWf3O3YtgVlPr0ZtL8AEuLFgwYuOhh0PSY4yInGF5LHhpnVa8TErw7Hk+W4LZQ9+h9pThHV4eyIfHYHeLNa/c0cOeLzQoXn9FlIIIYQQNSNDIWutXgJJpRT/+c9/ePvtt1FK0blzZ0aOHEl0dDRlZWVs2rSJ9957j3fffZcnn3ySs846K5B39erV3H333eTn59OkSRNOO+00kpOTqaioYMOGDbz11lu89957fPzxx6Snp4ece8aMGQBomsaMGTMOG0ju2LGDO+64g507d5KQkMCAAQNo2rQpLpeLrVu38tFHH/Hhhx/yyiuv0Ldv32P/QQlxBCqKPezdWBa0bV9MNHlRkcQ5XbhMJloUFhPlDg3QohwuRq3bzo/tW1D03T7o177W5XBvKaT0zdUYf+RCWhxZr+5ABxQaPkwYaETgJooKksnFgxkL3qBjeDFRtNeN54e9pA5uBt+uhqVboEs6jO0LprqZXfZg5V9uxjlmKprydw12T12OZ+FO4hdegzbucVj0hz9h8wR4Ywqc06deyimEEEIIUVfqJZB8/fXXeeutt2jWrBmPPfYY3bp1C0mTnZ3N1KlTKSmpmnRj27Zt3HLLLTgcDm6++WYuu+wyzObgS9ixYwfPP/88FRUVIccsKirixx9/JCMjg6SkJH777Td27dpFy5YtQ9Lm5eUxZcoUcnJyuPTSS5kyZQoRERFBaXJycnj11VcpKysLyS9Obq5yr39IotuHZtLAAE+khYpiD0nROpbIY3PreTyKCqeBz6Sj+ww0wKwUGQVFKA3y7RGURtjIjo0mveigQFIp7E4XI9btYOCWvfwYF03/Plk065dMRIKtRuUoeX8dOZO+hANDMEuJoLINtHJUpgY0J5uIAy2RChMGPvQDKQw0FJBQnkPx2c9TlOQhPntn1Ul6tYFfH4cIK8owcC7eg/7B96hFmzG1TWFdiz5k/+HCHq2REVVK9KptGE3iqEhKoWijg4gWUaTe1Qdz5yQMpw/dpmNLsOEqdKFbdSxRhx4juveauSSpqvGlVoqwbd6F0XIKuFwEwtu9hTD6UXxNUuGNGzGNDX22CSGEEOJEIk2StVXngeTu3bt5++23sVgsvPjii2G7rgI0bdqU++67D6+3qsXi6aefpry8nMmTJ3PFFVeEzde6dWuef/55PB5PyL45c+bg8XgYM2ZMIJCcOXMmt9xyS0ja1157jZycHM4++2xuv/32sOdKTU3ln//8J263+0guXZwgivc72bGsiKhEK237J6Af4ZSlmzdUkJ3lpm2GnbSWwYFWTrGPn9a7iTYrSufuYt56Dw6gz85sIjz+sYl74yJZ3rIpdo+H86Ir6DO6GUmtoijcUkJ862ia902q0XXMnF7Ah1+VklRcgSkuFt0wiHY4MUwmYg58/2PdHiyGYlF6MtkxFob+sYdIjxevBnaXJ/DojHW5ifB4+eKu1ViUQUKbaEY+05vE9rF4HD62LsjF8CnanpYcUg7X/G1BQSRwICQEDzpeTIBGKrmBIBL8gaSHCPaShEOzsTcqBbfFiq58tHTtwZqdh5emJJKDm0g8K0uxJE9hS7cz2LZdx6N04l1udJVO8W47FdZ9RHmc2F3lrNKtJBZZ8RgGihwq7GaK9hhYzptPvKccn24iLyIac6wNvaCCGK+HhCFp9H5vCLpNp+z7Pbi3FmPKTGT5o7/TIt8RKHcEedjJx0UiDlcMoKPjwk4uJvyfu2l/Du5zn0K9fQPmyafUqF6FEEIIIRqCOg8k58yZg8/nY/jw4YcMIqurbHHcs2cPS5YswWazMWnSpD/NZ7GEti588cUXmEwmRo4cSVRUFDExMcyZM4cpU6YEtWw6nU7mzZsHwLXXXvun57JaZWKQhmLlrH1888JWlOH/PaVtJJc+2w173KFbo3xexX+eyWLtivLAtrNGJXDRlakAzFrm5J73S/H4wKtr7E9tjbO/maHrd2D3HFgP0TBokV9Cer6/hX2/zcIPS3PxWS1YXB50wyD91BRGvdgXk/XPu29+/WMpty3TOaeoIhAMGpqGz2QKea+WUlHB1uRotiZH82ubZsS4PLhNGn//chGRLiOQrlVhCTavD6/Nwv4cH+9fsZSxT/fg64fX4yj0B0jWKBPD/lnV/VUVuyg49yNQwfdANC40FA5iA9sicYa5Eg0XEeyMaYY6ENAbmokdEa3INZpid3lIpRAbBz7HcihbU4puj6Z34U6shn+7r1SjyGanmbMIgD2kUk7kgTNAlMOL0jUKEuykluwj2VmGw2Rhha81JgPS8wvh00LWr8jC3jyG8gV7/dcHEBVJbkQsKe4SvGhYtGLcKhY3cYGrMLDhoAlR7Al8/hbKcd78qQSSQgghxIlMGiRrrc7XkVy9ejVAjccUrlq1CoCOHTsSExNT4/OuWrWK7du3M2jQIBITE7HZbAwfPpyCggJ++umnoLTr16/H7XaTmpoqE+k0Io5iD9+9vC0QRALkbqvgt4/2HDbf4gUlQUEkwA/zCtmxxYHDrfjHtDIq48WiuAicNv9Lib47sv0blUI3jKDnVIzL41+KQ9PwWM0oYPevuWz84vBlqfTvZQZdcopCnn3hnoVWnxEY2+cz6RRF2qiwWVndqhlua1UAbfF4sbi92EsdWCtc+Az46h/rAkEkgLvcx68vVXU3Nb7eBhVVrXXVReEOGgPpJCJsunLdHggiqyuOiWBzm0S2pKTgqbYGZrOKYtqV7A8EkQAmpUhylqMAHzrl2EOOF1nhv479kf4A0O7z0K4khwqbFdeBsZfa1qJAEAn+zzOpvII8Uxx77EnsikzEorx4iA45voEFH9VbqhWUO6FQur4LIYQQovGp8xbJ/Px8wN8t9GDbtm3j22+/DdrWvHlzxo4de9h8R6Jykp0xY8YEto0dO5bp06czY8YMhg4dekRlbEg2btxY30U4Yg6HPxg5nmXev9aNz6NCtm9evJ/mg0NnEK20fDGEC9F++Wknke3MlDqqWqYcEVW3lK9a8BMuwDMp5W9n03V/AgWbftiOqVv4wKy6P3wtOMN5UJdqTcOnaZhU8DXmRNlQWmgJTApcETasbg9KKTY2SaTHdn/wa3W4cNutOEu9IfmKdjkx+6KwROvklxaQgBdCFhzxs+HBc+Axk0siyRQQQVW5i4jGYUQQVeHGZTXhNVe1xipAaRrZMXH4dJ3u+6sCvGhP+NZN/39D65gDxwICQTVAvKsiKI8RpqY0wO71sCmmBaBo7UnCHuZ7dPC51YEuvbum/0DFoA5h09eVuri/xLEj9dWwSH01LFJfdadjx471XQRxnNV5i+ThbNu2jTfeeCPoZ/bs2Ud93NLSUr777jvi4uI4/fTTA9u7detG69atWbx4MXv37j3MERomr9eLYRhB21yu4IDJ5/MFjUMNl0YpFTLm1OPxBx+Hy+f1evH5fIdNYxhGyPndbnfQsZVSIeNQa3NtUSnhu4zak4KDh4OvLS4hbDZi4w2axPjQtaq0Fk9VmX5tX7UURNiwo/K0SgUS2Jtajuja2sW7yYqJ8OetptxqobzazKalZhO/poaOvYxzuGiXX4Kh65jcHqwOFx335lMW5W/J0xRohkIP0+PXEq1hsmtomob7zGaoCAsRhE5uBeCt9ojxYWITbSgmlgrsFBHNTlpgRWF3eYkrdWFzVdWXy1qVNzcyOqhV0q2Hewfm/yx0FDGUh+wtj7SAUjQvLwpsqzBbiXE6sfr8n/eherd4Kj9TTWNZbF8MLXRctI4LU7Ug2UM0OhV40hOrPoOT6H6Ta6v9tR1cnsZ0bY253uTaGsa1/VmahnxtJ1q9icavzlskExMT2b59O7m5uSH7hg0bxrJlywDYu3cv5557bmBfUpL/j+Fw+f7Ml19+icvlYty4cSFjJ8eMGcPLL7/MF198wQ033HDU5zqRdO3atb6LcMQq3wwe17dXHWHf8E2s+7aqXi0ROmdf34Um7UO7KlZKa+5l4+qdFOZXPSBbtYvgnPEtMZk0LttWyv9+9reQJZQ4qbBbULrGr+1bEOHxcfba7UQ5jaCWMAV4Lf7bz+TxogGRKTbOuKEPUSnhu4BW92KSYnCRnZ57C8BkxmvS0ZVCV4qVyXF4DgRweTYr+GDopj2sSE+hOMJC68Jyzv5jDyal0N0eTAf65Zp9PvJSEogud+Az6Wg2E30vacmS/+0MioR7X94Cl3sfuCGjZwb26ZdTcc5/cRGJqhY46viIwIkXE15MROAmgTIcROIA8oil+rssDYh0eHBZTaBpGKbg91zqQJhXZrGRbY8ls2RfUOBnaIrKmL4p+SigRItGaRplkRac0RpdCvYQ7/YHvQYa+21xtM4vCBzD2sSOx6vhy69q8XSYzDis1kCUWWqO46uUs+hcuo1UZwkWZeDVIFHtD+TxYUbHh7dHS9qNGPSn9Xm81cn9JY4Zqa+GReqrYZH6EuLYqfNAskePHixfvpxly5Yxbty4I87Xs2dPADZs2EBZWRnR0Yf+w/9gM2fOBGDatGlMmzYtbJrZs2dz3XXXYTKZ6Ny5M1arlf3797Nz505atWp1xOcSJ7bR92TQsmcc25YUEp1opff4ZiS1jDxsnphYM/c81oofvyokO8tNmw52zhgRj+nAuL6/XxBNz9YWvvvdTUKURv9uGp/u0Ph+i4/NCfGcYrMQ46jWFVMpTHFWWpzShKhoE54iF/Gto+h2SZsjCiIBuqdo/HZtBK926ohv0X6cW8tJcvoD3X55RSxoloobjWhDEe/2cPqOfQzftAsFuK1W3DYrFRYLv8dEMTa30F8swGmPAJNG2sgW9LuhA00yY2k1MIl1c/Zh+BQdz25CYmcLq1btC5TFOioT46JuxE3bhIMofJgwHwgfrbiJw4GJ4CDag44vzOPHpFRlL1+ManFkgsuBrUMCRrQF3+a92DWNCpuXRFcFHiIxMBFhN7BWVGBgIi8iht+bNMNl8U8CFOUqx/BZcHVLg9hUivM85HdsQZuLM4jZko/j171YOyaScFMPlEeR9/Ia3FuLsZ/SlPIK2P3qH8EF1XTWx7ZnfSzoysvovC/RVdWbYB0vJa1aE/fj/UdUn0IIIYSoJzLZTq3VeSA5duxY3n33XebPn8/VV199xJPZtGjRgv79+7NkyRLee+89pkyZctj0Ho8Hi8XC2rVr2bx5M02aNGHgwIFh065evZodO3bwyy+/cMYZZxAREcGoUaP44osvePPNN3n44YcPey632y0ztzYQukmjxzlN6XFO0xrli4s3M+7ilLD7NE1jXL8IxvWrCgLHdAYwkVuSwC+bBhBVUE5qbjG+ci+pXeNJOyUFTT+6J1dmosYL50ZQMLwlfR4tptRipmmZkxaFZSS6vRgHuoJ237ufKGdVFxSz04lu+CiJtLMmNYmxG7YBUBobTXyShUnTRmONrmq5b9ErgRa9qvr3FhcftB4lYH1sDJGz16I7yvBhRqFRTsSBgDK4O44GmFFY8OAhuIeAV9dQmobC8DdWapA2MIUzXhiAPenARDZON3y1GqPEiXOHAy2vlIgr+6D1bo3amI3x1e/EFZeR2LQZ2zabsCfZsLeLIbZNDCn9/MuXBNd+a7ijT9CW5v8ObkVc99kunDmh4zJjNAc9C5dgM6r2GfExuP91JfE3D0YLMzZVCCGEEKIxqPNAMj09ncmTJ/Pmm2/yt7/9jccee4wuXbqEpCstLQ3ZdueddzJ58mTeeecdYmNjueSSSzCZgse97d69m2effZbrr7+ezMzMQGvkJZdcwuWXXx62TN999x333nsvM2bM4IwzzgDghhtu4LfffmPevHkkJydz/fXXY7MFrx2Yl5fHq6++yhlnnMHgwYNr8WmIxi4lVmd8vwggAqjZOpFHakMB7Ij3t9DnR0XQMacIh0nHreuYfAZNSkLvJZvbQ0lCLOmGB0dkBOXRkbjS4rn2H+2CgsgjpbdLIWL5XZie+Bb3/K0UuaLIzYshkgpiwiz7oeMjmWKySQx0h1VAaaSVZEcOGefEkfj+X1CGhiXqoMdUhBXG90MHDm5L1jo2xdTRHyYmcew+8YH/PZWfL/4R48ByKbpV55Q3BtF8UCI8FwVfrYT0FJhyNvoZXQ4xP60QQgghRONR54EkwF//+lcMw2Dq1KlcccUVdOnShc6dOxMTE0NJSQm7d+9m2bJl6Loe6NIK0LZtW1544QXuuecenn/+eT7++GP69etHcnIyDoeDTZs2sWbNGsxmM7fffjsVFRV88803WCyWoNlaD3bmmWcSHx/Pr7/+Sk5ODqmpqSQnJ/PKK69wxx138L///Y+5c+cyYMAAmjZtisvlYuvWraxcuRKfz8fo0aPr4FMTIrxOiRBhhgM9W4lyeYg3POyMj8NsGIecUcuDwdK2TdnRJIEMn5O59yUSGVP7R4LeqSm2dydiA2IA05Mryb7/FzDCBZKKCNxY8eA6sGSGBsSXuXASg/nWczDbax7QHi8pp6QyZvm57JmzG4C00elEVHZDfvAi/48QQgghxEmkXgJJTdOYMmUKI0eO5PPPP2f58uV8+eWXOJ1OoqOjadWqFRMnTmTMmDEhXV979uwZWLLj559/ZsGCBZSWlhIREUGrVq246qqrOO+880hNTWXGjBlUVFQwbNgw4uPjD1kei8XCOeecw4cffsisWbO45pprAGjTpg0ff/wxc+bM4YcffmDJkiUUFxdjtVpp0aIFF154IRMmTJAxlKJeJdo1/nGKzn0L/K1ldreXFKcbk6HYHx2Jy2TCdtBMbkrX6JKVxz+yf+W1wT0565yjCyLDaX5PL5Kv6kjWoPfRN1efuEqhoXBiDQSRlTTAjo+YTrHHtCzHgi05gnZX1u8yHkIIIYQ4xmQYSq1p6uD5hIWoBzKL2tFbtFcxa6uB6enV/BEbTfv8UnTAZ/hIKKsIjCU3NA2frhN1YNu25Dj+b3o/kqPCL49ysOLiYlatWgX4X+zExcUdNr1SCseXW3H9vIvCfy9GQ6GjKCGSYmJC0usYdHjjNFKu6XzkFy8OS+6vhkXqq2GR+mpYpL7EwbRHQ5f0qqT+T+ZAOZwTah1JIUTtDWyu8djpJjSfYm9sJC+f2ol3erfnvwM7YWgaXpMeWA/RXuEMBJZt84pJsBy/t3GaphE5uj0JTw6hwhKFP1Q0YcdNuBU2ddRRT0QkhBBCCHFEtMP8iMOSQFKIRiapuY1Td+US73CzJz6KErsVt9mEyWdgr3Bgr3BiqrawsC3Zhn4cA8nqvH1b4zgwU6sJRRxlVA8mdQyscSbiJ7Stk/IIIYQQQojakUBSiEbmrEubYzUMJq7cysSVWxm7MQuX1QqahmEK7b566nXt6myZivb/OY0cazJ7SSSHOAqIxdY2msgmVqx4SBiQRMbXYzHH2/78YEIIIYQQot7Uy2Q7Qojjp/vgRKLjzSyYlo1vTTmGSccTYaNE17C5PFjcHixeL7ZoM8PuyiDz7GZ1Vrbo7on0WzmOPS+ux7m7nLSRaTT/aya61YTyGWgmebclhBBCCNEQSCApRCPUtmcsbXvG8tZNv7NtuxuvyYTbYkGZTPS/KI02PWNp1y8e3VT3AwCiOseT+Z9TQ7ZLECmEEEII0XBIIClEI3b5k5349ZO9bF1WREyyldMuSSOtU+hMqUIIIYQQJyWZVKfWJJAUohGzRZk566qWnHVVy/ouihBCCCGEaEQkkBRCCCGEEEKcpKRJsrZkUJIQQgghhBBCiBqRFkkhhBBCCCHEyUkaJGtNWiSFEEIIIYQQQtSIBJJCCCGEEEIIIWpEAkkhhBBCCCGEEDUiYySFEEIIIYQQJycZI1lr0iIphBBCCCGEEKJGJJAUQgghhBBCCFEjEkgKIYQQQgghhKgRCSSFEEIIIYQQQtSITLYjhBBCCCGEODnJZDu1Ji2SQgghhBBCCCFqRAJJIYQQQgghhBA1IoGkEEIIIYQQQtTA9OnTyczMZNWqVfVdlHojYySFEEIIIYQQJydNBknWlrRICiGEEEIIIYSoEQkkhRBCCCGEECcn7TA/R2njxo1ce+219O7dm549ezJx4kSWLVsW2F9aWkqnTp14++23A9sqKiro0qULPXv2xOPxBLY///zzdOvWDZfLdfQFO0aka2sjtXr1agzDqO9iHLHKsq5cubKeSyL+jFKKqKgoALZu3YomXUJOeHJ/NSxSXw2L1FfDIvVVd3Rdp0ePHvVdjHqzdetWLr30UiIjI7n66qux2Wx8+umnXHnllUydOpV+/foRExNDRkYGS5cu5aqrrgL8302fz4fX62Xt2rX06tULgOXLl9OtWzdsNlt9XlYQCSTFCaHy7Yrdbq/nkog/o2kabrcbkPpqKOT+alikvhoWqa+GRepLHEzdeXzCoeeeew6328306dNp3bo1ABMmTGDUqFE8/vjjTJ8+HYC+ffsyZ84clFJomsayZcvIzMzE6XSydOlSevXqhdvtZvXq1UyePPm4lLW2JJBspBraG6DTTz8dgAULFtRzScSRkPpqWKS+Ghapr4ZF6qthkfoSdcHn87Fw4ULOOuusQBAJkJiYyIQJE3j77bfJy8sjOTmZPn368P777/PHH3+QmZnJsmXL6NevHw6Hg2XLlnHdddexdu1aXC4Xffr0qb+LCkPGSAohhBBCCCHEMVJQUIDD4aBNmzYh+9q2bQtAVlYW4G+RBFi2bFmg5bFv377069ePFStWYBgGy5Ytw2Qy0bt377q7iCMgLZJCCCGEEEIIUQ9SU1Np1aoVS5cupWPHjrhcLvr160dFRQWlpaVs3LiR5cuX07FjR6Kjo+u7uEGkRVIIIYQQQgghjpHExETsdjvbt28P2bdt2zYA0tLSAtv69OnDsmXLWL58OW3atCEpKYn09HSaNm3KkiVLWLFiRaDl8kQigaQQQgghhBBCHCMmk4nTTz+dH374gV27dgW2FxUVMXPmTLp27UpycnJge9++fcnNzWX69On069cvaPvHH39MSUlJ0PYThXRtFUIIIYQQQohamD59Or/++mvI9iuvvJKFCxdy6aWXcumll2Kz2Zg2bRqlpaXce++9QWkrWxu3b9/ODTfcELR9zpw5ACfcRDsggaQQQgghhBBC1Monn3wSdvuXX37JRx99xDPPPMMbb7yBUoquXbvyyCOPhLQutmrVipSUFHJzc0NaJAHatWtHYmLi8buIWpJAUgghhBBCCCFqYMKECUyYMOFP073xxhtHdLyFCxeGbOvQoQObNm2qcdnqiqaUUvVdCCGEEEIIIYQQDYdMtiOEEEIIIYQQokYkkBRCCCGEEEIIUSMSSAohhBBCCCGEqBEJJIUQQgghhBBC1IgEkkIIIYQQQgghakQCSSGEEEIIIYQQNSLrSIp643a7+e9//8uXX35JSUkJ7dq144YbbuCUU07507xLlixh3rx5rF69mv3795OcnEzfvn254YYbSE5OroPSN05HUyelpaW8+OKL/PDDDzidTjp37sytt95K586d66DkJ6fa1pfcP/XjaO6v6t566y1ee+01WrVqxeeff36cSiuOtr6WLl3K1KlTWbduHYZhkJ6ezqWXXsqYMWOOc8lPTkdTXxs2bOD1119n/fr1VFRU0KxZM8455xwuueQSbDZbHZReiIZJ1pEU9eb+++9n/vz5XHLJJbRs2ZI5c+awbt06Xn31Vfr06XPYvBMnTqSkpIShQ4fSsmVLsrKymDZtGhEREXzwwQfyx3At1bZODMPgmmuuYfPmzVx++eUkJiby6aefkp2dzXvvvUfr1q3r7iJOIrWtL7l/6sfRPPMq7d+/n/PPPx9N00hNTZVA8jg6mvqaNWsWDz/8MAMGDOD000/HbDaza9cuYmJiuOaaa+roCk4uta2vDRs2cNVVV5Gens65556L3W5n2bJlfPvttwwfPpzHH3+8Dq9CiAZGCVEPfv/9d9WnTx81derUwDan06nGjRunJk6c+Kf5ly9frnw+X8i2Pn36qJdeeulYF/ekcDR18s0336g+ffqor7/+OrCtoKBADR48WN1zzz3Hq8gntaOpL7l/6t7RPvMq3Xvvver6669X1157rZowYcJxKKlQ6ujqKysrS5166qnqqaeeOs6lFJWOpr4eeeQRNWDAAFVYWBi0/c4771T9+vVTFRUVx6HEQjQOMkZS1Iv58+ej6zoTJkwIbLPZbIwbN47169ezd+/ew+bv3bs3uq6HbIuLi2Pbtm3HpcyN3dHUyfz584mPj2fYsGGBbQkJCQwbNowFCxbgdDqPa9lPRkdTX3L/1L2jfeYBrFixgu+//5477rjjeBZVcHT19fnnn2MYBtdffz0A5eXlKOn8dVwdTX2VlZVhs9mIjY0N2p6cnIyu61gsluNWbiEaOgkkRb3YtGkTLVq0CHlwd+nSJbC/pioqKqioqCA+Pv5YFPGkczR1smnTJjIzM0OCky5duuByudixY8cxL+/J7ljfQ3L/HF9HW18+n4+nnnqKcePG0b59++NWTuF3NPW1ZMkSWrduzcKFCxk9ejRnnnkmQ4YM4aWXXsLn8x3Xcp+sjqa+evfuTXl5OQ8//DDbtm0jOzubOXPmMGvWLCZNmoTZLNOJCHEocneIepGXlxd2HFblttzc3Bof88MPP8Tj8TBixIijLt/J6GjqJC8vj+7dux8yb15e3jEqpah0rO8huX+Or6Otr88//5x9+/bx6quvHpfyiWBHU1+7du3CZDLx0EMPMWnSJDIyMvj555959913cbvd0qJ8HBxNfZ133nls27aN6dOnM3v2bAA0TWPKlClMnjz5+BRYiEZCAklx1JRSuN3uI0prsVjQdR2XyxW2u4jVagXA5XLVqAwrVqzgjTfeYNiwYQwcOLBGeYXf0dSJy+UKpKuucrY76dp67B3Le0jun+PvaOqrqKiI//73v1xzzTUkJCQctzKKKkdTXw6HA8MwuOmmm7jyyisBGDJkCOXl5Xz66adcffXV0vJ/jB1NfZnNZtLT0+nfvz/Dhw8nKiqKn3/+mVdffZWoqCguuuii41ZuIRo6CSTFUVu9evURz0L3n//8h759+2Kz2fB4PCH7KwPSmky3vWPHDu666y7atWvHgw8+eMT5RLCjqRObzRb2ZULlP94RERHHqJSi0rG6h+T+qRtHU1+vvfYasbGx/OUvfzlu5RPBjvZ56HA4GDlyZND2kSNH8sMPP7B27VpOO+20Y1vgk9zR1Nc777zDBx98wIwZM4iOjgZg6NChKKV44YUXGD58uLzAEeIQJJAUR61ly5b84x//OKK0lctAJCcnk52dHbK/sgtkSkrKER0vOzubG2+8kejoaF588UWioqKOrNAixNHUSXJyctjuq5XbZDmJY+9Y3ENy/9Sd2tbXrl27mDFjBrfffntQ9zy3243X62Xv3r1ERUURFxd3fAp+kjqa+yslJYVdu3aRmJgYtD0pKQnwr7krjq2jqa9PP/2Uvn37BoLISoMHD+bLL79kw4YNnHrqqce2wEI0EhJIiqOWmJjI2LFja5QnMzOTZcuWUVJSEjQ4fu3atQBkZGT86TGKioq46aab8Hg8vPbaaxKsHKWjqZOMjAyWL1+OYRhBE+6sW7cOm80m60geB0d7D8n9U7dqW185OTkYhsHTTz/N008/HbL/3HPP5cILL+See+45PgU/SR3N/dWxY0d27dpFTk4OLVq0CGzfv38/gLRuHQdHU18FBQV4vd6Q7ZUTI8kESUIcmszaKurF0KFDMQyD6dOnB7a53W5mz55Np06dSEtLC2zPy8tjx44dQQ96h8PB3/72N3Jzc3nhhRdo2bJlnZa/MTrSOglXH0OHDqWoqIjvvvsusK3y90GDBknX1uPgaOpL7p+6V9v6at++fSCIrP7Ttm1bUlNTefrpp4OWPBDHxtHcX5UTVn3xxReBbUopvvjiCyIjI+nWrVsdXcXJ42jqq1WrVixbtoz8/PygY86bNw9d18nMzKybixCiAZIWSVEvunbtyrBhw3jttdcoLi4mPT2duXPnsnfvXl555ZWgtC+//HJgKu7mzZsD8MADD7Bu3TrOPfdctm/fzvbt2wPpIyMjGTx4cF1eTqNwpHUSrj6GDh1Kt27dePjhh9mxYwcJCQl8+umneL1ebrjhhvq6pEbtaOpL7p+6V9v6io+PD1sfH374IT6fT+rqODma++vMM8+kf//+vPPOOxQVFZGRkcGCBQtYsmQJt956q3QhPw6Opr6uvPJKHnjgAa644grOP/98oqKi+Omnn1i8eDHnnXceqamp9XVZQpzwJJAU9eZf//oXzZo1Y968eZSUlNCuXTueffZZ+vbt+6d5//jjDwBmzZrFrFmzgvY1a9ZM/riqpdrWiclk4oUXXuDFF1/kk08+wel00qVLF/7+97/Tpk2bOir9yae29SX3T/04mmeeqHu1rS9N03j66ad57bXX+Pbbb5kzZw7p6ek8+OCDjBs3ro5Kf/KpbX2NHDmSxMREpk6dykcffURpaSlpaWncdNNNTJw4sY5KL0TDpCmlVH0XQgghhBBCCCFEwyFjJIUQQgghhBBC1IgEkkIIIYQQQgghakQCSSGEEEIIIYQQNSKBpBBCCCGEEEKIGpFAUgghhBBCCCFEjUggKYQQQgghhBCiRiSQFEIIIYQQQghRIxJICiGEEEIIIYSoEQkkhRBCCCGEEELUiASSQghRjyZOnEhmZmZ9FyOsO++8k9NOOw2HwxHYNn36dDIzM5k+fXo9lkw0ZMfiO7948WIyMzN56aWXjlGpGj+lFBMmTODSSy+t76IIIRoJCSSFEDXmdDp5/fXXOf/88+nduzddu3bltNNO46KLLuKJJ55g/fr1QelfeuklMjMz+fTTTw95zMo0h/vDsKysjF69epGZmcmDDz542DIOGTKEzMzMwE/Hjh3p27cvF198MR988AFer7dmF32SWbNmDXPmzOH666/HbrfXd3Hq1ZAhQxgyZEh9F0Oc4CqfYYsXLz4hy6BpGrfccgvLly/nq6++qofSCSEaG3N9F0AI0bCUl5dz2WWXsWHDBlJTUxk1ahTJycmUlJSwfv163n33XWw2G507dz7m5549ezYVFRVomsacOXO49957iYqKOmyeKVOmoOs6Xq+X3bt38+2337Jy5Up+++03Xn755WNexsbiueeeIy4ujosuuiho+/Dhw+nRowepqan1VDIhRG0NHjyYjIwMnnvuOc4++2w0TavvIgkhGjAJJIUQNfLuu++yYcMGTj/9dF577TUsFkvQ/tzcXHJyco7LuT/99FMsFguXX345U6dO5csvv+TCCy88bJ4bb7wRs7nqUbdp0yYuuugivv32W5YsWUL//v2PS1kbsu3bt/Pbb79x8cUXY7Vag/bFxMQQExNTTyUTQhytc889l6effprffvuNU089tb6LI4RowKRrqxCiRlauXAnAxRdfHBJEAqSkpNClS5djft5169axbt06zjjjDCZPnoyu60ybNq3Gx8nMzAwEj2vWrDls2quvvprMzEy2bNkSdv/HH39MZmYmr776amDbokWL+L//+z9GjRpFr1696NGjB+PGjePNN9884u60fzYOMTMzk4kTJ4Zsr6io4JVXXmHs2LH06NGD3r17M3HiRH766acjOm+lzz//HKUU55xzzhGXrbJMOTk53H333Zxyyin06tWLSZMmsWHDBgDy8/O5//77GTRoEN27d+eSSy5h3bp1IeeoHEPndrt57rnnGDJkCF27dmX48OG88soruN3ukDzffvstd9xxByNGjKBHjx706tWLCy+88LDdqbOzs3nkkUcYMWIE3bt3p3///lxwwQW88sorQNU4vKysLLKysoK6Sh/p2LwdO3Zw9913c9pppwW6gN99993s2LEjJO29995LZmYme/bs4eOPP2bs2LF069aNU089lQcffJDS0tIjOmf1Y+3evZt33nmHkSNH0q1bN4YPH84HH3wQSPfBBx8wevRounfvzpAhQ3jnnXfCHs8wDD766CPOP/98evbsSc+ePTn//PP56KOPMAwjbJ65c+cyYcIEunfvzimnnMJdd93F/v37D1vumTNnctlll9GnTx+6d+/O2LFjeeeddw55jppwu928/vrrjB07lu7du9O7d28uu+wyvvzyy5C0fzYG8+DuzkOGDAn0cJg0aVLge3JwmiFDhlBaWspDDz3E6aefTrdu3Rg9ejQffPABSqnjXgYgcF9/9tlnh/yshBDiSEiLpBCiRuLj4wHYuXNnnZ63Mmg877zzaNKkCaeeeioLFy5k48aNdOzYsUbHqvyDTdcP/y5t/PjxLFy4kJkzZ3LnnXeG7J85cyaapjFu3LjAtjfeeIMdO3bQs2dPhgwZQnl5OYsXL+app55i7dq1PP/88zUq65EqLi5m4sSJbNq0ie7du3PRRRfhcrn48ccfue666/jnP//JJZdcckTH+vXXXzGbzXTv3r3GZbj00kuJj4/n3HPPJTs7m6+//porrriCjz/+mGuvvZb4+HhGjx5NTk4OX331FVdddRXz588nOjo65Hi33nora9asYeTIkZjNZubPn8+LL77IunXrgoJ3gGeeeQaz2UzPnj1JTU2lpKSEn3/+mQceeIAdO3Zw1113BaX//fffueaaaygqKqJ///4MHz4ch8PBli1bePnll7nxxhtJS0vjpptu4t133wXgiiuuCOQ/kpbsNWvWMHnyZMrLyxk6dCht27Zl27ZtzJo1i/nz5/POO+/QrVu3kHxPPfUUCxcu5KyzzmLQoEEsXryYadOmsXPnTt57770jqotKTzzxBCtWrGDw4MEMGjSIr7/+moceegir1crmzZuZPXs2gwcPZuDAgXz99dc8/vjjJCUlMXbs2KDj3HXXXcyZM4e0tLRAL4D58+fzz3/+k2XLlvHMM88EpX/nnXd4/PHHiY2NZfz48cTExLBw4UIuueSSsHUNcM899zBz5kzS0tIYNWoUkZGRLF26lMcff5w1a9bw7LPP1ujaq3O73Vx99dUsWbKE9u3bc9lll+FwOPj666+57bbb2LRpE7fddlutjz9p0iTmz5/PkiVLOO+880hLSwMIab13u91MnjyZkpISRo8ejcfjCdTJ9u3beeCBB457GdLS0mjSpAm//vorSinp3iqEqD0lhBA18N1336mMjAzVtWtX9a9//Uv9+OOPKjc397B5XnzxRZWRkaH++te/qhdffDHsz+WXX64yMjLUiy++GJK/oqJC9e7dWw0YMEC53W6llFJz5sxRGRkZ6qGHHgp7zrPOOktlZGQoj8cTtH3Dhg2qW7duKiMjQy1duvSw5XY4HKp3797qjDPOUD6fL2jf9u3bVUZGhpo4cWLQ9l27dinDMIK2GYah7r33XpWRkaFWrFgRtK/yuqv7/PPPVUZGhvr888/DlisjI0NdfvnlQdvuvPNOlZGRod55552g7aWlpWr8+PGqa9euKicn57DXq5RS5eXlqlOnTmrMmDFh9x+qbBkZGSojI0M9/PDDQdf/2muvqYyMDNW3b99D7ps6dWrQsSo/kxEjRqiioqLAdqfTqS666CKVkZGhZs+eHZRn165dIWV1u93qyiuvVJ06dVJ79+4NbHe5XIHvx9y5c0PyVU+rlP+7dNZZZ4X9PA7FMAw1cuTIsOeYO3euysjIUKNGjQr6PO655x6VkZGhzjzzTJWVlRXY7vF41KWXXqoyMjLU6tWrj+j8lccaNmxY0P25e/du1aVLF9WnTx81fPjwsPvGjh0bdKzZs2erjIwMNWHCBFVeXh7YXl5ers4777yQa6w8Tr9+/dTu3bsD230+n7rpppsC35Xqpk2bpjIyMtStt96qXC5XUJ4HHnhAZWRkqG+++SawfdGiRYd8XoTzn//8J/AMqv5MyM3NDXwXVq5cecTHD/edqHzOLVq06JB5MjIy1MUXXxx0jYWFhWro0KEqIyNDLV++/LiWodKUKVNURkaG2rx582HTCSHE4UjXViFEjQwdOpT77rsPi8XCBx98wHXXXcegQYM488wzue+++1i7du0h8/7www+8/PLLYX+WLFlyyHxffvklZWVljBkzJtCddtiwYcTGxjJr1iycTuch877yyiu89NJLPPfcc9xxxx1ceOGFuFwuzj77bPr27XvYa42IiGDkyJFkZ2ezaNGioH0zZ84E/C2k1aWnp4e84dc0jcsvvxyAX3755bDnrI2CggLmzp1Ljx49glrNAKKjo7nppptwu9188803f3qs/fv34/P5SElJqXE5IiMjue2224Kuv7K11uv1cvvttwftO/fccwHYuHFj2OPdcMMNxMXFBX632WzcfvvtgL/7bXXp6ekh+S0WC5dccgk+ny9oFssffviBrKwshg0bFrb7brNmzf70Wv/MihUr2LZtG7179w45xznnnEOfPn3YunVroKt4dTfeeCPNmzcP/G42m5kwYQLw592xD3bDDTeQnJwc+L1Fixb06dOH0tJSrr/++pB9vXv3ZsuWLUHdsCs/6zvuuIPIyMjA9sjIyEBLb/VukrNnz8bj8XD55ZfTokWLwHZd17n77rvD9gR4//33sVgsPPzww0HjcnVd56677kLTNGbPnl2ja6/u888/R9M07rnnnqAx08nJydxwww1B13m83XHHHUHXGB8fz5QpUwDqbFmdynrfu3dvnZxPCNE4SddWIUSNXXnllVx44YX88ssvrFy5knXr1rFq1SqmT5/OzJkz+fvf/x62G+UjjzxyyMlxXnrppUPOolq9W2slm83GqFGj+OSTT/jqq68YP3582LyVXSA1TSM6OpquXbty7rnnhsxGeijnnXcen332GTNnzgxMTKGUYtasWURGRjJixIig9OXl5bzzzjt899137Nixg4qKiqD9x2Miot9//x2fz4dhGGHHUxUUFACwbdu2Pz1WUVERALGxsTUuR6tWrUJm0a0MSFu1ahUUhACBmV8PNW4uXPfRPn36YDKZQpaYKSgo4I033mDBggXs2bMnaO3Lg8+xatUqAE477bQjuKraqSzfgAEDwu4fOHAgy5cvZ8OGDfTu3TtoX9euXUPSVwa3xcXFNSpHuNmTK+sk3L7U1FR8Ph/5+fk0adIE8F+Lruv069cvJH2/fv1C6qPy/8OlT09Pp1mzZmRlZQW2ORwONm3aREJCAlOnTg17HREREWzfvv1wl3pIZWVl7Ny5k6ZNm9KmTZuQ/QMHDgwq9/FkNpvp1atXyPbK73pdlAGqhigUFhbWyfmEEI2TBJJCiFqJiopixIgRgUDK4XDw5ptv8vLLL/Poo48ybNiwWrVqHeyPP/5g1apVZGRkhEziM2HCBD755BOmTZt2yEBy3bp1QS0QNdWnTx/S09P59ttvqaioIDIykiVLlpCVlcX48eODAiePx8OkSZNYu3YtHTt2ZOzYsSQkJGA2mykpKeG9994LO1HM0aoMLn7//Xd+//33Q6Y7OKgNJyIiAgCXy1XjcoSbzbXysz/cvkNNQlS9tax6noSEhEDAC/7rv+CCC8jKyqJXr15MmDCB2NhYTCYTWVlZzJgxI+hzr5y0pjJQOh4qz3Goe6Bye0lJSci+cJ+VyWQCqPGkM+HGI1Z+7ofb5/F4AttKS0uJi4sLO7lWuPqovPZw9Ve5vXogWVJSglKKgoKCwy7JU15efsh9h1NWVnbY8lS+0KjJZEa1lZCQEKjL6iq/D5VlPd4qe3FU3u9CCFEbEkgKIY4Ju93OzTffzKJFi1i2bBkrVqzg7LPPPurjVrZG/vHHH2RmZoZNs3z5crZu3Uq7du2O+nwH0zSN8ePH89JLL/HNN98wfvz4QLfWg4PX+fPns3btWs4//3wee+yxoH0rV6484olSKrv++Xy+kH2HCzz+8pe/8NBDDx3ROQ4lMTERqHnL1/GQl5cX1MUT/EFnYWFhULD12WefkZWVxS233MKNN94YlH7OnDnMmDEjaFtl3j+bQfRoVJ4jNzc37P7K7Q1hKZWYmBiKi4vxeDwhwWS4+qj8/7y8PDp06BByvLy8vKDfKwPaNm3a8NVXXx3r4geOf/B5K1X2EqgeWFfeg4d6yVFSUlKrVvvCwkJ8Pl9IMFn5faiLMkBVz4OkpKRa5RdCCJDlP4QQx9jB3RePhsvlYtasWZhMJi644IKwP5VdBw+3zMPRGjduHJqmMXPmzMBMj82bNw90iau0a9cuwD9+82DLli074vNV/nG4b9++kH3hxqB269YNTdNYvXp1yBICNZWamkpiYmKtuxEeS+HGzS5fvhyfzxfULbNyBuEj/dx79uwJwMKFC4+oHLquhw3qD6dTp05A+GsAAmM2K9OdyDp16oRhGGE/y6VLl4bUR+X/L126NCT97t27Q77XUVFRtG/fnt27d5Ofn3+MS+8Pzlq2bMn+/fvDLrtSWRfVr6HyHszOzg5Jv3PnzrCtl5WB3+Fajb1eb9hxsZXfk7ooA/i7ueu6TkZGxmHTCSHE4UggKYSokY8//viQE36sWLGCJUuWBJZhOFpff/01xcXFnHHGGTz66KNhfyqXfZg5c+Zx6TYK/nFdffv2ZfHixfzvf/+jvLycc889N2RSncrp9g/+A3rjxo28/vrrR3y+rl27ous6c+bMCRrrV1RUxFNPPRWSPjk5mdGjR7Nx40ZefvnlsH9E/vHHH0f0R7qmafTr14+CggJ27959xGU+Hl577bWgllGXyxVYAqJy8hkgMKHLwYHOb7/9FvYFw1lnnUVaWhrfffdd2DUED/7DPS4ujsLCwhp19+3Tpw9t2rRh+fLlIa1sX331FcuWLaNt27Yh4yNPROeffz7gX2Kl+vfR4XAElv2oTAMwduxYLBYL77//Pnv27AlsNwyDf//732G/n5MmTcLr9XL//feH7d6Zm5t7yPVcj/QalFL8+9//DnopUFBQEBhHXf071bZtW6Kjo5k/f37QfeN0OnnkkUfCnqNy3GG4F0DVPfPMM0HPqqKiIl577bU6K4Pb7WbDhg106tSp1i2aQggB0rVVCFFDP//8M//4xz9IT0+nd+/eNG3aFKfTyZYtW/jtt98wDIO77777mIw/qwwCDjVBD/jHFp1xxhl8//33fPfdd2Fn4TwWxo8fz9KlS3nxxRcDvx9s8ODBpKen8/bbb7N58+bA4vLff/89Q4YMOeJue6mpqYwdO5YvvviC8ePHc+aZZ1JWVsbPP/9M3759w07I8Y9//IPt27fz8ssv8+WXX9K7d28SEhLIzs7mjz/+YNOmTXzyySdH1JVt+PDhfP311/zyyy9cfPHFR1Tm46Fdu3aMHj06aB3JXbt2MXToUMaMGRNIN27cON58800effRRFi9eTIsWLdi2bRs//fQTI0aMCPncrVYrL7zwAldffTW33XYbH3/8Md27d8fpdLJt2zYWLVoU9BkPHDiQtWvXcs0119C3b18sFgv9+vULO5lMJU3TePLJJ5k8eTK33XYbc+fOpU2bNmzbto358+cTFRXFE0880SDW8Bs7dizz589n3rx5jB49OtDy+91335GVlcU555wTVB8tWrTgjjvu4IknnuC8885j1KhRgXUkS0tLyczMZNOmTUHn+Mtf/sKaNWv47LPPGD58OKeeeirNmjWjsLCQXbt2sXz5cm699Vbat29fq2u46qqr+Pnnn5k/fz7jx4/n9NNPD/QuyM/P55prrgkK6i0WC5MmTeLVV19l/PjxDB8+HK/Xy6+//kpqampgXGV1AwYMQNM0nn32WTZv3kxMTAyxsbGBGZvB/7zyeDyMGTOGIUOG4PV6+eqrr8jNzWXixIl1UobFixfj8XiOydADIcTJTQJJIUSN3HXXXfTp04dff/2VFStWkJubi2EYpKSkMHLkSC655JIjWqz9z2zfvp0lS5aQkpLC4MGDD5v2ggsu4Pvvv+eTTz45boHkyJEjeeSRR3A4HPTs2TPs7I9RUVG8++67PP300yxZsoSlS5fSunVr7r//fk4//fQajf965JFHSEpKYu7cuXz44Yc0a9aMiRMncvXVVzNv3ryQ9LGxsXz00Ud89NFHzJ07l3nz5uHxeEhJSaFdu3ZceumlR9yN7eyzz+axxx5j5syZ9RpIPv/887zyyivMnj2bnJwcmjRpws0338x1110XFIA1adKE//3vfzzzzDMsXryYBQsWkJGRwXPPPUdCQkLYz71bt27MnDmT119/nZ9//pkVK1YQFRVFy5YtueWWW4LSTpkyhZKSEn744YdA19qbbrrpsIEkQI8ePfjss8949dVXWbRoEd9//z0JCQmMHj2aKVOm0LZt22PzQdWBZ599ln79+vH555/zySefAP5A/+qrrw47Q/PkyZNJSUnhrbfeYsaMGURFRXHaaadx1113ceedd4Y9x6OPPsrgwYP5+OOPWbhwIeXl5cTHx9OiRQtuuukmxo4dW+vyW61Wpk6dyttvv83cuXP53//+h9lspmPHjvzf//0fo0ePDslzyy23YLfbmTZtGtOmTSM5OZlzzjmHm2++OWz69u3b8/jjj/P222/z/vvv43a7SUtLCwriKsvx7LPPMmfOHIqKimjZsiXXX389l112WZ2U4YsvvsBisXDBBRfU9uMUQggANHW0A2qEEEI0Oq+++iovvPACs2bNOuQkR8fLxIkTWbJkSUirlRAN2ZAhQwD4/vvv660MBQUFDBkyhNGjR/Poo4/WWzmEEI2DjJEUQggRYvLkyTRt2jTQlVcI0fC9/vrraJrG3/72t/ouihCiEZBAUgghRAi73c6///1vOnXqFDTBihCi4UpKSuKpp54KO75SCCFqSsZICiGECGvAgAGB5VWEEA3ftddeW99FEEI0IjJGUgghhBBCCCFEjUjXViGEEEIIIYQQNSKBpBBCCCGEEEKIGpFAUgghhBBCCCFEjUggKYQQQgghhBCiRiSQFEIIIYQQQghRIxJICiGEEEIIIYSoEQkkhRBCCCGEEELUiASSQgghhBBCCCFqRAJJIYQQQgghhBA1IoGkEEIIIYQQQoga+X8JlqAYsxwFoQAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_43_shap_waterfall.png  |  norovirus_2209_ciktilar/figures/EN/figure_43_shap_waterfall.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 880x825 with 3 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_44_shap_bagimlilik.png  |  norovirus_2209_ciktilar/figures/EN/figure_44_shap_bagimlilik.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 704x528 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 770x495 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Sınıfa özgü arı kovanı (beeswarm) grafikleri: iki örnek genotip\n",
        "odak = [s for s in [\"GII.4\", \"GII.17\"] if s in le.classes_]\n",
        "odak = (odak + [s for s in le.classes_ if s not in odak])[:2]\n",
        "for s in odak:\n",
        "    c = le.transform([s])[0]\n",
        "    plt.figure()\n",
        "    shap.summary_plot(sv[:, :, c], Xte_df, max_display=15, show=False, plot_size=(9, 6))\n",
        "    fig = plt.gcf(); fig.suptitle(f\"SHAP arı kovanı grafiği — {s} sınıfı\", fontweight=\"bold\", y=1.0)\n",
        "    kaydet(fig, f\"shap_beeswarm_{s.replace('.', '_')}\"); plt.show()\n",
        "\n",
        "# Tek bir doğru tahmin için şelale (waterfall) grafiği\n",
        "s = odak[0]; c = le.transform([s])[0]\n",
        "lgbm_tahmin = LGBM_ACIK.predict(Xte)\n",
        "adaylar_i = np.where((yte == c) & (lgbm_tahmin == c))[0]\n",
        "i = adaylar_i[0] if len(adaylar_i) else 0\n",
        "aciklama = shap.Explanation(values=sv[i, :, c], base_values=beklenen[c] if len(beklenen) > 1 else beklenen[0],\n",
        "                            data=Xte_df.iloc[i].values, feature_names=OZELLIK_ADLARI)\n",
        "plt.figure()\n",
        "shap.plots.waterfall(aciklama, max_display=12, show=False)\n",
        "fig = plt.gcf(); fig.suptitle(f\"Tek dizi açıklaması: {df.iloc[test_idx[i]]['accession']} → {s}\", fontweight=\"bold\", y=1.02)\n",
        "kaydet(fig, \"shap_waterfall\"); plt.show()\n",
        "\n",
        "# Bağımlılık grafiği: en etkili k-mer'in değeri ile SHAP katkısı arasındaki ilişki\n",
        "en_onemli = OZELLIK_ADLARI[np.argmax(ort_abs[:, c])]\n",
        "plt.figure()\n",
        "shap.dependence_plot(en_onemli, sv[:, :, c], Xte_df, interaction_index=\"auto\", show=False)\n",
        "fig = plt.gcf(); fig.set_size_inches(7, 4.5); plt.title(f\"SHAP bağımlılık grafiği: {en_onemli} ({s} sınıfı)\")\n",
        "kaydet(fig, \"shap_bagimlilik\"); plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "id": "3cb811d7",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 761
        },
        "id": "3cb811d7",
        "outputId": "6be12a32-f951-4caf-b8d5-44b6c52f3e4f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_45_permutasyon_onemi.png  |  norovirus_2209_ciktilar/figures/EN/figure_45_permutasyon_onemi.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 990x715 with 1 Axes>"
            ],
            "image/png": 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2bb3XvXLlSqGdOnXqhH379tUrqQIqvltXrlyJjz76SJhUJTc3F1FRUQgNDcXWrVsxYsQIoXzl/aOh38v5+fkoKyvDsmXLsH37dixfvtwg2paaDnusqNWq/EVaWdeuXYXryLWX+ADAU089hQEDBgAAunTpgmeeeUY4qPnyyy+rPcCytrbGrl27ah1A7Orqig8//BBmZmZwcHDA8ePHhecWLVokJDpHjhzBjz/+CAB1SgZqUt319z4+PlWu4+/bty9+//13obeloKCgSs9b5UtDtD1XQMUPobe3t9CDUfkgEQDGjRuHtWvXoqCgAGfOnEFmZibat2+vk5yNGjVKmIhj//79wvIxY8bgtddeA1DRJunp6UKi+c033yAiIqLKNnfr1g0fffQRJBIJnnrqKRw8eFD4obx582aNE3wAFb0AlXsAZs+eLZzxHzJkCFJSUpCYmCjEOWTIkCp1DBkyRDiw8vf3F9q4rKwMt2/fhq+vL44ePSpcIuLu7i5cNmpra4uwsDBhEPjBgwdr/HH++OOP4e3tjREjRuDzzz8XkraQkBAsWLAAAHDjxg3hIKAh+xEAnbOw7dq103lOO86o8n7h7u6us59pNBrExsYKj8PCwoSDp/79+0OhUOCXX35BaWkpvvnmGyxYsAD29vZCeUdHR3h6esLDw0N4P958803h+aCgIJ3L3x4dh6gPhUKBzZs3o7y8HHZ2dtiyZUu966qJpaUlPvnkE7Rr1w69e/fWOVEwdepUTJ8+HUBFcqlNDCu3YeXvqzFjxqBXr14AIFze98MPP0Cj0eCrr77Ck08+qfNetmnTBh4eHvD29haSsEWLFukVf+V9oHLPKQC8//77eP/99+tcV35+Po4dOyY8njlzpjDBzrPPPovTp08jLS0NOTk5OHnyJMaNG1eljrCwMOEkg4ODg3Ai5N69e4/tRan8uZZIJJg3b56wfVOmTMGpU6dQXFyMlJQUXLp0CX379n3s/v6owsJCTJ06VUhuZ86caTDToyclJQnfs0DF/hcQECA8rtx7Y25urvPaRx/XlPjWZN26dcJ7361bN3z++ec6veH5+fnVJu5eXl46Yxu1/v73vwtXP3z33XfCCbDKv72Ojo7473//C0B3/2iM7+UPPvhA6BEcOHCgXu8FGR8mVkT/x9raGqGhoXj99deFA3rtZU5Axb1aTp06Ve1rr1+/Xu3yPn36PHZWpl69egnT2Gp7dbQq/5BVfu7hw4e11tlQGo0Gc+bMeez9RCqPs5o8eTKOHj2KsrIyfPDBB/jggw9gY2MDb29vyGQyREZGCj+Otra2GD9+PHbv3o3y8nLExsZiwYIF1V4GCFQkA1qBgYE6MfTt21dIrCqXq6x///7CFPomJiawt7cXDgwe917m5OTonLWtbv3ag4Ca1l/5UqVHExDt+rXjFQAgPT292gQRqLg87NatW1XO3trb28Pb2xtAxYFg27ZthcTqySefFMpV3o+qGydXX9qeK33k5OToHIB/9tlnOpdsVqb9jAUGBgpTe8fFxWH06NEwNTUVLmvUztzY2CqP7Vi3bl2jJ1VAxQkb7f7x6H5S03dB5Tas/H311VdfCbM1Pkr7Xnbu3BlPPfUUFAoFrl+/jvHjx0MikaBDhw7o0aMHxowZg2eeeaaBW1U/N2/e1Bl/uWLFihrL1tQ79rjP3eMSKy2NRoOXX365xrLXr19H3759a3y+Jrm5uUL7hYaGGkxSdebMGSxatEhIiMLDw7F8+XKdMpUvC3x0jNGjj/W9bF37fWpra4tdu3ZVSZauXbtWZfwtAKxevbraWT/79Okj/F15P+jZs2eNv73a/aOh38sWFhY6Y0+p5WNiRa2WdlZAU1NT2Nvbo3PnzlXOtNX1flbaA9hH1WVsQuUznI+ur/JzlVU+iK38mkcngqjvdd2JiYk6SdX06dMxZMgQWFpa4uuvv8bBgwerxBEUFISDBw/iwIED+PXXX3Hr1i3cvXsXv/76K3799VccPXoUBw8eFA5mIiIisGfPHqFH6LnnnhMmKvDz80OPHj3qFXt12rZtq/O48v1Y6pMQNGT9j94LRrt+fe6dVt3+9ui+UvkSrso9E41JezksUL9kvz7bbGlpiS+++AIHDx5EXFwcbt68idu3byM1NRWpqan47rvvEBUV1egHM6ampsI4yA8//BA9e/ascjDW0M9i5TZ89BK8mr4Lalp/bbTvpUQiwcaNG/Hdd9/h7Nmz+OOPP3D79m2kp6cjPT0dJ06cwNtvv13jweSjKp+AqK7noKnU9P1b+XNXeRIG4PGfe332TX17ZCrHpN2nTp48idOnT4t+EB4TE4N3330XZWVlkEgkWLx4MebOnVulXOfOnYW/79+/r/Nc5QlPTExM0KlTJ71i0L4vhYWFeP/99/HBBx80aBa9ygl0Xb8XG+t72dnZuVXcF5P+h4kVtVo9evR47L2bvL29hbPAYWFheO+996otV9MPe3N8oVb+cbh7967wd15eHi5dulTj6yQSifDj8eglfhkZGcLf7dq1w7Jly4THNfUoaDQadOvWTedSrIcPH2LOnDn4+eefcfv2bSQmJmLw4MEAKi5JHDx4MBQKBdLS0vDWW28Jr6s8qxRQ0Q5Xr14FAFy+fBlhYWHCcxcvXhT+7tKlS43bW1+Ojo5wcHAQDhovX76MQYMGVbt+bY9RfVR+bdeuXfHdd99VezBRVFRkMDdf7datm7Af1XRZYeXPwKP7mYODAxwdHYWkY+3atRg1alSVOkpLS4V6NBoN7OzsEBkZKYy1KS8vx/bt2/HRRx8BqLjcR3uAWtv69REZGYkLFy7g2rVruH79OmbOnIldu3bpHLzX9Fn866+/GnzZZV106dJF+JxUnqSiMrVaLUzOo9FoYGFhgQkTJgifOY1GgyNHjuDVV18FUHHj2LomVpW3saETOnh6euokHtrLFx/VVJ+Hyp9HU1NTnD59utrJWR5dvz77W/v27TF+/Hhs2LABKpUKCxcuxMaNG/HUU081whboR6PR4OOPPxYm87GyssL777+PZ599ttryAwYMwM6dOwFASMS1k6hU/k7s0aOH3hNX/OMf/8Bnn32GvLw8HDp0CGZmZli1apXw3vbr169RxvDVRUO/l5lUtT5MrIhqMXHiRGE8TExMDCwsLDBw4ECYm5sjIyMDN27cwOnTpzF37txmufFodSqPD0pLS8OSJUvQo0cPxMbG1jqta7t27YRk4eDBgzAxMYGpqSn8/Px0zjDm5uZi8+bN6NGjB44fP17jFM8rV67EX3/9hUGDBqFDhw5o164dMjIydGbUKikp0XlNZGQkFAoFgIpxI0DFpROP3g9pwoQJwgHjd999h/bt2yMoKAgXL17E4cOHdco1NolEgr/97W/CtMGff/45bGxs4OPjgx9++AGXL19ulPU/++yzWLt2LQoLC/HHH39gzpw5GD9+PBwcHHDv3j2kpqbip59+gqenJ1avXt3g7WoMjo6O6NatG65fv46MjAzcu3evSi9t5Utv5HI5AgMDYWVlBalUig4dOmDChAnCwdw777yDtLQ0PPHEEygtLUVGRgZ+++03nDp1Cvv370fHjh1x5coVLFu2DCNGjECXLl3g4uKCsrIynZMIlaexr9yrlJycjBMnTsDR0RH29vZ6Hfy3adMGn3/+OaZMmYKbN2/i999/F5IrbW9S5c/ihQsXsHr1anTo0AF79uzRa4rv+po0aZLwOVm/fj2KioqESwgzMzORlJSEU6dOYc2aNejXrx/u37+PsLAwjBw5En5+fnBxcYFEItGZobG6WwLUpPKshY9eGrdkyRIcOHAAAPC3v/3tseOttJPXaCetWbhwIV588UV4e3ujqKgI6enp+Pnnn/Hjjz/qfAYbi4+PD3r37o1ffvkF5eXlmDlzpjDO6+HDh0hPT8fFixfx559/6owFe9z+/qgFCxYgPz8fO3fuRGlpKRYsWICoqChhPG9zWbx4sXAptqmpKf7+97/DxcVFJ0lq06aNcJuCQYMGwdvbGzdu3IBGo8GiRYswd+5c/PHHH8IVDQDqNUOnn58ftm7dilmzZqGoqAjffPMNzMzM8N577zV7omKM38skLiZWRLV46qmn8NJLLyEqKgoajQZ79uzBnj17xA5Lx8CBA9G1a1ehZ+3AgQM4cOAALCws4OnpWe29XoCKH0bt/Z8OHjwo/BhGR0ejT58+CAwMFA5WP/nkEwAVl7H17du3yrTjQEWvwpkzZ3DmzJlq1+fu7l5l7MtTTz1VJcaRI0dWGQ8RHh6OCxcu4OjRoygvL9eZIlcrNDS0yiQZjWXhwoX49ddfceHCBRQXF+PDDz+sUmbWrFnVTlxRV05OTvjwww/x6quvori4uMb30sPDo97raAqhoaHCmJ3Tp0/rzJQIAIMHDxZOTly9ehWzZ88GUDExwvz58/HKK6/gt99+Q1xcHPLy8vDxxx/Xuj6NRoM//vhDZzxRZRKJROckh0wmg4mJCdRqNfLz84XJDGQymXDGva4cHR2xY8cOREREIC0tTdie7du3w87ODqNHj8ann36KnJwcaDQaoX57e3t06NBBpye4KYSFheHy5cs4dOgQVCoVNm/e/NjXpKWl1TpLXl1PFlTuIff09GyUS3nffvtt3LhxA8nJybh79y7+/e9/N7hOfXz00UeYNm2acBKtupn9pFKpzuPH7e/VWbJkCQoKChAbG4uSkhLMmzcPW7ZsQf/+/Rt5i2pWeXxreXl5tYlvcHCw8PtnamqKtWvXYvr06cjNzcWVK1eqjEObPHlyvWfNDAgIwMaNGzF37lyUlpYiJiYGpqamNd7apKkY6/cyiYfTrRM9xuLFi7Fr1y6EhITAzc0N5ubmaNOmDbp06YJnn30Wa9asEW2AN1BxzfjmzZsxdOhQ2NjYwMbGBoMGDUJ0dLTOgPdHLVu2TJgG/dGzgCYmJti0aRMmTZoEFxcXWFtbIyAgAP/5z3/Qr1+/ausbM2YMwsLC0L17dzg6OsLMzAxWVlbo0qULpk6dii+//LLKIGaJRFLlMqPqDuRMTEzwySef4KOPPsKAAQPQrl07mJqaol27dpDJZPjwww+xbt26JrubvbW1NXbu3IkVK1agT58+aNOmDczMzODk5IRhw4Zh69atNd7DSh8jRozAt99+i/DwcHh6esLS0hLW1tbo1KkTBg0ahKVLl2LhwoWNsEWNZ9KkScLYxEOHDlV5fsKECZg3bx7c3d2rjHMBKsZMbd++HatWrUL//v3Rrl07YZYuPz8/TJ48GVu3bhXO9nfu3Bnz58+HTCZDhw4dYGVlBTMzM7i4uGDYsGH4/PPPde6L1qVLF3z00Ufw9fWtMoayPjp06IAdO3YIPXO//PILXnjhBRQWFsLOzg7btm1DcHAwLC0t0aZNG4SEhODrr7/We5xJfZiYmODDDz/Ehg0bMHToUDg7O8PMzAzt2rVDt27d8Le//Q3r168XLqmzt7fH3//+dwwZMgRSqRQ2NjYwNTWFo6MjBgwYgHXr1lU7SUB1jh8/Lkxa0FgnOBwcHPD1119j6dKl6NOnD+zt7WFubg4XFxf4+/tj5syZTXqiq3Pnzjh06BBeeeUV+Pv7w9bWFubm5nBzc8OTTz6JefPmVblR8uP29+pIJBL861//Ei67Ky4uxrx583R6iwyRn58fDh06hClTpqBjx44wNzeHvb09goODsXbtWrz77rsNql+7D2rfx3379jV7cg0Y5/cyiUeiaY6R20RENcjIyMDQoUMBVPRq/fe//22yBImaxr///W/hAPfgwYMNvjEsGReNRoNx48YhKSkJLi4uOHHihMGMAyQiak48eiEiUSiVSmRnZ+M///mPsCwsLIxJlRF6+eWXhYkbNm3aJHI01NxOnTqFpKQkABWXvDGpIqLWij1WRCSK4cOH60xs4e7uju+++07vGaSIiIiIDAFPDRORqOzt7TFs2DDs2LGDSRUREREZLfZYERERERERNRB7rIiIiIiIiBqIiRUREREREVEDMbEiIiIiIiJqIDOxAzAm2rvKczpoIiIiIqKWTa1WAwACAwPrVJ4ZgpFSq9VCY5NxY1u2HGzLloNt2TKwHVsOtmXL0ZLbkj1WetD2VAUEBIgcCfDbb78hPT0dw4YNg7m5udjhUANob6zp5+cnciTUUGzLloNt2TKwHVsOtmXLYUxtmZiYqFd59lgZqQcPHmDmzJm4d++e2KEQEREREbV6TKyIiIiIiIgaiIkVERERERFRAzGxIiIiIiIiaiBOXmGk7Ozs8I9//APt2rUTOxQiIiKiGkVHRyMtLa1BdWRlZQEAXF1d9XqdVCpFREREg9ZNVFdMrIyUtbU1nnnmGdjY2IgdChEREVGNut06AbeHhYhO61jvOpTKYgBAdmZZnV+TnZOFQUPrvUoivdU7scrKysLgwYMBAAcPHkT37t2rlLl27Ro2bNiAS5cuQaVSoXPnzpg0aRIiIyPxzTffYOnSpY9dT3JysvB3UlISNmzYgIsXL0KlUqFbt26YPHkyxo0bB4lEovO6t99+G1999RVGjBiBTZs21XczDdbDhw+xdu1abN68GY6OjmKHQ0RERFQjMzNzTBg7s96vz83NBQC9rtTZ/+2Oeq+PqD7qnVjJ5XLY2NigTZs2kMvlVRKruLg4zJkzB+7u7pgzZw7atm2Ly5cv44svvkBkZCT69u2LNWvWCOVPnjyJkydP4u2334adnV2V9SUkJOCFF16Am5sbZs+eDQcHB/z6669455138Mwzz8DW1lanvEKhgJeXF+Li4lBaWgoLC4v6bqpBKi0txdmzZ1FcXCx2KEREREQ1ys8vgKq07j1NjSXlxlUUlDTsEkRqXoWFhYiOjkZ0dDTu378PZ2dnREREICIiosqxviGqd2KlUCgQFBQEJycnKBQKvPTSS8JzpaWlWLp0KVxdXREbG4s2bdoAACZNmoSMjAwAQKdOndCpUyfhNampqTh58iSeeeYZuLi46KyrtLQUS5YsgYuLC/bv3w97e3uhvpkzZ1ZJmpKTk5GRkYF169Zh8eLFuHTpEmQyWX03lYiIiIjqqaCgAGq1GubNvN6UG1eRlmnZzGul+kpOTkZISAhu3bqFbt26wdfXF8nJyZg7dy5WrVqF48ePw9fXV+wwa1WvWQFVKhXOnTsHmUyG/v374+eff0ZeXp7w/I8//oiMjAzMmjVLSKq0OnTooPf65HI50tLSMGvWLCGp0vLy8oK5uXmV8vb29ggJCUGnTp0gl8v1XicRERERETW9wsJChISEID8/H4cPH0ZycjK+++47JCcn4/Dhw8jPz0dISAgKCwvFDrVW9UqsLl26hIKCAgwYMAAymQzl5eU4e/as8HxCQgIAoF+/fo0SpL71KRQKBAcHw9TUFDKZDAqFolHiMCSmpqbo1KkTzMw4/wgRERERGa/o6GjcunULe/bsQWhoqDB3gkQiQWhoKPbs2YNbt25h7969Ikdau3odlcvlcjg4OMDX1xcSiQReXl5QKBQIDQ0FANy5cwdAxRSXjaG6+h4+fIjy8nIAgI2NDaysrAAA+fn5SExMFCbG6N+/P2JiYnDnzh107Fj/2Wi01Go1kpKSGlxPQ1lbW2Pz5s3IyclBTk6O2OFQAyiVSgAwiP2KGoZt2XKwLVsGtqNh0GjUgOZ/E1DUR1lZxTGfPnWo1RqUlpay/Q1MdZ/Lbdu2wdPTE15eXtW2l5eXFzw8PLBt2zZh8rzmoFarYWJS936oevVYnTlzBv379xeySZlMhjNnzkCj0QD43xtmadk417VWV9+YMWMgk8kgk8mwe/duYflPP/2EsrIyYUyVNs6W1mulUqnwxx9/QKVSiR0KEREREVG9PXjwAJ6enlVm+daSSCTw9PQ0+M4EvXus0tPTkZKSgjFjxiAzMxMA4OPjg7179+Lq1avo0aMHrK2tAQAlJSXC3w2h7Y2qXN/atWuRnp6ON954Q6estjfN1tZWiM/DwwMKhQJTpkxpcCwmJibw8/NrcD0NdebMGfz973/HhQsX4O7uLnY41ADaMzOGsF9Rw7AtWw62ZcvAdjQMyRITaCRqvaZKf1R9pls3MZHAwsKC7W9gqvtcSqVSpKWlCVfDPUqj0SA9PR0dO3Zs1vZMTEzUq7zeiZV2Ioi1a9di7dq1Os8pFAr06NFDuOQuLS0NXbt21XcVVWjrS09Ph7e3NwAgKChIuERQS6PR4MyZM3jw4AGGDBmi81xWVlaLnHadiIiIiMiYRUREYO7cuTh69KgwtKiyo0ePIiUlpUqHiqHR+1JAuVyOTp06ISoqSuefr6+vcLldYGAgACA+Pr5RggwKCgIAXLx4sdZy165dw7179zBv3jyd2F577TUUFRUJk2AQERERUfOws7ODtZVNs6+3m7e/cAxJhi0iIgIeHh6YOnUqjhw5Igwv0mg0OHLkCCIjI+Hh4dEoV581Jb16rEpLSxEfH4/Ro0dj2LBhOs9dvHgRO3bsQG5uLoYPHw5XV1ds374dzz33nM6U65mZmWjfvr1eQQ4bNgxubm7YsWMHRo8eXeMNwrS9aeHh4XBzcxOWBwcH45NPPoFCocCgQYP0WjcRERER1V+bNnYoKixFQTOvt5u3P7r34nAJY2Bra4vjx48jJCQEo0aNQrdu3eDj44Pr168jJSUFHh4eOH78uMHfJFivxCohIQFFRUVCj1RlwcHB+M9//oOzZ89i9OjRWLVqFebNm4eJEyfi+eefh729PRITE3H58mUcO3ZMryAtLS2xevVqzJ07F5MmTcLEiRNhZWWFEydOAKiYFRCouBSxY8eOOkkVUNFYTzzxBORyOZYtW6bXug2Vvb093nnnHTg4OIgdChEREVGtyspU2P/tjnq/XqksBgBYW1vV+TXZOVkAmFgZC19fX1y9ehV79+5FdHQ0bt68CXd3d7zxxhuYMmWKwSdVgJ6J1aOX+lUWGBgIU1NTyOVyjB49GoMHD8bevXuxceNGREVFQaVSwcPDA+Hh4fUKdODAgdi3bx8+++wzbN68GcXFxejSpQtWrFiB8PBw5Obm4sqVKxg9enS1r+/bty+2b9+O1NRUdO7cuV4xGBJLS0sMHjy4USYHISIiImoqKR7PIC0tDd2d6l9HVlYWAMDV1VWPV7k32q1/qHnY2trixRdfxIsvvih2KPUi0WgvYqTH0s4MEhAQIHIkwPnz57F69Wps374dTk4N+KYi0XHWqpaDbdlysC1bBrZjy8G2bDmMqS31Pfav132sSHwqlQoXL15ESUmJ2KEQEREREbV6TKyIiIiIiIgaiIkVERERERFRAzGxMlKmpqbo1q0bzM3NxQ6FiIiIiKjVY2JlpBwdHREVFQUXFxexQyEiIiIiavWYWBmp0tJS/PLLL5y8goiIiIjIADCxMlIPHz7Eq6++iuzsbLFDISIiIiJq9ZhYERERERERNRATKyIiIiIiogZiYkVERERERNRATKyMVNu2bfH+++/D0dFR7FCIiIiIiFo9JlZGysLCAn379oWVlZXYoRARERERtXpMrIzUgwcPsGjRIty/f1/sUIiIqJVJWDUdCaumix0GEZFBMdOn8JIlS3DgwIFaywQHB2PPnj0AgOPHj2Pnzp1ISkqCtbU1evbsiRdffBFBQUE6r0lNTcWnn36KuLg4FBQUQCqV4v/9v/+HRYsW6ZTLzs7G+vXrcfr0aTx48ABubm4YPnw4Fi9eDGtra6FcQUEBNm/ejGPHjiErKwtOTk4YOHAgFi9eDGdnZ3022WCVlZXht99+Q2lpqdihEBERERG1enolVmFhYZDJZMLjqKgo5Ofn44033hCWaROXbdu24aOPPkJwcDBef/11AMDZs2fx/vvvIzY2Vih//fp1REZGwsLCAhEREXB1dUVSUhJ27dqlk1jdvXsX4eHhePjwISIiItC5c2fcvHkTBw4cwLRp09CxY0cAQGFhIaZOnYqUlBRMnjwZfn5+yMjIwIEDB/Dcc8+1mMSKiKgxFBYWIjo6GtHR0bh//z6cnZ0RERGBiIgI2Nraih0eERGR0dArsQoICEBAQIDwODY2FhqNBmPHjtUp98cff+CTTz7BM888g/Xr10MikQAAIiIicP36dZ2yy5cvh0ajQUxMDNzd3YXlL7zwgk651atX4+7du4iJiYG/v7+wfM6cOTA3Nxceb9q0CdeuXcOmTZswYsQInXKFhYX6bC4RUYuWnJyMkJAQ3Lp1C926dYOvry+Sk5Mxd+5crFq1CsePH4evr6/YYZIB4mXoRERVNckYqy+//BJlZWVYuHChkFRp+fj4CH9fvXoVV65cwcSJE3WSKgDo0KGD8Hd2djZOnDiBESNG6CRVQMXseDY2NgAAlUqF2NhY9OjRQyepAgBLS8sWNYOemZkZevXqBQsLC7FDISIjVFhYiJCQEOTn5+Pw4cNITk7Gd999h+TkZBw+fBj5+fkICQnhCSmqVmFhEQoLi8QOg4jIoDRJYnXhwgU4OjqiW7dujy0HAP3796+13OXLl1FeXo5+/frVWi4lJQW5ubmPLdcSODg4YN26dby0kYjqJTo6Grdu3cKePXsQGhoqnASTSCQIDQ3Fnj17cOvWLezdu1fkSImIiIyDXpcC1tWdO3fg5eUlPFar1cjNzRUe29vbw8zMDHfu3AEASKXSx9YHQBhH9bhyj6uvIdRqNZKSkpqs/rrKzc3FlStXUFJSAktLS7HDoQZQKpUAYBD7FTWMMbXltm3b4OnpCS8vr2rj9fLygoeHB7Zt24bBgweLEKG4jKktxWTo7w/bseVgW7YcxtSWarUaJiZ174dqkh4rpVKpc7B/+/ZtyGQy4d9vv/0GACgqqriM4HGJgbbc4y57q2t9LUF+fj7effdd5OXliR0KERmhBw8ewNPTs8rl2loSiQSenp7Iyclp5siIiIiMU5P0WFlZWaGkpER47Obmhh07duDs2bP4/PPPheXasVGVy1ZHW+5xU4vXtb6GMDExgZ+fX5PVX1f37t0DAHh7e1cZn0bGRXvGxhD2K2oYY2pLqVSKtLQ0+Pr6VptcaTQapKeno2PHjkaxPY3NmNpSDL/+3/+G/v6wHVsOtmXLYUxtmZiYqFf5JumxkkqlyMjIEB5bWVlhwIAB6Nq1a5VyAJCWlvbY+oD/Xer3uHKPq4+IqLWLiIhASkoKjh49Wu3zR48eRUpKCiIiIpo5MiIiIuPUJIlV3759cf/+fdy8ebPWcoGBgQCA8+fP11ouICAAJiYmiI+Pr7Wcj48P7O3tH1uOiKi1i4iIgIeHB6ZOnYojR45Ao9EAqOipOnLkCCIjI+Hh4YEpU6aIHCkREZFxaJLE6vnnn4eJiQk2btxYa7levXrB398fsbGxSE9P13kuMzNT+NvFxQUjRozAf//7X1y9elWn3MOHD4WxVebm5hg/fjx+++03nDp1SqdcSUlJixor0LZtW3zyySdwcnISOxQiMkK2trY4fvw42rRpg1GjRsHX1xejR4+Gr68vRo0aBXt7exw/fpw3CaZq2drawNbWRuwwiIgMSpOMsfLz88PLL7+MDRs24MGDBxg5ciSKi4uxb98+SCQSWFtbC2VXrlyJyMhIPP/885gyZQpcXV2RlJSEAwcO4NKlS0K55cuX48qVK5g+fToiIiLQqVMn3Lp1C/v370dMTIwwvuqVV17BuXPnsGjRIkyePBm+vr7IzMzEgQMHsGrVqhYzFbuFhQV69uzZKibqIKKm4evri6tXr2Lv3r2Ijo7GzZs34e7ujjfeeANTpkxhUkU14q0+iIiqapLECgAWLFgAT09P7Nq1Cx988AEkEgl69+6Nd955B76+vkK57t27IzY2FuvXr8fu3btRVFQEqVSKyMhInfo6dOiAr7/+Ghs2bMD+/fuRm5uL9u3bIzQ0VOfGv3Z2dti7dy82btyIEydOYN++fXB2doZMJkOXLl2aanObXU5ODpYsWYL9+/fDxcVF7HCIyEjZ2trixRdfxIsvvih2KEREREZNotFeWE+PpZ0ZJCAgQORIgDNnzmDy5Mm4cOECZwU0csY0Ow7Vjm3ZcrAtWwa2Y8vBtmw5jKkt9T32b5IxVkRERERERK0JEysiIiIiIqIGYmJlpCwsLBAcHAwrKyuxQyEiIiIiavWYWBmptm3bYvXq1ToTdxARERERkTiYWBmp4uJiyOVyKJVKsUMhIiIiImr1mFgZqfz8fLz33nt48OCB2KEQEREREbV6TKyIiIiIiIgaiIkVERERERFRAzGxIiIiIiIiaiAmVkaqXbt22LJlC5ydncUOhYiIiIio1WNiZaTMzc3RtWtXWFhYiB0KEREREVGrx8TKSOXk5GDatGnIysoSOxQiIiIiolbPTOwAqH7Ky8uRlpaGsrIysUMhohYgOjoaaWlpYodhMLQnrVxdXUWOxHBJpVJERESIHQYRkcFgYkVEREhLS8PZH3+GkyMTCQBQKosBANmZPHlVnQjpHdiX2QJgYkVEpFXvxCouLg5btmzBr7/+CgDo2rUrpk2bhj///BOfffZZra+VSqU4deqUzrKQkBD89ddfWLp0KWbMmFHt67Kzs7F+/XqcPn0aDx48gJubG4YPH47FixcjOzsbI0aMeGzcu3fvRr9+/eq2kURErYiToysmjJ0pdhgGITc3F0DFREFUldnP74sdAhGRwalXYvXtt9/iH//4B5544gksXLgQFhYWiIuLQ0xMDJYuXYrOnTsLZWNiYvDLL79g5cqVwjJbW1ud+lJTU/HXX3/By8sLCoWi2sTq7t27CA8Px8OHDxEREYHOnTvj5s2bOHDgAKZNmwZHR0esWbNGKP/nn38iKioKERER6N27t7Dc29u7PptscCwsLPDUU0/ByspK7FDIgG3fvh0AMGvWLJEjISKi1oq/RdRa6J1YZWdn491330WvXr0QHR0Nc3NzAEB4eDgyMjLQoUMH+Pn5CeXj4uJw5coVjB07tsY65XI5bG1tMXv2bLz33ntQKpWwtrbWKbN69WrcvXsXMTEx8Pf3F5bPmTMH5ubmsLGx0VlHfHw8oqKiEBgYiFGjRum7mQavbdu2WLFiBRwdHcUOhQwYf8yIiEhs/C2i1kLvWQEPHTqEwsJCzJ8/X0iqtDp06FCvIORyOYKDgzFo0CCUlpYiLi5O5/ns7GycOHECI0aM0EmqgIoEw8bGpl7rNWZKpRLHjh1DUVGR2KEQEREREbV6eidWCQkJkEgkCA4ObpQAiouLkZCQAJlMhg4dOsDT0xMKhUKnzOXLl1FeXs6xUZUUFBTgww8/FMYBEBERERGRePS+FPDOnTtwcHBotF6i8+fPo6SkBDKZDADQr1+/KonVnTt3AAAdO3ZslHU2hFqtRlJSkthhoLi4YsaqGzduIC8vT+RoqCGUSiUANMl+dfv2bWRnZyMwMLDR66aq1Go1AMDExPhuEZiZmQlp+24YMSRX7FAMQllZOQDw5FUNTIoKkfvwvsF/txjzZ7IlSU5OhpOTU4N+55ryt5KalzG1pVqt1uv7Q+9vGqVSCUtLS31fViOFQgFnZ2f4+PgAAGQyGdLS0nDjxg2hjPZyNwsLi0ZbLxERERERUWPRu8fK2toa9+/fb7QAFAoFevbsiczMTACAp6cngIpxV9oZ/LS9Y6WlpY223voyMTHRmZxDLPfu3QNQMcuhu7u7yNFQQ2jP2DTFftWpUyd06tQJZ8+ebfS6qaqmbMumtmbNGvx+JZ3Ti/8fTrdeOxsbWzjbOuDSpZNih1IrY/5MtiSDBg0C0LB2YFu2HMbUlomJiXqV1zuxkkqlSElJQVFRUYMvB7xx4wZu376N27dv4/Tp0zrPKRQKYfYYqVQK4H+XBBLg4OCAXbt2wcXFRexQiIiIiIhaPb0Tq6CgIJw+fRoJCQkYOnRog1auHUu1bt06nenVDx8+jGPHjqGwsBC2trYICAiAiYkJ4uPjERHBu7wDgJmZGTp27FhlZkaiyji1LRERiY2/RdRa6J1YPffcc9i4cSM2bdqEgQMH6hzYZ2Zmon379nWuSy6Xw9PTE6GhoTrLTUxM8N133yEuLg4jR46Ei4sLRowYgf/+97+4evWqzpTrDx8+FO5j1Zrcv38f8+fPx4kTJ/R6z6l14Y8ZERGJjb9F1FronVi5urpi+fLlWL58OcLCwjBu3DhYWFjg/PnzyM3Nxc6dO+tUT2FhIS5evIgxY8ZUeS4wMBCmpqZQKBQYOXIkAGD58uW4cuUKpk+fjoiICHTq1Am3bt3C/v37ERMT0+oSK41Gg+zsbGHGIyIiIiIiEo/eiRUATJw4EW5ubti6dSvWrVsHiUSCrl27IjIyss51xMXFQaVSVTtVq52dHbp3764z7XqHDh3w9ddfY8OGDdi/fz9yc3PRvn17hIaGwtHRsT6bQURElWTnZGH/tzvEDsMgKJUVt7SwtrYSORLDFCFVAeBMvUREldUrsQKAwYMHY/DgwY8t9/777+P999+vsnzkyJFITk6u8XX79++vsszNzQ3//ve/6xRfv379aq2fiIj+RyqVYtBQsaMwHFlZWQAqrtKgqi7DHVKpFMFiB0JEZEDqnViRuCwtLRESEqIz6QcRUX1xYiBdxjQdMBERGQbeitxI2dvb480334SDg4PYoRARERERtXpMrIyUUqnEwYMHUVhYKHYoREREREStHhMrI1VQUIANGzbg4cOHYodCRERERNTqMbEiIiIiIiJqICZWREREREREDcTEioiIiIiIqIGYWBkpR0dHfPXVV3BzcxM7FCIiIiKiVo+JlZEyNTWFs7MzTE1NxQ6FiIiIiKjVY2JlpO7du4cxY8YgIyND7FCIiIiIiFo9JlZGrKioCBqNRuwwiIiIiIhaPTOxAyCilik6OhppaWlih9GssrKyAACurq4iR0INxbZsGdiODSeVShERESF2GERGgYkVETWJtLQ0nP3xZzg5tp4DGqWyGACQnVkmciTimO5xFwCw65bxT6rT2tuypWA7Nkx2ThYGDRU7CiLjwcTKSFlZWWHs2LGwsbEROxSiGjk5umLC2Jlih9FscnNzAQDt2rUTNQ6xOKfuAABMeNL427y1t2VLwXZsmP3f7hA7BCKjUu8xVnFxcZgxYwYCAwMRGBiIsLAwHD58WKdMaWkp+vTpA19fX/zwww+11hcSEgJfX1/s3Lmz1nKzZ8+Gr68vVq5cWWOZgoICfPjhhxgxYgR69uyJoUOHYvny5bh//36dt8/QtWnTBgsXLuSPBRERERGRAahXYvXtt99i5syZyMvLw8KFC/H666/Dzc0NMTExOuUuXbqEwsJCeHp6Qi6X11hfamoq/vrrL3h5eUGhUNRYTqlUIiEhodZyhYWFmDp1Knbt2oVhw4ZhxYoVmDBhAuLi4nDjxo36bK5BKiwsxL59+5Cfny92KGTAtm/fju3bt4sdBhERtWL8LaLWQu9LAbOzs/Huu++iV69eiI6Ohrm5OQAgPDy8ytTfcrkc3t7eePbZZxEbG1tjnXK5HLa2tpg9ezbee+89KJVKWFtbVykXFxeH0tJSLFy4EIsXL0Zqaio6d+6sU2bTpk24du0aNm3ahBEjRgjL58yZg8LCQn0312AVFRXhP//5D+bOnYs2bdqIHQ4ZKO0P2axZs0SOhIiIWiv+FlFroXeP1aFDh1BYWIj58+cLSZVWhw4ddB7L5XLIZDLIZDJkZmYiOTm52jrlcjmCg4MxaNAglJaWIi4ursZyPj4+GDlyJKysrKr0gqlUKsTGxqJHjx46SRUAWFpawtHRUd/NJSIiIiIieiy9e6wSEhIgkUgQHBxca7nbt2/jzz//xGuvvYbevXvDxsYGCoUCvr6+OuWKi4uRkJCA1157DR06dICnpycUCgWGDx9epc4zZ85g5MiRsLCwQGBgIBQKBaZOnSo8n5KSgtzcXEyYMEHfzaoztVqNpKSkJqu/roqLK2Y6unHjBvLy8kSOhhpCqVQCQJPsV7dv30Z2djYCAwMbve7HyczMhLR9N4wYktvs6xZLWVk5gP8NmG9tysorZl5rCdvf2tuypWA7NszV33/GidNf46uvvmpQPcnJyXBycmrQ71xT/lZS8zKmtlSr1TAxqXs/lN49Vnfu3IGDg8NjZ6NTKBQwNTVFv379YG5ujj59+lQ7Lur8+fMoKSmBTCYDAPTr16/acikpKUhLSxPK9e/fHwkJCUKCoY0NqLjnAhERERERUXPRu8dKqVTC0tLyseUUCgX8/f2F8T8ymQyffPIJCgoKYGdnp1PO2dkZPj4+QrmvvvoKN27cgLe3t045MzMz9O3bF0BFYvXxxx8jPj4eQ4YMAVAx7ghAneKrLxMTE/j5+TVZ/XWlVqtx6NAhBAQE6JVJk+HRnrFpiv2qU6dO6NSpE86ePdvodT/OmjVr8PuV9FY1c2Vrn9rZLK/iJ6UlbH9rb8uWgu3YMP7dn8TEsFC8+eabDapn0KBBABr2O9eUv5XUvIypLRMTE/Uqr/cRubW1NUpKSmotU1JSgvj4ePj7+yMzMxOZmZnw9vaGSqXCTz/9pFNWoVCgZ8+eQjlPT08AqDJ+Si6Xo1u3bigoKEBmZiacnZ2Fywu1tL1oj4uvJTAxMYGtrS2TKiIiIiIiA6B3j5VUKkVKSgqKiopqvBwwPj4eSqUS+/btw759+3SeUygUCAkJAVAxPuj27du4ffs2Tp8+XaWcdvaYgoICXL58GSqVSuidqlyucmwAkJaWpu9mGZ179+5hypQpiI+Ph7u7u9jhEBERERG1anonVkFBQTh9+jQSEhIwdOjQassoFArY2Nhg7dq1Ost3796tkwhp/163bp3O9OqHDx/GsWPHUFhYCFtbW5w7dw4qlQpvvfWWzvip8+fPY+fOnbh58ya8vLzg4+MDe3t7xMfH67tZRkmtVosdAhk4Tm1LRERi428RtRZ6J1bPPfccNm7ciE2bNmHgwIE6U65nZmaiffv2UCgUCAgIwLBhw3Rem5GRgXPnziEpKQl+fn6Qy+Xw9PREaGioTjkTExN89913iIuLw8iRIyGXy2FtbY2wsDCd9XXu3Bk7d+6EQqGAl5cXzM3NMX78eOzcuROnTp3SmVmwpKQEhYWFnHKdWhX+mBERkdj4W0Sthd6JlaurK5YvX47ly5cjLCwM48aNg4WFBc6fP4/c3FysWLECt27dwnPPPVfltdop2uVyOTp16oSLFy9izJgxVcoFBgbC1NQUCoUCI0eOhEKhQK9evarcN8vb2xtOTk5QKBSYPn06AOCVV17BuXPnsGjRIkyePBm+vr7IzMzEgQMHsGrVKvTr10/fTSaiesrOycL+b3eIHUazUSorZim1trYSORJxTPe4CwDYn2j8bd7a27KlYDs2THZOFgAONyCqK70TKwCYOHEi3NzcsHXrVqxbtw4SiQRdu3ZFZGSkcHlfdffN6dq1KxwdHSGXy4XJLKorZ2dnh+7du0OhUCApKQlZWVmYOHFitbFoL01UKpWwtraGnZ0d9u7di40bN+LEiRPYt28fnJ2dIZPJ0KVLl/psrkHS9uBVnmGRyJBIpVIMGip2FM0rKysLQMUJqNYo4f8OwLr3EjmQRtDa27KlYDs2lDtvYUOkB4lGo9GIHYSx0E65GBAQIHIkxjVVJdWObdlysC1bDrZly8B2bDnYli2HMbWlvsf+nKvbSBUUFGDHjh3Iy8sTOxQiIiIiolaPiZWRUiqV+OKLL1BQUCB2KERERERErR4TKyIiIiIiogZiYkVERERERNRATKyIiIiIiIgaiImVkXJ2dsaJEyfQoUMHsUMhIiIiImr1mFgZsbKyMrFDICIiIiIiMLEyWvfv30doaCgyMjLEDoWIiIiIqNVjYkVERERERNRATKyIiIiIiIgaiIkVERERERFRA5mJHQDVj42NDWbMmIE2bdqIHQoRtQDR0dFIS0sTOwyDkZWVBQBwdXUVORLDJZVKERERIXYYREQGg4mVkbK1tcXUqVOZWBFRo0hLS8PZH3+GkyMTCQBQKosBANmZnH21OhHSO7AvswXAxIqISKveiZVGo8HXX3+Nffv24c8//0Tbtm0RGBiIuXPnws/PTyhXWlqK/v37o7CwEBs3bsTIkSOrrS8+Ph5RUVH49ddfYWJiAj8/P8yYMQPDhw/XKZeUlIQNGzbg4sWLUKlU6NatGyZPnoxx48ZBIpEI5QoKCrB582YcO3YMWVlZcHJywsCBA7F48WI4OzvXd7MNRkFBAXbv3o1//etfaNu2rdjhEFEL4OToigljZ4odhkHIzc0FALRr107UOAyV2c/vix0CEZHBqfcYq3fffRdvvfUWOnTogGXLlmH27Nm4f/8+Nm3apFPu0qVLKCwshKenJ+RyebV1HT58GDNmzMCDBw+wYMECvPbaa3BxccHbb7+tUy4hIQHPP/88rl+/jtmzZ2Pp0qXw9fXFO++8g6KiIqFcYWEhpk6dil27dmHYsGFYsWIFJkyYgLi4ONy4caO+m2xQlEol9u/fj8LCQrFDIQO2fft2bN++XewwiKiFKS4uQn5+gdhhEBEZlHr1WJ09exb79u3D9OnTsWzZMmH59OnTcf36dZ2ycrkc3t7eePbZZxEbG1ulrpycHKxYsQI9e/bEF198AQsLCwBAWFiYTl2lpaVYsmQJXFxcsH//ftjb2wMAJk2ahJkzZwqvA4BNmzbh2rVr2LRpE0aMGCEsnzNnDhMRalW0SdWsWbNEjoSIWhJlcRFKSjn/FRFRZfX6VoyOjoa5uTkWLFhQ5TkfHx+dx3K5HDKZDDKZDJmZmUhOTtZ5/tChQ8jPz8f8+fN1kqNH65LL5UhLS8OsWbOEpErLy8sL5ubmAACVSoXY2Fj06NFDJ6kCAEtLSzg6Ouq/wURERERERLWoV2J18eJF+Pn5VUlwHnX79m38+eefkMlk6N27N2xsbKBQKHTKJCQkQCKRIDg4uNa6EhISAAD9+vWrtVxKSgpyc3MfW64leDQRJSIiIiIiceh9KeDDhw+Rl5cHqVQqLFOpVMjPzxceOzg4QCKRQKFQwNTUFP369YO5uTn69OkDhUKBF198USh7584dODg4wMbGRliWk5Mj/G1nZwcLCwvcuXMHAHTW+/DhQ5SXlwOomH7cysqq2nKNSa1WIykpqUnq1oednR2++eYb5OXlIS8vT+xwqAGUSiUANMl+dfv2bWRnZyMwMLDR66aq1Go1AMDExPgukcrMzIS0fTeMGJIrdigGoays4rdFO4kF6bLVABqNYfwe1qYpv1+pebEtWw5jaku1Wq3Xb7rev/7aN8PS0lJYduHCBeFyP5lMhvv37wMAFAoF/P39hSnBZTIZEhMTUVBQoFNf5brKysp06jp58mSN6x0zZoxQbvfu3QAgTGJRuVxLVF5erpNYEhERERGRePTusbKysgIAlJSUCMueeOIJ7NixAwcPHsS3334rPB8fH49x48YhMzMTAODt7Q2VSoWffvoJISEhQn2VEy1TU1Ps2LEDSUlJ+OCDD6pdr7W1NQBg7dq1SE9PxxtvvCGU0/Z8VY6vMWmnghfbmTNnEBERgQsXLsDd3V3scKgBtGdsmmK/6tSpEzp16oSzZ882et1UVVO2ZVNbs2YNfr+SzunF/w+nW6+dSgJIJIbxe1gbY/5Mki62ZcthTG2ZmJioV3m9E6u2bdvCzs4OGRkZwrJ27dphwIABuHTpkrAsPj4eSqUS+/btw759+3TqUCgUQmIllUqRkpKC4uJiWFlZQSKRYMCAATA1NdV5TceOHQEA6enp8Pb2BgAEBQUJl/5paS8BTEtL03fTiIiIiIiI6kXvxEoikSAoKAjnzp1DQUEB7Ozsqi2nUChgY2ODtWvX6izfvXu3zgQWffv2xenTp3Hx4kUMGjSoxvUGBQVhz549uHjxopBYVcfHxwf29vaIj4/Xc8uIWh5Os05ETcHaygbmFvW6YwsRUYtVrxHWkydPRmlpKbZt21ZjGYVCgYCAAAwbNkzn39NPP42srCyhG/C5556DjY0NoqKiah0vNGzYMLi5uWHHjh213ovK3Nwc48ePx2+//YZTp07pPFdSUqIzMQZRSzdr1iwmV0TU6KysbNCmTfUnVomIWqt6nW4aNmwYxo8fj6ioKKSmpkImkyEnJwdffvklzM3NkZGRgVu3buG5556r8lrttOpyuRx+fn5wcXHBW2+9hWXLliE8PBxjxowBABw4cADA/8ZMWVpaYvXq1Zg7dy4mTZqEiRMnwsrKCidOnNApBwCvvPIKzp07h0WLFmHy5Mnw9fVFZmYmDhw4gFWrVrWIqdhtbW3x0ksvPXbKeyIiIiIianr17sdfuXIlevTogS+//BI//PADrKysEBQUhJdfflkYa1XdFM9du3aFo6Mj5HI55s6dCwAYP348XF1dsWXLFqxduxZqtRp+fn5Yt24dhg0bJrx24MCB2LdvHz777DNs3rwZxcXF6NKlC1asWIHw8HChnJ2dHfbu3YuNGzfixIkT2LdvH5ydnSGTydClS5f6brJBsbGxwaRJk2q8FJOISF/ZOVnY/+0OscMwCEplMQDA2tpK5EgMU4RUBYD3UiQiqkyi0Wg0YgdhLLQzgwQEBIgcScUU99u2bcOaNWs4a5WRM6bZcah2xtyW0dHRnPSnkqysLACAq6uryJEYLqlUioiICLHDqJUxfyZJF9uy5TCmttT32J8jT41UcXExDh8+jHfeeYeJFRE1mKEfIDc3Y/rhJyIiw1CvySuIiIiIiIjof5hYERERERERNRATKyMlkUhgb28PExM2IRERERGR2HhUbqScnZ1x4MABtG/fXuxQiIiIiIhaPSZWRqq8vBx3795FWVmZ2KEQEREREbV6TKyMVE5ODqZMmSJMCUxEREREROJhYkVERERERNRATKyIiIiIiIgaiIkVERERERFRAzGxMlJ2dnZYvHgx2rZtK3YoREREREStnpnYAVD9WFtbY/To0bC1tRU7FCIyINHR0UhLSxM7DKOnnRjI1dVV5EgMl1QqRUREhNhhEBEZDCZWRurhw4fYuHEjPvnkEzg6OoodDhEZiLS0NJz98Wc4OeqXEEz3uAsA2HXLrSnCMjpKZTEAIDuTt7SoTnZOFgYNFTsKIiLDwsTKSJWWluK///0viouLxQ6FiAyMk6MrJoydqddrnFN3AAAmPKnf61qq3NxcAEC7du1EjcNQ7f92h9ghEBEZHL0SqyVLluDAgQO1lgkODsaePXsAANeuXcOGDRtw6dIlqFQqdO7cGZMmTUJkZKTOa1JTU/Hpp58iLi4OBQUFkEql+H//7/9h0aJFVeqfPXs2zp49i2nTpmH58uXVxnD79m2sX78e586dQ2FhITw9PTF+/HhMnjwZFhYW+myywSksLER0dDSioqIAAJMmTcL06dMRERHBywKJiIiIiESiV2IVFhYGmUwmPI6KikJ+fj7eeOMNYZmzszMAIC4uDnPmzIG7uzvmzJmDtm3b4vLly/jiiy90Eqvr168jMjISFhYWiIiIgKurK5KSkrBr164qiZVSqURCQgK8vLygUCiqTaxu3LiBKVOmwMzMDOHh4Wjfvj3++OMPbNiwAf3794ePj48+m2xQkpOTERISglu3bqFz584AgLt372Lu3LlYtWoVjh8/Dl9fX5GjJCIxXbhwARl3csUOg4hagO3btwMAZs2aJXIkRMZBr8QqICAAAQEBwuPY2FhoNBqMHTtWp1xpaSmWLl0KV1dXxMbGok2bNgAqelcyMjJ0yi5fvhwajQYxMTFwd3cXlr/wwgtV1h8XF4fS0lIsXLgQixcvRmpqqpBgVK5PrVYjJiYGUqlUWD579myYmRnvlY+FhYUICQlBfn4+Dh8+DHt7e7zyyis4evQoLl++jKlTpyIkJARXr15lzxVRK3bx4kUUFZaIHQYRtQBMrIj00yTTrf/444/IyMjArFmzhKRKq0OHDsLfV69exZUrVzBx4kSdpOrRclpyuRw+Pj4YOXIkrKysIJfLdZ6/du0aEhMTMXHiRJ2kCgBcXFzg4ODQ0E0TTXR0NG7duoU9e/YgNDQUzs7O2LdvH9q3b4/Q0FDs2bMHt27dwt69e8UOlYiIiIio1WmSLpyEhAQAQL9+/Wotd+HCBQBA//7961TvmTNnMHLkSFhYWCAwMBAKhQJTp06tst661lcfarUaSUlJTVZ/TbZt2wZPT094eXkhKSkJ+fn5SEtLQ1lZGczMzODl5QUPDw9s27YNgwcPbvb4qP6USiUAiLJfUeMyhLYsLS2FWq0RJl+oq7Lyitnv9H1dS1VWVg6A70dNrv7+M06c/hpfffWV2KHUSq1WAwBMTHjbzvpITk6Gk5OTQfw+GcL3KzUOY2pLtVqt1/dHk3zT3LlzBwCq9BrVtxwApKSkIC0tTRjj1b9/fyQkJOjMilddffn5+cjJyUFOTg6Kior02xAD8uDBA3h6ekIikQCo+LF/+eWX8eDBAwCARCKBp6cncnJyxAyTiIiIiKhVapIeK20mamlpWWs5baLzuHIAoFAoYGZmhr59+wKoSKw+/vhjxMfHY8iQITWud86cObh8+TKAisk33nvvPT23RpeJiQn8/PwaVEd9SKVSpKWlwdfXFxKJBPfu3QMAeHt7w93dHRqNBunp6ejYsaMo8VH9ac/YsN2MnyG0pYWFBcpUJXpPE26WV/FzwOnFK3C69dr5d38SE8NC8eabb4odSq0M4TNpzAYNGgTAMN4/tmXLYUxtmZiYqFf5Jumxsra2BgCUlNQ+gNrGxqZO5YCK8VXdunVDQUEBMjMz4ezsDBsbGygUilrXu2zZMuzYYfz324iIiEBKSgqOHj1a7fNHjx5FSkoKIiIimjkyIiIiIiJqkh6rjh07AgDS0tLQtWvXGstpL9l7XLmCggJcvnwZKpVK6J3SqpxYaetLT08X6uvZs2f9NsLAREREYNWqVZg6dSr27NkDOzs7AIBGo8GRI0cQGRkJDw8PTJkyReRIiYiIiIhanyZJrAIDA7Fnzx7Ex8fXmjAFBgYCAM6fP18lYars3LlzUKlUeOutt3TGT50/fx47d+7EzZs34eXlhaCgIAAV0w0/9dRTjbQ1hsHW1hbHjx9HSEgIRo0ahc6dO8PNzQ1Dhw7FH3/8AQ8PDxw/fpxTrRO1ckFBQbyPFRE1Ck6zTqSfJrkUcPjw4XB1dcX27duRn5+v81xmZqbwd69eveDv74/Y2Fikp6fXWE4ul8Pa2hphYWEYNmyY8O/5558H8L9eq549e8Lf3x8xMTHIyspqik0Tla+vL65evYqtW7fCzc0NeXl5kEql2Lp1K65evcqbAxMR+vbti27e/mKHQUQtwKxZs5hcEemhSXqsLC0tsWrVKsybNw8TJ07E888/D3t7eyQmJuLy5cs4duyYUHblypWIjIzE888/jylTpsDV1RVJSUk4cOAALl26BKAicerVqxfMzc111uPt7Q0nJycoFApMnz4dALBq1SpERkZi0qRJCA8Ph4ODA3766ScAaBG9Oba2tnjxxRfRq1cvfPTRR9iyZQscHR3FDouIDEh2Thb2f6vf2NLpHncBAPsTjX9MamNQKitmnLW2thI5EsOUnZMFwP2x5YiIWpMmSawAYPDgwdi7dy82btyIqKgoqFQqeHh4IDw8XKdc9+7dERsbi/Xr12P37t0oKiqCVCpFZGQkgIqZQ7KysjBx4sRq1xMUFITTp09DqVTC2toafn5+iI2NxaeffoqdO3eioKAAHTt2xOLFi1vUWZfS0lKcO3dOZ7p5IiKpVIpBQ/V/XcL/HSR379W48Rgr7VUPrq6uIkdiqNzrdKsUIqLWpEGJ1Z49e2p9vlevXtiyZctj6/Hy8sK6deuqfc7Pzw/Jyck1vnb9+vVVlnl6etZYHxFRS8aZQRuHMU0HTEREhoG3IiciIiIiImogJlZGytTUFB4eHjAza7KrOYmIiIiIqI6YWBkpR0dHbN++ndf/ExEREREZACZWRkqlUiEpKQmlpaVih0JERERE1OoxsTJSubm5ePnll3H//n2xQyEiIiIiavWYWBERERERETUQEysiIiIiIqIGYmJFRERERETUQEysjJS9vT3effddODg4iB0KEREREVGrx8TKSFlaWmLQoEGwtrYWOxQiIiIiolaPiZWRys3NxRtvvIHs7GyxQyEiIiIiavXMxA6A6kelUuHy5csoKSkROxQyYNHR0UhLSxM7jFYjKysLAHjj7haAbfl4UqkUERERYodBRGQwmFgRtWBpaWk4++PPcHLkwWFzUCqLAQDZmWUiR6K/6R53AQC7brmJHIlhMOa2bA7ZOVkYNFTsKIiIDEu9E6usrCwMHjwYAHDw4EF0794dALBhwwZ89tlntb5WKpViwYIFWLp06WPXk5ycrPN49uzZOHv2LKZNm4bly5dX+5rbt29j/fr1OHfuHAoLC+Hp6Ynx48dj8uTJsLCwqMvmEbUYTo6umDB2pthhtAq5ubkAgHbt2okaR304p+4AAEx4kvsKYNxt2Rz2f7tD7BCIiAxOvRMruVwOGxsbtGnTBnK5XEisnn76aXTu3FkoFxMTg19++QUrV64Ultna2sLX1xdr1qwRlp08eRInT57E22+/DTs7u2rXqVQqkZCQAC8vLygUimoTqxs3bmDKlCkwMzNDeHg42rdvjz/++AMbNmxA//794ePjU99NNijHjh2Dq6srzM3NxQ6FiIiIWqDt27cDAGbNmiVyJETGod6JlUKhQFBQEJycnKBQKPDSSy8BAPz8/ODn5yeUi4uLw5UrVzB27NgqdXTq1En4OzU1FSdPnsQzzzwDFxeXatcZFxeH0tJSLFy4EIsXL0ZqaqpOEgcAy5cvh1qtRkxMDKRSqbB89uzZMDNrOVc+Hjt2DCYmJjW+V0REREQNwcSKSD/1mhVQpVLh3LlzkMlk6N+/P37++Wfk5eU1dmxVyOVy+Pj4YOTIkbCysoJcLtd5/tq1a0hMTMTEiRN1kioAcHFxaVH3fNJoNCgpKUFxcbHYoRARERERtXr1SqwuXbqEgoICDBgwADKZDOXl5Th79mxjx1bFmTNnIJPJYGFhgcDAQCgUCp3nExISAAD9+/dv8ljEplar8eDBA+Tk5IgdChERERFRq1eva+PkcjkcHBzg6+sLiUQijHkKDQ1t7PgEKSkpSEtLg0wmA1CRPG3cuBHFxcWwsrICANy5cwcAdHqr8vPzoVKpAABWVlawsbFpUBxqtRpJSUkNqqMxaO9fFRoaClNTU5GjoYZQq9UAABOTxr+tXGZmJqTtu2HEkNxGr5uqKisrB/C/iQ+MSVl5xex3xhh7UzDmtmwOV3//GSdOf42vvvpK7FBq1ZTfr61BcnIynJycDOK4R6lUAoBBxEINY0xtqVar9fr+qNc3zZkzZ9C/f39IJBIAgEwmw5kzZ6DRaOpTXZ0oFAqYmZmhb9++ACoSq+LiYsTHxwtltA1laWkpLJszZw5kMhlkMhnef//9JouPiIiIiIhaL717rNLT05GSkoIxY8YgMzMTAODj44O9e/fi6tWr6NGjR6MHCVT0knXr1g0FBQUoKCiAs7MzbGxsoFAoMGTIEACAtbU1AOjcNHfZsmXIz8/HzJmNM4WwiYmJzuQcYnFycsK9e/dw5MgRuLu7ix0ONYD2jE1T7Fdr1qzB71fSOWV0MzHmKbrN8ip+Dowx9qZgzG3ZHPy7P4mJYaF48803xQ6lVk35/doaDBo0CIBhvH9sy5bDmNoyMTFRr/J6J1baCSPWrl2LtWvX6jynUCiaJLEqKCjA5cuXoVKphCSq8jq1tJcApqeno2vXrgCAnj17Nno8hsDExAQODg5wdHQUOxQiIiIiolavXolVp06dqtxDat26dVAoFJg/f36jBad17tw5qFQqvPXWWzrjp86fP4+dO3fi5s2b8PLyQlBQEADg4sWLeOqppxo9DkMyYcIEABDGlxERERE1Jk6zTqQfvRKr0tJSxMfHY/To0Rg2bJjOcxcvXsSOHTuQm5vb6JdOyOVyWFtbIywsTOeGuJ07d8bOnTuhUCjg5eWFnj17wt/fHzExMYiMjISrq2ujxmFIhg8fjrfeegtz586Fs7Oz2OEQERFRC8PEikg/ek1ekZCQgKKiIgQGBlZ5Ljg4uMmmXVcoFOjVq5dOUgUA3t7ewg2KtVatWoWysjJMmjQJUVFR+Oqrr7Bw4UIAgK2tbaPHJpaysjL8/vvvKC0tFTsUIiIiIqJWT68eK20CU11iFRgYCFNTU8jlcowePbpxokPFALesrCxMnDix2ueDgoJw+vRpKJVKWFtbw8/PD7Gxsfj000+xc+dOFBQUoGPHjli8eDHPvFCrlJ2Thf3f7hA7jFZBqay4Ybe1tfFdojvd4y4AYH8i9xXAuNuyOWTnZAHgxElERJVJNE05R3oLo50ZJCAgQORIKqa8nzx5Mi5cuMBZAY1cU86OEx0djbS0tEavl6qXlZUFAC36MuTWgm35eFKpFBEREWKHUStjmn2Mase2bDmMqS31Pfav1w2CSXzm5ubo3bu3zj27iB5l6Ac9LY0x/VhQ7diWRESkL96K3Ei1a9cOa9euhZOTk9ihEBERERG1ekysjFRJSQnOnTsHpVIpdihERERERK0eEysjlZeXh7feegsPHjwQOxQiIiIiolaPiRUREREREVEDMbEiIiIiIiJqICZWREREREREDcTEyki1bdsW69ev56yAREREREQGgImVkbKwsIC/vz/vY0VEREREZACYWBmpnJwcvPDCC7h3757YoRARERERtXpMrIxUeXk5bt68CZVKJXYoREREREStnpnYARBR04mOjkZaWprYYbQaWVlZAABXV1eRI6kfqVSKiIgIscMgIiIySkysiFqwbrdOwO1hIaLTOoodSqugVBYDALIzy0SORH/ZOVkYNFTsKIiIiIwXEysjZWFhgf79+8PKykrsUMjAmZmZY8LYmWKH0Srk5uYCANq1aydqHPWx/9sdYodARERk1Oo9xiouLg4zZsxAYGAgAgMDERYWhsOHD+uUuXbtGubNm4fg4GAEBARg7Nix+OKLL6rUlZqaitdeew0DBgxAr1698Oyzz+LTTz+tdr2zZ8+Gr68vVq5cWWNst2/fxhtvvIGBAwfiySefxLhx47B7926UlpbWd3MNTtu2bbFy5Uo4OjqKHQoRERERUatXr8Tq22+/xcyZM5GXl4eFCxfi9ddfh5ubG2JiYoQycXFxCAsLw59//ok5c+Zg2bJleOKJJ6okVtevX8fEiRMRHx+PiIgIvPXWWxgwYAB27dpVZb1KpRIJCQnw8vKCQqGoNrYbN25g4sSJOHfuHMLDw/HPf/4T/fv3x4YNG/DXX3/VZ3MNUnFxMU6dOgWlUil2KGTA8vMLUFxcJHYYRNTCbN++Hdu3bxc7DCIig6L3pYDZ2dl499130atXL0RHR8Pc3BwAEB4ejoyMDABAaWkpli5dCldXV8TGxqJNmzYAgEmTJglltJYvXw6NRoOYmBi4u7sLy1944YUq646Li0NpaSkWLlyIxYsXIzU1FZ07d65Sn1qtRkxMDKRSqbB89uzZMDNrOVc+5ufnY+XKlRg3bhysra3FDocMVEFBAdRqNczFDoSIWhRtUjVr1iyRIyEiMhx691gdOnQIhYWFmD9/vpBUaXXo0AEA8OOPPyIjIwOzZs0SkqpHywDA1atXceXKFUycOFEnqXq0nJZcLoePjw9GjhwJKysryOVyneevXbuGxMRETJw4USepAgAXFxc4ODjou7lERERERESPpXcXTkJCAiQSCYKDg2stAwD9+vWrta4LFy4AAPr371+ndZ85cwYjR46EhYUFAgMDoVAoMHXq1CrrrWt99aFWq5GUlNRk9ddVcXHF7GM3btxAXl6eyNFQQ2gv52yK/UqjUQOa/02qQE2rrKwcgHG+31d//xknTn+Nr776SuxQDIJarQYAmJjwdo/VSU5OhpOTk0H8HtamKb9fqXmxLVsOY2pLtVqt1++A3r8Yd+7cgYODA2xsbGotA6BKr1F9ywFASkoK0tLSIJPJAFQkTwkJCUKCUVN9+fn5yMnJQU5ODoqKONaEiIiIiIgan949VkqlEpaWlo8tA+Cx5bSJzuPKAYBCoYCZmRn69u0LoCKx+vjjjxEfH48hQ4bUuN45c+bg8uXLAICwsDC89957j11XbUxMTODn59egOhqDSqXC1q1b0a9fP1hYWIgdDjWA9oxNU+xXyRITaCRqo5z+2xgZ83Tr/t2fxMSwULz55ptih2IQmvJz2RIMGjQIgOG/P2zHloNt2XIYU1smJibqVV7vHitra2uUlJQ8tgyAx5bT9no9rhxQMb6qW7duKCgoQGZmJpydnWFjY6MzO2B16122bBl27Gh592cxNzeHt7c3kyoiIiIiIgOgd2IllUrx4MGDWi+r69ixIwAgLS3tsXXVpVxBQQEuX76M33//HUOGDMGQIUMwbNgwFBUV6SRW2vrS09OFZT179sSAAQNq3ygjlJ2djcjISNy9e1fsUIiIiIiIWj29E6ugoCBoNBphoojqBAYGAgDi4+NrrUtb7vz587WWO3fuHFQqFd566y1ERUUJ/2bMmIHU1FTcvHlTiA0ALl68WOftMVZqtRoZGRkoLy8XOxQyYHZ2drC2qnk8JBFRfcyaNYtTrRMRPULvxOq5556DjY0NNm3aBJVKpfNcZmYmAGD48OFwdXXF9u3bkZ+fX20ZAOjVqxf8/f0RGxur08v0aDm5XA5ra2uEhYVh2LBhwr/nn38eAIReq549e8Lf3x8xMTHIysrSd9OIWpw2bexgxcSKiBoZEysioqr0nrzC1dUVy5cvx/LlyxEWFoZx48bBwsIC58+fR25uLnbu3AlLS0usWrUK8+bNw8SJE/H888/D3t4eiYmJuHz5Mo4dOybUt3LlSkRGRuL555/HlClT4OrqiqSkJBw4cACXLl0CUJE49erVq8p9s7y9veHk5ASFQoHp06cDAFatWoXIyEhMmjQJ4eHhcHBwwE8//QQAsLW1rfcbRWSsyspU2P9tyxtnaIiUyopZSq2trUSORH/ZOVkA3B9bjoiIiKqnd2IFABMnToSbmxu2bt2KdevWQSKRoGvXroiMjBTKDB48GHv37sXGjRsRFRUFlUoFDw8PhIeH69TVvXt3xMbGYv369di9ezeKiooglUqFupKSkpCVlYWJEydWG0tQUBBOnz4NpVIJa2tr+Pn5ITY2Fp9++il27tyJgoICdOzYEYsXL25RZ9csLCwwdOhQWFkZ3wEcNZ8Uj2eQlpaG7k5iR9I6aHvKXV1dRY6kPtzrdOsLIiIiqp5Eo9FoxA7CWGinXAwICBA5EuOaqpJqx7ZsOdiWLQfbsmVgO7YcbMuWw5jaUt9jf95S3kgplUocPnyYNz0mIiIiIjIATKyMVEFBAdauXSvckJSIiIiIiMTDxIqIiIiIiKiBmFgRERERERE1EBMrIiIiIiKiBmJiZaQcHR2xZ88eI53WmYiIiIioZWFiZaRMTU3h7u4OM7N63YqMiIiIiIgaERMrI3X//n1MmDABmZmZYodCRERERNTqMbEyUhqNBrm5uVCr1WKHQkRERETU6jGxIiIiIiIiaiAmVkRERERERA3EmQ+MlKWlJZ599llYW1uLHQo1o+joaKSlpYkdBtUgKysLAESfrVMqlSIiIkLUGIiIiFobJlZGyt7eHq+//jocHBzEDoWaUbdbJ+D2sBDRaR3FDoWqoVQWAwCyM8tEiyE7JwuDhoq2eiIiolaryRKrJUuW4MCBA7WWCQ4Oxp49ewAAx48fx86dO5GUlARra2v07NkTL774IoKCgnReEx8fj6ioKPz6668wMTGBn58fZsyYgeHDh1epf/bs2Th79iymTZuG5cuXN97GGYCioiIcPXoUixYtgp2dndjhUDMyMzPHhLEzxQ6DqpGbmwsAaNeunWgx7P92h2jrJiIias2aLLEKCwuDTCYTHkdFRSE/Px9vvPGGsMzZ2RkAsG3bNnz00UcIDg7G66+/DgA4e/Ys3n//fcTGxgrlDx8+jNdffx2+vr5YsGABrK2tkZCQgLfffrtKYqVUKpGQkAAvLy8oFIoWl1gVFhZi06ZNmDlzJhOrViQ/vwCqUvF6Q4ioZdi+fTsAYNasWSJHQkTUcjRZYhUQEICAgADhcWxsLDQaDcaOHatT7o8//sAnn3yCZ555BuvXr4dEIgEARERE4Pr160K5nJwcrFixAj179sQXX3wBCwsLABUJXOVyWnFxcSgtLcXChQuxePFipKamonPnzk2xqUTNpqCgAGq1GuZiB0JERo2JFRFR4xN9VsAvv/wSZWVlWLhwoZBUafn4+Ah/Hzp0CPn5+Zg/f76QVFVXTksul8PHxwcjR46ElZUV5HJ502wAERERERG1eqInVhcuXICjoyO6detWa7mEhARIJBIEBwfXqd4zZ85AJpPBwsICgYGBUCgUjREuERERERFRFaLPCnjnzh14eXkJj9VqtTAAHKiY/c7MzAx37tyBg4MDbGxshOdycnKEv+3s7ISerJSUFKSlpQljvPr374+NGzeiuLgYVlZWDYpXrVYjKSmpQXU0Bmtra+zZswcPHjxAXl6e2OFQAyiVSgCo036l0agBDXQ+I2Q4ysrKAYjbPld//xknTn+Nr776SrQYWgK1Wg0AMDER/fxjk0hOToaTk5NB/J41JX2+X8mwsS1bDmNqS7VardfvgOi/GEqlEpaWlsLj27dvQyaTCf9+++23asuVlZXplDt58qTwnEKhgJmZGfr27QugIrEqLi5GfHx8M21V0zM1NYWDgwNMTU3FDoWIiIiIqNUTvcfKysoKJSUlwmM3Nzfs2LEDZ8+exeeff65TrqCgQHhsamqKHTt2ICkpCR988IFOnXK5HN26dUNBQQEKCgrg7OwMGxsbKBQKDBkypEHxaqd4F9uZM2cwY8YMnD17Fh06dBA7HGoA7RmbuuxXyRITaCRqUafzppoZwnTr/t2fxMSwULz55puixdAS6PO5NEaDBg0C0HK3T6ult2NrwrZsOYypLRMTE/UqL3piJZVKkZGRITy2srLCgAEDkJmZWaVcSkqKcDmfRCLBgAEDqvTYFBQU4PLly1CpVFWSqJY2zqq4uBgajUbsMIiIiIiIWj3RE6u+ffsiOjoaN2/e1BlrVV2506dP4+LFi8KZtuqcO3cOKpUKb731FqRSqbD8/Pnz2Llz52PXQ2TI7OzsoCotA+9kRUQNwWnWiYgan+hjrJ5//nmYmJhg48aNtZZ77rnnYGNjg6ioKJSXl9dYTi6Xw9raGmFhYRg2bJjw7/nnnwfQ8nqtqHVp08YOVlY2jy9IRFSLWbNmMbkiImpkovdY+fn54eWXX8aGDRvw4MEDjBw5EsXFxdi3bx8kEgmsra0BAC4uLnjrrbewbNkyhIeHY8yYMQCAAwcOAIAwW6BCoUCvXr1gbq57C1Vvb284OTlBoVBg+vTpzbiFTcPa2hp/+9vfYGtrK3YoREREREStnuiJFQAsWLAAnp6e2LVrFz744ANIJBL07t0b77zzDnx9fYVy48ePh6urK7Zs2YK1a9dCrVbDz88P69atw7Bhw5CUlISsrCxMnDix2vUEBQXh9OnTUCqVQsJmrOzs7LBgwQK0bdtW7FComZWVqbD/2x1ih0HVUCqLAQDW1g27rUNDZOdkAXAXbf1EREStVbMlVnv27Kn1+dGjR2P06NGPrWfQoEE1jrHy8/NDcnJyja9dv379Y+s3FoWFhTh48CDefPNNtGnTRuxwqJmkeDyDtLQ0dHcSOxKqTlZWFgDA1dVVxCjcdcaXEhERUfMwiB4r0l9RURG2b9+OefPmMbFqRSIiIsQOgWphTFPIEhERUeMSffIKIiIiIiIiY8fEioiIiIiIqIGYWBERERERETUQEysj5eTkhO+//x7t27cXOxQiIiIiolaPiZWRMjExgbW1NUxM2IRERERERGLjUbmRunfvHkaMGIH09HSxQyEiIiIiavWYWBERERERETUQEysiIiIiIqIGYmJFRERERETUQEysjJS1tTXCw8NhZ2cndihERERERK2emdgBUP3Y2dnhhRdegL29vdihUDOKjo5GWlqa2GFQDbKysgAArq6uzbI+qVSKiIiIZlkXERER1Y6JlZEqKCjAl19+ibfffpvJVSuSlpaGsz/+DCfH5jlwJ/0olcUAgOzMsiZfV4T0DuzLbAEwsSIiIjIETKyMlFKpxL59+/Dqq68ysWplnBxdMWHsTLHDoGrk5uYCANq1a9fk6zL7+f0mXwcRERHVXb0TK41Gg6+//hr79u3Dn3/+ibZt2yIwMBBz587FyZMn8dlnn9X6eqlUigULFmDp0qWPXVdycrLwd1JSEjZs2ICLFy9CpVKhW7dumDx5MsaNG4e0tDSMGDHisfXt3r0b/fr1e/xGEhERERER1UG9E6t3330X+/btw4gRIzB58mQUFxfjhx9+wKZNmzB//nx07txZKBsTE4NffvkFK1euFJbZ2trC19cXa9asEZadPHkSJ0+exNtvv13tpAwJCQl44YUX4ObmhtmzZ8PBwQG//vor3nnnHTzzzDNwdHTUqe/PP/9EVFQUIiIi0Lt3b2G5t7d3fTfbYBw5ckTsEIhIRMXFRShXl4odBhEREf2feiVWZ8+exb59+zB9+nQsW7ZMWD59+nRcv34dPj4+8PPzE5bHxcXhypUrGDt2bJW6OnXqJPydmpqKkydP4plnnoGLi4tOudLSUixZsgQuLi7Yv3+/cPnbpEmTMHPmTFhYWMDc3FxnHfHx8YiKikJgYCBGjRpVn001WEePHhU7BCISkbK4CCWlnNiViIjIUNTrVzk6Ohrm5uZYsGBBled8fHwaHFR15HI50tLSMGvWrCpjiry8vGBubt4k6zVUpqamaN++Pdzd3cUOhYiIiIio1atXj9XFixfh5+fXrJMmJCQkAIDoY6PUajWSkpJEjQGomNb5wYMH6NOnDyQSidjhUAOo1WoAgInJ489zZGZmQtq+G0YMyW3iqKg+ysrKAfxvEoumZKsBNBrD+D5qiZRKJQDw/TVybMeWg23ZchhTW6rV6jodn2npnVg9fPgQeXl5kEqlwjKVSoX8/HzhsYODQ6Mf7N+5cwcAdNb78OFDlJdXHMjY2NjAysqqUddp6Nq2bQu1Wg1TU1OxQyEiIiIiatX0Tqy0WaalpaWw7MKFC5g583/TP589e7bKGKmGqm69Y8aMwd27dwEAr732GubMmdOo66yOiYmJzvgxsTg5OeHevXs4cuQILwc0ctozNnXZr9asWYPfr6Q3y3TepL/mnG5dJQEkEsP4PmqJ9PlckuFiO7YcbMuWw5jaMjExUa/yeo+x0vYKlZSUCMueeOIJ7Nixo9rJKRpLdetdu3YtPvzwwyZbJxERERERUV3onVi1bdsWdnZ2yMjIEJa1a9cOAwYM0Jnhr7F17NgRAJCeni4sCwoKQp8+fZpsnURERERERHWhd2IlkUgQFBSE33//HQUFBU0RU7WCgoIAVEycQcDYsWPRr18/tGnTRuxQiEgE1lY21d7vj4iIiMRRr+nWJ0+ejNLSUmzbtq2x46nRsGHD4Obmhh07dqCwsLDZ1muowsPDsWrVKiZWRK2UlZUN2rRhYkVERGQo6jXd+rBhwzB+/HhERUUhNTUVMpkMOTk5+PLLL2Fubt4k95SytLTE6tWrMXfuXEyaNAkTJ06ElZUVTpw4AaBiVsDWpKCgADt37sTKlSvRtm1bscOhZpSdk4X93+4QOwyqhlJZDACwtm76GUojpCoAFk2+HiIiIqqbeiVWALBy5Ur06NEDX375JX744QdYWVkhKCgIL7/8cpPNiDVw4EDs27cPn332GTZv3ozi4mJ06dIFK1asQHh4eJOs01AplUocOHAAy5YtY2LVikilUgwaKnYUVJOsrCwAgKura5Ov6zLcIZVKEdzkayIiIqK6kGg0Go3YQRgL7ZSLAQEBIkcCnDlzBpMnT8aFCxc43bqRM6ZpR6l2bMuWg23ZMrAdWw62ZcthTG2p77F/vcZYERERERER0f8wsTJiVlZWkEgkYodBRERERNTqMbEyUi4uLjh8+DA6dOggdihERERERK0eEysjVV5ejpycHJSXl4sdChERERFRq8fEykjl5ORg0qRJuHv3rtihEBERERG1ekysiIiIiIiIGoiJFRERERERUQMxsSIiIiIiImogJlZGytbWFvPnz4e9vb3YoRARERERtXpMrIyUjY0NJkyYADs7O7FDISIiIiJq9ZhYGam8vDx89NFHePDggdihEBERERG1emZiB0D1U1JSgqNHj+K9996Dg4OD2OFQM4mOjkZaWprYYdSZVCpFRESE2GEQERERNTkmVkRGJC0tDWd//BlOjq51Kj/do+I+Z7tuuTVlWNXKzsnCoKHNvloiIiIiUdQ7sYqLi8OWLVvw66+/AgC6du2KadOmYdSoUUKZ0tJS9O/fH4WFhdi4cSNGjhxZY30hISH466+/sHTpUsyYMaPaMklJSdiwYQMuXrwIlUqFbt26YfLkyRg3bhwkEolQrqCgAJs3b8axY8eQlZUFJycnDBw4EIsXL4azs3N9N5nIIDg5umLC2Jl1KuucugMAMOHJupVvTPu/3dHs6yQiIiISS73GWH377beYOXMm8vLysHDhQrz++utwc3NDTEyMTrlLly6hsLAQnp6ekMvlNdaXmpqKv/76C15eXlAoFNWWSUhIwPPPP4/r169j9uzZWLp0KXx9ffHOO++gqKhIKFdYWIipU6di165dGDZsGFasWIEJEyYgLi4ON27cqM/mGiSJRIJ27drBxKT5hskVFhZi69atGDJkCPz9/TFkyBBs3boVhYWFzRZDa3fhwgWk3Lgqdhh1knLjKi5cuCB2GK0GP59ERETi0rvHKjs7G++++y569eqF6OhomJubAwDCw8ORkZGhU1Yul8Pb2xvPPvssYmNja6xTLpfD1tYWs2fPxnvvvQelUglra2vh+dLSUixZsgQuLi7Yv3+/MMX4pEmTMHPmTFhYWAhlN23ahGvXrmHTpk0YMWKEsHzOnDkt6gDD2dkZ+/fvR/v27ZtlfcnJyQgJCcGtW7fQrVs3+Pr6Ijk5GXPnzsWqVatw/Phx+Pr6NkssrdnFixdRVFgidhh1knLjKtIyLcUOo1Xg55OIiEh8end3HDp0CIWFhZg/f76QVGl16NBB57FcLodMJoNMJkNmZiaSk5OrrVMulyM4OBiDBg1CaWkp