From c4864caa80e9caa262ec1adb579fb912945c47e1 Mon Sep 17 00:00:00 2001
From: yangxingye1 <151933501+yangxingye1@users.noreply.github.com>
Date: Sun, 10 Dec 2023 17:53:06 +0800
Subject: [PATCH 1/9] Create python_submit.txt

---
 2023/homework/Xingye_Yang/python_submit.txt | 108 ++++++++++++++++++++
 1 file changed, 108 insertions(+)
 create mode 100644 2023/homework/Xingye_Yang/python_submit.txt

diff --git a/2023/homework/Xingye_Yang/python_submit.txt b/2023/homework/Xingye_Yang/python_submit.txt
new file mode 100644
index 00000000..94bf8920
--- /dev/null
+++ b/2023/homework/Xingye_Yang/python_submit.txt
@@ -0,0 +1,108 @@
+C
+B
+C
+C
+C
+A
+A
+B
+B
+B
+B
+C
+A
+D
+A
+A
+A
+C
+D
+B
+A
+D
+C
+A
+D
+B
+A
+B
+A
+C
+C
+C
+B
+C
+D
+B
+A
+C
+D
+A
+B
+A
+A
+A
+C
+D
+B
+A
+B
+A
+A
+A
+B
+D
+A
+A
+A
+D
+B
+C
+B
+B
+A
+D
+A
+D
+A
+B
+A
+B
+D
+B
+C
+A
+C
+C
+B
+B
+C
+A
+B
+A
+C
+B
+A
+C
+C
+B
+B
+B
+A
+C
+A
+B
+B
+A
+A
+A
+C
+C
+A
+B
+B
+A
+A
+B
+A
+A

From f57e7e062aa1946066c249a3b6f45130da203f1d Mon Sep 17 00:00:00 2001
From: yangxingye1 <151933501+yangxingye1@users.noreply.github.com>
Date: Sun, 10 Dec 2023 17:54:06 +0800
Subject: [PATCH 2/9] Create pandas_submit.txt

---
 2023/homework/Xingye_Yang/pandas_submit.txt | 12 ++++++++++++
 1 file changed, 12 insertions(+)
 create mode 100644 2023/homework/Xingye_Yang/pandas_submit.txt

diff --git a/2023/homework/Xingye_Yang/pandas_submit.txt b/2023/homework/Xingye_Yang/pandas_submit.txt
new file mode 100644
index 00000000..8590d004
--- /dev/null
+++ b/2023/homework/Xingye_Yang/pandas_submit.txt
@@ -0,0 +1,12 @@
+B
+D
+D
+A
+B
+D
+A
+C
+C
+C
+B
+B

From 438c9f18e1c68bf232baf8bb62074a60fc62671b Mon Sep 17 00:00:00 2001
From: yangxingye1 <151933501+yangxingye1@users.noreply.github.com>
Date: Sun, 10 Dec 2023 17:54:48 +0800
Subject: [PATCH 3/9] Create numpy_submit.txt

---
 2023/homework/Xingye_Yang/numpy_submit.txt | 10 ++++++++++
 1 file changed, 10 insertions(+)
 create mode 100644 2023/homework/Xingye_Yang/numpy_submit.txt

diff --git a/2023/homework/Xingye_Yang/numpy_submit.txt b/2023/homework/Xingye_Yang/numpy_submit.txt
new file mode 100644
index 00000000..c557c51f
--- /dev/null
+++ b/2023/homework/Xingye_Yang/numpy_submit.txt
@@ -0,0 +1,10 @@
+C
+D
+B
+E
+C
+C
+E
+C
+C
+E

From 51ffd0d637b07b3e0ed921ccfe0bd17edcc5443c Mon Sep 17 00:00:00 2001
From: yangxingye1 <151933501+yangxingye1@users.noreply.github.com>
Date: Mon, 11 Dec 2023 11:03:13 +0800
Subject: [PATCH 4/9] Update pandas_submit.txt, v1

---
 2023/homework/Xingye_Yang/pandas_submit.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/2023/homework/Xingye_Yang/pandas_submit.txt b/2023/homework/Xingye_Yang/pandas_submit.txt
index 8590d004..c3aa5344 100644
--- a/2023/homework/Xingye_Yang/pandas_submit.txt
+++ b/2023/homework/Xingye_Yang/pandas_submit.txt
@@ -1,6 +1,6 @@
 B
 D
-D
+C
 A
 B
 D

From 2d14fd428627edf926bf66cc3bbba29e2f4e0393 Mon Sep 17 00:00:00 2001
From: yangxingye1 <151933501+yangxingye1@users.noreply.github.com>
Date: Mon, 11 Dec 2023 21:05:19 +0800
Subject: [PATCH 5/9] Update pandas_submit.txt, v2

---
 2023/homework/Xingye_Yang/pandas_submit.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/2023/homework/Xingye_Yang/pandas_submit.txt b/2023/homework/Xingye_Yang/pandas_submit.txt
index c3aa5344..886fb863 100644
--- a/2023/homework/Xingye_Yang/pandas_submit.txt
+++ b/2023/homework/Xingye_Yang/pandas_submit.txt
@@ -7,6 +7,6 @@ D
 A
 C
 C
-C
+A
 B
 B

From 364a872ce232ef32c27bb2de79472d71d18f218c Mon Sep 17 00:00:00 2001
From: yangxingye1 <151933501+yangxingye1@users.noreply.github.com>
Date: Mon, 11 Dec 2023 21:12:32 +0800
Subject: [PATCH 6/9] Update pandas_submit.txt, v3

---
 2023/homework/Xingye_Yang/pandas_submit.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/2023/homework/Xingye_Yang/pandas_submit.txt b/2023/homework/Xingye_Yang/pandas_submit.txt
index 886fb863..bcf22b49 100644
--- a/2023/homework/Xingye_Yang/pandas_submit.txt
+++ b/2023/homework/Xingye_Yang/pandas_submit.txt
@@ -7,6 +7,6 @@ D
 A
 C
 C
-A
+B
 B
 B

From 36bbe51b433cc0b0285248469314659ba02b2c3f Mon Sep 17 00:00:00 2001
From: yangxingye1 <151933501+yangxingye1@users.noreply.github.com>
Date: Wed, 3 Jan 2024 17:36:46 +0800
Subject: [PATCH 7/9] Add files via upload

---
 .../homework-matplotlib_seaborn.ipynb         | 2418 +++++++++++++++++
 1 file changed, 2418 insertions(+)
 create mode 100644 2023/homework/Xingye_Yang/homework-matplotlib_seaborn.ipynb

