Skip to content

Instantly share code, notes, and snippets.

@geojackass
Created September 20, 2020 11:03
Show Gist options
  • Save geojackass/99712bcb9b601ae2269f44f2c8698a46 to your computer and use it in GitHub Desktop.
Save geojackass/99712bcb9b601ae2269f44f2c8698a46 to your computer and use it in GitHub Desktop.
order_forecast.ipynb
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "order_forecast.ipynb",
"provenance": [],
"toc_visible": true,
"mount_file_id": "1hHa4q0YmcBcr3JV4dAYuazXbyii6vom9",
"authorship_tag": "ABX9TyM0c9V3kMQpTwbDjZgK/rtz",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/geojackass/99712bcb9b601ae2269f44f2c8698a46/order_forecast.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Vyckd_MaFRqY",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"outputId": "8e481c22-53b1-4875-985d-f1b4024da937"
},
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"/content/drive/My Drive/THK/dat_tdsc2020/order_forecast.csv\")\n",
"df.head()"
],
"execution_count": 1,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>得意先コード</th>\n",
" <th>支店・営業所コード</th>\n",
" <th>中分類名</th>\n",
" <th>受注数</th>\n",
" <th>営業部コード</th>\n",
" <th>年月</th>\n",
" <th>年月_日付形式</th>\n",
" <th>最終ユーザーコード</th>\n",
" <th>業種名</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>00710P00</td>\n",
" <td>LKJ</td>\n",
" <td>III</td>\n",
" <td>3</td>\n",
" <td>HH</td>\n",
" <td>200505</td>\n",
" <td>2005/05/01</td>\n",
" <td>3I187419</td>\n",
" <td>C業種</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>003G0800</td>\n",
" <td>LKJ</td>\n",
" <td>HHH</td>\n",
" <td>20</td>\n",
" <td>HH</td>\n",
" <td>200505</td>\n",
" <td>2005/05/01</td>\n",
" <td>60Q10001</td>\n",
" <td>E業種</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>003G0800</td>\n",
" <td>LKJ</td>\n",
" <td>QQQ</td>\n",
" <td>40</td>\n",
" <td>HH</td>\n",
" <td>200505</td>\n",
" <td>2005/05/01</td>\n",
" <td>60Q10001</td>\n",
" <td>E業種</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>003G0800</td>\n",
" <td>LKJ</td>\n",
" <td>OOO</td>\n",
" <td>20</td>\n",
" <td>HH</td>\n",
" <td>200505</td>\n",
" <td>2005/05/01</td>\n",
" <td>60Q10001</td>\n",
" <td>E業種</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>H17H0400</td>\n",
" <td>LKJ</td>\n",
" <td>HHH</td>\n",
" <td>2</td>\n",
" <td>HH</td>\n",
" <td>200505</td>\n",
" <td>2005/05/01</td>\n",
" <td>55II0005</td>\n",
" <td>E業種</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 得意先コード 支店・営業所コード 中分類名 受注数 営業部コード 年月 年月_日付形式 最終ユーザーコード 業種名\n",
"0 00710P00 LKJ III 3 HH 200505 2005/05/01 3I187419 C業種\n",
"1 003G0800 LKJ HHH 20 HH 200505 2005/05/01 60Q10001 E業種\n",
"2 003G0800 LKJ QQQ 40 HH 200505 2005/05/01 60Q10001 E業種\n",
"3 003G0800 LKJ OOO 20 HH 200505 2005/05/01 60Q10001 E業種\n",
"4 H17H0400 LKJ HHH 2 HH 200505 2005/05/01 55II0005 E業種"
]
},
"metadata": {
"tags": []
},
"execution_count": 1
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "kfz34QfZGADe",
"colab_type": "code",
"colab": {}
},
"source": [
"columns={\n",
" \"年月_日付形式\":\"date\",\n",
" \"受注数\":\"amount\"\n",
"}\n",
"#再度読み込みを行う\n",
"df.rename(columns=columns, inplace=True)"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "3ZoqVb-fGJ5N",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"outputId": "c0626edc-5eba-410c-908e-16b2502e8db1"
},
"source": [
"#df、デフォルトでグループラベルをindexnにしたくないので、as_indexオプションを指定する\n",
"df.groupby(\"date\", as_index=False).sum().head()"
],
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>amount</th>\n",
" <th>年月</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1999/02/01</td>\n",
" <td>85183</td>\n",
" <td>940738812</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1999/03/01</td>\n",
" <td>104245</td>\n",
" <td>1005512090</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1999/04/01</td>\n",
" <td>110109</td>\n",
" <td>960538720</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1999/05/01</td>\n",
" <td>94595</td>\n",
" <td>917364045</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1999/06/01</td>\n",
" <td>102149</td>\n",
" <td>1022119378</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date amount 年月\n",
"0 1999/02/01 85183 940738812\n",
"1 1999/03/01 104245 1005512090\n",
"2 1999/04/01 110109 960538720\n",
"3 1999/05/01 94595 917364045\n",
"4 1999/06/01 102149 1022119378"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "_rWU2lnkGLLN",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"outputId": "4d5b613d-74f9-4b7c-b054-41bd496ab62d"
},
"source": [
"dat = df.groupby(\"date\",as_index=False).sum()\n",
"#データフレーム整形\n",
"dat = dat.loc[:,[\"date\",\"amount\"]]\n",
"dat.head()"
],
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>amount</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1999/02/01</td>\n",
" <td>85183</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1999/03/01</td>\n",
" <td>104245</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1999/04/01</td>\n",
" <td>110109</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1999/05/01</td>\n",
" <td>94595</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1999/06/01</td>\n",
" <td>102149</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date amount\n",
"0 1999/02/01 85183\n",
"1 1999/03/01 104245\n",
"2 1999/04/01 110109\n",
"3 1999/05/01 94595\n",
"4 1999/06/01 102149"
]
},
"metadata": {
"tags": []
},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "9kyFL8rcGU_d",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"outputId": "fe8ada56-d218-408b-ac6d-298710cd464b"
},
"source": [
"#ts(time seriesとして読み込む、freq(後ほど周期性を仮定する)\n",
"tdf = dat.reset_index()\n",
"tdf.head()"
],
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>index</th>\n",
" <th>date</th>\n",
" <th>amount</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>1999/02/01</td>\n",
" <td>85183</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>1999/03/01</td>\n",
" <td>104245</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>1999/04/01</td>\n",
" <td>110109</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>1999/05/01</td>\n",
" <td>94595</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>1999/06/01</td>\n",
" <td>102149</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" index date amount\n",
"0 0 1999/02/01 85183\n",
"1 1 1999/03/01 104245\n",
"2 2 1999/04/01 110109\n",
"3 3 1999/05/01 94595\n",
"4 4 1999/06/01 102149"
]
},
"metadata": {
"tags": []
},
"execution_count": 6
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "20fFrLTi6S-a",
"colab_type": "code",
"colab": {}
},
"source": [
"#date optionの指定をすると日時表示も可能\n",
"tdf['date'] = pd.to_datetime(tdf['date'], format='%Y-%m-%d')"
],
"execution_count": 7,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "t-1OOp3f6ZFK",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 479
},
"outputId": "9af6b63e-e16f-4e96-9345-c1f9aa419d8d"
},
"source": [
"#描画用ライブラリの呼び出し\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"# グラフのサイズ変更\n",
"plt.style.use('seaborn-talk')\n",
"# グラフのカラー変更\n",
"plt.style.use('ggplot')\n",
"\n",
"\n",
"tdf['amount'] = tdf['amount'].values.astype(int)\n",
"tdf = tdf.groupby('date')['amount'].sum().reset_index()\n",
"tdf = tdf.set_index(['date'])\n",
"\n",
"tdf.plot()"
],
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fb4480116d8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 10
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 748.8x514.8 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "TH2mDzinG53O",
"colab_type": "code",
"colab": {}
},
"source": [
"import statsmodels.api as sm\n",
"\n",
"#月ごとのデータなので12か月周期を仮定する(決め打ち)\n",
"decompose_result = sm.tsa.seasonal_decompose(tdf[\"amount\"], freq=12)"
],
"execution_count": 11,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "OAWr5IKGGgGC",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "5718728c-b216-4f16-fe0e-553a4a5e69a0"
},
"source": [
"decompose_result"
],
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<statsmodels.tsa.seasonal.DecomposeResult at 0x7fb45c466278>"
]
},
"metadata": {
"tags": []
},
"execution_count": 15
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "usFKGvt1sOQY",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 462
},
"outputId": "ee4a1524-9d4c-41fa-a43b-ac288753e0d5"
},
"source": [
"# 描画する領域を用意する\n",
"fig, axes = plt.subplots(nrows=4, ncols=1, sharex=True)\n",
"# グラフのサイズ変更\n",
"plt.style.use('seaborn-talk')\n",
"\n",
"# 原系列\n",
"axes[0].set_ylabel('Observed')\n",
"axes[0].plot(decompose_result.observed, color='r')\n",
"\n",
"# 傾向変動\n",
"axes[1].set_ylabel('Trend')\n",
"axes[1].plot(decompose_result.trend, color='g')\n",
"\n",
"# 季節変動\n",
"axes[2].set_ylabel('Seasonal')\n",
"axes[2].plot(decompose_result.seasonal, color='b')\n",
"\n",
"# 残差 (不規則変動 = 誤差変動 + 特異的変動)\n",
"axes[3].set_ylabel('Residual')\n",
"axes[3].plot(decompose_result.resid)\n",
"\n",
"#下記の関数で実行することも可能(ただし同じグラフが2つ出力されるバグがある)\n",
"#decompose_result.plot()"
],
"execution_count": 24,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fb443a667b8>]"
]
},
"metadata": {
"tags": []
},
"execution_count": 24
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 748.8x514.8 with 4 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "2i1O2RmXIbKF",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 119
},
"outputId": "05d177e1-3ed8-4289-dc88-233e6640031d"
},
"source": [
"sarima_model = sm.tsa.SARIMAX(tdf, order=(3,1,2), seasonal_order=(1,1,1,12)).fit()"
],
"execution_count": 28,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/statsmodels/tsa/base/tsa_model.py:165: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
" % freq, ValueWarning)\n",
"/usr/local/lib/python3.6/dist-packages/statsmodels/tsa/statespace/sarimax.py:949: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n",
" warn('Non-stationary starting autoregressive parameters'\n",
"/usr/local/lib/python3.6/dist-packages/statsmodels/tsa/statespace/sarimax.py:961: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n",
" warn('Non-invertible starting MA parameters found.'\n"
],
"name": "stderr"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "gUebNAHlI4I0",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 462
},
"outputId": "b8a97474-8e90-4354-e568-36191dff7114"
},
"source": [
"#predictの引数に予測期間を記載する2016/01から2016/12の1年間分を予測した\n",
"predict = sarima_model.predict('2016-01', '2016-12')\n",
"plt.plot(tdf[\"amount\"]) # 実データをプロット\n",
"plt.plot(predict) # 予測データをプロット"
],
"execution_count": 31,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fb4438d19b0>]"
]
},
"metadata": {
"tags": []
},
"execution_count": 31
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 748.8x514.8 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "fGYkwBhjJooU",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 238
},
"outputId": "cebd51a0-64f9-4a42-8fa1-981f959eb473"
},
"source": [
"predict"
],
"execution_count": 32,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"2016-01-01 150948.001564\n",
"2016-02-01 165611.378750\n",
"2016-03-01 178154.389649\n",
"2016-04-01 181102.162010\n",
"2016-05-01 180284.634641\n",
"2016-06-01 180728.425400\n",
"2016-07-01 177104.767293\n",
"2016-08-01 158189.646935\n",
"2016-09-01 158040.907559\n",
"2016-10-01 167414.982283\n",
"2016-11-01 165023.074052\n",
"2016-12-01 161801.466631\n",
"Freq: MS, dtype: float64"
]
},
"metadata": {
"tags": []
},
"execution_count": 32
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1hfkmeH6D1W5",
"colab_type": "text"
},
"source": [
"### 提出する解答のデータ形式に揃える\n",
"### ヘッダー(カラム名)は必要ないが,indexが日付になっているため書き出す."