4uLiqjyflpaGWbNmVblvk5eXlxCHSqVCbGwsevTooZNUAYClpSUcHR313VyDVV5ejvT0dJSVlTX5ugoLCxESEoL8/HwcPnwYycnJ+O6775CcnIzDhw8jPz8fISEhLSpxJTIW/HwSEREZBr0Tq4SEBEgkEgQHB9da7vbt2/jzzz8hk8nQu3dv2NjYVHuZX3FxMRISEiCTydChQwd4enpWKZeQkAAA6NevX63rTElJQW5u7mPLtQQ5OTmYOnUqsrKymnxd0dHRuHXrFvbs2YPQ0FBhPJtEIkFoaCj27NmDW7duYe/evU0eCxHp4ueTiIjIMOh9KeCdO3fg4OAAGxubWsspFAqYmpqiX79+MDc3R58+faBQKPDiiy/qlDt//jxKSkogk8kAVCRPjyZWd+7cAVAxdbPWw4cPUV5eDqDiZrlWVlbVlmtsarUaSUlJTVZ/XRUXFwMAbty4gby8vCZd17Zt2+Dp6QkvL69qt93LywseHh7Ytm0bBg8e3KSxtERKpRIA6rRflZaWQq3WIDc3t051l5VX9GjWtXxjUqs1KC0tNYjPS3PRpy0bCz+fTUOMtqTGx3ZsOdiWLYcxtaVardZrPgO9e6yUSiUsLR8/bkKhUMDf3x9t2rQBAMhkMiQmJqKgoKBKOWdnZ/j4+Ajl0tLSdCaa0DZA5fWOGTNGuMxw9+7dACBMYlGX+KjuHjx4AE9PT52ZFyuTSCTw9PRETk5OM0dGRPx8EhERGQa9e6ysra1x//79WsuUlJQgPj4e48aNQ2ZmJgDA29sbKpUKP/30E0JCQoSyCoUCPXv2FMp5enoC+N/EFwBgZWUl1Kud1GLt2rVIT0/HG2+8IdSl7UUrKWm6wf0mJibw8/Nrsvrr6t69ewAq3ld3d/cmXZdUKkVaWhp8fX2rPXjTaDRIT09Hx44dDeK9MTbaMzZ1ee8sLCxQpipBu3bt6lS3WV7FR7yu5RuTiYkEFhYWrWqf0KctGws/n01DjLakxsd2bDnYli2HMbVlYmKiXuX17rGSSqV48OCBzhTnj4qPj4dSqcS+ffswZMgQDBkyBC+99BIA6Fzmd+PGDdy+fRunT58Wyo0bN65KuY4dOwIA0tPThWVBQUHo06dPldiAipuotnR2dnZ49dVXm+WAOSIiAikpKTh69Gi1zx89ehQpKSmIiIho8liISBc/n0RERIZB78QqKCgIGo1GmFCiOgqFAjY2NoiKitL5N2DAAJ2ESfv3unXrdMqNGTMGFy9eFGaxCgoKAlAx1XRtfHx8YG9vj/j4eH03y+hYW1tj1KhRjx3r1hgiIiLg4eGBqVOn4siRI9BoNAAqzoQfOXIEkZGR8PDwwJQpU5o8ltYuKCgI3bz9xQ6jTrp5+wufXWo6/HwSEREZBr0Tq+eeew42NjbYtGkTVCqVznPay/kUCgUCAgIwbNgwnX9PP/00srKyhC5AuVwOT09PhIaG6pQbM2YMVCqVMO36sGHD4Obmhh07dtQ6ZbC5uTnGjx+P3377DadOndJ5rqSkpEWNMXj48CH+9a9/Ncs22dra4vjx42jTpg1GjRoFX19fjB49Gr6+vhg1ahTs7e1x/Phx2NraNnksrV3fvn2NKrHq27ev2GG0ePx8EhERGQa9EytXV1csX74cv/zyC8LCwrB79258+eWX+Pvf/44lS5bg5s2buHXrVpXL9AAIU7TL5XIUFhbi4sWL1ZYLDAyEqamp0KNlaWmJ1atX486dO5g0aRK2b9+OvXv34p///CcA6PTavPLKK/Dx8cGiRYuwcuVKxMbG4rPPPkNoaChSUlL03VyDVVpaih9//FGYHbCp+fr64urVq9i6dSvc3d1x8+ZNuLu7Y+vWrbh69SpvPkokIn4+iYiIxKf35BUAMHHiRLi5uWHr1q1Yt24dJBIJunbtisjISCEZCgwMrPK6rl27wtHRUZiYQqVSVVvOzs4O3bt317lscODAgdi3bx8+++wzbN68GcXFxejSpQtWrFiB8PBwndfu3bsXGzduxIkTJ7Bv3z44OztDJpOhS5cu9dlc+j+2trZ48cUXq0yZT80rOycL+7/dUaey0z3uAgD2J9atfGPKzskC0LQTq9D/8PNJREQkrnolVgAwePDgGu+JMn369Bpfp728DwCSk5NrLLd///4qy3r27IktW7Y8NrY2bdpgyZIlWLJkyWPLEhkTqVSKQUPrXj7h/xKb7r2aJp7auTfpPeWIiIiIDEm9EysSl4mJCTp06ABTU1OxQ6FmxJndiIiIiAyT3mOsyDA4OTnhiy++gJubm9ihEBERERG1ekysjJRKpcKNGzdQWloqdihERERERK0eEysjlZubizlz5uD+/ftih0JERERE1OoxsSIiIiIiImogJlZEREREREQNxMSKiIiIiIiogZhYGak2bdpg+fLlcHBwEDsUIiIiIqJWj4mVkbKyssLw4cNhbW0tdihERERERK0eEysj9fDhQyxfvhw5OTlih0JERERE1OoxsTJSpaWlOH/+PIqLi8UOhYiIiIio1WNiRURERERE1EBMrIiIiIiIiBqIiZWRMjU1hZeXF8zNzcUOhZpRwqrpSFg1XewwiIiIiOgR9U6s4uLiMGPGDAQGBiIwMBBhYWE4fPiwTpnS0lL06dMHvr6++OGHH2qsKz4+HjNnzkRQUBCCg4Mxbdo0nDp1qkq57OxsrFixAk899RR69uyJkSNHYtWqVVAqlVXKvv322/D19cX8+fPru4kGzdHREf/5z3/g4uIidijNprCwEFu3bsWQIUPg7++PIUOGYOvWrSgsLBQ7NGpibHsiIiIydPVKrL799lvMnDkTeXl5WLhwIV5//XW4ubkhJiZGp9ylS5dQWFgIT09PyOXyaus6fPgwZsyYgQcPHmDBggV47bXX4OLigrffflun3N27dzFp0iR8//33GDduHFasWIGQkBB8//33yM7OrlKvQqGAl5cX4uLiUFpaWp/NNGilpaW4evUqSkpKxA6lWSQnJ8Pf3x9z585FRkYGunTpgoyMDMydOxf+/v5ITk4WO8Rmcf/+fdy/f1/sMJoV256IiIiMgZm+L8jOzsa7776LXr16ITo6WrgULTw8HBkZGTpl5XI5vL298eyzzyI2NrZKXTk5OVixYgV69uyJL774AhYWFgCAsLAwXL9+Xafs6tWrcffuXcTExMDf319YPmfOnCqXwyUnJyMjIwPr1q3D4sWLcenSJchkMn031aA9fPgQCxcuhEwmg7u7u9jhNKnCwkKEhIQgPz8fhw8fxrPPPguJRAKNRoOjR49i6tSpCAkJwdWrV2Frayt2uE2qsLBI7BCaFdueiIiIjIXePVaHDh1CYWEh5s+fXyWh6dChg85juVwOmUwGmUyGzMzMKmeWDx06hPz8fMyfP19IqrR8fHyEv7Ozs3HixAmMGDFCJ6kCgLZt28LGxqbKeu3t7RESEoJOnTrV2FtGxiE6Ohq3bt3Cnj17EBoaColEAgCQSCQIDQ3Fnj17cOvWLezdu1fkSKmxse2JiIjIWOjdY5WQkACJRILg4OBay92+fRt//vknXnvtNfTu3Rs2NjZQKBTw9fXVu67Lly+jvLwc/fr1q1OMCoUCwcHBMDU1hUwmg0KhwJIlS+r02sdRq9VISkpqlLoaQnv/qhs3biAvL0/kaJrWtm3b4OnpCS8vr2rfey8vL3h4eGDbtm0YPHiwCBE2jHaMoD77lSHsg83B2Nq+Pm1Jholt2TKwHVsOtmXLYUxtqVarYWJS934ovXus7ty5AwcHhyq9RI9SKBQwNTVFv379YG5ujj59+kChUDy2rpycHOGfdmzUnTt3AAAdO3Z8bHz5+flITEwULv3r378/bty4IdRBxufBgwfw9PQUeiseJZFI4OnpiZycnGaOjJoa256IiIiMhd49VkqlEpaWlo8tp1Ao4O/vjzZt2gAAZDIZPvnkExQUFMDOzq7ausrKynTGQq1duxajRo1CUVHFuJJHLxeszk8//aRTT//+/SGRSKBQKDBlypS6b2gNTExM4Ofn1+B6GqqkpAT/+te/EBQUBGtra7HDaVJSqRRpaWnw9fWt9gBbo9EgPT0dHTt2NIi20Zf2jE1dYv/1//43xu2sD2Nre33akgwb27JlYDu2HGzLlsOY2jIxMVGv8nr3WFlbWz92JrqSkhLEx8fD398fmZmZyMzMhLe3N1QqFX766SehnJWVlU5dpqam2LFjB/7xj3/o1Kft0arL7H5yuRwODg6wtbVFZmYmVCoVPDw8qvSWGTtLS0sMGDCgxSdVABAREYGUlBQcPXq02uePHj2KlJQURERENHNk1NTY9kRERGQs9E6spFIpHjx4IPQiVSc+Ph5KpRL79u3DkCFDMGTIELz00ksAoJPgaOvSjheSSCQYMGBAlQkqpFIpADz2cj6NRoMzZ87gwYMHwnqHDBmCv/76C/Hx8S1q2vXc3Fy8+uqr1U4139JERETAw8MDU6dOxZEjR6DRaABUtPeRI0cQGRkJDw+PRumRJMPCticiIiJjofelgEFBQTh9+jQSEhIwdOjQassoFArY2Nhg7dq1Ost3796tk1j17dsXp0+fxsWLFzFo0KAa1xkQEAATExPEx8fXemb62rVruHfvHubNm4fevXsLy1NSUvDxxx8jISGh1vUYE5VKhV9++aVV3MfK1tYWx48fR0hICEaNGoVu3brBx8cH169fR0pKCjw8PHD8+PFWMd22rW3tYxtbGrY9ERERGQu9e6yee+452NjYYNOmTVCpVDrPZWZmAqhIrAICAjBs2DCdf08//TSysrKEayu1dUVFRaG8vLzGdbq4uGDEiBH473//i6tXr+o89/DhQ6H3TDutenh4uM56IyIiYGpq2uIuB2xNfH19cfXqVWzduhXu7u64efMm3N3dsXXrVly9elVntsmWzNnZGc7OzmKH0azY9kRERGQM9O6xcnV1xfLly7F8+XKEhYVh3LhxsLCwwPnz55Gbm4sVK1bg1q1beO6556q8Vjutulwuh5+fH1xcXPDWW29h2bJlCA8Px5gxYwAABw4cAACd2QKXL1+OK1euYPr06YiIiECnTp1w69Yt7N+/HzExMcJ07h07doSbm5vOem1tbfHEE09ALpdj2bJl+m4yGQhbW1u8+OKLePHFF8UOhZoZ256IiIgMnd6JFQBMnDgRbm5u2Lp1K9atWweJRIKuXbsiMjJS6BUKDAys8rquXbvC0dERcrkcc+fOBQCMHz8erq6u2LJlC9auXQu1Wg0/Pz+sW7cOw4YNE17boUMHfP3119iwYQP279+P3NxctG/fHqGhoXB0dERubi6uXLmC0aNHVxtz3759sX37dqSmpqJz58712WyDYmZmhu7du9dppkRqOYKX7RI7BCIiIiKqhkSjHQ1Oj6WdcjEgIEDkSIxrqkqqHduy5WBbthxsy5aB7dhysC1bDmNqS32P/fUeY0WGobS0FJcuXRJmVCQiIiIiIvEwsTJSDx8+xJtvvomcnByxQyEiIiIiavWYWBERERERETUQEysiIiIiIqIGYmJFRERERETUQEysjFTbtm3x0UcfwdHRUexQiIiIiIhaPSZWRsrCwgIBAQGwsrISOxQiIiIiolaPiZWRysnJwfz583Hv3j2xQyEiIiIiavWYWBmp8vJyJCcnQ6VSiR0KEREREVGrx8SKiIiIiIiogZhYERERERERNRATKyNlbm6OPn36wNLSUuxQiIiIiIhaPSZWRqpdu3b48MMP4eTkJHYo1IwSVk1HwqrpYodBRERERI8wa+oVZGVlYfDgwQCAgwcPonv37gCADRs24LPPPqv1tVKpFAsWLMDSpUsfu57k5GTh7+zsbKxfvx6nT5/GgwcP4ObmhuHDh2Px4sWwtrZuwNYYjpKSEly4cAEeHh4tZpuIiIiIiIxVkydWcrkcNjY2aNOmDeRyuZBYPf300+jcubNQLiYmBr/88gtWrlwpLLO1tYWvry/WrFkjLDt58iROnjyJt99+G3Z2dlXWd/fuXYSHh+Phw4eIiIhA586dcfPmTRw4cADTpk1Dx44dm3Brm09eXh5WrFiB0NBQJlatyP3798UOgYiIiIiq0eSJlUKhQFBQEJycnKBQKPDSSy8BAPz8/ODn5yeUi4uLw5UrVzB27NgqdXTq1En4OzU1FSdPnsQzzzwDFxeXKmVXr16Nu3fvIiYmBv7+/sLyOXPmwNzcvDE3jajZFRYWiR0CEREREVWjScdYqVQqnDt3DjKZDP3798fPP/+MvLy8JltfdnY2Tpw4gREjRugkVQDQtm1b2NjYNNm6iYiIiIio9WrSxOrSpUsoKCjAgAEDIJPJUF5ejrNnzzbZ+i5fvozy8nL069evydZBRERERET0qCa9FFAul///9u48PqZz/wP4J3sysSWyIKiIJjQRjaSRCakSqpagRCLErqpcWtUF+Sl6La1ailLV2tKiYlBa91ZRnaEisbVqibUXiUQiETKTZSIzvz/cmWvMJDKZjFnyeb9eeYVznvOc7zPf0Z7vPOc8Azc3NwQEBMDGxga+vr6QSCTo06ePUc6XmZkJAEZ9jkqhUCAjI8No/VeXk5MTli5divz8fKPOApLxlZSUAIBe7ytzeA+StprkkswTc2kdmEfrwVxaD0vKpUKhgK1t9eehjDpjdeTIEURERMDGxgYAIBQKceTIESiVSqOcr7j40fMnjo6ORunfnDg4OCAgIIDPjRERERERmQGjzVjdvn0bV65cQUxMDHJycgAA/v7+2Lp1K86fP4+goKBaP6fqGSq5XF7rfavY2tpqLLphKseOHcN7772HH374AV5eXqYOhwyg+sSmOu+rv/772xzeg6RNn1ySeWMurQPzaD2YS+thSbk8c+aMXu2NVliJxWIAwLJly7Bs2TKNfRKJxCiFlY+PD4D/3RJozSoqKnDjxg08fPjQ1KEQEREREdV5Ri2sWrRogaSkJI3ty5cvh0QiwaRJk2r9nCEhIbC1tUVaWhqGDx9e6/0TmZqrK1e2JCIiIjJHRims5HI50tLS0K9fP3Tr1k1j38mTJ7Fx40YUFhaiUaNGtXpeT09PREdH49ChQzh//rzGkuv379+Hg4MDl1wni+bh4WHqEIiIiIhIB6MsXpGeno7i4mKEhoZq7QsPDzfqsutJSUlo3LgxRo0aheXLl0MkEmHp0qXo3bs3CgoKjHJOU3B0dERkZCScnZ1NHQoRERERUZ1nlBkriUQCADoLq9DQUNjZ2UEsFqNfv361fu6mTZtix44dWLVqFXbu3InCwkI0adIEffr0gbu7e62fz1QaNmyIf/7zn1Y1JiIiIiIiS2WjNNba51ZItTJISEiIiSMB/vjjDxw9ehTjxo2Di4uLqcMhA1jS6jhUNebSejCX1oF5tB7MpfWwpFzqe+1v1O+xIuMpKirCokWLcO/ePVOHQkRERERU57GwIiIiIiIiMhALKyIiIiIiIgOxsCIiIiIiIjIQCysL5ebmhvXr18PT09PUoRARERER1XksrCyUvb09WrVqBQcHB1OHQkRERERU57GwslD5+flISEjAnTt3TB0KEREREVGdx8LKQikUCuTm5qKiosLUoRARERER1XksrIiIiIiIiAzEwoqIiIiIiMhALKwslKOjI6Kjo+Hs7GzqUIiIiIiI6jwWVhaqYcOGmDVrFtzd3U0dChERERFRncfCykKVlJTgp59+gkwmM3UoRERERER1HgsrCyWVSrF8+XLcv3/f1KHQM5S+cBTSF44ydRhERERE9ASjF1a5ubkICAhAQEAALl68qLONXC5Hx44dERAQgIMHD1ba182bNzF9+nRERkYiODgYvXv3xooVK7Ta5efnY86cOXj55ZfRvn179OjRAwsXLkRJSUmtjYuIiIiIiEjF3tgnEIvFEAgEqF+/PsRiMdq1a6fV5tSpU5DJZGjVqhXEYjF69Oih1eby5ctITEyEo6Mjhg8fDi8vL2RkZGDz5s14++231e3u3LmDhIQE3L9/H8OHD0fLli3x999/Y/fu3Rg5ciSaN29u1PESGdPdu3dNHQIRERER6WD0wkoikSAsLAyNGzeGRCLBxIkTtdqIxWL4+fmhd+/eEIlEOvtJSkqCUqlESkoKmjVrpt4+fvx4jXaLFi3CnTt3kJKSgsDAQPX2CRMmwMHBoZZGRWQaMlmxqUMgIiIiIh2MeitgeXk5jh07BqFQiIiICPzxxx948OCBVjuxWAyhUAihUIicnBxcunRJY//58+dx9uxZxMbGahRVANC0aVP1n/Pz8/HLL78gOjpao6gCHq2iJxAIanF0puXu7o6tW7fCy8vL1KEQEREREdV5Rp2xOnXqFKRSKSIjI+Hm5oaKigocPXoUffr0Ube5desWrl+/junTp6NDhw4QCASQSCQICAhQtzlx4gQAICIiosrznT59GhUVFejUqZNxBgRAoVAgIyPDaP1Xl1wuR4MGDXD16lVTh0IGUj37p8/7yhzeg6StJrkk88RcWgfm0Xowl9bDknKpUChga1v9eSijzliJxWK4ubkhICAA3t7e8PX1hUQi0WgjkUhgZ2eHTp06wcHBAR07dtRqk5mZCQDw8fGp8nyqdnXhOar8/HwMGzaMz9wQEREREZkBo85YHTlyBBEREbCxsQEACIVC/PLLL1AqleptEokEgYGBqF+/vrrN559/DqlUinr16gEAiosfPVfi5ORU5flU7RwdHY0yHgCwtbVF27ZtjdZ/deXl5eHBgwdo3bq11u2RZFlUn9hU5331139/m8N7kLTpk0syb8yldWAerQdzaT0sKZdnzpzRq73RZqxu376NK1euoF27dsjJyUFOTg78/f1x9+5dnD9/HgBQVlaGtLQ0BAYGqtv4+fmhvLwcv//+u7ov1bNRZWVlVZ5T1U4ulxtpVERERERERNqMNmMlFosBAMuWLcOyZcs09kkkEgQFBSEtLQ0lJSXYtm0btm3bptWmV69eAP53C2BWVhbatGlT6TlV7VS3BBIRERERET0LRi2sWrRogaSkJI3ty5cvh0QiwaRJkyCRSCAQCLQKr+TkZI3nrEJDQwEAx48fR9euXSs9Z0hICGxtbZGWlobhw4fX4mjMj7OzM/r27WtVKx3S07m6Mt9ERERE5sgohZVcLkdaWhr69euHbt26aew7efIkNm7ciMLCQkgkEoSEhGi1yc7OxrFjx5CRkYG2bdsiODgYgYGBEIlEGDFihMYzRTk5OWjSpAkAwNPTE9HR0Th06BDOnz+vseT6/fv34eDgYDWFSP369fHuu++iUaNGpg6FniEPDw9Th0BEREREOhjlGav09HQUFxerZ5oeFx4ejoqKCnz33Xe4ceMGOnbsqLMN8L/bCQFgwYIFUCgUiIuLw5o1ayASiTB//nz07dtX49ikpCQ0btwYo0aNwvLlyyESibB06VL07t0bBQUFtTxS0ykuLsaOHTsglUpNHQoRERERUZ1nlBkr1W18ugqr0NBQ2NnZYfPmzZW2adOmDdzd3SEWi/Hmm28CANq1aweRSISVK1ciOTkZxcXF8PHxQWJiosaxTZs2xY4dO7Bq1Srs3LkThYWFaNKkCfr06QN3d/faHqrJyGQyrF27FuPGjVOvnkjWL3zWZlOHQEREREQ6GKWwmjVrFmbNmqVzX7169XDhwoWn9pGamqq1zdfXF8uXL3/qsd7e3pg/f/7TAyUiIiIiIqoFRv2CYCIiIiIiorqAhRUREREREZGBWFhZKHd3d+zatQve3t6mDoWIiIiIqM5jYWWh7Ozs0LBhQ9jZ2Zk6FCIiIiKiOo+FlYXKy8tD7969cfv2bVOHQkRERERU57GwsmByudzUIRAREREREVhYERERERERGYyFFRERERERkYFYWFkoFxcXDB48GK6urqYOhYiIiIiozmNhZaHq1auHSZMmoWHDhqYOhYiIiIiozmNhZaFkMhm+/fZbFBUVmToUIiIiIqI6j4WVhSouLsamTZtYWBERERERmQEWVkQWJH3hKKQvHGXqMIiIiIjoCfY1PTA3NxdRUVEAgB9++AHt2rXTanPhwgWsWrUKp06dQnl5OVq2bIkhQ4YgMTERu3btwsyZM596nkuXLqn/nJGRgVWrVuHkyZMoLy/H888/j6FDh2LgwIGwsbFRt7t16xZWrlyJY8eOQSaToVWrVhg0aBCGDh0KR0fHmg6ZiIiIiIhIpxoXVmKxGAKBAPXr14dYLNYqrFJTUzFhwgQ0a9YMEyZMQMOGDXH69Gl89913SExMxEsvvYTFixer2x84cAAHDhzARx99hHr16mmdLz09HePHj4e3tzfGjRsHNzc3/PXXX5g7dy5effVV9ep4165dw7Bhw2Bvb4+EhAQ0adIEV69exapVqxAREQF/f/+aDpmIiIiIiEinGhdWEokEYWFhaNy4MSQSCSZOnKjeJ5fLMXPmTHh5eUEkEqF+/foAgCFDhiA7OxsA0KJFC7Ro0UJ9zM2bN3HgwAG8+uqr8PT01DiXXC7HjBkz4OnpiZ07d6JBgwbq/saMGaMxC5WUlASFQoGUlBT4+Piot48bNw729jUertnx8PDAv/71LzRt2tTUodAzdPfuXVOHQEREREQ61OgZq/Lychw7dgxCoRARERH4448/8ODBA/X+3377DdnZ2Rg7dqy6qFKpSSEgFouRlZWFsWPHqosqFV9fXzg4OAB4dOvhmTNnEBsbq1FUAYCnpyfc3Nz0Prc5s6ZCkapHJiuGTFZs6jCIiIiI6Ak1KqxOnToFqVSKyMhICIVCVFRU4OjRo+r96enpAIBOnTrVSpDV7U/VLiIiolbOa87u3r2LV199VT0DSEREREREplOjKQ+xWAw3NzcEBATAxsYGvr6+kEgk6NOnDwAgMzMTALRmjWpKV3/3799HRUUFAEAgEMDZ2Vlnu6KiIpSXlwMAnJ2dIRAIDIpFoVAgIyPDoD5qQ2lpKYBHz5Q9PltIlqekpAQA9HpfmcN7kLTVJJdknphL68A8Wg/m0npYUi4VCgVsbas/D1WjGasjR44gIiJCvRKfUCjEkSNHoFQqAfzvBXNycqpJ91p09RcTEwOhUAihUIjk5ORK202YMEHd7pNPPqmVeIiIiIiIiB6n94zV7du3ceXKFcTExCAnJwcA4O/vj61bt+L8+fMICgqCi4sLAKCsrEz9Z0M4Oztr9bds2TLcvn0b77//vrrd4+dVmTVrFoqKijBmzBiD4wAAW1tbtG3btlb6MkReXh4AwM/PD82aNTNxNGQI1Sc21Xlf/fXf3+bwHiRt+uSSzBtzaR2YR+vBXFoPS8rlmTNn9Gqvd2ElFosBPCpsli1bprFPIpEgKCgIzZs3BwBkZWWhTZs2+p5Ci6q/27dvw8/PDwAQFhamvvVPRXUL4O3bt9Xnbd++vcHnN0cuLi5ITEzUuTQ9ERERERE9W3rfCigWi9GiRQusXbtW4ycgIAASiQQAEBoaCgBIS0urlSDDwsIAACdPnqyVdtagXr16GDNmjNYqiWTdXF0FcHU17DlBIiIiIqp9ehVWcrkcaWlpEAqF6Natm8ZPVFQUzp49i8LCQnTv3h1eXl7YsGEDioqKNPpQ3T6oj27dusHb2xsbN26ETCartF379u0RGBiIlJQU5Obm6n0eSyKVSrFu3TouXFHHeHh4wMPDw9RhEBEREdET9Cqs0tPTUVxcrJ6Relx4eLh62XUnJycsXLgQd+7cQWxsLNavX48dO3Zg1qxZGD16tN5BOjk5YdGiRcjMzMSQIUOwYcMGbN26Ff/3f/8HABor/S1cuBAPHz7EkCFDsHbtWmzfvh1Tp04FALi6uup9bnNVUlKC7du3QyqVmjoUIiIiIqI6T69nrJ681e9xoaGhsLOzg1gsRr9+/RAVFYWtW7di9erVWLt2LcrLy/Hcc88hISGhRoF27twZ27ZtwxdffIEvv/wSpaWlaN26NebMmaPRZ9u2bSESibBixQps2rQJUqkUzZs3x7Rp0zB27NganZuIiIiIiKgqNkrVGun0VKqVQUJCQkwcyaMl74cOHYoTJ05wVUALZ0mr41DVmEvrwVxaB+bRejCX1sOScqnvtX+NvseKzIM+X1hGRERERETGwytzC+Xp6YkDBw5wtoqIiIiIyAywsLJQCoUCMpkMCoXC1KEQEREREdV5LKwsVH5+Pvr371+j5euJiIiIiKh2sbAiIiIiIiIyEAsrIiIiIiIiA7GwIiIiIiIiMhALKwslEAgwfvx41K9f39ShEBERERHVeSysLJSrqysSEhJYWBERERERmQEWVhaqqKgIK1euRGFhoalDISIiIiKq81hYWajS0lLs2bMHxcXFpg6FiIiIiKjOY2FFRERERERkIBZWREREREREBmJhZcEEAgFsbGxMHQY9Q+kLRyF94ShTh0FERERET6hxYZWbm4uAgAAEBATg4sWLOttcuHABb731FsLDwxESEoIBAwbgu+++02p38+ZNTJ8+HZGRkQgODkbv3r2xYsUKnX2OGzcOAQEBWLBgQaWxSaVSfPbZZ4iOjkb79u3xyiuvICkpCXfv3q3ZYM2Qp6cnfvzxRzRt2tTUoRARERER1Xn2NT1QLBZDIBCgfv36EIvFaNeuncb+1NRUTJgwAc2aNcOECRPQsGFDnD59Gt999x0SExPV7S5fvozExEQ4Ojpi+PDh8PLyQkZGBjZv3oy3335bo8+SkhKkp6fD19cXEokESUlJWnHJZDKMGDECV65cwdChQ9G2bVtkZ2dj9+7d6N+/Pzw8PGo6ZLNSUVGBe/fuoaKiAnZ2dqYOh54Ra/pwgIiIiMia1LiwkkgkCAsLQ+PGjSGRSDBx4kT1PrlcjpkzZ8LLywsikUj9XUtDhgxBdna2Rj9JSUlQKpVISUlBs2bN1NvHjx+vdc7U1FTI5XJMnToV06ZNw82bN9GyZUuNNmvWrMGFCxewZs0aREdHq7dPmDABMpmspsM1OwUFBRg6dChOnDih8bqRdZPJuAokERERkTmq0a2A5eXlOHbsGIRCISIiIvDHH3/gwYMH6v2//fYbsrOzMXbsWK0vsH381rXz58/j7NmziI2N1SoOdN3iJhaL4e/vjx49esDZ2RlisVgrLpFIhKCgII2iCgCcnJzg7u5ek+ESERERERFVqUaF1alTpyCVShEZGQmhUIiKigocPXpUvT89PR0A0KlTpyr7OXHiBAAgIiKiWuc9cuQIhEIhHB0dERoaColEorH/ypUrKCwsfOp5iYiIiIiIalONbgUUi8Vwc3NDQEAAbGxs1M889enTBwCQmZkJAPDx8amyn+q2Ax4VTVlZWRAKhQAeFWOrV69GaWkpnJ2d9e6vphQKBTIyMozWf3WVlpYCAK5du6YxW0iWp6SkBAD0el+Zw3uQtNUkl2SemEvrwDxaD+bSelhSLhUKBWxtqz8PVaMZqyNHjiAiIkK91LdQKMSRI0egVCoB/O8Fc3JyqrKf4uLiarUDHj3TZW9vj5deegnAo8KqtLQUaWlpNerP0rm6uuLNN99EvXr1TB0KEREREVGdp/eM1e3bt3HlyhXExMQgJycHAODv74+tW7fi/PnzCAoKgouLCwCgrKxM/WddBAKBut3TiMViPP/885BKpZBKpfDw8IBAIIBEIkHXrl317q+mbG1t0bZtW6P1X10ZGRmIi4szi1jIMKpPbKqTy7/++5t5N0/65JLMG3NpHZhH68FcWg9LyuWZM2f0aq93YaVaMGLZsmVYtmyZxj6JRIKgoCA0b94cAJCVlYU2bdpU2pfqlr2ntZNKpTh9+jTKy8vVRdTj59TVn7V78OAB1q5di6VLl8LNzc3U4RARERER1Wk1KqxatGih9R1Sy5cvh0QiwaRJkxAaGopvv/0WaWlpVRZMoaGhAIDjx49rFUyPO3bsGMrLyzF79myN56eOHz+OTZs24e+//4avry/8/f3RoEEDjdsDrVVZWRn279+P+fPns7CqQ1xdBaYOgYiIiIh00OsZK7lcjrS0NAiFQnTr1k3jJyoqCmfPnkVhYSG6d+8OLy8vbNiwAUVFRRp9qG4fBIDg4GAEBgZCJBLh9u3blbYTi8VwcXFBfHy8xjnj4uIA/G/WysHBAYMGDcK5c+fw66+/avRXVlaGgoICfYZLZHY8PDys5kuuiYiIiKyJXoVVeno6iouL1TNNjwsPD1cvu+7k5ISFCxfizp07iI2Nxfr167Fjxw7MmjULo0eP1jhuwYIFUCgUiIuLw5o1ayASiTB//nz07dtX3UYikSA4OBgODg4ax/r5+am/oFhlypQp8Pf3x9tvv40FCxZAJBLhiy++QJ8+fXDlyhV9hktERERERFQtet0KqCpgdBVWoaGhsLOzg1gsRr9+/RAVFYWtW7di9erVWLt2LcrLy/Hcc88hISFB47h27dpBJBJh5cqVSE5ORnFxMXx8fJCYmAjg0QNuubm5iI2N1RlTWFgYDh8+jJKSEri4uKBevXrq8/7yyy/Ytm0bPDw8IBQK0bp1a32Ga9ZsbGzQuHFjvZaAJMsXPmuzqUMgIiIiIh1slKo10umpVCuDhISEmDgSy1pRharGXFoP5tJ6MJfWgXm0Hsyl9bCkXOp77c/pDgv18OFDZGZmory83NShEBERERHVeSysLNS9e/cwatQo5OXlmToUIiIiIqI6j4UVERERERGRgVhYERERERERGYiFFRERERERkYFYWFmoevXq4f3330ejRo1MHQoRERERUZ3HwspCubi44LXXXoNAIDB1KEREREREdR4LKwt1//59zJs3DwUFBaYOhYiIiIiozmNhZaHkcjkkEglKS0tNHQoRERERUZ3HwoqIiIiIiMhALKyIiIiIiIgMxMLKQtnZ2cHHxwf29vamDoWIiIiIqM5jYWWh3N3dkZycDC8vL1OHQs9Q+sJRSF84ytRhEBEREdETjF5YpaamYvTo0QgNDUVoaCji4+Oxb98+jTYXLlzAW2+9hfDwcISEhGDAgAH47rvvtPq6efMmpk+fjsjISAQHB6N3795YsWKFzvOOGzcOAQEBWLBggVHGZWrl5eW4evUq5HK5qUMhIiIiIqrzjFpY7dmzB2PGjMGDBw8wdepUvPfee/D29kZKSoq6TWpqKuLj43H9+nVMmDABs2bNwgsvvKBVWF2+fBmxsbFIS0vD8OHDMXv2bERGRmLz5s1a5y0pKUF6ejp8fX0hkUiMOUSTKSwsxJtvvom7d++aOhQiIiIiojrPaA/o5OfnY968eQgODsaWLVvg4OAAAEhISEB2djaAR0uGz5w5E15eXhCJRKhfvz4AYMiQIeo2KklJSVAqlUhJSUGzZs3U28ePH6917tTUVMjlckydOhXTpk3DzZs30bJlS2MNleiZYSFNREREZJ6MNmO1d+9eyGQyTJo0SV1UqTRt2hQA8NtvvyE7Oxtjx45VF1VPtgGA8+fP4+zZs4iNjdUoqp5spyIWi+Hv748ePXrA2dkZYrG4toZFZFIyWTFksmJTh0FERERETzBaYZWeng4bGxuEh4dX2QYAOnXqVGVfJ06cAABERERU69xHjhyBUCiEo6MjQkNDrfZ2QCIiIiIiMg9GuxUwMzMTbm5uEAgEVbYBAB8fn6f2VZ12AHDlyhVkZWVBKBQCeFSMrV69GqWlpXB2dq5u+JVSKBTIyMgwuB9D2dvbY8aMGcjNzcWDBw9MHQ4ZoKSkBAD0el+Zw3uQtNUkl2SemEvrwDxaD+bSelhSLhUKBWxtqz8PZbQZq5KSEjg5OT21DYCntisuLq5WOwCQSCSwt7fHSy+9BOBRYVVaWoq0tLTqhG0xnJ2d0aVLl1opFomIiIiIyDBGm7FycXF56oP2Li4uAICysjL1n3VRzXqVlZU99bxisRjPP/88pFIppFIpPDw8IBAIIJFI0LVrVz1GoJutrS3atm1rcD+GSktLwyeffIL169fD3d3d1OGQAVSf2FTnffXXf3+bw3uQtOmTSzJvzKV1YB6tB3NpPSwpl2fOnNGrvdEKKx8fH1y5cgXFxcWV3g7YvHlzAEBWVhbatGlTZV/VaSeVSnH69GmUl5drFVHW9pyVXC5Heno6SktLTR0KEREREVGdZ7RbAcPCwqBUKtULVOgSGhoKAE+9TU/V7vjx41W2O3bsGMrLyzF79mysXbtW/TN69GjcvHkTf//9t56jIDIvrq4CuLpW/twiEREREZmG0Qqr/v37QyAQYM2aNSgvL9fYl5OTAwDo3r07vLy8sGHDBhQVFelsAwDBwcEIDAyESCTC7du3K20nFovh4uKC+Ph4dOvWTf0TFxcHwPpmraju8fDwgIeHh6nDICIiIqInGO1WQC8vLyQlJSEpKQnx8fEYOHAgHB0dcfz4cRQWFmLTpk1wcnLCwoUL8dZbbyE2NhZxcXFo0KABzpw5g9OnT+Pnn39W97dgwQIkJiYiLi4Ow4YNg5eXFzIyMrB7926cOnUKwKPCKTg4WOt7s/z8/NC4cWNIJBKMGjXKWEN+puzs7ODn56c1ViIiIiIievaMVlgBQGxsLLy9vbFu3TosX74cNjY2aNOmDRITE9VtoqKisHXrVqxevRpr165FeXk5nnvuOSQkJGj01a5dO4hEIqxcuRLJyckoLi6Gj4+Puq+MjAzk5uYiNjZWZyxhYWE4fPgwSkpKqlwow1K4u7tj3bp18PT0NHUoRERERER1nlELK+BR4RQVFVVlm+DgYHz11VdP7cvX1xfLly/Xua9t27a4dOlSpceuXLnyqf1bErlcjkuXLsHX17day9CTdQiftdnUIRARERGRDkZ7xoqM6/79+3jnnXeQn59v6lCIiIiIiOo8FlZEREREREQGYmFFRERERERkIBZWREREREREBmJhZaEaNGiAhQsXws3NzdShEBERERHVeSysLJSTkxM6depkFUvHExERERFZOhZWFurevXuYNm0a7t69a+pQiIiIiIjqPBZWFurhw4c4e/Ys5HK5qUMhIiIiIqrzWFgREREREREZiIUVERERERGRgVhYWSh7e3sEBQXB0dHR1KEQEREREdV5LKwslJubG1asWAEPDw9Th0JEREREVOexsLJQcrkcJ06cQGlpqalDISIiIiKq81hYWaj79+9jxowZKCgoMHUo9AylLxyF9IWjTB0GERERET3B6IVVamoqRo8ejdDQUISGhiI+Ph779u3TaCOXy9GxY0cEBATg4MGDlfZ18+ZNTJ8+HZGRkQgODkbv3r2xYsUKrXYZGRmYPHkyOnXqhI4dOyI+Ph67d++GUqms9fEREREREREZtbDas2cPxowZgwcPHmDq1Kl477334O3tjZSUFI12p06dgkwmQ6tWrSAWi3X2dfnyZcTGxiItLQ3Dhw/H7NmzERkZic2bN2u0S09PR1xcHC5fvoxx48Zh5syZCAgIwNy5c1FcXGy0sRI9C3fv3uWXQhMRERGZIXtjdZyfn4958+YhODgYW7ZsgYODAwAgISEB2dnZGm3FYjH8/PzQu3dviEQinf0lJSVBqVQiJSUFzZo1U28fP368+s9yuRwzZsyAp6cndu7ciQYNGgAAhgwZgjFjxnAFPbJ4Mhk/HCAiIiIyR0absdq7dy9kMhkmTZqkLqpUmjZtqvF3sVgMoVAIoVCInJwcXLp0SWP/+fPncfbsWcTGxmoUVU/2JRaLkZWVhbFjx6qLKhVfX1+tOCxZw4YNsWzZMjRu3NjUoRARERER1XlGK6zS09NhY2OD8PDwKtvdunUL169fh1AoRIcOHSAQCCCRSDTanDhxAgAQERHx1HMCQKdOnQyI3DI4OjqiQ4cOcHJyMnUoRERERER1ntFuBczMzISbmxsEAkGV7SQSCezs7NCpUyc4ODigY8eOkEgkeOONNzT6AgAfH5+nnvPJdvfv30dFRQUAQCAQwNnZuUbjUVEoFMjIyDCoj9pw+/ZtzJ07F5988gnc3d1NHQ4ZoKSkBAD0el+Zw3uQtNUkl2SemEvrwDxaD+bSelhSLhUKBWxtqz8PZbQZq5KSkmrNpkgkEgQGBqJ+/foAAKFQiDNnzkAqlarbqBadeFp/qkQ93i4mJkZ9m2FycrLe4zBXFRUVuHbtmrpoJCIiIiIi0zHajJWLi8tTVy8rKytDWloaBg4ciJycHACAn58fysvL8fvvv6NXr14AoJ71Kisrq7I/1WxUWVkZXFxcAADLli3D7du38f777xs0HhVbW1u0bdu2VvoyRF5eHoBHr9eTz52RZVF9YlOd99Vf//1tDu9B0qZPLsm8MZfWgXm0Hsyl9bCkXJ45c0av9kabsfLx8cG9e/eqXOI8LS0NJSUl2LZtG7p27YquXbti4sSJAKDxnJXq1r6srKwqz9m8eXMAj26TUwkLC0PHjh1rPA4iIiIiIqKnMVphFRYWBqVSqV5QQheJRAKBQIC1a9dq/ERGRmoUVqGhoQCA48ePP/WcAHDy5MlaGIF5c3BwQFhYGBevqGNcXQVwda36uUUiIiIievaMVlj1798fAoEAa9asQXl5ucY+1W1/EokEISEh6Natm8ZPz549kZubq54qDA4ORmBgIEQikcZs1ON9AUC3bt3g7e2NjRs3QiaTGWtoZqFRo0b49NNPudx6HePh4QEPDw9Th0FERERETzDaM1ZeXl5ISkpCUlIS4uPjMXDgQDg6OuL48eMoLCzEnDlzcOPGDfTv31/rWNUS7WKxWH3/5YIFC5CYmIi4uDgMGzYMXl5eyMjIwO7du3Hq1CkAjxatWLRoEd58800MGTIEsbGxcHZ2xi+//AIAT12h0JKUlZUhPT0dzz33nPp5MiIiIiIiMg2jFVYAEBsbC29vb6xbtw7Lly+HjY0N2rRpg8TERPWtfqrb/B7Xpk0buLu7QywW48033wQAtGvXDiKRCCtXrkRycjKKi4vh4+ODxMREjWM7d+6Mbdu24YsvvsCXX36J0tJStG7dGnPmzEFCQoIxh/tMPXjwAHPnzkXfvn1ZWNUh4bM2mzoEIiIiItLBqIUVAERFRSEqKkrnvlGjRlV6XGpqqtY2X19fLF++/KnnbN++Pb766qvqB0lERERERGQAoz1jRUREREREVFewsCIiIiIiIjIQCysL1ahRI3z55ZdcIY6IiIiIyAywsLJQDg4O8Pf3h6Ojo6lDISIiIiKq81hYWaiCggKMHj0aubm5pg6FiIiIiKjOY2FloSoqKnDr1i08fPjQ1KEQEREREdV5LKyIiIiIiIgMxMKKiIiIiIjIQCysLJSjoyO6dOkCZ2dnU4dCRERERFTnsbCyUA0bNsS8efPg7u5u6lCIiIiIiOo8FlYWqqSkBL/88guKi4tNHQoRERERUZ3HwspCSaVSfPrppygsLDR1KEREREREdR4LKyILkr5wFNIXjjJ1GERERET0hBoXVqmpqRg9ejRCQ0MRGhqK+Ph47Nu3T6PNhQsX8NZbbyE8PBwhISEYMGAAvvvuO5399erVCwEBAdi0aVOl58zIyMDkyZPRqVMndOzYEfHx8di9ezeUSqVGO6lUis8++wzR0dFo3749XnnlFSQlJeHu3bs1HS4REREREVGlalRY7dmzB2PGjMGDBw8wdepUvPfee/D29kZKSoq6TWpqKuLj43H9+nVMmDABs2bNwgsvvKCzsLp58yb+85//wNfXFxKJROc509PTERcXh8uXL2PcuHGYOXMmAgICMHfuXI3njGQyGUaMGIHNmzejW7dumDNnDgYPHozU1FRcu3atJsMlIiIiIiKqkr2+B+Tn52PevHkIDg7Gli1b4ODgAABISEhAdnY2AEAul2PmzJnw8vKCSCRC/fr1AQBDhgxRt3mcWCyGq6srxo0bh48//hglJSVwcXFR75fL5ZgxYwY8PT2xc+dONGjQQN3fmDFj4OjoqG67Zs0aXLhwAWvWrEF0dLR6+4QJEyCTyfQdrtlyc3PDxo0b4enpaepQ6BnirCsRERGRedJ7xmrv3r2QyWSYNGmSuqhSadq0KQDgt99+Q3Z2NsaOHasuqp5s8zixWIzw8HB06dIFcrkcqampWvuzsrIwduxYdVGl4uvrq46jvLwcIpEIQUFBGkUVADg5OVnV0uT29vZo2bKlVg7IuslkxZDJuBIkERERkbnRu7BKT0+HjY0NwsPDq2wDAJ06dXpqf6WlpUhPT4dQKETTpk3RqlUrrdsBq9vflStXUFhYWK3zWrr8/HzEx8fjzp07pg6FiIiIiKjO0/tWwMzMTLi5uUEgEFTZBgB8fHye2t/x48dRVlYGoVAI4FHx9GRhpau/+/fvo6KiAgAgEAjg7Oys13lrSqFQICMjw2j9V1dxcTHu3r2Ly5cv4969e6YOhwxQUlICAHq9r8zhPUjaapJLMk/MpXVgHq0Hc2k9LCmXCoUCtrbVn4fSe8aqpKQETk5OT20D4KntAEAikcDDwwP+/v4AAKFQiKysLI2FJnT1FxMTA6FQCKFQiOTkZABQL2JRnfMSERERERHVFr1nrFxcXJ76AL1q4YmysjKNRSh0kUgkaN++PXJycgAArVq1AvDouSo/Pz8AgLOzs1Z/y5Ytw+3bt/H++++r+1LNopWVlek5quqztbVF27ZtjdZ/deXl5QEA/Pz80KxZMxNHQ4ZQfWJTnffVX//9bQ7vQdKmTy7JvDGX1oF5tB7MpfWwpFyeOXNGr/Z6z1j5+Pjg3r17GkucP6l58+YAgKysrCr7unbtGm7duoXDhw+ja9eu6Nq1KwYOHAgAGrcDqvq7ffu2eltYWBg6duyoFVt1zmsNnJyc0LNnz6cWrkREREREZHx6F1ZhYWFQKpXqBSV0CQ0NBQCkpaVV2ZeqeFq+fDnWrl2r/omJicHJkyfVy6OHhYUBAE6ePFllf/7+/mjQoMFTz2sNGjRogBkzZsDNzc3UoRARERER1Xl6F1b9+/eHQCDAmjVrUF5errFPdTtf9+7d4eXlhQ0bNqCoqEhnG+DR7X6tWrVCnz590K1bN/VPTEwMysvL1cuud+vWDd7e3ti4cWOV30Xl4OCAQYMG4dy5c/j111819pWVlaGgoEDf4ZqtkpIS9dL3VHe4ugrg6lr5wjFEREREZBp6P2Pl5eWFpKQkJCUlIT4+HgMHDoSjoyOOHz+OwsJCbNq0CU5OTli4cCHeeustxMbGIi4uDg0aNMCZM2dw+vRp/Pzzz5DJZDh58iRiYmK0zhEaGgo7OztIJBL06NEDTk5OWLRoEd58800MGTIEsbGxcHZ2xi+//AIAGisUTpkyBceOHcPbb7+NoUOHIiAgADk5Odi9ezcWLlxoNUuxS6VSrFixAomJiXB1dTV1OPSMeHh4mDoEIiIiItJB78IKAGJjY+Ht7Y1169Zh+fLlsLGxQZs2bZCYmKhuExUVha1bt2L16tVYu3YtysvL8dxzzyEhIQEAkJqaivLycvVtg4+rV68e2rVrp/GcVefOnbFt2zZ88cUX+PLLL1FaWorWrVtjzpw56j5Vx6rO+8svv2Dbtm3w8PCAUChE69atazJcIiIiIiKiKtkolUqlqYOwFKqVQUJCQkwcCXDkyBEMHToUJ06c4KqAFs6SVsehqjGX1oO5tA7Mo/VgLq2HJeVS32t/vZ+xIiIiIiIiIk0srCyUu7s7vv/+e3h5eZk6FCIiIiKiOo+FlYWys7ODp6cn7O1r9JgcERERERHVIhZWFiovLw8DBgxAdna2qUMhIiIiIqrzWFhZMKlUCq49QkRERERkeiysiIiIiIiIDMTCioiIiIiIyEAsrCyUs7MzYmJiIBAITB0KEREREVGdx8LKQtWvXx/vvPMOGjVqZOpQiIiIiIjqPBZWFqq4uBjbt2+HVCo1dShERERERHUeCysLJZPJsG7dOjx48MDUoRARERER1XksrIiIiIiIiAzEwoqIiIiIiMhALKyILEj6wlFIXzjK1GEQERER0RNqXFilpqZi9OjRCA0NRWhoKOLj47Fv3z6NNnK5HB07dkRAQAAOHjxYaV83b97E9OnTERkZieDgYPTu3RsrVqzQ2XbcuHEICAjAggULqozvo48+QkBAACZNmqT/4CxA48aN8cMPP6BJkyamDoWIiIiIqM6rUWG1Z88ejBkzBg8ePMDUqVPx3nvvwdvbGykpKRrtTp06BZlMhlatWkEsFuvs6/Lly4iNjUVaWhqGDx+O2bNnIzIyEps3b9ZqW1JSgvT0dPj6+kIikVQZo0Qiga+vL1JTUyGXy2syTLNma2uL+vXrw9aWk451yd27d3H37l1Th0FERERET7DX94D8/HzMmzcPwcHB2LJlCxwcHAAACQkJyM7O1mgrFovh5+eH3r17QyQS6ewvKSkJSqUSKSkpaNasmXr7+PHjtdqqiqSpU6di2rRpuHnzJlq2bKnV7tKlS8jOzsby5csxbdo0nDp1CkKhUN+hmrW8vDwkJiYiNTVV43Uj6yaTFZs6BCIiIiLSQe/pjr1790Imk2HSpEnqokqladOmGn8Xi8UQCoUQCoXIycnBpUuXNPafP38eZ8+eRWxsrFZx8GRfqv78/f3Ro0cPODs7VzoLJhaL0aBBA/Tq1QstWrSotJ2le/jwoalDICIiIiIi1KCwSk9Ph42NDcLDw6tsd+vWLVy/fh1CoRAdOnSAQCDQun3vxIkTAICIiIhqnfvIkSMQCoVwdHREaGhopbcDSiQShIeHw87ODkKh8Km3DRIRERERERlC71sBMzMz4ebmBoFAUGU7iUQCOzs7dOrUCQ4ODujYsSMkEgneeOMNjb4AwMfH56nnvXLlCrKystS39EVERGD16tUoLS2Fs7Ozul1RURHOnDmDmTNnqtulpKQgMzMTzZs313e4WhQKBTIyMgzux1ClpaUAgGvXrvFLgi1cSUkJAOj1vjKH9yBpq0kuyTwxl9aBebQezKX1sKRcKhQKvdYz0HvGqqSkBE5OTk9tJ5FIEBgYiPr16wMAhEIhzpw5A6lUqm5TXPzoeZHq9mdvb4+XXnoJwKOCqbS0FGlpaRrtfv/9dzx8+FCjALOxsbG6WStnZ2cMGjQILi4upg6FiIiIiKjO03vGysXF5amrkpWVlSEtLQ0DBw5ETk4OAMDPzw/l5eX4/fff0atXLwBQz3qVlZU99bxisRjPP/88pFIppFIpPDw81LcXdu3aVaOdm5sbXF1d1ed+7rnnIJFIMGzYMH2Hq8XW1hZt27Y1uJ/aMHnyZLOJhWpO9YlNdXL5139/M+/mSZ9cknljLq0D82g9mEvrYUm5PHPmjF7t9S6sfHx8cOXKFRQXF1d6O2BaWhpKSkqwbds2bNu2TWOfRCJRF1aqWwCzsrLQpk2bSs8plUpx+vRplJeXaxRRqv5UlEoljhw5gnv37mm1y83NhVwuh6OjY/UHa8ZkMhlEIhFmzZqlnhUkIiIiIiLT0LuwCgsLw+HDh5Geno5XXnlFZxuJRAKBQIBly5ZpbE9OTtYohEJDQwEAx48f1yqEHnfs2DGUl5dj9uzZGs9jHT9+HJs2bcLff/8NX19fXLhwAXl5eXjrrbfQoUMHdbsrV65g6dKlSE9PR5cuXfQdslkqLi5GcnIypkyZwsKqDnF1rfrZRiIiIiIyDb0Lq/79+2P16tVYs2YNOnfurLHkek5ODpo0aQKJRIKQkBB069ZN49js7GwcO3YMGRkZaNu2LYKDgxEYGAiRSIQRI0ZoLLmu6gt4dHufi4sL4uPjNc7XsmVLbNq0Sf1lwKpl1RMSEuDt7a1uFx4ejs8//xwSicRqCiuqmzw8PEwdAhERERHpoPfiFV5eXkhKSsKff/6J+Ph4JCcn4/vvv8c777yDGTNm4O+//8aNGzfQsWNHrWNVS7Q//r1SCxYsgEKhQFxcHNasWQORSIT58+ejb9++6jYSiQTBwcFa35vl5+eHxo0bq2fBJBIJmjdvrlFUAYCrqyteeOEFq/0+KyIiIiIiMi29CysAiI2NxTfffANXV1csX74cixcvxu3btzFo0CB1kaO6ze9xbdq0gbu7u0aB065dO4hEIrz00ktITk7Gxx9/jN9//x2JiYkAHj3glpubq7M/4NGtienp6bhz5w7Onj1babuXXnoJ//nPf3Dz5s2aDJnILITP2ozwWZtNHQYRERERPcFGqVQqTR2EpVCtDBISEmLiSICLFy/i4cOHCAoKgo2NjanDIQNY0uo4VDXm0nowl9aBebQezKX1sKRc6nvtX6MZKyIiIiIiIvofFlYW6u7du3jttdeQnZ1t6lCIiIiIiOo8FlZEREREREQGYmFFRERERERkIC5eoYdTp04BAGxtTV+PVlRUoLS0FAKBgItXWDiFQgHAPN5XZBjm0nowl9aBebQezKX1sKRcqmKtbNXxJ+n9BcFkHuzs7ODq6mrqMKgWWMJ/WKh6mEvrwVxaB+bRejCX1sOac8kZKyIiIiIiIgNZb8lIRERERET0jLCwIiIiIiIiMhALKyIiIiIiIgOxsCIiIiIiIjIQCysiIiIiIiIDsbAiIiIiIiIyEAsrIiIiIiIiA7GwIiIiIiIiMhALKyIiIiIiIgOxsCIiIiIiIjIQCysiIiIiIiIDsbAiIiIiIiIyEAsrIiIiIiIiA7GwIiIiIiIiMhALq2dALpdjyZIliIqKQnBwMGJjY3HkyJFqHfvgwQN89NFHiIiIwIsvvogRI0bgr7/+0tn29OnTGDZsGDp06IDIyEjMmzcPMplMq51CocDXX3+N6OhotG/fHv369cOePXsMGmNdYU65vHbtGhYvXowBAwYgJCQEXbp0wYQJEyrtkzSZUy6fdPLkSQQEBCAgIAB5eXl6j62uMcdc3rp1C++99x4iIyPRvn179OzZE5988kmNx1hXmFsuc3Nz8dFHHyE6OhrBwcGIjo7G3LlzcefOHYPGWRc8i1wePXoUSUlJ6N+/P1544QW0b9++0j557VMz5pRHS7jusVEqlUpTB2Ht3n33Xezfvx8jR45Eq1atsHv3bpw9exabNm1CeHh4pccpFAoMGzYMly5dwtixY+Hu7o5t27YhKysLIpEIfn5+6rYXL15EfHw8Wrdujbi4ONy5cwcbN25EaGgoNm7cqNHv0qVLsW7dOgwZMgTBwcE4dOgQfvvtN3z22Wfo37+/0V4Ha2BOufz0008hEonw6quvIjg4GEVFRdi+fTuysrLw9ddfo3PnzkZ9LSydOeXyyf4HDRqEGzduoLi4GEePHoWnp2etj9+amFsuL168iJEjR8LT0xMDBw6Em5sbcnJy8Pfff2PZsmVGex2sgTnlUiaTISYmBjKZDAkJCfDx8cHVq1fx/fffw8PDA/v27YOzs7NRXw9L9ixyOWPGDOzbtw/t2rXDvXv3kJOTU+lFNq99asac8mgR1z1KMqo///xT6e/vr/zqq6/U20pLS5U9evRQDh48uMpj9+3bp/T391fu27dPvS0/P18ZFhamnDp1qkbb8ePHKyMjI5UPHjxQb0tJSVH6+/srf/vtN/W2nJwcZWBgoPKjjz5Sb1MoFMphw4YpO3furCwvL6/xWK2dueXyr7/+UkqlUo1jCwoKlBEREcq4uLgajbGuMLdcPm7r1q3K8PBw5fz585X+/v7K3NzcmgyxzjC3XFZUVCj79eunHDJkiLKkpMTQ4dUp5pbLvXv3Kv39/ZWHDh3SOH7z5s1V/humZ5fLnJwcZVlZmVKpVCo//PBDZVBQkM4+ee1TM+aWR0u47uGtgEb2888/w9bWFvHx8eptTk5OiI2NxV9//YXMzMxKj92/fz/c3Nzw2muvqbe5u7ujd+/eOHz4MEpLSwEAUqkUx44dQ79+/VC/fn112wEDBkAgEODf//63etvBgwdRXl6OhIQE9TYbGxskJCQgLy8Pp06dqpVxWyNzy2VQUBBcXV01zuPm5oawsDBcvXrV4PFaM3PLpUphYSE+//xzTJ06FQ0aNKiNoVo9c8vl0aNHcfnyZUyePBnOzs4oKSnBw4cPa3PIVsvccllUVAQAWjPGqr+7uLgYMFrr9ixyCQDe3t5wdHR8ajy89qkZc8ujJVz3sLAysosXL6Jly5Zo2LChxvbg4GD1/qqOfeGFF2Brq5mm9u3bo6ysDNevXwcAXLp0CQ8fPkRQUJBGO0dHR7Rr1w4XLlzQ6NPR0REBAQF6x1PXmVsuK5OXlwc3N7dqjamuMtdcrlixAp6enhg6dGiNxlUXmVsuU1NT1fsGDRqEF198ES+++CKmTp2KgoKCmg+0DjC3XIaFhcHGxgbz58/H6dOncefOHfz+++/4/PPP8dJLLyEsLMyg8VqzZ5FLfePhtY/+zC2PlTGn6x4WVkaWl5en8/kI1bbc3Fy9j/Xy8tI4VvVwe2XnefwceXl58PDwgI2Njc54+EBu5cwtl7qcPHkSf/zxB/r27Vtlu7rOHHOZkZGB7du3Y8aMGbCzs6vmSMjccvmf//wHAPDOO+/A19cXK1euxMSJE/Hrr79i/PjxqKioqObI6h5zy6W/vz/mzZuH69evIyEhAS+//DLGjh2LNm3a4JtvvtG6YKT/eRa51DceXvvoz9zyqIu5XffYmzoAa1daWqpzetPJyUm9X99jVdtUx6p+V3aesrKyasfzeFvSZG65fFJ+fj6mT5+O5s2bY8KECVWMhMwxlwsWLMDLL7+MLl26VHMUBJhfLouLiwE8+lR26dKlAIBevXqhQYMGWLBgAQ4fPowePXpUa2x1jbnlEgCaNm2KwMBAvPzyy2jZsiXOnz+PDRs2YMaMGfj888+rN7A66Fnksjbj4bWPbuaWxyeZ43UPCysjc3Z2hlwu19qu+kdc1YpClR2r2qY6VvW7svOo/gFUJ57H25Imc8vl44qLi/Hmm29CJpNh69atWvcgkyZzy+W//vUvnDlzBj/++KMeoyDA/HKpatuvXz+NdjExMViwYAFOnz7NwqoS5pbLU6dOYeLEidiyZQtCQkIAAD169ICPjw+SkpIwcOBAvPLKK9UcXd3yLHJZm/Hw2kc3c8vj48z1uofz2Ebm6emp83toVNtUU6L6HKuaPlUdq5pqrew8j5/D09MTd+/ehUKh0BmPt7d3leOpy8wtlypyuRxTpkzBpUuXsGbNGvj7+1djNHWbueVy8eLF6NWrFxwcHJCZmYnMzEw8ePAAAJCdnc3bVKpgbrlU/blx48Ya7dzc3GBvb6/OK2kzt1xu374djRo1UhdVKqrC+OTJk1WOpy57FrnUNx5e++jP3PKoYs7XPSysjKxt27a4efMm7t+/r7H9zz//VO+v6tgLFy5o/Yfg7NmzcHJyQuvWrQE8ug/c3t4e586d02gnl8tx8eJFtGvXTr2tXbt2kMvluHz5st7x1HXmlkvg0fdEfPjhh0hNTcXSpUur/E4J+h9zy2V2djZ++uknREdHq3+Sk5MBAEOGDMG4ceNqPlgrZ265DAwMBKD9zEZeXh4ePnwId3d3PUdYd5hbLvPz83U+E6faxuflKvcscqkPXvvUjLnlETD/6x4WVkb22muvQaFQYPv27eptcrkcu3btQmBgIFq0aAHgUQV/7do1lJeXaxx77949/Pzzz+ptBQUF+Pnnn/HKK6+op1Hr168PoVCIn376CVKpVN12z549KC4u1ljqMjo6Gg4ODti2bZt6m1KpxPfffw9PT0+EhobW/otgJcwtlwDwz3/+E//6178wZ84cvPrqq0YZtzUyt1yuXr1a66dPnz4AgEWLFiEpKck4L4QVMLdcRkdHw9HREbt27dK4oEhJSQEAREZG1vIrYD3MLZe+vr4oLCzEkSNHNOLcu3cvgP8V0aTtWeRSH7z2qRlzyyNg/tc9fMbKyDp06IDXXnsNK1aswL1799CqVSv88MMPyMzMxIYNG9Ttli1bht27d+PQoUNo3rw5gEcPPL/44otISkrC9evX4ebmhm3btuHhw4d4++23Nc4zbdo0DB06FImJiYiPj8edO3ewYcMGREREaNwD3qRJE4wcORLr16+HQqFQf/v4yZMn8emnn8LBweGZvC6WyNxyuWnTJmzduhUhISFwdnbGnj17NPrp2bMnBAKB8V4QC2ZuudT1zI1qGduoqCidKyvRI+aWS09PT0ycOBErV67E+PHjER0djStXruD7779H9+7dERER8UxeF0tkbrkcPnw4du7ciSlTpmDYsGFo2bIlzp07h507d8Lf398sL+rMxbPKZUZGBn799VcAj5bSVygUWLNmDYBHMybdu3cHwGufmjK3PFrEdY+pv6G4LigtLVV++umnys6dOyuDgoKUr7/+utY3tn/44YdKf39/5a1btzS2FxYWKpOSkpTh4eHK4OBg5fDhw5V//vmnzvOcOHFCOXToUGX79u2VnTp1Us6ZM0dZVFSk1a6iokL51VdfKbt166YMDAxU9unTR7l79+5aG681M6dcqs5T2c+T5ydN5pRLXVauXKn09/dX5ubm1nyQdYS55VKhUCi//fZbZa9evZSBgYHKl19+Wbl48WJlWVlZ7Q3aSplbLv/++2/ltGnT1P+/jIqKUn700UfKgoKC2hu0lXoWudy5c2el/w/88MMPNdry2qdmzCmPlnDdY6NUKpWmLe2IiIiIiIgsG5+xIiIiIiIiMhALKyIiIiIiIgOxsCIiIiIiIjIQCysiIiIiIiIDsbAiIiIiIiIyEAsrIiIiIiIiA7GwIiIiIiIiMhALKyIiIiIiIgOxsCIiIiIiIjIQCysiomdg165dCAgIQFpamqlDMStpaWkICAjArl27anR8ZmYmAgICsGrVqqe2ra0cjBgxAt27d9favmrVKo2xBAQE6GynD2P0WZWZM2eib9++UCgURjuHoWbMmIGAgABTh6Hhhx9+QPv27ZGZmWnqUIjIhOxNHQARkamkpaVh5MiRAICBAwfi008/1WqjVCoRHR2NrKws2NnZ4cKFC886TKPIzMxEdHR0pfv/8Y9/YMqUKQCA69evY8eOHbh48SIuXryIwsJCxMbGYsGCBTqP7d69O8LDw/HJJ58YJXZz1bNnT7Rs2RIdO3YEACxevBiurq5m12dlzp07h927d2PlypWwtf3f5667du3CzJkzdR4TGBhY7aJ41apVaNeuHXr06FEr8ZqT/v374+uvv8bixYuxcuVKU4dDRCbCwoqI6jwnJyfs378fs2fPRr169TT2/f7778jKyoKTkxMePnxoogiNJzw8HLGxsVrbH58R+OOPP7BhwwY0b94cQUFBOHr06LMMsdYMGDAAffv2hYODg1H6b9u2Ldq2batxPnPsszJffPEFmjdvjp49e+rcP3HiRLRu3VpjW6NGjfTq//XXX7fKwsrW1hajRo3C7NmzcfnyZfj7+5s6JCIyARZWRFTn9ezZEz/99BN++uknDB06VGPfjh070KxZMzRr1gxnzpwxUYRAaWkp7O3tYW9fu//Zbtmy5VMv1rt164b09HQ0bNjwqTNd5szOzg52dnamDsMsZWZmQiwWY/LkybCxsdHZJjIyEp06dXrGkdU+qVSq9QFKbfTVu3dvzJ8/H1u3bsXcuXNrpX8isix8xoqI6jw/Pz+EhIRAJBJpbC8oKMChQ4cwaNAgjVujVK5du4Z58+ahX79+CA0NRXBwMGJiYrB+/XpUVFRU69xbt27FCy+8gClTpqC0tBTA/57hycrKwrRp09CpUyd06NABOTk5AIA7d+4gKSkJUVFRCAoKwssvv4zZs2cjNzfXwFdCNzc3NzRs2NDgfpKTk9GrVy8EBQWhe/fuWL16daWvk1wux9dff42YmBgEBwejY8eOGD16NE6cOFGtc50+fRoRERHo06cPsrKyAOj/jNWNGzcwefJkhIaGIiQkBGPHjkVGRobOtgEBAZgxY4bWdl3PkMnlcqxevRp9+vTBiy++iI4dO6JXr16YOXOm+j1grD4rs3//figUCrzyyitVtpPJZJDL5U/tT1e8ALB7924EBASofx534cIFTJ06FUKhEEFBQYiOjsaSJUtQUlLy1HOUl5djxowZaNu2LdatW6fernoN09LSMGLECHTs2BH9+/cH8Kgo+vzzzxEXF4eIiAj1+/Ljjz9GYWGhRv+PP8u3f/9+xMbGokOHDnjrrbfUberXr4/Q0FD8/PPPUCqVer1GRGQdOGNFRARgyJAhmDVrFi5duqS+4NuzZw8qKiowePBgpKenax2Tnp6OtLQ0vPLKK2jevDnkcjnEYjEWL16MW7duVfmptVKpxJIlS/DNN99g5MiRmDlzpkbxJpPJMHz4cLRv3x5Tp06FTCaDQCDAnTt3MHjwYBQUFCA2NhZt27ZFRkYGduzYgSNHjkAkEsHDw6Pa45bL5SgoKNDYZmtrq9ctXtWxZMkSfP311wgMDMS7774LuVwOkUiEQ4cOabV9+PAhJkyYgBMnTqBv374YOnQoSktLsXfvXowaNQqrV69Gt27dKj3X/v378f777yM4OBirV6+uUVGYnZ2NoUOHoqioCEOHDkXr1q3x559/YsSIEQa/Nh9//DF27NiBmJgYjBgxAsCjC/fffvsNxcXFcHZ2fuZ9pqWlwdnZWeO2wydNmjQJUqkUAPDcc89hyJAhGDNmzFNnUf38/LB48WJ88MEHCAsLQ1xcnFYbiUSCyZMno2nTpkhMTISHhwcyMjKwadMmnD59GsnJyZWeRyqVYsqUKThx4gSWLFmCfv36aew/d+4c9u/fj8GDB6Nfv36QyWQAHn1AkZKSgp49e6JPnz5wdHTEX3/9he3bt+PUqVMQiURat40eOnQImzdvxtChQxEXF6dVQIWEhODYsWO4dOlSla8lEVknFlZERHh0G8+CBQsgEomQlJQEABCJRIiMjESzZs10HjNgwAAkJCRobBs9ejSmT5+OlJQUTJ48GZ6enlrHyeVyzJgxA//+978xc+ZMjB49WqtNYWEhhgwZgvfee09j+wcffIC8vDwsWbIEMTEx6u0dO3bEhx9+iOXLl1e6qIQue/fuxd69ezW2NWrUyKCV83799VeNv9+4cQPr169HcHAwtmzZAkdHRwDA0KFDtS6CAWDLli1ITU3FF198ofG8z8iRIxEXF4f58+dXWlht2rQJn376KXr37o1PPvlEfS59LV++HAUFBVi9erX6maBhw4Zh3bp1WLp0KXx8fGrULwD88ssviIqKwpIlSzS2v//++ybr8+rVq2jWrJnO4sXZ2Rm9e/dGZGQkPD09cefOHezZswdLlizBqVOnsGbNGp0zuioeHh4YMGAAPvjgA7Ro0ULr1tOysjLMmjULbdu21Xh/AEBERASmTp2KH3/8Ea+//rpW3zk5OXjjjTeQk5ODDRs2IDw8XKvNlStX8PXXX+Pll1/W2N6iRQuIxWKt4qljx474v//7Pxw8eBC9e/fW6mv37t2VPkP13HPPAQAuX77MwoqoDuKtgEREAAQCAfr27Yu9e/dCLpfj9OnTuHr1qs6FHR4/RkUul6OwsBAFBQWIiopCRUUFzp07p3XMgwcPMHbsWBw8eBArVqzQWVSpvPHGGxp/VygUOHjwIHx9fTWKKuBRkdeyZUscOHBAr9uQXn75ZWzcuFHj54svvqj28dVx4MABKBQKjB07VuOiuVGjRhg+fLhW+z179sDHxwehoaEoKChQ/xQVFaF79+7IzMzE33//rXGMQqHAggULsGjRIowdOxZLly6tcVGlep3btGmjtdDCqFGjNPJeE/Xr18fVq1crva3QFH0WFBRUOhPXp08f9S1z3bp1w9ChQ7F161b07dsXhw8fxr///W8DIgeOHTuGvLw8vP7665BKpRo5f+mll+Di4qJzwZSMjAzExcVBJpPh+++/11lUAY8WAHmyqAIAR0dHdVH18OFDPHjwAAUFBYiIiAAAnD17VuuYrl27Vrkwheo1fHIWmIjqBs5YERH9V2xsLFJSUnDw4EEcOXIEbm5uVS7UUFJSgjVr1mDfvn3q53ged//+fa1tM2bMgFQqxcaNGxEZGVlp3+7u7lq3sBUUFEAmk+m8sLOxsUGbNm3w66+/4v79+2jUqBGKioq0nq9p2LChRsHh5eVVZRy14ebNmwCANm3aaO17/vnntbZdv34dJSUlEAqFlfaZn58PX19f9d+Tk5MhlUoxceJETJs2zaB48/PzIZPJ4Ofnp7XPyckJLVu2RFFRUY37T0pKwgcffIABAwagWbNmCA0NRZcuXdC7d284OTmZrE99CnIbGxtMnjwZ+/btw+HDh9G3b98axQ08elYRAObNm4d58+bpbHP37l2tbcOHD4eDgwNEIhG8vLwq7b9Vq1aV7ktJScHWrVtx5coVrVU/n3zO6ml9ERGxsCIi+q8OHTrA398f3377rfrT8KpmPd577z0cOnQIQ4YMQVhYGNzc3GBvb49z585h6dKlOr9ktU+fPti5cydWr16N4ODgSlcnc3FxMXg8CxYswO7duzW2JScnm/3KbgqFAr6+vvjoo48qbfNkQda5c2ecPHkSO3fuRP/+/XUWRaaga3GO7t2749dff8XRo0eRlpaG9PR0/Pjjj1i9ejW2b98Od3f3Z96nu7u7zkKiKi1atABg+OyM6t/JtGnTEBwcrLNNgwYNtLbFxMRg27Zt+OabbzBr1qxK+6/s39LmzZuxcOFCREZGYs6cOfDy8oKjoyMePnyIN954Q2eh+bR/l/fu3QMANG7cuMp2RGSdWFgRET1m8ODBWLRoEQBUeRtgUVERDh06hP79++Of//ynxr7//Oc/lR7Xr18/REVF4d1338WYMWPwzTffVHtxBXd3d7i6uuLKlSta+5RKJa5evYqGDRuq+xs/frx6BTQVUzz30bJlSwCPnuN5siDSNZZWrVohJycH4eHh1V5e/vnnn8c777yD0aNHIzExERs2bEC7du1qFG/jxo3h6uqqnkl5XFlZGW7evAk3NzeN7Y0aNdJZmNy6dUvnORo0aIA+ffqgT58+AIBt27Zh7ty52LJli/qLmY3RZ2Wef/55pKamory8vNrf86W6HVOfxVJ0Uc08Ojk56TV7OnfuXLi4uGDDhg0oLS3F3Llzq3zW60k//PADfHx8sH79eo3jdOW9um7cuAEA/B4rojqKz1gRET1m4MCB+Mc//oGZM2fqvE1NRfVdP09+qi2VSrFp06Yqz/Hqq69i9erVuHTpEkaMGIH8/PxqxWZra4sePXrg+vXr+PnnnzX27d27Fzdv3kTPnj3VsbVp0waRkZEaP7WxbLq+evToARsbG2zYsEFjqe7CwkJs2bJFq/3AgQNx//59rF27Vmd/um4LA4DWrVtjy5YtcHFxwciRI/Hnn3/WKF5bW1tER0fj6tWrOHjwoMa+zZs3o7i4WOsYX19f/PHHHxpLg5eVleG7777TaFdRUaHzFtHAwEAAmrefGaPPyoSHh6OsrAwXLlzQ2qeahXncw4cPsWzZMgCo9hf+CgQCnbF06dIFHh4eWL9+PfLy8nSeq7IxfPjhh5g8eTK2b9+ODz/8sNpfcwBAXUw9PrOsVCqxevXqavfxpD/++ANubm4srIjqKM5YERE9plGjRk/9dB8A6tWrh6ioKPz4449wdHREhw4dkJubi507d1brNqCuXbti3bp1eOutt5CYmIhNmzbB29v7qce9++67OHbsGKZPn460tDT4+/url1tv2rSpwc8X6VJUVIRvv/1W/WcAuHjxItasWQPg0SxY9+7dKz2+VatWGDNmDDZs2KBeCbC8vBw7duyAl5eX1sX0yJEjkZqailWrVuHEiRPo3LkzGjVqhOzsbJw5cwa3bt3SuUw78Oj2tK1bt2LUqFEYPXo0vvrqq0oXNajKO++8gyNHjuCdd97RWG79119/RcuWLbUu4EeMGIF3330XI0aMwMCBA1FcXIwffvgB9evX12gnk8nQpUsXdOvWDe3atYOnpydyc3OxY8cO2NvbayxKYow+K9OrVy8sWbIEhw8fRocOHTT2xcTEIDQ0FP7+/vDy8sKdO3fwr3/9C9euXUPfvn01Vm6syosvvojU1FSsW7cOzZo1g42NDfr27QsXFxcsXrwYkyZNQp8+fTBo0CC0bt0aMpkMN2/exIEDBzB9+nQMGjRIZ79Tp06Fi4sLlixZgrKyMixdurRas26vvfYalixZgnHjxqFXr14oLS3FgQMHUF5eXq3xPKmoqAinTp3CoEGDKv2SZSKybiysiIhq6LPPPsOyZcvw22+/Ye/evfDx8cHw4cMRGBhY5Wp/KhEREVi/fj0mTJiA4cOHY9OmTWjevHmVxzRp0gQikQirVq3CgQMHkJKSAnd3dwwePBhTpkwx+LYsXe7fv48VK1ZobDt//jzOnz8PAHj99derLKyAR8vEe3t7Y+vWrVi2bBm8vLwwePBghISEYMyYMRpt7e3tsXbtWmzfvh0//PADvvzyS1RUVMDDwwOBgYGYPn16ledq0qQJtmzZgjFjxuCNN97AF198gaioKL3G7OPjg23btuGzzz7Drl27oFQqERISguTkZCxcuFBrsZK+ffsiLy8P3377LT755BM0bdoUQ4cOxQsvvKDxXnB2dsaYMWNw/PhxpKenq2eDevXqhfHjx2s8Y2SMPivTvHlzdO3aFXv27MHbb7+tURjExMQgPT0dx48fh1QqhYuLCwICArBo0SK8/vrr1S4i5syZg48//hhr165Vf5eUatGLzp07Y9euXfj666/x888/Iz8/H/Xq1UOzZs0wePDgKhcyAR6toCkQCPDPf/4TkydPxqpVq566aMe4ceMAPPpahUWLFqFRo0aIjo7GtGnTalSM//vf/0ZZWRmGDRum97FEZB1slPx6cCIiIpO4du0ahg8fjv3799fabZo17fPcuXOIjY3F8uXLtb6/iaqmUCgQExMDPz8/rFy50tThEJGJ8BkrIiIiE/Hz84O3t7fB3wVVG30GBQXh9ddfx6pVq3SuaEmVUz3j+MEHH5g6FCIyId4KSERE9IzduHEDBw8ehIODA27cuFHj53pqu0/Vipikn4EDB2LgwIGmDoOITIyFFRER0TNWXl6OjRs34v79+wgJCdFaFt9c+iQiourjM1ZEREREREQG4jNWREREREREBmJhRUREREREZCAWVkRERERERAZiYUVERERERGQgFlZEREREREQGYmFFRERERERkIBZWREREREREBmJhRUREREREZCAWVkRERERERAZiYUVERERERGSg/wejrdSXy42asQAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "SHAP ve permütasyon önemi ilk-20 kesişimi: 3 / 20\n",
            "Tüm özellikler üzerinde Spearman sıra korelasyonu: 0.114\n",
            "Ortak k-mer'ler: ['ACTGA', 'CAAAC', 'CAGCA']\n"
          ]
        }
      ],
      "source": [
        "from sklearn.inspection import permutation_importance\n",
        "perm = permutation_importance(LGBM_ACIK, Xte_df, yte, scoring=\"f1_macro\", n_repeats=5, random_state=RASTGELE, n_jobs=1)\n",
        "p_ust = np.argsort(perm.importances_mean)[::-1][:20]\n",
        "fig, ax = plt.subplots(figsize=(9, 6.5))\n",
        "ax.boxplot(perm.importances[p_ust][::-1].T, vert=False, patch_artist=True, boxprops=dict(facecolor=\"#8172B2\", alpha=0.6))\n",
        "ax.set_yticks(range(1, len(p_ust) + 1)); ax.set_yticklabels([OZELLIK_ADLARI[i] for i in p_ust][::-1], fontfamily=\"monospace\")\n",
        "ax.axvline(0, c=\"k\", lw=0.8, ls=\"--\"); ax.set_xlabel(\"Makro-F1'deki düşüş (5 tekrar)\")\n",
        "ax.set_title(\"Permütasyon önemi (test kümesi): en etkili 20 k-mer\")\n",
        "kaydet(fig, \"permutasyon_onemi\"); plt.show()\n",
        "\n",
        "shap_ust = set(np.argsort(toplam_onem)[::-1][:20]); perm_ust = set(p_ust)\n",
        "rho_s = stats.spearmanr(toplam_onem, perm.importances_mean).correlation\n",
        "print(f\"SHAP ve permütasyon önemi ilk-20 kesişimi: {len(shap_ust & perm_ust)} / 20\")\n",
        "print(f\"Tüm özellikler üzerinde Spearman sıra korelasyonu: {rho_s:.3f}\")\n",
        "print(\"Ortak k-mer'ler:\", sorted(OZELLIK_ADLARI[i] for i in shap_ust & perm_ust))"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "c120a1e2",
      "metadata": {
        "id": "c120a1e2"
      },
      "source": [
        "### 14.1 Önemli k-mer'lerin dizi üzerindeki konumları ve motif logosu\n",
        "\n",
        "SHAP'ın öne çıkardığı k-mer'lerin VP1 dizisi üzerinde **nerede** bulunduğunu görmek biyolojik yorum için önemlidir: örneğin bu k-mer'ler kapsidin konakçıya bağlanan ve en değişken bölgesi olan P2 alt alanına denk gelen konumlarda yoğunlaşıyor olabilir. Aşağıda seçilen genotipin temsilci dizisi üzerinde en önemli k-mer'lerin konumları işaretlenir. Ayrıca en önemli k-mer'in çevresindeki dizi bağlamından bir **motif logosu** çizilir; harflerin yüksekliği o konumdaki bilgi içeriğini (bit) gösterir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "id": "f8918e37",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 782
        },
        "id": "f8918e37",
        "outputId": "620bd128-e3f2-4b97-92f0-49571ce4c53b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_46_kmer_konum_haritasi.png  |  norovirus_2209_ciktilar/figures/EN/figure_46_kmer_konum_haritasi.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1650x495 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_47_motif_logosu.png  |  norovirus_2209_ciktilar/figures/EN/figure_47_motif_logosu.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1100x330 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "s = odak[0]; c = le.transform([s])[0]\n",
        "temsil = df.loc[temsilci[s], \"dizi\"]\n",
        "sinif_ust = np.argsort(ort_abs[:, c])[::-1][:10]\n",
        "fig, ax = plt.subplots(figsize=(15, 4.5))\n",
        "for satir, j in enumerate(sinif_ust):\n",
        "    km = OZELLIK_ADLARI[j]\n",
        "    yon = sv[yte == c, j, c].mean() if (yte == c).any() else 0\n",
        "    konumlar = [m.start() for m in re.finditer(f\"(?={km})\", temsil)]\n",
        "    ax.scatter(konumlar, [satir] * len(konumlar), marker=\"|\", s=250, color=\"#C44E52\" if yon > 0 else \"#4C72B0\")\n",
        "ax.set_yticks(range(len(sinif_ust))); ax.set_yticklabels([OZELLIK_ADLARI[j] for j in sinif_ust], fontfamily=\"monospace\")\n",
        "ax.set_xlim(0, len(temsil)); ax.invert_yaxis(); ax.set_xlabel(f\"Temsilci {s} dizisinde konum (nt, toplam {len(temsil)})\")\n",
        "ax.set_title(f\"{s} için en etkili 10 k-mer'in dizi üzerindeki konumları (kırmızı: {s} lehine, mavi: aleyhine ortalama katkı)\")\n",
        "kaydet(fig, \"kmer_konum_haritasi\"); plt.show()\n",
        "\n",
        "try:\n",
        "    import logomaker\n",
        "    hedef = next(OZELLIK_ADLARI[j] for j in sinif_ust if len(OZELLIK_ADLARI[j]) >= 4)\n",
        "    pay = 6; pencereler = []\n",
        "    for d in df.loc[(df.genotip == s).values & np.isin(np.arange(len(df)), egitim_idx), \"dizi\"]:\n",
        "        for m in re.finditer(f\"(?={hedef})\", d):\n",
        "            a = m.start() - pay; b = m.start() + len(hedef) + pay\n",
        "            if a >= 0 and b <= len(d) and set(d[a:b]) <= set(\"ACGT\"):\n",
        "                pencereler.append(d[a:b])\n",
        "    mat = logomaker.alignment_to_matrix(pencereler, to_type=\"information\")\n",
        "    fig, ax = plt.subplots(figsize=(10, 3))\n",
        "    logomaker.Logo(mat, ax=ax, color_scheme=\"classic\")\n",
        "    ax.set_xticks(range(len(mat))); ax.set_xticklabels([f\"{i - pay}\" for i in range(len(mat))], fontsize=8)\n",
        "    ax.set_ylabel(\"Bilgi (bit)\"); ax.set_xlabel(f\"'{hedef}' k-mer'ine göre göreli konum\")\n",
        "    ax.set_title(f\"{s} eğitim dizilerinde '{hedef}' çevresinin motif logosu (n = {len(pencereler)} pencere)\")\n",
        "    kaydet(fig, \"motif_logosu\"); plt.show()\n",
        "except Exception as e:\n",
        "    print(\"Motif logosu çizilemedi:\", e)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "72470b2e",
      "metadata": {
        "id": "72470b2e"
      },
      "source": [
        "### 14.2 Grad-CAM: CNN, FCGR görüntüsünün neresine bakıyor?\n",
        "\n",
        "Grad-CAM, hedef sınıfın skorunun son evrişim katmanı aktivasyonlarına göre gradyanını alır. Bu gradyanların uzamsal ortalaması her filtrenin önemini verir; önem ağırlıklı aktivasyonların toplamı ve ReLU ile bir ısı haritası elde edilir [23]. Isı haritasının en sıcak pikselleri, FCGR'deki konum–k-mer eşlemesi kullanılarak **6-mer'lere geri çevrilir**."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 55,
      "id": "c9b19b60",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 892
        },
        "id": "c9b19b60",
        "outputId": "211c93eb-bc7e-4ac1-bd7d-c2fa6aad24f9"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_48_gradcam.png  |  norovirus_2209_ciktilar/figures/EN/figure_48_gradcam.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1705x1408 with 20 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "def grad_cam(model, x_np, sinif):\n",
        "    model.eval(); model.zero_grad()\n",
        "    x = torch.from_numpy(x_np[None]).to(CIHAZ)\n",
        "    akt = model.ozellik(x); akt.retain_grad()\n",
        "    skor = model.siniflayici(akt)[0, sinif]\n",
        "    skor.backward()\n",
        "    w = akt.grad.mean(dim=(2, 3), keepdim=True)\n",
        "    cam = F.relu((w * akt).sum(dim=1, keepdim=True))\n",
        "    cam = F.interpolate(cam, size=(BOYUT, BOYUT), mode=\"bilinear\", align_corners=False)[0, 0].detach().cpu().numpy()\n",
        "    return cam / (cam.max() + 1e-9)\n",
        "\n",
        "ncol = min(5, N_SINIF); nrow = int(np.ceil(N_SINIF / ncol))\n",
        "fig, axes = plt.subplots(2 * nrow, ncol, figsize=(3.1 * ncol, 6.4 * nrow))\n",
        "axes = np.atleast_2d(axes)\n",
        "ORT_CAM = {}\n",
        "for c, s in enumerate(le.classes_):\n",
        "    dogru = np.where((yte == c) & (cnn_tahmin == c))[0]\n",
        "    if len(dogru) == 0:\n",
        "        continue\n",
        "    camler = np.stack([grad_cam(CNN_MODEL, IMG_te[i], c) for i in dogru[:60]])\n",
        "    ORT_CAM[s] = camler.mean(axis=0)\n",
        "    r, k_ = divmod(c, ncol)\n",
        "    axes[2 * r, k_].imshow(IMG_te[dogru[0], 0], origin=\"lower\", cmap=\"gray\")\n",
        "    axes[2 * r, k_].imshow(camler[0], origin=\"lower\", cmap=\"jet\", alpha=0.45)\n",
        "    axes[2 * r, k_].set_title(f\"{s}: tek örnek\", color=RENKLER[s], fontsize=9)\n",
        "    axes[2 * r + 1, k_].imshow(ORT_CAM[s], origin=\"lower\", cmap=\"jet\")\n",
        "    axes[2 * r + 1, k_].set_title(f\"{s}: ortalama Grad-CAM\", fontsize=9)\n",
        "for ax in axes.ravel():\n",
        "    ax.set_xticks([]); ax.set_yticks([])\n",
        "for c in range(N_SINIF, nrow * ncol):\n",
        "    r, k_ = divmod(c, ncol); axes[2 * r, k_].axis(\"off\"); axes[2 * r + 1, k_].axis(\"off\")\n",
        "fig.suptitle(\"Grad-CAM: CNN'in FCGR görüntülerinde odaklandığı bölgeler (doğru sınıflandırılmış test dizileri)\", fontweight=\"bold\")\n",
        "fig.tight_layout(); kaydet(fig, \"gradcam\"); plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 56,
      "id": "0210f7a9",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 543
        },
        "id": "0210f7a9",
        "outputId": "79c45925-2fb8-445d-fc10-27f9e1232885"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  Genotip                    Grad-CAM ilk 5 6-mer  \\\n",
              "0    GI.1  TCCGGT, GCCGGT, TAATTG, CTCGGA, GAATTG   \n",
              "1    GI.2  TCGCTC, GAGCTC, AGGCTC, CTGCTC, ACGCTC   \n",
              "2    GI.3  CTGAGG, ATGAGG, CGTAGG, AGTAGG, TCTAGG   \n",
              "3    GI.6  GAATCC, CTATCC, TCATCC, AGATCC, CTGTAT   \n",
              "4  GII.17  AGTACG, CTTACG, TCTACG, TGTACG, CGTACG   \n",
              "5   GII.2  TCAGTG, GCAGTG, TACGTG, GACGTG, CTCGTG   \n",
              "6   GII.3  AGAACG, TGAACG, ACTACG, TCTACG, GATACG   \n",
              "7   GII.4  CTTCCC, GATCCC, AGTCCC, AGTCCA, TCTCCC   \n",
              "8   GII.6  GACATG, TCCATG, CACATG, ACCATG, TGGTAG   \n",
              "\n",
              "                    SHAP ilk 5 k-mer SHAP k-mer'i içeren Grad-CAM 6-mer oranı  \n",
              "0      ATGTT, GCGAC, ATAT, GCC, CGAC                                    10/20  \n",
              "1    GCCAC, GCCGT, TTGT, AAGCG, GCTA                                    12/20  \n",
              "2   TATAT, AGCTG, AAACA, AGCT, CAAAC                                     1/20  \n",
              "3    TTCAA, CAGCT, GTCA, ATTTC, GGAC                                     0/20  \n",
              "4    AACCA, CAAAA, TGTCA, GGT, CCTGA                                     1/20  \n",
              "5  ACTGA, TAGAC, CTACT, ATAGA, GAGGC                                     2/20  \n",
              "6  GCTAG, CAGCA, AGCAC, ATAGC, AGCAG                                     0/20  \n",
              "7   CCAAC, CTATG, GTTGT, ACAGT, TGTA                                     0/20  \n",
              "8   TACAG, AGAGA, ATCTT, TGAT, TGTCG                                     2/20  "
            ],
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Genotip</th>\n",
              "      <th>Grad-CAM ilk 5 6-mer</th>\n",
              "      <th>SHAP ilk 5 k-mer</th>\n",
              "      <th>SHAP k-mer'i içeren Grad-CAM 6-mer oranı</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>GI.1</td>\n",
              "      <td>TCCGGT, GCCGGT, TAATTG, CTCGGA, GAATTG</td>\n",
              "      <td>ATGTT, GCGAC, ATAT, GCC, CGAC</td>\n",
              "      <td>10/20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>GI.2</td>\n",
              "      <td>TCGCTC, GAGCTC, AGGCTC, CTGCTC, ACGCTC</td>\n",
              "      <td>GCCAC, GCCGT, TTGT, AAGCG, GCTA</td>\n",
              "      <td>12/20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>GI.3</td>\n",
              "      <td>CTGAGG, ATGAGG, CGTAGG, AGTAGG, TCTAGG</td>\n",
              "      <td>TATAT, AGCTG, AAACA, AGCT, CAAAC</td>\n",
              "      <td>1/20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>GI.6</td>\n",
              "      <td>GAATCC, CTATCC, TCATCC, AGATCC, CTGTAT</td>\n",
              "      <td>TTCAA, CAGCT, GTCA, ATTTC, GGAC</td>\n",
              "      <td>0/20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>GII.17</td>\n",
              "      <td>AGTACG, CTTACG, TCTACG, TGTACG, CGTACG</td>\n",
              "      <td>AACCA, CAAAA, TGTCA, GGT, CCTGA</td>\n",
              "      <td>1/20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>GII.2</td>\n",
              "      <td>TCAGTG, GCAGTG, TACGTG, GACGTG, CTCGTG</td>\n",
              "      <td>ACTGA, TAGAC, CTACT, ATAGA, GAGGC</td>\n",
              "      <td>2/20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>GII.3</td>\n",
              "      <td>AGAACG, TGAACG, ACTACG, TCTACG, GATACG</td>\n",
              "      <td>GCTAG, CAGCA, AGCAC, ATAGC, AGCAG</td>\n",
              "      <td>0/20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>GII.4</td>\n",
              "      <td>CTTCCC, GATCCC, AGTCCC, AGTCCA, TCTCCC</td>\n",
              "      <td>CCAAC, CTATG, GTTGT, ACAGT, TGTA</td>\n",
              "      <td>0/20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>GII.6</td>\n",
              "      <td>GACATG, TCCATG, CACATG, ACCATG, TGGTAG</td>\n",
              "      <td>TACAG, AGAGA, ATCTT, TGAT, TGTCG</td>\n",
              "      <td>2/20</td>\n",
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "XAI_TABLO",
              "summary": "{\n  \"name\": \"XAI_TABLO\",\n  \"rows\": 9,\n  \"fields\": [\n    {\n      \"column\": \"Genotip\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 9,\n        \"samples\": [\n          \"GII.4\",\n          \"GI.2\",\n          \"GII.2\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Grad-CAM ilk 5 6-mer\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 9,\n        \"samples\": [\n          \"CTTCCC, GATCCC, AGTCCC, AGTCCA, TCTCCC\",\n          \"TCGCTC, GAGCTC, AGGCTC, CTGCTC, ACGCTC\",\n          \"TCAGTG, GCAGTG, TACGTG, GACGTG, CTCGTG\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SHAP ilk 5 k-mer\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 9,\n        \"samples\": [\n          \"CCAAC, CTATG, GTTGT, ACAGT, TGTA\",\n          \"GCCAC, GCCGT, TTGT, AAGCG, GCTA\",\n          \"ACTGA, TAGAC, CTACT, ATAGA, GAGGC\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SHAP k-mer'i i\\u00e7eren Grad-CAM 6-mer oran\\u0131\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"12/20\",\n          \"2/20\",\n          \"1/20\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Yorum: Oran yüksekse, iki farklı model (LightGBM ve CNN) ve iki farklı açıklama yöntemi (SHAP ve Grad-CAM) aynı dizi motiflerine işaret ediyor demektir; bu, bulguların modele özgü bir yapaylık olmadığını destekler.\n"
          ]
        }
      ],
      "source": [
        "# Grad-CAM sıcak noktalarını 6-mer'lere çevirme ve SHAP ile karşılaştırma\n",
        "satirlar = []\n",
        "for s, cam in ORT_CAM.items():\n",
        "    c = le.transform([s])[0]\n",
        "    sicak = np.dstack(np.unravel_index(np.argsort(cam.ravel())[::-1][:20], cam.shape))[0]\n",
        "    cam_kmerler = [PIKSEL_KMER[(int(r), int(k_))] for r, k_ in sicak]\n",
        "    shap_kmerler = [OZELLIK_ADLARI[j] for j in np.argsort(ort_abs[:, c])[::-1][:20]]\n",
        "    ortusme = sum(any(sk in ck for sk in shap_kmerler) for ck in cam_kmerler)\n",
        "    satirlar.append({\"Genotip\": s, \"Grad-CAM ilk 5 6-mer\": \", \".join(cam_kmerler[:5]),\n",
        "                     \"SHAP ilk 5 k-mer\": \", \".join(shap_kmerler[:5]),\n",
        "                     \"SHAP k-mer'i içeren Grad-CAM 6-mer oranı\": f\"{ortusme}/20\"})\n",
        "XAI_TABLO = pd.DataFrame(satirlar)\n",
        "tablo_kaydet(XAI_TABLO, \"xai_shap_gradcam_karsilastirma\", indeks=False)\n",
        "display(XAI_TABLO)\n",
        "print(\"Yorum: Oran yüksekse, iki farklı model (LightGBM ve CNN) ve iki farklı açıklama yöntemi (SHAP ve Grad-CAM)\"\n",
        "      \" aynı dizi motiflerine işaret ediyor demektir; bu, bulguların modele özgü bir yapaylık olmadığını destekler.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "e5d27721",
      "metadata": {
        "id": "e5d27721"
      },
      "source": [
        "## 15. Hakem Sorularına Yönelik Analizler: Sağlamlık, Ablasyon ve Genelleme\n",
        "\n",
        "Bu bölüm, uluslararası dergilerde (özellikle Q1/Q2) hakemlerin bu tür hizalamasız sınıflandırma çalışmalarına en sık yönelttiği itirazlara **sayısal** yanıt üretir. Her alt başlık bir itiraza karşılık gelir ve 15.14'te otomatik bir soru–yanıt özeti oluşturulur.\n",
        "\n",
        "| Olası hakem itirazı | Yanıt |\n",
        "|---|---|\n",
        "| Tek bölünmeye dayalı sonuç şans eseri olabilir | 15.1 Tekrarlı iç içe (nested) çapraz doğrulama |\n",
        "| Güven aralığı yok; basit yöntemden anlamlı iyi mi? | 15.2 Grup bootstrap + McNemar |\n",
        "| Model sinyal mi öğreniyor yoksa ezber mi? | 15.3 Y-randomizasyon |\n",
        "| Hangi bileşen ne kadar katkı sağlıyor? | 15.4 Ablasyon (özellik, dereplikasyon, eşik, topluluk, dengesizlik, CNN) |\n",
        "| Kısa/kısmi dizilerde çalışır mı? | 15.5 Parça uzunluğu + parça artırma |\n",
        "| Dizileme hatasına dayanıklı mı? | 15.6 Mutasyon sağlamlığı |\n",
        "| Başarı dizi uzunluğuna mı bağlı? | 15.7 Uzunluğa göre tabakalı başarı |\n",
        "| Gelecekteki dizilere genellenir mi? | 15.8 Zamansal doğrulama |\n",
        "| Başka ülkelere genellenir mi? | 15.9 Ülke dışarıda bırakma |\n",
        "| Yeni/görülmemiş genotipte ne olur? | 15.10 Açık küme tespiti |\n",
        "| Olasılıklar güvenilir mi? | 15.11 Kalibrasyon |\n",
        "| Model VP1'in neresine bakıyor? | 15.12 Konumsal oklüzyon |\n",
        "| Hesaplama maliyeti? | 15.13 Verimlilik |\n",
        "| BLAST/en yakın komşuya üstünlük? | 15.1, 15.2, 15.5, 15.6, 15.10 (1-NN karşılaştırmaları) |\n",
        "\n",
        "> **Süre:** Colab CPU'da ~30–60 dk. Hızlı deneme için `TEKRAR=1`, `N_PERM=10`."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 57,
      "id": "2fb4c933",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2fb4c933",
        "outputId": "b06aa099-1d36-4260-a518-75a742158b87"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Değerlendirilecek modeller: ['Lojistik Regresyon', 'MLP', 'SVM (ayarlı)', '1-NN (k-mer kosinüs, BLAST benzeri)']\n"
          ]
        }
      ],
      "source": [
        "from sklearn.model_selection import permutation_test_score\n",
        "from sklearn.calibration import calibration_curve\n",
        "\n",
        "TEKRAR = 3          # tekrarlı dış ÇD\n",
        "N_PERM = 30         # Y-randomizasyon permütasyon sayısı\n",
        "BASELINE_AD = \"1-NN (k-mer kosinüs, BLAST benzeri)\"\n",
        "adaylar[BASELINE_AD] = ImbPipeline([(\"olcek\", StandardScaler()),\n",
        "                                    (\"clf\", KNeighborsClassifier(n_neighbors=1, metric=\"cosine\"))])\n",
        "ABLASYON, HAKEM = [], {}\n",
        "\n",
        "def metrikler(yt, yp):\n",
        "    return {\"makro_f1\": f1_score(yt, yp, average=\"macro\"), \"dengeli_dogruluk\": balanced_accuracy_score(yt, yp),\n",
        "            \"mcc\": matthews_corrcoef(yt, yp), \"dogruluk\": accuracy_score(yt, yp)}\n",
        "\n",
        "def dis_cv(model, X_, y_, katlar):\n",
        "    oof = np.full((len(y_), N_SINIF), np.nan); kat_m = defaultdict(list)\n",
        "    for a, b in katlar:\n",
        "        m = clone(model).fit(X_[a], y_[a])\n",
        "        if hasattr(m, \"predict_proba\"):\n",
        "            p = m.predict_proba(X_[b]); oof[np.ix_(b, m.classes_)] = p; tah = m.classes_[p.argmax(1)]\n",
        "        else:\n",
        "            tah = m.predict(X_[b])\n",
        "        for k, v in metrikler(y_[b], tah).items(): kat_m[k].append(v)\n",
        "    return {k: np.array(v) for k, v in kat_m.items()}, oof\n",
        "\n",
        "def alt_deney(model, Xa, ya, Xb, yb):\n",
        "    \"\"\"Eğitim sınıflarıyla sınırlı alt deney; etiketler yeniden kodlanır.\"\"\"\n",
        "    siniflar = np.unique(ya); kod = {c: i for i, c in enumerate(siniflar)}\n",
        "    mask = np.isin(yb, siniflar)\n",
        "    m = clone(model).fit(Xa, np.array([kod[c] for c in ya]))\n",
        "    tah = siniflar[m.predict(Xb[mask])]\n",
        "    return f1_score(yb[mask], tah, average=\"macro\", labels=np.unique(yb[mask])), int(mask.sum()), m, siniflar\n",
        "\n",
        "def ozellik_cikar(diziler):\n",
        "    return np.vstack([np.hstack([kmer_frekans(s, k) for k in K_SECIM]) for s in diziler]).astype(np.float32)\n",
        "\n",
        "ana_adlar = list(dict.fromkeys([NIHAI_AD, \"Lojistik Regresyon\", \"MLP\", \"SVM (ayarlı)\", BASELINE_AD]))\n",
        "ana_adlar = [a for a in ana_adlar if a in adaylar]\n",
        "print(\"Değerlendirilecek modeller:\", ana_adlar)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d8a779c2",
      "metadata": {
        "id": "d8a779c2"
      },
      "source": [
        "### 15.1 Tekrarlı iç içe (nested) çapraz doğrulama\n",
        "\n",
        "Tek bir bağımsız test kümesi, hangi grupların teste düştüğüne göre iyimser/kötümser olabilir. Bu nedenle başlıca modeller **tüm dereplike veri** üzerinde `TEKRAR` kez farklı tohumlarla kurulan **5 katlı dengeli gruplu dış çapraz doğrulama** ile değerlendirilir (toplam `5 × TEKRAR` bağımsız katman). Makalede **birincil sonuç** bu ortalama ± standart sapma ve %95 güven aralığıdır; tek test kümesi sonucu ikincil olarak verilir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "id": "e6b3ecb0",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 846
        },
        "id": "e6b3ecb0",
        "outputId": "58bcbed4-579f-4940-b03c-9745eefdcde7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Tekrar 1 | Lojistik Regresyon                       makro-F1 = 0.9924  (3 sn)\n",
            "Tekrar 1 | MLP                                      makro-F1 = 0.9887  (28 sn)\n",
            "Tekrar 1 | SVM (ayarlı)                             makro-F1 = 0.9841  (17 sn)\n",
            "Tekrar 1 | 1-NN (k-mer kosinüs, BLAST benzeri)      makro-F1 = 0.9411  (1 sn)\n",
            "Tekrar 2 | Lojistik Regresyon                       makro-F1 = 0.9820  (3 sn)\n",
            "Tekrar 2 | MLP                                      makro-F1 = 0.9655  (18 sn)\n",
            "Tekrar 2 | SVM (ayarlı)                             makro-F1 = 0.9727  (18 sn)\n",
            "Tekrar 2 | 1-NN (k-mer kosinüs, BLAST benzeri)      makro-F1 = 0.9251  (1 sn)\n",
            "Tekrar 3 | Lojistik Regresyon                       makro-F1 = 0.9921  (2 sn)\n",
            "Tekrar 3 | MLP                                      makro-F1 = 0.9665  (22 sn)\n",
            "Tekrar 3 | SVM (ayarlı)                             makro-F1 = 0.9843  (17 sn)\n",
            "Tekrar 3 | 1-NN (k-mer kosinüs, BLAST benzeri)      makro-F1 = 0.9299  (1 sn)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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              "                                     Makro-F1      ss  %95 GA alt  %95 GA üst  \\\n",
              "Model                                                                           \n",
              "Lojistik Regresyon                     0.9888  0.0095      0.9836      0.9941   \n",
              "SVM (ayarlı)                           0.9804  0.0234      0.9674      0.9933   \n",
              "MLP                                    0.9736  0.0253      0.9596      0.9876   \n",
              "1-NN (k-mer kosinüs, BLAST benzeri)    0.9320  0.0433      0.9081      0.9560   \n",
              "\n",
              "                                        MCC  Dengeli Doğr.  Katman sayısı  \n",
              "Model                                                                      \n",
              "Lojistik Regresyon                   0.9904         0.9872             15  \n",
              "SVM (ayarlı)                         0.9803         0.9770             15  \n",
              "MLP                                  0.9797         0.9757             15  \n",
              "1-NN (k-mer kosinüs, BLAST benzeri)  0.9426         0.9443             15  "
            ],