diff --git a/2023/homework/Xingye_Yang/homework-matplotlib_seaborn.ipynb b/2023/homework/Xingye_Yang/homework-matplotlib_seaborn.ipynb
new file mode 100644
index 00000000..88f8a405
--- /dev/null
+++ b/2023/homework/Xingye_Yang/homework-matplotlib_seaborn.ipynb
@@ -0,0 +1,2418 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "b8753dd8-7a83-4584-9360-954a9512007f",
+   "metadata": {},
+   "source": [
+    "# 数据可视化作业题目"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "bda9f437-af21-4bc4-beb9-59034544e317",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import pandas as pd\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "67d732a4-44e5-4313-bf75-0b1b1d036aee",
+   "metadata": {},
+   "source": [
+    "## 练习1：航班乘客变化分析 (2个题)\n",
+    "\n",
+    "1. 分析年度乘客总量的变化情况（提示：折线图）\n",
+    "2. 分析乘客量在一年中12个月份的分布（提示：柱状图）"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "fbecfad8-61bd-483d-a1cc-e6cb6b69188a",
+   "metadata": {
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>year</th>\n",
+       "      <th>month</th>\n",
+       "      <th>passengers</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1949</td>\n",
+       "      <td>Jan</td>\n",
+       "      <td>112</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1949</td>\n",
+       "      <td>Feb</td>\n",
+       "      <td>118</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1949</td>\n",
+       "      <td>Mar</td>\n",
+       "      <td>132</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1949</td>\n",
+       "      <td>Apr</td>\n",
+       "      <td>129</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1949</td>\n",
+       "      <td>May</td>\n",
+       "      <td>121</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   year month  passengers\n",
+       "0  1949   Jan         112\n",
+       "1  1949   Feb         118\n",
+       "2  1949   Mar         132\n",
+       "3  1949   Apr         129\n",
+       "4  1949   May         121"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = sns.load_dataset(\"flights\")\n",
+    "data.head()\n",
+    "# 年份，月份，乘客数"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0f9149ff",
+   "metadata": {},
+   "source": [
+    "matplotlib"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f800141b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num_year = data.groupby('year').sum('passengers')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "53af8961",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "x = num_year.index\n",
+    "y = num_year.values\n",
+    "plt.plot(x, y)\n",
+    "plt.xlabel('Year')\n",
+    "plt.ylabel('Number')\n",
+    "plt.title('The number of passengers in each year')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "33782d74",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num_month = data.groupby('month')['passengers'].sum('passengers')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "5e30df57-a5ac-41da-b1a1-b42b1baae88b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "x = num_month.index\n",
+    "y = num_month.values\n",
+    "plt.bar(x, y)\n",
+    "plt.xlabel('month')\n",
+    "plt.ylabel('number')\n",
+    "plt.title('The number of passengers in each month')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5e3ab248",
+   "metadata": {},
+   "source": [
+    "seaborn"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "0ab19e2d",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'The number of passengers in each year')"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set()\n",
+    "num_year = data.groupby('year').sum('passengers')\n",
+    "sns.lineplot(data = num_year, x = 'year', y = 'passengers')\n",
+    "plt.xlabel('Year')\n",
+    "plt.ylabel('Number')\n",
+    "plt.title('The number of passengers in each year')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "a7f5b56a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'The number of passengers in each month')"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set()\n",
+    "sns.barplot(data, x=\"month\", y=\"passengers\", estimator=\"sum\", errorbar=None)\n",
+    "plt.title('The number of passengers in each month')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "66bbde41-e2c6-4bb6-bc80-5c5f3dd75bf6",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## 练习2：鸢尾花花型尺寸分析 (3个题)\n",
+    "\n",
+    "1. 萼片（sepal）和花瓣（petal）的大小关系（提示：散点图）\n",
+    "2. 不同种类（species）鸢尾花萼片和花瓣的大小关系（提示：箱图或者提琴图）\n",
+    "3. 不同种类鸢尾花萼片和花瓣大小的分布情况（六角箱图或者核密度估计）"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "b71328f2-0ae3-463a-a557-43506a54a8a4",
+   "metadata": {
+    "scrolled": false,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>sepal_length</th>\n",
+       "      <th>sepal_width</th>\n",
+       "      <th>petal_length</th>\n",
+       "      <th>petal_width</th>\n",
+       "      <th>species</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>5.1</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4.9</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4.7</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4.6</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5.0</td>\n",
+       "      <td>3.6</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   sepal_length  sepal_width  petal_length  petal_width species\n",
+       "0           5.1          3.5           1.4          0.2  setosa\n",
+       "1           4.9          3.0           1.4          0.2  setosa\n",
+       "2           4.7          3.2           1.3          0.2  setosa\n",
+       "3           4.6          3.1           1.5          0.2  setosa\n",
+       "4           5.0          3.6           1.4          0.2  setosa"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data2 = sns.load_dataset(\"iris\")\n",
+    "data2.head()\n",
+    "# 萼片长度，萼片宽度，花瓣长度，花瓣宽度，种类"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d6563e09",
+   "metadata": {},
+   "source": [
+    "matplotlib"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "b475ac3f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure(figsize=(10, 10)) \n",
+    "  \n",
+    "# setting values to rows and column variables \n",
+    "rows = 2\n",
+    "columns = 2\n",
+    "\n",
+    "fig.add_subplot(rows, columns, 1) \n",
+    "plt.scatter(data2['sepal_length'], data2['petal_length'], s = 5)\n",
+    "plt.title('s_l VS. p_l')\n",
+    "plt.xlabel('s_l')\n",
+    "plt.ylabel('p_l')\n",
+    "\n",
+    "fig.add_subplot(rows, columns, 2) \n",
+    "plt.scatter(data2['sepal_length'], data2['petal_width'], s = 5)\n",
+    "plt.title('s_l VS. p_w')\n",
+    "plt.xlabel('s_l')\n",
+    "plt.ylabel('p_w')\n",
+    "\n",
+    "fig.add_subplot(rows, columns, 3) \n",
+    "plt.scatter(data2['sepal_width'], data2['petal_length'], s = 5)\n",
+    "plt.title('s_w VS. p_l')\n",
+    "plt.xlabel('s_w')\n",
+    "plt.ylabel('p_l')\n",
+    "\n",
+    "fig.add_subplot(rows, columns, 4) \n",
+    "plt.scatter(data2['sepal_width'], data2['petal_width'], s = 5)\n",
+    "plt.title('s_w VS. p_w')\n",
+    "plt.xlabel('s_w')\n",
+    "plt.ylabel('p_w')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "85a181a8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "groups = data2.groupby('species')\n",
+    "\n",
+    "fig = plt.figure(figsize=(10, 10)) \n",
+    "  \n",
+    "# setting values to rows and column variables \n",
+    "rows = 2\n",
+    "columns = 2\n",
+    "\n",
+    "fig.add_subplot(rows, columns, 1) \n",
+    "for name, group in groups:\n",
+    "    plt.scatter(group.sepal_length, group.petal_length, s = 5, label = name)\n",
+    "    plt.title('s_l VS. p_l')\n",
+    "    plt.xlabel('s_l')\n",
+    "    plt.ylabel('p_l')\n",
+    "    \n",
+    "fig.add_subplot(rows, columns, 2) \n",
+    "for name, group in groups:\n",
+    "    plt.scatter(group.sepal_length, group.petal_width, s = 5, label = name)\n",
+    "    plt.title('s_l VS. p_w')\n",
+    "    plt.xlabel('s_l')\n",
+    "    plt.ylabel('p_w')\n",
+    "\n",
+    "fig.add_subplot(rows, columns, 3) \n",
+    "for name, group in groups:\n",
+    "    plt.scatter(group.sepal_width, group.petal_length, s = 5, label = name)\n",
+    "    plt.title('s_w VS. p_l')\n",
+    "    plt.xlabel('s_w')\n",
+    "    plt.ylabel('p_l')\n",
+    "\n",
+    "fig.add_subplot(rows, columns, 4)\n",
+    "for name, group in groups:\n",
+    "    plt.scatter(group.sepal_width, group.petal_width, s = 5, label = name)\n",
+    "    plt.title('s_w VS. p_w')\n",
+    "    plt.xlabel('s_w')\n",
+    "    plt.ylabel('p_w')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "8021a0e9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x1800 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "nums = 1\n",
+    "rows = 3\n",
+    "columns = 1\n",
+    "\n",
+    "plt.figure(figsize = (6,18))\n",
+    "for i in set(data2['species']):\n",
+    "    #fig.add_subplot(rows, columns, nums)\n",
+    "    plt.subplot(rows, columns, nums)\n",
+    "    nums = nums+1\n",
+    "    data = data2[data2['species']==i].drop('species',axis=1)\n",
+    "    labels = data.columns\n",
+    "    plt.title(\"the box with 4 features for the \" +i+\" flowers\")\n",
+    "    plt.xlabel(\"Features of the \"+i+\" flowers\")\n",
+    "    plt.boxplot(data, labels = labels)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "58ecfabe",
+   "metadata": {},
+   "source": [
+    "seaborn"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "3791902d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>sepal_length</th>\n",
+       "      <th>sepal_width</th>\n",
+       "      <th>petal_length</th>\n",
+       "      <th>petal_width</th>\n",
+       "      <th>species</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>5.1</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4.9</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4.7</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4.6</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5.0</td>\n",
+       "      <td>3.6</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "      <td>setosa</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   sepal_length  sepal_width  petal_length  petal_width species\n",
+       "0           5.1          3.5           1.4          0.2  setosa\n",
+       "1           4.9          3.0           1.4          0.2  setosa\n",
+       "2           4.7          3.2           1.3          0.2  setosa\n",
+       "3           4.6          3.1           1.5          0.2  setosa\n",
+       "4           5.0          3.6           1.4          0.2  setosa"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data2.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "0b18d6ab",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10,10))\n",
+    "plt.subplot(2,2,1)\n",
+    "sns.scatterplot(x='sepal_length', y='petal_length', data=data2, s=10) \n",
+    "plt.subplot(2,2,2)\n",
+    "sns.scatterplot(x='sepal_length', y='petal_width', data=data2, s=10) \n",
+    "plt.subplot(2,2,3)\n",
+    "sns.scatterplot(x='sepal_width', y='petal_length', data=data2, s=10) \n",
+    "plt.subplot(2,2,4)\n",
+    "sns.scatterplot(x='sepal_width', y='petal_width', data=data2, s=10) \n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "546f1445",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10,10))\n",
+    "plt.subplot(2,2,1)\n",
+    "sns.scatterplot(x='sepal_length', y='petal_length', data=data2, hue='species', s=10) \n",
+    "plt.subplot(2,2,2)\n",
+    "sns.scatterplot(x='sepal_length', y='petal_width', data=data2, hue='species', s=10) \n",
+    "plt.subplot(2,2,3)\n",
+    "sns.scatterplot(x='sepal_width', y='petal_length', data=data2, hue='species', s=10) \n",
+    "plt.subplot(2,2,4)\n",
+    "sns.scatterplot(x='sepal_width', y='petal_width', data=data2, hue='species', s=10) \n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "43593763",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Species=data2[\"species\"].unique()\n",
+    "\n",
+    "for flower_spe in Species:\n",
+    "    SpeciesData= data2.loc[data2[\"species\"] == flower_spe]\n",
+    "    sns.boxplot(data=SpeciesData.loc[:,[\"sepal_length\", \"sepal_width\", \"petal_length\", \"petal_width\"]])\n",
+    "    plt.title(f\"The box with 4 features for the {flower_spe} flowers\")\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "43eaf74c-c25a-4841-a524-1474c1993aeb",
+   "metadata": {},
+   "source": [
+    "## 练习3：餐厅小费情况分析 (7个题)\n",