]
},
{
"cell_type": "code",
"metadata": {
"id": "JSsZJZtSKRMt",
"colab_type": "code",
"colab": {}
},
"source": [
"#type(predict)\n",
"pd.DataFrame(predict).to_csv(\"order_forecast.csv\", header=False, index=True)"
],
"execution_count": 33,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "PfyNwAuOIHeu",
"colab_type": "text"
},
"source": [
"### **ここからは,詳細な時系列解析を理解している方の参考用**\n",
"\n",
"- 自己相関\n",
"- 偏自己相関\n",
"- 標本コレログラム\n",
"- 1階・2階,階差の取得方法\n",
"- 残差plotの方法"
]
},
{
"cell_type": "code",
"metadata": {
"id": "l5qQn-QwHRkd",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 509
},
"outputId": "4d1f742c-8831-4668-b714-727094e40e47"
},
"source": [
"# 自己相関のグラフ\n",
"fig = plt.figure(figsize=(12,8))\n",
"ax1 = fig.add_subplot(2,1,1)\n",
"fig = sm.graphics.tsa.plot_acf(tdf[\"amount\"], lags=40, ax=ax1)\n",
"ax2 = fig.add_subplot(2,1,2)\n",
"fig = sm.graphics.tsa.plot_pacf(tdf[\"amount\"], lags=40, ax=ax2)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAuAAAAHsCAYAAACT9BjvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeXxTVd4/8M9Nuia00JIulKULDFIQ0FEQkQJiZXFYfERAEAEVUHFBfy48MKBVtI8Dyigy4MCoCBQEQQVHEUVZCgqIyigiMgItS+lGS2mbttnO74/QS9Ok7U2TZmk/79erNjn3nHtPvrnUb07OPVcSQggQEREREZFHqLzdASIiIiKiloQJOBERERGRBzEBJyIiIiLyICbgREREREQexASciIiIiMiDmIATEREREXkQE3AiIhfdcccdkCQJK1eubPQ+3njjDWzbts2NvfIt06ZNQ5cuXZxut3r1aqxZs8auPC0tDQEBAe7oGhGRxzEBJyJyQV5eHr788ksAwLp16xq9n+aegDdWXQn49OnTsX//fi/0iIjIdUzAiYhcsGHDBpjNZgwfPhz79u1DVlaWt7vkVhaLBSaTyeG2qqoqD/fmqg4dOuCmm27y2vGJiFzBBJyIyAXr1q1Dt27dsGTJEggh7EbBExISkJaWZlOWlZUFSZLkugkJCcjOzsY777wDSZIgSZJNm/feew89evRAcHAwYmNjMWvWLFy+fNlmnwaDAS+++CK6du2K4OBgtGvXDhMmTEBJSYlc59tvv8XgwYOh0WgQHh6O0aNH4/fff7fr7/Tp07Fs2TJ06dIFQUFB+OWXX+QpJLt27UKfPn0QHByM5cuXAwD++OMPjB8/HpGRkQgNDUX//v2xb9++euNWUVGB2bNno3v37tBqtejQoQMmTJiAs2fPynUGDx6MPXv24Ouvv5bjMm3aNACOp6BcunQJDz/8MGJiYhAcHIyePXti7dq1NnWq2504cQK33347tFotunTpIr8WIiJPYAJORNRIv/32G3744Qfce++9SE5Oxp///OdGTUP5+OOPERsbi9GjR+O7777Dd999h+nTpwMAVqxYgQceeAA33XQTtm7dir/+9a9Yu3YtRo4cCYvFIu/j7rvvRnp6OiZMmIB///vfeOutt6DRaFBWVgYA+OmnnzBkyBAYjUasX78eK1euxO+//44BAwbgwoULNv35/PPP8f777+PVV1/FZ599hri4OABAYWEhHnjgAcyYMQM7duzAbbfdhuzsbPTr1w8nT57EihUr8NFHHyEqKgqpqan4z3/+U+drrqioQGVlJdLS0vD5559jyZIlOHPmDAYMGICKigoAwPLly3H99dejT58+clwWLFjgcH9msxl33HEHNmzYgAULFmDr1q3485//jClTpmDVqlU2dYUQGDt2LEaPHo2tW7fi5ptvxqOPPordu3c798YRETWWICKiRpk7d66QJEmcOnVKCCHEkiVLBABx6NAhuU58fLx44YUXbNqdPn1aABBr1661qffggw/a1DOZTCIqKkrccccdNuXr168XAMT27duFEEJ89dVXAoBYtWpVnX296667RFRUlCgrK5PLsrKyRGBgoJgzZ45NP8LDw0VxcbFN+6lTpwoA4uuvv7Ypv//++0VcXJwoKSmx6Xe3bt3E+PHjbdp37ty5zv6ZTCaRk5MjAIgtW7bI5YMGDRK33XabXf0XXnhBqNVq+fm2bdsEALFp0yabekOHDhXt2rUTFotFbgdAbNy4Ua5TVVUl2rZtKx555JE6+0dE5E4cASciagQhBNavX4/+/fsjMTERADBx4kSo1Wq7aQ+Ndfz4cRQUFGDSpEk25ePGjUNAQAD27t0LANi5cycCAwPl6RmO7N27F2PGjIFWq5XL4uPj0b9/f3k/1VJSUtCmTRu7fWi1WgwZMsSmbMeOHRg5ciQ0Gg1MJhNMJhOEEEhNTUVmZma9r2/Dhg3o06cPwsPDERAQII+0nzhxot52db2+oKAgjB071qZ84sSJuHDhAv773//alI8YMUJ+HBQUhD/96U84c+aM08clImoMJuBERI2wd+9eZGdn484778SlS5dw6dIlhISEICUlBRs3bqzzwkVnFBcXAwBiY2NtygMCAtC2bVt5+8WLFxEdHV3vsnzFxcV2+6ned/V+qsXExDjch6Py/Px8rFy5EoGBgTY/y5Ytw8WLF+vsz9atWzFp0iQkJycjIyMD3333HQ4ePAhJklBZWVlnu7oUFxcjOjoaKpXt/9aqX3PN16hWqxEWFmZTLzg4uFHHJSJqDC6iSkTUCNWj3M8++yyeffZZu+07duzAX/7yF4SEhMBgMNhsqy8xrSkiIgIAkJuba1NuMplw8eJFREZGAgB0Oh3y8/NhMpnqTMIjIiLs9lO97+r9VJMkyeE+HJVHRkYiNTUVTz31lKL61TZt2oRu3brZLDF49uxZCCHqbFOfiIgIFBQUwGKx2CTh1a+59mskIvImjoATETmpsrISmzdvRmpqKnbt2mXz8/XXXyM8PFxO0Dt16oSjR4/atP/ss8/s9uloBLZbt26Ijo7GBx98YFO+ZcsWmEwmpKSkAABSU1NhNBodrpddbeDAgdi2bZt8gSNgTXi//fZbeT+NMWzYMPzyyy/o1asXbrzxRpufG264oc52er0egYGBNmWO+q90ZHrgwIGoqqrCxx9/bFO+ceNGtGvXrlE3ASIiaiocAScictKnn36KkpISPProoxg8eLDd9nHjxmH9+vUoLS3FhAkTMHPmTLzyyivo168fMjMzsX79ers2ycnJ2L17N7744gvodDrExcUhLi4OaWlpmDVrFqZPn45x48bhv//9L+bNm4eUlBQMHToUAHDbbbdh1KhRmDVrFrKzszFgwACUlZXhs88+w4svvoj27dtj/vz5uPnmmzF06FA8/fTTqKqqQlpaGlq3bo3Zs2c3OhYLFy5Enz59cOutt2LWrFno0KEDCgsL8cMPP0CtVmPhwoUO2w0bNgyPPPII5syZg6FDhyIzMxPr1q2zm0KSnJyMVatW4eOPP0bHjh2h0+mQkJBgt7877rgDN998Mx588EHk5uaiS5cu+OCDD/DFF19g1apV9Y7GExF5nJcvAiUi8jujRo0SUVFRwmAwONyemZkpAIh3331XmEwmsWDBAtGhQweh1WrF//zP/4gDBw7YrYJy7Ngxceutt4rw8HABwGbllHfffVd0795dBAYGipiYGPHII4/YrDoihBCVlZVi/vz5IjExUQQGBop27dqJCRMm2NTbv3+/GDhwoAgNDRVhYWFi1KhR4vjx4zb7cbQaixD1r2KSlZUlpkyZImJiYkRgYKBo3769GD16tNixY0ed7U0mk5gzZ46IjY0VGo1GDB06VPz+++9CrVbbvPbz58+L0aNHi8jISAFATJ06VQhhvwqKEEIUFxeLmTNniqioKBEUFCSuvfZa8f7779vUcdROiLpXWyEiagqSEI2ccEdERERERE7jHHAiIiIiIg9iAk5ERERE5EFMwImIiIiIPIgJOBERERGRBzEBJyIiIiLyoBa5DnhOTo5Hj6dWqxETE4O8vDyYzWaPHtvfMFbKMVbKMVbOYbyUY6yUY6yUY6yU8+VYxcXF1bmNI+BERERERB7EBJyIiIiIyIOYgBMREREReRATcCIiIiIiD3LrRZj79+/Hjh07kJ2djaqqKnzwwQf11j958iT+9a9/4ezZs4iIiMC4ceMwcOBAeXtJSQlWrVqFn3/+GYGBgbj11lsxadIkqFT83EBERERE/smtmaxWq8XQoUMxderUBuvq9Xqkp6fjpptuwnvvvYcZM2Zg1apVOHHihFxn6dKlAIC3334b6enp+P7777Ft2zZ3drnJiYJcGF+dg7Ojb4Lx1TkQBbne7hIREREReZFbR8Cvu+46AMCvv/7aYN2DBw8iODgYY8aMgSRJ6NWrF/r27YudO3eia9euyM/Pxy+//IKlS5dCo9FAo9FgzJgx2LJlC+68806n+lVaWorS0lIA1iVh1Gq18y+ukYyrl0KcOAoA1t+rlyLgf//mseP7m+r3xpPvkb9irJRjrJzDeCnHWCnHWCnHWCnnr7Hy2jrg2dnZSEhIgCRJclliYiIyMzMBAFlZWdBoNIiNjbXZXlBQAL1eD41Go/hY27dvx+bNmwEAmzZtQkxMjJteRcPO/PEbpBrPxcnfPHp8f6XT6bzdBb/BWCnHWDmH8VKOsVKOsVKOsVLO32LltQS8oqLCLonWarXQ6/UAgMrKSofb62pbnxEjRmDAgAHy87y8vMZ222mGDokIPvOH/FzqnOzR4/sbtVoNnU6HwsJCn1tQ39cwVsoxVs5hvJRjrJRjrJRjrJTz5VjVN+DqtQQ8NDQU+fn5NmXl5eVyYh0SEiIn4zW3V7d1RlhYGMLCwuTnnnyDLo6chDMLn8UNEa1gSfgTQqc94XMniC8ym82Mk0KMlXKMlXMYL+UYK+UYK+UYK+X8LVZeS8Dj4+Px/fff25RlZWUhPj4eAJCQkAC9Xo+8vDz5E8Tp06cRFRXl1Oi3t5kjdBh/0Hph6YEDy9ExKraBFkRERETUnLl1FRSLxQKDwQCTyQQAMBgMMBgMEELY1e3bty8qKyuxbds2mEwm/PLLLzh48CBSU1MBANHR0ejZsyfWrVsHvV6P/Px8bN26Fbfffrs7u0xERERE5FFuHQHfu3cvli9fLj+fPHkyAGDZsmW4ePEi0tPT8fe//x06nQ5arRZz587FO++8g40bNyIiIgIzZsxA165d5fZPPPEEVq1ahYcfflheB3z06NHu7DIRERERkUe5NQEfPHgwBg8e7HBbdHQ01q5da1PWpUsX/N///V+d+2vdujWeeeYZd3aRiIiIiMirvDYHnBomCnJhWf0mcPI40LkbVNNmQ+IcciIiIiK/xnu6+zDL6jeBE78CZjNw4lfrcyIiIiLya0zAfZj44zfbgpPHvdMRIiIiInIbJuA+rKpDom1B527e6QgRERERuQ0TcB9WNPJeHLhYCqNFoLJTZ6imzfZ2l4iIiIjIRbwI04fVvInP/v1vIYEXYBIRERH5PY6AExERERF5EBNwIiIiIiIPYgJORERERORBnAPeTPEmPkRERES+iSPgzRRv4kNERETkm5iAN1O8iQ8RERGRb2IC3kzxJj5EREREvokJeDPFm/gQERER+SZehNlM8SY+RERERL6JI+BERERERB7EBJyIiIiIyIOYgBMREREReRDngJMd3sSHiIiIqOlwBJzs8CY+RERERE2HCTjZ4U18iIiIiJoOE3Cyw5v4EBERETUdt88Bt1gsyMjIwO7du2E0GtGrVy/MnDkT4eHhdnU/+ugjfPzxxzZlVVVVGD58OB544AEAwKOPPopLly5Bpbr6WeGVV15Bp06d3N11uqJo5L04s/BZ3BDRCuaELtDwJj5EREREbuP2BPyTTz7B4cOHkZ6ejrCwMCxfvhzLli3DvHnz7OredddduOuuu+TnOTk5eOqppzBw4ECbeg899JBdGTUd3sSHiIiIqOm4PQHfuXMn7r77bsTExAAAJk+ejCeeeAIFBQWIiopqsG1CQgK6dOni1j6VlpaitLQUABAXFwe1Wu3W/den5rFUKpVTx65ZV61W+0VbV1Ufy5PH9FeMlXKMlXMYL+UYK+UYK+UYK+X8NVZuTcDLy8tRWFiIpKQkuSw2NhahoaHIzs6uNwE3Go3Ys2cPJk6caLdtzZo1eO+996DT6TB06FDcfvvtTvVr+/bt2Lx5MwBg06ZN8ocDTygrK5MfR0ZGOnXsmm11Op1ftHUXnU7n8WP6K8ZKOcbKOYyXcoyVcoyVcoyVcv4WK7cm4BUVFQAAjUZjU67VaqHX6+tte+DAAZhMJgwYMMCm/NFHH0VSUhICAgJw7NgxvPHGGwDgVBI+YsQIm/3m5eUpbuuqwsJC+XFRURFatWrVqLaFhYV+0dZVarUaOp0OhYWFMJvNHjuuP2KslGOsnMN4KcdYKcdYKcdYKefLsapvANOtCXhoaCgA2CXb5eXldkl5bTt37sSAAQMQEhJiU969e3f5ca9evTBy5EhkZmY6lYCHhYUhLCxMfu7JN6jmsSwWi1PHrlnXbDb7RVt38dZx/RFjpRxj5RzGSznGSjnGSjnGSjl/i5VblyHUarXQ6XQ4deqUXJaXl4eKiop6Vy05d+4cfvvtN0VJtSRJEEK4pb9ERERERJ7m9nXAU1NTsXXrVuTn50Ov1yMjIwO9e/dGdHR0nW2++uor/OlPf0JCQoJNeUFBAY4ePQqDwQCLxYJjx47hs88+Q//+/d3dbSIiIiIij3D7Kih33nknysrKMHfuXHkd8McffxwAkJmZiZUrV2Lt2rVyfYPBgL1792Lq1Kl2+6qqqsKaNWuQm5sLSZKg0+lw9913Y/jw4e7uNrmJKMi13rr+5HGgczeops2GxGUMiYiIiGRuT8BVKhWmTJmCKVOm2G1LSUlBSkqKTVlQUBDee+89h/vq0KEDFi1a5O4uUhOyrH4TOPGr9cmJX2FZ/SbUz/6fdztFRERE5EN4K3pyK/HHb7YFJ497pyNEREREPooJOLlVVYdE24LO3bzTESIiIiIfxQSc3Kpo5L04cLEURotAZafOUE2b7e0uEREREfkUt88Bp5bNHKHD+IMnAAD797+FBF6ASURERGSDI+BERERERB7EBJyIiIiIyIOYgBMREREReRATcCIiIiIiD2ICTkRERETkQUzAiYiIiIg8iMsQks8QBbkwrl6Ksyd/g9Q5GdK0JyBxGUMiIiJqZjgCTj7DsvpNiBNHAbMZ4sRRWFa/6e0uEREREbkdE3DyGeKP32wLTh73TkeIiIiImhATcPIZVR0SbQs6d/NOR4iIiIiaEBNw8hlFI+/FgYulMFoEqjp1gWrabG93iYiIiMjteBEm+QxzhA7jD54AABw4sBwdeQEmERERNUMcASciIiIi8iAm4EREREREHsQEnIiIiIjIg5iAExERERF5EBNwIiIiIiIPcvsqKBaLBRkZGdi9ezeMRiN69eqFmTNnIjw83K7ur7/+ihdffBHBwcFyWXx8PF5++WX5eW5uLlatWoUTJ05Aq9XiL3/5C0aNGuXubpOfEwW51jtnnjwOdO4G1bTZvI09ERER+SS3J+CffPIJDh8+jPT0dISFhWH58uVYtmwZ5s2b57C+SqXC2rVrHW6zWCz429/+hp49e+K5557D+fPnkZ6ejrZt26J///7u7jr5McvqN4ETv1qfnPgVltVvQv3s/3m3U0REREQOuD0B37lzJ+6++27ExMQAACZPnownnngCBQUFiIqKcmpfx44dQ0FBASZNmoTg4GAkJSUhNTUVX331lVMJeGlpKUpLSwEAcXFxUKvVTvXDFTWPpVKpnDp2zbpqtbpFtXU2VqY/foNUs+DkcY++z95Q/fqa++t0B8bKOYyXcoyVcoyVcoyVcv4aK7cm4OXl5SgsLERSUpJcFhsbi9DQUGRnZztMwC0WCx555BGYTCYkJSVh4sSJSEhIAABkZ2ejXbt2CAkJkesnJSVhx44dTvVr+/bt2Lx5MwBg06ZN8ocDTygrK5MfR0ZGOnXsmm11Ol2LautsrLITr4F08jf5eXByb0R78H32Jp1O5+0u+A3GyjmMl3KMlXKMlXKMlXL+Fiu3JuAVFRUAAI1GY1Ou1Wqh1+vt6rdv3x6LFi1Cx44dUVlZia1bt+Kll17Ca6+9hsjISFRUVNjtS6PRyMdRasSIERgwYID8PC8vz6n2rigsLJQfFxUVoVWrVo1qW1hY2KLaOhurgjvuwem0/4cbIlrBkvAnBE6e5dH32RvUajV0Oh0KCwthNpu93R2fxlg5h/FSjrFSjrFSjrFSzpdjVd9AolsT8NDQUACwS7bLy8vtEmkAaNOmDdq0aQPAmqRPmjQJBw4cwJEjRzBkyBCEhoba7Uuv18vHUSosLAxhYWHyc0++QTWPZbFYnDp2zbpms7lFtXU2VobwCPk29vv3vwVN22jAx/4hNhVn49ySMVbOYbyUY6yUY6yUY6yU87dYuXUZQq1WC51Oh1OnTslleXl5qKioQKdOnRTtQ5IkCCEAWFdEuXDhAiorK+Xtp0+flqeoEBERERH5G7evA56amoqtW7ciPz8fer0eGRkZ6N27N6Kjo+3qHj16FLm5ubBYLKisrMSmTZtQUlKC3r17AwC6d++OqKgobNiwAQaDAVlZWdi5cydSU1Pd3W0iIiIiIo9w+yood955J8rKyjB37lx5HfDHH38cAJCZmYmVK1fKyw5mZWVh+fLlKC0tRXBwMBITEzF//nx5Ir1KpcKcOXOwcuVKPPDAA9BqtRg1ahRuueUWd3ebiIiIiMgj3J6Aq1QqTJkyBVOmTLHblpKSgpSUFPn5yJEjMXLkyHr3Fxsbi+eff97d3SQiIiIi8gq3J+BE/oZ30SQiIiJPcvsccCJ/I99F02yW76JJRERE1FQ4Ak4tnnBwF00iIqKmUr3aG4QAIAABm+fCYoEwGqw/JtOVbfJ/rrarLhLyDq7uy6auo/Y1n8O+vL6ymvuRt9u+hgb7Vm+/anbK9mHtvltUahhKi2EpughhttRqJ4BQLaSYOPgaJuDU4lV1SETImZNXCzp3815niIh8lF3SCNRIsGolU8I+2RIqFSz6cogK/ZWk0kFCVrO9XF7PMe3a10q+bNqjjja1nit5bQ6fO0hu69pHA4RKhaqiXIjiYsBiabB+i6ZSwaIPAir0jmMV4Juprm/2isiDikbeizMLn8UNEa1gTugCzbTZ3u4SkUPCJsFQMHLl7AjYlTKhVsNSVgpRXnplRMlRO9gfp/b2BkewGqhX3/7snjpIauyO00C5U3WvxEqlhtFsgCgsqBGr2u3qen2O3h8H5Y7a13UeKHrPHT1WMGLpIqFSwXD5IpNKIjABJ4I5QmdzF80EH74AU1jMgOXKaJLZBEtlhXU0yWyuNdpjqTUSJWptrzl6pGAEB7XbXNkG1KoPOEwwatdxifP7sajUMOgvw3LxojWGde2mgWTL9qGD11bfa3f4NW2NerUTn7qO5QFCpYKhtIiJkgJCpYIZZsaKiJzCBJzIzYQQ1v8RW8xXftd4bDbbbxM1fwvb39X7qn5c8zgqFQzF+fwfvxIqFSxBAUB5KWNFRERexwScqA6iOlE2mwGzqdbvWuXV9aqTZSIiIqI6MAGnFkeYTIDJKP+IooKr285nQ5grrcm0gkRaXCqC+GILkHMGiOsEafhYSG0im7L7RERE5OeYgFOzI6oqIEov2yTZMNZ4XHsu7qWiq4+rKq11lB7riy3AuSzrk3NZEF9sgXTPDNdfBBERETVbTMDJ7wghAIMBMFQBhkrAUAVxPvtqhfNnAJg805fzZ2zXEM8545HjEhERkf9iAk4+S5jNV5Ls2j8G2K0KUVXplT5W6WIRUpBztSCuk1f6QURERP6DCTj5BGEyQpSXyc8t2f8F9Je82CNlLvYbgrOrV1jXEI9pj9DhY73dJSIiIvJxTMDJK0RVJVBRDlRUWH8bDUBejZFkk9l7nXOCuVVreQ3xfWsfQwIvwCQiIqIGMAGnJicsZmuiXam/mnRb/CPBJiIiInI3JuDUZERhPgSMQFUVPH0nPyIiIiJfxQSc3EKYjEDZZYgL564WXi4GwkK91ykfxzXEiYiIWiaVtztA/ksYjRDFFyHOnAJO/m6dw11R7u1u+Q15DXGLRV5DnIiIiJo/joCTU4TRCJSWAGUlQIXe293xa1xDnIiIqGViAk4NEkaDNekuvWy9kJLcgmuIExERtUycgkL1EueygFO/AwW5TL7d7GK/IThwsRRGi0BlVBwkriFORETUInAEnGyIqiqIgtyrBYYq73WmmeMa4kRERC2T2xNwi8WCjIwM7N69G0ajEb169cLMmTMRHh5uV/fHH3/Ep59+ijNnzsBisaBjx46YOHEikpOT5Trjx49HUFAQJOnqbNl//vOf0Gg07u56iyb05UBRAVBeap1uQkRERERNwu0J+CeffILDhw8jPT0dYWFhWL58OZYtW4Z58+bZ1S0vL8eIESPQo0cPhISE4Ouvv0Z6ejr+/ve/Q6fTyfXmz5+Pbt26uburLZ4QAigrtSbenF5CRERE5BFuT8B37tyJu+++GzExMQCAyZMn44knnkBBQQGioqJs6qakpNg8Hzp0KD788EOcPHnSJgF3VWlpKUpLSwEAcXFxUKvVbtt3Q2oeS6VSOXXsmnXVarXb2gqLBSgphiguvDrFRHX1cgBVrcc1nzeEbT3TtmZ7Z9u1RIyVcxgv5Rgr5Rgr5Rgr5RqMlUoNlQfzPqXcmoCXl5ejsLAQSUlJcllsbCxCQ0ORnZ1tl4DXdubMGZSWlqJTJ9vVIJYsWQKz2YyYmBiMGTMGN910k1P92r59OzZv3gwA2LRpk/zhwBPKysrkx5GRkU4du2ZbnU7nclthNsF8sQDm4nzrjXO0GutPLcVlV9fybt26NSIiIhQf111tw8LCvHJcf2lbU+vWrRvVriVirJzDeCnHWCnHWCnHWClXV6xUYa0R5MG8Tym3JuAVFRUAYDc/W6vVQq+vf4pDSUkJXn/9dYwaNQrt2rWTyxcsWIBrrrkGAHD48GEsXboUzz77LK677jrF/RoxYgQGDBggP8/Ly1Pc1lWFhYXy46KiIrRq1apRbQsLCxvdtuBCDrTllyFKiqw3fWlASUmJzePiVlrFx3VX29LSUhQXF3v8uP7SFrB+2m/dujVKSkpgUfC+tmSMlXMYL+UYK+UYK+UYK+UajJXBBJXG