{ "cells": [ { "cell_type": "markdown", "id": "6055ab2e-fd92-4ea3-a700-e58bdbd05405", "metadata": {}, "source": [ "# Data Science Process using CRISP-DM\n", "\n", "CRISP-DM merupakan salah satu proses yang sangat umum digunakan dalam data science. CRISP-DM, atau kepanjangan dari *Cross Industry Standard Process for Data Mining*, dalam data science, digunakan sebagai framework untuk memulai sebuah proyek data science sampai menemukan solusi yang dikehendaki. Ujung dari sebuah proyek data science terdiri dari 2 tujuan:\n", "* untuk manusia → berupa laporan, presentasi, *insights*, dan sejenisnya\n", "* untuk komputer → *deployment*, perangkat lunak, dan sejenisnya.\n", "\n", "Secara umum, terdapat 8 tahapan dalam CRISP-DM:\n", "1. *Business understanding*\n", "2. *Data understanding*\n", "3. *Data preparation*\n", "4. *Modeling*\n", "5. *Deployment*\n", "\n", "Kita akan menggunakan data *[Customer Personality Analysis](https://www.kaggle.com/imakash3011/customer-personality-analysis)* untuk mempraktikkan CRISP-DM. Silakan unduh data melalui link tersebut dan simpan di dalam folder `data/marketing_campaign.csv`.\n", "\n", "## A Look At The Data\n", "\n", "Terkadang kita punya data yang akan kita pakai untuk mendefinisikan masalah yang akan kita selesaikan, itulah kenapa banyak perusahaan yang ingin menyimpan \"terlebih dahulu\" semua data yang berkaitan dengan perusahaan untuk kemudian dianalisis di lain waktu. Itu yang akan kita lakukan sekarang dan untuk memulai, kita impor beberapa library yang akan kita butuhkan." ] }, { "cell_type": "code", "execution_count": 1, "id": "564b6d6b-aac3-41cd-8a20-cc0b1ef861cd", "metadata": { "tags": [ "remove-output" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/bitlabsinstructor/.pyenv/versions/3.8.11/envs/bitlabs-webinar/lib/python3.8/site-packages/pandas/compat/__init__.py:124: UserWarning: Could not import the lzma module. Your installed Python is incomplete. Attempting to use lzma compression will result in a RuntimeError.\n", " warnings.warn(msg)\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import seaborn as sns\n", "\n", "plt.style.use(\"fivethirtyeight\")" ] }, { "cell_type": "markdown", "id": "428e683d-c43f-4d66-91f6-44a859682731", "metadata": {}, "source": [ "Kemudian, kita muat data `data/marketing_campaign.csv` menggunakan pemisah \"tab\" (`\\t`)." ] }, { "cell_type": "code", "execution_count": 2, "id": "b79201a5-415f-4696-a26c-0f587f79c2dc", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IDYear_BirthEducationMarital_StatusIncomeKidhomeTeenhomeDt_CustomerRecencyMntWines...NumWebVisitsMonthAcceptedCmp3AcceptedCmp4AcceptedCmp5AcceptedCmp1AcceptedCmp2ComplainZ_CostContactZ_RevenueResponse
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" ], "text/plain": [ " ID Year_Birth Education Marital_Status Income Kidhome Teenhome \\\n", "0 5524 1957 Graduation Single 58138.0 0 0 \n", "1 2174 1954 Graduation Single 46344.0 1 1 \n", "2 4141 1965 Graduation Together 71613.0 0 0 \n", "3 6182 1984 Graduation Together 26646.0 1 0 \n", "4 5324 1981 PhD Married 58293.0 1 0 \n", "\n", " Dt_Customer Recency MntWines ... NumWebVisitsMonth AcceptedCmp3 \\\n", "0 04-09-2012 58 635 ... 7 0 \n", "1 08-03-2014 38 11 ... 5 0 \n", "2 21-08-2013 26 426 ... 4 0 \n", "3 10-02-2014 26 11 ... 6 0 \n", "4 19-01-2014 94 173 ... 5 0 \n", "\n", " AcceptedCmp4 AcceptedCmp5 AcceptedCmp1 AcceptedCmp2 Complain \\\n", "0 0 0 0 0 0 \n", "1 0 0 0 0 0 \n", "2 0 0 0 0 0 \n", "3 0 0 0 0 0 \n", "4 0 0 0 0 0 \n", "\n", " Z_CostContact Z_Revenue Response \n", "0 3 11 1 \n", "1 3 11 0 \n", "2 3 11 0 \n", "3 3 11 0 \n", "4 3 11 0 \n", "\n", "[5 rows x 29 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"data/marketing_campaign.csv\", sep=\"\\t\")\n", "df.head()" ] }, { "cell_type": "markdown", "id": "860229c2-8bac-4621-b258-ff391081e8c5", "metadata": {}, "source": [ "### 1. Berapa jumlah baris dan kolom pada data?\n", "\n", "Umumnya, setiap kali kita melakukan analisis data, kita tertarik untuk mencari tahu jumlah baris dan kolom pada data." ] }, { "cell_type": "code", "execution_count": 3, "id": "8edda9fe-1deb-4f89-9598-cc789296d8a1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# of rows: 2240\n", "# of columns: 29\n" ] } ], "source": [ "num_rows = df.shape[0]\n", "num_cols = df.shape[1]\n", "\n", "print(\"# of rows:\", num_rows)\n", "print(\"# of columns:\", num_cols)" ] }, { "cell_type": "markdown", "id": "f323b297-bc6e-4a4d-a018-de1fccceada7", "metadata": {}, "source": [ "### 2. *Data dictionary*\n", "\n", "Setelah kita tahu jumlah kolom pada data, kita juga tertarik apa representasi dari masing-masing kolomnya, yang disebut dengan **data dictionary**. Untuk hal ini, biasanya seseorang dari tim bisnis, data engineer, data scientist, atau siapapun yang dulu menyimpan data tersebut, paham apa representasi dari tiap kolom. Pada kasus kita kali ini, berikut adalah *data dictionary* kita.\n", "\n", "\n", "#### People\n", "\n", "| Column Name | Representation |\n", "| :---------- | :------------- |\n", "| `ID` | Customer's unique identifier |\n", "| `Year_Birth` | Customer's birth year |\n", "| `Education` | Customer's education level |\n", "| `Marital_Status` | Customer's marital status |\n", "| `Income` | Customer's yearly household income |\n", "| `Kidhome` | Number of children in customer's household |\n", "| `Teenhome` | Number of teenagers in customer's household |\n", "| `Dt_Customer` | Date of customer's enrollment with the company |\n", "| `Recency` | Number of days since customer's last purchase |\n", "| `Complain` | 1 if customer complained in the last 2 years, 0 otherwise |\n", "\n", "\n", "#### Products\n", "\n", "| Column Name | Representation |\n", "| :---------- | :------------- |\n", "| `MntWines` | Amount spent on wine in last 2 years |\n", "| `MntFruits` | Amount spent on fruits in last 2 years |\n", "| `MntMeatProducts` | Amount spent on meat in last 2 years |\n", "| `MntFishProducts` | Amount spent on fish in last 2 years |\n", "| `MntSweetProducts` | Amount spent on sweets in last 2 years |\n", "| `MntGoldProds` | Amount spent on gold in last 2 years |\n", "\n", "\n", "#### Promotion\n", "\n", "| Column Name | Representation |\n", "| :---------- | :------------- |\n", "| `NumDealsPurchases` | Number of purchases made with a discount |\n", "| `AcceptedCmp1` | 1 if customer accepted the offer in the 1st campaign, 0 otherwise |\n", "| `AcceptedCmp2` | 1 if customer accepted the offer in the 2nd campaign, 0 otherwise |\n", "| `AcceptedCmp3` | 1 if customer accepted the offer in the 3rd campaign, 0 otherwise |\n", "| `AcceptedCmp4` | 1 if customer accepted the offer in the 4th campaign, 0 otherwise |\n", "| `AcceptedCmp5` | 1 if customer accepted the offer in the 5th campaign, 0 otherwise |\n", "| `Response` | 1 if customer accepted the offer in the last campaign, 0 otherwise |\n", "\n", "\n", "#### Place\n", "\n", "| Column Name | Representation |\n", "| :---------- | :------------- |\n", "| `NumWebPurchases` | Number of purchases made through the company’s web site |\n", "| `NumCatalogPurchases` | Number of purchases made using a catalogue |\n", "| `NumStorePurchases` | Number of purchases made directly in stores |\n", "| `NumWebVisitsMonth` | Number of visits to company’s web site in the last month |\n", "\n", "\n", "### 3. *Missing values*\n", "\n", "Untuk setiap data yang akan kita analisis, nyatanya, akan sering mengandung beberapa nilai kosong atau yang disebut dengan *missing value*. Ada banyak hal yang menyebabkan adanya nilai kosong, seperti kesalahan pada sistem saat proses koleksi data atau responden yang tidak ingin mengisi kolom tersebut pada suatu survei. Oleh karena itu, kita perlu tahu keadaan ekstrim kolom, yaitu kolom mana saja yang tidak memiliki nilai kosong dan mana saja yang hampir semua nilainya kosong.\n", "\n", "Kita bisa menggunakan metode `isna` pada objek DataFrame.\n", "\n", "```python\n", "df.isna()\n", "```" ] }, { "cell_type": "code", "execution_count": 4, "id": "25bb51af-c7d8-4b80-8843-2aa06c3159b1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Columns with no missing value: Index(['ID', 'Year_Birth', 'Education', 'Marital_Status', 'Kidhome',\n", " 'Teenhome', 'Dt_Customer', 'Recency', 'MntWines', 'MntFruits',\n", " 'MntMeatProducts', 'MntFishProducts', 'MntSweetProducts',\n", " 'MntGoldProds', 'NumDealsPurchases', 'NumWebPurchases',\n", " 'NumCatalogPurchases', 'NumStorePurchases', 'NumWebVisitsMonth',\n", " 'AcceptedCmp3', 'AcceptedCmp4', 'AcceptedCmp5', 'AcceptedCmp1',\n", " 'AcceptedCmp2', 'Complain', 'Z_CostContact', 'Z_Revenue', 'Response'],\n", " dtype='object')\n", "Columns with missing values: Index(['Income'], dtype='object')\n" ] } ], "source": [ "cols_no_na = df.columns[df.isna().sum(axis=0) == 0]\n", "cols_with_na = df.columns[df.isna().sum(axis=0) > 0]\n", "\n", "print(\"Columns with no missing value:\", cols_no_na)\n", "print(\"Columns with missing values:\", cols_with_na)" ] }, { "cell_type": "markdown", "id": "2d316573-e4bd-46d4-861c-e670074740cd", "metadata": {}, "source": [ "```{admonition} Eksplorasi\n", "Coba hitung persentase *missing value* dari tiap kolom!\n", "```" ] }, { "cell_type": "code", "execution_count": 5, "id": "fc945e97-8225-4a4b-9590-d6684e8d82d4", "metadata": {}, "outputs": [], "source": [ "# KETIK DI SINI\n" ] }, { "cell_type": "markdown", "id": "7a0dc934-b156-4798-989a-5213593c0835", "metadata": {}, "source": [ "Selain kita tinjau tiap kolom, kita mungkin juga perlu melihat *missing value* untuk tiap baris data, apakah ada baris yang lebih dari 50% atributnya merupakan nilai kosong. Berbeda dengan kolom, untuk meninjau baris, kita gunakan `axis=1`.\n", "\n", "```python\n", "df.isna().sum(axis=1)\n", "```" ] }, { "cell_type": "code", "execution_count": 6, "id": "469ad806-717f-42c5-9999-6b9b8e83474c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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24 rows × 29 columns

\n", "
" ], "text/plain": [ " ID Year_Birth Education Marital_Status Income Kidhome Teenhome \\\n", "10 1994 1983 Graduation Married NaN 1 0 \n", "27 5255 1986 Graduation Single NaN 1 0 \n", "43 7281 1959 PhD Single NaN 0 0 \n", "48 7244 1951 Graduation Single NaN 2 1 \n", "58 8557 1982 Graduation Single NaN 1 0 \n", "71 10629 1973 2n Cycle Married NaN 1 0 \n", "90 8996 1957 PhD Married NaN 2 1 \n", "91 9235 1957 Graduation Single NaN 1 1 \n", "92 5798 1973 Master Together NaN 0 0 \n", "128 8268 1961 PhD Married NaN 0 1 \n", "133 1295 1963 Graduation Married NaN 0 1 \n", "312 2437 1989 Graduation Married NaN 0 0 \n", "319 2863 1970 Graduation Single NaN 1 2 \n", "1379 10475 1970 Master Together NaN 0 1 \n", "1382 2902 1958 Graduation Together NaN 1 1 \n", "1383 4345 1964 2n Cycle Single NaN 1 1 \n", "1386 3769 1972 PhD Together NaN 1 0 \n", "2059 7187 1969 Master Together NaN 1 1 \n", "2061 1612 1981 PhD Single NaN 1 0 \n", "2078 5079 1971 Graduation Married NaN 1 1 \n", "2079 10339 1954 Master Together NaN 0 1 \n", "2081 3117 1955 Graduation Single NaN 0 1 \n", "2084 5250 1943 Master Widow NaN 0 0 \n", "2228 8720 1978 2n Cycle Together NaN 0 0 \n", "\n", " Dt_Customer Recency MntWines ... NumWebVisitsMonth AcceptedCmp3 \\\n", "10 15-11-2013 11 5 ... 7 0 \n", "27 20-02-2013 19 5 ... 1 0 \n", "43 05-11-2013 80 81 ... 2 0 \n", "48 01-01-2014 96 48 ... 6 0 \n", "58 17-06-2013 57 11 ... 6 0 \n", "71 14-09-2012 25 25 ... 8 0 \n", "90 19-11-2012 4 230 ... 9 0 \n", "91 27-05-2014 45 7 ... 7 0 \n", "92 23-11-2013 87 445 ... 1 0 \n", "128 11-07-2013 23 352 ... 6 0 \n", "133 11-08-2013 96 231 ... 4 0 \n", "312 03-06-2013 69 861 ... 3 0 \n", "319 23-08-2013 67 738 ... 7 0 \n", "1379 01-04-2013 39 187 ... 5 0 \n", "1382 03-09-2012 87 19 ... 5 0 \n", "1383 12-01-2014 49 5 ... 7 0 \n", "1386 02-03-2014 17 25 ... 7 0 \n", "2059 18-05-2013 52 375 ... 3 0 \n", "2061 31-05-2013 82 23 ... 6 0 \n", "2078 03-03-2013 82 71 ... 8 0 \n", "2079 23-06-2013 83 161 ... 6 0 \n", "2081 18-10-2013 95 264 ... 7 0 \n", "2084 30-10-2013 75 532 ... 1 0 \n", "2228 12-08-2012 53 32 ... 0 0 \n", "\n", " AcceptedCmp4 AcceptedCmp5 AcceptedCmp1 AcceptedCmp2 Complain \\\n", "10 0 0 0 0 0 \n", "27 0 0 0 0 0 \n", "43 0 0 0 0 0 \n", "48 0 0 0 0 0 \n", "58 0 0 0 0 0 \n", "71 0 0 0 0 0 \n", "90 0 0 0 0 0 \n", "91 0 0 0 0 0 \n", "92 0 0 0 0 0 \n", "128 0 0 0 0 0 \n", "133 0 0 0 0 0 \n", "312 1 0 1 0 0 \n", "319 1 0 1 0 0 \n", "1379 0 0 0 0 0 \n", "1382 0 0 0 0 0 \n", "1383 0 0 0 0 0 \n", "1386 0 0 0 0 0 \n", "2059 0 0 0 0 0 \n", "2061 0 0 0 0 0 \n", "2078 0 0 0 0 0 \n", "2079 0 0 0 0 0 \n", "2081 0 0 0 0 0 \n", "2084 0 1 0 0 0 \n", "2228 1 0 0 0 0 \n", "\n", " Z_CostContact Z_Revenue Response \n", "10 3 11 0 \n", "27 3 11 0 \n", "43 3 11 0 \n", "48 3 11 0 \n", "58 3 11 0 \n", "71 3 11 0 \n", "90 3 11 0 \n", "91 3 11 0 \n", "92 3 11 0 \n", "128 3 11 0 \n", "133 3 11 0 \n", "312 3 11 0 \n", "319 3 11 0 \n", "1379 3 11 0 \n", "1382 3 11 0 \n", "1383 3 11 0 \n", "1386 3 11 0 \n", "2059 3 11 0 \n", "2061 3 11 0 \n", "2078 3 11 0 \n", "2079 3 11 0 \n", "2081 3 11 0 \n", "2084 3 11 1 \n", "2228 3 11 0 \n", "\n", "[24 rows x 29 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df.isna().sum(axis=1) > 0]" ] }, { "cell_type": "markdown", "id": "fce36fed-0337-4f48-9bfe-392d0cc97382", "metadata": {}, "source": [ "```{tip}\n", "Pandas menyediakan metode `DataFrame.info()` yang akan menampilkan informasi terkait tipe data pada setiap kolom dan jumlah *non-missing values*.\n", "```" ] }, { "cell_type": "code", "execution_count": 7, "id": "58be333b-9d89-4687-9639-f6642c9da977", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 2240 entries, 0 to 2239\n", "Data columns (total 29 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 ID 2240 non-null int64 \n", " 1 Year_Birth 2240 non-null int64 \n", " 2 Education 2240 non-null object \n", " 3 Marital_Status 2240 non-null object \n", " 4 Income 2216 non-null float64\n", " 5 Kidhome 2240 non-null int64 \n", " 6 Teenhome 2240 non-null int64 \n", " 7 Dt_Customer 2240 non-null object \n", " 8 Recency 2240 non-null int64 \n", " 9 MntWines 2240 non-null int64 \n", " 10 MntFruits 2240 non-null int64 \n", " 11 MntMeatProducts 2240 non-null int64 \n", " 12 MntFishProducts 2240 non-null int64 \n", " 13 MntSweetProducts 2240 non-null int64 \n", " 14 MntGoldProds 2240 non-null int64 \n", " 15 NumDealsPurchases 2240 non-null int64 \n", " 16 NumWebPurchases 2240 non-null int64 \n", " 17 NumCatalogPurchases 2240 non-null int64 \n", " 18 NumStorePurchases 2240 non-null int64 \n", " 19 NumWebVisitsMonth 2240 non-null int64 \n", " 20 AcceptedCmp3 2240 non-null int64 \n", " 21 AcceptedCmp4 2240 non-null int64 \n", " 22 AcceptedCmp5 2240 non-null int64 \n", " 23 AcceptedCmp1 2240 non-null int64 \n", " 24 AcceptedCmp2 2240 non-null int64 \n", " 25 Complain 2240 non-null int64 \n", " 26 Z_CostContact 2240 non-null int64 \n", " 27 Z_Revenue 2240 non-null int64 \n", " 28 Response 2240 non-null int64 \n", "dtypes: float64(1), int64(25), object(3)\n", "memory usage: 507.6+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "markdown", "id": "56486acc-6353-41a8-b0ff-0bb7ba01044d", "metadata": {}, "source": [ "### 4. `Dtype` Tiap Kolom\n", "\n", "Jika kita lihat hasil dari metode `info` dan dicocokkan dengan *data dictionary*, kolom `Dt_Customer` sepertinya merepresentasikan sebuah tanggal tapi tipe datanya masih `object`. Oleh karena itu, kita perlu mengubah tipe data `Dt_Customer` menjadi `datetime`.\n", "\n", "```{note}\n", "Pandas memiliki fitur yang akan sangat membantu kita untuk berinteraksi dengan data `datetime`. Oleh karena itu, sangat dianjurkan semua tipe data yang mewakili data tanggal/waktu diubah menjadi `datetime`.\n", "```\n", "\n", "````{panels}\n", ":column: col-sm\n", "\n", "\n", "**Convert to datetime with `astype`**\n", "^^^\n", "`astype` dapat digunakan pada `Series` ataupun `DataFrame`.\n", "\n", "```python\n", "Series.astype(\"datetime64[ns, UTC]\")\n", "```\n", "---\n", "\n", "**Convert to datetime with `pd.to_datetime`**\n", "^^^\n", "Menggunakan fungsi bawaan pandas:\n", "\n", "```python\n", "pandas.to_datetime(Series)\n", "```\n", "````" ] }, { "cell_type": "code", "execution_count": 8, "id": "e85f24c6-abec-459d-91d3-28fdf3df236c", "metadata": {}, "outputs": [], "source": [ "df.Dt_Customer = df.Dt_Customer.astype(\"datetime64\")" ] }, { "cell_type": "markdown", "id": "0e892638-e91c-4c12-9742-10371d44eee5", "metadata": {}, "source": [ "### 5. Visualisasi Sederhana\n", "\n", "Saatnya sekarang kita membuat visualisasi awal yang sederhana untuk mencari tahu karakter dari masing-masing kolom. Jenis visualisasi yang akan kita buat biasanya berupa *univariate* ataupun *multivariate* (mungkin maksimal 3-4 variabel).\n", "\n", "```{admonition} Bar Plot\n", ":class: warning\n", "Bagaimana distribusi status kawin dari setiap customer?\n", "```" ] }, { "cell_type": "code", "execution_count": 9, "id": "a7dae975-7ab3-4480-8915-473c67d1694f", "metadata": {}, "outputs": [], "source": [ "outlier_year = df.Year_Birth < 1940\n", "outlier_income = df.Income > 200000" ] }, { "cell_type": "code", "execution_count": 10, "id": "b6c87781-23c5-4638-bbd1-3f1f30c79ead", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 5))\n", "sns.countplot(x=\"Marital_Status\", data=df)\n", "plt.title(\"Kebanyakan Customer Berstatus Kawin\")\n", "plt.xlabel(\"Status Kawin\", loc=\"left\")\n", "plt.ylabel(\"Count\", loc=\"top\")\n", "plt.grid(False)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "1fe2f353-e122-498e-bc28-bcc71ba35f1a", "metadata": {}, "source": [ "```{admonition} Scatter Plot\n", ":class: warning\n", "Bagaimana hubungan antara umur dan gaji?\n", "```" ] }, { "cell_type": "code", "execution_count": 11, "id": "fff95699-17bd-4647-97b3-5b98bddd5258", "metadata": { "tags": [ "remove-input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(dpi=150)\n", "sns.scatterplot(x=\"Year_Birth\", y=\"Income\", data=df[~outlier_year & ~outlier_income], color=\"gray\")\n", "sns.scatterplot(x=\"Year_Birth\", y=\"Income\", data=df[outlier_year | outlier_income], color=\"royalblue\")\n", "plt.xlabel(\"Tahun Kelahiran\", loc=\"left\")\n", "plt.ylabel(\"Income\", loc=\"top\")\n", "plt.title(f\"4 Customer Yang Berbeda Dengan Lainnya\", loc=\"left\")\n", "plt.text(1980, 650000, \"Outlier\", color=\"royalblue\")\n", "plt.text(1900, 120000, \"Outlier\", color=\"royalblue\", horizontalalignment=\"center\")\n", "plt.grid(False)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4fdf3bfc-0acf-4516-94ff-c2a3e5e8569e", "metadata": {}, "source": [ "Dari gambar di atas, terlihat ada setidaknya **4 customer** yang berbeda dengan yang lain. Dalam visualisasi, *outlier* ini memaksa skala dalam grafik untuk menampung semua titik, sehingga kita kurang bisa melihat kebanyakan data. Oleh karena itu, kita bisa buat visualisasi tanpa keempat *outlier*." ] }, { "cell_type": "code", "execution_count": 12, "id": "a25f36ac-aa66-4a8d-bb0c-09cc4179052a", "metadata": { "tags": [ "remove-input" ] }, "outputs": [], "source": [ "avg_year = df.Year_Birth.mean().round()\n", "avg_income = df.Income.mean().round(2)" ] }, { "cell_type": "code", "execution_count": 13, "id": "9edf5a32-b47b-4df2-bbe7-5a97b1bfce60", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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9euDnn382eOEN5EyoM3PmTHTq1MngTUVeK1aswJtvvokDBw4YDKICOZkf27dvx9q1a43ehiVVr14do0aNEl9nZWXh66+/Ntv20tLSMHbsWHTp0gVHjx7Vu98+e/YMP/30E5o3b25y98u5c+eib9++OoOoAHD37l1MnDgRY8eORWZmpkn1A0D37t0xcuRI7N69W28QFch56hoaGorBgwfjvffeK/D3taRo06aNJHPv/PnziI6ONrmeTZs2SV7rOuaOHj0aAwYMwJYtW4z6vl+/fh3vv/8++vfvj6dPn5rcrlyZmZmYOHEi3n33Xb0Xvjdv3sTbb7+N77//3qT6z507h5YtW2L79u1ag6hAzsX32rVr0bZtW6OOjcWFpY4leW3evBmdO3fG0aNHtQZRASAsLAw9evTAkSNHJMuXLl2KPn366AyiAjl/z86dO+sMTOZnqfOeNl9++SUCAwP1tvX+/fsYP348Zs6cadFM9127dkmO6QMGDBBvqBwdHdG/f3/xvYyMDPz222+F3qa5v+uFYa3jX3JyMvr27YuZM2dqDaJqY8192tzyfx5zP7AGAKVSidGjR+O9997DxYsXrdbjxBa/H/m7+D979gwzZsyQlHn06BE++eQTyTJ9XfrDw8PRsmVLfPTRR3qDqEDOZx0/fjx69uxp9PesadOmmDBhAg4ePKg3iArk/M6PHj2K7t27Y968eYUaD/rff/9F27ZtERQUpDO49Cpbt24dOnXqhFOnTun8jiUlJeGTTz7ByJEjjbp/zOvkyZNo1qwZPv30U73fHyDnwdmlS5cwc+ZMbN261WDdixcvhr+/P/bt26cziArkfD82btwIHx+fQk3UmJSUhO7du2PRokVag6hATrB02bJlGDhwoOR3FRMTgw4dOuD777/XGkQFcoZZnD9/PsaPH2/yPr9jxw40a9YMK1as0Luf5z6c7NatG2bNmmWWsdYZSKUS7+7du+jRo4ckAODk5ITNmzcX6MncmTNn0LdvX40vr4ODA+rUqYPmzZtr7X6zf/9+9O/fX+yiYopFixZJssqcnJzg7e2N5s2bo0qVKlqfkqpUKkyePBmff/65xniK7u7uaNSoEVq0aIFq1apprLdw4ULMmzfP5HYaou2kVKZMGdSrV0/MeNDWBeyff/4x+iJm69at+OyzzzQOmKVKlUKjRo3g5+eHxo0bo3r16kXWfcMSPvroI0nX3z179phl7K4nT56gd+/eWm9aK1eujCZNmqBJkyYaGWMpKSkYPHgwDhw4YNR2Zs+ejR9//FFjuYeHBxo3boxGjRpJntD+9ttvmD17tomfRvs+V6lSJTRs2BB+fn547bXXtGY57dmzB+++++4r0YVen9GjR4s/q9VqbN682aT14+PjcezYMfF1lSpVdGb7avtblStXDg0aNICvry9ef/11jSwUICerOTAw0OSL3lwffPCBJMu5TJkyaNSoEZo1a4ayZctqlP/iiy9w+PBho+r+66+/MHjwYI2bKUdHR8kxPFdsbCwGDBig96FXcWGpY0lewcHBmDZtmnj8d3FxQcOGDdGsWTON7WRkZOD9999HTEwMAOD777/H119/LX7nS5cujUaNGqFp06Ya3ZpfvHiB4cOHa0z6po0lznvaLFy4UDI5oaurKxo0aIDmzZujUqVKGuXXr1+P1atXF2hbBaGrW7+u14W5Kcxlzu96YVnj+JednY1hw4ZJsind3NzQqFEjNG7cWOvvRFdbLbFPm1tWVha2b98uWdapUyezb3fSpEnYt2+f+Dr3u9qsWTOtf3NzscXvR24X/1KlSonLDh06JDmvfPTRR5J9qnv37jq79B87dgy9evXC3bt3JcsdHBxQt25d+Pj4oH79+hqZ06GhoejSpYtR+27+74cgCKhatap4D5L/+jbXqlWrMGvWLIP1a/Pw4UP0799fEvSqVKkSmjZtivr1678SQwfps2nTJnz00Ufiw9Xc+2ht98FAzjASn3/+udH1r127FoMGDdI6IVqVKlXEocqqVatm8pwG06ZNwzfffKPxYNjd3V28X8r7/QByJtX+4IMPsHLlSpO2BeQ82Bk0aBCuXr0qLqtWrRqaN2+O+vXra2SQ/vnnn+LYxI8fP0bv3r1x+/Zt8f0aNWqgRYsWqFOnjsZn/+2337BixQqj27ZkyRJ88MEHGgHaUqVKoUGDBvDx8UHt2rU1trN27VqMHj26yO/p2LWfSrSIiAj069dPkonm4uKC7du3i13ITJGQkIAxY8ZIsopKly6NuXPnYujQoZKuBP/++y+WLl2K4OBgcdlff/2F2bNnY9WqVUZvMzIyEqGhoQByurnMnz8fPXv2lIypExMTo/GE6ttvv5U85bKzs8Po0aMxevRoNGrUSHKQiY2Nxc8//4wff/xRPFCvWrUKLVu2RGBgoNFtNUapUqXQp08fdOvWDS1btpQEEXIlJSVh3759WLZsmXhSiouLw7Rp07BlyxaddWdkZOCzzz6TLOvduzdmzJiB5s2baxxY09LScP36dRw/frxIsl3MqUKFCpgwYYKYLaxWq7Fw4UL88ssvRbYNlUqF9957D1euXBGXeXh4YMqUKRg8eLDG3yo8PBzffvut2GUmKysLH374IZo0aaJ3HMHDhw9jzZo1kmUtW7bE559/jjZt2oh/p8zMTJw8eRKfffYZIiMjsWHDBr3d+HWpVq0aAgMD0bVrVzRt2lRrF7jbt29j27Zt+Omnn8SL4GPHjmHt2rUYN26cRvlKlSqJs/meOnVKciEwZcoUdOzYUWd7CjomYd7Zg43dZmEnWRg8eDA+//xz8fiyc+dOzJ8/Hw4ODkatv23bNslDjeHDh+vtxlOuXDn069cPXbp0ga+vr9ZxAGNjY7F7924EBQWJF1M3btzAwoULsWjRIlM+Hnbt2iUG0jp06IDZs2ejVatW4kMWtVqNs2fPYubMmZKHcbNmzUK3bt30fpYXL15g7NixkvOFu7s75s+fj7fffhtubm7i8qioKCxbtgy7du1CbGysSRfwtshSx5K8UlJSMGXKFKjVatSuXRsLFixAjx49xBtitVqNkydPYtq0aeLN5suXL7Fw4UK89957WLhwIYCcbKLPPvsM7du3F7v2ZWVlITg4GDNmzBCDp48ePcLy5cuNmqTSnOc9bS5cuCBm/jVv3hxz585Fhw4dJN/bsLAwzJo1S/I3WrRoEYYMGWJSF/qCCA8PlzwIrF+/Ppo1ayYp06pVK9SuXVsMeFy9ehU3b940anxbbYr6u964cWPxmLxz507JcCULFy7Ue5zXFsgGLH/827p1q7iv+fv7Y+7cuWjTpo3ks/79999a91dL79PmlpKSgqlTp0oyyapWrYqBAweadbunTp0Sfzevv/465s+fjzfffFPSVfbmzZtwcXHB66+/jjZt2gAA5s2bJ/kO5b0+yM+Y4QnMeS4sLG1d/D/++GO0b98eISEhkodu7u7uCAoK0lrPrVu3MHr0aMn9kp+fH6ZNm4aOHTvC2dlZXJ6eno5Dhw5h0aJF4rE0OjoaH3zwgVHX3d7e3ggMDETnzp3x+uuvawS61Go1bty4gQ0bNmDLli1QqVQAgA0bNqBr167o3r274V9MHp999hkePXoEmUyG4cOHY/LkyahXr574fmZmJs6cOWNSnSVFTEwMPv74YwA5w4zMmzcP3bt3l/y9IyMjMXfuXJw4cUJctmbNGowaNcrgMD7Hjh3Dxx9/LAnSubu7Y/r06Xjrrbc0xtlNTk7GX3/9hf379+v93gLAxo0bNXp1NWvWDF988QXatWsnfj+VSiX++OMPzJ8/X5L1/9lnn6Fp06Yaw4np8/333+P+/fsQBAGjRo3ClClTULt2bfH9J0+e4KuvvsKGDRsk7Xz//fcxZ84cxMbGwsnJCZMmTcLYsWM1kgU++eQTHDp0SFz27bffYuTIkQaHdPrll1+wZMkSybKBAwdi/PjxGmPsP3nyBJs3b8by5cvF7/uBAwewcuVKTJ482ejfhSFCcnLyq51uQyVG3rHSgJwJpL777jtJZo+bmxt27dolXoiYavjw4eKNHpAzlsrhw4clJ6v8li9fLt6g5frtt9/QuXNnnetoC/T4+vpiz549Rk2Gc+nSJXTv3l0MYLi7u2P37t1o2bKl3vXOnj2LQYMGiYGkSpUq4fr16zrHtNI1Ro8u4eHh8PLykgQQ9Hn27Bn69euHa9euAch5qvv333/D29tba/ljx45JBqEfPHiwRsBOF5VKhejoaJ11W2qM1Pz78b///itmdiQnJ6NZs2aS8beOHTum8+8aGBiIs2fPiq8N/X1WrFghCUQ3bdoUu3btMhiMy7+P9+rVSyOrI5dSqUSzZs0kGd0DBgzA2rVrdWYIp6WlYcCAAeIDhbwMjZEaEhKC1q1bG32RHx4ejn79+om/42rVqiE8PFzvWEm6xhcyhSljrBXVNo01depUSSbqpk2b0K9fP4PrqdVqNG3aFPfv3weQMwbttWvXdE7e8Pfff6NJkyZG3fQBOd/JPn36iPW7uLjg5s2beseK0zWu4fTp07FgwQKd6z169Ajt2rWTZBvs2LEDPXv21LnO/Pnz8b///U987enpicOHD+vtKrp69WqNLoqAecZI1TbOr6H9zliWOJYAmsdLIOdc+dtvv+ncD27fvo2AgADxPGdvb48aNWrgzp076N27NzZs2KBzEoQ///wTffv2FV9XqFAB//33n97jg7nPe4DuMZsHDx6MVatW6WxfamoqunTpIuneumTJEkyYMMGothbUrFmzJEPpfPbZZxrddQHNa4wPP/zQ6GChJb/rpl4LaWPN49+YMWOwfPlyozOlLLFPF1T+v0XHjh0xZcoUrWXT09PFyVsPHjwoyTZ0c3PDnj17dI6bn1dhxkjN1aNHD2zevNnoCVhMvWbIz5Lfj6KgVqsRGBiIP//8U1zWpUsXhIeH4/Hjx+Ky1atXa81Gzc7ORrt27STHupkzZ2LevHl6e6clJydj4MCBuHz5srhs+/bt6NWrl851zp07h7Zt2xr9fTp58iSGDh0KpVIJICexIG9PHm3y7+dAzjXW6tWrdU7GVVwV5FpF23GwQ4cO2LZtm0ZQO1dWVhYGDhwoCTh/8MEHeodSe/LkCXx9fSW9jpo1a4bdu3cblU3+6NEjJCUlaX1AGB8fD19fX0ngv3fv3ti0aZPOc3pKSgr69u0rmVS7WrVquHLlis5jS/77CSBnX1qzZo3enruTJk2SXJ/Vr18ft27dgouLC3bt2qXzHJidnY3+/ftLvsuGrjtiYmIQEBAg/i6cnJywYcMGvd9DIOceuk+fPuKx3cnJCf/88w8qVKigdz1jFZ9+rUQm+vTTTyVB1LJly+LAgQMFDqJGR0drdGFZv3693iAqkHOizp/Vmffm2hhubm7YsmWL0TOKf/PNN2IQVRAEbNu2zWAQFQDat28vya5JTEzUOilMQTVr1szoC28gJ4Np/fr1kifi+m6q83YlAID333/f6G3JZDKzXNQXJXd3d0ydOlWyLH+QvqDS0tIkT/ErVKiAvXv3GpXROHPmTMkF+ZEjR3SOpXngwAFJENXLyws//vij3gtZFxcXk/b/vAICAkzKlGjWrJnkOxAbG/vKPsXPlbd7P6A55qkup06dEm/ygZwukvpmwG3ZsqXRQQQgJ0slb1ZuWloa9u7da/T6ubp37673xhHImQgnf5e7vJkL+aWnp2tkXK1Zs8bgeHsTJkwwewaUuVnqWKJNmTJlsGXLFr3BpLp160oeOmRlZeHOnTuoXbs21qxZozeQ8cYbb0gyvx8/fizp/qaNuc97ujRt2hQrV67UG+R1dXXVyH7Wt18XBaVSiT179oivBUHQebOWv3v/7t27dY57awxzfNeLirWOf7kTr5nS3dRa+3RBnDp1Cv369dP6b+jQoeKDwtwbbWdnZwwaNAjnzp0zKohaFKpXr461a9cW2SzWBWXL3w9tXfyPHz8uCaLq69IfHBwsCaIOHz4c8+fPNzjEl7u7O7Zu3SrZrqHu0u3atTPp+9SpUydJsP/vv/9GZGSk0evn+uCDD0pcELWoVKtWDZs2bdIZRAVyHqrmz3g0tG//9NNPkiBq1apVsX//fqOH5KhYsaLOXhbr16+XBFG9vLywbt06ved0Nzc3/PLLL5Ljc2xsrGToEGNMmjTJ4PCHn376qeT7kzu+9KJFi/Q+SLSzs8Onn34qWZZ34kltVqxYIfldBAUFGQyiAsBrr70m6QWckZFhdIKVMRhIpRIr/zgYX375pUbXMVNs3bpVUme3bt3Qvn17o9ZdtGiRJJhz9uxZjfF59MmfGq9PZGSk5MAfGBiItm3bGr2tMWPGSJ7UFGSW7qKUO2ZRLn2TgOQfC7YgMy7auvHjx0u6BZ47dw6nT58udL27du2SZGPMnj3b6JmzAYjdZoCc7N683Tbyyjv+FgDMmTPHqFl8K1SooHVWenPIO+kJkDMkx6usWbNmku/g2bNnxS6A+uQfT7UgE/sZ0qFDB0mAriB/K0M3jrneeustyeu8T/zzO3z4sGT8zDfffNPo88Vnn31m8hhatsRSxxJtxowZY9S5skePHhrLpk2bZtQ4cvkzr65fv250+4xlynlPl7lz5xo1BEenTp0kD6n07ddF4ciRI5L9w9/fX+cDFi8vL8lD4EePHhm84dLHHN91ayqK49+8efPM2i07V1Hs0+Zmb2+PwMBAjBgxokDDCBXUzJkz9QZ4LMXWvx81a9bUOZSKvi79ACQ9yORyuUlJCJUrV8aIESPE16GhoZIAblHI/9DI1O+ys7MzPvroo6JsUokydepUvQ9YczVo0EAS2Lx9+7bOuU0yMzOxbt06ybIlS5YYtR1D1Gq1xiRUCxYsMOphm6enp0bSjbEJEEBO8kreYTR0qVy5Mpo3by5ZVq1aNaOu9Vu2bCmJNei7jkpOTpbcO7Zo0QJDhw41uI1cPXr0kAy1U5RxDQZS6ZUxd+5cyVhgpjp//rzkdd6TqiHVq1fXGL8wf336mJKhlL87iK6ns7o4ODhIAq8XL14Ux+6xlrwXtPoOtvkznnbv3m22NlmLthNcUWSlHj16VPzZzs7O5Ky4xo0bS57AXrhwQaOMSqXC33//Lb52dXVF7969jd5G/gtNc3F1dZWc4G/cuGGR7doyUyedevTokWRG9MqVK5s85pexatSoIf5s6t+qUaNGaNiwoVFly5YtK5mUIC4uTmfZ/DdBpmSJ1KhRA/7+/kaXtzWWOJboYsyQEwA0/uaCIBg9Hnj+7BFdM9oWlrHnPW3c3NzQpUsXo8ra2dnhtddeE18nJSUVeOI2YxiaZCq/opp0ylzfdWsrzPGvfPny6NChQxG3SLfC7NOWkJWVhV9++QV9+vRBr169JGMNmotMJkP//v3Nvh1Disv3Y/To0XjjjTc0li9ZskRnr4enT59KuuZ37dpV50RquuS/hzPlvGSM/IF7U7/LXbp0KZIAXkmVP/ivT5MmTcSfVSoV4uPjtZa7cuWKZIiBGjVqGJUlaYyoqCjJ8BnlypUzafiM/PMRhIWFaSQb6dK+fXuj96X8x4zevXsb/WAu77qPHz/Wed3x559/Ij09XXxtalwDkH5/IyMji2xC15KXrkX0/40ePRpbtmwRu7inpKSgf//+CA4ONjkzNSMjQ3LRJwiC1hO5Pm+88YYkk+LSpUtGBWNLly6NBg0aGL2d/ONI5s0AMFbe7JCUlBTEx8drnYG1MGJjY7F//35cuXIFN2/eRFJSEl6+fGnwQJ+amgqFQqH1qdwbb7wBOzs78W/+448/IiMjAx9++KFkoOzibtSoUVi5cqXYbTp3fC9t410ZQ61WS7JD6tatW6ALsmrVquHRo0cAoLVbUlRUFF68eCG+btKkiWSwd0Nq1qyJypUr67yoMSQ8PByHDh3CjRs3cOvWLTx//hwvXrww2FW0JMygXlgDBgzAvHnzxCzLHTt26M142759OzIzM8XXw4cPNylD/Pbt29i/fz/Cw8MRERGBZ8+e4cWLF+IYYrqY+rfK/zTdkAoVKoiBs/yzhuaV/6Fd69atTdpO69atJePfFReWOpZo4+DggNdff92osvlvomvWrGl0O/Ovq28/yM8c5z1tmjZtarDLal75xwtLSUkpsjHE8kpMTJT0mJHL5QYD2G+99RbmzJkjfvePHj2Kp0+fmhwIMdd33Rwsdfxr0aKFSfuJNpbapwtK33j22dnZSElJwe3bt/Hnn39i48aN4t88JCQEnTp1wu+//25wspnCqFevXoGGLSpqxeX7IQgCZsyYIRlfsUqVKnqDK6GhoZIehYW9LwKMOy+p1WqEhobijz/+wI0bN3D79m2kpKTg5cuXkkk4tTH1u+zr62tS+VdJzZo1TeoVo+18qE3+YHrnzp0LfTzNdenSJclrf39/oyd5BXISi+rXry8OZ6FUKhEeHm7Utagpx4L852FT4ivarqW0XXcUdVxDrVYjMjKywEM95sVAKpVYb731Flq3bo2JEyeKGZXPnz9Hv379cODAAckTJ0MSExMlF7A1atQwaXwoQHOmbmOzWKpXr27SgTn/yb0oxv189uxZkQVS4+LiMHfuXBw4cEBj+AVjJScna33yXK1aNbzzzjuSbLn169dj/fr1aNKkCTp06IA2bdrAz89P62y4xYWjoyNmz54t6er+9ddfo1evXgU6iT969Egyxs+tW7cK/WQ7b3258gdADY0vrE29evVMDqReunQJs2bNKnD3s6KagKc4c3Z2xtChQ7F69WoAOcfEI0eOSCbeyaVWqyXjg8pkMqMz+G/duoWPP/5YMkmaKUz9W5kaLHJxcRF/zvuEPL+8+6ijo6PRM8/nKsh3wxZY6liijYeHh9GZEHn/jgBMOh/kf/ijbz/IZc7znjaF2a8B4z5TQezatUsSQOjevbvBIJKHhwc6d+4sjlGvVCqxe/dukyfEMtd3vShZ+vhXmO7rlt6nzcHOzg4eHh7w8/ODn58fxo8fj3Hjxon7WlJSEoYPH45z586Z9NDXFJYcQkCf4vD9yJX/OG/ouJ//vmjBggVGD2Ogi6Hz0tGjRzFnzhzcuXOnQPVb8rtsrIiICCQkJBhVtkGDBlb9budlrvNh/iH6TH0YoU/+STSNfUicf5284wIbG3cozPWQOa6l8n9/O3XqZPQ2dDH2utIQBlKpRBs8eDCys7Px4YcfisHU5ORkMZhq7IEp/wnNlCdbutYx9iRZunRpk7aTd+yxopJ3rL/CCA8PR//+/Qt9ANPX7fCbb77R6FYM5HQju379OlasWAFBENCwYUN07NgRAwcOLNTYudYyZMgQrFixQhzc+7///sOuXbtMGjcml6X2mfzLCpKFYWpQZuvWrZg6dWqhhqcwZzfX4mTMmDFiIBXIGQNVWyD1zz//lFxgvvnmm0Zd5J84cQLvvPOO0d2PtDGUsZWfMePzFkTefd3Nzc3kMU+Laxc9a55/CvO3LMy6hoJIljjv5VfY/bqggTFD8nfLN3bIi8GDB0sm+9yxY4fJgVRzfdeLijWOf6YmBOSyxj5tCaVKlcKGDRvg6+srBh1u376NdevWYfLkyWbZZkH/BkXN1r8fhWHp89KSJUs0Ji0ylanfDUvsRz/88IPGPAe6rFq1SjKpozWZ63yYf78qyl4c1ow72Nq1lC3HNRhIpRJv2LBhyM7OxpQpU8Qv6dOnT9GvXz8cPHjQqDGB8s4UB2g+rTJG/kksdA1enZ+pEyYV1cEhr6IYIzU5ORkDBw7UuPBu1KgR2rRpg9q1a6NKlSpwdnaGXC6XBB5WrFiBU6dOGbUduVyOHTt2YP/+/QgKCsK1a9c0yqjVaty8eRM3b97EypUrERAQgK+//hpNmzYt3Ie0IDs7O8ydO1cyqPeSJUswcOBAk7p/AObZZ7SdEPNfGBZkhlpT1gkJCZF874Gc31urVq3g6+uLGjVqoEKFCpDL5Ron/3HjxoldiylHvXr10LZtW3F859OnT+PevXsaQdKCTDJ1584djSCCIAho3rw5WrZsiVq1asHT0xNyuVyjK+i8efPw77//FvRjmUXefd3c+7ktsdSxpLiw1HmvOAgLC0NERIT42tHREQ4ODjhz5ozBdeVyORwcHMThQq5fv45//vmnQFk6tshax7+CTMhZ0vdpuVyOMWPGSCY12rp1q9kCqSVxUlRbY8n7ol