+    "\n",
+    "1. 小费和总消费之间的关系（提示：散点图+回归分析）\n",
+    "2. 男性顾客和女性顾客，谁更慷慨（提示：箱图或者提琴图）\n",
+    "3. 抽烟与否是否会对小费金额产生影响（提示：箱图或者提琴图）\n",
+    "4. 工作日和周末，什么时候顾客给的小费更慷慨（提示：箱图或者提琴图）\n",
+    "5. 午饭和晚饭，哪一顿顾客更愿意给小费（提示：箱图或者提琴图）\n",
+    "6. 就餐人数是否会对慷慨度产生影响（提示：箱图或者提琴图）\n",
+    "7. 性别+抽烟的组合因素对慷慨度的影响（提示：统计柱状图）"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "899479bc-3d1b-4144-ac14-52d113ad26b5",
+   "metadata": {
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>total_bill</th>\n",
+       "      <th>tip</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>smoker</th>\n",
+       "      <th>day</th>\n",
+       "      <th>time</th>\n",
+       "      <th>size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>16.99</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>10.34</td>\n",
+       "      <td>1.66</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>21.01</td>\n",
+       "      <td>3.50</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>23.68</td>\n",
+       "      <td>3.31</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>24.59</td>\n",
+       "      <td>3.61</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   total_bill   tip     sex smoker  day    time  size\n",
+       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
+       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
+       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
+       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
+       "4       24.59  3.61  Female     No  Sun  Dinner     4"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data3 = sns.load_dataset(\"tips\")\n",
+    "data3.head()\n",
+    "# 总消费，小费，性别，吸烟与否，就餐星期，就餐时间，就餐人数"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1f3d55c3",
+   "metadata": {},
+   "source": [
+    "matplotlib"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "b1ee9135",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(data3['total_bill'], data3['tip'], s = 5)\n",
+    "slope, intercept = np.polyfit(data3.total_bill, data3.tip, 1) \n",
+    "plt.plot(data3.total_bill, slope * data3.total_bill + intercept, color='red') \n",
+    "plt.title('total bill vs. tip')\n",
+    "plt.xlabel('total bill')\n",
+    "plt.ylabel('tip')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "c93524e4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Data_Male = data3.loc[data3['sex'] == 'Male'] \n",
+    "Data_Female = data3.loc[data3['sex'] == 'Female'] \n",
+    "\n",
+    "fig,ax = plt.subplots()\n",
+    "fig.set_size_inches(6, 4) # 设置图像大小\n",
+    "plt.xlabel(\"Features of the sex\") \n",
+    "plt.ylabel(\"Values of tip\") \n",
+    "plt.title(\"The box with 2 features for the tip\") \n",
+    "ax.boxplot([Data_Female.tip, Data_Male.tip])\n",
+    "ax.set_xticklabels(['Female', 'Male']) \n",
+    "  \n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "d9032d7f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "smoke_y = data3.loc[data3['smoker'] == 'Yes']\n",
+    "smoke_n = data3.loc[data3['smoker'] == 'No']\n",
+    "\n",
+    "fig,ax = plt.subplots()\n",
+    "fig.set_size_inches(6, 4) # 设置图像大小\n",
+    "plt.xlabel(\"Features of the smoker\") \n",
+    "plt.ylabel(\"Values of tip\") \n",
+    "plt.title(\"The box with 2 features for the tip\") \n",
+    "ax.boxplot([smoke_n.tip, smoke_y.tip])\n",
+    "ax.set_xticklabels(['No', 'Yes']) \n",
+    "  \n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "5fb4957c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Data_sun = data3[data3['day'] == 'Sun']['tip']\n",
+    "Data_sat = data3[data3['day'] == 'Sat']['tip']\n",
+    "Data_thur = data3[data3['day'] == 'Thur']['tip']\n",
+    "Data_fri = data3[data3['day'] == 'Fri']['tip']\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "629634cf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Valuse of tip')"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.boxplot([Data_sun, Data_sat, Data_thur, Data_fri], labels = ['Sun', 'Sat', 'Thur', 'Fri'])\n",
+    "plt.title(\"The box with 4 features for the tip\")\n",
+    "plt.xlabel(\"Features of the day\")\n",
+    "plt.ylabel(\"Valuse of tip\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "1d27410f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_din = data3[data3['time'] == 'Dinner']['tip']\n",
+    "data_lun = data3[data3['time'] == 'Lunch']['tip']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "f5a512ff",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Valuse of tip')"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.boxplot([data_din, data_lun], labels = ['Dinner', 'Lunch'])\n",
+    "plt.title(\"The box with 2 features for the tip\")\n",
+    "plt.xlabel(\"Features of the time\")\n",
+    "plt.ylabel(\"Valuse of tip\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "c01386e7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{1, 2, 3, 4, 5, 6}"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "set(data3['size'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "8f228308",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Values of tip')"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "size_tip = []\n",
+    "for i in set(data3['size']):\n",
+    "    data3_s =data3[data3['size'] == i]['tip']\n",
+    "    size_tip.append(data3_s)\n",
+    "    \n",
+    "plt.boxplot(size_tip, labels = ['1', '2', '3', '4', '5', '6'])\n",
+    "plt.title('The box with 6 features for the tip')\n",
+    "plt.xlabel('Features of the size')\n",
+    "plt.ylabel('Values of tip')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "7945ba34",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>smoker</th>\n",
+       "      <th>Yes</th>\n",
+       "      <th>No</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sex</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Male</th>\n",
+       "      <td>3.051167</td>\n",
+       "      <td>3.113402</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Female</th>\n",
+       "      <td>2.931515</td>\n",
+       "      <td>2.773519</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "smoker       Yes        No\n",
+       "sex                       \n",
+       "Male    3.051167  3.113402\n",
+       "Female  2.931515  2.773519"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "smo_sex = data3.groupby(['sex','smoker'])['tip'].agg('mean').unstack()\n",
+    "smo_sex"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "b15e07a8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.bar([0.9,1.4],smo_sex['Yes'],width=0.2,label='yes',)\n",
+    "plt.bar([1.1,1.6],smo_sex['No'],width=0.2,label='no')\n",
+    "plt.xticks([1,1.5],['Male','Female'])\n",
+    "\n",
+    "plt.xlabel('sex')\n",
+    "plt.ylabel('mean value of tip')\n",
+    "plt.title('values by sex (Male or Female) and smoker (Yes or No)')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0b08efd8",
+   "metadata": {},
+   "source": [
+    "1. 小费和总消费之间的关系（提示：散点图+回归分析）\n",
+    "2. 男性顾客和女性顾客，谁更慷慨（提示：箱图或者提琴图）\n",
+    "3. 抽烟与否是否会对小费金额产生影响（提示：箱图或者提琴图）\n",
+    "4. 工作日和周末，什么时候顾客给的小费更慷慨（提示：箱图或者提琴图）\n",
+    "5. 午饭和晚饭，哪一顿顾客更愿意给小费（提示：箱图或者提琴图）\n",
+    "6. 就餐人数是否会对慷慨度产生影响（提示：箱图或者提琴图）\n",
+    "7. 性别+抽烟的组合因素对慷慨度的影响（提示：统计柱状图）"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bf40729a",
+   "metadata": {},
+   "source": [
+    "seaborn"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "aefe2f74-5174-42cd-b32d-83991f0f1980",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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p0RyeF6DrinU9cW7as4VdW3uaPbyGkaUoIYQQos0dGBjlzvsPcnwoQ8TUSSUtIqbO8aEsd95/kAMDo80eYsNIYCOEEEK0MT8IuG/vUQq2S1cygmXqaEphmTpdSYuC7XHf3qP4QdDsoTaEBDZCCCFEG3txcJLTozkSURM1bT+NUopE1OD0aI4XByebNMLGksBGCCGEaGOZnIPnBRhG7Vu+YWh4XkAm5yzzyJaGBDZCCCFEG0vGTXRd4bp+ze+7ro+uK5Jxc5lHtjQksBFCCCHa2Ob+Dtb1xMkWXIJp+2iCICBbcFnXE2dzf0eTRthYEtgIIYQQbUxTipv2bCFq6YxnbGzHww8CbMdjPGMTtXRu2rOlberZSGAjhBBCtLldW3u4/cadbOxLUHQ80hmbouOxsS/B7TfubKs6NlKgTwghhFgFdm3tYeeWbqk8LIQQQoj2oCnF1nWpZg9jSclSlBBCCCHahgQ2QgghhGgbEtgIIYQQom1IYCOEEEKItiGBjRBCCCHahgQ2QgghhGgbEtgIIYQQom1IYCOEEEKItiGBjRBCCCHahgQ2QgghhGgbEtgIIYQQom1IYCOEEEKItiGBjRBCCCHahgQ2QgghhGgbEtgIIYQQom1IYCOEEEKItiGBjRBCCCHahgQ2QgghhGgbEtgIIYQQom1IYCOEEEKItiGBjRBCCCHahgQ2QgghhGgbEtgIIYQQom1IYCOEEEKItiGBjRBCCCHaxooIbBzH4ZOf/CTXX389V1xxBb/xG7/BE0880exhCSGEEKLFrIjA5nOf+xx33303f/Inf8K3vvUttm/fznvf+14GBwebPTQhhBBCtJAVEdj84Ac/4Oabb+YVr3gFW7Zs4Q/+4A/IZDL84he/aPbQhBBCCNFCVkRg09XVxY9+9COOHz+O53ncddddWJbFrl27mj00IYQQQrQQo9kDqMdHP/pRfvd3f5fXvOY16LqOpml8+tOfZvPmzQs+pmGsiJhuxdF1bcr/i+Uh17155No3h1z35mn1a6+CIAiaPYi5fPe73+Xv/u7veM973kN/fz9f//rX+c53vsOXv/xlLrroonkfLwgClFJLMFIhhBBCNFPLBzYnTpzgxhtv5Etf+hJXXXVV5eu/8Ru/QXd3N3/9138972N6nk86nW/kMEWJrmukUjHS6Tye5zd7OKuGXPfmkWvfHHLdm6dZ1z6VitU1S9TyS1FPPfUUjuPwkpe8ZMrXL7vsMh566KEFH9d15Q9hKXmeL9e4CeS6N49c++aQ6948rXrtW3OBrMr69esBOHjw4JSvP/fcc2zZsqUZQxJCCCFEi2r5wObSSy/lqquu4iMf+Qh79+5lYGCAT33qUzz88MP89m//drOHJ4QQQogW0vJLUZqm8dnPfpZPfepT/OEf/iETExNceOGFfOlLX+Lyyy9v9vCEEEII0UJafvPwUvA8n9HRbLOH0ZYMQ6O7O8HYWLYl117blVz35pFr3xxy3ZunWde+pydR1+bhll+KEkIIIYSolwQ2QgghhGgbEtgIIYQQom1IYCOEEEKIttHyWVFCCCFWLz8IeHFwkkzOIRk32dzfgSYtccQ5SGAjhBCiJR0YGOW+vUc5PZrD8wJ0XbGuJ85Ne7bwkvPXNHt4okXJUpQQQoiWc2BglDvvP8jxoQwRUyeVtIiYOseHstx5/0H2Hxlt9hBFi5LARgghREvxg4D79h6lYLt0JSNYpo6mFJap05W0KNge9/5sAN9fdWXYRB0ksBFCCNFSXhyc5PRojkTURE3bT6OUIhE1ODWS5fCJiSaNULQyCWyEEEK0lEzOwfMCDKP2LcowNFwvIJ21l3lkYiWQwEYIIURLScZNdF3NWq7fdX0MXZFKWMs8MrESSGAjhBCipWzu72BdT5xswWV6O8MgCMgWXNb3Jti+obNJIxStTAIbIYQQLUVTipv2bCFq6YxnbGzHww8CbMdjPGMTtXRufvlWNE3q2YiZJLARQgjRcnZt7eH2G3eysS9B0fFIZ2yKjsfGvgS337iT3dt6mj1E0aKkQJ8QQoiWtGtrDzu3dEvlYTEvEtgIIYRoWZpSbF2XavYwxAoiS1FCCCGEaBsS2AghhBCibUhgI4QQQoi2IYGNEEIIIdqGBDZCCCGEaBsS2AghhBCibUhgI4QQQoi2IYGNEEIIIdqGBDZCCCGEaBsS2AghhBCibUhgI4QQQoi2IYGNEEIIIdqGBDZCCCGEaBsS2AghhBCibUhgI4QQQoiGUUo19fwS2AghhBBi0ZRSOJ5PtuDQzNjGaN6phRBCCLHSKaWwXY9c3qHo+kRNvanjkcBGCCGEEPNWnqEpBzS+HzR7SIAENkIIIYSYp3zRYSxdIFd0WyagKZPARgghhFgF/CDgxcFJMjmHZNxkc38H2jw2wygFRcdnMu8Q9QLydusFNSCBjRBCtK3F3shE+zgwMMp9e49yejSH5wXoumJdT5yb9mxh19aecz63HNDkCg6266MURGLWMo18/iSwEUKINrSYG5loLwcGRrnz/oMUbJdE1MSIabiuz/GhLHfef5Dbb9xZ83eiHNBkCw5O1R4aXW/t4FjSvYUQos2Ub2THhzJETJ1U0iJi6pUb2YGB0WYPUSwTPwi4b+9RCrZLVzKCZepoSmGZOl1Ji4Ltcd/eo/jB2SUlpcB2PUYni4xnihRtryWXnGYjgY0QQrSRhdzIRPt6cXCS06M5ElFzRuE8pRSJqMHp0RzHzkxOC2jsFRfQlElgI4QQbaTeG9mLg5NNGqFYTpmcg+cFGEbt2300YtARM8kW3DCgmVy5AU2ZBDZCCNFG5rqRGYaG5wVkcs4yj0w0QzJuousK1/WnfN3QNVIJi46YiWHq2I4XBjRtMJMngY0QQrSR2W5kZa7ro+uKZNxc5pGJZtjc38G6njjZgksQBJWApjNpQRBwYjgLQcDa7nizh9owEtgIIUQbmX4jqxYEAdmCy7qeOJv7O5o0QrGcNKW4ac8WkrEwkE1EDYIgYGgsx+FTkwRBwPWXnddWZQAksBFCLIgfBAycTvP04REGTqdX1BT2Sh77XMo3sqilM56xsZ1wecF2PMYzNlFL56Y9W9rqRibObfe2Hm573YX098QZHM0ycGqSdNZmXU+MW1+xjR0bu5o9xIaSOjZCiHlbyTVSVvLY67Vraw+337iz8jpzBRddV2zsS7TV6xRzUFB0wuaU3R1R3vyKbZwazpIruMSjBuvXJNoywJXARggxLwst9tUKVvLY52vX1h52bumWysOrkYKC7ZEvODhuUJmR1JRiQ1+yyYNbehLYCCHqNr1GSjmd2DJ1TENjPGNz396j7NzS3XI30JU89oXSlGLrulSzhyGWyywBzWoje2yEEHVbyTVSVvLYhTgnBQXHYyxdYCJTpOj4qzaoAZmxEULMQ6VGSmz2Gim5gtuSNVJW8tiFmE3BdskVXRzXZxXHMlNIYCOEqFt1jRTL1Gd8v5VrpKzksQsxnQQ0s5OlKCFE3VZyjZSVPHYhyqunedtlZLLARNbGdiSoqUUCGyFE3VZyjZSVPHaxeoW/jgG5ostIukA6a+NIQHNOEtgIIealXCNlY1+CouORztgUHY+NfYmWT5deyWMXq8vUgKYYBjSy7FQX2WMjhJi3lVwjZSWPXbQ/pcKl0VzBI1d0cT0JZuZLAhshxIKs5BopK3nsoj1JQNM4EtgIIYQQTdJOAc2ZsTyPPXuGTN7hrddtZ2OTqhxLYCOEEEIss3JAky145Asurr8yAxrP99k/MMbeZwY5cipd+brtenz4X13RlDFJYCOEEEIsE6XC9h65FR7QjKYL/OCRF3lk/xkm8zOLWq7riTdhVCEJbIQQQogl1g4BjR8EHDoxwb79gxw4OlZz/Ot747zy0vN43TUbl3+AJRLYCCGEEEukHQKaXMHh8eeGeGT/GUbShRnf1zXFS7b3sufifjatTZKImuia1rTXKYGNEEII0WArPaAJgoDjQxn27R/kqUMjuN7Mwfd0RLhmVz9X7uwjGWudViQrJrD51re+xd/8zd9w7NgxNm/ezAc/+EHe8IY3NHtYQgjRcH4QSJ2dFaoS0ORd8kVvxQU0tuPx5KER9j1zmpMjuRnfV8BFW7p5zTWb2dAbI/CXf4xzWRGBzT/+4z/yX/7Lf+EjH/kI119/Pffeey8f+tCHWLduHVdc0Zxd10IIsRQODIxy396jnB7N4XkBuq5Y1xPnpj1bpDJyC5sR0Hg+Kyie4cxYnn37B/n580MUbG/G9xMxk6t29nHNrrWs6YrR2RlnYiKH14KvsuUDmyAI+PSnP83tt9/O7bffDsAHPvABnnjiCR555BEJbIQQbePAwCh33n+Qgu2SiJoYMQ3X9Tk+lOXO+w9K24cWVB3Q5Ioe3goKaFwvTNXet39qqna1res6uHZ3Pxdv68HQV0YXppYPbA4fPsyJEye45ZZbpnz9C1/4QpNGJIRYDZZ7OcgPAu7be5SC7dKVjKBK57JMHdPQGM/Y3Lf3KDu3dMuyVAtYyQHNeKbIowfO8NiztVO1I6bOFRes4Zrd/U1N216olg9sBgYGAMjlcrznPe9h//79bNy4kfe9733ccMMNCz6uYayMyHOl0UsRvb5CIvt2Ide9sfYfGeXenw1waiSL6wUYumJ9b4KbX76V3dumzpg06tofOZVmcDRHMmaiaVMDF6UUyZjB4GiOE8NZtq2XdhDN+p1XCjw/bE6ZK7h4XrjJRNNbO9j0g4Dnj02w95nT50zV3nPxOq64YA0RS5/1WFOv/cxNNrqhYRiSFTWrTCYDwEc+8hE++MEP8uEPf5j777+f97///Xzxi1/kZS972byPqWmK7u5Eo4cqqqRSsWYPYVWS6754Tz4/xJ33HyRfcOlImJi6huP5HB8Ol4M+8PbLuOyCvhnPW+y1PzKYxQ8gahkzAhsI+1vlix5