/jpET6hv4NStCXhoqPW247WT7fLy8novmiwqKsLLL7+MXr16YdKkSTbbevbsKT/u378/fv75Z2RmZjqVgIeFhSEsLEx+bjabFbd1Vc1jWSwWp45ds67ZbG5826yTMLdvV09tWzVPYIvF4tQ/frb1TFtxqQimLz5CQU42EBcPafhdvI29As7GuaVjvJRjrJRjrJRjrJSrM1YWM4QH8z6l3Dq5SKvVQqfT4dSpU3JZXl4eKioq7KaVVMvPz8cLL7yA6667Dg8++KDNaicOO6xSWS8epDqJqkqIvJyaJV7rCzUN623sT1+5jf1p3saeiIjIj7h9dn9qaiq2bt2K/Px86FPoNg4AACAASURBVPV6ZGRkoHfv3oiOjrare/78eTz//PO45ZZbMGXKFLvtZ86cwR9//AGTyQSTyYRDhw5h79696N+/v7u73SyIqkqI82eArP9alxOkZkucr3Xbet7GnoiIyG+4fRWUO++8E2VlZZg7d668Dvjjjz8OAMjMzMTKlSuxdu1aAMDWrVtRVFSEzz77DJ999pm8j5kzZyIlJQWXL1/Gu+++i4KCAgQEBCAmJgaPPPIIbrzxRnd326+JygrgYgFQxvW7Wwrexp6IiMh/uT0BV6lUmDJlisMR7ZSUFJulB2fNmoVZs2bVua9rr70WS5YscXcXmw1r4p0PlF32dlfIwy72G4Kzq1fghohWsMS2RwhvY09EROQ3eCt6P8TEm2rexv7bjCfQiRdgEhER+Q0m4H6EiTe5g7hUZL1oM+cMENcJ0vCxXEGFiIjIg3iLJT8h8s4D2X8w+SaXWVdQybqygkoWV1AhIiLyMCbgPkxUVVx9Ul5Wd0UiJ3AFFSIiIu9iAu6DRKUe4lwWUDtRInKDKl2sbQFXUCEiIvIoJuA+RE68s09yHW9qMhf7DcGBi6UwWgQqo+IgcQUVIiIij+JFmD5AVFUCBblMuskjaq6gsm/tY0jgBZhEREQexRFwX1BawuSbiIiIqIXgCDgRKcYlDImIiFzHEXAiUoxLGBIREbmOCTgRKcYlDImIiFzHBJyIFOMShkRERK5jAk5EinEJQyIiItfxIkwiUoxLGBIREbmOI+BERERERB7EBJyIiIiIyIOYgBMREREReRATcCIiIiIiD+JFmETkEbyLJhERkRVHwInII3gXTSIiIism4ETkEbyLJhERkZXbp6BYLBZkZGRg9+7dMBqN6NWrF2bOnInw8HCH9Y8cOYI1a9YgLy8PsbGxmDJlCnr37i1vz83NxapVq3DixAlotVr85S9/wahRo9zdbSJqYlW6WIQU5Fwt4F00iYiohXJ7Av7JJ5/g8OHDSE9PR1hYGJYvX45ly5Zh3rx5dnXz8vLw2muvYebMmejfvz++++47vPbaa3j99dcRHR0Ni8WCv/3tb+jZsyeee+45nD9/Hunp6Wjbti369+/f6D6K/AuuvESnqIsLEK8Jsj4uKoAItg+5KC4ELl20Kw8oLZHbBpSWQFwKVnxcf2+rLi2BCA30qz4zVvUrubYPjn+cgWvDtTDrYhDcfwiEg/O+KQhJBbPFBFFSAiEsHjmmP2O8lGOslGOslGOslGswVlWVQFCI5zsGAHFxdW6ShBDCnceaNWsW7r77bgwZMgSAdQT7iSeewD/+8Q9ERUXZ1N20aROOHj2Kl156SS57/vnn0bNnT4wbNw5Hjx7Fq6++in/9618ICbEG74MPPsDvv/+OF154QXGfSktLUVpaCgCIi4vD2b/c6OrLJCIiIiKqU8fPDte5za1zwMvLy1FYWIikpCS5LDY2FqGhocjOzrarn5WVZVMXABITE+W62dnZaNeunZx8A0BSUhKysrKc6tf27dvx5JNP4sknn3SqHRERERGRu7l1CkpFRQUAQKPR2JRrtVro9Xq7+pWVlQ7rnjt3Tt5f7e0ajUY+jlIjRozAgAED5OeBr/7LqfauUqlUiIyMRFFRESwW+69HRHEhRFGhR/vkq1QqFcLCwlBaWuowVnRVS4rVubx8jP9/zwIANi1ZjA4x0Y1qu/mN1xBX65u4pjquq+19oa0n4+XvbRkr5W0ZK+VtGSvlbeuMlUYLVbuOivfpKW5NwENDQwHALtkuLy+3S6QBICQkxGHd6v2Ehobabdfr9fJ2pcLCwhAWFiY/t7R17n+irpLUagTExECoAmExm+22CyEAB+UtkVCpoI6IgFAFQDTzpNJVLSlWxrIKZOsN1sfaMIjWEY1sG+5CW+eO62p732jruXj5f1vGSnlbxkp5W8ZKeds6YqVt5fG8Twm3TkHRarXQ6XQ4deqUXJaXl4eKigp06mS/4kFCQgJOnz5tU5aVlYX4+HgAQHx8PC5cuIDKykp5++nTp5GQkODObhORj1OXlWDTTV1xcvifEb3zY4hLRd7uEhERUaO5fR3w1NRUbN26Ffn5+dDr9cjIyEDv3r0RHW3/6WPgwIE4efIk9u3bB5PJhH379uHUqVMYNGgQAKB79+6IiorChg0bYDAYkJWVhZ07dyI1NdXd3SYiH9b2wDfo1zYMgSoJIQU5vIkPERH5NbcvQ3jnnXeirKwMc+fOldcBf/zxxwEAmZmZWLlyJdauXQvAeoHmM888gzVr1mDFihWIiYnBM888IyfrKpUKc+bMwcqVK/HAAw9Aq9Vi1KhRuOWWW9zdbSLyYSEXc20LeBMfIiLyY25PwFUqFaZMmYIpU6bYbUtJSUFKSopN2XXXXYfrrruuzv3Fxsbi+eefd3c3icifxHWy3sa+5nMiIiI/xVvRE5HPk4aPBTokACoV0CHB+pyIiMhPuX0EnIjI3aQ2kZDumeHtbhAREbkFR8CJqFmruYJK1FdbuIJKM+TKKjlcYYeIvIEJOBE1azVXUAnO5woqzZErq+RwhR0i8gYm4ETUrHEFlebPlfeY5wcReQMTcCJq3mqvmMIVVJqM16aCuPIeu9CW05uIqLGYgBNRs2ZdQSXxygoqiVxBpQl5ayqIK6vkuNKW05uIqLG4CgoRNWtSm0ioJ81EREQEiouLYbFYFLetHuG8IaIVzDs/hhgzEVKbyCbsrX/z1lQQV1bJcaUtp68QeVfNv9GWr7ZAjPafv9EcASciqkNLvEDPpWkVXpoK4jX+2GeiZsSfv4ViAk5EVIeWOMLpyv/QvDUVxFtcmd7EpROJXOfPf6M5BcUXhGqBgEDAZPR2T4ioprhOwLks2+dOcGUKi7fa+uNUEG9xZXpT2wPfoH3bMABA4JVvV5S+flfaUvPmj9PmXOqzi3+jvYkj4D5A0rYCkq4BYtpbE3Ei8gmujsp666JEl6bOcFqFR3DpRGoKrvzb99Y3K65fgO2fF9lzBNxHSJIEtImEaB0BlBQDF/M5Ik7kZa6OynoryXJpFHv4WIgvPgJysoG4eEjD71LclpzgysidC239cYS0pXHlwkJX/u278s2KN791a+y3UN7GEXAfI0mS9aTliDiR//PWRYkutJXaRCJg0kxEvbIcAZNmMjlrIr6wdKK/jJC6wh/n2rt0YaEL//ZdTd75rZtzmID7KLtEPDDI210iIid5K8nyxwsaWxqpTSRU98yA6v8thOqeGU590HGlrbeSLFdW13ElEfbWVC5X+uzqN1iN/rfvpeS9pf694hQUH2czNeXyJevUFKPB290iIgW8dVGiP17QSB7iwvQVd01vQL7nLjr11lQuly6UdeE9cunvxvCx1g8ZOWeAuE7OJ+9e6LM/4wi4n5AkCVLrCCCxKxDbgSPiRETkNH8cIXXpolMvTeVyfUTY8xcWuvStTAsdxXYFR8D9jCRJQOsIiPA2HBEnIiKn+OMIqUujqy702Zsjwv52YWFLHcV2BRNwP8VEnIiIPMn15L1xq+u4lER7axqYK8k7tQhMwP2cTSJeegm4WAAYqrzdLSIiIpkro7r+OLrqj30mz2IC3kxIkgSER0CEMREnIiIi8mVuTcCrqqrwzjvv4NChQwCAm266CQ8++CCCghxfMLhnzx589dVXOH/+PFQqFTp37ozJkyejUyfrXKn8/Hw89thjCA4OlttotVq8/fbb7ux2s2KfiBcChkpvd4uIiIiIrnBrAv7ee+8hJycHb7zxBiRJwuLFi/H+++9jxgzHX8NUVFRg/Pjx6Nq1K9RqNTZv3oyXX34Zb731lk3S/cYbb6Bt27bu7GqzV52IIzwCouwyUFQIVJR7u1tERERELZ7bliE0GAzIzMzEhAkT0KZNG7Ru3RoTJkzAnj17YDA4vjhw+PDh6NWrF0JCQhAYGIixY8fi0qVLOH/+vLu6RQCkVuGQOiUBnToDrVoDkLzdJSIiIqIWy20j4Dk5OTAajUhKSpLLEhMTYTAYcOHCBcTHxze4j6NHjyI4OBjt2rWzKZ83bx5MJhM6duyIcePGoUePHk71rbS0FKWlpQCAuLg4qNVqp9q7qvp4nj6unVZhQKswCEMVUFQIUVIMCN9a3kilUtn8proxVsoxVs5hvJRjrJRjrJRjrJRrMFYqNVTezr8cUJSA/+Mf/8CePXvq3H7XXXehd+/eAACNRiOXVz+uqKho8Bg5OTlYvnw57rvvPoSGhgIAwsPD8fLLLyMpKQkmkwm7du1Ceno60tPTFSX01bZv347NmzcDADZt2oSYmBjFbd1Jp9N55bgOdewEYTTCfDEf5qICCJPJ2z2y0bp1a293wW8wVsoxVs5hvJRjrJRjrJRjrJSrK1aqsNYI8lLeVx9FCfiDDz6I++67r87twcHBuHDhAgBAr9dDq9XKjwHICXVdzp07h4ULF2LUqFEYOnSoXB4SEoKuXbtaOxoQgBEjRuDw4cP47rvvnErAR4wYgQEDBsjP8/LyFLd1B7VaDZ1Oh8LCQpjNZo8eu0FSAERENFBSDFFU6PW1xFUqFVq3bo2SkhK/uPmANzFWyjFWzmG8lGOslGOslGOslGswVgYTVJpwz3cMqHfAV1ECHhISgpCQkHrrxMXFITAwEKdPn8a1114LAMjKykJQUJDdlJKaTp06hfT0dIwdOxYjRoxosC+N+TomLCwMYWFh8nNvJcFms9n3EvBq8sopJUBxIVDZ8LcWTclisfCPjkKMlXKMlXMYL+UYK+UYK+UYK+XqjJXFDOGDuZfbJhcFBQUhJSUFGzduRElJCUpKSrBx40YMHDiwzmUIjx8/joULF+Kee+5xmHyfOHECZ86cgdlshsFgwM6dO3Hs2DH07dvXXd2mGiRJghTeBlJ8F6BDovWCTYnzz4iIiIjcya3LEE6bNg3vvvsuZs+eDcC6Dvi0adPk7R999BH27duHJUuWAAA2btwIvV6P999/H++//75cb968eUhOTkZ+fj42btyIS5cuITAwEB06dMCcOXNsLvSkpiFpWwHaVhAWM1BeZh0ZLyv1uYs2iYiIiPyNJIQQ3u6Ep+Xk5Hj0eGq1GjExMcjLy/PdKSgKCIvFmoyXXUnGLe5/LSqVqlG3Km6JGCvlGCvnMF7KMVbKMVbKMVbKNRgrbStIHRI93zFYp2fXhbeiJ8UklQoICwfCwq3JuL4MKLts/fHjDxZEREREnsQEnBpFUqmAVuFAq3AIIQB9+ZVpKpcBs28taUhERETkS5iAk8skSQKq54yLOOst78tKgUq9dTWVljfLiYiIiKhOTMDJrSRJAjStrD+4Mm+8qtKalFforT8cISciIqIWjAk4NSlJpQJCNdafK4Shyjo6rr+SkBuqAHCUnIiIiFoGJuDkcVJQMBAUDIRHAIB1gfzKK8l4VSUkNU9LIiIiar6Y6ZDXSWo1oA0DtGFQqdUIjomBdP7c1dHx6p+qKsBk9HZ3iYiIiFzCBJx8khQQCKnGXPJqwmK2TcgNButjYxUv9iQiIiK/wASc/IqkUgMhGutPDUIIwGi48mO0jpRX/xhN1t9NcOMgIiIiImcxAadmQZIk67zyoOA66wiL+WoyLifntZJ1swW8IJSIiIiaEhNwajEklRoIVgPBdSfpwJWLQs0m69097X6b7cstZk5/ISIiIsWYgBPVIqnVgFrtVBthMQMWi3UEXZitvy21HlfXsXlco0yIq785Ck9ERNRsMQEncgNJpQZUarf9ixJCAKJmYl7rubBAkiQEtm0LKVhrHYkXsNYRACCu1BNXE3qBGo/F1VH7mvWrC+SHwvY5arerUY6abRw8tn2BjYiKC9QqSAGBQECA9ZsLh31yVFa7UDh4yA9LRETkHCbgRD5IkiRAupLU11VHrYY6UgfJaIZUV1JJACAvb6nKy7NOMWoiQv5wUjMpr/WBxdEHHdRq5+gDT6P3U7tPNbbVsW9JpUJAlA5SYIj1A4ujDxsOX2vtvtVqU/up0np22xx9EKqnvsPjNVC/zqq1NqhVUGlbAZWGK9PR6tmJw347iGPtYyg5Bxztk4h8FhNwIiI3kSSp+oF3O+IiSa1GgC4Gkhn8cNcAlVqNoJgYqFo17Ye7xrD/QOgoga/jw1pdHwIb+nbMrt3V/UsqFQJ1OkhBmisf7Gruo+axHfS75jd4Nftb1zEd9rOe12f3Aaj2B1UHcSJyARNwIiKiZsjXPhBKajXUbaMgmSx+/8HO9sON0g8mDtrYfbixPrd+WImCFJpf40L/Br69UvStmKNvV+r5ZsXRfhzu24l+OPpwV+e3PjU7ZvtQriOpAJXK+ht1tPNBTMCJiIiInNDUH24ktRrq1m0gVVb5/YeVpqZSqxHigSmG7qbydgeIiIiIiFoSJuBERERERB7EBJyIiIiIyIOYgBMREREReRATcCIiIiIiD2ICTkRERETkQUzAiYiIiIg8iAk4EREREZEHSULUvv0QERERERE1FY6Ae0BOTg7Gjx+PnJwcb3fF5zFWyjFWyjFWzmG8lGOslGOslGOslPPXWDEBJyIiIiLyICbgREREREQepE5LS0vzdidagqCgIPTo0QPBwcHe7orPY6yUY6yUY6ycw3gpx1gpx1gpx1gp54+x4kWYREREREQexCkoREREREQexASciIiIiMiDmIATEREREXkQE3AiIiIiIg9iAk5ERERE5EFMwImIiIiIPIgJOBERERGRBzEBJyIiIiLyoABvd6C5s1gsyMjIwO7du2E0GtGrVy/MnDkT4eHh3u6aT/nHP/6Bffv2ISDg6ik5efJkDBs2zIu98g379+/Hjh07kJ2djaqqKnzwwQc2248cOYI1a9YgLy8PsbGxmDJlCnr37u2l3npfffH69ddf8eKLL9rcLS0+Ph4vv/yyN7rqVevWrcOPP/6IixcvIiQkBNdffz0mT56MVq1ayXX27NmDzZs3o7i4GJ06dcL06dORlJTkxV57R0Ox2r17N1asWIGgoCC5zQ033IAnn3zSW132ug0bNmDfvn0oKytDYGAgkpOTMXXqVOh0OgA8t2qqL1Y8txyzWCx4/vnnceLECaxYsQJt27YF4GfnlaAmtWXLFvHEE0+I3NxcUV5eLhYvXixeeeUVb3fL5yxbtkysWLHC293wST/99JPIzMwUX3/9tZgwYYLNttzcXHHvvfeKPXv2CKPRKPbu3SsmT54s8vLyvNRb76svXkePHrUra6kyMjLEqVOnhNFoFCUlJeKVV14Rr776qrz9t99+E5MnTxZHjhwRBoNBfPLJJ2L69OmivLzci732joZitWvXLvHYY495sYe+59y5c/K5UllZKVavXi3++te/CiF4btVWX6x4bjm2bds28dJLL4lx48aJwsJCIYT/nVecgtLEdu7ciTFjxiAmJgYajQaTJ0/GkSNHUFBQ4O2ukZ+47rrrMGDAAMTExNht27NnD5KSkjBw4EAEBAQgJSUFiYmJ2LNnjxd66hvqixddNWnSJCQmJiIgIADh4eG44447cOzYMXn7zp070bdvX/Tu3RuBgYEYPXo0AgICcOjQIS/22jsaihXZa9++PTQaDQBACAFJkpCTkwOA51Zt9cWK7OXk5ODLL7/EfffdZ1Pub+cVp6A0ofLychQWFtp8/REbG4vQ0FBkZ2cjKirKi73zPQcPHsTBgwcRHh6OG2+8EePGjUNISIi3u+XTsrKy7L5eS0xMRHZ2tpd65PssFgseeeQRmEwmJCUlYeLEiUhISPB2t7zul19+QXx8vPw8OzsbgwcPlp9LksRz64rasQKAixcvYsaMGQgICMA111yDSZMmITo62ks99A379u3DqlWrUFFRAbVajSlTpgDgueVIXbECeG7VZLFYsGLFCtx3333yh5Zq/nZeMQFvQhUVFQBgd5JotVro9XpvdMlnjRgxAvfeey/Cw8Nx/vx5LF++HG+//XaLn+fWkMrKSofn17lz57zUI9/Wvn17LFq0CB07dkRlZSW2bt2Kl156Ca+99hoiIyO93T2vOXDgAL766iukpaXJZY7OLY1GI/9da6kcxSo5ORmvvfYaYmNjcfnyZWRkZGDhwoVYvHhxix5EGDBgAAYMGIBLly7hm2++QadOnQDw3HKkrljx3LL1+eefo02bNujbty/y8/NttvnbecUpKE0oNDQUAOyS7fLycruTpKVLSkpCmzZtoFKp0LFjR0ydOhUHDx6E0Wj0dtd8WkhIiMPzq/rcI1tt2rRBQkIC1Go1tFotJk2ahFatWuHIkSPe7prXfPfdd/jnP/+J5557zubbFEfnll6vb9HnVl2xiomJQVxcHFQqFdq0aYOHHnoIxcXF+O9//+vF3vqONm3a4LbbbsOrr76KsrIynlv1qB0rnltX5ebm4t///jcefPBBh9v97bziCHgT0mq10Ol0OHXqlPwVd15eHioqKuRPt+SYSmX9bCiE8HJPfFtCQgJ+/fVXm7KsrCxce+21XuqR/5EkqcWeZ7t27cKaNWswZ84cdOvWzWZbfHw8Tp8+LT8XQiArKwt9+/b1dDd9Qn2xqk2SpBZ9XjliNptRVVWFoqIinlsNqBmrmqsSAS373Dp+/DguX76Mp59+GoB1OgoAPPPMM7jnnnv87rziCHgTS01NxdatW5Gfnw+9Xo+MjAz07t27xc7fqsv+/ftRXl4OALhw4QLWrFmDG264wWbppZbKYrHAYDDAZDIBAAwGAwwGA4QQGDhwIE6ePIl9+/bBZDJh3759OHXqFAYNGuTlXntPffE6evQocnNzYbFYUFlZiU2bNqGkpKRFLtv4+eefY+3atfjrX//qMKFMTU3FwYMH8csvv8BkMuHTTz+F0Wj02f+ZNaWGYlW9RKEQAmVlZXjnnXcQFhaGrl27eqG33mexWPDFF1+gpKQEgHUO8zvvvIOoqCi0b9+e51YNDcWK59ZVN998M9566y0sWrQIixYtwty5cwEA8+fPx6BBg/zuvJJES/wY5UEWiwXr1q3Dnj17uA54PdLS0pCdnQ2TyYTw8HD07dsX48aN41QdWNcYXr58uV35smXLEB0dbbMOeExMDKZOndoiE0rAeh69+OKL8vOgoCCEhYUhOTkZW7ZswaFDh/D555+jtLQUwcHBSExMxIQJE9ClSxenjjFkyBAMHDjQpnzw4MEICAjAzp07neqzs+0WLVqEOXPmYOLEiVi/fr1Tx6rplltuQWVlJbp3725TvnbtWvnxnj178OGHH8pr6s6YMcN319StZfXq1bj//vtx9uxZdOjQQXG73bt3Y+/evXj++eflsvHjx6OwsBC7du3C0KFD5QGU6litXbsW+/btk7/uvuaaazBx4kTExcW590X5CYvFgr/97W84efIkqqqqoNFo0KNHD4wfPx6xsbEA/PvccqeGYsVzq275+fl47LHH7NYB95fzigk4ETUbaWlpePnll7Fv3z4A1ilfr7/+OjIzM/Hll1/i9ttvd/kYkiRh4cKFmD9/vk35sWPHIEkSkpOTndqfswl4z549cfToUWg0GuTl5dl9Ra3UtGnTsG/fPvzxxx+Nau/rGpuAV59D1d+gVLt8+TKOHTuGHj16ICwszN3dJaIWhlNQiKjZ6devH/r164cxY8bg3//+N1q3bo2lS5e6tM+qqqp6t3fv3t3p5NtZR44cwdGjRzF8+HDo9Xps2bKlSY/nLXXFuqH3oCmFh4ejX79+TL6JyC2YgBNRsxYeHo6uXbvi1KlTAIA333wT/fr1Q0REBCIjIzFo0CDs37/fpk1aWhoCAgLwn//8B4MGDYJGo8Fzzz0HSZIAAAsWLJAvhlq9ejUA60h2amqqvI+8vDzMmDEDXbp0QWhoKBITEzFz5kwUFRU1+rWsW7cOKpUKK1euRLt27Wymi1SbNm2azVq41RISEjB9+nS5zvvvv4+TJ0/Kr6Nmm2+//RaDBw+GRqNBeHg4Ro8ejd9//91unxs2bECfPn2g0WgQGRmJIUOG4KeffpK3nzt3DhMnTkRkZCRCQ0PRt29fbN++3a6/Xbp0wa5du9CnTx8EBwdj+fLlWL16NSRJwv79+zFq1CiEhYVh/PjxAIDS0lI89dRT6NixI4KDg3HNNddg1apVDcavofe+egqT2WyW41J9Af3u3bshSZL87Qpgvchr0aJF6NKlC4KCgtCpUyfMmzcPBoNBrlPdbvv27ZgxYwbatGmD2NhYPPbYY6isrGywz0TUPHEVFCJq1kwmE86ePYuePXsCAM6cOYOHHnoI8fHxqKysxIYNGzB48GAcPnzYZu68EAJjx47FrFmzkJaWBo1Gg4kTJ+Lmm2/GQw89hGnTpgEAOnfu7PC4Fy9eRKtWrbB48WK0bdsW2dnZSE9Px/Dhwxt1Zzaz2Yz169fj1ltvRceOHTFx4kS88cYbOH/+PNq3b+/UvhYsWICCggL8/PPP+PDDDwFAvi7lp59+wpAhQ3DDDTdg/fr1qKysxAsvvIABAwbg559/Rrt27QAAr7/+Op555hlMmjQJCxYsgFqtxrfffovz58/j+uuvR2lpKQYPHgy9Xo8lS5YgKioKK1aswMiRI/H5559j2LBhcn8KCwvxwAMPYO7cuejatSsiIyPx448/ArDehfL+++/HU089BZVKBaPRiGHDhuHkyZN44YUX0LVrV3z55Zd4+OGHYTab8fDDD9f5uht676dPn45z585h9erVcqIdHBxc5/7+93//F4sXL8bTTz+N22+/HYcOHcJLL72E7OxsZGRk2NR99NFHMXbsWHz44Yc4fPgw5s+fD51OZ7OeOBG1IB698T0RURN64YUXhFqtFkajURiNRnH+/Hnx0EMPCQBi5cqVdvVNJpMwGo2ie/fu4vHHH7fZDwDxzjvv2LUBIBYuXGhXPmjQIHHbbbfV2Tej0Si+++47AUD88MMPittV27FjhwAg3nvvPSGEED/++KMAIBYtWmRTb+rUqWLQoEF27ePj48WDDz5oU69z58529e666y4RFRUlysrK5LKsrCwRhXXt9QAAIABJREFUGBgo5syZI4QQ4tKlS0Kj0Yh77723zv4uXbpUABCHDh2Sy8xms0hOThY33XSTTT8AiK+//tqm/XvvvScAiAULFtiUv//++0KSJJv9CiHE9OnTRWxsrDCbzTbtz54967B/9b33arXarv6uXbsEAJGZmSmEEKKwsFAEBQWJWbNm2dRLT08XAMSxY8ds2j3yyCM29UaNGiWSk5Md9o2Imj9OQSGiZsVsNiMwMBCBgYFo37491q1bh7S0NMyYMQMAcOjQIYwYMQLR0dEICAhAYGAgjh07hhMnTtjta/To0Y3uhxACy5YtQ8+ePaHVahEYGIibb74ZABweqyHr1q1DaGgoxo4dCwC4/vrr0b17d4fTUFyxd+9ejBkzBlqtVi6Lj49H//79sXfvXgDWG9Lo9Xo5pnXtp0uXLujTp49cplKpMH78eHz//fc20y+0Wi2GDBnicD+134MdO3aga9euuP7662EymeSfYcOGITc3t96LSp157xty4MABGAwGTJo0yaZ84sSJAIDMzEyb8hEjRtg879GjB86cOeP0cYmoeeAUFCJqVtRqNQ4cOABJkhAREYFOnTohIMD6p+7MmTO4/fbbce2112Lp0qXo0KEDQkJC8NBDD9nNx1WpVNDpdI3ux9KlS/Hkk0/iySefxNChQ9G2bVvk5uZizJgxTs/9LS8vx0cffYShQ4fCbDbj0qVLAIC77roLL7/8Mn7++Wf06tWr0X2tqbi4WF4qrqbY2Fj85z//AWCdXgOg3qkv9e3HYrGgpKREvpV2TExMnfupvS0/Px+///47AgMDHdav7lttzrz3ShQXF8uvp6bq59Xbq0VERNg8Dw4O5hxwohaMCTgRNTs33nijw/IdO3bg8uXL2LJli03idOnSJbvVLaovuGysTZs2YdiwYfj73/8ul9UeFVXq448/Rnl5ObZu3WqXyAHWdagXL14MwHo75poXAVZTevFnREQEcnNz7cpzc3MRGRkJAPIHk/Pnz9e5hnpERASOHDnicD8qlQqtW7eWy+qLde1tkZGRuOaaa7Bu3TqH9eu6S6Uz770S1e9Dbm6uzXUA1bGrjhURkSOcgkJELYZerwcAm9HT/fv3yyukKBEUFKRo5FKv19vdyXXNmjWKj1PTunXrEBUVhV27dtn93HLLLVi/fr18W+ZOnTrhxIkTNkn43r17UVpaarPPukZgBw4ciG3btqGiokIuO3v2LL799lukpKQAsN6RTqvV4p133qmzzwMHDsQff/yBH374QS6zWCz48MMP0adPH3n021nDhg1DdnY22rZtixtvvNHup6510ZW+98HBwTCbzTAajfX2o1+/fggKCsIHH3xgU75x40YAkGNFROQIR8CJqMW47bbboFarMXXqVMyePRvZ2dlIS0tz6kYtycnJ2LZtG4YMGYLw8HAkJibKd2GradiwYVi8eDEWL16M6667Dp9++im++eYbp/ucm5uLnTt34rHHHnO4vODDDz+M++67D9988w1SU1Nx99134/nnn8cDDzyAadOm4fTp01iyZInd3XeTk5OxatUqrF69Gj169EB4eDiuueYazJ8/HzfffDOGDh2Kp59+GlVVVUhLS0Pr1q0xe/ZsANYVU1566SU8/fTTAIBx48YhMDAQ3377Lfr27YuRI0fi/vvvx5tvvonRo0cjPT0dOp0Ob7/9No4fP47PP//c6ThUu++++/Duu+/i1ltvxTPPPIMePXqgvLwcx48fx4EDB7B582aH7ZS+99VruS9ZsgS33norQkND5RV0amrbti2efPJJLF68GBqNBqmpqfj++++RlpaG/9/e3YdHVd75H//MDJDnGMLkwSAQgkVYLWGXCtZNqJdlrWl9YKvgAyHwuxS2ZQV2u/aBtj8vC5oqYqstAuvDisTsKqIFrWKFrVDgVxEuy1ZYKS0xQQgkGaI4mQQSMuf3B2VMTAhnmOQ+M5n367q8zDlzDvd3vnOfme/c58x9ZsyYcc6ReACQxCwoAPqPc81g0VFlZaX1hS98wUpISLAKCwut119/3frqV7/aaeaQnv6dHTt2WBMnTrRSUlI6zUry+dlMAoGANWfOHGvIkCFWWlqadeutt1q7du3qtE93+33eo48+akmy/vCHP3T7eCAQsNLT062ysrLQupdeeskaM2aMlZiYaE2cONHauXNnl1lQ/H6/NXPmTCsrK8tyuVydnv+OHTusyZMnW0lJSVZaWpp14403Wvv37+/S9po1a6zx48dbCQkJ1uDBg61rr722U5wfffSRdfvtt1sZGRlWQkKCdeWVV1qvv/56p3/jXLOx9DSLSSAQsH74wx9ao0aNsgYOHGhlZWVZRUVF1vLly3vc385rf/r0aWvhwoXWxRdfbLndbmvEiBGWZXWdBcWyLCsYDFoPP/ywVVBQYA0cONAaNmyYtWjRIuvUqVOhbbrbz7Ls9VUA/Re3ogcAAAAM4hpwAAAAwCAKcAAAAMAgCnAAAADAIApwAAAAwCAKcAAAAMAgCnAAAADAoLi8EU9tba3R9jwej3JyclRXV6f29najbccacmUfubKPXIWHfNlHruwjV/aRK/uiOVd5eXnnfIwRcAAAAMAgCnAAAADAIApwAAAAwCDj14Dv2LFDv/nNb1RTU6NTp07phRde6HH7gwcP6umnn9ZHH32kwYMHa9q0aZo8ebKhaAEAAIDeZXwEPCUlRdddd51mzZp13m2bm5tVXl6uSZMm6dlnn9WcOXP01FNP6cCBAwYiBQAAAHqf8RHw8ePHS5L27dt33m137typhIQE3XzzzXK5XBo3bpwmTpyozZs3a/To0X0daq+wGo6pbfUv9NHBD+QaNVau2Qvkysp1OiwAAAA4JKqnIaypqVF+fr5cLldo3ciRI7Vt27aw/h2/3y+/3y/pzJQwHo+nV+PsSdvqX8g6sFeSzvx/9S804AcPG2s/1px9bUy+RrGKXNlHrsJDvuwjV/aRK/vIlX2xmquoLsBbWlqUnJzcaV1KSoqam5vD+nc2btyodevWSZLWrl2rnJycXovxfA795QO5OixbBz8w2n6s8nq9TocQM8iVfeQqPOTLPnJlH7myj1zZF2u5iuoCPCkpSfX19Z3WBQKBLkX5+ZSUlKioqCi0XFdX1yvx2dF6yUglHPpLaNk1aqzR9mONx+OR1+uVz+eLugn1ow25so9chYd82Ueu7CNX9pEr+6I5Vz0NuEZ1AT5ixAjt2rWr07rq6mqNGDEirH8nLS1NaWlpoWWTL9DxG+7UoSXf1YTBqQrmf0FJsxdEXQeJRu3t7eTJJnJlH7kKD/myj1zZR67sI1f2xVqujM+CEgwG1draqtOnT0uSWltb1draKsuyumw7ceJEnTx5Uq+++qpOnz6t999/Xzt37tSUKVNMh33B2gd7NX3nAY168z0dn/2v/AATAAAgzhkfAf/d736nFStWhJZLS0slScuXL9fx48dVXl6un//85/J6vUpJSdGiRYv0zDPP6MUXX9TgwYM1Z86cmJkBBQAAAPg84wX4Nddco2uuuabbx7Kzs1VRUdFp3aWXXqqf/vSnBiIDAAAA+h63ogcAAAAMiuofYcY7q+GYgqsflw7ul0aNkXv2Qq4hBwAAiHGMgEex4OrHpQP7pPZ26cC+M8sAAACIaRTgUcz6ywedVxzc70wgAAAA6DUU4FHs1CUjO68YNcaZQAAAANBrKMCjWOMNM/TOcb/agpZODh8l9+yFTocEAACACPEjzCh29iY+krRjxy+Vzw8wAQAAYh4j4AAAAIBBFOAAAACAQRTgAAAAgEEU4AAAAIBBFOAAAACAQRTgAAAAgEEU4AAAAIBBFOAAAACAQRTgAAAAgEEU4AAAAIBBFOAAAACAQRTgAAAAgEEDTDcYDAZVWVmpLVu2qK2tTePGjdPcuXOVnp7e7favvvqqNm3apBMnTigjI0Pf+MY39LWvfc1w1AAAAEDvMD4Cvn79eu3evVvl5eVatWqVJGn58uXdbrt792699NJLmj9/vtasWaN77rlHzz//vP74xz+aDBkAAADoNcZHwDdv3qxbb71VOTk5kqTS0lItWLBADQ0NysrK6rTtsWPHNGLECI0ePVqSNHr0aA0fPlzV1dUaN26c7Tb9fr/8fr8kKS8vTx6Pp5eezfl1bMvtdofVdsdtPR6P0bidcvY5xsNzjRS5so9chYd82Ueu7CNX9pEr+2I1V0YL8EAgIJ/Pp4KCgtC63NxcJSUlqaampksBfvXVV+vtt9/W/v37NXr0aP3pT3/S0aNHNX78+LDa3bhxo9atWydJWrt2baj4N6GpqSn0d2ZmZlhtd9zX6/UajdtpXq/X6RBiBrmyj1yFh3zZR67sI1f2kSv7Yi1XRgvwlpYWSVJycnKn9SkpKWpubu6y/UUXXaRJkybpJz/5iSzLkiTNnj1bw4cPD6vdkpISFRUVhZbr6urCDf2C+Xy+0N+NjY1KTU29oH19Pl9Y+8Yqj8cjr9crn8+n9vZ2p8OJauTKPnIVHvJlH7myj1zZR67si+Zc9TRwarQAT0pKkqQuxXYgEOhSlEvSyy+/rB07duiRRx7R0KFDdfjwYS1dulSDBg3Stddea7vdtLQ0paWlhZZNvkAd2woGg2G13XHb9vb2qOtYfSnenm8kyJV95Co85Ms+cmUfubKPXNkXa7ky+iPMlJQUeb1eVVVVhdbV1dWppaWl21HtqqoqXXnllbrkkkvkcrk0bNgwXXnlldq9e7fJsAEAAIBeY3wWlClTpmjDhg2qr69Xc3OzKisrVVhYqOzs7C7bXnbZZdq1a5eOHj0qSTp8+LB27drV6RpyAAAAIJYYnwVl6tSpampq0qJFi0LzgM+fP1+StG3bNj355JOqqKiQJN10001qbm7WAw88oE8//VSpqan68pe/rKlTp5oOGwAAAOgVxgtwt9utsrIylZWVdXmsuLhYxcXFoWWPx6MZM2ZoxowZJkMEAAAA+gy3ogcAAAAMogAHAAAADKIABwAAAAyiAAcAAAAMogAHAAAADKIABwAAAAyiAAcAAAAMogAHAAAADKIABwAAAAyiAAcAAAAMogAHAAAADKIABwAAAAyiAAcAAAAMogAHAAAADKIABwAAAAyiAAcAAAAMogAHAAAADKIABwAAAAwaYLrBYDCoyspKbdmyRW1tbRo3bpzmzp2r9PT0brc/ceKEKioq9N5776m9vV3Z2dlatGiRMjMzDUcOAAAARM74CPj69eu1e/dulZeXa9WqVZKk5cuXd7tta2urFi9erAEDBuixxx7Ts88+qwULFigxMdFkyAAAAECvMV6Ab968WTfffLNycnKUnJys0tJS7dmzRw0NDV223bp1q5qbm3X33XcrPT1dbrdbw4YNU3JysumwAQAAgF5h9BKUQCAgn8+ngoKC0Lrc3FwlJSWppqZGWVlZnbbft2+fcnNztWLFCu3Zs0fp6emaMmWKbrjhhrDa9fv98vv9kqS8vDx5PJ7In4xNHdtyu91htd1xW4/HYzRup5x9jvHwXCNFruwjV+EhX/aRK/vIlX3kyr5YzZXRArylpUWSuoxgp6SkqLm5ucv2fr9f+/bt0+zZszVv3jzV1NSovLxcF110kYqLi223u3HjRq1bt06StHbtWuXk5ETwLMLT1NQU+jszMzOstjvu6/V6jcbtNK/X63QIMYNc2UeuwkO+7CNX9pEr+8iVfbGWK6MFeFJSkiR1KbYDgUC3l5UkJiYqMzNTX//61yVJo0aNUnFxsXbt2hVWAV5SUqKioqLQcl1d3YWEf0F8Pl/o78bGRqWmpl7Qvj6fL6x9Y5XH45HX65XP51N7e7vT4UQ1cmUfuQoP+bKPXNlHruwjV/ZFc656Gjg1WoCnpKTI6/WqqqpK+fn5ks4Uwy0tLRo+fHiX7fPz81VVVdVlvcvlCqvdtLQ0paWlhZZNvkAd2woGg2G13XHb9vb2qOtYfSnenm8kyJV95Co85Ms+cmUfubKPXNkXa7ky/iPMKVOmaMOGDaqvr1dzc7MqKytVWFio7OzsLttec8018vv9evPNNxUMBlVdXa1t27Zp0qRJpsMGAAAAeoXxecCnTp2qpqYmLVq0KDQP+Pz58yVJ27Zt05NPPqmKigpJUlZWlhYtWqTnnntOlZWVGjx4sKZNm6arr77