27dmkEUeVyOdq0aYMWLVqgWrVqKFeuHORyucZ53tgxvrXhfmR5+e/jjZms0ljWjDvYGluNawAMpNIrYsSIEcjOzsb06dPFm7KkpCT07dsXhw4dMjj+Uf6DUVpamsltyH9QNNcMnS4uLpLxXH777bdCn2DzD0tQEMuWLUNSUpL42svLC6tXr5bMyKtL/pkLDREEAf3790f//v0RFRWF06dPIyQkBKGhoVqDYyEhIejatSvWrl2rNcPOVgUGBqJZs2Zil/V79+5h8+bNGDt2rEn15O9e0aBBg0I/Tdcm/xPzvOOlGsuUsbjmzZsnCcJ06dIF3333nc4ZovMqzrOmm9OYMWPEQKpKpcLWrVvx6aefiu8/efJEMst6pUqVjBog//PPP5cEEVq0aIEff/zRqPGhC3KBaW5ubm7iU/SCXLxaekzGomKpY0lxYcnznq3bvn275LVSqcTbb79dqPoWL15c2GbZhOJ0/HsV9ulWrVpJXudOTlKQrDCyvvznpYkTJ6Jbt26FqlNbt/XMzEx89tlnkmXDhg3DwoULDe47tpadTYbl7zGa/z6/MIpT3MHc8n9/V61aVejhBk2Ze0YfBlLplTFq1ChkZWXho48+Epc9fvwYffv2xe+//466devqXDd/N8uCTD6Tfx1zdd0sW7as5Ca8adOmZpk0wlT79u0Tf5bL5dizZ4/RE0AVpvuYt7c3vL29MW7cOABAdHQ0zp49i0OHDuH06dNioC0jIwPjx48XnxgXF/Pnz8eAAQPE18uWLcPw4cNNGs8r/wWeWq02y0y+Hh4ektfGjrVUkHXu3LkjGRO1YcOG2L59u9GZfhwXVbs+ffqgYsWK4gOJ7du3Y86cOeIYZTt27JB0LzVmkqnU1FTJTO8VK1bEnj17NPYXXYpqrKOi5OHhIQZSX7x4gZcvX5p0EVuQ74YtsNSxpLiw1nnP1igUCuzZs6dI6/z111/x5ZdfmtwDw9YUt+Pfq7BPV6xYUWNZbGwsA6nFVP6/m6enp1nOSyEhIZKZ1t988038+OOPRq1bHL4bP/30k86J215F+Y/Rjx8/LrK6i1Pcwdzyf38bNGhQoAmnzKFophYjKibGjh2Lb775RrIsMTERffr00TsguKenpyQAc//+fZMzhm7cuCF5bUxWXEHk72YbHR1tlu2Y4sGDB4iLixNfd+rUyegLbwCS7oCFVadOHYwZMwZ79+7F+fPnJZPApKenY926dUW2LUvo1KkT/P39xdcJCQn4+eefTaqjUqVKksDrgwcPJDOuF5X69etLMj2vX79u0vqZmZlG7wt5Zw4HgJEjRxodRI2OjmZ2gA4ODg545513xNfx8fH4448/xNd5J5kSBAEjR440WGd4eLjk9z1gwACjgwjp6emIiYkxqqwl5X3arVarNY7/hpha3lZY6lhSHNjSec/afv/99yLvnpeUlCQJQBZXxen496rs09qOWbwmKL4sdV+U/7rTlN5h//33X1E3h8ysTp06ktcFndBWmxo1akhe//PPPybXkX8dc8UdzM0W4xq5GEilV8748ePx9ddfS5bFx8ejT58+Oi9IHR0dJeNnqtVqnDt3zqTt/vnnn5LXfn5+Jq1vrHbt2undrjXkf0rn7e1t9LpRUVF4+PBhUTcJAPDaa6/hhx9+kCz766+/zLItc8rflSgoKMikm1YHBwdJV7a0tDRcunSpyNqXy93dXXLhcffuXXGyLGOcPHnS6JuZwuxzpn5nZDLpqbQ4j+lojHfffVfymXPHRA0JCUFUVJS4vEOHDkbNVl+Yv9WFCxeQlZVldHlLyf+0PG+w2ZDs7GwcO3asqJtkEZY6lhQHtnres4b8k0wtXrwYycnJJv/79ttv9dZrLYU5BxSn49+rsk/nnzEbKNqJZIrCq3bdURiWui+y5HUnWV/eJBYgZ8LAohp7M3+MIDQ01KRjfUJCguT+ytHRsVhOrAzYZlwjFwOp9Er64IMPsHDhQsmyuLg49O7dG/fu3dO6Ttu2bSWvt23bZvT2YmNjNQbYDwgIMHp9U3Tu3FnyetOmTSbP5FrU8l/gmdKetWvXFnVzJPKPhZV37K/ionXr1ujatav4+tmzZ/jf//5nUh3595s1a9YUSdvy69Gjh+S1KX9fUzJtC7rPqdVqk7OS849Rl56ebtL6xU3NmjUl+8uJEycQGxurMcnUqFGjjKrPlo8PBdW9e3fJ6507dxo9JvC+ffuK9URnljqW2LqSuF8XxMOHD3H69GnxtUwmQ//+/QtUV79+/SRDhRw/ftwmztmFOQcUp/2kOLW1ME6cOCF57eLigipVqlipNdrl3+cKMobiq6JKlSpo1KiR+DomJsYs2ewF/X4oFAqT7inJNjRv3lzS7fzevXs4fPhwkdRdt25dyTi8SUlJOHLkiNHr79ixA9nZ2eJrHx8fjUl1i4sOHTpIhvDZu3evTZz3AQZS6RU2efJkLFiwQLIsNjYWffr00fo0euTIkZJuyUeOHDE6K/Wzzz6THNA6dOhgUncoUzRr1gzt27cXXz98+FAy+6g15B9vKjQ01Kj1wsPDsXHjRnM0SVRSxpD59NNPJfvn6tWrTTrRjBw5UvLZDxw4UGQXBHnln8F948aNRmUB79q1y6TZfgu6z/38888mz4CcvxumLXY1L2qjR48Wf1apVPjhhx9w4MABcVnFihWNmmQqt2xexv6tjhw5YlKmpyU1atRI8pDm0aNHGpnj2jx69Ajz5883Z9PMzlLHEltny+c9S/rll18kWTpt27bVOlGLMSpUqCC5vsnMzMSuXbsK3cbCKsw5oDgd/16FffrOnTsaE6N16NDB5oIQr+J1R2FMnTpV8nrOnDlFPhZ+Qb8fCxcuLNLxNcky7O3t8f7770uWzZ49u0j2K0EQMGLECMmyL774wqheeYmJiQgKCpIsy3vNXtxUrFgRQ4YMEV+npaVh5syZNpGFz0AqvdKmT58umXEayBn/tE+fPpJxoACgdu3a6NWrl2TZe++9Z3Csjh9++AF79+6VLJs8eXIhWm3YvHnzJN1+Vq5ciUWLFpnU5eDp06dYunSpSU/AdKlevbpkhr2rV6/it99+07vO7du3MXz4cJPG11u0aBF27txp0jr5TzbFtetDkyZNJFk+L1++NCkg6ObmhunTp4uv1Wo1xo0bh4MHD5rUjqioKEydOlVnF766detKTojZ2dkYPHgwTp48qbPOHTt24MMPPwQASbBYn9atW0teb9y4Ebdv39a7zqFDhwoUxMqb6QDk3OBaOwvc3Lp16yaZlG3t2rWSWaeHDRtm9CQwzZs3l4xfe/DgQYM3IBcvXsT48eNNbLVlzZ07V/J648aNmDNnjs4L4aioKPTr1w/x8fFG7+e2yFLHEltnqfOercvf/X7gwIGFqi/v5Ira6reG/OeA4OBgo9ctTse/kr5PX716FW+99ZZGdmfu9Yctyb/P7d+/3zoNKSYGDhwo+Z3duXMHAwcO1LjX00elUuHAgQM6H4rmv+4MCgoyGCBdu3at0RNSke0ZP368JCs1Li4O/fr1Mzow/ujRI9y8eVPre++99x5cXV3F17dv38b48eMliVn5vXjxAsOGDZPM41K9evUC9wKxFTNnzpRk4QcHB2Py5MmS+w5DXr58iZ9++kkyl0NhMZBKr7yPPvoIn3zyiWRZTEwM+vTpg/j4eMnyZcuWoWzZsuLrR48e4c0338TPP/+sMSblf//9h9GjR2tkvQ4fPhydOnUq4k8h1bJlS3z++eeSZcuWLUP79u2xa9cucTbpvNRqNaKjo7Fjxw4MGzYMjRo1wtdff621bEHkDZ4BwMSJE/Htt99qPLl7/PgxgoKC8OabbyIuLg6CIBg9ztDNmzcxceJENGzYEFOnTsXRo0d1nszCw8Px7rvvSrqbyWQyyUQ6xc3cuXMNzpCuz+TJk9GtWzfx9cuXLzFixAgMHToUp0+f1nrCUiqVuHbtGlauXIlu3bqhZcuW2Lx5s96bpsWLF0sykp4/f44BAwYgMDAQa9asweHDh3Hw4EH88MMP6NixIz744ANkZmaicuXKRmc51q5dW5IR+PLlS/Ts2RN79uzRaFtkZCSmTp2KkSNHQqlUokKFCpLvuSHly5dHkyZNxNd37txBp06dsGrVKhw5cgRnzpyR/CvqLAhrkMlkGtnFuQRB0PmeNi4uLggMDBRfq1QqDBo0COvWrdPoInv//n18/vnn6NOnD1JSUuDs7KwxKL+taN++vUYWwE8//QQ/Pz8sXLgQe/fuxdGjR7FlyxaMHTsWbdu2FS+o33vvPWs0WWNfNfbf+fPnJfVY6lhi6yxx3rNlFy9elDzAcnR0RN++fQtVZ+/evSGXy8XX//77b5FO8lEQjRs3loyheeHCBfTs2RPr1q3D0aNHNb4veff/4nb8K277dGJios7j1smTJ7F//34sW7YMffr0QceOHTUyO0ePHq0xFqIt6Nixo+T18uXLMX78eOzYsQMnTpyQfM7iOPZ/UbOzs8PWrVtRpkwZcdnly5fh7++PhQsX6hyv/+nTpzh9+jRmz56Nxo0bY+TIkQgLC9Na1t/fX/J9jIuLQ7du3XD8+HGNRJbw8HCMGDECs2bNglqtRv369YvgU5KleXh44Oeff5Y8/A4PD0fLli3xww8/IDY2VmOd58+f448//sD48ePRpEkTnDlzRmvdnp6e+OqrryTL9u/fjy5duuDcuXOSfSozMxMHDx5Eu3btJPunTCbDjz/+aHRig62qVasWVq1aJVm2bds2+Pv7Y8OGDUhISNC63v3797Fv3z6MHTsWjRo1wpw5c0x6eGJIwe+4iUqQTz75BFlZWVi2bJm47M6dO+jbty8OHTqESpUqAcg5qK1fvx7Dhw8Xn1inpKTg448/xqeffoqaNWuidOnSSEhI0JpF06pVK3zzzTcW+UxTpkxBUlISVqxYIS67ceMGxo8fD0EQUK1aNZQtWxYymQwpKSlITEzEy5cvzdaeyZMnY9euXeJJJTMzE1999RWWLFmCunXrolSpUnj69Cnu3bsnOTnMnDkTcXFxkklsDElKSsLmzZvFMRsrVqyI8uXLw9XVFenp6bh//77kaV2u6dOnF9uMVCAn23Po0KHYunVrgdaXyWRYu3YtRowYgbNnz4rLjxw5giNHjsDR0RHVq1eHu7s7lEolUlJS8PDhQ5MDHR4eHti3bx/69OkjGX7g7Nmzku3m5eLigs2bN2t0D9QXOF60aBF69uwptu/Ro0d477334OLigjp16sDOzg6JiYmSByb29vb46aefMH36dJMeIkydOlUS/Lpx44bOmddzL3aKu5EjR2Lp0qUaf/833njD5KFL5s2bh6NHj4rfyxcvXuCjjz7C3LlzUbduXcjlcjx+/Fhj2JVvvvkGu3btwv379wv3Ycxk6dKlSExMlHRtv3//PpYvX65znQ8++AA9evSQjNVbmAckpujXr1+B1nNzc5P8DSx1LLF1ljzv2aL8XaQ7duxY6OFz3Nzc0LVrV8lQIjt27LDqudvBwQEffPABvvjiC3HZhQsXcOHCBa3lr127JpmJuDgd/4rbPn3q1CmThgXKa8iQIXqP1db0+uuvo1OnTmJvHpVKhV27dmkd6qJ69eo6r0deJXXq1MGOHTswYsQI8fru+fPnWL58OZYvXw4PDw94enrC1dUVL1++xLNnz5CYmGh0/Q4ODli4cKHkQfKdO3fw9ttvw83NTbwuiouLk1z7lipVCmvXrsUbb7xRRJ+ULKlTp05YtmwZPv74YzFb9NmzZ1iwYAEWLFiAqlWronz58hAEAU+ePEFsbKzR3dJHjRqF8PBwbNq0SVx25coV9OnTBx4eHqhevTqysrLw4MEDrePwf/nllyXifgMA+vfvj8TERMybN0/8Pd+5cwczZszAjBkzUKVKFZQrVw6Ojo5ISUnBo0ePTJp4uSCYkUr0/3366aeS7ohATtfCvn37SrIa33zzTQQHB2sMPK9UKhEVFYUrV65oDaIGBgZi//79KFWqlHk+gBZffvkl1q5dqzGWklqtxoMHD3Dt2jVcvXoV0dHRWoOocrm8yGYqdXd3xy+//KIxNlp2djZu3bqFsLAw3L17V3LhPXnyZMybN6/Q287tOnHp0iX8888/GkFUe3t7zJkzp9iPTQjkjM9TmLG83NzcsHfvXkydOlXjCaZSqUR0dDTCwsJw48YN3Lt3T2vgo1y5cnB2dta7nYYNG+LYsWNGTbpWu3ZtHDp0CC1btkRqaqpGe3Xx8/PDqlWrJN0mgZzxdW7cuIHw8HBJENXZ2Rnr1q3TmCzHGAMGDMCsWbM0ZtItySpVqqQ1Q9jYSabyqlWrFrZu3arx91Qqlbh58yauXLkiCSLY2dlhyZIlGDlypMnbsiQHBwds3rwZM2fONJgR4OjoiM8//xxff/21Sfu5rbLUscSWWfO8Z23p6eka3Y0L261fVz2//fab1YdTmTp1aoF7tBSn49+rsE/XqFEDGzZswOrVq236nP7TTz/B19fX2s0oVgICAnD69GmNWdGBnODXf//9h8uXLyMiIkJnEDXvsEb5BQYG4vPPP9cYniclJQXXrl3DtWvXJEFUDw8P7Nq1S9KriYqf9957Dzt37tR6zxwXF4dr164hPDwcDx48MHlsz6CgIMyePRt2dnaS5c+ePcP169dx8+ZNjSCqq6srfvzxR5sclqQwJkyYgD179kiGmMn18OFD3LhxA2FhYYiKitIaRLWzs0PlypWLrD22e3YgsoIFCxZgypQpkmW3bt1C3759JSc+Pz8/XL58GfPmzdN7QrWzs0NAQACCg4OxefNmq9wQvv3227h+/ToWLFiAevXqGSxfqlQpdOvWDd9//z0iIiIks8EX1uuvv44zZ84YHD+xVatW2L9/PxYuXGjSWIErVqzAypUrERgYKGYR61O6dGkMHToU58+fx+zZs43eji2rVq0axowZU6g67Ozs8MUXXyAsLAxjx441amIQT09PDB48GNu2bUNERITGoPvaeHl54ffff8fu3bsxePBgMZvFwcEBVapUQbdu3bBy5UpcvHgRLVq0AJBz4ZBLJpMZfDAxaNAg/PHHH3qfyNrb26N///4ICQkpcEYekJNVdOHCBUybNg3+/v6oVKlSsQ4CGSP/YPjly5fXGEvaWO3bt8epU6fQq1cvnd97QRDQuXNnnDx5EhMmTCjQdizNwcEB8+fPx8WLFzFr1iw0b94c5cuXh52dHcqUKQMfHx989NFHCAsLw7Rp0wBI93OgeAZSAcsdS2yZuc97turAgQOSh5YuLi7o0aNHkdTdtWtXyXfi6dOnRTKee2HIZDKsXLkSJ0+exPjx4+Hn54fy5ctLhiHQpzgd/0rKPi0IAkqXLo2qVasiICAAH374Ifbv349r167hrbfesnbzDKpYsSKOHj2Kbdu2YciQIXjttdfg7u5e7LvxmlvNmjVx/Phx/Prrr3jzzTcNfkcFQUDTpk0xY8YMXLhwAWvWrNFbftq0adizZ4/eLHlnZ2e8++67+Ouvv4xKKCDb17VrV4SHh2P+/Pnw8vLSW9bBwQFt27bF//73P6OSD+bMmYMLFy6gX79+krFC83N3d8fo0aMRFhaGYcOGmfoRioUOHTrg6tWr+O6779CkSRODD7ucnJzQvn17LFq0CDdv3ixQsocuQnJysvWnvCIq5v777z/8+++/ePz4MdLT01G2bFl4enqidevWNjcLfEJCAsLCwpCUlCR2bSlVqhQqVaqE+vXro06dOhbpRpqcnIzQ0FDcu3cPL168gFwuR40aNeDr66v1SVNB3Lt3D9HR0bh//z6eP38OpVIJFxcXlC1bFg0bNkSjRo00shVJu1u3buG///5DUlISkpOT4ejoiNKlS6N69eqoV6+excZp8/LyEvfbGjVq4Pr160av++DBA1y8eBHx8fFQKBRwc3NDnTp14OfnJxk3i4y3cuVKyYR9U6ZMwZdfflnoeh8/fowLFy4gNjYWaWlpcHV1Ra1atdCyZUuUL1++0PXbunnz5knGgzp06BDatm1rxRYVHVs5lliDJc57VPwVp+Mf92kq7hQKBS5fvozY2Fg8efJE/M55eHigTp06qF+/foGvEW/fvo1Lly7h8ePHyMzMRJkyZeDt7Y2WLVuW+Aftr7qYmBiEh4eL1zpOTk5wd3eHt7c3Xn/99QL3UM3IyMBff/2FBw8e4MmTJ5DJZChfvjzq1KkDHx8fjczVku7Zs2e4dOkSEhMT8fTpU2RlZaFUqVKoWLEivL294e3tXaiemvowkEpERMXC9evXJWNIBQYGiuPgknW0bt0aERERAHKyNi5fvow6depYuVXFX9u2bfHPP/8AyMl0u3fvHkqXLm3lVhEREREREbv2ExFRsbB69WrJ69atW1upJQQAISEhYhAVyJlkikHUwjt//rwYRAWA1157jUFUIiIiIiIbwUAqERFZnKmDrR89ehQ7d+4UXzs5OWHQoEFF3SwyQVBQkOT12LFjrdMQG2bqfv78+XNMnTpVsqygE9gQEREREVHRYyCViIgsbs6cOVi0aBEePnyot1xWVhbWrl2LESNGSIJSgwcPRrly5czdTNIhODgYx48fF197eXmhZ8+eVmyRbQoJCcHgwYNx4cIFg0HV8PBwdO3aFdHR0eKycuXKYciQIeZuJhERERERGcn8M8oQERHl8/z5c6xevRrfffcdWrVqhVatWqF+/fooW7YsVCoVnj59ivDwcBw5cgSxsbGSdatVq4aFCxdaqeWvnoSEBLEL/+PHj3H+/Hls375dUmb27Nmv3AD3xlCr1Th69CiOHj2KatWqoWPHjmjSpAkqVaoEZ2dnPH/+HHfu3MGZM2cQEhKisX5QUBAnQiMiIiIisiEMpBIRkdWoVCqEhoYiNDTUqPLVqlXD7t27GVyyoJMnT2LSpEk632/fvj0GDx5swRYVT7GxsdiyZYtRZWUyGRYuXIg+ffqYuVVERERERGQKdu0nIiKLq1y5MgRBMLq8TCbD22+/jRMnTqBRo0ZmbBmZolGjRtiwYYO1m2Gz3NzcUKpUKZPWadSoEXbv3q03eE1ERERERNYhJCcnmzYTAhERURGIjY3FqVOncPHiRURGRuLBgwdISUlBRkYGSpUqBQ8PD9SrVw8BAQHo3bs3Z4S3ku3bt0uCem5ubqhfvz4CAwMxduxYyOVyK7bO9ikUCpw5cwahoaG4fv06YmJikJSUhPT0dDg4OKBs2bLw9PREq1at0LFjR3Tq1MmkhwxERERERGQ5DKQSERERERERERERGcCu/UREREREREREREQGMJBKREREREREREREZAADqUREREREREREREQGMJBKREREREREREREZAADqUREREREREREREQGMJBKREREREREREREZAADqUREREREREREREQGMJBKREREREREREREZAADqUREREREREREREQG2Ftz47dv38a1a9eQlJSElJQUqFQqzJ4925pNIiIiIiIiIiIiItIgJCcnqy25wZcvX+Lnn3/G+vXrER8fr/H+06dPNZaNGTMGsbGxEAQBGzduRJUqVSzRVCIiIiIiIiIiIiIAFu7af/XqVbRr1w6LFi1CfHw81Gq15J8ufn5+uHTpEi5duoRdu3ZZsMVEREREREREREREFgyk3rhxA4GBgbh3754YOK1duzZ69eqFypUr61136NChsLfPGYXgwIEDlmguERERERERERERkcgigdTs7GyMHTsWL168AAA0atQIx48fx5UrV7Bt2zY0atRI7/ru7u5o164d1Go1rl+/juTkZAu0moiIiIiIiIiIiCiHRQKpv/76KyIjIyEIAl5//XUcO3YMvr6+JtXh5+cHAFCr1fj333/N0UwiIiIiIiIiIiIirSwSSP3999/Fn7/77ju4urqaXEfDhg3Fn6Ojo4ukXURERERERERERETGsEggNTw8HABQtWpVkzNRc3l4eIg/P3/+vCiaRURERERERERERGQUe0tsJCkpCYIgoFatWgWuw9HRUfw5KyurCFpFRERERJYgk8kgCALUajVUKpW1m0NEREREVCAWyUh1cHAAULgA6JMnT8Sf3d3dC9skIiIiIjIjQRDg4OAAuVwOlUqF1NRUqFQqyOVyODg4QBAEazeRiIiIiMgkFslIrVixIl68eIG7d+8WuI7c4QEAoHLlykXQKiIiIiIyB5lMBkdHR0RGRuLChQtISEgQ3/P09IS/vz/q1asHpVLJDFUiIiIiKjYskpHavHlzAMCjR49w5coVk9dXqVTYu3cvgJwL89atWxdp+4iIiIioaAiCAEdHRxw/fhx79+6VBFEBICEhAXv37sWJEyfg6OjIzFQiIiIiKjYsEkjt3r27+POXX35p8vqrV6/G3bt3IQgCWrVqxa79RERERDbK3t4ekZGRCAsL01vu8uXLiIqKgr29RTpIEREREREVmkUCqf369UOdOnUAAH/++Sc+/PBDZGZmGrXuli1bsGDBAvH1zJkzzdJGIiIiIio8Ozs7hISEGFU2JCQEdnZ2Zm5R8SOTyWBnZweZzCKX6kRERERkJItcndnZ2WH58uXihfKOHTvQsmVLrFq1Cv/88w+USqVYNikpCTdv3sTmzZvRtWtXTJs2DVlZWRAEAW+99RY6duxoiSYTERERkYlkMhkUCgUSExONKp+QkACFQsGAITg5FxEREVFxICQnJ6sttbFffvkFkydPRnZ2tsZ7anVOM/JfJOYub926Nfbt2we5XG7+hhIRERGRyezs7JCamorVq1cbvc6ECRPg6uqq9frwVcHJuYiIiIiKB4s+/h8yZAh+//131KpVC2q1WvwH5ARQBUGQLFer1ZDJZBg7diwOHDjAICoRERGRDVOr1SZfr8nlcvF68FXEybmIiIiIig+L96Nq2bIlLl++jA0bNqBbt25wd3fXCKoCQK1atTB27Fj8/fff+Pbbb+Hg4GDpphIRERGRCXK7ont6ehpV3tPTU+zK/qri5FxERERExYdFu/brEhcXh6dPnyItLQ1ubm6oWLEiypUrZ+1mEREREZGJHBwcEB0djb179xosO2DAAHh5eRk9CWlJJJfLsXHjRqPGlfX09MSoUaOgUCgs0DIiIiIiys8mHmlXrVoVVatWtXYziIiIiKiQsrKyUK9ePfj4+OjNsvT19YW3tzcyMjIs2DrbUpjJuV7lLF4iIiIia7GJQCoRERERlQxqtRpKpRJdunRBrVq1EBISojF5UkBAALy9vaFUKl/58VFNzS5VKBRwdXU1U4uIiIiISB8GUomIiIjMTCaTiZNqvgqZhCqVChkZGfDy8oK3tzcUCgUUCgXkcjnkcjmys7ORkZHxSgdRAU7ORURERFTcWHyyKSIiIqJXgSAIcHBwECdTSk1NFSdjcnBwKPGzr6vVamRmZopd0V1dXcWu7JmZmQwGgpNzERERERU3Fs9IffnyJQ4ePIi//voLkZGReP78OdLS0oy+mBYEAeHh4eZtJBEREVEhyGQyODo6IjIyEhcuXNDo2u7v74969epBqVQWWVDMlrNeTW2PLX+WopadnQ1/f3+jJucKCAhAdna2BVpFRERERNoIycnJFksH+N///oelS5ciNTW1QOur1WoIgoCnT58WccuIiF6tG3ciMh9BEODk5ITjx48bnGypc+fOheriLggC7O3tYWdnp7X7fFZWVrHJ/CxJn8UUltxfiIiIiKhwLJaROnXqVGzdupUXfkRkU17VG3ciMh97e3tERkbqDYoBwOXLl1GzZk14eXkhMzPT5O1YI+vVXErSZzEVJ+ciIiIiKj4skpH6+++/45133hEzvcqUKYN+/frBx8cHnp6ecHZ2Nqm+tm3bmqmlRPQqeZVv3InIfORyOTZu3IjExESDZT09PTFq1CiTZ24vSVmMJemzFAYf7BERERHZPotkpG7atEn82d/fH9u2bYOHh4clNk1EpJUgCHB0dNR5456QkIC9e/eW+Bt3IipauZMpGRNEBXKONbmTMZnywMZSWa+WUJI+S2HkTs6VmZkpTs6lVqtNDrITERERkfnILLGR3Mmh7O3tsWHDBgZRicjqTLlxj4qKgr29xefmI6JiSBAEkwNfCoUCgiCYtI6dnR1CQkKMKhsSEgI7OzuT6rekkvRZiopKpUJ2djZ7QxARERHZGIsEUp8/fw5BENCkSRNUqlTJEpskItKLN+5EZA5qtRpyudykdeRyuUkZ74XJerU1JemzEBEREVHJZ5Gr0NwMVFPHQiUiMgfeuBORuahUKsjlcnh6ehpV3tPTE3K53KTMQ0tlvVpCSfosRERERFTyWSQq0KxZM6jVaty/f98SmyMi0os37kRkTtnZ2fD39zeqbEBAALKzs02q3xJZr5ZSkj4LEREREZV8FgmkDh06FADw4MEDXL161RKbJCLSiTfuRGROWVlZqFevHnx8fPSW8/X1hbe3N7Kyskyq3xJZr/rIZDLY2dkVSZa+tT8LEREREZEpLBJI7devH9q2bQu1Wo0ZM2YgNTXVEpslItKKN+5EZE5qtRpKpRJdunTBgAEDNI41np6eGDBgADp37gylUlmghzTmznrNTxAEODg4iMfC1NRU8Vjq4OBQqIx9S38WIiIiIqKCEpKTky2SYvXs2TP069cP169fx+uvv46goCCDmRpERObi4OCA6Oho7N2712DZAQMGwMvLC5mZmRZoGRGVFIIgwN7eHnZ2dlAoFFAoFJDL5ZDL5cjOzkZWVlaBM90FQYCTkxOOHz+OsLAwneV8fX3RuXNnZGRkFHhbMpkMjo6OiIyMxIULF5CQkCC+5+npCX9/f9SrVw9KpbJAD5ws+VmIiIiIiArDYoFUIGeMwfnz52PDhg1Qq9Vo0KABfH19UbFiRTg4OBhdz+zZs83YSiJ6FfDGnYgsSSaTQRAEqNXqIu1i7+joiKioKISEhGgEOAMCAuDt7V3gACdguWOlJT4LEREREVFhWTSQeu/ePSxbtgy//PKLOB5YQbqCPX36tKibRkSvIN64E1FxZ86sV8Cy2fvm/ixERERERIVlsUBqaGgoBg8ejJcvX4rLCnIxLAgCA6lEVGR4405EJYU5sl7lcjk2btyIxMREg2U9PT0xatQoKBSKQm/XHJ+FiIiIiKiw7C2xkZiYGLz99tuSSaZKly6N1157DZ6ennB2drZEM4iINKjVamRmZiIzMxMymQyurq5Qq9VFEgggIrKkog44ymQyKBQKo4KoAJCQkACFQgGZTFbotjB4SkRERES2yCKB1B9++AGpqakQBAGlSpXCkiVLMHDgQDg6Olpi80RERuGNOxHR/xEEweSHSgqFAq6urmZqERERERGRdVkkkHrq1Cnx502bNqFjx46W2KxOKSkpuH79Oq5evYrw8HCEh4fjzp07Yvfda9euoWbNmnrrOHfuHPr06WP0NmNiYuDu7q63jEKhwKZNmxAcHIyoqCi8ePECFStWRKtWrTBixAi0b9/e6O2dPXsWW7duxcWLF/Ho0SOULl0a3t7eCAwMxKhRoyCXy42qJz4+HuvWrcORI0cQGxuL7OxsVK1aFR07dsTYsWNRt25do+pRqVTYuXMnfvvtN9y8eRPPnj1DhQoV0KRJEwwbNsyk3yURERGZn1qtNvp6IZdcLudwKERERERUYllkjNRKlSohMzMTNWvWxNWrV829OYPatWuHGzdu6HzfGoHUO3fuYOjQobh165bOMqNHj8by5cshk8l0llGpVJg5cyY2btyos0z9+vWxc+dOeHl56W3z0aNHMW7cODx//lzr+3K5HEuXLsXIkSP11vPkyRMMHToUf//9t84yPXr0wIYNGzjMAxERkQ2Ry+XYtGmTZDI+XYpyjFQiIiIiIltkkYxUNzc3PHnyBDVq1LDE5gzKmynh5uaGJk2aICoqyugxwPL79NNP0bNnT71l3NzcdL6XnJyMAQMG4O7duwCAfv36Yfjw4ShXrhz++ecf/PDDD4iOjsbGjRvh4uKCr776Sm9bcoOoderUwdSpU/H666/jyZMn2L59O/bv349bt25hwIABOH36tM7gblhYGN59910oFAo4Ojrigw8+QJcuXWBvb4/z58/jhx9+QEpKCqZNm4ayZcuid+/eWutRKpUYPHgwLl++DADo0KEDxo4di6pVqyI6OhorV65EeHg4jhw5gnHjxmHr1q16f49ERERkOdnZ2fD398fevXsNlg0ICEB2drYFWkVEREREZB0WyUjt1KkTrly5gqZNm+LMmTPm3pxBq1evRvny5dG8eXN4eXlBEAT06tULISEhAEzPSF21ahWGDx9e4PZ88sknWL16NQBgxowZ+OyzzyTvJycno2vXroiMjIQgCDhz5gyaNm2qUU94eDjefPNNqNVq1K9fH0ePHtUIlH7++ecICgoCAEycOBGLFy/WqEetVqN9+/a4fv06BEHAr7/+is6dO0vKXL9+HV27doVCoUDlypURFhYGFxcXjbp+/PFHzJ07FwAwaNAgrFmzBoIgiO9nZGTgrbfeEn/327dvR69evQz8xoiIiMgSBEGAk5MTjh8/jrCwMJ3lfH190blzZ2RkZLBrPxERERGVWLr7iBehvn37AgBu3ryJ5ORkS2xSrwkTJmDgwIGoU6eOJKhnDcnJydiwYQMAoGbNmmLQMS93d3csXboUQE6QMzcQml9QUJB487J06VKt2aaffvqpmBm8fv16rX+P48eP4/r16wCAt99+WyOICgBNmjTBhx9+CCBnHNWdO3dqlFGpVPjhhx8AAKVKlcLSpUs1ft9OTk5YsWKFuPy7777T+tmIiIjI8tRqNZRKJbp06YIBAwbA09NT8r6npycGDBiAzp07Q6lUMohKRERERCWaRQKpI0aMQMWKFZGVlYUlS5ZYYpPFxpEjR6BUKgEAw4YNg7299tEWOnToIGbJHjt2DOnp6ZL309PTcfz4cQBArVq1dE5MZW9vj2HDhgHI6XZ/5MgRjTLBwcHiz++++67OtucdG3X//v0a74eGhorDJQQGBuocRqBOnToICAgAkDOkwIMHD3Ruk4iIiCxLpVIhIyMDXl5eGDVqFKZNm4YJEyZg2rRpGDVqFLy8vJCRkQGVSmXtphIRERERmZVFAqlly5bF+vXr4eTkhJ9//hnffvttictYSE9PR0xMDO7du4fU1FSj18vt0g4Ab7zxht6y7dq1AwCkpqZqTNp19epVcbu55XTJu52828+/zNnZGX5+fjrrqVGjBmrVqgUAuHjxosa4aKZ8NkNtIiIiIutRq9XIzMyEQqGATCaDq6srZDIZFAoFMjMzS9x1HRERERGRNhaZbOrBgweoWbMm1q9fj8mTJ2Px4sXYu3cvhg0bBj8/P1SsWBEODg5G11e9enUzttZ0X3zxBaZMmSIGEgVBQIMGDRAYGIhx48ahbNmyOteNiIgQf27QoIHe7dSvX1/8+datW/D399daT95y2uTdzq1btyTvpaWl4d69ewCA2rVrw9HR0WCbYmJioFQqcefOHXh7exeoTfk/GxEREdkmZp4SERER0avKIoHUJk2aSMbGVKvViIiIwIIFC0yuSxAEPHnypCibV2iPHj2SvFar1fjvv//w33//Yf369Vi3bp3Orva53dhdXV3h4eGhdzvVqlXTWE/ba0OB5rJly8LFxQVpaWka9cTFxYlZJcYErPO3KW8g1ZQ26ftsRERERERERERE1maRrv25cgN0giBoBFYN/ctbzhYIgoBWrVph8eLFOHPmDO7fv4+kpCTcunULW7ZsQZs2bQAAjx8/xpAhQ3D58mWt9bx8+RJATiDVkFKlSok/v3jxQms9xtaVWybvegWpp6japK8eIiIiIiIiIiIia7NYIDV/MDR/kNTY9W1FQEAAjh49iokTJ6JZs2Zwc3ODvb09KlWqhL59++Lw4cOYOHEigJzxU6dMmaK1K1zupFGGutDnL6NQKLTWA8CoYRKcnJw01itIPca2ydDny22PtnqIiIiIiIiIiIiszSJd+589e2aJzVhU3oxaXe9//fXXOH/+PG7cuIGbN28iNDRUnJ0+l7OzM1JTU6FUKg1uM28ZuVyuUU+uzMxMg3VlZGRorFeQeoxtk1Kp1HhfW3u01UNERERERERERGRtFu3a/6oRBAFDhw4VX2ubjT63S3tqaqrB+vKWKV26tNZ6TK0r73qFqaewbdJXDxERERERERERkbUxkGpmeSdfSkxM1Hg/d5Kl1NRUg5m7eSdhyjs5U/7XhiZrevr0KdLS0rTWU6VKFTHb1phJn4qqTfrqISIiIiIiIiIisjYGUs0sOztb/NnOzk7j/QYNGog/R0RE6K3r1q1bWtfL/zpvOW3ybid/Pa6urqhRowYA4O7duwa79+duy9HREV5eXgVuk77PRkREREREREREZG0MpJrZP//8I/5ctWpVjffzjpl67tw5vXXlvu/q6opmzZpJ3mvevDlcXFxMqif/9vMvS09Px6VLl3TWc//+fcTExAAAWrVqBXt76ZC7BflsAODv76+3LBERERERERERkaVZLZAaHR2NFStWYOTIkWjbti1ef/111KtXD35+fujRowdmz56N4OBgoyY8slUKhQKbN28WX7dv316jTM+ePcUZ7bdv346srCytdZ09exb37t0DAHTp0kUMmuZycXFBly5dAAAxMTE4e/as1nqysrKwfft2ADlZpD169NAoExgYKP68adMmXR8PW7Zs0bpOLn9/f1SsWBEAEBwcjOfPn2utJzo6GufPnwcAtGjRQsyIJSIiIiIiIiIishUWD6RGR0dj4MCBaNmyJT7//HMcOnQIN2/eRFxcHB4/fozo6GhcvHgRa9euxejRo/Haa69h5cqVUKvVlm6qTsnJyTh16pTeMqmpqRgzZow49mdAQIBGFikAuLu7Y9SoUQCAe/fuYfHixVq3N2vWLAA5E1hNmzZN6zanT58ujm/68ccfaw1cfvXVV7h//z4AYPTo0XB3d9co06VLFzRu3BgA8Ouvv+LkyZMaZa5fv46VK1cCADw9PTFs2DCNMjKZDFOmTAEAvHjxArNmzdL4O2ZkZGDq1Kni8unTp2v9bERERERERERERNYkJCcnWyxCuW/fPnz44YdIT0+HWq2GIAh6A6S57wuCgDZt2uCXX34pkhnd79y5g9DQUMmyoKAgREVFAQAWLlyIsmXLiu+VKlVKknF57949NG3aFHXr1kWvXr3QvHlzVKlSBXK5HM+ePcPff/+NzZs3IzY2FgBQvnx5HD16FHXq1NHanqdPn+LNN98UM0779++P4cOHo1y5cvj333/x/fffIzo6GgAwYcIELFmyROdnmz17NtasWQMAqFu3LqZNm4bXXnsNT548wbZt27B//34AQK1atXD69Gl4eHhorefvv/9Gnz59kJGRAUdHR0yaNAldunSBvb09zp8/j6CgIKSkpEAQBGzevBl9+/bVWo9SqUT37t1x5coVAECHDh3w/vvvo2rVqoiOjsbKlStx9epVADnZuTt27ND52YiIiIiIiIiIiKzFYoHUEydOYOjQocjKyhIDpG5ubujQoQMaNWqEcuXKwdHRES9evEBMTAwuX76M8PDw/2vo/w+mHjhwQOukTabYvn07Jk2aZHT56tWr48aNG+Lr3ECqMZo2bYq1a9eiXr16estFR0djyJAhYjBXm5EjRyIoKAgyme5EYpVKhWnTpkm63efn7e2NX375RWdgN9fhw4cxYcIEpKSkaH1fLpdjyZIlYkatLo8fP8bQoUNx+fJlnWW6deuGjRs3agxZQEREREREREREZAssEkhNT0+Hn58f4uLiIAgC3N3d8emnn2L48OFwcnLSuV5kZCQ+++wzHD16NKexgoAlS5Zg3LhxhWpPYQOpSqUSf/zxB8LCwnD16lXExcXhyZMnePHiBVxdXVG5cmW0aNEC/fr1Q5cuXfQGPvNSKBTYuHEjgoODERUVhZcvX6JChQpo2bIl3n33Xa1jrOpy9uxZbN68GX///TceP36MUqVKwdvbG4GBgRg9ejTkcrlR9Tx8+BBr167F0aNH8eDBA6hUKlSuXBkdO3bE+++/D29vb6Pqyc7Oxo4dO/Dbb7/hv//+Q3JyMsqVK4emTZti6NChWsdYJSIiIiIiIiIishUWCaRu3LgRM2bMgCAI8PT0xMGDBw1mQ+a1YMECrFixAkDOeJz//fefuZpKREREREREREREpMEik0398ccf4s/fffedSUFUAPj888/RvHlzAEBiYqI4piYRERERERERERGRJVgkkHrz5k0AQKVKldC9e3eT1xcEASNGjBBf//vvv0XWNiIiIiIiIiIiIiJDLBJITUpKgiAIJmei5lW3bl3x5ydPnhRFs4iIiIiIiIiIiIiMYpFAqqOjI4CcSacKKiMjQ/zZwcGh0G0iIiIiIiIiIiIiMpZFAqmVKlWCWq1GREQEUlNTC1THpUuXJPURERERERERERERWYpFAqmtWrUCkJOR+tNPP5m8fnJyMjZt2qRRHxEREREREREREZElWCSQGhgYKP68dOlS7Ny50+h1k5OTMWTIEDx69AiCIKB58+aoVq2aOZpJREREREREREREpJVFAqmdO3eGv78/1Go1MjMzMWnSJAwdOhRnz56FSqXSuk5CQgL+97//wc/PD3///be4fMGCBZZoMhEREREREREREZFISE5OVltiQw8ePED37t0RHx8PtVoNQRAAAM7OzqhXrx7Kli0LBwcHvHz5EjExMXj48CEAiGXVajVmzpyJTz/91BLNJSIiIiIiIiIiIhJZLJAKAHfu3MHo0aNx/fp1MTgKQAyq5sq7XK1Ww8HBAZ988glmzJhhqaYSERERERERERERiSwaSAWArKwsbNiwAevXr0dkZKTeso6OjggMDMTUqVPx2muvWaiFRERERERERERERFIWD6TmFRkZicuXL+POnTt4/vw5lEol3NzcUL58eTRt2hQ+Pj4oXbq0tZpHREREREREREREBMDKgVQiIiIiIiIiIiKi4kBm7QYQERERERERERER2ToGUomIiIiIiIiIiIgMsLfUhg4dOoQXL14AAAIDA+Hi4mL0un/99Rfu3r0LAGjXrh2qVatmljYSERERERERERERaWORMVJjYmLQokULAICvry+OHTtm0vonTpzA22+/DUEQMHLkSAQFBZmhlURERERERERERETaWaRr/4EDB6BW58Rrx4wZY/L6nTt3Rs2aNaFWqxEcHCzWRURERERERERERGQJFgmknj9/HgAgCAJ69uxZoDp69eoFAHj+/DmuXbtWZG0jIiIiIiIiIiIiMsQigdT//vsPAODl5QU3N7cC1ZE7NAAAREREFEm7iIiIiIiIiIiIiIxhkUBqUlISBEFApUqVClxH3nUfP35cFM0iIiIiIiIiIiIiMopFAqm5Y5qqVKoC15F33aysrEK3iYiIiIiIiIiIiMhYFgmkli9fHmq1GrGxsQWuI++6ZcuWLYpmERERERERERERERnFIoHUWrVqAcgJhkZGRhaojpMnT4o/V69evSiaRURERERERERERGQUiwRSO3ToIP78zTffmLx+REQEgoODAQBOTk7w9/cvqqYRERERERERERERGWSRQOrAgQNhb28PANi3bx++++47o9eNj4/HsGHDkJ2dDUEQ0KdPH8jlcnM1lYiIiIiIiIiIiEiDxbr2jxgxQpx0atGiRRg8eDCuXr2qc52XL1/i559/RkBAAGJiYgAAjo6OmDt3riWaTERERERERERERCQSkpOT1ZbYUHp6Onr06IFr165BEARxeZUqVdC0aVNUqFABjo6OeP78Oe7cuYMbN25AqVSKwVeZTIY1a9Zg4MCBlmguERERERERERERkchigVQAePLkCUaPHo1z585BEAQxSJo3sJpLrVaLZVxcXLB8+XIMGTLEUk0lIiIiIiIiIiIiElmka3+ucuXKITg4GN9++y1q1KghLler1Rr/AMDOzg4DBgzA2bNnGUQlIiIiIiIiIiIiq7FoRmpeKpUKly5dQmhoKG7duoVnz55BqVSiTJkyqFixIvz8/PDGG2+gYsWK1mgeERERERERERERkchqgVQiIiIiIiIiIiKi4sKiXfuJiIiIiIiIiIiIiiMGUomIiIiIiIiIiIgMYCCViIiIiIiIiIiIyAB7a204ISEBt27dQnJyMtLT06FWGz9U69ChQ83YMiIiIiIiIiIiIiIpi042lZaWhpUrV2L79u148OBBgeoQBAFPnjwp4pYRERERERERERER6WaxjNSoqCgMGDAAsbGxJmWfEhEREREREREREVmbRQKpqamp6N+/P+Li4iAIgrjc09MTVapUgbOzsyWaQURERERERERERFQgFgmk/vzzz2IQVa1WY+zYsZg0aRJq1aplic0TERERERERERERFYpFAqmHDx8Wf/70008xc+ZMS2yWiIiIiIiIiIiIqEhYZLKp2rVrIzk5GWXKlEF0dDTs7OzMvUkiIiIiIiIiIiKiIiOzxEYUCgUEQUCjRo0YRCUiIiIiIiIiIqJixyKB1MqVK1tiM0RERERERERERERmYZFAavPmzaFWq3Hnzh1LbI6IiIiIiIiIiIioSFkkkDpixAgAwKNHj3D27FlLbJKIiIiIiIiIiIioyFhksikAeP/99/Hbb7+hfv36+OOPP+Du7m6JzWqVkpKC69ev4+rVqwgPD0d4eDju3LkDtTrnV3Ht2jXUrFlTbx3Z2dm4cOECzp49i0uXLiEyMhJPnjyBvb09ypcvj+bNm+Ott95C7969DY4L26tXL4SEhBjV9gkTJmDJkiUGy4WHh2PDhg04d+4cEhISIJfLUatWLfTu3Rtjx45FmTJljNpecnIy1q9fj0OHDiEmJgYKhQKenp5o164dxowZg2bNmhlVDwAcOHAAO3fuxPXr1/H48WN4eHigUaNGGDhwIIYOHQqZzCJxfSIiIiIiIiIiIpNZLJCampqKkSNH4tSpU6hXrx6CgoLQpk0bS2xaQ7t27XDjxg2d7xsKpCYlJaFVq1Z48uSJwW01b94cGzduRK1atXSWKepA6tKlS/HNN98gOztb6/tVq1bFli1b4OPjo7eesLAwjBw5EnFxcVrft7Ozw+zZs/Hxxx/rrSc9PR1jxozBkSNHdJZp1aoVduzYgXLlyumti4iIiIiIiIiIyBosEkj95ptvAABZWVnYsGEDnj59CkEQ4O3tjZYtW6JSpUpwcHAwur7Zs2cXqj1t27bFP//8AwBwc3NDkyZNEBUVhcTERACGA6lxcXF47bXXAEDM8mzZsiWqVq0KALhx4wZ+/vln3Lx5EwBQrVo1nD17VmeQMDeQWrlyZezZs0dv28uVK4dKlSrpfH/16tX45JNPAACenp6YPn06fHx8kJqaiv3792PTpk1Qq9UoV64cTp48qTPAGxMTg06dOuHJkycQBAGjRo1Cv3794OrqisuXLyMoKAgJCQkAcv6+48eP19mmESNG4ODBgwByAsuTJk1CnTp1EBsbi3Xr1onDPfj5+eH333+Ho6Oj3t8BERERERERERGRpVkkkOrh4QFBECTLcrvR519ujKdPnxaqPatXrxa733t5eUEQBElWqKFA6sOHDzFu3DjMmjUL7du311pGqVRi1KhROHz4MADgvffew/Lly7WWzd129erV9WbKGhIfHw8fHx+kpaWhQoUKOH36NKpVqyYps3HjRkyfPl3c7vbt27XWNWzYMLHtQUFBGDVqlOT92NhYdOjQAUlJSXBxcUFYWBgqV66sUc+hQ4fwzjvvAMgJYO/ZswdOTk7i+yqVCuPHj8evv/4KAFi8eDEmTpxYsF8AERERERERERGRmVhsUEq1Wi35p2u5oX9FYcKECRg4cCDq1KlToEBulSpVcOjQIZ1BVABwdHTEihUrxOzKvXv3Fln7dfnpp5+QlpYGAJg/f75GEBUARo8eLQ6p8Pvvv+PWrVsaZSIiIsQgaps2bTSCqEBOlu1nn30GAEhLS8Pq1au1tum7774DkBMw/+GHHyRBVACQyWT49ttvUapUKQA5QVuVSmXMxyUiIiIiIiIiIrIYe0tsZOjQoZbYjM0pX748GjVqhPDwcDx79gxPnz416xigwcHBAAAXFxe8/fbbOsuNGDECoaGhAID9+/drDJWQWw8AjBw5Umc9b7/9Nj755BOkpaUhODgYX3zxheT9+/fv48qVKwByslHr1KmjtR53d3f07dsXO3bsQGJiIkJDQxEQEKDnkxIREREREREREVmWRQKpP/74oyU2Y5OUSqX4s52dnVHrPHr0CCkpKXBzc0P58uWNms0+NjYW9+7dA5Az1qizs7POsm+88Yb4s7ZJrvIuy1s2P2dnZ/j6+uLPP/9ETEwMYmNjJVmwFy5cMKqe3Pd37Nghbp+BVCIiIiIiIiIisiUW69r/Knr06BEiIyMBAJUrV4a7u7ve8omJiahTpw7q1asHX19f1KtXD7Vq1cKwYcNw+vRpvetGRESIP9evX19v2WrVqold6XV17QdyJuLKnUBLl7zbyl+XKW1q0KCBznqIiIiIiIiIiIisjYFUM1q+fDmysrIAAIMGDTJYXqlU4smTJ5JlKSkpOHz4MPr3749x48YhPT1d67oPHjwQf65evbrBbeUGSBMTEyVZsxkZGXj06JGkjD55M1DztsHUNuXdVv56iIiIiIiIiIiIrI2BVDM5c+YM1q5dCwAoV64cpk2bprOsu7s73nvvPezcuRP//PMPHj16hLi4OJw7dw6zZs0Ss0d3796NcePGaa3j5cuX4s+urq4G25dbZ/51C1PPixcvCtwmXe0hIiIiIiIiIiKyBRYZI/VVc/v2bYwaNQoqlQqCIGDNmjXw8PDQWX7btm0QBEGyzNHREY0bN0bjxo0xaNAg9OzZE48fP8bBgwexf/9+9OvXT1I+b6aqg4ODwTY6OjpqXbcw9SgUCp1tyltOGycnJ63rERERERERERER2YIiDaQ2bdq0KKvTShAEhIeHm307BfXgwQP0798fycnJAIAvv/wSnTt31rtO/iBqft7e3vjuu+8wYsQIAMD69es1Aql5J5fKzMw02M683fnzrluYeuRyuc425S2nTUZGhtb1iIiIiIiIiIiIbEGRBlLv378PQRCgVquLsloAEOs1FHS0pocPH6Jv377iGJ+ffPIJJk+eXCR19+rVCx4eHnj27Bn++usvqFQqyGT/NzJD3q7xqampBuvLWybvuoWpp3Tp0pL3TKlLV3uIiIiIiIiIiIhsQZGPkWqOIKo56y0q8fHx6NOnD+7evQsA+Oijj/DJJ58UWf0ymQxeXl4AcjJF809KpW/SJ23i4uIAABUrVpR0u3dyckKFChUkZfTJu628bTC1TbGxsTrrISIiIiIiIiIisrYizUgdOnRoUVZXbOQGUaOjowEA06dPx6efflrk28nOzhZ/treX/ukaNGgg/nzr1i299cTGxooTQ+VdL29djx8/RkpKCuLi4lC1alWddeXdVv66TGlTRESEznqIiIiIiIiIiIisrUgDqT/++GNRVlcsJCQkoE+fPrh9+zYAYOrUqViwYEGRbycjIwNRUVEAAFdXV7i7u0ver169OmrUqIH79+/j8uXLUCgUGmOW5jp37pz4c0BAgMb7AQEBYplz585hyJAhWutJT0/H5cuXAQA1a9bUyCT19/eXbHPWrFk6P5+hNhEREREREREREVlTkXftf5XkD6JOmTIFX3zxhVm2tW3bNnEc0bZt22odKzYwMBBAzniju3fv1lnXli1bNNbRVg8AbN68WWc9v/76K9LS0nTWU7NmTTRv3hwAcP78eTFjN7/k5GQEBwcDyBlqoE2bNjq3SUREREREREREZA0MpBZQYmIi+vTpI2aJTp48GV9++aXJ9Zw5c0ZjvNP8Tp8+LRkqYNKkSVrLTZw4UZzxfuHChVrHON24cSNCQ0MBAD169NDajb5hw4bo3r07ACA0NBSbNm3SKBMbG4uFCxcCAJydnTFhwgStbZo+fToAQKVSYdq0aVAqlZL31Wo1Zs2ahZcvXwLIyejNO4kWERERERERERGRLRCSk5NtexYnM7hz544YTMwVFBQkBkUXLlyIsmXLiu+VKlVKknH59OlT9OjRQxz3s0ePHpg/f77B7dasWROurq6SZRMnTsT+/fvRqVMntGvXDg0aNECZMmWQnZ2NO3fu4NChQzh48CBUKhUAYMKECViyZInObaxatQrz5s0DAHh6emLGjBnw8fHBy5cvERwcjI0bN0KtVsPDwwOnTp1C7dq1df6OOnXqhGfPnkEQBIwePRqBgYEoVaoUwsLC8N133yEhIQEA8PXXX+ODDz7Q2aZhw4bh8OHDAIDmzZtj8uTJ8PLyQlxcHNauXYszZ84AAFq0aIE//vhDMvkVERERERERERGRLXglA6nbt2/XmdWpTfXq1XHjxg3x9blz59CnTx+Tt3vw4EG0a9dOsmzixInYuXOnwXUdHBzwySefYMaMGVq79ef19ddfY9myZWLwNb/KlStjy5Yt8PPz01vPpUuXMHLkSMTHx2t9XyaTYdasWZgzZ47eetLS0jB69GgcPXpUZxk/Pz/s3LkT5cuX11sXERERERERERGRNRTpZFNkuunTp6NZs2YICwvDzZs38fTpUzx9+hRqtRru7u5o0KAB2rVrh+HDh6Ny5cpG1Tl37lz06NED69evx7lz55CYmAgnJyfUrl0bvXv3xtixYzUmq9LGz88PoaGhWLduHQ4dOoS7d+8iIyMDlSpVQrt27fDee++JY6Dq4+Ligl27diE4OBg7d+7EtWvX8OTJE7i7u6Nhw4YYOHAghg0bBjs7O6M+HxERERERERERkaW9khmpRERERERERERERKbgrD5EREREREREREREBjCQSkRERERERERERGQAA6lEREREREREREREBjCQSkRERERERERERGQAA6lEREREREREREREBjCQSkRERERERERERGQAA6lEREREREREREREBjCQSkRERERERERERGQAA6lEREREREREREREBjCQSkRERERERERERGQAA6lEREREREREREREBjCQSkRERERERERERGSAvbUbQETFn0wmgyAIUKvVUKlU1m4OEREREREREVGRY0YqERWIIAhwcHCAXC6HSqVCamoqVCoV5HI5HBwcIAiCtZtIRERERERERFRkmJFKRCaTyWRwdHREZGQkLly4gISEBPE9T09P+Pv7o169elAqlcxQJSIiIiIiIqISQUhOTlZbuxFEVHwIggAnJyccP34cYWFhOsv5+vqic+fOyMjIgFrNwwwRERERERERFW/s2k9EJrG3t0dkZKTeICoAXL58GVFRUbC3Z+I7ERERERERERV/DKQSkUns7OwQEhJiVNmQkBDY2dmZuUVERERERERERObHQCoRGU0mk0GhUCAxMdGo8gkJCVAoFJDJeKghIiIiIiIiouKN0Q0iMpogCFAoFCato1AoIAiCmVpERERERERERGQZDKQSkdHUajXkcrlJ68jlck42RURERERERETFHgOpRGQ0lUoFuVwOT09Po8p7enpCLpdDpVKZuWVERERERERERObFQCoRmSQ7Oxv+/v5GlQ0ICEB2draZW0REREREREREZH4MpBKRSbKyslCvXj34+PjoLefr6wtvb29kZWVZqGVEREREREREROYjJCcnc/BCIjKJTCaDo6MjoqKiEBISgoSEBPE9T09PBAQEwNvbG0qlkt36iYiIiIiIiKhEYCCViApEEATY29vDzs4OCoUCCoUCcrkccrkc2dnZyMrK4iRTRERERERERFRiMJBKRIUmk8kgCALUajUzUImIiIiIiIioRLK3dgOIqPhj8JSIiIiIiIiISjpONkVERERERERERERkAAOpRERERERERERERAYwkEpERERERERERERkAAOpRERERERERERERAYwkEpERERERERERERkAAOpRERERERERERERAYwkEpERERERERERERkgL21G0BERERUnMhkMgiCALVaDZVKZe3mEBERERGRhTAjlYiIiMgAQRDg4OAAuVwOlUqF1NRUqFQqyOVyODg4QBAEazeRiIiIiIjMjBmpRERERHrIZDI4OjoiMjISFy5cQEJCgviep6cn/P39Ua9ePSiVSmaoEhERERGVYEJycrLa2o0gIiIiskWCIMDJyQnHjx9HWFiYznK+vr7o3LkzMjIyoFbz0oqIiIiIqCRi134iIiIiHezt7REZGak3iAoAly9fRlRUFOzt2dmHiIiIiKikYiCViIiISAc7OzuEhIQYVTYkJAR2dnZmbhEREREREVkLA6lEREREWshkMigUCiQmJhpVPiEhAQqFAjIZL6+IiIiIiEoiXukTERERaSEIAhQKhUnrKBQKCIJgphYREREREZE1cSAvIiIiIi3UajXkcrlJ68jl8mI12ZRMJoMgCFCr1VCpVNZuDhERERGRTWNGKhEREZEWKpUKcrkcnp6eRpX39PSEXC63+YCkIAhwcHAQ25qamip+VgcHB5vIqJXJZLCzs+MwCURERERkU5iRSkRERKRDdnY2/P39sXfvXoNlAwICkJ2dbYFWFZxMJoOjoyMiIyNx4cIFJCQkiO95enrC398f9erVg1KptHhAWBAE2Nvbw87ODgqFAgqFAnK5HHK5HNnZ2cjKyipW2b6WxuxiIiIiIvMTkpOTeUVKREREpIUgCHBycsLx48cRFhams5yvry86d+6MjIwMmw322fJnseUAry1j8JmIiIjIsl7JQGpKSgquX7+Oq1evIjw8HOHh4bhz5454oXnt2jXUrFnT6PrCw8OxYcMGnDt3DgkJCZDL5ahVqxZ69+6NsWPHokyZMkbVk5ycjPXr1+PQoUOIiYmBQqGAp6cn2rVrhzFjxqBZs2ZGt+nAgQPYuXMnrl+/jsePH8PDwwONGjXCwIEDMXToUKO7yt2+fRvr1q3DqVOnEBcXBzs7O1SrVg09evTA2LFjUblyZaPqUSgU2LRpE4KDgxEVFYUXL16gYsWKaNWqFUaMGIH27dsb/dmIiIgsKTfIFxUVhZCQEI0gX0BAALy9vW0+yOfg4IDo6GijsmsHDBgALy8vZGZmmr1dthzgtWUMPhMRERFZ3isZSG3Xrh1u3Lih831TAqlLly7FN998o7MrX9WqVbFlyxb4+PjorScsLAwjR45EXFyc1vft7Owwe/ZsfPzxx3rrSU9Px5gxY3DkyBGdZVq1aoUdO3agXLlyeuvasmULPv74Y50zFru7u2PNmjXo1q2b3nru3LmDoUOH4tatWzrLjB49GsuXL+dYaEREZJNKQuafXC7Hxo0bkZiYaLCsp6cnRo0apfMaoCjZaoDXljH4TERERGQdr2TUKu+FpJubG9q2bYtKlSqZXM/q1avx9ddfIzs7G56envjmm29w4sQJBAcHY/To0RAEAXFxcRg0aBBiYmJ01hMTE4NBgwYhLi4OgiBg9OjRCA4OxokTJ7BkyRJ4enoiOzsbX3/9NdasWaO3TePGjRODqM2bN8e6detw+vRpbN26Vcz6vHjxIoYMGQKlUqmznkOHDmHatGlQKBRwc3PD/PnzcfToUfz++++YNm0aHB0dkZycjHfffVfvBXxycjIGDBggBlH79euHX3/9FadOncKKFStQp04dAMDGjRsxf/58vZ+NiIjIWtRqNTIzM6FQKCCTyeDq6gqZTAaFQoHMzEybD1LlttWYICoAJCQkiJ/V3Ozs7BASEmJU2ZCQENjZ2Zm5RbbP3t4ekZGReq/BAODy5cuIioqCvT2nRSAiIiIqCq9kRurq1atRvnx5NG/eHF5eXhAEAb169RIv4o3JSI2Pj4ePjw/S0tJQoUIFnD59GtWqVZOU2bhxI6ZPnw4A6NWrF7Zv3661rmHDhuHw4cMAgKCgIIwaNUryfmxsLDp06ICkpCS4uLggLCxMa5f6Q4cO4Z133gEAtG3bFnv27IGTk5P4vkqlwvjx4/Hrr78CABYvXoyJEydq1JOWlgYfHx/Ex8fD2dkZx44dQ+PGjSVljh8/jkGDBkGtVqNp06Y4c+aM1ll+P/nkE6xevRoAMGPGDHz22WeS95OTk9G1a1dERkZCEAScOXMGTZs21fp7IiIiooKxs7NDamqqeE42xoQJE+Dq6mrWCbRkMhlUKhWCgoKMXmfatGnieq8qW80uJiIiIirpXsmM1AkTJmDgwIGoU6eO1uCfMX766SekpaUBAObPn68RRAVyuqu3adMGAPD7779r7doeEREhBlHbtGmjEUQFgGrVqokByLS0NJ03Qd999x2AnO5eP/zwgySICuTcrHz77bcoVaoUgJygrbabkB07diA+Ph4AMGnSJI0gKgB06dIFb7/9NoCcwPOJEyc0yiQnJ2PDhg0AgJo1a2Lu3LkaZdzd3bF06VIAOdk+ptxIERERkXHUajXkcrlJ68jlcrNn2gqCYHKAT6FQFPj6rSSw5exiIiIiopKOV1QFFBwcDABwcXERA4rajBgxQvx5//79OusBgJEjR+qs5+2334aLi4vGOrnu37+PK1euAMjJRs3tMp+fu7s7+vbtCwBITExEaGio3ja9++67OtuUt73aPtuRI0fE4QOGDRums1tZhw4dxAzgY8eOIT09Xec2iYiIyHQqlQpyuRyenp5Glff09IRcLjd71qetBnhtGYPPRERERNbDQGoBxMbG4t69ewAAPz8/ODs76yz7xhtviD9rG/8r77K8ZfNzdnaGr68vgJwxVWNjYyXvX7hwwah6DLUpKysLFy9eBADUrl0b1atX11lPy5YtxZufwnw2IGcCMABITU3F1atX9ZYlIrIF9vb2cHBw4NiDVGxkZ2fD39/fqLIBAQFm7dKfy1YDvLaMwWciIiIi62EgtQAiIiLEn+vXr6+3bLVq1cSu9Lq69gM5k15VrVpVb115t5W/LlPa1KBBA5313LlzR8wiNVSPo6MjvLy8AORkxObPJM3bprzb1EbfZyMishWCIEAul8PZ2RlZWVlISUlBVlaWOHs7M77IlmVlZaFevXrw8fHRW87X1xfe3t7IysqySLtsMcBryxh8JiIiIrIeptEUwIMHD8Sf9WVs5qpatSpu3bqFxMREKJVKODo6AgAyMjLw6NEjsYwhecdhzdsGU9uUd1uFqSe3rps3b0KlUiEuLg5169bVqMvV1RUeHh5669H32YiIbIGdnR0cHR0RERGB0NBQJCQkiO95enqiTZs2aNCgAZRK5Ssf6CHbpFaroVQq0aVLF9SqVQshISEa+3FAQAC8vb2hVCotlsGYN8Crbxb63ABvRkaGRdply3KDz3v37jVYlsFnIiIioqLDQGoBvHz5UvzZ1dXVYPncjNTcdcuWLVvoel68eFHgNuVvT0HrMbauwn42IiJrEwQBjo6OOHbsmNZAT0JCAvbt2wcfHx907doVCoWC3WjJJqlUKmRkZMDLywve3t5QKBRQKBRiVnV2djYyMjIsuv/aaoDXljH4TERERGQdDKQWQN4u7A