ourx/VVnO33nH9ckWHOyCi2YYJJMtfwslk3f42VMn+fHPTzA0np/xfUNXvPSifl51xQa2b+iszBTWI5mM1vx61NLp6mzee1HL/1RMM0whe8973sOtt94KwK5du9i/f/+CAxvfD0inZ+72Foun6xqpVIx0Ol/5JCOW3kq77n4QcPT0JJM5h464yZZ1rZH14wcB/3D/s+TyDl0dFkop/CBA1xSdCZPxSZt/uP9ZNvbGKuNt2LX3PTQFBdvFMmd+Wrad8Pv4HmNj2YWfp00s1++8UuB5AdmiS77o4NVIe241QRBw7EyGvc8M8uQLw7Omal97cT9XXbS2kqqdTs8MfGrRdY1kMkomU6h57Z2oiR40PhsslYrVNUPX8oHNunXrALjwwgunfP3888/ngQceWPBxXbf13/xXMs/z5Ro3wUq47q2c9TNwOs3JkSzxqAGoaW/MinjU4ORIlsMnJmZ0B1/std+wJkF/T5zjQ1m6dG3KJ+cgCMjkXTb2JdiwJtHyP+PltFS/85Ulp4JL3nZXREBTSdXeP8jJ4ZnBr1Kwc1M31+5eywWbuirB+fxfm196nl/zuZ4b/kxkKWoWu3fvJpFI8OSTT3LVVVdVvv7cc8+xefPmJo5MCDFfrZ71k8mFn8iNWO1PhYahkSu4ZHIzN1wulqYUN+3Zwp33H2Q8Y5OIGhhGeH2yBZeopXPTni0tMbPVzpRSuJ5PruhSWCEBzZmxPPsODPLz5+ZK1e6nuyPShBEur5YPbKLRKP/23/5b/vqv/5r+/n4uvfRS7rvvPn7605/ypS99qdnDE0LUaSVk/STjJrqucF2/5nKQ6/rouiIZX5oqq7u29nD7jTsrM1q5gouuKzb2JVpiRqudVQKagk3B8Vo+oCl31d63f5DDJ2dJ1V7fwbW7VlaqdiO0fGAD8P73v59YLMYnP/lJBgcH2bFjB3fccQfXXntts4cmhKjTi4OTnB7NkYiaMzYoKqVIRA1Oj+Z4cXByxjLPctnc38G60nKQacxcDsoWwuWgzf0dSzaGXVt72LmlWyoPL5OVFtBMZIo88mwpVbvGzOFKT9VuhBUR2AC8+93v5t3vfnezhyGEWKBmLvPUq1WWgzSlmhbcrRZKhTNz2aJN0fbw/NYNaOrtqn3Nrn4uv2ANkRqzjavJiglshBArW7OXeeoly0HtrTxDky20fkBTb1fta3f3s7k/Oa9U7XYmgY0QYlHqrdDbCss89ZLloPajlMLxfPIFm0ILBzT1dNXu7ohwbQt21W4VEtgIIRZsPqnbrbLMUy9ZDmoPK2UPTT1dtXdu7uLa3f1TUrXFTBLYCCEWZCGp2+2+zLPc/aXE7Mp7aHLF1g5o5tNVu7ujdqVfMZUENkKIeVtM6na7LvPsPzLKt396pCULD64mK2FTcDlVe+8z7dVVu1VIYCOEmLfFpm632zLPk88P8cXvHCDfooUHVwOlFI7rkS242E5rBjT1dNW+/II1XLuKU7UbQQIbIcS8rYTU7eXiBwHf+OHzFGyvZQsPtrPypuBcwaXoePgtFtCUU7X3PjPIsy/WTtVe1xPn2t39XH7+ubtqi/osKLDZv38/f/M3f8Njjz1GOp2mt7eXl73sZbzvfe9j06ZNjR6jEKLFrJTU7eVw9PQkJ85kSMSMli082I6UUuSLDmOTBXIFt+UCmnKq9r79g4ymizO+L6naS2fegc3DDz/Me9/7Xrq6urjuuuvo7e1leHiYhx56iPvvv5+vfvWrMxpWCiHay0pK3V5qkzkH1/OJRWsHcatp9mo5KAW265MpOERcn3yxdYIaSdVuDfMObD75yU9y1VVX8X/+z/8hEjnbTKtQKPBv/+2/5S/+4i/427/924YOUgjRWlZa6vZS6oibGHr42k1jdc9eLSWloOj45AoOtuujFFhRq9nDAuroqo2kai+neQc2zz33HJ/+9KenBDUQNqt8z3vew4c+9KGGDU4I0braPXW7XlvWdbBhbZIjJyboTK7u2aulMD2gKc/O6Hrzg4Mz46VU7XN01b56Zx9Xr5Ku2q1i3oHN+vXrOX78eM3vjY6O0tOzOt7MhBDtm7o9H5pSvP2GC7jjrp+v+tmrRioHNNmCg1MV0DSbdNVuffMObD7ykY/wkY98hI6ODm666SZ0PZx6/clPfsKnPvUpPvaxjzV6jEKIFtZuqdsLcdkFfbz7jbsqdWxW6+xVI4QBTZi23UoBTT1dtVdzqramKXRNETF1opHmZnapIKiVfDa7G264gbGxMQqFArqu093dzcTEBI7jEATBlGlYpRT79+9v+KAXy/N8RkdnroOKxTMMje7uBGNjWVzXb/ZwVg257s1Tfe1tx1vVs1eLMd+ARtcVnZ1xJiZyS1ZVuJ6u2qsxVbt87Scn8xCEQV3ECssbKKh5nRqhpyeBXscM2LxnbN761rcuaEBCCNHuZPZq/pSCguORK7g4jo+/VHfFeZCu2rPTNIVl6CRiJgYBmuJsMBNA8396CwhsPvjBDy7FOIQQQqwirRbQlFO19z4zyC8Pz56qfc2utbx059pVlaqtaQpDV5WZmahl0JWMMOa4uK7fEsFMtboCm0cffZTdu3eTSCR49NFH53z81VdfveiBCSGEaEMKCrZHvuDguEHTAxpJ1a6tHMxETb1SRRuWbpmpkeoKbG677Ta+9rWvcemll3LbbbehlGL61pzy15RSHDhwYEkGK4QQYoVqsYDmzFiefQfOnaq9mrpqK6pmZiyDiKFjGGEQFwQrI6Apqyuw+bu/+zu2b99e+e9MJkMymZzxuHQ6TbE4s3S0EEKI1uAHwfJucG6hgKauVO1V1FVbqXBfmGFoRE0d09SxDI0gCFZcMFOtrsDmmmuuqfz37bffzl133cWll14643F79+7lQx/6EDfddFPjRiiEWNWW/Ubcxg4MjHLvwwOcGM7iugGGodiwJsHNL9va+JT0qoDGdv2m3iQnMkUeffYMj0qqdhjMaApT14hYOhFTR9e0yipMq6TXL0Zdgc1HPvIRTp06BYQbrD72sY/VnLEZGBhgzZo1jR2hWDS5MYiV6sDAaKWysecF6LpiXU+86bVhqv+mOjsidHa2/s3wwMAon793P5M55+xmTweeOzbB50f2896bdzfsmoabgsPCes0KaKpTtZ89Okat+/VqSdWuDmaiVrhnpjqYmWfVl5ZXV2Bz44038sUvfnHK16ZfCF3Xufzyy3nnO9/ZuNGJRWvVG4MQczkwMMqd9x+kYLskoiZGLKzme3woy533H+T2G3c25Xd4+t+UoSs2rTvC66/exIWbupZ9PPXwg4Cv/egFJrJ2ZS+FIkzN9f2AiazN1370An/0rqsX9aGnYLvkim5TA5pcweWJUlft1ZyqXQ5mrNLMjGUa6Jpq22CmWl2BzQ033MANN9wAhBuJP/axj7Fjx44lHZhYvFa9MQgxFz8IuG/vUQq2S1cyUrn5lLMzxjM29+09ys4t3cs6+1jrb8rzfAZOpfnidw7wb1r0b+ro6TQnhrMowht7+XoqQGng+QEnhrMcPZ1m2/rOeR+/2QFNmKqdZd/+06u6q7ZSoGsaplFeZtLQVPvOzMxm3nVs/v7v/34pxiEarFVvDELU48XBSU6P5khEzRmfqJVSJKIGp0dzvDg4uWwF8Wr9TdmOhx8EJKIGmZzTsn9Th0+k8fxgSlBTppRCKwU3h0/ML7Ap2C7ZYqmWSRPumUXb45H9gzz8zLlStbu5dvfatk3V1pRC0xQRU8Oyws2/qzGYqTbvwEasDK14YxCiXpmcEy7zxGpnpRiGRq7gkqmxEXSpVP9NFW2PiayNU2pfUc4uOXYm05J/U0H5LSAgvNvPeMC0x81CqTBTJl+aoWlWQHNmPM+jBwZ54rlh8kV3xvfPpmq3Z1dtTVPoSmGVNv+ahkJTqvKzWI3BTDUJbNpUK94YxPJb6MbxZmw4rz5nOmejawrX9bHMmZs6XddH1xXJuDnrMRo97vLflKf5jE4W8QPQlQpv9oDr+bh5n/1HRmcNbBYyvka8pu3ndaJrCs8P0GpENp4foGmKeETHD4IZxw8DmoBcMawU7HrLH9AsNFXbDwJODWfJFVziUYP1axIL/p1o5LHmq7rJZMTSMXWtEmjC3KnZqymJRAKbNpWMm+j6/G8Mon0sdON4MzacTz+npoHt+BRtj96u6JRZxyAIyBZcNvYl2NzfsWzjTsZNdE0xnrHxAzC00pgUaCiCUuDw+HNDvH7Plhk3jYWMr1Gvaeu6Djb0JXlxcBLH8zE0DVS4cdgrpQsFBNz94GF+9vRg5fiVgKbghTM0TQho5uqqbZkaV1zQVzNV+9DxcR548iTD43k8H3QN1nTFuP6y89ixsWte42jksepV3cqgvI2guslkvT+L1ZZEMu/u3u1gNXT39oOAT9z1C44PZelKWjNuDOMZm419CT7065c3NGqXLtPNMf26z9jkaoQbx7MFl6ilz7pxfKHPW4zZzjmRtSnaHlFTJ5W0zjmW5Ri3HwT86d8/xpGTk+hauK8BoJxe5Po+hq6RiBr8+7ddOmXWZiHja/RrmpLuXS7AVvqepqC3K4qhaWQLLl1Ji9teu5Pz+hJNCWjq6aq9vjfOq6/axEUbO2sW0jt0fJx7fnKEouMRjxjoerjRO1f0iJgat75iW90BSSOPdS5zVf9diKX422jW+3y93b3bu6ziKqYpxU17thC1dMYzdmWTo+14jGdsopbOTTU+VYqVb/omV8vU0ZTCMnW6khYF2+O+vUdnVIBd6POWaqxrOqNhbREVbhJNZ2yKjsfGvsSUN+PlGremFFde0IdS4Tn9ICAo/b/nh8s3nUkL32fKEu9CxrcUr2nX1h7ee/Nudm7uIhm3UKWU74ipsaYrRjxikkpYbD+vA8sy+O6jRxnPFpc10ylXcPjxUyf55F1P8sXvPMv+galBja4pLj9/Db/zpov5j792Ka+6YmPN+jN+EPDAkycpOh6puIVphNfPNHRScZOi4/PAkyfrun6NPFYtSoGuKyKWTiph0ZOK0tsZIxE10HW1qArAzfibbgWyFNXGdm3t4fYbd1amIHMFF11XbOxLtO0UpFj4xvFmbDif65ydCYuC7fLW67aTils19wYs57h3b+vh/kePUXQ8PC/AB1QQLoekEhaaUnh6MGWJdyHjW6rXtGtrDzu3dLP3mdP8ww9fIGrqxKMGsYhBPGqgUORtl2yuyNBolpNDWTb0zSzG2kjlrtr79g+eM1V7elftc9WfOTWcZXg8Tzxi1Lx+8YjO8HieU8Nzv75GHuvs85an+u9qTSKRwKbNld/IVsumMbHwjePN2HBezzn9AqTiFpds713wMRo17s39HWxam+TYmQyJDiPcQKwr4hED1/MZm7Rn7P1ZyPiW8jVpSpGKW+hK0Z2KkIyZZwOavIPrBQQoPD8sdrdU5tVVe2PX2aW/OuQKbrgPZpZlC13X8EoboZfrWJWCeYZGxDKwDH3JC+at1iQSCWxWAU2ptorGxbktdON4MzacN+Kcyznu8hLvnfcfJFf0SEQNTEPDdnzS2dpLvAsZ31K/ps6kRX9vjIhpkC+G7Q+qZ0o8z0fXIB5t/C3izHieffvP0VU7anDVRWsX1VU7HjXQtfB1aMbM6zef17eYY5UL5lmGVkrNXt4aM6s1iUQCGyHazOb+Dtb1xDk+lA2zKOrIKFrM85ox1maOu9YSr2XqbFqb5A3Xbp6xxLuQ8S3VayrvD+pORUlETQ6dTJOYtsRSTute1xNj/ZrEfC9PTcvdVXv9mgRrumKcHs2T0mdev/m8vvkeq5UK5jXjb7oVSGAjRJupnlUYz9gkosaMTIhaG8cX+rxmjLXZ465e4s0VPTb0p+hOGPg19ocsZHyNfk3lgCaXd8kVPTzP58rz13D09CTpnEM8os/I9Ln+svMWfc2a1VVbU4rrLzuPe35yZNGvr55jvebKDVhGOCMTKQUzqgUK5jXjb6MVSLq3aChJ926OWtd9JdexWcg5m1Wro97f+WbUsakENAWXfCmgqX7DX4raLMvVVVvXFZ2dcSYmwmtTy1LWsYlHdTb0Jbn+8g3s3Nw1I5hpJY3+22j1dG8JbERDSWDTHLNd95VaeXih52zGuOfzO79clYeVAs+HfNEhX/RwvdnH1ahqusvdVVvXFR0dMQ4cHiKTdWYde6OrBQ+P5/GDgM6ExaZ1HegtGsxM18i/jVYPbGQpSog2ttCN4yt1w3mrj3sh45vPc8oBTS7vULDPHdBUH3+hKd3N7Kp96PgED/3yWU4PZXDPMRuzmNdXfn55z0zE0unviU3ry7TIF7JMWv1vo5EksBFCNN1qK/neaAsJaBZjXqnaS9BV+9Dxcb71kyPYrk8sohPVwj0vp0fz3POTI4uuBDw9mLEMfV59mURzSWAjhGiqGSXfY+HmxuNDWe68/+CStHFoF2FAE24KbnRAU2sJZ3iisOSp2vWMK6wE7NPdYeGXKvNqhk5K10jnHB548iTbNnTOK6CqBDOlgnnhnhkJZlYiCWyEEE0zveR7ed9FueHfeMbmvr1H2bmlu+0yNxajOqDJ2+6sm2cXqnqjrOuVW0dQM5gB2LKugz0NStWeS6UScFQPf1+qIo75VgJebMds0ZoksBFCNM1qLfm+UEopXM8nX1yagAbONnzM2y4qgILt1+wldK6u2ktpsZWAqztmR0oBNEgw004ksBFCNM1qLfk+X+WAJlewKZT6VC0F1/f5zr4XmcjYeLP0K7IMjRuv3cyVF/QtOFV7MaorAZs1gptalYA1TaHrimiNYEYCmfYjgY0QomlWa8n3eimlcNxw9qHoeLMGG4uVKzg8/twQP/vlaSayds3HxCJhUOD7PpvXJpsS1MDZSsCDo3ki035nypWA1/fG2LA2ialrRC0dq7RnJnyMBDPtTgIbIUTTrNaS73NRCmzXJ5d3KLp+w7o9V6unq7auKeJRg3jURNcUfhCQyTlL2hxzLuVKwN/6yRHGszYxS0fTNHzfxw8U63pivOUV2+lNRcPfKSSYWW0ksBFCNM1qLfleVl00LZWw2NSfxCm9dmeJApq5UrUhXG5Kxk0ipj4l2FzK5pjzsWNjF2+7bgc/fvoU4xMFDF0jnrBY0xXjukvXc8GmrjCQCUDimdVHAhshRFPVaiqp64qNfYm2rmNTrt0zNlkkaoVZOR0xkysvWMOW9Z0NP189XbVfetFaBk6lGUkXZwQ1S9Ecc6E0TXHR1h5+5YpNHD05Ti5vE4sYbOhLTimeJ1YnCWyEEE1X3VRyOdshNMuBgVHu+tEL6LpiTVcM1/NJZ22Oncly6GR60QXmyhbSVbucFbWUzTHnSzE1m8mydKKWQXdnFOV3SPsWMYUENkKIlrBaSr4HBPzsmdNYlo6paUxk7EphvVTcXHCBuWqL6aq9Y2MXt75i29mGj0UPXYN1PYtrjjlfSpWDGY2oGW4ANvTwesiMjDgXCWyEEGIZlNseHD41wfEzGWzXQylt2mPmV2CuWiO7au/Y2MW2DZ0NbR5Zj3IwY+papQKwrmmUezVLQCPqIYGNEEIsoel9nE4P5xhJF0nGTWqFCXMVmJuu0lX7wCAjE43rqr3Y5pH1mjuYkWhGzI8ENkKIllOdLbRS99vM1pgyFjlbYE4zZs6a1JN5dLar9iBPHRqetav2NbvW8tKdaxvaVbsRpiwzSTAjGkwCGyEWqB1uvtB6r2Old/qeq9N2ucDc6dE8KX1m7Z5zZR7ZrsdTL4Sp2idm6ap94eYu9uzu54KNXWha6/w+VjYAGxLMiKUlgY0QC7DSb75lrfI6ysHV/iOj/OCJE7ieRzJmrahO3+XGlHP1cSoXmJtP5tGZ8TyP7B/kiSZ21V6I6cGMZegYugQzYmlJYCPEPB0YGOXO+w9SsF0SUXNF3XyrtcrrqARXIzkmcja+H2CZOp4fYCnV8p2+lYKi7TKRsckWnLr6ONWTebSQVO1WMCWYqWQzSTAjlo8ENkLMgx8E3Lf3KAXbpSsZqSwjtPrNd7pWeR3VwZVl6AR+gF7qjzSaLtCTihKLGC3Z6bvcxylbdMm7Qd1BTdlsmUeTWZvvP3Zs1lTtZnXVPhcJZkQrkcBGiHl4cXCS06M5ElFzRnbJct98q/fGdHZE6Oys/ybXCq9jenBVtD2UUihNoQfgBQHprE3UCivgtkqnb6UURcflyKk0Y+kikYjOru19CzpWOfOonKr9lX95btGp2stFqXD8EsyIViOBjRDzkMmFn8qNWO1p/+W6+U7fG2Poik3rjvD6qzdx4aauOZ/fCq9jenBV2egahMGDBjiuj+36REy96Z2+NU1RdDwOHBnl+08c59jgJJ4Phgbr+o7zqpesZ+v6+QWB9aRqX7K9hz27180rVXupTM9mkj0zohVJYCPEPCTjJrqucF0fy5z5qXk5br619sZ4ns/AqTRf/M4B/k0de2Na4XVMD67Ky2C262MohQJ8wPeDpnb6VgqKjk+u4HDw6Bhff/AQRccjHjHQ9bCr9ImhDHc/eIi31NkK4fiZsKv2kysgVbsczFilOjOWZDOJFieBjRDzsLm/g3U9cY4PZTGNmam6S33znW1vjG7qxCIGw+OFuvbGNPt1QO3gqjNhMZIu4PoBGuHeDd8PGM/Yy97puzqgsV0f1/P5/hPHKToeqbh19tobYery2KR9zlYI9aRq79zcxbUtkKqtFOiahmmUi+ZpaEqCGbEySGAjxDxoSnHTni3cef9BxjM2iaiBYYTZRNmCW/fNd6G1Y+bcGxOrvTem1vka8ToWo1ZwFY0Y9KaijGeK2I6Ppik831/WTt9hQOORLbg4ro9f2vByajjL8HieeGkz89TnKOLR2q0QhkpdtVs9VVsrLQdGTA3L0rEMCWbEyiSBjRDztGtrD7ffuLOyxyVXcNF1VffNdzG1Y+rZG+PlXdJZm4HTaTI5h6HxPI8dPMPgWH7G+RbzOhZrtiBR0xQRSycRNbnhyg3s3tazLEUDZwtoynIFF88PWx7Uousanu+VHrcyUrU1TaErhVWalTENDU2pSk8mCWbESqSCVfib63k+o6Mzp4LF4hmGRnd3grGxLK7rz/2EFWwhsy4z9sdMmyWZq3bMwOk0n/nmL4mUslDKlAJD18gVHCZzDms6o0xkbYq2R77ooRR0Ji0SMXPG+XZu6W5q5eFmFwlUCgpOGJA4jo8/y1viiaEMX/7ng6W9QFOvva4pCrZLvuCyc0s3B18cn3dX7eWiaQpdU0RMnYilY+oaSq28BpOr6b2m1TTr2vf0JGb9YFFtRc3YHDlyhLe+9a380R/9EW9961ubPZxVr9aNvdU1sn2AphRb16Uqx3z68AiZvENHzKQjYc049mz7Y0xDIx7RSWcdvvHgIT6yqZOTQ9maY5xrb8xExsZ2fYbGc0QtE9vx8IMAFUA6a2PoGrGIMaNWzUJSuht1LXdt7akZXAGVWaf5HN8PAo6eTnP4RJpAwfbzOtm6rsZzSzM0ubyD4wazBjRls7VCCIKAfNFjNF3E8wMee3ZoxnObnaqtaQpdV5W0bNPQUFA1M7M842i19h2iPa2YwMZxHD784Q+Ty+WaPRTB7J+y3/Qr2/iV7pk9blrBUswMlI957EyGXNEl8IPSfguDTWuTU45da39MvhguGzmuTxAEDJya5Hc//ZNwSUapGWOcbfnGc31yBQ/H9dEUOB7kJotTllM8f2pdmMXUqmn0tSwHiYs9/oGBUb72oxc4MZzFK712XQtrxbzj+h3hcxUUbI98ob6ApnqM1a0QomaYwRUuPc08RjNTtSsF8/TSzIxpYBjlQAwIYLknaJo9MydWj9aowV2HO+64g0SiNW+Yq015OeX4UIaIqZNKWkRMneNDWb74nQM8+fzMT6zNdq4x33n/QQ4MjC74mAOnJskVHHw/KO1PCMgVXAZOT045dmV/jBH+2eWLLqPpArYbLhWhwptN3vbIFRwiplZzjOU9Phv7EhQdj3QmXHJa2xPH0BWuF+C4Hqrq1hUQ3tBsx8MuTR0bhobnBfOuVbMU17IRxz8wMMrn793Pi2cy+H6AXto/4vkBg2M57n7oEM8eHWMsXWAiU6R4jmWn2Wzf0MkrLlmHpmAkXWQy58wIaro7Itx4zSY+8s4r+fUbLmDLuo5lCWoUYTAVsXRSCYueVJSeVJRELMw+C4LmLTct9e+MENVWxIzNo48+yl133cW3vvUtrr/++mYPZ1WbqxT/RMbmGz98nv/0a5c2eaRnLUX7gOpjer5PgMLUw+eqUtXcckPE8rGr05tNQyOdtfGDsIUAQFBaqtY1CFCkcw79PfGaY5y+fNPZEcFD8fEvPkIQhDd1UHj44ZJDZdzhHjPKBe80RTpn8/ThkbqWBpa6FcNCj+8HAfc+PMBkzqnc4JUKb/LJeDhDlsm7/NPPjvDO1+2c99jKqdp79w9ycrZU7S1dXLtreVO1axXMMw2tMlPXCvtmWqV9h1g9Wj6wSafT/Of//J/5//6//4/169c37LjlT81ifo6cSjM4miMZM2e8eSulSMZMTpzJcPxMls39yVmOsrzmHrPB4GiOE8NZttVZObZ8zIipk827YSChzh5TC8Iidx1xs3Ls7Rs6Oa83wbEzGWJRPVw2Kt2AfT+oBB+6phEQVt11XA/L1Gcd4/mlYnC6rvH4c8MEQRAeU1OlCr7hza06uCnd8khnbQC++eChsIKurljfm+Dml29l97baSwNLcS0bcfwjp9KVgEPTFbGIQTIWbs62HY+JjE2+4JIruAyO5djYV9/v5pmxPHufOc3jB2dP1b724nXccPVmooYKg8YlVl5mMg29UmPG0PUpGUzNrIEz3VL9zpQ3kdazmVQ0Vqtf+5YPbD72sY9x+eWXc8sttzTsmJqm6G7RfSCt7shgFj+AqGXUfPPUlCJXdPFonWtcz5jzRQ80ve4xl49plv6wlQLF2WNrgEeAoWkUvfDYvT1J/tWNF/HX33iSdNYmKD0uCKh8wjZ0VfpEW75JhZ/G6xljR8JC01RlGQYVPtd1/an7KYKAkYkiBdsjahkk4hamruF4PseHw6WBD7z9Mi67YGb/o6W4lo04/pHBLJ4P8ahBR9zENHSKjsfIRBHb8ShfT98PQOnn7KvleT6/eH6Ih35+goNHx2o+5vyNnVx35UYuv3At5jJ9SNJKmW9Ry6hUAF4Jlvp3JpWKNWKYYgFa9dq3dGDzrW99i8cee4x/+qd/auhxfT8gnZZNyAvie2iKsBtzjTdWx/ExdA2dgLGxFkmpn2PMthN+H9+rf8ylY5Y/oQcB4RpU+dulG6nr+1OOvXlNnNtv3MnXf/QCR06l8byzqdquH5T22QRVSwgBrufPOUZd1+hKRohHDLIFB9cL0LSzn+7L+0AUYJc2KkctnTVd4dKAX1q+6kyYjE/a/MP9z7KxNzZzaWAprmUDjq/j098TpWj7FFyP8UwRpyoNtXw9NU1B4DExMfPvfzxT5JH9Z3jkwOCsXbWvvLCPPRf3s743vAHnsgV0XSOZjJLJFBo6Y1NuMmkaOtFIuGxjqADXdnBthxb565rbEv3O6LpGKhUjnc4vy0yZOKtZ1z6Viq38dO+7776bkZGRGftq/viP/5gvfOEL3HfffQs+ttQ9WJgNaxL0l9KNu/SZ6caZvMO2DZ1sXJtomWs895jD9gEb1tQ/5rPHzGDoCscLMLSz6b9+EISzBrbHprXJKce+cFMXH/nNK/mzLz/O6ZE8qYSJZeqcGctXNhJ7AViGhmno+H59Y9y+oZPN/R0cOZnG9f0pPYgiZvi613bHeO1VG/nmQ4eJWgagpu3DCDO6To5kOXxiYka21FJcy8UcXynwfOiIWyRjFscGR3HcAF1jynNdL0BT0N8To787jle6Nn4QcPhEmr37T8+rq7Y3pb+TX/qaP+3r8zezL5OBroUb0gMfHL81/qbmY6l/ZzzPb5n3mtWmVa99Swc2//N//k8Khakdb1/3utfxH/7Df+CNb3xjk0a1us3VUiBm6bz9hgvQlMJf9oTS2hrVBmG2Y3pugOu5OF64EdgPwpRvXQv3etQ6tqFpvO1VO7jz/oPkih5KKToSJqMTfngcDVLxsA5NvWPUNMXNL9/K//3OAQq2S4eho6lww7DthstOv/7q8/H8AN+ffZ/ZuTp7L8W1XMjxdU3h+ZDLOxRsD9fzuerCPg6fTGO7Dp4PmhbmNJdjjUTM5PrLzguXS1uoq/aUYCZiYBl6JZiBlV/9d6l/Z4SYbsVVHt65cyf/43/8j0UV6JPKw4t3zjo2V25qyWqgS13HJl908c9Rx2a259/78AAvDmZwvTCDSdM1dE3VrGMzm+pKoL98Yficr3O26sVltuNRdDw++NaXzFrfZqlrktQ6/vreOG96+TZ2bOwkV3DJ2+6MGZJDx8f57r4XGRzLUZ4h1zXo70nwhms2EbGMhnfV1nVFZ2eciYlc3TM204OZ6U0m21Gjf2ek8nDzSOVh0ZZmqxbbyhsaZxvzYj4pVh8znbXPWXm4lqODkxwdDIOioJTFFNUU1+5ex6Xbexc0xrleZyM6ezfyWtaqRjv9+F0dEdb1xMnbHiPpwqwBxI6NXbx/QycnhzIcG8wQKFjXk2Akned7jxybtav2haWu2hcuYar2XMFMOwc1sDR/f0LUsuICm4MHDzZ7CKJkerXYlaBRY25Eafjv7TvK3Q8exvNL+3M0IIB80eNHT5ygpyPC66/dsqDxnet1NmppoBHXcq5P8dvWd+J6PrmCw1imWNeMiKYUG9d2VGZnvv/Y8aZ11S4HM2a5zkzVnhlo/2BmupX4niFWnhUX2AjRbI2YUnd9n/sePornB5iVFG9AganA8QLue/gov3r1Jgyt8enEi+1Q3ggzGoLGwuDq5EiOb/74CL9mKNb3JCg4Xt1LPJ7vc2BgjL1N7KpdzmYyjDCYiZh6WJuoBYIZ6dUkVgMJbISYh9luxuXS8HN15y57ZP8g+aKLoakZG1OVUhha2HLhkf2DvPySxhWmrNbMpYFa1Wg1TZFKWFimxkTG4b6Hj/LrpY3oc5nIFHn02TM8+uyZWVO1r7igb0m7auulmZlIzQrAzZ+ZkV5NYrWQwEaIOjWyNPxouhDmjM32sFLF4NH0zIydRmrW0kB1Q1Bd10hEDSxTx/MDJrMOmWyRkXGPU8NZNsxSJbjeVO1rdq/livP7Gt5Vu7zMFLUMUnGLqEapH1NVMcAW0aiAXIiVQAIbIepUqzt32Xy7ZfekomFME1A7uCm1QehJLc3ej+VSa+kD4IUTEziez5rOKB1xC7fUeTxfcMOKzLqGV/TIFdwZx6w3Vfva3f1s6W9sA8pK1+yqZaaIpdORsBiznZbMzpFeTWK1kcBGiDpVunPH5l//Zbprdvfz1e8/T7bgYipmZCa5fkAianDN7v6GjX+51Vr66Ihb6CosNNcRs0hnHYYmCmhAxDr7duR5ProWtkgoO34mw979gzzVwFTtekwJZkop8oZevWemYadaEo0MyIVYCSSwEaJO1d25a6W1u66PriuS8blvqoamcdPLtnD3g4dLVYupdKp0S72ebnrZliXZOLwcai19FIou6ZxNzDKIRXWGcwXSk2HPLF2DrmQY3ARBQK7osa4nRm9XlMeePcO+/YPLnqqtawpDD5eaZgYzLR7NVKkOyG3Hw/fDRqnl3+H5BORCrAQS2AhRp0bUf6lWTuW+7+GjZ+vYEKYh3/SyLQtO9W626UsfpqERi4RpzvmiRzpTZHjCJxkz0DTw/bAtQjpn06UpckUPQ4OoqfMX/+/n50zVvvqitQ1drtOqgpmI2XobgBciGTfxg4DBkVylZxiAaWh0lhqn1huQC7ESSGAjRJ3qrf8CMHA6TSbnkIgZ+AEMnEwTKNh+Xidb153NPHrdNZu5YFMXjz97hqLjsf28FNdevG7WmZqFpuv6QcDA6UkOn5xABbB9Q4pN/R0cP5OZ81jzPWd56aMzEaEzGcEyNHJFl+HxPIWiV2nyqWkanckImbyD4/o4bkA656ApmMh7TGRndtbeUkrVvqSBqdqaFra/KO+ZKXfrru66vpKV2044rh9m4WkKgrAZ6vBEnqhpsGV9R90BuWgsScFvPAlsRNtYjjeIueq/AHzirl9wejRH0fbI2y6+X9ofrMLljQ19Sd5x/Q6AGXtQBsfy9HREa2aonCtd9yXnr5l1zAcGRvnaA4c4MZSpfGLXlMLUFaapn7N1w/4jI9z90GGGJgrgB5imxvrec9e6yeVdUnGL7lQU1/MZmywykSmSK7io0nKbH4StGxJRE0NTTOYd8kWPYo3ZmaVI1S4HM+XNv6ahhSuBQevvmZkPPwj4zr4XMQ1FEIR9zLTSzKCmwPXA9nzeIL2amkJS8JfGiusV1QjSK2rpNKuHyHK/QdQKog4eHavsKzF0jfFMkepmzKUPygDEI0a4zBEE4c192szP9PTbGXtWpj3+t964q2aPrgMDo3z+3v1MZG0AdKUICCp9lDQFazqj6Lo249zf23eUe358pNLDSpUCIEPXSMbM2inCCgZOpfnyvzyH43iV8ziux/B4YUZbVKVmDyRqddVejPIyU7lHVnUwsxit3LOoui+YV8o8c1y/koynl67H777jshW3cbiVr3s95vqbbuUUfOkVJcQSa0aNjun1X6r3lXQmLM6M5acENRAGNaauYZfevMLZm8Sc6bf1pOve+7MBXnb5xinnKz+vXLDOLL0hOFUZRX4AE1mbdb2JKef2goB7fnwkXL7QVXlfM67n4/sBGZiaIqygYHvkCw5Ry0ABo5M2qXiYieP5Qc1e79ODivmmavtBwKnhLLmCSzxqsH5NYsrMQ2XPjKkTMQ0MQ509b0CL9J9fOtUbhy0VLrfZrl/ZQGzoKqwbJBuHl5Wk4C8tCWxES1jM3pFWeIM4ejrN8aEMhqaRK4b7GcrKZy0vcxiawvUD/CDAmZZhVSv9tp503VMjWQ6fmKA3eXYD6IuDkxwfyhIEQWXPjl9jqcVxfWzHwzL18NwjOe76wfO4pT0Z5eumSv/zggDX8xmdLHByOMuazii5ohvOBJSOff1l53HPT46QzjnELK0yY3QuL93Zx43XbK47VfvQ8XEeePIkw+N5PD/MrFrbHec1V27g/E1dNYOZ1TY/PT2TT6lwhqbMdjzZONwEkoK/tCSwEU23mGWkVniDODAwyl0/eoHJnBOOIQhqVsEFwo2zZ/9Rc3Pq9PTbeuvnpLP2lMAmnbWxHS+8oRNwdt6Fqv8KlcdhGBqTOZu8He6HUVqNaxoxiEcNkhGT0yM5TEObETDs2NjFLS/bwnf2vcjIRGHW6wFhQBIxdfbs7p9XUHPPT45QdDwSUYNEzMLUFX6g+PHTp+lJRblgU9eqDGaqNTqTTzRGI2tiiZlWZpEM0TbKy0jHhzJETJ1U0iJi6pVlpAMDo+d8fuUNwpj9DcLzgiV7gyiPf2SiEG7IJNw3MhtVCi9K/6hZd2V6PZzqT921uKXlolTCmjKufyzd+MMlpADHOzujMv1eXx6H6/oopaYEX5ReUyJmsrY7RnfSwnUDhtKFmntkhsbz3PezAe760SGGxmcGNZqCWESnK2nR1xWlrzuOpmk1qwzX4gcBDz51Ek1TbO7vYENfBz0dEaKWgaYCjp/J8K2fHJmS2rxalTP5opbOeCYMdP0gwHY8xjN23Z3cRWPV8zctM2kLJzM2omkasYzUyKJ5ixl/b2eUM2N5bNdHVwqvKnQo/5dS4f/Ke1w0pSqpxZXH1vgUXc+n7s1rk2zf0MnERK4SbOWLDqahYTt+6bHhMtL02RrT0LBMvXKsvq4oY+kivhcul6XiEeJRA6UgXwiL7BUdn419CdavSQD1ddU2dEUyZhGL6FNeg+N6M6oMz0bTFMPjeQxd47w1CQggV3DCAK70ouIRmcav1gqd3MVUMpO2tCSwEU3TiGWkZr5BTB9/Z8JiJF3AC8JNsNNnDBTglDKMIpaGaeiMZ4o1MyKqP0XXUz/n5pdvRdOmbjTu7ohSsD1GJgpTxlI9Kk1BZ8LCdrzKsW591Q7uf+RFRsYLaLoiCCCbd8gUHDzXxwvCIOV1V29iMmvz6LNneOzZM6RrzIopBTs3dZEpOIxN2jOCmuoqw+UgabpyAblyO4PxyQLjkzaWpVXPf1XINP5MzezkLmaqtyaW/HwWRgIb0TSNWGdu5hvE9PFHIwa9qSgTpZTa6pmR6rTisIZK+BzPC8jkHYIgQClFX1eUW1+1Y8an6Lk+de/eFj7+6OmpwVYsYtDbGWV8sohdNe2taWDpGqapU3R8dD9gY1+Cm1+2hV1be7F0jXt+cpiR8QLpbBHbPbs3SFNwwcZO9u4fnLWrdli9V8cP4Mx4nmt3rWXfgTD4iUd0dF3D83xyRY+IqXH9ZefNms1kTSuaZ5k6tuuhFMs+S7eSNauTu6hNZtKWjgQ2omkatYy0mDeIxRT1S8ZNNC1cntE0haYpIpZOfySO7YTF5hzP59devYOjpybZd+AMfuCTiluYpo7r+oxnihSLHqahoSsYmyzy3b1H0Uqva/rrnOtT92SNYDEWMSppvsWiS972uPVV23j1lRsrlYc7EiZb1qVwXJ/xyQKdHRF+5eJ1PPDkSWzXI1AeTtWS1oGj4zWvSdTSScRMrNLsWRCE1YSfOz7Bm1+xjYfKWUzFcPlpXU+M6y87j/NLfZ4MXRGxDCKGPms2k0zji3YhM2lLQwIb0TSNvEEt5A1isUX9sgUX2/HJFW2UChdFTEMjlbCIWjrZgsumtUn2XLyOvc8MomnQk4xVXqfnh+nerhegqYA1vbE56+/M9ak7ETMICMjmHCxLrwQY5TRfRZjpdMHGLgxNY+u6FJqmKDpeZVannCG1Y2MX2zZ08s/7XuRnz5yeteZLPGLg+T7JmDmlQzeES4rxiM7weJ54xODdb9xVqTuTiBlsWJvEMnSipo5phuMNguCc2UwyjS/aicykNZ4ENqJpGn2Dms8bxHyL+k2f2ckWXP7+/oNhzyMVfl9TCtsJ97RELJ1kzOSmPVs4fiYzYy9REIRVYP0gwCjtxynPXM2n/k55XLmiR84+wwNPHCNXcPH8oLI5OZWwiEWMGcGiUmG/oGzGmRLQANiux1MvjLB3/yAna3TVBoiYGihFKmEymXMwa8y6AeGyU9ELZ9I0xeZ1HRi6VunNpGtnu2bX25upnabxpVeQEI0lgY1oqmbcoOabjTV9ZkfTwHbC1Ok1XVGKtlfZVwPhzVkB/+Z1F7Jraw9PHx6ZsTxkuz6O66OVZlMCP6jc1OvdOF09rkJpiUkRLj3li24lrXc0XSCVsHC9gGTM5C2v2Ibr+aSz7oyAZmg8zyP7B3n8uaGaXbU1BfGoSTxqYOgajusxmXdBha1KNKNGcBMEdCZM1nTHSCWsGcHMQru6VM/SpbM2mbxDR8wkFjUqgWark15BQjSeBDai6ZZ7nXk+2Vj5gjtjZidfcMkVbTQFRdsjGjGIRoywRogf4JWClHhsZh2a8l4iv9RiQIPKDuPqmjZzbZyunnHSNUXeLhfiC5fIDD0MmDzPx/MCCrbHS7b3cP3lG+jtijGesSsBTTlVe9+BQQ6dqJ2qbRoaiag5I6sp7NvikYpbpHMOKT1c+tJK3bKjpk7B9envirJrS3fltTaqRZ2mFPmCyz8/eozjQ1lcz8fQtRUxc7PYWUOZ2RGiNglsREtYznXmerOxJrM29z96bMbMjqaFQYMfBExkbaKR8M+oErQEAemMXQlKau0lKscwfhAQBAFWKfun7Fwbp6tnnKKWzshEccZ+FNcLMHRY2xMnGTVQmsavXHoe3R3RSgftiazNowcGZ03VtkyNCzd2MXA6TSxiYNaYjfE8H0ODay5ay0+ePoXrB3R3WMSjBp7nM5EJM75efvG6JWnMVG7yOZlzpgRLB190ODmc5b03717y4MYPAl44Ns6JwTTxiF5XwLHYWUOZ2RFidhLYiLZW61NuvdlYk3mn5syOpoUbhTWlpvRZKssXwmWgdM6uLIlU7yUydEUm70xZAvL9gELRJVpjL8x05RmneMQIZ16Cs20Syjnm0YhBR9wkaoU3yjNjBcYmCvR0RDh8Is2+/YMcODpaM1V7XU+ca3av5Yrz+zBNjS9+5wCnR/OV2ZiyIAjI2x5b+pO8/NL1nL+xi30HBjk5nOHUUBHX8+lf4g7rX3vgUKUPlaFpldfv+j4TWZuvPXCIP7p96fqEHRgY5bv7XmRwLF/pu1RPwLHYWcOlbvIqxEomgY1oW7N9yn3Dni11ZWMlY2bNmR3L0EoVfcOZj3KAUii6jGeK2I6PpinufvAQP3v6dOUmd/uNO/naj17g2JkMQXC2X1O5cN/wRJ7ORATXD865cbo84xQYVPbpeEEQ7n+JmcSjJroWbmQ+PZwlFjFwfZ/njo/z7Z8NMDJRmHHMclftPbvXsbk/OeWaVDe0jEd0DEPD1DUCNDb3R3nTy7fS1xVjbVeMXVuXb0lx4PQkJ4YywNnO5QCo8N+O53NiKMPA6Um2r2/8bGB5Kaloe6SSFrGojuPUF3AsdtZQukALMTsJbERbqt6/EI8YYRDg+Bw9Pcnffe9ZXn3FBoYnCoxNFsNuxwoCP5yBMA2NKy9YQzpn43g+45PFsDNyqZVk2OvIqDSY9PyAfMEJqw77YZDQnYpAAAOnJvnb+w7wW2/YSSxmERDelDpiBoahU3S8Uu0ZH8+H8azNlv4kt75qO7GowdOHR6YECOWZIM/3yeTCjb+WqehIWMQsE0ptDzJ5O2yJANiuTRDAT395esZ16kpGuHb3Wl66c+2sDSh3bOzi1ldsY++BQdK5cP+OoWv0piyuv3wDF2zqgtL+nuVcUjx8cgLPD9BnuaHrKsw2O3xyYkZgM9d+lXq+f7bCcwTT0HG9+rPaFjtrCCuvC/S5rmkj9g/JHiRRJoGNaDvT96CMZ8KMpfLsSMH22Ld/kOsuW8939r7IaPpso0YFOIbGV37wPP6U/nRT96BoKnxwxNDw/YDxnI0fQMTSiVk6mZxTOWeu6PLJbzxF1AqzlZRSTGQdApzKRuPK2P2AgVOTfPaepzENDU2pykzTJdt6ePrIKMfOZMjmXSxLpzsVLVX4DcjkbbJ5Z8by0mwZ1JqCmKWxcU1i1qAmrJKs6OqI0pmMkMk7TGYdHM/D0MLKyc2iqss613wAEFQ9rmSu/Sr17GdZbDuQems4zTZrWLZS2kec65oCi94/JHuQRDXp7i3aTvmmY+gao+lipfy+XmpCGQQBL57J8N19xyobdHVNhd8jXN7xazfdrfAD8P1wL8uei/sr7RRScZNM3qmcs9wn2/fDmRSC8GvldO9adVsCwuArm3eImBoRU+foqUnufvAwh09OoAjo647Rm4qi64qxySKnR3JM5mYGNbVogK6FBfBOjeb52gOHOHR8/Oz3tbD+TTJm0t0RYXyywDcePMT+gVFsxycWNYhHTE4M5+rqwL5Utm9IoWsqzDCbtns6CMKAUdcU2zecDSzm6ib/vX1H6+o2v9iu8vV23U4lrBXfBfpc1/zz9+7n8/fun/N6n8v+I+f+mTbr91M0jwQ2ou1kck6lyJ8fhEsV5XoxWikVOSh1hU7FzbAmDQH6PGetTUPD8wOePjKKBkQjeim4CM+pYGqAVAqc5gqayvwA0jknrMZLQCJm0t0RIxmPQBAwls4zNJYnX3TPeZzps/GaFt5Y9dJe22ze4adPn0LTVCWY6e2M0lEK+O758RHGJguk4haWqaMphWXqdCUtCrbHfXuPVjYwz3wNAQOn0zx9eISB0+lZH7cQW9al2LAmQUC4HFjOMPODMOU+ADasSbClNGMyPRNp5mtxue/ho+SLzizfP/taq5eSaqkn4Cjvu9rYl6DoeKQzNkXHY2NforI/pzyzky24NYO3bMFlXU+8ZdtHnOuad5YKO07m5r7esx7fD7j3ZwPn+JnOfQzRfmQpSrSdZDzca1JdAG82eftsobxQfW+Auha+qUbM8BM3CgpFb8o5/SCYcrTyJt95vcWqcD9LTypaWm5yyBec0g383E+NmBrxaJg5Va28JGeZelj9N2LgBWA7Hv3dsTB1vLRnZjFLLku9PKApxTtefX4l3bv6eiilSMVN3vHq8ys/27lei2XojOYK9KSic77W6qUky5z6+XA+7UDmquG00ttHnOuaO17pbyEIW4tU7zWqd//Q4RMTnBrJtsUeJNE4MmMj2s7m/g66kpGwY3aN71eWf5TC9c7uvZlvnZUAKvs7upIRcgX37LGmHU+pcv2b+o4djxrhclNHBB8Yz4TLTemsjeMFuP7se2eipsa6nji9nbHwhlf1OF1TJKMmfd0x1nTFSlWKPQZH8oxPhvVwqmdZDh2fwHX9eS+5zLXk06jlgV1be3jvzbu5cFMnyZhB1NRJxgwu3NQ5o4bNXMtHmpr6Mz3Xa52ylDRpU7RrLyXVE3CUN1xfsr037N017Tn1zOy0qnNd8+l7y6abazkPIJ21w5pNC1wSFO1JZmxE29GU4rrLzuP//cvzuH7Yi6m8kdQLglLDyvCN1NC1Str1rJtQZ1EOhgw9PN+9Dx8lb7sEqBnH0kt3zfK5y1WCpz8mEQvbFWhKUbA9hrMFoqZGNu/OGXclojrZgkcsYlSqGGuaQmkQswziUQPL0MOWELZPOlukYLv4ASRjBsm4OWOWpbz52TA0OuLWjHPWWnKZb/G5xaq3cvVcmUh+cO4Ad/prLQcc0+vYLEXV45XaBfpc17y60nb1f5fVs5yXSlgYdWSXtfIeJNF4EtiItnTdFRt46KlTHD+TwfP9szdXQyMVNxlJF4EwKyhraNiuV/f0pSK8CVqmRtHx2LQ2yXVXbKC/O8bn/vEZcgUXVVrTL88CKMKgyip9siw6XuUGGjF1ErGwmF4QQLbgkM07pUaWVCoF1xI24AzHglLELJ2CHW5cjkVNelNR4lETx/UrHbxdzwNUZYOtUooNaxKVxp7TC8Fl8w5jk0UMXRGLnL1BzLbkstiMoYWoJ818rkwk2w2DwqLjEY8adXWb37W1h4t39DKWdedVeXipXmOrOdc1N3VVKioZblavVu9y3vYNnazvTfDimcw5s8tadQ+SWBqyFCXakqYU77h+B72dUWIRg86ERV9XlO6OCAXHpyNu0hE3SefcygxJnY2lK8fXNUUsYlSWHHZv6+XfveUSujsiRC2DnlSU3q5oWKHYC1AEpOIm8YiBpiAZM1nbHaO3M4qhK8YzRU6NZElnbbzSYM41Jg0q3cV1pTA1jc6ERcTSsSwDApjM2RRtl8HRHCMTBXJFF99nygbbjnjYhfy7s2zy7E1FABiZKFK03TmXXBabMbRU5s5EMrjpZVuIlSo6z5apND1o0ZTi/E1dXLqj9lLSanauaz6RdSp/h/O53lOOrylufvnWObPL5GeyusiMjWhb0zuH54tTlwrgbP2MiBkWy9MAQ1PYXu2Ub0X4ZhqPGmxam5yx5HDx1h7ec9Ous8s5dkA8auD7AZoWBk+dSYutG1IEXsCZ8TzDE4VzzspQOufW/iSuHzAyUQiXkPxw704yZrKuN4FHgIYipQLGJm1GM0Uc10Oh6OuKEgCj6UIYNAXh0teGNQne8erziZVmUWrNssSiJt1eWBgwV3RRxXMvudRbfK4ZywP1dJPf0t+xrN3m291c1xxY1PXevW3un6lYXVTQqDa7K4jn+YyOZps9jLZkGBrd3QnGxrKzpsI22mKqyFZ/LxEzCFDk8uF/+wEMnEwTEBCLmiSjBtmCS0fMpCNhnXPJwQ8Cjp5Oc/hEmkDB+Rs60TSNTN5GU4rujgi26/HwL0/z5KERTo3kah6nvzvGpTt6+ZVL12MZYSG+U8NZMnkHx/XoSkboSkV46BenOHYmg6krsgUXz/PDPSMKcgWXzf1JfvfXL+fFwUxYCycI68BsKc0wPH14hC/cd4BU0qr5mvwgYCJjc/PLt7CuO37OPR5+EPCJu37B8aEsXUlrxvLAeMZmY1+CD/365U37JL3YysPVmvE7vxI1uvLw9OsulYeXT7N+53t6Euj63AtNMmMjVrTyZtdTI1kcxwdN0dcZ5W2v2s7ubb3AufcmzLVvYcd5nQsa18GjY3z3kReZzNpouuKRA2eIWjp7dvfT2xnjXx49ds6u2ldc0Me1u/tZ1xOf8j1D09i6LkXE0isNLo8OTnJgYBRN15jMhlWWy0xDIx4xGBzLc/xMhu3rUzX7JtUzy2LoivM3dM65z2MlpCjP9XNfiftZWt1i/g4Xe3yxukhgI1asckpxJh+mfHpeWKBtIO/w6bt/ya2v3Mbrr92y7OM6+OIY3/rJETw/3McynrHJ5Gy8AJ45HKY515om7e+Oce3F/Vxxfh8Rq7qmR7gUZRk6sYiOZeilCsrh/9IZm4LtUXTs0p6bs1lgYYXjIlHLOOeelnpL/Ne7CbOeJR8hhFgKEtiIFamcUpzJ29hOOA2tlSoLl9si3PPjI2zq7+DiZbqJKhXW4/jxL09RsD3GJgtk8m4lcwlqp3hfsr2Ha3f3s6W/Y0pAUW5tELV0IqaBrqlK9dnqBeR4LKye7PsBxrQu10Zp43LR8YjP0g8KlmaWZaWmKAshVjYJbMSK9OLgJKdGsrhecLaFQemGqQBDC5dP7nnoELsaVC9lNkqFXaQLBYfDp9M8f2yM0XQRr7QiVCuzSdPgNS/dyNUX9U9pQFluehm1dKKmgWlqleJls22HC0O50mMIUEydbVFTHje7pZhlkeUBIcRyk8BGLIly9dql+qSeyTk4jo/nBVPaJoQxQKnSmoKh8cKSlVNXKlzqKRRdCo5Hoeiy7+lBhieKzLUl3/fhwMAYm/uSdGzqQte0sOGlZWCZpaKBQe2KrNNl8y5WKaurXPumXHTQD8JsrIipk82fu6cUyCyLEGLlk8BGNNyTzw/xD/c/y8mR7JL0CIJSP6jS0oxW6svk+cGMgMJx/YbWS1Gl7uAFxydfdHFcn8HRHI/sH+Tx54YozJG2XaZrYWXhnz59mt7OGDu3dIXLaFV9muqVjIfF/eIxg8msE3YNp9QPytCJR43K4+ohsyxCiJVMAhvRUPuPhBt6c3mHeNSoVK8t9whqVG+bzf0d9HVGGcg7paDm7PcqLRIA2/EZGs8v+nyaprAdj4Id/s92XPYPjLHvwCCHTqRnfZ6uwKuKUmKRsLVB1NTpSUUYy9h875GjXLi5a76tqio293ewvjfB8eEsa7uj2G5QqZtj6oqJrNOU6qsrJf12pYxTCFEfCWxEw/hBwL0/GyBfcOnqsCg3TGpEj6BaN5+3vWo7n777l1PSm6uDGqXC/z128AzXXbFh3udUKjxv0fbI22Hn7rHJIo8eGOTRZ88wOUuq9vb1KZ4/Po5XalRpGhqJqEksYqBU2E4hk3fQdYXnhUHfYpbLNBVWX73z/oNMZMKAMmLpuK7PRNZpSnr1Unf2bpSVMk4hRP0ksBENU97Q25EIq9dWLwvN1iOonk/LlZvPSI6C4wKKVNzkV6/axHWXref7j5+oPLY6qNE1RSphMTiaZ+8zp0nGTDJ5Z84Ce5W9M7ZH0fZwPI9Dx9Ps2z/IgaOjNTcD96Qi/MpL1nPFBWuIWgY/eeoEP3nqFJGIialreH4wtQeUBlFLx7J0cgWXdNZe1J6k3dt6+MDbL6ssATYzvbqchj+951SjZ+1WyzjFyiQzgc0jgY1omEzOwfUCTF3Dr7F71jA0cgW3suelnk/LlVo1OQfb8XBLUUWu4PLlf36OrqSFqSvcUifqMkXYasDQFKOTRf7fvzyH7foEpaaP01silDObio5LoejieAHZvMPjB4d45MAgwxOFc772sXSRvc+cYm13jJ2bunntNVs4NZLn6GCGdPZsy4QwY0vhAxNZm24tgh8E/ONPjjCRtRc1a3DZBX1s7I1x+MRE095Ml7uzd7uPU6xMMhPYXBLYiIZJxk0MXeF4Pro282ZQ3SOonk/LO7d0h7Vqck7YG6nGTMl4xq78d3UJFz+AyZxDEASl7CKPgLBZpB8E5Isug2N5vv2zATRNsb43QdH18P2AY2cy7HtmkKcOjeB4M8uFl4vjVYtFDVAa9+97Ec/z2XZeqtTigFIwFe63UaUMLhWA7XiMTRbx/IDhiTzJmLXoWYPpG3+XOjttumZ09l6IlTJOsfLITGDzSWAjGqZ6E2tnwoRp9VTK1Ws3rk3yqa89Oeen5UjE4PRIDsf1pgQ15aNOj3M0Tat8TwsCHG/qI0xdwzJ1YpaOWWpHkC04/NPPBnj7q3fwzOFR9u4f5MTQzD5iCrhgUxfpXJHBkXAzsq4pEjGz0h28YHsMZQt8+Z+f482/shXH9YklLbo6FKPpQph6HV6MUio2uJ6PZWp0d0QbPmvQjE+Nlc7esdk7e1fP2jXLShmnWFlkJrA1SGAjGqZ6E+v4pB1mRdWoXnv8TKauT8uHT05QdD3cqgDlXG8FnuejaxqoqUGPqSs64hHiUR1NU7ieTzZnky24xCMGZ0bz/PmXn6DozJydiUcNrtq5lmt2rSVfdPnS9w5imTqJWJhi7QcB+YJLNu9UlskA9u4fRCsVCYxFDHpSUdKlPk7ls+iawjI1OhORhs8aNOtTYyt39q62UsYpVhaZCWwNEtiIhqpnE+vTh0fq+rSsyn2P6qAUGKVNupS6WieiBvGoiWVoKAWFokuu6GI74QyQH1CzCSXAlv4Orr24n0u29VTaFBw5maanI4LnBziez0SmSK4ws+idAiayDn1dUUbSRUxDIxYxiFo6tuvjeT65gktPKsJExsYwGjtr0MxPjY3uObVUVso4xcoiM4GtQQIb0XBzbWKt99Py9g0p+rqiNdOqp1NK0dsZJWLqWIaGUbqBF22P0XShlBIeVAKaWixT4/Lz13Dt7n7W9yYqX9d1RcTQOW9tAhSMTOQpOv6ss0eqVDb4pRf28dBTp6b0XlKE6d4RU+fCjV08enCo4bMGzfzUuBI6e6+kcYqVRWYCW4MENmJJnKt67WyfloMgwHY80lmH/p4Ym/o7uPVVO/j015+sLEfVikksQ6MzabF+TaLS0TpXcDgzmsXzw75MNfYAT3n+jddu5soLznbVVoCuhw0oYxEDQ9dIxk06YiYnSwcLmFo3p0zXFaapsXtbD9vWp6b0XvKDsHheEPg8+uwZcsVwGas3FSEWNWteh41rk3Ve9VCzPzWulM7eK2WcYuWQmcDWIIGNWHa1Pi27vs9EJtyDooDhiQKf+tqT3LRnC2991XbufvBwuMxUYugaiahBNGJgaApD1xifLGC7PkXbI1tw0XUNL/BnDWo0LZy9+LXrtnP+pm7g7JJWLGIQi+iVNgfl1g037dnCyeFsJRurVqClqTDLqjxLVe69tP/IKD944gQuXpiKXppZGpssMjRRoNsL0A0163Wo90bbCp8aV0rPqZUyTrEyyExga6j9kU6IJVb+tLyxL0Em7zAyXsBxfExdY01nlGTMrGx03dLfwe/+2qVsWBOnK2mxtjvG2u4YybhBV9Liigt7MQzFyESBkYkC45ki+aJL0fFrNqNUQDyis219B++4fgfnb+oOG0VaOp3JCL2pKImogULNeP6urT289+bddHdYs7421wu4ZFtP5c1LU4rN/R3sPzqG5/t0d0SxzDBo6ohb9HVF0ZRiPFtk+BzX4cDAaF3XtvypMVtwZ3QEL39qXNcTX/JPjeVZu0u297J1Xapl38xXyjjFylD93lZ0PNIZm6LjsbEvIaney0RmbETT7NrawwWbu/izLz+O5/mkEhYR6+yvpGlopHMOP/z5Cd7/lkv46O1XcXRwksPHJxhJF4hFwk/Xfd1RTEPnp0+dZiI7sy+UAjb1Jzl/Qyc9HRbJmEUiZnLemgSmoROxwhRwy9Qr3bSr44HqCqKJmIFl6ZUqxr4f4JdmhJQKx2xoGk8fGeV112yu3CTPte8lFjFZ0wnDE0VMU6M7OfM6zGfDb/WnxrHJIhFTr6yZFR2PWMSQT41CLCGZCWwuCWxEUx0/k2E8Y9OZjFSWTRQQsXQsUyMRMxnLFHnwFye5aEs3w6N5nnh+mOHxPI4b4Ho+rufX3BBcnardk4pWvl693BSxdE4OZ3lxskiixptPdS2You1RdDyCIAxmlAozjeJRA1PX0DSFZerYjjdjc+5c+14oFQ5MRI0pQU34rflv+N21tYfrLz+P+x4+ymi6UNkPFIsYXH/5efKpUYgldq59hmJpSWAjmqr6hm+ZOlFLxzQ1CkWP4YkCk9mw3szgSI7OZIR0tojj+fg+U5pfVtvcn2TP7nVcsv1sqjaEe2oqqdemznMvjvHtnw3MWsCuuhaMoWsUnbAycTmIUoQbld2sTW8qWgnMam3OnWvfi1OqoWM1KPX7wMAoD/ziJLqu6ElF0VSYDWa7Hg/84iRb+jsWFNxI/xshRKuTwEY0VSph0Z2K0BEzMY2wzsvQaJ7To1lcr1ypN+yvdGo4W3Oz7tljmfybGy/ivDWJKV/XSzMp8aiBZWgEwdwF7G67cSffLdWC6UxYDI2HlYN1TaER7qPxA7B0hesHTGRtopHwz6nW5ty5siWKjoeuqRnLVGXz2fA7Wx0bgHhgLLiOjfS/EUKsBLJ5WDSFKi29rOmKsrYrxtBEgaHxHCMTeQbHcpWgxiutoUzknJpBjaErOhMWvZ2RcBtJ1eYYXQ+XcHo6onQlI5h6GNRMv/GXN/Japk5X0qJge9zz0CFOjWRJRE0cL8BxfbRynyfOVkD2/QBdKRzXxy4tU9XanFve9xK1dMYzdqlIYJjWPZ4JqzRv6Es2ZMPvfOrY1KscCB4fyhAxdVJJi4ipz3tjsxBCLDUJbMSyKXfQzhddRicLjKQLTOYcXrKtB9vxGJ20w87ajg9BKahhZsNJgIip0dsZpa8rRqI02+P5kC+Gy0bJmElvKkoqEUHX1ZRgYbYbv+14FG0Py9AYGguzkwxDC+vOcDaYUUqhlZp8ekFAQBDOuthhkDJbSue5siXe9fqLeMf1O2YNfOaTJlpZ3jvHspbnBXUva9UTCN6392jNju5CCLHcZClKLKkwmPEpOh4F28N1/UqgULZjYxe3vmIb33v0GKdHc+dcbioXxEvEzDDbp0RT0NsZYX1fgt7OyJT6M9NN38hbKLpMlPo4QfgcpcI+Tq7ro2mqct5Kk02lCFQYPLhe+HpcP5izuNtc2RKNKBjX6Do20v9GCLGSSGAjloTn++Rtl6LtlTb7BjVnXmzX45eHRtg3S1dtgIipk4gZTOZsHDdAU1RmTCKWTjxiUHR91nZG2L4+VbP+TLXqG7/vB4ykC/gB6EqFDTT9cCbGcX0msja9qQimEW4eRoXhjRcEWIbG2u4Yo+kivZ1R/s3rL2Lrurk3054rW6IRaaKNrn7aiErGrb7puNXHJ4So34oIbMbHx/nEJz7BAw88QCaTYefOnfze7/0eV111VbOHtqLM98273seXv+S6AQXH5shglpODEwycSuP5Ad0dEXq7YhSLHvGowfo1CUYnCuw7MMgTzw2RL3o1z5+IGiRiZim9OiAWMXDccK+NCgKilk4AnBnPYds+V+9cw5GTExw5OUmgYMu6Ds6M5hibLNKTitDfkyBfcIlFDVJxk1MjOTzPx/XDDuBKhTd+nyBcbiktBQ1PFNC0MFhyAyjXGy46PqdGssQsg6svWotW531wrutab5po9XE6OyJ0dMQ4cirNxGSRl+7sY3ii0JDqp8m4iaZBvuCiaeEynFUVMM02A1Qe3/4jozz+3BDjmWKlCnRX0uK6y8/juss3NDyAmO/v+WI2RftBwJFTaY4MZsH3WN8b5/iZjARIQjSRCmrN1beY3/qt32JkZIQ/+qM/oqenh6985St8/etf55vf/CY7duyY9/E8z2d0tPbsQLua75t3PY9XSuF64TJT0XZ5/tg4P/rFSV4czJAvzux6beqU9sIEFJ3aqdpRS+fCTZ0cO5OhUPBwfb/SJwoFiagZ3miVIl90yeSdGWnftfo3nR2Dwg+Y0p6hTCtNSGhKkYyZ5IpupbXBbI0zq5+biJpsWps85w2xUZlF048TBGf3ASml0HVFR8wEpZjM2Ys61zMDo/zvbz1NruhWNk+bhkYqYVX2BG3sS/ChX7+8chMvj+/YmQzZfBiM6qUlPa80e6cUbFqb5B2vPr9hWVUL+T2fkh03LQA8V6XY8rkGR3Ph75Tn4/lBGPyVfgaSNbZ0DEOjuzvB2FgWd5bSD2JpNOva9/Qk0PW5twa3fGBz9OhRXve61/HVr36VK6+8Egg/Vd94443cdNNN/Mf/+B/nfczVFtjM98271uPDN21IxU3efv0ONvYlKThn98y8cHyce35yhMm8U6nJMh+xiEHU0rDdgIipseO8FE88NxQ2sVSQjJkkYhaocOZgMmfXDE4Wy9AUsahBvuhO2TRcz6k0BTHLIBE3a94QF3MTPddxPM8Pl9P8cImupzOCoWlkCy4RU+P112ymryu2oBmE8rkyOYei41aW7PzSPqRIqQpz9dirx1cohkuRmjrbiDRMaw8zypRS9KQivOv1Fy365j/f6+sHAZ+46xccH8rMSIsPgqBmwFbrXMmYiQ8Mjebw/PD1Vf8M5vOzFfWTwKZ5Wj2wafmsqO7ubv7mb/6GSy65pPI1pcIsl4mJiSaObGWYb0aLHwTc+/AA2bxD1AzbDXQmLNb3JjhvTRzb9bn34QHGM0WKtofnB3hBwANPngz30ywgqNFU2LspFjFJxU1yeYfHDg4RoEglLNb1JEjELbIFh8HRXGlJY2nicdcPmMw5lVmieoMaSo9zPI+C7c7IEmpUZlGt46RzDqAwDUVAwGTWwTQ0upIWRcfn8eeG2L2tZ959kKrPtaYryprOGBFTr8yG+X6AAv7N6y6s3LSrnxOPGHh+gKFpU65h+XnlfVK5wszrNV8Lub4LTYufcS5DZ2LSBhSmPvNnIFljQiyvlt9jk0qluO6666Z87bvf/S4vvvgir3jFKxZ83NlSYdvNkVNpBkdzJGNm5UZSppQiGTMYHM1xYjjLtvUpfvD4cY4NZohFDExTx3XD2QBDC6u3FB2XickCp8dybOxLAnBqKMvIeH7G8euha2E692TeIWoZYSVfLyCVsMIxK0Um7zCRKdYdYDSKH5RuvvO4IbleQMTUp1xTmP/PYTbTj2M7Xlhjp1TcT9N8HNfH8Xwipl73ces5VyxqEIsY2G4Y0Pp+gOcHdCQjlb+n6ueUg88wHf7sEmEABKr07yDcAL7QMc421mqzXd9c0cPzAsy4Rq14zzTDTdG5ojfl/WLmz8DHcb3SzwC0gIb9DMTsyp/c6/kELxqr1a99ywc20z3++OP8l//yX3jNa17DDTfcsKBjaJqiuzsx9wPbwJHBLH4AUcuoGXiEe1U8lK5zcizP3mdOk0pGCPDJ5Z3KPhNNKXo6w7YBBdsDpdPZGQfg+HAex/Ox65ySrN4Do1AoLVweDPdhaPT1xMPsnbxDoTQrtBRBzbn24iyGrmu4ngeaXvk9q/fnUP2cWqYfxy7NkJVvzBoKr/SqDF2r+7j1nKusfJP3/YCxyeKsr9N2/akBQ9UFV6XIRqmAmGWQK7oLGuNcYy2rdR029DtYpk4Q1P6gU7Q9LFNnQ39qyrhq/QyCINxnpQgrUzfqZyDmlkrFmj2EVatVr/2KCmy+//3v8+EPf5jLLruMT3ziEws+ju8HpNO5Bo6shfkemoKC7c6oaaJr4QbHvq4onuvyrZ++yNhkkbF0kYDg7M1SCzd8jmeKdCbMUpsDj6HhSZ58YYSHnjxJtlA7s6kWVTUJEqgASw/bHaQSJhMZm2zeZjLnhO0LFjALVK+5ghpdUzXr4MzFK+0pwfcYGyvt5TrHzwHC4oAznlPLjOOc7UauFPhVr8r1/PqPW9e56hhz9XMMHUPXsJ3S70bVpQwI+31Zho4f1Lhe87WAsXYnDPq7Yxw7k6Grw5qxxyadtdm0Nkl3wpg6rhrnqvxOq6CxPwMxK13XSKVipNN5PE/22CynZl37VCpW1yzRiglsvvzlL/Pxj3+c1772tfzP//k/sSxrUcdbLZvNNqxJ0F+qadKla+iaRsTSiZjhf09kbTriJsPjBQ4MjGKZOkoLU7eNUlChUGgqwHV9Mrlwv8Xjzw7xxHND4ezNAhl6uAchHjGwPZ/JbLiHpnKTLu3FmK1/0lLQtXDWyPX8ys1qPjM7hq5K1YSTbFiTqPyeTf85TL+JZvJhbZnq59Qy/TimoWMaWpi9pYXLQ5ahY+phxeR6j1vPueoZ85TnJDU6E1a4sdmbWpSxvMk2lTDJFrwFj3ExYwV4w7WbufP+g4xN1k6Lf8O1m/G9qcHK9HNZRvhzKAcwftC4n4GYm+f5cl2bpFWvfWsukE3zla98hf/+3/8773znO/nUpz616KBmNSn3KOruCLM+OhImEUsnV3A5OjjJ2GSBl16whlzeCW82ukZHzERT4UbaICjtifDL3aF9jp3J8rOnTy8oqFGE51jTGaW/J4auKYbTBcbSBYqOV5rSDzcNa1pYCC9sPtnwSzODpkFvZ4yujgiapvBL61+JWH3xv6bA1HWiljGjTsxcvaLqrS1T6zipuAkEOG6AIvwZO64/71YM9ZxrrjFPf46mKXo6Ihj62ccoBZapk0pYFGx/UWNczFjh3G0uZstkmnEu16OzwwICHK+xPwMhxPy1fLr3kSNHuOWWW7j++uv54z/+4ynfi0ajdHTUVz212mpJ9y6/j9quz/PHxvnhz49zcihLtuCiKVjTFeP6y85jx8YuTgxl+PI/H8QydUxDp2i7U1K3Z/slsQyN7eelODmSxXbC/TCuG9R8vGVoJOMWyXi4CXUya4ctFIKwunA8YoTBDbCmM0rB9khnbWzHn1dGST11bPzKxtbS1w2N7o4IsVKH7nzRYWSiiFIQj5q4rk/BcfFn+XDSinVsGlVDZSFjnvEcTRExdbzADwPi0r6WRtd5Wej1XUjlYalj01yS7t08rZ7u3fKBzf/+3/+bT37ykzW/d+utt/Jnf/Zn8z5mOwc21cGM7XgUnDDzw/fDmY9Tw1lyBbdSAbj85u0HAV/8zgFOj+bpiBk4bkC24Mw6K9PfHeOa3f1cdn4vX/mX5zg1nCMa0dF1ha40bNfFcQOKtkt/T5y3v/p8hscL7B8Y5dRorvLJOAgCTEPHMDT6OqNctbOPB588RcH2SEQNHM9jdCLMiNIU9KYi+AFk8y6aBjs2dqICSMRNrr/8PHRNzVl5OBEz8INSdstIjsefG8LzA5KxqbVPpteAOa8vwWMHzjAykccPIB4xUCqswdMRt0glrLpuiK7v88j+QUbTBXpSUa7Z3Y+hzX9Kanrl4Usv7Oep5waZmCw2vOrtQm78tZ4DLHnrguVsj+AHASeGs6DpUnl4mUlg0zwS2LSgdgtsyu+bjudTtKcGM/Ox/8gI33zoMHnbq5nhrCm4ZHsv1+7uZ+u6DpRS7Nt/mnt/NlDJWipXpY1ZOsm4RSxqoGuKd772QjasSeIHAQ/+/ATf/tkAruvTETcraeXlfQ3XX34eTx8Z5dRIlnTWCfeNmBpdyQjR0ozKXAXU5qNRsyjNPJe8yTePXPvmkOvePK0e2KyYzcNiqkYFMwDHhzLs2z/IUy+M4NTY4W7oist3rOG112yiI352f9Oh4+P88IkTpY2gZ4vZ6bpGJGISBDA6USRXdHjy+WE2rAnr3jz+3BBBENDbGa1s8gyXwDTGMzZPHxnlP73jMh7ZP8hdP3yh1ARzah+iWl2lF/pJvRGNJ+sxozJuLJwdOj6U5c77D0p1WiGEaAAJbFYQpcI9IU6NZab5qu6qfXyWrtob+xJctqOXay9ehzEtSvZL1YbdUi8lhSIW1YlHLXQt7OM0knNwS4HS9x8/zrb1KWKlYGSuaq/Hz2RIxS00FRaGq6W6q/RiZ0LqbTy5UNOr1dYK6O7be5SdW7pl6UIIIRZBApsWVx3MFG2PonO26utCDI/n2XdgkMcP1k7VjkcNrtq5lmt2raUnFZ31OKeGswyP50nGTUxTIx4925hysiqgKRvP2Nx5/0F+41cvwPMCjFjt6URdV9hZj6cPj9CTiqJpYWp+rdok5a7SQxN57n/kWMNmQpZij8Z8yvcvZYAlhBDtTgKbFhT2wgor+RYdH9v2wrTnBQYznh9w4OgY+/af5tCJdM3HbO5Psmf3Oi7Z3jNjdqaWXMHF0HXWdsdRwOnRHOMZe0ZAU+3MWJ6fPnUKXVc1g5V80WU8U8R1fe5/9BgRQ8d2fIqOzZqqZSsI99hkCy4b1sRLQVpjZkKWag9MJuecM6Crnn0SQgixcBLYtAilFH5wNpCxS12zF9M4byJr8+iBQR579kypUeJUlqFx+QVruHZ3P+t76y/1rilFb2eUvu4ovu/jeEFYqKmOCpSPPTfEpr4k41kb0zhbSC1fdBlNF3C9AMvQ6ElFcatmqYYnCnQmrBkF1K7auZb79h4lEQ334BQdD7+UcmsZ2rxmQqbvgQmMANv1OXp6ctF7YJJxc9aADs7OPiXjZo1nCyGEqJcENk2klMLzw/0yRdvD9sJgZjF5akEQcOhkmn3PDHLg6GjNHktru2Ps2d3P5ResIWrV/yugaSrMeIoYrOmO8i+PHePIqUm6khbRiIHK2nOOPQhgOF3AKs2mJKIGuq7CmRovLMTX3RGpdGbu7YoyMl4AwhL2fiFcrtrYl+CmPVvC7uJegKv7jI0VcVy/Us/FNDQ6EiaeF8w5E1K9ByZq6oxNhscqX9OC7fG1Bw7xR7cvbA/M5v4O1pWq1VYHdOXjZwthddpySrQQQoiFkcBmGZXvZa4XVDb/ug0IZiCc8XjiuSH27R9keKIw4/u6prh4W8+UVO16lWc/4lGTiKlVxvq6qzZx5/0HGRkv4Hh+3a/B8wI6uyLEIzqDY3nsrBfOZJSK5JVTuiEM/lJJi6Lt8dbrtpOKW1P2vQycTuMHAaMTYX8rTYVNCAPCDdKjEz7xqDHnTEh5D4yha4xOhnVzdFVuQa1wfZ9jgxke/PkJXn3lxrqvXeUalqrV3nn/wUpAN332SarTCiHE4klgs8QqwYwbUHQ9iraLW8pkakQBoRNDGfaeI1W7K2lxza5+Xrqzb0qqdi3TC/htXJskahnEowaWoYfVbasGvWtrD9dffh73/PhI2FuJ+noqxSI6k1mbX71qO/miy6nhLPsODNIRtwiCcDnJKvU/8v2wGafrB+SKLqlpr2Hj2iS+H+D5AaauKgGbKv3PKV3rjWuT5xxTJufgemFBQT+g0icLICBAL43hXx47xisvP29BBfXK5fvLe3hyBXfK7NNsy1zLWXBupZBrIoSYjQQ2S2BKMOO4pZmZhW/+nW6uVG0FXLipi2t393Phpq66OmQfOj7OA0+eZDRdIGKZJGMGHQmTl17Yx57d62p2ufaDgKePjBK1NBLRCL4fcGZ85mzRdJmcjRfAXT98AV0pHM8jV/AoFPNn08BKIVK49yhsWPWtHx/B1LUpG3pjUQNNU+gaeAHo5QsQlP6thTNOx89kzrnHpjyj47g+elXQUg6ayq9+cCzPn335cd72qh0L2m8z35o5y1k8cKWQayKEOBcJbBpIqXBz6FIEM3A2VfuJ54bIFxeWqu0HASeHMhwbzBAo2LS2g6Lt8k8/G8A0wyynXMFhaCzPkRMTPPncMP/yyDHe8erzZ9w0Bk5PlvaM6KhSvZnujoCxyeI5X0e5UKXv+8RiJpkJpzQ20Aim7AvSODtLVCi6JDuj6LpWSeV+1aXrw83MqSjpnBPuiyk93jI0UnGTouPPucdmc38HXUmLyaxNQNjI0PcD3Bo/v9Mj+UVtJq63Zo4U9JtJrokQYi4S2DSQ7/uMZYsNLTFdTtV+ZP8gL5yYqPmYelO1Dx0f57v7XmRwLEd51SpqaXQmI3TETaKmzomRHJm8g4ZCaYrADzg+lOVL33uWd73+ospN48DAKHf96AUmc3al8aJphG0PelIRRtPnDm4AcgUPxw3CpR4NvFIH8Wrlf+saBCjSOYf+nngllfvx54bQNYWua/T3xMOuzuWsKFPHdjx0P5hzj42mFNddfh7/75+fC5cJVTCj4aVemvlKJUxyRW9JC+pJQb+Z5JoIIeohgU2DNar1Vjpr8+izZ3j02TOks/aM7883VfvQ8XG+9sAhJnMOCohZGsmYFfZp8nwGR/PYbtiduLy/RKFACzOZcgW3ctM4eHSMO+8/SDbvoJRCU+FjbddneCLP2p443SkYqyO4CZd+QNc0AmrPcClV+n5wtuqyZeokogbjmSLdHRGGJ4qYhjYllXq+2UbXXb6Bh35xkuND2Uq37LPnD7uCW4ZGxDJQSi1pQT0p6DeTXBMhRD0ksGkhlVTt/YMcGGhcqrYfBPzoFyfI5h0ihkZXh0XEMnA9n3SuSCbnVh5rTNuPowAfiJg6p0dzDJyerHxq7klFGBovYLseugqf6/kBY+kiHbFzj616o3H5jJoKz6VrCqUo1fEJv179pHLwYxgafgGuvKCPh546tehsI00p3vHq8/nS954lnbWxXT8M2pSqjKMzYVXOvRQF9cqbYp8+PIJte8TraCexWkiRQyFEPSSwaQFLmaoNYfuDsUyR3s4oUUvH8wLGJ4sUanXxnnboSk0YU6NQ9Dh8cqLyqVnTNFIJi9F0AS8I0AhnN2zHJU0QHkqFAUN5T7Dn1diEDFTfqlTpOYGCKQMs/Wd5M3S5qN3ubT1sW5+ad7ZRLbu29vCu11/ENx48xNHTk5XTW4ZGZ8KqpKIvRUG96k2xRccjX3Sxx3y6khFikal/qquxoJ8UORRC1EMCmyaaq6v2fFK1Z6NUGBt0J6NM5h3GJ4sUHX/K98uPgdL/q/J/h5WPLUNHERbGUwFTPjVHLZ2OhBV+mi7NpAQBrO2KYbs+g6O5SqAC4KtwM3B1eBME5XOVZm0CUAQEQVD5txYEeKWlIMvUZywzaUo1rEP3rq09/OHmLv7sy49zeiRPKmESqZodW4qCetM3xSZiJoNODtvxGU0X6ElFK8HNai3oJ0UOhRD1kMBmmS1FqnYtSoVBQCxq4no+kzmbkXQRrSrIKNOUwitFNp4fBhMB4bKIplRls+zGvgTbN6Qqn5o9PyCdtcN6M0E4Q6Npiqhl8O6bdpHN2nz67l/iuD6GBkpTU86lCJcPPC9sy6Br0JGwmMzZOF44U5WMG2RybuX7qbiJ7Xg1l5ka2aHb0DTe9qod3Hn/QXJFD6XUkhXUm21TbLh3KI/rBYxnilimhucFq7agnxQ5FELUQwKbZdKIVO16VAc0UUuHANb3JljTGWU0XQwL3mlM+bTrBwGaBqahY9thmrpSoOsasYhOvugRixjctGcLW9alWNcTZ+D0ZJiBVAp+jFK9GdcLKOBx5GSaV112Hm955TbueehweMxSsT1DP1ubxjI0NEuvZDIFAcSjZuXfBIp41Kj8u+j46H6woGWm+VpoQb35mm1TbDRisKYzxthkmGk3ni5iWfqyvPZWtVw/EyHEyiWBzRKqN1X72t39XLKtF9OYfzXbsloBTWVPilLc/LKtfH5kPxNZO5yVKfUdKM+epOIW77l5N0++MMyPnzyJ7fg4ro/n+cQiBtdffl7lpvHGazfz6bt/ieuFGVRKqVIhu9Lr9gK++i/P8+AvTkIQELV08sWwoq9SiljEYNPaJC/d2UdfZ4xk3GTj2iTHz2Qqy0hz/Xu5Ks3Ot6DeQpxrU2w0YtBv6YylC7zu6k1csr131VfZXY6fiRBi5ZLAZglUUrUPDDa0q3YtSoXNHuM1Appqu7b28N6bd/O1H73AieFsZT+Mrik29CV5x/U7AHjq0AgRS6cjblX2t9iuxwO/OMmW/g52be0hHgvPpQiDN9/zq+rNqFILBJ8XT0+CCpdUujoiFIoeuYKLoWu88drN7N7WO2WM05eR5vr3cmnkElct9WyKtUydS7b3ShpzyVL/TIQQK5cENg0SBAH7B0a5/9Fj7D8ye6r2tbv7uWKeXbVrqTegqbZraw9/9K6rOXo6zeETaQIF28/rZOu6cLPlJ+76xYx9HgDxwJhS/CyTc9CUor83juN4jKaLuJ4fBjXljCUvqPRryhVckrFwQ2w8Gh7rO/te5KKtPfIpG9kUK+YmvbGEqJ8ENg0QBAGf/sZTPHVoZMb3FpuqPd1CAppqmlJsW9/JtvWdU74+cDpdd/Gz6hkGlCotbZ1tQFmuM6Pr4b8d18d2fSKmLoXUapBNseJcpDeWEPMjgU0DjE0WZwQ1jUjVrlYJaCLG2dmexrWhmlfxs93beiozDBFTI6CqDk1ApRWBKuWR+zClorAUUptJNsWKWqQ3lhDzJ4FNA3R3RLjqorX84vlhdmxIce2uxaVqV1MqDAQS1QHNEphP8bPqGYZsPgxOyg25yxlWBGHOeLksTvW1aEQhtXacmpdNsaKa9MYSYmEksGkApRTvf8sl+L7PyGSxZnXd+R8TDF0jHjWILWFAUzbffR7lGYZ7Hx7g+eMTeF6AUgGWqdOTijKaLlB0PBThG7FVyvhqxJ6Rdp6al02xokx6YwmxMAvPLxYzLHb/THiMcMkplbDoSUWWJaiBs/s8opbOeMau1KixHY/xjF1zn8eurT383r+6gn/9qxfQmbSIRQx6OiJELZ1ENJyNCQhr9ARwzmPVqzw1f3woQ8TUSSUtIqZemZo/MDDaoCsiRHNVlodnKQMRFrcMZElXiGlkxqYByssiRdvHdj16O6PzvmlPnaEJN9lO7+O00OWXep+3kH0emlK8+oqNrOuOc9/eowyO5sjbHpoKZ4EIAibzDumMveg9I67v840HD5HJ2aQSVmVmqdWm5ttxmUwsP+mNJcTCSGCzSNXLIl0JC8cL34Suv+w8dmzsmvP55T008Ui45FTu2zQ9qFno8st8n7fQfR7l550YzoKmg++xYU1Yo6cRN/kDA6Pc/VDYmBKg6BQqM1uxiNEyU/PtvEwmlpeUARBiYWQpahGmL4skExamoXN6NM89PznCoePjsz5XqbBjdiph0dsRrSw5zei2XeM89S6/LPR55X0e5YJw9QYiYSp5iisvWsu29eHzFnqsWq/j9EguPE+pCKDteoymC+SLLtD8qXlZJhONtJDlYSGEBDYLNj1jwTJ1NKXCWYS4SdHxeeDJk2FPpCrVe2iqA5r5nscydbqSFgXb4769R2ecZ6HPazXVryOVsFBKoQgDJr3UnyqdtQmCoKlT8+1yvUVrKS8Pb+xLUHQ80hmbohM2pJVUbyFqk6WoBZorYyEe0Rkez3NqOMuGvmTtOjQNOM9syy/tklFR/TrKe2ls18dQYUFAjVIBQMerdCBvxtR8u1xv0XqkDIAQ8yOBzQLNVdBO1zW8okfR8YiYpeaUNTYALvY8sxW7W+jzWs3019GZsBhJF3D9AL30xh4EAels+IbfrKn5drneojVJGQAh6idLUQs0pa1ADaYe9lI6b02C7lR0QUFNPeeZbflloc9rNdNfRzRi0JuKYhkafhBUKhr398SaOjXfLtdbCCFWOglsFqicsZAtuARV+yZMQ6e3M0I0YrImFSmlPDf+PHA2M2JdT3zG8stCn9dqar2OaMSgvydOX1eUqGWwdX0Hf3jbS5u636BdrrcQQqx0EtgsUK2MBc/30RSMT9pk8zavuvS8RS+LLDQzol0yKs71OnJFj2Tc5G2v2oGhNfdXuV2utxBCrHQqmP7xchXwPJ/R0WxDjlVdtwTCbt59XbGG1y1Zrjo2i2UYGt3dCcbGsrMuyyzESqkP06xxLtV1F3OTa98cct2bp1nXvqcnga7P/SFWApsGWK5Ks0tdebgRlvIXfqVU9G3GOOVNvnnk2jeHXPfmafXARrKiGmC5MhYWep52yahYKa9jpYxTCCHakeyxEUIIIUTbkMBGCCGEEG1DAhshhBBCtA0JbIQQQgjRNiSwEUIIIUTbkMBGCCGEEG1DAhshhBBCtA0JbIQQQgjRNiSwEUIIIUTbkMBGCCGEEG1DAhshhBBCtA0JbIQQQgjRNlZld+8gCPD9Vfeyl42ua3iedNtdbnLdm0eufXPIdW+eZlx7TVMopeZ83KoMbIQQQgjRnmQpSgghhBBtQwIbIYQQQrQNCWyEEEII0TYksBFCCCFE25DARgghhBBtQwIbIYQQQrQNCWyEEEII0TYksBFCCCFE25DARgghhBBtQwIbIYQQQrQNCWyEEEII0TYksBFCCCFE25DARizaZz/7WW677bYpXztw4AC/+Zu/yeWXX87111/PF77whSaNrr2Mj4/zX//rf+VVr3oVV155Jf/6X/9rHnvsscr35bovnZGREX7/93+fPXv2cMUVV/Dbv/3bvPDCC5Xvy7VfekeOHOGKK67gm9/8ZuVrct2XzokTJ9i5c+eM/339618HWvfaS2AjFuVLX/oS/+t//a8pXxsbG+Pd7343W7du5e677+bf//t/z6c//WnuvvvuJo2yfXzoQx/iySef5BOf+ATf+MY3uPjii3nPe97DoUOH5Lovsfe9730cO3aMz3/+83zjG98gGo3yrne9i3w+L9d+GTiOw4c//GFyuVzla3Ldl9bBgweJRCL8+Mc/5ic/+Unlf7fccktLX3uj2QMQK9Pg4CAf/ehHefzxx9m2bduU733ta1/Dsiw+9rGPYRgGO3bs4OjRo3z+85/nbW97W5NGvPIdPXqUn/70p3z1q1/lyiuvBOCjH/0oDz30EPfeey/RaFSu+xIZGxtj48aNvO997+OCCy4A4P3vfz9vfvObef7553n44Yfl2i+xO+64g0QiMeVr8l6ztJ577jm2bdvG2rVrZ3zvzjvvbNlrLzM2YkH+//buLSaqcw3j+H8IQUMqFimVRog1jA4hiIyRtiJxDFq98JBWubFISrUGz7EpqXhoqEHAE0qKEYMx2mhqiAERD9gEm6ZeoANEU5Hg2XhKCw6JQKMyIvtih9mdLbvdCIvBleeXzMV8a74177yZzDx8i7Xm6tWrDB8+nIqKCiZMmOC1rba2lvj4ePz9/5ObP/roI+7cuYPL5RroUk0jODiY4uJiYmJiPGMWi4Wuri6ePHmivhsoODiYXbt2eULN48ePOXDgAGFhYVitVvXeYDU1NZSUlLBt2zavcfXdWNeuXcNqtfa4bTD3XsFGXktSUhL5+flERES8su33338nLCzMa6w78T969GhA6jOjoKAgHA4HAQEBnrHKykru3btHYmKi+j5Avv32W6ZMmcLZs2fJyckhMDBQvTdQa2sr33zzDZs2beK9997z2qa+G+v69eu4XC4+++wzEhISWLhwIefPnwcGd+8VbKTfPXv2zOvLF2DIkCEAPH/+3BclmVJdXR0bNmxg+vTpJCUlqe8D5PPPP6e0tJR58+axcuVKrl69qt4b6LvvviMuLo65c+e+sk19N05HRwd3796lvb2dtWvXUlxczPjx41m6dCnV1dWDuvf6Hxvpd0OHDqWjo8NrrPuNHhgY6IuSTKeqqoqMjAwmTJjArl27APV9oHQvzWdnZ3P58mWOHDmi3hukvLyc2tpaTp482eN29d04AQEB1NTU4O/v7wkwMTEx3Lp1iwMHDgzq3mvFRvpdWFgYTU1NXmPd90eOHOmLkkzlyJEjrF69mqlTp7J//36GDh0KqO9GcrlcnDp1is7OTs+Yn58fkZGRNDU1qfcGKS0txeVyMW3aNOx2O3a7HYCsrCxmz56tvhssMDDwlVWZcePG8ccffwzq3ivYSL+Lj4+nrq7O60ugurqaMWPGEBIS4sPK3nw//vgj2dnZpKSkUFBQ4PWho74bp6mpia+//hqn0+kZc7vdNDQ0EBkZqd4bZOfOnZw5c4by8nLPDWDNmjUUFxer7wZqbGzEbrd7XScLoL6+HqvVOqh7r2Aj/W7BggW0t7ezceNGbt68SVlZGT/88APp6em+Lu2NdufOHXJzc/n4449JT0/H5XLR3NxMc3MzbW1t6ruBoqKiSExMZPPmzdTW1nL9+nXWrVtHa2sraWlp6r1BRo4cyejRo71uACEhIYwaNUp9N9C4ceMYO3as5z1/69Yt8vLyuHz5MsuWLRvUvbd0dXV1+boIebNlZmby8OFDDh8+7Bn77bffyMnJoaGhgdDQUBYvXsyiRYt8WOWbb9++fezevbvHbZ9++ilbt25V3w3U1tZGfn4+VVVVtLW1MWnSJDIzMz2ngKv3A8Nms5GXl8f8+fMB9d1ILS0t7Ny5k19//ZXW1laio6PJyMhg0qRJwODtvYKNiIiImIYORYmIiIhpKNiIiIiIaSjYiIiIiGko2IiIiIhpKNiIiIiIaSjYiIiIiGko2IiIiIhpKNiIiGFe5zJZurSWiPSFgo2IGOLcuXOsW7euV3OOHTvGtm3bejXnwYMH2Gw2ysrKejXPZrNRWFj4t49JTU0lNTW1xzkXL17EZrNx8eLFXj2viBjL39cFiIg5HTp0qNdzioqK+OCDD/q/mNeUlZXl6xJEpJcUbERE/ger1errEkSkl3QoSkT6XWpqKk6nE6fT6Tlc09TUxPr163E4HMTGxpKcnMy5c+c8c5KSknj48CHHjx/HZrPx4MEDAGpqaliyZAnx8fHExMSQlJREYWEhL1++7HOd7e3tZGRkYLfbmTx5Mlu2bOHp06der+Ovh6JEZPBTsBGRfpeVlUV0dDTR0dGUlJQQHh5OcnIyTqeTr776isLCQkaNGsXKlSupqKgAYM+ePYSGhuJwOCgpKeHdd9+lsbGRtLQ03n77bXbv3k1RURETJ05kz549nD59us91Hj58mPb2dgoKCkhPT+fYsWNs2rSpz/sVEd/RoSgR6XdWq5W33noLgLi4OHbs2EFLSwuVlZVEREQA4HA4SEtLY/v27cyZM4fo6GgCAgIYMWIEcXFxADQ2NpKQkMCOHTvw8/v332FTpkzhl19+oaamhrlz5/apzjFjxrB37178/PxwOBxYLBby8vJYsWIFkZGRfdq3iPiGVmxExHBOpxO73e4JNd3mzZtHc3Mzt2/f7nHeJ598wv79+3G73dy4cYOqqioKCwvp7OzE7Xb3ua5Zs2Z5AhPAzJkz6erq4sKFC33et4j4hlZsRMRwT548ITw8/JXxd955B4DW1tYe5z179ozs7GxOnDjBixcvCA8Px2634+/v3y/Xu+l+/m4hISF/W4+IDH4KNiJiuOHDh/P48eNXxpubmwEIDg7ucV5OTg4//fQTBQUFJCQkEBgYCMDkyZP7pa7/DjDd9XQHHBF58+hQlIgY4q+HeOLj47l06RL379/3ekxFRQWhoaGMHj36lTkAdXV1fPjhh8yYMcMTaurr62lpaemXs6LOnz/vdf/06dNYLJZBdS0dEekdrdiIiCGCgoK4dOkS1dXVpKWlUVFRwRdffMGqVasIDg6mvLycCxcukJub6wk0QUFBNDQ04HQ6iY2NJTY2lsrKSo4ePUpkZCSNjY0UFRVhsVi8Tst+XfX19WzcuJE5c+Zw5coVvv/+e5KTk3n//ff7vG8R8Q0FGxExREpKCvX19SxdupS8vDyOHj1Kfn4+OTk5uN1uoqKi2Lt3L9OnT/fMWbx4Mbm5uSxZsoSDBw+SmZmJ2+2moKCAjo4OwsPDWb58OTdv3uTnn3+ms7OzTzUuX76choYGli1bxrBhw/jyyy9ZtWpVX1+6iPiQpUu/OCciIiImoRUbETGNzs7O/+tsKX9/ffSJmJVWbETENLp/yuGfXLt2bQCqERFfULAREdO4ffs2f/755z8+bvz48QNQjYj4goKNiIiImIauYyMiIiKmoWAjIiIipqFgIyIiIqahYCMiIiKmoWAjIiIipqFgIyIiIqahYCMiIiKmoWAjIiIipvEvtsxKwRo0vZIAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.regplot(x='total_bill', y='tip', data=data3) \n",
+    "plt.title('total bill vs. tip')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "a426c7b2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>total_bill</th>\n",
+       "      <th>tip</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>smoker</th>\n",
+       "      <th>day</th>\n",
+       "      <th>time</th>\n",
+       "      <th>size</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>16.99</td>\n",
+       "      <td>1.01</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>10.34</td>\n",
+       "      <td>1.66</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>21.01</td>\n",
+       "      <td>3.50</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>23.68</td>\n",
+       "      <td>3.31</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>24.59</td>\n",
+       "      <td>3.61</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>No</td>\n",
+       "      <td>Sun</td>\n",
+       "      <td>Dinner</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   total_bill   tip     sex smoker  day    time  size\n",
+       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
+       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
+       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
+       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
+       "4       24.59  3.61  Female     No  Sun  Dinner     4"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data3.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "e7cf6b11",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'Features of the sex')"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.boxplot(x=\"sex\", y=\"tip\", data=data3)\n",
+    "plt.title('The box with 2 features for the tip')\n",
+    "plt.xlabel('Features of the sex')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "eb93f0c0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='smoker', ylabel='tip'>"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.boxplot(x=\"smoker\", y=\"tip\", data=data3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "097922e9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'The box with 4 features for the tip')"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.boxplot(x='day',y='tip',data=data3)\n",
+    "plt.title('The box with 4 features for the tip')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "40ce9f33",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'The box with 2 features for the tip')"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.boxplot(x='time',y='tip',data=data3)\n",
+    "plt.title('The box with 2 features for the tip')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "cdd4efca",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='size', ylabel='tip'>"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.boxplot(x='size',y='tip',data=data3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "7d13adb8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.barplot(x=\"sex\", y=\"tip\", hue=\"smoker\", data=data3,errorbar=None)\n",
+    "plt.legend(loc = 'upper right')\n",
+    "plt.ylabel('Value of tip')\n",
+    "plt.title('Values by sex (Male or Female) and smoker (Yes or No)')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3818a949",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab2fba5b-ad22-43a3-a196-c0ae9a03a523",
+   "metadata": {},
+   "source": [
+    "## 练习4：泰坦尼克号海难幸存状况分析 (8个题)\n",
+    "\n",
+    "1. 不同仓位等级中幸存和遇难的乘客比例（提示：箱图或者提琴图）\n",
+    "2. 不同性别的幸存比例（提示：箱图或者提琴图）\n",
+    "3. 幸存和遇难乘客的票价分布（提示：箱图或者提琴图）\n",
+    "4. 幸存和遇难乘客的年龄分布（提示：箱图或者提琴图）\n",
+    "5. 不同上船港口的乘客仓位等级分布（提示：箱图或者提琴图）\n",
+    "6. 幸存和遇难乘客堂兄弟姐妹的数量分布（提示：箱图或者提琴图）\n",
+    "7. 幸存和遇难乘客父母子女的数量分布（提示：箱图或者提琴图）\n",
+    "8. 单独乘船与否和幸存之间有没有联系（提示：统计柱状图）"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "171e617f-9983-445a-b872-ad925ee239a4",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>survived</th>\n",
+       "      <th>pclass</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>age</th>\n",
+       "      <th>sibsp</th>\n",
+       "      <th>parch</th>\n",
+       "      <th>fare</th>\n",
+       "      <th>embarked</th>\n",
+       "      <th>class</th>\n",
+       "      <th>who</th>\n",
+       "      <th>adult_male</th>\n",
+       "      <th>deck</th>\n",
+       "      <th>embark_town</th>\n",
+       "      <th>alive</th>\n",
+       "      <th>alone</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>male</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7.2500</td>\n",
+       "      <td>S</td>\n",
+       "      <td>Third</td>\n",
+       "      <td>man</td>\n",
+       "      <td>True</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Southampton</td>\n",
+       "      <td>no</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>female</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>71.2833</td>\n",
+       "      <td>C</td>\n",
+       "      <td>First</td>\n",
+       "      <td>woman</td>\n",
+       "      <td>False</td>\n",
+       "      <td>C</td>\n",
+       "      <td>Cherbourg</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>female</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7.9250</td>\n",
+       "      <td>S</td>\n",
+       "      <td>Third</td>\n",
+       "      <td>woman</td>\n",
+       "      <td>False</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Southampton</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>female</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>53.1000</td>\n",
+       "      <td>S</td>\n",
+       "      <td>First</td>\n",
+       "      <td>woman</td>\n",
+       "      <td>False</td>\n",
+       "      <td>C</td>\n",
+       "      <td>Southampton</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>male</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8.0500</td>\n",
+       "      <td>S</td>\n",
+       "      <td>Third</td>\n",
+       "      <td>man</td>\n",
+       "      <td>True</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Southampton</td>\n",
+       "      <td>no</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   survived  pclass     sex   age  sibsp  parch     fare embarked  class  \\\n",
+       "0         0       3    male  22.0      1      0   7.2500        S  Third   \n",
+       "1         1       1  female  38.0      1      0  71.2833        C  First   \n",
+       "2         1       3  female  26.0      0      0   7.9250        S  Third   \n",
+       "3         1       1  female  35.0      1      0  53.1000        S  First   \n",
+       "4         0       3    male  35.0      0      0   8.0500        S  Third   \n",
+       "\n",
+       "     who  adult_male deck  embark_town alive  alone  \n",
+       "0    man        True  NaN  Southampton    no  False  \n",
+       "1  woman       False    C    Cherbourg   yes  False  \n",
+       "2  woman       False  NaN  Southampton   yes   True  \n",
+       "3  woman       False    C  Southampton   yes  False  \n",
+       "4    man        True  NaN  Southampton    no   True  "
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data4 = sns.load_dataset(\"titanic\")\n",
+    "data4.head()\n",
+    "# 幸存与否，仓位等级，性别，年龄，堂兄弟姐妹数，父母子女数，票价，上船港口缩写，仓位等级，人员分类，是否成年男性，所在甲板，上船港口，是否幸存，是否单独乘船"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4feaa8a8",
+   "metadata": {},
+   "source": [
+    "matplotlib"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "b9f856e6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "pclass\n",
+       "1    136\n",
+       "2     87\n",
+       "3    119\n",
+       "Name: survived, dtype: int64"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data4_pclass = data4.groupby(['pclass'])['survived'].sum()\n",
+    "data4_pclass"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "20189572",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "pclass\n",
+       "3    491\n",
+       "1    216\n",