adNgAAABArzBegLvdbpWVlamsrKzLY8XFxV2u7b788su1dOlSU+EBAAAAfYpb0QMAAAAGUYADAAAABlGAAwAAAAZRgAMAAAAGUYADAAAABlGAAwAAAAZRgAMAAAAGUYADAAAABlGAAwAAAAZRgAMAAAAGUYADAAAABlGAAwAAAAZRgAMAAAAGUYADAAAABlGAAwAAAAZRgAMAAAAGUYADAAAABlGAAwAAAAZRgAMAAAAGGS/Ag8GgKioqdNddd6msrEzLli3Tp59+et793nrrLU2fPl0vv/yygSgBAACAvmG8AF+/fr12796t8vJyrVq1SpK0fPnyHvdpaGjQa6+9puHDh5sIEQAAAOgzA0w3uHnzZt16663KycmRJJWWlmrBggVqaGhQVlZWt/usWrVKd9xxh956660LatPv98vv90uS8vLy5PF4Liz4C9CxLbfbHVbbHbf1eDxG43bK2ecYD881UuTKPnIVHvJlH7myj1zZR67si9VcGS3AA4GAfD6fCgoKQutyc3OVlJSkmpqabgvwTZs2KSEhQVdfffUFF+AbN27UunXrJElr164NFf8mNDU1hf7OzMwMq+2O+3q9XqNxO83r9TodQswgV/aRq/CQL/vIlX3kyj5yZV+s5cpoAd7S0iJJSk5O7rQ+JSVFzc3NXbb3+Xx65ZVX9OCDD0bUbklJiYqKikLLdXV1Ef174fD5fKG/GxsblZqaekH7+ny+sPaNVR6PR16vVz6fT+3t7U6HE9XIlX3kKjzkyz5yZR+5so9c2RfNuepp4NRoAZ6UlCRJXYrtQCDQpSiXzlx68s1vflOZmZkRtZuWlqa0tLTQsskXqGNbwWAwrLY7btve3h51HasvxdvzjQS5so9chYd82Ueu7CNX9pEr+2ItV0YL8JSUFHm9XlVVVSk/P1/SmdHolpaWbn9g+cc//lFVVVV64YUXJJ0p3A8ePKj/+Z//0eLFi02GDgAAAPQK4z/CnDJlijZs2KArrrhCqampqqysVGFhobKzs7tsu3Llyk7LP/vZzzR27FjdcMMNpsIFAAAAepXxAnzq1KlqamrSokWL1NbWpnHjxmn+/PmSpG3btunJJ59URUWFJGnIkCGd9h04cKCSkpKUkZFhOmwAAACgVxgvwN1ut8rKylRWVtblseLiYhUXF59z3/vvv78PIwMAAAD6HreiBwAAAAyiAAcAAAAMogAHAAAADKIABwAAAAyiAAcAAAAMogAHAAAADKIABwAAAAyiAAcAAAAMogAHAAAADKIABwAAAAyiAAcAAAAMogAHAAAADKIABwAAAAyiAAcAAAAMogAHAAAADKIABwAAAAyiAAcAAAAMogAHAAAADBpgusFgMKjKykpt2bJFbW1tGjdunObOnav09PQu27733nt67bXXdOjQIQWDQQ0bNkx33HGHxo4dazpsAACigtVwTMHVj0sH90ujxsg9e6FcWblOhwUgDMZHwNevX6/du3ervLxcq1atkiQtX768220DgYBKSkr0i1/8Qk8//bSKiopUXl4un89nMmQAAKJGcPXj0oF9Unu7dGDfmWUAMcV4Ab5582bdfPPNysnJUXJyskpLS7Vnzx41NDR02ba4uFgTJ05USkqKPB6PrrvuOiUmJurgwYOmwwYAICpYf/mg84qD+50JBMAFM3oJSiAQkM/nU0FBQWhdbm6ukpKSVFNTo6ysrB73P3TokPx+v4YPHx5Wu36/X36/X5KUl5cnj8cTfvAXqGNbbrc7rLY7buvxeIzG7ZSzzzEenmukyJV95Co85Ms+J3LVfEmBEg79JbTsGjU2Jl4r+pV95Mq+WM2V0QK8paVFkpScnNxpfUpKipqbm3vc98SJE3r00Ud144036uKLLw6r3Y0bN2rdunWSpLVr1yonJyes/SPR1NQU+jszMzOstjvu6/V6jcbtNK/X63QIMYNc2UeuwkO+7DOZq6bZC/TOwv+jCYNT5fnC32jo9x7QgBj6fKBf2Ueu7Iu1XBktwJOSkiSpS7EdCAS6FOUdNTY26oEHHtC4ceN05513ht1uSUmJioqKQst1dXVh/xsXquP16o2NjUpNTb2gfX0+X1j7xiqPxyOv1yufz6f29nanw4lq5Mo+chUe8mWfE7nyyaPpOw9Ikt65f4US3QMlg59rF4p+ZR+5si+ac9XTwKnRAjwlJUVer1dVVVXKz8+XdKYYbmlpOedlJfX19VqyZImuvPJKlZWVXVC7aWlpSktLCy2bfIE6thUMBsNqu+O27e3tUdex+lK8Pd9IkCv7yFV4yJd9JnMV658NsRizU8iVfbGWK+M/wpwyZYo2bNig+vp6NTc3q7KyUoWFhcrOzu6y7ZEjR3Tffffp7//+7y+4+AYAAED/YzUcU9tD39dHN01S20Pfl9VwzOmQbDM+D/jUqVPV1NSkRYsWheYBnz9/viRp27ZtevLJJ1VRUSFJ2rBhgxobG/X666/r9ddfD/0bc+fOVXFxsenQAQAAECVCU3JKsg7slbX6cXm++1OHo7LHeAHudrtVVlbW7Yh2cXFxp8J63rx5mjdvnsnwAAAAEAOsv3wgV8cVMTQlJ7eiB9CvxfIpSgDAuZ26ZGTnFaPGOBPIBaAAB9CvBVc/LuvAXqm9XdaBvdw1EAD6icYbZuid4361BS2dGn6p3LMXOh2SbcYvQQEAk2L5FCWAM2exgqsfP3Psjhoj9+yFcmXlOh0WokD7YO9nU3K+s0LDYqhfUIBHCetP73ddd6T2s7+r/iTrlN9kSI4Iut06WTdYwY8/lhUMOh1OVCNX9pwakqvEhs+OJV08rNvjDZ+hb9nnRK5i9bPhQnMVfOEp6XD1mYUD+xRcUS737XP6JsgowTFoT8djIXhwv6zmT7rdznXZF02FZBsFOBBnrE8aZb35slR7SMobLtf1t8iVkel0WH3m+FXX6qPVKzVhcKqCuUOVeP0tTocEIAzWkUOdz2LVHnIqlKgXb+/vsYxrwIE4Y7358pnRpGBQOlx9Zrkfa0+9SNN3HtCoN99Twz+E92FkfdKo4AtPKfiz/6vgC0/J+qSxDyMF0J1T3s9dVpDX/Y37EH/v77GMAhyIM9aRz40eMZp0Tk5+mFH8A2ccv+ra0A/tTmblycVZrHPi/T12UIADEYjFIonRJPuc/DBjJAs4o+NZrPop/8glFT3g/T12UIADEYjFIonRJPsi/TCL5AsaI1kAwsX7e+ygAAciEItFEqNJ9kX6YRbJFzRGsgCEi/f32EEBDkSAIql/i/TDLJIvaIxkAUD/RQEORIAiCT2J5AtaLI5kxeJvIgDACRTgQARisUiCOfH2BS0WfxMBRBvrk0ad/s8n1fCjeTr9n0/yRbaf4kY8ANBHzn5Bk6TtFfcov59/QXPqhincfAT9SeiLrCQd/lDWmy/L1Y/v/Bmvxy8j4Ih7nDYHeodTv4lg5B39SSz+uD8S8Xr8UoAj7sXrwQ/0NqcuuYm3ggX9W7z9uD9ej18KcMS9eD34gd7m1G8i4q1gQf/W8Yvsqez+/9uReD1+KcAR9+L14Af6i3j7sSuiXySXNnb8ItvwD/3/euh4PX4pwBH34vXgB/oLZiNCX4joTrZc2mhbvB6/xmdBCQaDqqys1JYtW9TW1qZx48Zp7ty5Sk9P73b7PXv2aM2aNaqrq1Nubq7KyspUWFhoOGpEu0h+RR1vM1UAQLyI5LOh82wk1WHNRuLUjECIHcYL8PXr12v37t0qLy9XWlqaVqxYoeXLl+uHP/xhl23r6uq0bNkyzZ07V1dffbV+//vfa9myZXr00UeVnZ19wTFY9UcjeQph8XzcoBHJg8783dggK6H7lFufHO+yboD/RGjfAf4Tsj5J6LtAo4Tlcqs9eFrWiROyrKD9/X79onTsyJmFw9Wyfv2CdMNttvaNJM9OvkYXmqt461cdn6/Hf0JW0sAL2vdCckXfMhNzLOYqErF6DDvRryL5bLCO1HQuoo8c6vazujutg71KaKz/bEX2xbb3dfI9ywm99T7ZY64M1n2d5OWd8yGXZVmWwVA0b9483Xrrrbr22mslSceOHdOCBQv0xBNPKCsrq9O2a9eu1d69e7V48eLQuvvuu09f/OIXNW3aNNtt+v1++f1+SVJeXp4++saXeuGZAAAAAN0b9vrucz5mdAQ8EAjI5/OpoKAgtC43N1dJSUmqqanpUoBXV1d32laSRo4cqZqamrDa3bhxo9atWyfpTFEPAAAAOMVoAd7S0iJJSk5O7rQ+JSVFzc3NXbY/efJkt9sePnw4rHZLSkpUVFQUWh740NNh7R8pt9utzMxMNTY2Khjs/rRb8OD+Xm2z/emfSR1P8bnc8tz9HVv7Hq6r1/TvfFeStPZnj+iSHPuX+/TWvuseW6a8z30h64n16ScKbn1TqquVcvLk/sr1cqVn2N7fCU7lKhLR0DfC3Vc6cwympaXJ7/ef8xjsT+KtbznVbiS5cur5RsNng8l+FYufDZIz71lOvkdHwk6u3KPGGIvHLqMFeFJSkiR1KbYDgUCXQluSEhMTu9327L9jV1pamtLS0kLLwSHmOoYkuTweDcjJkeUeqGB7e7fbWL663m106PDPfjzy12XrosG2dm1ralFNc+uZv1PSbO/Xu/umh7WvLhosd+m3O60yem3VBXAsVxGIjr4R3r6SZLnd8gweLMs9QFYcFOCR5Ct47Jge+WK+JgxOVfD/bVLwpjuMzEoQ6WvsRLuRHIdOPd/o+Gww954Vi58NkjPvWU6+R0fCTq5M1312GJ2GMCUlRV6vV1VVVaF1dXV1amlp0fDhXedezs/P14cfftiCu+pQAAAQ1ElEQVRpXXV1tUaMGNHnscY61/W3SJfkS263dEk+U+shpnmaTmjtpNE6eP3fKXvzr8KaDgzhGfLOb3XVkDQNdLuUUF/L9Gn9DJ8NQHQwPgvKlClTtGHDBl1xxRVKTU1VZWWlCgsLu53VZPLkyXr11Ve1fft2XXXVVXrnnXdUVVWlf/7nfzYddsxxZWTani4JiHZD3vmthg45cxZrYENtWNOBITyJx491XsH0af0Knw04l7MDHRMGp6p9869k3Wzm7Fe8Mn4jnqlTp2rChAlatGiRvvWtbykYDGr+/PmSpG3btmnmzJmhbXNzc3XvvffqlVde0axZs/TKK6/o3nvvjWgKQpwfo404F6f6BkWhQZ+/Eyx3hgXiQsezX4kNnP3qa8ZHwN1ut8rKylRWVtblseLiYhUXF3daN378eI0fP95UeBCjjTg3x/pG3ueuW6Uo7DOu62+R9eYrUm2NlDdCruu/6XRIAAxgoMMs4wU4oh8HoRmxeLrPqb5xpijsfDc79A1XRqY8d87V4MGD9fHHH8fFrDFOiMXjH/0cAx1GGb8EBTGAU9BGxOTpPof6hisjU+7b58j9nSVy3z6HQgUxLyaPf/Rr/EDXLEbA0QWjjWbE4pkG+gbQO2Lx+Ef/xg90zaIARxcchIbE4Ok++gbQS2Lw+AfQe7gEBXAIp/vQV5jJKPrF2/HfsU9mbXqZPom4xwg4okbHHyUFN70sy9Ad+JzCaDL6CjMZRb94O/479knV0ycBRsARNbgDH9A7YvH6Ykbto18kr1Es9kmgL1GAI2rwBg30khicyYhZQaJfRK9RDPZJoC9RgCN68AYN9IpYvL6YL+DRL5LX6EyfHPnXPjkyJvok0Je4BhxRgzvwAb0jJq8vZlaQ6BfBa8QNnoDOKMARNXiDBuIXc8xHP14joPdQgAMAHBeTo/ZxhtcI6D1cAw4AAAAYxAh4lHBd9kWnQ+gVroS0z/4uuEyu/Pyw9nd7PErMyZG7rk5We3vvBtePdMyze9QYuYYNczAaeyLtG5GgX4UnnvIVSb+MxePQSfHUryIVa7ni/T18jIADAAAABlGAAwAAAAZRgAMAAAAGUYADAAAABlGAAwAAAAYZnQXl1KlTeuaZZ/Tuu+9KkiZNmqS77rpLgwYN6nb7rVu3atOmTTpy5IjcbrdGjRql0tJSDR/OHdIAAJHzfOzT2kmjNWFwqtorHpf1re/LlZXrdFgA+jmjI+DPPvusamtr9dhjj+nxxx/XkSNH9Nxzz51z+5aWFk2fPl0rV67UqlWrNHLkSD3wwAM6deqUwagBAP1V5q8rddWQNA10u5R46KCCqx93OiQAccDYCHhra6u2bdumH/zgB8rIyJAk3XbbbXr44Yc1a9asbkfBr7/++k7Lt9xyi371q1/pyJEjKigosN223++X3++XJOXl5cnj8UTwTMJ3tj3T7Tqh43P0eDxhP+d4ylUkOubH7XbHRL4i7Ru90XYs5CkaxFO+Eo9Ud15xcL/t5x2Lx6GT4qlfRSrWcsX7e/iMFeC1tbVqa2vrVDiPHDlSra2tOnr0qEaMGHHef2Pv3r1KSEjQxRdfHFbbGzdu1Lp16yRJa9euVU5OTnjB9xKv1+tIuyY1NTWF/vZ6vRec63jIVSQ65jkzM9OxPh2O3uobkaBfhSce8lU/tlCn9r4XWk4YW6hsm30zFo/DaBAP/aq3xEqueH8PX68U4E888YS2bt16zse/+c1vqrCwUJKUnJwcWn/275aWlvO2UVtbqxUrVmjmzJlKSkoKK76SkhIVFRWFluvq6sLaP1Iej0der1c+n0/tMXSXpgvh8/k6/Z2amhrW/vGUq0h0zHNjY2PYeXZCpH0jEvSr8MRTvqzSeXL9x2OyDn4g16ixCpbOs/0Z8fGf94euH7ce/bGOffv7cmWHN0AUT+KpX0Uq1nLF+3v3evoi0isF+F133aWZM2ee8/GEhAQdPXpUktTc3KyUlJTQ35LOW1AfPnxYS5Ys0Y033qjrrrsu7PjS0tKUlvbZbVKdeoHa29ujrnP0to7PL5LnGw+5ikTH3ASDwZjIVW/1jUhjiIVcRYu4yNeQbLm/Wx5aDEqSzed80YY1umrIXz9bav6stv/4uTzf/Wnvx9jPxEW/6iWxkive38PXKwV4YmKiEhMTe9wmLy9PAwcO1IcffqgrrrhCklRdXa1Bgwb1eElJVVWVysvLdcstt6ikpKQ3wgUAIGLdXT8OAHYYmwVl0KBBKi4u1osvvqgTJ07oxIkTevHFFzV58uRzTkO4f/9+LVmyRLfffjvFd4w4O6XXwev/TlkVj8tqOOZ0SP1SxzwPWf1z8gw4YdSYnpcB4ByMTkM4e/ZsXXzxxVq4cKEWLlyovLw8zZ49O/T4K6+8ou985zuh5RdffFHNzc167rnnNHPmzNB/H3zwgcmwEQam9DKjY54TDv0lJvLMlzP0N+7ZC+UafYXk8cg1+gq5Zy90OiQAMcJlWZbldBCm1dbWGm3P4/EoJydHdXV1MXV90oVo/9Y/dr5+0uORZ9WvbO8fT7mKRKR5dkJgyb8q8dDBz1aMvtzY9bL0q/CQL/vIlX3kyr5Yy9VHf9itQ0u+e+aGVvmXKtngDa2iOVd5eXnnfIxb0aN3cUrWjBjMM9fLAkD/xNnv8FGAo1e5Zy+URl8ueTzS6Ms5JdtHYvLUdwx+aQAAnB8DLOEzdiMexAdXVi7TcBngysrVgB88HLWn3brjnr3wzKjIwf3SqDGx8aUBAHB+o8ZIB/Z1XkaPKMABGMGXMwDonxhgCR8FOAAAAC4YAyzh4xpwAAAAwCAKcAAAAMAgCnAAAADAIApwAAAAwCAKcAAAAMCguLwVPQAAAOAURsANqK2t1fTp01VbW+t0KFGPXNlHruwjV+EhX/aRK/vIlX3kyr5YzRUFOAAAAGAQBTgAAABgkOf++++/3+kg4sGgQYN0+eWXKyEhwelQoh65so9c2UeuwkO+7CNX9pEr+8iVfbGYK36ECQAAABjEJSgAAACAQRTgAAAAgEEU4AAAAIBBFOAAAACAQRTgAAAAgEEU4AAAAIBBFOAAAACAQRTgAAAAgEEU4AAAAIBBA5wOoL8LBoOqrKzUli1b1NbWpnHjxmnu3LlKT093OrSo8sQTT2j79u0aMOCzLllaWqqvfe1rDkYVHXbs2KHf/OY3qqmp0alTp/TCCy90enzPnj1as2aN6urqlJubq7KyMhUWFjoUrfN6yte+ffv0k5/8pNPtikeMGKEHHnjAiVAd9fzzz+u9997T8ePHlZiYqL/9279VaWmpUlNTQ9ts3bpV69at08cff6zhw4fr7rvvVkFBgYNRO+N8udqyZYtWrlypQYMGhfaZMGGC/uVf/sWpkB33X//1X9q+fbuampo0cOBAjR07VrNmzZLX65VE3+qop1zRt7oXDAZ133336cCBA1q5cqWGDBkiKcb6lYU+9fLLL1sLFiywjh07ZgUCAeuRRx6xHnzwQafDijrLly+3Vq5c6XQYUekPf/iDtW3bNuu///u/rdtuu63TY8eOHbNmzJhhbd261Wpra7N+97vfWaWlpVZdXZ1D0Tqvp3zt3bu3y7p4VVlZaVVVVVltbW3WiRMnrAcffNB66KGHQo9/8MEHVmlpqbVnzx6rtbXVWr9+vXX33XdbgUDAwaidcb5cvf3229Y999zjYITR5/Dhw6G+cvLkSWv16tXWj370I8uy6Fuf11Ou6Fvde/XVV63Fixdb06ZNs3w+n2VZsdevuASlj23evFk333yzcnJylJycrNLSUu3Zs0cNDQ1Oh4YYMX78eBUVFSknJ6fLY1u3blVBQYEmT56sAQMGqLi4WCNHjtTWrVsdiDQ69JQvfObOO+/UyJEjNWDAAKWnp+vrX/+6/vd//zf0+ObNmzVx4kQVFhZq4MCBuummmzRgwAC9++67DkbtjPPlCl0NHTpUycnJkiTLsuRyuVRbWyuJvvV5PeUKXdXW1uqtt97SzJkzO62PtX7FJSh9KBAIyOfzdTr9kZubq6SkJNXU1CgrK8vB6KLPzp07tXPnTqWnp+tLX/qSpk2bpsTERKfDimrV1dVdTq+NHDlSNTU1DkUU/YLBoL797W/r9OnTKigo0B133KH8/Hynw3Lc+++/rxEjRoSWa2pqdM0114SWXS4XfeuvPp8rSTp+/LjmzJmjAQMG6LLLLtOdd96p7OxshyKMDtu3b9dTTz2llpYWeTwelZWVSaJvdedcuZLoWx0Fg0GtXLlSM2fODH1pOSvW+hUFeB9qaWmRpC6dJCUlRc3NzU6EFLVKSko0Y8YMpaen68iRI1qxYoVWrVoV99e5nc/Jkye77V+HDx92KKLoNnToUC1dulTDhg3TyZMntWHDBi1evFjLli1TZmam0+E55p133tGmTZt0//33h9Z117eSk5ND72vxqrtcjR07VsuWLVNubq4+/fRTVVZWasmSJXrkkUfiehChqKhIRUVF+uSTT/Tb3/5Ww4cPl0Tf6s65ckXf6uyNN95QRkaGJk6cqPr6+k6PxVq/4hKUPpSUlCRJXYrtQCDQpZPEu4KCAmVkZMjtdmvYsGGaNWuWdu7cqba2NqdDi2qJiYnd9q+zfQ+dZWRkKD8/Xx6PRykpKbrzzjuVmpqqPXv2OB2aY37/+9/r3//93/W9732v09mU7vpWc3NzXPetc+UqJydHeXl5crvdysjI0D/90z/p448/1p///GcHo40eGRkZ+upXv6qHHnpITU1N9K0efD5X9K3PHDt2TL/+9a911113dft4rPUrRsD7UEpKirxer6qqqkKnuOvq6tTS0hL6dovuud1nvhtaluVwJNEtPz9f+/bt67SuurpaV1xxhUMRxR6XyxW3/eztt9/WmjVr9P3vf19jxozp9NiIESP04YcfhpYty1J1dbUmTpxoOsyo0FOuPs/lcsV1v+pOe3u7Tp06pcbGRvrWeXTMVcdZiaT47lv79+/Xp59+qn/7t3+TdOZyFEm69957dfvtt8dcv2IEvI9NmTJFGzZsUH19vZqbm1VZWanCwsK4vX7rXHbs2KFAICBJOnr0qNasWaMJEyZ0mnopXgWDQbW2tur06dOSpNbWVrW2tsqyLE2ePFkHDx7U9u3bdfr0aW3fvl1VVVX6yle+4nDUzukpX3v37tWxY8cUDAZ18uRJrV27VidOnIjLaRvfeOMNVVRU6Ec/+lG3BeWUKVO0c+dOvf/++zp9+rRee+01tbW1Re2HWV86X67OTlFoWZaampr0zDPPKC0tTaNHj3YgWucFg0G9+eabOnHihKQz1zA/88wzysrK0tChQ+lbHZwvV/Stz3z5y1/WL3/5Sy1dulRLly7VokWLJEk//vGP9ZWvfCXm+pXLisevUQYFg0E9//zz2rp1K/OA9+D+++9XTU2NTp8+rfT0dE2cOFHTpk3jUh2dmWN4xYoVXdYvX75c2dnZneYBz8nJ0axZs+KyoDyrp3y9++67euONN+T3+5WQkKCRI0fqtttu06WXXupApM6aPn26PB5Pp7n3JamioiL099atW/XSSy+F5tSdM2dO9M6p24fOl6uKigpt3749dLr7sssu0x133KG8vDwnwnVcMBjUww8/rIMHD+rUqVNKTk7W5ZdfrunTpys3N1cSfeus8+WKvnVu9fX1uueee7rMAx4r/YoCHAAAADCIS1AAAAAAgyjAAQAAAIMowAEAAACDKMABAAAAgyjAAQAAAIMowAEAAACDKMABAAAAgyjAAQAAAIP+PyHquZyHN6LnAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "85qS1kwkHb5F",
"colab_type": "code",
"colab": {}
},
"source": [
"diff = tdf[\"amount\"].diff()\n",
"diff = diff.dropna() # NaN要素を削除"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Xm7edcEZHhUt",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 462
},
"outputId": "01a4c880-e75a-4d0a-b353-7df9f518cb43"
},
"source": [
"plt.plot(diff)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f54a5e1e748>]"
]
},
"metadata": {
"tags": []
},
"execution_count": 21
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 748.8x514.8 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "06fU1SV1IwdM",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 462
},
"outputId": "da075ac0-6835-4089-bcae-fde3acab271a"
},
"source": [
"plt.plot(sarima_model.resid)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f54a5186be0>]"
]
},
"metadata": {
"tags": []
},
"execution_count": 30
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 748.8x514.8 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment