{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "# **Penting**\n", "- Jangan menambahkan import libary atau function apa pun, selain yang sudah tersedia pada cell code.\n", "- Jangan mengubah atau menambahkan cell text yang sudah disediakan, Anda hanya perlu mengerjakan cell code yang sudah disediakan.\n", "- Ingat, tugas Anda hanyalah melengkapi code yang rumpang pada bagian yang sudah ditandai \"________\" saja.\n", "- Pastikan seluruh kriteria memiliki output yang sesuai, karena jika tidak ada output dianggap tidak selesai.\n", "- Misal, Anda menggunakan df = df.dropna() silakan gunakan df.isnull().sum() sebagai tanda sudah berhasil. Silakan sesuaikan seluruh output dengan perintah yang sudah disediakan.\n", "- Pastikan juga output yang dihasilkan sesuai dengan output yang diharapkan (expected output). Sehingga Anda dapat mereview sendiri terlebih dahulu output dari cell code yang dijalankan.\n", "- Pastikan Anda melakukan Run All sebelum mengirimkan submission untuk memastikan seluruh cell berjalan dengan baik.\n", "- Pastikan Anda menggunakan variabel df dari awal sampai akhir dan tidak diperbolehkan mengganti nama variabel tersebut.\n", "- Pastikan Anda mengerjakan sesuai section yang sudah diberikan tanpa mengubah judul atau header yang disediakan." ], "metadata": { "id": "0tvAKGat01Sd" } }, { "cell_type": "markdown", "source": [ "# **INFORMASI DATASET**\n", "\n", "Dataset ini menyajikan gambaran mendalam mengenai perilaku transaksi dan pola aktivitas keuangan, sehingga sangat ideal untuk eksplorasi **deteksi penipuan (fraud detection)** dan **identifikasi anomali**. Dataset ini mencakup **2.512 sampel data transaksi**, yang mencakup berbagai atribut transaksi, demografi nasabah, dan pola penggunaan.\n", "\n", "Setiap entri memberikan wawasan komprehensif terhadap perilaku transaksi, memungkinkan analisis untuk **keamanan finansial** dan pengembangan model prediktif.\n", "\n", "## Fitur Utama\n", "\n", "- **`TransactionID`**: Pengidentifikasi unik alfanumerik untuk setiap transaksi. \n", "- **`AccountID`**: ID unik untuk setiap akun, dapat memiliki banyak transaksi. \n", "- **`TransactionAmount`**: Nilai transaksi dalam mata uang, mulai dari pengeluaran kecil hingga pembelian besar. \n", "- **`TransactionDate`**: Tanggal dan waktu transaksi terjadi. \n", "- **`TransactionType`**: Tipe transaksi berupa `'Credit'` atau `'Debit'`. \n", "- **`Location`**: Lokasi geografis transaksi (nama kota di Amerika Serikat). \n", "- **`DeviceID`**: ID perangkat yang digunakan dalam transaksi. \n", "- **`IP Address`**: Alamat IPv4 yang digunakan saat transaksi, dapat berubah untuk beberapa akun. \n", "- **`MerchantID`**: ID unik merchant, menunjukkan merchant utama dan anomali transaksi. \n", "- **`AccountBalance`**: Saldo akun setelah transaksi berlangsung. \n", "- **`PreviousTransactionDate`**: Tanggal transaksi terakhir pada akun, berguna untuk menghitung frekuensi transaksi. \n", "- **`Channel`**: Kanal transaksi seperti `Online`, `ATM`, atau `Branch`. \n", "- **`CustomerAge`**: Usia pemilik akun. \n", "- **`CustomerOccupation`**: Profesi pengguna seperti `Dokter`, `Insinyur`, `Mahasiswa`, atau `Pensiunan`. \n", "- **`TransactionDuration`**: Lama waktu transaksi (dalam detik). \n", "- **`LoginAttempts`**: Jumlah upaya login sebelum transaksi—jumlah tinggi bisa mengindikasikan anomali.\n", "\n", "Tugas kamu adalah membuat model clustering yang selanjutnya akan digunakan untuk membuat model klasifikasi.\n" ], "metadata": { "id": "sKi5D9qVVJvY" } }, { "cell_type": "markdown", "source": [ "# **1. Import Library**\n", "Pada tahap ini, Anda perlu mengimpor beberapa pustaka (library) Python yang dibutuhkan untuk analisis data dan pembangunan model machine learning. Semua library yang dibutuhkan harus **import** di **cell** ini, jika ada library yang dijalankan di cell lain maka **submission langsung ditolak**" ], "metadata": { "id": "fKADPWcFKlj3" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.preprocessing import LabelEncoder, StandardScaler\n", "from sklearn.cluster import KMeans\n", "from sklearn.decomposition import PCA\n", "from sklearn.metrics import silhouette_score\n", "from yellowbrick.cluster import KElbowVisualizer\n", "import joblib" ], "metadata": { "id": "BlmvjLY9M4Yj" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# **2. Memuat Dataset**\n", "Pada tahap ini, Anda perlu memuat dataset ke dalam notebook lalu mengecek informasi dataset sebelum nantinya dilakukan pembersihan. Hal-hal yang perlu dilakukan pada tahapan ini yaitu:\n", "1. **Memahami Struktur Data**\n", " - Dataset harus mengambil referensi wajib digunakan (bisa dilihat [Disini](https://drive.google.com/drive/folders/1Zs7VmPZ-jNwsRlMKH65Ea-LApSwx6lKx?usp=drive_link))\n", " - Melakukan loading dataset ke dalam notebook dan menampilkan 5 baris pertama dengan function `head`.\n", " - Tinjau jumlah baris kolom dan jenis data dalam dataset dengan function `info`. \n", " - Menampilkan statistik deskriptif dataset dengan menjalankan `describe`.\n", " - Pastikan **setiap function tersebut** memiliki **output pada setiap cell** code. Jika tidak **submission langsung ditolak**\n", " " ], "metadata": { "id": "f3YIEnAFKrKL" } }, { "cell_type": "markdown", "source": [ "Gunakan code ini untuk melakukan load data secara otomatis tanpa harus download data tersebut secara manual:\n", "```python\n", "url='https://docs.google.com/spreadsheets/d/e/2PACX-1vTbg5WVW6W3c8SPNUGc3A3AL-AG32TPEQGpdzARfNICMsLFI0LQj0jporhsLCeVhkN5AoRsTkn08AYl/pub?output=csv'\n", "df = pd.read_csv(url)\n", "```" ], "metadata": { "id": "JgKXTwx2LMQA" } }, { "cell_type": "markdown", "source": [ "Penting: pada kriteria pertama hindari penggunaan print() dan display() karena seluruh fungsi yang digunakan sudah memiliki standar output dan menghasilkan output yang diharapkan.\n", "\n", "Kriteria 1 akan ditolak ketika:\n", "- print(__.head())\n", "- display(___.head())\n", "dst\n", "\n", "Kriteria 1 akan diterima ketika Anda menggunakan fungsi yang diminta tanpa menambahkan deskripsi apapun." ], "metadata": { "id": "9d2RyUOuefWa" } }, { "cell_type": "code", "source": [ "# Load data\n", "\n", "### MULAI CODE ###\n", "\n", "url='https://docs.google.com/spreadsheets/d/e/2PACX-1vTbg5WVW6W3c8SPNUGc3A3AL-AG32TPEQGpdzARfNICMsLFI0LQj0jporhsLCeVhkN5AoRsTkn08AYl/pub?output=csv'\n", "df = ________\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "-tfuxA86YztE" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Tampilkan 5 baris pertama dengan function head.\n", "\n", "### MULAI CODE ###\n", "\n", "df.________()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "GHCGNTyrM5fS" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### **Output yang diharapkan:**\n", "\n", "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "78NgbcANdCsz" } }, { "cell_type": "code", "source": [ "# Tinjau jumlah baris kolom dan jenis data dalam dataset dengan info.\n", "\n", "### MULAI CODE ###\n", "\n", "________.info()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "0MgRVyMLnR5h" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### **Output yang diharapkan:**\n", "\n", "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "yh5UqWsWjezZ" } }, { "cell_type": "code", "source": [ "# Menampilkan statistik deskriptif dataset dengan menjalankan describe\n", "\n", "### MULAI CODE ###\n", "\n", "________.describe()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "hN9KsJPonVKT" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "(Opsional) Memuat Dataset dan Melakukan Exploratory Data Analysis (EDA) [Skilled]\n", "\n", "**Biarkan kosong jika tidak menerapkan kriteria skilled**\n", "\n", "**Apabila ingin menerapkan Advanced, pastikan seluruh visualisasi tidak ada yang overlap**" ], "metadata": { "id": "DNOEZk24uiXu" } }, { "cell_type": "code", "source": [ "# Menampilkan korelasi antar fitur (Opsional Skilled 1)\n", "\n", "# Memilih kolom numerik\n", "numerical_cols = df.select_dtypes(include=['number']).columns\n", "\n", "### MULAI CODE ###\n", "\n", "# Hitung matriks korelasi\n", "correlation = df[numerical_cols].________()\n", "\n", "# Buat visualisasi heatmap\n", "plt.figure(figsize=(10, 6))\n", "sns.________(correlation,\n", " annot=True,\n", " cmap='coolwarm',\n", " fmt=\".2f\",\n", " vmin=-1,\n", " vmax=1)\n", "plt.title('Correlation Matrix')\n", "plt.show()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "DGAJlKExnYAt" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## **Output yang diharapkan:**" ], "metadata": { "id": "esQVcPcvV6MT" } }, { "cell_type": "markdown", "source": [ "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "D7Te7AfxV9sd" } }, { "cell_type": "code", "source": [ "# Menampilkan histogram untuk semua kolom numerik (Opsional Skilled 1)\n", "\n", "fig, axes = plt.subplots(2, 3, figsize=(18, 8))\n", "axes = axes.flatten()\n", "\n", "for i, column in enumerate(numerical_cols):\n", "\n", " ### MULAI CODE ###\n", "\n", " # Tampilkan histogram dan pastikan plot ditempatkan di subplot (axes) yang benar\n", " sns.________(df[column], bins=20, kde=True, color='skyblue', ________)\n", "\n", " # Atur judul dan label\n", " axes[i].set_title(column)\n", " axes[i].set_xlabel(\"Nilai\")\n", " axes[i].set_ylabel(\"Frekuensi\")\n", "\n", " ### SELESAI CODE ###\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "id": "kcBn9v4Fn8FO" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## **Output yang diharapkan:**" ], "metadata": { "id": "CluRwFd6WRzt" } }, { "cell_type": "markdown", "source": [ "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "F_W8_QOBWNyV" } }, { "cell_type": "markdown", "source": [ "(Opsional) Memuat Dataset dan Melakukan Exploratory Data Analysis (EDA) [Advanced]\n", "\n", "**Biarkan kosong jika tidak menerapkan kriteria advanced**" ], "metadata": { "id": "k-S35baFuwaP" } }, { "cell_type": "code", "source": [ "# Visualisasi yang lebih informatif (Opsional Advanced 1)\n", "\n", "### MULAI CODE ###\n", "\n", "plt.figure(figsize=(12, 6))\n", "\n", "# Buat visualisasi boxplot untuk melihat sebaran 'TransactionAmount' (y) berdasarkan 'CustomerOccupation' (x)\n", "sns.________(x=________, y=________, data=df)\n", "\n", "plt.title(\"Nilai Transaksi per Pekerjaan Nasabah (Boxplot)\")\n", "\n", "# Putar label sumbu-x agar tidak tumpang tindih\n", "plt.________(rotation=45)\n", "\n", "plt.show()\n", "\n", "### SELESAI CODE ###\n", "\n", "# -----------------------------------------------------------------\n", "# (TANTANGAN OPSIONAL)\n", "# -----------------------------------------------------------------\n", "# Sekarang, bagaimana jika kita juga ingin melihat kepadatan distribusi data di setiap kategori?\n", "# Coba buat visualisasi lain di bawah ini, misalnya 'violinplot' (sns.violinplot) dengan parameter yang sama." ], "metadata": { "id": "GVIuT8VDokKn" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# **3. Pembersihan dan Pra Pemrosesan Data**\n", "\n", "Pada tahap ini, Anda akan melakukan **Pembersihan Dataset** untuk menjadikan dataset mudah diintepretasi dan bisa dilatih. Hal-hal yang wajib kamu lakukan yaitu:\n", "\n", "1. **Mengecek dataset** menggunakan isnull().sum() dan duplicated().sum().\n", "2. Melakukan drop pada data null/nan dan data yang duplicate\n", "3. Melakukan drop pada seluruh kolom id, address, dan date.\n", "4. Melakukan feature encoding menggunakan `LabelEncoder()` untuk fitur kategorikal.\n", "5. **Ketentuan Cell Code**\n", " - Pastikan **setiap pemeriksaan tersebut** memiliki **output pada cell-nya**. Jika tidak **submission langsung ditolak**\n" ], "metadata": { "id": "cSemyzQHU0On" } }, { "cell_type": "code", "source": [ "# Mengecek dataset menggunakan isnull().sum()\n", "\n", "### MULAI CODE ###\n", "\n", "df.________.sum()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "dKeejtvxM6X1" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## **Output yang diharapkan:**" ], "metadata": { "id": "ptmXB7rkufLk" } }, { "cell_type": "markdown", "source": [ "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "p2ZDNbr_4gVD" } }, { "cell_type": "code", "source": [ "# Mengecek dataset menggunakan duplicated().sum()\n", "\n", "### MULAI CODE ###\n", "\n", "df.________.sum()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "2RrBA92mpHBc" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## **Output yang diharapkan:**\n", "\n", "### np.int64(21)" ], "metadata": { "id": "B1rfWgeKurGQ" } }, { "cell_type": "code", "source": [ "# Menangani data yang hilang.\n", "\n", "### MULAI CODE ###\n", "\n", "# Panggil fungsi untuk menghapus baris yang hilang dan pastikan agar perubahan disimpan kembali ke 'df'\n", "df.________(________=True)\n", "\n", "# Cek kembali dataset menggunakan isnull().sum()\n", "df.________.sum()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "-UoGhAUrsxIV" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## **Output yang diharapkan:**" ], "metadata": { "id": "1TVTlDeZ2A3a" } }, { "cell_type": "markdown", "source": [ "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "fCF7jzFb3x7h" } }, { "cell_type": "code", "source": [ "# Menghapus data duplikat.\n", "\n", "### MULAI CODE ###\n", "\n", "# Panggil fungsi untuk menghapus baris duplikat dan pastikan agar perubahan disimpan kembali ke 'df'\n", "df.________(________=True)\n", "\n", "# Cek kembali dataset menggunakan duplicated().sum()\n", "df.________.sum()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "WGt2XApTttSL" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## **Output yang diharapkan:**\n", "\n", "### np.int64(0)" ], "metadata": { "id": "5eTnamCd2Bv3" } }, { "cell_type": "code", "source": [ "# Melakukan drop pada kolom yang memiliki keterangan Date, id, dan IP Address\n", "\n", "### MULAI CODE ###\n", "\n", "# Buat list comprehension untuk memfilter nama kolom.\n", "# - Iterasi melalui semua nama kolom (col).\n", "# - Cek apakah 'id', 'ip', atau 'date' ada di nama kolom.\n", "# - Gunakan .lower() untuk membuat perbandingan case-insensitive (mengabaikan besar/kecil).\n", "\n", "cols_to_drop = [col for col in ________ if\n", " ________ in col.lower() or\n", " 'ip' in col.________() or\n", " 'date' in col.________()]\n", "\n", "# Gunakan fungsi .drop() untuk menghapus kolom-kolom yang ada di 'cols_to_drop'.\n", "df = df.________(columns=cols_to_drop)\n", "\n", "# Tampilkan 5 baris pertama untuk memverifikasi\n", "df.________()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "TGLR0NTwsMOp" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## **Output yang diharapkan:**" ], "metadata": { "id": "sY1jaIHTvK7U" } }, { "cell_type": "markdown", "source": [ "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "Xcve7V2K47L-" } }, { "cell_type": "code", "source": [ "# Melakukan feature encoding menggunakan LabelEncoder() untuk fitur kategorikal.\n", "# Pastikan kamu menggunakan function head setelah melalukan encoding.\n", "\n", "### MULAI CODE ###\n", "\n", "# Pilih semua kolom yang bertipe 'object' (kategorikal)\n", "categorical_cols = list(df.________(include=['object']).________)\n", "\n", "encoders = {}\n", "\n", "# Loop melalui setiap kolom kategorikal\n", "for column in categorical_cols:\n", " # Buat (instantiate) objek LabelEncoder\n", " label_encoder = ________()\n", "\n", " # Terapkan (fit) encoder ke data dan sekaligus ubah (transform) data tersebut\n", " df[column] = label_encoder.________(df[column])\n", "\n", " # Simpan encoder\n", " encoders[column] = label_encoder\n", "\n", "# Tampilkan 5 baris pertama untuk memverifikasi hasil encoding\n", "df.________()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "6eycdNMQqx4c" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## **Output yang diharapkan:**" ], "metadata": { "id": "Q5xLIRnXvmsR" } }, { "cell_type": "markdown", "source": [ "![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAB0UAAAFKCAYAAABil4fLAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAMI7SURBVHhe7P1/WJT3ve/7v9LaTs/OBdntZrKTq7DlBBq0WDRms6NUqyRka4INCceUaBIjOyWyEo3ubBIuF2pdKvWQsLI1mhZDczAm/qBxk5BKg1siGimaxZEol1RJIYsUepIVWO1x2DnfzFo0fP+458c9NzMwMwyI4/NxXVzi3Pc9zI/P7/fn/nyuGxoaGhIAAAAAAAAAAAAARKmvWR8AAAAAAAAAAAAAgGhCUBQAAAAAAAAAAABAVCMoCgAAAAAAAAAAACCqERQFAAAAAAAAAAAAENUIigIAAAAAAAAAAACIagRFAQAAAAAAAAAAAEQ1gqIAAAAAAAAAAAAAohpBUQAAAAAAAAAAAABRjaAoAAAAAAAAAAAAgKhGUBQAAAAAAAAAAABAVCMoCgAAAAAAAAAAACCqERQFAAAAAAAAAAAAENUIigIAAAAAAAAAAACIagRFAQAAAAAAAAAAAEQ1gqIAAAAAAAAAAAAAohpBUQAAAAAAAAAAAABRjaAoAAAAAAAAAAAAgKhGUBQAAAAAAAAAAABAVCMoCgAAAAAAAAAAACCqERTFpOM4XarslEQlJqYoe2uzHNYTAFx9BjtVvSpdiYmJSpxbqOou6wnAVYY0PaqePVnG55OYqKw9PdbD1wzz5+Dzs6hS1+6nAgAIWVe1CucadUj6qmp1DlpPAK4g0uekx1jbJEXeARAixhjGjqAoxo3j943a92K+stNzVdltPRpIn95+vlLtTklyqv3VfWp0Ws/BFTPoUPuJfSr/abbSH6SgvRY5u5tVu6dYy+9KU3GD9egITleq+Gif8fun9dpd2249A7giSNPA5BR23gQmAOkTYxFu+mn+VbHqPzV+7zu6W29/ZD0DGLvwxnFInxMm7DEZxtomq0mbd5w9aq6pVPGyLKWtb7Qe9S/s9Dl5hVsmIkpEYZqGIeqDogEj5/5+iKZHUI+q/2u+Nr3UqPa+UOaf2XX/cwVKtUmSTamPr1CmzXrOFdJXreU+aSZd5W3Wk6Jcb7XWrtyk3Q3tCulrjbhGrbXm3xF+1oYw2ICRNb+0XGu3V6u5y6EvrQdHMrdAZYvsxu83L9bqnFTrGROI9BOWhrXez+WZIDtFV4HoSNMTy/H7aqNTkGLKK2lZWr61Wu1/tp6NSc3Zo0bXwLy33EtR+n1rVXmiR1dyrCzsvBllWjen+NZLP629ot/LRHJ2N6py/XJlpZnef0q6sp+pVGP3lf0USJ9GXVC6LEtpyZOr7LgahJt+Mn5apsU3G7/bF63W/bdaz4gi3ZXK8tMu9/+TxUB1xIQ7jjPJ0ucI6SdtbrbyX7yK26xhj8lM4rG28XKV9F8nJu/0qXqZb15If36USb2nyrX8mVJVn+6UI9iKPez0OVmFXyZOOi2blOJTHuar9gvrSRgmhDQ9UgwqbW621u5pVE+weQnjLuqDorj6xM4tUV1Ht7q7O1S3MUOx1hOuEOfpejX7PNKn6vpRGhEADFOSlbenRd3d3eo+XaG8JOsJwFXmWkzTg32qfSpdafcWG50Cc4Pe0anmV4uVvW3yDjhcKQmrGox00t2t7hMlSraecIU4PixXbup85bsG5r2c6murVenKfO1jkPkKa9fxOkvPueFt1Uf9AIZDrS/mKmVhvkoPNqvTJ3n2qb2mVPmr9jGZ9YpxqHnzfKXdW6zK051yeJb5c5cd8zXv2UaWZRwPSXmqOG3UJy178pQ8xXoCcAVdJenT8Wm7Gl8qVvbs+dp0+toqqSbrWNs1byLyzhfNqj/t+1Dfm++KEc1rR3vju5ZJa416+z0idBPF8Wm7arfna/6DlRFZInuyjjFcTQiKAkFxqr7ONdCbkqlM181Bfe81MyADALgGONT43F1aW+daMhhXt65KLXtgt1oj0CHDOOp4V7WuLJeZlel6sFHHLYNa0aZzzzLlvtRqfRiTRN/BQi3fO3IPqO/NfC17deRzAODK6tG+ZctU2WV9HIg+zvfelTGimazMLPeAZr2amQB5jejUu++4OhVZmfL0Kk743vqDCdBWqtLfEoyeDKI+KOoTOe/uVvevcrwHc6t8jx0tUIL7mGmZhbUNkrO7XsX3eZcWS7uvWPV+lm1y9rWr+sV8Zc81L0Pmvk26WX2WwSfvrdXLVd3nVE9dqZYvdC+TlaL5y8rVGGBZD/eSRebl61IWLlfx3mbfuzfcvuh0LZGW7nPLfEq6seSdzyxsC2d3oyqf8V0qL+2u5SqtMy+PZF6Scr5KO9yPd6p0ofe6xMThSxUHvMV8tCWNnT1q3LNW2emmpcXS0pX9zD61DvvcelS5yHXOsmr1OXtUv3W55rvfU8p8LX+x0TTb2WSwWcePGr/a7yrSmmzXOiMd1ar3aUR4/8baBoeat2Ybn3VyugoPdkqOZpXe63qtcwtV7acB7ncpqmGftcH8uWXt8f2kfD5T81IhnrSdok0tkqNln9b6pO21qu4w/SXzkiMLS9XpfryjVPPdjwd4DeMnUzvNebf7lEpS3MeSVXLCfKxbO7Pcx0xpYFGlegYdat1T6JMGCve0Dk8DIecdb15I2dwq/blV+57J9n6nadla+2bnsO9TMqVpcxmSnKbsn5arvsvfFU71tbmWsjQvL5ecZixhdmqEAMagQ+1vlvoum5hizT+mzywxUfk13strf+r7/ScmrnU1tN0CL1M72pK04eWDYMvR0NNP54vzPa89ZUOAhuNp03IkD+yT8cmPnhaK/bwng+u9mL+ftCwt31p/dS25EVI5beL3ukDvP5R8EI1pegK0lGttjamwS8pTxdE2dbjySUdrgw5sy1NqgCnnqYk3WuqbEd5HqGVuqPVauNd4XO15s0/VG0pNM8Ptylx/QC3trnKvo02n3qnQ6kXJ8q6qZk77I+ULP0sYeuoa8/eZovnLirXvdJ8p/Y8lbwau07KWlQ5rs3vy2DONcpwuVbarHZC+qlqdg37ab1austzbLjaWDd3XYk2cCr/tIannRL2rHZyp+zcsVobr8drfDnv3HkZa9s071p/h7bVJlKY/rdam7ab7FuyZKjnYoo5OV1nTdkp1L6/W4kTzmn9jSJ9Bt7smKn2OvS8RWvo0fT7PNErOHtWvH6GdMtisXZu97aCEByvU4Co7OloOqGS+txJof75SzX7SdXD9Sl/BXxNOWgizrTboVOcJY681n+XkXd9rdYf58x5D+jH3xUY6zyroNGeYdG2PxAI1+LTXq+QdyclRlc+xBhUkuo+FmKZdQh3HGUs7wpOezW3WtGzlv1ivTn8rAYTaLjILqj0d/jjOxKTPMYzjSFJKiU6500p7i+peyPOO+6ldpc97l6UPa3wlzDQX0vc6hjGZiRlrG70cDTj+MRmF9N5dXOnSZ8n/YT+mfBFG3hlLOd18ot74xb5YRavucbXxO1V9dIT08tNa74Ga/GGv1dP/HUP6lPx/dn7rePffWVSpzq5qFc41zk25t1TNDqnzYKHSk43PIntrs2nFitHTp28eHUOZqFD6PhOou1H1vcavmfdt0eK5rsdr3lZjoLJTgcvqEfNCqNcEON9/fRBeOR1y3hlrmpaUvP6Up53S0XJAq9O8x3o+/dx8amj1wViE1HZVUHlnxLI9wHcbMC3468uOcv5YRH1QNCI+qlTuwkJVt3kTh6OtWoUL81Xt2gzb0Kjn0rNV/FKj2j/1TUjGbdLLlZ4b6DbpP6j2mSzNf6pSzZ5M71TP6d3KX7jJMpPfqfYXsz1LFpkDoM7uZlVvXq5lw2bv9qgyN8u1RJpvIezsM5a8y5q3Vo3W9C+nOve4lq+q8V0qz9HVrMqnruDSap/WqnDefOVvr1W7zwvrU3vNJuWOtBxKZ63WLpqvwlebvZ0BZ4+aX8rXvG1+Zqa3NMpoQth0T2aqZs9b7DrQqXdP+A86NW/O1vJX243PerBP9evXKveR5ar8vesPflqv4iJ34ESepcL8LkXV1azKp+Yr/dHqAOknHE41v7Rc8x7cpFqftF2r4kXWtB2NPlf9c/OUu93UIXT2qH57riUNhJt3DM7T5Vq+MFebatq936mjXbXPZin/oCXtfFqrwnRXmjaXIYMOtTfsVuFdzw1vIDc8p/T7XEtZml/DoMNYwuzRdGXv8TegW6/iuWnKfrbSd9lEpyv/XLElMMeSD0IpR0OTvKxAs12/O9+s9zvI11xX7Ukfi/Pz5Jp/6REoLVQ/NV+51u9osE+1q9KN92L+fhydan61UPPTl/sfCJ1swiynnR2VrmU9rdcZ7z/fWseFmw8mxORM06FxqvZX+7wdy5QiNRwt0+KUWE/QzPadZGU8Uqa6ze55p756atZa6ptA72MsZW449VqI10RD3ux4Tbs9dxralLPnPVWtypD9evdDsUpIW6yiPRVa4RlkDtMX7SrPddc15u/TqZ7T1dq0bFlk2pGOVpU/6L9O6zxdqcKF6Vp+0E8ZcGqTspdVqt31wvqOFmvtg8ss7bfntM+UDhwflit7tlGWe4snY9nQTQ+maf5m8yCMVbBtD0nqU2O96zXPXayMxAxluifw1DX6rYc6X81V2oObVNsWwoDLJEvTnQd3e7ersOWo4r0qFcy1y+ZaSs4Wm6DU7CJV7FlhGtQOUzjtrnCEmT5D70uMMX0OtqvywfkqPDi8neJps56o1j7386aU6MALi5XsKjts9gwVVFVohbticFar/kPX78YDYfQrw7kmfKG01XpezVbWSmOvNZ8Jya7vtXjRPK1tCPhpj68w05xhsrQ9IiCYNC2NcRwntHZE3zuFSnenZ/OfcrSr8aVCZW20ljrht4tCbk9PlLGkz1DHcayutyv1wTLV7cnxTvw6enzkoEAogk5z4X+vEyLMPpxGKEf9jn9MRuG8d0ejiucZ6TJiwYsRhVhODzarsc741ZZ9p1Jvy5RnRLO+0acdMeFcbTHrZ2fU8QH6yR37lP9Ysepd5avz95UqfixXuevrXRNYnGp/NV/lflZWCZQ+/dXzYZmovk+I+k686wrsZWjx3ARlLHQvtlqvxhafU73CGTMM9Zqx1AdhCTHvRIjNnqG8bO8Ct+5+jWHi6oOxtF0D5Z2AZXuoaUEOtT6fPbwv6z7fX9k7RgRFg1D7vHk2vVmzdoeaOdtKVe73Nuk+NZ8K0Ch17NMr5ms6dqnwJf+vaEwctdr0K9/343inUFnbg2hcTrTBTu1euVb1fvKdV4/2rdyoRn+zLfuaAy4T4dj7yrDNpluPuoMdi5V5m6SZGZ7Z+q1Hj/ttRPT1Wr/PdrW2WR768KzOugoTx9GNWjbKUmGOU8UqjOBSVJ2nAg2MhJG2rzYdlSo13/Vk4i8NjMhP3vHoaFaz/z+j5pdf8844klO1m9eqPsC5Y9G+vdz3/Qy2q/y+QlX7S7hX2NjyQQjlaKhuztNji1y/O6tVb204flGrfW+4nt+2QivuNd/B4jJCWmjfvsln0KTntZVaezTAyZLkaFbxhmq/Zc+kEW457ahV4aLSiDdIh+WDCTJp03RI2nX2hPd/mU8VhLzXTevRev/1TTjvY4QyN5x6LZRroiFv9rW2emc02wv0xKIAt/dGQOeeQu22tn0izqH6Dcu02yf4YuVQ8/rC4XcJ9vUMm93d/qG1jd2qs+738EWjSh/bHaBfYOjZW6hyax3hFkrbo++4J6CUvDBDdiXo9rmuumVYsElSX7U2bXWVNfErVNXSYcxM/m2RUt3n3LZFLd3daljlDSdOrjTdp7Mt3m/E/vgTWjxuyXP82l2+wk+fofYlxpw+3ylXqfX5Xdxt1vZW712iqT9ZPDwwPSVD9y/zREV1ts37HsLpV4ZzzZiE0FYbnUO1m18xtfUnSvhpzjBZ2h4REESaDlrAcZwQ2hFf1Grj0wHaQ2Phr100Tu3psRtj+gxxHCeQ2EVPqMAzg7VdnZ/4Hg9bJNOcv+91IoTbh3MboRwN+TOYaGG+99ada11jKzZlbKwzVrfoaFFFrrsRY9OKg93q7t7pWbZ0bEIspz+sV7XrocXzZktTZijDfafgh/U6PuL7HU89qlw1clvMcapYm960vsAe9bjuevQ88mGrpWx1qvlDP6lthPQZej0/3MT0fULVp+NHXW2plExl2KWE2RmuiSFOVbuPmYUzZhjyNWOsD8ISYt6JEGdXvcpfd6fHZN1/17AW9MgmrD4Yoe06Qt4ZVraHnBYk54lSrfzFiL0Y7VtVHtF2DUHRYNkXq+y9DnV3d6jhGW90v+f3rtm7Lt+6OUMF2w6oodUYiPB3m3Sn9TZps7TVqmntVndnm8o8S35arukxDeDMLVObeymQzg61NdWp7PEMJfsZj1dsqnLWV6iuybvcXXd7g8pMg2E95s73YLPKnzVF7m8rUJVnqbwOtR09oC3LUk1Lq5mXpBx5OUqfpYqtyxwHsUGw87flKvcsYZCgvJcbXMtqdajl4Grv4I+zVpXuddP9SH2yRm2d3epuLTM1Tjr1uc8l7Tpe5/qWs+5UxhRJdtNs/dP1avbXGJSUur5BHW8VmO4YS1bRex2qWeV+pN1VmXfqla3eZVti55fogGswy/oddb5YKT9VVvhiF6vshJG2a8yDZO60kLXT/3djXobG9WMeZLtazH76gFo6utXdWqEcT2I+qz+Y74oINe8ME6vFL5xSR3e3Ot4ypf1e82Ds5/rcU9HHquBN7+fa0daihr0lyvn+DZ6zvb4l+9wCbTnYoDb30ofWfGBJ031vbNRuTyPSrsXb6rzLJra3qO7l1Z59c6UEFRz1vpaqXM/TKOdXvt//8Ea+7zK15mv9i1A+CKYcDZlNi7Pd8ymdqq7zXULX+d67rrvJpYRVK4xywq8ErfhVi5EWWiqU43lLzap133U+2Kjyre7GQKwWv9Cgtg4/3+vp3XrNUw5OPuGW083Pm+7MmTJbBXvd779bHW2uJVqH1XGh5APSdMh6z+qsp7GTrIy0YV9AcIJ9H2Mtc0er1/wJ5pooyZsXTEENzb/dlEciz/z5ZWxv8+at9jadeqdMBXPNS/SGmTc7XlHpO55cpoz1rnq9u1sd75WZgmqdKt/rJ5ellaiho8Y0OColP+fbfmvvNt5HzxulqnZ3BtNW68Bpf/nZoX2/8uZ7f4JpezhP17vumLRr8VwjTXpXKnHq3UZLp/F8s+cOy8znSpRpN57Y9v3V2rrS9UesA1+TLk1fUKtpVn/G7PFMnaG2u65M+gy+LxGp9GnX4heM+rrjaJG33d/brvYvpM8/8yag5Kn+2/32m72PO90DFyH3K8O8JiKCaKtJ0pRYpeaWqOKdU552SndnhxpeWCzPJZ62fpjpR5a+mM8SsgGMMc15BFtnT3ojp2m3MY/jBNOO6PvcO2j4nQLVuJYF7+7uUFtLg6rW5/jfhiCMdlFo7enwx3GuVPoMbhxnJKma4Q4KqVN/+Effo2MTXJoL6Xsdw5jMlRlrC2b8Y/IJ77336GyTq/K1F6jk8VTjLjCbXYvXl7hupvATeAo17/gTZDnd3viuq97P1J1zJcluulOwWfWnva0Cn/Qy0vZz5m2qwk2fDaZJBLGLVeau4ztadOBJbxtwWMBFkmJzVNXWprKF3ods91Worc1bJnR2Bkpto9Xz4ZeJofV9JsgXzap3ta/td2UYr9d0t7Cz7viwCXWhjRmGeU2E6oOwjJZ3wk3TJp3bTVtw3VWo2l4Zn8tLB01L/ruEUh+MRUhtV3+CK9tDTgvq0b7t1Z6JDalPerf28UkLEQ5cExQNRmyOqt6rUF6STZJNydn3ezNEz+fyVjeZKjt9QCWPZCj5O95iznqbdGfHsOLckFaihpoizf6OkVAz0k3XdJquSUjwJrzTxUq7a60q69rV57QpNj5VeRsPqGKlNVMmqODNOu1ctVip8d7l7nR9svIeNHW72ju9Cdk0m0ixK1TzZokyPUvl2RSbkqEV23eOfWm1MDSfcocfpNmba1SWney6/dwm+9wi7d3sXuhSam654PndLHV9g+qem63YKZK+k6EMT0XXqU7zLJSOd1Xrau9k3OWeTZOgjLvcObhRb7/nJ1PaVqjk8WTZvn2j3EMqtke2aHWSTfbvWIJbvY1qdBcYthWqqCpQhmswS9cnK+9l81JUzTobqVkysTmqaqpQXqKRtmenez83dZrSQpRKXd+gmmcyZLdJ+s5i3eO+E1B96vFk7DDyjo9Y5fyqSRUPJsgmyXZbhmcZVqlTnZ6K4kbd6MlLDlU+mK7crfvU3OGQYu1KXlignb/dMnxmYVaZWg6WaMXcZMW6lz6UTfa5ebrflKYveIoQ0ywxSRnbf6uKR1K9yyZeb1dqdpGq1g/7S+MvEvkg2HI0DLZ7V3j+vu8Suk7Vv+Muk2arYFmgrmayit47pS1ZdiMt2BdrwzOmsqrVVVY11cuze8eirdr5YLJibfKUb88/6S57etQeYK+iySC8crpV9W96G8YrDtaoZKH7/Uu2WGOJ1p3WOi7kfDBBJnmaDtqgRhhAD1LQ72OMZW449Vqw10RJ3tRfrQ+Mn4R4b15tXp+mrGcqVd/WJ6ctVglpeSo5OPYlenuaGj3fke2RCh1Y5arXJdmS8lSxZ4UnHTlPn7WkAZtWrC9Qss2uG7/jfmiFtjzh234z9Ki+zp1WE7T6hSJl3GzKzy9u9dbRrX8YPnjjElzbw6n6Otdwtu0e3ekelJ97p+dv9L357rABDLdYmyfnjGwSpukvrQ+MmzDbXSEaU/oMpS8RkfQZq5xfvaeKB4362payWPcnuY/1hBBs8COcfmU414xZkG01SQmP16juxQItTkvwtFM0xabkB/NM6abdt185AcaU5tyCrrMnu2DT9BjHcYJtR9hv9I4j/blSuXNzVfqGsWRkrD1Zmat2+tmGIJx2UZjt6QkQifQZ9DjOKHyXL4yUYNNcON/rxAivD2cW7PjH5DPm9x77Le93Od6CLqc79a47gDt3sTJcfeWEuYs9E64a36kfe18vDI1HvXuWLt62U3nuOt5mV8Zzz2u1+wVaJxRImv3MBmXGxnrb75qtkvWLFRt7oze441fw9Xw4JqLvEyrne++6JskY28FJxsoed7qDgX3Vetfn7tZwxgxDvyYS9UFYgs474yD2Rtn+3GO5q3ni6oOxtV2DLdtDTwvqrdfb7gkp8au18znv1j62pDzt3OY99+ylyH1HBEWDkXW/Ms2latJqNQSYFWJsIluu/PvSvRvPJiZq/vbRv7Tk7MWBl6MzD2ClPKEycwO2q1alT2UrPTVRiXOXq/RN0/rOPpzq8behrnnzbBPnp96Npm2592t2oNc24XrU6Zm9ZVfGbMv0FEn22RneGdV+B0GTdf+iQIEL6UvT59dzot51fbIy53r/Vmqme3NyqfGE711jkqTEBCVYPrOEhAAdj85O78DW/Nt1u/WznnK7bp/v/k9ojf0RWdO22ZVoFU2o4Wlg8Uve2T6eWW9SyHnHV6buzxrhQ/akNZtynitThufUPrW+uknLF6UpJTFF2c9UqtHPJuOSpD+3q/rFfGXPNW1e7bMhvNnn6vEURxnKyRqef66YCOSDoMvRcEzJ0Ar3LDDnPlW7lxPte1vVDa7fFz2mvJvdF1ilKtXTKTbYTY1m9+vr6TI1xI+u9dloPTExUdm/8I5KDtugfdIIs5z+ose7P5Dtft2f7jl9dCHlgwky2dP0BArtfYyhzA2nXgvymujImxMr+adlPh3/zppSFd6XrpTkRKUvK1X17wOswROCzkve0GDGf7rd55gkKe12z5YH6ui0BIMSlGAts/203wyd6vQMGPRo9yLf7z8xda33rpy+HtOkSbMg2x6DzTp+1PV7dqa3w3l9hha772zpq/ddQjD1ds95tS+Xq9m1UYyjpVwb97oScvxs3W4qjq/tND2GdlcIxpQ+/aTFgH2JiKRPa5s1Wavfc6fPhuGz2kMQTr8ynGvGLri2mpuzu1GV65crKz3F9HnneycbXAFjSnMuodXZk1kIaXoM4zjBtiN0fY6Ktmd4B+z7WlW5Ybmy0lKUmJKttXsave1gHyG2i8bSnh5nY0+fw+tRM/M4zsiccpiaIN8KlN5DFkKaC/V7nRBh9uF8WD8DM/P4x2QT7ntPUGq6a2Sw6xWVv9lprJLg7FH1hlLvKh4RXv0i6HK6u1H1rmCFsR2DS9qdusc9oNlw3O9e9ePL/HlL9U+b69FEJSZma7enGTp8YlZCvPX78dOm9yu0ej5UE9H3CVXzCXew37UdnCTJpoy73KVtn+pPm3NyOGOGoV8z9vogPEHnnfHgaFft5lzN22y983Xi6oPw267Blu2hpwWfcbPe3cryKQsSlfK0d+WYvs/892LCQVA0khyNrk1kd6uxrS9AYDISYpWx+ZTaflumgrlGhN7j02ZVPputtAf3+TZOBjtV+UCK5vvbUDeAz/sil9AibrTX73R4Z15cH6tv+R4NQZ8a6925uVOlC00Z88F93pdR87Yax/J9D442L96hLz0zo2yyee6EwrgLI++ELSlPB1pO+Vk6yan2mlLlL5yn4hO+L8DRUKz02dkqfqlR7Z8G08D6XH1jmek/nq6CfJCcu8Izw7v2t0bF3FdX7ers2LRiZc7YZ4cOBp/IbowNv3Qbd6O9DX/l9F/Mqy8EL/R8MEGugjQdlPgEn2WIx/WO24ksc0MVJXkzIdk0mBiBGacjis3QloY21b1QoIxE39Kx73Sliu9NU+7eMb6C0Tqv/9+X3uLIZrPc/Rma0XK0h+2GMf0dtTR6lmRXTb6pU5iuYs/ysp2qPmr67G5eoQ2PuxoPbbu13NXRTXvQvcekXXmbn/BdNm/SpekEfc80UNXeNca0MZow2l0hi7L0eYNnWrnU+Yn/76fvU+/j7nQTTr8ynGsmUueruUpZmK/Sg83qnEyV1QSmuagxYeM4UvKyA2o5UaWS3FTjTkc3Z7tqt+dr/rxi330aw2kXhdmenhCTJn226+wp9++pMjeNJkQ43+tEGe21+OvDRYsw33vGM1tcwRuH6p/NUkpyohJT5qvYvWf7bSUqunfMowRh6TvxrieYZF7OMzExV/s877dWb7snfE+k0T5vjxtNq0FNchPR9wnFYLMa69z/qVW+adJP+nrvzT2dNe6bgRTmmGEY10ya+mB8JK8/5V1mt73NZ4lax95d3j2wJ7A+mJi2axhpYdRxMy9bbORSAkHRCGp+3ruJrHn94+7ubp1aH/lWVuz381Ry8JQ6ujvU8k6ZCtJN0fcPS1XZ4v1v3xvPqdS1eXHsojI1tHn3yvBZJ94kYar3NTtr3h7TZrbO0Qq7kCQo2TM626fm1uG5rfNUo3dmccr3TPvwhKjvuOpH3PTZrV6NQZ0XQPIM7yDVqbM6a/2sv2hWo2cQ7HaljjZTe7DTtITWOBl0Bt+GuYqFk3fGxJZgLJ3UZqwhX7U+xzSLqU/Ve96WJ8UPNqv8qWrX/1O1+mCLa8+LbsveB2bJSvY83qzahuH5J2gRzdfjkA/GQ+L9WuGeXVdTrdovevT2Qdcsr/gCrfDsTRMc76w9yX7TjZKkhERv+Mn2yAFvevPzc2BZ2KXbOAuznI5P9qYB59t621SPBRRWPgjgWkzTwZiSqhmmz7H2pUp1Wt9LhEx4mRuC6MibUvKtppnqHbtU3jC2iQSOhre9d6D5MyVWqQ+W6MCJDnV3tKjuhQKZJ9+3bh9hP123EfJmcoq3vdr8D2d9jkmS83SjZ5a+Zqf6rvASEnPAbra2nB7+vXt+OraYlhMKXevR6qDaWJ0nmr1tgi8a9dobxneZ8H3TYPuUWCXPLVDFiSaVWWb3Tr40nazUmd7/db5crsaxJc/R02co7a5ArqH0mTrbM2df7Ucah382g816+6A79SZotiuzh9OvDOeakYyaFgLw11bTp/v03FZXyWXeB627O/S94UZIP+GYuDQXPSZ6HMeWmKmCF+vU1tmtjveqVJJr+ht91T77NIbVLgqnPR1AZMdxJk/6dLyzyxsQsmcqI95yglWEx1fC+l79ifiYTJh9uKgQ/nvvebPSSLexyUo1BcJs9lTlbK5R25sFge9MG1e+y1iOpL5plPNCmEjnMWL6TFCCp39p04qDftornp8DyhvHhOa3ng8gqDIxEn2fSDFvRTCSjkY1e5J8OGOGoV8T8fogwuW0XyOm6RFcH6vkB0u0xvMZee9+jlh9MJpItl1HFHpa0P/+PW+75bYtahlWBnh/OkzLmI8VQdGI6VF7i6d6VPK07xkzWZx9an+zWPkvRDBjntik7GcqVd/Woz6HU5JN9rQ8lezdowJPY86py5e9l1xo8xa5N6bOUMK/sUmDTnWeKFf++gA3SZv2LZJjn3IXFau+w+EqAJxydDSq8pksFbuXjQyoU9VVjRGd7TAj3dshb92cq+I61xIVg0511hUr/yXvHJfF88LPMM7T9d5CeEROVdeNoVpLvF0ZnsXS96kwv9Kz7Jmzr1mVhRu9dwykZCrDT4Ogs6ZWnU5Jf25V+YNZ3g3Lx0tXtfad6AuvQriKhJV3wtKjfauWG/vK9DmM9Hx9sjJXPa+araa11v/s8N4J0NuuZk+xk6zvJcfKNkVy9rWren1+gGVDzfvhSs3r71X+nmb1uWcpfdGn9jdLlbuyctS7h2r37lOnZW+HMYlAPhh/duXlu7ekr9dr2ytV7fqcZ//0Md87cIZxyuH+vJx9at6zXIVveOsNz/4Oad4lEJ1vFGr5i43qdLjPc8rR16nmN0q1fJVlRYBJJrxy2rS3hRzatyxLxXWdcr99p6NTjXvWKmu9aVgzrHzg37WZpoORoPuXmerStlJlPViqRnOboLdd9XvWKntzOEPOXhNX5oYhSvKmFuZ597KVQ7U/vUuFb7Sb6gGHOk/vU+myQu3zs6SzVK+36xySnOp5s1B3/bTWsi+KV+PmbK3dU6/23j4jH9vsSn2wRAdfMW0/4bwsU5PVr5HyZsJs937vru9lT7OrzelU3+lK5W/wDnT4LBsWsmTNnuv+S63atKxY1W19Rrkm43PraatX5TPZ2jSm2fbtOl4XZOvqdK2OuzvU71Sq1ilJyVq8sULvnW4zJoh0tqnhYIkWW2arS5MzTWc+6N0/SI5a5d9VqH2mz9n559FeU7DpM4x2VwDXUvq0zV3sXcrsw03Kfbbe896dfc2qzC/0Bhric7z7eofTrwznGh/BpgWzINtq7We9A5o3z9AM1x5Qzq5Gla98LoglyLxGSj/hmLg0Fy0mcByne58Kl5Vq3+lO9f3Z+Ju2pEwVbK9RmWnrls8d3lInvHZRGO1pvyI/jnOl06fT0anGF5drnmkpvuSf5plWRPEaz/GV8L5XP8ZhTCa8Plx0CO+9t6ryRaOcsP2nAu18s0ktrqBGR0uddq507X97JXzRrHrPBNyROQ++PXKg7p192tcVYkobJX3ePtvTCtW+VctVfsJbTsnpUF9Hs/ZtXa7CiN5ZGWQ979foZWKk+j6R0t74bsDP35c5eBXOmGHo10SiPhjPctqvUdJ0QF/0qXlPsXZ5xqa8dz9HrD4YTQTbriMLPS1o6mzvuNmHm5T7bLXaP/V+ys4/96i9rlJr790U1gTHQAiKRsy3FOvZ4Nmp2qfTjX15UtKV/Wx1ZO+oGLys9ppSFd43X+lppjWgU3NV6dnYNkHmLWd8ljp6MdtYziE5RVkrd6sxUND++hytWWmaUd5VrcJFaa79hlKUtihfpTWdAQYKEpSc5v1fzxv5vutiLzIXno1aa14vemGpd63wjlLN9xzLUqVrcM5+X4FyPG+pR9VPuZaoSE5R1lPV3udOK1GRz96QoXCq/h13dstQWcvwGQrd76z2FMzOuuPeNbBDNlsFz3jDKY5TpZ5lz1LSl6v0lLsLH6u89Ss8lWlCkvluj3JlpSQqcXaudo/lrtWRJCbLu9J7j/atdKVz10/Wnkg2ViaHsPJOmJzdzca+Mulpxt9x5zVzhzXxRnnmrl0f6/3dWau1njSTreKDgTvwqY8WeQe01KfG7cuNPYkTE5WYmq7sZyvV+qnPJR7JqaY0d3qTstzXJSYqMdG0X5Wknj1ZpmOJyq/xHqv9qem6Z9xXhZcPJprt3jzPLKrWN/a5yqvZun+Rv2aaWb3Wuj+vlHQt397sHZybu0Vr3Pv93Jynxxa5DzjU/FK+sdeQOz2kZ2n5hko1R2Cvs7D5LOdo/hlrOW1TzqoV3r2WBjtV/VSW0lz1R0palvK3uxq+bmHmAzfSdHDsj2zQCvNNZh9WKt/cJpiXrcLttWoffcR5RBNZ5oYsrLzZo0rz3n5BtHHG3ZQMrdnsrQWkPtVvcO1Nn5ioxNQ0ZS3bpMrTnaYOX7LpbmGnap9KU2JiiuY/Wz/8TjEzR7tqtxcqe166Jx8nJiYq5QFTOzA+wW/aDzpvpheoyPPaHGrevtzV5kxR+rJSNXuyWZ5KHvH3l4KX8ahpQKO7WsWuPYLcn9v8+wpVWtOuy2Np97e967ljybayZnjbs7vDtO95s+pPG9/Slw73Yomdqlw2X+k+bYlEJaZla+3eVt9lIcNK0+Ns7hptMa+60FevTabPOWW2v9cUXvoMud1lcs2mT3ueikz9w543Cz3vfVi9tm2Nd7JYOP3KcK4JMy14BdlWu+EGb/C+o1zZ7s/grnztPjH6Xwo6/VjrEJ89n2qV73k8UWvdweEJTHPRYQLHceRU5+lKbVqWpfTZpnGclDSf4H7yzd5SJ7x2URjtaY9QxnGukvRpam+lpGUp/yVTvk4rUcXj3r8zUeMr4X2vLiGNyUzWsbYrYNz6r5d12ZWXnA3FykpP9x2nTUzR/GWlqh+pfxBM3gmD8z3vCgkZ21v8tCnrtNozoPmujlsDStNmmCYMNGvTXb77fvp9bSGkT/uDj8k93VyOZu1e6S2nElPSlL5ouTa92hygrApXkPW8Ryhl4tj6PpHXrnffdHcqVqhm2PffrY6XvBMBm99r9vT9whkzDPmaMOuDiSqnPUJI02Y+y1WnWtNaju505b3w6oMwxhjG2HYNRchpYUqGVqzyfsc9bxYre663vEmZPV/ZT5Wq9veRnU5AUDRi7Lp/VZ634WmVOFGFniF1fZWpcJFmryzyO/tNkhSboARvHvQxe0ONSjwbMYcm89HV4/eer8/U1r2jDCDb81T1hmlwIFSDzTruruQD3cFj3py8r1bvhnBHklXC4xUqmx8wBUmSZm+sUdlC05e18AmtDrDUiz17cdhLYwWWqRVPhv2JXpXCzTvjIjZHVS+Y9qy036+CBwOnmYTEAN/VzXmq+FWe35lWo0l48AnvrP1xEFY+mGhTMpX3iOXvL3pMeTf7PhQ0e56q9pi/D5tyXjigFZN1KdVghVtOp29RzcYQSq9w84ELaTpIU2Zry4mKcV26SJOtzB0mSvKmJPuyKjWsDyGfKUF5TwXIKVNma3FWuAkjVSWvFfm9yz74vJmggl+UKWOkbDZltkreKlPmWPcjSilS1faMwO39COg57Q3e+L8Dw6aMu7zdzMa6ejklJSzyf6eLh6NdtZtzlfaoe7lxTdI0bVfe3oYQ+x/jlD6t7S6TazV9Kqj+Yawytg+v10a/brjQrxmntGBtq6UXqMg0SOorVgn+7sw2CT79hGMC01xUmFzjOLG5VXr+Pm/6CbtdFGp72mRcx3EmU/q8bbVq3rAsazpB4ythf6/S+I/JhNuHiwZhvfcM3T9CX1Ryqud0pQoXpmvTGJayDkfzCXdINFmZc/3Vf6m6M9szoKnaBsuE4vg8PRFy4DuE9Hl9jp4/OMrnPVGs9bxJZMvEwH2fiOtuVr270Z+d6bf88lkBpOFd1bvv5gtnzDDka8KsDyaonPYKIU0Hw5LWxlYfhGCMbdeQhJwWpOSnq0YdN4s0gqIRZFtYpvf2+G6mbEvMUMELdWprCH/vlmEWPq+GvSXKm5ssuznN2uxKnlugst+2qW6VpYhNLNDBt7YoJ82UwGJTlbO+SqdaRhgMmZKsgrc6dOrl1cpMs5sGBWyyp2Vq9cun9HygSjKtSHVHy1QwN3lclouInbtFp1prtCU31edzsNld76upTJljyU8n3vbM1rLflRGgEpytzGz37z2qPxHg9rpgTElW3ustOvVygTKSTC/ctRdU2W/bVPO45Xudkqqi39aoZFGC57uxJWao4OVTano5L8BrHpvU5+rU8ILlNUazcPNOyBK04o06lT2dqdSbfT/b2Jvdf2+nJU3blLn9PVU8nmGqKG1KcKWXUxsClzqxWWVqaa3RlmUZSjY/Z2yyMpZtUc3BAJ2c2BxVnT6gEku+i5hw8sEV4HM3hhK0+in/g6ZWNtNJsUmu+uG0n7IqNkNbGtpUNyyv2WRPylDe+grVvTFJOhAjCLecTn68Rh0nKrQ6a/h1mU9X6NR281Bi+PlAIk2H5DuLVXa6TXUvWNsERnrOW1+lBvOyk+GYsDI3TFGSNyWbklfVqONElUqs9YDNrtSs1Sp756DP5x17X5Va9uQp1X3ulFil5m5RzT/UqCT9Bu+JJplbG1S1Pk8ZSb7pxWZPVsbjZaprrVOBZx9Ei1DyZlKeDrScUsXjfuq0x8tU9w81gf9OiJKXHVDLiarhryvW+Ny2HGzQ8wtNj4ekR/U17gGpTN0ZYJ9q+9xM72DK0eNqHpR0c6buDyZ4dHqTdpkH5SZjmra5+h+u/o65H2HUA2XDXlPo6TOcdpfJNZk+XaYkq+BNP2nGZldqbomqTrTowDI/9Vo4/cowrgk9LfgKrq2WoII3jPaNef9e7/sfJceEkn7CMYFpLhpM2DhO4godfKfMaN+av5cpsbKn5ahk7ym1vJjpG6AdQ7sotPa0yTiP41zR9OkqC8veaVHHW0WabS3jJ2p8ZQzfqyZgTCbcPlw0CP2923T7onuCGPx3aN+L5olp42ywUW+7VzWyL1ZGgDQ1e57nXk31HG20bE0Qq5yKFh1Yn6PUECqrUNKn8XnXqcxaHtjsSp6bp5KX63RwZcRynhR0PW8SQpk4pr5PhPUcrfbcPZi50LxKkIk9Q5meG6rqddy03HI4Y4YhXxNOfTBR5bRJKGnaP1e/avMBtVjLkDHWB8EbY9s1RCGnBfe42d4S5VjHmm5OVebTW3TgvecjOqnwuqGhoSHrgwAAIDBHw1rNc+9NNbdMLQcDzYJq1FrPcjg5qureGdFKHAAAY2/YNNcyZrHK+VWTdmZ5e5/OvmaVP7Jcla4VTXJ+1W1aghe41tFWAwCEqa1c8+/bbQQT00rUUGO6+3jQqc43C5W9vtFYljSlRKeODg8kYbxRzwMYjjtFAQAI1qBTnXXFynYHRBWrFc8ECogCADAB+t5VtXvLh6QntMYUEJUkmz1Dt3tmgdt0w+g3ywEAAGAUrTXevSJznrIsxzzFpuT/dLs3CPqdWH3LdBgAcOUQFAUAYDQNa41NvpNTlPVUtafjE/vgTpWkW84FAGAi/ZtveZcY6qrWrrpOOZyu/zsd6nyzUBvfcf0/pUgF1FsAAABjZvs33olo9Xt3q/lTdwNMcn7arPKictcSpjblPH4/k6kBYJIgKAoAQDhuK1HN9syg9hIFAGDcXJ+jkvWprv/0qPapLKWlJBqTeVLSlPVsvbGHlX2xdu5l2TYAAIBISC18XjmuuKjzdLmWz00x2l+JiUqZu1y7PzSOzX76oLZmMXIAAJMFQVEAAEYzxbvQjc2eqpzNNWp707I8DgAAV0jyqjq1/bZMBXOTZfdZPdcme1KGCl6oU0tThXJuNh8DAABA2GIztbPllKrW5yj1ZrvvhOlYu1JzS1T1Xodqnpkt380NAABX0nVDQ0ND1gcBAAAAAAAAAAAAIFpwpygAAAAAAAAAAACAqEZQFAAAAAAAAAAAAEBUIygKAAAAAAAAAAAAIKoRFAUAAAAAAAAAAAAQ1QiKAgAAAAAAAAAAAIhqBEUBAAAAAAAAAAAARDWCogAAAAAAAAAAAACiGkFRAAAAAAAAAAAAAFGNoCgAAAAAAAAAAACAqEZQFAAAAAAAAAAAAEBUIygKAAAAAAAAAAAAIKoRFAUAAAAAAAAAAAAQ1QiKAgAAAAAAAAAAAIhq1w0NDQ1ZH5Skfzj7f1sfusKGJF1nfRBAFPjqq7/qa1/7uvVhABH21V8H9bWvT7E+DOAq9de//lVf/zr1JyapoSHpOvpvAAAgfIwXAdJXX32lr32Ne9uAcPyn2/+j9aHAQdGWsy3WhwBgXPz1q6/0dSp3YNz99au/6ut0KIGoMfjXv2oKQVFMUkMa0nVMagUAAGPw1dBX+tp1jBfh2kY+AMKXfnu69aHAQVGn06kAh66I6667blK9HgCR87WvfU1fffWV9WEAEUZdCkQX6k9MZtQ5AABgrGjvArSrgXB9/etf1ze+8Q3rw+wpCgAAAAAAAAAAACC6ERQFAAAAAAAAAAAAENUIigIAAAAAAAAAAACIagRFAQAAAAAAAAAAAEQ1gqIAAAAAAAAAAAAAohpBUQAAAAAAAAAAAABRjaAoAAAAAAAAAAAAgKhGUBQAAAAAAAAAAABAVCMoCgAAAAAAAAAAACCqERQFAAAAAAAAAAAAENUIigIAAAAAAAAAAACIagRFAQAAAAAAAAAAAEQ1gqIAAAAAAAAAAAAAohpBUQAAAAAAAAAAAABRjaAoAAAAAAAAAAAAgKhGUBQAAAAAAAAAAABAVBunoKhTvfVlWnlvuqZNm2b8pD+gotfPaWDQei5wjbuwQ1nTpin71V7rkRENNBRp5rRpmlZ80nooCMPz6Mx5o+fRgbP7VbR0nvF3p03TtPRsrdx+TL1O65kAImtAR56cpmnTihROjscVNjigc68X6YF5Mz1lbvq9K1VW36sRi09nr45tX6nsdFeZO22aZi5aqbKaLg1Yz8XkFm4aQJTqVdV93nw92k/RccvlkU5Pfzmn/cUPaN5M19+cka7sx8p07JOwng3AVSu8PiKAScBVl6fPcLcfZirrsTId/ij4XsNA3Sr/7Y5gRbp9AlwJYY7RepAPEJDTNa43ws99VRo15YWURoMcS/zLRR22jD2Nacw/Es8X0vsM3TgERQd08m/vUta6Kp352FT5DlzUkdKHlP5QlbpoUAOGjw9rZX7F6AWe1WeHtWb1kTArVKcuvvSQN4/GxCkuziZnv5FH71x12E8eHdCZ0iylP7xVRy70yzklRnE3xSnm/9elM6+tUda8lTr8sfUaAJExoDOlD4TfOcWVNdilqofT9VDpEV3sd8oWZ5S5Ax+fUdW6LM173F+ZK2ngpIrmZWnNa2fUNSDF3BSnuBjJ+ckZVf1ttu4sPklg9KrRryPr7vRNAzHypIHs0jN8lxhBjOz/zvz/CKenz45ozX9+SFtrL6rfaTPadxpQ1wdVWrMoW1s/COnZAFy1wukjApgUPq7SA3ONunxg0KjL42xO9X5QpQ333amVv+6yXjHMwAdb9cB/G3HIfBQRbp8AV0K4Y7Qe5AOM5KI+/J31sRCFlEaDHEv8uEoPzX9AG8xjTzfFSANhjvlH4vlCep/hiXhQ1Pl+mYpq+q0Pe10o00Nl56yPAtecgfe3KuveDToTao042KWq1Rt0xvp4kJzvb9WKX1yUNF2F1S261NKkpqbzOn90m+6OkQZ+t0FF+32LnYG6Iq18vVdSjOaUvKXz51rUdKJJLedadOiJ6dLAGW3I26pzdJSByHJ2af/jd7ryH65GF19apbLzkmKWaNfpSzrfNLzM3WptNw12qSp/lY4MSDE/3Ki685fUcqJJTS2X1LK/UNMlDdSu0t/WhTc1BhOr97UCFTUMSDF3q/yEKw2Yvsve19eo7H2+y2tLvPLfuaRLlwL8XKhT8QzjzOnPHlLxTO+VkU1PvapaXaRjA1JMVrmaLpz3bd+pV/tXl+nkF9brAESbcPqIACaDLu0oKNNFSTFZ29Rw3qjLm86fV13JHMVoQGc2bdXhz6zXuTnV9fpK3fnY/jENPke2fQJMvLDHaE3IBxhRf6e6nJJsD+uQtf/n/nknX/HW61xCSqPBjiUOXtSOgjKdG3TXIa6xpxMtunT6kApnyBjzXxfEHayKzPOF9D7HIMJB0X4dfvmwd9bDjHV66+wlXbrg7lgbBl5/VUfoXOMa5ew/o6on5in9ifAanV2vFansgjR9RpL1UBC8eXRWSaXWzYzxHLFNXapdVYWKl3TxxSqd8QQ4e3V4jzFjMP6Jfdr76HTZprgOTYnRrGf2aVe2TRrYr//z4AgTIgAEb9CprvoNyr49W1t/N84tAYyfwZN69ZVeSTY9vLtcd3/be8g2danKNy+QJJ359W986gPn0R0quyDpu4Xat+dhJdm8x2JuX6fKklmSpPfPfeg9gMlp8IyqXrzoSgO7tOQm76GY29dp398vkDSgwy8fFjUoDE6d3PSQUQbcsU2Vj5vae5FOTx9UaccFo2O+a8cSxVnad+V3Sho4rF9aJ24AiDLh9BEBTAoXfqPDf3LX5UsV7+k32JT06C4V/0iSzmj/0eGjT86Pj2nDvTPHfvdapNsnwAQa6xitB/kAo/n9OeMGpx/eJm+UbHQhpdFQxxLPH1aV3zpE0rdnaV1VuRZI0kev6vAF07FAxvB8Ib3PCIhsULT/hI6dd/8nToWbCzX9elfH+uliPez5II7pxAeeq4BrSK8O/JeVKnu/X5qSpKW7m7Qrx3rOCC7s0KoXLkozirXryVCKUBdPHl2gR3LjrEelGT/W0lskOQ9783L/GZ38SJKS9PD/4e9vxuju7LslSecaTlC5A5Hwfomy1xnLlMX9qFiHqosVzjQIXGH/NCDnLXGKiVuqH99hPSjZ/jfXoOMnn5vKTqeO1R2TJC145m803R2kMIl79JAuXbqk8yVzrIcw2Zw/psNOSXH5WuonDcQsWqolrvNOUIHCdbdWUc2ApAUq371UPq21CKencw2H5ZQU99hSzRlW1sRoSe4S13m074CoFk4fEcDk8HmvUUdPjVe8n7o8+XtGf+Nil3WI+aRK7l1jLGEYt0DF1YdUfKvllGBFuH0CTJwxjtGakQ8wit5/bJckxSUnyRwrHFmIaTTEscTej3oVEyNp8Y/89AclxczSnFslqV+9n1sPDhf+84X4PiMgskFRd8RbkjRHt7mWfZIkTblNt/3Q+9+LnaOvaQ9Eo2/+hznK//lbajlXp21Zcfqm9YRABs9pa36FerVA5VWBb6cfkTuP3nKbMWFhmCRN/4EkOXXmnKvR/MWA+iRJ03XLVJ+TvZJSjUL2g3MyingAYzLlBk3PKdaeo+fV9Eq+Zv1b6wm4Knx3iXb9tkktTRtl3Nvp6+I513YCd6SaZgqe0ZnjkjRHd98RfFMZk1PvhVZj/2+f79hkynSl3irje2+zHsQ1Z/Cifvl3xt1ac7aUaon3Zi0p4umpVx9+aCzfNSfN77NJ33O3787QvgOiWTh9RACTg3ss5qMzfpYa7Ff7/208OGdGsvWgbpi2RMWvNOh80x7lz/QzISJIkW2fABMr7DFaC/IBRnOx7aIkac737Tr36hplzZymadOmadrMLK3cfky9AVZWDimNhjiWGL9sj5paLulSmbGK2XADuvxn62OBjeX5QnqfERDRoKhzwAidSJJudVXMHjYjUuzSNWyWEnAtiNfDu/eqOHe6YvzNmAhoQCdLCrR/wKYlu8uHDZIFq/8zV76zx+kG60GXpFuNnNv1kWviwvUxskuSBjQQaNnrT7pknN0X+BwAwfvRRr1Vlq8FUwmKRSPnQJeObcrWA6/0Spqu4meWeGcK/uljI/hgS1JynDRwdr+KlqYbjeVp05R+7xrt+B1TS68W/b0fS5Js3zFq0uHidYur13zxH2kbX+v6D/6dKv5kLJ1d7Odurcimp371/kGSbLrBtLS3j6m3uAZ1LurjT6wHAUSLsPqIACaHqUv1XE6MpJPakL9DZz5zjap/0aVjf/uQtp6XFLNU+dnWdsUCbXy7XPk/ig/hjiX/Its+ASZSuGO0w5EPMLIudV2UJJvObJunh144psvfjlNcnE1y9urMa2uUNW+Njgzb/znENBrpscQPDquqX5Lu1kI/d0CHLODzhfg+IyCiQdE+d2M6gPikkW7YBRDIwPG/U1HtgGJyXtLPssKMiEr60j1x4Sa773JsI4m7TbO+K0kndbjO/0D8mcbfuH7rVZ//UwAAn1Qpe9o0zUzP1ppfd0nfXqBtvz2k/FtM5wxK/yJJU7+p9tIspT+8VUcuSXE3xSnOJg18fEwVj89T1lj3/sGEuOwwBqbibwq61sW1avCMfllu3D1+d4ClsyObni7rslOS4hUfiacDcNUKq48IYJKI0YLS4zr07BzFXKjQyoUzjcmUt2drTU2vsXzi8W1a4Pcu8MiIbPsEuDqRDzCiLy7qw48lyan+mwp16PQltZxoUlPTeZ1v2qOHp0oaOKaiJyrUNVn2bx84qaLV++WUFP/Ek1oy1nok0s83RhENio7G9nXTf74YMG4rBzCygSMqevKIBmKWqHzDAoUfEg1Xkh5ZZexbd2bTQ9p6vN+bdweduvj6Sq05SG4GgFH1f67LcXGKuynOmJH9l5PacF+uyj4whTfdd95/VKWtr1/WnGcPqeVci5pONKnp/Hk1/PxuxUnqfX2liuoIiwLRov/gDu13GneJrsuO0MxeAAAQ9Qaaf6G/e8k1YXJKjGcypST1v/+qfvnrc0ymBIAr6Z/6dPmmGClmifZUrdMs00o9trgF2ni4XAsk6aMd2nF0EoyxD5zR1qWrdGRA0oxi7Xna76LQwYv080XAhAZFnX81/ef6mDEv0QBEv15V5RfppGL0cEW5Fkx8RFSSFPeTXdqTEyOpV/ufnKeZM+dp3sJ5Sp81Uw+UnlHS+nXGhuGyK+YKz/QAgEnr9mI1NTWp6USTzp9v0K7ceGmwS1WPrVCVe2nK622e9lHMo5Xa+/gs0/IhNsXn7tKhZ42VN07ue0fcnA9Eg1795k3jLtFZKx+xbEECAADgn/P9DbrziSpddMbo7p836PwF92TKS2rZX6w5Mf06+cJDWvEqS18DwBVzS74OnWjRpZYAY/sxS7Q8x/j12O/OWI9OrM+OaM09K7X/E0kzCnWoKl9JflYxClqkny9CIhoU/VZMoHWzDb1dVMJAKLpeXaOyC1L8E/u08Xbr0dDZb4o3fhkI4k5t853ditGCsiY17MjXnKk2ydmv/s/6pWlLte3tFh162D18Fyc7K0UAwOhs8br754e0caYkXdSON4yAiOLiZZTUcXo4Z5bPJW7xmT82gibnPzT2H8WkdeO/NyrFy5dHn5//zUnQMcAV8tFh7f9IkuZo6T2BG1KRTU83upbNvazRn+6b0qjPB+BqFX4fEcCV1a/DLx/WgKSkZw5pV67v/qAxt+drb1Wh4iVdfGGHjnxhOhhBkW2fAFcn8gHGyr1/u8w3FU6wgfM79FBWkY71S5pZrLr96zTLXxA3SJF+vkiKaFA0zt2YlqSP2o3l3zycGjCVC0lJpnMB+NGr92svGr+98oCxL4T558kjxmm1q1yPFemk7xMMY3NPXOjuVaAdgLs+MnJu0rA9gG2KX1ysvUfP69KlS7p06ZJaDm/T0mkx0qV2nZGkW5Jdg/kAgNHFacF/Nspa50edxl2fcXZXOXqDbgjUWPwPSbryi40gGDH/zqh3+/8UqNbt1cdGVa+kBGrQa1XvqWNGu+zOpfpx4JhohNNTjG64SZL61fuZ9ZjLJx/LeLok3fJd60EA0WJsfUQAV067PjwvSUn6cVaAvDljkZbESdL7+vCS9WBkRLZ9AlydyAcY1RcDGhhhcorPCqtXQNevV+rOvAqdG5TicnepZX++ksawzGukny/SIhoU1fdnydh5UJLO6MMLpmODH+rD33n/Oz05QIUNwOObNxl7z/n9cQ+Wu/eMuMk++pLU7jz68Ye66LcgvujKpzbNmRV8Jd11/Ij6Jdl+OIcl3wDApf/XqzRv3kxNe/JIwDsvPA3fuBsUJ0nXJ2l6nCR1qT3QAht/7HIFKr5lPYJJJn7GbKNu/qDd9Z1ZfHFOZ1x3CM5Jsx7EtaFfZ943MvuchXNGbMtFNj3F67bbjL92ps3vs8l54YwxyfWOOUq1HgQQPcapjwhgMnHK6Td/j11k2yfA1Yl8gJGcK52pabenK33TMeshF6cunnNNQHPfMTphnOp65QFlbzqjAcVoTkmd3vv53aZtnEIV6ecbH5ENisbN0YJb3f/pV8XmCqNRPTigcy+Vab9nRPBuLbzDcxUAv+L18CvG3nN+f8qMXTyVXe56rNg0KSGAuIW6e6YkndQbNX52ortwVEf6JdmWus6TsSTLk+maNm2aio77ni5JGjimX77aKylGSxf7X+oRAK5Fcd+fLvU7peNv6LC/O7EGL+o31UbDd9as21wPTtePf2IMOB45fET+Ft+5+PZhI1CRNWf0ch9X1sy7tdQmqb9Khz+wHpQGTvzGWOVh5t1aOMIdgohig+0684EkJWnOfxwlEUQ4Pc3KWiqbpP7XDuvMoPXogI7VGWuQzMpaaEzaABCdwuojArjyUjXnDknq0uG3/YZhvPlXczTr+9aDERLh9glwVSIfYATTZ/3I+KXusI74G+T5uEq/PC5J8bp7/sROQOt69SFlv3hRUpyW7j6uvY8mjThRdzSRfr7xEtmgqOK1dNUC738v7NADt0/TtBnpeugVbwUd8+jjWnK99zQAEyVOS59aqhhJ50oLtOOstyR2fnJYa/Ir1Csp6el8zfHM4IjTwrnGLJUjxUU69hfPJdJfzmlH/hodcUq682daF4F9TwEgasx4ROvukKRz2rp6h85Zys+qVStU8SdJMUv1N7nenlFS/jotkKTjRXqg9KT6PZPKnOqtWaMVr/RKildh4ZJJ2biEyZQ5yn9muiSn9q9eo8OfeO8ZHji7Qyv+20lJNi1ZtZSg07Xqjxdds8mna/ot1oMWkU5Pd+Rr3QxJzv1as+6wet1PNzigcy+uMCbD2Zb4lE8AolE4fUQAV16cfvy4kXd7X1mhNTVdcpomOTk/9ubfmEfXael4VeeRbp8AVyPyAUZgW/SkCr8rSSdVlO87NuT8aL9W5u1Ql6SY3I36G88NhxPgkyoVvXBRUoyW/OJdbcsKtIdTkCL9fOPouqGhoSHrg5LkdDoV4NAoBnSm9AGtfD3AGtozilV3KF9JITamr7vuujBfDzC5nSyeplW1UtKzDap7PITZIMeLjH1Fc/boUplpMoIkqVdV92Wp7CN/z2vJozFxirMNqN816h7zw206tGepbx4d7FLVQ9kqcy2JbYuLU4y812hGoQ5Vhb9Z8te+9jV99dVX1ocBuH1SpexFZerSEu25VG4EzMJAXXoFDJzUhntW6bDrxoth5WfMHG2r3qullmDIwPkdWpFX4QqW2BR3U4z0l35PgHTW+jodemyil1VBWAa7dHjVQ9rwO2OQ2RYXpxhnv/pdY87xj+7VWyVzFE4VSv0ZBdztuVuL1fBO/uh7s4eTntx/w18d8vFhrczboDMD8pQ1zv5+DQzKWLXktbe08Y5wUid1DnB1CaOPCGBS6HrtIWVvP2f8Z0qM4uJs0hfetoFmFqtu/2jjsN4xpCW/uKTyO63HR2lPhNM+CRLtXUyk0cdoT6po2iodkZ+8Mo75gHZ1FPDpd0kxN8XJZiqrg21rjZ5GTUYZS3Q/VzB80nuA+iDs5/MjpPc5gq9//ev6xje+YX040neKSlKM5pQ0qOnVYi2ZYcrmMdO1pOSQWsIIiAKIJGM974Yd+ZpzS4w00K/+fqdscUYePe6vAJ6SpPxDLTpUskTT42xy9vte03Io/IAoAES1mAXa9l6D9jzrp/x8do8amoYHRCUpZuY6vXX6kDb+ZI7ibU71f9avfqdN8Xfka9vbLQREryZTkrR0z3HfOnRAirlljvJ3NKguzI4xokNvj2vz4Hi77NaD/kQ6Pd2yVHv/5yFtzJmuOFdZM6AYJd2Rr11H68IOiAK42oTRRwQwKSQ9dkgtb29T/h1JxuTLz/rVP2BTnKttcL56AsZhI90+Aa5G5AOM5Jal2tvUoF2PzVFSjDTwmW/6aHp1otta5/R+vfWxsYj0842vcbhTdHwwIwKIXsz8AyYGdSkQXag/MZlR5wAAgLGivQvQrgbCNYF3igIAAAAAAAAAAADA5EFQFAAAAAAAAAAAAEBUIygKAAAAAAAAAAAAIKoRFAUAAAAAAAAAAAAQ1QiKAgAAAAAAAAAAAIhqBEUBAAAAAAAAAAAARDWCogAAAAAAAAAAAACiGkFRAAAAAAAAAAAAAFGNoCgAAAAAAAAAAACAqEZQFAAAAAAAAAAAAEBUIygKAAAAAAAAAAAAIKoRFAUAAAAAAAAAAAAQ1QiKAgAAAAAAAAAAAIhqBEUBAAAAAAAAAAAARDWCogAAAAAAAAAAAACiGkFRAAAAAAAAAAAAAFGNoCgAAAAAAAAAAACAqHbd0NDQkPVBSfqXf/kX60MAAOAqNjQ0pOuuu876MAAAAAAAACYhxnKA8Fx33XX6xje+YX04cFAUAAAAAAAAAAAAAKIBy+cCAAAAAAAAAAAAiGoERQEAAAAAAAAAAABENYKiAAAAAAAAAAAAAKIaQVEAAAAAAAAAAAAAUY2gKAAAAAAAAAAAAICoRlAUAAAAAAAAAAAAQFQjKAoAAAAAAAAAAAAgqhEUBQAAAAAAAAAAABDVCIoCAAAAAAAAAAAAiGoERQEAAAAAAAAAAABENYKiAAAAAAAAAAAAAKIaQVEAAAAAAAAAAAAAUY2gKAAAAAAAAAAAAICoRlAUAAAAAAAAAAAAQFQjKAoAAAAAAAAAAAAgqhEUBQAAAAAAAAAAABDVxj8oOtiu8nmJSkxMVGLiWjVajwNXM2eP6rcuV1aaO42nKP2+tdrX4rCeKTWsdZ0TxM+iSvVYrx/2txKVsnC5St/slJ+/NjJnjxr3rFV2eor3b6akK/uZfWr9s/XkwBxH1yolMVGJz5CzgfHlUO1PqUejRlu55icmKmvPsJLeq61c6da6wfKztsF6ESatQYda9/rWu2l3LVdpXY+c1nNxbfGTNhLTsrV2T7P6Bq0nu7iviUSbUJL+3Kp9z2QrPcX1fMlpylpWqvpuUidwbXGqp65Uy+9K85Yt6dlau7dVjkDlEYDx5R5T9TdGNJKu3cpKDO06xzv5Y+tj+GnT0N7FVSeYvvpIyAfXnKDKzpDSRaPW+hn/8f+Tpcpu06Vf1Cp/2Dm+P37TdqT7l8NiGCPESwIZa14cxTgHRR1qfG6ZdvdaHweigKNRxfPmq/DVZnU6pNib7bLHOtXXVqtND6Zp/ubm8AoOSboxVt8y/9/RqLXp1r8lObubVflsluY90xj833K97vzttWrvc8pmt8t+s102Z5/aazYpd/Z8bTodxLN9Wq3CVbV+Cm8AkeVQ8+bskRtYuHp0VWv5I7tHHZzoa29Vn/VBXKX6VPvUPOVuNtW7sZKjq1mVT81X1ljaC7i6DXaqMjfNN23YbZKjXbXblys9t1Kd1kCE+RqHPNd42oSPVg+/ZiSf1qpwYa421bSrz2mT/Wa7YuVQ5+lKFS7MCq5NCCAKONX+Yq7mP1Wp5i6HFOsqW/raVbs5V/PyQyxbAIzdYKeq88MYUx1s1aYHytVpfXwEjtOblP30WKbf0t5FFAiyrx4Y+eBaE1TZOdipygeH9/nc6SI91P6bjxsVe73pv78/q2bTf4MS6f5lV7WWm2IYxvMptHjJmPNiEIbGy5d/HDr05H8cmjp1qunn6aHj1vOAq9Llobcfd6XrH+8a+sOXpiP/8MLQvVOnDk2d+oOhjf9gvmZkl489PfSDqVOHpv7g6aHjl00H/vUPQ6/82PhbP3jktQB/a+rQqlrTgYDMr/uFobP/bDr05R+HDj3xA+PYrU8PHf9fpmNWptc0derUoan/lZwNjIsv/zD02iOufEk9etW73LhxaJ6pXXRXxR+tp3ic/dmtQ1OnTh1aduBz6yFcZf74q3uN7/wHq4be/n+8j5vbC881BlOHI7pcHjr+X13l+4KNQ8dNbbIv//HQ0KofGOXEvL//g/mioT/8/TxPejr0j9508+Wl14aWua4Jvtz4o7eN+cTbQ5//q+vhf708dLbMnW6fG7lNCCAqfNn4nNEXnXrv0Aut3s6ouTy691eB2y0AIuyfjw9tXGAac/nPrwwFlwNN7Yugrvty6A9Vy1z53/h5+pj1nNHR3sXVLpS+eiDkg2tJ8GXnhTJ3/+3poXcD9PmC778NDQ1dPj709A+M9PT0MXMAYWjo8wPLhqZOnTp068/O+jw+koj2L//1wtALP3R9Jgs2Dh3/3PR8Qb7fSOTFYET+TlFnn9rfLFZW6nwV13GPA6JUd7V2NUjSbG3Zs1rJNu+h2PQiPf+kXZJD+349ymwRt+5KLftprRyK1YpXdyoz1nvI+dtylbZJil+tg1Urhv2tvZtnS5IaW896DwTS966qPa+7SLO/YzpmS1Deywe1Ol6Ss1b73gt8D2jnq2tV2ialpiVbDwGIhEGnOuuKlZWapU2nRp1DhUnO2desypXpSlu5L8iZbj062+qUZNfsVLv1IK4mg82qfL5dkk0r9lQo52bvodj0Ih18KVOSQ9U7q7kz+FrT8Yo21TgkZWrnO1uUaWqT2RLzVLFnhWySek43m8qNdr19sMeTnvISvY1CW8oKVWzMlCQ1H3w7uLLmdKXK2yTZVqji5RzZp7genxKr2c8d1M4sSY5q7XqT1AlEtz5V76yWQ9LszXtVdJu3M2pLzFPFG6uVIKn9+Uo1h3KnAIDQOfvUvCdf6bPztc+8JGKQHA0btbbGodi0VI3Wi3B21av4rpSx371GexdXsdD76gGQD64ZIZWdg4165Rfu/ttOLbb0+XZuC7H/ph5VPpKvWocUu3KvdmaZAgiSLrQa94lmzE71eTywCPcvT7ziWt3A1ce1m54vMU8VbxUpWVLz5l3D2pQRy4tBinhQtGfvMmU/672t1m73/XKAaOD8y2XZbrbLNj9P95gqOrfYG24wfvns89ELSPWo8ulStUtKePKgtqSbjzlV/069JCnzuTVKdQ9WmdhX1qi7u1sdmzOsh4a71Kk/2G1Syj3K9PO6NSVVt/8n49eeTz+3HjW0lSt/e7uUVqKKp4MtZAGE5MRzynrKqEvtC0tU81aJmIJwterRvkeWq/REnzQlWXl7WlSRaz3HqlOdbZI0Q99Lsh7DVeXDelU7JdkLlDfXelCKvTdPOa7zjtM7vqa011arR5L9ySLl+Osuzd2iju5udb+5QgmeBz9XT58kJSjBTzsuNjlZsZL0+86gOpKtR6vllGR/PE8Zw9qYscp5MMd13nEGb4Bo1ndc9R9KUqYee9BPGCXtfuUlSXJWu84DMF569i7T8u2N6pOUvKxCLXuMujgojlqt/WmtHLF52rntfrlGpQJo1HN3Faq6S5I9UyVv1agkxXpOkGjv4qoVTl89APLBNSLEsvMzh5xJdsXa83S/n3Rh+zeujmD350H1t3peLfTeOLXBuEnKdFSdHZJkV6opuDmyCPcvm4wYhnJX+O/jJuUoL8VfmzKCeTFIEQ+KetmVublBTduNiDIQTWy3FanudIs6Xs/zM/vOodYWY/eGhNtuNwqPETje2WQUaLErtPMZa5CxWc0NkpShxXODLdBGML9ELS0d6j5aYBpgM3PKMVIUd7BVmx7ZrR5laucbgZ4DwJhNuUGpuSWqOtGhlr0Fmv1t6wm4mtgSM1TwQp3aLjWobJFdo5bmXe06K0lJtyu5r17F96V5NrtPC3VzelxRPW1njb23586QtYaXjMlIM1Jk1PfnrQcRvXrU3NQnyaZ7Mv2mjACSXemlU81+yoG+82eNyXjps/U968Fh3HekSxkzA7yGlBnGhJzTzbpgPQYgerS3GvtPJd2uVPO+VB7JSp0pSU41twYzJAYgbLZkZTxeprrWbjVsXyz7160nBNKn6lVr1agErX6jzGf1sUBu+H6OSvaeUkdLlQpuGz6yFSzau7iahdxXD4B8cO0IqeyMz1HFey1qa9kiawhTktpbW41fAqUbM0etNm1tlxSrFf+9aPiNU4PtutAmSRmacXOrKlfNV4prHCll4XKV1vUYadRHJPuX0mWH8ReSUwLd1pGg5FRJcupsm2+bMlJ5MViRD4p6KvAWVa1MHvc3AEwmzk+bVbnyLq1tkBSboy0/DVQIuAw2q/xZY4ndzG1Fmm0t0Ho7jUEoW7K+Z5ccLfu01jw4flehyk8FM5ckSJ9W67UGSUrQ4oXWkKdDjc+t1D6HTTl7dvqf8QEgMhZuUd2LBcoMenYXJq8ErdhzQCUPpirWWsYH0vkHdUpS32taubBQ1R022W+2K3aK5HBtTp/9fGsQKxHgSuvrMSZJ2b5zo/WQi7tTILV3MdB87XDfDX67UhMlZ3e9SpeZOq3p2Sp+s9NPHk9Q3rM5ipXU+OwylZ/uk3PQu+R67uZWSbHKW3W/n0l7Vn3q6ZAkm24wb6dglpjs6py3qzOMJfwAXB36PnXVPzfaA95Z5h7c6uww6jUA4yNhZYUObMxTaqC6OYDOPStVfFpKfq5KRWnWo/5kastvd6pgYcKYx21p7+LqFUZfPQDywbUiMmWn09Gp+vVZyv5Fj6RUlTyXM+rzNT//nBolKWurinxWmXT5pFPtkmRr1sa5uSp977Jib7bLbpOc3c2qfGq+0lfVqs9n2dpI9i+lG2KNd3H58vCerKFHna6m5Of/bD4ncnkxWBEPioZbgQNXtYa1xiDWXNet3t8v0IETvnuD+tP3Rrn2OY3b3kvu83PyoIxZHIk2Xdg8X2kPblLt7yW7q1BzdNVr96Ppmh/MOuajGexU5apNapWkrCI9Ybn937M3RW6Fti7y81oBABHRft7YB0IOp25/4ZQ6OlrUcrpFbZc6VLc5Q7GS2n+xTBuPjrnkxzhzz5RMuDmYLgSuJV9Kkuzqa1iu9IWFqjz9udFpjZWcfe2qfjZL8x71bkniFpu1U01vligjtl27l6UrJTlRickpynqqWj32TJW81aSyhaN1qSXpsi47ZSyVRPIErmlfOlzbptx8Y1ADXgAmma5KrXVvcfTEKBPzxwHtXYB8gCB1VyorMVEpaVkqPNgpfSdTZe/VqGC0bZM+3afyN5ySErTaFcS0crafNSbXO/t04xM1arvUppbTLWrp6FDLr4wtWRxH12rZK74T3CLXv5RSZxsrxva9Ua1Wf/vQf9qod9uMX/s+C7Bt3wSJeFAUuBb19TmMgaybXcXS7yu1fFG+scZ4IIPN2rXduE1+8XNr/O8X2N1pFGgdldq097Iy1vsWaqdeWCy7pJ69y7X2nTEMjg92qjo/17WMb46qXrQUsJ69KXK0c3Om38IXABAJTn3+F8luk1LX16jiQdMMxCk2pa48oINPJkhyqnbrK0YdAeDq0utq36lW5eubdcODFTrV0WG079q61fbmas2eIjlOFSv/xXbfa//cqF0/K1ezq9kXe7NddrurlOhr1Cs7q9U6hiYhAAC4igy2q/yxUrUrVSX/vUDJE3SHDQAgDH2f67LdLvvNruVh/9yo4kXZKj09cgeu+eVS4yamRUVaE2AP056+y7LHSrG5VTr43GzTHZc22bO2qO4lI2DZ+Xy5ar8wXRjB/qXt3ie0IlaSY59W5u9Tu+nvOPsatWmZ62asSYCgKBAB9mVVajvdopbTbepurVHJ/Fipr1HFDxSr0VzQmJ2oNu4Sta3QinsDzLi43uYZDI9duVcHVvkWagkPVqhmvRFObax6O6hNmYdxtKr8wSwVn3JIsYu186j1DtceVT6yVo2K1YpXrccAAJFlU+b2FrV0dKtuld/pMkr9yQpjIk1voxp7rUcBTHq2WO8SlXPLVPPCYiWYmoKx6UU6WGEsodTzarWa3bNsv2hU8cJ8Vf7eqdhFZTrV0W20P1s6PO3PvhOlyn2kctgdpgAAINo41bh+mXb3Shnb945+pxEA4MpKL1FLi7ESWEfHKVU8mGCs3LhsmSoDbVcy2KjqN5ySbFqxMvAyu8mP1xgTbF/0fzNT7L0rlCNJqldzi+vBSPcvp8zWlrdKlCrJcWqTslMTlTY3XenpKUpJz9e+L/JU4hrnssUG2rRhYhAUBSLtO7NVUFWhFTZJjmpVvuMvVOlU7Zu1kiTbsvuVEWg2nz1Bxs6edq3I9bcls5SQdb8xOP7hWWP/0VB8WqvCu3K1+0NJ9jxVnKhQzs2+p3TuKVRpm5Tw5EFt8bdmOQBgYnn2+XNKwTRMccXceJOxfFLgPTW8bIHaAog+du8SlZnL/O/PYlt4jxZLkrNZ7a7JD31v7lK1Q1JKkWpezvMJpBrtz4NaHS+prVTlvzWW8ArsRteyuZc1evK0SaRPIGrdeLPR45TDYWzdMpKvWx8AcKU4Gp7T2jcdUtZOVSzz15qYGLR3AfIBwmBL0OIXarTlNklqV/le//dQOn9brVpJsuXp/rnWoyGYkqwZrrtMv3SNI0W2f+mSVKC61hptyTX2B3V82qc+x41a/HSVTjWVKdMVC73SS00TFAXGw5QMZWYbv57t8LOB9mCzjh+VJLsKAgQ7JWPQzOii3qAb/E3zkKSp7sHx0DhOb9L8uWtV3yfpthI1NJVp8bC9gHvUWGMs29bzi2wlJib6/vzUCOyqJt/12Fpj02cAwBg45egbYWByMOARTDKx/+5GSVJfr5+2gCSpR52u1VGTp7oGpXENcAckpdh/E2Cu75Rkfc9yx8eFNqOjnJyz2P/yeFNSdc99xhM3tlqW3R0mVjfcLEl96vnUesylu1PGsyQrOd56EEC0sMUadZX+sUeBaqvODmPR7+Rk/6tYAJh4Z39bK4ckNaxVmnWsZmGpayumUs1PTFRiYlbgu5DGiPYuQD5AuOzKXGy0rZwdf/C7AmTziXpJkv3xPI0QQZAkOf/skDPgxHnnsGOR7V+afGe2VrxYp7bObnV3d6u745QqnslUgs2p9lajTZmaeGXzAUFRIAzN2+crPS1R6c8HLhDcBU3CjX6imR82ql6SbPfozjTrQZPrk5Vql6ROXQi0cdwn7gGrb1mPBOQ4ulbzlu1Tj6SElVVqe7NAyQHG5Gw3G2ud+/1xv7Upsa7Hbgx4Gz8AIAh91VqemKK09FxVBtqX+vcX1CxJSiVQMcklpN1u1IunL7jqaosvWtXcIUkZyphpPYjolazvub7v9q4AAyeDnfpDl8K+S9P5xWXrQxYJun220WprPu83dcrZ1mwMqM7N0AzrQQDRI3W2MiSp66zP3k9e7Tp7SpJsyph9ZQewAHjZvu1njMb9494PTjbXYwnjdnca7V2AfAD/+g7mKz09RYk/rQ046d35V9cv9hv8rCDUqsY6SbLpnsyRbolq1aaURKXMTtNz71mPuXzRrrNdkpSsGWHMcRu9fxmEL+r1boOMfDBahHecERQFwnB7arL6HFKfeZ8nM0etqt+R0XG8bXhJ09PabBSGizJGmeWRqvuXGR3P2kOuWYAW7f+j2hiwWpRhdGZH4WhYq3mrjOeavb5BDZszTfuUWiVoxV5jrXO/Py8aq5Hrvp2ux0qCeg0AgADst2t2vCR1qvp/+OtOOVT/q0pjBuGiOwMvv47J4bbFyrNJ6qtU9WnrQcnx3tvGCgu3Ldadw3tAiFo2Lb5vsSSp8/VqtftpSzrcyyTFZyrTNflhRrrRyuo88LbfazTYrndd2zZkzB49jDl7UZ5sCtSedaj+HWP9j9mL7vTTQQcQNex3avFtktSo1970c49C27uq7TOWbTPOAzAZZGz0M0bj/nmzyNhmKaVINadb1HK6SivGazIl7V2AfAC/7KmpUp9TanhN1f5W5xls19sHjLugZs++3XpU6j6rZqckLVbGiG2wVN2+0Pit9k3/8YPO13YZaTB+sTITjcci3b/U6VKlpyQqcVGl39VHOl/bZdwkNjfniucDgqJAGGz3rtGKWEnOfSp8qlo9pukezu56Fd/nWkY2rUgFftb7bm93LT+UOtIsD0PyT4uUKWNJlOzNjerz/C2net4s1LJf9EhK0OqnAm+27PFFo0qfMQrH1PUNqlmVPPo1AIAJlKwnnsuUJPX8YpkK3+zxzigcdKhxc7YK33FKSlXJ+iDKfVxZUzJU8FyqJKf2rSpUdbe3weBoKdeypxsl2ZTzVB5Bp2uM7d41xv4svbu1LH+fz91Z3rQhZT73hDGoKcl+X4HyYl3XPFWtTvMdXV90qvqpZdrdKyl2hYoeDCJFzS1QUZqf9uygQ63PL9PaBkm2HK0J5rkAXMXsylubp1hJrZtXqrzFO5Tm7K5W4SO71SMp+ZkCJmMBGI72LkA+gH9pj6lorow7OVeVq/XPpmN/blVlvrv/lue/z9VxwbgRKmWGUkdsg9mU89RqYwu+hrVa9nyrHJ4gp1Ode5cr9/lOSbHK27Zm/PqX6Zm6R8bS7YW/6DTdHWvEMIzXkKDV6698PiAoCoRjymxteatEs6dIjqPFmp+SqLS56UpPS1TKwkJVd0tKXKEDbxS49gQ161FPh/FbatLwo8PE5mjnW6uVKqlnb77SU1KUPjdd6Skpmv9svXHH58YqY1DLo0eVi4y9JLL2eOdm9LxRamygLKl9e9bwPUJNP+brAAATJ/a+nTqwMsG4U+vZ+UpJSVf63HSlJKcpf68xEWbFwYMqcM3uw+SW8NhOlc2PlRz1Kl6YopR0o72Q9uButbuWsd+aRXj7mjMlVUVv7tTiWMlxapOyU71tSXfasD9YpZ33mbZhuD5TZab2Z5b7mrlpSkzNUvFRhzRltkre2qLZ5k5zw9oAe78nqOC/lykj1t2eNdqYadPSlPuLdteKIVuVeb3PRQCikG1hiSpWJkhq1+4H05SYlq709BSlLCxWvUOKnV+miseD6LsCiF4B2xO0d3EtadRa17jp2gbfI+QDDGdX3p4q5dklte1W7uxEI12kpyhxdq5KTzmk2AyVvVXmt8/V0+1aPSw12U98wSKtSFXbMxQrqf0XuUqblmb07ZJTlLW5WQ7FKmN7jcoWmtJgpPuXUzJU9HKO8Rqez1JKsvc1GDGMWC1+qcYSw7gyCIoC4UoqUM0/1Kns8Qwlx0qOT/vU55BikzJU8EKd2hq2KMPPdqJSpzo7JMmuBGMf7lHF3lakutYabVmWoQSbU32f9qnPaVPC3AKV/bZNNY8PX6J3uD41nwi0MSkAYPKIVcbmU2p7c4ty0uyyOfvU92mfnDa7UnO3qKb1lLbM9VvBYDKakqy8qibVbM5Rqt0mZ5+pvfDyKTVsNjouuAbdnKOKllOqeDpTqea2ZFqOSvaeUtMLmcPThr/256cO2ezJyni8Qqfaa1SQZL1oBEl5OnCiRltyU2V3tTEdilXy3AJVnGigrAGuGbHK2NygUy8XKCMpVnL0qa/PKZs9VTmba9RUlafkEe9QAHBNo70LkA/gX2ymyppOqWq9KV2421jrq3Sq5YDyAvTfOjuNcXz7TcEFEJKXHVDLiQoVzE1WrByWvl2LDizzEz+IcP8yNmvniK+h4r4rfY+o4bqhoaEh64MAAAAAAAAAAAAAEC24UxQAAAAAAAAAAABAVCMoCgAAAAAAAAAAACCqERQFAAAAAAAAAAAAENUIigIAAAAAAAAAAACIagRFAQAAAAAAAAAAAEQ1gqIAAAAAAAAAAAAAohpBUQAAAAAAAAAAAABRjaAoAAAAAAAAAAAAgKhGUBQAAAAAAAAAAABAVCMoCgAAAAAAAAAAACCqERQFAAAAAAAAAAAAENUIigIAAAAAAAAAAACIagRFAQAAAAAAAAAAAEQ1gqIAAAAAAAAAAAAAohpBUQAAAAAAAAAAAABRjaAoAAAAAAAAAAAAgKhGUBQAAAAAAAAAAABAVLtuaGhoyPqgJAV4+IoZGhrSddddZ30YQBQgfwMTg7wGRBfyNCYz0icAABgr2hMA+QAYC395J2BQ1Ol0TqrA6HXXXTepXg+AyPna176mr776yvowgAijLgWiC/UnJjPqHAAAMFa0dwHa1UC4vv71r+sb3/iG9WGWzwUAAAAAAAAAAAAQ3QiKAgAAAAAAAAAAAIhqBEUBAAAAAAAAAAAARDWCogAAAAAAAAAAAACiGkFRAAAAAAAAAAAAAFGNoCgAAAAAAAAAAACAqEZQFAAAAAAAAAAAAEBUIygKAAAAAAAAAAAAIKoRFAUAAAAAAAAAAAAQ1QiKAgAAAAAAAAAAAIhqBEUBAAAAAAAAAAAARDWCogAAAAAAAAAAAACiGkFRAAAAAAAAAAAAAFGNoCgAAAAAAAAAAACAqEZQFAAAAAAAAAAAAEBUIygKAAAAAAAAAAAAIKqNU1DUqd76Mq28N13Tpk0zfmbOU/ZjZTr2idN6MhA1BupWadq0aSo6bj1i4uzVyVeL9MC8mT7544Hi/Tr3F+vJJs5eHdu+UtnprmumTdPMRStVVtOlAeu5ownzNQyc3a+ipfM0031NerZWbj+mXrI1MM4GdOTJaZo2rUgnrYcw+VHm4i8XddhSh/N9Yrggy/phbcKZmre0SPvPhtwiNPzlnPYXP6B5M13PNyOdfhtwLRoc0LnXfdsr6feuVFl9rygNgEnsiyNa5W5fBvjJfrXXepXkr78xI10PFFfpzGfWM4NAGYJocGGHskbIM6MiHyAEQcUR3AYvasdd0zTtviqNlDoHLh1W2WPZSp/hrQNGTYORHq8Io7968cV5w+ou359R+sghum5oaGjI+qAkOZ1OBTg0ssEuVT2crbLz1gNuMZqz5ZD2/iTJemBE1113XXivB5ggAx9s1QOP7VevpCW/uKTyO61nSBo4qQ33rNLhfuO/trg4xUyRBj7rdxVM8Xr4tbe08Y6YYdcV3blKR1xlR8xNcbJ90a9+9/9z9uh42QJZrvIvrNcwoDOlD2jl665id0qM4uJscvb3a2BQUswcbaveq6W3mC4Jwde+9jV99dVX1ocBSJb8t0R7LpVrgfWUIFGXXgFhlblS12sPKXv7OfdFivu26ZoxlrmYYB9X6aH7ynRu0PhvzE1xssmp/s/clXj43yf1ZzQJsqz/+LBW5m3QGVfyscXFKUYD6u93lSiP7tVbJXOCaxNK0mdHtObHRTo2IEk2xd0U423fBSifgkWdA1xFLOM41rIl5ofbdGjPUiVN8b0MwCRwdqtmPrw/8GC3pKRnG1T3eLzPY12vPqDsFy4a/7H2NzRdxb99S/lBt0/7dWT1PSpqMBootrg4xTi9Y1Yht09MaO9iwpja2f7yzOjGLx/Qro4+QcUR3Aa7dHjVQ9rwuwHp1mI1vJMvf6nTZxzJNXYvc/zAX3su0uMVljEwawzDfz7o1+HH5mnDBz4PWozQRx7B17/+dX3jG9+wPhz5O0XPlT00QkBURod/09Oq+sT6OHC1cqrr9ZW601WQBTagI8WuQmFGoQ6dvqTzTU1qOtGk8+cbtC0rRlKv9j/xdzr5hemywS5V5RsB0ZgfblTd+UtqOdGkppZLatlfqOmSBmpX6W/rRmoCu4X3GgbqilyDdDGaU/KWzp9rUdOJJrWca9GhJ6ZLA2e0IW+rpwAFECHOLu1//E7vhARcZcIrc3Vhh1ZtPycpRkt2t+jSecs1A2e04e8Oy9XGxGQ2eFE7CowORkzWNjW46/ATLbp0+pAKZ8j4PteNPNsTUS7Ysn7wonYUuAKiUx/WnqbzRpnSdF7nj27T3TFS7+srtebXwZYOvapabQREY7LK1XThvG/7Tr3av7rMt3wCEJUuvrTKGMeJWaJd7vaKqWwZ+N0Gba0JtmwBMJH6u7rklGR79JAuXbrk98ca3Bk4XqSHXrhoTIB6xU9/QxdVVrBDXT5XBdb7WoERCIq5W+UnXGWIacyq9/U1Kns/mDEr4MoYeH+rsu71TjwMB/kAwQk2juDyl5Pamp1tBERHYhpHuvvnDTp/wRi794kf/G6Dnn7N9FcjPl5hHgNb5zeG0fv6Gu04a72uVxfPSdIcbWsaXocZP6EHREcS2aDoF0f06uveLygma5vqzl7SpUvn1fSa8cYNXdrxhitqDVzFnB8f04Z7Zyq79MzoS9j2H9Xh45I0Sxt3r9Osb5uO2eK1dMc+FX5XkvOIDpzwVpLOoztUdkHSdwu1b8/DSrJ5L4u5fZ0qS2ZJkt4/96H3QCBhvYZeHd5j3KAe/8Q+7X10umzuGSVTYjTrmX3alW2TBvbr/zxIRxmIiEGnuuo3KPv2bG0dreGDySusMlc6+XqFeiXZlu1SeZZp/pwtXkvLfmY0BD/Yr9/8yXsIk9T5w6r6kyTbw9q1Y6niTXW4vj1L66pcDfuPXtXhC6ZjuDaEWta//6oq/iRJC1R+eKMWxHkTlG3qUu2qXqckSWdKf6kzwUxU+6BKOy640+cSxVnad+V3Sho4rF8SCAGi2+BJvfpKrySbHt5drrtN7RXb1KUq32wMQZ359W+CHBADMJHaz52RJM2Z5R11HVmXXi09ogFJC/7+LW38kaW/sWOXHrZJ+qczOhNMf2PwjKpevOgqQ3ZpyU3eQzG3r9O+v18gaUCHX2ZSJyYfZ/8ZVT0xT+lPBBmgCoR8gCCEFEdw9uvMq6s0b+4q7Q/i5sJztUbg0rZsl3blxss89OBNg1JX1WG51giI/HjFJ4f1S88YWOGwGMbPn4iTNKD9/8OyEO6fPlSrU1LcLKXG+R4aL5ENip49o2Oe/yzQz8qWKul6SbIp7o51WpfjPdXpuOz9D3BVOqmSe9fo8MeS4haouPqQim+1nmPS0aXOOJt06yItMFWOHlOm67b/aPza+1mf60GnjtUZuWrBM3+j6X6WK4pzzQY8XzLHemi4cF5D/xmd/EiSkvTw/+GvkR2ju7PvliSdazhB5Q5Ewvslyl53WF2DUtyPinWoulihLTqPSSGcMle9GnAmKS4mTkuX+CnXr49xLTPSq88pcCe93o96FRMjafGPNMdPHa6YWZpzqyT1q/dz60FEvRDL+nOnXT2tnOVa4m/drVuWaOmtkpyHdWzElXsM5xoOyykp7rGlftJnjJbkLnGdR/sOiGr/NCDnLXGKiVuqH99hPSjZ/jdXgfPJ55QFwKTTq48/kqQ4TZ9qHs0ewYXf6PCfJMUVal22nwbFlDnaeP6SLl04pIe/az3ox/ljOuyUFJevpX7KkJhFS7XEdd4JChFMKr068F9Wquz9fmlKkpbubtIuU+wiJOQDjCq0OELvG49p5Qsn1S8p6Se71LTb6Jv516v2T2IUM0W6e76fcSRJMTPmGH3N/l65hx4iPV7h/H8v65s3xcn2w6Va5GcMLOaGG4xf/qnPNyjc1WUEatOSFewqvWMV0aBov2yaflOcsV7xLbdp+vW+x2/89xMU6gUmyA3Tlqj4lQadb9qj/JmjpO8fFqup6bwuBVj3W3JqYNg0kTM6c1yS5ujuO4Js4I4knNfwxYCMofrpumWq5ZhbUqpRsH5wTu3WYwBCN+UGTc8p1p6j59X0Sr5m/VvrCbgqhFPmKl5LdtSpqaVJG2+3HpN04UMZa23MUWqy9SAmm/hle9TUckmXygIt9DKgy3+2PoZrRohl/WWHcUd50q2BQqfxumW6JDnVemG0ue69+vBD4/nmpPmb9Cbpe+723Rnad0A0++4S7fptk1qaNspYg8jXxXOuVb7uSDWt/gVgUhi8qPYLMvoGN51T1eoszZw2TdOmTdPMRStVVt87bK/R3rPGILvtnoURydO9F1qNvxGojJgyXam3yhjfarMeBK6sb/6HOcr/+VtqOVenbVlx+qb1hCCRDxCMkOII37xFcx7bprdOX1LdlrsVN2IUL14Pv9Kklgsj7E06cFnWWxQjPV5hm7lOb51o0vlXl2r4uxvQubPGouzxM2/z2VO065Kx+mXSrCT11W/QA+lGPTZtRroeKN6vc38xnRwhI36coYr70Ua9dcLYe+LSbwt9ZzoPXtTROu9UiFkzUs1HgavQAm18u1z5P/K9JT1snx3WG8clKV53z3cNn//pY2MQypak5Dhp4Ox+FS1NNwqGadOUfu8a7fhdBKcY+XsN18fILkka0ECgPaU+6XLtNdEX+BwAwfvRRr1Vlq8Fwc72xdXJX5kbiHPAWGbzIWNp3enPrtMSy+QzXIU+OKyqfkm6Wwv9zChGlAuxrL8h1jjv8uVhsylcevWxa/Ovvn8OdI5bv3r/IEk23WBe2tts6i2uQZ2L+jiIJZsARBfnQJeObcrWA6/0Spqu4meWRKbfCyBy/ui6u8Z2Rn+38CGVnbismJviFGeTnJ+cUdW6LM1bfUT9pmX1uzqMhRNv+1685OzVse0rlTXTNQA9c54e2HRYXaM1I0z6ez+WJNm+Y4wcDeeetCVd/MfRJm0BEyleD+/eq+Lc6Yrxd5dcCMgHGF1ocYT4R3dp7/qlmh6orxaiM/+jyljxI2uh/N9L6keExiucn51R1RP3qOi4pJgl2pjvO8n34w6jE/v5vgJlrTusj21xirspRhoc0MXarXpo7gPacT6EiikIEQ2KjqTrtb917YEjSXfrkdzh8WLgmjXYparVW427f+5cp8fdt88PSv8iSVO/qfbSLKU/vFVHLklxrkbuwMfHVPH4PGUFsxb5aAK9hrjbNOu7knRSh00TG8zONP7G9Vuv+vyfAgAwC1TmDtOrqvumadrMdNcymzFasKVOhx4PdKcYrhoDJ1W0er+ckuKfeJIgN0Y1fdaPJEn9Bw/rnL89Qz87qaOuvV76/2m09Y0u67JTkuIVT7cMgNknVcqeNk0z07O15tdd0rcXaNtvDyl/otYzAxA058UPjQnqzn7Z/8shtZxrUdOJJjWdP6+mXzyseEkDDUV67P9yzZqSpL8a/8T9vye0cl6W1rx2Rn0xrgFoZ78u/nqDsu9caSzxGAT3ShbxN9GgwLWLfIDJbOB4kdYcdEqKV2FhkJPcIjFecbzIWLlgoWuZ6mn52vs/y7XAZ+X2i2r/wPhtwHmbth09r/NNTWo60aJLZ9/Sxh/GSLqoihV/p2NjDn54TUBQ1KmuVx5Q9gueLVw1Z8vPwvsggWg02KXDqx5S2QVjtsSesiXeW8jdd2B+VKWtr1/WnGd9G7kNP79bcZJ6X1+poroxlAwjvQYl6ZFVxhySM5se0tbj/d7lVwaduvj6SlfBCgAIyohlrlW/PnfEeSbDSAM6uSlbudsjMBkGV87AGW1dukpHBiTNKNaep/0usgT4sC16XA/HSBrYr4JV+3XRtDqHs/+ktj7mmmgBAGPR/7kuxxltD5sk/eWkNtyXq7IPaHkAk01v/2XFxUgxOXu075lZprvdbIq7c6Pe+ntjScSuF3foyBfyWVXiyIsbdOY7S7XLPAB9+pAKZxpt1Q0FO3TR3yQsAMBVY+CDrXrgySMakDT92T1aN8N6hh8RGq/o7x8wVi+4yTXidalKK3+8ynfSjfNz9U+Jk23KdBVX79JS8ypK10/Xw3v2qfC7kpxHVFZlmuAzRuMcFB3QmdJsZb/oDYjGP7pXu37CrAlAkjRwTjseztaG3w1IMXer/DeW2RLX2zyzN2IerdTex30bufG5u3ToWeNuoZP73jFugw/VaK9BUtxPdmlPToykXu1/cp5mzpyneQvnKX3WTD1QekZJ69cZG4bLrhgmPABAYEGUub5mqfhEk3cyzI6lipfU9dpKrXiNZXeuSp8d0Zp7Vmr/J5JmFOpQVb6SxrhcE64RU2ZpY3Wxpksa+N1WPXD7NKUvnKd582Zq5rxV2v/FUhW77iK3xd5gvRoAgnN7sZqajLbH+fMN2pUbb6xw8dgKVbGUNjCpJD12SE0tl9RStsDvJMuYRctdYzXHdOasJH3LNGYzR9te26a7zQPQ356ldf/XHi2xSfpTlQ6f9R4CAFxd+uvW6J7H9htbMD1xSPuCWXEsguMVcT/Zo5YT3kk3xT+MkfpPakPeBp10T/C1LdC2E006f+Et/6uSTJmupcuN1937/vuK1CjY+AVFB/t1ZPWdWvm6+6XGaE5JnepK5vitqIFrzmdHtOaeh1RxXlLcUu36n7u05CbLOXHxMnaZi9PDObMsBw3xmT829u89/6Gx/2gognkNkqQYLShrUsOOfM2ZapOc/er/rF+atlTb3m7RoYfdhWqc7Mx5AAD/gi5zA7EpfvE2HSox6oOLL1ZxV9hVZuD8Dj2UVaRj/ZJmFqtu/zrNomGMUNySr7dOH9LGHGPvo4HP+tU/YNfdT+5Rw3vb9CNXLHT0pbtudC2be1kBtyj1+KYUZkcYwFXOFq+7f35IG2dK0kXteIOWB3BVmZKkVNc2HV8Oyhizcfc/7lyqH/vri1y/QIuyJMmpMxdGH36+8d8bbY7Ae557fZP2BKIU+QCTy4DOvfSQ5v23Y+qXNOvZOh16ZtaoMblxHa/49izl79mlh22SBg6rKsAWff7E/++uO1X/xXokfOMTFB3s0uFV96iowVUQTJmlwurj2vtoUnBrFgNRbuCDrcpaaCpk3tumu/1tnBxndwVFb9ANgQqh/5CkcG5iD/o1eNgUv7hYe4+e16VLl3Tp0iW1HN6mpdNipEvtOiNJtyS7Xi8AwCz0MjewuB8tMibDOLvUGXw7EldY169X6s68Cp0blOJyd6llf76SaBgjHN+epYfL3lLLBaM9dul8g3Y9vUDxNqcunjOWFJo+dbQWWYxuuEmS+tX7mfWYyycfy1jvJ0m3fNd6EMC1I04L/rMxCdb5UWd4qxMBGDfOvwzIGXCZW+ewY+7gjWJiAo7R3pISxN1ELjH/zi5J6v9ToABqrz52LSCYlDBa+wS4OpEPMGkMdunw43fqoV+ckxSnpbtbdOjx0WNyEzJeMWWOfrTY+PXDP5jyinNA/QMjbM33lfWBsRuHoOiATpY8ZCwLJ9edEKcOad3MQBEd4Noy0FCkO123rsc/umfkQub6JE2Pk6QutQdaNvuPXa4Bq29ZjwQU0msIQtfxI+qXZPvhHGOgHgDgEVKZ+9lhrVo4TzOnrXLt++PHX92NxTjd8G8txzAJOdX1ygPK3nRGA66VU977+d2m5fCBCPnimI4el6Q5muN/gRGTeN12m1EQnWnzbnVi5rxwxtjb/o45SrUeBBA1+n+9SvPmzdS0J48o0HCU86+uX+Ju0Gj3oQOYKOe0deY0zZybrpIT1mMuX1zUhx9LUpJSXYM1t6S4avWLHwdchvDjDmMAKpg72uJnzDYG2z9od41NWXxxTmc+ktE+SbMeBKID+QCTgrNLFQ+5t2uao43vvKdtWaPF5CI3XnHmhSzNS5+meaatNK3+xTVRJ95uvK7+X6/UtJnpmpdXZfQ9/bjYdsb4ZfotEbsZK+JB0a5XV2hVrSsgGrNEe94N/04IINoMHC/SnauNzY1nPVunupIFoxQy0/XjnxjZ/chh4zqri28fNgqNrDmaYz3oR+ivoV+Hn0zXtGnTVHTcekzSwDH98tVeSTFaunjUETgAuKaEXObelKrpg/1y6qTeqPF/L4an3J95m24b6bkwKXS9+pCyX7zomqXJyikYgw/KNG/mNE27r8rvIGbX/l/qmCTdsUQLg4hazMpaKpuk/tcO68ywO0wGdKzupOu8hQRBgCgW9/3pUr9TOv6GDvu7c3zwon5TbQxTzZp1m/UogCtmum6bb/x2pMb/eFHX/l/qpCR99279aKrxmG3hj3W3JH20X4cv+J4vSRo4osN1khSvBXODGH6eebeW2iT1V+nwB9aD0sCJ3xivYebdQbVPgKsS+QBX2mCXqh7O1o4L7u2a9urhW0cfeYjkeMVt309S/0Cg/qW5frFpzkxjpk7crFlGoPPjw/qN3zrpmF59zRgbu/tHwUQ+ghPZoOhnh7X1BVMkeOCIVqVP07Rpfn4CdOaBqPXFSZUVGw3V6c/WBXXruiQl5a/TAkk6XqQHSk+q3zN916nemjVa8UqvpHgVFi4Z/fnCeg1xWjjXKKiOFBfp2F9Mh/5yTjvy1+iIU9KdP9O6203HAOBaF1aZO12PPG009M6VFmjHWdPwxuCAzr260lXux2jpU0sJVEx2n1Sp6IWLkmK05BfvBjFLExjB7Qu0SJI+KtOaV7pMd3QZbcKHXuwy2oTPBlk23JGvdTMkOfdrzbrD6nU/4eCAzr24wpgMZ1uiv8kN6tkAXK1mPKJ1d8i462z1Dp2z9PeqVq1QxZ8kxSylPAAmFZuWFBYag8nHi7TixXMa8AxCO9X1+kpX2yBGS3/2N95Vva5foiefiJfUq4r8ldp/yXSP+F/OaUd+kRG8uXOdHnftRzqiKXOU/8x0SU7tX71Ghz/xPt/A2R1a8d9OGq91VZDtE+BqRD7AFda7v0hlF0K8STHC4xW2RX+jh2P89C8lOT85pg1LXfXLjHXKv8N14NbHte5Oueok37yjv5zU1qWuuMOMYhVnjz6iFqzrhoaGhqwPSpLT6VSAQwF1vZSl7F8EGeq8tVgN7+QHfcvrddddF/LrASZWr6ruy1LZR9KSX1xS+Z2Wo69mK+uFQDeC+0p6tkF1j3tzx8D5HVqRV+FagsGmuJtipL/0ewKks9bX6dBj5oVrva/F/Fxhv4bBLlU9lG0UrpJscXGK0YD63S9gRqEOVYW/+fLXvvY1ffXVOCwQDkSLT6qUvahMXVqiPZfKjYkSYaAunVhhl7ka0Mm/vUer3HeK2uIU921p4LN+VxAkRnO2HNLen7Bg+WR3sniaVtVaH/XPX9thNNSfUSaIsn7geJHufNJ1N8iUGMXF2eTs73cNgsbo7r9/V7uyLUMtx4s07ckjkr/n/fiwVuZt0JkBedqY3ueL18OvvaWNd4TXwKPOAa4iAye14Z5VOuxpelj6ezFztK16r5be4nMVgEmg69cr9dCmMwHbBn77DYP9OrLuHhU1uFf6i1Pc9U71f+bdCm3Pu9u0wNwEGKk9Mdilw6u8W6nZ4uIU4+xXv+vp4h/dq7dK5iicFgXtXUwkd//NOi5rOkNF01bpiL/+2zjmA9rV0WjkOMIw7jLYX0xt8KSKZhjpcnTeMjzs8YqR6oOPq/TQfWU655qkE3NTnGxfePOBpj6svYc3ao45Iwyc0dalK7X/E+O/w9qh/q4J0te//nV94xvfsD4cyTtFe/X++0EGRIFrTr/OvB/cwLg/MTPX6a3Th7TxJ3MUb3Oq/7N+9Tttir8jX9vebrEERAMZw2uYkqT8Qy06VLJE010N7P5+p2xx07Wk5JBaDoUfEAWA6DSGMlcxWvDz99TwSrGWzIiTzdmv/s/65bTFaXpOsfYcbRo+sIFJ6Jzer7c+BoxNzJ3lajq6S/l3JBkdxc/6NaAYJd2Rr11Hm4YHREdzy1Lt/Z+HtDFnuuJcbUzv89WFHRAFcJWJWaBt7zVoz7N++nvP7lFDEwFRYLJK+sneEdsGfvsNU+K0ZHeTGnYUasGMGGmg3wiIxrjy/HuWgOhopiRp6Z7jvmNGA1LMLXOUv6NBdWEGgoCrCvkAV8r5941tVEIyTuMVt+Tr0Km3tO2xOUqKMSb3e/LBz99SS52f4GbMHG2sGyHu4O+aMYronaLjiRkRQPRi5h8wMahLgehC/YnJjDoHAACMFe1dgHY1EK4JuFMUAAAAAAAAAAAAACYfgqIAAAAAAAAAAAAAohpBUQAAAAAAAAAAAABRjaAoAAAAAAAAAAAAgKhGUBQAAAAAAAAAAABAVCMoCgAAAAAAAAAAACCqERQFAAAAAAAAAAAAENUIigIAAAAAAAAAAACIagRFAQAAAAAAAAAAAEQ1gqIAAAAAAAAAAAAAohpBUQAAAAAAAAAAAABRjaAoAAAAAAAAAAAAgKhGUBQAAAAAAAAAAABAVCMoCgAAAAAAAAAAACCqERQFAAAAAAAAAAAAENUIigIAAAAAAAAAAACIagRFAQAAAAAAAAAAAEQ1gqIAAAAAAAAAAAAAohpBUQAAAAAAAAAAAABR7bqhoaEh64OS9NVXX1kfuqKGhoZ03XXXWR8GEAXI38DEIK8B0YU8jcmM9AkAAMaK9gRgxGm+9jXubQPC4S/vBAyKAgAAAAAAAAAAAEA0GB4mBQAAAAAAAAAAAIAoQlAUAAAAAAAAAAAAQFQjKAoAAAAAAAAAAAAgqhEUBQAAAAAAAAAAABDVCIoCAAAAAAAAAAAAiGoERQEAAAAAAAAAAABENYKiAAAAAAAAAAAAAKIaQVEAAAAAAAAAAAAAUY2gKAAAAAAAAAAAAICoRlAUAAAAAAAAAAAAQFQjKAoAAAAAAAAAAAAgqhEUBQAAAAAAAAAAABDVCIoCAAAAAAAAAAAAiGoERQEAAAAAAAAAAABEtfEJig461Lp3rbLTU5SYmKjExESlpGdr7d5WOQatJwPRw/FOvhITE7W2wXrEzKmeulItX+jNH4lp2Vq7p1l9IeQPx9G1SklMVOIzjdZDo2p/Pt37t/3+rJW/Z3V216t0WZbSkl3npaQr+5l9av2z9UwAkeVQ7U8D501Mcn7aRWl3LVdpXY+c1nNNHC37tPa+dKOsT0xUYlqWlm+tV89IF2Fy+nO7qrcuV1aaqa7l+4Qkx++rfdtW4ZYPyWnKfqZSzZ9azwzCn1u175lspad4nytrWanqu0d6BQCiTpjtFQBXXujtCaerfznCz6JK9VgvGwllCKJBW7nmJyYqa09Iqd+LfAC/wogFtJUr3VouW378xh/8pMFR/5azR/U+4xUpSr9vrfa1OKxnBsfPawgmHwyLOySmaP6yUlV3hPk6RnDd0NDQkPXBMRnsVOWDWSr90HrAJa1EDTUFSp5iPQBc3RynNyl72T71SMr5Vbd2ZlnPkCSHGp+Zp/waV2aOtct+vVN9n7r+n7hCB97ZooxYn4uG+7Ray+cWq1mScqvU/WKm9YwR9Kl6WbqKT1sfN8tRVfdOmZ/V2Vau