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              "      <th>Dengeli Doğr.</th>\n",
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              "      <td>0.9320</td>\n",
              "      <td>0.0433</td>\n",
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              "      <td>0.9426</td>\n",
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          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_49_tekrarli_dis_cv.png  |  norovirus_2209_ciktilar/figures/EN/figure_49_tekrarli_dis_cv.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1100x462 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "dis_sonuc = {ad: defaultdict(list) for ad in ana_adlar}\n",
        "OOF = {}\n",
        "for t in range(TEKRAR):\n",
        "    katlar_t, _ = dengeli_gruplu_katmanlar(y, GRUPLAR, tohum=RASTGELE + 1000 * (t + 1), deneme=80)\n",
        "    for ad in ana_adlar:\n",
        "        t0 = time.time()\n",
        "        r, oof = dis_cv(adaylar[ad], X, y, katlar_t)\n",
        "        for k, v in r.items(): dis_sonuc[ad][k].extend(v)\n",
        "        if t == 0: OOF[ad] = oof\n",
        "        print(f\"Tekrar {t + 1} | {ad:40s} makro-F1 = {r['makro_f1'].mean():.4f}  ({time.time() - t0:.0f} sn)\")\n",
        "\n",
        "satir = []\n",
        "for ad in ana_adlar:\n",
        "    v = np.array(dis_sonuc[ad][\"makro_f1\"]); n = len(v)\n",
        "    yari = stats.t.ppf(0.975, n - 1) * v.std(ddof=1) / np.sqrt(n) if n > 1 else np.nan\n",
        "    satir.append({\"Model\": ad, \"Makro-F1\": v.mean(), \"ss\": v.std(ddof=1), \"%95 GA alt\": v.mean() - yari, \"%95 GA üst\": v.mean() + yari,\n",
        "                  \"MCC\": np.mean(dis_sonuc[ad][\"mcc\"]), \"Dengeli Doğr.\": np.mean(dis_sonuc[ad][\"dengeli_dogruluk\"]), \"Katman sayısı\": n})\n",
        "DIS_TABLO = pd.DataFrame(satir).set_index(\"Model\").sort_values(\"Makro-F1\", ascending=False)\n",
        "display(DIS_TABLO.round(4)); tablo_kaydet(DIS_TABLO, \"15_1_tekrarli_dis_cv\")\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(10, 4.2))\n",
        "uzun = pd.DataFrame([{\"Model\": ad, \"Makro-F1\": v} for ad in DIS_TABLO.index for v in dis_sonuc[ad][\"makro_f1\"]])\n",
        "sns.stripplot(data=uzun, y=\"Model\", x=\"Makro-F1\", order=DIS_TABLO.index, color=\"grey\", alpha=0.6, size=5, ax=ax)\n",
        "ax.errorbar(DIS_TABLO[\"Makro-F1\"], np.arange(len(DIS_TABLO)),\n",
        "            xerr=[DIS_TABLO[\"Makro-F1\"] - DIS_TABLO[\"%95 GA alt\"], DIS_TABLO[\"%95 GA üst\"] - DIS_TABLO[\"Makro-F1\"]],\n",
        "            fmt=\"D\", color=\"#C44E52\", capsize=5, label=\"Ortalama ve %95 GA\")\n",
        "ax.set_title(f\"Tekrarlı dış çapraz doğrulama ({TEKRAR} tekrar × 5 katman, tüm dereplike veri)\"); ax.set_ylabel(\"\"); ax.legend(loc=\"lower left\")\n",
        "kaydet(fig, \"tekrarli_dis_cv\"); plt.show()\n",
        "HAKEM[\"Tekrarlı dış ÇD makro-F1 (nihai)\"] = f\"{DIS_TABLO.loc[NIHAI_AD, 'Makro-F1']:.4f} ± {DIS_TABLO.loc[NIHAI_AD, 'ss']:.4f}\"\n",
        "if BASELINE_AD in DIS_TABLO.index:\n",
        "    HAKEM[\"Tekrarlı dış ÇD makro-F1 (1-NN BLAST benzeri)\"] = f\"{DIS_TABLO.loc[BASELINE_AD, 'Makro-F1']:.4f} ± {DIS_TABLO.loc[BASELINE_AD, 'ss']:.4f}\""
      ]
    },
    {
      "cell_type": "markdown",
      "id": "001e4cb0",
      "metadata": {
        "id": "001e4cb0"
      },
      "source": [
        "### 15.2 Güven aralıkları ve istatistiksel anlamlılık\n",
        "\n",
        "- **Grup bootstrap:** Test dizileri bağımsız olmadığından yeniden örnekleme **grup düzeyinde** yapılır; böylece güven aralığı yapay daralmaz.\n",
        "- **McNemar testi:** Aynı test dizilerinde iki modelin hata örüntülerini karşılaştırır; yalnızca birinin doğru bildiği dizi sayıları (b, c) üzerinden kesin binom testi uygulanır. İki sınıflandırıcıyı karşılaştırmak için önerilen yöntemlerdendir [24]."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 59,
      "id": "1cf293a1",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 174
        },
        "id": "1cf293a1",
        "outputId": "f9b25b50-f7d7-4bd9-97c3-1bf2cd18824d"
      },
      "outputs": [
        {
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          "data": {
            "text/plain": [
              "                                     Makro-F1  %95 GA alt  %95 GA üst  \\\n",
              "Model                                                                   \n",
              "Lojistik Regresyon                     0.9307      0.8655      0.9977   \n",
              "1-NN (k-mer kosinüs, BLAST benzeri)    0.8222      0.7616      0.9751   \n",
              "k-En Yakın Komşu                       0.8176      0.7555      0.9572   \n",
              "\n",
              "                                     Hata sayısı  McNemar b  McNemar c  \\\n",
              "Model                                                                    \n",
              "Lojistik Regresyon                            24        NaN        NaN   \n",
              "1-NN (k-mer kosinüs, BLAST benzeri)           44       24.0        4.0   \n",
              "k-En Yakın Komşu                              47       26.0        3.0   \n",
              "\n",
              "                                     McNemar p  \n",
              "Model                                           \n",
              "Lojistik Regresyon                         NaN  \n",
              "1-NN (k-mer kosinüs, BLAST benzeri)     0.0002  \n",
              "k-En Yakın Komşu                        0.0000  "
            ],
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              "  <thead>\n",
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              "      <th></th>\n",
              "      <th>Makro-F1</th>\n",
              "      <th>%95 GA alt</th>\n",
              "      <th>%95 GA üst</th>\n",
              "      <th>Hata sayısı</th>\n",
              "      <th>McNemar b</th>\n",
              "      <th>McNemar c</th>\n",
              "      <th>McNemar p</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Model</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Lojistik Regresyon</th>\n",
              "      <td>0.9307</td>\n",
              "      <td>0.8655</td>\n",
              "      <td>0.9977</td>\n",
              "      <td>24</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1-NN (k-mer kosinüs, BLAST benzeri)</th>\n",
              "      <td>0.8222</td>\n",
              "      <td>0.7616</td>\n",
              "      <td>0.9751</td>\n",
              "      <td>44</td>\n",
              "      <td>24.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0002</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>k-En Yakın Komşu</th>\n",
              "      <td>0.8176</td>\n",
              "      <td>0.7555</td>\n",
              "      <td>0.9572</td>\n",
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              "        element.innerHTML = '';\n",
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              "summary": "{\n  \"name\": \"if BASELINE_AD in TEST_GA\",\n  \"rows\": 3,\n  \"fields\": [\n    {\n      \"column\": \"Model\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Lojistik Regresyon\",\n          \"1-NN (k-mer kosin\\u00fcs, BLAST benzeri)\",\n          \"k-En Yak\\u0131n Kom\\u015fu\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Makro-F1\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.06401174371420709,\n        \"min\": 0.8176,\n        \"max\": 0.9307,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0.9307,\n          0.8222,\n          0.8176\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"%95 GA alt\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.061822892200219845,\n        \"min\": 0.7555,\n        \"max\": 0.8655,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0.8655,\n          0.7616,\n          0.7555\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"%95 GA \\u00fcst\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.020295401778071136,\n        \"min\": 0.9572,\n        \"max\": 0.9977,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0.9977,\n          0.9751,\n          0.9572\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Hata say\\u0131s\\u0131\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 12,\n        \"min\": 24,\n        \"max\": 47,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          24,\n          44,\n          47\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"McNemar b\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.4142135623730951,\n        \"min\": 24.0,\n        \"max\": 26.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          26.0,\n          24.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"McNemar c\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.7071067811865476,\n        \"min\": 3.0,\n        \"max\": 4.0,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          3.0,\n          4.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"McNemar p\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0001414213562373095,\n        \"min\": 0.0,\n        \"max\": 0.0002,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          0.0,\n          0.0002\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "def grup_bootstrap(yt, yp, gruplar, n=2000):\n",
        "    rng = np.random.default_rng(RASTGELE); ug = np.unique(gruplar); konum = {g: np.where(gruplar == g)[0] for g in ug}\n",
        "    deg = []\n",
        "    for _ in range(n):\n",
        "        sec = rng.choice(ug, len(ug), replace=True); i = np.concatenate([konum[g] for g in sec])\n",
        "        deg.append(f1_score(yt[i], yp[i], average=\"macro\"))\n",
        "    return np.percentile(deg, [2.5, 97.5])\n",
        "\n",
        "def mcnemar(yt, p1, p2):\n",
        "    b = int(((p1 == yt) & (p2 != yt)).sum()); c = int(((p1 != yt) & (p2 == yt)).sum())\n",
        "    return b, c, (stats.binomtest(min(b, c), b + c, 0.5).pvalue if b + c > 0 else 1.0)\n",
        "\n",
        "gte = GRUPLAR[test_idx]\n",
        "karsi_p = {NIHAI_AD: y_tahmin}\n",
        "for ad in [BASELINE_AD, \"Lojistik Regresyon\", \"k-En Yakın Komşu\"]:\n",
        "    if ad in adaylar and ad != NIHAI_AD:\n",
        "        karsi_p[ad] = clone(adaylar[ad]).fit(Xtr, ytr).predict(Xte)\n",
        "satir = []\n",
        "for ad, p in karsi_p.items():\n",
        "    alt, ust = grup_bootstrap(yte, p, gte)\n",
        "    b, c, pv = (np.nan, np.nan, np.nan) if ad == NIHAI_AD else mcnemar(yte, y_tahmin, p)\n",
        "    satir.append({\"Model\": ad, \"Makro-F1\": f1_score(yte, p, average=\"macro\"), \"%95 GA alt\": alt, \"%95 GA üst\": ust,\n",
        "                  \"Hata sayısı\": int((p != yte).sum()), \"McNemar b\": b, \"McNemar c\": c, \"McNemar p\": pv})\n",
        "TEST_GA = pd.DataFrame(satir).set_index(\"Model\"); display(TEST_GA.round(4)); tablo_kaydet(TEST_GA, \"15_2_test_ga_mcnemar\")\n",
        "HAKEM[\"Test makro-F1 (%95 grup bootstrap)\"] = f\"{TEST_GA.iloc[0]['Makro-F1']:.4f} [{TEST_GA.iloc[0]['%95 GA alt']:.4f}, {TEST_GA.iloc[0]['%95 GA üst']:.4f}]\"\n",
        "if BASELINE_AD in TEST_GA.index: HAKEM[\"McNemar p (nihai vs 1-NN)\"] = f\"{TEST_GA.loc[BASELINE_AD, 'McNemar p']:.3g}\""
      ]
    },
    {
      "cell_type": "markdown",
      "id": "39f11015",
      "metadata": {
        "id": "39f11015"
      },
      "source": [
        "### 15.3 Y-randomizasyon (etiket permütasyonu) testi\n",
        "\n",
        "Etiketler rastgele karıştırılıp model aynı gruplu katmanlarla yeniden değerlendirilir. Gerçek etiket skoru permütasyon dağılımının çok üzerindeyse, modelin gerçek bir ilişki öğrendiği istatistiksel olarak gösterilir [25]."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 60,
      "id": "e423f704",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 513
        },
        "id": "e423f704",
        "outputId": "fa4ca318-6f27-429f-cd4c-162272c996b7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_50_y_randomizasyon.png  |  norovirus_2209_ciktilar/figures/EN/figure_50_y_randomizasyon.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 880x440 with 1 Axes>"
            ],
            "image/png": 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ff/wR/fr1K/B7ePnyJfr06YOuXbsiNTUVVlZWePbsGebNmyeE2EGDBqFdu3b4+PEj1qxZg1evXuHixYvYtm0bhg8fDgBYuXKlEOANDQ0xYcIE1KxZEwcOHMD58+c/W468fj/XrVsnBHgrKyuMGTMG1apVw+3bt7F+/XpkZmZizpw5aNasGSpVqoSbN28KocnOzg7jxo2DqakpoqOj8ejRI1y+fBkikQhAdovrunXrkJ6ejkuXLiEmJgZWVlYAgFOnTgllk7XKqvqbmZSUBAsLC6xYsQLp6elYuHAhEhMTkZ6ejn379mHy5Mly21evXl14nNv4CVW8fPkSHTp0gKenJ96+fYsVK1YgMTERHz9+xKJFi7Bhw4YiPZ6ycvYRl30XMuXKlRMef/z4EQkJCShTpkye+4qPjxcaWz59/afP//nnH4XXe3l54fbt23LLypYtCx8fnzwDf043btyQO5ns3Lmzwjb//PNPro0I9vb2mDVrlkKZKW8M8V+okSNH4sKFC0I/NCD7Mt7ChQvx9u1b4XJrTnkNwlyyZIlwRi4LmtWqVUPlypVx6NAhPHz4EPHx8XKtWwCEFt/ceHp6Cl1HLCws8M033wDIbolKSkqCqakpzp49K+yzVKlSWLdundC/TyqV4scff1TY76lTp4QWPBMTE2zcuBGlS5cGkP3jOWTIEADA3bt38eTJE4UuPwCwfPly1KxZEy4uLti6dauwv65du2Ls2LEAgGfPngmXDV+8eJHn+5QpXbq0XL/kAwcOCAFeX18fa9eulWud6NChAwICAnDnzh3ExMQoDC6Kj4/H8+fPUadOHbkf/NKlS6NatWqoWbOm0NozYcIEYb2+vj769+8vnJwcPHgQ9vb2yMjIEK4y6OrqolevXgAgdM8BIAR3WQuknZ0d3NzcIJVK8fbtW1y/fj3XbiHz5s0TurO8evVKCO6f+9xkfblztk59+jnKPkuZtm3bCrM81KhRA126dMG+ffsAAPv27YO7uztKlSoFXV1dZGVlwdjYGNWqVUPdunVRqlQpANn/dmTs7e2F71+mKMY8xMXFCQPQzc3NlX7d48eP5QapLlq0SOiy0Lx5c7Rv3x4pKSlISUlBcHBwgU7YZdT1+Tx48EAI8Pr6+li2bBlcXV0Lta8uXbpg0aJFcsuWLFkiBHgHBwdh38bGxujVq5fwb2L//v0YPnw4JBKJ3IntkCFDhHFEzs7OcHFxUbgakptPfz+lUqncVUxPT0/hd8jJyQlXrlzBnTt3IBaLERgYiLFjx8r9G7e0tIStrS2qVasm/F5Pnz5dbn23bt0QGBiIzMxMBAYGYsSIEXj//j1u3boFADAzMxPCV1H8Zq5YsUIYEHnnzh3h31xu/8Zzdsv59AqFqqytrbFmzRrhc5FKpfjpp58AAJcuXUJycrJQj/OyePHiIh9gnXMwq76+vty6T5+npKTkG+I/HRib3/4+/beZF5FIhMzMTHxuHpTw8HBMmTJFeD5o0KACXUUUiURyV0no8xjiv1B6enqYN2+eEI6B7D++lSpVkpvtI6fcZngxMDBAhw4dFLbNax85xcfH57kuZ1/JT0NMfHw8TE1N5f4A1KlTR27gX16X42Stm0B2yJT9MQKyw4VIJBJ+qJ4+farwB6lMmTJCNwGRSAQzMzPhh7Bx48bCdjn/EOVsFVFGUFCQMMhYV1cXK1asQNu2bYX1169fx7BhwxROij4l+3yrVq2Ktm3bCmMh+vTpA5FIJPRf7tGjh1yrSP/+/bFp0yZkZGTgxIkTmDlzJkJDQ5GQkAAgOwhbW1sDkP88y5UrJ9eFoHr16ihXrpww1uLp06e5hvic37Uqn1tecpbxwoULeV7elvX7NDQ0RN++fbF//35ER0djwIABALIDS/369dG1a1f06tVLYWxGcSnIBGI536tIJJK7lG5mZoY6dergr7/+Uti2INT1+eRslZ0zZ06hAzyAXFsBc34ed+/ezfMEJzIyUjgRytmFLOfJiYGBARwcHOS61+Umt9/P2NhYue5669aty/O3VFZnHR0dUa9ePTx8+BA3btxA9+7doaurK3RJ8/DwkPt35uPjI1y9OnjwIIYPH47Tp08LJ449evQQgq6qv5mlSpWSm9Ek5+95bv/Gi3PCvEaNGsk1ROX895GVlYVXr16hbt26+e6jOPrE5+xy8mmDzKfPPzcA+9PuK/ntL7d9zZ8/HwkJCYiLi8Ply5dx8OBBvH//HmvXrhWuvObm6tWrmDBhgtCf3cvLK8/ZhSpUqIDdu3cjIyMDkZGR2Lt3L/7++2/cvXsXvr6+OHr0aK4ng6SIIf4L9uml9MJcWi9XrpxwmVYmIyNDGFEPZPejGzBgAMqUKYP79+8LLWD5/VibmZkJjz8NA+qcFTXnHzAAcoPc8msdUda5c+cwa9YsSCQSiEQiLFy4UCFwbNmyRQjwtra2GDt2LCpWrAiJRIJBgwYJ28n+IItEIqxfvx7Hjx/HtWvX8PTpU7x69Qpv3rzBmzdvcObMGbk+9OXKlYObmxuCgoKQnJyM3377TWihA6Aw+ElVOf+oF0cw/rR+5iVnq9T8+fPh7OyMCxcu4OnTp/jnn38QExODy5cv4/Lly3j69Knc9KxFzdzcHDo6OpBIJMLJkyZRx+cja/0Hsvslt27dukDdjHL6tMsCoHw9AZRvwfyc3H4/C1MOQ0ND7Nq1C0ePHsWNGzfw4sULvHr1ChEREYiIiMDx48exadMm4YShXr16cHR0xJ9//olXr17h5s2buXalKQqfNsJ8burAnMHe0tKyyMpRVIqjT3zVqlWFk9RPTxBkjSBAdiPH5/7OmJmZwdzcXPgc89tfbuM2cnZx69y5M1JTU4V7xxw5ciTXEH/gwAH8+OOPyMzMhEgkwqRJkzBixIg8y2hoaCh30uvm5oZWrVpBLBYjMzMTJ06cwKRJk/J9n5SNIZ4UjBs3TukbsuT2BycuLk7uj9z06dOFG0bJ+rYXhZyDqB4/fix0swHy7qqTc7Dd48ePkZiYKATzP//8U+4EobgHLn7q2rVrmDhxohDQf/jhB6HbSk45uzoNGjQIPXr0AAC5oJ2TVCqFgYEBPDw8hL7sUqkUJ0+eFH6Qg4KC5FoeBw0ahKCgIADA3r17hT6bZcuWlWtNz/kZvX//HhEREahatSoAxRar4vo8c9ZB2YlLTjVr1hRaEz09PYXL55/KWWdFIhFcXV3lWnvDwsLQv39/AMDx48eFkPrpbCUSiUTlKQJ1dHRQq1YtPH78GBkZGXj16pVSgTXnZyyVSnH79m04OTkByB7PIWu5/XTbglLH5+Pm5oa4uDhcu3YN7969g4+PD3bt2oXKlSsXqvyfqlmzJi5fvgwAaN26NbZu3Zrra2XTUUqlUpQpU0Y4yfrrr7/QunVrAIpz7xekHBYWFrC0tBS6kqxYsQLdunVT2E4sFguvl0qlMDU1xcCBAzFw4EAA2S3L27Ztw7JlywBkfyc5W/0HDhwo3Ehsw4YNwuP69eujXr16cp+LTEn8Zj5//lx4XNgxJXm5e/cuMjIyhC4lsvcMZJ8kFvakUFWtWrXC2bNnAQB///03UlNThRb1nL/rsn/Ln+Pk5CR09cr5+uTkZDx48EBhfxKJBJmZmbl2l835b/XTyQukUimWL1+O//3vfwCyx24tXrxYYbYvmZzvKyeRSCT3b0ETGy40FUM8Fbly5crBxMRECEUbN25E37598ffff+c5kLUwOnfujKVLlyIrKwvJyckYP368MCtHXrftdnd3x4oVK5CSkoLk5GSMHj1abpCWjIODQ4neqTYsLAxjx44V+gN26dIFdnZ2cj/AlSpVQqVKlVClShWhK9HBgwdRuXJlxMfH5/me379/D09PT3Tq1Al169aFlZUVRCKR3MwXaWlpcq9xcHCAg4MD7t69KzduomfPnnItaV999RUqVKiAd+/eQSqVYuzYscINw9avXy/8ga9YsWKxzfubswvOo0ePcObMGVhaWqJMmTKoU6cO+vbti9OnTwPIbjEyMDDAV199BX19fbx9+xbPnj3DxYsXMWLECGGaMxcXF7Ru3Rr29vawtraGgYFBnp/Xpy2NAQEBcHBwUOjOUlAtWrQQQvfdu3eVChh2dnawt7fHvXv3AACzZ8/G+PHjUbp0aQQEBMj1bc7rD60y1PH56OvrY926dfD19cWff/6JN2/eCEG+YsWKhX4vMn369EFAQAAkEgmuXbuGKVOmwM3NDSYmJoiKisKLFy9w5coVdOrUCWPHjhVOZGRjLrZs2QJTU1NUr15d6GpUGCKRCB4eHkIwmj9/Pl6/fo369etDLBbj7du3uH//Pi5cuIDDhw/DxsYGd+/exezZs+Hi4oIaNWoI83znDKmf/hvv0qULypcvL8xeI/NpK3xJ/2beuXNHeCybAUtG1Zt/RUVFYeLEiejXrx/evn0r95vZtm3bz/aHB4qnT/zXX3+NdevWITY2Vvhb5uXlhZs3bwrfjY6OjjANKpD/1LA+Pj44ffo0pFIpbt68icWLF6NFixbYs2eP8BtQrlw5YXajpKQkdOrUCW5ubrC3t0elSpWQkpKCq1evCo05gHyXUQCYNGmScAVHV1cXEydOhJWVldzfrdKlSwsnY/v378fhw4fh5uYGW1tbWFhY4O3bt9izZ49ws7fcjkN5Y4inIicSieDj4yME9pMnTwqDNJ2cnORmw1GFjY0NxowZI8xQ8/vvv+P3338HkN0fO7f+lmXLlsXixYsxdepUiMVihIaGKlwdsLa2xtKlS4ukjMq6du2a3ICkM2fO4MyZM3LbyOaJHzx4sDCFZnh4uDCQ0MnJSW6qu5xev36N7du353l8WQt9ToMGDcK0adPkln36B97Q0BArVqzAiBEjkJiYiEePHskNlAWyf8RXrFhRbHembdWqldD1JDExUbiK1KpVKwQEBKBt27YYOXIkNm3aBKlUip07d372rq4xMTHYv38/9u/fn+v6nJ9XjRo1UKlSJeEKyZIlSwBk/1HL2epVUO7u7sLUaxcuXMi1NTY3S5cuhY+PD6Kjo/H69WuFbi0GBgZYsmRJobrPyajr8zE2Noafnx98fHzw4MEDREZGCkG+fPnyhXw32WrXro25c+fi559/RlZWFk6cOCF0I8gpZ3CaOHEirly5gnfv3iE1NVXoKmhgYIBatWoVetzBuHHjcP/+fdy4cQMJCQmfnd1KKpXi6dOneR5PJBIpzL2vp6cHLy8vuSBraGgoXNmTKcnfTIlEIlwNKVOmjNxYoKJQq1YtXLlyRWGsgrm5OWbPnl2kxyqI0qVLY9myZRg9ejTS0tJw5coVhWmSJ02apHS4dXR0xIQJE4Tv1t/fH/7+/sJ6Y2NjLFu2TG4cWXx8PPbt2ycMOv6UlZUVfvjhB7llObtgZWVl5Xpy8+ldtGXTkualc+fOCnWQ8vZl3haOit24ceMwZcoUYYaEGjVqYO7cuUIrbVEZM2YMfv75Z9SsWRP6+vooX748hgwZIswkkZuuXbsiMDAQHh4eqFy5MvT19WFkZIQ6depg+PDhOHbsWK7zHWuKr776Chs2bECDBg1gZGQEa2trfPvtt9i4cWOu25cpUwYTJ05Eu3btULlyZZiYmEBXVxeWlpZwdnbGypUrc73RlKurq9xUX02aNMn1crmjoyOCgoIwaNAg2NrawtDQEAYGBrC1tcXAgQNx7NixYp33t0aNGli2bBns7OwUZmKQmTRpErZv346uXbuifPny0NfXR+nSpVGjRg24ubnh119/lRt7MGXKFHTu3BlVq1aFqakpdHV1YWZmBkdHR8yfP18uGOvq6mL9+vVo2bJlkd7109HRUWjZvHDhgtI3QKlevTqCgoIwcuRI1KlTB8bGxtDX10flypXRp08fBAYG5jtHvDJ9stX5+ZQuXRpbt25FjRo1AGRPz+fj4yPX17ewvLy8cODAAfTq1Qs2NjYwMDCAiYkJbG1t0aFDB/z0009y3c7Kli2Lffv2oXv37ihTpgyMjY3RokULbN++Xa6/cX5zZefG0NAQ27Ztw8KFC+Hk5ARzc3Po6enB0tISdevWRf/+/bF582bhCkTVqlUxevRotGrVChUrVoSRkRH09PRgZWWFDh06YOvWrbnOt+7p6Sl3ct25c+dc+1yX1G9mSEiI8D327NlT4XOTjYkAUKhGAXt7e+zevRvOzs4wMTFBqVKl4OLign379gndANXlq6++QmBgIHr16iX8Rpmbm6Nt27bYunWrMK2pskaNGoUtW7agbdu2MDc3h76+PipUqIDevXsjMDBQbqCzkZERxowZA2dnZ7n6Y2FhAUdHR0yaNAknTpxQubuUk5MT+vfvj/r166Ns2bLQ09ODoaEhKleujK5du2LNmjVYu3btF3vH4sIQSdU5SpCINNrs2bNx+PBhAMAvv/xSqDm5qfDOnDkjXFmYPXs2vv322yI/xqNHj+TucPzXX38VOHR+yaRSqcKJT1paGjp37ix0qfn+++/lBp1rkm+//Va4OhoQEKBwF9WSNGrUKFy4cAHGxsY4ffq0wtUVNzc3PH/+HCYmJggKClKqi5mqXXCINBlPd4hITmZmJpKSknD37l1hZgUzMzOlu3NQ0enSpYvQb3zLli0K08WpIisrC7GxsXJzkleuXJkBvoAGDx6M3bt34/79+3j37h1u3bqFMWPGCAHexMREpekwi4NYLEZSUhKuXbsm3NinevXqSg+cLA7h4eG4ePEigOzP9NMA/+7dO2HQ64wZM9Q2CJVIk7BPPBHJCQoKwqxZs+SWjRkzpki7ipDy9uzZUyz7vXXrlkI3qpw3aiLlvHjxIs8ZjwwNDbF48eJcp7RUJz8/P4W556dOnVqg6S2LWt26dREeHp7netl4p9atWwuzIBF96RjiiShXenp6sLGxwYABA4qlGwdpBtnUegMGDJC7+Rspp3///rhy5QoiIiKQkJAAfX19VKpUCU5OTsI4EU2lr6+P6tWrY/jw4bn2mdckOafIJaJs7BNPRERERKRl2CeeiIiIiEjLMMQTEREREWkZhngiIiIiIi3zRQ1sld2CmjcSICIiIiJNIpFIAECYWvhzvqgQT5pPVoF5okX5YT0hZbCekDJYT0gmKy0dgGy+FxF0jQyFdZpYT76oEC/74Js0aaLmklBeZPME161bV80lIU3GekLKYD0hZbCekEyozxBkxMcDAPTNzNBsxzZhXUnUk7CwsAJtrzmnE0REREREpBSGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMto3M2eQkJC4OPjk+u6/fv3o3HjxiVbICIiIiIiDaNxIV7G29sbjRo1kltWtWpVNZWGiIiIiEhzaGyId3R0RLdu3dRdDCIiIiIijaPRfeKTk5ORmZmp7mIQEREREWkUjW2J//7775GSkgJdXV04Ojpi2rRpcHBwUHexiIiIiIjUTuNCvL6+Prp27Yq2bdvCwsICz549w9atW+Ht7Y3du3erHOQlEgnCw8OLqLQlp3z58jA0NAQApKenIyoqSs0lKh6pqakAoJXfEZUc1hNSBusJKYP1hGQyszLlHuesEyVRTyQSCXR0lO8ko3EhvmnTpmjatKnw3MXFBV27dsXXX3+NFStWICAgQH2FUyNDQ0MYGBiouxhEREREpAE0LsTnplq1anBxccGZM2eQkZEBfX39Qu9LR0cHdevWLcLSlZy4uDgAgLm5uda+h8+RneH+V98fFQ3WE1IG6wkpg/WEZEJ19ZDx72M9XT25OlES9SQsLKxA22v0wNacKlSogIyMDCQnJ6u7KEREREREaqU1IT4yMhL6+vowNTVVd1GIiIiIiNRK40J8bGyswrLw8HBcuHABzs7O0NPTih5ARERERETFRuMS8cSJE2FkZIQmTZqgbNmyePr0KQ4cOABDQ0NMmzZN3cUjIiIiIlI7jQvxnTp1wvHjxxEQEICkpCRYWFigU6dOGDt2LGxtbdVdPCIiIiIitdO4EO/j4wMfHx91F4OIiIiISGNpXJ94IiIiIiLKH0M8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyWhHig4KCYGdnB3t7e3UXhYiIiIhI7TQ+xCcnJ2Pp0qUwMTFRd1GIiIiIiDSCxof4jRs3olSpUnBxcVF3UYiIiIiINIJGh/iXL18iICAAs2bNgp6enrqLQ0RERESkETQ6GS9cuBAtW7ZEu3btcOrUqSLZp0QiQXh4eJHsqyRVrVpVeJySkoKIiAg1lqb4pKamAoBWfkdUclhPSBmsJ6QM1hOSyczKlHucs06URD2RSCTQ0VG+fV1jQ/ylS5fw+++/49ixY+ouChERERGRRtHIEC8Wi7Fo0SL0798ftWrVKtJ96+jooG7dukW6z5IiFosBACYmJlr7Hj5Hdob7X31/VDRYT0gZrCekDNYTkgnV1UPGv4/1dPXk6kRJ1JOwsLACba+RfeIDAgLw8eNHjBs3Tt1FISIiIiLSOBrXEp+YmIiNGzdiwIABSEpKQlJSEoDsfuBSqRSRkZEwNjZG2bJl1VxSIiIiIiL10LgQHx8fj5SUFGzZsgVbtmxRWO/i4oL27dvDz89PDaUjIiIiIlI/jQvxZcuWxfr16xWW79ixA7dv38aqVatQrlw5NZSMiIiIiEgzaFyINzY2RqdOnRSWnzt3DmFhYbmuIyIiIiL6kmjkwFYiIiIiIsqb1oT4xYsX4969e+ouBhERERGR2mlNiCciIiIiomwM8UREREREWoYhnoiIiIhIyzDEExERERFpGYZ4IiIiIiItwxBPRERERKRlGOKJiIiIiLQMQzwRERERkZZhiCciIiIi0jIM8UREREREWoYhnoiIiIhIyzDEExERERFpGYZ4IiIiIiItwxBPRERERKRlGOKJiIiIiLQMQzwRERERkZZhiCciIiIi0jIM8UREREREWoYhnoiIiIhIyzDEExERERFpGYZ4IiIiIiItwxBPRERERKRlGOKJiIiIiLQMQzwRERERkZZhiCciIiIi0jIM8UREREREWoYhnoiIiIhIyzDEExERERFpGYZ4IiIiIiItwxBPRERERKRlGOKJiIiIiLQMQzwRERERkZZhiCciIiIi0jIM8UREREREWoYhnoiIiIhIyzDEExERERFpGYZ4IiIiIiItwxBPRERERKRlGOKJiIiIiLQMQzwRERERkZZhiCciIiIi0jIM8UREREREWoYhnoiIiIhIyzDEExERERFpGYZ4IiIiIiItwxBPRERERKRlGOKJiIiIiLQMQzwRERERkZZhiCciIiIi0jLFFuL/+OMPnD17FklJScV1CCIiIiKiL5Keqjvw8/NDSEgItm3bJiwbO3Yszp8/DwCoUKEC9u3bh/Llyyu1v7///hsbN27EgwcP8P79e5iYmKBWrVrw9fVFhw4dVC0uEREREZHWU7kl/vTp06hWrZrw/Pr16zh37hy6d++OKVOmIC4uDlu3blV6f69evYJYLEafPn3www8/YNSoUZBKpRg5ciT27t2ranGJiIiIiLSeyi3xb968Qe/evYXn586dQ7ly5bBkyRLo6Ojg/fv3uHjxImbPnq3U/lxdXeHq6iq3bODAgejTpw/8/f3h5eWlapGJiIiIiLSayi3xKSkpMDExEZ7/+eefaNWqFXR0snddq1YtREdHq3QMXV1dVKhQAQkJCSrth4iIiIjov0DllngrKyu8ePECAPD+/Xs8fvwYAwYMENYnJiZCT6/gh0lOTkZ6ejoSExNx/vx5XL16FW5ubqoWl4iIiIhI66kc4p2dnbFnzx6Ym5sjJCQEOjo6aNu2rbD+xYsXqFChQoH3O2/ePBw/fhwAoKOjg86dO2Pu3LmqFhcSiQTh4eEq76egypcvD0NDQwBAeno6oqKihOWmpqYQiUQQi8VIT08HAGFbXV1dZGVlCc+B7KsfERERJfwOSkZqaioAqOU7Iu3BekLKYD0hZbCekExmVqbc45x1oiTqiUQiEXqyKEPlED927FjcunULy5YtE55XrFgRAJCZmYmzZ88q9HFXxogRI9CnTx9ER0fjxIkTyMrKglgsVrW4amNoaAgDA4Ncl+vr6yMzM1NuveyxSCSCrq5ugb5UIiIiIvpvE0mlUqmqO8nKysLTp09RunRpVKpUSVielJSEmzdvom7durCxsSn0/qVSKYYMGYLExEQcPHgQIpGoUPsJCwsDADRp0qTQZVFFXFwcAMDc3Pyz63I+j4uLg6mpqTDnfm6v/6+QneHWrVtXzSUhTcZ6QspgPSFlsJ6QTKjPEGTExwMA9M3M0GLH/0+fXhL1pKA5tUiad3V1dWFnZycX4AHA1NQUnTp1UinAA9mt0a6urrh3757Q/56IiIiI6EulcneanFJTUxEXF4fcGvc/DfgFlZaWBgC8AywRERERffFUDvFSqRRbtmzBzp07ERMTk+d2Dx8+VGp/Hz58QNmyZeWWicViHD16FEZGRqhZs6ZK5SUiIiIi0nYqh/hVq1bBz88PNWvWRJcuXVTurz1p0iQYGBigSZMmsLa2RlRUFI4fP46XL19i5syZKFWqlKpFJiIiIiLSaiqH+CNHjuCrr77Cli1bCj3gNKeePXvi6NGj2L17N+Lj42FqaooGDRpg+vTpcHFxUXn/RERERETaTuUQHxcXh86dOxdJgAcADw8PeHh4FMm+iIiIiIj+i1SencbW1haxsbFFURYiIiIiIlKCyiF+yJAhOHToEGeNISIiIiIqIUUyxaS1tTXc3NzQt29f2NjYQFdXV2GbXr16FcWhiIiIiIi+eCqH+JkzZwqPN27cmOs2IpGIIZ6IiIiIqIioHOJ37NhRFOUgIiIiIiIlqRziW7RoURTlICIiIiIiJak8sJWIiIiIiEpWkQxsBYD79+/jzp07iI+Ph0QikVsnEokwZsyYojoUEREREdEXTeUQn56ejvHjx+PKlSuQSqUQiUSQSqUAIDxmiCciIiIiKjoqd6fZsGEDrly5ghEjRmDHjh2QSqVYvHgx/Pz80LRpUzg4OODkyZNFUVYiIiIiIkIRhPjg4GB07twZEydORO3atQEA5cuXR7t27RAQEIDU1FQcO3ZM5YISEREREVE2lUP8mzdv0LJly+yd6WTvLiMjAwCgr6+PHj164MSJE6oehoiIiIiI/qVyiDcxMREelypVCjo6OoiNjRWWmZubIzo6WtXDEBERERHRv1QO8ZUrV0ZERAQAQE9PD7a2trh8+bKw/tq1a7CyslL1MERERERE9C+VQ3zLli1x7tw54XmvXr1w6tQpDBo0CAMHDsTZs2fRrVs3VQ9DRERERET/UnmKye+++w7Ozs4Qi8UwMDDA0KFD8f79exw7dgw6Ojro378/p5ckIiIiIipCKod4a2trWFtbC891dHQwe/ZszJ49W9VdExERERFRLlTuTnP8+PHPbjN37lxVD0NERERERP9SOcTPmTMHf/zxR57rFyxYgIMHD6p6GCIiIiIi+pfKIb558+YYM2YMnj17prBu5cqV2LlzJ4YOHarqYYiIiIiI6F8qh/g1a9agYsWKGDZsGN6/fy8s37RpE/z8/DBw4EBMmTJF1cMQEREREdG/VA7xpUqVwubNmyGRSDB8+HCkpKRg+/btWLVqFTw8PPD9998XRTmJiIiIiOhfKs9OAwDly5fH5s2b4e3tjX79+uH58+fo1q0bfvnll6LYPRERERER5aByS7xMnTp1sHbtWvzzzz9wcXHB0qVLIRKJimr3RERERET0rwK3xLu4uOS7XldXF/fu3UPnzp2FZSKRSO6urkREREREVHgFDvGVKlVSaT0REREREammwCF+586dxVEOIiIiIiJSUpH1iSciIiIiopJRJLPTAMCtW7dw9epVfPjwAd999x1q1qyJ5ORkPHjwAHZ2dihTpkxRHYqIiIiI6Iumcku8RCLBlClTMGjQIPj5+eHw4cOIjo4GAOjp6WH06NHYu3evygUlIiIiIqJsKof4rVu34uTJk5gxYwZOnjwJqVQqrDM0NESnTp1w6dIlVQ9DRERERET/UjnEHzlyBD179sTgwYNhYWGhsL5mzZp49eqVqochIiIiIqJ/qRziX716haZNm+a53szMDPHx8aoehoiIiIiI/qVyiDc2NkZCQkKe6yMjI2FmZqbqYYiIiIiI6F8qh3gHBwecOnUq13UpKSk4cuQImjVrpuphiIiIiIjoXyqH+KFDh+LBgwcYP3487t69CwB4+/Ytzp07By8vL8TGxmLIkCEqF5SIiIiIiLKpPE+8k5MTfv75Z/z88884e/YsAGDOnDkAAAMDA/zyyy9wcHBQ9TBERERERPSvIrnZU9++fdG+fXsEBwfj+fPnkEgksLW1hZubG8qXL18UhyAiIiIion+pFOKTk5Pxyy+/oE2bNnB3d8fAgQOLqlxERERERJQHlfrElypVCr/99huSk5OLqjxERERERPQZKg9stbW1RVRUVFGUhYiIiIiIlKByiB8wYAAOHDiA2NjYoigPERERERF9hsoDW42MjFC2bFm4ubmhd+/eqFatGoyNjRW269Wrl6qHIiIiIiIiFEGInzlzpvA4ICAg121EIhFDPBERERFRESlUiD969CiaNWsGGxsb7Nixo6jLRERERERE+ShUiJ81axZ+/fVX2NjYoEWLFkhKSsLgwYMxb9482NvbF3UZiYiIiIgoh0INbJVKpXLPMzIycP/+fSQlJRVJoYiIiIiIKG8qz05DREREREQliyGeiIiIiEjLMMQTEREREWmZQk8xef78ebx+/RoAkJqaCpFIhOPHj+POnTsK24pEIowYMaLwpSQiIiIiIkGhQ3xwcDCCg4PllgUGBua6bUFC/N27d3H06FGEhITg9evXMDc3R6NGjTBx4kRUr169sMUlIiIiIvrPKFSIL8654bds2YLbt2/D1dUVdnZ2iImJwe7du9GnTx/s27cPdnZ2xXZsIiIiIiJtUKgQ36JFi6Iuh2Dw4MFYtmwZDAwMhGXu7u7o0aMH/Pz8sGLFimI7NhERERGRNih0d5ri0rRpU4Vltra2qF27Np4+faqGEhERERERaRaNC/G5kUqleP/+fZH0iZdIJAgPDy+CUhVM1apVhccpKSlIT0+HoaEhDA0NoaurCwAwNjZGVlaWsJ2xsbHCjbVkr4+IiCj+QqtBamoqAKjlOyLtwXpCymA9IWWwnpBMZlam3OOcdaIk6olEIoGOjvITR2rFFJNBQUGIiopCt27d1F2UImNoaAgDAwO5L0tXVxdSqVRYpqurC5FIpK4iEhEREZGG0viW+GfPnuGnn35C48aN4eHhofL+dHR0ULdu3SIoWcGJxWIAgImJCQAgLi4Opqam0NP7/68hKSkJpqam+e7HxMREbe+huMnOcP+r74+KBusJKYP1hJTBekIyobp6yPj3sZ6unlydKIl6EhYWVqDtNbolPiYmBiNGjEDp0qWxZs0aodsJEREREdGXTGNb4hMTEzFs2DAkJiZi9+7dKF++vLqLRERERESkETQyxKenp2PkyJF4+fIl/P39UatWLXUXiYiIiIhIY2hciM/KysLEiRPx119/YcOGDWjSpIm6i0REREREpFE0LsQvXrwYFy5cQIcOHRAXF4djx47Jre/Zs6eaSkZEREREpBk0LsTLRv9evHgRFy9eVFjPEE9EREREXzqNC/E7d+5UdxGIiIiIiDSaRk8xSUREREREihjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0jEaG+OTkZKxZswbDhg2Dk5MT7OzssHnzZnUXi4iIiIhII2hkiP/48SPWr1+Px48fo379+uouDhERERGRRtFTdwFyY21tjStXrqB8+fKIjIyEi4uLuotERERERKQxNDLEGxgYoHz58uouBlGRkkqleP/+PdLS0pCVlaXu4mi19PR0AMDLly/VWxDSaKwnpAxZPYmIiIC+vj7KlCmDUqVKqblURJ+nkSGe6L9GKpXi9evXSExMhIGBAXR1ddVdJK1mamqq7iKQFmA9IWXI6klmZiZSU1MRFxeH0qVLo1KlStDR0chex0QAvsAQL5FIEB4eXuLHrVq1KgDA2NhY5VbYlJQUpKenw9DQEACgq6uLrKws6OvrQyQSQSwWIz09HVFRUSqXu6SlpqYCgFq+o+KUkZEBqVQKKysrmJubq7s4Wk8qlQIARCKRmktCmoz1hJSRs55IJBLExcXhw4cPiIuLg57eFxeTvmiZWZlyj3NmkZLIJxKJpEAnjqydJUxXVxdSqVTlllhDQ0MYGBgAyP7h0dXVFcK8bDlpDolEAiMjIwZ4IiINpqOjAwsLCyQlJSEtLY0hnjTaF1c7dXR0ULduXbUcWywWAwCSkpJUusxrYmICAIiLiwMAmJubIy4uDqampkhKShKWqet9qkJ2hquNZc+PrE+usbGxegvyHyFrEeHnSflhPSFl5FZPDA0NYWhoCFtbWzWVitQhVFcPGf8+1tPVk8siJZFPwsLCCrQ9O3sREREREWkZhngiIiIiIi3DEE9EREREpGU0NsTv2rULGzZswO7duwEAISEh2LBhAzZs2IDExEQ1l46ISF7Hjh0xc+ZMdRej2ERGRsLOzg6BgYHCsrVr18LOzg4xMTHFeuzAwEDY2dkhMjKyWI+TU0pKCr766iscPHiwxI6pbmKxGG3bthX+7hKRZtPYEL9t2zasXr0a27ZtAwBcu3YNq1evxurVqxEfH6/m0hFRTrKQ9ddff8ktT05OxoABA9CgQQMEBwerp3D/Sk1Nxdq1axESEqLWcmi63bt3ywX1kqJp38+OHTugp6eHnj17qrsouUpMTMSsWbPg7u6Opk2bokmTJujZsyd27NghTKKQU0JCAubOnQsnJyc0btwYgwYNwr179+S2MTAwwHfffYdNmzYJN0AiIs2lsbPTXLhwQd1FICoRmZmZwqxC6mJqalrkU6mlpKRg+PDhuHPnDpYvXw5XV9ci3X9BpaamYt26dRg7dixatmyp1rJosr1798LCwgJ9+vSRW165cmXcvXu32Kbc06TvJyMjA9u3b4eXl5fGTtmblJSEFy9eoGPHjqhYsSJ0dHQQFhaGhQsXIiwsDCtXrhS2lUgkGD58OB49eoQhQ4bA0tISe/fuhY+PDw4dOoSaNWsK23p4eGD58uUICgpCv3791PHWiEhJGhviib4USUlJuHXrllrL0KxZsyKdw14W4P/6668iDfApKSnCFKvqkJqa+sVOVygSiYQbzGm7z9WjS5cuITY2Fm5ubiVYqoKpWLEi9u3bJ7fMy8sLpUuXxq5duzBjxgxUqFABABAcHCwEe3d3dwCAm5sbunbtijVr1mD16tXCPsqUKYPWrVsjMDCQIZ5Iw2lsdxoi0k6pqakYMWIEwsLCcg3w58+fx8iRI9G2bVs0bNgQHTp0wJIlSxQu38+cORP29vaIjIzEyJEj0bRpU4wYMQIAsHHjRjRu3Fhu+7///hvDhg2Dk5MT7O3t0aFDB0ybNg1paWmIjIxEq1atAADr1q2DnZ0d7OzshD7sufW5HjRoEFxdXfHw4UMMGjQIjRs3xo8//iiUrWPHjvl+DiEhIbCzs8Px48exbt06tGnTBk2aNMHYsWMRHx8PsViMRYsWwdnZGU2aNMGMGTOQlpYmt4/c+tnv3r0bPXr0QOPGjeHo6IiePXsqhLncSKVS7Ny5Ez169IC9vT1atWqF2bNnIzY2Vu54T548QWhoqPAZyd5nbn3icxMVFQV3d3d06dIFb968AZDd9WPRokVo3749GjZsCBcXF6xfv164e/Xnvp+83L17F8OGDYOjoyMcHBzg5eWFmzdvym2zceNG2NnZ4fHjx5g2bRpatGiB7t2757vfc+fOwcrKCrVr15ZbLhsD8Pz5c8ycORPNmjWDo6MjZs2aJcw1rm6VKlUCALmxY6dPn4aFhYXcv0VLS0u4ubnh4sWLCvXO2dkZt2/fxocPH0qm0ERUKGyJJ6Iik5qaiuHDh+P27dt5tsAHBgbCwMAAgwYNQunSpXHnzh1s374d7969k+sCAGQHT19fX9jb22P69Ol53uk4NjYWQ4YMgbm5OYYOHQozMzO8ffsWFy5cQEpKCiwtLTF//nzMnz8fnTt3RufOnQEAVatWzff9JCYmwtfXF126dEH37t1RunTpAn8mW7ZsgaGhIYYPH45//vkHu3btgo6ODoyNjfH+/XuMGTMGd+/exdGjR1GpUiVMmDAhz30dPHgQP/30E7p27Qpvb29kZmbiyZMnCAsLQ//+/fMtx7x583D48GH06tUL3t7eePv2LXbt2oV79+7h0KFDMDQ0xOzZs/Hzzz/DxMQEI0eOBACUKlVK6ff6+vVrDB48GPr6+ti1axesra2RlpYGHx8fvH79Gv379xe65axbtw5v3rzBggULCvX9hIaGwtfXF/Xq1cOYMWOgp6eHY8eOwdfXF9u2bVPokjNp0iTY2NhgwoQJyMjIyGOv2cLCwtCwYcM810+ePBlVqlTB5MmT8eDBAxw8eBCWlpaYNm1avvsVi8VKd50zNzdX6vbrsn2mpaXh3r172Lp1KypVqiR3k6KHDx+ifv36Cvuzt7fH/v378fz5c9SvX19Y3qBBAwDZn0OnTp2UKi8RlTyGeCIqMnPmzEFUVFS+XWiWLVsm1yWlf//+qFatGlatWoXp06ejYsWKwrqMjAy0b98es2bNyve4t2/fRlxcHLZs2QJ7e3th+fjx44XHXbt2xfz582FnZ6f0YMX3799jzpw58PHxUWr73GRkZODgwYNC3+qPHz/it99+w1dffYUtW7ZAJBLB29sb//zzDw4fPpxviL906RJq166NNWvWFKgMt2/fxv79+7FkyRL06tVLWN6mTRt4e3vj6NGj8PT0RKdOnbBq1SpYWFgUeEDnP//8g8GDB6NMmTLw9/eHpaUlACAgIADPnz9HYGCg0Pfa09MTNjY2WLVqFXx9fVGjRo0CfT9SqRRz586Fo6Mj/P39IRKJAGTXpd69e2PlypUKVydq1KiBtWvXfvZ9ZGZmIiIiAu3atctzm3r16mHRokXC87i4OBw6dOizIf7EiROfrcsy58+fh42NzWe3O3bsGL7//nvhecOGDbFw4ULo6+sLy2JiYtCkSROF11pbWwMAoqOj5UJ8lSpVAABPnz5liCfSYAzxRFRk3r9/DwMDA+GSfm5kAV4ikSA5ORkZGRlwdHSEVCrF33//LRfiAWDAgAGfPa6shfzSpUuoW7euXIBRhZ6eHjw9PVXaR8+ePeUGRzo4OODEiRPo06ePED5ly//66y+IxeI8B1OWLl0a7969w927d+Hg4KB0GU6dOgUTExO0adNGrvtMjRo1UK5cOYSEhKj0Pp89e4apU6eiQoUK2Lp1K8zMzOSO7ejoCAsLC7ljOzs7Y9WqVQgNDUWNGjUKdLzw8HC8ePECQ4cOxcePH+XWOTs7Y9euXQrdW7y8vJTad3x8PKRSqdx7+NQ333wj97xZs2Y4e/YskpKSYGpqmufrWrduDX9/f6XKYWVlpdR2bdu2hb+/P+Lj43H9+nU8efIEKSkpctukpaXlWqdkyz7tTiN7759+tkSkWRjiiajI/Pjjj/j1118xbNgw7Nq1S6FPMQA8fvwYS5cuRWhoqEJ4+LSrgY6ODipXrvzZ47Zo0QJdu3bFunXr4O/vjxYtWqBjx47o3r27SgNhra2tVR7M+elJieyEQzboMOdyqVSKhIQElCtXLtd9DRs2DDdu3EC/fv1QpUoVODs7w93dHU5OTvmW4eXLl0hJSYGzs3Ou61Xt+zxq1ChYWloiICBAIcS+fPkS4eHhQp/3ojj2ixcvAGRf+clLXFyc3GBtWeuysqRSaZ7rPj1JLVOmDIDsE4D8Qry1tbXQ+l1Uypcvj/LlywPIHqy6YcMGDBkyBGfOnBFOBIyMjHKddlK2zMjISG657L3nPMkkIs3DEE9ERaZ69erYunUrfHx8MGTIEOzZs0cuPCUmJsLHxwcmJiaYNGkSqlatCiMjI0RFRWHmzJmQSCRy+9PT01NqSkORSIQ1a9bg7t27uHjxIq5fv44ffvgBfn5+OHDgAMqWLVuo91MUs7Hk1Y8/r+X5hceaNWsiODgYly9fxrVr13Dp0iXs378fAwYMwLx58/J8nUQigbm5ucKYAxlZCC0sV1dXBAYG4siRIxg0aJDCsZ2cnIRByZ8qaLgG/v8zmjJlSp591y0tLeXq06dBNS/m5uYQiUT53o8kr77q+X13QHaLt7I3K7S0tMyzjuTHzc0Nq1evxvnz54VxElZWVrnekCs6OhoAFE4sZO/dwsKiwMcnopLDEE9ERap+/frYtGkTfH198d1332H37t1CS2FISAg+fvyINWvWoEWLFsJrfv/99yI5toODAxwcHDBhwgRcvnwZw4cPx4EDBzBq1Kj/TKuisbExXF1d4erqiszMTMycORN79uzByJEjhc/5U1WrVsX169fRqFGjzw5ULcznNHnyZBgaGmLBggUwMTGBh4eH3LGTk5PzvApQmOPKgn+pUqXy3W9hZozR1dVFtWrViuXusCdPnizyPvGfks3ylPNkoW7duggNDYVEIpE7Abl79y4MDQ0VujPJ3nvO+eOJSPMwxBNRkWvWrBnWrFmDMWPGwNfXFzt37oSFhYUQIHK2WEokEqX7CeclPj4eZcqUkQuCshk2EhISAPx/X3xtvuPzx48f5VpH9fT0UKdOHQDZ7zOvEO/u7o49e/Zg/fr1mD59uty6rKwsJCUlCf2gjY2NC/UZzZs3D6mpqfjhhx9gbGwsNx/52rVrcfnyZYXBoklJSTAwMICBgUGBvp+GDRuiWrVqCAgIQM+ePRW6sMTGxgoDawujadOmuHr1aqFfn5ei7BOf13vcv38/AMhdoXB1dcXp06cRHBwsfC+xsbEIDg5G+/btFa5S/P333wCQ62BYItIcDPFEVCzatWuHX3/9FVOmTMGwYcMQEBCApk2bwtzcHDNnzsTAgQOhp6eH06dPKwzEK6gjR45gz5496NSpE6pWrYq0tDQEBgZCV1dXmCXHyMgItWvXxsmTJ1G9enWYm5vDxsYGjRo1Koq3WyJ8fX1haWkJR0dHlCtXDhEREdi1axfs7OzybTVt3rw5vL29sXXrVjx69Aht2rSBvr4+IiIicPr0aYwfP164Q2vDhg2xZ88erFu3Dra2tjAxMfnsnPhAdkv6woULkZKSgunTp8PExATt27fH0KFDcfHiRYwePRq9evVCgwYNkJ6ejsePHyM4OBjHjx+HjY1Ngb4fHR0dLFiwAEOHDkW3bt3g4eGBChUqIDo6GqGhocKc+IXl4uKCwMBAPHnyJNdxHYVVlH3id+/ejbNnz6J9+/aoXLkyEhMTceXKFYSEhKBDhw5yYxC6du2Kxo0bY86cOXj+/DksLCywd+9eZGZm5job0vXr19GkSZNCd0MjopLBEE+kZqampmjWrJnay1Ac3N3dkZycjO+//x6jRo3Cli1bsHnzZixevBhr166FiYkJunTpAi8vL3z99deFPk6LFi1w7949BAcH4/Xr1wCyWz1/+OEHuRC4YMEC/PLLL1i8eDHEYjF69+6tVSHe09MTJ06cwPbt2/Hx40fo6OjA29sbo0aN+uyc4nPnzkX9+vWxb98+rFy5Erq6uqhUqRLc3NzkBsaOGTMGb9++hb+/P5KSklC5cmWlQjyQ3RVl+fLlGD16NMaPHw8/Pz+0atUKO3fuhJ+fH4KDg3Hs2DGUKlUKtra2GD16tFyLc0G+n+bNm2P//v3YsGED9uzZg6SkJFhZWcHe3h59+/ZVqrx5ad++PcqWLYtTp04VaYgvSq1atcKjR48QFBSE9+/fQ19fHzVq1MCsWbMwcOBAuW11dXWxefNmLF26FDt37kRaWhrs7e2xcOFChZO/hIQEXLt2DXPnzi3Jt0NEhSCSfm4kzn9IWFgYAPVdIoyLi4OpqakwDZns/3p6ekqvAyDMuBAXFyc8z2sbbRMeHg4guw/nf8nLly8BQO4GLFR4sr7OOeebl5FIJPj666+xatUq1KpVq6SLVmLCwsKwePFiofsEKcqvnnyOn58f9u7di7NnzxbZlKXawN/fH1u3bsW5c+eUHgys7XKrJ/zN/jKF+gxBxr9d+vTNzNBixzZhXUnkk4Lm1M/fDo6ISIvo6OigdevWOHHihLqLUqyaNGmCly9fIiIiQt1F+U/y8fFBRkYGjh49qu6ilBixWAx/f3+MGjXqiwnwRNqM3WmI6D/jwIEDEIlEuHLlCtq0aaPu4hSLuLg4HDhwAEB21wdVxxNQ7oyNjYts1iRtYWBggCtXrqi7GESkJIZ4IvrPCAsLw/Hjx1GtWjWV77SqqSQSCXbu3ImEhAR07979P9f1jIiIlMMQT0T/GYsWLcKiRYvUXYxiZWlpWSzTHxIRkXZhn3giIiIiIi3DEE9EREREpGUY4omIiIiItAxDPBERERGRlmGIJyIiIiLSMgzxRERERERahiGeiIiIiEjLMMQTEREREWkZhngiIgAhISGws7PDb7/9ppbjR0ZGws7ODoGBgcKytWvXws7ODjExMcV67MDAQNjZ2SEyMrJYj5NTSkoKvvrqKxw8eLDEjpmTnZ0d5s6dq5Zjk3rs3r0b7du3h1gsVndRiIoEQzwRFZnY2FisWLECPXr0QJMmTWBvbw8XFxdMnz4dN2/eVHfxNMLu3bvlgnpJSU1Nxdq1axESElLix87Njh07oKenh549e6q7KGpjZ2eX639NmjQRtomOjsayZcvw7bffwtHRUa0nmjKHDh2Cu7s77O3t0blzZwQEBEAqlSr12levXmHSpElo2bIlHBwc4OHhgXPnzuW6bXBwMDw8PODg4IAWLVpg0qRJePv2rcJ2J0+exPTp0+Hq6oq6devC1dU11/15eHhALBZj3759yr9ZIg2mp+4CENF/w7179zBixAgkJibC3d0d/fv3h4GBASIjI3HhwgV8++232Lx5M9q1a6fuoqrV3r17YWFhgT59+sgtr1y5Mu7evQs9veL5WU5NTcW6deswduxYtGzZsliOoayMjAxs374dXl5eMDAwUGtZ1M3JyUmhLujr6wuPX7x4gf/973+oWrUq6tWrhz/++KOkiyhn3759mDdvHrp06YLvvvsOt27dwqJFi5CamopRo0bl+9p3797B09MTEokEgwYNgrm5OX777TeMHTsWK1euhJubm7Dt/v37MXfuXDRv3hzTp09HXFwcduzYAW9vbxw+fBgWFhbCtnv37sX9+/fRoEEDJCUl5Xl8IyMj9OrVC/7+/hg4cCB0dNiOSdqNIZ6IVJaQkIAxY8ZAR0cHR48eRc2aNeXWT5o0CWfOnEGpUqWK5HgZGRkQiURFsi9NIRKJYGhoqO5iFImUlBSYmJjkuf7SpUuIjY2VC23aQiwWQ0dHp8hOtqpVq5bv1YgGDRrg5s2bsLCwQEhICHx8fIrkuIWRlpaGlStXok2bNli7di0AoF+/fsjKysKmTZvg6ekJS0vLPF+/efNmxMXF4ejRo6hTpw4AwMvLC/369cOCBQvQqVMn6OvrQywWY/ny5WjSpAl27NghhO0OHTqgb9++2Lx5M2bMmCHs99dff4W1tTV0dXUxaNCgfLufubu7Y+vWrbh58yacnZ2L4mMhUhuehhKRyvbt24eoqCjMnj1bIcDLdOnSBc2aNZNbFh0djTlz5uCrr75Cw4YN4ebmhj179shtI+urHhQUhLVr16J9+/Zo2bIloqKiAGS3VE6ePBmtWrWCvb09unTpggULFhT4OLnJyMjA+PHj0bhxY/z+++/5biuVSrFz50706NED9vb2aNWqFWbPno3Y2Fhhm44dO+LJkycIDQ0Vuk507NgRQO594nMTFRUFd3d3dOnSBW/evAEAJCYmYtGiRWjfvj0aNmwIFxcXrF+/HllZWcK+W7VqBQBYt26dcOyZM2fme6y7d+9i2LBhcHR0hIODA7y8vBS6Rcn67T9+/BjTpk1DixYt0L1793z3e+7cOVhZWaF27dq57uvZs2eYOnUqHB0d0bJlS6xYsQJSqRRRUVEYPXo0mjZtCmdnZ2zZskXu9WKxGGvWrIGHhweaN2+Oli1bwtvbO8/uGp8KCAiAnZ0dNm7cCCD3uteoUSO8e/cOABAaGoqBAweicePGcHR0xIgRI/D48WOljqUsU1NTuVZndQoJCUFcXBy8vLzklnt7eyMtLQ2XLl3K9/W3bt1CnTp1hAAPALq6uujWrRtiYmKEqwxPnz5FfHw83Nzc5FrLGzRogJo1ayp0J6pYsSJ0dXWVeg8NGzaEubk5zp49q9T2RJqMLfFEapL88iWe/28bUl+V3GDC/BhXsUGNYUNQyta2wK+9cOECjIyM0LlzZ6Vf8+HDB3h6eiIrKwteXl4oW7Ysbty4gR9//BFxcXEYPXq03PZ+fn7Q0dGBj48PxGIxTExM8OTJE3h5eUFHRwfffPMNqlSpgtevX+PkyZOYM2dOoY4jIxaLMX78eISGhmLLli0KJyCfmjdvHg4fPoxevXrB29sbb9++xa5du3Dv3j0cOnQIhoaGmD17Nn7++WeYmJhg5MiRAFCgqxOvX7/G4MGDoa+vj127dsHa2hppaWnw8fHB69ev0b9/f6Fbzrp16/DmzRssWLAAlpaWmD9/PubPn4/OnTsL31PVqlXzPFZoaCh8fX1Rr149jBkzBnp6ejh27Bh8fX2xbds2hS45kyZNgo2NDSZMmICMjIx830dYWBgaNmyY5/rJkyejRo0amDJlCq5cuQI/Pz+YmZnh8OHDaNasGaZOnYrjx49j6dKlaNCggXCCkpSUhP3798Pd3R19+vRBcnIyTp06hTFjxny2K9fGjRuxatUqzJo1C4MHD5Zbl7PuSaVSmJiY4ObNm/D19YWNjQ3Gjh2L9PR07NmzB15eXjh06BCqV6+e72cgIxaL5U70gOw6UVRXZcRicb5dTHIyNzfPt4vJgwcPAEDhu2vQoAF0dHTw4MEDha5Bn5bF3NxcYbmRkREA4P79+3B2dhYGnhobG+e67ZMnTxATEwMrK6vPvqfc1K9fH7dv3y7Ua4k0CUM8kZo899uChAcP1V0MQUZ8PJ77bYH9ol8K/Nrnz5+jevXqcn15gexQlXMmCENDQyG0rlq1CmKxGMePHxcuwXt5eeH777+Hn58fBg4ciDJlygivTU5OxsmTJ2FiYoLU1FQAwIwZM5CVlYUjR46gSpUqwraTJk0SHhf0OEB2//HRo0fj/v378Pf3R6NGjfJ9/7dv38b+/fuxZMkS9OrVS1jepk0beHt74+jRo/D09ESnTp2watUqWFhYFHhA5z///IPBgwejTJky8Pf3F95LQEAAnj9/jsDAQOEqiKenJ2xsbLBq1Sr4+vqiRo0a6Nq1K+bPnw87O7vPHlsqlWLu3LlwdHSEv7+/0HWpf//+6N27N1auXKkwOLBGjRpCF4v8ZGZmIiIiIt9A3aBBAyxcuFB4Lx07dsTSpUsxYcIEod919+7d0aZNGxw+fFgI8WZmZrh48aLQzz41NRX9+/fHgAED4O/vn+cxV65cCT8/P8yfP1+hlRmQr3syS5YsgampKfbt2ye0lHfr1g3du3fHypUrsWbNms9+FgBw5MgRHDlyRG7ZDz/8gIEDByr1+s85ceIEZs2apdS258+fh42NTZ7rZd1UrK2t5ZYbGBjA3Nwc0dHR+e6/evXqCAkJQUJCgty/OVkLvOzqWrVq1aCjo4Nbt27hm2++EbaLjY3Fs2fPhG0LG+KrVKmi9rEFREWBIZ6IVJaUlJRrH+gffvgBJ0+eFJ737t0bixcvhlQqxenTp9GpUycAkGuJlE07eOfOHbRp00ZY3rNnT7ljxMbGIjQ0FN7e3nIBHoAQOgtznOTkZAwdOhTPnj3Djh07UK9evc++/1OnTsHExARt2rSRO0aNGjVQrlw5hISEwNPT87P7yYuse0mFChWwdetWmJmZyR3b0dERFhYWcsd2dnbGqlWrEBoaiho1ahToeOHh4Xjx4gWGDh2Kjx8/yq1zdnbGrl27kJqaKtdSmlv4zU18fDykUqnce/hUv379hMe6urpo2LAh3r17h759+wrLy5Qpg+rVq8tNi6mrqyt0qxCLxYiPj4dEIkGzZs3ynNFl4cKF2LVrFxYvXix3ApbTp3UvOjoaDx48wHfffSfX1cXW1hYdO3bE1atXkZWVpVQXjw4dOij0cy/o95Wf1q1bw9/fX6ltPxeK09LSoK+vn+t4FENDQ6Snp+f7em9vb1y4cAHjx4/HlClTUKZMGZw4cULo7pSWlgYAsLCwgLu7O44fP46aNWvCzc0NcXFxWLp0qXCVR7ZtYZQpUwYZGRlISkqCqalpofdDpG4M8URqUmPEUI3sTlMYpUqVQnJyssLyUaNGCYFM1n0EyA7T8fHxOHz4MA4fPpzrPj98+CD3/NOuH69fvwYAhX7VORXmOIsWLUJ6ejoCAwNRt27dPPed08uXL5GSkpLnQLlPj1FQo0aNgqWlJQICAhRCx8uXLxEeHi60RhfFsV+8eAEAQpek3MTFxcmF+E9PpD4nvykJK1WqJPe8dOnS0NfXVwiZpUuXxvv37+WWHTx4EAEBAXj27JncMXILnsePH0dKSgp++OGHPAM8oFj3ZGMRcusyU6NGDZw+fRofP35EuXLlEBsbK4xNAAATExO5LlTW1tbFOsDS2tpaoeW8sIyMjJCRkQGJRKLQ7SY9Pf2zXYBat26NH3/8Eb/++qtwQmZlZYU5c+Zg/vz5cp/Ljz/+iIyMDKxYsQIrVqwAkH1lq0+fPti/f79K4VvZ6TCJNB1DPJGalLK1hf2Cn9RdjCJRs2ZNPHz4EBkZGXJdanIOYsvZKimRSABkd4nw8PDIdZ+1atWSey7rN1sQhTmOi4sLTp06hU2bNmH58uVKtaZKJBKYm5tj5cqVua7/tLtOQbm6uiIwMBBHjhzBoEGDFI7t5OSEESNG5PragoZr4P9DzpQpU/Lsu/7pLCTKfj/m5uYQiUSIj4/Pc5vc+mXnNRtRzkAWFBSE77//Hh06dMCwYcNgamoKXV1dnDhxAidOnFB4bdOmTfHo0SPs3r0b7u7uec6sUpi6J9O3b1/hhBMAxo4di3HjxhV6fwWVlpaGxMREpba1tLTMt77LTqJiYmJQvnx5YblYLEZcXJxSJwv9+/dHr1698OjRIwBAvXr1hHsX2OYYj2Nqaoo1a9YgKioKERERsLKygq2tLSZPngwdHZ1C1WuZhIQE6OvrsxWetB5DPBGprEOHDggLC8Pp06c/OzMJkB0WSpUqhczMzEK3Qsr67j558qRIj9OhQwe0b98e06ZNg7GxMRYuXPjZ6SyrVq2K69evo1GjRp8dqFqYqTEnT54MQ0NDLFiwACYmJnInJFWrVkVycvJn319BjisLSKVKlSryVmJdXV1Uq1atWO4OGxwcjCpVqmDjxo0QiUTC2IncAjyQPTf/rFmzMHDgQAwZMgQ7duxQ6oRLdqVAdsUip+fPn8PExEToZrN06VK5biaqhM/COHnyZJH1iZd1Lbt//75ciL9//z4kEolSXc+A7JOinONMZDM/5VbXypcvLxwrMzMTISEhaNy4sUrT1UZGRuY5ixaRNuEUk0Sksv79+8PKygqLFy8WBp7lR1dXF127dsX58+cRHh6usP7T2TpyY2FhgRYtWuDIkSN49eqV3DpZ62xhj9O9e3f89NNPCAwMVJiuMjfu7u6QSCRYv369wrqsrCy5VmdjY+N8W6HzMm/ePPTs2VNhnIGbmxvu3buHy5cvK7wm58BiWdcXZY7dsGFDVKtWDQEBAbnObKLM95Ofpk2b4v79+yrtIzeyVuScrfORkZH5TjFZq1YtbN26FZGRkRg2bFiu3cI+ZW1tjQYNGuDo0aOIi4sTlkdERODChQto06aNUBZHR0c4OzsL/5V0iJf1iVfmv8/1iXdycoK5uTn27t0rt3zv3r0wNDREhw4dhGWJiYl49uzZZ68CPH/+HPv374eLi4tcS3xu/ve//+H9+/fw9fXN/01/xoMHD+TuikukrdgST0QqMzMzw4YNGzB8+HD06tUL3bp1g729PQwMDPD27VucPXsWKSkpqFixovCaqVOnIjQ0FJ6enujXrx9q166N+Ph4hIeH4+zZs7h3795nj/v9999jwIAB8PDwgKenJ6pUqYI3b97g5MmTOHPmjErH6devH5KTk7Fo0SKYmJhg8uTJeZajefPm8Pb2xtatW/Ho0SO0adMG+vr6iIiIwOnTpzF+/Hhh6r2GDRtiz549WLduHWxtbWFiYiLMFZ8fkUiEhQsXIiUlBdOnT4eJiQnat2+PoUOH4uLFixg9ejR69eqFBg0aID09HY8fP0ZwcDCOHz8OGxsbGBkZoXbt2jh58iSqV68Oc3Nz2NjY5Drzjo6ODhYsWIChQ4eiW7du8PDwQIUKFRAdHY3Q0FBhTvzCcnFxQWBgIJ48eZLvmIaC6tixI86cOYNRo0ahY8eOiIyMxMGDB1G9enU8fJj3TFANGjSAn58ffH19MXr0aGzevPmz/bunT58OX19feHp64ptvvhGmmDQ0NJSbHakobNiwAQCEqxdnz57FP//8AwB5TpEqU9R94sePH4+ffvoJ48aNQ9u2bXHr1i0EBQVh3Lhxct2Rzp49i1mzZmHRokVC3X/9+jXGjx+Pjh07onz58nj58iX27duHcuXKYf78+XLH2rx5Mx49egQHBwcYGhri2rVrOHv2LLy8vISB6jJ//PGHMNvM69evkZKSInxmzZs3R/PmzYVt79+/j7i4OIV9EGkjhngiKhIODg747bff4O/vj0uXLiE4OBhZWVmwtrZG06ZNMXv2bLnBl2XLlsXBgwexYcMGnD9/Hvv27YOZmRlq1Kjx2ZsQydjZ2eHAgQNYvXo19u7di8TERNja2sq1CKpynMGDByM5ORlr1qyRm9s9N3PnzkX9+vWxb98+rFy5Erq6uqhUqRLc3Nzg5OQkbDdmzBi8ffsW/v7+SEpKQuXKlZUK8UB2S/Py5csxevRojB8/Hn5+fmjVqhV27twJPz8/BAcH49ixYyhVqhRsbW0xevRoudbVBQsW4JdffsHixYshFovRu3fvPKfPbN68Ofbv348NGzZgz549SEpKgpWVFezt7eVmiSmM9u3bo2zZsjh16lSRhvjevXvjw4cP2Lt3L65fv44qVapg6tSpePv2bb4hHshuMd+wYQNGjBiB8ePHY926dflu7+TkhG3btmHNmjVYs2YNdHV10axZM0yZMkXpOeKVtXr1arnnp06dwqlTpwB8PsQXNW9vbxgYGGDbtm24ePEiKlSogJkzZyrMrZ8bU1NTVKhQAXv37kVcXBzKlSuHXr16YcyYMQo3tLKzs8O5c+dw+fJlZGRkoFatWli4cGGu89DfvHlT4fuSfWZjx46VC/GnTp1CxYoVebdW+k8QSb+gYdphYWEAoLbLaHFxcTA1NRWmtZL9X09PT+l1AISbZcgu45qbm+e5jbaRdXlQdlYQbfHy5UsA+OzlYlKOrK/zpzeDGTJkCIYMGYLWrVuro1hUAH5+fti7dy/Onj2rcH+BopJXPaEvU3p6Ojp27Ihhw4bJnXTkVk/4m/1lCvUZgox/uxzqm5mhxY5twrqSyCcFzansE09E/xkdOnRAUFCQuotBSvDx8UFGRgaOHj2q7qLQF+LQoUPQ19fHgAED1F0UoiLB7jREpPVOnDiB1NRUnDx5Ms9pAkmzGBsbC7OSEJUEb29veHt7q7sYREWGIZ6ItN6TJ0+wbds2WFlZYcqUKeouDhERUbFjiCcirTdp0qQinxGEiIhIk7FPPBERERGRlmGIJyIiIiLSMgzxRCVAV1cXWVlZ6i4GERF9hlQqRWZmJnR0GJFIs7GGEpUAIyMjiMVifPjwQd1FISKiPEgkEsTExCAjIwOmpqbqLg5RvjiwlagElCtXDunp6YiOjkZcXBx0dXXVXSStJruqwc+R8sN6QsqQ1RORSISMjAxIJBKULl1aa2+aSF8OhniiEiASiVC5cmW8f/8eaWlp7FqjItmdic3MzNRcEtJkrCekDFk9sbCwgLGxMcqUKYNSpUqpuVREn8cQT1RCRCIRrKys1F2M/wTZ7a95S3TKD+sJKUNWT6pWrarmkhAVDPvEExERERFpGY0M8WKxGMuWLUObNm3g4OCAvn374urVq+ouFhERERGRRtDIED9z5kz4+/uje/fumDNnDvT09DBixAiEhoaqu2hERERERGqncSH+7t27+O233zBhwgTMmDEDnp6e2L59OypXroxff/1V3cUjIiIiIlI7jQvxwcHB0NHRgaenp7DM0NAQffv2xb179xAZGanG0hERERERqZ/GzU7z8OFDVK1aVWFKMAcHB2G9jY1NofYtkUgAAH/++adqhSwEkUgEkUhUYseTSqWQSqUldryipo7viLQP6wkpg/WElMF6QjqjhsEwx/Pc6oQm1RONC/ExMTG5TsMnWxYdHa3yMb6EWymX9EkDERERkVYzMlLr4WWNzcrSuBCflpYGAwMDheWGhobC+sJydHQs9GuJiIiIiDSFxjVJGxkZQSwWKyxPT08X1hMRERERfck0LsRbWVkhJiZGYblsmbW1dUkXiYiIiIhIo2hciK9bty4iIiIQHx8vt/zOnTvCeiIiIiKiL5nGhXhXV1dIJBLs379fWCYWixEYGIgGDRqgSpUqaiwdEREREZH6adzA1kaNGsHV1RWrV6/Gx48fYWtri6NHjyIyMhLbtm1Td/GIiIiIiNROJNXAycTT09OxevVqBAUFIT4+HrVr18aECRPQrl07dReNiIiIiEjtNDLEExERERFR3jSuTzwREREREeWPIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYinEiEWi7Fs2TK0adMGDg4O6Nu3L65evfrZ1924cQOzZs1C165d0ahRI7i4uGDOnDmIjo4ugVJTSStsPfnUxo0bYWdnB1dX12IoJambqvXkxo0bGDx4MBwdHdGkSRP06tULR44cKcYSkzqoUk/u37+PkSNHonXr1mjSpAm6deuGzZs3Iz09vZhLTSUtOTkZa9aswbBhw+Dk5AQ7Ozts3rxZ6dcnJCRg7ty5cHJyQuPGjTFo0CDcu3evGEv8/xjiqUTMnDkT/v7+6N69O+bMmQM9PT2MGDECoaGh+b5u6dKlCA0NRadOnfD999+jW7duOHXqFHr37s0g/x9U2HqS07t37+Dn5wcTE5NiLCmpkyr15PDhw/juu++gq6uLSZMmYcaMGXBycsKbN29KoORUkgpbT+7fv4/+/fvj1atXGDJkCGbMmIE6depg+fLlmDlzZgmVnkrKx48fsX79ejx+/Bj169cv0GslEgmGDx+O48ePw9vbG9OmTcPHjx/h4+ODZ8+eFVOJc5ASFbM7d+5I69SpI/Xz8xOWpaWlSTt16iT18PDI97WhoaHSrKwshWV16tSRLlu2rFjKS+qhSj3JaeLEiVIfHx/pwIEDpV27di2OopIaqVJPXr16JXVwcJD+/PPPxV1MUjNV6sn3338vbdCggTQ2NlZu+ZgxY6R169aVJicnF0uZST3S09Ol7969k0ql2b8Rn9ab/Pz222/SOnXqSH/77Tdh2YcPH6TNmjWTjh8/vljKmxNb4qnYBQcHQ0dHB56ensIyQ0ND9O3bF/fu3UNkZGSer23evDl0dHQUlpmbm+Pp06fFVmYqearUE5k//vgDp0+fxuzZs4uzqKRGqtSTffv2ISsrCxMmTAAAJCUlQSqVFnuZqeSpUk8SExNhYGAAMzMzueVWVlbQ1dWFvr5+sZWbSp6BgQHKly9fqNeePn0aFhYWcl03LS0t4ebmhosXLyItLa2oipkrhngqdg8fPkTVqlUVfhAdHByE9QWRnJyM5ORkWFhYFFkZSf1UrSdZWVn4+eef0bdvX9jZ2RVbOUm9VKkn169fR40aNXD58mW0a9cOjo6OaNGiBZYtW4asrKxiLTeVLFXqSfPmzZGcnIw5c+bg6dOnePPmDY4cOYLAwED4+voyxJPg4cOHqF+/vkJjo729PdLT0/H8+fNiPb5ese6dCEBMTAysrKwUlsuWFbRv+/bt25GRkYFu3boVSflIM6haT/bt24c3b94gICCgOIpHGkKVevLPP/9AV1cXs2bNwtChQ1GvXj1cuHAB//vf/5Ceno45c+YUW7mpZKlSTzw9PfH06VMcOHAAgYGBAACRSIRJkyZhxIgRxVNg0koxMTFo0qSJwnJra2sA2fWsoP3sC4IhnopdWloaDAwMFJYbGhoK65X1xx9/YP369XB1dcVXX31VZGUk9VOlnnz8+BFr1qzB6NGjYWlpWWxlJPVTpZ6kpKRAIpFgypQpGD58OACgS5cuSEpKwt69ezFq1CjWn/8IVeqJnp4eqlWrBicnJ7i7u8PU1BQXLlzAypUrYWpqCm9v72IrN2mXvOqZbFlxd6dhiKdiZ2RkBLFYrLBcNlWXkZGRUvt59uwZxo4di9q1a2PBggVFWkZSP1XqyapVq2BmZoaBAwcWW/lIM6hST4yMjJCSkoLu3bvLLe/RowfOnj2Le/fuoV27dkVbYFILVerJ5s2b4e/vjzNnzqB06dIAgK5du0IqleLXX3+Fm5sbT/YIQN71TLZM2XxTWOwTT8XOysoKMTExCstly2SXnfLz9u1b+Pr6wtTUFJs3b4apqWmRl5PUq7D15OXLlzhw4AAGDRqE6OhoREZGIjIyEunp6cjMzERkZCTi4uKKs+hUglT5PZGtK1eunNzysmXLAgDi4+OLqpikZqrUkz179qBly5ZCgJfp1KkT0tLScP/+/aItLGmtvOqZrLuWMvlGFQzxVOzq1q2LiIgIhT+Qd+7cEdbn5+PHjxgyZAjEYjG2bt1a7P8oSD0KW0+ioqIgkUjwyy+/wMXFRfjvzp07ePXqFVxcXLBmzZpiLz+VDFV+Txo0aAAgu87kJHvO1tX/DlXqyfv373Md6JyZmQkAHARNgrp16+LBgweQSCRyy+/evQtDQ0PUqFGjWI/PEE/FztXVFRKJBPv37xeWicViBAYGokGDBqhSpQqA7DPXZ8+eISMjQ9guJSUFw4cPR1RUFDZv3gxbW9uSLj6VkMLWk9q1a2P9+vUK/9WuXRvly5fH+vXr8c0336jlPVHRU+X3xN3dHQBw6NAhYZlUKsWhQ4dgYmKCxo0bl8yboGKnSj2pXr06bt68iffv38vt8/jx49DR0SnWgYqkuXKrK66urvj48SOCg4OFZbGxsQgODkb79u2LvTsN+8RTsWvUqBFcXV2xevVqfPz4Eba2tjh69CgiIyOxbds2YbsVK1bgyJEjOH/+PGxsbAAAU6dOxd27d+Hh4YFnz57J3QGtVKlS6NSpU4m/Hyoeha0nlpaWudaD7du3IzMzk3XkP0aV3xMXFxe0atUKfn5++PjxI+zs7HDp0iVcv34dM2fOZDe9/xBV6smIESMwZcoU9OvXD/3794epqSnOnz+P33//HZ6enoWeU5w0165du5CQkIDExEQAQEhIiHDlZdCgQShdunSudaVr165o3Lgx5syZg+fPn8PCwgJ79+5FZmamcD+K4sQQTyXi119/xerVqxEUFIT4+HjUrl0bGzduhJOTU76vCw8PB5B9q/TDhw/LratcuTID2n9MYesJfVkKW09EIhHWr1+P1atX4+TJkwgMDES1atWwYMEC9O3bt4RKTyWlsPWke/fuKFu2LDZt2oTt27cjISEBVapUwZQpU+Dr61tCpaeStG3bNrx+/Vp4fu3aNVy7dg0A8PXXXyuMj5DR1dXF5s2bsXTpUuzcuRNpaWmwt7fHwoULUbNmzWIvt0jK29UREREREWkV9oknIiIiItIyDPFERERERFqGIZ6IiIiISMswxBMRERERaRmGeCIiIiIiLcMQT0RERESkZRjiiYiIiIi0DEM8EREREZGWYYgnIiIiItIyDPFERERERFqGIZ6I6AsXGBgIOzs7hISEqLsoRESkJD11F4CIiHIXEhICHx8fAECvXr2wZMkShW2kUilcXFzw+vVr6Orq4sGDByVdzCIXGRkJFxeXPNePHTsW48aNAwA8f/4cBw8exMOHD/Hw4UPExcWhb9++WLBgQUkVl4hILRjiiYg0nKGhIU6fPo0ffvgBpqamcut+//13vH79GoaGhsjMzFRTCYtHixYt0LdvX4XldnZ2wuO//voL27Ztg42NDRo2bIhr166VZBGJiNSGIZ6ISMN17twZJ06cwIkTJ9C/f3+5dQcPHkSlSpVQqVIlhIWFqaV8aWlp0NPTg55e0f5JqVq1Knr27JnvNh06dEBoaCjMzMw+24JPRPRfwj7xREQarmbNmmjSpAkOHToktzw2Nhbnz59Hnz59oKMj/3P+7Nkz/Pjjj+jevTscHR3h4OCAHj16YOvWrcjKylLquHv27EH9+vUxbtw4pKWlAQAGDRqEjh074vXr15g0aRJatmyJRo0a4d27dwCAqKgozJkzB23atEHDhg3Rtm1b/PDDD4iOji6CT0KRhYUFzMzMimXfRESajC3xRERaoF+/fpg9ezYePXokdCc5duwYsrKy4OHhgdDQULntQ0NDERISgvbt28PGxgZisRiXL1/Gr7/+ilevXmH+/Pl5HksqlWLZsmXYsmULfHx8MGvWLLmThOTkZHh7e8Pe3h7jx49HcnIyTExMEBUVBQ8PD8TGxqJv376oW7cuwsPDcfDgQVy9ehWHDh1CuXLllH7PYrEYsbGxcst0dHRgbm6u9D6IiP6rGOKJiLSAm5sbFixYgEOHDmHOnDkAgEOHDsHZ2RmVKlVS2L5nz57w8vKSWzZ48GBMmTIFBw4cwJgxY2BlZaXwOrFYjJkzZ+LUqVOYNWsWBg8erLBNXFwc+vXrh6lTp8otnz59OmJiYrBs2TL06NFDWN60aVPMmDEDK1euLNCA06CgIAQFBcktMzc35yw6RERgdxoiIq1gYmKCbt26ISgoCGKxGLdv38bTp09zHfgp215GLBYjLi4OsbGxaNOmDbKysnD//n2F1yQkJGDIkCE4d+4cVq9enWuAlxk2bJjcc4lEgnPnzqF69epyAR7IPqGoWrUqzp49C6lUqvR7btu2Lfz9/eX+W7dundKvJyL6L2NLPBGRlujbty8OHDiAc+fO4erVq7CwsMhzIGdqaio2bNiA3377Da9fv1ZYHx8fr7Bs5syZSEpKgr+/P5ydnfMsh6WlpUI/9NjYWCQnJ6NOnToK24tEItSqVQsXLlxAfHw8zM3NkZiYKPSzlzEzM4OBgYHw3NraOt9yEBF9yRjiiYi0RKNGjVCnTh3s3LkT4eHh+Oabb+RCb05Tp07F+fPn0a9fPzRr1gwWFhbQ09PD/fv3sXz5ckgkEoXXuLu74/Dhw1i/fj0cHBwUprOUMTY2Vvm9LFiwAEeOHJFbtmPHDrRs2VLlfRMRfQkY4omItIiHhwcWLVoEAHl2pUlMTMT58+fx9ddf4+eff5Zb9/Llyzz33b17d7Rp0waTJ0/Gd999hy1btig984ulpSVKlSqFJ0+eKKyTSqV4+vQpzMzMhP0NHToUX3/9tdx2devWVepYRETEEE9EpFV69eqFxMRElC5dGrVr1851G5FIBAAK/c+TkpIQEBCQ7/67dOmC9evXY9y4cRg0aBD8/f1RtmzZz5ZLR0cHnTp1wrFjxxAcHAxXV1dhXVBQECIiItC3b1+hbLVq1UKtWrU+u18iIsodQzwRkRYxNzfHuHHj8t3G1NQUbdq0wfHjx2FgYIBGjRohOjoahw8fViqQt2vXDps3b8aoUaMwcOBABAQEoHz58p993eTJk3H9+nVMmTIFISEhqFOnjjDFZMWKFTFp0iSl36eyEhMTsXPnTuExADx8+BAbNmwAkN2637FjxyI/LhGRujHEExH9By1duhQrVqzApUuXEBQUhMqVK8Pb2xsNGjTId9YZGScnJ2zduhXDhw+Ht7c3AgICYGNjk+9rKlSogEOHDmHt2rU4e/YsDhw4AEtLS3h4eGDcuHEFmiNeWfHx8Vi9erXcsr///ht///03AKB3794M8UT0nySSFmS+LyIiIiIiUjvOE09EREREpGUY4omIiIiItAxDPBERERGRlmGIJyIiIiLSMgzxRERERERahiGeiIiIiEjLMMQTEREREWkZhngiIiIiIi3DEE9EREREpGUY4omIiIiItAxDPBERERGRlmGIJyIiIiLSMgzxRERERERa5v8A88AQIsiHv5sAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Permütasyon ortalaması 0.110 | gerçek 0.991 | p = 0.0323 (en küçük olası p = 0.0323)\n"
          ]
        }
      ],
      "source": [
        "gercek_skor, perm_skorlar, p_perm = permutation_test_score(\n",
        "    adaylar[\"Lojistik Regresyon\"], Xtr, ytr, cv=CV_KATMANLAR, scoring=\"f1_macro\",\n",
        "    n_permutations=N_PERM, random_state=RASTGELE, n_jobs=-1)\n",
        "fig, ax = plt.subplots(figsize=(8, 4))\n",
        "ax.hist(perm_skorlar, bins=15, color=\"#BBBBBB\", label=f\"Karıştırılmış etiketler (n = {N_PERM})\")\n",
        "ax.axvline(gercek_skor, color=\"#C44E52\", lw=2.5, label=f\"Gerçek etiketler (makro-F1 = {gercek_skor:.3f})\")\n",
        "ax.set_xlabel(\"Makro-F1\"); ax.set_ylabel(\"Frekans\"); ax.legend()\n",
        "ax.set_title(f\"Y-randomizasyon testi (lojistik regresyon), p = {p_perm:.4f}\")\n",
        "kaydet(fig, \"y_randomizasyon\"); plt.show()\n",
        "print(f\"Permütasyon ortalaması {perm_skorlar.mean():.3f} | gerçek {gercek_skor:.3f} | p = {p_perm:.4f} (en küçük olası p = {1/(N_PERM+1):.4f})\")\n",
        "HAKEM[\"Y-randomizasyon\"] = f\"gerçek {gercek_skor:.3f} vs karıştırılmış {perm_skorlar.mean():.3f} (p = {p_perm:.4f})\""
      ]
    },
    {
      "cell_type": "markdown",
      "id": "2fb802c4",
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        "### 15.4 Ablasyon çalışmaları\n",
        "\n",
        "Ablasyon, bir bileşen çıkarıldığında/değiştirildiğinde başarının nasıl değiştiğini ölçer. Hız ve kararlılık için temel model **lojistik regresyon**dur (topluluk ve CNN ablasyonları hariç). Tüm ablasyonlar aynı gruplu katmanlarda yapılır.\n",
        "\n",
        "| Ablasyon | Soru |\n",
        "|---|---|\n",
        "| (a) Özellikler | Hangi k-mer uzunlukları gerekli? Kompozisyon yeterli mi? Uzunluk eklenince ne olur? |\n",
        "| (b) Dereplikasyon | Psödo-replikasyonu gidermek değerlendirmeyi nasıl etkiler? |\n",
        "| (c) Benzerlik eşiği | Grup eşiği sonuçları değiştirir mi? |\n",
        "| (d) Topluluk üyeleri | Her üye gerekli mi? |\n",
        "| (e) Dengesizlik yöntemi | Bölüm 8 özeti |\n",
        "| (f) CNN mimarisi | Bölüm 13.1 özeti |"
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              "                     Analiz                                Varyant  Makro-F1  \\\n",
              "0            (a) Özellikler          Yalnızca kompozisyon (21 öz.)    0.5718   \n",
              "1            (a) Özellikler                     k = 3, 4 (320 öz.)    0.9700   \n",
              "2            (a) Özellikler                    k = 4, 5 (1280 öz.)    0.9904   \n",
              "3            (a) Özellikler          k = 3, 4, 5 (temel, 1344 öz.)    0.9911   \n",
              "4            (a) Özellikler              k = 3, 4, 5 + kompozisyon    0.9906   \n",
              "5            (a) Özellikler  k = 3, 4, 5 + dizi uzunluğu (kısayol)    0.9911   \n",
              "6         (b) Dereplikasyon               Yok (tüm veri, n = 4313)    0.9628   \n",
              "7         (b) Dereplikasyon            Grup başına ≤ 20 (n = 2065)    0.9923   \n",
              "8       (c) Benzerlik eşiği               Jaccard ≥ 0.3 (255 grup)    0.9254   \n",
              "9       (c) Benzerlik eşiği               Jaccard ≥ 0.5 (596 grup)    0.9887   \n",
              "10      (c) Benzerlik eşiği               Jaccard ≥ 0.7 (954 grup)    0.9775   \n",
              "11      (c) Benzerlik eşiği              Jaccard ≥ 0.9 (1649 grup)    0.9944   \n",
              "12  (e) Dengesizlik yöntemi                              Önlem yok    0.9887   \n",
              "13  (e) Dengesizlik yöntemi                         Sınıf ağırlığı    0.9911   \n",
              "14  (e) Dengesizlik yöntemi               Rastgele aşırı örnekleme    0.9911   \n",
              "15  (e) Dengesizlik yöntemi                 Rastgele alt örnekleme    0.9879   \n",
              "16  (e) Dengesizlik yöntemi                                  SMOTE    0.9887   \n",
              "17  (e) Dengesizlik yöntemi                          SMOTE + Tomek    0.9887   \n",
              "18         (f) CNN mimarisi            Düzleştirme başlığı (temel)    0.9023   \n",
              "19         (f) CNN mimarisi                 Küresel ort. havuzlama    0.8995   \n",
              "20         (f) CNN mimarisi              Daha az filtre (16-32-32)    0.9202   \n",
              "\n",
              "        ss  \n",
              "0   0.0767  \n",
              "1   0.0071  \n",
              "2   0.0060  \n",
              "3   0.0068  \n",
              "4   0.0075  \n",
              "5   0.0068  \n",
              "6   0.0448  \n",
              "7   0.0074  \n",
              "8   0.0659  \n",
              "9   0.0059  \n",
              "10  0.0271  \n",
              "11  0.0046  \n",
              "12  0.0070  \n",
              "13  0.0068  \n",
              "14  0.0068  \n",
              "15  0.0080  \n",
              "16  0.0079  \n",
              "17  0.0079  \n",
              "18  0.0197  \n",
              "19  0.0220  \n",
              "20  0.0005  "
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              "      <th>0</th>\n",
              "      <td>(a) Özellikler</td>\n",
              "      <td>Yalnızca kompozisyon (21 öz.)</td>\n",
              "      <td>0.5718</td>\n",
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              "      <th>1</th>\n",
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              "      <td>0.9628</td>\n",
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              "      <td>(b) Dereplikasyon</td>\n",
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              "      <td>0.9923</td>\n",
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              "      <th>8</th>\n",
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              "      <th>10</th>\n",
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              "      <th>11</th>\n",
              "      <td>(c) Benzerlik eşiği</td>\n",
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              "      <th>12</th>\n",
              "      <td>(e) Dengesizlik yöntemi</td>\n",
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              "      <td>0.9887</td>\n",
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              "      <td>0.9911</td>\n",
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              "      <td>0.9911</td>\n",
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            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_51_ablasyon_calismalari.png  |  norovirus_2209_ciktilar/figures/EN/figure_51_ablasyon_calismalari.png\n"
          ]
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          "data": {
            "text/plain": [
              "<Figure size 1100x1309 with 5 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "LR_MODEL = adaylar[\"Lojistik Regresyon\"]\n",
        "def abl_ekle(analiz, varyant, skorlar):\n",
        "    ABLASYON.append({\"Analiz\": analiz, \"Varyant\": varyant, \"Makro-F1\": float(np.mean(skorlar)), \"ss\": float(np.std(skorlar))})\n",
        "\n",
        "# (a) Özellikler\n",
        "komp_sut = [\"oran_A\", \"oran_C\", \"oran_G\", \"oran_T\", \"GC\"] + [f\"rho_{d}\" for d in DINUK]\n",
        "KOMP = df[komp_sut].values.astype(np.float32)\n",
        "LOG_UZ = np.log(df[\"uzunluk\"].values.astype(np.float32))[:, None]\n",
        "ozellik_varyant = {\n",
        "    \"Yalnızca kompozisyon (21 öz.)\": KOMP,\n",
        "    \"k = 3, 4 (320 öz.)\": np.hstack([KMER[3], KMER[4]]),\n",
        "    \"k = 4, 5 (1280 öz.)\": np.hstack([KMER[4], KMER[5]]),\n",
        "    \"k = 3, 4, 5 (temel, 1344 öz.)\": X,\n",
        "    \"k = 3, 4, 5 + kompozisyon\": np.hstack([X, KOMP]),\n",
        "    \"k = 3, 4, 5 + dizi uzunluğu (kısayol)\": np.hstack([X, LOG_UZ]),\n",
        "}\n",
        "for ad, Xv in ozellik_varyant.items():\n",
        "    abl_ekle(\"(a) Özellikler\", ad, cv_degerlendir(LR_MODEL, Xv[egitim_idx], ytr)[\"makro_f1\"])\n",
        "\n",
        "# (b) Dereplikasyon: tüm veri vs dereplike veri (her biri kendi dengeli gruplu katmanlarıyla)\n",
        "X_TUM = np.hstack([KMER_TUM[k] for k in K_SECIM]).astype(np.float32)\n",
        "y_TUM = le.transform(DF_TUM[\"genotip\"])\n",
        "kat_tum, _ = dengeli_gruplu_katmanlar(y_TUM, GRUPLAR_TUM, deneme=40)\n",
        "kat_der, _ = dengeli_gruplu_katmanlar(y, GRUPLAR, deneme=40)\n",
        "abl_ekle(\"(b) Dereplikasyon\", f\"Yok (tüm veri, n = {len(y_TUM)})\", cv_degerlendir(LR_MODEL, X_TUM, y_TUM, kat_tum)[\"makro_f1\"])\n",
        "abl_ekle(\"(b) Dereplikasyon\", f\"Grup başına ≤ {GRUP_UST_SINIR} (n = {len(y)})\", cv_degerlendir(LR_MODEL, X, y, kat_der)[\"makro_f1\"])\n",
        "\n",
        "# (c) Benzerlik eşiği\n",
        "for esik in [0.3, 0.5, 0.7, 0.9]:\n",
        "    g_e = AgglomerativeClustering(n_clusters=None, metric=\"precomputed\", linkage=\"average\",\n",
        "                                  distance_threshold=1 - esik).fit_predict(1 - JACCARD)\n",
        "    kat_e, _ = dengeli_gruplu_katmanlar(y, g_e, deneme=40)\n",
        "    if kat_e is None: continue\n",
        "    abl_ekle(\"(c) Benzerlik eşiği\", f\"Jaccard ≥ {esik} ({len(set(g_e))} grup)\", cv_degerlendir(LR_MODEL, X, y, kat_e)[\"makro_f1\"])\n",
        "\n",
        "# (d) Topluluk üyeleri\n",
        "if isinstance(adaylar[NIHAI_AD], VotingClassifier):\n",
        "    uyeler = adaylar[NIHAI_AD].estimators\n",
        "    abl_ekle(\"(d) Topluluk\", \"Tüm üyeler\", MODEL_SONUC[NIHAI_AD][\"makro_f1\"])\n",
        "    for i, ad in enumerate(secilenler):\n",
        "        abl_ekle(\"(d) Topluluk\", f\"− {ad}\", cv_degerlendir(VotingClassifier([u for j, u in enumerate(uyeler) if j != i], voting=\"soft\"), Xtr, ytr)[\"makro_f1\"])\n",
        "\n",
        "# (e) Dengesizlik (Bölüm 8) ve (f) CNN (Bölüm 13.1)\n",
        "for ad, r in denge_sonuc.items(): abl_ekle(\"(e) Dengesizlik yöntemi\", ad, r[\"makro_f1\"])\n",
        "for ad, v in CNN_ABL_SONUC.items(): abl_ekle(\"(f) CNN mimarisi\", ad, v)\n",
        "\n",
        "ABL = pd.DataFrame(ABLASYON); tablo_kaydet(ABL, \"15_4_ablasyon\", indeks=False); display(ABL.round(4))\n",
        "analizler = ABL[\"Analiz\"].unique()\n",
        "fig, axes = plt.subplots(len(analizler), 1, figsize=(10, 1.0 + 0.40 * len(ABL) + 0.5 * len(analizler)),\n",
        "                         gridspec_kw={\"height_ratios\": [max(1, (ABL.Analiz == a).sum()) for a in analizler]})\n",
        "axes = np.atleast_1d(axes); xmin = max(0, (ABL[\"Makro-F1\"] - ABL[\"ss\"]).min() - 0.03)\n",
        "for ax, a in zip(axes, analizler):\n",
        "    alt = ABL[ABL.Analiz == a]\n",
        "    ax.errorbar(alt[\"Makro-F1\"], np.arange(len(alt)), xerr=alt[\"ss\"], fmt=\"o\", color=\"#4C72B0\", capsize=4)\n",
        "    ax.set_yticks(np.arange(len(alt))); ax.set_yticklabels(alt[\"Varyant\"]); ax.invert_yaxis()\n",
        "    ax.set_xlim(xmin, 1.005); ax.set_title(a, loc=\"left\", fontsize=10)\n",
        "axes[-1].set_xlabel(\"Makro-F1 (gruplu 5-katlı ÇD, ortalama ± ss)\")\n",
        "fig.suptitle(\"Ablasyon çalışmaları\", fontweight=\"bold\"); fig.tight_layout()\n",
        "kaydet(fig, \"ablasyon_calismalari\"); plt.show()\n",
        "u_var = ABL[ABL.Varyant.str.contains(\"kısayol\")]; t_var = ABL[ABL.Varyant.str.contains(\"temel\")]\n",
        "if len(u_var) and len(t_var):\n",
        "    HAKEM[\"Uzunluk (kısayol) eklemenin etkisi\"] = f\"{u_var['Makro-F1'].iloc[0]:.4f} (temel {t_var['Makro-F1'].iloc[0]:.4f})\"\n",
        "HAKEM[\"Dereplikasyonsuz vs dereplike (LR)\"] = \" → \".join(f\"{r['Makro-F1']:.4f}\" for _, r in ABL[ABL.Analiz == \"(b) Dereplikasyon\"].iterrows())"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "13542dfd",
      "metadata": {
        "id": "13542dfd"
      },
      "source": [
        "### 15.5 Parça uzunluğu sağlamlığı ve parça artırma\n",
        "\n",
        "Klinik/çevresel örneklerde çoğu zaman yalnızca kısa bir PCR ürünü veya tek okuma bulunur. Test dizilerinden rastgele **L nt'lik parçalar** (her diziden 3) kesilip modeller sınanır. Ayrıca **parça artırma** önerilir: eğitim dizilerinden rastgele uzunlukta (60 nt – tam) parçalar üretilerek model kısa dizilere alıştırılır. Bu yöntem kısa dizilerde başarıyı artırırsa özgün bir katkıdır."