4ODgbL52ag5l+3MPXkn2Qgb115y2nj5OSkdb3CtklXXYbak7+MqRMoEBGZm5OTEyIiIvQGLAAgLCwMNWvWRL169XgsI5ulVquRmZmJzMxMyGQyuLq6Qq1WW3WftcUAry1j8JmIiIjIOhhILYC8k0tlZmYaLJ875mj+dQtTT/5JBvLWlbecNnmzEvJPlFVUny33dWpqqsH25K/H1AkUiIjMTRAEyaR++ly4cMHgGNNEtsKWxs20xQCvLWPwmYiIiMjyONlUAeTthp6ammqwfN4yedctTD2lS5cucJt0taewbdJVV2E/GxGRNdnb2yM9PR2JiYlGlU9ISEB6ejrs7fmskojMKzf4rFAoxOCzTCaDQqFAZmYmg6hFTCaTwc7ODjIZb6GIiIheVbwKKABTJ0aKi4sDAFSsWFHShd3JyQkVKlSQlNEn77bytsHUNsXGxhZJPXnrEgQBVapU0VpXamoqnj17prcefZ+NiMiaBEHQGLrEEIVCAUEQzNQiopJJEAQ4ODiIM8ynpqaKM9Q7ODjYxHfKlgNpKpUK2dnZNpVlXBIUh/2SiIiILIfpMgXQoEED8edbt27pLRsbGytOnpR3vbx1PX78GCkpKYiLi0PVqlV11pV3W/nrMqVNEREROuupU6cOHB0doVQqDdajVCpx9+5dAEDNmjXh4uKi0abc8QQjIiLQpk0bnXXp+2xERNakVqs1hi4xRC6XMxOMyAQymQyOjo6IjIzEhQsXNMb79Pf3R7169aBUKi0eKBQEAfb29rCzs9PafT4rK4vf9xLKlvdLIiIisg7be5xeDFSvXh01atQAAFy+fFnv2F3nzp0Tfw4ICNB4P++yvGXzS09Px+XLlwHkBC3zZ236+/sbVY+hNtnb26Nly5YAgLt370qyV/O7dOmSmKVVmM+W931XV1c0a9ZMb1kiIkvKysqCs7MzPD09jSrv6ekJZ2dnZGVlmbllRCWDIAhwdHTE8ePHsXfvXkmwCsgZLmPv3r04ceIEHB0dLZoBKJPJ4OTkhOjoaGzatAlBQUFYvXo1goKCsGnTJkRHR8PJyckmM1SpcGx5vywsW86sJiIisnU8exZQYGAggJxu67t379ZZbsuWLRrraKsHADZv3qyznl9//RVpaWk666lZsyaaN28OADh//jyio6O11pOcnIzg4GAAOUMNaMsSzVv/pk2bdLYpb3u1talnz57iUAbbt2/XGVQ4e/Ys7t27BwDo0qWLRmYrEZG1qdVqvVn1efn7+zM7jcgE9vb2iIyMFHux6HL58mVERUVZbPzhkhxIs2W2EuSz1f2yoDhEARERUdFgILWAJk6cKHb1XLhwodYxTjdu3IjQ0FAAQI8ePbR2WW/YsCG6d+8OAAgNDdUauIyNjcXChQsBAM7OzpgwYYLWNk2fPh1AzhhZ06ZNg1KplLyvVqsxa9YsvHz5EgAwdepUrRepw4YNEzOvVq1ahRs3bmiUOXHiBH799VcAQOPGjdGlSxeNMu7u7hg1ahQA4N69e1i8eLFGmeTkZMyaNQtAzgXetGnTtH42IiJrysjIQIMGDeDj46O3nI+PD+rXr4+MjAwLtYyKgq0Ebl5VdnZ2CAkJMapsSEgI7OzszNyiHCUtkGbLbDHIZ6v7ZUEws5qIiKjoCMnJya9c2sydO3fEAGeuoKAgREVFAcgJjJYtW1Z8r1SpUlozLletWoV58+YByOnKOWPGDPj4+ODly5cIDg7Gxo0boVar4eHhgVOnTqF27do629OpUyc8e/YMgiBg9OjRCAwMRKlSpRAWFobvvvtOzIL4+uuv8cEHH+j8bMOGDcPhw4cBAM2bN8fkyZPh5eWFuLg4rF27FmfOnAEAtGjRAn/88Ydk8qu8goODMWrUKKjVari5uWHatGlo27YtsrKycPz4caxatQpKpRJyuRwHDx6En5+f1nqePn2KN998U8w47d+/P4YPH45y5crh33//xffffy9mz06YMAFLlizR+dmISgqZTAZBEKBWq802ppq9vb24jVexi7k5fsd2dnZwdHTErVu3dI6VV79+fSiVSmRnZxfJNsl8OO6lbZDJZFCpVAgKCjJ6nWnTponrmZNcLsfGjRuRmJhosKynpydGjRqld7gn0s4WxyG15f3SVIIgwMnJCcePH9f7UMDX1xedO3dGRkYGj31ERER6vJKB1O3bt2PSpElGl69evbrWrEwgJ7C5bNkynRdNlStXxpYtW3QGGnNdunQJI0eORHx8vNb3ZTIZZs2ahTlz5uitJy0tDaNHj8bRo0d1lvHz88POnTtRvnx5vXVt2rQJs2fP1plZVaZMGaxevRo9evTQW090dDSGDBkiBqq1GTlyJIKCgvgknEosSwRtcm+WcmeZT09Ph7OzM+RyOQCU+Jsja/yOc7fh7OwMtVpd4n/HJYUtBm5eVXZ2dkhNTcXq1auNXmfChAlwdXU16wOLkhRIs2W2GuSz1f2yIBwcHBAdHY29e/caLDtgwAB4eXkhMzPTAi0jIiIqntgHqZDmzp2LHj16YP369Th37hwSExPh5OSE2rVro3fv3hg7dizc3d0N1uPn54fQ0FCsW7cOhw4dwt27d5GRkYFKlSqhXbt2eO+998QxUPVxcXHBrl27EBwcjJ07d+LatWt48uQJ3N3d0bBhQwwcOBDDhg0zqvvRqFGjEBAQgLVr1+LUqVOIj4+HTCZD9erV0a1bN7z//vuoUqWKwXrq1KmDc+fOYePGjQgODkZUVBRevnyJChUqoGXLlnj33XfRvn17g/UQFVeWCNrkZktGREQgNDRUYxtt2rRBgwYNSmy2pKUCY2q1Wsw4s7e3R+nSpaFWq8WJ98j25R33UlvgJnfcS32BG0tklb8q1Gq1+LDHWHK53OzBNEEQTM4uVSgUcHV1NVOLSiZThk+oWbOmxYJ8trpfFoSpQxR4e3szkEpERKTHK5mRSkRkKZbIthEEAXK5HMeOHdO7DR8fH3Tt2hUKhULrNoprcMhWM5rINhU0O4tDAZiPXC7Hpk2bNCZz0sZSXeiZkWoZtjx8gi3ul6bifkxERFT0mJFKZCXFNWhFprFEto2TkxMiIiIMbiMsLAw1a9ZEvXr1xJu9khAcstWMJrJNBcnOys7OLhZDARTX80p2djb8/f2NCm4HBARYJKs+d6IjT09PowNpcrnc5gJptkwmk0GhUBgVRAVyssUVCoXFgny2uF+aipnVRERERY+BVCILKglBKzKNJbrUCYKACxcuGFX2woULqF+/PoCSM04kuy2SsQoauHF2dtaZ8W3MUADmVBLOK1lZWahXrx58fHwMZpV7e3vrHLu9qJWEQJot0BXgt/Ugn7X2y6J8IFKShiggIiKyFQykEllISQlaFSfWzs6yRLaNvb090tPTTdpGeno6HBwcYGdnV6hxIm2BNTOarL1/kekKGrhJSkqyyYznknJeUavVUCqV6NKlC2rVqoWQkBCNzxIQEABvb28olUqLHYtsNcCriyWOScZuw9gAvy0H+Sy5X5rrgQgzq4mIiIoeA6lEFlAUk5uQcWwpO8sS2Ta5s8ebug25XF4iusNbOqPJlvYvMl1BAjfOzs74888/jSpryYxna55XzBGwU6lUyMjIgJeXF7y9vbV+vyx9brTVAG9eljgmmboNUwL8th7ks8R+ae4HIsysJiIiKloMpBJZAMdwLDxjbtxtLTvLEtk2arUazs7OJm9DJpOViO7wlsxosrX9i0xXkOwsJycn/Pfff0bVry/juaiDj5Y+r1giYKdWq5GZmYnMzEzIZDK4urpCrVZbNTvOFgO8uSxxTDJ1G/kD/IIgoFKlSnByckJGRgYSExMlAX6VSmXzQT5z7peWeCBS3DKriYiIbB0DqUQWwDEcC8aUG3dbzPq1RJe6rKwsODs7m7QNZ2dnpKWllYju8JbqtmiL+xcVjKnZWab+LfNmPJsz+GjJ84o1HiLY0sMIWwzwWuKYVJBt5Ab4//33X7Rr1w4+Pj7IzMxEWloaXFxcYG9vjytXruDSpUtigP9VDvJZ4oFIccisJiIiKk4YSCUyM1ufldZWmXrjbqtZv5boUqdWq9GmTRvs27fPYFl/f38A0AgACIKAihUrillDjx49ktxM2XJ3eEv8jm11/yLTmTs7Kzfj2ZzBR0ueV/gQQaog52VzDIVgiWNSQbZhZ2eHf/75B++//z7u3buHX375RWPfb9myJd5//30cPXpUDN7ZcpCvJDwQseXMaiIiouKGgVQiM7P1WWltUUFu3G0169cSXeoyMjLQoEEDg9vw8fFB/fr1kZGRIXaHl8vl8PPz05s1lHuzZavd4S3xO7bV/YtMZ2p2lpOTk8kZzxkZGXBycjJb8NGS5xU+RCgYcz9AssQxqSDbyMjIQPfu3RESEqJz3z9w4AB8fHzQrVs3ZGRkQBAEmw3yFfYcZm9vLwbRs7KyNOq25IN2W8ysJiIiKo4YSCUyM1ufldYWmXrjXqdOHZvN+rVEl7rcbXTt2hU1a9bUebNXv3598WZPLpejXr166Natm1FZQ7bcHd7cv2NmlZc8pmRnFSTj2dzBR0ueV0r6QwRzZIua+wGSJY5JBdlGRkYGZDIZoqOjDe77YWFhqFatGry8vP4fe28eHFeVpnk/d8/UYsubvGlPKTMloABLsmTJxgsly22DRQGFAOOF6qGapqKnuyd6i4npieiZLzpmienumZjuYbqqOgCVqTFVgA3YRq4ubPAqyqYoqmxLYLzI2LJkbMvWknnzbt8f8rnOlHI552rBmPOLICykvHn3m3me87zPC0EQYNv2uES+yTiPXj/DBEGApmmuQByLxaCqqnvPxr/uq5po559NHA6Hw+F4hwupHM4kM1UZjncSXgbut7PrdypK6izLQjQaRTAYRCgUQiQScdfh9/vdASlZh2VZaGlpwXvvvZfRNdTS0nLbl8NP5jHmrvI7E1p3lmmaCIVCVI7vYDCIaDQKTdMmVXycqs+VO3USYTLdolOVXToRz6R04qOXdUQiEcyYMQMdHR1Ur+/o6EBlZSVisVjC72mvncl2/Xr5DLNtG6qq4sqVK8jOzkYsFsPw8DAcx4HjOBgaGsKsWbPcST0+0c7hcDgcztcPLqRyOFPAVGQ43il4HbizilZEXJwqpqKkLv79ZFlGbm4uHMdBJBIZ81pBEHDq1Ckq11BJSQkCgQDz9ky1k22yjjEf7E4Mk+EYmyjSbY8syzhz5gwaGhpQUFCAjo6OMQ7Duro6FBUV4ezZsygsLJwS8XEqPlfuxEmEyXaLTlXzoNHPpEw51+SZRCs+en3uxWIxZherIAhM6wGmJjbGy2eYLMvQdR2XLl3Chx9+mLTSIycnB5qmuceeT7RzOBwOh/P1ggupHM4UMBUZjncKXgfuM2fOZB6MJBMYp4KpEJFGZ7GNRhRF5gEiC1+1k81L855UIh93lXtnsh1jU4EkSdi7dy+uX7+OmpoaPPnkk2PyhI8dO4b29nbk5eXh2WefnRLxcSo+V+60SYSpcItOxQRS/DOpv78/Y851Xl6eK3JqmkYtPnp57vX39zPtSyQSYb72p+I8eo02UBQF77//fsZKj1WrVkHTND7RzuFwOBzO1xAupHI4U8BU5GTeKXgduJumicWLF+Ott97K+Pq6ujqYpnnbl59OFlMhcnoRxHVdR1ZWFtMy44FF5OODXXamwjE22Yy+Vw4cOICDBw+mdP4RMWWqxEdBELB8+fK0TtlAIODJ8QfceZMIk+0WncoJJEEQsGzZMsybNy9jznVvb68n8ZH1uUeuFxa8XPtT4fr1Oqnb29tLVelRWFiIqqoq6LrOJ9o5HA6Hw/mawYVUDmeKmIqczDsBrwP369evo7i4mCrHsKioCIODg1Mq2t1OTEW5ruM48Pv9TOuYSicbq8g3Ue6/27m8fSKZqkZjk02ye8VxnLRC2fDwMPLy8iZdfJRlGV1dXdi1a1dGp+y6des8ZxDfSZMIk+0WTXa9ZCq59+JGJoJtIBBIe48R92NTUxMsy6KKc4kXH70896ZCeJ+o85jueex1Uvf999+neu2RI0cQDochSRKfaOdwOBwO52sGF1I5nClkKnIy7wS8uGA0TcMrr7yCDRs2ZMwx3Lp1KzZt2vSNHZBMRbmuKIqQZZlpQK1pGkzTnHSB0YvIR5bz4v67E8rbWZnKRmOTidd7xbbtSRcfiZgUjUYzOmXHk0H8dYqmSSeMTYVbNP568fl8GUvuybPAS7Mpx3Fw8uRJKvdjQUEBqqqqPImPrCLfZAvv4z2PtM9jL5O6mqbh5MmTTNulqipM0+QT7RwOh8PhfI3gQiqH8xVxJ7vRxotXF4yqqvjhD39IlWN4O5efTjZTUa5LnFkscQu6rkOWJ/9jabTIJ4oiwuEwsrOzMTQ0hM7OTti2nSDyAfDk/rsTytu9MNWNxiYLr/fKZJfrJhOT0jllx1NCfrtH09AKY1PhxCfXSzAYRHNzc8aS+/b2dk+fRY7jQNM0HDlyhOr1HR0dqKysRF9fH9XrR18vLCLfZAvv43H9sj6PWUVhVrGTHEeAT7RzOBwOh/N1ggupHA7ntsPLwD1+wJPJnXW7l59OBZPtGiLCBUvcAllusiEiX15eHtatW+d2WY9EIvD7/Vi/fj3Onz+PnTt3JjTainf/HTp0KKn4Sl5XUVEB0zTviPJ2Vr7qRmMTjZd7ZbLFx6kQBeO5XaNpWISxqWqcZVkWWlpa8N5772UsuW9pafH8WaTrOvM9lp+fT71M/PXCIvJN9rU/Htcv6/N4skVhv9+f9Pzfjs9BDofD4XA4t+BCKofDuS0ZrwsmlTvrdig/vR2Y7AGiaZrw+/14/fXX0dzcnDFuob29HY899hgikYjnfaKBiHxZWVl49tln0dXVhZdeemnMdi1ZsgTPP/88tm3b5op8vb29KQfuTU1N7sA9vmTzTihvZ2WqRb7Jxuu9MvoZFovFYBgGFEWBqqpU4qMsy24Zt2ma7u+nShSMJ15Mk2UZubm5X6ljzktEx1TkdwqCQJVFeuzYMZSUlCAQCDC9P1nH8PAw0zLRaBSaplG/PtX1QiPyTabw7tX1a1mWp+cxrShsGIZn9/povilZ2hwOh8PhfF3hQiqHw7ltuZ1cMBPJ7TBImorj5TgO7rrrLqq4hbVr107JOREEAbFYDK2trWkFmDfffBPV1dVobW3FjRs3IEkSZs6ciQ0bNmQcuG/dutUVDe6E8nZWvgqRbzKZqHvFtm0YhgFJktKuTxAEaJoGQRAQiURcpzQ5prquT0k8R7Ltup2yfr3k8ALAkiVL8Oabb2Z8/4aGBk/bJYoi833Pipd7zO/3Iycnh+q1E3G9TGapuhfXr9e4EVZRmMW9DtwSpm+3+4vD4XA4HE5quJDK4XC+FnzVLpjxcjsOksjxqqioQDAYRCQScbfL7/fDcZxxHS9d1xEOh9Hd3Z02bqG6uhqhUGhKnG2O42DatGno6uqicowVFxe7pcHPPPMMDh48mHHgvmHDBqiqOmHl7beD8M5CMpEvXYbhRIg2k42XZ4uXfFxJkqCqKjo7O3H48OGkTulwOIxYLDbp8Rzx3I5Zv16EMQAoKiqiihspLCxk3qapirXw2ggpHA7jxIkTGV8/0fE3E31NsLp+y8vLx3VeaEVh0zRRXl5O5V4PBAKuy/x2vL84HA6Hw+GkhgupHA7njuJ2bNhwuw6S4rfryJEjyMvLczM/+/v7UV9fP67tIudi9erVKC4uTrnvoVAIhmFMiZBMujYfOnSI6vWHDh1CKBSCpmn4/PPPqQbuhYWFqKqqwtWrV5m2Lb68PV54N03TdVSRkvDb3Z1ERL5du3ZlzDD8umQWszxbvJSdA4CqqtizZ09Gp/Tq1asRjUYTIgdSidXjjTPxsi+TfW0mEyzTifXxwlhbWxs2bNiQMW6kra0NmzZtYhI5pzrWgtVdO5lxLlMJq+s3GAxO2HlJdy2Ypgmfz4cVK1ak/cwrLS11J1Vvx/uLw+FwOBxOeriQyuFw7lhuB+fGRAySJsORSLZr3759UBQFTzzxRFKhq6enB8uXL/c0eCNi4IEDB1BYWIgtW7YkNHXy+XyuWzW+Sc9EkOqYybKMSCTC5EyKRCLIysqi7pB95MgRVFVVeS5vJwJ3NBp1hVRyzGRZdrP4JlJ4n+hrzDRNhEIhlJSU4NSpUymjEF544QVomnZbu1GTkekYeSk7lyQJnZ2dzE7ppqYm1NTUICsrC7FYzL2HVVXF8PAwZsyYMa44Ey/7kiyiYiKvsXjBkrbhUDQahaIouHr1Ktra2rBu3bqkz6Tz58+jra0N/f39zCKn4zjw+/1M+0Lc/14IhUJU7tpgMAgAX5v4m3R4cf2SfFwWvMSNkBgQVVUxe/ZsPP300zAMw3Wvy7KMoaEhqKrqHmNFUb6RWdocDofD4Xyd4UIqh8PhTCJeRYjxRgFkEi1kWcbZs2dRW1ubNvOzuLgY586dQ0FBAfPgjez7/v373W1K1ek+Pz9/3ANEmmMmSRIGBgaY3jcajUKWZaaB+/DwMPx+v6fGI2QAf+7cuZTl3cQlG41GPQsekx034TgO3n///bRRCGQC4U7DS9m5F6c04fLlyyndbzNmzGDb+FF4zZYExneNpXuGkYxQltxin88HURQTlnn55Zdh27brYhVFEbW1tdi4caO7DOs9oGkac8l9LBZjWocoirAsC2fPnkVDQ0NGd+3nn3+OkpISALht429o8eL6HR4eRl5e3pQ0GlMUBXv37oUsy6ipqYEgCJAkCYIgwLZtnDhxApZlYfny5bBte1z3F4fD4XA4nK8GLqRyOBzOJOJlkGRZlqcoABbRQpIkzJs3D/v378+Y+bl06VJIksQ8eBu972QQmW7fvQ4QaeMTvDrGvJSF+v1+1NXVYceOHRlfX19f754/x3GoGmE1NTW5DlVWJiJuIlVHefK3O9lllU7k8+qYEwQhYZl0Ew+kVF3TtEktCR5P5icA5muM9hlGMkI3bdpE9QzbuHGj60hMtwyAMcuw3PuCIEDXdSxevBhvvfVWxtfX1dW5Ai4LgiBAFEV88MEHuH79esZmfnl5eSgrK4Nt227Ts9sp/oaF8TSzY8kU9uKaJs89Ur2QKhccABYsWIBAIDAlmbocDofD4XAmFi6kcjgcziThVVDxIo6wCGPASIbl6dOnqcqICwoKEAwGmQZvU9V0BWCPT/DiFGUVoLKyshCNRpka2xDx9eTJk9Tl3eFwmFmAHE/cBE1Hecdx7kiXFa3I58UxF4lEIMsjX8ny8vKwbt0695ogx3j9+vU4f/48du7cif7+fgCYdLHaa+ZnTk4OZFlmusbIdckivJ47d44pCsHrMrSQ+6S4uJjqvi8qKkpYjhYi2JLna7pmfsCtzxZyjRG+jmKc12Z2lmUhEAhQnZeysjJPrtzRzz3HcVJ+Bk50diuHw+FwOJypgwupHA7njuWr7nbuRYQA2MUR0zSZhDHiROro6KDano6ODoTDYaZjmGzf0w12Ae8DRFb3YygUYmrSIgiCpw7Z165dw2uvvUbV2Gbr1q144okn4PP5mMu7WcVnr25R2o7ypmnecS4rlokKL445v98PQRBQWlqK1tZWdHV14aWXXkp6jJ9//nm89tpr0DRtQsRqmhJ6FkgJPcs1FggEIIoic3MulnuFiKJelqGFiHw7d+5Ec3Nzxvu+vb0djz76aNLPiXSO72QO0nSiHTAyySFJEtP+3K54aWYnSRLeeOMNqvOyY8cOPProo0wTD7dzdiuHw+FwOJyJhQupHA7njiLeNRaLxRCLxaAoyoTlPrLAKkIQtx+rOAKwia/l5eUJbqZMpHIzpSN+32mbwXgdILK6H4PBIFOTFjKYZikLtSwLPp8PV69exQ9/+MOMpbfRaBS5ubmeGmGRxiW0eHGLErGetqP84OAg9fYAE+uymugJFC8OXi/CuyAIaG1tpYp1eOKJJ5jv4XixmrWEntXBDYD5nuzq6mISXr2K9ZMt8FuWhbvvvpvqvl+3bh0sy3KXpXV8e4ko+SoFuK+6mZ2u6zAMA59++im6u7upnses5/52zm7lcDgcDoczsXAhlcPh3DEQ19jVq1eRnZ2d0MHacRwMDQ1h5syZE9rtPB2sIkRlZaUngdOL+Mo6EGN1M5F9DwaDaG5uztgMpr293dMA0YsLKBKJICsrC01NTSguLk7rMBQEwXWDBYPBjOJrTU0NKioqxohpmUpv582bB0VRcOPGDab9JzmZtHiNXPD5fEwd5cvLy6m3CRi/yDOZjbNGO3hTOavjHbzEMccivCuKMqnHmIjVrPm4rPti2zZisRjzNdbZ2Un1+vGURCuKwrwMq8BvmiaCwSDOnTuX9r6Pf1YAoHZ8x2Ixd6KGVayfSgFuspvZAaBqZtfU1JQgckaj0YzPY/I6lnPv1b1t2zbzs+Kr4quu8uFwOBwO53aBC6kcDmfKSVey6BXi5NF1HZcuXcKHH36YVLTLyckZd7dzFlhEiOrqakQiEab3J4NRVtGCVRzwInRZloWWlha89957GZvBtLS0eBoges1wVBQFkiShqKjIFWXi3V/kPePzQWOxGJqamlBSUoKDBw+Oub4aGxtRUVHhlncLgpDQbCrdeaqvrwcATy4zluPm9Xj5/X7myIH58+ejp6cn4+vH67KaiMZZ6SAOXhpnNZmo0HWdWXiXZXlSYx3IPczqriXuP5p9IQ5uLxmxtC7m8ZREszZ18vLccxzH07OCxfEdjUY9ifVTxWTfk5qmUU06HD161H3Gj75eMn1usp57r+5tL8+KqWQqBHEOh8PhcL5ucCGVw+EkMFmOA9qSRa/IsgzTNDM6VKqrq7Fq1SrP3c5Hk+l4EXcSzSCpoKCAWYDQNM1TGfWMGTMmxM2Ubv8FQcCpU6eoHHYlJSUIBAJM+wHAU4mr3+93B4DEoaaqKmRZdoUWRVFSXpOzZs3CU089BcuyEIvFoKoqJEnC0NCQ+xri/GRpNkXuCZYmKn6/n0l89+KaysrKYo4ciEajWLlyJV599dWM+zEekWc8jbNoIOfRMAw899xzGZ3VW7dudUuCWcQ0SZI8xTrU1dXh8OHDGV8f33CHNR+XsHz58rTZkuT+FUXRk8jJIhB5LYkmP4+njJrmM9K2bei6jrKyMrcCYLQAFX8t0gqD8U2wJkKAm4zP+8m+J8k6WCcdvIicrJ/HXsVtQRCo7i9BEJi2Z7xMtiDO4XA4HM7XFS6kcjicSXcckJLFrq6ulF/GQ6GQW7LoBVmWceLECXfgJooiwuEwsrOzMTQ0hM7OTti2jWPHjqGwsBCVlZWehVSW48XiTjIMg3mwp6qqJ9FiPG4m2v0XRdFT3utoMjmYNU1jFoVHZ4rGYrGE/RgNEQf27dsHRVFQXV3tljCT7Tt58iRM08Ty5ctdx2J8s6kPP/wQtm27YqIoili8eHFCsym/348lS5Zg9+7drvuRrEdVVQiC4LofGxoaqI5tPF46XmuahqtXrzKtJxKJoLi4GPX19e7xSubiNE1zXC4rr42zaCHd0Z955hkcPHgw4yTNhg0boOs6srKyXLGMRkwjQioL0WgUlZWVVEJqfX09BEHwlI8riiJOnjyJ3bt3Z8yWXLt2LcLhMERRZBat+vr63N9lakw3npJor0IX62ek4zgwDMNt7pednZ20SRR5f1Zh0Ivz1eu+sOAlCoPlnpRl2dOkg6Zpk+7gZZk4jXeid3V1YdeuXVSZuqzHyytTIYhzOBwOh/N1hQupHM43nMl2HNCULJIv401NTZ5K7kVRhOM4OHLkCPLy8rBu3ToUFhYmlGuvX78e58+fx86dO3HkyBF3sB+/TzTuHC/Hi9adpKoqTNPE4sWL8dZbb2Xc77q6OhiGMcbFmI7xlhPS7v94O7fTOpiJ0MVyzMjgVZIk6vMoyzLOnj2L2tpanDt3Dtu2bRsjitbW1qK4uBjnzp1DYWGh22yqra0N69atw+bNm8dECJw/fx5tbW3o7+93xaFwOIzS0lLcuHEDgiC41weZkAiFQqitrYWmaZ4Grqwdr23b9hw5sHLlSnR2diZ1ccZnPnodgHsRBlk61zuOg5ycHKpGSMeOHUNBQQGCwaArwtCKaY7jICsri2o/CH6/H1lZWdSOZ3Its2Ywk1gHmmxJIvKNFjkzOZIFQcDcuXPR39+f8ZrMy8sb1zOMdZn4Zx75jCETdP39/aivr8/4GZnus9OrMEiqMHRdR0VFBYLBICKRiPvZ4vf74ThOgsA1FQ5DL1EYrJMbXiYdVFWd9BJ6L+I2OV4095eX4+WVyZ6k4nA4HA7n6wwXUjmcbzBT4TjQNI2pG3OqRkjpRE7irMnKysKzzz6Lrq4uvPTSS0mFm+effx7btm1zczIdx6F254zneNEKKgMDAyguLqYSR4qKijA4OIi8vDxmp814cvxo9r+pqclz53aWpivk+LIcM2BkkEgj7pPzKEkS5s2bhyNHjkBRFLS2tiYVB/r6+lBXV+eWNweDQaxZswbd3d1Jr8n6+nps2rQJ7777Lvx+vysmA0BfXx/eeeedpGXk06ZNc68v1gkB1o7XJCOVRawnIk6mzEdyjG3bTvpsSbcvXhtnsXSuJ2J5R0cH1To6OjpQVVWVVFBIJ0yZpulpQuTHP/4xWltb05YEE8fzhg0bmIWOZJ3u02VLEpGPiFa0jmTLsrBixQrMmTMnY3zCl19+6V4vhmFg9erVaZvGkWoHL1nHwEjsx8GDB1FUVIRNmzYlnQw5ePAgGhsbPZepexEGc3NzxzRYjJ+8i0ajCQ0WveTjepnU1HWdKQqDiNXx90e6KgQvcS5kkso0TWYHLysssQ7JnmGZ7q/4Z9hkMlGTVBwOh8Ph3IlwIZXD+QYzFY4DQRCYvowHg8GEZYnQEYvFEIvFoChKUpEzFouhtbU17SCRNOtobW3FjRs3oKoqNE1jciVOxPFKNQAi+ZU7duxAa2srioqKUgqJoVAI27Ztc5s0eXHasOb4sex/KBRCfn5+2teNhrhNWZuuaJqGnTt3orm5OaOg1N7ejkcffTRB3M9UehoIBGBZFi5cuOA6UlOJA8XFxbh48SJKSkogCAIeeeQR/PKXv0y5L9u3b0dNTQ0eeeQR97oQRZGqQdeqVatgmiYEQWAu13Uch6rj9be//W339/GNs9I5DEkZOcsESvy9QrsvXhtnsXSuH6+zmhZZlmFZFpOz2rIszJ49Gz/84Q8zlgST+0SSJOptAuApJ5KsyzAMakeyKIooKSlJ+/wm131TUxMsy4IgCFAUBXv37oUsyyn3v6enB8uXL3fFV5bnnqIouHDhAhobG9NO0DU2NuLixYuYO3cu82ekV2HQcRymBote8nG9fN5HIhHmKAy/309dheBl0iE+Szr+3MdiMRiGAUVRoKrqmM88r9BOnI7nGTaZjHeSisPhcDicOx0upHI432BGOw7SiSNeHAeyLHv6Mi7LMmzbTnDaxGIxd4DsOE6C08ayLEybNo26/JY06wDA5M6Z7DLiWCwGv9+PlpYW7Nu3L6M4sH79eneAKIqiJ6cNS44fy/6/99572LJli6dmMKxNVyzLwt13350gKI3OFY3PmCPiPkvpqeM4WLhwIfbv359RHFi6dKnrKv3ss8+ohYvy8nL4fL6ErN90+x+f9UsmBA4fPjwmcmDJkiXjmhAIBAJu46xMDkPDMFBYWAjbtj3dKyylx14aZ7F2rvfirI5EIkmFjnQuO0EQcOPGDSZn9cDAAObNm4cTJ05kLAmeN28eFEVxndUsecKsohIRIxVFoXYkk4xhlusegFtuDyDt/i9YsCBBGKR97kmShIULF1JN0DU1NQEAs/joVRg0TZOpweJUOAwFQfAUhUGqHWiqEEhFxZIlS/Dmm29m3KaGhoYx17AkSRAEwf2cIBMMkiQlzeEeD+mExfE8w8ZLpkaRyUTfdLnFUyHwcjgcDodzu8CFVA7nG0q844BGUPLiOJAkyZMIMX36dLdrOo3TJhqNemrWwepKnOwyYuIsPHfuHLU4EJ/1ypKVl4x05zWZQyVVQy8A6OnpgWmazJEDsiwzn0dSqn7x4kW3q3F8IygyaL7vvvsQDAaZu7Drug5FUXD69GkmcUCWZWY3Nsn6pYFk/RJXXrrIAeLK8zohEIlEcOjQIaxbty6jw3D//v2oqanxdK+wlh576cTN4szz4qwm9xsAapcdEVReeeUVtzlZplL9TZs2uVEVQPqSYJJ1a9s2s+vVq8jHItYHg0GqplnAret+9HWcbv/TCYPp8rABME/QeXHleREGRzdYTLdtFRUVmD9//qQ7DImLlzUKAwBTFYKu6wiHw1STDqFQyBUFWWJjvDa+ZCFZ8790kGcYq4uVQOv2jxd4ab4fkvfhzaY4HA6H802BC6kczjcU4jiYOXMmNmzYQCUosToOvLotBEFgctqoquqpWUdPTw+1K5EIcCx4KSO2bTtBSEwnDhw6dMh188Svg8aVmIxMjjmy/zQNvfr7+zE4OMgUOWCapqfz6PP58MUXX2DFihXo6upKKfKFQiF8+eWXkGWZqfSUlCqzigNehHdBEJiXGR4epoocIE2wvGxXdnY21q5dSy12XLt2jer9CdFoFNOnT2cuPSaNs1jE+sl2Vmua5rrcaEUb4kpUVTXBWU3uCb/fD0mSXGd1Xl6eK8jS3l+GYUCWZZSWllIJUCUlJa6YGC/ypXOmEZHPi1jf19dH9fp4kW8yhUEyscU6sUMmc1hgFQZJzA3tpEtnZyfy8vKYtsmLw5B8TrCel97eXiaxOhqNIhaLMeXj0jS+HC3YToUw6OUZ5gXWRmMk47u5uTnj98P29vZxCbwcDofD4Xzd4EIqh/MNheSysQhKsiwzDSxM0/TkthAEgUpQIWWeVVVVnrv4srgSJ7uMmLjsvEQhKIqSch0AUjYRYXXMlZaWorW1laqhF8lJpI0cUBQFAwMD1McXgNtkbNasWVTltw888AAURUmID0glDBF3KXE0sZwXIoCxEIlEoCgK0zJEgKTJVF26dKnrRGJdx8yZM6lLr0OhEObOncu0DnLfs4pvrJ3bDcOAaZoJ5zKdMEic1fX19di+fXvG7aqrq0vo9M4q2ixZsgS7d+92xThRFKEoiitokt8TwTK+cdKhQ4fGTKA0NDQkNE6ybRsXL15EQ0NDRtcryfp1HAehUIgq1iEYDLpucNbnWH5+PvUypFkgC6zCoCRJniZ2SNYmC+Rc0gqDrBmWZNKQBS8OQ8dxPH0WHz9+nOq1RKwGRgTIaDSKYDCIUCiUtAojXgzVNI05NmYqhEHTND1lnLPgpVGmZVloaWmh+mwhWe0cDofD4XxT4EIqh/MNxbZt+P1+5jxGlkESKWmPb1KTjvr6etcxxFLeXFlZ6alZR3V1NZXrdcOGDYhEIsjLy5vUMuLi4uKEUl0adF138zFZm4iwljn6fD6mhl7AyCDZtm2qxi5em65YlsVUdl9VVYWOjg4qN3K8u5QFMonAui+szYD8fj+6u7up9z0UCjEfYyJK0Drz9u7dy+ziJFm/XhyGLF3Y4zuk05asDg0NUbsFKysr3SgIVtGGuBJLS0tx6tSplJM7L7zwghtpQiI7gsGgG+lBJkPIeY4Xk1RVxYIFC9DR0ZE2g7m3txd1dXXu9Xjw4EG3cdS2bdvGCLb19fUIh8M4cOAAli5d6rlBFS2kORELrMKgV1GQVeCNX5/jOJg9ezaeeuqphFxwVVUxNDTkvoasi5a+vj5omjbpJeRenuGaplFtE3BLrJZl2S1DJ9soyzJyc3NTnjcv7uKpYPSECEvGeTzpMk+9NMoUBAGnTp2ieoaVlJQgEAhQ7jGHw+FwOF9/uJDK4XzDYRUsWaHtKF9dXe029WF1/xHhgFW4OX78OFPmJQAmUVgQBE8lrmQwRIPP54MoiszrME2T2TEnCAKTOJRsIDraYReP16Yrtm1Tl91/9tlnrpBM60b2UuJK9tOLG5t1mffff59qmzo6OhAOhz0JKiwiZ09PD3PmI8AmDJHXZ2dnu2I8jVgvyzJ8Ph9TpElOTg5Onz5N5eI8ffq0Kyh4FW0yTe6QJlgAe+ajZVm4evWqG4ORShQlmcPEVX7//fdnzOHdu3cvamtrEYvFmCcR/H4/cnJyqF5L4hPIz5MlDCYTBTM13PGaEznaMZhqPcQxaBgGk2BJBNjJLiEnE7SsURi0sQ7AyH2fm5s75vfpmkTJsuzJXUwE28mGZJzTPMPioc089fI9hPzMugyHw+FwON8EuJDK4XxDYS0N9Np8wjAM+Hw+LF++PK0IEQgE3EGLF0HF7/czCTeCIHjKvCwqKqIShQsLC13xguUY67qOyspKnDhxIuPrySDUi5PP5/MxO+YAdnGINZdNEATm88gShzA4OIhoNMqckcrqRlYUhdmNTTIZWcUOFjcXcUuyNhxiceaRiQCWe0UQhHGVHtN2YXccB5qmYdOmTdi/f3/G879x40ZIkoT3338f169fd7NLk7k4SXZpIBDwJNpkZWVRxSccPXoURUVFrvjKMhlimiYKCgqwd+9eyLKcVBQ9duwYenp6sHLlSrc5U09PD1UO76VLl1BQUMAspvl8PoTDYarnHmmcNdnCYPzETn9/f0b3MsmtZXWxAmMdg6myseMdg6MnatKJvPPmzYMoigiFQlT3pNeydlEUmSdRWCYOAW9idbwTnZZUgu1kQfsMI9B+thqGwRwZZBgG83cXL98PORwOh8P5usKFVA7nG4ogCBgeHmZahuRRskBKT1VVxdy5c1OWLKqq6mZ/eSk9jsViTM06vIiPhmHg1Vdfpe6qvWHDhqRdotMRiUSwaNEiakEh3UArFUR4ZhVFvQjvmqYx5bIZhsE02Ldtm2n/dV1HTk4OdSfueDcyq8OS1Y1NhJ7y8nKqvLxAIMCcKavrOnXDoZqaGpSUlLguM1ry8/Oh6zra2tqo7pW2tjZs3rx5wrpXpxvIk6Yz586dY8p7Jdf9gQMHcPDgwZSCFREhvIg2WVlZzPck62SIZVno6upyKxEOHTqEcDiM7OxsDA0NobOz0z1+CxcuRHl5OWRZxsKFC6mE56VLl7qZy6ximpecyKnIlly+fDny8/MzupcvX77sqdEUAE+OQdu20dDQgF27dmUUeRsbGwEAZ86coXJWnz17FgUFBcyfX2T/WSdR5s+fj56enozvHx8DMpp0pe1eY2O+qi70mcRI1szT69evM63fMAw3V5kWL5UbHA6Hw+F8XeFCKofzDcWLA4wMkMeLJEnQNC1pHiTpFstaGkiETppmHawOO2BE4MzOzsbVq1cTumqncqaRrDzWzEufz4cZM2ZQiwNeymizsrI8C8mssOaymaYJWZapziMAxGIxpgHy5cuXIcsysxvZcRyUlJRQnZfi4mIAI9e5ZVlUbmwSA0HcwitWrEBRUVHKcu2ysjK3TJ0Fn88HVVVh2zbVdpFyeJaYgvnz5yMajTLdKySeg1V8Y4W4nmkFyxMnTmDatGkJv0vlFiTouu5pMmj0REU6hyG5J7u6uqjenwivRLBLlQ/b1NTkim8HDx50xVeWDGLSuZ7lfrFtG6ZpMnVhBzAh2ZKpEEURkUgEZWVlaV2/RERevXo1IpFIUldeOpFvPNUhoVAIJSUlVJm6juNg79691M7qLVu2eBJSdV3HW2+9hdbW1rTPsFAohG3btuGRRx7BypUr8eqrr2Z8f9JkLX59NKXtXmNjvLiLpwIvmaes758sficdX6XwzOFwOBzOVMOFVA7nDiaTQ4M1K1HTNOa8MNbsN13XXacNbckmEUdkWcaBAwdQWFiILVu2JAg0Pp8P3d3dbjMUrwIUOV6ZnGnz5s2DqqqeMi91XafuxO1VeL569SrT/hMhmRZBEKBpmqfsVgBu6XGqwX5PTw9WrFjhrod2/8PhsGfRwnEcKvGR5Nn5fD5s374da9aswZw5c5K6sQcGBmCaJt555x089thjCQ7uOXPm4Omnn0YsFnOvY0VRMDQ0BEVRYFlWwjVJjjvNNXnmzBns3r07o6Cydu1ahMNh2LadIHKmW09VVVVCo6NM9wpwaxDO4mRLxUSKVl66nROBm/W+J/ckbROsSCSCwcFBqm0i17EgCEz5wLFYjHniobKyEoZheLpfaO775cuXu6X9XrMl4yH3BGn6QyC/Y2nIWFpa6gr8tCKfIAie84Edx6HK1CWfrSzOai+l2mRfHn74Yezbty/juXzooYcQjUapRHdSTUKOFWtsDGvkwO0sCrI6mIPBIJPrl0TTTHZzMg6Hw+Fwvq5wIZXDucOgHbyRQShLViIZjLDgJfuNtbw7Go2669m/fz+AkUFWqpLV/Px8VFRUMA8STNNMEHjTOdNIJp+iKEw5mWTgqus6KioqxnTiJqJOvDhgWRaz8OzFMceSyUe6l3vNbiWlx+kG+/Pnz3cH1rTX8X333efJjUwaDu3Zs8cVH03TdM+LJEmu+Njc3Izy8nJEIhF8+umn6O7uRk1NDWpqahLc2LZto7OzE0ePHnWFsfjzP336dNfRLAgCFEWBqqqQZRm6rkOSJDeHtb293RXfbNtGLBZzBSIivpF72LIsHDp0iErkPHTokCtGhMNh1NfXQ1GUlCKfYRiuIzf+Wkl3r8S7v1icbC0tLW6uMotoxRJp4qXbOXHus+bj+v1+piZYZNKFFuKSZ8kHJsI+632squqY+yWVWN/c3IyysjKcP3+e6r5fsGCB+zkxmnTN7OKJr8gY/XwlYiCZbGRpyEgae7GIfI7jeJrYkySJyZVYVFSU8PtMzmqvpdokOoXmXM6dO9d1PbO4kVlL23Vdh67rVPE/NTU1CYLt7YZXB/MDDzyAbdu2ZXw9+ZzwktfN4XA4HM43BS6kcjh3EKwODVVVqbISq6urUVJSAkmSmEv9vHaLZc1yG70e27ZT5owShwbrIME0zYRMvnTuWuIYNU2TyWUXiUQgSRIURaE+j6O3KxXxWYFemsFYloXFixdjz549GR1zXgTLZNmt6Qb78d3Oi4uLqY5xfn4+0zYBt0Rk4sojjrPRog35PYkDuHbtmrtfNK7MeOEivvEIcTiOzsMl5aplZWV44YUXcOPGDQiC4LrwSEf3UCiE2tpaOI4DRVEwPDyccEzTHWMyCFcUBYZhYOXKlejs7EzZ7T0cDsMwDKiqyjyBwOpkI42zJlO0IhNOtPtSV1cH0zRhWRbzfZ+VlcXUBMvn8zF1O9c0DaqqUueqFhQUoLKyEv39/dTrAG7lvXZ0dFBd+8TF+tFHH7nvke6aJJ8TpCkPy2ceADeqorOzM6VYHw6H3fuItVkgeS6wiHxeHMzkWNBAjhlLYycvpdqWZUHTtAQHc7pzSZ6VZGIwGAy6GeZkMsTv97vPPrI9XkrbSbUDjUv6dsarg3nhwoVM3/V0XZ/0DGIOh8PhcL6ucCGVw7lD8OLQIF1ZaQTLvr4+FBQUMG2TV+cEKfFkyXLzsh7WQQIp/WxqakJNTQ2ysrLGlGoPDw9jxowZbknsjRs38Nprr1E3qGptbUVeXl7aTL7R5zF+u1iyAlmbJ4miiEAggBdeeCFjJp8gCGNKQtM5WAEgOzvbU3ar3+/Hz3/+czQ3N2c8xrt378ajjz7qqWSRtSR6tGCXyQEWL1ywOMtVVYVhGOjr68M777yTdLumTZsGVVU9NydTFAWyLGPv3r1QFCVpt/ePPvoI+/btw/LlyxGJRJiExGg0imnTplG7kefOnYtQKOROCE2maCVJUsK+pLqOq6urUVRUBMdxEIlEmO/7rKyshCZYqdZDmkeFw2HMmzePulxX0zSIoshUpn/XXXd5cq8bhsEk1uu6Th03El92znruAUBRlLTP1zfffNPNPGVt5haJRDB9+nRmkc9LVUEsFmMWeSsrK6kaGY6nVNvLZzEReMn6ZFlGbm6uey+NxusEbVdXF3bt2pXxe8W6detSup6/arw6mK9cucL0Xc/r9woOh8PhcL4JcCHVI3/4h3+In/70p8zLjXZ2bN26FT/4wQ+olp02bRq6u7up1vHjH/8Y77zzDs6ePYtoNIp58+Zh2bJl+N73vof77ruPenvfeust/PSnP8Unn3yCy5cvY8aMGaiqqsLjjz+Op556ijqM/tSpU/jRj36E9957DxcuXIAkSSgoKMDv/d7v4d/8m3+D+fPnU28TJzleHRolJSUZHWB9fX1Yvnw5s+PAi3PCNE3mLDdd15mzWyORCHw+H3UjoNFcvnw5pQNqxowZ7u9I9mF8051UJeHRaBS5ublUHeXJeQwEAq7biiUrkLV5kuM4blTBL3/5y4yZfKtWrXKjAPr7+zM6WPPy8qCqquvipCUSiUDTNITDYarGRs3NzQDYRGTSrCS+JFoQBMydO9e9Jnt7exNKooeHhzF9+nRPgm28y+7w4cNjnJ9LliwZk/2XKSexuroaq1atAgBPwpggCDh79ixqa2vTCsnFxcU4d+4c5s2bh61bt1ILiU888QRmzJjB7GRzHGfSRStBENDe3o41a9Zg0aJFyMnJGTOBMjg4CL/fj3fffRePPfYYLMvC1atX0dbWhnXr1iXNbD5//jza2trQ398PTdPcyAWajFQSucBSrguwi1zkOcl6HXu5j1VVpX59NBr1JFjKskztyC0uLkZ5eTn1NgEj94ooiswiH6v7zzRN5s/WSCSCRYsWUQmpXku1WaMzyHaNjhBI93nudYLW7/fj4MGDVC7peNfz7YbXXPT58+czf9ebiAxiDofD4XDuRLiQOoUEg8FJX8exY8ewadMmXLhwIeH3Z86cwZkzZ7B161b85V/+Jf7iL/4i7ftEIhF873vfw+7duxN+39vbi97eXuzduxevvPIKXn31VcyaNSvte73yyiv4i7/4izFf+k+cOIETJ07gxz/+Mf7v//2/rsDB8YYXh4ZhGIjFYlixYgU+++yzpOW68Y2NWL8se3FOaJqGoaGhMe8z0Vlufr8f586dcx1LNO4U0zSZHFCmaboDnv7+/owl4fPnz/fURIIQXw4uiqLbjGT0vSeKojv4YWkGoygKTp06xSTyLlu2DPPmzcvo4rx06RJisZgnkW9oaAjFxcW466670g6QiWPQtm1mETkrKwsnT57E8ePHsWzZsrQiV0FBAYLBIHPTNMuyXGf5vn370jo/SdMdQRCYmuFUVlZ6yvwkP9OUnS9duhSapuHatWtU4jZxo45HHKEhXrRiyWC2LAv33nsvgJEJlLfffnvMdVxfX4+ioiLce++97jM0GAyiubkZ586dw8svvzzm2VpbW4uNGzeivb3dk+s5Go2isLCQulyXdKFngQiprO51L445lok6kmXqxZUYHx2SDhIdwtKkx+fzjXHVp8vrjnfXxrv/MjUZJMeABZ/PhxkzZkxqqbZXt+To7xbpGsZ5LW2XJIk50oS12dZUwToZZFkWLMvy9F2P9nsFh8PhcDjfJLiQ6pG//uu/xh/90R9lfN3f/u3f4p133gEAbNy4Me1r//f//t9YtGhRyr+TpiOpOHv2LJ544glcuXIFgiBgy5YteOSRR5CdnY2jR4/iH/7hH3Dp0iX87d/+LaZPn44/+IM/SPle3//+910R9f7778cPfvADBAIBfPHFF/jRj36E999/Hx0dHXjyySexc+fOlE6Sd955B3/yJ38C27Yxbdo0/PEf/zGWLl0K0zTxi1/8Av/0T/+E/v5+bN68GTt37kR1dXXafeQkx6tDI76xzWQ4Drw4J1RVZXbCkOw/VtfU3r17mdwpAJgdUKIoUouJ/f394zqP8aQb/JEB6uhmMKObFI1uBuPFaRUIBNIKz0R8a2pqgmEYnhv7vPTSS677kThciXAhSRJqa2tRVFTkCuMsIjIReDs7O6lErvb2dlRVVXmKj5Blmdr52dPTg/nz5zM3w3Ech2kQTsSM06dPU2drhkIht4w40/1FukRfv36daj8IkUgEsix7aoTEksFcUlKS8Trevn27ex2TnNqWlha89957KY8ZufZbWloAjDSQY2kERVyxtOW6hYWFnkQuy7KYmvTETyDR3sfEyUlIFwMS35ws/tynW+bSpUswTROmaTJfLytXrsSrr76a8fUNDQ1u7AYA5OXlYd26dW50BXEjr1+/HufPn8fOnTvdZ352drb7WRsMBsc0GSQTTPE5oV6cwrquT2qptpfPfDKJwBJnwnod+/1+ZmHYa7OtiSCdkAzAUy46aRw3nu96t6OozOFwOBzOVwEXUj2yYMECLFiwIO1riEADjGRyPfnkk2lfX1xcjKqqKs/b9O///b/HlStXAAB///d/jy1btrh/q6mpwUMPPYQVK1bgyy+/xN/8zd9g/fr1SUvq33nnHbz99tsAgKVLl+L11193HUn3338/1q1bhz/4gz/Az372M/zqV7/Cj3/8Y/zhH/7hmPcZHh7Gn//5n7sdwnfu3Il77rnH/XtjYyMaGxvxxBNPIBqN4t/9u3+Hffv2JS2j5qTHq0MjWWObiXYcsDonSKdk1oGYaZrUndtJQxjaQUF8diurkGjbNrWY2NzcTJ0TSIhEIsjNzR2zL+kGYuQYj26eRIRUMpgd3TyJNb9U13X09PQwuSWj0SjTeSSZl6qq4rXXXsNjjz3mbmt8GTXJqiXPPNaO4rFYDGvWrKESuZqbm11hIN5ldvjw4QSBt7+/H0uWLEkQLiRJonZ+rly50pPwrqoqcxmxJElM2ZrhcDihjDid+4tkPrK6kX0+n+vOo4W4WFkymJ999lmquI34cnDWEvJwOOx2O6cVq4PBIBRFwXvvvUddrutF5CLCMO3EgyzLME2T+bm/ZMkS7Nq1y401ME3T3RdJklzHN7leyOcTTRRCNBqFZVmeHLm0Wb+BQMCdDCotLUVrayu6urrw0ksvJW1o9fzzz2Pbtm2uI5M0h8vUBCsWi7nudZaGbiS3erJLtb24JVmbhnkpbWfdJy/NtsYDrZAMwHN+KXeXcjgcDoczMXAhdRJ555133EzU5uZmzJkzZ9LW1dnZiV27dgEYyf6LF1EJBQUF+I//8T/i3/7bf4vh4WG8+OKL+Ju/+Zsxr/u7v/s7ACNf6v7n//yfrohKEEUR//2//3fs3r0bg4OD+Id/+Af8wR/8wZi81FdffdUth/vBD36QIKISmpqa8N3vfhevvfYafvOb3+Bf//Vf0dTU5OkYfJNxHMdTSXSyQcJEOw5YnROmaUIQhAQxLZ3TqK6uDo7jYGBggLpze1FREQYHB6FpGvUgnGTSsYpWmqbhs88+oxJH7rvvPuTm5lK9PyHemcMyENN1namM2DAMT2L9yZMnqV575MgRVFZWAgBKS0uprpeSkhJ3vx988EEUFhaiq6sLb7zxRlIR4tlnn0Vvb68rIrN0FDcMA2fPnqUWucrKylwBKpXLjIhUxGVGnMW0zs977rmH2ZlFGkcZhoHVq1ejuLg4pXARCoUQi8UgCIKn7uU0AhS574nrl9XFyHpNEmcabQZzb28vHMdhKgcPBoNwHId60oWUkMuyzCRWV1VVwTAMpnJd1rgJ27YhSRK6urrQ3t6eUXhes2YNKisrYds2U3xCNBpFKBRCaWkpPv/886TPo/r6evzgBz+AqqpuM7eZM2diw4YNVM8wSZI8ifW/+tWvqFy/O3bswKOPPgpBENDa2pp28ow0tGptbQUw8jzWNI26CVYsFkM0GmVu6EaeMZMppnlxS2qaxtwok1Ws9eqUnQpYhWRg/Pml3F3K4XA4HI53uJA6ibS1tbk/ZyrrHy/xjoRNmzalfN13v/td/NVf/RWGh4exY8eOMUJqd3c3PvroIwAjbtRAIJD0ffLy8rB+/Xq8+uqr6O3txeHDh9HY2JhymzZv3pxymzZt2oTXXnsNALB9+3YupHqAuLlYBwms7hwvsDonyL6Ulpaivr4eiqKkFDkNw0BJSQkkSYLP58PLL79M3dxm8+bN8Pl81EJisuzWTLBmOB45cgQPP/ww83mMxWJMAzFBEBCJRJjKiHVdHyNCpBO4gZHIBZr9IOsjg0Bd16ncb8RZaxgGioqKqESI5ubmMc5amo7iPp+PSeSqrKxELBZjcpkBI8eUdj2/+tWvsHr1aqrXEvx+P2zbhqIo2Lt3b1onI8lh9dLYhmTq0t73BC9ZnONthJTu/Ofn5zNPoOi6DkEQmMrOieDBOlEjSRJzk7lAIEAlvpE4D8dxcOTIEaqJBxIfoWkaPv/8cyoB8syZMygpKYHjONi3b1/a+AQiphFX4qZNm6jc2xs3boQsy24DPBaxfu/evTh48CBV1i95VrA4mEOhEDRNY3Iwh0IhXLt2Da+99hpTQ7fRpeqTIaaxfuZ7bZTJKtYKgsA8iZCMTGX3rJBcbBYhOZnDVFVV13nLHaYcDofD4UwuXEidJLq7u/HBBx8AGGkg8+1vf5tquYGBAVy+fBmKomD27NnU7ol4oeaBBx5I+Tq/34+amhp88MEHOHv2LL744gsUFBS4f4933aR7H/J3kht28ODBBCHVNE1XDCgtLUVhYWHK91m8eLE7808rOHESEUXRU2n7VDVS8NJR/sqVK1ixYgW6urqSipxLlixBKBTChQsX4Pf73ZxUmuY2eXl50DQNDz30EFW3840bN3rKbiWiIK04cuLECaxfv56pXJMIHfGOnmQd5eMHYoZhMJcRh0IhiKLoNs7K5OIlx7ivr49q34FbjW3OnDmD3bt3Z8xuXbt2LYLBICRJohYhKisrkZOTQ71NZLtGNypJR7yYpqoqtcuM3Acs1wur8E66w3/66adutmo6YWzBggUIBAKenHzEBc3imKLJ4qyurkYoFHL/n7W8mWVfNE3z5MSW5ZGvV7SOdyKGsK4nKysrQUyRZRm5ubkpxRRJkvDGG2+gubmZymH5+OOPY3h4mLlJT1ZWFvbt20cdn/C9732P6h6Ob2QHAOfOnXOXSSVWE/ExGAwyl8OT/aURkYFbzzDWhlaCIDAv4/P5cPXqVeqGblNZqs7yma+qqudGmSyl7ayTCPHHiqXagxUvQjJ5VgiC4OaEj652ADDumAYOh8PhcDjJ4ULqJLF161b3y8tTTz2VsVEUADz33HNuGSEwMuC555578MQTT2Dz5s1pQ+87OzsBANOmTcPChQvTricUCrkib1dXV4KQSt6HvC4d4XDY/bmrqyvhb6dPn3ZdRpneR1VVlJWV4cSJE+ju7na/CHLoEQQBg4ODzKXtWVlZU7aNLNlcuq6jsLCQWoAyDAOWZblCcqYBb11dHWzbpi7VJoNwL+43Eu9BA2kGQeO0qa6udhtgkYEYTUd5MhDzUkZMchLz8/MzungvX74M27aZBnFkoE8EhUzZraSMmkWE+Oijj9Dc3Ey9TQA8lZBHIhHMmDGD2WXGsh7i/PJSqh0vXKQTxohw4eXaJ453mvueTAZdvnyZKnKgp6cHc+fORSwWYy5vZtmXnJwcTyKyIAhMZeeKorjiK8t6HMehFnlIU8JPP/0U3d3dVOKb10gPRVGY4hNs22YS00h8wqFDh6jEaiI+smSekuslPz/f3ZdMruGcnBxPWdK2bTMtQ74nkeuYpqFbslL1iXZXxkPzmZ+sUWYm97bXRpmskwiPPvqou+2sZfcsjH4epyNeSGbN1OVwOBwOhzNxcCF1ErBtO6HD6zPPPEO13OhBnWVZ+Pjjj/Hxxx/jn//5n/HKK6/gW9/61pjlyBdNABlFVAAJwun58+cT/hb//+lcpKPXNZ73Ie914sQJ2LaNCxcuoLy8POMynFsQR+Irr7xCXea3adOmr8ypkGmwIcsytVuSdNS2LCtBSE414CVCMksHeiLYseaykfJTFhzHgWmaVKXtsVgMpmnC7/fjd7/7HXVHeZJJyFpG7PP5UFpaStU4i3QvZy2jjUQiTNmtZPBKuy8nT57E+vXrmUVBL41KADC7zFhFO8dxEoT3VCJEfBYpq2hDIirq6+uxffv2jMsQJ99ox3u6+55MBuXm5rp5uc8++ywikYh77fn9fly/fh1HjhzB3XffjUgkglgsxlTevGHDBmiaRu1KTDaBkqmjPHGIsZSdE7c1q7uYlPTSRnoQEYvFYeklf3t0bMxExyeQZm6sOc/Dw8P42c9+xlQOP3/+fKptmzdvHlRVxcDAANV+ELy6kX0+X8LnUaaGbkRMm0x3ZSpS3fvx1ySte9tLo0wvkwhEsPVadk9DMiE5HfGRHizVDiSHm8PhcDgczsTAhdRJ4P3333eFxMbGRpSVlaV8rSiKWLVqFdavX4/a2loUFxdD0zT09vbiwIED+F//63/hxIkTOHv2LL7zne/gX//1X1FaWprwHoODg+7P6VyrhPiy1tFf+FneK/594pcb7zaNfi9OZohgx1LaPpWNFFjx4tDQNA07d+6kcpt0dHSgsbHR0+CFNZeN1cmnqip+9KMfYcOGDZgzZw6eeuopxGIx9zySgbppmvjJT36CJ554AqqqMnWUNwyDOR+XdHuPd1imK6UtKChAZWUls/Cs6zpTdqtpmtB1PeE16YQu4vqlFQVJDAZrBnFWVtaYkuh0EJdZVlaWp4zcpqYm1NTUICsra8z1Mjw8jBkzZowR02ghGak0jveamhoUFxe75e20Dq3Rk0Hd3d3YsWMHioqKkJubi4GBAVcAufvuu7F161Zs2bIFkiQxlzezNumxLAt1dXVob2/PKPTU1dW5ecLxZeepIG7kcDgMx3GYYwoURaEWeQzDGDOxk8lhKcuyJzcyi2jjJT4hEolAVVVPOc8s14vf70dVVRU+/vjjjNtExEpW4dmLG9nv93vKCY13Vx4+fHhMc7IlS5ZkdFdOpIvVcRzmpmGprq9MEzWskwjRaBTTp09nKrsnE5y0eHkeR6NR5moHMnnK4XA4HA5nYuBC6iTA0mTqySefxFNPPTXm9wUFBXjyySfx6KOP4vvf/z62b9+OK1eu4C//8i/dxkyEeEFEUZSM26eqqvvz6C9W8e8V/7pkaJqWdLnxbtNUNEC6E4l3S2YaJMS7U243vDo0VFXF3XffTTVA/u53v+tJSMzOzmbOZQPYGugIgoArV67gn//5n1FTU4OamhpXzCDCVGdnJ44ePZqQe8fSUZ647Fgg5cpHjhyhcg6RhkssA/3xZLeSbaRxNAEj2c0sMRjTpk1jFoW9XGM+ny/hekknCjc0NMCyLDfq4PLlyyldiTNmzABwS7hgQdM0DA8PQ9M0Kqe0ZVmIRqNMWbTJJoO++93vJpzHxYsXJ0wGkc8NlvJmWZYxMDDA5GJtbW1FIBDACy+8gFOnTqUUel544QX3uWrbNpMbORgMQtd15rLz3t5epmxF1mZL5L6nvfbJM0zTtIT1iKKIcDiM7OxsDA0NobOz0xW+vMYnjJ7YSUX8c0+WZeZyeJpzEi9Wsk66kO9SXqIzbNtmauimqir27dsHRVHQ2tqa9DlJmszFuysny8VKmkuyuLe9TAIne+5lmkTw+XxMlSskcmK825UJr9UOHA6Hw+FwJg4upE4w/f392LlzJ4CRvNKWlpa0rycD4FSoqop/+qd/wuHDh9Hb24s9e/bg/PnzCeXy8QMQmvKw+Nny0V/g4t8r06x6vAts9CBoPNvE81G9MdqdkmqQED/gux3x6tCQZRnBYBDnzp1LO0CuqalBQUEBs8hFBEvWXDYACQPxVMIYEUcEQcD8+fNx7do19/lAGmWQPETye1IO7zgOc0d50jiKRuiIH7izlNKSrEQy0D906NAYB1RDQ0NCybmqqszZrX6/H8FgEM3NzTh37hy2bds2Zj21tbVutIHP58MPf/hDPPXUU9QxGKZpIhQKUYlcwWDQdbGyQK6fUCiE+vp6KIqSUhQm97uu6wmNxkaTrPTUi0uaNPTas2dPxomK5uZmhEIhmKbJtP9eJoMkSUoQntOJIw0NDQDA7EokYmK6jvJvvfUWampqsGzZMvdeYZ0MMk0Tr776KpPAe/z4cap1EOc+azyJ4ziIRCIoLCykEhMLCwsRiUSgKAoWL16MDz74AOvWrXOFXxIVsH79epw/fx47d+5EMBgcI7ymI17gZX1WOI7DdL2wdqAnz2mWyTMvE24k85bl80hRFJw9exa1tbVpn9/FxcU4d+4cCgoKJiwjVJZl18U6+rkgCAKze5sVMlHDGjXjZVKXpYmn1+1ifb5EIhHIssz8TOZwOBwOh5McLqROMK+99porUD3++OMTIgpmZWXhO9/5Dl588UUAIwOiJ5980v17vOtnaGgo4/vFvyY3NzfhbyzvFf/30c6j8WwTa0dtzgheBnwTxUSX+nnJ5CMNiWj234uYFO+CYc1le+utt9Da2orq6mrX1Rpfej00NISZM2di27ZteOSRR9DU1ITp06dTNXQiwjNrcxMWoYM052Itu4/FYpAkCaZpoqKiAsFgMG1n4fG4kVtaWrB///60Tqu+vj60tLS47qp4Ic00TXe7JEkaE4NhWRbOnDmDhoaGjCLX2bNnUVBQwOxMI6K4aZpYsWIFurq6kp7/JUuWuEKlz+ejcvDGuxJZxTTTNN3mZDRlsUS0YilxBbxNBkmSxOTiJA4wFlei3+/HyZMnqY5xUVERKisrPU0G5eTkMAm8mqZRXVtAosjD4hK3LAuRSASvvfYannnmGRQVFaVsbFNYWIi2tjY88cQT0DQNFRUVqKqqQldXF1566aWkyzz//PPuc5Ql1kAURU9iNZkworleSPM3EgdCO3mm6zrTOkgjPdbrOH6ijebzSJIkzJs3j8r5uXTpUvfZ7TUjlKajvCAIntzbLGIlweskAguRSAS5ublM2zYV2xWNRsd83+dwOBwOh+MdLqROMPFl/bRNpmgg3bkBjBk4aJqGOXPm4PLly7hw4ULG94pvBBXfeGr0/58/fx73339/yvf54osvqN8nE+S9BEHAggULMr6ekxwvbkmvTHapn9cO4Sz7z+IASre9qRAEAbquo6WlBYZhoK+vD0eOHBkjKNTX1yM3Nxfr169HNBpFQUEB2tvbMw52V69ejVgs5mmw5/P5mIWO3NxcplLaUCgEy7KgaRp1M5zh4WHmfdE0DefPn6dyWn3xxRcoLi5GQ0MDdu3a5YoRiqK417Rt2+7v452Pe/fuxfXr16kyiLds2eLZmSYIQlrhgjQRWbVqFQAw5wnrus4cuTDZziyAfTKITCK0tbVRuTjb2tqwadMm+P1+ZlfiZDcN8/v9CWX3NAKvpmluo0kgfQwEcCuexDAMrF69GsXFxSnvSSLwCYLgOnhJ3EiqiYfdu3e7uaK2bWfMbyXXcVNTE2zbpnJ819TUuI3/vDz3WPbfMIyEbGUasTL+tbTrIJ8Te/fuxbp16zIus3PnTqxatSpprmq6XFPLsnD69GmmKARFUZgyQsvKypg6ypNj6GXybLwTNamIn0TwWnY/mdvltdphIr73TeSkOYfD4XA4X2e4kDqB/OY3v8Fvf/tbAEBVVRUWLVo0Ye8dn2cpSdKYv4fDYVy+fBk3btzAhQsXsHDhwpTv1dXVlbDc6PdJ9rpkdHZ2pnyfQCDgftHN9D6xWAxnzpwBABQXFyMrKyvt6znpYRnweWUiSv1SQcrPFi9ejLfeeivj60kzILIcy/6zOIAyxXAkw3Ec12H93nvvpRQUtm/f7gpjmqZR552WlJQgEAh4HuzRdv1tamqC4ziQJIm5lFYUxXE1w6HZFxJTQOu0EgQBoVAIJSUluHHjBgRBGOMSDoVCqK2tdUUpwzDcwX4mkWs87jefz4fPPvuM6vwXFhYiGAx6EjhZBUsiWtHm0BLRipXRk0GxWAyGYUBRFKiqmjAZQiZxRrs4iTtdVVUIgjCmEzdt7mV1dbXbOGu8TcPSiZzxDZpY85SJw5bmnJB7S1EUHDhwAEVFRdiyZUuCE93n8+H8+fM4cOAAGhsbYRhGQtk9rcAriiKVize+XFsQBKoMXkmSEIvFPD/3FEWBruuYOXNmymZ+JDLDsixmAYpMyOzduxeyLKecdCFZpIZhIBaLYe3atRmXuXjxItauXYuBgYGk3wXTbZMoikzP73A4zJwRSoQ+2s+WNWvWeHJvx2f008I6UQPAU+UKq8DLul1eJptJHIAXJmvSnMPhcDicrzNcSJ1AfvKTn7g/Z2oyxcrvfvc79+dkImljYyP2798PANi/f39C6X88kUgER48eBTAiWo52ksY77/bv348///M/T7lNZH1k/fHIsozFixfjwIEDOHPmDL744osx6yL86le/cr/gjX4fzviYDMeAIAieS/1o339gYICqQ3h8MyCWSAhRFKHrOpOTbfPmzcwOO5J/dvz4cWphrKqqCnv37qV6fzJw9TLYEwSBWehgLaW1LAunTp2a9GY4pmkyOa1CoZDr5urr68M777yT1ME6bdo0AMlzezM1KolvTsbi/nMcB4cPH8647wBw5MgRhEIhdzkayHYRQZLGvS2KIvx+P1NnbRJTEI8XN5Nt267DbTSjG7WQyY5U/wIjUTks9/4vfvELLF26lGpbCeQYL1myBLt3784ocsaLokVFRRnzcQ3DcCd3QqEQVq9enfGckGxgy7Jw9uxZ3HfffTh37hxefvnlpHnC5O9FRUXQdT1hYivdtV9XV+dGp7C6eDs7O7F79+6Mju+1a9ciGAxCVVVmMck0TZimiffffz9jZjVxfRLXKK2YJMsyPv30Uxw5cgQA0grPCxYsQCAQwLRp09DV1UW9DJmopIW4XlkjYGRZTlgm3YQAmajx+/3UlQuhUAhz586l3g9gxL3ttVkma9WOIAhMkRMkqmCytwtAwnalOy9ku7wwmZPmHA6Hw+F8neFC6gSh6zp+9rOfARhxebW2tk7Ye1++fNl1qIiiiGXLlo15TUtLC/7Lf/kvAICXX345pZD6s5/9zC2dTdYIq7i4GPfffz9+/etf48CBA/j8888RCATGvK6/v9/9Apefn48lS5Yk3aYDBw4AAF566SX8h//wH5Ju08svv5ywDOf2hgwSWUv9aCHiyCuvvELddGXTpk1M3YUlScLAwABTHiHJMGQZLBDhlQyOM3HkyBG33JGG+DJH1o7ygiAwCx0sZfekKRarm8m2bea8ONamM5WVlbAsyxVTRhPvYCViihf3GxEMo9EogsEgQqEQIpGIe00SsZHkMCqK4invNj8/n3qZ+BJPWve2187akUiE2c3EOnD3+XwIBoNYs2YNhoeHIQgCDMNw81OJu/j+++/Hu+++C03TcO3atTH3fqqM3OnTp3s+9yUlJXjhhRdw6tSplCLnCy+84DYois9TzpSPS/KUW1pa8Mtf/jLjOWlpaXEjKtK5twEkuLdFUQSAhImtdOJjUVERZFn21AyHPM8yuV7J88iLyCXLMk6cOOHueypRmExskWcFyzUpSVLCcy+d8Eyee16ex8k+i1JNVnipStF13RUsaV3P0WgUWVlZ1Puyd+9ebNmyxXOUjxdYqlZoy+6rq6tdN+5kbxfJEmeZdIlEIswTwZM9ac7hcDgcztcZLqROEO+88w76+/sBAOvWrcPMmTMzLnP27Fl8+eWXqKmpSfmaK1euYMOGDRgYGAAAPPHEE5g9e/aY11VWVmLNmjV49913cfjwYbz00kvYsmVLwmu++OIL/Of//J8BjMzoP//880nX+ad/+qfYtGkTbNvGn/zJn+D111+Hqqru3x3HwZ//+Z9jcHAQAPDHf/zH7mArnqeffhr/43/8D1y6dAn/+I//iJaWFtxzzz0Jr/nXf/1XV4C+55570NTUlPJYcG4PRg8S0zkhyCCRRUgl+V+qqqKtrQ3r1q1LWX7a1tbmClJkoEAz4I13stEM3AG4TTNYj5WX/Le5c+dSlQST7ZckiSljzbZtT0IHS7OK/Px8Tw4oRVEQCASoBq5lZWUAwLweUg7O4hIeb3My8rMsy8jNzU3aMCSZ8zUTuq5j/vz5VPs/ertoEUURjuMwddYOBoOQJMnNWKQRoLwM3C3LwiOPPALTNNO6i8vLy/HII4+kdLGmysjt6+vz3FXbtm0cOHAgrchZU1ODxsZGRKNRWJaFhx9+mCpX9KGHHoIgCFSO7/gYkNE5mameL/E5mZqmYefOnVizZg0WLVqEnJycMeXwg4OD8Pv9ePfdd/H444+731loiUajCSJUOvGRPCuIg5c2noVkQ7NObGmalrZMfXQ8Ceszn1z/vb29VILl6C7stJMVXnI1BUFgdqKz7H9PT4+nZksTRSZhkTT0o4mckGV5wiKUMmWvDw8Po729nXrSpbm5mTlqZbInzTkcDofD+TrDhdQJwktZ//nz5/Hwww/jW9/6FtasWYNvfetbmDdvHlRVxeXLl3Hw4EG8/PLLuHLlCoCR3NH/7//7/1K+39/+7d+io6MD165dw5/+6Z/ik08+QUtLC3JycnDs2DH83d/9HS5fvgwA+Ou//uuUTZ3Wr1+PtWvXYteuXdi/fz+am5vxR3/0RygrK8OFCxfwwx/+EPv27QMALFq0CM8991zS98nOzsZ//a//FVu2bEEkEsG6devwJ3/yJ1i6dClM08QvfvEL/OM//qM7sP27v/s7z+VHnKkhvqs67YDPa9OZ5cuXIz8/P2356caNG3H58mXXlUgrwqxevToh94+sM9Xgj+T+eSld85L/BtA7gIgoRJsvSJyiXrr+zpo1i1pQmj9/vqd99/l8eP3119Hc3JzRjbxjxw48/vjjnsTHTz75hOq1REwRBGFCmpNlcix5cT9WVVXh448/zvha0jiLQCvAyLLsyTGXKSdxtCjK2tiGVEs4jkPtLk7lYk2WkUtcrIIgMAk95HPszJkzVPuycOFClJWVITs7mzpuo6CgAJWVlcyOb8dx0NHRQfV8ITmZjuO4me+XL1/G22+/nbRhHhE1Lcvy1GxraGiI+vXEuffaa69RVy488cQTEEWRedLlxo0b1NdkeXk5036QfYnFYkyCJenCHj95ePjw4TGfk0uWLHEnK0Z/5qWDfOYBYHaiX716lWn/BwYGmBqNTWTeeyYcx4Gu61BVFXPnzk2aqTs0NARVVafMkUlEcZZJF1mWmbdt9KR5OrxMmnM4HA6H83WGC6kTwPnz5/H+++8DGOlWv2LFCqblP/nkk4yD+hUrVuD//J//k9SNSigrK8Nrr72GTZs2oaenB//yL/+Cf/mXf0l4jSiK+PM//3O88MILadf3ox/9CM8++yza29vx61//Gt/73vfGvKa2thY//elPE9yqo2lpacHf//3f4y//8i9x48YN/Kf/9J/GvGb69Ol48cUXUVtbm3abOF89xDHHOuBjdUKQrLBUIgyAhM710WiUyT0RCoWwcOFCpoZWjuMw57J5FRT8fj+ee+45ptzDrq4u7Nq1K2NMwbp161BeXu656y+tmFhVVTVmHZnctZqmwTAMfPrpp+ju7qaKXPDaoKqnp4fqtURMycrKYnK/eYVV7FBVlWq7iBtZ13UAbCX05L5nzUrs7e3N6HyMF0VZG9sEg0EASCjVTkV8qTYAJherIAjMLmlN05jjJgRBSHBLpjvGn332GcrKypgd3yT6gOb5snXrVjcns7S0NK0oThrmrV692rNod+3aNap9AUYcxLIsM8Wz+P1+9/qnJRqN4tSpU1SvJdck6/OI7MszzzyDgwcPZhQsN2zY4GY8q6qKffv2QVEUtLa2JhXFSVMrAMyTQaIoMjnRw+Ew82cLaepFmyU91eXjJL90+vTpkCTJbdxFGuDJsjylZe0kaoX1uccyeRo/aU6D10lzDofD4XC+rnAhdQLYunWr+8Xh6aefTlrmnoz77rsPP/rRj3Ds2DF8/PHH6OnpwdWrVzE8PIycnBwUFBSgtrYWjz/+OHUTptraWhw+fBg/+tGP8M477+DMmTPQdR1z587FsmXL8Pu///u4//77M75PVlYWtm3bhh07duCnP/0pfvOb3+DKlSvIy8tDZWUlHn/8cTz99NNUXWO3bNmCxsZG/PCHP8R7772Hnp4eiKKIwsJCNDc347nnnkvpjuXcXhAnBOuAj7XpjCzL6Orqoi5ZLSsrY3JPvPfee9iyZQtKS0upxJGSkhK3UzQLoihClmVmQeGBBx6gzj0UBMHdd5qYAuIc8dL117ZtajFxzpw5bkl0f39/RvdbXl4eNE1zc1hpIxcikQhycnKYxce+vj73dzTxCZqmMTUn27RpkycntuM4TAI/KUOn7fjM6t7+9re/DQDuIJwlK/H48eNUrz948KCbH8s6cPdSqg2wuVgdx8GOHTuoXdKPPfYYc9yEYRhM5d2Dg4PMrvJIJAJVVZme30QUZXkeE8Ge5Tom31NoJjji3ZLkvs/0rCCxFqz4/X58+umnVK8lJfesURCqqkIUReamhIZh4OzZs6itrU0rihcXF+PcuXMoLi5mngxyHIfZie61o7wgCFRZ0qkgznnHccaVVZqM0fmlqqpS585OxnY5jsP03CMTSLR4iZnxMmnO4XA4HM7XFS6kTgB/9Vd/hb/6q79iXi43NxePP/44Hn/88Qndnry8PPzZn/0Z/uzP/mzc79XS0jIhDaAqKirw3/7bfxv3+3C+WmzbRlZWFvOAj5TP0jad8VJSxuqeAICrV6+iqakJRUVFOHz4cMqMsQsXLiArK4vqveMhnZJZhTHa3ENSSmqaZsK+Z8oXjMVi8Pl8TO4kEgfAIib+/u//PpYtW4Z58+ZldL9dunQJtm1DUZSEdafbF+DWILW+vh7bt28HkF4YXbJkiStY0oqCJPePtTkZ66CSNLXxIvA7jkPd8Zk1+y4YDMLv9zM50UlDGFrnYywW8yQMeinVzsrKoi6hr6iowPz585lc0sQpzQJreTdxo7Pg8/mgaRpTfABp6uTFKRzfoCoVpEEVMJL1ThNRQZ5HhmEkPFvTPSvq6urc/G3WrOP4SZdMkEkXligIy7LGuJHTQYSxTI3D4kXxBx54ALquMz2/N2/eDEEQmLO0s7KyPMWg0GZJxyMIgptfrus6YrEYVFV1743JcIrSTI7Fb1ckEknIdx/vdnlxi7I2mxqdJU1DfCNDDofD4XDudLiQyuFwqPHShb6yshKyLLviTaYyYgDMZcS6rjM5PfLz8xGNRrFw4ULs27cPsizjySefhG3b7kBMEAQcO3YMPT09WLFiheesV4BNUGApbz506JCnXDLSbIoml666uhrBYBCRSASmaTKJicPDwwgEAmmdj2SgTxrNEXGAptkWETosy0JFRQVVB+Py8nK3OVdzczO1YEUG87ROWS+DStu2IYoiLl26hIaGhoxiR29vL8rKytxrkjimVFWFpmkpHVOsExWk4RBLVqKmaVi3bh0++OADauejl4E7a6m2aZpMz7DOzk7k5eUBYHdJs6AoCiRJonaLNjc3e2qAJggCU+RAVVUVs1OYuFh37txJ5eJtb2/Ho48+ipKSEurnkW3bGBwcZHq2Dg4OYvr06dQiZ0NDAyzLwpw5c6j33+/3wzAMpuZ/pml6av6naVpC47BUkEnN0tJSpuc3aWjFApmoYPlsSfacpPk8lyQJqqriypUryM7OdrNLyUTZ0NAQZs2ahVgsxhzLMx7IdnV2dqacoA2Hw563ayrcoiRL2muDRQ6Hw+Fw7nS4kMrhcKjx0oWeOFTa29upyohN03TLu2kdg5FIhGmQQASbkydP4uOPP3bzeYmQSpyzgiDg448/xty5c1FWVsbcDI00/qAVFDo6OtDY2Mice+glk29gYADbt29Ha2tr2ly6YDA4pusvraCUnZ1N5XyM7/ROOjjv2rUr47mPb54kiiJWrFiRsYMxKW1vaWnBe++9RxWfAGDKBpW2bWPevHno6OhwBf5kYkdvb6+b3QvQO6C8uJlIOStLVmJ5eXlCRmq615Pu8KNF9HSQY8wqpGZlZTF3FR99f2VySfv9fiiKwrQviqJAEASm3MOqqqoEJ3Y66uvrIYqip/gE1nJkwzBgWRbC4TCVaNfc3Ow+P5qamjI+j/bs2eMKyS+//DJ1s6nNmzdjaGiIOlOYiK/z5893jxnNxA5xRtLGbZDPVRaI45xWFI9vmkf7/Pb7/cyfeT6fD7FYDK+//jr1Z0tLS8uYScpM8T8knkTXdVy6dAkffvhh0smwnJwcaJqWMRZgoiDblS5PmDSBIvnurNs1VW5R8lnM4qzmcDgcDuebAhdSORwOE14GfCxdjwOBAHw+H3MZsaqq1MLFwoUL3RJX2qZOlZWVzIICKTekFRQeffRR5vJmXdeRlZXFLNr4/X6cOXMGL774ItauXYstW7a4ojQR4Lq7u/Hiiy+iv78ffr+f6RjPnz+fyfl46NAhBINBmKaJUCiEkpISnDp1KuV5eeGFF9wBMhEC0rkf33zzTdTU1GDZsmXw+Xz4/PPPqTMfA4EAHMfxJPCyQEROUn7b3d2Nbdu2jenEvXjx4oQsVtKshsYBBXi7h3NycpiyEoPBIFWZNnDL+SgIAurq6rBjx46My9TX17viMcu1L8sybty4QbVdANDX18e8DiKis0R6GIYBRVGY3f60jszCwkLouj7m+ZIpH9iru9a2bRQXF+Ouu+5KK9rFl/afPn0aO3fupHoePfDAA+4ziebZSjKYgREhavny5WnF10AgAMuyoGkaQqEQOjs7M973JD5AkiQYhuE2TcwUtyGKInODpuzsbOYJEV3XUVlZiRMnTrjHIdXyJIdWEATmvNNr164xfbYQtyRL/I+maTBNkzrnmHxWTDaapqGzs5Np8pB1u6bKLWqaJpOzmnVSi8PhcDicrzNcSOVwONR47UL/wQcfuP8viiLC4TCys7MxNDSEzs5O13FC8k59Ph9TGbHP54NpmtTuicrKSui6jjVr1lCX0ZLu1SzEl/YTQeHQoUNJ97+6uhr5+flM7w/A3fd40SadOEJEm/iB2Kuvvpr2vJBBNTnGNGLiqlWrPHX9lSSJqhEQcTALggDLsqiE0aNHj2LhwoWoqqpizuDVdZ1Z4GWFuMXiy2+TdeIenceZyfEd74CKxWKeumqzNk/SdR1Xr16lfj3JoqUZuFdXV6OiogLAiKjAUqpNOl7TQhxxtAJvvJjGmhHKeoyj0Sh2795N5XbfunUrnn76aXffWfKBvbprX3/9derS/sceewwffvghLMvK+DwCxmaRZnJYNjY2ugLUiRMn0N7enlF8XbNmDSorKzFv3jy88MILGe97y7IwODjoCs+jGxRlZ2enjNtgFetVVcW1a9cyvjaeaDSKRYsWuUJqOshkkCRJzHmnxC3Z399PdS7J6zVNo4r/IREotIIlcW8nI5PzlRVBEJibc3lhKtyijuMwOat5PiqHw+FwvklwIZXD4VDjxQlBnJ95eXlYt24dCgsLE9wp69evx/nz57Fz586ETtwsZcTEyUjrnpg7dy4ikQjOnj1LXXpcVlaWcX9HQ47Xzp07sWbNGixatAg5OTlulltWVhaam5sxODgIv9+P3bt349FHH2U+vtevX0dxcTFVRigpV502bVrCQMy27ZQDbCJCsLhFfT4ftZBGiEajmD59OlMjpPLycgBgyn2srKykbiBDrklRFJkE3lSkG7jHl2yylN+eOXOG6V5hdZlpmsZ8LkmHeFqIiG4YBpVbMBaLwTRN+Hw+KsGypqYGxcXFEEVxjGiVqVxbFEWq/M6amhqUlJRgcHAQM2bMwFtvvcUkJLIKY6SzOW3mpSzL8Pl8zPnArO5aXdfh9/tx1113UW3b2rVrASBB7En3PAJulSoHAgH3vKRyWFZXV6OsrMzNzjxy5AjV/RXf7Zzmvm9sbHTdk6NJJ9JJksTclNDLhIjP50NeXh6Tw9A0TYTDYaoJgVAo5H5+x99f6c4lcUsCSJulPTr+x7ZtHD58mGq/SayBLMswTZPJ+cqCLMuesm7JdrEwVW5R27apndUcDofD4XyT4EIqh8NhgsUB1tjYCF3XUVJSgtbWVnR1deGll15KWnr8/PPPY9u2be6XdNYy4tHuiUOHDo0piW5oaHDdE5qmMYtvpDSalUWLFgEALl++jLfffnvM/tfX16OoqAiLFi1yS8hZHHaapmHHjh3uMU6XEUoy6VgbopCBGK2Y2NTU5CnHjaXZFmmE5CX3MT8/n3oZLwJvWVmZ2wSMduCebKIiU/mtz+fD3r17qfYj3gHFUkIPwNO5ZBm8E8Fu586daG1tRX5+Pp566qmESQdVVTE4OAhVVd3cXlVV0dPTg8bGRhQVFaWMNigsLMSlS5dQUlLiCoN79uzJ6Mqsr6+HbdsQBIG6HNzn88G2bdx9991UQuK6devc5Vjw+/3IyclBd3d3RlEwvjEbSz4wEQC9uGvD4XDGbSMCnOM4zKXKALBnzx6sXr067bkPhUJururoZ0W6++vSpUuwLItqUu/o0aMoKChAZWUlczyLl6aEXic1dV1ndhjGYjGsXr06bd5pKBRyl2F1SwJgeraGQiEMDw8zP/PJfamqKrXzlQWST81CNBpFbm4u0zLA1LpFWZzVHA6Hw+F8U+BCKofDYcKLANfa2prWbUJKj0kZs5cyYtKsQtd1VFRUuAJbsqY7xAHEug5JkjwNrkpKStLu//bt293O9aIoJrisUlFdXY1AIABJkuDz+dDS0kJ1jNevX++KXIIgYMWKFWlFiPgmW7IsMw14g8EgszjipUO4l8xPkpdIA2m6whoHQAaeLAN3VhHCNE2q4wvcEhQEQaBquEOyNck9xJqVKIqi+7tMrk9yPh5++GHs27cPsiyjpqYGkiRB0zT33jt58iRM08RDDz3kOrlKSkrcZZ588km3C7rf74ckSTh27BguXbqE5cuXu6JoaWkpdbm2oij49NNPE8rBSWM6VVUhCEJCOTjpdB8MBnHu3Lm0QmL8c9JL7mEoFKLKvGxoaIAgCBBFkboBXElJCYLBIFPDPJL1PDg4iF/84hdYt25dRgFu586dePDBB5mue9u2YRgGli5dmvHcE6Gd9VkhCAIEQWByPhIHKwvEWc0aheClvNuLw5A4eYuKitxMz/jPVdIwiSzD6pZkfbaGw2HmZz65v1RVpXa+sjotBUHw5BJmbehF+CrcohMRf8DhcDgczp0AF1I5HA4TrE4Iv9+PkydPUpceV1ZW4sqVK0zbRHIiaUUr27YxODjItI5IJMLsHCFCEmuW244dO6gG1Dt27MBjjz0GAMxRCLIso6urC7t27XLFIcuy3IGYKIo4duwYdu/ejXXr1qGsrIypedTBgwcRCoWYnI+k2VI8mfL1SBkxC8TJR4NXgZeUqiuKwjRwJ/EJNCJnMBj0VA6uKAq2bt1K3e38iSeegN/vZ8pKFAQBixcvRnt7O5Xrk4gQx48fdxsuZXJYVlVVYXh4GI7jYMWKFfjss8+SNueKd6IDt9yvNM7qZcuWueXgAFzRgwipxGlMfk/ENEEQYBjGpDv54gXxVPcKEcQdx2EWrYLBIFPDPJInrWkaPvnkE/T29uKxxx7Ds88+60YR+Hw++P1+XL9+Hf/yL/+C3t5ePPjgg0ziG3F7nz17Fh9//DFqa2sBjDwvFEVxn72CIODjjz/G3LlzUV5ezuT6zc/PZ55wi0QiYzrQZ4KI+ywOZnJ9ea0qIA5DWZaRm5ub0mFIutCTZ1iqa2y0+Ej7HcE0TViWxXSMScY3C6RxVldXl6eqAhpIhjzrZAjLOkbD3aIcDofD4Xw1cCGVw7mD8dJIgWWZWbNm4emnn0YsFnMdKoqiYGhoyH2N4zhMZfrhcNjTIEkURUiSRCVaeS07Z3V2kMZJrFlun332Gbq7u6lyDyORiKcohHhRlIhAgiAkiELkXyKojG4elc5lSEQFmmxJIvSQ5jYAqDJ1+/v7oSgKc6MWTdNQXl5O1XSFNOfy4nr1EgcAAGfOnEFDQ0NGkfPLL79EdnY203b5fD5IkoSrV6+ira0N69atS9pV+/z582hra0N/fz/8fj8sy6LKSqypqUEoFHKdorSuTyKwxXetT+ewJIJlvBOdtkO64zhU+chHjx5FUVERAoEADMPAc889lzFXdOvWrYhEIq5ws3fvXtctmew+7unpcZ2yrE6+aDSKtrY2bNy4EUuXLoXf7x9zr5BS47a2Nnzve9+DaZrMwqCiKAkN89KV6ZPSflVV3Xvyn/7pnyBJEhYvXozc3FwMDAy4jaXI8dM0jWmCDrjVIZ3mvLS3t6OyspKpcdb8+fM93fes9yQAN++V5hjH5716Ke9myQgdXYWQKu90tPhIe0+SXFEWIpEIsrKymJ/5XqsKaCHnhLU510Q5RrlblMPhcDicqYMLqRzOHYaXRgosy4x2qKQS02pqarB69WrmLDPiZmIdJAFsOWusZed+vz/pgC+d8Ey6sHvN76RpNmSapqd1iKKYIA4lc/LV1ta64hARywH6jt+RSAQHDhzAypUrqZ2PM2bMwKJFi7B69eqMmbp79uxhboZDMi9Z8gjjm0DR4iXvlXSi37t3L65fv55RSJ85cyY2b97MfB07jpPQcOjll19Oeu43btyI9vZ29/6KxWJUURCxWAyKogCgb9JDSrK9iHy2bVO77Mi9yjLxUFFRgWeeeQYHDx7MmCu6YcMG6LqOrKwsdHZ2UrlrFyxY4Iq1tFmsgiAgFoth+vTp8Pv96OrqSpsROn36dFiW5SnDMTs7Gzt27MCaNWsy5tC+++67rks+3o1u2zZOnz7t7n/8s5I4klkFcV3XsWbNGve8CIKAuXPnuuvo7e11zwtxyiqKQu36veuuuzyVansVxrxUIrCWd7NGjbBWIcSLj7RuSdZnq6IocByHqTkXEZ29fE7SCpTkdSwVBfHLcTgcDofD+frAhVQO5w6CdZDkZZnRDpVUrrGjR4/i/vvvT8hJpIFkkbIOkryUnbM4R+IHx7TCs5cSu9H5nelcecCIKyveAUy7DlVV8cwzz+DDDz+EoihuPu1oUbSvrw8bNmxwyxZnzpyJDRs2UDnzfD4fLl++TN1VnGSRrl69mirvdfXq1e7vS0tLmTq3kzJk2sxHFidbqjiATA5eco+RZTIJ6RcvXmR2QAmCkLHhEICEhkPkWu7u7sb8+fMxa9aspI2gBgYGYBgGenp6EAgEqF2fCxcuRDgcxvXr1zPuQzzRaNQVbGnvSS/5yLZtU0dnFBQUuAJJ/PMo3X1MHN+SJKGzsxO7d+9275dkmZ+k030oFGLKnzZN05MwaFkW7r33XgBIe+4B4N5774VlWTAMA0VFRaivr4eiKCknXQzDcF3nRLSiEd+IIH727FkcP34cy5YtSzuxU1BQgLKyMti2Te36LSwsBADm+571mU9cmZ9++ilTJQLJCKYVLEdPgo5mdNQIyZRleYalEh9TiYWkyRrLMSa5xDTP/OrqapSUlECSJNy4cWPM8Ug3SZnKXZxu8tSyLFy6dAlNTU1pIz2CwSAuXryIuXPnZtxnDofD4XA4tx9cSOVw7hBYB0kkL411GRbB8ne/+x3q6urGbGe6wQsRQ1gHSV7cbDSlyqSrNBmUsgjPRHxkgTW/U1VVZkeL3++Hqqo4ffo0amtr04qixcXFuHTpEsrKyiCKIjZt2oT9+/dndOZt3LjRbTgUjUapuoprmgbbtqly7OLzXklJM42Tj7jZ7rrrLiqBd+3atQBGrluWvFfiRgboHbxEDIknk5B+48aNBAdUqvuLOKBI2Xn8ZEiqZeIbDtm2jYULF7rnPt16li1bBkEQEsr009HR0YGqqipP94plWQn35OHDh8e4a5csWeLek6yTG6RBE+u+eMnUjY/oILEayTI/gVsxKLT5y8XFxQiHw8wTAiTLNBAIZKxCIA3zIpEIdF1He3s7Wltb0dXVlfT5Qtyy27Ztw5o1a5CVlZWw/nTPNZI/zFraT7JtacvhVVVlLtVmJb7bO82zkrwuWWZ3umPG2iywvLzcndygfYaxRhuQfFjWZ6vjOLh06RJVBEpvby9KSkpc5yvtvsS7i2knakzTxMKFC3Hw4EEUFhYmjU3p7u7GwYMH0djY6H4P43A4HA6H8/WCC6kczh0C6yCJ5DGyLBMIBJjKyDs6OrBixQrMmzcP/f39GQcveXl58Pv9ME0TFy9epBokXbx4EaWlpTBNk2qbCKQsmKUZjBex2ksn7nA4TJXfSToxe1kHgARhLNm+EFF06dKlbtd0lqZWxPVLymjTiYKNjY2uyMlSdh0KhSAIAs6cOZPg5EsnjIZCIRQVFVHlERYWFrqiKEune9IAjcXBqygKZJntY1nTNOzZswerV69GdXU1srOzx7gFh4aGMHPmTGzbtg3Nzc3w+Xw4ePAglaBA3NukNDuTE500TauoqPAkJLJGehCxa9++fWmd1fFZpCyCrZeGQ0QUZ8G2bUQiEeos1p/+9KdjIgrSTVLF3yusDubs7OyEhoHpzn1BQYGbXfvwww9TuWUfeughV6Qiuak0jC7tT7aOZKX9o8vhY7EYDMOAoihQVXVMOTzLfe8Fx3HGiMiZJlBIRAcLXsr0fT4fcxUC63bRZgNXV1e7DarIZOu+ffvSZhD39vZixYoVAEYE1PhIk0zCO3EXs1btxGIxNDY24rPPPsMrr7yCvLw8tzlXf38/lixZgsbGxoTcWg6Hw+FwOF8vuJDK4dwheBkkkZ9ZlklWLphq8G7bNizLwvLly5Gfn59x8HL58mUAwODgIObNm4df/epXGQdJtbW1GBgYGDMQzYTP54Npmm7n41AoNKarNHGvpWq8kYrRYjVtJh8RLsrLy6lKTwOBAAAwdftuaGiAZVkQBCFBGEtFvDjCmi0ZCoWY9kWSJOZMXdJ45NChQ1Rurs7OThQXF6OtrY2qa31bWxs2b94MwzDw6quvMnW6nzFjBpODV9M0OI7DLCYODg4iEongyy+/xFtvvZV0oE+chTk5OWMEu0z5uKQpTEdHB9V5OXLkiCva0QoFkUhkTKRHumdLXV0ddF2Hqqo4e/YslbP63LlzKCoqYhJsvTQcikQizA2HNE3DjRs3qLNYN23a5LpeaQTx+ExZlgxH0syO1ZHr8/lw4sQJqudLYWEhKisrmSfDAFDFR5BnGHkej4bECUiSlPB74qZneVZs2rSJKVcTgBu5EH9Nprv246NDaCH7wjoh4Pf7mZ5hXqINTNOEz+ejqiiQZdl9/0uXLmHFihX49NNPkz7DiBM9voQ+XaRJ/L60tLS4n5Osk6esubXJ8NIolMPhcDgcztTBhVQO5w7AyyBpdB4jzTLEZQcklseZpukO3iVJGlOuXFZWhj179mQcvKxevRqxWAyapuGVV17Bhg0b0N3dnXSQtHjxYle02rRpU0KX6EyMzrIj/2qaHfBwhwABAABJREFU5jpqkg1SvYjV0WgUhYWF1Jl8pHs3zaDSMAx3PwKBAJU4QpbTNC1BGEs3cCfiiJeBuCRJ1PuiKIqnZjiKoiRsVzo3FxEdr169Sp3dSoSx0cukyq8kg2ZBEJgcvOFwmKlxFhETH3roobRNnd544w1X6FBVFYODg2PycZPdw/H5uJZlMTeNI03TaCD3XXFxMVWuJukOLwgC5s2bR+2sJuIErSvTa+QAa8M80iCLNtbi3nvvhaIoTG5B8pz7+c9/jtbW1owZjtu2bcO6desAwJO7mFZ8PXLkiOtipcU0zTHPsHR0dHSgsrISsViM2mFI7onR9z1xHZKszvj7nrW0HRj5/LYsC4sXL8aePXsyiuJ1dXVupAWtyBYfNUILEVJZnmEkH5gFx3HcSZG5c+cmzeAdGhqCqqquADm6hH7z5s0ZS+gVRcGpU6eo9qWkpMQVblknTw3DoM6tjcdLo1AOh8PhcDhfDVxI5XAmiIjuQBIBUQQk8VaW3VTgZZCULI8xE9FoFDNmzEAwGMSaNWvQ3d2ddPBeX1+P73//+3j33Xfh9/sTykJTET8QIyWWZPCarFyXDF7z8vJcdymtK5OUxAMjx07TNDenLn4gBiChSzSrkKjruutkfOaZZzJ2vN69ezdaWlpw6tQp7NmzJ6PI19zcjFAoBE3T8MYbb1B3fH700UfdDsbxgjgZ0JJmV/FuNtJ4hIVIJILr16/jzTffpNoXL6IVOfe0kLgFgD6P0OfzuUJ9f39/xvxKItR7cfACQHFxMVXmaVFREZM4QOIWpk2bhjNnzmDx4sVp7+GioiK3cVR/fz/dAb6JruuYP38+1f0SHzexd+9erF69OmOu5p49e9Dc3AzLspic1STvmMaVWVNT4wq2rC5hIozRCuKmaTK5fk+ePIn6+npqB+uGDRtckYYwe/bslKIVwUszO/K5wiq+ksZhtLBGLui6zuwwjH8ekfubCKnkeMZ/1nspbRcEAQMDAygtLcULL7yAU6dOpRTFX3jhBViWxVyF4TiOe4/RQl7P8gzzIqQCcF2c06dPd48peb6qqgpZlhNcnI7jMJfQi6I4JVU7o79X0YjdXhqFcjgcDofD+ergQiqHMwE4joOrNxK/3IoCIIqCK6yO/D8g3fydePN3I+Lr+ERXL4MkRVHGlDJmgjgjHnnkEfzyl79MORDdvn07ampq8Mgjj3gSk+JF0UxCFxFFaXPWampqUFFR4TbOUlUVnZ2dKQXOcDiMWCwGAJ6EROJk/Od//ue0Tsbdu3dj7ty5EEURHR0drsh3+PBhLF68GLm5uRgYGMCHH37oisDEZaXrOlPHZyLwzpw5Exs3bsTw8DAEQYBhGAnHJRwOY9GiRWhra0MsFvPkzPvggw+oBMv4hkOszmKWCYG+vr4xpd3pHKxkHZZlYcWKFZgzZ05G99+XX37puo+8xBT8/Oc/x5o1a7Bo0SLk5OSMEboGBwfh9/vR3t6ORx99lHqgT4QOSZJQUFCADz74IOM9vGzZMoii6EngrqysxMcff5zxtSTSwjRNPPjgg1S5mg8++KDbqIbVlaiqKt5//32qfORPP/0URUVFzC5hy7ISBPFUEEGcdGFnyZ9euXIljh8/Tl0+X1VVBcdx0NraStU4qrW11XVLsuDz+TA4OMi0DIkdoEUQBAwPDzOtIxqNYtq0aUwOw2Aw6ClXkwXy+W3bdlpn+VtvvYWamho0NjYyC7a2bXvK0vbSNI012oAw2sWpqmpaFydLCf1UVu2w7r+X+ADuTOVwOBwO56uFC6kcziRhO4BtOcCYMejYL8DCTdE1UXAd+zsixI5Zl4dBkqqq7s8sAyvbtqkccEePHsU999yD6dOnM4tJiqIkiKKphK54UZQ4VGi7MQOAqqppIweIaEMiB7wIifGRA5nExAULFrguq7y8PKxbt85tXESE1+XLl+P8+fPYuXNngusVoHdYRiIR5OTkYPPmzRAEAb29vXj77beTCgTl5eXYvHkzADCXK2uahpMnT7q/SydYkn3x0iWbZbuIWM3iXibuqJKSkrSDXeL+a2pqcgfuLBAR4N577wUAXL58Oel5IW7R2tpaZnHANE2IophQrptKTDt69CiKiopQXl7OfO59Ph/y8/OZmvQIgsBUehsKhcZk6qaLqIiPJ1m+fDn27t2bNoP54sWLWLlyJaLRKJMoCozkKb/00kvUmbrPPvssk/PTcRw4jsNcPi8IAjo7O5niJlg/WxRF8fSsHO0sT5cTKQiCJ3FfEAQmh2EwGGTO1WSFNECjyZQ9evSom1nNGoPCkqVNmv95eYaxRhuMB9oS+qms2mHdf6/xARwOh8PhcL46uJDK4dwGOA5gWQ7GjsFSi6633Kwj/+qmgUU1DXj77R0QYEOAg1TpAvGl7azl8Cw5oefOnXPL42ghJZ4somh8cytah4rP52MSFILBoJvHyCImjY4cSCcmlpeXIxqNorS0FK2trejq6sJLL72U1Cn7/PPPY9u2bQm5tYRMHZ9JqbphGFQCwapVqyDLMnPHb9u2mZwzw8PD0DSNqRkOAKbMSyK+snSJBkZEHZbmOV6zNXVdRyAQSCvYbt++3RVsWUvuLcuCLMs4ePAgVZMi4mK1bZv5WcHapMfv9zOJXKRMHwDVvsRnWHZ1dbkiZLqJh7KyMhQVFWHnzp1U0RnEJUwcdTQ5vHl5eW4cAC35+fnMbsH4xmy05z4UCjELcKR5kBf3I21OpCiKkGXZUy42q8Owt7eXKVfTC6NF8XQTAkQUZ4W1aiMWi3mKA/DqlhxvRmg6F+hUVu2M3sZMjaO8ZK9zIZXD4XA4nK8WLqRyOBPE1Rs2fKoAvza5+aiu6Aog/qv0YMTAzPwyVIQX43fHjwMABDiA4IyIqrAhCA7uv+9eLCgMYHA4BkkEAoEK6oGVYRgwTZNpIPqtb32Laf/IQGSiOt/GZ1jGIwiCp8gB1txDy7KoB68FBQWIRqMJpbejiXfKtra2ui5OVkEBAJULZnRZcFFREbXLkGTd0Q6s/X4/HMfBhQsX0NTUlLEZzsWLFzFv3jwYhoFwOEy1XSSH9PPPP0dDQ0NGYez06dMoLy+Hbds4fPgw1X4QocOLg9dxHOpM4cLCQuaJCkVRXBfzc889R9WkiOTm0jY0I44pliY9pmmOEbkyuUt1XYff72dquOT3+2HbdsK9n27i4cSJE5g7dy7C4TCVKNrc3Ozm8BJxP5NLnEw6sMRazJ8/35NbUJIkpnOfrEIg1XmJrxAQBCFBfE13LonwzpITKQgCdF1neh4bhuGpmd3xm5+nmfYjPleThfiycxqBm4jirCXkrFUbXuMAWK9LcgwmMyN0Kqt2otEo04SAF3Hfa3wCh8PhcDiciYELqRzOBPFffzKMoeiIQzTHLyDbJyA3S0C2X0COX0COH3E/3/ov2y9AkccvvJISt4bGRiwsKMBHHx3D5ctfAo4AB8CcOXOxaFE1iouL0XdFd7+Ei2IUlfeuRM6MUnz00VF8ebnvppvVxty5c7Ckvg7BinIMR3QossQ0EO3s7ERLSwvTQMTv97vrYO18SzsYs23bk5sLYGsENDg4iKysrITB66FDh2DbtrsMKTMng1fW5lzhcBjAiFCwY8eOjPtSX1/vDsJYyoLD4TAMw2ByGW7evBlVVVUJQkQq4h288+bNc7sxb9myJWU35vr6erfE2TRNqsxL8voPPvgAuq5j3bp1Sddx/vx5tLW1wefzIRAIeM7XY83W9NLtfP78+ejp6cn4etIdfmBgIKFJkSAImDt3rntN9vb2JjQpIiLAjh07mBqakQklmiY98U2NaN2lQ0NDmDFjBjZt2oT9+/dndFZv3LgRfr9/TBxAOshxLS4uxl133ZVWFI0v7Y/FYkziPumQTnsfh8Nhz45nlgZVZKJGEAQ0NTWhuroa2dnZSRtUzZw50z2njuMgEAigvr4eiqKkPJeGYaCsrAwAmHIiSQwAS+SC4zjMx0zTNFy6dIla4PSakRmNRpkmBLyW0LNOULK6kb1EG0xVRqjXfWFdhnVC4HaPT+BwOBwOhzMWLqRyOBOAZTsYvvld2LaBG0MObgw56LlCt7ymADlZAnJ8N4XXrFsia65fSBBgs/0CsnyAmMT1SoSKwsJCFBcXQ9d1xGI6VFWDpmnu3+MHIeR3CwuKUFhUknSZC30ROI4DRRFgmQoiVk6Cy/VWlEDiz47jMJeDp3LzZhqYjh6MJROHyGBs9erVuH79esbtiScajSI3NxevvPIKnnnmmYyNgH7yk59g06ZNCe7aiooKBINBRCKRBNEOgCuqem3OxVqq7sUFA2CMyzBdU6tIJIK6ujpXSE3n5iLnXpZlvP7662hubkZ3d3fSbsy1tbW47777XMGOdDwn134yYTQSiSAWi0HTNAwPD8MwDGzcuBHnzp3Dyy+/PEbcrq2txcaNG7F161bEYjHmwa6u61AUhUno8epOWrlyJV599dWMr29sbIRt28jJyUFXVxeOHz+OZcuWpRWH4jvdszY0q62tRV1dHVWTHlLaziImkczL+LzXVJCJB9Zsyb6+Pqiqylzab5omYrEYVq9e7YqPlmW5jlxJkjA0NIRZs2a5gkokEqF2fM+ZM8eT41mWZXR1dVEdr4KCAjfSxLIsWJaFvr4+HDlyJGlub25uLiRJcoXyPXv2YPXq1ejq6kp6LpcsWYJQKIQ9e/agubmZarvicyJ9Pp/7rKA5L4899pj7e5ZjZpomtYPXi8hFBF4WgVuWZc8l9CwTlF6aOLIyVRmhXveFdRlN06hFYcMwpjQ+gcPhcDgczsTAhVQOZwIYHHaSpJnSoxuAft3Blet07yIIQLbvpuDqQ4L4OvJfDNl+AdOyJORm+yBKANIMcMjACsDNDt1ZcBxnzKDIsiwoqobZs/NH3K6QksW4ulRUBHDu4hBmzS1H+O46/PaTj0fiBlwBloixtzIvvZQsArcGYzTiEGmCxYLP54OiKJg9ezaAzI2AZs+e7Zb50TpUHMfx7JQljajSCQqBQACyLMMwDE8umNzcXPdnmqZWPp8PM2fOpHKlhUIht3N5vGD3xBNPpBXsotEoVFWFaZrYt28fjh07BlEUEQ6HXfG1s7MTtm27uaKZXHkAEkQLL43GFEVhFnoef/xxXL16lWk9kUiESqyNj+dQVRWdnZ1U4lB7ezuqqqpw48YNAPTnXtd1rFixAr/85S+pmvSQDEMWdykRFFgnHljOJXEwV1VVUU0grFmzBoIgQBCEMRnBxO0nSZKbvUjeX5IkDAwM4LXXXqNuULV582Zmt5wsy+jo6KDa946ODlRVVQFAwv01mvjc3lWrVkFRFEQiESxdupQqoqSxsRHRaBSdnZ1U2xVfQn/XXXdRnZe1a9e6k3Qs7n3HcbBhw4ZJFThZmk2RSA8vzaZSrTsdrHEAXgS+qcoI9bovLMt4EYUVRZmS+AQOh8PhcDgTBxdSOZwJYGB4at0BjgMMRhwMRujXq8hIGivgul/dKAL75v+PNLWKx7ZtCIKAb33rXvzyl7/MuM7KyioMDkWw+91fYO3atZidX4hf//qjmyLsCHPmzMaiRYsQKCvFv7yyHStXLkdOThbg2BBFAdLNZlqiAEhS6ggESZLwu9/9jkoc+sUvfoHvfOc7zJEDhmFk7OBMBAXSwZmlbLGpqcmTwDljxgycOnUK8+fPx5w5c/DUU0+NccoODAzANE2cP38eZWVlnsqCRzd3SZctSQZ8R48excqVK9HZ2ZnSlRYOh7Fv3z7ce++9rjuHVrAjzbaOHz/uHl/btnHixIkx23Ts2DFUVFSgqKiIutEYcWRKkuSp0VhlZSW1AEea9LDg8/lgGAb1QJ+4XtesWUMlDjU3N3ty2eXk5ODUqVPUTXoqKiogiiKTuzQcDjNPPJDrheVciqKIwsJCqtL+wsJCt2Ee+fulS5fw4YcfJn0e5eTkuG5cn8+Hq1evoq2tLWPkBGkyRtOYLb55EGvGNYkc+Oyzz5jylAFQn8uCggKUlZVhcHDQ/X2mfFxSjl5UVER9XgAwuX5JzjPtfoxH4BzdbCodXptNeWUi8spTMdUZoV72hWUZVVWZReGpiE/gcDgcDoczsXAhlcOZAAryJfzdH2W74uZgxMHQzX8Hhm/9POT+HRiKOpjK6izDBK4NOLg2QOl6BZDlwy3B9eZ/03JM5Pjnwzd7CS5dPA1ZjEERdMiiDhEWSGX+3Xfdhblz58IwTHzxxRf4f//v/2H58uX4znceha7rbgmcpmno6enBT7b+FDdu3IANFYPDNmzbQTK7qygC0k2BVbwpssqyiGgsipUPNmP/gUP49UfHMDohIF4campqYu70TmIK4sWhVIP9+A7OXhwqLJDy5g8++ADXr19HTU0NampqIEkSNE2DJEmwbRudnZ04evQo8vLyUF5e7qmJiCAIzFms4XAYe/bsyehKa2hogCzLY6Id0om1ZP9ZRIj9+/dj06ZNzK48x3GYBrsAMDQ0hKqqKnzxxRcZhZ7KykrcuHEDubm5ntxJlmVRDfSJE/Ls2bNMIhdpaEaiFdI5vmfMmMHsMiOObFZ3KatoFYlEEhpBZaKhoQG6ruOdd95Ba2srioqKcPjw4ZRl6tu2bcOaNWtcl/T777+fUaxetWoVJEmCz+dDMBhEc3NzxsgJEocAgMqJLggCRFFMECtpj5emaUyN1sLhMDRNo74nOzo6UFlZ6XaJp8nHJc3JWDKbf//3fx+RSITa9fvqq6/iueeem3SB04uY6LVywyuseeW0fBUZoV72hWaZ8YjCkx2fwOFwOBwOZ2LhQiqHM0GoioCZioCZ0+hebzsjuaoJAuuwg8Hozf8fHivK6uzVbJ5xAAxFRwRfXIsXNM2b/y64+d8tBFjQZAPTcmQMnNNw/Mth5PgF9AuL0NfXj7M//wiqZKCkKB95uTJsYxBnz552B4Nz5sx2RYNU2DZg2w7iD4UkjbhGznefx6FffQZg2kiEQEJ8wMi/Hb/6BHPmFqCivAwVFZndXPHNYDRNw8GDB6kG+/Hlp6yCEkvzINJAhgzeMrk4yeBN0zRmYZA1i9W2bXR3dzM52WzbZhYSWVyJ06dP9zTY9fv9TINdQRAwbdo0nD59Gg0NDRlFmzNnzqCkpIRZsCXuJFpxwHEcaJrGJCRXVlZC13UsW7YM8+bNy+j4vnbtGrNTlDTn8uIuZYFMCNA4OUnciK7rePjhh7Fv3z7IspzSWdzT04OHHnrIzQildT2Ta99xnLSOdwAJcQiiKOLkyZPYvXs3VWl7KBRidjxnZ2cz3y9E9GVdZtq0afjud79LlUVKmpOxZDaTiA7aZbw8K7wInF+3hkMTKd6SSA8WvuqM0FT7P57zONnxCRwOh8PhcCYWLqRyOF8RoiAgxz/i+KTFMG8JqwOjBNihKBFfkSDA2lP4nduBhKgpIdoP9PVbAEgJWmnC607+9tbPklAJWdAhizEs8E3HS+8MwK85Iw7YrLENt3wqkroWVVXFbz75JG5bBMARbnpaE7Nc9x/+LWbPq8CX13VU3bcK2Xml+PWvj+LLy303BVgb8/LnoL5+MUKhIIaGdYjCyKDHMAzqxiNexaEVK1bgpz/9acbXkwZNpNs5LZFIBKqqMgmDtm1jcHAQ06dPdx1wH3744RjH3OLFi10nruM4TE62yspK2LbNLPCyDF6zs7MxPDxM/XrglivvwoULaGpqQnFxcdqs24sXL2Lu3LmQZRn79u1zncLpRJu8vDw8++yz0HU94bykyntN507KJHTEC++ZiBfGAoFA2oiKeMc3azO3WCzGnHsYiUQwY8aMBOE9XUl4fORCT08P1bm8cuUKZs+ejRMnTrjOxHQTFfPmzXMnBFicjOFwGKIo4vPPP6eOQwgGgzh06BBVDAZx8LI60VVVxbVr16j2gxCNRiHLbF8vo9GoK1bT5OOqqupe57QxILIsJ+RRZlomHA5PmMApiiIEQXCbD8bzdRQTJwrbtj1VR4zHCUuaGkqSlNS9b5qmp2M7nvM4mfEJHA6Hw+FwJh4upHI4XyMUWcCMXAEzculebzsOojoSIgcSRNeb/w7F/T0am9x9GI3lqLAcFboNfHYB+OxC+g2QRCREDeS4Oa9RHD8/HbLogyLqkIUY5Jv/ikLiwPXy5S/dTtm6rqO4pBTFJaU3XUs6VFVzB0QXeofdkmg9GkHT2qfR/stf4be//c1Nl6s24niFg4s9l7F9x9uoqV6EDRs2uJ27WYhEIigpKaF2y5FsRQDUZbHElUe6amcSk8jrSO7lggULUFJSgsrKyjEZjpFIBJZl4fz585gzZ06CYJcp9zASiUBRFCaBl7UR1NDQ0JjXp9suclwty8LChQtdh+azzz6LSCTiHk+/34/r16+jo6MDdXV1sCwrwZVJ4xQm+y8IApYvX46lS5fC7/cnHOP169cjEolAkqQxEwo0kO7wLEQiEcyaNSshhzYVxGEZDAaZ1qEoCrP4Fh830d7envHar6+vhyAIMAwDBQUFiMVimDVrFp5++mnEYjH3GCuKgsHBQRiGgdmzZ4+JjkgXN3HkyBFUVVV5cj1nZWVRu9cvXryIwsLChHWk2y5yfWVlZTHFcwiCwJynTM4LC5qm4csvv6TOxw0Gg2MEOJrM5uHhYSxevBhvvfVWxm3y4uCNFzhpBbuvQky8nZjKjFDaxo9kEpSF8Z7HyYpP4HA4HA6HM/FwIZXDmQAEQcDsPBG2PdIIynZGys9t5+b/x//eARx7apyioiAgywdk+QTkz6BbxrQShdWhSKLL1f1dXPSANTUxbQAAywZuDDm4MZTsAN6XdBlRMG7muMZuul91/OyXQ5gxXUNutojhgfO40P0pZk5XkZerwDKGMDBwA/fddx9KSkpgGAYcx0FWdjZOf34aH39yAoCSLMIVAHDgw8/gm1aEivIALEuAbvlviq6OK7oKggO4P99a1u/3wzRNKrecYRhud/j4bMVMXdiJOPfRRx/h9OnTWLt2rdvYJn6w393djRdffBH9/f1Yvnw5fD4ffvOb32DBggU4f/58ym0rLCzEmTNnkJOTA4Be4CVNeljKHFkHr/39/fD7/WPyPm3bRiwWg6qqEATB3a68vDz4/X5EIhHYto36+np0dnbizTffHOPGra+vR319vdvUabRgmSnvlYhp3d3dKCgoQFdXF44cOZJ0PaFQCF988QUWLlzINNB2HMdTozEv7mKWiApy3FlFCMMwEA6HEQgEcOrUqZTX/gsvvABFUWCaI9EkjuPg4MGDUBQF1dXVroAty7KbKWyaJlasWMHs4DUMw5OTUVEU6vWYpsksiJN10EzU1NTUoLi4GLquexKHWCM6NE3Dxx9/TLUfhw4dQjAYhGmaCaJougmRuro69+fi4mLU19e75z7ZM8kwDOTn53sWxlgFu29ywyHayJjxZoSyNH789re/7ckBOlHncaqybzkcDofD4XiDC6kczgShKaMdOJkdOZbtJBdaJ0iITVdOmApZEjA9R8D0HKqXjzgmYkgQX0cLrgMRB8PRW4LscHRqy9NsR4HuKNDjDsG+j20ARIjwA7g3fgnIQgy//DSGvJzzWDAvD1k+B3k5Mj7/7Ap0vdAVZGUhBkXUx7hef/Ob3yAQKIcgqpg5ez4uX/4y5fYRYTV/zmwMxxR0nzqLBfPnYXZ+AZ56ejNisShisQiys7Jc12ckEkFPTw8CgQAApM1WjC+LbWlpSXAl9vf349VXX4UkSVi8eDFyc3MxMDCADz/8MGGQR5q7/N7v/R4OHDiQcSC6bNkyAMDMmTOxYcMGqigEv9+fsM5Zs2bhqaeeQiwWc4UOVVXHRBmwxAEsWbLEdXzOnTsXw8PDEATBLZ2UJAmqqiIUCuH+++9HX1/fyDkSBCiKkrJxFgC8+eab7iDcsixPTj4AKCgowL59+6AoClpbW5MKPT09PVixYgWz8880TVdIZhGHhoeHmR2WDzzwALZt25bx9cT5CIC5mRkR+jI1daqpqUFTUxNisRhkWcbZs2exePFi9/yPvsZCoRCysrJw6dIlt6kTIZODmThbWSBiPS3JnNWZIMIzuf4zNaiyLMt1TtK6OIkbGwDTMrZtU12PwK24CdM0qUXRoqIit8Hh+++/j9WrV6OrqyvpM4k0DtuzZw+am5uZhTEvgp1pmky5vXeSS9FxnCnJCPXS+JE1bmSqRGEOh8PhcDhfLVxI5XC+QiTxpggiJftreoHEcZILrQ4ESKIECBIiN11+qqJBVX0wTAuGYboi7UQgCAL8GuDXBMzOo1vGgYDhKDAwbOPGkIWhyKimW0nEWGNKDTgiTMcH0/Lh0nXg0nVSnm8AKE+1xE1hVYcixnB6QEe0/Tqm5chwcutw7Ytfu8Ir+ZdoYA4EOI6Ab91Xg8FhE9Py5mP/oV9DkiTcfffdEAQBtq3iRsQGMIQTx38L2zJx//334vLVCFRVxtkzp/Hh0Y8hQBjjciWMLosFUrtFFy9enOAWVVUVjuPg/PnzVAPRoqIihEIhbNq0Cfv376fKPSRuLk3TXBEilWgVL0IYhsGc91pWVua+3zvvvJNU4C0vL0dpaSkcx2EehAcCgTGCZab8Tr/fD9u2cebMGdTW1qYVn4uLi3H27FmUlJRAlmXXaQmkn0ARRRGO4zB1rffSRCUSiaC0tJTqnASDQdcRXFRURCUmFRYWutm1NE2dyDVJIgcWLBhplJfp/M+cOdM9hrTOauISZxWrRwtE6a6Xzs5OtLS0MK2DuN27urqwZ8+ejLm9zc3NCIfDuHHjBoqLi6nOS1FRkZulHH/+U+1LdXU1SkpKIEmSO2lBQyQSQXZ2Nt544w20traiq6sL27ZtS+ne3rZtG77zne9AFEU8+OCDaUXON998E9XV1XjwwQchCAKzMKYoSsKzItW+xz8rHMfBmTNnqBrTnT17FgUFBcwi3+3MVGSESpLE1PixoqKC+RhPlSjM4XA4HA7nq4ULqRzO1xRBECARseymEMtSTmhZVmrH6yRHEwhwkO0Dsn0C5s3M/BhyHAcxc8T1OhCX6RrfcGtYF3DlWgSXrw7DtDWYjgoaV/BEYUNGzJYRQ7bbY+u9YwZGxFcfgCWj9ypBVJ05XcP7J2Yh+/QQBq/3oqy4EqpsorvXRpbmQFMMZPtVSJKE4pJy+Hw+bPvZDqxfvx4+n4R9Bz6Gbt1qckJcrgJsAA4EYSRG4P39HSgqqYAoqaioCGLNGro4AFL6TDsQJc1tzp07R517GA6Hx4gQqcrhR7uGaAevpmm67sdMLsbq6mqsWrUKAPsgnOTXLlmyBLt3784owDU0NMCyLEiShPnz51OJz0uXLoUgCO5/NHmMRGBlESwBeHJYiqJI5XyUJMktVX/ttdfwzDPPoKioCIcPH07qFiwsLMRPfvITPPHEE/D5fDh06BDVNpFr0jRNSJJE5eBetWqV25iNNjqDTFKwiNUAXPE1PnIi1fWSl5cHQRCY1kEmBDo6OqgaNHV0dOCuu+6Cz+fDyy+/jA0bNmQU+bZu3YrNmzdDEARcvHgRjY2NWLRoEXJycsa4fgcHB+H3+xOc9bT4fD6oqoqWlhYq9/b69euhqioAMDX0CoVCzMKYKIo4ePAglfBOnhWO42Dv3r3Ujem2bNlyRwmpoxFFEYqiQBTFCXs/L7nFoih6ykrljaM4HA6Hw7mz4UIqh3OH4KWcUCBf5D04YoHU0QR23O9v/S5RoGXdN00ZiU+YOS31a1R1Gg4dPIjfHT8OxwFMR4XpaDBtFaatwXA0zJpTiJlzCnF90MSnp76AYZPXaLCn9JEojKzXGikbHrwCdF8hztcZONhJfh6OW0KHJhuYnqNgxjQH/VfvgrXfRLY2iBNf5EIWNMiiHpcHG4Mg3ByI3jzm53sG0HN5xDVX2/gQdv7iMI4f/+3N/Fa/K8B+cfEKLmzfhUWL7sO6h9YDgKeBaFdXF9XrSe6hLMueXEO0g1cyQD9x4gR146TKysqExlGZIKXHjuMgHA6jtLQ0Y36npmkwTROmaeL06dNU21ZQUIBgMAhJkiBJEj799FMcPnx4jCtvyZIl7gQKabDW1tZGJYy1tbVhy5Yt0DSNOfPyzJkzbtxBOmFo7dq1Yxr7pIp1GBgYcF+TlZXFfF5IwyWWxlmVlZVM0RlEqGURq4nI/cADD2Du3LkZBdu+vj5EIhGmcvDh4WFIksTcoIqIlj/84Q/dc0mEb7/fD0mSEkQ+Ej+yYMECyLKM7u5uvP3222P2pb6+HoFAAPPnz0c0GkVlZSVOnDiR9pyQZYmDt6enh8q93dvbi5KSEti2zTwhwiKMkbgJwzDw3HPPUUWakJxUlsZ05N6+U7I0J7MJFABPrvpoNIrs7OzML0wCbxzF4XA4HM6dDRdSOZw7hInK/2LJVU0dTUAnwiZEEtwUW11xltEJSwYuDY2NWFhQgI8+OobLl7+EghggAXPmzMaiRfeguLgYlmVheHgIP+1LHFDbjgjjppt1xNU6IsIajobSwF3QDRlnuvsQiQnu64CJcczQ4EBC1JQQ7Qd6+20A83HpGBFcFyVdRhENiIhCiYsV+Pl7g5g9w4/I4JfoPHEFsjALshiDIugQBTMhFuDw0U+RO7MEgUAA168PI2rlAKRplpDYPIs008LNaAHShZ4GIryqqurZNUQzeCXXdnwX9nQcOXIE4XA4oXSehuHhYeTl5UHXdar8zgceeMAVZTo6OqjW0dHRgXA4DFEU8d5772V05S1fvhyWZSEajeLq1asJwlgqkTMajbpuVpbMS13XceLECSrnI3GK+ny+hCiIdOXgGzduhKZpuHr1KtN5iUaj8Pv9TOe/srKS2sVInq2sYvXmzZuhqioCgUDKHN54wXb16tWIRqPYtm0bWltbMzam27ZtGx577DEMDg5SHqkRiJDa0NCAXbt2uW7u0c25yO8bGxsBwL2X9+3bl3Jftm/fjpqaGjQ2NkLXddx///1UQirJ1HUch9m9PR5XIo0wJkkSBgcH8cwzz+DgwYMZt2vDhg2uoz4e2sZ0dwJT0QTKcZyEiRoaksVteOFOEbs5HA6Hw+HcggupHM4dwnjyv2jLgid0e0UBUlINkt4JG+96Hdk8AbIiYuG8PAQeexi6HsPQ8Mi+SJKCoeGRZi6O40BVtTHvKwo2NCkCDWObvjy9uhZ+vx+ff/4lfvGLX9x8H8ByFJiOluBsNR0VBUUhiGou+q/HcO7ClRFXrKPBcuiExYnCsBUACnQ71/3dex+NZK2ONNlqTHi9ACshckARdfxk9w3ce88gNAW4HC26KcoS16sOURh7bQhwcCOiYiCqIGb5gZvRAkJczAARYAle3DqpXEOpBq9exRQvjX0EQcCZM2eo8zvD4TBzh3hd1xGNRqlceefOnUNxcbErKBCR89ChQwiHw8jOzsbQ0BA6OzsTjp8sy3Achyknk2wf7X4Qp2h8FEQqMSk+CoJVTPL7/UzHuLe3F47jMEVaBINBDA4OMonV5JlLk/cav/+RSAQvvvgi1q5diy1btiAWiyEWi0FVVaiqiu7ubrz44ovw+XxudisLfr8fgiCgvLwcL7zwAm7cuOE2ZyONqyRJQigUQm1tLWR55Gtlbm4udXbtwoULEQwGMX36dKrrKxwOIxaLQRRFJvc2OV4sJBMsMwljOTk56OrqYtou1hJ2TdOYG83drkxFEyjbtj3lFnMHKYfD4XA4nGRwIZXDuQMYT/4XgEktqZsMXCdsHIIgUDcpWrnqQTgOULwgB5d6e+E4AgARDka8lnBGZL6bSaOYPTsffp/mNim6+6678LvjxyEIgCwYkGHAF+fKvfuuu9C4dAEEQUAkEsHLL//c/ZvtiDcdr+pNAfaW+GraGgqKQ7h8dQhfXou6r3Gm2PVqOH4Y1i3h8GoMOLefRAzUjVlGEoybwuot8TU3W8KeX1n49FMVEb0oLm5AhyQYCa5XIqxGDA0xGzBs7ZbjVQDm5s+GT1MRi43tkO7FNeSlxDMrK4t5EA6AKb8zHA4zb5uu68jOzk7r/BvtysuUxdnU1JSQxamqKgRBwOuvv47m5uaMDsv29nZ85zvfQV9fH3WDJnKMWfNOvYgj165doz6++fn5zM9WXddd8Y3GkQvcEsZY97+urg7t7e04f/488vPzXccxETvPnz+PaDSKFStWAMCYBmjpIMfLtm1YVmK3P1LOTmIl4n8viiIkSWJyVldVVeHUqVNUzZY+//xzFBcXQxRFpnVUVlYyC8msgqVlWdA0jXnfvURnsLrkk8FSgTKeZdIxFU2ggJFz09DQgDfeeCPjaxsbG8dc8xwOh8PhcDgELqRyOHcA48n/UhRlUkvqporRrpZMTYoqKiqwbGn9yKAqwzi5edUizJslQhRFfP75GTQ/WI1weT4+/PAoLvX2goiwc/LnYdH9izB/wUL0XTqPhQVF8Ps1zJkzG5cvfwlgxPWqClGo4tjzNWfObDzySC2OHDmB3/72tzf3A7Ac+VbW603Xq3FTeC0N3IUhXcDgsI3LVyMY1gHLUcd1LFmxHAWWo0C3c9zffakDZ/YOAwiNeb0AG9JNwZU4W3OzBLzxvoGcLAHDyn0wojdQFSrCt+4uh0+xYJk6srJ8UBUZJ47/Fp/85mNMz5sGw1JhRHWIIiAKgCQCooiU4odlWWPcpem6owNwu52zDMJJ2e9UOF+/+OILpkxVWZapszh7e3shiiIMw0A4HKZyWP7e7/0ebNvGjBkzsGHDBqqcSJ/Px+zGjcVikCSJKXLAtm2mY6xpGvOzNRKJIC8vL0EYS1eqTQTL4eFh5rzX8vJyBAKBjBm8RGD1+Xyoq6vDjh07Mq6DlNCTzFfTNNHX14d33nkn6XqmTZsGSZLcMnjWa//48eN4++233euLdEAnTaLic1grKiqYjxfZ/8kULL1OaiqKwnwde/0s9lKBMllVK1PZBMo0TQSDwYyu55qaGlRUVEDXdab353A4HA6H882BC6kczh2A1/wv1pK6QCAwJsvtdsGLqyV+UJXOwUq6vUuShA8+2Od2Vn5mw3eTikmvb3sXeXl5WPStZ2GaDh5cdjd27HgLxOFK/h0Zd95ywtbVfAua4sDQhyAKFhwIEAURc2blQVUVxGIGrlzpTRiwfnfl3Zg2bTrOnDmDPXv2ANmA7QiwHPVmjmu8AKtiQWEFBDkXNwZNdF+44gqyTvKOY5OCAxGm44Np3bpmr8WA7oOk7LYKAHD8MPCzwyNOWBEGZHEIftXCrLwCzJpRDt3R8eqeAfhVBzlZAnL8I/9l+wXk+AFFFiEKI8KqK7RKDrL8GmbnL8CN69ewuLYGNTXpu6OTa4JlEG5ZFnMZ8fDwMGbMmMHsGHz//ffd36UThUmmKnFWp5tAIS7WpqYmOI6DgYEBFBcX46677krrsKyurkZxcTFkWU7IO023jo0bN8Lv9zM5RQG454wlcoBECNAe45ycHGZx2+/3w7btBGEs3Xmpq6uD4zjM14uu68jJycnYBIvkkBIxlaUJlmEYkGUZpmlmzPqtrq7GqlWrIMsybty4wbQvkUgEg4OD8Pl8bvxENBp181fJ73/3u9+5IroX97amacyCJYsjlVQhsEBEydLSUqrzUlJSAkmSPLkyvTR1msxGUFPZBIoI801NTSgpKcHBgwfH7EtjYyMqKioQi8Vu20ljDofD4XA4Xz1cSOVw7gC85n8BYO5gfDvi1dUiyzKamppQU1OD7OzshA7hiqK4wlYsFoMsywkdwmk6KxPRprS0FDU1NwVbxA3O4sbn1dXVuKeqGFlZGr44+wnystWEkujBoWH4fX6IkoyPfv0xjh79CNGojvyZfqiaiN/+pgOyYMABIAoiZJhQpUhcTMEIc8Qv8egjj8FxHLz55nu4fPnLkaxZSDedrolRA6ajQlanY9bcIgwOOxgYtjEYcTAUsUGTZztR2FAQsxXEosD1S8DpSxZGPsKSD8IFAcj2jQiqt8RVATlZAqbnGLCnr0R5IBcXrl/GoR+140b/RciCCQE25ubPQXX1/Xj6mX+Da9euIKJbMA0bjqNTD8JFUfScq0rrfG1oaIAgCOjt7U0ooTdN072OJUlyRWFSdq5pGtUEyrFjx1BSUoKKigr4fD688sorVM2Tdu3ahcceeywh7zTdOkjeJ+tkkKqqEEWReru2bt2KZ599FrquU4tpFRUVnsquHcdBaWkp6uvroShKymgDwzBQUlLi6XrJycnBqVOnqHNIw+Ewrl+/jtdee436eG3evJl6wu3YsWMoLCxEZWUls9Dl8/kwe/ZsPP300+jq6sJLL700ZruWLFmC559/Htu2bYOu657vLxbBUhRFZkeql/gAYCSPlybaoK+vDwUFBUzrALw1dQIwqY2gproJlG3b0HUdZWVlqKioSOquvZ0rbzgcDofD4dwecCGVw7lDYM3/8lp+6aWkbrLx6mrJyRkpRb98+TJ27NiR1GkzY8YMAEjqGKPtrHzp0iWqAXJvby/KyspQXl6O5ubmtCXRf/gHz6K9vR2zZ2YhGo3i+pXzUNOYSh1nRMIduDqIXJ8BWVGwvPE+7HjrHRCHrCZGSQsodxlAwOrmNSgqyoEgiIjFYhAEATduDABSFvoHDFy9HoNhKYjERFy7HoNhKxgYthHRBQwM2xgYsjEQcWCMP9KPGscBBiMOBiMAMHpQbABQAegApgGoBwCIMEdyXq/FsPczHbNnXERZ8Vz4f3MD2X4B2T4Budk6ZucVYVlTKRRRh23FkOXXkJXlhyg4uDEQhSA4EEULOdlsuarEyUjjsKypqUFxcTFs20ZFRQXWrFmD7u7upNdLfX09vv/97+MnP/kJdF2Hz+djdm/7/X6oqoq2tjasW7cOW7ZsQTQaRSQSgd/vh8/nw/nz59HW1ubmg7LmfbIKlqTUWFVVqsiBvLw8KIoCXdeZXKy2bTOL2wBw5coVrFixAl1dXUnPy5IlSxAKhXDhwgVkZWUx5ZfOnz8fsixTH2OSxenz+ZiaYCmKAsdxcOTIEar1HDlyBOFwmPlc+nw+rF69Oq1g9+abb6K6uhqtra3udcy6DtM0cfHiRarn8cWLF1FSUsIkqtm27Ul4tywLJSUl2LdvH2RZTnle+vr6sHz5ck9l516aOgFIWCaVs9prI6ivogmU4zgwDAOGYUAURWRnZ7tRLBwOh8PhcDg0cCGVw7lDYM3/8lJ6HIlEkJube9sJqV5cLX6/H7IsUzttWLMVAbgD97KyMuzduzftALm3txcrV65EJBJBS0tLxnLd6upqtLS0wDRNqvMoCK48CtuKwp+j4Vt3B9Hbc0/G66WxNoBIVIdlGWh741U89dTTmJ6dA03zIarHENVlKLICSVYwHInCtoHt27fjiaefwtmz5zBnzhxcvHgRH/36E/T0Dbg5r/6cWZgzrwSSMg2Xrw5DkLMxMGTj0uUBOKIfg8NOgpt2srEhI2bLiCEbsIAbfcDpvmSDa3K8HSiSCVXshyobmDMzC3Nn58CvOcj2AzOm2RDyluPLs4egiFEoQhSSGIMoELnagSA4AGzUL2lwJwQcx8Hy5cvTCj2BQMB1Tz388MNpm01t374dNTU12LhxI2RZ9tQ8ye/3Y/ny5Zg7dy66u7vx8ssvu6KRrusQRRF1dXXYtGkTrl+/7skhrqoqU9k1aXZDlsnkEq+rq4NlWfD5fEyNsx577DFq4bWwsBDAiOBUUFBAJQw2NTW5yyxZsgRvvvlmxv1fuXKl5wxeIlodOHDAbXKWnZ2NoaEhdHZ2us/3efPmQVEUDA0NMa8nOzubKYtVFEWcPHmSycHMKnA7jgNJklBQUIDDhw9nFCzr6+uZS+hHX5OZiM87NU0TK1aswGeffYZt27aNub8aGhrGVXbuJf6G/EzTNM5rI6ivsgnU7fZdhsPhcDgcztcDLqRyOHcIrPlfkiR5Kqm7HfHqaunq6qJ255SXl3vqeG0YBmzbxsqVK9HV1ZV0gEycaaZpQlEUqnJdIigEg0HPpZGGYVBfL7IkQo9GIIk2VAXo7u5GR0dHUjGtqKgI36pcgPmzRMzIno/3P9iPY8c+AgQJ5QVzoKoSovowLl/uxvAXv8Y937oP3121GKrmg2GY0HUNR48ewye/PQ4bKrKnz4Uj+DEcFXD1RgymrWD6zAXIzs3HYBQYijg34waAaGwqSzIFGJYCw1IwZADXLgCfXoh3isUAZAH4dtwS1ojrVYhBEWOQBR1zZ+fgF7+ZjWNnBuBTTUSHLuPk736F++8JoOn3vgsRFnQ9guxsPzRVxse//gjvvtuONWuaEQqFqMu7i4qKEA6HcfXqVaa9jEQikCQJZWVl2LNnT8p1EcF29erVntbh9/uZyq4FQYAkSQnLpHKJk2VkWYZlWdSNs5qbm2FZFnbu3EklvLa1tWHz5s1QVRWdnZ3UTcBCoZGmbKFQiNqNzJopS8TqhoYG7Nq1K2kURFNTkyuMxeeqsq5HUZSELNZUTkYiPtu2zexgdhyHavKwuroawWDQFR8VRUFDQwM+//zzpM/jxYsXIxAIuNcKC6ZpMl/HJDYGwKSVnY+nqZNhGHjuueeomsZ5qVrhTaA4HA6Hw+F83eBCKodzB8Ga/+VFfLxdm02xuloA9nxYx3GoHWMNDQ3uz6ScuLCwEMFgcExJdCQScbMrWbaLCApezyO5XkjjLV3XYRgGFEVxcx7J9UIyHJ955hkcPHgwQRwhEPdjdXU1HnzwQViWhdOnT+PkieNY/sDStG6mUGAegsEgRFHFyZP/P3tvHl3Vdd+Lf850Jw2ISYySrqZ7JTzEIAECgRE4khhs40BixcZMqe04Tlfb9K2kbzXpe7/2rSZt2tcmTdqS1nZs8PAgiS1sAxaJATODAeMBITFLGIQkBoGudO+59wy/Py77cK90h72PAWNnf9byQpbOfPbZ5+zP/nw/n5M4d+YDzJ0zGRMnTkI4oqGvrx8ulweCKOHw4cM4eHArZk9+AHn5BRAEEZKk4L33tuPwR82I6A5ETPf1sK0bXq/ZOWOQOWQUrvXpOHv+MjTTCd10wjBvn+rVhISI4UEEHgSvczSXzwNHz0cQtRwAgCwAc3DwXeC5dwOQRQ1OOQJFvAbofZBFBbIwCe1v9KC6KoiPPmhDf2g8FCkEhxCCLKgQBRMYoHwl6kM76m0A1BMPfr8fI0eOZN4HIUFpfSILCgogCAJ1qXZHRwdKS0vR09NDHZyVn5+P3t5ehEIh6nL4YDAIp9MZVw6fLgSsvLzc8lSmUSMLgmBLIW8YBvx+PwoLC3Hy5MmkVhDf/e534XA4EA6HbYVt9ff347XXXsMTTzyBSZMmITMzM86D2uFwIBAIwO1245133sH8+fOZSD5yjU+ePInq6mrk5+djz549Ce0T8vLycPLkScvz9MSJE9i4cSMqKyvR0NCQ9F4uWLAAxcXFTOdOwNImS0pKrL/dqrJzu/Y3Docjrs8fiNgKiSVLlkBVVcvagxY8BIqDg4ODg4PjiwZOpHJwfMlAOxAjacQs5ZeCINyxpXAsqhZCZrKqc1wuF5VijCiggGg5ZWzitSiKCUtpCflox7fW7XYzkchEMUTSmC9fvjyI6DBNE319fRg2bJhFurrdbjQ3N+PIkSOYOXNmSmJ0+vTp8Hg8aGlpoVIzNTU1oby8HJIkoaWlBU8//TTa29uxbt3ahERP1XdW4p133kHlxDIAUZLvWPNeeGRYb7boeFu44fuqC3io+mGMG5+HV199C4u//g20tZ3F+wc/wfmuACKGAxHDBVfGCAwfmQ/JkY3m1nYMHTEOoYiEC129UDUJuumguj83C5ohQwvLANyIerpGcSEEtLwVAHBv3PICDDhkDYoYhmD2R9Wvgorj11QIb13BsCEKws770Nd7AQ4hBEUMQhL0GOLVAAkqJx6OgiBQE/xbtmzBihUrmMl90zQxZswYSz2bzIf18OHDqKysjF4bTYPX68WOHTvSWmfMnDnTUq+/9NJLTIFLJCU+nX0AAGRkZFj9C01JdGz/0tzcjKamprSE7eLFi5Gfn2/LI9Q0TSoriK9+9auWbYqdsC2C7u5uvPXWWwmf4/z8fDgcDlskn9vtxocffogxY8Zg+PDhePzxxxEOh632oigKent7AQAffvihRYru2rWL6l7GlrfTgig/R48ejffffz9tm5w8eTKCwWBCFefNfNcmsr9JRe4DUeKdVVnt8/lsld7zECgODg4ODg6OLxI4kcrB8SVGuoEYLflYUVGB0tJSpvTi2w0WVYtdf1hZlnH+/HnU1taioKAAu3fvThhQ5fP5cPbsWeTm5lrkCLm+hmGgubl50PYPHjyIsrIyZGVlMR0XIRSKi4up7mNRUZGlMCUD6AsXLmD//v0JSc7MzEw4nU7Lu/Po0aNUxGhfXx9kWcbcuXOp1Ez19fVWgMy8efOwc+fOtETPvHnzrHUSlQVHycAoOUhw6MBu3Hv3CvzJioa448qJ5UbN4zA69+C+SRV48qFpEEUZJgT84hcvwoQA3ZSgGS5EDCfChgua6UTk+v8T/9eRo70IBE10XeyDZjpgIkUS2E2GCRGq5oAKB4DMuL/9vz+EAIQATIz7vShEoAjh67YDKmQxDEUIQR7rxbp3e5HpMnGkXYZDGB71exWvq15hXFe83thWR0cHdF2nnqSZOnUqNE2DrutobGxEQ0MDWltbE/qwVlVVobq6GmvXrsXChQutsCmWUm2n08kUUOV0OjFs2DCrracKmRs9ejQcDgeuXLmCYcOGYcmSJdQl0R6PB3v37qUi+bq6ujB27FgmL05N0yDLMrOlSTgcZpqoISrWZcuWYceOHSmf41iPWBYQcm3u3LnYv38/FEVBRUUFRFGEoigWMdna2opIJIL6+npEIhHouh5371LdSzsBi4IgoL+/H+vWrcOSJUvQ3t6etE0Sov7RRx9FRkYG8zVgQaz9TU9PT1pyPycnBy6XC4IgYN++fVT7IIFmrB6pBDwEioODg4ODg+OLAk6kcnD8EUPTNLhcLqpSUhJScyeDVtUiy7ItX1FBEDBixAjs2rULeXl5CRVz7e3t2LVrFyZNmgRBEJgSrz/44APU19czHRexA1i/fj2Vh+P69euxePFiKIoSp5QdiFiSc86cOZY9AS0x+tWvfhXhcBhnzpyhVjMRkvfs2bPUnp/FxcXM6mLDMNDe3p5yH4IAfPDBQRQU5GHChAm4fPkyZDFKECgABDl0neQyoKo9FslFVLBPLXsaWVk5WLPmHXRc6IJuKoiYLoQNFyKGyyJiI4YTEdMFSclCVs5oXOvTcaknBN10Up3PzYJhKlBNBaoRT+hc+ADAB/3X/68udg3IQvg64apGCVhRhSKoUMQQfvvuFYzIGY9c7/04ffxDKFIQsqBdJ7VvEK+kfD4QCEBRFDz00ENJA5oAWAFNDz74oFVGrKoqHA4HRo0ahW9+85uDSsj7+vrgcDigqiokSYpT4qcjLIkSf+LEiQknQAZi+vTplnqbpSRalmWoqkpN8vX09CAQCFCHYJFrnJOTw2xpoigKSkpKqNT+xcXFEEURANDW1sYUHmVHXdvR0YHJkyenJKsLCgpw4cIFFBQU2FK+DiQ5RVG0+vaBBCtRfl6+fNki6lPZB5D30+1QWuq6jpqaGowcOTItuX/x4kUYhmGrQoLVI5WDg4ODg4OD44sGTqRycNwEpBpY3ckgHpiEhHjsscdSkhBfhLK6WFWLLMvIysoapGohyd2sA3dBECDLMiZPnoyTJ09i9erVyMnJscr0idJn8uTJEAQBTqcT/f391APRo0eP4uGHH2Yuo1VVFceOHUN7e7ulsDMMA+FwGA6HA4IgDPJwJGX3NERHXl4eysvLEYlEqInRu+66C2PHjmVSM5WXlzOVkBOPWFK+SwNBECAIAvbs2UO1/N69e1FeXm4R7zSl2qFQCJkZbrhdEqqnV2L9+vVQEIEL/Un3s3DhI/D7h0MzTKxevQYdHd2ImFHSNY58NW8QsKKSCU/mSPT2G7jWp0M3ROrr8NkhQjNd0HQXElFTv96oAdAAFF//DxChWUFbGS4To0Zk4nCnB2/9yyFMm3IPhmWb6L3agUP726CIGddVr8Yg8nVgGTGZQBkyZAgkSbJUqpIkQZZli6Q0TdOaEIoNQkoVUJWXl2eVatMQlnl5eZZ/6ZEjR6ifL0LW06Kvr4/ZomDlypW2LE3cbjdef/11zJ07N60XaWNjIxYvXgzTNJnDo1j9pxVFwbhx41KqXglZPWPGDCiKYjuYj/T9kiQlnKAjlgkDgw/TEfXk3XI7Jik1TUNhYWHSwLjY61VXV4dIJGKrcsOuupb2Gn/eYP3e+6J+H3JwcHBwcHAkBydSPwPuuecenD17lmrZH//4x3j22WdTLvPee+9hzZo12LdvH7q6upCVlYXS0lIsXLgQK1asoB4AdHR04LnnnsOmTZvw6aefQtd1jBs3DnPmzMGTTz4ZF2yQCoZh4LXXXsNvf/tbNDc348qVKxg5ciTuvfdePP7443jooYeotgMAhw8fxgsvvIAdO3bgwoULcLlc8Hq9ePDBB/Hkk09iyJAh1Nu6U/BF+ehPh4EkhCAIVnmkw+GIIyFuFmRZtgYWN9sugOa+2PWHNU0Tp0+ftoJKHn300ZRBJcSLlRaE2GYpiR5IEgvX2SZCpJJrIcTUXpNrQKuU3bt3rxVSREuMnjx5EsOHD2cibSKRCAzDYCZ6WMJNcnNzByn/aPbhdrvh8/lQX19P5ffqcrkQiUQYUsVLYZo6nIqM6mmTLfIVSE4SP/zwI/CXjURzcwvefPMtaKaMsOGGZjgRNkjY1g3iddjIfBiCB719OgJBE4GgAeD2BW0ZkBE2ZISRgf4+oLsPQJsGwIfj76gAVESDtsi7xbyuelUtn1dZVKGIKp5bfwmzqlW4FQ3ZmQKGZEoYPkRElkeITqSEQ/B43JDl+M8cYutBSq9pCMiGhgbs2LEDs2fPTrv8mjVrsHz5crhcLqbnK5asp0FLSwsWLlzIbFHAQtYCsPw7B07UaJpmKfElScLBgwexadMmhEIh633B+oyVlZUx+U+TMDtaxftnCeZzOp04duxYSjsX4iU9MPgw1bWorq625SlqB7S2DgcPHoTX60VxcbFt4pkVxK+b9hrfbrB+731Zvg85ODg4ODg4EoMTqXcADMPA//gf/wO//vWv436vqiouXryIPXv24Ne//jVee+01FBUVpdxWU1MTnn76aVy9ejXu98eOHcOxY8fw4osv4qc//SmWLVuWcjuXLl3CY489hv3798f9/ty5czh37hw2bdqEefPm4YUXXkib6PvTn/4U//iP/xg3WAgGg7hy5Qo++OADvPDCC1i9ejUqKipSbudOwp3+0c+Kgd5kDofjpnuTEYWmIAgIBoNx5fAAbgpZy3JfdF1n8ofVdR2SJDEFlfh8PubEawAoKiqiOi6SQq0oCpMfo9vttqVMczgc1OuQ0BcWhMNhZn+9YDCInJwcanJkzJgxzO2aJIQvXLgQW7ZsSavmWrhwoTVYZrHOIIFGsWrJZKioqEBhYQEk0cSB93dDEjVI0OCUkp/b6OGjsXz5CkQ0HcePn8QbjW9dtxZwIyNrFHQhA30hAVeuadfJVwdyho+HZjrRFzRxtU9HRLt9xCsgRD1n9cE2B+eDQPPrg0lmUTDgkMJwyhpkMQynHMH4MTkYP2YoMlwGhmSIyPJIOHVBws/+41VMqZiARYsboOsRhIJBZGYOLr12Op3o7u6mIixDoZDVhu2Q9bTtODc3F4IgWCrOdP0RUXHaIcbI80IbtkXeJSwIhUIIBAJU/tPnz5/HmDFjmP07y8vLYZomk9+rrutwOBxJ7SYuXLiA119/3QrnUlWVKfiwtLQUqqpSncNnBXl/0YAEbdkhnln7V0EQmK/x7SQhWb/3vmzfhxwcHBwcHByDwYnUm4CJEyfi3//931MuM3r06KR/+9GPfmSRqMXFxfjzP/9z3H333bh06RJeeeUVNDY2orW1FYsXL8bWrVuRk5OTcDsHDx7E8uXLLcLj2WefRW1tLWRZxs6dO/Hzn/8c165dw1/8xV9g2LBhePDBBxNuJxwOo6GhAQcOHAAA1NTU4Mknn8S4ceNw8uRJ/PKXv8Thw4exadMmPP3001izZk3Sc1u1ahV+/OMfW9fge9/7HioqKtDX14fGxka8+OKLOHfuHB599FG8++678Hq9Ka/jnYA7/aP/s+JWfNiTUtuWlpakZaFlZWUWwWkHrPcFiJ4rDclFVLoDyUeaoBI7A9GzZ8+itrY2ZRmt3+/HuXPnMG7cOKpgF0LyLV26FA6Hg6kcHgDz4JiUHrNAURRIElsoE1FA0YbuEGUt6z6AqMqWRc3Fap1BJhlo1ZKbNm3CggULmAi7cDgazrV/3y7IYgSyGIEbASDUDQmAA8DQmLyz0bmjsXTZcpimgEBfP97bvhcHPmiNKl4ttasL2vV/PVkjIbty0B8SEAga6O0zYN5O1aspIqS5EIoRup+/BuxvHWir8CBwBdh5HpDevginrMGpaFCEizC1XsiiDkWYgGE5CnZ9YuLoWRmK4MEfth3Ctu37MGrUCLicDoTDKrq7OoGYQDO32838fAWDQbhcrrjy9lSp6tOnT4dpmvD7/VQWBT6fb1DZeTqQ/mgg0qlNFUUZpAROB6LW27lzZ1r/6erqamiaBk3TmMlqWZaZSE7DMHDs2DHqcK6ioiJomgZBEKjfLclgpyQ8WbVHovdXKsROnrESz6yQZZn5GtsNtGKFne+9L/P3IQcHBwcHB0cUnEi9CfB4PJgwYYKtdQ8fPoz//M//BAD4/X6rBI+gtrYW/9//9//hZz/7GU6fPo1//Md/xE9+8pNB2zFNE9/73vcQCoUgCAJeffVViywCoiXAtbW1qKurQygUwve//33MmTMnYUnsc889Z5Gojz76KH71q19ZH/sTJ07EQw89hEWLFmHXrl146623sGHDBixYsGDQdjo6OvB3f/d3AICRI0fiD3/4A8aPH2/9fdasWbj33nvxve99D5cuXcIPf/hDvPLKKzau4u3FnfzRfyeCDERS+bKRABnSPu0MLFjvi8/nQ2NjI+bOnYuRI0fi8ccfh67rlq+oKIro7e2Fpml4++23sXjxYlt+cU6nk2kgCgDjx4/Htm3bIMtyUvVbR0cHampqrHVZg11YlbJut9sKkSFIRfSQ0mNWv1fTNG0RPcXFxVTkyNixY+FwOGztg1XNBQy2zkjl3ymKItxuNy5fvow1a9ZgwYIFCQmls2fPYs2aNcjOzrbVJkVRZCJUdC0C0zSx7v+9jCVLlsBXPOY6OXQm7jpFCd6xePnlV7D0O8sgiBJMSPi4+SR27v0YF7oDiBguRAw3nJ5hGDoiH4KchWuBqNVAb7+BK9fC0E2F6Zw+K3TTgf6IA/1WNz3C+lt7P3D4lWuIDdoSYEC+qN6wHLj+ryyqGJYtY9PeMFyKiCvqaChiCIoYgiToiPq8mhBgDvJ9JR7M+fn5qKqqslLoNU2znn1JknDo0CFEIhEUFhYiFAqhsbERDQ0NaVWca9euxcKFC+F2u5ktTViUsnafY6fTiXA4jOrqahw/fjyh//S0adNQXV2NcDhslUyzQFVVKIqCcDiM2tpaeL1e7Nq1a9A1q66uRmlpqfUusPPct7a2WhYwqRTMCxYsiPtGsFMSTlPtIQiCraAtVuLZjrrWjlL2dn1TsX5XlJaWxi2f7B3Jvw85ODg4ODi+2OBE6ueMn/3sZ9ZH8U9/+tOEatMf/ehHeP3119He3o7nn38ef/VXfzVoud///vf46KOPAADf+MY34khUgnvvvRd/+qd/in/+539GR0cHXnvtNfzJn/xJ3DKGYeDnP/85ACAzMxM//elPBykmnE4n/u3f/g2VlZUwTRP/8i//kpBI/c///E/090dVQH/zN38TR6ISrFy5EuvWrcOePXuwYcMGtLa2wu/3J7ladwbu5I/+OxFOp5M61IgQnHYsBVjuy9GjR5Gfn49jx47h6tWrWLx4MZxOJ4LBoOWfSgY+a9euRWdnJ7MXJwBr8MsyENV1Ha2trZa/4p49ezBlyhRkZWWht7cX+/fvt1Q/o0ePRmlpKSRJYgp28fl8cDqdzESHIAgYPXq0FaqVKnApJycHgiAwkcikr6mqqkJjY2PadQjREwqFoCiKpQDbv38/DMOw7qEoipgyZYpVQs/qjyuKIlNoWKr0ak3TLHJkoGqPpL3HerG+9NJLg85l8uTJWLp0Kfbt22eLEGclOwzDQCgUiksiT1feHg6HkJWVBU2LoPIrRZg6qdSybiD+y7HEkKIogCDixRdX4/yFi4joJFjLfSNsy3RaClhBzoQ7cwR6+w0E+k3ot7FC1oSIiOlGRB987c8HgU9+e+36/82zfi8JEciCClkMX//3Bgk7NFvBtg8MuJ3X8OHBHfjawq+i8/wZrH75t+jq6rTI11GjclE9fRrKynzYtm0b7rvvPpw+fRqrVq3C/Pnzk6o4V61ahZ6eHqiqCqfTyWRpYhgGTNNkCoIiAWAsXs+qqlrPw/Dhw9HQ0JBQvR0L1rZPiEUyuVFUVITS0tKEhGUs+WjHooHFAoZ8I9gpCaet9iA2I6zXi3ht0xLPrJOgdpWyifrWWwGW7wrybt21axdVKCH/PuTg4ODg4PjighOpnyOCwSB+//vfAwC8Xi9mzZqVcDlZlvH444/jH/7hHxAOh7Fp0yY89thjccvEDlaWL1+edJ/Lli3DP//zPwMAGhsbBxGpe/bssT5oFy5cmNRGoLi4GNXV1di5cycOHjyIs2fPIi8vL+ExeTwefOMb30h6TEuXLrUStBsbG/FXf/VXSZf9vHGnf/QPxK0MdaKFIAjM6c2sYL0vgUAAwWAQhYWFaGhoQGtrK15//fWEg9CVK1di7dq1CAaDGDp0qK2gEl3XrYHo7t27BxFj06dPR2lpKTRNgyRJ2Lt3L3JycrBgwQIrNZyQI7NmzcLZs2exYcMGK6SGtU2qqjqojDgViL+iruuYOXMmRo8endaLlfyeRilaUVFh+T+bpkkdOlNWVgZBEKAoCk6cOIEtW7ZgwYIFlsXJQBXnCy+8gDlz5sDv9zORSXbUXKqqwuPxMJEjQPQap/JiBWDZNMyZMweyLDO3SVayQ1FuKERpfTKJwhKAFXZGSBli3yBJUly/pEXCmFY1GW+++SYUMXXQ1sKFC1FYlA1BkHC05Rga39wcJTevk65hYjdg3rAeyMjORcRwIBA00R+6veW0uqlANxWoCV4Dn/YDH68j5zoJm5ovA8iELMyMU7u2XA1j14nzyB8bwl1lk7C3GbikjsO1rhCeX/0mHLKJior7kJWVib5AAIcOHoBhaAAMCLgxsRM76ZDOt5eopWMtBJKBWAiQfq28vByffvpp2gmk8vJySy3a1NSEgwcPJlXykZJoTdNsTQaR9jbQFzwjI2OQLzh5r7AgFApBkiRmCxhJkqAoClNJOACmag9Jkmz7ndIQz3YqSewqZTMyMpj3xQrW7wrDMBAMBhGJRPDUU09R+ZV/nt+HHBwcHBwcHPbBidSbBMMwcOHCBfT39yMnJwcjRoxIu84HH3xgKSxmzpyZctn7778f//AP/wAgqmAYSKSSGXO3243Jkycn3U5+fj68Xi/OnDmDffv2WQE6A7dD9pnumHbu3Gmt981vftP626effoq2tjYAwOTJk1MqR2L3Qzvz/3nhTv7oJ7gdoU60kGUZwWCQieQLBoOQZZmJ+GW9L6qqwu12o6GhIeXAlQxCGxoaLIVSrMoqVWk7UTKS8AkAyMvLS0jykWMXRRHhcBgejwcrV65Ea2srXnzxxYQE7zPPPIO1a9ciEokMKu9OdVwArAAd2lAjMkkSCARQXFyc8poRkq+2thaGYWD9+vWor69P6/e5fv16LFq0CKIo4tSpU5g+fXradc6cOYOioiJIkoRPPvkES5cuRVtbW8JrNmXKFCxduhRNTU3w+/3QNI2KTNI0DYqi2Fa/sfjlEYXmmTNnmBTcLIS4IAjMPpmk1Dh2nVTkECFhiCdnS0sL9u7dO2gCoaqqapA3ckFBAVWbzM/PhyyJkCQRHxzcC5cchAupbQ5GjRqNZcuWoz+o4mf/9u8QlWwUlU7E2DwfrvTquNQTRigioy8k4NOOK+i+HERYk+FwD0Nvvw7dEFNu/+ZChGa6oOmDVYQdJ4F9J8m53rAccCjAkR1AhgvI9IjIGloOtf8Krl4+j6wMAU37NWS6IxiarcPt0CE6h2Pegw3QtAhCoSAyPG44nQ709fVCjZgQJBOaZsDlcmLz5s2oq6tLayFAliPEOY3Xs2maVjsh9z1Z+yIl0SUlJVBVlVn1OtCeBEjuC26a5m1RfIdCIQwZMoTZMkiSJKZqD7/fb9vvlIZ4tgNy71lgZzLIDli/K5xOJ0KhEJ544gns2rUr7TtyyZIl1oTbQNjxx+Xg4ODg4OC4feBE6k3Ahx9+CK/Xi2vXrlm/GzFiBGbPno3vfOc7mDRpUsL1WlparJ/TqfDKysqsn1tbW+P+1t/fb5GWhYWFcDgcKbfl9/tx5swZhMNhnDp1yvL0Yj2m2L8PPCaW7YwfPx6ZmZkIBAKDtnOn4U7+6AduT6gTCwiZy4JQKFoSzALW+9LV1QW3242jR48y+YoGg8FBHoaJyvYikQjy8vIQDAate6KqKk6dOoX9+/cnJPlKSkrgdDoRCASYCV5y7jTlhKT0VFVVrFmzhirUaM2aNVi+fDkyMzOpr1lpaSlGjx6NY8eOob29naocnBzb1q1bcfXq1bTr5OTkWF6Rc+fOpRq81tfXIxQKYcOGDZY/bqIQKOKP+/LLL2P58uW21G8AmP317JSS0ip4/X4/IpEIs+UCmXBj9daUZRlbtmyBoihoaGhI2Ca3bt2K2bNnW+T+hg0bqIj3pqYmfP3rX2eaqOnsvABNC0OAFlW86pfQ1vIHtLe+i9zcXLidToiqikBXF8aaJsbmAKYp4Kmnn8aGjVtwofMKSsorMD6/HJevabjUE4aqyQgEBbSfu4zOiwGomoKM7JEIBIH+oInbqXsNR6L/XekFAEK+ZEf/6wU+eT0Qt7wAExnua8h0C/C4BGR6wshyR9AfuIyeSx/jnruKUTB+BLI8QUSUYvzjz17FA7NnYN7DSxEOq1DVEDxuF9xuJ86fO4d/+/fnUTPrfvQFdSiKDEPXsXvXTihKaq/nmTNnMtmT7Nq1Cz6fDwCoJ4Py8/MBIOG7OBlpRaw2brXi2+VyQRRFZssgO9UeN8Pv9GYSe3YD0D4rgUsD1u8KVVWRlZWF1tZWqnfk+PHj4fP5rG8xO/64HBwcHBwcHJ8POJF6ExAIBAb97uLFi/jNb36D3/72t/jud7+Lv/u7vxukhDh79qz188Cy+IEYNmwYPB4P+vv749YDgHPnzlkfV+m2AyDOq/Ts2bNxRCrLMQ3cTixYtgMA48aNQ2trKzo7O62AhzsRd/JH/+0KdWKBHUWPnYEo630ZM2YMTNOMG4SmUnGSQWgwGMTu3buxYMECtLS0JCzbI2T1hg0bMH36dAwZMgSapuG9995LS/I98MADyM7Oph6IEZWRYRhxvpqpygmbmprgcDjQ09PD5HlJSE7i3ZoOLS0tljUIKQffvXs3ysrKrACZlpaWuEE58Q8lxFi6EnKiYJYkCSdPnqQevBYVFSEUCuG//uu/UFlZicrKSkiSBKfTCUmSYBgGWlpacODAAUs9LIois/qNeCXSgJBDrDYNhmHg3LlzVMq/9vZ25OfnIxKJUJVqV1ZWWsckSRKzHcLJkycxefLklG2yoKAAp0+fhtfrhWEYuPvuu6na5IIFC6xSWhYk8jpOpa4VBBOZGW4YWhCmdhXHP96CE59stdqkqKoIdXVhpGliRDYACHjyqaeRmTkEmglcuhzC+a4ANNONy1cjuHQ1glBERr8qoOdaBKGIhL6QgEC/gd6ggfBttEs0ISAQBAJB0t+SybUcADk4vQcAyPdNJoAH8N6LOhSxHRkuwOM0IYthhPovQYaK/HGVOHlxDLqCIWRnyLjY2YY9u45CEEz8YftHGDFiGFwOBeGIiksXLyJqOWAie+gYlJX5oBkydFNKGMYVC/Lcu1wuJuJ90aJF1ruYhrQSBAGapmHKlCl48803017PqVOnQtM0W+Qra+UG8UllrfZQFOWW+Z3aha7rtpWytxKs3xUkQHDfvn1U29+3bx8mTJhg2x+Xg4ODg4OD4/MDJ1I/A0aPHo2FCxdizpw5uOuuuzBs2DAEg0EcO3YMv/nNb/DCCy8gEongl7/8JQzDwI9//OO49WMJWJrS74yMDPT39w8iblm3k5mZaf3c2xvvQceyrZu1nYHbCgQCGDZsWNp1Pi/cqR/9tyvUiQV2BpVut5uZHAHY7kt9fb01cKVRcZJBaFZWFubPn09FVs+fPx+qqjKVX+bl5aG8vJxZZWQYRkpfzViyduHChXFKG1rPS6fTiUgkQj1w7+joSKuUra2tjVPKulyuQf1bKpKLHH9OTg7T4LW8vBzhcJj63MlkAI3nY0VFheX5GA6HmckRlrYvCAIEQcDIkSOxbds2yHJq5d/UqVNhmiYkSYKu61TWBrquW1YbgiBQrUO8UceMGYMdO3akbZMzZsyAIAiIRCLw+Xxoa2tLSbzHBrPZmahxOBzMRFdXV5f1u2RtMnraJrIy3fB4ZBw9ehSbNm1CZWUlplRWwjAkhMNRwkQQBBw40Iz3DxxC3UNzUVrqx8VLl/Hfz6+5HrTlRvh6sFY0aMsBzXBa/0ZMJ2THEPSFDJhmArbxFsGEhLDhQbgfuNIPABkAhgIAzp0A9pyIDYQaAmARJCEMRVAh99zwe5WFcVCuB2+98YezqDPz4cqZgP5z/RChxRGoAkzgeuAWIVgvXAwiZ4iCwpJ78B+/ehGTJt6Hry26YVOQmeGGw6HEEe/kXUxLWmmahkAgwGQ3EQgEkJ2dzfSNYKdEPhKJWL7KtCChfLfK79QuNE27KUrZWwGW7wqirGf10Lfjj8uVqRwcHBwcHJ8vOJH6GbB58+ZBifaKolgKp6997WtYtGgR+vv78Z//+Z/4+te/HlfmHztgjg3zSAZSKjpwoM26nVi158CP99htpVOFkuNJtx3WY7JDot1O3Kkf/bcj1MkOWBOf7Q4QWO7LmDFjcOnSJQwbNgxLliyhDoXIyMhAc3Mzkx2AYRjUKs5jx46hsLCQWWXk8XiYSPSysrJBperpPC+dTif6+/upjguI2ieQhHAWpexAYiyd32tGRgZUVWUO2xo+fDjTuYuiiOPHj1N5t546dQolJSW4fPky9fUCbnj30p5/bm4uDMPAqVOnrDaWihQeNWoUfD4fFEXBkSNH0NTUlFb5OXfuXCvQzOVyQdO0lHYIwI0QqVOnTjGVuEqSZCWEV1ZWwuPxxO2jvr4e/f39GDp0KMLhsC2/V/LeYumTRFHEqFGjmCaDiOKdRo19YP9u3Ht3GYbnuOGS+uGSBj9npkloRCFKnAoS/uzP/hwRzcDmd3fh8MenoZlORK6Tr5rpQMRwQjOdcHmGw+HKQW/QQG+fAfU2h4TrpgO66QCMxJYtp/uAAy9dAzAOwDgI0C3ClZCt8vXQrWj4lormNhHZGUHkZBdgfMHdeG/Xh9i++yMMHz4cDoeCcDiCS5cuAaaBe+6diOzhRei4GIYoAC6XhB2bt+Cjjz5EVJerWGTt+Y5u/PZ3jaisnITarz4Al8uFl156icoC5ZVXXsGyZcuYvxHC4TCzZZCiKHH+9jQg1R63yu/ULkzTtJ77O0kpC7B9V+Tn5+PKlStM2w8Gg7b8cSOR2/wQc3BwcHBwcMSBE6mfAQNJ1IGoqqrCD3/4Q/zwhz+EaZp4/vnn44jU2AEzzUcRIeQGDrRZtxOrYhj48R67rXQf97EEYartsB4Tq8LoduNO/Oi/XaFOdqCqKpOHo93BHMt90XUdHo+HKRRClmUYhsFMVrMoVAKBgK1SZZYS8lgVK0vJqmmaTJYbZMDOopSNTeLu6elJqxTOycmBw+FgHryGQiFMnDgRR44cSbtsdXU1DMOAIAjYvn07tXdrcXExc1+mKArT+Y8dOxaiKDKrcQFg7969VCTf3r17UVZWNuh9JwgCFEWBx+NJOFkmCALTcZFJB4Lu7m7s2bNnUEDVtGnTMHToUGsfrKXXRGHLErRmmiaTwhBAWsV7rBqbkPupSGFBIGpMAAIwYYIP2RkiWluPo+3YHgy9Ma+J6CuHEK8iTFPAg/MegrewBKoaRl9/BDv3foiPj5xGxHRFCdcBaleneyhEJdMq/b+d1cQmJERMNyK6G8EkBR2/+C15T/QBKINT8UNCCEogApeiQRbCcMoRePNzobmHYe8nffA4gaHZCnouncaBD1ogCM7EGwewc98xZOQUorDQi7A5BP/2n6/iK/feg9p5j8LQNYTUaDiXQ5Hx4YcfYMOmP2BozhBIshPhcMgK2qL5RrBjGURUzZ+12uNOKRM3DOOOU8oCbN8VkUjEloe+HX9cTqRycHBwcHB8vuBE6i3G448/jr/5m7+BYRiDPpRiy9n7+voGrjoIZJnY9T7LdgAMCvUZuK1UH4Us22E5poHndyfiTvvov12hTnZABiLpEp/9fv9nJp4H3pdwOIxIJAJFUeBwOKz7Iooi3G43jhw5Ql1yP2HCBGayOhQKMRHVscFRtPB4PMzlhMFgEG63G4WFhVRkktfrhSiKEEWRaeAuSRK136vX60VxcTEMw0BNTQ1GjhyZVsV68eJFKxCGBS6XCzk5OdSKMV3X4+49rXerx+NhLiHXNI36/EOhkKXGpbWoIKFOLCQf6dtaW1tx4MABfP3rX7fOWxAEq1RaEAT89re/xQMPPIAhQ4Ywq4QdDgccDge2bduWMqCqo6MDs2bNslV6raoqNE1jDlqj9ZQtLS21vFtZFO99fX0YOnRonA9vKjXyxIkTk1YhEIuBKPFqAAJw+OBuTLzXDyHbgyNHjuD8yZ0Yfr2rGaR2hQgTAubOnY/iklL09YfQ26dj9/6P0dzSHqd21QyH9a/iGgpIHgSCQFC9vYSXGhEAuIGIG1dj5uJOXQZwOPYbJAggCwK+dl3pGo77N1YB27TjFOa5x6PQV4E9O/+AvfsPYd/7HwxSvUbviYSqGdPReVmHqhoADEiiDs+QAsx7uAiRiIpwWIXH5YTb7YJp6rh8NRSlugUAgoapVdPR+MbrCX1hYxEbAHc7qj0+D4iiCEVRBmULfB5g+d6z46Fv57tCFMU7hgTn4ODg4OD4YwQnUm8xhg4diuHDh6O7u3vQh1KqsKaBuHz5slVWG7seAIwdO9ZKnE23nYH7Grit8ePH4/3337eWGz58uO3tJFouGc6dOwcgWqp6pwZNDcSdVB53u0Kd7ELXdYRCIfh8Piu0iQxESBnszQy/kiQJgiDAMAyEw2GrBJKUHBO1JG3J/d69e1FeXm6LrKbxCCbo6uqyNRBjLSEn176zs5OqVL2rqwv5+fkIh8PMKlZWpY2u6/B6vSn94oiKtba2Frqu27pmqqpSK8ZIIE0saLxbXS4Xc1CNrusoLCxM6cNLzr++vh6XL19mtqiQZZl5Hbfbje7ubixZsgQtLS1JQ62WLFmCTz75JM76hQaqqsLpdOLMmTNUAVVtbW3Iy8tjLr3+1re+hUAgwBS0xhrSI4qiLcW7IAjw+XyoqqqCoihJSfFIJIL8/HxbVQgej2dQvzdQ7Upw5KM9mFJRhhE5mWhubsbFtu0Y6YpStIRsvUHCRpWv9fVzUVRcCjViYO1v3sKF7r44wjUSQ7xG/3XCENzRn2+PnTgAwIRoqV6T4VQAeP/5HgBZAL4GERHIYhjKlVgCdgxkMQzvuOHo6huByNkInLKBDLcAj8uEbkQANfqNIEpuBMMm+kKD3yOCEEbWsCIUl03DJ0eOQIARR4gT64GJ930Fo8cV41ogDEGIoLDIj/smVuKDQweRLJzrs1Z73A58XmFLoiha38+ptkv7vcfqoW/nm5H1u4KDg4ODg4Pj5oMTqbcBJOBAluMvd1lZmfVza2trym20tLQkXA+IegTm5+ejra0Np0+fthR4yUD25XA4UFRUlPKY7rvvvrTbSXRMLOf26aefWt56A7fzRcHnrQy4naFOdhE7YJBlGVlZWTBN86YegyRJcDgcKYmesrKyQenw6UBUIAPTvtPB6XQyBduMGjUKgiAwq4xYSXS32w1N0+D1euNCijRNs9SqkiTh4MGD6OrqwqxZsyz7DRoVa2VlJYqKimxfY1ofWhLOpWlanJIvFaqqqiyVMK3KiCiYWeB2u9HX10d9vbxerxVUQ6viLSsrQ25uLjNhJ4pi3DqCIGDUqFGW8rGzs3PQOqqqYsaMGVRBayTMjQWkxHX06NHUAVWiKFrPWCwpSiZQiEo21nJBURTmoDUy6UTbXgzDgMfjYVa8RyIRSJKEmpoatLa2JiSSp02bBr/fD1EUbU3sKIpii3zds2cPgKjaNUq6Xmc9BxB3LZ/swbTJZQAkPFx7F373uzfi1K4mRCDmZxMC6uvnIb9gLIIhE+/teB9HjrXFWw3EkK8O91CIciZ6+w303WZe0ICCsKEgjAzr9AnOHQd2HVcB3LA8EgQgwyUg0yMg0wVkuAVkuq//v1u48bfrv8/OCGN6dTXGjR+PQ4cOorv7orWtkSNHYNKkChQUFODiFdX65ugJhHDPpNnIHOrFBx8cQnf3RYuEzR05ApMnV6CkpBjdl0MwTR2iIEAUo8cmCtf/FQFJvLWBZakIS0EQ4HA4blvYkiAIkGXZmiAb+ByTydZkSPW9dzv8cW/nJDgHBwcHBwdHYnAi9Rbj3Llzllps7NixcX+bOHEiPB4P+vv7sWPHjpTbif078WCLRXV1Ndra2hAMBvH+++9j+vTpCbfT3t6OM2fOAIgqoAaSu7Hb3rFjBxoaGqiOaeD+8vLykJ+fj/b2dhw4cMD6ULVzbhx0uF2hTolAq+oguBW+rGQwRkv0EPKeFsFgEDk5ObaCbVhIvlAoRFVGXFFRAZ/Ph2vXriErK4v5uEhYz/Tp09Hb22uVaJNySlEUUV5ejqysLOvekvVqamqQn5+flKwuKiqCIAgIBAJpjycWxNqAkDbpQPw7VVXFhAkT8Omnn6a9ZuXl5bh27RpcLhcMw6BSGdkJNXK5XJbKmibpnihrBUGgVvFu2bIFK1euZCbsTNNEW1sbjhw5gpkzZ6a0AyBktWmaTIFmfr+fuU3aCagibXjjxo2WjyshUglZQn5PSqIH3st0YWMul8uyHaGtQrCjeNc0DbIsp+3DKisrUVdXZ6sKgTX8kCiYWSdE3G43SkpKUFk56ca5JODqKisrMXVSESRJwtGWVnS27cRwZ7zFgGmKcWRsXf085OXlQTdMHDvxKf6wZTciZrzP6w37gej/y84hCIZFRG6tJXgcTDPqLxsI0r9rHTKQ6clGpmcOMjIBt9PAkEwZjkwZpy8J6Az0IcMlWKRshkuDYRjwer0oLCxEKBRCOKzC4XBahNuVq7HVHsmPRRQAUYwnWkUx5vcxxKsYR8QmJmFpCUtZlm9b2NKtVr6yeujb8ccl7xYODg4ODg6Ozw+cSL3F+K//+i/r5/vvvz/ub8SLbv369Thz5gzee+89zJo1a9A2NE3DK6+8AiCqIp03b96gZRYuXIhXX30VAPDiiy8mJVJXr14dt85ATJ8+Hbm5uejq6sL69evx93//9xgyZMig5U6ePImdO3cCACZNmoT8/PyEx/SLX/wCfX19WLduHZYtW2brmDjocLNCnWhJ0c+q6rjZcDqd1ESP3+9Hbm4u0/bJoJSlVBuIErC0wTYFBQUAgLVr16KhoSGlp6zP58PatWuxcOFC6LrOdFzEj/L06dPIzc1Fd3c33nrrrUH7qaqqgtvtRkdHB/Ly8gBEJ4dGjRqF4cOHJ01uj0QiuHr1KoYNG5b2eGJhx+81FAohMzMTJ0+epLIpOH36NLxeb1zAHZBaZSQIAvM11nUdbrcbzc3NeOedd9KWkM+dOxcTJkxAf38/0/kPJOxS+WoSwg4Ajh49iqeeeiptaX9TUxPKy8sH+XGm2g8Jr2Kd2GENziLqcr/fD6/XixMnTiQ9l2effRZOp9Mi+VgmNxL5EaZqL6Io2mrHxIeWllDy+Xy3vArB7XbbKj12uVxobGzE3LlzU0665OXlobGxEYsXL8bePbshCtevawqB5PEjO1BVsRy6Afxh004McVy0iFZYpKto2Q4AUUXn1762CKGwgdcbN6HzYt91wtUJh3soDDgRDEsIBE1LAWvAhYjhwO0U/4U14PI1A5evxf42cv2/wRAAuF1AljtKrmZ5RGR6RGS6I/A4w9fVsNeJ1+vqV6eSOCzVMAFDNwepbaNIfhGE64SqJAoWAStJIlxOBadbT+L9/fvQ1dUJQTABmBg9KhfTp09Dmb/UUmHfjLCldN8ut0v5yuqhz2oHQKrcODg4ODg4OD4/cCLVJt555x3MmDEjZTDSa6+9hl/84hcAomnM3/72twct873vfQ9vvvkmTNPED37wA2zevHkQcfn3f//3aG9vBwCsXLkSOTk5g7ZTW1uLe+65Bx9//DF+85vfoKGhAQ888EDcMh999BF++ctfAogOYh5//PFB2xFFEX/2Z3+GH/3oR+jt7cX3v/99/OpXv4r76FZVFX/+539ufQR+73vfS3j+3/nOd/Dcc88hGAzi//yf/4MHHngA48aNi1vm17/+taU+mzdv3he2tP9OwGcJdWIlRT8vP7NUSBa8kghbt27FihUrmFUgAF1pe2xAU39/P37zm99YHo779+8flEQ+ZcoU5Ofn4+WXX8aTTz6JYDCIVatWYf78+VixYoXl0+h2u+FyudDe3o5Vq1bB5XLB6XRC13WmwB0AVGXUjY2NVhm1JEkwTRNjxoyx1klGplVUVOD++++3EuhZkqivXLmSdtlYEL+4bdu24erVq2kJy5ycHKxcuXJQu0w3CO/t7WW6xr29vRg2bBj27NlDVUK+d+9eTJgwgYm0ys3NTZsOnyhsShAEzJ07l8oOoL6+3lqHZT/BYJBJWU0C81gDqmRZhmmaeO+991KeCyFHyH5oJzfy8vIQDAYHkanpSpWJp3ns71LZB5A+l4VQ8vv9TGS1IAjMFjCsZccArNC0Y8eOob293XomE1mHbNq0yXrn0JJWFy5cQCSsQpIkXOrugJwijyi6SQG9l/uQ5dYwJEPG7Ok+bNn6Hu79yn24++57oaoR9PVHr78sSzhypBkff7wPM2bMgNebi2t9Gt4/2IyI4cDI0V5cC2jo6dWgahL6QwIudPciGBZgwI1AyIQaTn48NxsmgP4Q0B8ygSvXw8XSQJZg2QlYdgMxtgMZ7qgVQawFgSQlZ7ZNM/qfYUTvnyAIcAgyNv9hBz45cuT6UjfU023n+9D22z/g7rsvoLp6OrRIP9rOBwBkRG0JrvvB3qDBDctS4nxHF/r6g1BkCYZhMH273E7lK4t6ndUOgFVVzsHBwcHBwXHzwYlUm/jFL36Bp59+GnPnzsW0adNQUlKCIUOGQFVVtLa24ne/+x22bt1qLf+3f/u3KCkpGbSd++67D08//TR+9atfobW1FQ888AD+4i/+AnfddRcuXbqEl19+GY2NjQAAr9eL//k//2fC4xFFEf/3//5fPPTQQ1BVFY899hi++93vora2FrIsY+fOnfjZz35mDYh/+tOfJvV7fPrpp/H666/j0KFDWLduHbq6uvDUU09h3LhxOHnyJH75y1/igw8+AADMnz8fDz30UMLtjB07Fj/60Y/wwx/+EN3d3XjggQfwl3/5l6ioqEAgEMD69evx61//GkA0lOvHP/4x9fXnSAw7oU6spOjt9jOjgSzLTCRMR0cHdF1HVVWV9XylQlVVFQRBgKZpzAFNbrcbly9fxpo1a7BgwQIsX758EDF69uxZrFmzBj09PTAMw1LLvfrqqxBFEWVlZcjIyEBfXx9aWlos4mbhwoUwDAMOhwNvvvkm6uvr0x5XU1MTvv71rzOXUZeVlcE0zbh1kpVEE9XvqFGjmFSc4XDYlhdp7L1PR1gSkk+WZei6TjUIJ7YGq1evpiLEX3nlFSxbtgyRSCTu+qQqISfEIMv5E4UlS3BUMBhEZmYmzpw5Q33vi4qKEA6HmfYDAKdPn6Z6Vk6ePIni4mJm5SMJqGIhR0pKSnD16lWsW7eOOqDq0UcfRUZGBjVpQwhLAFTEM/EGHqhiTUW+knbMUoVgJ+ldFEVbpcfE1oPWhzYYDDKRtsTvNRaJrleUajQhQAcMFdnZbtx7VxG+cncxTpw4gXffWRdj8SAgd9QYTKqoxMxpT0DTDSgOBZcvdmDOjDKcPXsOhz9sGuRdOmf2vRg7bhwuX76McePGIdAXQr8qIBSWcPJMB5pbz+ByT9gK25Ic2XC4h0I3nejtMxAImjBuo+pV04GegImeAP1O3U5YxGuWR7xBxF4nXKPka5SIHZrtwLnTZ2JI1MT45JNPMG7cOIwZMwaGKV3/7fV/Uxxae0cQbrcHAkw4nQrOnDmFQwcPoru7M0q+CiZyc3NRNXUyfL4SaFoEgAFZEbFz52dXvrIi3WQyqx0A90fl4ODg4OD4/MGJ1M+Aa9euYd26dVi3bl3SZTIzM/GTn/wES5cuTbrMT37yEwSDQaxevRonTpzAn/7pnw5aprS0FP/v//0/DB06NOl2pkyZgl//+td45plncO3aNfzrv/4r/vVf/zVuGZfLhX/4h3/Aww8/nHQ7DocDa9euxWOPPYYDBw5g27Zt2LZt26Dl6uvr8dxzzyXdDgB897vfxdWrV/HP//zPuHDhAn7wgx8MWmbMmDFYvXo1CgsLU26Lgw4soU52SNGboepg9VRNB0EQmEmY3t5eKhVIRUUFSktLoWlawoCmRMpHEtBEiDGfz4f6+nq0tbXhxRdfTEhALV26FE1NTZBlOU71ahgGmpubEx6X1+uFJEmIRCIoKyujSiGvr6+HrusQBIGpjJqUhNOuc/jwYdTX1zOpOO36xREfaoJUhCUQJWGys7OttpxuAoH4ajocDipCnJBrrB6x/f39GDJkCPX5Z2Zmwu12M4dNybLMfO8HBlSl24/T6WRSCRcXF9vy/GTxlCXkCGkzNAFVsf7ehLRN115M04TL5Yp77tPZJzidTqsd05KvwWAQx48fp6pC2LBhA+bMmQO3282kFDZNE5qmMU2IkPDDWKR7Jl0uF1MSudvttiplaK+X0+mEYRhQFAXvvvvuoPMXBBPdXefRtCmqYJ4zZw4kSYKrNF6575Zg2Qdcu9SPHds+xb1fuQ+TJ0+F4hAAU8KQLAU7du7C8U+OQAEwamDT1oG7774b06dPh6qqCKqAqsnYs+8wWk+ehxYTsBUlYKN+r6KcBc10IqjeXjItqAJB1UR3D43qtR8CMiAL8yGLYciCCllUoQhhyKIK+fq/iqhi2+4WLHwwDyakKNlNAYcj6j0uyQq2b98ZQ9heJ9ZN4NyFq/jd+qjqdfr06dA0E/qVfpw5HwSQPUD1ep1sF278/On5S7hyNQhZEgEYaf1gPytY7QA4ODg4ODg4Pl9wItUm/v7v/976sD527BguX76My5cvQ5IkDBs2DHfddRdqamrw+OOPJyzFj4Uoivi3f/s3LF68GC+99BL279+P7u5uZGZmorS0FAsXLsTKlSup1Brz58/H3r178d///d9oamrC2bNnYRgGxowZgzlz5uCpp55CaWlp2u2MHDkSTU1NePXVV/Hb3/4WR48eRU9PD4YPH46vfOUreOyxx6j9TP/6r/8a8+bNw/PPP48dO3ags7MTTqcThYWFePDBB/Hkk0+mvUYc9pAu1MkOKWrXz+xWeqraSa53uVyQJIkqCEiWZUvJS8KWjh8/jrVr1w5SJU6fPj1OOWKaJhYuXIgtW7akJaDIM3Xu3DkqJd/58+dRVFSEQCCAgoIC3HXXXSnVX4SwJKWBrGXUpLybBkePHsXDDz+MDRs2UCtlv/a1r8E0TSa/OMMwbKlYRVFkmkAQBAEzZ87E6NGj0xLinZ2dVntnAQkno1UMlpWVwe12M4dN2Smhd7vdOHHiBPV+fD5fnEqY+KYmUlbHBhSxkuis5xK7n56enrQBVbHl7bTthUy6sDz3hHxlUf0S8v7999/H4sWLsXLlykFVCFevXsULL7yAzs5OVFdXw+l04tSpU9RK4ZKSEmZbi0AggKFDhzKHjTkcjrTLxi5vmiYzWQ2Aqh2Td15paWmcCl8QBIwaNbBv1dD88X6UFo2J2lRkO3HixAmcatkDtyTEBGWJcT83H/kQ+XljMW58PhQlGgbadfYghjqi+xk+fDgcDgXhcASXLl2y3o/19fUYM3Y8eq6FrTAr8l9fEOgLAYF+A739Jvpi/qbfHpcdAIAJERHTjYieum9uvQbs/OUVAI9AFCJQBDWGfI3+q8SQryOHunElICPDbeLiWXrVa35+PoLBG3YbUT9dIV74OuDz48LFqPJVj7lwifxg4wK4Yn5PwrpuBHelJmFZ7AA4ODg4ODg4Pl9wItUm7rvvPtx33303dZuzZs1KGDbFirFjx+J//+//jf/9v//3Z9qOJElYunRpSjUtLSZOnGj5s3LcOWAlRX0+ny3igqjgbpWnKiEzWQfukUgEDocDo0aNShic1NfXB4fDEacEYVWOGIaBkydPUhFQXq8XPp8PxcXFaVWvnZ2dqKmpgSAIg8rO05Uqr1y5En19fUzXmNxHWhDSuby8nFopa5omdF1n9otjJeDcbjdVMFnsBIKmaSguLk5JphFirLa21nabBMDk32knHZ41cIiobln24/f7rbaZSC1YW1sbpxZUVRUej4fZbsNOEJLb7casWbOQm5ubloDr7u6GIAhMIVAlJSWIRCLU9gkkcd3lcmHZsmUpfYtJG1u6dClcLhc6OzvR2dmJ//iP/4AkSZgyZQqysrLQ29uL/fv3xwXTEAXv9u3b45TCydS4RCnscrmY+pdly5YxB/OZpokJEybg8OHDAFLbGpAJFNZJKsMwbL3z9u/fT6V6JQFosSrpGypHAMJgxWXLxztRVbECpmni9xt3YohHx6SKCtx770SE1Aj6+oNwOl0QRBkfffQJPvzoYxw6dBBfKyjAkEwRQzJveJyLoghVVREOq3A4XJYCV9M0GIaBUBhxxGqUeL3+c7+JQCj+//tvsxWnYSpQTQVqik+AE73Anv/qAQAIyIQkLIAshq8TsDcIV1kIXydgVWzd3YqHh+ZBEemIegKHwzlocnegH+xgpJ4MjhKuQjzBGku4isL13+lMJCwHBwcHBwfH7QUnUjk4/khhJ1k6HA7bIi6GDh2KzZs33zJPVUmSoKoqc3K9LMtQVRVDhgyxVGiiKEJRFDgcDuvvgwdTN5QjsfYJia6NKIrMA/fTp09j8uTJaG9vT6h6JV6cZ86cgdfrtcrOaQjLnJwcOBwOZsLa5XJBFFOkuiSAaZooKiqiUsrG2hQoikKlFBYEwbKIYE2IZ1VVG4ZBpd4mxFhxcbEtMikcDmPNmjVUXqybNm3C/PnzmSc2kvljJwNJbmdVsZaWllKpBYm6MhQKIS8vj5pEZvWUJecCREPjaElxAMzPsNPpZF5HEAS0tbVRtbGCggKLtCPQdd0KbxwIMoEQG05G1iXl+4qiWM8UcOM+kokl2v6FlN2zBPNJkoT8/HxUVVVBURRUVFRA0zRrH5Ik4dChQ9A0zZpAcblcVAQ3eSb9fj/6+/uZ2nEwGER2dja+8Y1vULXjSCQCwzCYn0lRFKFrYTzz7W+hra0Nb61fm3A/s2c8hpdffgVDPBHAI0M3oiXux4+fxL7976Or6yJMiDBNASNGjsTEiZPg9XoRiUTgdhpwOwWMyKE6NOiGibAm49jJ89i+6wC06/YCmuFEJMZ2gPxrCG5o+u0j/EwI0EwXNN2FVF8lx3qBXf8eDTGUhEcgCaEb9gIDFLCEkM0dnoGwrkA2wjeVxDQMwICJ5C4Gyb996EnYGypZop7l4ODg4ODguLngRCoHxx8p7Ki5yOCVBW63m4ocuBlJuazJ9cDgcjqHw5G2nI7WpsAOWR0KhfDxxx/j1KlTqKysRENDQ0rSYsWKFdB13SqHTxfsUl1dDU3TbHmRkp/JOqmCsMg6tGXEnZ2d8Hq9kGUZra2t2LhxY1rSZsGCBSgpKcG1a9eofR9JCJudcnBW8hUAM5l07do16nCy7OxsW+rSYcOGxd3HVOq/ZD606aCqKh588EG899571OrK3t5evPrqq0whUKwl5OQZpbUpKCsrQ25uri1ijHUdl8uF3bt3U62ze/du+P1+VFVVUU8gCIJg3f8nnngC7e3tCYnBqqoqPP3003j55Zet4yITFen6FzJRIQgCLly4YD37qSYEOjs7UVhYiEgkgtmzZ6O1tTXhcRG/11jblNhnMlU73rVrF/x+v6133vz586lUwkuWLLEqElgQCoXgcDioPYifeGIJNC2MjIwMyLIcNyHglG6sE7jcix3vnkZgUiVqauagP6RC0wwY5nVCz4iSkYYhwEjgVy6JAnKyZHx66gCylYtIhxEjRmDBg19DIGjgzQ3vovtyEJrpgG66oDiHQIMTobCE/pCAyHVCVjMdAG4f0aebEnQzA2FkpCAzgZZrwPafX4EgABkuRMO0SMBWzM+J/t+hIG6Cw44nfKJ1PhMJG2s7IN4gW2MVr7HkrCBgwLKcjOXg4ODg4IgFJ1I5OP5IQTz5WCDLsi0CbsuWLVTbt5uUq+s6nE5nnB9nqoF7U1MTFi1ahHA4HLcdmkEOIVtpbArskNXBYBCBQIAq7ZooxkRRjCuHTxbsQsrhyXlPnToV69evT3tMJECGJH5v3boVCxYsQF5eXhzJ9/DDD+Ps2bPYsGGDRagUFRVh69ataW0KZs+ebQXC7Nq1i+r8SXshAXkNDQ0pQ3d8Ph+2bNmCiRMnMt2TUCgESZKYiTGHw4HOzk4qIrmrqwt5eXmDfDLThZPZ8QYGoj6smzZtSluuTAg41v1kZWXh+PHj1OpKn88Ht9sdRyKvWLEiKYnc09MDl8vFrEYGBqvEUxFwR44cQVZWFtO5B4PBQYny6WAYBjPBHwwGUVJSQmWDUVBQYHlJL126FDt37kxK2DU2NqKyshJLly61CJ3YiYpk/QsJqAKiz0xRURF27tyJ/Pz8pBMChw8fxowZM6xnn7ZyAYiSnERdm64dk76S9Z2XmZlJrUQfP378IJUwDUhFAY3dCNkPUTCnOrboYZg4/MH7KC7KtyYpE00EOhxOOJwehCM6wmENum5GFZ9aGFcuXYAoCDDNaMBWMly8eBEwwxiWrWD2dB/ee+893HPPPbjrrrugaZpFysuyhCNHmvHxxx/j/vtrMHzkOFzpjaAvaCIYFtEXBK70RtAb0NAfFhFUBfT2G+jtNxAImgjbm2e1BdMEAkEgEDTRmaZsn0CRosRrVoaILLcIj8uE22EgO1NGTpaCDBfgdhrIcMEiYqOeq4ksGpxxFg12feQNEzD0VOum3u5Ab9g4f1hhgCI2oWKWE7EcHBwcHF8ucCKVg+OPFHYT0mPVj+lA1I802wfi1VwspeeGYUAQBJSXl1Mp+Yi3KGt5uyAIcDgc1KEzkUjEFtEVq2iiSaD3eDwIh8Oora2F1+vFrl27BpFv1dXVFokqCAICgQC8Xi8VCeP1ehEIBODxeFBWVga/34/W1la89NJLg8jqqqoqPPPMMxaJLIqipTJLZFMwbdo0S2UmCIJFjtCcf2wQUjAYxKpVqzB//vyEBFx7eztWrVqFsWPH2ioHt6Myk2UZXq83rd9tV1cXZs2aZRE9tD6Z8+bNsx3QVFZWhsLCQpw4cSJpufKzzz5rDeJZ9jNmzBhIksSkrvT5fFAUJS48KFH7mjx5skUiEyKVth0XFBQAYCPgOjo6mMk3EmTHAofDgWvXrjGtEwqFqG0wdF1HOBymLoc/cOAA8vPz4ff7EYlEcOHCBdTW1qadqDh//jyGDx8OURShaRpmzJiBlpaWhBMC06ZNw4wZMyxbgVhSMJnaPTYEqqenhymcq7+/H0OGDGFqx7IsU3sD79u3DxMmTBj0XqVRfAuCgH379jHtx45Fia7rTBOBfX0hOKX+uG1FCVUSmhUlV6PhTSJghiGJMoqLCzFu3Di0t7Vh48YN6O6+oWgdOXIE7r3nXjz++OOWB/noYfEErcORgahS1UR4AHMajpiIGEpU9Xqp37IXiNoNJLYfuJ2q14gO9ARM9AR0xMtHw9f/GwyPC8h0i3BIEYRDV2BEei37gWFDHCgrzUexdzTcDhNupwmX4/aSk+m9YYFkZKxDETAyhxOpHBwcHBxfLnAilYPjjxispCgpW2cJA7p69SrTMYVCIWRkZDCtAwCapsHv96O4uBgnTpxIquT71re+BVmWoWka8z5IYBaLTYHD4WAmurq6uqiPiQzCSUkpTQiWKIoWCUVLwpDlAWDbtm1QFCWh7cChQ4fQ0dGB2bNnA4i2sVAoBJ/PZ5XVx6aKExsF0zQhSRL6+/sTnmcyEOUnacevvvpqSsuBBx54wFYIFKsSyOVyWSE+NTU1OH78eEIiefr06RbBTfbB4pPp9/uZn2GCdGX3lZWVVnAWIb1plJ9EXWyntD1VeBCAQUn35LrRtmNd163ydhoC7tVXX7U14SQIAtM6iqLYmnTp7OzEunXrqMLcSkpKAND7vRL7AHIu+/btQ3l5OVauXDnoOb569Sr27duHyspKANHnXpKklArTN954I05humvXLuTk5KRVu5MyfbfbTV0Ov2TJEsiyDNM0qZ+XOXPmMLdjcrzTp0/Hxo0b0xL11dXVME1z0ARSuv2EQiEIgmDLooRW9RuJRAZNIgiCgFGjBpLCN96l43LdkCQRDoeMpqYtOHjwEEyIcEo3SNcrl85j29YO3HPvfaiunoGwECXpyEQlmYRTVRVOp9MK4SPPukMRkKEIqJnmw+bNm9Oee11dPYaPHIeeXg2qJuHQh60Iawpyho3FtT4dV/t0hMIi+kLAlasqgmEREZ1tIuSzoj8E9IcMABKAEdf/i+LTfuCjDgDbb0y0yBKQ4bpuJ+C5bi/gIj8DWQMsBzLcAmSJk5kcHBwcHBw3C5xI5eD4IwYrKUqIOFr1YyQSsQZBtIgl7FjPxeVy4d1336Uih1hL7gEwJz6XlpZC0zSmwKHoQHUUE8kXS44RkNCsRAFRRGHY3NyMpqamtCTM3LlzUV5eDtM0cerUKUyePDklAVVQUIDTp0/D6/VaJCm53rHhXAP9PQVBYFb/EcVkbOmxYRhobm4etCwpPWadQEik3qZRmZFzpiW4CViVnKzPsNPppCojJqpEUkZM60NbUFCAK1euUJ0DAVEWnzx5kjo8iBCDp06dwvbt2+PsAGKv8dmzZ/HCCy9g1qxZKC8vZyLgHn/8cQiCQG2DUVVVZSnqWSwHWFW/JDzqwIEDVDYYRMVoh+AmiuypU6eitbUVjY2NyMnJsSYqenp6MHXqVEydOhWRSAQORzQdnWXSqbi4GB6PBytXrkRra2tSBeszzzyDtWvXIhgMwuVyobm5maq95OXloby8HOFwmPp5yc/PZ27HpN35/X54vV5qxbcdr2NW+4hQKISLFy8y3RNFUTB69Gj09PSkJYVzcnKs/rulpQWHDh2MloETVeYAHu/YkT242z8GPp8PqhqGJDtwtKUVe/fuR2dn93XFq4gRubmYOLEChYXFCKkRa0LX6/Xi7rvuwidHjiQ9l7vvvhtebwHC4TDG5TrQ3t6OnnPR/jXYJWD48OHIdioICxFcClxCrscEPMADX63H0OHj0NMbRiBoorffRF/QRCBoou96qX/sf31BEzpbgctngqYDV/tMXO2j/1ZyORDv6+q5Tr7GkrEx/7mdvCSfg4ODg4MjGTiRysHxRwwWUjRWMWcYBjU5ZEfNZYfkJCFFtyrUyk5wlKqq0DSNKQQrFArFkTapCLupU6dCVVXLV422ZNMwDJimib1791KRMHv37kV5eTkEQcCYMWOoys5nzJiRcBCWSglst72YponTp09TeZGeOXPGIglo7klRURFM07TIV1qVWSy5PTDQLCMjI2Ggmd1wMkmSmJ5hQRCYQ40EQcDZs2epyru7urqQnZ1NtX0CMuHCOlFBSOFly5ahv78fqqrGhLMYFkG7bNkyvPPOO7jrrrvgdrtx5MiRtGXkBw8eRGlpKWRZRn5+PlV7ycvLs0i+2HWSPcdkHXK8LOSrrusIBALW79LZYGiaZouwczqdEEXRsjQhCvhAIGCdyxtvvIGKigrMmTPHUqOy3suGhoaUtilkHw0NDbh27RpcLhd12T3pw1gnAu3YgBBbAxrF95w5cyDLsq39sJJcbrcb27dvp1p2165d8Pl80DQNNTU1GDlyZFr19sWLF6HrOmRZZu5fXK54f1w5Zv7v2qU2vPeHNgQqKlBXV4e+/iAMA1AUCXUPVKHIOwoHDhxCZ1e3ZTMwYkQu7r33K8jPz7eukyiKOHTokLVd0zSjvq4J8NGHB/G1rxUgw5UikSoGpmkiFAbCuoK3N27BxSvBAfYCsXYDzushXA6qbd8shMJAKGzi4lU68lUUY1SvbgGZ7gShW5548lWROfHKwcHBwfHHAU6kcnD8kYOFFI0FLTlkxz7ADuwM3FmIVLvBURkZGfj1r39NnUS+fPlyeL1eVFVVQVEUVFRUQNM0i7CTJAmHDh1CJBJBfn4+AFi+dyzerQMJu3QkDAkpOXXqFFMgCouNAiH5aNsLCUISBAFbt27F1atX06prhw4dihUrVmD9+vVWMFmqe7J+/XosWrQIqqoyqcyStZVUvrx22lgoFLLCkIYPH47HHnsM4XDYOneHw4G+vj5reVmWbZG1sixj/Pjx2LVrF/Ly8pL60O7atQvV1dUAwKyuZA1bIiTy/PnzIYoiurq68Pbbbye8LyUlJZg3bx4ikQgkScLevXupyshbWlqQk5ODdevWUT/DDQ0NkCQJa9aswRNPPIFJkyYhMzNz0H0JBAJwu91Ys2YNli9fDlmWqVW/URWfyuTdm6hUOx1cLhdEUcTRo0dx5MgRzJw5M+UkQl5eHiZMmID+/n7mSacLFy4wWVrYnXTQNA2qqqK0tBQ+ny+h3Qh559nxIAZAPak3fvz4hL6qNPsxTZPZouTo0aNplwXi7QMKCwtT2gGQybO6ujpEIhHm51jXdZw4cYIpmE7XdZw8eRwbN25EZWUlVixdNKhNvn/gIN5Y14T6+nko8BYipEbQc/kcZEG87vEqWn6vA9HdfdGyX6HxUhcEARluEW5Dg9Z3GjkUHKlhClj09ScQVAX85o2N1wnWZH6v0X9N3D7LAcMAevujalxaOJTBtgIjckQ89TDbRAEHBwcHB8edDk6kcnBwUJOiyZBqoGHHPoAVdpV8LKFWRC3JApLG7HA48N///d9pST5SGrl582bU1tbi2LFjCQk7ovzbvHkz6urqoOs6UxltSUlJHLkGJFflERCyliUQpaysjDnQS9d1arUo8b3UNM269+nUtaSM9tixY2hvb097T8jEgiiKME2TSmVGPB9ZYbeNybJsER3JlI/kuIhHKAsIydTU1IQFCxagtbUVq1evHlTeXVVVhRkzZmDjxo2YP38+qqqq0NjYmHb7VVVVtknkzMxMKIqS1Fc1luiZM2eOtR/aMvLNmzfD5XLh8uXLVM8wuVax59Ld3Y233npr0D6qqqqsyRDi2/rOO++grq4ureqXPPssfspEtW6HsDt69CieeuqptKrEpqYmlJeX27qXiew4EmH37t0oKyuz1Y4zMzPj1Pt79uxJGIBH1PsAmCYCSYghi1KW9JMsFjCapg2adErVh1dXVw+aEE1V7QBE22ROTk4cKZxsHWK3UVpaGqeSTgcyEcbq20smTmkqKt7fvwt33+WDFg7AIQ7+vogudiM0i5CrshiGy+VBJBIt2zcME6mylgRBQDhM//0iCibcjgiyPAqylcTK2IHHaUDC/Ae/jojhxLU+HX1BE73BG7YDgf4bVgOBoIn+ULIIqFuDcAS4FDFx6dqNvY4YInAilYODg4PjSwdOpHJwcMSBlfhKB7v2ASywS8KwhFol8slMBUJCxCpyd+7caZEAyQa7pmnigQceoFaXGoYxSI2baoBMSjYJYUejyuvp6YGiKMyBKKqqWn6JNCCD6sbGRmq16Ne+9rVByuJU6lqn02kRMDSDcLLckCFDmIPGWBTPgP02Fkt0JDv32LRzOz60iqKgpqYGO3fuRF5eHpYtW5ZQkbpz507cf//90HUdpaWlVIQ4SRNnPS632w2HwxFXpp8MxCdzwoQJCAQC1GXkdXV1ccq/dO2FKP8ApPVhbWxsjAtCAoD8/HysWrUK8+fPT6r6XbVqFWpqapj9lEmQD4vfK+lb586dS+UpW19fb9kpsMDpdFKdB9kf8W5lAVHXSpKU9N4DiOtfQ6EQla1DZWUl8vLyYBiGrUk9XdeZLGACgQAyMjLg8/kwc+ZM5OfnJ+3D29vb4yYpXS6XZU+SqNrh/ffftyYEgOg7I3adZGpkUunBcl9yc3NtBW1JksT8LkrWv0Qr/81BXq6jhrshigIM44bPACFTo8Rq9D/dMGEYUcJSEl0QYMDEYG/yRHA4nAl9zJMdpwQdo0e4rk8Cpy+jNwwTfSFYxGpvv4m+UAzZep14DYRu/Bxhz+FMiUwPL/fn4ODg4PjygROpHBwctxx27QNoYVfJx7o/OySEKIooLi6OK9WPHYjW1tZapfpFRUUQBIGqzDFWXUoG7jSDXZIs7XK5MGnSJNTV1VGp8iRJYiarVVWFJNGXIgqCAFVVmdSiJDyJ5ZgGDvRTEa8ArBT2W2kdQcBqhcF6XH6/H06nk7kkmHgQ79ixA0Bq9dvw4cNRXl4OAJg1a1ZKQry4uNiyG2AlkUlQD6v6Lzs7m6r0OraMPPaepGovZDLEThCSqqooKyvD2bNn8eqrrya9xhUVFSgrKwMAaj9lEoJlmiZVhQAhuIm/5JkzZ6gtPYqKimzdSxZ1bTgcRmZmJvM+BEFg8tLOz8/H6tWrsXTp0pQq4by8PKxevdoiv1lAlLIvvPACkwWMYRjQdR0zZsxAS0tL0j58xowZ0HUdTqcTPp8Pc+fORXt7e0JlcVVVFZ5++mm88847lt1GJBKhUiO/8sorFsFNG8w3ZswYW5Y5pA+neeeFQiH09/cjJyfnM/u1i6IAEYAc91q7QRS6XB4Ujs/EhQsXLGXrDZVrVPEK87qP68hcuN1OGAYwcuQIdHenV6WOHDnCuo40EEUBWR4gi4HMDEduEK2xaleLhI0J3goEgb6QiVSfUpluTqRycHBwcHz5wIlUDg6O24LPah+QCnaVfInCfgRBgGmag5S5xD6AJXSGDCpJGW5ra2vCgei0adPg9/vx+9//HnV1dUzEmM/nQygUwrBhw7BkyRLqwa7T6URdXR21Kk/XdVsKMBayOrY90KpFCTFKe+9FUbSVjm7Hv5PFOoKA1QqDVf2maRpM02QqI44NJyMwDCNpKTYJ9iGK5FGjRiX1bnU4HHGTKCxhS6IoMntxkmeSNQynpKSEOpzMMAyIosgchGQYBk6ePBkXmhZ7jWPJtJMnT6KwsBA+ny/pJA0hkyKRCEpLS63jkmWZmuAGompRFksPEkxHO+k0bdo0q43Rwu12Q1VVpnasqio8Hg/zhMiVK1fwq1/9yprY0XXdIv5FUcTBgwexceNGq++yExylKAqTBYzT6UQ4HB5k6zFq1Cirr+zs7IzrwwFg4cKFKW0wGhsbUVlZiYULF1oTW+mU1USNvGTJEiv8cMqUKdi8eXNakrOsrMzWe0VRFKZ3nsvlgmEYt9yvPXYiTBCiNCoAJLBhRd3sCowaGv3e+Oqs+/DGG+vjCNf4n6P/TppUcdOrhgbCoQgYpggYRpkXaJhRC4Eb5Go8CTt2BJ3iloODg4OD44sETqRycHDcdtyKgYDdUCtBECDLsqW4HKiUJcSTIAjo7+9nCp159NFHIUkSZsyYQUVYzpw501ZZaEZGBtNgV5ZlamVWbMCHHSUjC1EuCIIttejAAXIqBdT06dNhmiZTWyHluixgtY6IhSAIVESXIAjMPpH9/f3IzMxEYWEhFTHo9XohSRLC4TBTuwwGg5BlGaqqYsiQIZAkyVJoE9KI/D2WQGOZqADAfF9M02QmxYPBIM6cOYPq6mrk5+djz549CSdD8vLysH79eixevNjWc+xyubB9+3aoqooFCxYkLO0/e/Ys1qxZA5fLZbWBmpqatJM0pETf7XbjxIkTGDNmDEaOHJmQ4O7t7YWmafj0009RUlJiy9JDFEV4vV6qCYH8/HzIsszUtyiKAk3TmMrhgWjgFuu5lJeXo7m5mcrWgdgn2AmoirWASbUfErLncrmoQ8AKCgpQVlaGkydPpvU7jbUByczMpH5PkIBBwzBQWFiIZ599Nm0wHwAoisL8XhFFEcuWLcOOHTvSvvOWLl0Kl8sFVVXjJqlS+Unb9Wu36wlfXubDp5X3pV2nalIRgiEVmi7e8G01rlsNmPFWA7cLoiAg0x1Vno5K8HeHwhWpHBwcHBxfPnAilYOD40sBOwOY2NCRVMEuxLs1UeiMYRgIh8PWADq27NztdsMwDOqy2HvuuYfZoiAYDGL48OHUqcekjBgAsypP07RbqugRBMEWWavrOpUyT9M0696ztBW7aed2rCpICT1Jo06lTFu8eDFyc3OZtq8oCgRBwPnz5+OUj8kmBDo6OlBcXGyLSM7KyopTosuybF2XRGrwUCiENWvWUE1UrFmzBitXrhxEvKcL0HE6nbh69SrzuRCbhuHDh+Pxxx9HJBKxyE9ZltHb2wsAuHjxIsLhsK0gJEmSEIlEsHTpUrS1teGll14aFIQ0efJkLF26FK+88orl+5hukob4fZIgpFiydsSIEZY3MQnG6+rqwm9/+1uLrGU9F0L80k4I6LoO0zSZ1MhA9F5u2LCByk+5qakJixYtsnUukyZNspTB6WwdyCQhi1KW9JOxIXvJ9kNC9jRNgyzLOHLkCFXZ/ebNm+H3+5n8Tn0+H2RZZlIjT5gwwarooAnmu//++5kV8uR5bmtrY5oIjPVrr6yshMfjGTSJ0N/fj6FDh9r2a7frCc+yjiwBskTIyeQkpa6bMeRqlGglv9ONz4d05eDg4ODg+LKAE6kcHBy3HUQRaZomNO3mJBuwDmAAwOFwUIc6EdJi9OjR6OnpsbwDCZFKVK3k97GhM7QD0c7OTvj9fqbzJsRUbBlxKjJp7969mDBhAnNJdDAYhKIo8Pv9VAowYjnAClVVqUuCSbmuLMuIRCKYPXs2WlpakirzysrKrHvPovq8WdYRNGBJo96yZQtWrFhhKwDN6/Vix44dkGU5KVnb2dmJmTNnQtd1ptAw4Ea7jFV8a5oGTdMgSVJCxXcoFBo0UZHKH7evr8/yPezp6UlLDuXk5ECWZVulxBMmTMDevXuRn5+PESNGAIj2OURd29XVhdbWVixZsgThcNjWPgaWUZPnmGCgspzV75NYQdgha1nPxel0orm5GZs3b7buJemjSVsi97K+vh4TJkxg6ltM04QoiigvL6dqL3PnzrWsW1jPZejQodSTLpqmoa+vjzk4Kjs727KASaV69vv92Lx5M+bOnYtgMEgdAjZv3jxmv9NwOAzDMGwpq2kmDw8cOID8/Hz4/X4mhTzx+mWZCPT5fHG/6+7uTjp5OnToUKrtJoMdT/hb4SMvSQIGO5QPbv+macYQq/EEq0XAGlESloODg4ODgyMKTqRycHDcFhC1ISlHji1XBfCZwqYIWAYjiqIwp7Druo6amhqMHDky7UD04sWLMAyDqZS0o6MDX/nKV5iJMbIP2rApoqZjAVHYnj59mkrJeObMGRQUFDDthyizaMu7SbkuIfqIV+BADFTm6bpOrfpcsGCBFQLGGjTGCqLKjG0vqRRwHR0d0DSNiXgmRKaqqpg+fTpOnjyJtWvXDiLTpkyZYinfnE4ns1KYeFgSewdCpJLnnpDfLpcrTvEN0PvjErKW9pns7u6Gpmm2PHK7urpQXV2dMpituroaZ8+exfjx45nLu8k1bm5upirVHj9+PCZMmMDsp5zO8xJAHFkbDAYxZMgQ5j5JEATs27cPLpcLBQUF1n2WJAmSJMHhcKCgoACffPKJ5au6bt06PProoylDnXw+H9auXYtHHnkELpcLPp8Pn376acr2QoKz7E6IqKpqTdDt3r170LMyffp0a4JOFEU4nU6sXr2a2gJmxYoVUFUVM2bMwLZt21JObnR0dKC6uhqRSASmaVJXO/j9fgwZMoTJAiYSiVgTT7QgQYas1Q6dnZ1U75Wuri7k5eXZsmggFSgsk6efJQCT1RP+VvrIp4IgCNHwrCQBWrGII1ivE67kZ/J73UgdPsXBwcHBwfFlACdSOTg4bjnIwLmlpSWp0oaoBe0EPMSCdjBClH80IKEjqqqisLAwJWFHBqJ1dXXMJb4XLlywRdgFg8G44I1ExNjkyZMtpVEkErEViAIAW7duxdWrV6kCUVauXMm0D0J0bNiwAXPnzk3rR/nOO+9g0aJF0HWdiRT3+XzUqs/YQC/WoDHWsCmiymRBIBCgVnPl5+ejr68PWVlZ6OjoQG5uLkaOHIlvfvObSX0yu7u7MX78eEiSxFR6bZomnE4nTNNEW1tbSoUdIVvtkFyCIMDr9VrkSKLAHfJM1tbWWkp41nPJzc1NS9STfUiShL6+PltBSC0tLVSKwX379qGoqIhZLZidnY2jR49Se176/X6IohjXJ4miiLKyMmRkZKCvrw8tLS1WO6+qqoIoiggGg/B4PFi5ciUuX74MVVWtNmaaJkzTREZGBp555hmsXbsWoVAIsiwjGAwiLy8voT8smYC7evUqQqGQ1efQBmcJgoBIJMJsT0Im6EpLS+Hz+VJOBJIJQ5bgKBK4dubMGauyIFWfNGrUKPh8PrhcLupqh8OHD+PBBx9ES0sL072XpMGaxlQghDlruywsLMTWrVtTkshdXV2YNWsWIpGILeuM7OzsuPdEOo/Y4uJiZiI5Eex4wt/qQCm7kEQBkggo1m8SE64GIVhNAJxU5eDg4OD4EoITqRwcHLcUxHuPhoSoq6tDKBT6zMpUgmSDkUTKv1Qggz2Hw0EdvOH1elFcXMxUFkuOh8a/k6isgKjv5RNPPIH9+/dDURQ0NDQkVLJ1dXVhyZIlkCRpUMBHKjuA2FJ1cozpCEhyzWRZZrJvMAwDkyZNAnDDj5IQ0iTdmvhRVlREE4ztkOJdXV1UyxMFbzAYZA4aYw2bilVl0sLpdGLjxo1UPpGvvPIKli9fjkgkAq/Xa6nfKisrIUkSnE4nJEmCYRhoaWmBruuYNWsWVFWFpmkoKyujapd+vx+6rkMURaqQtdraWsiybAXGbdy4Ma2ympBciqKgpaWFKXAHAFMZuSiK1OQj2YcgCMxBSOFwmLpU+/7777dFJrndbmbPS13X4ff7MXPmTOTn51sTBeSZfPjhh3H27Fm0t7fD5/NZyv9vfvObUFUVFy5cwP79+xOSwpmZmfjmN7+Ja9euYf78+VZ4UDKyNjYwzzRNnDx5EqNHj6YOzhropU0TOBTrpb1nz55Bk1TTpk2L89KO9fxM108Sz0+n0xl3X1Ip0cl9GfgOS9WHt7S0YOHChcz3XhRF5smNnp4eqn0QkPdETU0Njh8/nnAicKDq104/KYois0cshz2IogBR/LyPgoODg4OD49aBE6kcHBy3FE6nk1oFQ9SCt6OUbeA+0oXUEMUcK2HHorIbNWqUdSy0/p2apsHlcuHEiROYPHlySiVbQUEBOjs7UVJSgmAwiClTpmDz5s1pB5VTp06FYRiDiJtUg30gWuaZk5PDRKRGIhFLnUSCo0jSO1F4tra2Wp6o4XDYlgIqNzcXV69eTXvuoVAIqqrC7XYz+Xe63e6EEwLEp5EEssTCTumx2+1Gb28v1qxZQ5X07nQ6oWkawuEwNXERG4hSV1eHgoKCpISS3+9HOByG0+lkJh+DwSD8fj+8Xm/atG+yX0mSqAN3mpqa4PP5IAiC5UeZrox88+bNqK+vx549e9LeD+BGqbLL5UJTUxO152V9fT2CwSB1qXZJSQnGjBlDdUwEpEyd9VmRZRmyLGPGjBloaWlJam0wY8YMANF2kp2dDU3T0gYOVVRUYM6cOYOUsqZp4tKlSwgEAnEl1iQwb8KECVagEVHIJ5sQOHDgAHJyclBUVASn08kUOAREvbS3bduWcpKqo6MDs2bNsog+muCoyspKFBUV2ZrYi1Vl0hCDQ4YMQTAYZL73TqeTSb0tCIItf2DTNKlteeyEEpKJQBaPWDtVBRwcHBwcHBx/HOBEKgcHxy2FIAjMfmm3GrHKv9hBqKZp1iBUkqQ4Ms3j8dhWsbKUkpI0Zk3TUqqsgKg9AfGfHDdunKXmSnQshLQgZAcQTYl+9tln05JWhMSwEzrD6hUqyzJOnz5NRQqfOXPGKldnQSgUwsiRI/Hoo49SDahJoBAZuKdTmRHPy9hgKxK4lIggIIFLZFkWawcAmDFjBkaPHp02PIh4BcqybCvchKjtiouL4ff7B5U4k/R1QhSzPvekrdCkfZMSelVV41ScqUr76+vrLWL40KFDOHXqFObPn5+QfG5vb8eqVavQ09NjJYvTgJBcsizjgQceoPK8fOCBB2CaJpNadPv27baCxq5cuUK1fQJSEg2AuqpAFEUmFS8hRomnajpSkATm2VHIezwea980gUOyLOPMmTNU/VFbWxvy8/OhqioURbEmw/bv35/Ug5h4BdtVF8dauqTqx7Zu3co8QUmeBxZLEwDMJKfT6bT6DhpbHjIJxWKdQbbD4hEbCoWQmZnJiVQODg4ODg6OQeBEKgcHxy0D8bxjTYdnLQdnBVH++Xw+zJ07F+3t7QkHoVVVVXj66afxzjvvwOl02iIhZFmmKtWPLSUl4Uni9dq4WJUVAKvUVFVVCIIAXddx6tQpau874q9nmmbK0mtCWn31q1+FKIrMIT2EXGOBJEkYPXo0NSlMjosFbrcbdXV1FmGXinxbunSpda1jB+6p1LjE85IQSqQsOJXykZCudrxYi4uLk95HAHEeobHkKEu4CVGBqaqKEydO4P33309I2JaUlFh+lqyTDm63m4p8i0371jQNZ86coQ5oKi0tRSAQAAD09PTg1VdfTen5CcBS5sVei1TqdeKrGet5uXv37qT7GDduHAoKCiCKItM1A8BMuttRC0qSxKwuNgzDOvd02Lt3L8rKypCXl4evf/3r1InydgLzMjIymAKHyL5p+yNBEKAoCk6cOIEtW7ZgwYIFWL58eUKV+AsvvIA5c+agtLSU+b4oigKXy4Vly5ZRHVttbS3T9gFYQYZr1qyhsjRZs2YNli9fbhHFLP7Ashw/HElFXhqGAYfDQe0N7fV6IYoiMjMzqa15yHsyEVJVFXBwcHBwcHD8cYATqRwcHLcMJAiJBaFQCFlZWbfoiG5A13U88sgjePfdd5MOQhsbG1FZWYlHHnkEuq7bUmQahmGVknq9XuzatWvQQLS6ujqujJqUOQ4bNgyCIFjklyzLVro3+Z0kSRBFkcn7jng40lguENKKrMNC3JCS1VikGoSKomiLFLZT5sniq0kG1KyelwCYSBtN0xAIBJi8WFesWEFtnUGUf/39/YP+no4QIJMbu3fvTlnivHv3btTU1DA/94RkYlGxlpWVWdYhtKX95eXlg55jwzDQ3NycdF+kJJ5GLUkU4rIsp/RjrK2tjfNjjCV4aZCbm4tQKASv10s1SVNQUGCR1azPih11sR31/qxZs7BlyxYqtSCx2wDoStvJubMG05WWljL3R7Is45NPPsGyZcvQ3t6e0AqhqqoKy5YtwzvvvGNZQbBaehiGgba2NmqC2+/3M9/7QCDAZGkSDAaRmZnJ3FeyTrjpuo7Ozk5Mnz49bT/Z1dWFvLw8yLLM7BGrqioAtqoCDg4ODg4Oji8/OJHKwcFxy0DKVVlABu63GoIg4MSJE9QDahIcZceXDQBTGTVLuAkhWllIC0JC2CFHWNSSRF2s6zrVIFQQBFuksKZpzGWeLL6aJFl+w4YNVKFOTU1NWLRoETNpQ9oYLXGhqiocDge1f+fevXtRXl5OtexAyLKMkydPUpU4X7x4EZmZmUzbt5v2bZomdUBTfX09VFWFx+NhJq1ycnKorCCamprgcDgQDAaZ/BhVVY1TvaaD0+m0lLI0fsq6rlvL006GTJ06FYIgoL+/n/m+sFYUhEIhdHd3MyfK+3w+1NfXU90Xp9MJQRCYfK59Ph/2799Ptfy+fftQXl6OUCiEefPmYefOnWkn6ebNm4dQKARFUZj6MF3XbdnmVFVVobGxMe3yVVVVFnkIRO9POvsEIPocK4qCN998k6mvZFUXa5pmTUzm5+cn9YY+fPgwqqurLeU9azsm7yTaqoKbpVCVZdmacLyV1TmsuFOPi4ODg4OD43aDE6kcHBy3DJqmMSug3G43s5otGdKpH1kH1JqmMfmdJlPZxIYnDYQgCClVjAAGqRhZg7MA2Cq9DofDeO2115iS64cMGQJZlm8pKSzLMrUCqrCwcJCvZqLtxpJvhOi4++67qQjOBQsWQNd1SJL0mcLJ0hEXRDHFap3BGqAiiiJM08TYsWOpyohnzZoFRVGYfRJZvW6JFyltQNP48eNRVFQEAMwBOg8//DCVWnLhwoVWmB2rH+PQoUOpr1lmZiaysrLQ0tKCzZs3p22T9fX18Pv96Ovri5sMSdZXELWgruu21MWsRLrb7cb27duplo1VCy5cuJD6vmiaBk3TmJ8XFn9cEoAWqxRNdo2J2p+ohVlUnMTWhbUP9/v9VApmn88HXdcHvb9TWZrE2rmw9JV2yEdiS0IC0BJ5Q1dVVWHGjBmWbYqddpyRkQFFUairCgb6SrOA2KeQSp5YUhjAZ9r2Z8GdelwcHBwcHByfJziRysHBcUthmiYTafFZP8hpSvDsEHZEncLqdwqASdEiSVKcijHVIJyoGFlLXB0OB65evcp0XcmgkqXMk/grbtmyhSrxOhEpnA5EXUurgHr//fcxZcqUOPIt2TWOJd8Mw4DP50NbW1tKgpPc+3A4bEsBNTCcLBVxUVFRMYgcoPH7zMjIYLrGkiQNslxIdc1KSkpQUFDArBJ2OBxMx0VCwFgUzOXl5TBNk0lZbZomTp48SUXWer1elJWV2fZjpFWL+nw+SJKEffv2UakFCfkoSRJWr16NZcuWoaKiAhkZGYPC7Pr6+uDxeLB69Wo89dRTtqoKYsPZ0oEQ6UePHqXafuyzcvz4cerSdp/PN8g+Id2k00B/3HQIhULIyclJaesQ2x8TpaiqqnjxxRepJ6n+5E/+xAodZDk2l8uFmpoa5OfnY8+ePYP2MW3aNBQVFUGSJKtKgMXORRAERCIRpr6SvCdZQLxoSQAauY8EJACNEJyRSMSWNc/A93EykPdxUVERIpEI8/lIkgSHw4GWlpak96WsrAzhcJjZBuGz4E49Lg4ODg4Ojs8bnEjl4OC4pVBVFWVlZVSkBSkftwtawlLXdeZBaDAYRFZWFrPfaTqFaaJwE9pBOFExOp1OphJXWZZtkSOxXqQ0yfVutxunTp1iSry2c1wAcNddd1ERvIsWLYLT6aROCCfkWzgcZrr3RJXIAuKvSUvWjx8/3iJSc3JysGDBAiuAiqiGHn74YZw9exYbNmxAT0+PbesMYrlAc81IojxLGIwkSVbQGIt1BquymigGWQN0Wlpa4q5FMrKaqNft+DEGg0Fqz9PCwsJBPqSpSPfY1Pq77roLbrcb7e3tePPNNxP2k36/H3fddZetkDm3241QKMSk3ic2DbQgnqe0im/iqUv6C9pJJ+KPSwuPx4NQKMRk60DOxeFwUPVhOTk5VtgUC5xOJzo7O5GZmYnhw4fjscceG0Si9/b2IhKJoL29HYWFhQiHw8zhd4RMraurQ0FBQdJ3sd/vt96TrCBVDrQ+10VFRYNU8qlIdNK/AGCuKmAlUsk3AiGFB4KQwhUVFairq2N+VuziTj0uDg4ODg6OOwGcSOXg4LilME0T4XD4lg6qgPQl8bGEZW1trS11CtmPIAgYNmxYwoFoIBCwlgFuDPhoFC1+vx+5ubnMg3CHw8FU4pqoZDMVYkNnYtXFqYgbUhLNkngtiiJzcJTT6bQUhnfddRd27tyZNCG9oqICo0aNgqqqzP6VgiDAMAxqr1tRFG21MfK8EMJ29+7dg0pWp0+fbim5XC4XJk2ahLq6OrS2tiYtcX3mmWewefPmON9eWhAFN8s1Yw2DIan1rCX3dkOtWAN0AoEAFVlNyNpUz8ZAxPqKSpJE5XkKIGFoWLpz93g8mDFjRkpy5PXXX7fIEcMwIEkS830xTZNqQqCiosKWKpEQnKxl+i6Xi2nSye12J7RgSQTSH125coXZ1sHlclnEc7pJqurqapimaauvzMnJwXvvvZfW1oH0x5FIBK+88gqTnQsph9+6dStkWcY3v/lNaJpmPS+SJOHgwYNWJYJhGMzvfUmS8Mknn1D7XJeWlkLXdUyfPh0bN25MS6JXV1dbQZGszzGrdQoJzGNRVn+WCecv+nFxcHBwcHDcCeBEKgcHxy0HCTrx+Xzw+/0IBoPW4NHtdsM0zc+sZmAhLEkaMyuRqGlanEIj1UCUKDRYfDKPHDmC7OxspkE4CamhCc4ipcfFxcXMlgsAu7pY0zSmxGu/32/tj1bJRga7a9aswRNPPIFJkyYhMzMzjuCur69HIBCA2+3G73//e8ycOZP5GhOlLPHmi0QiEEURGRkZVvuNhWEYnzmcrLS0FD6fL6Uvna7rqKurw7Zt29LaJ9TV1dkqvzRNE6qqMl2zSCSCvLw87NixwyJTyL1yOBwQBAEHDx5EZ2cnZs6cCdM0EQwGqTwcKyoq4PP5PlO5LsAWoDNixAg8/vjjaG1tTZjCPm3aNDzzzDNYu3YtDMOwpUbOzs7G0aNHqTxPFy5ciLFjxzLtg/S1LORIWVkZTNNkeu5JyODx48epiPRTp06hpKSE+Vm5cuUK/ckDtiadBEHAlClTqEvbAdiyddB1PY54TkbEk3J4EvTDYp8hCEKcRUWyfcQeF+ukg8vlst7Fe/fuBYCkE1sAMHbsWBQXF1s+pjQQRZHZ55pMhvn9fni9Xpw4cSIp+frss8/C6XQiEonYeo5ZrVPshIbdDtypx8XBwcHBwXEngBOpHBwctwWxZJMsy8jKyrLIk5sB1mAfv9/P7P2mKEocCZFqIBqr0IhdJlU5YUdHBzIzM6kI4YMHDyIvLw+lpaXMSdSlpaUAwERaAbCIMBp1sWEYEASBqby5rKzM8iKl9aEdONjt7u7GW2+9Nei4qqqqkJ+fj3A4zEx0EFJ4INKpjogCipDCqe59bDgZq6fu6dOnqewTzpw5A6/Xy1x6apqmFWxEe80mTJiA3/3ud5g7d64VcKVpGsLhMGRZhqIoKC8vh9vtxvr167Fo0SIEg0E0NjaioaEhZfvy+XxYu3YtFi5caKvsnPzMEqBTV1eXUu1OSlwbGhqsts8CQvDSep5+8sknKCwsZCpVJuptVnJE0zScOXOGihQ9ceIEvF4vZFnG9u3bcfXqVapS9eLiYub+2I4NCKvfbXFxMVNpO1G9sto6EEUurXWIYRhwu93U9hmFhYUQBMEiN2mOq6ysLM5ug8bOJbYcPpl9Qm1tbZw9DXm/0IIonllD5sgzSRS5A0HIV1K1QiYEWEAmK2ghyzKzPUkwGIQsywnfSTcLd+pxcXBwcHBw3CngRCoHB8dtx83+0BZFcRBhmQrko5+WSCQKIFmWmUkIQvLRePJ1d3dDlmXqwe7evXsxYcIE9Pf32wo16ujoQG1tbVrS6vz58xg1ahQAenWxoijMZZGqqsLhcDB5kQLRwWs6tWRjY6OlTrLjX5mozYqiaA3qE5GqmqbB5/OhqqoKiqIkvfeaplnlzayeuoIgYMyYMdT2CawEHzkPt9vNHOp06dIlAOnJ7YsXL1r+nadPn8aqVaswf/58rFixIq6E3uVyob29HatWrUJPTw8URYGu60zKal3XLXsEWtWzKIo4evQok4rTjt/rwHCyVARvb28vVFXFlClTsHnz5rR9y9SpUxGJRCzLBRqQvsLpdDKTorEkTDoCjvTHRUVFVBMoBQUFFmFpx56EZdKppKQEGzZswKOPPpoyoMnv92Pt2rVYsGABANgKMhxoHUIC60ioWqx1CBBtHxcuXKAiuK9cuQJBEJj7Y4/Hw2znYscjlqUcntgasPZHAKgmgw4cOID8/HyL4GW1T2BR19qxJwmFQsjKymJahxV36nFxcHBwcHDcKeBEKgcHxxcedoN9RFGk8iMkRBIrYRkMBpGZmYlhw4ZhyZIlVF5urIRwOBy2de6yLGPcuHHYtWsX8vLyLNIq1vOzvb0du3btQnV1dZyHIY26OFG5ezqoqgpFUZi8SIEokdrc3ExFdJWWlkKWZWaiQ5ZlS2koyzIkSUp4XJqmxREdkUgEs2fPRktLS8J7H5t6bJomFEWhtqi45557MGLECJw+fZqpjJhVNWRnokJVVSxdujQlwUvI7SVLliAcDmPIkCEWafHqq6+mDHUaPXo0FEVhtgMgZH1xcTHVOkVFRcwqzvLyckQiEaaya03TBhFJqRSm5HksLCzEs88+m7ZUWdd1W/0kUROzkKKqqg5qX+k8Y0lJNOmP9+/fP8jrd8qUKSguLrYmcxwOBzUhPn36dFuel6qqYuHChdi2bVtav88HH3wQTqcTgUCAavsEwWAwYTm4YRiIRCKWFcVA6LqOwsLCuGNLZp8xe/ZsZisEYmnCosglfQWrR2xmZiY1kUpK+1nvo8vlsjURyvIck7ZKCzuqV7uBgSy4U4+Lg4ODg4PjTgEnUjk4OL7wME3TllfixYsXMWTIEIwcOTJpgrGmaeju7rZUUCwIhUIYNmwYli1bRqUYfPDBB5n3QQaILHC5XNaAu7q6GleuXIkL+iKemFlZWaiurk4ZApaMkCOBVqzHRcrbab1IybK0Kt6Wlhbk5OQwHVcwGER2djZTyT0hXRVFSZt6TNSlJNgnVjGXikxsb29Hbm4uU7lueXl5Qp/UVOpaQRCYg40AMBG8fr9/kBWCYRhobm5OuB6xQiBehjTK6kgkAqfTCUEQ8MYbb6C+vj6tku/QoUO45557mEibSCSCQCCAgoICKgIqPz8fgUAA2dnZAOjU611dXRbJSFOqPHPmTDgcDlulygODoGhJUdb9fPrpp2hqasKCBQuwfPnyQWrks2fP4oUXXsCsWbMsywFaQpwQsHb616tXr+Lw4cOYPHkyAEBRFGtChTznhw8fxujRozFhwgTbIXOs/YskSdi8eTPq6upw+fLlhPYZEyZMwLBhw7Bnzx5MnDgxbr+piHpyXMR/miZsas2aNXjyySdtecSywI5aMhKJMAfABYNBSJLE9BwDYCITySQtqz3JzbJE+qIdFwcHBwcHx50CTqRycHB84WEn2MfpdGLMmDGWmqeyshKSJMHpdEKSJBiGgZaWFui6jlmzZtkmBk3TRFtbG3VZMEnkpoUkScwDHhJqRJQz3d3dWL9+fcKB+9ChQ5mOh8DuPUlElKZSKtlRS9r1vYstuRcEAaNGjbJIiM7OzriSe1VVmQPQiouLrXOhSYgXRdGWwo6Qj7TqWlY/SkEQ4HQ6mQheYp/Aoi4Nh8NQFAWnTp3C1q1b09oBzJkzx1KlHjt2DO3t7WlL1e+55x5bpI3L5cJLL71EnXa+fPlySJLElCgviiKVTyQpVS4rK7OV9M6qMnM6nXA4HMx90uHDh7F06VK0tbUlDPSaMmUKli5diqamJkyYMAGiKOL111+nIsTXr1+PxYsX2+rDDx48iKeffhr9/f0QBGHQhJvf78fEiRPxzjvvoLy83JblAHkuaS09SCXCmTNnEAwGcfHiRbz55psJ+3C3242PP/4YVVVVGD16NHp6eiyiXtM061wkSbKI+pycHDidTvT09AwKm0qkeiXVFP39/cjKyrLtEUsDuxOnvb29TOuEQiEMHToUb731FlUba2pqwqJFi5hV36zBj7dL9XmnHhcHBwcHB8edAE6kcnBwfCkwUM2WCkTNpus6ampqcPz4cSttO7aUdPr06YPCPVgVGnbCXcaMGYOOjg6qfRCig/XcWb04Y0vpaWEYBtNx0ZZ2xsJOubJdMunYsWM4cuQIZs6cmVItWFBQgKKiIuYANGJjUFhYiIaGhrQJ8R999JEtlbTD4WBSvwmCwEQOlZeXM5feBoNBeDwenDx5ksrz8fTp0/B6vVaydE9PT1o7APJ8EXUtTahTX18fM/lGyGmHw0GVdk5IK03TmBLl7fQtqqpShzqRUmW7XqSsQWv19fXUKeykT6YlxGMnCljPZfr06RBFEV1dXdiwYcOg98TkyZNRUlKCefPmWf7QrP0x66RLSUkJrl27hieeeAI7d+5M2YdXVFTg8ccfh6qqqKmpQW5uLtrb2xMS9VVVVXj66afR1dVlPfcExF+ZEKmkncf6LjscDuaJLeIRSws7akk7amxSuXH33XdTPccLFixIqPZPB1VVUVZWRjWBFOu7fqtxpx4XBwcHBwfHnQBOpHJwcHwpQIJ9aNPeCTHI4sXJqtAAYGtQef/992Pt2rVpl586dSoMw4BpmsznzjpwLyoqYk57j0QizMfFClYvN4fDYYX0sPjeuVwufPLJJ1QBKk1NTfD5fMypx6QkuqGhgSohvr6+nrnk3ul0AgATiW4YBjRNo75m9913ny2CNyMjA9u2baMONfrWt7416BqnsgMg19jj8VAfV0tLCxYuXMhE2iiKAk3TLDItHVlL/DslSaIuiS4rK0Nubi6znzIQJbo//fTTtOQIIcQFQUBVVRUaGxvT7qeqqsqyiCguLo4LWhuoZDx06BAikYjlQ0ur3B8/fjxKS0utNkZDiAPR/kiWZWbvWofDge3bt0NRFDQ0NCScQNm9ezdmzpwJTdOg6zpzv+d0OpknXVhL6P1+P7xeb8rnvrGx0XruifKTRSXtcrlw+fJlqvMgCAaDyMrKiptISxfkx/outjsRSoIV29raUraxz/oOC4fDqKurS2lP4vf7U9rs3GzcqcfFwcHBwcFxJ4ATqRwcHF8KkI9+2rT3gYFANF6crAqNSCRiKwhq3LhxVPvwer2QZRnBYBCGYTCdux21JCuRCkRVTDU1NSkTr4uKimylyQNgHiBnZmYCALPvXTgcxty5c6kVc3bv/fDhw6mDs8rLyzFu3DhmdS0AJhK9tLQUV69epb5mubm5aY9lIIi/HmuoESthGwwGMXTo0EElzsnUxUOHDoUgCEykjSAIg7wVk/kzkhR6YrMR+0ymUnEeOXKEOSG7r68PQ4cOxYkTJ6hUv6dOnbLC9kpLS6nufWlpKTRNgyzLePfddy3/TkEQrIkpotYtLy/HsGHD8Pvf/x51dXVxVhCpzp14/Q6cQEnngelyuZi9a/v6+tDX14fJkyenJBILCgrQ1taG4uJiqKqKSCRCTUARVT3rpIvb7WYuoachXokVRElJCWRZZlJJA7BVdg+AKcjPjlrS5XJRq7FjJwRivyt2794dR+ySeznwu4IVJEDN5/PB7/cjGAxax0wqW0Kh0G0nK+/U4+Lg4ODg4Pi8wYlUDg6OLw1Y094TrZ8KdhQadkOwaIiOzs5OeL1e5nO34ytKPFVZyu9lWUZrays2btxoKQwTJV5v2rQJCxYssKV6JQErtCqz0tJSOJ1ObNiwgcn3TlVVKj9Kov4qKSmxHTpDW6596NAhjB07lklhZ4dE9/l8gzw/k6Wqk9CZp556irmEeqCSLR0xRlLFWUDKdWtqajBy5Mi0Krve3l4Eg0Fm71ZJktDd3W2FYO3Zs2fQ9Zo2bRp8Ph/OnTuHcePGWc8kTdhUR0eHba/f7du3U6t+i4qKIMsyQqEQZs2alfJ5IaQrIcVnzZqFcDiMCxcuYP/+/QmvcWZmJmpqapjOnZDodsq7dV1n9q51uVxpA70qKiowY8YMy1NYURRs3boVsiwnvcYdHR2YNWuW5VPKAk3TbPXhLS0tVMvv3r0bPp8Ppmni5MmTVP2e1+tFaWmpLfsEEgRHG7TF+i4mZHV+fj7Vc5yXl4dgMGi981RVRWlpqVVpEOvBDMCW9c1AxE7gyrKMrKwsmKb5uQc43anHxcHBwcHB8XmCE6kcHBxfKrAoTO2AVaFhJ3Bp3LhxaQfhnZ2dmD17dtx50Z67HV9RO0nchLCjKb21q3oVBIFZZRYOh5l87wgBxqL+Ki8vh6IozIRCf38/NTly9OhRPPzwwygsLKRWMIuiyGw5QEgDh8OBNWvWpExVX7NmDVwul+UxTOuRCYCp5B6IpqcP9LtNtR9yjXVdT1viTMixuro69PT0oLGxEQ0NDSlJG5/Ph7Vr12LBggXIyspCXl4e9u7di/LycqxYsWIQAXPt2jXs27fPUr8Fg0EMGzYMS5YsSUvwvvbaa8x9ix3VL7FCOH/+PEaNGoWRI0fiscceGxS41NvbC03T0NXVheLiYkuVS6NknDNnDgzDoD73V155BaFQCE6nk8nvVdd1KwiL1rvW5XLhyJEjTAn0iqLg2LFjlsI21TUeO3YsiouLmSddnE4n+vr6mNYJBoMIBAJUyxKy2uVyMVcuCILArPxUFIXZr5vlXSxJEvr7+7Fu3TpqEv3RRx9FRkYGk5+0HZ/vRNA07aZs52bjTj0uDg4ODg6O2w1OpHJwcHxpcbMGNQPBotCwM6gMh8OYPXs2WltbE4ZgTZs2La0vWapzt6uUZVHcJFK9plIY2lW9knNhVZmx+N6R68xCPqqqCofDwRQ6A4BJ5UM8fjs6OqgUzB0dHSguLrZForvd7jgVZ6pU9YsXL8I0TXi93jiPzEQKQ03TUFBQYN1HVuKZeJFu3LgxrZIxNtjn6NGjVORYXl4efD4fTp8+jVWrVmH+/PlYsWLFIBK5vb0dq1atQk9Pj/WsnDt3DlOnTkVraytef/31hLYWU6dOtRSpbrcbTzzxBJV9xNKlS5mU2IRIHNi+aFW/hYWF2LZtG2RZRmVlJSRJgtPphCRJMAwDLS0t0DQNNTU1MAyDiYDMy8tDeXk59bkvWbLEUsmy+L2SQDPSH6cjkqdNmwbTNJkmUMrKyiCKIjP5yNr2ibqWBS6Xi8nDMxgMQpZlZtWrw+Gg8oglVhAkyI8sm2wyJJlft67rkCQJoihCURSIomgRrQSkf7l8+TIViU4IWdM0b3koIwcHBwcHB8cXD5xI5eDg4PgMSKXQIGSi1+ulCh4pKCiwEoxvpS8ZITpYSSsWAu52qV6JRyqrykxVVWpPWUEQmEtvCaFQXFxMRSiQwB3Wcm0AGDNmDPbt25dWwTx58mTmsCXgBolOq+Ksra1FKBSyVJytra0JFYZkQmDt2rVYuHAhnE4nMzGo67oVonPixImkSsZnn33WImYkScKePXuozp0oSseMGYOOjg68+uqrEEURZWVlyMjIQF9fH1paWizyn4RNAcC4ceOoQsNqa2sBREvvacnH/Px8eL1eJiV2f3+/LSsEVVXxxhtvoKGhAceOHUs6uUMUuYsXL4Ysy3Gep6mwd+9elJWVobOzk4l4JWXnZBIhld3EyZMnUVRUNKi8OxmRTBTcrOXzJMiPxaaA9BUsky66rjNbG7hcLnR1dVGdCwCr5J4FoVAIsixDURQqKwhZlmGaJnbt2kV1vWIrF1iVorHXKx2JThTcmqbd8lBGDg4ODg4Oji8eOJHKwcHxhUC6FN/PC6mOi5TrOp1OqkElKVX0eDwwDMMiIp1Op0Vm3SxfMl3XmQfuLLgdqldgsEdqugEySeIGQO0p63A4Bp1LqhJyAJZa74033qDyYl2/fj0WLVpky/fxueeew+OPP4729vaEJBchk0i5KglbYikJ13WdOiE8Ly8PhYWFeOihh6iIxAcffBCqqsIwjDhiMNk1JsRgb28vPB4PTNNM62FJFGMkyIZVZVdTU4PXXnsNQJS8b25uTrj89OnTAUTbP+31KigogM/nAwBq8nHPnj3w+/1YvXo1Hn/8cSol9rJly2xNoFy5ciVOkZvI1iFWkWs3POn8+fNUyxNyWxRFbN++HQCwePHipPYJ69atgyAIKC0tRTAYpC7v/v3vf48ZM2ZQHROBqqrQdZ3ZpkCSJCoVZ2w6vCzLcdUOqfokUu0watQoZu9SFrjdboiiiNOnTyM3NzetFcSlS5cwbNgwRCIRPPXUU0zXi9UOYGB1SCo1NrletyuUkYODg4ODg+OLBU6kcnBw3LFgSfG9E4/LNE1kZmaitbUVmzdvTquWrK+vh8/ng67rEAQBTqfTImNvdriFpmnMA3cW3A7VK2DPIzUQCFhkNY2nrGmalhcnTdJ7Tk6ORWYcO3YMXV1dWLBgQcKScOIr2tPTY7UjloR40zRx6dIlS43b0NCQtlyVlUQ3DAOCIDApDMvLy9Hc3MzkLanrOl588UU88cQTmDRpEjIzM6HrOsLhMBwOByRJQiAQgNvtxssvv4xly5ZBkiQmxVhpaSl6e3upzoMgFAphzJgxVARvXl6eZU9BGxq2e/duK1mcVf04atQoaiU2Udix+ooSFWtPT09aRS4Q9Ua2c42vXbtm/X8qUpAQr7Isw+PxWKrnZPYJK1euxNq1ay3PT9ry7iFDhthS8IqiyGxTYJomNE2jCk+KRCKQJAnBYBD5+flp7TMikQjy8vIAwJZ3KavHtyAI2Lp1qxVoVllZCYfDAVEUIcuyZQVx4MABlJWVYdq0aUzXS1VVZGdnMz33JSUlCAaDTNUhhBS/1aGMHBwcHBwcHF88cCKVg4PjjsTnEfBwK46LhBTRBC7t27cPEyZMsNZraWnBnj17EpIDZWVlCIfDzEpRApJ6TFveboe0NQyDmbBjBSE5V69eHUfADVRADSTgBp5POk9ZwzAwc+ZMjB49Oq1q6sKFC5Z/aawy7aWXXhqkFp08eTKWLl0ap7QqKyujIoX9fj9M02QqVyWl2iwkumEYCIfD1IRCZ2cnTNOkJl5Ju5ckCSNGjIAgCNbfiDJYkiRIkgQgSrKNGDHCmlRgUYz5fD5mcszpdOLtt9/G3Llz07avNWvW4Omnn7alyLRTRj1x4kQ0Nzdj586d2L17d1KCc/r06dakAy2Z5PV60dvbi5ycnDgyjZD3gUBg0ITO6NGjIYoi8zV2u93U5fBk8srhcKChoYFK9dzQ0IBr164hOzub+nkZOnSorbBAQRDiku6TkcKxNgWhUAiKosSFDGqaZk26SJKEgwcP4vz585g9ezY0TUN/fz8++ugjzJ49Gy0tLUntM8rKyrBt2zZUVVUxe5eqqspktzHQ2oA8y7H3UpIk6/cdHR3WZCPLpAurDy2xyHG5XNTVIZFIBOFwmGofBHbsaTg4ODg4ODi+eOBEKgcHxx0HQRDiAh5ISSIZiHZ2dn4uAQ8Dj2sgBpYThsNhW4SK2+1GU1NTWnKgrq7uM3ul0pa324FpmsweoXbOweVyYcSIEQCA7u5uvPXWW4MGyFVVVcjPz7cIOFblqyzLKC4upvYIJWquVEorAAmVaeFwmEqZFg6HIYpiHFmdqlyVWDSwkuhEeU2L3NxcW+1eURQ88sgj0DQNnZ2dCe/jlClTUFJSgkceecRSFLPuxw45dunSJQDR9vX2228PIsRJOTgQJY1YLTiCwSAzAeN0OlFQUJBUkVhbW2spEkl7IfYZtGSSy+WyJkRYAr3sXGOW8m6XywWn08lsnyCKIqqqqtDY2Agg9fMydepUCIIQt3wqEBWnaZrYs2cPFSlM1Ntk4uzw4cOYPHkyAMSFJwHR98/hw4cxduxY+P1+eDwe1NTUYPPmzdTvCsMwqO69pmmW1y+L2h+Itv/YCaREdiOTJ0/GU089hddeew2yLDMFek2YMAHBYJDpuQ+Hw8jOzkZLSwt1dQgJDmOBHXsaDg4ODg4Oji8eOJHKwcFxx0GWZRw7dgxHjhzBzJkzUw5Eb2fAAzkulnLCq1evAkDcoJoo/BwOBwRBGKS06urqYiIHWEnBZBg4cP+skCQJr7/+OpNHqJ37qOs6Fi5ciC1btiQlFBobG1FRUYGFCxcmVPGm87q143nJEh5ElGmEgAuFQvD7/QnDxsjfybHasWhgIdFZFYZOp9NW0JjT6YSu62n9TisqKjBnzhyrvJkFxLOYRSltmiaWLFmC/fv3Q1GUhPYJhw4dwoULF7BkyRJbikyXywWHw8FshRGJRKgUiZFIBJqmwePx4MiRI2hqakpLJs2dO9cirVgCvYhdBu01JmrZpUuXYseOHWnv/dKlSy3lJ6t9QiQSoVZ8l5WVwTAMpuWJkpHV85P0FTTrNDU1we/3w+124+jRo9R9UllZGU6dOoVRo0YhNzc3oXdpIBCAruvo6uqC1+uF0+nEhg0bqPrwpqYmLFq0CJqm4Yknnoh7XhK987q6uvDEE0/YmnRJFfKYCIFAAEOHDmWuDrkZ9jR3qr87BwcHBwcHh31wIpWDg+OOgyRJ+OSTT6gHlTcr4CHdgMdO8ITL5cKwYcPwxBNPoL+/H4IgxJUrOxwO+P1+TJw4ES+//DJcLhfee+89qn0QcsAubqV9giiKCIVCOHbsGNrb29OSNoTIs+MvJwgCTpw4QUUoeL1eFBcXW+vRet0CYCJtfD4fU3k7UaYBN+5La2sr9uzZkzQhndwXuxYNpmlSecRqmsYUgpWZmWmrfF4URWpiKC8vzyI6WEDuLQv5LAgCOjo6MHny5JT9UUFBATo7O600ctZAr4FhOKkQG4aTTpFIFPJEjbx3714qMim2TbIEepFnJi8vj+oa5+XlwTRNtLW1UZOChPyPJeDS+aqS0u5z586htrYW+fn5Sa1T/H4/zp8/j7Fjx+LMmTOYPn16WiKxra0NBQUFCIVCzJ6fkiRh7ty5VOvU19dbfRUrkVxYWBhXZSBJkhWMB0TvsyRJ8Hq9iEQiUBQF5eXlVJ6yc+fOtao22traMGXKlJTvPI/HgytXrjD3FcFgEJmZmUzrZGVlDWovqdTIhLB1OBy2QhnvVH93Dg4ODg4OjpsDTqR+Bpw+fRp/+MMfsHv3bhw5cgTnz5+HqqoYMmQI/H4/5syZg6VLlyI3NzfpNl555RV897vfpdpfdnY22tvb0y7X09OD559/Hm+//TbOnDmDUCiE0aNHY+bMmfjWt76F++67j/YU8eabb+K1117DRx99hO7ubgwdOhQTJkzA17/+dTz22GPUyrUTJ07gueeew5YtW3Du3DlIkoTx48dj3rx5ePLJJzFmzBjqY+L4ckMURaiqyjSoJASTHbUH7YCHEIN2yvRXrFgBAOjq6sLbb7+dtFx5+fLlcDqdOHr0KPU+gsEgZFlmVuiw2hSwlviT5G4AFmmTysORLJeovFmWZYvgTnSerH55paWlzCQysZSgAQkCEgSBaR1yL2VZTnpfAAy6LzfDoiHds2OaJnUIVllZmRXOxaLkMgyDiXguKytjInjJfsg9pbVPcDgcGDduHJVakqS8s1wvEhqm6zr8fj8V+UiIejuBO6xtkjwntPspKiqCoih4/fXXMXfu3JSEZV5eHt555x0sWrSIeaKC9C8svqoejwfDhw/Htm3bLC/SRMRgR0eHRVbHBielC/T61re+Zcvz0zRNnDlzhnodolRnvZcej8cixJMRz7GEOJl0+PTTT1MS78RXVdd1SJJkhVule+eNGDGC+b1tR73tcDjiwsxoQPpjVsX/nervzsHBwcHBwXHzwIlUm/jOd76D1157LeHfLl68iIsXL2LXrl34+c9/jn/6p39CQ0PDbTmugwcPYtmyZTh37lzc70+fPo3Tp0/jlVdewV/91V/hBz/4QcrtBINBfOtb38KmTZvift/Z2YnOzk5s3boVq1evxquvvorhw4en3Nbq1avxgx/8YJDKqbm5Gc3NzXj++efxq1/9CvX19QxnyvFlBSHMWAaVRUVFcQE1tGAZ8MQSg7QgRKokSSnLzmPLlYlqjGUfWVlZTMcFsNsUsNonmKZpqQWTER3Ew5EQHbH+coIgWOW7wWAwLukeQFzZuV2CO5WSL5as1DQNgUCA+twBWKnirOvk5OTYui+06lK7UFWVKQRL13WmkBoAtu6jx+NhLiE3TRMOhyMu2CcZmVZTUwNd13Hq1CkmkkvXdabrRdqLLMuoqalJST4WFRVZCkLWoC075KPL5WKeqDAMA3fffTf+67/+yyIgE4Unbdq0CYsXL2a+96qqIiMjI86LM10Jvdvttu4lIezThbOVlpZax5VOwUuOy+FwMHt+kp9p17n77rst2xhahEIhhMNhpr6FTGzS+qq6XC5omsb0zlMUxZalBUv/QlT1LCDvIxbFP4BbOkHJwcHBwcHBcWeAE6k2cf78eQBARkYG5s6di/vvvx8lJSXIzMzEuXPn0NjYiN/85je4du0annnmGSiKgkWLFqXc5i9/+UtMmjQp6d/JwCkZzpw5g0cffRSXLl2CIAhYsWIFHnnkEWRkZODAgQP42c9+hgsXLuDHP/4xhgwZgm9/+9tJt/X0009bJOrEiRPx3e9+F8XFxfj000/x3HPP4b333sO+ffvwzW9+Exs2bIDD4Ui4nbfffht/8Rd/AcMwkJ2djT//8z/HjBkzoGkafv/73+M//uM/0NPTg+XLl2PDhg2oqKhIeY4cX36QFHaWQWV5eTlzui6rIjMSidhKohYEgYoYi/XJJGQPDeyGW9ixKWAhUkkIlM/nQ319PZVFA/GXI+WfLS0tScmksrIy657bIbgvXrxITSgUFxfbKiFn9Zol7eWz3pdboXJiDcFSFAWFhYVURKLX67UIcRYQIpU20Ky4uBimaVqTCIRM27NnD6ZMmYKsrCz09vZi//79VoluSUkJxo4dy9QflZWVweFw4OzZs6itrU15vYjab9y4cVba++jRozF8+PCEHpa9vb2IRCLo6urCiBEjmIlnVvIxIyPD9kRFcXEx7rrrrrRKxvHjx9siBXNycrBs2TImX1UgnrBMVd69d+9e+P3+uP441fJA1AbDMAzm60WS7mnXsfM+crlcOHLkCBWJTvoWXdfR0dGB3NxcjBw5Mmmb1DQN3d3dyM/PhyzLaG5uZrLoYPUsDgQCTCFY165dQ05ODrPdRjAYtPrxZM9kX1+ftd6tnqDk4ODg4ODguDPAiVSbGD16NH7yk59g6dKlg7yavvKVr2D+/Pmor6/Hn/zJn8A0TXz/+9/H3Llz4fF4km6zoKDAUibYwV//9V9bycL/+q//apUTA9GyowcffBA1NTW4ePEi/vZv/xYPP/xwwpL6t99+G2+99RYAYMaMGfjd735nDUAmTpyIBQsW4Nvf/jZ+85vf4P3338fzzz+P73znO4O209/fj+9///swDANutxsbNmzAPffcY/29uroa1dXVePTRRxEKhfCXf/mX2LZtmy1lIceXC3bLqFnAOuApLi5mVs44nU5b5crl5eVobm6m2gcZ7LHAroqT1T6BJgSKEB0kBIoQ3LRJ1OFw2BbBvX37dqplY71uWe89+Zk1ufxW3xe70HUdoVAIPp8vYQgWUcASxef58+epvCU7OjpQUlJi6z6apon169czBZqRSYScnBwsWLAAeXl5CIVCllpy1qxZOHv2LDZs2IATJ05g+PDhzP2Rx+PB/v37MXz48KQETCAQQDAYxL59+7B48WKYpomxY8daxKAoigmtMCoqKjBr1iz09/czXa9gMIhhw4Yxk4+XL19m2g8huGPvy/79++PaKCFs8/PzsXXrVlRXVzPtg1hBsPqq2nm35ObmUq8jy3IcsUYDO+r13t5eW8TgRx99RB2CRd6rXq/XskKorKyM81U1DAMtLS3QdR2zZs2y+nDWdx5L+Xw4HIbT6cTq1auxZMmSuPYV6yVN2tcrr7yCZcuW2bLbGDjhms4OAWBTid8sf3cODg4ODg6O2wtOpNrEr371q7TLLF68GK+//jo2bNiAS5cuYdu2bZg/f/4tOZ6WlhZs3LgRADBt2rQ4EpVg/Pjx+F//63/hz/7sz9Df349Vq1bhb//2bwct9y//8i8Aooq9n//85xYhQCCKIv7pn/4JmzZtQiAQwM9+9jN8+9vfHqS+evXVV9HR0QEA+O53vxtHohLU1tbiG9/4BtatW4cPP/wQf/jDH1BbW2vrGnB8OSAIgi2CIJG3ZirYUWSqqspUTkgSnFmJsalTp1IRqWSwxwq7NgWs19hOCJTT6URLSws1OeLz+SAIAjNhyeJDayd0BIheM5b2oqoq1THFws59+SyItQuQZRlZWVkwTTOOzCdE/ejRo/H++++nLJ/v7OzE5MmTrSAg1hLfYDDIHGgmSRI8Hg9WrlyJ1v+/vTuPj6K+/wf+2ns34Qh3gFwEyIGiIuEKIGgJICBRsRwGAQ8sYlu1LWqr1ra2Xv16tlYURSCgAkW5RMOhyI2CICIm3AQQEq5ASDbZ8/dHfjPdTfaYzyS72SSv5+PB47FkZ2Zn9zOzybzn/Xm/Cwowb948n1nPM2bMwMaNG4XPFc/mQVu2bAkYgPGs86zT6XD06FH8+OOPGDx4cMBSGFKmrAgp8FxYWCh0folmY1ssFrnRXHFxMUaPHo2pU6d6BavNZjNOnjyJ3NxcXL58GbfccouqGxVq66pKAjWoAqrGsmPHjoq+w6VanGpqfla/ERhsv6KiolQFBnNycrxqpHbo0EF+jaKiohpNsCwWC2w2G4YOHYpDhw5h8eLFNQKWmZmZcoBTqjUu+jvPZDIpznaXZjsYjUbk5uYGPb6kWtFKy5NkZGR4ldtQesM1NTVVKOge7hthREREVHcYSA2xIUOG4LPPPgMAHDlyJGSv49nld8qUKX6X++Uvf4knn3wS5eXlWLFiRY1AamFhIb777jsAVdmoUnfr6mJiYjB27Fh8+OGHKCoqwvbt22tklHju09SpU/3u05QpU7BkyRIAwPLlyxlIbeI8a2sqJTq9vTYZmSLTCQF10847deokVFtRVDg+Y0BdEyiNRiPcidrhcCgOWPbv31+4Lp0UfBPJmnI4HNBoNMLHS7ASLtWpLe1QF/w1OJNuhixZsgQ5OTkoLCz0GYDxzBi7++67YTAYhOqdSs3ggP81NAtUw1JazmQyYcKECQHLekhZz1lZWTUC3MGCXNK55Vnn2d+UcKmuqtQALT8/X84Y9PWZ9enTB9OnT8fatWuRnJwsHHh2u92Kz0kp+KgmG/vSpUteJQR8Bav79u2Le+65R85+HDhwIJYtWxb0NaTp3TabTVVdVUB5jViz2Yz09HTs3bs36GtkZmYCgKpGSNLNoJKSEnm/XC6X3OxMo9HI+xUTEwOj0YiSkhJFzcl69+6NlJQUXLlyBSUlJX4D9Z7v3bMJltSsTkkzO71er/om3YYNG4LWLB4yZAhcLhecTieGDh2K9u3bo7Cw0Ofx1b9/f0yZMgXnzp2TS3UAUFTvVSLdcFVyvPz444/C9crDfSOMiIiI6gYDqSHmWbdRSb280tJSnDt3DgaDAW3btlU81dHzwuimm27yu5zFYkFGRgY2bdqE48eP49SpU4iLi5Of9wxgBNqO9PyHH34ov75nINXhcMh1yLp06SJ3cPWlb9++cm1EpRd41HhJ2SaiAQKRize1GZmtWrXC6tWrFU0jzsvLw7hx41RNVxapRakmiBaOz1hNsFrKNhINcNvtdsUBy8TEREXb9qSm6YhU0mTZsmVCx4vb7Q7puISDFKi/ePEi5syZg4yMDEyYMCFgpqjJZEJpaSni4+MVBavj4+Nx9erVGudXsBqWFosFJpNJcVf1xMREpKWl1Qhy+QumxMTEyMeLaJ3nyspKjBw5Et988w0MBoPPz+y7775DcXExhg8fLpyRCKgrm6ImGzsqKgqTJ0/G1q1bg5YQyMnJAQDFtW6l5oKiJU2kuqqidZuVfrekpKQAqPp+7devn9fNZH/69esHl8sFjUYjBwbLy8uh0WjkAKVUMzo1NRW9evXCuXPn5AD74sWLMWHChKB1eBcvXozbb78dhw8fVjS1Py8vDz169JD/hlXazM7tdqv6nXfmzBlFDcA6deqE5ORkOBwOdOnSJWAJmOXLlyMjIwNZWVlydmlBQQHWrFkTNHt99OjR6Nq1q/z7RelnFo4blERERFT/GEgNsc2bN8uP09PTAy47ffp0FBUVyX9U6XQ69OzZE+PHj8fUqVMD3rXOz88HALRo0QKdO3cO+DqpqalyfcCCggKvQKq0HWm5QNLS0uTHBQUFXs8dPXpU/gM82HaMRiOSk5Nx4MABFBYWylOzqOnSaDSKL0T79+8vXB9VbUam0+nEtddeKweHgl2IORwOmEwm4WyuiooKOBwORbUo1XI6nULBEc+MHiXUBKvtdnuNpmHBsv+ksg4ffPCBXC8vUMBy4cKFmD59uupgpdLMLKDqOLvmmmsUHS+jRo2Ss79COS51Sa/Xy414PLNTqwfqg2WKSse90+nEggULMHny5IBd6+Pj45Gbm4spU6YIZ/+ZTCZVWc+DBw9GbGxs0GDK2bNnVZX0kDJOT506hT59+gR8ncTERJw9exbdunVDQkKCoiCfdDNTTfBRNBtbaoT0448/CjUcWrZsGYYPH66o1u1dd90l/B0ujb1I3Wa3240jR44oqvV75MgRJCUlQafTITk5WdHnlZycDJ1Oh8rKSnTp0kU+N1avXu1z7Lt164akpCS5oZfVasXs2bMxatQoTJs2rcZ3UmFhIWbPng2z2QyTyYT+/fsrCm6PGDFCHvvqAk1DdzqdqjKYldZU9Zy5oORmiGeNc2mGhJLsdc9yPkpvCIwYMUL4930k3ggjIiKi4BhIDaE9e/Zg/fr1AKruog8ePDjg8tX/8HI6ndi7dy/27t2Ld999FwsWLMB1111XYz3pD0AAQYOoALwCpydPnvR6zvP/gbJIq79WbbYjbevAgQNwuVw4ffo0unXrFnQdapykTEaRAIFonTG1GZmVlZVISUnBiRMnAl6ISQEFqVmHSGBMeg9KalEGotVq5SCXr89FCtQqDY6I1u9UE6w2GAzyhbvI1FuTyQSj0agoYBkTEyPX9RMdE+l9KcnMAiDX5CssLAzaudyzTEMox6W2NBqNHJCyWq1eNQkByIHk6gHhQJmiUkBYGsd3331XHkeHwyG/hk6nw+7du/H5558jJiZGbuYmmi1ptVqFgpxWqxXdunULmP0mBVOysrJgtVqFx8VqtSImJgadO3dW1Ahq0KBBcLvdWLhwIe6+++6gQb7c3Fzcf//9qoKPWq0WdrtdKEve7XYLNRxKT0/HwYMHUVRUhNGjR8tBQV81L0tKSlQF7KT3fuTIEcV1m1NSUrBp0yZcvnxZ0XdLcnIy3G43DAaDoinker0eLpcLer0eDodDrl9anefY33LLLfJNjAEDBuDzzz/HyZMn0b59e6+bOFarFSdPnkRFRQVuueUWuFwur3ITgd57XFyc/F6qC/S7RcquFSnRIZW0UPKdL81CsFgsQmVjUlJSapz3gb6TpNdp3ry54prdcXFxSE9PbzA3woiIiEg9BlJD5OrVq5g5c6b8R9Kf//xnGAyGGstptVrccsstGDt2LPr06YPExESYTCYUFRVhy5YtePPNN3HgwAEcP34cd9xxB9avX48uXbrUeC2JklpLzZo1kx+Xlpaq3pbndjzXq+0+Vd8WNS3V6ysGCxAsWrQI48ePF64zpibzT3R6txR0q21gzF8tyuo0Gg30er3c8KN6tqTD4fC60BZ9LyLUBKulWoAiU28tFgtcLpc8xTlYppHUdEVkGrG/9x4scC99xqJlGmo7LsGC6GpJU4zz8/P9ZoumpaXBZrMJB+qlwLRU6zbYOEpTop1Op9DrOJ1OVVmZ58+fl7fvL0vaszu8aJZ8VFQUXC4Xjh49qjhok5KSAr1er+gGQkVFhdw8SDRbUAoMfvXVV4pqWNrtduGyHlarFd27d5fP+/nz5/usDyvVVK2oqEBUVJTXzIVA2evSzAWRGrFSAE7aTrBjUsostlgsQlPIpePlwIEDijN409PTYbVakZaWhi5duuDw4cN+vytnzpwpj6NouQlphoDS3y1S0L1bt26Kzslu3brJyyv5zl+0aBEcDoeqGudKf49KpGNM5DPr0aNHRN8IIyIiorrBQGoIuFwuTJ8+Xe4KPW7cOEycONHnshMnTsSkSZNq/DwuLg4TJ07EnXfeiQcffBDLly/HhQsX8MQTT8iNmSSeF4W+grXVGY1G+XH1LCrPbXku54vUNbf6erXdJ9GLXGpcfNVXDBYgUFNnTG1GpsvlEp7eHcqApUSr1cJoNOLgwYMBa+VJ9Tt9vRebzQa73Q6DwQCj0Vjjvfh7XX9BOzXBap1OJzz1tno3Zn+ZRlLmp9vtxooVKxTVLl2xYgXuvPNO2O32oO/BF6fTiYqKCqEyDaLHGCAWRFdDo9HAaDQGzMqUGjQNHz4cFRUVXsf99u3bERMTg+joaJSVlaGkpAQDBgzwqilrMBjQpUsXReMoTaGWmnopyf6TgpvVS8cEKx9hsViwadMmRRlzUikA0YClNE4iQZu0tDSYzWb5xmuwRlsGgwEul0txYzYpWK3VanHw4EE5w3Tbtm1IS0uTxzI/P18+9zt16oRu3brh8uXLit6HpKKiAmPGjPGbkQnAq6aqdJwnJCSgf//+MBgMfsfFbrd7zVwQDcB16NBBHsdgNXilQKrIFHKpqZNnBm+gY3LHjh1IS0uDVquF0+kMmsWakZGBX/ziF6qac2k0GqHfLRqNBmVlZWjZsqWic1Kn0+HKlSsYNWqUokzsnJwcmM3mGkkAwVitVuFGUNIsFDVNKUP9+56IiIjqFwOpdcztduO3v/0tPv/8cwBVQZg333zT7/LBslaMRiP+85//YPv27SgqKsLatWtx8uRJr+nynheFSi72PWsQVp/m57mt6rUKq/O8k179wrQ2+8T6qE2bmvqKauqM1SbAKTK9W3pPtQ1YBiIFuQJ1If/kk0+QkZGBYcOG+X0tl8sFu90etHO80qBd9WC1v+BA9VIIIlNvu3btKpT56XA4YLfbcfDgQRQWFioK1PsrHaE081NNmQaRY0xNEF2UyWRSPMU1MTERKSkpchZkSkqKPLXWc6q2VEdXOhadTieKiooU1aMsLi5GXFyccAOZ5ORkOciptHmUNEtEScMZKVvSZDIJTW8G1DWC6tSpE06cOAEgcJAvNjYWer0eWq3WK1jtjxSs1uv1chanZyBZuoFhMpmQlZUlf15SYFBNw6HTp08L1VS9ePEi8vLyMGHCBBQUFPgclwEDBiA1NRWLFy/GyJEjodeL/dlrtVq9AqnBREVFqZpCrtFoUFRUJDS9PSoqyqsOrb/v1127diE1NVV1R3m9Xq/4d4vNZkN0dDQOHDiAvLy8oOfkiBEjkJ6ervi7RRp7NTXODQaD8M2NkpISodeRAraiN8KIiIioYWEgtQ653W78/ve/x8KFCwEA1113Hf773/8KTzmuLioqCnfccQdmz54NoCqDwTPD1XNafFlZWdDteS5T/Q9rkW15Pu+5Xm33qfq2qOlRU19RDTWZf762oeZ1lQQsldLr9Th48KDixhvJyclygE40ACe6jhSszsjIQFRUFGw2m3xBbTQaUV5ejlatWsnBaqkhiBJSQxBAeeanVIMXgKKMMWk56Xu8tpmfotNLgcDHWF0F0YNR06BJpBSA9NklJSVh48aNAaeQFxcXY8iQIXIgT7SBDAAMGTIE7du3DxoYPXfuHCorK5GTk6O4A73UITw1NVVRwDI1NVU+fkVUVlbK2b7B9OvXT65devbsWUXB6qKiIrmxkd1ux69+9Su5o7zdbvfqKJ+WloYbb7wRubm58riIBq2+/vprRe9bqqlqsVhw2223BTz2pSzpMWPGyIFkERaLBS1btlS0rFSe5OLFi0KvYbVaYTAY0Lp1a+Tk5CgO1pvNZuzYscMr+OpwOOTzRafTycHXPXv2YMSIEUL7ZTKZoNPphH+36PV67NixQ9E5KU2HF62nq6Y+rsPhEK6nrCZgC4jfbCUiIqKGhYHUOvT4449j7ty5AIBrrrkGy5cvR0xMTJ1sW7r4A1AjoGQymdCuXTucO3cOp0+fDrotz0ZQno2nqv//5MmT6NWrl9/tnDp1SvF2gpG2pdFo0KlTp6DLU+MW6kZInsJxwRPqjEGdTiccfHQ4HMIBOACq1gGAc+fO+X3vrVq1AvC/RmNqplK6XC5FmZ9ut7tGtlyw6bpSIDYcmZ+iDAaDUKCja9euQWcbVKfX61U1aIqKikJeXp7iUgAA5EY1R44cweLFi2vUyezbt688Td/X8RIs+08K8iUnJytqHjV8+HA4nU7FWdJxcXFITU2FXq9X3O392LFj6NKli3AWpxRMUppdqtVqYbPZkJycHLTeaVFREW6++WbYbDZUVlZi6tSpctbkqlWr/HaUnzp1qnwzQWkJgf79+8PhcCjO+vQ8vjwzMv3xzGR0uVzCNWKTk5OxadOmoMtLjemioqIUvQ+JxWKBVqtV3B0+JycHRqNRDnA/+OCDKCws9Bl87d+/Px588EEsWrRIOLgtNZXz/N0SqOSAlI0sek5arVbFN3c8m0151scNpH///tBqtXJ2vNK/K2w2m6qAbfXv13D9LiAiIqLwYSC1jsyaNQtz5swBAPTo0QMrV65E69at62z7nhl3vrLY0tLScO7cOVy5cgWnT59G586d/W6roKDAa73q2/G1nC/5+fl+t9O1a1cYjUbYbLag27HZbDh27BgAIDExUfgihBqfcNUVrS4UFzyhzhhUG3yUAoIimUYAhIN2Wq1W8XuXsqlEeGaLegqU+akmoGCz2cKS+SlKNIiekpIi/BoajUZVg6bS0lKhUgBA1e+Vzz//HBkZGZgwYYLfKcGjRo1CamoqLl26JLRfVqsVRqMRP/30k6J9S0hIQHp6unDDGQDYuHGj4m7vXbp0URW0OXr0qOLs0oSEBGg0GthsNtx8880oKCjwGayWpsNL363SDQkldYtvueUW+Xe/khICGRkZ6NKli3CTSSmYJprJWFlZKVQjtrKyEh07dhS6qadmHAHg8OHDihqaSUHhS5cu4Z577sGWLVv8jsvy5cuRkZGByZMnw2azoX///li+fLmi9y6VbxApOWCz2VR9V3jW3A9GOoeVBEV79+4tN7PT6XRCf1e4XC5oNBqhgK1Go2HglIiIqAlgILUOPP7443IQNT09HStXrkSbNm3q9DX2798vP/YVJB04cCA2b94MANi8ebPf5lZWqxW7du0CUBW0rJ5JKtVqk7Yza9Ysv/skvZ70+p70ej369u2LLVu24NixYzh16lSN15J8++238h/e1bdDTVddTLuPBGqn3Ssl1ZkUIQUh1EyhFw3aFRQUCAVe1UylFDkGNBqNqmCKmsCz2gZVStU2g1cpX1m8wZjNZnz//feKlpVKAUiPlUwJlhoeiR4vFosFGo1GcQBu+/btSE1NRXFxsfyzQFl5UoadwWCQx0VJt3epdqzo1OPY2Fjs3LkzaHZpv379oNVq4XA44HK5UFFRgdTUVJ9lMAB41a7V6/XCmZ/SzYehQ4ciISHBb2kH6QaN6DhGR0erypKu3tDMn4yMDCQlJQGoqvOuNPim0WjgdDqFvl+kJnvVp+n7C1ju2LEDPXr0QPPmzb2Cr/7s2rULCQkJ6Natm1B9XOn7RaTkgNRsS4TU1Ekpi8WCsrIy6HQ6RQ2tbDYbbDabV9moNm3aYNKkSTVKzVQvRaV0dowUsFVTuoWIiIgaHgZSa+mJJ57Au+++C+B/QdS2bdvW6WucO3cOn376KYCqC+fBgwfXWCY7OxsvvvgiAGD+/Pl+A6lLly6VM76ys7NrPJ+YmIhevXphz5492LJlC44cOYKuXbvWWK6kpES+Q9++fXsMGDDA5z5t2bIFADBv3jw8/fTTPvdp/vz5XusQSRpDnTE10+5FAnBut1tV8FG0sY2UoSMatPPMXA9Eeu+i3c4tFotQBpQUHEpMTFR0cZyQkAAANaa4BqJmHNXQ6/W4cuWK0DpWqxUtWrQQmt7vcDhUjYvSLE4pyKXX64WmBJeXl6vK/hMNwFVUVKB9+/a4fPly0CCXdMOnenA/WPkI6eZGUlKS4iBfRUUFcnNzkZOTg8LCQr+lEBISEpCbmytPz5dKVBQUFGDHjh2IiYlBdHQ0ysrKUFJSgv79+8slKoCqm1oimZ9SR/nTp0+jQ4cOfoNWpaWlsNvtuHz5Mjp27Cg0jmpqkUoNmpxOp6IAnNvthslkQkVFBZxOp6KbejqdDqWlpULfL9Kxb7fbFTc0s1qtMJvNir+TpJsVx44dU5TB/PPPP8vlJkRKDuj1+hrnZKAbD9J3hdLatdIMAbfbjQULFmDy5Mlo166d3+PL4XBg4cKFmDJlCgDv0jSBmh9KswocDgfMZrOi40Wv1zeov02IiIhIPQZSa+GPf/wj3nnnHQBVU9tXrlyJdu3aKV7/+PHjOH/+PDIyMvwuc+HCBeTk5KC0tBQAMH78eJ+B2vT0dIwcORJffPEFtm/fjnnz5mHatGley5w6dQrPPfccgKo7+jNmzPD5mo899himTJkCl8uFRx99FMuWLYPRaJSfd7vdmDVrljwV75FHHvH5R/Ddd9+NV155BWfPnsVbb72F7Oxs9OzZ02uZ9evXY+nSpQCAnj17Iisry+9nQU1bQ5wuF46MQZfLpSqYJNqNWApoi7BarYqn7Hp2ohadSilC+rw+++wzjBgxImhAIS8vD+PGjVMVfBPN/FRDbTMUUW63GwMGDJBv6gWSmZkpZz4qJQWmREjriGRxStmYoq/Trl07jB8/XlGQSyQwJJFqK86bNw/33HMPEhMT/dbhjY+PR15eHgYNGoSLFy9izpw5QUshVFRUwGq1olmzZl5d2KUMyqtXr8rBJM8SFdLnJXrsR0VFoWPHjti8eTN2794NrVaLtLQ0OWCbn58Pl8uF3r174+abbxbOErfZbMJlgKTj69ixY3L5iIkTJ8pN8YxGIzQajVf5CKnkhNKbelLwdcGCBcjJyQn6/bJo0SLce++9KC8vFwpYSs3JRMclLi4O27dvV5TBrNPpoNPpcODAAcXZyOnp6QCqxigvLy/ojQfpO7xv376KvvOlGQIWiwVGoxHvvvsuMjIykJGRAZ1OJzfIcrlcyM/Px65duxATEwOLxQKHw+E1q8DfzY3qswqkGQkdOnTwm8VqNBr9zpDRarXQaDRwu90N8u8YIiIiqomBVJWeffZZvP322wCAtm3b4qWXXsK5c+dw7tw5v+vExMR4NVI6efIkbrvtNlx33XUYOXIkrrvuOjnT4ty5c9i6dSvmz5+PCxcuAKiqO/r3v//d7/aff/557Ny5E5cuXcJjjz2Gffv2ITs7G82aNcPu3bvx6quvyvv3zDPP+G3qNHbsWIwaNQpr1qzB5s2bMWLECPzmN79BcnIyTp8+jTlz5mDjxo0AgBtvvBHTp0/3uZ3o6Gi89NJLmDZtGqxWK0aPHo1HH30UgwYNgsPhwLp16/DWW2/JGXWvvvqqcFCEKJKpnXbvq+ZnIE6nUziYJBq0MhgMPuszByI6ZdPhcMBqtSIhIUFRNld8fLyczSUypdLpdOLaa6+VA1CB6leOHj1adfBNdBxFqQ2iq5l+WllZibS0NMVd6EU/L7PZDL1e7E8S6b2INJCRsmtFWCwWDB8+HF9//XXQINc999wjN+kRzeC9dOkSLl68iHfeeUc+LqWAmdlshlarxe7du7FmzRq0bNlSPoeVlEKQPi+tVouDBw/ixx9/xODBgwMGuaTatWqOfal+q7/XycrKkl+ne/fu6Nixo1AWp5pj32KxwOVyYdu2bQAg/70hBVL1ej10Op38823btvmsKRwoGCbtl9FoVPT9EhMTA6PRCK1Wq6gMitTQLD09XfhmmNVqhVarRZ8+fYJmMBcXF8s1dUXr0FZUVCApKQkzZ87E4cOH/d54mDlzJpxOJ6xWK5KTk4VmCHje2Al27GdmZsrZwmpmFUhlhlq2bCkfH1qtFgaDAUajEXq9vkYQVaPRyMeTrwxmqSEbERERNUwMpKrkGbA4f/68oinpkyZNkoOvnvbt24d9+/YFXHfo0KF4++23A5YNSE5OxpIlSzBlyhScOXMGc+fOxdy5c72W0Wq1mDVrFmbOnBnw9d577z3ce++9yMvLw549e3DffffVWKZPnz746KOPvLJVq8vOzsZrr72GJ554AleuXMHf/va3Gsu0bNkSs2fPRp8+fQLuE1FDo3bavegFlmgwSU1DFOk8Fw3aedaWDMZsNqO0tBRLly5VnM01fvx4NG/eXPFrAP/7vE6cOBHwIlz6vOx2e1jGUZTD4YDRaBTuXq0mkCo1gBs+fHjAbEmpSZGaIJf0WLSsg8vlEqphaTQahV9HaXOqxMREpKWlweVyCWXwAhAKjEpZeZ7vI1D5AM+mRvv375enkPsKpvXp0wfTp09HXl4eUlJSVAWegarGYUqmqq9duxZdunTBsmXLFGeJ33nnndBoNEKfsdQ0TWQKva/M8mAZhp43trZs2YLt27ejb9++aN68OUpLS/HNN9/IDUQHDhwIh8MBvV4v3NBMzXdSVFQUvvzyS+j1er8ZzMXFxRgyZAicTifsdrtwCRipmWGwGw8ZGRkYOHAgKisrsW/fPkUlB6QZAhUVFV43dvwd+9KNHZvNBqfTqXpWQfWMZKPR6LfMkPT8wYMH/X5PSqUzmKFKRETUMDGQWo9uuOEGvPfee9i9ezf27t2LM2fO4OLFiygvL0ezZs0QFxeHPn364K677lLchKlPnz7Yvn073nvvPaxevRrHjh1DZWUlOnTogMGDB+P+++9Hr169gm4nKioKixcvxooVK/DRRx/h+++/x4ULFxATE4P09HTcdddduPvuuxVlqE2bNg0DBw7EnDlz8OWXX+LMmTPQarWIj4/HiBEjMH36dL/ZsUQNmdqMQdEMMCnIpTSY5Ha7hbNYpQt/kXU0Gg06dOig+L0bDAZYLBav6cqBsrmkLB/RgKXo5xWucVTD5XIJNUOpzYW7lB2ZkpLis0mRFFhwu93CpQCkMVSzjkajgUajCdhARlpGCn4pDT5L3culLMZgpFqU1TN4/dVjlAI9drsdJpNJKDAq2lFcq9XCarVi5MiR+Oabb2AwGHwG07777jsUFxdjxIgR8viqCXCPHDlS0VT14cOHw+l0okePHorO+5EjR8rZ/qmpqYqO/ZSUFFRWVqKyslJoCn1lZSWioqKEMgylGzWDBw9GQkIC4uPj5dIKFosFQ4YMwcmTJ1FYWCjfqFEzTV+0brGUwT106FAcOnQIS5cuRUJCghzgLSwsRP/+/b1uOoh+h9lsNjRv3hz5+fmKmmB17twZqamp6Ny5s6KxHzFiBBwOBwwGA06dOoWsrKyAN3ZSUlJw+vRpdOzYsUYjqWD8zSrQ6/Xyd0n1WtPSjRqpdEZ1Z8+e9SqdwXIAREREDZOmpKSEc0uIiELEYDDgyJEjioKP48aNq1W3d5GLfY1GA5PJ5PeCT+J5wQdAaB2n0yn83vV6PT744APFjUruvfdeoWZTnjw/L5fLBZfLBa1WC61WW+PzMhqNOHz4sOL3InWLDjWNRiOXUDhy5EjAZihS4xxfF+6ewQGlGauB1pH2a+3atUGDXMOHD5cDNrVdJ1ADmaysLFRUVMBkMsFqtWLLli1BX2fo0KFwOp14/fXXFX0mAPDoo49Cr9fD7XbDaDTiwoULiI6O9hngbdOmjXxzQ6fToaCgQFGd0AkTJqBTp05wOBzYtm1b0PeRmZkJvV4PrVaLwsJCxMbG4sSJE/jmm298ZmQmJibi7NmziIuLg9lsRkFBgeJjXyoHcOTIEUXvJTs7G8nJyTAYDNiwYUPQwPMtt9wCh8MBh8OB1atXY8KECUGz/xYvXozRo0fDYrEo/oyzs7ORkpICl8sFg8EglGGo1+thMBiQn5+P7du311hnwIABSEtLg91uh9vtRllZGWbPnh10nyQzZsxAmzZtsH//fkWB9Ntvvx09evRAeXm5fG4CVdP9pQCv2WyWg6dutxtarRZutxuvvfaa4v167LHHYDabMXfuXEWBYek7/OrVq/JxHGjspfrLMTExmDt3LiorKzFq1CgkJCR4BavNZjMKCwuxZs0amM1m+feE6HksZaQq/cxq8/ue5QCIiIgaDmakElHYNaVsCzXT7tVS2hBFWlY0ixWA8Dqi712n03llJQbKyvPMSlRLqstps9m8Lo6r1111u93o2rWrouy35OTksF3wSuNoMpkCNkMxmUxe4wj8L5guTXn2fP8A/GZLSQIFXEVLAXgeXyLrSEE+pQ1kunfvLk/xVTKVWDSLDajKZGvevLk8Jfj8+fNYuXKlz/fSunVr+XvQaDSiS5cuiusDX716FUuWLBEqg9G6dWt07txZbgJVnWdG5qBBg2AymeByudCtWzdF53HXrl3lUgEiU9XT09Nhs9kUdUe32Wxyjcpjx45h9uzZGDVqFKZNm+YzmDZ79myUlJRAr9ermkLvdruFMgyBqhto/m4InD17Fp9++ql8Q0AqhSHCbDarykbX6XQwGo1BA7ye55dn1muwG1tSNrJodu2BAwfk8/Gbb77x+rtACu5Lx/GUKVNQWVkpv8aHH37ot5mZxGq1Cr8XaVaBSFBcbR1WlgMgIiJqWBhIJaKwaKrZFmoDlrWl5GJLaqKRnJyM7t27+xyX6sE00XVE33uomxpJRC6OHQ4HdDodPvnkE0U1HFesWIE777xTdWaxKGnKfevWreUp7FKgyWQy+cxEFQmoSGUd1O6XklIAatfRaDRCgYuUlBQ4HA4kJSVh48aNAbuXFxcX4+abbxbOeJb2U3SKr0iAt7S0VFUZDJfLhWPHjiluapSamgq9Xo///ve/GDlyJBISEvweL/Hx8Vi+fDnuuusu4WBaZWUltm3bhn79+qFdu3Y+bwiUlpbC4XDgiy++wJ133im/9tmzZ4MG06Qgn5op9EVFRYqmqUud3nU6naKp7VJN3ZSUFBgMBlWlQ8xms6Lgs16vl5dXGuCVfi/369cPeXl56NOnT8DmZFIZjPLy8qDvwZPVakXz5s2Rm5uL0aNHY+rUqTUC4idPnkRubq78e6Z6oy2Xy4UDBw74fQ0pEz0zMxNr1qwJ+l6kcjYajUYoKK7m+JKCqLUtB0BEREThw0AqEYVcU8+2UBOwDBeRLFY164i+d7WZjCJEL46l93bw4EEUFhYqClr5alITSp6fv16vl2vH+goCSnX8RIIDao/N6vvVvHlzv/sluo4UHBINXEglCTIzM3HkyBG/3cu7du0KADVqlwYSGxsrZ3EePHhQKAAnEuAdOnQo3G63vF/BmlN5NptS2oVdyhS12+01jn0p4G02m6HVarF79258/vnnqKiogN1urzFWgbL/gKpgWvfu3fHuu+8iIyMDGRkZ0Ol0MJlMcumN/Px87Nq1C6NHj/ZZszlQMG3gwIFwuVzCQfGKigr8+OOPipaVMgw1Go1wTV0AQvVuPWt0Ks1GN5lMQgHetLQ0XLx4EUlJSZg5cyYOHz7stznXzJkz5eZUos3JzGYz4uLicM899+DEiROYN2+ez9e45557cP78eblmtehr2O12pKamIikpKeh7kW4+mc1moc+sW7duQvtVUVGBli1bCn9XhOsmHREREfnGQCoRhVRdNV9o6NQELMNNTdBPyTqi711NJqMI0YtjKaAA/K+j+rZt2wJOJfXXqCQcgtU4FQ2oSDUvQ71fouvodDpcvXpVaHtWqxWtWrVCQUEB1qxZg4yMDL/dy/Py8vDLX/4Sbdu2Rd++fRXV1ezXrx8qKythMplUTfG12WxyMyBfAd7MzEy5DIbZbPYKvgUqg+HZbEo0U9STRqMB8L9gvV6vl2tISjynqpvNZjn7z+VywWazwWg0QqPRyNl/0rndqlUrXHPNNQGDwtVLoIiUDrHb7cIBOJPJpCiA7vl5aTQa4c/Y7XYjISFBcVkH6UaNSDa60WgUDvBaLBa4XC58/fXXAUtBZGRkYODAgXC73cJNsKTAa6AbO56NydQ0QJPqSLvdbkXvZdiwYV6fhRLSZyZyA02qsarmu4KIiIjqDwOpRBRSer2+UWdbqKn32hizbpVS+t7VZDKKEL049hUY8gy+ZWVl1QgMRWo3ZrUZc5FGquEowjNwIQXFA2Vy7t69GyNGjEBiYqKiIFdCQoLcfEbNFF+lGdwajQZ2u12oRqbT6VSVkRkVFYXWrVtj8uTJcrOi6pmPqamp6NWrFxYuXAiNRgOLxYKUlBSMHDlSXkfad6mshLTOF198AYvFgsrKSuESKHa7XXH2utPpFA7AmUwmFBcXK/68rFarXHdZKekmk0i92wkTJiAqKgqAsmx0vV4vHES3Wq2IiorCjz/+qOj3d1xcHHr06AGXy+VV5zqQzMxMAPCqc+zP7t27kZSUhOTkZDidTq9s5ECkafqif4t0795d1WfWr18/bN++PejytakpG87ZDkRERFQTA6lEFFJqmy9EsqZa77W+qMlk9MdoNKq6OJYCQyNGjMCJEyf8TgudPn068vLy5BqGQGQdL2oDKtWbb0UCh8OhKjOtepAzUCbnTz/9hLFjx+Kzzz5TVB83Ly8P48aNw6VLl4Tei2cGs5IMbq1Wi6tXr8JoNCpu0OTZeVwpKatx2rRpAIDi4mKsXr3a57HfrVs3TJ06FSaTCW63G7fffjscDkfQdW6//Xb5xoJIGRCpRMdXX30ll0KonvW6e/dunDlzBkOGDJEDTyJBPummh1IWi8UrO1cJg8EAnU4nVO9WahJXnb9zVGoo5ylYg6aKigpYLBbFpSB27NiB9PR0AEBqaqqiAH9KSgoACP+NUFlZKdzIUDRLXJoNIaKiogLXXHONokCqVG5CNNu/Pmc7EBERURUGUokoZLRaba0ysyJRU6/32tD5CigEIwUUsrOz8eWXXwadfpqdnS2PfaQdL2rff/PmzUO0R+pJU8pFa0uKNMORGqBde+21ioJcUv1ONZmyvgJ2/o4Jt9sNk8mEBQsWYPLkyUEbNC1cuBD33nsv9Hq9cEam2+2GTqdTdOzfcsst8n4rmUYtrSO9T5EyIAaDAQcPHsTevXvRp08f+XVtNpt840Kj0WDPnj3o1KmTXPM2KSlJUQAuMTERGo0GHTt2xJkzZwAE7/QuBTjV1NQVqXdrMpmEbmxIU+4BICYmBqNHj5ZLBEg3isaOHYuTJ0/is88+Q0lJCaKiolT9/jYYDDhz5gyysrICZgqnpKTg/PnzaN68uXApBCkrWmkGs0ajQWVlpdDrqK33GhUVFdJyE/6+K4iIiCh8GEglopCRpriKiORsC9Z7rb36ntruGVBQSpoOfuTIEcXTT6WmM5F2vKh9/5F6HDudTuHp7aKBC6CqFueJEycU1+9UmymrlNRwx2g0KmrQFBMTA6PRCIfDIVTv1eVyQafTKZoSvXv3bsTHxyM9PR06nQ4HDhxQvE6PHj1gs9lqvMdAtFot9u/fj+nTpyvKEpcyDN1uN4YOHYqEhARs3769xjoDBgyQm39VVFTg5ptvxieffKK407tOpxPKepW+Cz3HJVCWtDQuIuekw+GAxWLBjTfeiOHDh6OgoMBnU6cBAwZgxowZWLt2Lcxms1wbWimr1QqdTvmYdWkAAEvoSURBVIfOnTtj69atiI+Px7Rp07wCtmazGYWFhdi6dSsGDRqkKns7KipKfv9t2rTBpEmT4HQ65WxknU6HsrIyeR3RGygAcPXqVcTExAifxw6HQ3GAVzqPQ/ldQURERHWPgVQiChm1NQwjNWjT2Ou9hkokTW232WyqmqG43W6haaEpKSkRebxIARXR919XtWnrmpTRpWR6u16vV9WoRup6Llq/U7ROpCjPOpHBshgHDhwIh8MBnU6HLl26KAo8JyUlyQFZ0endbrdbaJ20tDShmQharRaVlZUYOXIktm7dGjTrdcSIEXKg9vTp0+jYsaMcgPOVxWu323HmzBnExcUhMTFRUdd6qbGTw+FAWlqaos84NTVVnqovOi6i3xVutxvDhw8PeGPn008/lZs6qbnpIjWnstlsGDhwIA4dOoQFCxYgJiZGLiFQUlKCAQMGyMekmnITUlmHjRs3wmAweDUz0+v10Gg0+Omnn+BwODBkyBDVWeKA+Hnscrlgt9uFSlR4ZtUHynqWsuqJiIiofjGQSkQh09iyLeqq3mt9Z2WGU31NbQ/2GYvWSSwvL1dVV7U+6gMHe+9ut1s4Yy5SSVPvjUYjOnTo4DMwVlZWBqPRKAcv1DSqkep3pqSkICUlBVarVQ6OSMEmqTu6RKQLuxoOh8MrG9dfFmP1TvdFRUXIzMwMWu+1uLgYiYmJwtO7pcxA0SnhRqOxRlaqPzqdDg6HA8ePH1eU9RoXF4du3brBZDKhc+fO2Lx5M3bv3u03aNW7d28MGjRILm0g0und7XbDZrMpboIlHZMi4xIXF6foc6rOs6mTv/e+e/duJCYmIiUlRdXvb+mmi2e9W5vNBrvdDoPBAKPRKAcTtVotTCaT8I0NADh+/Dj69OkTMBs5MTERJ06cQEJCgvDrGI1GABAKigP/q1OrpESFVP4oISEB/fv3l4PCvrKe7Xa7XI4hkssfERERNQUMpBJRSKkJWkSi2tZ7jaSszHAJ99R2pZ9xRUWF0MWxw+FQVVdUp9OFrT6wyPFVWVkpnDEXyaQgZ8uWLeW6mFqtVg7a6PV6r2OregDSH88ApNRpPj8/Hzt27IDL5ZIDUFqtFv3790daWpocGKuoqEBubq6iLuy5ubmYMmWK8NhLATuRTFmHw4GkpCRs3LhRbtDkq95rcXGxnMknOv5q1pGyMkWYTCbs3LlT0bI7d+5Ejx494HQ6cfToUXnc/QWfpeBrenq6qqxy6TNISUmRSwp4Bt6lY8TzmBQZFykoLkKj0WDbtm0wm81ByxRs27YNaWlpsNvtQqUgHA6Hz+NYytLU6XReP/dV1iDYa0jlJmJjY+WAeHWe2ciDBg2CVqtVVdZCq9Xi6NGjigLcx44dQ5cuXWpsK9A5Ld2ky8vLw4QJE1BQUOAzKDxgwACkpqZi8eLFGDFiRMSWP/KlKd04JiKipoOBVCIKKTVBi0hUm3qvkdZwKFzCObVd9DO22+2KMsak/VEzxVX0WFZbH1j0vavJmIt01ZsUGY1Gv02Kqgcgt23bViMwmpmZKQcgAcBoNGLt2rV+j2XPKdE2mw0VFRVCXdj9jX2wIIRop3vpvQ8dOhSHDh3C4sWLg7530WNfq9WqOl9EbqJJmciizYN0Op3i4Os333yDHj16qM4q9zz+9Ho9mjdvDrfb7fOmjOi4iJ6Ter0eVqsVdrtdUU3ZRYsWobKyEuXl5UhMTFR00yUhIQFXr15FVFSU0HeSTqdD165dFf2NkJycDL1eD4fD4RUQ90cKiKekpKgqa+F2u7Fx40Zcvnw56HkcExODpKSkgPtTnVQ+4bbbblNUcmHMmDHQ6/UR/53cFG8cExFR08JAKhGFlJqsqUiktt4rgIhrOBQudVUKIRg1ma8OhwNOpxOpqak+M8YA76na1euKBuverabWr5p11Gb9imbMNSRKbkZIAcju3bvLU/U9m+EAkD8rs9mM/Px8RUEbzynRQNUxFKx+KeA99qJBCJFO957vXWnwVXR6t06ng16vVz0lXAl/AclAXC4XHA6H4uCry+WC1Wqtk6xyabp3sNcTGRcR0o3AyZMnK6opm5OTA5vNBrPZjPnz5yvKrF60aBGmTJkCQOx3ntPphMFgUFznWMoU9QyIB/o+3rlzJ9LS0uTsY6XlE+Lj471KVAQ7j9XMKnC5XLBYLEKN2dLT0yO2ZjVQf+V8iIiIwomBVCIKuVBeIIaL2nqvTqcz4hoOhUNtSyGIUJv56hmMMRqNcj1EfxljAwYMwOeffx50WqxUVzQc9YFrk/UrkjHX2Ihc7EtTopXYtm0bUlNTa4x9oC7snmNf2yCE0nNHJPjqcrmEyrNIU69F1hGlphGSXq/HlStXvH4WKABnMplUlfSozbRr0aC4yHabN2/uVSPVn+pZnEajUVFmdUxMjKrfed27d8fBgwexZs2aoK8xevRo+W+IoqIiRWUKzp49i8rKSuj1eqHyCQ6Ho8bnHug8BtSNv2hjtvT0dKHth1O4y/kQERHVFwZSiSgsQnWBGE5q6r3WRVZmQ6wxVptSCKLq4jMO1uRGqivapUsXxd279Xp9yOsD11XWr5KMucZC5GJ/+PDhqhqNmUwm4bGvryBEsO8Uu90uXJ5Fq9UKrSP6PtTc2NLr9XLwVUkArrKyUlWJgroKDNXld71UJkBNTVnpOA6Wkanmd962bduQkpKCrVu3Ksrelr7DKioq0Lp1a+Tk5CguU6DT6YTLWqiZhSIy/mpuOFqt1ohtNhXOcj5ERET1iYFUIgq7SLwAUEK03qvUqVhNVqbb7W7QNcbUZIypCUKEM/NVtHt3qOsDh/O9NyYiF/u9evWCVqsV2r7UgV507CM1CCFankW6ifLll19i9OjRQevwfvbZZ7jllluEj0vRG1tS8DUlJQUjRowIGoBbu3ZtjZIegUgd5YPdlKkP0u8R0e8KvV7vdRz7y8hU+zvPV/mEQFmf0n5FR0cLlSmQ6oqGuqyF6KyCcN5wDIdwlfMhIiKqbwykEhEppDagIKKiogLNmjWTgyoNucaYyWQKeRAiXBeiaoNcoawP3NguwsNF5GJ///796Nevn9D2zWazXI9TZOwjOQghEoDS6XSorKzE0KFDsWXLFsTHx2PatGk11iksLMSWLVvkLvRRUVFC+1T9RoW/afpSkM/hcECv1yM7Oxtffvll0ADc2LFjAVR1cF+xYkXQ/enXr58cEI/E72XRMgVWqxXNmzcP6e88teUTWrdujcOHD6uqKyoyO0bNLBQRamuvR+JNVN7YIyKipoSBVCIiASIBBa1WK3yRZLFYoNfrG3yNMY1Gg8rKSvTt2xcrV64MurwUhBDN/gvXhajaIFco6wM3povwcBG92N+5cyeGDh0qdEPAYrHIQRuR74pID0IoDUC53W40a9YMBQUF2Lx5M4Cqzz0tLQ3R0dEoKytDfn6+vN+tW7dGSkqKqiCUFOTLyMhAVFQUbDabPE3faDSivLwcrVq1km86SfVnlQTgkpKSkJKSgoSEBMVd6yOV0+lUNUPA6XSG9HeemvIJ0ndYXdQVDXbuhHpWgdra65FYEok39oiIqCkRu2IlIiI5oCAFMqKjo+VAiNTECPC+SFJCukhSmvl46NAh6PWReT9M+gwSExPRu3fvgMt6BiFqUytRCekzFgk+1SbIBSg/XkSF4703NqIX+y6XS240pkRmZqbX/5WOvdoghEajEVqnrrhcLjnI5us5vV7vVY/T5XLhwIED+Pbbb3HgwAGv9Xbu3FnrLM5z587ho48+wltvvYUPPvgAb731Fj766COcO3fOazm32y10QwQA1q5di8zMTGRnZ9c412JjY5GdnY3MzEzk5eXBZDKpqnUcalItUJHvCpPJJI9JqH7nabVauXyC0v2SblSoqSsqyjNYP27cOJ/jP27cOAwbNkzVrALgf1mvSqitpR0OvLFHRERNSWRegRMRNRDBLv5FpwaKXuhHao0x6YL6s88+w4gRIxAXF4edO3fWmBbar18/JCQkIC8vD3feeaeqTJtQT7+sy0ybug5ihvq9NzaiF/tSoFJpVmJ8fLzfwECgsW9oQYhADfDClV0r2pzLbrcLB+AqKipwww03KOpaP3LkSGg0moi9UeFyuYRryvrbTiAi30mZmZlwu93C+xXOzMdQzioAQp/1Gi6NKbuWiIgoGAZSiYhCSOQiKSUlRdWFfqTWGHM6nbj22msVBSFGjx6tOsgX6gvRSA5yNZaL8HARvdhPT09HZWUlcnNzkZOTE/SGQG5uLqZMmSJ8TjaEIIRGo1HUAE+j0aC8vFxo2xUVFcI1UkXrFnfr1g1lZWVCr2G1WpGUlIRrrrkmYEf53r17y3VYI5XdbheqKav2u0LNd5LI8na7vc6+j/V6vXxDINDYidRVFSVaez2SMzh5Y4+IiJoKBlKJiEJI5CLJ4XA0qhpj0gX1iRMnAgYhanvhHuoL0UgOcjWmi/BwEbnY7927N6xWKy5evKjohoAUYFRzTkZyEEKr1cr1RYM1wNNoNMKBLpPJJFymQLRucUpKiqoAnE6nw5AhQwIG0bt27Qq9Xh/R2XWiNWXVfleo+U4SWb6238cajUY+3qxWK6xWKywWi3xsBMsuDcVNy1BnvYYLb+wREVFTwUAqEVGIKb1IUhOAiOQaY+EM8oX6QjSSg1yN5SI8XEQu9uPi4uTGURUVFQFvCEj8nZOBpsOL7lc4gxBqptBL9TiVBrpMJpNQNqea8gFWq1V1AM5oNKJDhw6YNGlSjeBjWVkZjEZjgzrHzp075zcg3qpVq1pvX/Q7SXR5td/HOp0ORqMRBQUFft9/amoqbDZb2LMlQ5n1Gi68sUdERE0FA6lERGGg5CJJmkIeiZmPaoUzyBfKC9FIDXJJGsNFeLiIXOxXVlbWOCfdbrffAJ6v7Dcl0+FF98tfECJYsFYN0Sn0Xbt2hcvlQt++fbFy5cqg2+/Xr5/c1EsptXWLTSaTcABO+g5r2bIldDodNBoNtFotDAYDjEYj9Hp9gwiiigbEa/ueRL+TRJZX830svf+1a9cGff9ZWVmoqKiotzGNxFI9SvHGHhERNQUMpBIRhVmgi6RIznxUqz6CfHV9IdqQMm0a8kV4uIhc7Ks9J0Wmw0tjpiYIIRKsVUN0Cn337t0BAF26dFHUoCspKQk6nU6oaZ7ausXV64T6U/2GSPXvMKPR2OBuVIgGxJOTk+uskaHod1Kw5dV8H5vNZhQUFCh+/9L5R+J4Y4+IiBo7BlKJiCJIpGc+1lZDDvIx06ZxUXqxX5vsNzXZfyJBCDXBWhFqptBLU+GLioqQmZkZtEFXcXEx4uLihParNnUya3tDpKF+h6kJiNdVIDUUmdKi38cajcbr/ftrtgX8r6Yu1V5DPV+IiIgCYSCViCiCVM+02bZtG1wul3yxp9VqkZmZGRGZj00RM20ap0AX+2qy3wwGQ51k/wXar3BM1VY7hV6v1yMpKQkbN26EXq/326CruLgYQ4YMUXVDSG2mcFO8IaI2IK7ValUHwkKdKQ0o/z6WGoEVFRXBbDajT58+6N27d41j8rvvvsO3334rv3+9Xi9Uu5eIiIiaBgZSiYgijHSh3717d6SkpKjqLEyhx0ybpkM0+BaO7L9wTNVWO4Xe7XZDo9EgMzMTR44cweLFi2vcEOrbty+6du0KjUYjtH1JbbL3m9oNEbUB8ejoaFWvF+pMaV8CbUen0+Hq1ato3bo1cnJycOLECXz88cc19qtv376YPn06Fi1aBKvVipYtWzKQSkRERDUwkEpEFGHq4yKUiAJTGnwLV/ZfOIK1aqfQO51OFBQUYM2aNcjIyMCECRN8ZqTm5eVh9OjRqoO8dVG3uCl8h9YmIC4q3E2tlHC73bBYLJg8eTK2bt3qd79WrlyJ3r17IycnB3q9vk72KxRlDYiIiKh+MZBKRBRBIvEilIi8BZtyH+rsv3BO1VYzhV4K8lZUVGDLli3Ytm0b0tLSEB0djbKyMuTn58v7UZt6nHUxTV+v18uBrsaafVibmrLVBQsM1kWmdF0HHx0OB8xmMw4cOBB0v3bv3o34+Hikp6errkFe27IGjSn42pjeCxERkYSBVCKiCFKfnZWJQqmpXFCHI/svnFO1RafQ22w22O32gPUos7KyatSjrE09TolWq4XBYIBWqw24nEajgclkgkajaTKlU9TWlAXEAoNqM6VDWVNVOq527NihaPkdO3YgPT1ddYM2NTNKwlFTNlwa03shIiLyhYFUIqIIUp+dlSNVUwnANUZN8YK6LrP//AnnVG2ppMHw4cORmJjoNziUmpoKm80mB3lF6lGqDfKqCVrpdDoYjUbk5+dj+/btNdYZMGAA0tLSYLPZvIKJDZ3amrIinzEAVZnSer1evokYinI24crgVjujpDGV82lM74WIiMgfTUlJSeO6giEiaqCki7bXX39d8TqPPvponWRyRZqmGIBrbJryBbXBYMCRI0cUZf+NGzdOVWa52WzGvHnzFAdrp02bpqqZkpS9uXHjRuj1emRkZPisd+p0OjFkyBDY7Xa4XC44nU6/9SglvXv3RmZmpjy9XjRoZTKZ/AatJJ5BK6Dqc1u7dm3Q/Ro+fDgqKirq7XsmFDeQpHPy0KFDQWvKulwu4c/YbrejrKwMs2fPVrxPM2bMQKtWrYKOSW3K2eh0OlX7FR0dLRRMV3PeOxwO4eM4Un/3qTknI/W9EBERBcKMVCKiCBHuzsqRqikH4BqLpl7rtzYd5UUMGDAAn376adDlMjMzVW0f+F+5EWla9NatW9G+fXuYTCZUVlaiuLhYHrtOnTohOTkZRqNRuB6l1WpVtV8iZVB0Oh3y8/MV7VdiYiJSUlJUBZ/VCvUNJNGasqKfcdeuXWGxWIT2yWKx4MSJEyEtZxOuDG41M0oANJpyPixNRERETQUDqUREESKc03UjVVMPwDUWTf2Cuq46ygeTkJAQNFjbu3dvxMfHq9o+UDM45Ha7/U6R9gwOidajrO1+BSLtl0ajwbZt2xSts23bNqSmpgrvl1rhuoEklWqw2+3QarWIjo6G2+32GTBW8xmrKWvx5ZdfCr2G6HdFOMptqC0fYDabG005H5YmIiKipoKBVCKiWqjL6ZfhuNiLdE09ANdY8IK6bjrK+yMFbXJzc5GTk4O4uDjs3LmzRvCtX79+SEhIQG5uLqZMmSJcBkRNcEgK9Hmuo9Fo/Gaxnj17FlarFXq9Hg6HI6z7FWwd0f1Sq75uIAU6FtQGBo1GI/r27YuVK1cGXad///5wOByKft95voaacja1abalhJoZJQ6HIyy1W8MhXHVoiYiIIgEDqUREgkI5/TLUF3uRjgG4ho8X1P8jkv0nQgraXLx4EXPmzEFGRgYmTpzos3ZpXl6e/D0lWgZETXDIbrfLjYfMZjP69OmD3r1719i37777Dt9++628b82bNw/bfiklul9qReINJLWlZlwuFxITExVlSiclJaG0tFT4NdSUswl1uQ01M0pMJhPKysqE1onUcj4sTURERE0JA6lERAJCPf0yXLUVIxEDcA2Lv2xsXlD7VpfHqGfQpqKiAlu2bAlYuxRQVwZETXDIYDBAp9OhdevWyMnJwYkTJ/Dxxx/X+K7s27cvpk+fjkWLFgnvW232S0S4SqdE4g0ktaVmtFot5s2bpyhTes2aNRg1apTwa6gZk1CX21Azo8RoNArfDI3Ucj4sTURERE0JA6lERAqFY/pluGorRiIG4CKf0mzshnZBHYoO6aHkK2gTqHap2jIgaoNDGo0GU6ZMwebNm/1+V65cuRK9e/fGPffcA4vFItRsqjb7JbKO6H6pEak3kNSWmgEAo9GoKFO6VatWsFgsYStnE8pyG4D4jBKHw9FoyvmwNBERETUlDKQSESkUrumXob7Yi1QNMQAXiUIVFBTJxm4IF9Sh7pAeauEqA6LmdfR6vaJO7Lt370ZiYqKqpk5q9kun02HAgAH49NNPg66TmZkZlvGP5BtIao8xaZ1gmdLSZxzOcjahKrcBqJ9R0ljK+TT10kRERNR0aOt7B4iIGgrR6Zei00g9SRd7UuZRdHS0nLlkt9sjOsCjlmdGixJSAK4hZBCGmkajgcFgkD+PsrIy+fM0GAzQaDS13r6Ujf3JJ5/UCJBK2djr16+H0WiEy+VCZmamom3XxwW1VquFyWTCkSNHMG/ePLz++uuYPXs2Xn/9dcybNw9HjhyByWSCVhu5fyZ5Bm2AqjHq0KEDEhIS0KFDB3nMpaCN2oZJ1V/HH8/Xcbvd2LZtm6Ltb9u2TdX3mZr9qqysRFpaWtB1evfujdTU1LCUTonkG0hqPuPq60iZ0oWFhSgqKpL32zOYKPoadcXlcsHpdNbZ7xDPGSXjxo2r8bssNjYW48aNw7Bhw+QZJWo+40jVmN4LERFRIJqSkpLGdzVORFTHpGmUr7/+uuJ1Hn30UdbvFGQwGHDkyBFFGS3jxo0LS9OVSBfqur2AunHR6XR+y2BI6roLuRIajQYmkyki902UNPaXLl1CVFQUbDabPIXaaDSivLwcrVq1qtXYe77OoUOHgpYbARC270qR/ZK2rdPpYDQaUVBQ4Pd8SU1Nhc1mC1uA32w2Y968eYozuKdNmxa2DG41n7HoOmpeI5KJZrs3pvffmN4LERGRPwykEhEpoNPpUFZWhtmzZyteZ8aMGYiOjub0NQGNKcgVDuH6vMxmMz744ANFdRylQI/NZovIC+rGFKwPRxBdojQ4FO7vSjUlGqTzRqPRwGq1yutYLBa43e6wf69E+jGp9jMWWaehl9rwR2mplcb0/hvTeyEiIvKFNVKJiBSI5OmXjUlTbralRjjq9tamGU4k1vqNxA7paoSj+Z0npbUlw/1dqabmpefzRqMRJpMJbrc75I2l/FFbWzNc1H7GIuuEsnZpfVJ6A6Mxvf/G9F6IiIh8YSCViEgBdqQNn6babEuNcAQFa9MMx+VyRdQFdaR2SFcjXM3vfAn0WdTnd6XSMYq0jLmGdANJzXkguk6knWvh1pjef2N6L0RERBIGUomIFGJH2vBhRktw4QoK1lWGYSRcUNdnh3SlU3yViuTM2kj+rgxnOQQRvIFERERE1DBEbjtaIqIIw4609aOuOys3FmqDglI3d6U8MwyVkDIMI3G8wj3tXKPRwGAwyJ9HWVmZ/HkaDAbhsZDUJogeDpH6XelZDuGTTz6pkTErlUNYv349jEaj6vFRS7qBJI1VdHS0PNZ2u51BVCIiIqIIwIxUCquSkhK8//77WL16NY4fP46KigrExsZi8ODBuO+++3DDDTfU9y4S+dWQpl9S4xfOoGAkZxiKCOe081BmPtZnZq0SkfpdWZ/lEERF4o0IIiIiImIglcJo9+7dmDJlCk6fPu3182PHjuHYsWNYtGgRnnjiCTz++OP1tIdEwXH6JUWKcAYFI70ZjohwBIVD3QiqITS/i8Tvykguh0BEREREDQOn9lNYHD9+HOPHj8fp06eh0Whw7733YsWKFVi/fj1efPFFxMbGwul04vnnn8c777xT37tLFBCnX1KkkIKCStQmU9Qzw3DcuHE1pvnHxsZi3LhxGDZsWMRnY4dj2rlI5uOhQ4eg14vd124o5RYi6bsy0sshEBEREVHDwIxUCos//elPuHDhAgDgtddew7Rp0+TnMjIyMGbMGAwdOhTnz5/HX//6V4wdOxYdO3asp70lUo7TL6k+hTNTNBIzDNUIx7TzcGQ+NrRyC/X9XRnp5RCIiIiIqGFgIJVCLj8/H2vWrAEADBgwwCuIKomLi8Of//xn/Pa3v0V5eTlmz56Nv/71r2HeUyKihiXctSilDEO73S5nGLrdblXlAupTKIPCtcl8FAk2NqZyC+HQEMohEBEREVHkYyCVQm7FihXy4ylTpvhd7pe//CWefPJJlJeXY8WKFQykEhEpUF+ZovWdYVhboQoKhyvzMVIbOkWqcNYUJiIiIqLGi4FUCjnP6Y033XST3+UsFgsyMjKwadMmHD9+HKdOnUJcXFw4dpGIqEFrLJmi9aUug8LhzHxsLOUWwqWhlUMgIiIiosjDCvoUcvn5+QCAFi1aoHPnzgGXTU1NlR8XFBSEdL+IiBojl8sFp9PZ4DNGG6pwN4KKpIZOkS4cjcaIiIiIqHFjIJVCqrKyEsXFxQAQNIgKwCsD9eTJkyHbLyIiolCRMh+VqMvMRwbRA/MshzBu3Lgawe7Y2FiMGzcOw4YNYzkEIiIiIvKJU/sppK5evSo/VlL/rVmzZvLj0tLSkOwTERFRKLERVORiOQQiIiIiqg0GUimkrFar/NhgMARd3mg0yo9Z24+IiBoiNoKKbKwpTERERERqMZBKIWWxWOTHdrs96PI2m01+LNqsg4iIKFIw87FhYBkEIiIiIhLBQCqFlOdU/bKysqDLey7TvHnzkOwTERFRODDzkYiIiIiocWGzKQopk8mEdu3aAQBOnz4ddHnPBlOejaeIiIgaMjaCIiIiIiJq+BhIpZBLS0sDAFy5ciVoMLWgoKDGekRERERERERERPWNgVQKuYEDB8qPN2/e7Hc5q9WKXbt2AQASExOZkUpERERERERERBGDgVQKuezsbPnx/Pnz/S63dOlSlJeX11iHiIiIiIiIiIiovjGQSiGXnp6OkSNHAgC2b9+OefPm1Vjm1KlTeO655wAAFosFM2bMCOcuEhERERERERERBaQpKSlx1/dOUON39OhR/OIXv8ClS5eg0Whw7733Ijs7G82aNcPu3bvx6quv4uzZswCA559/HjNnzqznPSYiIiIiIiIiIvofBlIpbL799ltMmTIFZ86c8fm8VqvFrFmz8Mc//jHMe0ZERERERERERBQYA6kUViUlJXjvvfewevVqHDt2DJWVlejQoQMGDx6M+++/H7169arvXSQiIiIiIiIiIqqBgVQiIiIiIiIiIiKiINhsioiIiIiIiIiIiCgIBlKJiIiIiIiIiIiIgmAglYiIiIiIiIiIiCgIBlKJiIiIiIiIiIiIgmAglYiIiIiIiIiIiCgIBlKJiIiIiIiIiIiIgmAglYiIiIiIiIiIiCgIBlKJiIiIiIiIiIiIgmAglYiIiIiIiIiIiCgIBlKJiIiIiIiIiIiIgmAglYiIiIiIiIiIiCgIBlKJiIiIiIiIiIiIgmAglYiIiIiIiIiIiCgIBlKJiIiIiIiIiIiIgtDX9w4Q1daVK1ewb98+7NmzB3v37sXevXtx9OhRuN1uAMD333+PxMRExduaP38+vvjiC+Tn5+PKlSto1aoVunfvjuzsbEyZMgVms1nVfpaUlCAzMxM///yz18+U2Lt3L+bOnYvNmzfj7NmzMJvNSEpKwpgxY/DAAw+gZcuWqvapoYu0sR89ejS2bt2q6PVmzJiBF198MehyHHvfIm3sPblcLqxcuRIrVqzAd999h3PnzkGn06Ft27ZISUnBoEGDMG7cOHTq1Cngdjj2vkXS2L/wwgt46aWXhN9DsH3k2PsXSePvac+ePcjNzcWOHTtw6tQplJeXIzo6Gl26dMHAgQMxdepUpKSkKNrW4cOH8d577+HLL7/E6dOnodPpEBcXh1tvvRUPPPAAOnbsqGg7jU2kjv3OnTsxf/587NixA0VFRQCA2NhY3HTTTZg6dSpuuOEGxe+R5z4REVHk05SUlLjreyeIamPw4MH44Ycf/D6v9A/rzZs34/7770dxcbHfZVJSUrBw4ULFF0OeZs6ciQ8//NDrZ0oCqS+//DJeeuklOJ1On8937twZCxYsQO/evYX3qaGLtLGv60Aqx96/SBt7yU8//YSHHnoIe/fuDbjcW2+9hZycHL/Pc+z9i6SxVxNIbdmyJQoKCvwGaTj2gUXS+AOA0+nEE088gffff18O6Pmi1+vx5JNP4g9/+EPA/VqwYAEef/xxVFRU+Hw+JiYG77zzDkaMGBFwO41RpI19RUUFHnvsMXz00Ud+l9HpdHjsscfw9NNPB90vnvtEREQNAzNSqcHzvHBp0aIFrrvuOhw6dEjOClBi7969GD9+PKxWKwBg/PjxGDduHGJjY3H+/Hl89tlnmD9/Pg4ePIg777wT69evR2xsrOLtr1u3Dh9++CEsFgv0ej1KS0sVrTd79mw8//zzAKqyGx577DH07t0bZWVlWL58OebNm4fTp09j/Pjx2LBhA5KSkhTvU2MQqWPfsWNHLFu2LOAybdq0Cfg8xz6wSBz7vXv34o477sClS5eg0+kwbtw4jBw5EgkJCdDr9fj555+xa9curFq1KuB+cewDi6Sxf+CBB5CdnR309T744APMmTNHfi1/QVSOfXCRNP4A8Je//AXvvfceAMBiseCBBx7AwIED0aFDB5w6dQpr167Fhx9+CIfDgb///e9o2bIlpk+f7nNbq1evxqOPPgqXy4UWLVrgkUcewaBBg+BwOLBu3Tr85z//QUlJCaZOnYrPPvusyQXUIm3sH3roIXz66acAgLi4ODz88MPo06cPtFot9u3bh//85z84ePAg/u///g8mkwmzZs3yu18894mIiBoOZqRSgzd79my0bdsWvXr1QnJyMjQajVdmoJIMhZtvvhl79uwBAPzzn//0eZGzatUqTJkyBW63G+PHj8e7776raP8uX76MzMxMnD59Gn/7298wZ84cnDx5EkDgjNQzZ86gd+/eKC8vR7t27fDVV18hLi7Oa5kPPvgAjz32GICqbMhFixYp2qfGItLGXnrt+Pj4gFkzwXDsg4u0sS8tLcWAAQNw6tQptGvXDkuWLEGvXr38vrbNZoPRaKzxc459cJE29kr069cPBQUFAICvv/4a119/fY1lOPbKRNL4X7hwAampqXA4HDCZTNiwYQOuvfbaGsutW7cOv/zlLwFU3UQ7ePAgdDqd1zLl5eXo3bs3zpw5A4vFgrVr16Jnz541tjN+/Hi43W5cf/312LhxIzQaTcD32phE0th/8cUXmDhxIoCq7NUvvvgCrVu39lqmvLwcd9xxB3bu3Am9Xo9t27b5zHDluU9ERNSwsNkUNXgzZszAXXfdha5du6q6oJDqbQFARkaG30yR2267DbfddhsAYOnSpTh+/Lii7T/11FM4ffo0evXqhYcffljxfr399tsoLy8HADzzzDM1/qgGgHvvvRcDBgwAAHz22WfyhXpTEeljrxbHPrhIG/sXXngBp06dAgC89957AYOoAHwGUQGOvRKRNvbBfPPNN/IYXXfddT6DqADHXqlIGv9vv/0WDocDADB27FifQVQAyMrKQt++fQFUBV99jduHH36IM2fOAAAefvjhGkFUaTtSQPb777/H+vXrA73VRieSxn7BggXy4+eff75GEBUAoqKi8OqrrwIAHA6H/Lg6nvtEREQNCwOp1OTt2rVLfhys5tjw4cMBVE0vk6ZzBbJhwwYsXLgQBoMB//rXv2pkoASyYsUKAFV/iEsXTr7cc8898uPly5cr3j6Fduxrg2MfenU59levXkVubi4AYODAgRgyZIjq/eLYh164z3vp2AC8x606jn141OX4e5bpSUhICLgtz+evXr1a43lp/AFg6tSpfrczZcoU+THHX0xdjr20LbPZHPA7/5prrpEDo2vWrEFlZWWNZXjuExERNSwMpFKTd+nSJflxhw4dAi7r+fymTZsCLnvlyhU88sgjAIBHHnnEb6aKL6dOncKJEycAAH369IHFYvG77E033SQ/VtroiKqEauwlxcXFOHz4MIqLi+FyuRStw7EPj7oc+7y8PDmgMmbMGPnndrsdhYWFKCws9Ns4xhPHPjxCfd57kuobAlUBF39BEo59+NTl+Hfr1k1+XFhYGHBb0vMajQbJyclezzkcDuzcuRMA0KVLF8THx/vdTt++feUauxx/MXU59tK2WrduDYPBoGhbV65cqdGIkOc+ERFRw8NAKjV50dHR8uPLly8HXNbz+Z9++ingss888wxOnTqFlJSUgA0GfMnPz5cfp6amBlw2Li4OzZo1AwBO9RIUqrEvKipC165dkZKSgoyMDKSkpCApKQl33303vvrqq4DrcuzDoy7H/ptvvpEf9+zZEydPnsSDDz6IxMREXHfddbjuuusQHx+PUaNGYfXq1X5fh2MfHqE6731Zvny5V5A9JibG53Ic+/Cpy/Hv1auXXMZj1apV+PHHH31uZ926dfL3xB133IG2bdt6PX/06FHYbDYAwcffaDTKgdjCwkK5aRIFV5djL23rypUrXk2wRLfFc5+IiKjhYSCVmry0tDT58ebNmwMu6/n82bNnYbfbfS63ceNGzJ8/H1qtFm+++SZMJpPQPknNqAAEzEyRdO7cGUBVAE+6GKPgQjH2QFUjoQsXLnj97MqVK1izZg3uuOMOPPjgg34vfjn24VGXY+95YXzs2DEMHDgQS5YskWveAVXZqdu2bcPkyZPx61//2meGMsc+PEJ13vuycOFC+XGgaf0c+/Cp6/GfN28e0tPTUVFRgWHDhuGZZ55BXl4e9uzZg9WrV+M3v/mN3JRo8ODBPutkqh1/l8uF06dPB12eqtTl2Evbunr1qlx31Zeff/4ZR44ckf/vOdbV/89zn4iIqGFgIJWavAEDBsjZIevWrcPGjRt9LvfDDz9g8eLFXj/zVeestLQUv/nNbwAA999/P/r37y+8T57b9cyg8EfKUPC3T+RbXY99TEwM7r//fnz00UfYv38/iouLcfr0aWzevBmzZs2Sx2nJkiV48MEHfb4Wxz486nLsPaeLzpo1C1euXMGkSZOwdetWFBUV4dChQ3jjjTfkZiQLFy7ESy+9VOO1OPbhUdfnvT+HDx/G9u3bAQCJiYle03Kr49iHT12Pf2JiItatW4cXXngBMTEx+Ne//oUJEybg5ptvxuTJk5Gbm4tu3brh3//+Nz799FOfWckc//Coy7H3LOPy7LPPyk3Hqnv22We9MlY96+pW3y7HnoiIqGFgIJWaPJPJhKeeegpAVVOBSZMm4Y033sDJkyfhcDhw9uxZvP/++7jttttQWVnpVQvLM+NM8uc//xknT55EXFwcnn32WVX75JmtGKz2FuDdAZzT/JSr67FfuHAhXnnlFdx6662Ii4uD0WhEdHQ0evbsiaeeegpfffUV2rVrB6BqGqivZhEc+/Coy7H3vJitqKjAQw89hLfffhvXXHMNTCYT2rVrh6lTp2LVqlVybcM33ngDRUVFXtvh2IdHXZ/3/nhmo+bk5ATsMs6xD59QjP+GDRuwZMkSnDlzxufzBw8exOLFi7Fjxw6fz3P8w6Mux/6+++5DUlISgKrs1bFjx2LTpk0oLy9HRUUFvv32W0ycOBFLly4NOF4ceyIiooaHgVQiAPfeey8effRRAFV/mD777LPo2bMn2rZti7S0NPz+97/H5cuX8dxzz6Fly5byep6ZAQDw9ddfY968eQCA119/vcbzSnk2G1AyldRzelegRgVUU12NPYCAgRIA6N69u9e0zvfff7/GMhz78Kmrsff83Fu0aIGnn37a5+tdc801mDZtGoCqgOvKlSv9bodjH1p1ed774nQ68fHHHwMAtFot7r777oDLc+zDqy7H/29/+xumTp2KPXv24LrrrkNubi6OHDmC8+fPIz8/H7Nnz0ZiYiI2b96M22+/Xf4bwRPHP3zqauyjoqKwZMkSJCQkAAC2bduGsWPHolOnToiNjUVWVha++OILdO3aVX49X9vh2BMRETU8DKQS/X9/+ctfsGLFCmRlZXn9carVajFo0CAsX74cv/71r+VpWTqdDi1atJCXu3r1Kn7zm9/A7XZj/PjxGDZsmOp98fxDu6ysLOjynsuoDd42ZbUdexGjR49Gq1atAAA7duyoUSuTYx9edTH2np/7oEGDAk7PHDFihPx49+7dfrfDsQ+9UJ7369atw9mzZwEAt9xyC+Li4gIuz7EPv7oY/3Xr1sk3x/r164d169bhtttuQ5s2baDX6xEbG4uJEydi48aN6Nq1KxwOB/7whz94NRgCOP7hVlfnfkpKCjZt2oTHH39czk6VtGvXDr/97W/x9ddfe72G9PtfwrEnIiJqePT1vQNEkWTIkCEYMmQI7Ha7XMg/NjYWUVFRAKqaAlRWVgKoajTgmYG4ePFiFBYWQqvVok+fPli2bJnP1/CcHua5zLhx4+THnhfd1RsT+CI1m2jfvr3XtC9SrjZjL0Kr1SI5ORm7d++G3W7HhQsX5On+AMe+PtR27OPj4+WO3MECZp7Pnz9/3u9zHPvwCNV5n5ubKz+ePHly0OU59vWjtuM/f/58+fGzzz7rt7FkTEwM/vCHP+Chhx6Cw+FAbm4u/vGPf8jPi47/qVOnAFTNgujUqZPCd0ue6urcj4mJwZ/+9Cf86U9/QklJCS5cuIDo6Gh06NBBXufw4cPy8unp6V7r89wnIiJqeBhIJfLBYDD4DIh899138uO+fft6PSf9we1yuTBr1ixFr3P//ffLjz0DqZ6dZQsKCgJu49SpU3LWhOd6pI6asRfldDrlx3q999cwx77+qB17zwvj6hnG1XmOvU6n83qOY19/6vK8P3fuHNauXQsAaN26NUaNGhV0HY59/VI7/p5j1atXr4CvceONN/pcDwC6du0Ko9EIm80WdPxtNhuOHTsGoKrRlRT4I3Xq8tyPiYnx2UzMc1t9+vTxeo7nPhERUcPDqf1EAvxlkNa1+Ph4ue7Wrl27UFFR4XfZzZs3y48HDhwYsn1q6upq7CsrK3Ho0CEAVR16q190cewjT7CxHzx4sPz4yJEjAbd19OhR+XHnzp29nuPYRx415/3HH38s1zqcMGGCoqwxjn1kCjb+njfCgtW39Hy++g00vV4vB+uOHTsmZ5z68u2338pNhjj+oVNXv/MPHDiAn376CUBV6ZfY2Fiv53nuExERNTwMpBIptHv3bqxatQoA0LNnTwwaNMjr+ZkzZ6KkpCTov/j4eHkdz59Xl52dDaCqHtaSJUv87teCBQtqrEN1K9jYi1i4cKFc42zQoEE+pwty7COHkrHv27evnNG0bds2FBcX+93e8uXL5ce+tsWxjxxqz/tFixbJj++55x7Fr8exjyxKxt+zLqZnkMuXTZs2yY+7dOlS43nPsfTVkEriWU6A4x8adfk7/69//av8eMaMGT6X4blPRETUsDCQSoSquqWXLl3y+3x+fj4mT54Mt9sNvV6PN998M+T79NBDD8kNCp577jm5LpanDz74ANu3bwcA3HrrrZzqpUJdjf3GjRtx4cKFgK/11VdfeXV0f/jhh30ux7EPj7oae41Ggz/84Q8AqjKOH330UTgcjhrLrV27FkuXLgVQlY06evToGstw7MMjVN/53377rdxIqHfv3ujRo4fifeLYh09djf+YMWPkx88884zfmyiHDh3CK6+8Iv/f17l/9913y9mKb731Fn744Ycay6xfv17+DunZsyeysrL8vgfyrS7P/Z9//tnvc06nE08//TTy8vIAVI255/Hiiec+ERFRw8IaqdTgHT16VP7jUuJ5MbNy5Uq0bt1a/n+zZs1q3Mk/e/YsBg0ahFGjRmHo0KFISUmB0WjEzz//jPXr12PRokWorKyERqPBK6+8ErQWWl3o1KkTnn76aTz11FM4d+4cfvGLX+B3v/sdevfujatXr2LFihX44IMPAFR1gX3++edDvk+RJpLGfvHixZg0aRJ+8YtfYPDgwUhLS0PLli3hdDpx9OhRrF69GqtWrZJraM6YMQM33XSTz21x7IOLpLEHqjIPP/30U3z99ddYs2YNRo4ciRkzZqBbt264cuUK1qxZg/fffx9utxs6nQ5vvvmmz8Y0HPvgIm3sPS1cuFB+LJKNCnDslYqk8Z8wYQLmzJmDvXv34ujRoxg4cCCmT5+OzMxMtGjRAhcvXsTGjRvx/vvvy7Utx4wZ4zPDMTo6Gi+99BKmTZsGq9WK0aNH49FHH8WgQYPgcDiwbt06vPXWW3C73TCbzXj11VdVNz1sqCJp7AHgL3/5C/bv34+xY8eid+/eaN++PcrKyrB//34sWLAA+/fvB1AV9P7Xv/7ldzs894mIiBoWTUlJibu+d4KoNhYtWuQ3s8+X+Pj4GpkeR48e9WoE4Uv79u3xz3/+s9bTqXr27Cl3ZvU1pb+6559/Hv/3f//nt4lNx44dsWDBghoNDJqCSBr7hx56CB999FHQfTAYDHjyySfxu9/9LuhFMMfev0gae0lpaSnuu+8+rFu3zu8yzZo1w3/+8x+MHTs24LY49v5F4tgDVZluqampKC0tRVRUFPLz89GiRQvF+ynh2AcWaeN//vx5TJs2DVu2bAm6L7fffjvefvttOfvQl3nz5uGJJ56QG1hW17JlS8yePRu33npr0NdrbCJt7B988MGAU/EBYOzYsXjzzTd9NqGqjuc+ERFRw8CMVCJU/XH6+uuvY8uWLdi3bx+Ki4tRXl6ONm3aoHv37rj11ltx9913o2XLlmHftz/96U+49dZb8f7772Pz5s0oKiqCyWRCly5dMGbMGDzwwAOK/kAn3+pq7B977DHccMMN2L17Nw4cOICLFy/i4sWLcLvdiImJQVpaGgYPHoycnBx07NhR0b5x7EOrrs/75s2bY+nSpVi1ahUWL16MPXv24Ny5czCbzUhOTsawYcPwq1/9Cu3atQu6LY59aIXiO3/58uVy1uHYsWNVBVEBjn041OX4t23bFqtWrcK6devw3//+F3v27MHZs2dRXl6O6OhoxMXFoU+fPpg4cSIGDBgQdHvTpk3DwIEDMWfOHHz55Zc4c+YMtFot4uPjMWLECEyfPh2dOnWqi4+hSarLsZ85cybi4uKwfft2FBYW4vz58zCZTIiNjcWgQYPwy1/+UtGYS3juExERNQzMSCUiIiIiIiIiIiIKgs2miIiIiIiIiIiIiIJgIJWIiIiIiIiIiIgoCAZSiYiIiIiIiIiIiIJgIJWIiIiIiIiIiIgoCAZSiYiIiIiIiIiIiIJgIJWIiIiIiIiIiIgoCAZSiYiIiIiIiIiIiIJgIJWIiIiIiIiIiIgoCAZSiYiIiIiIiIiIiIJgIJWIiIiIiIiIiIgoCAZSiYiIiIiIiIiIiIJgIJWIiIiIiIiIiIgoCAZSiYiIiIiIiIiIiIJgIJWIiIiIiIiIiIgoCAZSiUKkZ8+eiImJQUxMDDZv3lzfu0N17IUXXpDH96GHHgrraz/00EPya7/wwgt1tt1FixbJ2x09enSdbZeIiIiIiIioMWAglRqsEydOyEGfuvxXl4EpElN9TBctWqRoPbvdjqlTp3qtO378eFRUVIR4j4mIiIiIiIioqWAglYgatIqKCkyePBkrVqyQfzZ27FgsWrQIZrO5HveMiIiIiIiIiBoTfX3vAJFaFosFv/jFLwIuY7VasW3bNvn/PXr0QMeOHQOuk5ycXCf7R6FXXl6OSZMm4euvv5Z/Nn78eLz99tvQ6XT1uGdERERERERE1NgwkEoNVvv27bFs2bKAy5w4cQLXX3+9/P+HH34YOTk5od41CoMrV65gwoQJ2L59u/yzqVOn4rXXXoNWy2R7NXJycnh+EBEREREREfnBaAMRNTiXLl3C7bff7hVEnTFjBt544w0GUYmIiIiIiIgoJBhxIKIG5dy5cxgzZgy+++47+We///3v8eKLL9bjXhERERERERFRY8dAKtH/d+rUKcybNw/Tp0/HwIEDkZiYiLZt2yIxMREZGRn41a9+hZUrV8Ltdqt+jcrKSnz44YfIzs5Gjx490L59e6SkpOCuu+7C4sWLFW27Z8+ecmf6zZs3K3pdz272J06c8LnMQw89JC/zwgsvyD//6quvcN9996FXr16IjY1FUlIShg0bhldffRVXr15V9sbryM8//4xRo0bhxx9/lH/29NNP45lnnlG8jfLycixYsAA5OTm44YYb0LlzZ3Tu3Bk33HADpk+fjlWrVtVqjH25cuUKli9fjt/97nfIyspCt27d0K5dO3Tu3BnXXnstJk2ahDlz5qCsrKxWr1PbsVq0aJF8DIwePdrvcr6OwbKyMixYsAB33HEHevbsifbt2yMmJgarV6+usf6+ffvwxhtvYNKkSbjxxhsRFxeHtm3bomvXrrjpppvw+OOPewXKAzlx4oTX8S05f/48XnvtNdx8883o2rUrOnTogGuvvRbTp0/3ymQmIiIiIiIiUoo1UokA3HPPPVi9erXPANrly5dx+fJlHD58GIsXL8a1116LBQsWCDelOnbsGKZOnYp9+/Z5/by4uBjr16/H+vXrsXDhQnz00Udo1qxZrd5PXbh69Soee+wxLF261OvnFRUV2LVrF3bt2oW5c+fik08+QUpKSsj358SJE8jOzsbx48flnz3//POYOXOm4m18+umn+NOf/oQzZ87UeK6srAzHjx/H0qVLkZGRgblz5yIhIaHW+/2vf/0L//jHP1BRUVHjObvdjrKyMpw6dQqff/45XnzxRcyePRtZWVlCr1HfY7V3717cd999OHr0aMDlLl26hKysLBw+fNjn8xcuXMCFCxewb98+vPvuu7jjjjvw73//G9HR0UL78+WXX+LBBx/E+fPnvX5+6tQpLF26FEuXLsVvfvMbPPfcc0LbJSIiIiIioqaNgVQiAPv375eDqFqtFklJSWjfvj1MJhNKSkpw8OBBWK1WedmsrCxs2rQJnTt3VrT94uJizJgxA6dPnwYAJCcno1OnTigrK8P+/ftht9sBAJs3b8ZDDz2E3NzcELxL5ZxOJ6ZMmYIvv/wSQFVjr65duwIAfvzxR1y5cgVAVWDqzjvvxI4dO0Ia/D18+DCys7Plz0+j0eC1117DtGnTFG/j1Vdfxd/+9jevn8XFxSE+Ph4AcOTIERQXFwMAdu3ahREjRuDzzz9HUlJSrfb94MGDXkHUjh07onPnzoiOjobVasWhQ4dw6dIlAFWBxIkTJ+Kjjz7C8OHDFW2/vsfq2LFjeOaZZ3D58mUAQFJSEuLi4lBaWopDhw55LVteXu4VRDWbzUhOTkZMTAx0Oh2Ki4tx+PBhOJ1OAFWB77Nnz2L16tXQ6XSK9mfTpk0YP348HA4HdDod0tPT0apVKxQXF6OgoEBe7l//+hfi4uLwq1/9qrYfARERERERETURDKQSAbBYLJg8eTKys7MxaNAgWCwWr+crKyuxfPly/PnPf0ZRUREuXLiARx99tEYGoD+zZs3CxYsXkZWVhX/84x9eWYEXLlzAY489hpUrVwIAVq1ahS1btmDQoEF19wYFzZ07FxcvXkT37t3x8ssvY+jQodBoNACqsihff/11/OMf/wBQFaD797//jSeffDIk+3LgwAHccccdKCoqAgDodDq89dZbmDhxouJtrFixwiuIOnbsWPzxj39Eenq6/DO3243169fjd7/7HU6ePIkzZ87ggQcewBdffAG9Xv1XpVarxbBhw3DXXXchKysLbdq0qbHM1q1b8fTTT2PPnj1wOp2YOXMm9u7dqyjgWd9j9dRTT6G0tBRDhgzBiy++6PWZlpaWorKy0mv59u3bY/LkyRgzZgyuv/76GgHSixcvYs6cOXjllVdgs9mwfft2/Pvf/8YjjzyiaH+mTZsGp9OJhx9+GL///e/RunVr+bkDBw7gvvvuQ35+PgDg73//O3JyciIiA5yIiIiIiIgiH2ukEgFYt24d/v3vfyMrK6tGEBUATCYTJkyYgLy8PLRs2VJeRwrIBHPx4kXccccdWLx4cY2p1W3atMHcuXNxzTXXyD9btGhRLd5N7V28eBHdunXD2rVrcfPNN8uBOQAwGAyYNWsWHnjgAflnodrf77//HmPGjJGDqAaDAXPnzhUKopaUlOC3v/2t/P9Zs2ZhwYIFXgE/oCrLNSsrC+vWrUPHjh0BVGWmfvLJJ7V6D88//zz++9//YuLEiT6DqAAwcOBAfP7558jIyABQVd/z448/VrT9+h6r0tJSZGVlYdmyZTU+0+bNm6Nt27by/9u3b48ffvgBf/7zn3HjjTf6zDJt3bo1nnjiCbz//vvyz2bPng2Hw6Fofy5evIiXX34Z//jHP7yCqADQo0cPLFmyRD7HS0tLsWLFCsXvlYiIiIiIiJo2BlKJAMU1GJOSkjB9+nT5/2vWrFG0XosWLfD6669Dq/V9yun1esyYMUP+/86dOxVtN5Ref/11tGrVyu/zDz/8sPz45MmT+Pnnn+t8H959911cvHgRQNU08IULFyI7O1toG/Pnz5ennffr1w9PPfVUwOVjY2Px97//Xf7/e++9J7jX3pQeW2az2atpltJjC6jfsTIajXjjjTcUZe0aDAaYTCZF273tttswYMAAAMCZM2cUN58aNGiQ1zlaXUJCAsaOHSv/PxLONSIiIiIiImoYGEglEtSnTx/58e7duxWtM27cODmT1R8paARU1Z202WzqdrAOdO/ePWhpgS5duiA2Nlb+/8GDB0O6T23btkXPnj2F11u8eLH8WGljqttuuw1RUVEAqsa4rKxM+HXVkDJSASgOHNb3WA0fPhydOnWqs+158vw8lJ5r9957b9BlPM+1UB+3RERERERE1HiwRiqRB7fbjR07dmDXrl04ePAgLl++jPLycrkRFQC5MRAAn93ffenbt2/QZTyDUW63G1euXPGaFh1OSvYXqNrns2fPAqiaQl/XEhMTceLECQBV9T3Hjh2L1atXewUFA7l06RJ++ukn+f9DhgxRtJ7RaETXrl3xww8/wOl0Yv/+/ejXr5/4G6jm4MGD2LJlC3766SdcuHABV69elRsrVVdSUoLy8nI5oOtPfY9V//79Va1XUVGBr776Ct9//z2OHz8u11P1PNeOHj0qPw7VuRaK45aIiIiIiIgaJwZSif6/JUuW4LnnnsPJkycVryN1RA+mQ4cOQZepHjArLy9XvB91Tcn+AvCqJxuK/Z01axa2bt2Kjz76CABw+PBhZGdnY/Xq1WjXrl3Q9X/66Sc5MKfVanH//fcrfm3P4+D8+fOCe+7tu+++wx//+EfhaeRXrlwJGkit77Hq0qWL0PIVFRV45ZVX8M477yg+f4C6PddCfdwSERERERFR48RAKhGAJ598ErNnzxZer3pHcn8MBoPwtj0z88ItUvZXo9HgrbfegtPpxJIlSwAABQUFyM7OxqpVq/w2b5JI9VUBwOVyYcOGDar2QyTgV93y5ctx//33+808DUTJ8VXfYyXS8f7q1au46667sGPHDuHXUXquGY1Goe3W53lGREREREREDQsDqdTkffrpp15B1NTUVEyePBn9+vVDfHw8WrZsCYvFIndD37x5M2677bb62t0mR6vV4u2334bdbsenn34KADhw4ABuv/12rFq1CjExMX7XratsQ5fLpWq9wsJCzJgxQw6itmnTBlOmTMFNN92ELl26oG3btrBYLF7d6wO9n0jkr4GaL88++6xXEPWWW27B7bffjhtuuAGdO3dGdHQ0zGaz/PwLL7yAl156qU73l4iIiIiIiEgtBlKpyXv11Vflx6NGjcL8+fMDZvldvXo1HLtVZ9RkQkYanU6HOXPmwOFwYNWqVQCAH374AbfffjtWrFjht5FXixYt5McmkwlFRUVh2V/J22+/jYqKCgBAUlIS8vLyAk49Ly0tDdeuhd3Fixcxb948+f9//etf8cgjjwRcp6Gda0RERERERNS4KU8lImqEzp07hx9++EH+/wsvvBB0qvTPP/8c6t0KyHPqssPhCLr85cuXQ7k7YaPX6zF37lyMHDlS/tnevXsxbtw4v1Pv27dvLz+urKys1RR9Nb766iv58axZs4LW76zvYyuUNm3aJAf1ExIS8Nvf/jboOo358yAiIiIiIqKGh4FUatJOnz4tP27Tpg0SExODriPaMKiuedakvHTpUtDlf/zxx1DuTlgZDAYsWLAAWVlZ8s927dqF8ePH+8xevPbaa70aC3377bdh2U/JqVOn5Mc33nhj0OXr+9gKJc/mXb169ZJLZfjjdrvDPl5EREREREREgTCQSk2a3W4XWv7y5cv47LPPQrQ3ysTHx8uPlQRJ63t/65rRaERubi5uvvlm+Wc7duzAhAkTatRENRqNGDx4sPz/RYsWhW0/AfHj68MPPwzRntQ/JdnTnr7++muvQDQRERERERFRfWMglZo0z6nWFy5cwKFDhwIu/5e//AVlZWWh3q2ArrvuOvnxihUrAjZCOn78OBYuXBiO3Qors9mMDz/80CtIunXrVkyaNEmuSSqZOXOm/Hj58uVYt25d2PbT8/gK1ql+2bJlqrrZNxSen8WuXbsCBlZtNhueeuqpcOwWERERERERkWIMpFKTlpCQgISEBPn/s2bNQmVlZY3lXC4XXnzxRXzwwQfh3D2fbrvtNvnx4cOHvZpleTp16hQmTpzYaBv2WCwWfPzxxxgwYID8s6+//ho5OTleYzh06FCMGDECQNU4Tps2DUuWLAm6/bNnz+Kll17CrFmzVO/joEGD5Mcvv/yy3wzLvLw8/PrXv1b9Og3BwIED5cenT5/GSy+95HO50tJS3HPPPY2qJAURERERERE1Dvr63gGi+vbQQw/hj3/8IwBg48aNuOmmm3D//fcjPT0dTqcT+fn5+PDDD7Fv3z4AwNSpUzF//vx629/09HRkZWXJmZV///vf5aZLHTp0wMWLF7F582YsXLgQZWVlmDhxIj7++ON6299Qio6OxtKlS3HnnXfim2++AQBs2LABU6ZMQW5urtyY65133sGwYcNw+PBhlJWV4cEHH8Sbb76JsWPHomfPnoiJiUFFRQUuXLiA/fv3Y8eOHfjmm2/gcrlw5513qt6/X/3qV/joo4/gdrtx5swZ3HTTTXjggQfQv39/GI1GnDx5EitWrMAXX3wBoP6PrVBKTEzE6NGj5VIT//znP/Hdd99h/PjxiI+Px9WrV/Htt98iNzcXZ8+eRfPmzTF8+HAsW7asnveciIiIiIiIqAoDqdTkPfjgg/jqq6+wdu1aAEBBQQEef/xxn8s+9thjuOWWW+o92PXKK69g5MiRclfz1atXY/Xq1TWWGzRoEF5//fVGG0gFqppv/fe//8Udd9yB3bt3A6jK8Lz33nsxf/586PV6xMTEIC8vD1OnTsWWLVsAAPv378f+/ftDum/XX389/vznP+Ovf/0rAODixYt4+eWXfS47aNAgvPzyy/V+bIXSq6++in379smNpzZs2IANGzbUWM5sNuPtt9/GDz/8EO5dJCIiIiIiIvKLU/upydPpdFi0aBEeeeQRrw7vnpKTkzF//nw8++yzYd473xISEvD5559j2LBhPp9v0aIF/vCHP2D58uUwm81h3rvwa9GiBZYtW4brr79e/tlnn32GBx54AE6nEwDQpk0brFy5Eu+//75XnVlf9Ho9+vfvj+eff95v4FOpxx57DG+//TZiY2N9Pt+6dWs8+eSTWLFiBUwmU61eK9J16NABGzZswOjRo6HRaHwuM2DAAGzYsAFjxowJ894RERERERERBaYpKSlx1/dOEEWKkpISbNq0CSdOnIDL5UL79u2RlpaGXr161feu+XX8+HFs3boVxcXFiIqKQkJCAoYMGYKoqKj63rWIdvbsWezcuRPFxcW4fPkyTCYTWrVqhW7duuGaa65B8+bN6/T1bDYbtm/fjp9++gllZWVo164dEhISMHDgQBgMhjp9rYagsLAQW7duxdmzZ2E0GhEbG4uMjAwkJibW964RERERERER+cRAKhEREREREREREVEQnNpPREREREREREREFAQDqURERERERERERERBMJBKREREREREREREFAQDqURERERERERERERBMJBKREREREREREREFAQDqURERERERERERERBMJBKREREREREREREFAQDqURERERERERERERBMJBKREREREREREREFAQDqURERERERERERERBMJBKREREREREREREFAQDqURERERERERERERBMJBKREREREREREREFAQDqURERERERERERERBMJBKREREREREREREFAQDqURERERERERERERBMJBKREREREREREREFAQDqURERERERERERERBMJBKREREREREREREFMT/A+ktAdrvM/LcAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(dpi=150)\n", "sns.scatterplot(x=\"Year_Birth\", y=\"Income\", data=df[~outlier_income & ~outlier_year], color=\"gray\")\n", "sns.regplot(x=\"Year_Birth\", y=\"Income\", data=df[~outlier_income & ~outlier_year], scatter=False, line_kws=dict(linewidth=2), color=\"royalblue\")\n", "plt.xlabel(\"Tahun Kelahiran\", loc=\"left\")\n", "plt.ylabel(\"Income\", loc=\"top\")\n", "plt.title(\"Korelasi Negatif yang Lemah Antara Birth Year - Income\", loc=\"left\")\n", "plt.grid(False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "id": "0eaac9f7-5295-4813-aa6e-67bd6c508fe5", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "customer_by_date = df.set_index(\"Dt_Customer\").resample(\"D\")\n", "customer_by_month = df.set_index(\"Dt_Customer\").resample(\"M\")\n", "customer_by_year = df.set_index(\"Dt_Customer\").resample(\"Y\")\n", "customer_by_quarter = df.set_index(\"Dt_Customer\").resample(\"Q\")\n", "\n", "plt.figure(figsize=(15, 6), dpi=80)\n", "ax = sns.lineplot(\n", " x=customer_by_quarter.count().index.date,\n", " y=\"ID\",\n", " data=customer_by_quarter.count(),\n", " marker=\"o\",\n", " color=\"gray\",\n", " size=14\n", ")\n", "plt.xticks(\n", "# range(len(customer_by_quarter.groups)),\n", " customer_by_quarter.count().index.date,\n", " [d.month_name()[:3] + \" '\" + str(d.year)[-2:] for d in customer_by_quarter.groups],\n", " fontsize=12\n", ")\n", "plt.yticks(ax.get_yticks(), fontsize=12)\n", "plt.legend([])\n", "plt.xlabel(\"Join Date\", loc=\"left\")\n", "plt.ylabel(\"# of Customers\", loc=\"top\")\n", "plt.title(\"Jumlah Penambahan Customer Terbanyak di Q1 dan Q4 2013\", loc=\"left\", y=1.1)\n", "plt.grid(False)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "224c7ff1-a4c7-47f9-b71f-21e342fad32d", "metadata": { "tags": [] }, "source": [ "```{admonition} Apa Saja Yang Perlu Kita Cek\n", ":class: tip\n", "✅ Cari tahu jumlah baris dan kolom pada data\n", "\n", "✅ Cari tahu apakah ada *missing value* pada masing-masing baris dan/atau kolom\n", "\n", "✅ Cek apakah kolom merepresentasikan tipe data yang seharusnya (contoh: *numeric* yang dianggap *string*)\n", "\n", "✅ Buat visualisasi eksplorasi seperti barplot, boxplot, scatterplot, dan lainnya\n", "```\n", "\n", "\n", "## Business Questions\n", "\n", "Setelah kita melihat-lihat data yang kita gunakan, sekarang saatnya untuk memformulasikan masalah yang ingin diselesaikan atau informasi apa yang kita gali dari data.\n", "\n", "````{note}\n", "Terkadang kita memulai dengan keadaan sudah memiliki data, sehingga kita perlu mencari tahu informasi apa yang ingin digali. Tapi, bisa juga kita sudah mempunyai masalah bisnis yang ingin kita pecahkan atau cari tahu, tapi kita belum menemukan data yang cocok seperti apa.\n", "\n", "```{figure} ./assets/images/data-question-solution.png\n", ":alt: Data - Question - Solution\n", ":name: data-question-solution\n", ":width: 50%\n", "Data - Question - Solution\n", "```\n", "\n", "```{figure} ./assets/images/question-data-solution.png\n", ":alt: Question - Data - Solution\n", ":name: question-data-solution\n", ":width: 50%\n", "Question - Data - Solution\n", "```\n", "````\n", "\n", "Setelah melihat secara singkat dan membuat visualisasi data, kamu bisa membuat beberapa pertanyaan bisnis yang menurut kamu menarik untuk dicari. Sebagai contoh, berikut beberapa pertanyaan bisnis yang bisa kita eksplor sama-sama:\n", "\n", "1. Bagaimana `Education` berhubungan dengan `Income` yang mungkin juga berhubungan dengan **jumlah total pembelian**?\n", "2. *Customer* seperti apakah yang sering membeli produk melalui Web, Toko, serta Katalog produk?\n", "\n", "\n", "## Data Understanding\n", "\n", "Dari ketiga *business problem* tersebut, kita terjemahkan ke dalam data bagaimana **asumsi dan langkah awal** untuk menjawab pertanyaan tersebut. Mungkin kita akan memerlukan *modeling* menggunakan *machine learning*, tapi setidaknya kita harus mencoba menjawab pertanyaan tersebut menggunakan data yang tersedia dulu.\n", "\n", "\n", "### 1. Hubungan `Education` dengan `Income` dengan Jumlah Total Pembelian\n", "\n", "Pertama, kita harus membuat kolom baru yang menjumlahkan semua pembelian, misal kita namai `NumTotalPurchases`." ] }, { "cell_type": "code", "execution_count": 15, "id": "0248d3c2-618a-454b-bc4d-60f31d9d65b6", "metadata": {}, "outputs": [], "source": [ "df[\"NumTotalPurchases\"] = df[\"NumCatalogPurchases\"] + df[\"NumDealsPurchases\"] + df[\"NumWebPurchases\"]" ] }, { "cell_type": "markdown", "id": "d054698c-9e55-483c-b3dc-062b5a81fa20", "metadata": {}, "source": [ "Jika kita lihat bagaimana hubungan antara `Income` dengan `NumTotalPurchases` di bawah ini, sekilas memang terdapat relasi positif diantara keduanya. Tapi, mari kita coba lihat lebih jauh lagi." ] }, { "cell_type": "code", "execution_count": 16, "id": "5ca22492-bf4b-4b6f-ac31-6091eb7384d4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6), dpi=80)\n", "sns.scatterplot(x=\"Income\", y=\"NumTotalPurchases\", data=df, color=\"gray\")\n", "sns.regplot(\n", " x=\"Income\", y=\"NumTotalPurchases\", data=df, scatter=False, line_kws=dict(linewidth=2), color=\"royalblue\"\n", ")\n", "plt.grid(False)\n", "plt.xlabel(\"Income\", loc=\"left\")\n", "plt.ylabel(\"Total Purchases\", loc=\"top\")\n", "plt.title(\"Strong Positive Corrletion Between Income and Total Purchases\", loc=\"left\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "id": "4bee9ee6-72dc-48f1-b2d1-5ec2db699f47", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6), dpi=80)\n", "sns.boxplot(\n", " x=\"Income\",\n", " y=\"Education\",\n", " data=df\n", ")\n", "plt.grid(False)\n", "plt.xlabel(\"Income\", loc=\"left\")\n", "plt.xticks(size=10)\n", "plt.ylabel(\"Eduation\", loc=\"top\")\n", "plt.title(\"Harder To Look Due To Outliers\", loc=\"left\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d13931e8-ce4b-4f72-b6d9-d58b8616e184", "metadata": {}, "source": [ "Dari gambar di atas, kita terasa sulit untuk melihat secara teliti bagaimana sebaran `Income` pada masing-masing jenis `Education` karena beberapa outliers. Oleh karena itu, untuk melihat lebih dalam lagi, kita perlu menghilangkan outlier tersebut untuk \"sementara\". Kita bisa gunakan kode di bawah untuk menghilangkan beberapa outliers pada `Income`.\n", "\n", "```python\n", "df_no_outliers = df[df.Income < df.Income.quantile(.75) + 1.5*(df.Income.quantile(.75) - df.Income.quantile(.25))]\n", "\n", "plt.figure(figsize=(10, 6), dpi=80)\n", "sns.boxplot(\n", " x=\"Income\",\n", " y=\"Education\",\n", " data=df_no_outliers\n", ")\n", "plt.xlabel(\"Income\", loc=\"left\")\n", "plt.xticks(size=10)\n", "plt.ylabel(\"Eduation\", loc=\"top\")\n", "plt.title(\"\")\n", "plt.show()\n", "```" ] }, { "cell_type": "code", "execution_count": 18, "id": "b45cced1-5ec0-4ae6-8b0a-9092f2f45576", "metadata": { "tags": [ "remove-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_no_outliers = df[\n", " df.Income < df.Income.quantile(.75) + 1.5*(df.Income.quantile(.75) - df.Income.quantile(.25))\n", "]\n", "\n", "plt.figure(figsize=(10, 6), dpi=80)\n", "sns.boxplot(\n", " x=\"Income\",\n", " y=\"Education\",\n", " data=df_no_outliers,\n", " showmeans=True, meanprops={\"markerfacecolor\": \"white\", \"marker\": \"o\"},\n", " order=[\"PhD\", \"Master\", \"Graduation\", \"Basic\", \"2n Cycle\"]\n", ")\n", "plt.xlabel(\"Income\", loc=\"left\")\n", "plt.xticks(size=10)\n", "plt.ylabel(\"Eduation\", loc=\"top\")\n", "plt.title(\n", " \"PhD Customers Have The Highest Average Income, \\nGraduation Customers Have The Highest Variance\",\n", " loc=\"left\"\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3f2956bd-cc39-47f6-a0bf-6b9ed18299f1", "metadata": {}, "source": [ "Dari gambar di atas, terlihat bahwa customer dengan latar belakang edukasi PhD memiliki rata-rata pendapatan yang paling tinggi dibanding lainnya, sedangkan pendapatan dengan latar belakang edukasi *Graduation* paling bervariasi dari pada yang lain. Sedangkan, *Basic* memiliki rata-rata dan variansi pendapatan yang paling rendah.\n", "\n", "Selanjutnya, kita coba lihat bagaimana hubungan antara pendapatan pada masing-masing edukasi terhadap jumlah total pembelian." ] }, { "cell_type": "code", "execution_count": 19, "id": "16227169-afab-47c2-bffa-cd872a5350c0", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(4, 1, figsize=(10, 8), sharex=True, sharey=True)\n", "for axis, edu in zip(ax, [\"PhD\", \"Graduation\", \"Master\", \"Basic\"]):\n", " sns.scatterplot(\n", " x=\"Income\",\n", " y=\"NumTotalPurchases\",\n", " data=df_no_outliers[df_no_outliers.Education == edu],\n", " ax=axis,\n", " alpha=.5,\n", " color=\"gray\"\n", " )\n", " sns.regplot(\n", " x=\"Income\",\n", " y=\"NumTotalPurchases\",\n", " data=df_no_outliers[df_no_outliers.Education == edu],\n", " ax=axis,\n", " scatter=False,\n", " line_kws=dict(linewidth=2), color=\"royalblue\"\n", " )\n", " axis.annotate(\n", " \"Education=\"+ edu,\n", " xycoords=\"axes fraction\",\n", " xy=(1.02, .5),\n", " bbox={\"boxstyle\": \"round\", \"fc\": \"w\", \"alpha\": .3}\n", " )\n", " axis.set_ylabel(\"\")\n", " axis.grid(False)\n", "fig.text(.02, .9, \"Total Purchases\", rotation=\"vertical\", va=\"top\", fontsize=18)\n", "plt.xlabel(\"Income\", loc=\"left\", fontsize=18)\n", "plt.suptitle(\n", " \"PhD, Graduation, & Master Education Income Correlate Positively with Total Purchases\",\n", " x=0.1, y=.95, ha=\"left\"\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a2491001-0cf0-41ff-bc83-07f0e228467a", "metadata": {}, "source": [ "Berdasarkan visualisasi data di atas, pendapatan customer dengan latar belakang edukasi *PhD*, *Graduation*, *Master* memiliki korelasi positif terhadap jumlah pembelian yang dilakukan, meskipun tidak sebegitu kuat dibanding pendapatan secara keseluruhan.\n", "\n", "### 2. Customer Yang Membeli Melalui Web, Toko, dan Katalog\n", "\n", "Sekarang, kita ingin mengetahui bagaimana karakter customer yang pernah membeli produk kita melalui web, toko, dan katalog produk yang sudah disediakan. Kita akan coba bandingkan karakter pembeli pada tiap *channel*." ] }, { "cell_type": "code", "execution_count": 20, "id": "9c49446d-cdc2-4177-9361-cbca0f64db6c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# of customers that don't purchase: 7\n", "# of customers that purchase: 2233\n" ] } ], "source": [ "cust_no_purchases = df[df[\"NumTotalPurchases\"] == 0]\n", "cust_purchases = df[df[\"NumTotalPurchases\"] > 0]\n", "\n", "print(\"# of customers that don't purchase:\", len(cust_no_purchases))\n", "print(\"# of customers that purchase:\", len(cust_purchases))" ] }, { "cell_type": "markdown", "id": "52bec649-13a7-4c33-a55d-e761ad57f4e1", "metadata": {}, "source": [ "Ternyata hanya ada **7 customer ($0.3\\%$)** yang tidak pernah membeli produk kita. Pertama, mari kita lihat statistik pembelian pada masing-masing *channel* menggunakan `.describe` dan *box plot*." ] }, { "cell_type": "code", "execution_count": 21, "id": "7869382c-341b-48f9-8027-f868773e1120", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NumWebPurchasesNumStorePurchasesNumCatalogPurchases
count2233.0000002233.0000002233.000000
mean4.0976275.8069862.670399
std2.7736213.2420162.923871
min0.0000000.0000000.000000
25%2.0000003.0000000.000000
50%4.0000005.0000002.000000
75%6.0000008.0000004.000000
max27.00000013.00000028.000000
\n", "
" ], "text/plain": [ " NumWebPurchases NumStorePurchases NumCatalogPurchases\n", "count 2233.000000 2233.000000 2233.000000\n", "mean 4.097627 5.806986 2.670399\n", "std 2.773621 3.242016 2.923871\n", "min 0.000000 0.000000 0.000000\n", "25% 2.000000 3.000000 0.000000\n", "50% 4.000000 5.000000 2.000000\n", "75% 6.000000 8.000000 4.000000\n", "max 27.000000 13.000000 28.000000" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "channel_cols = [\"NumWebPurchases\", \"NumStorePurchases\", \"NumCatalogPurchases\"]\n", "cust_purchases[channel_cols].describe()" ] }, { "cell_type": "code", "execution_count": 22, "id": "07c8f275-d033-4930-86a2-58160514a6e4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 3, figsize=(14, 6), dpi=80, sharey=True)\n", "for channel, ax_channel in zip(channel_cols, ax):\n", " if channel in [\"NumWebPurchases\", \"NumCatalogPurchases\"]:\n", " sns.violinplot(y=channel, data=cust_purchases, ax=ax_channel, showmeans=True)\n", " else:\n", " sns.violinplot(y=channel, data=cust_purchases, ax=ax_channel, color=\"gray\", showmeans=True)\n", " ax_channel.set_ylabel(\"\")\n", " ax_channel.grid(False)\n", "ax[0].set_xlabel(\"Web\")\n", "ax[1].set_xlabel(\"Store\")\n", "ax[2].set_xlabel(\"Catalog\")\n", "fig.text(.02, .9, \"Total Purchases\", rotation=\"vertical\", va=\"top\", fontsize=18)\n", "plt.suptitle(\n", " \"Some Higher Number of Total Purchases Come from Web and Catalog Channel\",\n", " x=.1, ha=\"left\"\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "24138970-3d04-4559-a06f-832444f05473", "metadata": {}, "source": [ "Terlihat rata-rata pembelian paling banyak terjadi melalui *store*. Beberapa pembelian melalui *web* dan *catalog* sepertinya terdapat outlier, di mana ada cusotmer yang membeli produk dengan kuantitas yang jaun di atas lainnya. Kita akan lihat bagaimana karakter customer pada outlier tersebut.\n", "\n", "```{note}\n", "Kita akan gunakan **_IQR rule_** untuk menentukan outliers:\n", "\n", "$$\n", "\\text{upper bound} = Q_1 - 1.5\\cdot\\text{IQR} \\\\\n", "\\text{lower bound} = Q_1 - 1.5\\cdot\\text{IQR}\n", "$$\n", "```\n", "\n", "Menggunakan pandas:\n", "\n", "```python\n", "upper_bound_web = cust_purchases.NumWebPurchases.quantile(.75) + 1.5*(cust_purchases.NumWebPurchases.quantile(.75) - cust_purchases.NumWebPurchases.quantile(.25))\n", "upper_bound_catalog = cust_purchases.NumCatalogPurchases.quantile(.75) + 1.5*(cust_purchases.NumCatalogPurchases.quantile(.75) - cust_purchases.NumCatalogPurchases.quantile(.25))\n", "```\n", "\n", "Kemudian, kita bisa gunakan `upper_bound_web` dan `upper_bound_catalog` untuk masing-masing kolom." ] }, { "cell_type": "code", "execution_count": 23, "id": "342964dc-4a28-4296-9064-7787064b43bb", "metadata": { "tags": [ "remove-input" ] }, "outputs": [], "source": [ "# calculate upper bound for web and catalog purchases\n", "upper_bound_web = cust_purchases.NumWebPurchases.quantile(.75) \\\n", " + 1.5*(cust_purchases.NumWebPurchases.quantile(.75) - cust_purchases.NumWebPurchases.quantile(.25))\n", "upper_bound_catalog = cust_purchases.NumCatalogPurchases.quantile(.75) \\\n", " + 1.5*(cust_purchases.NumCatalogPurchases.quantile(.75) - cust_purchases.NumCatalogPurchases.quantile(.25))" ] }, { "cell_type": "code", "execution_count": 24, "id": "ee0e29fe-7b97-43c4-95fd-eb7a0dde558b", "metadata": {}, "outputs": [], "source": [ "web_purchases_outliers = cust_purchases[cust_purchases.NumWebPurchases > upper_bound_web]\n", "catalog_purchases_outliers = cust_purchases[cust_purchases.NumCatalogPurchases > upper_bound_catalog]" ] }, { "cell_type": "code", "execution_count": 25, "id": "2c6dc180-e270-4477-b924-e3d1f67bd635", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(15, 6), dpi=80, sharey=True, )\n", "sns.countplot(x=\"Marital_Status\", data=web_purchases_outliers, ax=ax[0])\n", "ax[0].set_xlabel(\"Marital Status\", loc=\"left\")\n", "ax[0].set_ylabel(\"Number of Customer\", loc=\"top\")\n", "ax[0].set_title(\"Web\", loc=\"left\")\n", "ax[0].grid(False)\n", "sns.countplot(x=\"Marital_Status\", data=catalog_purchases_outliers, ax=ax[1])\n", "ax[1].set_xlabel(\"\")\n", "ax[1].set_ylabel(\"\")\n", "ax[1].set_title(\"Catalog\", loc=\"left\")\n", "ax[1].grid(False)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0e5d82d0-4720-4b87-a116-ffc6403f0b3e", "metadata": {}, "source": [ "Dari gambar di atas, kita bisa lihat ternyata banyak customer *single* yang membeli produk melalui *web* sedangkan customer *married* banyak membeli melalui katalog produk yang disediakan. Apakah pola ini juga berlaku untuk jumlah pembelian normal (diluar outliers)? Untuk mengecek, kita akan buat kolom baru yang akan membantu kita dalam membuat visualisasi dengan fungsi berikut.\n", "\n", "```python\n", "def user_most_used_channel(channels: pd.Series):\n", " channel_name = [\"Web\", \"Catalog\"]\n", " return channel_name[np.argmax(channels)]\n", "```\n", "\n", "Fungsi di atas akan menentukan channel mana yang paling banyak digunakan untuk membeli produk dibandingkan dengan channel yang lain yang mungkin pernah digunakan." ] }, { "cell_type": "code", "execution_count": 26, "id": "bea4208a-3568-4144-a212-b86ebcfa35ec", "metadata": { "tags": [ "remove-input" ] }, "outputs": [], "source": [ "def user_most_used_channel(channels: pd.Series):\n", " channel_name = [\"Web\", \"Store\", \"Catalog\"]\n", " return channel_name[np.argmax(channels)]" ] }, { "cell_type": "code", "execution_count": 27, "id": "fc63b63a-6082-45e3-89e8-4b9464427bce", "metadata": { "tags": [ "remove-output" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/gn/lh5142px2tb1x8mbqzsf3ckh0000gn/T/ipykernel_15196/3245954703.py:1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " cust_purchases[\"Channel\"] = cust_purchases[channel_cols].apply(user_most_used_channel, axis=1).copy()\n" ] } ], "source": [ "cust_purchases[\"Channel\"] = cust_purchases[channel_cols].apply(user_most_used_channel, axis=1).copy()" ] }, { "cell_type": "code", "execution_count": 28, "id": "d21685ca-76e7-4880-b876-3aa85b3d19cc", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6), dpi=80)\n", "sns.countplot(\n", " y=\"Marital_Status\", data=cust_purchases, hue=\"Channel\",\n", " order=cust_purchases.Marital_Status.value_counts().index, hue_order=[\"Web\", \"Store\", \"Catalog\"]\n", ")\n", "plt.grid(False)\n", "plt.xlabel(\"Number of Customer\", loc=\"left\")\n", "plt.ylabel(\"Marital Status\", loc=\"top\")\n", "plt.title(\"Married customers are our most Valuable customer\", loc=\"left\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "09dc6049-5f62-45a9-9c63-af68aa859b41", "metadata": {}, "source": [ "Dari beberapa visualisasi di atas, kita bisa simpulkan bahwa:\n", "* Secara umum, customer yang sudah menikah (*Married*) menjadi kelompok customer yang paling sering melakukan pembelian di berbagai channel yang ada.\n", "* Ada beberapa customer yang melakukan pembelian dengan jumlah lebih dari lainnya melalui *web* dan *katalog*.\n", "* Pada beberapa customer (outlier) tersebut, customer *single* dan *married* menjadi customer yang paling banyak jumlahnya. Hal ini **mungkin** dikarenakan customer yang sudah menikah suka membeli beberapa produk sekaligus pada katalog untuk pasangan dan/atau anak-anak mereka, sedangkan customer *single* mungkin lebih suka membeli untuk dirinya sendiri melalui web.\n", "\n", "\n", "## Key Takeaways\n", "\n", "Dari analisis yand sudah dilakukan, ada beberapa temuan:\n", "* Customer berlatar belakang PhD memiliki rata-rata pendapatan paling tinggi dibandingkan dengan customer berlatar belakang lain, yang kemudian diikuti oleh Master, dan Graduation.\n", "* Customer berlatar belakang Graduation memiliki variansi pendapatan yang cukup tinggi. Sehingga, kita perlu gali lebih jauh lagi jika kita ingin memberi penawaran khusus kepada customer ini supaya tidak salah sasaran.\n", "* Customer PhD, Master, dan Graduation, memiliki korelasi positif antara pendapatannya dengan jumlah pembelian yang dilakukan. Ini berarti semakin tinggi gaji customer, semakin banyak pembelian yang dilakukan.\n", "* Dari sekian banyak customer pada data, terdapat **0,3%** customer yang belum pernah melakukan pembelian.\n", "* Rata-rata pembelian paling banyak datang melalui channel *store*\n", "* Secara umum, customer yang sudah menikah (*Married*) menjadi kelompok customer yang paling sering melakukan pembelian di berbagai channel yang ada.\n", "* Ada beberapa customer yang melakukan pembelian dengan jumlah lebih dari lainnya melalui *web* dan *katalog*." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.11" } }, "nbformat": 4, "nbformat_minor": 5 }