3Pt2q12SpsTKbrfJ8WmfUZjFZqjsrQPKSzJdACBCHGrenK3le3v85k1McpZ2kc1uV6wc6uszmoKx88tUU5U3rF3U+Wqusra2ui+S/TuizL1adVUqd1GpWl0dkNib7bLJVPfzfV6zfPK5q22lL/rU504agcqHPdnK2t5u/MdaPihVJe/VqSDY9PRprQoXrVW9Q5Jsst8cK2dfn2sia4JWHKzTlrmjNUwBXPXCbK8AuPLCa0+0alNKrvaNNDqdUqJTRwuUYH3crz7VrrpLa48af9RmtyvW6X0NCSsPqG5zhmhRYFLrqtbyB4rV7JCS159Sw6rgUr8X+QD+hBcL6Du4XOnrm30ftBgWfxjsVGVulkrbjP9a23N+43KmdO/vmtDTbXj5wNGwVvN+WiuHvHWZt18aq5xfNWlnlvWqMRiKsD/8/byhqVOnjvjzg5+dtV4GXMW+HPpD1bKhH5jS+NPHrOcYvqxd5Trn3qEX/uGy98A/Hx/auCDI/PGvfxh65cemPPVfj1vPGMXZoY23Th2aOnXZ0KHPrccC+F/Hh577gfH37i07O+R55V/+cejQEz8wXsePXxn6o+9VAMbqyz8MvfaIK49NnTo0derTQ6HmeFxZF8pc7aIfPD307j97H//yHw8NrXKVq8sOWArj8y8MzZs6dWjq1B8MPV1vqivMZe5Dh4aCLcJxBf3rhaEXfuiq3584NPTHL03H/vns0Avu+vw/U4dec0z5fNWv/zhkThqX/+GFoXtd5f5dFb4p4/Kxp11tznlDGxsDlA8/fGHoD+aLAvqjp035gyfeHvr8X10P/+vlobNl97rKrueGjv8vy2UAok5Y7RUAV16Y7Ymhzw8NLZs6dWjqrRuHRhmBCsoff+VuN6waevv/8T7ufQ0/GHqu0fzqgMnlcuNGV14KkGeCQD6AP+HGAs7+7NYQ21+Xh47/V1d/cMHGoeMB2nPz/t7UUzSNV0xdsHHo+Ofe9BluGzCsfND5iufYsqo/eOsyc7906qqhtyPYL43w8rmt2me6vTz1yQNq6ehWd0eLKnK9kVzHwbflmsMEXNWcXfUqvitFWZubjZkMI3Kq/p16SdLszXtVlG6a3fCdTG357wWyS3LsrR5xeczOV9eqtE1KTUu2HgpO71mddUqyz9YMu/Wgf31v7lK1Q9JtW7T3udne2Ry2BOW9fFCr443b+itHvPsUQNAGneqsK1ZWapY2nRq9dMEkNdioV37RI8mmFXt2avF3vIdsiXnauc2457f54Ns+S1M17t2tHkm2Ryq0c5GprrAlKO/Frcadwqf36e1e00WYnD6sVmWvJNsKVbycpwSb6dh3ZqvoDded3x2vqNo1mxPXhtYaY0k62yMVqngwQeakEZtepIMvGeVD56+qjVU6jP/plc3G7NnMl+q0ZaGlfHi5Qitskj5rVnMw5cPpSpW3udNnjuzuGcNTYjX7uYPGrGNHtXa92We5EEBUCbO9AuDKC689Iam91Vh5bP7tSjU/Ho7BZlU+3+4qQyqUc7P3kPc1OFS9s1q0KDDZOPuaVbkyXWkrjZX/wkY+gF/hxgJ6dLbVKcmu2alBDt53vKJNNf//9u4/KOo73/P9MxlmenZTTW5yurNJBW5YYSIMlvhjqaBrohg8mmDC6JKDPxKFmzEyGR2pHBIqg7qOPyZL5KTI6GQ0jreNiYkkLMZEZnQlKpFBXK5GKBhgBrx6ITWu9J0c6fLu+e5h4v3j+21om25+tJBg83pUUcH+fBvb8P18vu/P5/350Q2k8uYnm0n1i+d27V6BDeg4U9N3r596m52d9L3H2fcUscVksetQPnFAzaYd1ATbetdXSPXA4PDr22gCol/8gPez4/qeZRGRTHtlH5unApzk3AgmFEc2Kdp1jfvmzyTuASe2iAzyX5qJ0wbYnCx40mezP8Pgmu/7RG5LJ3nl8VxK2wFnKoWHyimc6H+Nr6tctVqd6KgADVpsHJMA+DMdwc6Daigm57UmmFzIrp+FGLq2tZnBcNIPGFpatYsTx8xWJzUni36fPCKRHy2LAwxKretE5BadeoW0n5bS1gPOOYWUHyocYn2VMeVKN0ask0hnFj+a4V8Itn9rBcSXrvoEhB10G3E4I51kZczsu9jrrkhrYkoHV9WbGvM6WjuIjATSU5kZaMvByGnMnAjQRcdV/0IJXx00XookMgIWzAlQz4HIyTPNdr+rg95bo+FjSjsB5xrynw6wdVDETDa3XuJSWzkrovwL+zt/rBQDcD6fFeD+jCTjmQzruhMavBEJZyHFKyLy7QsxngA62hsBcD7sM/gcqi+OUmoAzlVkBWhDIp/MIsO67oQaERlTOtj/7DK2neqCiDiydtexa7H/NUOkeiABhZoLaKOtAWASPxjisShNh0vpAJwv5pMRoKvIjM20XrrEpY9W9G6Lfr7aTNiyeEXg98RmkDURMEo5GuyoTF+h1IPrR/n4GEAq+T8NlOtwsuLQJS5damXzo/5loRvZpKgzlTW/ep/KM3W0tr1JqtW5NrpqKP7V4d7LbIsXEPhxLXJ7ufuHGRTuO01rnYtVUwM0bjeJJs6q2zV1AZKHTU3mTD3bJCb5zKTo1XOejc/upINU3nxvqOc69Nf2x3MAxE2L42pFAeneQ5TjJpP+0n7O/9X/HY2cPwMQx/TEwOFy3MPmP8w4c+7WZlaJiCnibhIXF+I61UrdvlVMu8f/ArktRGWw67M6Guo2M82/DGg6bz0LZkzymaEdTcavK6lrqGNzct+1vRrOWbttzGTSw/6FMtZEP+uiruHSAGd/d3Ot33NXwl80K/bV0dAW7Ax6oPtav0mkHXUn6QJs6XNvfVVH7+xjmJkU5KdNnGQOpJ6pwRw6FZGwFFK8IiLfvtDiCYCmenPd6MzE+zi/O5dHJ1rjQhMfZdmWo3QMdNaon46Gc+a55sHaiIhEJk0EqKGm3r9Q5Ntli5nJqu0VNLRUUjTfGfIkAdUDCSzEXEB7E+cAYqcT13WUgqcnm210TAyTn17H/jr/HeU6qKnuAmw8kRrwDgzoWrfZ2MdNDLYMw/v5Dc41DD7iH1I9qKsxV8nOWMDMu266elSNbFK0n5Osi4lhYvIydnq3BItZgWtTasiNjMjYkcrm373Jqjk3b1EykNSfFpIIdO3OJvejNsy2x6DrzB6Wrd6PASS+sipAZ7Sbk69ks7/bRsbuNwPP3hiitpY2AK66snn0p6W02Zw4H4iEnm6ayjeyeFo6xV/4NK5dV61E5304g/29cdagWWsj5k8XkVsyZzMVb6wiNWaorYvcTozuNo6+mkb6Wx1AIoWvZAz+HDG6zS2VF5tb6ya+mk/GNxgwyig5U8qeLoAFzA0wk1LGr5oP95grsubP7Z1M2tZiDmBOnxgNRgdHtyzzGcRMJv3VUtr8+8dBddHRCmDjbp+tlW4SE2d1Zptou+RfKCLhLqR4RUTGlEDxBLTR1gRgo2ZTMotfO8q1e504nTYwOqjZm8ujybkcDraDmZ+uDnMUyHbvff5Flr6kQFP74IPqIt+caFbsfp/CZxKJ7LdryvCoHkgwIeUC2v5sjq93vUP2nFxKW204H3ASGQHdDYfZ+Mxk0l8/73OUn3dl6XQSY8C4dJRtSx9lopVInZicTsFHbf2O/rs70ozsrl3zL/HqoM0a6L/6/wa7pk8o9cC7c4Ft4g9w9nRzft+6mxZwpa0upmaIz6PhGN2k6PXum/9nx2Tw5t5CZgZLrIiEu9hVlJ/aRVZMN0dfTmPyxBhiYiaSvHQbNf+fuVVDxfP914B2V25gXXk3kYt3scX3fLlha6LROvez25hO0alWWuvqqDvTwKWmCjY/Ggk0sXPJBo56K+/1bmubFSf3DbYYVkREgru0h7SYGCZOTiP3gza4N5Wiz8pZNeB2KB3smR9DzMTJ1pbKkaS+Vkn56mAz+eS20X2SdVYnKPrFtUpyS6/uynXkvmcA0az5qU8S4m/mf5xfnWBZ8qPk7q3haqQ1uc3ooumDAtJmLTOPdhjUNa4ZANFEK74TEV8hxSsiMtYEjSeuN3GuHXNQ/oE1lJ+/RMOZOurqWmmtc7EiBug+yrrsnbQN4Qw570qj6AcUUMj4pXogQYWQC2iqrzG/6TaYvv00ra111J2po6GllYpNM4kEmt5ayoZjfZm3fwHASVflMpLn5LLnzFUiH3DijASjq4nSl9OY9Zx5TJdX4jRzR6uu90o5H6i9/8tJfm8tdOy6Mvh5PyHVgx7rPbZGNqZNZvGmwzThxPmAE1tPN23HdrJsxqNsPDN4UnY4Rjcp2rvCzHLpMOsen8jivVpLJuOU0UbpaxsotWbb25zWQBZATxulrxdz1H/2Q/dh1v34MN2RGby5KdU6Sy5ExlW6IpzYIhIpPLSLLN9VaHclssL1AWuiAOMw236reioiMqK6rnLNaQV3AH89ScH8dLYNGNx1cbXbfI955n03J19NI31LTb9ZfnIb6a5h49M5HO4GJhfieing5jIyDnWf2Uj6jw/TDSS+6iJ/srekb5bu4dcLqLk3i12+k9vOl7NmqnlvFawspilQp1ZEZChCildEZCwJHk8AV65y7YFIiMzA9V4+03x2jLA5U9n8yZukArQWU/w7c7BaRERCNOxcgMHVr8Bpg8RXy9n1jM8OlRE2ErPf54MXowGDw1veNleUdrZZOzcepvjVGu5+ZhenW1upO1NHXcMlGj5aw7QI6D5dQM4b5u5DALYnX2BFJNC9n+yc/TRd7y3C6DrJxqUbreObRk+b1clt272R/X+dSeFHDVxqMJPAra2nKUp3muf/Ll1njp+MkNFNikatoKL1EpfaWqncvqA3mXN+y2I21vldKxL2OtjzTBobj3XBZHM2Xu9AVutpdj0TDe2l5M5fx8neSt7BnmfXcZJIVux9k9RbyogCtlSKztTR2lYReKZvRCJZz5mrjzpOndT5oCIiIym5kLq6vuBu1zPR0NPGnqVL2RN0a8ppFJ4x31PX2srpX2cRDbTtXcbSvWqlb0t/OUzu48vYfwkzHnhvFXG3uF2ThIeuT3J5fOl+c4vsF8v54KYV4d8nsnc18UyKPihige/ktnunkf+eiwwb0LmHUvW1RCRUIcUrIjJWDBxPWKuWzjRwqSHIGFNkBisWm98ePW2tVhIRkRCEkguwkfpaHXWtl6jwb78tif+wwjzGrvMkJzsBWyR3ewtnFFG+fQHRPl3FyOR8Pthl7hjQsbeUGu8E2ohpbD5kbu/bfXoj6YkxTJ6RTHLyRCYm57D/ehaF1mewRfb+DSPq7ru8HzSSFXvfZ1Wyz4PJFk3Wr8spnAhwknfKu/rKbtHoJkUjbNhs5n/jnnmTLb0Hf3ez/8OTN18rEu7O7KG4AbBlsMtvNh62aBZsr+DNNHNl6EZrlWbb7ly2NUD0ix+wOdnn+lEUHWutVvFOCHTeh7mIv5tunxkjgX3f/wUREQnEFs2C7eVsngrQRPG+ocy/sxGdXkT5JvO0iabX94z6rD0ZWd1fFLP40XUc7QKmFlL5UT7TAg1GyTjTzfk3FpP8s6N0AdNeraT8lWl+u4M4ue8B69u0LH7k/d7XXak8MR/AoKZhsEkT91nb5l4j6BEyvWygxL3I+BRSvCIi346hxBNDEzfRGoi3tu4fyH33m9skBj+Tro9N8YSEKdUDCSiEXMCQxMRhjt4b0GOO3Xs3rE1d+qPe733Z5jzBAgCjhqZOn4LYVVScL2fzYvNs3e6/dNHVfR8LfubidHURqVYudChb4oZSD5wPWFsHO1eQFTD3EU1qhvlMOt9gnj86EkY0Kdp1aicFP04necZkYubv8VtlZiNxmk92ewgPVpFw0tFQY+YZ5z/BgoBRaSQLnjb38u6oO0cXHZwsN5e0d7yVbh4w7Pv148Pm28pzrNfWMaSpBkY3XdYe3wH51827IjGPR+6g44pfmVdbo7lMf2KcOVNFRESGwEnqArPVNFr/zFDnvDnnPGG2tUYbfx7qm+Rb1/bBMmYt2sn5HnA+s4uGj1YR5zN7U8apnjZKn5vF4l+dB5xk7W6gfHVc3xZJPrydTCIjA5YDxMUPNRKL5O4HALro8D+6wetSG2YkGkdclH+hiIwfocUrIvINGkY8AcD1gSe9G/7jQgOI/DtzxKirM9iErA7arN0a4x66+dw8kXCheiCBDD8X4GXQ3dXdu16pH+sczj7eCa8Q+W+DtPwRcfwg0K6RmLsOrXijgoa2S1y6dMlcxfpSKtE2g6bzZrI2MWbw+zaUenCfNyl6791BJ/HEeRdwjaARTYpGdp+jtLKJrr90Q+vvOXlTB7ubc/99GBlvkfHsejf/AtgesM6RC/TlbSkiIq3X7gse8Fq6PlhGzMTJJC/aY+013l/vYc6JcdYK0UlMmwHQxrkm/0bX1HTefI9txnTrPSIi0vVBDsnJE4n58eGgwWzvgIPzbnM2319KyZmRzMSYHA4HG6j4W+9Sfu6+x69MxiCDtrfSSXu1hm4imbmpkurtC4jUDGEx2ti5OI2C090QOZPNx6opmh+sKwhx8ZPMb5ragh5x0NZiRniDz0CPZvo0M3Ksqe87V8aX0VBjxoszZmL9zSIShkKKV0Rk7BhmPHF+00RiEicz+dWj/kWWvkHw3hWjA4iePN0cizrTaE2m8nP9PDWtADOZmeRfKBIeVA/kllm5ALpKWRYzkcnJi9nT7n+R5Y+NmCPxidbk1Th+YN1XTe1Beoo9bfy5neHtAnT9KL+vxLxvzQ3LBhRKPbDFJJqxZWsjbd5tff20tVs/7Tv+JaEb0aSo7fEfmctwATjPxtU7zQNaewya9uWy7VTftQvmzOz7g8g4ED1tptkwfFIa5GDgbo5+Yq71tE2bTjTRrNhnnSMX6OuNDPNtT79pvVbIYLXKOW2ambRsL+XjBv9SoPsob+8156X01VEnc+ebLd9JV2n/mcE9Tfz+ky7ARpZ1nYiIgDMxEboMqHyH0kArsXqa+Ph9c8Bh2rTp5msPTCKxpwuDk7zzUb8WF4Cm/1pqJiqmTmf6UINZ+da07V5M2utN1qz9at7PHmDWvowfPW3seSbN3E7JmcWuU++zYuLAd0ZvX6t1P6UB47jDlH6CucXQrMGnqU2bn4UN6PI9V6ZXX1w6bf5cJUFEwlhI8YqIjA0hxBOJ08xVSUHHptr3sKMSIJoFcwaPJ5i6gCwb0LWH0jP+hdD92cfmrmZTFzBXAYWEK9UDCWD4uQDAOZ1pUQBtlP7XQKnFbo7+do85Pj9/LjMjAGwseNrMyrW9W0pTv74ddP+ulMMAUamkencBOrON5IkxAXZ8NbW9s4OjADMyhnbfhlIPJv+IrCiAw+z/XYD/ST5x6IJHB8t8DN2IJkW5K4O1L/o8MBuKSU+MISZuIumbauj9Z00uJP/JgR/SImEneRX5kwFOsu7ZYmq6fObhGl3UvL6Uddbsi82rRym5OPEF8tMAOtj5bC6ll3w+w19PsvHpXA4bZh0tfLqvjjqfWUtWJPDFRrJfP0+3t3E1Oij96VJ2dgIT81k1o/ctIiIyeSX5M7AmihVz/q8+ZX89z54cq/2MzGLtM96IMJGVL5mB3vlN2RTX+QSFPd2c372MpW91AJFkrctSomKsu7SHda81AZFk/PazAWfty/jS8c46tjUAkRm4Pitige/5MsH09rU62PnsMvb/0TeOO0/xs9ZRCmn5vDDR533BzLBiU2M/uT8tpcP743q6Oe+NS20ZPu2TiISlkOIVERkLQoknbE+uZU0UvWNTvnXeaN3PskXFtAGRz2xm7VDiiYiZrHolETDYv/rmcabuumKW/uwkYCPjp+q7SBhTPZBAQsoFxPHCK9aWum8tJfejjr6dPHq6ObkpndxPDCCRwlczeidc97btnTtZmrPfXKho6bsHIfWVF/qOvktO5QmA1m3kvtXms2OIQcdHuSx+vQ2IZs2rQ7xvQ6oHff/ekz9LZ2NlV9/n8M07RK1h7QjmE++4cePGDf8Xb0lPG6U5i81tGwJxZuH6rIhUjQlJ2Olgz/xH2dYKGb+9ZB6U7K/7JAWP51BqLf6xOZ29hxibFd5J1m8/oyhtCBWkcp15ruhiF5fesGb69er7LHGvnqZytc9khe4aNj69jP2XzD/anE4i6abL2zDHrOD9TzYz0+8jdJ/ZSPrS/ebMkYhInE5b3+eOnEnRoffJCrY3uYjcmkt7SJuzjTYycF16E/8aL2NYoHbft80N2H52c/Llx8nxrhS1OXHe6/usiGTma+W8v3Tw7azk23XypRhyyv1fDSxo7CDhp+ck6+JyzJm6g/Jr93u6OPzTx1l3zOprRTpx3mWYx5cQpK/ljRn9fxbm7iHLFhVQ0w1gw/lAJEZXlzUBLpoVH1SwecYQ4lIRub2FFK+IyLfqVuKJm57/EPmAE9v1Lrq8f360iHJXFnG+u9IMFE/4jQXbnE4ijb6fF539PhWbZgY9L05krPD23/qNpfZdwboYs97167+pHkgggWKsQXMB3dRsSmfZPmv9Zr8xoSD9tL8cJnf+Oo4Gadudz7j4bHvqTfdgd+U6Zv34sLmY0Rrv7+sPRrLgV5+x62m/lOiIPw/MSbmL37JWxvr/eyOmUXisnFUjGIeO7EpRzENbs96t4/SvVzEzpi97a3MmkrGpnIYzSojKOBaZSlH1aVyvZpBoNTJdf+nCiHSSuHgz5efrhpYQvRWRM9lc2UD5Jp/P0GX01dHK/glRgMgZm6k8tYtVM+LMDvJfujBs1uc+pQ6yiEhAgdp9b5v7qovTdYHaz0hSt1dzel8hGZOd2AzrWWFzkri4ENepOiVEbwvnOVnh/5oI8MVJcxuiUEQ4ydhdx+lfryF1ciR0d5kJ0UirTakeZl8rNov3T5WzeXEiTptB11+66CaSuBmr2HWqsn9HW0TCU0jxioh8q24lnojN4v260+x6fiZxkebAc1c3RMbOZNWvT1P3rl9CdDARcWS5qm8eZ/L5eZX9BsBFwpDqgQQSKMYaNBcQycxNp2n4aHOAMaHNlJ8/Hbif9kAGu+pOs+tnqST6tu2TMyjcd5pqv4QoQGTam9T5jff39Qfr+idEBxNSPYhk2isVNHy0mawZ0T7/3mhmPl9ExX8f2YQoo7JSVERERERERERERERERERkDBn5laIiIiIiIiIiIiIiIiIiImOIkqIiIiIiIiIiIiIiIiIiEtaUFBURERERERERERERERGRsKakqIiIiIiIiIiIiIiIiIiENSVFRURERERERERERERERCSsKSkqIiIiIiIiIiIiIiIiImFNSVERERERERERERERERERCWtKioqIiIiIiIiIiIiIiIhIWFNSVERERERERERERERERETCmpKiIiIiIiIiIiIiIiIiIhLWlBQVERERERERERERERERkbCmpKiIiIiIiIiIiIiIiIiIhDUlRUVEREREREREREREREQkrCkpKiIiIiIiIiIiIiIiIiJhTUlREREREREREREREREREQlrSoqKiIiIiIiIiIiIiIiISFhTUlREREREREREREREREREwpqSoiIiIiIiIiIiIiIiIiIS1pQUFREREREREREREREREZGwdseNGzdu+L8I8K//+q/+L32rbty4wR133OH/soiEAdVvkW/G119/zZ13aj6USLjQ81NEREREwpniXRHVA5Fb8d3vftf/peBJUcMwCFL0rbjjjjvG1OcRkZFz55138vXXX/u/LCIjTM9SkfCi56eMZXrmiIiIyK1SvCuiuFokVN/5zncCJkW1XEREREREREREREREREREwpqSoiIiIiIiIiIiIiIiIiIS1pQUFREREREREREREREREZGwpqSoiIiIiIiIiIiIiIiIiIQ1JUVFREREREREREREREREJKwpKSoiIiIiIiIiIiIiIiIiYU1JUREREREREREREREREREJa0qKioiIiIiIiIiIiIiIiEhYU1JURERERERERERERERERMKakqIiIiIiIiIiIiIiIiIiEtaUFBURERERERERERERERGRsKakqIiIiIiIiIiIiIiIiIiENSVFRURERERERERERERERCSsKSkqIiIiIiIiIiIiIiIiImFtdJKijSXMio8nfoCv/BP+bxIZJ3o8XHg3n0WzknrrQ/KT2RQd7cTwv7aXQefnLvIzZ5HUW4+SmJWZz4FzHv+Lh6+xhLT4eNL3dvqX9FG9FvkWeTjyYjzx8flU+RfJ2Gd0UrX35nY/PmkWiwoOcOEr/4v7GJePU7Qyra/dn5TMogIXtVf8r5QxL6Rnv4w/Q2zrvfdTcl8MljQ/m6LydkKKCr+6wIGCRcxK6mtr0lcWcfyy7k6RcUXPKpGxp6eZksfjiX/aRf/Rmk5cT/cflwn21W+85qtmyl7LJt0nnohPTif7teN0hlLp1YZIOBjK+OhAVA/kllWRH6AND/yVjuuy39utvl3yJO81SaStLKLsT0PvKXoqVhMf6LkxDJ5zB27OYww6nmXQebSI7Pk+42bJi8jfW4u7x//aWzcqSVH3Hy/g9n9RRMBTy5b0ZJZsO0Kz2wC7A8f9djwXa3HlpTHr+TLa+1V0D1U/f5y0F4o40ujGsDlw3O/AYTNwNx5hy/Jk0rbVhjYIBnCxjOycXQEC7JupXot8WzzUblt0S8GIfIs8Vax/PI3V28123+Yw23Cb4ab58BaWzEhjy9n+LbjnRD6z5q/FdbYTI8KO434Hdjw0Hy4ie07g98hY5eZI3tzeZ7/N4cBhp/fZn34rz3AJI0Ns63vacS2xYkkP5v3ksGFcrsX183TmBowlB3DlCGv/fglbDjfjNmy9bU37WRdr56errREZL3racS3v66d625aB+6kiMqp62ilbvYJdX/oXhMKO8+98/njRxZJHF7H+nVraPWC/3xybwtNO7TtrSZuVTdlFn+sHpXhXwsAQx0eDUz2Qb5oT+10+f7zoYtEMs2/n6TH7dg6bQedZF+ufnkv2h+0+FwfmObuFRf844BTdQbXvXUTy8i035TFsPd7xrEW4+j1fPFQVzCItz0Xt5b58CZ5mjmzPZlb6FmpHuPKMSlL0i7O1/i+JCB6OFGRz4DJgT2HDx/W01FVTfaqOljMHyZ0Enj+sZ0nRhZvfVZHP6nI3kEDugTpa6qupPlVNdX09lb+chx3ofHc1vzgx/DlHns+3kPbk+iE1LJ1//gKAlM3VtLS0BPwqnuv/LhG5JUY7B56fS/a7oYfl8m3ycKRgNWVuYFIuB8+0UF9ttuH19ZVsTbMDnRx44RdUXfd52/Uj/PzFI3iAhBcOUnehjupT1dRdqGP3c1Hme9aUcEGDk7eFzndWkV/pAfs8ik9Z90BdC3UHckkAOt9dS9Hnw3+GSxgZRlvf/tZqihoB+zy2Hqs376fqeuo/2UCK3Ywlt5QPdRpbJ641+Rz3gD2tmOrG+t625uALCVZbU3Rz+yQiYan5V6spqgfsC9nhjVeq66k/tpV5w25bROSWfVXFlvR01v9hoMGaKHI+6T8u0/vVWEHBJPPKhJcPUpBkva2nmZJVRVzoAXvaVirrW6g7dfPYFJ5a1ucFWp0amOJdud0NZ3w0GNUDGRmzKfZvz32/6naz0A5gZ+FbO8h0eN/XTsmqIprxtu1m3666vp6KwhTseKjduIWyAVZqtr+bzdyVB4bc9gfiOZHPku3NQBTL3+7LY/SNgTVTtKoE3/SsUfFzVh/29OU+evMlu1n+EHD5AGt/dXO+5FaNQlK0maaz3u9jyftdgF+ekicyHl0u4zcnAKLIde1jebytr+yeKeS5drDQBp53/wsHehsoN8c+NGdnTCncQ950e997sBG1eAf7X4gCDI6UHR/yVgyGuxbXC7NIfmGoDV0nX3xhAA6m/LC3tRWR0dJj0H50PenT09kyYEdYxjT3McpOAExhw848ptzjU2aLIrNkP7kPAsYR3j/V14Ibpz7lOEDSBva8NAV7hFUQYWd2QTE5DsBzgLKa3rfIWNVTi+uNZsDG8p07WHh/X5F9eh77/2k24KHs12XajWE8GnZb38ynH3b23k+ZD/XFkraHl7Pj1dkA1H746dDiu7MuShoB23J2lCzE4dPWTHlpv9lf85TxGyVCRMJbTxV73/a2LcXM84lXbA9lUrxpmG2LiITOcFO7dzWzZqw2J9SHzKBq4xJzItUjW9nzfGxfUX0Zri+9z/9MonyGpsyxqWJmA/xpL2WNPmXBKN6V29jwx0eDUD2Qb0QnrpzVHPGA/bk9FM/1yRM0fkpZwLbdRuxzOyh4DKCWA8f63+nGxeOsfzJpBFYzt7N3mznBf/Y/HWLDYz6fzxZFZskOltuA/1FLbe8uCAbHK45DoNzHPbPZ8HoODsDzbtnAR8wM08gnRb+spaq3dk8lYcLNxSLjlftslTkL4uHlZFqz9W5in8dTCwAucPxzbyVqo/2yAxuxzH8scDIyYcoU85vOLrr8CwPq5P3/I5uiz90QEUvmzmp2ZPhf46+d9kaAROL+vX+ZiIy4zwtJzzO3KXM8VsDB0gJ8urFyu2htp81hg4fnM9unU9QrIoGp/8H8tvNKXwvedcUKUmOi6NfyR8QS+0Pz27bL6k6NefXHKTMARw6Zj/gXgn1+Jgut607p1zn+DLutv0qnGyCKqABtij12AnaAlvYhDepcqCzDABwrM0nxJkR72Vm4eKF13SkN3oiEs//hwZjgwO7I5KkAzyrbv7EGpy5fVVsgMso631tJ9vYq3EDsP+ygeqf5LB4u4/Mt5Jd7zBVHOzNv6lN0/qkTux1Y8FiA5z9gn0LKwwBuOq/6FwageFduW6GMjwaheiDfgM531pqTXR7MZX+BlQ/wutppxmkPRRHVr223E/cDM55rbvfvKVZR+ORac8t0x2wKSg9S8LDfJUPlTcw6cslL913YZYlIYUN9Cy2NB1n+oPfFLrqsjxT1YL8RMJgQSyIAbXQGXeU6fCOfFG1uotn7/YQuyjKT+w4Wzlw/rENdRcLJv3isAe+ECUT5F1piHzaHwmovNFmvpFBwqpr6lgpyHrrp0l7G/xx+nfre/55Czi8PUXehgq1pDr7nf4G/i818ATBhKrHu46y/qV7nc+Dc8D+DiAwg4m4SMgrYfaye6rdzmPK/+V8gt4X/WEB1dT0tn+QEafcNPAGaz6h/n2B+84fa/lvk9jTRfBbARqJW7o95nY3nzV0cHknE+q3eLCKBxIcBaqlt8C+UsDfstj7Wul/aqQ0Qe7kbvjBn9k6fQpx/YT/eXUAgZXLAuxN+kGgmac/W4o1MRSQMPbiQHb+rpq56A37DawA0X7C2Kwv2LBORkfO9CaSs3MqhMy1UbJ6HI5RR255mfvOLMjxAyuZt1jaLfaKW7qa6roWWInMVeH8erv3V/7XgFO/K7WzY46NBqB7IqPMcYctrzYCd5a/nkeCf+Iy1+m5/qg2wDbSbpv/LfDFlUv+e4t3xCyl4u5L66t3kJIU+ztR5zpzUY3tiTuB6EFAUE6yLa88F2CL3j83UAtgSSQwwMThUoTxeB9Tc4HOe6MUqjjf2/RY8jWWsf3quub+2yDjzfbvT/MbjCbrNbXu7taP2Pwe/5mZuyvabi8ej0h4LMujuL4rlO/dRsDihb0vGwVxsM1e5dr3HqvlrKfuzeVizPQI8jUfYsjyZRW9cuMUl9iLS67ENHCrKYbbP1ogShq6U8Z61rfq8R31a8Md+Yp7/43axKq+Mdo/5RDDctbhWr+WAAUzKI2d631tkbHJ3XgTAdq8VA/TT1wFo/r/9Z2xK2Bt2Wx9FZt5C7EDVz1dQctaN0dO3De+SbRcAO5nPP9V/lXk/bjr/DGDjbt+tvX09NMHqzDZz8Za28BOR25Hhaef4xnQWvd0JJFDw0kKG2lqJSGiintvBvlczSQj2bB4C9we/YNeX5kqigsWDRwT9nC3D5QaYx5wAK978Kd6V21cI46NBqB7IaKt9o9DcPnbufyYv0FjQQ5m8kmEHqlifU0LtFSuzcL2d4z9fwpZ6wJ5JTrr/c2E2Gz4uJuexqFuO89pbzaWSU38QBUYnx1/LJi3JXFQVnzSLRRvLaA+QPJi9uoAEwL13FWvL2zGHwAzcZ11krzmAASS8lBNw8l6oRjgp2kltzWBrwD0cWbMClzrWMs44pkwxk5Ynyvg00HLvnlo+r7C+H+JWuO17V5mNGrPJyxl4w7Vb0TvZwWMw9ZeV1FuHJNddqOdQYQp2oPntlfxCEx5ERIampx3Xmi1cAJibx/O+25NExJJzoJIdi6PwVK4nPTmJ+Ph4kmZlU/QHj7mV1sFgq09lLLnWbXZEou7373iIhMY+t5gTBwpIsTeza+UskibFEz8pifS8MjodsykoPcHWx4bSnb3GNQNzK17dniLi67KL9Ph4kpLTWfthO9wzm62/O0iOjkYSGft6avlNsbnSZt5LP+m/kmgwniryrQHoqBdeZOFd/hf0p3hXRPVARtmVA5R8YABR5FqTZPuzM3vbCQ6+nIK9cRfZc8xxpPjp6awt7zSPazmxldlDaNdD9jfzP45/PkX2rDTWvlNLl92B4347GG6aP1xP+txsc6teXxNyOHhsB5kPeTj+83SSk+KJj09i1soiav+nubX1oZUjOwI24knRq24HDofNnMlcUkFdfQstLfVUv7XcZ/CumZJ9PitKRcaDh58l9xGAWtav3EKV22ct6PVmDnhX/wxR+4fZLNluLptf+FZxvy1RRo7B1X8Ghw0SXj7IjsU+M0cibCQ8t4/9L0QBBkde22uuKBURkeB62ilbvcQ8C8K+kN1F/kGtQfuHRfziE2sGqc3RuzofoL28hBIdRCIyPn1VxVtbSnq3RLLf7+17Ae4q9v66jAuaoyYit8J9lWsOM/awYbY7659eTNFZNS4iY537gxJzXOnBXPLShzJJyoenli2ZqzniASYVsPtnQ9/8UERERk/t7tfNCfVpefxkgPM+PTVv8Ytf1Zo7OUbYcdzvoLer+PlefvPhaO7y2MlFKylw5I311N6byY5j9dRXV1N9qo6WMwfJTTKfNetXldDse1SU0U7Z9l9QZi2itDmsRCrW+NkbJRwPtMDsFoxwUtQ8/7C6up6Wlkq2LojFbgOw4Zi7gd0v9qVFjeO1fWePiowLDjJ37jaTl5cPsHpWEkmzZjFrTjLx0xex5WwsBS8tNC+9x873/d/ey8OFXy0hfWMtHuzM+6ffUzx31DKigI3Zm6uprm/h0POBV6Mm/Kfl5r7lX1bx+Zf+pSIi0stzgZLl6az/gwfs8yj+tJjZfk145ztLSN92HHdPArkH6mjxrs5vrKeyJJOonnbK1jxB/onRC2dFZAy6XsX6v1+Nq8XAnraVyvoW6rx9rzMHKfiPdtyfF7Ekx0W7/3nEIiJDNb2A6moz9qivN3euoKcd10rt+CUytnXy6UfmKtEp2c+aYzRDdeUIa5/I5sBlYFIuB105xA53lamIiIy8nirKPjAAG8ufC36UgfH5eua+4KLZsDPvl5XUN9ZRfcocz687UECK3U3V9iWs2Dtay5m+j713FWoKW9/ZyjzfY2LumULe/7mbhTbgSxdl57wFnbiWp7Ol0m0+f8609CVSvXHoxTLWPpVP1QgOgY1wUnRgsZN8dv51d3LVt1BkPLDPpri6kh0rU4iygeF243ZDwj9s5dBpny2J7ncGPguqx82RvCdY8tYFK8l6gh399gL/FvSeOfW/QINwIiKBXTnC2ieWsKsecGSy47/tYKH/QfE9tbjeaAZsLNy5n7zpvhlTG1ELtnLon2abxxFs0+r8se6+f2c+o69dGzx6/54GnmQQ7vLfUOYBHs7jYEkmUb494numkLN7P7kPAo1FlBwbbPuR+6xtc68x+O35PdD9KTI+2aKY98uDbEjC3PHrPTPhIiJj0J/KOPAngBQynxj6OJGnvoQlafkcdwNJBVQcyGPKMObdK94VUT2Q0WMcK+MIgC2Tp4Ke8+ym7NdleIDYl/x2eQTs03PY58olCmjeXsKR6z6FI8aB0zu+NTeTp/zHugDums38NACD2kZrZ7SzLkoaAdtCdrjymOJ7prYtinm/PETxXMBzhC2ukRsBG9GkqFF/gPyV6cyaM4ukZOucLBG5mS2Kea/uo7K+hZaWFloa6zi0OZOEe/rO7oyNDbBPtqeWLemzyD/qhogpFHzyGVvThhGp3hIDj9tD0OG1nv/l/4qIiPjwnN1C2hyfwYbPtjLPN9jz+rKZWgNgHvPnBG7j7XOeYjbAlxf4Qrvojmn2v3MC4P7SCvj76eSitXVKbHSAZ7+Ij6ZGs3cVu3Be4NUbEQnMtybLfX5hsD157Nx9P4CbzmBbEV2+aO3sE8uEB/0LRWT8cDD77801Z8af2lDoITI2dZ4+TifWYPQQc6LtH2YzN2sXF3rAsXgHdQdyiA22DCkIxbsiqgcyemo/Pw6AY2UmPssN/TTxRT1ALE+lBdknYNJ8FjoAPueLFv/CkeGdHIDdHnRF64SJN3++zsZaM9+QNp95AYfA7MxLnw1A57kvRiwOHdGkqO07XdSebcd9xY3hKePTszeXXzjnc47oIykk+haKjHvtHKtwAzZSpvs1YF8dJ3+utZXJQ8vZffogOQ8Ha15GmLuM7PgkkmctweV/ELJXSxNm7U7QoJmIiB9PZT5zVx6gE4h6bndIgw2BXcMTdLaKjAVRk6aZnYGzTYGPjbh+gVprRn/KZP9CkdAZ16/5v+QniqlTzYaotiHg3YnRWGuuRle/TSSsuT9czaxZScS/eCToJFjjb9Y3jrsD72gkIt8yN7WfmytoUuakBB2M7mPQ/vai3mOZUgor+OyX87AHmnQ1CMW7IqoHMlou8PlRABvzZ4/UOc8GxqisFIUJE61eY/NFc5JOABdbzWdVSCumr3v4F//XQjSiSVEmzWF+75PX4MCatZRdNgCDzvK1rNnbl8udkjZHwbSML1fKWJ0cT3x8PlUBtpj1VP4G15eAPZOnknwLqsj/+7XmYfdJBVR8soHZgVYXjRbHVKY8CNBO2ceBHu0ejrtc5kyNtDmkhNKoiYiEKc+JfOauOYIHmPJyBRWFswcebHhoKik2gCOUHQu89Y7n1KdUAdimMVUTUca2pHlk2gC3izK/yYL4/i6T5jFHgbEMInF6CgDtpZ/SHCCWpKfZmmAHKVMGT2NOScvEBrjfKaO238/zcLyiyrpO/TaRcOb4YQK4DTjxHmWBVo73NPNpqTmANWXKVP9SERkLepqoPQsQS8p/GPyp3b53CelvNPcey7TvudghJFKDULwronogo+PyF707iaX45gr6SSTlEQYYuwcaj3HEDZDClB/6F44M25ynmAfwpwOUNfqXmlvgllUARDF7hrliOmqKNZGnoszMffTT1y+1TZ3KSK2zHtmkKFP4SaHZWQfAc5z185OIj08i7efH+5a3PpjLf16qFkDGmfvn8NgEgCPkFx7H4zP45DlXwoo15szc2ZvymNI7YG5Q9Vq+2ShMKqBixFYXDUcsz79kLVN/ewVryzv7ZhD3eKjatoi1FQaQQMHLwQ98FhEZd65XUVRgJkQTXq7g4PNDGWyYQs5L5gzAqn9cQclZt8+qDQP32RJW/KMZEKYU/mSA7VNkTIhIsX6fvpMFTZ5z3t+ljYWrM5V0kkE50nPItANf7mJFXhntvjN8r7dTlreCXV8C9uXkLR7CHfVIDnmTAOMAa/PK6PTenj0eLryxgvwT5tkuPxnKzxKR29ekZ8l7BOACW9aUcOErn7KvLuBa7W1bMtUeiIxV/0+ztTotgYQJ/oV+LrvI394M2Fn41u9v/VgmxbsiqgcyOv7cZO7c83AiCQNNrsfBU89nYu8du2/H8Mk7GBfLWJuzi07A/lwemaN1E961kBdfiAI62ZWTzYEWnz1IvrpASU6+OTlgbh7PP2y9Pt3qk1JFfk4JtW6f9xhuar39UlLY8PzIjYDdcePGjRv+LwIYhkGQokF4qPr5E6wuD7LDrz2FraX7yBzsIe3njjvuCPHziIwhF10serLIClZtOO63w1duvPU94YWD7H9pCr0h6WUX6fOLzAZwMA8XUPlJjjVjohPX02kU/QliX66k4vmB51FUFcSz+vBA13qo3baI7Hetxe82B457wHPFO1gfxfJ3DrHhkdCC6TvvvJOvv/7a/2UR8eptCxayu6XYPE8yBHqWfrM696aTtn1ILbhf++sXS1ltru/zwrF4N7//5ey+54WMXT3tlK1ewvo/mNMebQ4HdsON25oFGfXcPg4VpoT0u9TzM8wMpa2/6GLJ00VcsDq59vsd2DBwX7FuqIgpFHxykBzfvtaJfOJfPAKBfu7FMrKz1lProTc2Ndxua/LercV3euaI3EY8Vax/YjVlvaGHAzse3N7AI8RxHBG5Rd5n+E3jPQEM9Tqf8Z+hWPhWC8VzrT8MFE8o3pUwMfj4aBX58as54l8/GN16oLh6fOodU8rYTUtRwN7hTdrfWUL6axfMP0TYcThscL3vHiTJWnA1YIK1L6fQ7x73GvB54OZI3hPkV1p/qd2B4y6f/qojk92/38ps34oQKA6N8M07OMh86/dsnTv82vOd73yH7373u/4vj/RKUQA7s3/5GZVvF7Bwks8HtceSsnIHldUKpGUcm5DDoTMH2ZCRgMNm4L7ixm3YcExayIYDdRzyTYgC7rNVQ0uIjjo7KYWV1B3YwMJJDmyG2zw72OYgIWMDB89UhjxgJiISnvrO9Rk+31iqr811/83e+7yoVkL09hERS+buExwsXEiCw4bhNjsl9gkp5JRUUhFix1jGqQk5HDx9iK0rU4i1mx1F9xUPNofV1zrnlxAdzIRM9v23m2NTD3ZiH8lhx7EKxXci44V9Nls/q2T3yz7PKreBzZHAwpd3axxHZIzr7LD6HVFOnP6FN/GeTzfCFO+KqB7IiGtvN9t2x7+7z78ooNiVB6n7eCs5j8Sak9uuuHF7bDise7C+dLCE6AiIcLBwZzWVJbnMnmQHj9lfxW7FlJ/5JUQJEodecWPYvXmH6pASogMZhZWio0MzIkTCl2b+iXwz9CwVCS96fspYpmeOiIiI3CrFuyKKq0VC9Q2uFBURERERERERERERERERGTuUFBURERERERERERERERGRsKakqIiIiIiIiIiIiIiIiIiENSVFRURERERERERERERERCSsKSkqIiIiIiIiIiIiIiIiImFNSVERERERERERERERERERCWtKioqIiIiIiIiIiIiIiIhIWFNSVERERERERERERERERETCmpKiIiIiIiIiIiIiIiIiIhLWlBQVERERERERERERERERkbCmpKiIiIiIiIiIiIiIiIiIhDUlRUVEREREREREREREREQkrCkpKiIiIiIiIiIiIiIiIiJhTUlREREREREREREREREREQlrSoqKiIiIiIiIiIiIiIiISFhTUlREREREREREREREREREwpqSoiIiIiIiIiIiIiIiIiIS1pQUFREREREREREREREREZGwpqSoiIiIiIiIiIiIiIiIiIS1O27cuHHD/0WAnp4e/5e+VTdu3OCOO+7wf1lEwsDXX3/NnXdqjobIaFNdEwkvqtMylqn/JiIiIrdK8YSI6oHIrYiIiPB/KXhSVEREREREREREREREREQkHGhquYiIiIiIiIiIiIiIiIiENSVFRURERERERERERERERCSsKSkqIiIiIiIiIiIiIiIiImFNSVERERERERERERERERERCWv/PyUfWV4v1PKWAAAAAElFTkSuQmCC)" ], "metadata": { "id": "dYBfBQPj5Pob" } }, { "cell_type": "code", "source": [ "# Last checking gunakan columns.tolist() untuk checking seluruh fitur yang ada.\n", "# Perbaiki kode di bawah ini tanpa menambahkan atau mengurangi cell code ini.\n", "\n", "### MULAI CODE ###\n", "\n", "____.columns.tolist()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "u1EmlGmZCCAP" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## **Output yang diharapkan:**" ], "metadata": { "id": "IR5M6kxRv8Fx" } }, { "cell_type": "markdown", "source": [ "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "z2ZRvZIr6NfU" } }, { "cell_type": "markdown", "source": [ "(Opsional) Pembersihan dan Pra Pemrosesan Data [Skilled]\n", "\n", "**Biarkan kosong jika tidak menerapkan kriteria skilled**" ], "metadata": { "id": "qnbH2l_wv9l8" } }, { "cell_type": "code", "source": [ "# Melakukan Handling Outlier Data menggunakan metode drop.\n", "\n", "for col in numerical_cols:\n", "\n", " ### MULAI CODE ###\n", "\n", " # Hitung Kuartil 1 (Q1) dan Kuartil 3 (Q3)\n", " Q1 = df[col].________(0.25)\n", " Q3 = df[col].________(0.75)\n", "\n", " # Hitung Interquartile Range (IQR)\n", " IQR = ________ - ________\n", "\n", " # Tentukan batas bawah (lower bound) dan batas atas (upper bound)\n", " lower_bound = Q1 - 1.5 * IQR\n", " upper_bound = Q3 + 1.5 * IQR\n", "\n", " # Filter DataFrame: Simpan hanya baris di mana nilai 'df[col]' berada DI ANTARA (inklusif) batas bawah dan batas atas.\n", " df = df[(df[col] >= ________) & (df[col] <= ________)]\n", "\n", " ### SELESAI CODE ###\n", "\n", "# Tampilkan statistik deskriptif setelah outlier dihapus\n", "df.describe()" ], "metadata": { "id": "mvhfyYpat9Xs" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## **Output yang diharapkan:**" ], "metadata": { "id": "bFNvHrC7wTfF" } }, { "cell_type": "markdown", "source": [ "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "e9HQ1wNr6ewF" } }, { "cell_type": "code", "source": [ "# Melakukan feature scaling menggunakan StandardScaler() untuk fitur numerik.\n", "# Pastikan kamu menggunakan function head setelah melalukan scaling.\n", "\n", "### MULAI CODE ###\n", "\n", "# Buat (instantiate) StandardScaler\n", "scaler = ________()\n", "\n", "# Terapkan (fit) scaler ke data dan sekaligus ubah (transform) data tersebut\n", "df[numerical_cols] = scaler.________(df[numerical_cols])\n", "\n", "# Tampilkan 5 baris pertama untuk memverifikasi hasil scaling\n", "df.________()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "G7WXozOgpJp-" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## **Output yang diharapkan:**" ], "metadata": { "id": "xb_pXV7t5B_c" } }, { "cell_type": "markdown", "source": [ "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "ZIaiqDHD627e" } }, { "cell_type": "markdown", "source": [ "(Opsional) Pembersihan dan Pra Pemrosesan Data [Advanced]\n", "\n", "**Biarkan kosong jika tidak menerapkan kriteria advanced**" ], "metadata": { "id": "H5RrswThwQrC" } }, { "cell_type": "code", "source": [ "# Melakukan binning data berdasarkan kondisi rentang nilai pada fitur numerik,\n", "# lakukan pada satu sampai dua fitur numerik.\n", "# Silahkan lakukan encode hasil binning tersebut menggunakan LabelEncoder.\n", "# Pastikan kamu mengerjakan tahapan ini pada satu cell.\n", "\n", "### MULAI CODE ###\n", "\n", "# Tentukan kolom numerik yang ingin Anda kelompokkan\n", "col_to_bin = '________' # (Isi dengan 'CustomerAge' atau kolom numerik lain)\n", "\n", "# Tentukan nama untuk kolom kategori baru\n", "new_col_name = '________'\n", "\n", "# Tentukan label untuk 3 grup (Anda dapat menentukan nama label-nya sendiri)\n", "# Mulai dari rendah --> sedang --> tinggi\n", "bin_labels = ['________', '________', '________']\n", "\n", "# Gunakan 'pd.qcut' untuk membagi data menjadi 3 kelompok\n", "df[new_col_name] = pd.________(df[col_to_bin], q=3, labels=bin_labels, duplicates='drop')\n", "\n", "# Lakukan Label Encoding pada kolom baru ini agar menjadi numerik\n", "label_encoder = ________()\n", "df[new_col_name] = label_encoder.________(df[new_col_name])\n", "\n", "# Simpan encoder dan tambahkan nama kolom baru ke 'categorical_cols'\n", "encoders[new_col_name] = label_encoder\n", "categorical_cols.extend([new_col_name])\n", "\n", "# Tampilkan 5 baris pertama untuk memverifikasi\n", "df.________()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "QjcR-3G0u-GL" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# **4. Membangun Model Clustering**\n", "Pada tahap ini, Anda membangun model clustering dengan memilih algoritma yang sesuai untuk mengelompokkan data berdasarkan kesamaan.\n", "1. Pastikan Anda menggunakan dataframe yang sudah melalui processing sesuai dengan levelnya (Basic, Skilled, Advanced)\n", "2. Melakukan visualisasi Elbow Method untuk menentukan jumlah cluster terbaik menggunakan `KElbowVisualizer()`.\n", "3. Menggunakan algoritma K-Means Clustering dengan `sklearn.cluster.KMeans()`.\n", "4. Jalankan cell code `joblib.dump(model_kmeans, \"model_clustering.h5\")` untuk menyimpan model yang sudah dibuat." ], "metadata": { "id": "Fkd_QHXWMBDr" } }, { "cell_type": "code", "source": [ "# Gunakan describe untuk memastikan proses clustering menggunakan dataset hasil preprocessing\n", "# Lengkapi kode ini dengan mengubah nama DataFrame yang akan dilatih.