      ]
    },
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      "execution_count": 62,
      "id": "dd1e1909",
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        "id": "dd1e1909",
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              "                     Lojistik Regresyon  Lojistik Regresyon + parça artırma  \\\n",
              "Parça uzunluğu (nt)                                                           \n",
              "50                               0.5938                              0.6114   \n",
              "75                               0.6640                              0.6917   \n",
              "100                              0.7007                              0.7430   \n",
              "150                              0.7754                              0.7965   \n",
              "200                              0.8029                              0.8202   \n",
              "300                              0.8160                              0.8219   \n",
              "500                              0.7973                              0.8212   \n",
              "\n",
              "                     1-NN (k-mer kosinüs, BLAST benzeri)  \n",
              "Parça uzunluğu (nt)                                       \n",
              "50                                                0.7142  \n",
              "75                                                0.7510  \n",
              "100                                               0.7766  \n",
              "150                                               0.7828  \n",
              "200                                               0.8148  \n",
              "300                                               0.8242  \n",
              "500                                               0.8253  "
            ],
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              "      <th></th>\n",
              "      <th>Lojistik Regresyon</th>\n",
              "      <th>Lojistik Regresyon + parça artırma</th>\n",
              "      <th>1-NN (k-mer kosinüs, BLAST benzeri)</th>\n",
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              "      <td>0.5938</td>\n",
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              "    <tr>\n",
              "      <th>75</th>\n",
              "      <td>0.6640</td>\n",
              "      <td>0.6917</td>\n",
              "      <td>0.7510</td>\n",
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              "      <th>100</th>\n",
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              "      <th>150</th>\n",
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          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_52_parca_uzunlugu_sagligi.png  |  norovirus_2209_ciktilar/figures/EN/figure_52_parca_uzunlugu_sagligi.png\n"
          ]
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          "data": {
            "text/plain": [
              "<Figure size 990x528 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "rng = np.random.default_rng(RASTGELE)\n",
        "def parcala(s, L):\n",
        "    if len(s) <= L: return s\n",
        "    a = rng.integers(0, len(s) - L + 1); return s[a:a + L]\n",
        "\n",
        "egt_diz = df[\"dizi\"].values[egitim_idx]\n",
        "art_diz, art_y = list(egt_diz), list(ytr)\n",
        "for _ in range(3):\n",
        "    for s, c in zip(egt_diz, ytr):\n",
        "        art_diz.append(parcala(s, int(rng.integers(60, max(61, len(s) + 1))))); art_y.append(c)\n",
        "LR_ARTIRMA = clone(LR_MODEL).fit(ozellik_cikar(art_diz), np.array(art_y))\n",
        "LR_TEMEL = clone(LR_MODEL).fit(Xtr, ytr)\n",
        "BASELINE = clone(adaylar[BASELINE_AD]).fit(Xtr, ytr)\n",
        "sag_modeller = {NIHAI_AD: NIHAI, \"Lojistik Regresyon\": LR_TEMEL, \"Lojistik Regresyon + parça artırma\": LR_ARTIRMA, BASELINE_AD: BASELINE}\n",
        "\n",
        "UZUNLUKLAR = [50, 75, 100, 150, 200, 300, 500]\n",
        "te_diz = df[\"dizi\"].values[test_idx]\n",
        "parca_s = defaultdict(list)\n",
        "for L in UZUNLUKLAR:\n",
        "    sec = [(s, c) for s, c in zip(te_diz, yte) if len(s) >= L]\n",
        "    Xp = ozellik_cikar([parcala(s, L) for s, c in sec for _ in range(3)])\n",
        "    yp = np.array([c for s, c in sec for _ in range(3)])\n",
        "    for ad, m in sag_modeller.items(): parca_s[ad].append(f1_score(yp, m.predict(Xp), average=\"macro\"))\n",
        "PARCA = pd.DataFrame(parca_s, index=pd.Index(UZUNLUKLAR, name=\"Parça uzunluğu (nt)\"))\n",
        "display(PARCA.round(4)); tablo_kaydet(PARCA, \"15_5_parca_uzunlugu\")\n",
        "fig, ax = plt.subplots(figsize=(9, 4.8))\n",
        "for (ad, s_), st in zip(PARCA.items(), [\"-o\", \"-s\", \"-^\", \"--d\"]):\n",
        "    ax.plot(PARCA.index, s_, st, label=ad, lw=2)\n",
        "ax.set_xscale(\"log\"); ax.set_xticks(UZUNLUKLAR); ax.set_xticklabels(UZUNLUKLAR)\n",
        "ax.set_xlabel(\"Test parçası uzunluğu (nt, log ölçek)\"); ax.set_ylabel(\"Makro-F1\"); ax.set_ylim(0, 1.02)\n",
        "ax.set_title(\"Kısa dizi parçalarında başarı\"); ax.legend(fontsize=8)\n",
        "kaydet(fig, \"parca_uzunlugu_sagligi\"); plt.show()\n",
        "HAKEM[\"100 nt parça makro-F1 (nihai / parça-artırmalı / 1-NN)\"] = \\\n",
        "    f\"{PARCA.loc[100, NIHAI_AD]:.3f} / {PARCA.loc[100, 'Lojistik Regresyon + parça artırma']:.3f} / {PARCA.loc[100, BASELINE_AD]:.3f}\""
      ]
    },
    {
      "cell_type": "markdown",
      "id": "0e68ba7b",
      "metadata": {
        "id": "0e68ba7b"
      },
      "source": [
        "### 15.6 Dizileme hatası (mutasyon) sağlamlığı\n",
        "\n",
        "Test dizilerine rastgele baz değişimleri eklenerek dizileme hatalarına ve yüksek mutasyon yüküne dayanıklılık ölçülür."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 63,
      "id": "787d2d5a",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 788
        },
        "id": "787d2d5a",
        "outputId": "7a9f6f59-0eea-4b50-9534-24a06391f832"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "                   Lojistik Regresyon  Lojistik Regresyon + parça artırma  \\\n",
              "Baz değişim oranı                                                           \n",
              "%0                             0.9307                              0.9553   \n",
              "%0.5                           0.9307                              0.9518   \n",
              "%1                             0.9451                              0.9451   \n",
              "%2                             0.9365                              0.9391   \n",
              "%5                             0.9332                              0.9288   \n",
              "%10                            0.8657                              0.8393   \n",
              "\n",
              "                   1-NN (k-mer kosinüs, BLAST benzeri)  \n",
              "Baz değişim oranı                                       \n",
              "%0                                              0.8222  \n",
              "%0.5                                            0.8180  \n",
              "%1                                              0.8224  \n",
              "%2                                              0.8180  \n",
              "%5                                              0.8252  \n",
              "%10                                             0.8224  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-e0949e19-aab6-4fe3-a58c-2adcd729ca80\" class=\"colab-df-container\">\n",
              "    <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>Lojistik Regresyon</th>\n",
              "      <th>Lojistik Regresyon + parça artırma</th>\n",
              "      <th>1-NN (k-mer kosinüs, BLAST benzeri)</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Baz değişim oranı</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>%0</th>\n",
              "      <td>0.9307</td>\n",
              "      <td>0.9553</td>\n",
              "      <td>0.8222</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>%0.5</th>\n",
              "      <td>0.9307</td>\n",
              "      <td>0.9518</td>\n",
              "      <td>0.8180</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>%1</th>\n",
              "      <td>0.9451</td>\n",
              "      <td>0.9451</td>\n",
              "      <td>0.8224</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>%2</th>\n",
              "      <td>0.9365</td>\n",
              "      <td>0.9391</td>\n",
              "      <td>0.8180</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>%5</th>\n",
              "      <td>0.9332</td>\n",
              "      <td>0.9288</td>\n",
              "      <td>0.8252</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>%10</th>\n",
              "      <td>0.8657</td>\n",
              "      <td>0.8393</td>\n",
              "      <td>0.8224</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e0949e19-aab6-4fe3-a58c-2adcd729ca80')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-e0949e19-aab6-4fe3-a58c-2adcd729ca80 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-e0949e19-aab6-4fe3-a58c-2adcd729ca80');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"HAKEM[\\\"%5 baz de\\u011fi\\u015fiminde makro-F1 (nihai)\\\"] = f\\\"{HATA\",\n  \"rows\": 6,\n  \"fields\": [\n    {\n      \"column\": \"Baz de\\u011fi\\u015fim oran\\u0131\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 6,\n        \"samples\": [\n          \"%0\",\n          \"%0.5\",\n          \"%10\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Lojistik Regresyon\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.028893026840398704,\n        \"min\": 0.8657,\n        \"max\": 0.9451,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          0.9451,\n          0.8657,\n          0.9365\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Lojistik Regresyon + par\\u00e7a art\\u0131rma\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.04377979747174107,\n        \"min\": 0.8393,\n        \"max\": 0.9553,\n        \"num_unique_values\": 6,\n        \"samples\": [\n          0.9553,\n          0.9518,\n          0.8393\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"1-NN (k-mer kosin\\u00fcs, BLAST benzeri)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0028352542507977837,\n        \"min\": 0.818,\n        \"max\": 0.8252,\n        \"num_unique_values\": 4,\n        \"samples\": [\n          0.818,\n          0.8252,\n          0.8222\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_53_dizileme_hatasi_sagligi.png  |  norovirus_2209_ciktilar/figures/EN/figure_53_dizileme_hatasi_sagligi.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 990x495 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "def mutasyonla(s, oran):\n",
        "    d = np.array(list(s)); m = (rng.random(len(d)) < oran) & np.isin(d, list(\"ACGT\"))\n",
        "    for i in np.where(m)[0]: d[i] = rng.choice([b for b in \"ACGT\" if b != d[i]])\n",
        "    return \"\".join(d)\n",
        "ORANLAR = [0, 0.005, 0.01, 0.02, 0.05, 0.10]\n",
        "hata_s = defaultdict(list)\n",
        "for o in ORANLAR:\n",
        "    Xm = ozellik_cikar([mutasyonla(s, o) for s in te_diz])\n",
        "    for ad, m in sag_modeller.items(): hata_s[ad].append(f1_score(yte, m.predict(Xm), average=\"macro\"))\n",
        "HATA = pd.DataFrame(hata_s, index=pd.Index([f\"%{o*100:g}\" for o in ORANLAR], name=\"Baz değişim oranı\"))\n",
        "display(HATA.round(4)); tablo_kaydet(HATA, \"15_6_mutasyon_sagligi\")\n",
        "fig, ax = plt.subplots(figsize=(9, 4.5))\n",
        "for (ad, s_), st in zip(HATA.items(), [\"-o\", \"-s\", \"-^\", \"--d\"]):\n",
        "    ax.plot(np.array(ORANLAR) * 100, s_.values, st, label=ad, lw=2)\n",
        "ax.set_xlabel(\"Baz değişim oranı (%)\"); ax.set_ylabel(\"Makro-F1\"); ax.set_ylim(0, 1.02)\n",
        "ax.set_title(\"Dizileme hatası / mutasyon yüküne dayanıklılık\"); ax.legend(fontsize=8)\n",
        "kaydet(fig, \"dizileme_hatasi_sagligi\"); plt.show()\n",
        "HAKEM[\"%5 baz değişiminde makro-F1 (nihai)\"] = f\"{HATA.iloc[ORANLAR.index(0.05)][NIHAI_AD]:.3f}\""
      ]
    },
    {
      "cell_type": "markdown",
      "id": "ea55c607",
      "metadata": {
        "id": "ea55c607"
      },
      "source": [
        "### 15.7 Uzunluğa göre tabakalı başarı\n",
        "\n",
        "Dizi uzunluğu genotip hakkında bilgi taşıdığından (Bölüm 5.12), nihai modelin başarısı uzunluk gruplarında ayrı ayrı, tekrarlı dış ÇD'nin katman dışı (OOF) tahminleriyle raporlanır."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 64,
      "id": "32445752",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 660
        },
        "id": "32445752",
        "outputId": "25511a83-79ad-4b9b-cd22-02f02564d946"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "                      n  Sınıf sayısı  Makro-F1  Doğruluk\n",
              "Uzunluk aralığı                                          \n",
              "≤350 nt             779             9    0.9911    0.9923\n",
              "351–700 nt          863             9    0.9924    0.9930\n",
              "701–1300 nt         136             9    1.0000    1.0000\n",
              ">1300 nt (tam VP1)  287             9    1.0000    1.0000"
            ],
            "text/html": [
              "\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>n</th>\n",
              "      <th>Sınıf sayısı</th>\n",
              "      <th>Makro-F1</th>\n",
              "      <th>Doğruluk</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Uzunluk aralığı</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>≤350 nt</th>\n",
              "      <td>779</td>\n",
              "      <td>9</td>\n",
              "      <td>0.9911</td>\n",
              "      <td>0.9923</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>351–700 nt</th>\n",
              "      <td>863</td>\n",
              "      <td>9</td>\n",
              "      <td>0.9924</td>\n",
              "      <td>0.9930</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>701–1300 nt</th>\n",
              "      <td>136</td>\n",
              "      <td>9</td>\n",
              "      <td>1.0000</td>\n",
              "      <td>1.0000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>&gt;1300 nt (tam VP1)</th>\n",
              "      <td>287</td>\n",
              "      <td>9</td>\n",
              "      <td>1.0000</td>\n",
              "      <td>1.0000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a3d2f520-6e02-4168-9a45-a9f47b1e9689')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-a3d2f520-6e02-4168-9a45-a9f47b1e9689 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-a3d2f520-6e02-4168-9a45-a9f47b1e9689');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"kaydet(fig, \\\"uzunluga_gore_basari\\\"); plt\",\n  \"rows\": 4,\n  \"fields\": [\n    {\n      \"column\": \"Uzunluk aral\\u0131\\u011f\\u0131\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"351\\u2013700 nt\",\n          \">1300 nt (tam VP1)\",\n          \"\\u2264350 nt\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"n\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 358,\n        \"min\": 136,\n        \"max\": 863,\n        \"num_unique_values\": 4,\n        \"samples\": [\n          863,\n          287,\n          779\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"S\\u0131n\\u0131f say\\u0131s\\u0131\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 9,\n        \"max\": 9,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          9\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Makro-F1\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0047926158480173274,\n        \"min\": 0.9911,\n        \"max\": 1.0,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0.9911\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Do\\u011fruluk\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.004253136097830257,\n        \"min\": 0.9923,\n        \"max\": 1.0,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0.9923\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_54_uzunluga_gore_basari.png  |  norovirus_2209_ciktilar/figures/EN/figure_54_uzunluga_gore_basari.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 880x440 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "P = OOF[NIHAI_AD]; gecerli = ~np.isnan(P).all(axis=1)\n",
        "oof_tah = np.where(gecerli, np.nan_to_num(P, nan=-1).argmax(1), -1)\n",
        "kutular = pd.cut(df[\"uzunluk\"], [0, 350, 700, 1300, 10000], labels=[\"≤350 nt\", \"351–700 nt\", \"701–1300 nt\", \">1300 nt (tam VP1)\"])\n",
        "satir = []\n",
        "for k in kutular.cat.categories:\n",
        "    m = (kutular == k).values & gecerli\n",
        "    if m.sum() < 10: continue\n",
        "    satir.append({\"Uzunluk aralığı\": k, \"n\": int(m.sum()), \"Sınıf sayısı\": len(np.unique(y[m])),\n",
        "                  \"Makro-F1\": f1_score(y[m], oof_tah[m], average=\"macro\"), \"Doğruluk\": accuracy_score(y[m], oof_tah[m])})\n",
        "UZ_T = pd.DataFrame(satir).set_index(\"Uzunluk aralığı\"); display(UZ_T.round(4)); tablo_kaydet(UZ_T, \"15_7_uzunluga_gore\")\n",
        "fig, ax = plt.subplots(figsize=(8, 4))\n",
        "ax.bar(UZ_T.index.astype(str), UZ_T[\"Makro-F1\"], color=sns.color_palette(\"crest\", len(UZ_T)))\n",
        "for i, (v, n) in enumerate(zip(UZ_T[\"Makro-F1\"], UZ_T[\"n\"])): ax.text(i, v + 0.005, f\"n = {n}\", ha=\"center\", fontsize=9)\n",
        "ax.set_ylim(max(0, UZ_T[\"Makro-F1\"].min() - 0.1), 1.03); ax.set_ylabel(\"Makro-F1 (katman dışı tahmin)\")\n",
        "ax.set_title(\"Dizi uzunluğuna göre başarı (nihai model)\")\n",
        "kaydet(fig, \"uzunluga_gore_basari\"); plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "ed64de6b",
      "metadata": {
        "id": "ed64de6b"
      },
      "source": [
        "### 15.8 Zamansal doğrulama\n",
        "\n",
        "Model geçmiş dizilerle eğitilip gelecekteki dizilerde sınanır. `ZAMAN_ESIGI` yılından önce toplananlarla eğitim, sonrakilerle test; eğitimle aynı grupta olan test dizileri çıkarılır (gerçekten yeni soylar)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 65,
      "id": "8bac7721",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "id": "8bac7721",
        "outputId": "f7e44026-616b-4683-a5e1-aa470438655d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Eşik 2018 | eğitim 867 | test 658 (eğitimle ortak grubu olmayan)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "                                     Makro-F1  Test n\n",
              "Model                                                \n",
              "Lojistik Regresyon                     0.9462     658\n",
              "Lojistik Regresyon                     0.9462     658\n",
              "1-NN (k-mer kosinüs, BLAST benzeri)    0.9102     658"
            ],
            "text/html": [
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Makro-F1</th>\n",
              "      <th>Test n</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Model</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Lojistik Regresyon</th>\n",
              "      <td>0.9462</td>\n",
              "      <td>658</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Lojistik Regresyon</th>\n",
              "      <td>0.9462</td>\n",
              "      <td>658</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1-NN (k-mer kosinüs, BLAST benzeri)</th>\n",
              "      <td>0.9102</td>\n",
              "      <td>658</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "    <div class=\"colab-df-buttons\">\n",
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              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c3055d9e-9d11-4ada-9012-e693cd6f60cf')\"\n",
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              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-c3055d9e-9d11-4ada-9012-e693cd6f60cf button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-c3055d9e-9d11-4ada-9012-e693cd6f60cf');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"if len(ZAMAN): HAKEM[\\\"Zamansal do\\u011frulama makro-F1 (nihai)\\\"] = f\\\"{ZAMAN['Makro-F1']\",\n  \"rows\": 3,\n  \"fields\": [\n    {\n      \"column\": \"Model\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"1-NN (k-mer kosin\\u00fcs, BLAST benzeri)\",\n          \"Lojistik Regresyon\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Makro-F1\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.020784609690826544,\n        \"min\": 0.9102,\n        \"max\": 0.9462,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          0.9102,\n          0.9462\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Test n\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 658,\n        \"max\": 658,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          658\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_55_zamansal_dogrulama.png  |  norovirus_2209_ciktilar/figures/EN/figure_55_zamansal_dogrulama.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1540x462 with 2 Axes>"
            ],
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5/jo7O6Ndu3bYsGEDXr16BVtbW5w9e1ac9pdTRL1TlIwnTJgALy8vDB48GEOHDoWZmRnCwsIQEREBd3f3XFfF6rtt27bhzZs3SE1NBQBcvnxZvHJh1KhRqFChQqm817GRrwdUX4QFQcDAgQMhlUoxf/58REZGolKlSggODtbLy+tUX/JV86CnpKRALpdjyZIluH37NkJCQvSqif937zcdIyIikJiYCEdHR3EtAX1okiiVSpiammLmzJniGW1/f38YGxujffv2qFChAqKiovDkyRM0aNAA2dnZOtV4lMvlMDQ0LHBTTKFQQCaTwdjYGNnZ2YiJicGSJUtw9epV7Nu376OX/ZYVn5oLgFxrkvz55584d+4c7OzsdGrNiYLkosqhVatW2Lx5MyZMmICHDx/iu+++E08oGxsbo3Xr1uK6C2Xdh3KRSqVQKBQwMTHBzz//jIULF+Lw4cOYOXMmJkyYAAcHB8THxyMwMBBmZmbieia66ujRo5g9eza6d++OSZMm4YsvvvhgM18QBFSpUgXTp0/HtGnTEBERgXr16unMazARUVmxZMkS+Pv7IzQ0FCkpKWjYsCHWrVuHtm3bfnA/mUyGgIAALF26FEFBQcjMzETTpk3h5+eHBg0alFL1ZUNhM7537x4AYN++feIaRSpWVlZsNv9XYfOlgilsvhKJBGvXroW/vz+OHj2KkJAQ1KlTB76+vnBzcyul6suGwmbcp08fVK5cGevXr8fWrVvx5s0b1KpVC15eXhg/fnwpVV82bNq0CXFxceLfL1y4gAsXLgAA+vXrl2edAZXifq+TCPowR4aOuXDhAqpUqVLopti9e/fg4eEBuVyO7du3w9raupgr1IzC5nLp0iWMHTsW3377LS5duoTw8HDs3LlTZ5qOhcnl/aZJVFQUVq5ciejoaAQFBYmXZemCgmSjajympaVhy5Yt2LdvH5KSktCkSRNUrlwZjx8/xsuXL3XqdwkATp8+DX9/f2zZsgWVK1cuUNM6JycHBgYGGDRoEAwNDWFmZoZr167p1O9TYXJ537lz5xAYGIjbt29jx44dOvOc+dRckpKS0KdPH+Tk5MDPzw+dO3cWr3DRJQXNRXUSLCsrC1u2bMHhw4fx8OFDGBgYwNTUFKampli/fr3O/B6pExUVhZkzZ+LNmzd4+/YtOnXqhClTpuCLL74A8OGFs+Pi4jBjxgzEx8djx44dnDaAiIiIiIh0km4Md9MjCQkJ8PLygrm5OVavXg0bG5tP2j8yMhJ+fn5IS0vD7t27daaJVJRcDAwMYGJiglWrViErKws7duzQmWZJYXORSCSQy+XYvHkzfvvtNzx9+hSbN2/WqSZ+QbORSqVQKpUwMzODp6cnnJycEBwcjGvXruHt27ewsbHBtGnTdGrUkEKhQHx8PB4/fozJkydj3bp1sLS0/GhzVjWC+rPPPkNYWBjKly+vU038wuYCAKmpqVi8eDEiIyMhCAKCgoJ05vX3U3NRKpWoWrUqdu7cibi4OLRs2VInm/ifkotqgXojIyN4eHhg8ODBOHv2LF68eIHKlSujffv2+OyzzzR0JCUvLS0N27dvR3x8PFasWIE3b95g4cKFkEgkmDx58kdH5ltZWaFDhw7YsmULypcvr4EjICIiIiIiKnkckV/GZGVlISwsDMuWLUPFihWxePFi2NraFnj/sLAwrFixAsuWLdOZ5hpQtFzu3r2L4cOHQyKRYNeuXZ98ckSbFTYXQRCwfft2BAcHo3LlyvD29tapRjXw6dn8vYGUnJwMExMTSCQSnVyIKz09HaGhoVi+fDlq166NX3/99aNNa9UUXr6+vvjtt98QEBCgM81qlcLkArybXmXp0qUwNTWFm5ubTp0UAwqfi67PZf6pueh6Hh/yww8/4M2bN1iyZAkAICgoCL6+vujWrZvYzAfyZqS6aio7OxvJycmcx5OIiIiIiHQWG/llUGZmJs6ePQs/Pz9YWlp+cjM/JSUFlSpVKsEKNaOwuaSnp2Pr1q3o1auXTl6O/6m5qJokaWlpePLkCWrVqqWTzxeg8Nn8/c+6QjXVkK2tLSQSCdLT03HgwAGsXLnyo03IrKwsyGQyGBgYICsrCykpKTqz9kZRc5FKpShXrhwUCgUUCoXOjD4vai7lypXTycWhizsXXXytUUe1UJSBgYE41dC2bdvwww8/5GnmExERERER6SM28suA1NRUJCYmQqlUok6dOjA0NERWVhbOnj0LX1/fDzYg4+Li8OTJEzRr1kznVvQujlyaNm2KihUr6lSjpDhz0TX8XcpfQkIC+vXrJ0411LBhwwI3IePj4/Hzzz+jR48e6NSpk840qoHiy6VLly46s3grUHy5ODs7i4tq6wLmUvzeb+ZPnDgRdnZ2AICYmBidu7KFiIiIiIjoQ3RvKJyOOX/+PLy9vdGnTx+sX78eT58+hSAIMDIyQqdOneDj44Pk5GTMmzcP9+/fz7VvZmYm1qxZg/Hjx+P8+fPQpXM2xZXLhQsXdKqJX9y56BL+Ln2Yubk5vv32W2RnZ2Pu3Ll48OABBEFA+fLlMWDAAMycORPPnj2Dh4cHkpOTxfmqASA6OhpHjhzBmjVroFAoNHwkxau4csnOztbwkRSv4spFLpdr+EiKF3MpfiNHjsQ333yDU6dOYcOGDbh37x4uX74MT09PrF+/XtPlERERERERlR6BtNb+/fuFFi1aCOPHjxeCgoKEuLg4IScnJ9d93r59Kxw7dkxwdHQU+vfvL9y7d0+8TS6XC4cPHxaGDBkiPHnypLTLLzHMRT3mkj9mUzAZGRl5MlAqlYIgCEJaWpqwbds2oWXLlsKgQYOEly9f5tovNDRUePr0qaZKL1HMRT3moh5zKRk7duwQbG1thVGjRgk9e/YUmjRpIty5c0fTZREREREREZUaTq2jpU6ePAkvLy+4u7tj2LBheRYaffv2LXJyclCxYkW8ffsW58+fVzvPt1wuR05ODkxNTTVxGMWOuajHXPLHbPJX0KmGbGxsPjg9iK5hLuoxF/WYS8HJ5XIYGhp+0pVwqsVsAcDX1xdBQUGoWLEitm3bplOL0xMREREREX0Mp9bRQjExMVi/fj2cnZ0xevRosfGoWgju5cuXmD17NpYtW4ZXr17B1NQUTk5O8Pb2RnJyMry9vfHnn38CAAwNDXWm8chc1GMu+WM2+fuUqYbUTQ8SHx+PoUOHIjk5WdOHUqyYi3rMRT3mUnCnT5+Gq6srXr58mWtKoY9RNfEvXryIGzduoEKFCti5cyeb+EREREREpHfYyNdC8fHxePDgAbp16yYu5KZUKmFgYIAXL15g5MiROHv2LA4dOoRff/01VwPym2++QXR0NHx9fXVujl3moh5zyR+zUe/AgQOYPXs2MjIy4OPjAy8vL9SvX18cIWtkZJTrhMbfm5ADBw6Eh4cHcnJykJ6eruGjKT7MRT3moh5zKTiFQoH4+Hg8fvwYkydPzrM+wMckJCRg1apViI6ORlBQUJ4rq4iIiIiIiPRCqU/mQx+1evVqoUmTJkJmZqYgCEKuuXXd3d2FgQMHCg8fPhQ8PT0FOzs74aeffhKSk5MFQXg3z/fp06eFx48fa6r8EsNc1GMu+WM2eZ04cUJo0qSJsGjRIiE6OjrP7enp6UJKSor45/zm+k5PTxdev35dqrWXJOaiHnNRj7l8urS0NGHHjh151gdQZfExu3fvzrV2CREREZE+27dvn2BjYyP8/vvvmi6FiEoRR+RrIZlMhuzsbDx69CjXdkEQ0K1bNyxevBjW1tbYsGEDOnbsiKCgIGzduhVZWVkwMTGBs7Mz6tatq5niSxBzUY+55I/Z5FYcUw3dvXsXgiDA1NQUlSpV0uThFBvmoh5zUY+5FNyFCxdw79498SqEfv36YebMmXj27Bk8PDw+ODI/KysLSqVS/PuQIUPENUuIiIiItNXly5dha2sLW1tbzJs3T+19BEFAly5dYGtri8aNG5dyhSUjNjZWPG51P6tXrxbv+9dff2Hx4sUYM2YM2rRpA1tbW/j4+GiweqKyw0DTBVBeTZs2BQBERkaicePGkEgkUCgUMDMzw9ixYyGVSqFQKCCTybB27Vo0adIEr1+/hpGRkYYrL1nMRT3mkj9mk5tqqqHx48ernWpo1KhRePz4MUxMTGBmZgYPDw9YWFjAyckJUqkU//znP+Hr64vNmzfD0NBQw0dTfJiLesxFPeZSMAkJCfDy8oK5uTlWr16Nhg0biusDAMDKlSvh4eEhLvYrvLcAbnx8PH7++Wf06NEDzs7OkMlkGjwSIiIiok9nZGSEEydOYOHChTAzM8t1W0REBOLi4mBkZCQOBtEVrVu3hpubW57t7w/IuHHjBjZt2oTPP/8cTZo0wYULF0qzRKIyjSPytVCTJk3QsGFDLF++HL///juAdyOLBUEQF32TyWRQKpU4cuQIKleujA4dOgBAgeebLYuYi3rMJX/MJrerV69CIpGga9euACDmkJ6ejqlTp8LExASHDx9G69atERgYiICAAHFEsaOjI5YvXw5fX1+daz4yF/WYi3rMpWDMzc3x7bffIjs7G3PnzlW72G9+I/Ojo6Nx5MgRrFmzRufWKCEiIiL90K1bN2RkZODw4cN5btu7dy9q1qwpDjzThMzMzBI5iVC7dm30798/z0+jRo3E+3Tu3BlXrlxBWFgYvv/++2KvgUiXsZGvhczNzfHTTz8hMzMTfn5+iIyMBIA8l58/ePAAISEhqFmzJhwcHMT76Crmoh5zyR+zyY1TDanHXNRjLuoxl4IxMjJCly5dMHfuXLWL/ebXzAfejeRaunQp1qxZAxMTEw0fCREREdGna9CgARwcHBAcHJxre3JyMsLCwjBo0CBxcJnKo0eP8P3336NPnz5o0aIF7O3t0bdvX2zcuBEKhaJA/+6OHTvQuHFjTJs2DZmZmQCAUaNGoUuXLoiLi8OsWbPQpk0bNGvWDM+fPwfw7kpKHx8fODo6okmTJnBycsLChQuRmJhYDEnkZWFhodPTSxKVJDbytZSdnR22bt2KBw8eYM6cOThx4kSuy87PnTuHpUuXIioqCv/+979RuXJlDVdcOpiLeswlf8zmf96faghAnqmGGjZsKH5AXLt2LQDo9FRDKsxFPeaiHnPJX2pqKh49eoSHDx9CLpfD2NgYnTt3ho+PT4Gb+QBgbGyMvn37onbt2ho+IiIiIqLCGzx4MG7fvo379++L2w4ePAiFQgFXV9c8979y5QouX74MJycneHl5Yfbs2ahSpQqWLFmCRYsWffDfEgQBS5cuxffff48RI0bA398fxsbG4u3p6ekYMWIEcnJyMH36dHh5ecHU1BQJCQlwdXXF/v370blzZ3h7e6NTp04IDg7GkCFD8OLFi086ZrlcjuTk5Fw/r1+//qTHIKL8cY58LdamTRvs2LEDnp6emDFjBpo3bw4rKyskJiYiLi4O5cqVQ2BgIBo2bKjpUksVc1GPueSP2bzz/lRDNjY2aNu2bb5TDR07dizPVEO6eJUCwFzyw1zUYy7qnT9/Hnv37sXp06fRq1cvTJw4EdbW1jAyMkKnTp0AAL6+vpg3bx4WL14MGxubXHPmr1mzBkOHDsWuXbtgaWmpuQMhIiIiKiY9e/aEr68vgoODxcVcg4OD0b59e9SsWTPP/fv3749hw4bl2jZmzBh4eXlhz549mDJlCqpWrZpnP7lcjvnz5+PYsWNYsGABxowZk+c+r1+/xuDBgzFnzpxc2+fOnYukpCQsW7YMffv2Fbf/4x//wLx587BixQr4+voW+JhDQ0MRGhqaa5u5uTkuX75c4McgovxxRL6W+8c//oH9+/djwoQJePXqFW7cuIGcnBwMHjwYmzZtyrVgiD5hLuoxl/wxG041lB/moh5zUY+55HXgwAHMnj0bGRkZ8PHxgZeXF+rXry8er5GREZycnODt7a12ZP7AgQPh4eGBnJwcpKena/hoiIiIiIqHqakpevfujdDQUMjlcly/fh3R0dFqF4NV3V9FLpfj9evXSE5OhqOjIxQKBaKiovLs8+bNG4wbNw6nT5+Gv7+/2ia+ioeHR66/K5VKnD59GvXq1cvVxAfenVSoXbs2Tp069Unrxzk5OWHz5s25ftasWVPg/YnowzgivwyoVasWZs2ahYkTJ0IqlerF5fkFwVzUYy75Yzb/m2po9OjRmDNnDhYsWIDu3bvnmmooMDAQUVFR2LZtm05PNfQ+5qIec1GPufzPyZMnsXDhQri7u2PYsGFo0KBBrtvfvn2LnJwcVKxYEU5OTgAAPz+/XCPzTU1NMXToULi6unK+VCIiItIpbm5u2LNnD06fPo3w8HBYWFjA2dlZ7X0zMjLwyy+/4MiRI4iLi8tze0pKSp5t8+fPR1paGjZv3oz27dvnW4elpWWez1nJyclIT0+HjY1NnvtLJBJYW1vjzJkzSElJgbm5OVJTU8V591UqVaoEQ0ND8e/VqlX7YB1EVDRs5Jch7y/4psuX538q5qIec8mfvmfDqYbUYy7qMRf1mAsQExOD9evXw9nZGaNHj0atWrUAADk5OTAwMMDLly/h4+ODatWqYdasWbCwsMjVzPf29saiRYvwxRdf5BqBRkRERKQrmjVrBhsbGwQFBeHevXsYMmRIrsb3++bMmYOwsDAMHjwYLVu2hIWFBQwMDBAVFYWff/4ZSqUyzz69evXCvn37sHbtWtjb28PMzEztY7//HbiwfH19sX///lzbAgMD0aZNmyI/NhEVDBv5ZZS+NR4Lirmox1zyp6/ZqKYaCg4OxvHjx5GUlIRq1aph8ODB6NevH6ysrDRdokYwF/WYi3r6nkt8fDwePHiA8ePHi018pVIJAwMDvHjxAqNGjcLjx49hYmICMzMzeHh4iM18qVSKf/7zn/D19cXmzZvz/UJLREREVNa5urrixx9/BIB8p9VJTU1FWFgY+vXrl2dh2ydPnuT72H369IGjoyNmz56NsWPH4v/+7/8KfIWjpaUlypcvj4cPH+a5TRAEREdHo1KlSuLjff311+jXr1+u+zVq1KhA/xYRFQ828omI9BSnGlKPuajHXNTT51yuXr0KiUSCrl27AoC44G96ejqmTp0KExMTHD58GEuXLkVgYCAEQYCnpycsLCzg6OiI5cuXo0GDBmziExERkU4bMGAAUlNTUaFChXyv1lQNMPv7fPRpaWnYsmXLBx+/e/fuWLt2LaZNm4ZRo0Zh8+bNBZraUSqVomvXrjh48CCOHz8OFxcX8bbQ0FA8e/YMbm5uYm3W1tawtrb+6OMSUclhI5+ISM/p+1RD+WEu6jEX9fQxF5lMhuzsbDx69AiNGzcWtwuCgG7dusHJyQnW1tbYsGEDpkyZgqCgIBgZGWHSpEkwMTHJd35YIiIiIl1ibm6OadOmffA+ZmZmcHR0xKFDh2BoaIhmzZohMTER+/btK1BTvmPHjggICMCkSZMwcuRIbNmyBdWrV//ofrNnz8bFixfh5eWFy5cvw8bGBvfu3cPevXvx2WefYdasWQU+zoJKTU1FUFCQ+GcAuHv3Ln755RcA70b5d+nSpdj/XSJdwEY+ERGJ9KH5WBjMRT3mop6+5NK0aVMAQGRkJBo3bgyJRAKFQgEzMzOMHTsWUqkUCoUCMpkMa9euRZMmTfD69Wu9umqBiIiIqKCWLl2K5cuX4+zZswgNDYWVlRVGjBgBOzs7jBkz5qP7t23bFhs3boSnpydGjBiBLVu24PPPP//gPjVq1EBwcDBWr16NU6dOYc+ePbC0tISrqyumTZuGKlWqFNPR/U9KSgr8/f1zbbtz5w7u3LkDABg4cCAb+UT5kAh/v26HiIiIiOgjXr9+jVGjRomL3rZt2xZA3isSlEoljh07hiVLlmDhwoXo2rWr3ly1QEREREREVFykmi6AiIiIiMoec3Nz/PTTT8jMzISfnx8iIyMBvLsi4f1xIg8ePEBISAhq1qwJBwcH8T5ERERERERUcByRT0RERESFdvnyZYwePRo1atTAggUL0L17d7FRf+7cOQQGBiIqKgrbtm3Ld4E3IiIiIiIi+jA28omIiIioSK5fvw5PT0+kpaWhefPmsLKyQmJiIuLi4lCuXDmsWrUKtra2mi6TiIiIiIiozGIjn4iIiIiKLCYmBsHBwTh+/DhycnJQrVo1ODk5oV+/frCystJ0eURERERERGUaG/lEREREVGwyMjIglUphZGSk6VKIiIiIiIh0Bhv5RERERFQiBEHgwrZERERERETFQKrpAoiIiIhIN7GJT0REREREVDzYyCciIiIiIiIiIiIi0mJs5BMRERERERERERERaTE28omIiIiIiIiIiIiItBgb+UREREREREREREREWoyNfCIiIiIiIiIiIiIiLcZGPhERERERERERERGRFmMjn4iIiIiIiIiIiIhIi7GRT0RERERERERERESkxdjIJyIiIiIiIiIiIiLSYmzkExERERERERERERFpMTbyiYiIiIiIiIiIiIi0GBv5RERERERERERERERa7P8BbUfcfaRMSAYAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "yil = df[\"yil\"].values; yv = ~np.isnan(yil)\n",
        "ZAMAN_ESIGI = int(np.nanmedian(yil)) if yv.any() else 2014\n",
        "egt_z = np.where(yv & (yil < ZAMAN_ESIGI))[0]\n",
        "tst_z = np.where(yv & (yil >= ZAMAN_ESIGI))[0]; tst_z = tst_z[~np.isin(GRUPLAR[tst_z], GRUPLAR[egt_z])]\n",
        "print(f\"Eşik {ZAMAN_ESIGI} | eğitim {len(egt_z)} | test {len(tst_z)} (eğitimle ortak grubu olmayan)\")\n",
        "zs = []\n",
        "for ad in [NIHAI_AD, \"Lojistik Regresyon\", BASELINE_AD]:\n",
        "    try:\n",
        "        f1z, nz, _, _ = alt_deney(adaylar[ad], X[egt_z], y[egt_z], X[tst_z], y[tst_z]); zs.append({\"Model\": ad, \"Makro-F1\": f1z, \"Test n\": nz})\n",
        "    except Exception as e: print(ad, \"yapılamadı:\", e)\n",
        "ZAMAN = pd.DataFrame(zs).set_index(\"Model\"); display(ZAMAN.round(4)); tablo_kaydet(ZAMAN, \"15_8_zamansal\")\n",
        "sinif_z = pd.DataFrame({\"Eğitim (< eşik)\": pd.Series(le.inverse_transform(y[egt_z])).value_counts(),\n",
        "                        \"Test (≥ eşik)\": pd.Series(le.inverse_transform(y[tst_z])).value_counts()}).reindex(SINIFLAR).fillna(0)\n",
        "fig, axes = plt.subplots(1, 2, figsize=(14, 4.2), gridspec_kw={\"width_ratios\": [1.4, 1]})\n",
        "sinif_z.plot.bar(ax=axes[0], color=[\"#4C72B0\", \"#DD8452\"]); axes[0].set_title(f\"Zamansal bölünme\"); axes[0].set_ylabel(\"Dizi sayısı\"); axes[0].tick_params(axis=\"x\", rotation=45)\n",
        "axes[1].barh(ZAMAN.index, ZAMAN[\"Makro-F1\"], color=\"#55A868\"); axes[1].set_xlim(0, 1.02); axes[1].set_xlabel(\"Makro-F1\"); axes[1].set_title(\"Gelecek yıllara genelleme\")\n",
        "fig.tight_layout(); kaydet(fig, \"zamansal_dogrulama\"); plt.show()\n",
        "if len(ZAMAN): HAKEM[\"Zamansal doğrulama makro-F1 (nihai)\"] = f\"{ZAMAN['Makro-F1'].iloc[0]:.4f} (eşik {ZAMAN_ESIGI}, n = {ZAMAN['Test n'].iloc[0]})\""
      ]
    },
    {
      "cell_type": "markdown",
      "id": "426e963b",
      "metadata": {
        "id": "426e963b"
      },
      "source": [
        "### 15.9 Ülke dışarıda bırakma (coğrafi genelleme)\n",
        "\n",
        "En çok dizi gönderen ülkeler sırayla test yapılır; model diğer ülkelerle eğitilir, test ülkesiyle aynı grupta olan eğitim dizileri çıkarılır."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 66,
      "id": "38413ce6",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 923
        },
        "id": "38413ce6",
        "outputId": "f8ccf641-b206-4774-baa6-1cf8ec98656c"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "     Test ülkesi                                Model  Makro-F1  Test n  \\\n",
              "0   South Africa                   Lojistik Regresyon    0.9723     391   \n",
              "1   South Africa  1-NN (k-mer kosinüs, BLAST benzeri)    0.8656     391   \n",
              "2          China                   Lojistik Regresyon    0.9852     366   \n",
              "3          China  1-NN (k-mer kosinüs, BLAST benzeri)    0.9612     366   \n",
              "4    South Korea                   Lojistik Regresyon    0.9916     272   \n",
              "5    South Korea  1-NN (k-mer kosinüs, BLAST benzeri)    0.8852     272   \n",
              "6         Brazil                   Lojistik Regresyon    1.0000     145   \n",
              "7         Brazil  1-NN (k-mer kosinüs, BLAST benzeri)    1.0000     145   \n",
              "8          India                   Lojistik Regresyon    0.9916     106   \n",
              "9          India  1-NN (k-mer kosinüs, BLAST benzeri)    0.9347     106   \n",
              "10    Bangladesh                   Lojistik Regresyon    1.0000      93   \n",
              "11    Bangladesh  1-NN (k-mer kosinüs, BLAST benzeri)    1.0000      93   \n",
              "\n",
              "    Genotip sayısı  \n",
              "0                9  \n",
              "1                9  \n",
              "2                9  \n",
              "3                9  \n",
              "4                9  \n",
              "5                9  \n",
              "6                9  \n",
              "7                9  \n",
              "8                9  \n",
              "9                9  \n",
              "10               9  \n",
              "11               9  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-5c9f39c5-e096-4734-bd4a-ac45ffb9e966\" class=\"colab-df-container\">\n",
              "    <div>\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Test ülkesi</th>\n",
              "      <th>Model</th>\n",
              "      <th>Makro-F1</th>\n",
              "      <th>Test n</th>\n",
              "      <th>Genotip sayısı</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>Lojistik Regresyon</td>\n",
              "      <td>0.9723</td>\n",
              "      <td>391</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>1-NN (k-mer kosinüs, BLAST benzeri)</td>\n",
              "      <td>0.8656</td>\n",
              "      <td>391</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>China</td>\n",
              "      <td>Lojistik Regresyon</td>\n",
              "      <td>0.9852</td>\n",
              "      <td>366</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>China</td>\n",
              "      <td>1-NN (k-mer kosinüs, BLAST benzeri)</td>\n",
              "      <td>0.9612</td>\n",
              "      <td>366</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>South Korea</td>\n",
              "      <td>Lojistik Regresyon</td>\n",
              "      <td>0.9916</td>\n",
              "      <td>272</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>South Korea</td>\n",
              "      <td>1-NN (k-mer kosinüs, BLAST benzeri)</td>\n",
              "      <td>0.8852</td>\n",
              "      <td>272</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>Lojistik Regresyon</td>\n",
              "      <td>1.0000</td>\n",
              "      <td>145</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Brazil</td>\n",
              "      <td>1-NN (k-mer kosinüs, BLAST benzeri)</td>\n",
              "      <td>1.0000</td>\n",
              "      <td>145</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>India</td>\n",
              "      <td>Lojistik Regresyon</td>\n",
              "      <td>0.9916</td>\n",
              "      <td>106</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>India</td>\n",
              "      <td>1-NN (k-mer kosinüs, BLAST benzeri)</td>\n",
              "      <td>0.9347</td>\n",
              "      <td>106</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Bangladesh</td>\n",
              "      <td>Lojistik Regresyon</td>\n",
              "      <td>1.0000</td>\n",
              "      <td>93</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Bangladesh</td>\n",
              "      <td>1-NN (k-mer kosinüs, BLAST benzeri)</td>\n",
              "      <td>1.0000</td>\n",
              "      <td>93</td>\n",
              "      <td>9</td>\n",
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            }
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          "metadata": {}
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        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_56_ulke_disarida_birakma.png  |  norovirus_2209_ciktilar/figures/EN/figure_56_ulke_disarida_birakma.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1100x462 with 1 Axes>"
            ],
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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "ulkeler = df[\"ulke\"].value_counts(); ulkeler = ulkeler[ulkeler >= 50].index[:6]\n",
        "cs = []\n",
        "for u in ulkeler:\n",
        "    tst_u = np.where(df[\"ulke\"].values == u)[0]; egt_u = np.where(df[\"ulke\"].values != u)[0]\n",
        "    egt_u = egt_u[~np.isin(GRUPLAR[egt_u], GRUPLAR[tst_u])]\n",
        "    for ad in [\"Lojistik Regresyon\", BASELINE_AD]:\n",
        "        f1u, nu, _, _ = alt_deney(adaylar[ad], X[egt_u], y[egt_u], X[tst_u], y[tst_u])\n",
        "        cs.append({\"Test ülkesi\": u, \"Model\": ad, \"Makro-F1\": f1u, \"Test n\": nu, \"Genotip sayısı\": len(np.unique(y[tst_u]))})\n",
        "COG = pd.DataFrame(cs); display(COG.round(4)); tablo_kaydet(COG, \"15_9_ulke_disarida\", indeks=False)\n",
        "if len(COG):\n",
        "    fig, ax = plt.subplots(figsize=(10, 4.2))\n",
        "    sns.barplot(data=COG, x=\"Test ülkesi\", y=\"Makro-F1\", hue=\"Model\", ax=ax, palette=[\"#4C72B0\", \"#BBBBBB\"])\n",
        "    ax.set_ylim(0, 1.05); ax.set_title(\"Ülke dışarıda bırakma doğrulaması\"); ax.legend(fontsize=8, loc=\"lower right\")\n",
        "    kaydet(fig, \"ulke_disarida_birakma\"); plt.show()\n",
        "    lr_c = COG[COG.Model == \"Lojistik Regresyon\"][\"Makro-F1\"]\n",
        "    HAKEM[\"Ülke dışarıda bırakma makro-F1 (LR, ort.)\"] = f\"{lr_c.mean():.4f} (aralık {lr_c.min():.3f}–{lr_c.max():.3f})\""
      ]
    },
    {
      "cell_type": "markdown",
      "id": "afc33636",
      "metadata": {
        "id": "afc33636"
      },
      "source": [
        "### 15.10 Açık küme tanıma: Görülmemiş genotip geldiğinde ne olur?\n",
        "\n",
        "Kapalı küme sınıflandırıcılar, eğitimde görmedikleri bir genotipi de yüksek güvenle bilinen bir sınıfa atayabilir; bu, sürveyansta yeni genotiplerin kaçırılmasına yol açar. Her genotip sırayla eğitimden **tamamen** çıkarılır (bir genotipi dışarıda bırakma) ve iki yenilik skoru karşılaştırılır:\n",
        "1. **1 − en yüksek sınıf olasılığı** (lojistik regresyon): basit, yaygın bir dağılım-dışı ölçütü [26].\n",
        "2. **1 − eğitimdeki en yakın diziye 8-mer Jaccard benzerliği:** referans/BLAST benzeri ölçüt.\n",
        "\n",
        "Başarı **AUROC** ile ölçülür; ayrıca bilinen genotiplerin %95'ini kabul eden eşikte görülmemiş genotipin ne kadarının \"bilinmeyen\" işaretlendiği verilir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 67,
      "id": "3018f325",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 705
        },
        "id": "3018f325",
        "outputId": "395525a1-674f-47e6-bbea-a1b1f1bcd26d"
      },
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              "                            Bilinmeyen n  AUROC (Olasılık)  \\\n",
              "Dışarıda bırakılan genotip                                   \n",
              "GI.1                                 213             0.953   \n",
              "GI.2                                 116             0.986   \n",
              "GI.3                                 420             0.947   \n",
              "GI.6                                 146             0.952   \n",
              "GII.17                               173             0.983   \n",
              "GII.2                                225             0.951   \n",
              "GII.3                                219             0.954   \n",
              "GII.4                                252             0.980   \n",
              "GII.6                                301             0.963   \n",
              "\n",
              "                            Tespit @%95 (Olasılık)  AUROC (Jaccard)  \\\n",
              "Dışarıda bırakılan genotip                                            \n",
              "GI.1                                         0.535            0.984   \n",
              "GI.2                                         0.991            0.943   \n",
              "GI.3                                         0.424            0.895   \n",
              "GI.6                                         0.541            0.908   \n",
              "GII.17                                       0.913            0.959   \n",
              "GII.2                                        0.440            0.913   \n",
              "GII.3                                        0.548            0.914   \n",
              "GII.4                                        0.881            0.915   \n",
              "GII.6                                        0.628            0.994   \n",
              "\n",
              "                            Tespit @%95 (Jaccard)  \n",
              "Dışarıda bırakılan genotip                         \n",
              "GI.1                                        0.854  \n",
              "GI.2                                        0.776  \n",
              "GI.3                                        0.257  \n",
              "GI.6                                        0.233  \n",
              "GII.17                                      0.671  \n",
              "GII.2                                       0.613  \n",
              "GII.3                                       0.352  \n",
              "GII.4                                       0.337  \n",
              "GII.6                                       0.953  "
            ],
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              "      <th></th>\n",
              "      <th>Bilinmeyen n</th>\n",
              "      <th>AUROC (Olasılık)</th>\n",
              "      <th>Tespit @%95 (Olasılık)</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>GI.1</th>\n",
              "      <td>213</td>\n",
              "      <td>0.953</td>\n",
              "      <td>0.535</td>\n",
              "      <td>0.984</td>\n",
              "      <td>0.854</td>\n",
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              "    <tr>\n",
              "      <th>GI.2</th>\n",
              "      <td>116</td>\n",
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              "      <td>0.943</td>\n",
              "      <td>0.776</td>\n",
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              "    <tr>\n",
              "      <th>GI.3</th>\n",
              "      <td>420</td>\n",
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              "      <td>0.424</td>\n",
              "      <td>0.895</td>\n",
              "      <td>0.257</td>\n",
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              "    <tr>\n",
              "      <th>GI.6</th>\n",
              "      <td>146</td>\n",
              "      <td>0.952</td>\n",
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              "      <td>0.908</td>\n",
              "      <td>0.233</td>\n",
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              "    <tr>\n",
              "      <th>GII.17</th>\n",
              "      <td>173</td>\n",
              "      <td>0.983</td>\n",
              "      <td>0.913</td>\n",
              "      <td>0.959</td>\n",
              "      <td>0.671</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.2</th>\n",
              "      <td>225</td>\n",
              "      <td>0.951</td>\n",
              "      <td>0.440</td>\n",
              "      <td>0.913</td>\n",
              "      <td>0.613</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.3</th>\n",
              "      <td>219</td>\n",
              "      <td>0.954</td>\n",
              "      <td>0.548</td>\n",
              "      <td>0.914</td>\n",
              "      <td>0.352</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GII.4</th>\n",
              "      <td>252</td>\n",
              "      <td>0.980</td>\n",
              "      <td>0.881</td>\n",
              "      <td>0.915</td>\n",
              "      <td>0.337</td>\n",
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              "    <tr>\n",
              "      <th>GII.6</th>\n",
              "      <td>301</td>\n",
              "      <td>0.963</td>\n",
              "      <td>0.628</td>\n",
              "      <td>0.994</td>\n",
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              "type": "dataframe",
              "summary": "{\n  \"name\": \"HAKEM[\\\"Yeni genotip tespiti ort\",\n  \"rows\": 9,\n  \"fields\": [\n    {\n      \"column\": \"D\\u0131\\u015far\\u0131da b\\u0131rak\\u0131lan genotip\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 9,\n        \"samples\": [\n          \"GII.4\",\n          \"GI.2\",\n          \"GII.2\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Bilinmeyen n\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 90,\n        \"min\": 116,\n        \"max\": 420,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          252,\n          116,\n          225\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"AUROC (Olas\\u0131l\\u0131k)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.01549014023320786,\n        \"min\": 0.947,\n        \"max\": 0.986,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          0.98,\n          0.986,\n          0.951\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Tespit @%95 (Olas\\u0131l\\u0131k)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.214968602358577,\n        \"min\": 0.424,\n        \"max\": 0.991,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          0.881,\n          0.991,\n          0.44\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"AUROC (Jaccard)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.03564563242686416,\n        \"min\": 0.895,\n        \"max\": 0.994,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          0.915,\n          0.943,\n          0.913\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Tespit @%95 (Jaccard)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.27257980482787053,\n        \"min\": 0.233,\n        \"max\": 0.953,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          0.337,\n          0.776,\n          0.613\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
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          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_57_acik_kume_tespiti.png  |  norovirus_2209_ciktilar/figures/EN/figure_57_acik_kume_tespiti.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1650x506 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "acik = []; ornek_dag = None\n",
        "for c, s in enumerate(le.classes_):\n",
        "    egt_c = egitim_idx[ytr != c]; tst_bil = test_idx[yte != c]; bilinmeyen = np.where(y == c)[0]\n",
        "    if len(bilinmeyen) == 0 or len(tst_bil) == 0: continue\n",
        "    _, _, m_c, _ = alt_deney(LR_MODEL, X[egt_c], y[egt_c], X[tst_bil], y[tst_bil])\n",
        "    skor_p = lambda idx: 1 - m_c.predict_proba(X[idx]).max(axis=1)\n",
        "    skor_j = lambda idx: 1 - JACCARD[np.ix_(idx, egt_c)].max(axis=1)\n",
        "    etk = np.r_[np.zeros(len(tst_bil)), np.ones(len(bilinmeyen))]\n",
        "    row = {\"Dışarıda bırakılan genotip\": s, \"Bilinmeyen n\": len(bilinmeyen)}\n",
        "    for nm, fn in [(\"Olasılık\", skor_p), (\"Jaccard\", skor_j)]:\n",
        "        sb, sy = fn(tst_bil), fn(bilinmeyen); esik = np.percentile(sb, 95)\n",
        "        row[f\"AUROC ({nm})\"] = roc_auc_score(etk, np.r_[sb, sy]); row[f\"Tespit @%95 ({nm})\"] = (sy > esik).mean()\n",
        "        if nm == \"Olasılık\" and s == (\"GII.17\" if \"GII.17\" in le.classes_ else le.classes_[-1]): ornek_dag = (s, sb, sy, esik)\n",
        "    acik.append(row)\n",
        "ACIK = pd.DataFrame(acik).set_index(\"Dışarıda bırakılan genotip\"); display(ACIK.round(3)); tablo_kaydet(ACIK, \"15_10_acik_kume\")\n",
        "fig, axes = plt.subplots(1, 2, figsize=(15, 4.6), gridspec_kw={\"width_ratios\": [1.4, 1]})\n",
        "ACIK[[\"AUROC (Olasılık)\", \"AUROC (Jaccard)\"]].plot.bar(ax=axes[0], color=[\"#8172B2\", \"#BBBBBB\"], width=0.75)\n",
        "axes[0].axhline(0.5, ls=\":\", c=\"k\"); axes[0].set_ylim(0, 1.05); axes[0].set_ylabel(\"AUROC\")\n",
        "axes[0].set_title(\"Yeni genotip tespiti (bir genotipi dışarıda bırakma)\"); axes[0].tick_params(axis=\"x\", rotation=45)\n",
        "axes[0].legend([\"1 − en yüksek olasılık (LR)\", \"1 − en yakın komşu Jaccard\"], fontsize=8, loc=\"lower right\")\n",
        "if ornek_dag:\n",
        "    s, sb, sy, e = ornek_dag\n",
        "    axes[1].hist(sb, bins=30, alpha=0.6, density=True, label=\"Bilinen genotipler\", color=\"#4C72B0\")\n",
        "    axes[1].hist(sy, bins=30, alpha=0.6, density=True, label=f\"Görülmemiş genotip ({s})\", color=\"#C44E52\")\n",
        "    axes[1].axvline(e, ls=\"--\", c=\"k\", label=\"%95 kabul eşiği\")\n",
        "    axes[1].set_xlabel(\"Yenilik skoru (1 − en yüksek olasılık)\"); axes[1].set_title(f\"Örnek: {s} eğitimde yokken\"); axes[1].legend(fontsize=8)\n",
        "fig.tight_layout(); kaydet(fig, \"acik_kume_tespiti\"); plt.show()\n",
        "HAKEM[\"Yeni genotip tespiti ort. AUROC (olasılık / Jaccard)\"] = f\"{ACIK['AUROC (Olasılık)'].mean():.3f} / {ACIK['AUROC (Jaccard)'].mean():.3f}\""
      ]
    },
    {
      "cell_type": "markdown",
      "id": "bd31c04f",
      "metadata": {
        "id": "bd31c04f"
      },
      "source": [
        "### 15.11 Kalibrasyon: Olasılıklar güvenilir mi?\n",
        "\n",
        "İyi kalibre bir modelde \"%90 eminim\" denen tahminlerin ~%90'ı doğru çıkar. **Güvenilirlik diyagramı**, **beklenen kalibrasyon hatası (ECE)** ve **Brier skoru** ile değerlendirilir [27]; analiz tekrarlı dış ÇD'nin katman dışı olasılıkları üzerinden yapılır."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 68,
      "id": "209ac8e9",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 596
        },
        "id": "209ac8e9",
        "outputId": "b8e832da-f15c-436d-9b9c-c65757af7717"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_58_kalibrasyon.png  |  norovirus_2209_ciktilar/figures/EN/figure_58_kalibrasyon.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1430x550 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "                       ECE   Brier  Ortalama güven  Doğruluk\n",
              "Model                                                       \n",
              "Lojistik Regresyon  0.0119  0.0132          0.9822    0.9942\n",
              "MLP                 0.0152  0.0224          0.9754    0.9903\n",
              "SVM (ayarlı)        0.0634  0.0358          0.9230    0.9845"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-4aa34546-4cdd-41a3-bae3-c3b69cff1fc5\" class=\"colab-df-container\">\n",
              "    <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",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>ECE</th>\n",
              "      <th>Brier</th>\n",
              "      <th>Ortalama güven</th>\n",
              "      <th>Doğruluk</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Model</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Lojistik Regresyon</th>\n",
              "      <td>0.0119</td>\n",
              "      <td>0.0132</td>\n",
              "      <td>0.9822</td>\n",
              "      <td>0.9942</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MLP</th>\n",
              "      <td>0.0152</td>\n",
              "      <td>0.0224</td>\n",
              "      <td>0.9754</td>\n",
              "      <td>0.9903</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>SVM (ayarlı)</th>\n",
              "      <td>0.0634</td>\n",
              "      <td>0.0358</td>\n",
              "      <td>0.9230</td>\n",
              "      <td>0.9845</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
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              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4aa34546-4cdd-41a3-bae3-c3b69cff1fc5')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "      display:flex;\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "      border-radius: 50%;\n",
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              "      display: none;\n",
              "      fill: #1967D2;\n",
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              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
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              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-4aa34546-4cdd-41a3-bae3-c3b69cff1fc5 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-4aa34546-4cdd-41a3-bae3-c3b69cff1fc5');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
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              "        await google.colab.output.renderOutput(dataTable, element);\n",
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"if NIHAI_AD in KAL\",\n  \"rows\": 3,\n  \"fields\": [\n    {\n      \"column\": \"Model\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Lojistik Regresyon\",\n          \"MLP\",\n          \"SVM (ayarl\\u0131)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ECE\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.028828169094365554,\n        \"min\": 0.0119,\n        \"max\": 0.0634,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0.0119,\n          0.0152,\n          0.0634\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Brier\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.011364858116140297,\n        \"min\": 0.0132,\n        \"max\": 0.0358,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0.0132,\n          0.0224,\n          0.0358\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Ortalama g\\u00fcven\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.03239506135200238,\n        \"min\": 0.923,\n        \"max\": 0.9822,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0.9822,\n          0.9754,\n          0.923\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Do\\u011fruluk\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.0048809152147248945,\n        \"min\": 0.9845,\n        \"max\": 0.9942,\n        \"num_unique_values\": 3,\n        \"samples\": [\n          0.9942,\n          0.9903,\n          0.9845\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "def ece(guven, dogru, nb=10):\n",
        "    ken = np.linspace(0, 1, nb + 1); e = 0.0\n",
        "    for a, b in zip(ken[:-1], ken[1:]):\n",
        "        m = (guven > a) & (guven <= b)\n",
        "        if m.any(): e += m.mean() * abs(dogru[m].mean() - guven[m].mean())\n",
        "    return e\n",
        "ks = []; fig, axes = plt.subplots(1, 2, figsize=(13, 5))\n",
        "axes[0].plot([0, 1], [0, 1], \":\", c=\"grey\", label=\"Mükemmel kalibrasyon\")\n",
        "kal_adlar = list(dict.fromkeys([NIHAI_AD, \"Lojistik Regresyon\", \"MLP\", \"SVM (ayarlı)\"]))\n",
        "for ad, renk in zip(kal_adlar, [\"#C44E52\", \"#4C72B0\", \"#55A868\", \"#8172B2\"]):\n",
        "    if ad not in OOF: continue\n",
        "    Pm = OOF[ad]; ok = ~np.isnan(Pm).any(axis=1)\n",
        "    Pm = Pm[ok] / Pm[ok].sum(1, keepdims=True); yy = y[ok]\n",
        "    guven = Pm.max(1); dogru = (Pm.argmax(1) == yy).astype(float)\n",
        "    brier = np.mean(np.sum((Pm - np.eye(N_SINIF)[yy]) ** 2, axis=1))\n",
        "    ks.append({\"Model\": ad, \"ECE\": ece(guven, dogru), \"Brier\": brier, \"Ortalama güven\": guven.mean(), \"Doğruluk\": dogru.mean()})\n",
        "    frac, mp = calibration_curve(dogru, guven, n_bins=10, strategy=\"quantile\")\n",
        "    axes[0].plot(mp, frac, \"o-\", color=renk, label=f\"{ad} (ECE = {ks[-1]['ECE']:.3f})\"); axes[1].hist(guven, bins=30, alpha=0.45, color=renk, label=ad)\n",
        "axes[0].set_xlabel(\"Ortalama tahmin güveni\"); axes[0].set_ylabel(\"Gerçek doğruluk\"); axes[0].set_title(\"Güvenilirlik diyagramı\"); axes[0].legend(fontsize=7)\n",
        "axes[1].set_xlabel(\"Tahmin güveni\"); axes[1].set_ylabel(\"Dizi sayısı\"); axes[1].set_yscale(\"log\"); axes[1].set_title(\"Güven dağılımı\"); axes[1].legend(fontsize=7)\n",
        "fig.tight_layout(); kaydet(fig, \"kalibrasyon\"); plt.show()\n",
        "KAL = pd.DataFrame(ks).drop_duplicates(\"Model\").set_index(\"Model\"); display(KAL.round(4)); tablo_kaydet(KAL, \"15_11_kalibrasyon\")\n",
        "if NIHAI_AD in KAL.index: HAKEM[\"Kalibrasyon ECE (nihai)\"] = f\"{float(np.atleast_1d(KAL.loc[NIHAI_AD, 'ECE'])[0]):.4f}\""
      ]
    },
    {
      "cell_type": "markdown",
      "id": "e50cd66f",
      "metadata": {
        "id": "e50cd66f"
      },
      "source": [
        "### 15.12 Konumsal oklüzyon: Model VP1'in neresine bakıyor?\n",
        "\n",
        "k-mer SHAP'ı, örtüşen k-mer'ler aynı bilgiyi taşıdığından modele göre farklı k-mer'leri öne çıkarabilir. Bu nedenle modelden bağımsız ve biyolojik olarak doğrudan yorumlanabilir bir yöntem eklenir: tam uzunluktaki VP1 test dizilerinde 30 nt'lik bir pencere `N` ile maskelenip kaydırılır ve doğru sınıf olasılığındaki düşüş ölçülür [28]. Konumlar VP1 uzunluğuna göre normalize edilir; kapsidin S kabuk ve P1/P2 çıkıntı alt alanları **yaklaşık** sınırlarla gösterilir [29]. En değişken ve konakçı bağlanmasından sorumlu **P2** alt alanına yoğunlaşma biyolojik olarak beklenen, anlamlı bir bulgudur."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 69,
      "id": "24466787",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 678
        },
        "id": "24466787",
        "outputId": "1423709f-5217-4198-944c-d5b948ef0769"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Şekil kaydedildi → norovirus_2209_ciktilar/sekiller/TR/sekil_59_okluzyon_konumsal.png  |  norovirus_2209_ciktilar/figures/EN/figure_59_okluzyon_konumsal.png\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1430x528 with 1 Axes>"
            ],
            "image/png": 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\n"
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        },
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          "data": {
            "text/plain": [
              "       Ortalama olasılık düşüşü\n",
              "konum                          \n",
              "S                        0.0070\n",
              "P1-1                    -0.0008\n",
              "P2                      -0.0068\n",
              "P1-2                    -0.0049"
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              "      <th>Ortalama olasılık düşüşü</th>\n",
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              "      <th>P1-2</th>\n",
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              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-ca6b6d62-e7c0-4185-bed6-f981ca71c901 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-ca6b6d62-e7c0-4185-bed6-f981ca71c901');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"    print(\\\"Test k\\u00fcmesinde tam uzunlukta VP1 dizisi yok; okl\\u00fczyon atland\\u0131\",\n  \"rows\": 4,\n  \"fields\": [\n    {\n      \"column\": \"konum\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"P1-1\",\n          \"P1-2\",\n          \"S\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Ortalama olas\\u0131l\\u0131k d\\u00fc\\u015f\\u00fc\\u015f\\u00fc\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.006119027700541974,\n        \"min\": -0.0068,\n        \"max\": 0.007,\n        \"num_unique_values\": 4,\n        \"samples\": [\n          -0.0008,\n          -0.0049,\n          0.007\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "PENCERE, ADIM, MAKS_OKL = 30, 15, 80\n",
        "tam_idx = [i for i in test_idx if df.loc[i, \"uzunluk\"] >= 1450][:MAKS_OKL]\n",
        "okl = []\n",
        "for i in tam_idx:\n",
        "    s = df.loc[i, \"dizi\"]; c = y[i]; ci = list(NIHAI.classes_).index(c)\n",
        "    p0 = NIHAI.predict_proba(X[i:i + 1])[0, ci]\n",
        "    basla = list(range(0, len(s) - PENCERE + 1, ADIM))\n",
        "    P = NIHAI.predict_proba(ozellik_cikar([s[:a] + \"N\" * PENCERE + s[a + PENCERE:] for a in basla]))[:, ci]\n",
        "    for a, p in zip(basla, P): okl.append({\"genogrup\": df.loc[i, \"genogrup\"], \"konum\": (a + PENCERE / 2) / len(s), \"dusus\": p0 - p})\n",
        "OKL = pd.DataFrame(okl)\n",
        "if len(OKL):\n",
        "    OKL[\"kutu\"] = pd.cut(OKL[\"konum\"], np.linspace(0, 1, 41), labels=np.linspace(0.0125, 0.9875, 40))\n",
        "    ozet = OKL.groupby([\"genogrup\", \"kutu\"], observed=True)[\"dusus\"].mean().unstack(0)\n",
        "    fig, ax = plt.subplots(figsize=(13, 4.8))\n",
        "    for a, b, nm, r in [(0, 0.42, \"S\", \"#ECECEC\"), (0.42, 0.52, \"P1\", \"#D6E4F0\"), (0.52, 0.75, \"P2\", \"#F6D5D5\"), (0.75, 1.0, \"P1\", \"#D6E4F0\")]:\n",
        "        ax.axvspan(a, b, color=r, lw=0); ax.text((a + b) / 2, 1.0, nm, transform=ax.get_xaxis_transform(), ha=\"center\", va=\"bottom\", fontweight=\"bold\")\n",
        "    for gg, r in zip(ozet.columns, [\"#4C72B0\", \"#DD8452\"]):\n",
        "        ax.plot(ozet.index.astype(float), ozet[gg].values, \"-o\", color=r, lw=2, ms=3, label=gg)\n",
        "    ax.set_xlabel(\"VP1 üzerindeki göreli konum (0 = 5' uç, 1 = 3' uç)\"); ax.set_ylabel(\"Doğru sınıf olasılığındaki ortalama düşüş\")\n",
        "    ax.set_title(f\"Konumsal oklüzyon analizi ({PENCERE} nt pencere; gölgeli alanlar yaklaşık kapsid alanları)\", pad=18)\n",
        "    ax.legend(fontsize=8); ax.set_xlim(0, 1)\n",
        "    kaydet(fig, \"oklUzyon_konumsal\".replace(\"U\", \"u\")); plt.show()\n",
        "    alan = pd.cut(OKL[\"konum\"], [0, 0.42, 0.52, 0.75, 1.0], labels=[\"S\", \"P1-1\", \"P2\", \"P1-2\"])\n",
        "    alan_ozet = OKL.groupby(alan, observed=True)[\"dusus\"].mean().to_frame(\"Ortalama olasılık düşüşü\")\n",
        "    display(alan_ozet.round(4)); tablo_kaydet(alan_ozet, \"15_12_okluzyon_alan\")\n",
        "    HAKEM[\"En kritik kapsid alanı (oklüzyon)\"] = f\"{alan_ozet['Ortalama olasılık düşüşü'].idxmax()} ({len(tam_idx)} tam dizi)\"\n",
        "else:\n",
        "    print(\"Test kümesinde tam uzunlukta VP1 dizisi yok; oklüzyon atlandı.\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "962a5f61",
      "metadata": {
        "id": "962a5f61"
      },
      "source": [
        "### 15.13 Hesaplama verimliliği\n",
        "\n",
        "Sürveyansta binlerce dizinin hızlı tiplendirilmesi gerekir. Aşağıda **özellik çıkarımı dahil 1000 dizinin** süresi ve model boyutları verilmiştir."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 70,
      "id": "2b4cca3d",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 237
        },
        "id": "2b4cca3d",
        "outputId": "a399c946-4f20-4f27-915a-2804436e3967"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "                                     1000 dizi süresi (sn)   Dizi/sn  \\\n",
              "Model                                                                  \n",
              "Lojistik Regresyon                                   0.482  2076.802   \n",
              "Lojistik Regresyon                                   0.534  1873.832   \n",
              "1-NN (k-mer kosinüs, BLAST benzeri)                  0.618  1617.455   \n",
              "LightGBM (ayarlı)                                    0.668  1496.345   \n",
              "CNN (FCGR, cpu)                                      4.210   237.528   \n",
              "\n",
              "                                     Model boyutu (MB)  \n",
              "Model                                                   \n",
              "Lojistik Regresyon                               0.130  \n",
              "Lojistik Regresyon                               0.130  \n",
              "1-NN (k-mer kosinüs, BLAST benzeri)              8.637  \n",
              "LightGBM (ayarlı)                                3.097  \n",
              "CNN (FCGR, cpu)                                  2.327  "
            ],
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              "\n",
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              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>1000 dizi süresi (sn)</th>\n",
              "      <th>Dizi/sn</th>\n",
              "      <th>Model boyutu (MB)</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Model</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Lojistik Regresyon</th>\n",
              "      <td>0.482</td>\n",
              "      <td>2076.802</td>\n",
              "      <td>0.130</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Lojistik Regresyon</th>\n",
              "      <td>0.534</td>\n",
              "      <td>1873.832</td>\n",
              "      <td>0.130</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1-NN (k-mer kosinüs, BLAST benzeri)</th>\n",
              "      <td>0.618</td>\n",
              "      <td>1617.455</td>\n",
              "      <td>8.637</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LightGBM (ayarlı)</th>\n",
              "      <td>0.668</td>\n",
              "      <td>1496.345</td>\n",
              "      <td>3.097</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CNN (FCGR, cpu)</th>\n",
              "      <td>4.210</td>\n",
              "      <td>237.528</td>\n",
              "      <td>2.327</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5e61c158-b76c-4073-9c4a-e73b8dd4d3ee')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-5e61c158-b76c-4073-9c4a-e73b8dd4d3ee button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-5e61c158-b76c-4073-9c4a-e73b8dd4d3ee');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"HAKEM[\\\"Tiplendirme h\\u0131z\\u0131 (nihai)\\\"] = f\\\"{VERIM\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"Model\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"1-NN (k-mer kosin\\u00fcs, BLAST benzeri)\",\n          \"CNN (FCGR, cpu)\",\n          \"Lojistik Regresyon\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"1000 dizi s\\u00fcresi (sn)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.626998709280373,\n        \"min\": 0.482,\n        \"max\": 4.21,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          0.534,\n          4.21,\n          0.618\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Dizi/sn\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 719.7658800563556,\n        \"min\": 237.528,\n        \"max\": 2076.802,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          1873.832,\n          237.528,\n          1617.455\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Model boyutu (MB)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 3.486391357836925,\n        \"min\": 0.13,\n        \"max\": 8.637,\n        \"num_unique_values\": 4,\n        \"samples\": [\n          8.637,\n          2.327,\n          0.13\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "import pickle\n",
        "ornek = np.resize(test_idx, 1000); ornek_diz = df[\"dizi\"].values[ornek]\n",
        "verim = []\n",
        "for ad, m in [(NIHAI_AD, NIHAI), (\"Lojistik Regresyon\", LR_TEMEL), (BASELINE_AD, BASELINE), (\"LightGBM (ayarlı)\", LGBM_ACIK)]:\n",
        "    t0 = time.time(); m.predict(ozellik_cikar(ornek_diz)); su = time.time() - t0\n",
        "    verim.append({\"Model\": ad, \"1000 dizi süresi (sn)\": su, \"Dizi/sn\": 1000 / su, \"Model boyutu (MB)\": len(pickle.dumps(m)) / 1e6})\n",
        "t0 = time.time()\n",
        "ff = np.zeros((1000, BOYUT, BOYUT), dtype=np.float32); ff[:, FC_SATIR, FC_SUTUN] = np.vstack([kmer_frekans(s, K_FCGR) for s in ornek_diz])\n",
        "tahmin_et(CNN_MODEL, ((np.log1p(ff * 4096) - MU) / SD)[:, None].astype(np.float32)); su = time.time() - t0\n",
        "verim.append({\"Model\": f\"CNN (FCGR, {CIHAZ})\", \"1000 dizi süresi (sn)\": su, \"Dizi/sn\": 1000 / su, \"Model boyutu (MB)\": sum(p.numel() for p in CNN_MODEL.parameters()) * 4 / 1e6})\n",
        "VERIM = pd.DataFrame(verim).set_index(\"Model\"); display(VERIM.round(3)); tablo_kaydet(VERIM, \"15_13_verimlilik\")\n",
        "HAKEM[\"Tiplendirme hızı (nihai)\"] = f\"{VERIM.iloc[0]['Dizi/sn']:.0f} dizi/sn\""
      ]
    },
    {
      "cell_type": "markdown",
      "id": "f6233230",
      "metadata": {
        "id": "f6233230"
      },
      "source": [
        "### 15.14 Hakem soruları – yanıt özeti"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 71,
      "id": "f10a0991",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "f10a0991",
        "outputId": "eecd6cd6-ca8e-4104-fea1-c92c49960a35"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "                                                 Konu  \\\n",
              "0                    Tekrarlı dış ÇD makro-F1 (nihai)   \n",
              "1       Tekrarlı dış ÇD makro-F1 (1-NN BLAST benzeri)   \n",
              "2                  Test makro-F1 (%95 grup bootstrap)   \n",
              "3                           McNemar p (nihai vs 1-NN)   \n",
              "4                                     Y-randomizasyon   \n",
              "5                  Uzunluk (kısayol) eklemenin etkisi   \n",
              "6                  Dereplikasyonsuz vs dereplike (LR)   \n",
              "7   100 nt parça makro-F1 (nihai / parça-artırmalı...   \n",
              "8                 %5 baz değişiminde makro-F1 (nihai)   \n",
              "9                 Zamansal doğrulama makro-F1 (nihai)   \n",
              "10          Ülke dışarıda bırakma makro-F1 (LR, ort.)   \n",
              "11  Yeni genotip tespiti ort. AUROC (olasılık / Ja...   \n",
              "12                            Kalibrasyon ECE (nihai)   \n",
              "13                  En kritik kapsid alanı (oklüzyon)   \n",
              "14                           Tiplendirme hızı (nihai)   \n",
              "\n",
              "                                               Bulgu  \n",
              "0                                    0.9888 ± 0.0095  \n",
              "1                                    0.9320 ± 0.0433  \n",
              "2                            0.9307 [0.8655, 0.9977]  \n",
              "3                                            0.00018  \n",
              "4   gerçek 0.991 vs karıştırılmış 0.110 (p = 0.0323)  \n",
              "5                              0.9911 (temel 0.9911)  \n",
              "6                                    0.9628 → 0.9923  \n",
              "7                              0.701 / 0.743 / 0.777  \n",
              "8                                              0.933  \n",
              "9                        0.9462 (eşik 2018, n = 658)  \n",
              "10                       0.9901 (aralık 0.972–1.000)  \n",
              "11                                     0.963 / 0.936  \n",
              "12                                            0.0119  \n",
              "13                                   S (80 tam dizi)  \n",
              "14                                      2077 dizi/sn  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-3f05d9a8-e374-43d8-a92b-b56a43a5d020\" class=\"colab-df-container\">\n",
              "    <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",
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              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Konu</th>\n",
              "      <th>Bulgu</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Tekrarlı dış ÇD makro-F1 (nihai)</td>\n",
              "      <td>0.9888 ± 0.0095</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Tekrarlı dış ÇD makro-F1 (1-NN BLAST benzeri)</td>\n",
              "      <td>0.9320 ± 0.0433</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Test makro-F1 (%95 grup bootstrap)</td>\n",
              "      <td>0.9307 [0.8655, 0.9977]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>McNemar p (nihai vs 1-NN)</td>\n",
              "      <td>0.00018</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Y-randomizasyon</td>\n",
              "      <td>gerçek 0.991 vs karıştırılmış 0.110 (p = 0.0323)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Uzunluk (kısayol) eklemenin etkisi</td>\n",
              "      <td>0.9911 (temel 0.9911)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Dereplikasyonsuz vs dereplike (LR)</td>\n",
              "      <td>0.9628 → 0.9923</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>100 nt parça makro-F1 (nihai / parça-artırmalı...</td>\n",
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              "      <th>8</th>\n",
              "      <td>%5 baz değişiminde makro-F1 (nihai)</td>\n",
              "      <td>0.933</td>\n",
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              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Zamansal doğrulama makro-F1 (nihai)</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Ülke dışarıda bırakma makro-F1 (LR, ort.)</td>\n",
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              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Yeni genotip tespiti ort. AUROC (olasılık / Ja...</td>\n",
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              "      <th>12</th>\n",
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              "      <th>13</th>\n",
              "      <td>En kritik kapsid alanı (oklüzyon)</td>\n",
              "      <td>S (80 tam dizi)</td>\n",
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              "      <th>14</th>\n",
              "      <td>Tiplendirme hızı (nihai)</td>\n",
              "      <td>2077 dizi/sn</td>\n",
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            "text/plain": [
              "                                                 Konu  \\\n",
              "0                    Tekrarlı dış ÇD makro-F1 (nihai)   \n",
              "1       Tekrarlı dış ÇD makro-F1 (1-NN BLAST benzeri)   \n",
              "2                  Test makro-F1 (%95 grup bootstrap)   \n",
              "3                           McNemar p (nihai vs 1-NN)   \n",
              "4                                     Y-randomizasyon   \n",
              "5                  Uzunluk (kısayol) eklemenin etkisi   \n",
              "6                  Dereplikasyonsuz vs dereplike (LR)   \n",
              "7   100 nt parça makro-F1 (nihai / parça-artırmalı...   \n",
              "8                 %5 baz değişiminde makro-F1 (nihai)   \n",
              "9                 Zamansal doğrulama makro-F1 (nihai)   \n",
              "10          Ülke dışarıda bırakma makro-F1 (LR, ort.)   \n",
              "11  Yeni genotip tespiti ort. AUROC (olasılık / Ja...   \n",
              "12                            Kalibrasyon ECE (nihai)   \n",
              "13                  En kritik kapsid alanı (oklüzyon)   \n",
              "14                           Tiplendirme hızı (nihai)   \n",
              "\n",
              "                                               Bulgu  \n",
              "0                                    0.9888 ± 0.0095  \n",
              "1                                    0.9320 ± 0.0433  \n",
              "2                            0.9307 [0.8655, 0.9977]  \n",
              "3                                            0.00018  \n",
              "4   gerçek 0.991 vs karıştırılmış 0.110 (p = 0.0323)  \n",
              "5                              0.9911 (temel 0.9911)  \n",
              "6                                    0.9628 → 0.9923  \n",
              "7                              0.701 / 0.743 / 0.777  \n",
              "8                                              0.933  \n",
              "9                        0.9462 (eşik 2018, n = 658)  \n",
              "10                       0.9901 (aralık 0.972–1.000)  \n",
              "11                                     0.963 / 0.936  \n",
              "12                                            0.0119  \n",
              "13                                   S (80 tam dizi)  \n",
              "14                                      2077 dizi/sn  "
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              "      <td>Tekrarlı dış ÇD makro-F1 (nihai)</td>\n",
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              "      <td>Tekrarlı dış ÇD makro-F1 (1-NN BLAST benzeri)</td>\n",
              "      <td>0.9320 ± 0.0433</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Test makro-F1 (%95 grup bootstrap)</td>\n",
              "      <td>0.9307 [0.8655, 0.9977]</td>\n",
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              "      <th>3</th>\n",
              "      <td>McNemar p (nihai vs 1-NN)</td>\n",
              "      <td>0.00018</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Y-randomizasyon</td>\n",
              "      <td>gerçek 0.991 vs karıştırılmış 0.110 (p = 0.0323)</td>\n",
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              "      <th>5</th>\n",
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              "      <th>6</th>\n",
              "      <td>Dereplikasyonsuz vs dereplike (LR)</td>\n",
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              "      <th>7</th>\n",
              "      <td>100 nt parça makro-F1 (nihai / parça-artırmalı...</td>\n",
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              "      <th>8</th>\n",
              "      <td>%5 baz değişiminde makro-F1 (nihai)</td>\n",
              "      <td>0.933</td>\n",
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              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Zamansal doğrulama makro-F1 (nihai)</td>\n",
              "      <td>0.9462 (eşik 2018, n = 658)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Ülke dışarıda bırakma makro-F1 (LR, ort.)</td>\n",
              "      <td>0.9901 (aralık 0.972–1.000)</td>\n",
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              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Yeni genotip tespiti ort. AUROC (olasılık / Ja...</td>\n",
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              "      <th>12</th>\n",
              "      <td>Kalibrasyon ECE (nihai)</td>\n",
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              "      <th>13</th>\n",
              "      <td>En kritik kapsid alanı (oklüzyon)</td>\n",
              "      <td>S (80 tam dizi)</td>\n",
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              "      <th>14</th>\n",
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              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('HAKEM_DF')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_420ac18e-28b6-44a6-b92f-52f287358ee7 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('HAKEM_DF');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "HAKEM_DF",
              "summary": "{\n  \"name\": \"HAKEM_DF\",\n  \"rows\": 15,\n  \"fields\": [\n    {\n      \"column\": \"Konu\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 15,\n        \"samples\": [\n          \"Zamansal do\\u011frulama makro-F1 (nihai)\",\n          \"Yeni genotip tespiti ort. AUROC (olas\\u0131l\\u0131k / Jaccard)\",\n          \"Tekrarl\\u0131 d\\u0131\\u015f \\u00c7D makro-F1 (nihai)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Bulgu\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 15,\n        \"samples\": [\n          \"0.9462 (e\\u015fik 2018, n = 658)\",\n          \"0.963 / 0.936\",\n          \"0.9888 \\u00b1 0.0095\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 71
        }
      ],
      "source": [
        "HAKEM_DF = pd.DataFrame([{\"Konu\": k, \"Bulgu\": v} for k, v in HAKEM.items()])\n",
        "display(HAKEM_DF); tablo_kaydet(HAKEM_DF, \"15_14_hakem_ozeti\", indeks=False)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "1191d19b",
      "metadata": {
        "id": "1191d19b"
      },
      "source": [
        "## 16. Sonuçların Özeti ve 2209 Raporuna Aktarım Rehberi"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 72,
      "id": "0e67f883",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "0e67f883",
        "outputId": "15a6eb77-e07a-454e-9f01-10c434107fa2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "======================================================================\n",
            "ÇALIŞMA ÖZETİ\n",
            "======================================================================\n",
            "Veri: 2065 benzersiz VP1 dizisi, 9 genotip, 600 benzerlik grubu\n",
            "Ayrım: eğitim 1598 / test 467 dizi (gruplu, tabakalı; ortak grup yok)\n",
            "En iyi ÇD modeli: Lojistik Regresyon — makro-F1 0.9911 ± 0.0068\n",
            "Test kümesi (Lojistik Regresyon): makro-F1 0.9307, MCC 0.9408, dengeli doğruluk 0.9206\n",
            "Test kümesi (CNN-FCGR): makro-F1 0.9745, MCC 0.9723\n",
            "Tekrarlı dış ÇD (nihai): 0.9888 ± 0.0095\n",
            "Sızıntı etkisi (LightGBM): rastgele ÇD − gruplu ÇD = +0.0314 makro-F1\n",
            "======================================================================\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
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              "<pandas.io.formats.style.Styler at 0x7dda63805310>"
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              "</style>\n",
              "<table id=\"T_361fe\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"blank level0\" >&nbsp;</th>\n",
              "      <th id=\"T_361fe_level0_col0\" class=\"col_heading level0 col0\" >Makro-F1</th>\n",
              "      <th id=\"T_361fe_level0_col1\" class=\"col_heading level0 col1\" >Makro-F1 ss</th>\n",
              "      <th id=\"T_361fe_level0_col2\" class=\"col_heading level0 col2\" >Dengeli Doğr.</th>\n",
              "      <th id=\"T_361fe_level0_col3\" class=\"col_heading level0 col3\" >MCC</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th class=\"index_name level0\" >Model</th>\n",
              "      <th class=\"blank col0\" >&nbsp;</th>\n",
              "      <th class=\"blank col1\" >&nbsp;</th>\n",
              "      <th class=\"blank col2\" >&nbsp;</th>\n",
              "      <th class=\"blank col3\" >&nbsp;</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_361fe_level0_row0\" class=\"row_heading level0 row0\" >Lojistik Regresyon</th>\n",
              "      <td id=\"T_361fe_row0_col0\" class=\"data row0 col0\" >0.9911</td>\n",
              "      <td id=\"T_361fe_row0_col1\" class=\"data row0 col1\" >0.0068</td>\n",
              "      <td id=\"T_361fe_row0_col2\" class=\"data row0 col2\" >0.9884</td>\n",
              "      <td id=\"T_361fe_row0_col3\" class=\"data row0 col3\" >0.9932</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_361fe_level0_row1\" class=\"row_heading level0 row1\" >Topluluk (soft voting)</th>\n",
              "      <td id=\"T_361fe_row1_col0\" class=\"data row1 col0\" >0.9884</td>\n",
              "      <td id=\"T_361fe_row1_col1\" class=\"data row1 col1\" >0.0064</td>\n",
              "      <td id=\"T_361fe_row1_col2\" class=\"data row1 col2\" >0.9852</td>\n",
              "      <td id=\"T_361fe_row1_col3\" class=\"data row1 col3\" >0.9899</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_361fe_level0_row2\" class=\"row_heading level0 row2\" >SVM (ayarlı)</th>\n",
              "      <td id=\"T_361fe_row2_col0\" class=\"data row2 col0\" >0.9786</td>\n",
              "      <td id=\"T_361fe_row2_col1\" class=\"data row2 col1\" >0.0066</td>\n",
              "      <td id=\"T_361fe_row2_col2\" class=\"data row2 col2\" >0.9787</td>\n",
              "      <td id=\"T_361fe_row2_col3\" class=\"data row2 col3\" >0.9838</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_361fe_level0_row3\" class=\"row_heading level0 row3\" >LightGBM (ayarlı)</th>\n",
              "      <td id=\"T_361fe_row3_col0\" class=\"data row3 col0\" >0.9756</td>\n",
              "      <td id=\"T_361fe_row3_col1\" class=\"data row3 col1\" >0.0101</td>\n",
              "      <td id=\"T_361fe_row3_col2\" class=\"data row3 col2\" >0.9741</td>\n",
              "      <td id=\"T_361fe_row3_col3\" class=\"data row3 col3\" >0.9763</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_361fe_level0_row4\" class=\"row_heading level0 row4\" >MLP</th>\n",
              "      <td id=\"T_361fe_row4_col0\" class=\"data row4 col0\" >0.9748</td>\n",
              "      <td id=\"T_361fe_row4_col1\" class=\"data row4 col1\" >0.0081</td>\n",
              "      <td id=\"T_361fe_row4_col2\" class=\"data row4 col2\" >0.9779</td>\n",
              "      <td id=\"T_361fe_row4_col3\" class=\"data row4 col3\" >0.9761</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_361fe_level0_row5\" class=\"row_heading level0 row5\" >SVM (RBF)</th>\n",
              "      <td id=\"T_361fe_row5_col0\" class=\"data row5 col0\" >0.9636</td>\n",
              "      <td id=\"T_361fe_row5_col1\" class=\"data row5 col1\" >0.0185</td>\n",
              "      <td id=\"T_361fe_row5_col2\" class=\"data row5 col2\" >0.9627</td>\n",
              "      <td id=\"T_361fe_row5_col3\" class=\"data row5 col3\" >0.9603</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_361fe_level0_row6\" class=\"row_heading level0 row6\" >XGBoost</th>\n",
              "      <td id=\"T_361fe_row6_col0\" class=\"data row6 col0\" >0.9565</td>\n",
              "      <td id=\"T_361fe_row6_col1\" class=\"data row6 col1\" >0.0064</td>\n",
              "      <td id=\"T_361fe_row6_col2\" class=\"data row6 col2\" >0.9619</td>\n",
              "      <td id=\"T_361fe_row6_col3\" class=\"data row6 col3\" >0.9644</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_361fe_level0_row7\" class=\"row_heading level0 row7\" >Ekstra Ağaçlar</th>\n",
              "      <td id=\"T_361fe_row7_col0\" class=\"data row7 col0\" >0.9565</td>\n",
              "      <td id=\"T_361fe_row7_col1\" class=\"data row7 col1\" >0.0171</td>\n",
              "      <td id=\"T_361fe_row7_col2\" class=\"data row7 col2\" >0.9605</td>\n",
              "      <td id=\"T_361fe_row7_col3\" class=\"data row7 col3\" >0.9635</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_361fe_level0_row8\" class=\"row_heading level0 row8\" >LightGBM</th>\n",
              "      <td id=\"T_361fe_row8_col0\" class=\"data row8 col0\" >0.9564</td>\n",
              "      <td id=\"T_361fe_row8_col1\" class=\"data row8 col1\" >0.0226</td>\n",
              "      <td id=\"T_361fe_row8_col2\" class=\"data row8 col2\" >0.9685</td>\n",
              "      <td id=\"T_361fe_row8_col3\" class=\"data row8 col3\" >0.9717</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_361fe_level0_row9\" class=\"row_heading level0 row9\" >k-En Yakın Komşu</th>\n",
              "      <td id=\"T_361fe_row9_col0\" class=\"data row9 col0\" >0.9545</td>\n",
              "      <td id=\"T_361fe_row9_col1\" class=\"data row9 col1\" >0.0310</td>\n",
              "      <td id=\"T_361fe_row9_col2\" class=\"data row9 col2\" >0.9630</td>\n",
              "      <td id=\"T_361fe_row9_col3\" class=\"data row9 col3\" >0.9539</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_361fe_level0_row10\" class=\"row_heading level0 row10\" >Rastgele Orman</th>\n",
              "      <td id=\"T_361fe_row10_col0\" class=\"data row10 col0\" >0.9512</td>\n",
              "      <td id=\"T_361fe_row10_col1\" class=\"data row10 col1\" >0.0265</td>\n",
              "      <td id=\"T_361fe_row10_col2\" class=\"data row10 col2\" >0.9609</td>\n",
              "      <td id=\"T_361fe_row10_col3\" class=\"data row10 col3\" >0.9595</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_361fe_level0_row11\" class=\"row_heading level0 row11\" >CNN (FCGR)</th>\n",
              "      <td id=\"T_361fe_row11_col0\" class=\"data row11 col0\" >0.9388</td>\n",
              "      <td id=\"T_361fe_row11_col1\" class=\"data row11 col1\" >0.0291</td>\n",
              "      <td id=\"T_361fe_row11_col2\" class=\"data row11 col2\" >0.9547</td>\n",
              "      <td id=\"T_361fe_row11_col3\" class=\"data row11 col3\" >0.9508</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_361fe_level0_row12\" class=\"row_heading level0 row12\" >Complement NB</th>\n",
              "      <td id=\"T_361fe_row12_col0\" class=\"data row12 col0\" >0.8794</td>\n",
              "      <td id=\"T_361fe_row12_col1\" class=\"data row12 col1\" >0.0446</td>\n",
              "      <td id=\"T_361fe_row12_col2\" class=\"data row12 col2\" >0.8931</td>\n",
              "      <td id=\"T_361fe_row12_col3\" class=\"data row12 col3\" >0.8853</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_361fe_level0_row13\" class=\"row_heading level0 row13\" >Dummy (taban)</th>\n",
              "      <td id=\"T_361fe_row13_col0\" class=\"data row13 col0\" >0.0350</td>\n",
              "      <td id=\"T_361fe_row13_col1\" class=\"data row13 col1\" >0.0093</td>\n",
              "      <td id=\"T_361fe_row13_col2\" class=\"data row13 col2\" >0.1111</td>\n",
              "      <td id=\"T_361fe_row13_col3\" class=\"data row13 col3\" >0.0000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "TR şekil: 59 | EN şekil: 59 | TR tablo: 21 | EN tablo: 21\n",
            "Hakem analizleri özeti (Bölüm 15.14):\n",
            "   • Tekrarlı dış ÇD makro-F1 (nihai): 0.9888 ± 0.0095\n",
            "   • Tekrarlı dış ÇD makro-F1 (1-NN BLAST benzeri): 0.9320 ± 0.0433\n",
            "   • Test makro-F1 (%95 grup bootstrap): 0.9307 [0.8655, 0.9977]\n",
            "   • McNemar p (nihai vs 1-NN): 0.00018\n",
            "   • Y-randomizasyon: gerçek 0.991 vs karıştırılmış 0.110 (p = 0.0323)\n",
            "   • Uzunluk (kısayol) eklemenin etkisi: 0.9911 (temel 0.9911)\n",
            "   • Dereplikasyonsuz vs dereplike (LR): 0.9628 → 0.9923\n",
            "   • 100 nt parça makro-F1 (nihai / parça-artırmalı / 1-NN): 0.701 / 0.743 / 0.777\n",
            "   • %5 baz değişiminde makro-F1 (nihai): 0.933\n",
            "   • Zamansal doğrulama makro-F1 (nihai): 0.9462 (eşik 2018, n = 658)\n",
            "   • Ülke dışarıda bırakma makro-F1 (LR, ort.): 0.9901 (aralık 0.972–1.000)\n",
            "   • Yeni genotip tespiti ort. AUROC (olasılık / Jaccard): 0.963 / 0.936\n",
            "   • Kalibrasyon ECE (nihai): 0.0119\n",
            "   • En kritik kapsid alanı (oklüzyon): S (80 tam dizi)\n",
            "   • Tiplendirme hızı (nihai): 2077 dizi/sn\n"
          ]
        }
      ],
      "source": [
        "ozet = sonuc_tablosu({k: v | {\"sure_sn\": v.get(\"sure_sn\", np.array([np.nan]))} for k, v in MODEL_SONUC.items()})\n",
        "tablo_kaydet(ozet, \"tum_modeller_cv_ozet\")\n",
        "print(\"=\" * 70)\n",
        "print(\"ÇALIŞMA ÖZETİ\")\n",
        "print(\"=\" * 70)\n",
        "print(f\"Veri: {len(df)} benzersiz VP1 dizisi, {N_SINIF} genotip, {df['grup'].nunique()} benzerlik grubu\")\n",
        "print(f\"Ayrım: eğitim {len(egitim_idx)} / test {len(test_idx)} dizi (gruplu, tabakalı; ortak grup yok)\")\n",
        "print(f\"En iyi ÇD modeli: {NIHAI_AD} — makro-F1 {ozet.loc[NIHAI_AD, 'Makro-F1']:.4f} ± {ozet.loc[NIHAI_AD, 'Makro-F1 ss']:.4f}\")\n",
        "print(f\"Test kümesi ({NIHAI_AD}): makro-F1 {TEST_METRIK['Makro-F1']:.4f}, MCC {TEST_METRIK['MCC']:.4f}, \"\n",
        "      f\"dengeli doğruluk {TEST_METRIK['Dengeli doğruluk']:.4f}\")\n",
        "print(f\"Test kümesi (CNN-FCGR): makro-F1 {CNN_TEST['Makro-F1']:.4f}, MCC {CNN_TEST['MCC']:.4f}\")\n",
        "print(f\"Tekrarlı dış ÇD (nihai): {HAKEM.get('Tekrarlı dış ÇD makro-F1 (nihai)', '-')}\")\n",
        "print(f\"Sızıntı etkisi (LightGBM): rastgele ÇD − gruplu ÇD = +{kt.loc['LightGBM', 'Rastgele 5-katlı ÇD'] - kt.loc['LightGBM', 'Gruplu 5-katlı ÇD']:.4f} makro-F1\")\n",
        "print(\"=\" * 70)\n",
        "display(ozet[[\"Makro-F1\", \"Makro-F1 ss\", \"Dengeli Doğr.\", \"MCC\"]].style.background_gradient(cmap=\"Greens\").format(\"{:.4f}\"))\n",
        "print(f\"\\nTR şekil: {len(os.listdir(SEKIL_TR))} | EN şekil: {len(os.listdir(SEKIL_EN))} | \"\n",
        "      f\"TR tablo: {len(os.listdir(TABLO_TR))} | EN tablo: {len(os.listdir(TABLO_EN))}\")\n",
        "print(\"Hakem analizleri özeti (Bölüm 15.14):\")\n",
        "for k, v in HAKEM.items():\n",
        "    print(f\"   • {k}: {v}\")"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "da7e4c40",
      "metadata": {
        "id": "da7e4c40"
      },
      "source": [
        "### 2209 Raporu için şekil ve tablo eşleştirmesi\n",
        "\n",
        "| Rapor bölümü | Kullanılabilecek çıktılar |\n",
        "|---|---|\n",
        "| **Özet / Amaç** | Bölüm 16 özet çıktısı; hakem özeti (`tablolar/*/15_14_hakem_ozeti.csv`) |\n",
        "| **Literatür özeti / Özgün değer** | Bölüm 1 metni; kaynaklar [1]–[6], [13], [18], [19], [21]–[23] |\n",
        "| **Yöntem – Veri** | Yöntem akış şeması, veri temizleme akışı, dereplikasyon, `veri/ncbi_sorgu_ozeti.csv` |\n",
        "| **Yöntem – Sızıntı önleme** | Benzerlik grupları, en yakın komşu sızıntı kontrolü, dengeli gruplu bölme |\n",
        "| **Yöntem – Dizi temsili** | CGR açıklama şekli, ortalama FCGR, örnek k-mer frekansları |\n",
        "| **Bulgular – EDA** | Sınıf dağılımı, uzunluk, kompozisyon, dinükleotit ısı haritası, zamansal dağılım, t-SNE/UMAP, dendrogram |\n",
        "| **Bulgular – Modelleme** | Dengesizlik stratejileri, model karşılaştırma, sızıntı etkisi, k-mer karşılaştırma, hiperparametre arama |\n",
        "| **Bulgular – Test** | Karışıklık matrisi, sınıf bazında F1, ROC/PR eğrileri, klasik ve CNN karşılaştırması, `15_1_tekrarli_dis_cv.csv` |\n",
        "| **Bulgular – Sağlamlık/Ablasyon (hakem)** | Tekrarlı dış ÇD, Y-randomizasyon, ablasyon, parça/mutasyon sağlamlığı, zamansal/coğrafi, açık küme, kalibrasyon, oklüzyon (Bölüm 15) |\n",
        "| **Bulgular – Açıklanabilirlik** | SHAP küresel önem, arı kovanı, şelale, k-mer konum haritası, motif logosu, Grad-CAM, oklüzyon |\n",
        "| **Tartışma** | Hata analizi (`15_... ` / `yanlis_siniflandirmalar.csv`), öğrenme eğrisi, Bölüm 17 |\n",
        "\n",
        "### İş-zaman çizelgesi önerisi (12 ay)\n",
        "\n",
        "| İş paketi | Aylar |\n",
        "|---|---|\n",
        "| İP1 – Literatür taraması ve veri toplama | 1–2 |\n",
        "| İP2 – Veri temizleme ve EDA | 2–3 |\n",
        "| İP3 – Sızıntısız değerlendirme altyapısı ve temel modeller | 4–5 |\n",
        "| İP4 – Dengesizlik yöntemleri, hiperparametre optimizasyonu | 6–7 |\n",
        "| İP5 – FCGR görüntüleri ve CNN | 7–9 |\n",
        "| İP6 – Açıklanabilir yapay zekâ analizleri | 9–10 |\n",
        "| İP7 – Sonuç raporu ve bildiri/makale hazırlığı | 11–12 |"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "dcac32a1",
      "metadata": {
        "id": "dcac32a1"
      },
      "source": [
        "## 17. Kısıtlar ve Gelecek Çalışmalar\n",
        "\n",
        "**Kısıtlar**\n",
        "- **Etiket kalitesi:** Genotip etiketleri GenBank kayıtlarındaki metinlerden alınmıştır ve gönderen laboratuvarın beyanına dayanır. Hatalı etiketler mümkündür (Bölüm 6.1'de şüpheli kayıtlar çıkarılmış olsa da). Etiketler, Norovirus Typing Tool [6] gibi bir referans araçla doğrulanarak bu risk azaltılabilir.\n",
        "- **Bölge heterojenliği:** Diziler VP1'in farklı bölgelerini kapsar (kısa genotipleme bölgesi veya tam gen). k-mer frekansları bu farka kısmen dayanıklıdır ancak tamamen bağımsız değildir.\n",
        "- **Örnekleme yanlılığı:** GenBank dizileri birkaç ülke ve belirli yıllarda yoğunlaşmaktadır. Türkiye'den gelen dizi sayısının düşük olması genellenebilirliği sınırlar.\n",
        "- **Rekombinasyon:** Norovirüslerde ORF1/ORF2 birleşim bölgesinde rekombinasyon sıktır. Bu çalışma yalnızca kapsid genotipini hedeflemektedir; polimeraz (P) tipi ayrı bir sınıflandırma problemidir.\n",
        "- **Benzerlik eşiği:** Grup tanımındaki Jaccard eşiği (0,5) bir tasarım tercihidir. Eşik değiştirilerek duyarlılık analizi yapılması önerilir.\n",
        "\n",
        "**Gelecek çalışmalar**\n",
        "1. Polimeraz (P) tipinin de tahmin edilerek **çift tiplemeye** (ör. GII.4[P31]) genişletilmesi.\n",
        "2. **GII.4 varyantlarının** (Den Haag 2006b, New Orleans 2009, Sydney 2012 vb.) ayırt edilmesi.\n",
        "3. Türkiye'den toplanacak klinik örneklerle **dış doğrulama**.\n",
        "4. Önceden eğitilmiş genomik dil modellerinin (DNA dil modelleri) k-mer yaklaşımıyla karşılaştırılması.\n",
        "5. Modelin, kullanıcıların FASTA yükleyerek genotip tahmini alabildiği basit bir **web arayüzüne** dönüştürülmesi."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "0c2b9cf4",
      "metadata": {
        "id": "0c2b9cf4"
      },
      "source": [
        "## 18. Kaynakça\n",
        "\n",
        "Kaynaklar, metinde ilk atıf yapıldıkları sıraya göre IEEE biçiminde listelenmiştir.\n",
        "\n",
        "[1] A. Z. Kapikian, R. G. Wyatt, R. Dolin, T. S. Thornhill, A. R. Kalica, and R. M. Chanock, \"Visualization by immune electron microscopy of a 27-nm particle associated with acute infectious nonbacterial gastroenteritis,\" *Journal of Virology*, vol. 10, no. 5, pp. 1075–1081, 1972.\n",
        "\n",
        "[2] S. M. Ahmed, A. J. Hall, A. E. Robinson, L. Verhoef, P. Premkumar, U. D. Parashar, M. Koopmans, and B. A. Lopman, \"Global prevalence of norovirus in cases of gastroenteritis: a systematic review and meta-analysis,\" *The Lancet Infectious Diseases*, vol. 14, no. 8, pp. 725–730, 2014.\n",
        "\n",
        "[3] B. A. Lopman, D. Steele, C. D. Kirkwood, and U. D. Parashar, \"The vast and varied global burden of norovirus: prospects for prevention and control,\" *PLoS Medicine*, vol. 13, no. 4, Art. no. e1001999, 2016.\n",
        "\n",
        "[4] M. de Graaf, J. van Beek, and M. P. G. Koopmans, \"Human norovirus transmission and evolution in a changing world,\" *Nature Reviews Microbiology*, vol. 14, no. 7, pp. 421–433, 2016.\n",
        "\n",
        "[5] P. Chhabra, M. de Graaf, G. I. Parra, M. C.-W. Chan, K. Green, V. Martella, Q. Wang, P. A. White, K. Katayama, H. Vennema, M. P. G. Koopmans, and J. Vinjé, \"Updated classification of norovirus genogroups and genotypes,\" *Journal of General Virology*, vol. 100, no. 10, pp. 1393–1406, 2019.\n",
        "\n",
        "[6] A. Kroneman, H. Vennema, K. Deforche, H. v. d. Avoort, S. Peñaranda, M. S. Oberste, J. Vinjé, and M. Koopmans, \"An automated genotyping tool for enteroviruses and noroviruses,\" *Journal of Clinical Virology*, vol. 51, no. 2, pp. 121–125, 2011.\n",
        "\n",
        "[7] E. W. Sayers, E. E. Bolton, J. R. Brister, K. Canese, J. Chan, D. C. Comeau, R. Connor, K. Funk, C. Kelly, S. Kim, T. Madej, A. Marchler-Bauer, C. Lanczycki, S. Lathrop, Z. Lu, F. Thibaud-Nissen, T. Murphy, L. Phan, Y. Skripchenko, T. Tse, J. Wang, R. Williams, B. W. Trawick, K. D. Pruitt, and S. T. Sherry, \"Database resources of the National Center for Biotechnology Information,\" *Nucleic Acids Research*, vol. 50, no. D1, pp. D20–D26, 2022.\n",
        "\n",
        "[8] P. J. A. Cock, T. Antao, J. T. Chang, B. A. Chapman, C. J. Cox, A. Dalke, I. Friedberg, T. Hamelryck, F. Kauff, B. Wilczynski, and M. J. L. de Hoon, \"Biopython: freely available Python tools for computational molecular biology and bioinformatics,\" *Bioinformatics*, vol. 25, no. 11, pp. 1422–1423, 2009.\n",
        "\n",
        "[9] J. van Beek, K. Ambert-Balay, N. Botteldoorn, J. S. Eden, J. Fonager, J. Hewitt, N. Iritani, A. Kroneman, H. Vennema, J. Vinjé, P. A. White, and M. Koopmans, \"Indications for worldwide increased norovirus activity associated with emergence of a new variant of genotype II.4, late 2012,\" *Eurosurveillance*, vol. 18, no. 1, pp. 8–9, 2013.\n",
        "\n",
        "[10] M. de Graaf, J. van Beek, H. Vennema, A. T. Podkolzin, J. Hewitt, F. Bucardo, K. Templeton, J. Mans, J. Nordgren, G. Reuter, M. Lynch, L. D. Rasmussen, N. Iritani, M. C. Chan, V. Martella, K. Ambert-Balay, J. Vinjé, P. A. White, and M. P. Koopmans, \"Emergence of a novel GII.17 norovirus – End of the GII.4 era?,\" *Eurosurveillance*, vol. 20, no. 26, Art. no. 21178, 2015.\n",
        "\n",
        "[11] L. van der Maaten and G. Hinton, \"Visualizing data using t-SNE,\" *Journal of Machine Learning Research*, vol. 9, pp. 2579–2605, 2008.\n",
        "\n",
        "[12] L. McInnes, J. Healy, and J. Melville, \"UMAP: Uniform manifold approximation and projection for dimension reduction,\" *arXiv preprint* arXiv:1802.03426, 2018.\n",
        "\n",
        "[13] W. Li and A. Godzik, \"Cd-hit: a fast program for clustering and comparing large sets of protein or nucleotide sequences,\" *Bioinformatics*, vol. 22, no. 13, pp. 1658–1659, 2006.\n",
        "\n",
        "[14] N. V. Chawla, K. W. Bowyer, L. O. Hall, and W. P. Kegelmeyer, \"SMOTE: Synthetic minority over-sampling technique,\" *Journal of Artificial Intelligence Research*, vol. 16, pp. 321–357, 2002.\n",
        "\n",
        "[15] F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, M. Blondel, P. Prettenhofer, R. Weiss, V. Dubourg, J. Vanderplas, A. Passos, D. Cournapeau, M. Brucher, M. Perrot, and É. Duchesnay, \"Scikit-learn: Machine learning in Python,\" *Journal of Machine Learning Research*, vol. 12, pp. 2825–2830, 2011.\n",
        "\n",
        "[16] T. Chen and C. Guestrin, \"XGBoost: A scalable tree boosting system,\" in *Proc. 22nd ACM SIGKDD Int. Conf. Knowledge Discovery and Data Mining*, San Francisco, CA, USA, 2016, pp. 785–794.\n",
        "\n",
        "[17] G. Ke, Q. Meng, T. Finley, T. Wang, W. Chen, W. Ma, Q. Ye, and T.-Y. Liu, \"LightGBM: A highly efficient gradient boosting decision tree,\" in *Advances in Neural Information Processing Systems 30 (NeurIPS 2017)*, 2017, pp. 3146–3154.\n",
        "\n",
        "[18] H. J. Jeffrey, \"Chaos game representation of gene structure,\" *Nucleic Acids Research*, vol. 18, no. 8, pp. 2163–2170, 1990.\n",
        "\n",
        "[19] G. S. Randhawa, K. A. Hill, and L. Kari, \"ML-DSP: Machine Learning with Digital Signal Processing for ultrafast, accurate, and scalable genome classification at all taxonomic levels,\" *BMC Genomics*, vol. 20, Art. no. 267, 2019.\n",
        "\n",
        "[20] A. Paszke, S. Gross, F. Massa, A. Lerer, J. Bradbury, G. Chanan, T. Killeen, Z. Lin, N. Gimelshein, L. Antiga, A. Desmaison, A. Köpf, E. Yang, Z. DeVito, M. Raison, A. Tejani, S. Chilamkurthy, B. Steiner, L. Fang, J. Bai, and S. Chintala, \"PyTorch: An imperative style, high-performance deep learning library,\" in *Advances in Neural Information Processing Systems 32 (NeurIPS 2019)*, 2019, pp. 8024–8035.\n",
        "\n",
        "[21] S. M. Lundberg and S.-I. Lee, \"A unified approach to interpreting model predictions,\" in *Advances in Neural Information Processing Systems 30 (NeurIPS 2017)*, 2017, pp. 4765–4774.\n",
        "\n",
        "[22] S. M. Lundberg, G. Erion, H. Chen, A. DeGrave, J. M. Prutkin, B. Nair, R. Katz, J. Himmelfarb, N. Bansal, and S.-I. Lee, \"From local explanations to global understanding with explainable AI for trees,\" *Nature Machine Intelligence*, vol. 2, no. 1, pp. 56–67, 2020.\n",
        "\n",
        "[23] R. R. Selvaraju, M. Cogswell, A. Das, R. Vedantam, D. Parikh, and D. Batra, \"Grad-CAM: Visual explanations from deep networks via gradient-based localization,\" in *Proc. IEEE Int. Conf. Computer Vision (ICCV)*, Venice, Italy, 2017, pp. 618–626.\n",
        "\n",
        "[24] T. G. Dietterich, \"Approximate statistical tests for comparing supervised classification learning algorithms,\" *Neural Computation*, vol. 10, no. 7, pp. 1895–1923, 1998.\n",
        "\n",
        "[25] M. Ojala and G. C. Garriga, \"Permutation tests for studying classifier performance,\" *Journal of Machine Learning Research*, vol. 11, pp. 1833–1863, 2010.\n",
        "\n",
        "[26] D. Hendrycks and K. Gimpel, \"A baseline for detecting misclassified and out-of-distribution examples in neural networks,\" in *Proc. Int. Conf. Learning Representations (ICLR)*, Toulon, France, 2017.\n",
        "\n",
        "[27] C. Guo, G. Pleiss, Y. Sun, and K. Q. Weinberger, \"On calibration of modern neural networks,\" in *Proc. 34th Int. Conf. Machine Learning (ICML)*, Sydney, Australia, 2017, pp. 1321–1330.\n",
        "\n",
        "[28] M. D. Zeiler and R. Fergus, \"Visualizing and understanding convolutional networks,\" in *Computer Vision – ECCV 2014*, Zurich, Switzerland, 2014, pp. 818–833.\n",
        "\n",
        "[29] B. V. V. Prasad, M. E. Hardy, T. Dokland, J. Bella, M. G. Rossmann, and M. K. Estes, \"X-ray crystallographic structure of the Norwalk virus capsid,\" *Science*, vol. 286, no. 5438, pp. 287–290, 1999.\n",
        "\n",
        "---\n",
        "**Veri kaynağı beyanı:** Bu çalışmada kullanılan tüm diziler NCBI Nucleotide (GenBank) veri tabanından (https://www.ncbi.nlm.nih.gov/nuccore) alınmıştır. Erişim numaralarının tam listesi `veri/erisim_numaralari.csv` dosyasındadır."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d4410df8",
      "metadata": {
        "id": "d4410df8"
      },
      "source": [
        "## 19. Modelin Kaydedilmesi ve Tüm Çıktıların Paketlenmesi\n",
        "\n",
        "Son adımda (1) eğitilmiş nihai model, etiket kodlayıcı, CNN ağırlıkları ve yapılandırma kaydedilir; bunlarla yeni FASTA dizileri için tekrar eğitim gerekmeden tahmin yapılabilir. (2) Tüm çıktılar — iki dilli şekiller ve tablolar, veri, modeller — hiyerarşik bir klasör yapısında toplanıp tek bir **ZIP** dosyasına sıkıştırılır. Colab'da `files.download(...)` ile indirilebilir.\n",
        "\n",
        "```\n",
        "norovirus_2209_ciktilar/\n",
        "├── veri/           Ham ve dereplike diziler, NCBI sorgu özeti, erişim no. listesi\n",
        "├── sekiller/TR/    Türkçe şekiller (300 dpi PNG)\n",
        "├── figures/EN/     İngilizce şekiller (300 dpi PNG)\n",
        "├── tablolar/TR/    Türkçe tablolar (CSV)\n",
        "├── tables/EN/      İngilizce tablolar (CSV)\n",
        "├── modeller/       Eğitilmiş model, etiket kodlayıcı, CNN ağırlıkları, yapılandırma\n",
        "└── BENIOKU.txt / README.txt\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 73,
      "id": "91ecdef4",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "91ecdef4",
        "outputId": "2483e0d2-ca09-4501-c02c-ca1fbba4c3a5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model ve yardımcı dosyalar kaydedildi → norovirus_2209_ciktilar/modeller\n"
          ]
        }
      ],
      "source": [
        "import joblib, json, shutil, textwrap\n",
        "\n",
        "# (1) Model ve yardımcı nesnelerin kaydı\n",
        "joblib.dump(NIHAI, os.path.join(MODEL_DIZINI, \"nihai_model.joblib\"))\n",
        "joblib.dump(le, os.path.join(MODEL_DIZINI, \"etiket_kodlayici.joblib\"))\n",
        "try:\n",
        "    joblib.dump(LGBM_ACIK, os.path.join(MODEL_DIZINI, \"lightgbm_aciklanabilir.joblib\"))\n",
        "except Exception as e:\n",
        "    print(\"LightGBM kaydı atlandı:\", e)\n",
        "torch.save({\"state_dict\": CNN_MODEL.state_dict(), \"mu\": float(MU), \"sd\": float(SD),\n",
        "            \"k_fcgr\": K_FCGR, \"boyut\": BOYUT}, os.path.join(MODEL_DIZINI, \"cnn_fcgr.pt\"))\n",
        "\n",
        "yapilandirma = {\n",
        "    \"k_mer_secimi\": list(K_SECIM), \"ozellik_sayisi\": int(X.shape[1]), \"siniflar\": list(le.classes_),\n",
        "    \"benzerlik_esigi\": BENZERLIK_ESIGI, \"grup_ust_siniri\": GRUP_UST_SINIR,\n",
        "    \"min_uzunluk\": MIN_UZUNLUK, \"maks_uzunluk\": MAKS_UZUNLUK,\n",
        "    \"toplam_dizi_dereplike\": int(len(df)), \"grup_sayisi\": int(df[\"grup\"].nunique()),\n",
        "    \"nihai_model\": NIHAI_AD, \"indirme_tarihi\": str(df_ham.get(\"indirme_tarihi\", pd.Series([\"-\"])).iloc[0]),\n",
        "    \"test_makro_f1\": float(TEST_METRIK[\"Makro-F1\"]), \"tekrarli_dis_cv_makro_f1\": HAKEM.get(\"Tekrarlı dış ÇD makro-F1 (nihai)\", \"-\"),\n",
        "}\n",
        "with open(os.path.join(MODEL_DIZINI, \"yapilandirma.json\"), \"w\", encoding=\"utf-8\") as f:\n",
        "    json.dump(yapilandirma, f, ensure_ascii=False, indent=2)\n",
        "\n",
        "# Yeni dizilerde tahmin için örnek betik (modeller/tahmin_ornegi.py)\n",
        "tahmin_satirlari = [\n",
        "    \"# Kaydedilmis model ile yeni FASTA dizilerinde genotip tahmini (ornek)\",\n",
        "    \"import numpy as np, joblib\",\n",
        "    \"from Bio import SeqIO\",\n",
        "    f\"K_SECIM = {tuple(K_SECIM)}\",\n",
        "    \"model = joblib.load('nihai_model.joblib'); le = joblib.load('etiket_kodlayici.joblib')\",\n",
        "    \"KOD = np.full(256, -1, np.int64)\",\n",
        "    \"for i, c in enumerate(b'ACGT'): KOD[c] = i\",\n",
        "    \"def kmer_frekans(s, k):\",\n",
        "    \"    a = KOD[np.frombuffer(s.upper().replace('U','T').encode(), np.uint8)]\",\n",
        "    \"    if len(a) < k: return np.zeros(4**k, np.float32)\",\n",
        "    \"    w = np.lib.stride_tricks.sliding_window_view(a, k); w = w[(w >= 0).all(1)]\",\n",
        "    \"    idx = (w * (4**np.arange(k-1,-1,-1))).sum(1)\",\n",
        "    \"    c = np.bincount(idx, minlength=4**k).astype(np.float32); return c/max(c.sum(),1)\",\n",
        "    \"def tahmin(fasta):\",\n",
        "    \"    for r in SeqIO.parse(fasta, 'fasta'):\",\n",
        "    \"        x = np.hstack([kmer_frekans(str(r.seq), k) for k in K_SECIM])[None]\",\n",
        "    \"        p = model.predict_proba(x)[0]; i = int(p.argmax())\",\n",
        "    \"        print(r.id, le.classes_[i], round(float(p[i]), 3))\",\n",
        "    \"if __name__ == '__main__':\",\n",
        "    \"    import sys; tahmin(sys.argv[1])\",\n",
        "]\n",
        "with open(os.path.join(MODEL_DIZINI, \"tahmin_ornegi.py\"), \"w\", encoding=\"utf-8\") as f:\n",
        "    f.write(\"\\n\".join(tahmin_satirlari) + \"\\n\")\n",
        "\n",
        "# Dereplike veri ve erişim numaraları\n",
        "df.to_csv(os.path.join(VERI_DIZINI, \"norovirus_vp1_dereplike.csv\"), index=False, encoding=\"utf-8-sig\")\n",
        "df[[\"accession\", \"genotip\"]].to_csv(os.path.join(VERI_DIZINI, \"erisim_numaralari.csv\"), index=False, encoding=\"utf-8-sig\")\n",
        "print(\"Model ve yardımcı dosyalar kaydedildi →\", MODEL_DIZINI)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 74,
      "id": "f5428e68",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 53
        },
        "id": "f5428e68",
        "outputId": "017fa51a-dae8-4cde-fff1-16693d11e270"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "ZIP oluşturuldu → /content/norovirus_2209_ciktilar.zip  (35.4 MB)\n",
            "İçerik: 59 TR + 59 EN şekil, 21 TR + 21 EN tablo, model dosyaları\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "download(\"download_92bd7e2e-14fc-42da-bfcf-d746c92792ef\", \"norovirus_2209_ciktilar.zip\", 35434066)"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "# (2) BENIOKU dosyaları ve ZIP paketi\n",
        "benioku_tr = f\"\"\"NOROVİRÜS GENOTİP SINIFLANDIRMA — ÇIKTI PAKETİ\n",
        "TÜBİTAK 2209 örnek projesi\n",
        "\n",
        "Üretim tarihi : {datetime.now():%Y-%m-%d %H:%M}\n",
        "Veri kaynağı  : NCBI GenBank (Nucleotide), VP1/kapsid dizileri\n",
        "Dizi sayısı   : {len(df)} (dereplike), {len(df_ham)} (ham indirilen)\n",
        "Genotipler    : {\", \".join(le.classes_)}\n",
        "Nihai model   : {NIHAI_AD}\n",
        "Test makro-F1 : {TEST_METRIK['Makro-F1']:.4f}\n",
        "\n",
        "KLASÖR YAPISI\n",
        "  veri/        Ham ve dereplike diziler, NCBI sorgu özeti, erişim numaraları\n",
        "  sekiller/TR  Türkçe şekiller (300 dpi PNG) — 2209 raporu için\n",
        "  figures/EN   İngilizce şekiller — uluslararası makale için\n",
        "  tablolar/TR  Türkçe tablolar (CSV, Excel uyumlu)\n",
        "  tables/EN    İngilizce tablolar (CSV)\n",
        "  modeller/    Eğitilmiş model + CNN ağırlıkları + yapilandirma.json + tahmin_ornegi.py\n",
        "\n",
        "NOT: GenBank güncellendiğinden, farklı tarihlerde indirme farklı dizi kümesi verebilir.\n",
        "Raporda indirme tarihi ve erisim_numaralari.csv belirtilmelidir.\n",
        "\"\"\"\n",
        "with open(os.path.join(CIKTI_KOK, \"BENIOKU.txt\"), \"w\", encoding=\"utf-8\") as f: f.write(benioku_tr)\n",
        "with open(os.path.join(CIKTI_KOK, \"README.txt\"), \"w\", encoding=\"utf-8\") as f:\n",
        "    f.write(benioku_tr.replace(\"ÇIKTI PAKETİ\", \"OUTPUT PACKAGE\"))\n",
        "\n",
        "zip_yolu = shutil.make_archive(CIKTI_KOK, \"zip\", CIKTI_KOK)\n",
        "boyut_mb = os.path.getsize(zip_yolu) / 1e6\n",
        "n_sekil = len(os.listdir(SEKIL_TR)); n_tablo = len(os.listdir(TABLO_TR))\n",
        "print(f\"ZIP oluşturuldu → {zip_yolu}  ({boyut_mb:.1f} MB)\")\n",
        "print(f\"İçerik: {n_sekil} TR + {n_sekil} EN şekil, {n_tablo} TR + {n_tablo} EN tablo, model dosyaları\")\n",
        "try:\n",
        "    from google.colab import files\n",
        "    files.download(zip_yolu)      # Colab'da otomatik indirir\n",
        "except Exception:\n",
        "    print(\"İndirmek için (Colab dışı): dosya gezgininden\", zip_yolu, \"dosyasını indirin.\")"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}