\n", "# Kode harus digunakan dan dilarang menambahkan syntax lainnya pada cell ini.\n", "\n", "### MULAI CODE ###\n", "\n", "# Buat salinan (copy) dari 'df' ke variabel 'df_used'\n", "df_used = df.________()\n", "\n", "# Tampilkan ringkasan statistik dari DataFrame 'df'\n", "df_used.________()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "hYHmRnb42A1P" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Melakukan visualisasi Elbow Method menggunakan KElbowVisualizer()\n", "\n", "# Buat (instantiate) model clustering\n", "model = KMeans()\n", "\n", "### MULAI CODE ###\n", "\n", "# Buat (instantiate) KElbowVisualizer\n", "# - Masukkan 'model' yang akan digunakan\n", "# - Tentukan jumlah cluster yang akan diuji (range 2 sampai 10)\n", "# - Tentukan 'metric' evaluasi\n", "visualizer = ________(________,\n", " ________=(2,10),\n", " ________='silhouette',\n", " timings=False)\n", "\n", "# Jalankan (fit) visualizer pada data\n", "visualizer.________(df)\n", "\n", "# Tampilkan plot\n", "visualizer.________()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "hgYvwWOzM93L" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## **Output yang diharapkan** (bisa saja sedikit berbeda)**:**" ], "metadata": { "id": "wVbYNw3-xC60" } }, { "cell_type": "markdown", "source": [ "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "rStkbbn9AQxm" } }, { "cell_type": "code", "source": [ "# Menggunakan algoritma K-Means Clustering\n", "\n", "### MULAI CODE ###\n", "\n", "# Buat (instantiate) objek model KMeans\n", "# - Tentukan jumlah cluster (n_clusters)\n", "model = ________(n_clusters=________, random_state=42)\n", "\n", "# Latih (fit) model dengan data Anda (df)\n", "model.________(df)\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "HvngRg-r4EcL" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "Jalankan cell code ini untuk menyimpan model kamu." ], "metadata": { "id": "6aVHlHyU1Dcx" } }, { "cell_type": "code", "source": [ "# Menyimpan model menggunakan joblib\n", "\n", "### MULAI CODE ###\n", "\n", "# Simpan model clustering yang sudah dilatih\n", "________.dump(________, \"model_clustering.h5\")\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "D7AvYmQnY_fI" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "(Opsional) Membangun Model Clustering [Skilled]\n", "\n", "**Biarkan kosong jika tidak menerapkan kriteria skilled**" ], "metadata": { "id": "YDOD9eVMx3mC" } }, { "cell_type": "code", "source": [ "# Menghitung dan menampilkan nilai Silhouette Score.\n", "\n", "### MULAI CODE ###\n", "\n", "# Dapatkan hasil (label) cluster dari model 'kmeans' yang telah di-fit\n", "labels = model.________\n", "\n", "# Panggil fungsi untuk menghitung silhouette score\n", "score = ________(df, ________)\n", "\n", "# Cetak skornya\n", "print(\"Silhouette Score:\", score)\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "SELNsH5O4Oyn" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Membuat visualisasi hasil clustering\n", "\n", "### MULAI CODE ###\n", "\n", "# Buat (instantiate) objek PCA untuk 2 komponen (n_components=2)\n", "pca = ________(n_components=________)\n", "\n", "# Terapkan (fit) PCA ke data 'df' dan transformasikan data tersebut\n", "df_pca = pca.________(df)\n", "\n", "# Buat DataFrame baru 'df_pca' dari hasil transformasi\n", "df_pca = pd.DataFrame(data=df_pca, columns=['Principal Component 1', 'Principal Component 2'])\n", "\n", "# Tambahkan kolom 'Cluster' ke 'df_pca' menggunakan 'labels'(variabel dari hasil 'kmeans.labels_' sebelumnya)\n", "df_pca['Cluster'] = ________\n", "\n", "# Buat scatter plot menggunakan Seaborn\n", "plt.figure(figsize=(10, 8))\n", "sns.________(\n", " x='Principal Component 1',\n", " y='Principal Component 2',\n", " ________='Cluster', # Warnai titik berdasarkan kolom 'Cluster'\n", " palette=sns.color_palette(\"viridis\", n_colors=2),\n", " data=df_pca,\n", " legend=\"full\",\n", " alpha=0.8\n", ")\n", "\n", "### SELESAI CODE ###\n", "\n", "plt.title('Visualisasi Cluster dalam 2D (menggunakan PCA)', fontsize=16)\n", "plt.xlabel('Principal Component 1', fontsize=12)\n", "plt.ylabel('Principal Component 2', fontsize=12)\n", "centers = pca.transform(model.cluster_centers_)\n", "plt.scatter(centers[:, 0], centers[:, 1], c='red', s=200, alpha=0.7, marker='X', label='Centroid')\n", "plt.legend()\n", "plt.show()" ], "metadata": { "id": "K4EbkaXg4QAN" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## **Output yang diharapkan** (bisa saja sedikit berbeda)**:**" ], "metadata": { "id": "zCNr3GGjxtOk" } }, { "cell_type": "markdown", "source": [ "![image.png](data:image/png;base64,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)" ], "metadata": { "id": "7M9bvBkkATTJ" } }, { "cell_type": "markdown", "source": [ "(Opsional) Membangun Model Clustering [Advanced]\n", "\n", "**Biarkan kosong jika tidak menerapkan kriteria advanced**" ], "metadata": { "id": "uloMRbnsyAbB" } }, { "cell_type": "code", "source": [ "# Membangun model menggunakan PCA.\n", "\n", "### MULAI CODE ###\n", "\n", "# Buat (instantiate) objek PCA dengan 2 komponen\n", "pca = ________(n_components=________)\n", "\n", "# Terapkan (fit) PCA ke data 'df_used' dan transformasikan data tersebut\n", "df_pca_array = pca.________(df_used)\n", "\n", "# Buat DataFrame baru 'data_final' dari hasil array PCA\n", "data_final = pd.DataFrame(data=________, columns=['PCA1', 'PCA2'])\n", "\n", "# Buat (instantiate) model KMeans BARU\n", "kmeans_pca = ________(n_clusters=________, random_state=42)\n", "\n", "# Latih (fit) model KMeans BARU ini HANYA pada 'data_final'\n", "kmeans_pca.________(________)\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "SgfOarXX4SD2" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Simpan model PCA sebagai perbandingan dengan menjalankan cell code ini joblib.dump(model,\"PCA_model_clustering.h5\")\n", "\n", "### MULAI CODE ###\n", "\n", "# Pastikan yang disimpan model yang sudah melalui .fit berdasarkan dataset yang sudah dilakukan PCA\n", "________.dump(________, \"PCA_model_clustering.h5\")\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "uKvJy9Ky4VB3" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# **5. Interpretasi Cluster**" ], "metadata": { "id": "anlTI9Trb7F6" } }, { "cell_type": "markdown", "source": [ "## **a. Interpretasi Hasil Clustering**\n", "1. **Contoh Interpretasi:**\n", "- **Cluster 1: (Nasabah Bertransaksi dan Pendapatan Besar)**:\n", " - **Rata-rata (mean) Transaction Amount:** -0.01\n", " - **Rata-rata (mean) Customer Age:** 0.32\n", " - **Analisis:** Cluster ini mencakup pelanggan usia lanjut usia dengan jumlah transaksi yang dilakukan cukup rendah. Pelanggan dalam cluster ini cenderung memiliki daya beli yang rendah dan cenderung bermain aman. Sehingga rekomendasi pada kelompok nasabah ini adalah dengan menawarkan produk-produk investasi atau perbankan dengan resiko rendah.\n" ], "metadata": { "id": "JfgVMEBDS3KG" } }, { "cell_type": "code", "source": [ "# Menampilkan analisis deskriptif minimal mean, min dan max untuk fitur numerik.\n", "# Silakan menambahkan fungsi agregasi lainnya untuk experience lebih baik.\n", "# pastikan output menghasilkan agregasi dan groupby bersamaan dengan mean, min, dan max.\n", "\n", "### MULAI CODE ###\n", "\n", "# Tambahkan kolom 'Cluster' baru berupa 'labels' (variabel dari 'kmeans.labels_' sebelumnya)\n", "df_used['Cluster'] = ________\n", "\n", "# Kelompokkan (groupby) 'df_used' berdasarkan 'Cluster' dan hitung agregasi untuk 'numerical_cols'.\n", "agg_summary = df_used.________(________)[numerical_cols].________(['mean', 'min', 'max']).round(2).T\n", "\n", "# Tampilkan hasil ringkasan\n", "display(________)\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "Qmpy4fmV64Mi" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# **⚠️PERHATIAN: JAWAB DI BAWAH SINI**\n", "## Menjelaskan karakteristik tiap cluster berdasarkan rentangnya sebelum **Inverse** (masih dalam kondisi **Scaled**).\n", "1. **CLUSTER 1: ([TULISKAN NAMA PERSONA CLUSTER DI SINI])**:\n", " - **Rata-rata (mean) :** \n", " - **Analisis:** [TULISKAN ANALISIS LENGKAP ANDA DI SINI...]" ], "metadata": { "id": "KrjMI_dG6tnb" } }, { "cell_type": "markdown", "source": [ "# **6. Mengeksport Data**\n", "\n", "1. Simpan nama kolom hasil clustering dengan nama `Target`.\n", "2. Simpan hasilnya ke dalam file CSV menggunakan function `to_csv()`." ], "metadata": { "id": "jaYP1fx5VgWO" } }, { "cell_type": "code", "source": [ "# Pastikan nama kolom clustering sudah diubah menjadi Target\n", "\n", "### MULAI CODE ###\n", "\n", "df_used.________(________={\"Cluster\": \"Target\"}, ________=True)\n", "\n", "# Tampilkan 5 baris pertama untuk memverifikasi\n", "df_used.________()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "3FInN10U5S4f" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Simpan Data\n", "\n", "### MULAI CODE ###\n", "\n", "________.to_csv('data_clustering.csv', index=False)\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "fkbg_o80aRSH" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "(Opsional) Interpretasi Hasil Clustering [Skilled]\n", "\n", "**Biarkan kosong jika tidak menerapkan kriteria skilled**" ], "metadata": { "id": "rz1vFc2yzFPD" } }, { "cell_type": "code", "source": [ "# inverse dataset ke rentang normal untuk numerikal\n", "\n", "df_inverse = df_used.copy()\n", "\n", "### MULAI CODE ###\n", "\n", "# Gunakan 'scaler' untuk mengembalikan 'numerical_cols' ke nilai aslinya.\n", "df_inverse[numerical_cols] = scaler.________(df_inverse[numerical_cols])\n", "\n", "# Tampilkan 5 baris pertama untuk memverifikasi hasilnya\n", "df_inverse.________()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "OMcRV15y_hH3" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# inverse dataset yang sudah diencode ke kategori aslinya.\n", "\n", "### MULAI CODE ###\n", "\n", "for column in categorical_cols:\n", " # Ambil encoder yang tepat untuk 'column' dari dictionary 'encoders'\n", " encoder = ________[________]\n", "\n", " # Gunakan scaler untuk mengembalikan (inverse) kolom tersebut\n", " df_inverse[column] = encoder.________(df_inverse[column].astype(int))\n", "\n", "# Tampilkan 5 baris pertama untuk memverifikasi hasilnya\n", "df_inverse.________()\n", "\n", "### SELESEI CODE ###" ], "metadata": { "id": "wzIddcB6XjrC" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Lakukan analisis deskriptif minimal mean, min dan max untuk fitur numerik dan mode untuk kategorikal seperti pada basic tetapi menggunakan data yang sudah diinverse.\n", "# pastikan output menghasilkan agregasi dan groupby bersamaan dengan mean, min, dan max kembali setelah melakukan inverse.\n", "\n", "### MULAI CODE ###\n", "\n", "# Kelompokkan (groupby) 'df_inverse' berdasarkan 'Target' dan hitung agregasi untuk 'numerical_cols'.\n", "agg_summary_num = df_inverse.________('Target')[numerical_cols].________(['mean', 'min', 'max']).round(2).T\n", "\n", "# Kelompokkan (groupby) 'df_inverse' berdasarkan 'Target' dan hitung agregasi untuk 'categorical_cols'.\n", "# - Hitung agregasi (agg) 'mode' (nilai yang paling sering muncul).\n", "# - (Kita gunakan 'lambda x: x.mode()[0]' untuk mengambil nilai mode pertama)\n", "agg_summary_cat = df_inverse.________('Target')[categorical_cols].________(lambda x: x.mode()[0]).round(2).T\n", "\n", "### SELESAI CODE ###\n", "\n", "# Tampilkan kedua hasil ringkasan\n", "display(agg_summary_num)\n", "display(agg_summary_cat)" ], "metadata": { "id": "omCabiXBTklU" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# **⚠️PERHATIAN: JAWAB DI BAWAH SINI**\n", "## Menjelaskan karakteristik tiap cluster berdasarkan rentangnya setelah **Inverse**.\n", "1. **Cluster 1: (___)**:\n", " - **Rata-rata (mean) :** \n", " - **Analisis:** Cluster ini ..." ], "metadata": { "id": "WcaT8sxVzLs6" } }, { "cell_type": "markdown", "source": [ "(Opsional) Interpretasi Hasil Clustering [Advanced]\n", "\n", "**Biarkan kosong jika tidak menerapkan kriteria advanced**" ], "metadata": { "id": "jSd6vZslzatv" } }, { "cell_type": "code", "source": [ "# Periksa kembali data yang telah di-inverse.\n", "\n", "### MULAI CODE ###\n", "\n", "________.head()\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "4mGIyUZ2zRCP" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "# Simpan Data Inverse\n", "\n", "### MULAI CODE ###\n", "\n", "________.to_csv('data_clustering_inverse.csv', index=False)\n", "\n", "### SELESAI CODE ###" ], "metadata": { "id": "BEASz_Q__jms" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "End of Code." ], "metadata": { "id": "sWOK6TDTL0eH" } } ] }