+       "2    184\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data4['pclass'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "f41dadb2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def stackedbarplot(x_data, y_data_list, y_data_names, colors, x_label, y_label, title):\n",
+    "    _, ax = plt.subplots()\n",
+    "    # 循环绘制堆积柱状图\n",
+    "    for i in range(0, len(y_data_list)):\n",
+    "        if i == 0:\n",
+    "            ax.bar(x_data, y_data_list[i], color = colors[i], align = 'center', label = y_data_names[i])\n",
+    "        else:\n",
+    "            # 采用堆积的方式，除了第一个分类，后面的分类都从前一个分类的柱状图接着画\n",
+    "            # 用归一化保证最终累积结果为1，下面bottom参数表示纵向从哪里开始画\n",
+    "            ax.bar(x_data, y_data_list[i], color = colors[i], bottom = y_data_list[i - 1], align = 'center', label = y_data_names[i])\n",
+    "    ax.set_ylabel(y_label)\n",
+    "    ax.set_xlabel(x_label)\n",
+    "    ax.set_title(title)\n",
+    "    ax.legend(loc = 'upper right') # 设定图例位置"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "7066c730",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "        survived  unsurvived  total  total  survived_prop  unsurvived_prop\n",
+      "pclass                                                                    \n",
+      "1            136          80    216    216       0.629630         0.370370\n",
+      "2             87          97    184    184       0.472826         0.527174\n",
+      "3            119         372    491    491       0.242363         0.757637\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "result = data4.groupby('pclass')['survived'].agg(['sum', 'count'])\n",
+    "result['unsurvived'] = result['count'] - result['sum']\n",
+    "result['total'] = result['sum'] + result['unsurvived']\n",
+    "result['survived_prop'] = result['sum'] / result['total']\n",
+    "result['unsurvived_prop'] = result['unsurvived'] / result['total']\n",
+    "# 重新组织结果\n",
+    "result = result.rename(columns={'sum': 'survived', 'count': 'total'})[['survived', 'unsurvived', 'total', 'survived_prop', 'unsurvived_prop']]\n",
+    "print(result)\n",
+    "\n",
+    "name1 = 'Plcass'\n",
+    "name2 = ['survived_prop', 'unsurvived_prop']\n",
+    "stackedbarplot(x_data = result.index.values\n",
+    "               , y_data_list = [result[name2[0]], result[name2[1]]]\n",
+    "               , y_data_names = [name2[0], name2[1]]\n",
+    "               , colors = ['#539caf', '#7663b0']\n",
+    "               , x_label = name1\n",
+    "               , y_label = 'Proportion of survived/unsurvived'\n",
+    "               , title = 'Proportion of survived/unsurvived by ' + name1 + ' (1,2,3)')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "2e98b49f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "        survived  unsurvived  total  total  survived_prop  unsurvived_prop\n",
+      "sex                                                                       \n",
+      "female       233          81    314    314       0.742038         0.257962\n",
+      "male         109         468    577    577       0.188908         0.811092\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "result = data4.groupby('sex')['survived'].agg(['sum', 'count'])\n",
+    "result['unsurvived'] = result['count'] - result['sum']\n",
+    "result['total'] = result['sum'] + result['unsurvived']\n",
+    "result['survived_prop'] = result['sum'] / result['total']\n",
+    "result['unsurvived_prop'] = result['unsurvived'] / result['total']\n",
+    "# 重新组织结果\n",
+    "result = result.rename(columns={'sum': 'survived', 'count': 'total'})[['survived', 'unsurvived', 'total', 'survived_prop', 'unsurvived_prop']]\n",
+    "print(result)\n",
+    "\n",
+    "name1 = 'sex'\n",
+    "name2 = ['survived_prop', 'unsurvived_prop']\n",
+    "stackedbarplot(x_data = result.index.values\n",
+    "               , y_data_list = [result[name2[0]], result[name2[1]]]\n",
+    "               , y_data_names = [name2[0], name2[1]]\n",
+    "               , colors = ['#539caf', '#7663b0']\n",
+    "               , x_label = name1\n",
+    "               , y_label = 'Proportion of survived/unsurvived'\n",
+    "               , title = 'Proportion of survived/unsurvived by ' + name1 + ' (1,2,3)')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "b0b447c5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.boxplot([data4.loc[data4['survived']==0]['fare'], data4.loc[data4['survived']==1]['fare']],labels=['0','1'])\n",
+    "plt.xlabel('Features of survived')\n",
+    "plt.ylabel('Values of fare')\n",
+    "plt.title('The box with 2 features for the fare')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "5247738d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data4_a = data4.dropna(how = 'any',axis = 0,subset = 'age')\n",
+    "plt.boxplot([data4_a.loc[data4_a['survived'] == 0]['age'], data4_a.loc[data4_a['survived'] == 1]['age']],labels=['0','1'])\n",
+    "plt.xlabel('Features of survived')\n",
+    "plt.ylabel('Values of age')\n",
+    "plt.title('The box with 2 features for the age')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "77abbee4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def groupedbarplot(x_data, y_data_list, y_data_names, colors, x_label, y_label, title):\n",
+    "    _, ax = plt.subplots()\n",
+    "    # 设置每一组柱状图的宽度\n",
+    "    total_width = 0.8\n",
+    "    # 设置每一个柱状图的宽度\n",
+    "    ind_width = total_width / len(y_data_list)\n",
+    "    # 计算每一个柱状图的中心偏移\n",
+    "    alteration = np.arange(-total_width/2+ind_width/2, total_width/2+ind_width/2, ind_width)\n",
+    "\n",
+    "    # 分别绘制每一个柱状图\n",
+    "    for i in range(0, len(y_data_list)):\n",
+    "        # 横向散开绘制\n",
+    "        ax.bar(x_data + alteration[i], y_data_list[i], color = colors[i], label = y_data_names[i], width = ind_width)\n",
+    "    ax.set_ylabel(y_label)\n",
+    "    ax.set_xlabel(x_label)\n",
+    "    ax.set_title(title)\n",
+    "    ax.legend(loc = 'best')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "2c795833",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data4_em = data4.groupby(['pclass'])['embarked'].value_counts().unstack()\n",
+    "x = np.arange(1,4,1)\n",
+    "width = 0.2\n",
+    "\n",
+    "plt.bar(x,data4_em['C'],label='C',width=width,color='blue')\n",
+    "plt.bar(x+width,data4_em['Q'],label='Q',width=width)\n",
+    "plt.bar(x+2*width,data4_em['S'],label='S',width=width,color='purple')\n",
+    "plt.xticks(x+width,['1','2','3'])\n",
+    "plt.legend(loc = 'upper left')\n",
+    "plt.xlabel('pclass')\n",
+    "plt.ylabel('Numbers of people for different kinds of emarked')\n",
+    "plt.title('Numbers of people for different kinds of emarked by pclass')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "10da61a7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.boxplot([data4.loc[data4['survived']==0,'sibsp'], data4.loc[data4['survived']==1,'sibsp']], labels=['0','1'])\n",
+    "plt.xlabel('Features of survived')\n",
+    "plt.ylabel('Values of sibsp')\n",
+    "plt.title('The box with 2 features for the sibsp')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "116f7717",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.boxplot([data4.loc[data4['survived']==0,'parch'], data4.loc[data4['survived']==1,'parch']], labels=['0','1'])\n",
+    "plt.xlabel('Features of survived')\n",
+    "plt.ylabel('Values of parch')\n",
+    "plt.title('The box with 2 features for the parch')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "33c877ee",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "survived    0    1\n",
+      "alone             \n",
+      "False     175  179\n",
+      "True      374  163\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data_alone = data4.groupby(['alone'])['survived'].value_counts().unstack()\n",
+    "print(data_alone)\n",
+    "\n",
+    "x=np.arange(1,3,1)\n",
+    "width=0.4\n",
+    "\n",
+    "plt.bar(x,data_alone[0],width=width,label='0')\n",
+    "plt.bar(x+width,data_alone[1],width=width,color='purple',label='1')\n",
+    "plt.xticks(x+width/2,['False','True'])\n",
+    "plt.legend(loc='upper left')\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dc61bead",
+   "metadata": {},
+   "source": [
+    "seaborn\n",
+    "\n",
+    "1. 不同仓位等级中幸存和遇难的乘客比例（提示：箱图或者提琴图）\n",
+    "2. 不同性别的幸存比例（提示：箱图或者提琴图）\n",
+    "3. 幸存和遇难乘客的票价分布（提示：箱图或者提琴图）\n",
+    "4. 幸存和遇难乘客的年龄分布（提示：箱图或者提琴图）\n",
+    "5. 不同上船港口的乘客仓位等级分布（提示：箱图或者提琴图）\n",
+    "6. 幸存和遇难乘客堂兄弟姐妹的数量分布（提示：箱图或者提琴图）\n",
+    "7. 幸存和遇难乘客父母子女的数量分布（提示：箱图或者提琴图）\n",
+    "8. 单独乘船与否和幸存之间有没有联系（提示：统计柱状图）"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "e7111c8b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.barplot(x='pclass', y='survived', data=data4)\n",
+    "\n",
+    "plt.title(\"Proportion of survived by pclass (1, 2, 3)\")\n",
+    "plt.xlabel(\"Pclass\") \n",
+    "plt.ylabel(\"Survived\") \n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "d5bddee4-1758-435f-95b1-d23657417d16",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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/3n//fc0vrNr65/46ODigW7duOHDgAAYNGoT9+/fD3t6+xgWwpqam6N+/P1JTUxEZGYkDBw7AyMgIAQEBALQX0VYnNzcX1tbWAKD5v1LlL+T/ug/Aw8e+8j41MzPDgAEDsG/fPkyYMAG7d+9Gu3btHruod86cObC1tcW+ffs0z3sPDw/ExMTAxcUFd+/eRX5+PlxdXasdn5+fD0tLSwAPA1tcXBxUKhV69er12H2prPnRPxSqU3m/Vq6B+6e8vDzN5eqOUaDqc/hR169fR0xMDI4ePQoDAwM8++yzmnVf1T3PlUol1Go11q5di7Vr11a53sjIqNrbqQwDNR13lUHk0bbaqG6fH7e/arUaS5cuxZYtW1BSUgI7Ozu4ubnVWDeA//QcqLz9f+4P1S8GHaoTU1NTdOnSRaexlpaW1a4fyc/PBwCtufbKF/BKKpUKhYWFsLa21vwSv337drXbetycfW3rrGnblXU++gukvrddW0899RTef/99zJ8/H5mZmfjmm2+wdu1aWFpaYsGCBZqzayqVCvr6+gDwrwulHxUUFIQPP/wQ9+7dw8GDB/Hyyy8/9qMDgoKCMH78eFy9ehUHDhxA//79YWpqCgCwsLAAAGzYsEHT9qinn35a88v90TVWQNXnQk2qC4n5+flaf9W//PLL2L17N86cOaNZ//E4crkcb7/9Nt5++23cunULP/74I5KSkjBt2jQcPHgQ5ubmaN++PeLj46sd/2iojY2NhbGxMUxMTDB37lwkJyfXeLuVz4N/C76V92t8fDzat29f5fraBoLqqNVqREZGwtDQEF988QVcXFxgYGCAS5cuadaT/ZOpqSlkMhnGjRtXbaitKWRUBoHbt29rnXUCHj6G/zwD2lA+++wzrF+/Hu+//z4CAwM1Z3VDQkJqHPNfngPAw8e0rq9R9HicuiLReHl54ebNm1rvXgIeLro0NDSEm5ubpu3w4cNap4p/+OEHVFRUoHv37njmmWdgY2OD/fv3a23nxo0bOHXqFLp16/bYOvT0Hn8YeHl54ccff9T6q0ulUuHAgQPo0qUL5HL5v+7r47b9+++/a94NVGnfvn2wsbF57HTGo37//Xf06NEDZ86cgUwmQ6dOnTBlyhQ4OTkhJycHwP/9NfvoO9F+++23WtdaOWW0bNky5OfnY9iwYY/t36NHD9jY2GDTpk04c+aM1jSXl5cXgIdvm+/SpYvm3927d/Hpp5/i7t27aN++Pezs7PDNN99obbdy+uzf/P7771qP2ZkzZ3Dz5k34+vpq1dG+fXssXrwYhYWFGD58eI3be/DgAQIDAzXvsnr66acxevRoDB48WHMfe3t7Izs7G61atdLaryNHjuDzzz/XBMzvv/8e+/btw6xZszB//nz8/PPP2L59e423LZfLYWNjo/XYVcfd3R2GhobIzc3Vun1DQ0MsWbKkTlMkhYWFuHLlCkJCQuDm5gYDg4d/J//vf/8DAM0bAx5lZmYGFxcX/PXXX1r1dOzYEStWrKjxQx/d3d0hl8urHNMnTpzArVu3/vWYri8nT57Ec889h5CQEE3Iyc3NxYULF6rdX6D2z4FK2dnZWlOsVP94RodEExwcjK1bt2LChAmIjo6Gg4MDDh06hF27dmHChAmav04BICcnB2+//TbGjBmD7OxsLF26FL169YKPjw+Ah++mmD17NqZMmYLhw4ejsLAQK1asgKWlJV5//fXH1mFhYYHbt2/jp59+QqdOnapcP2HCBPzvf//DmDFjEBkZCblcjs2bN+PGjRuat0rr6vXXX8e+ffvw+uuvY8KECbCyssKePXtw9OhRLFq06F9DWCUXFxcYGxtj5syZmDhxIlq3bo1ff/0V586dw5gxYwAA/v7+iIuLw7x58xAREYGcnBysWLGi2jMq1bG0tESfPn2wdetWdOnSpcpf2v+kr6+PoUOHYsOGDbCxsUGPHj001zk5OWHYsGGYN28ebt68ic6dO+PKlStISEhA27Zt0b59e8hkMkyfPh3Tpk3D3LlzMWDAAJw6dQrbtm2rVb2VZyDeeustFBYWYsmSJZrbfdTLL7+MJUuWoGfPnpp3NFXH2NgYrq6uWLFiBQwNDeHs7IwrV65g9+7dmndpBQcHY/PmzXj99dfx1ltvwc7ODr/++ivWrl2L0NBQGBoaoqCgAPPnz0fPnj3x0ksvAQACAwPx8ccfo2fPnjWerejZs+e/BlMrKyuMHz8ey5Ytw/379+Hj44Pc3FwsW7YMMpkMCoWiVvdddVq1agV7e3ts2bIFtra2sLCwwM8//6z5GIHS0tJqx02dOhWRkZGYNm0ahg0bBpVKhZSUFJw+fRpvv/12tWNatmyJyMhIzX3dr18/ZGVlYdmyZXjuueceu46qPrm5uSEpKQmfffYZunbtimvXrmHNmjUoLy+vcX9r8xyodO/ePVy6dAlvvPFGo+zPk4pBh0RjYmKCTZs2YcmSJUhMTMT9+/fx7LPP4sMPP6xyanjw4MGwsLDA5MmT0aJFC7z00kuYMmWK5vrg4GCYmppizZo1iIqKgpmZGfz8/DB16tR/XdMRHByMn376CVFRUYiOjq7yFQsdO3bE1q1bsXTpUrz33nuQyWRwc3PDxo0b6/whbTY2Nti2bRuWLFmCDz/8EH///TcUCgWSkpKqLMJ9HCMjI6SkpGi2o1Qq0b59eyxcuFDzS+GZZ57Bxx9/jFWrViEyMhIdOnTABx98gA8++KDWtzNs2DB8++23/3o2p1JQUBBSUlIwePDgKn/JxsXFYc2aNdi+fTtycnLQqlUrDBo0CJMnT9b0HTJkCPT09JCUlIS9e/fCyckJCxcuxNSpU//1tvv06QNHR0fMmDEDFRUV6NOnD+bMmVNlfUXv3r2xZMmSWv3yXLhwIT799FOkpKQgPz8frVq1QkhICCZNmgTg4RqaLVu2YMmSJVi8eDHu3bsHe3t7TJs2DeHh4QCABQsWoLi4WLPGBwDmzZuHQYMG4b333sPGjRurnRIMDAzE/v37kZeXV2XN2qMmT54MGxsbbN26FZ9//jksLS3RvXt3TJ06VWtBvS6SkpLw4YcfYtasWZDL5XjuueewatUqLFq0CCdOnKh26q9Xr15ITk7GihUrEB0dDUNDQ7i6umLdunWP/ZDJysC+efNm7Ny5Ey1btsSAAQMwefLkx66rqU9vvvkmCgsLsXHjRqxcuRJ2dnYICgqCTCbDmjVrUFRUpLXeBqjdc6DS4cOHYWho2GQ/CFQqZMLjVkoSNQF9+/aFt7c3PvroI7FLIQlau3YtPv/8cxw+fLhO05ANTRAEBAUFITAwEFFRUWKXQ/UgLCwMCoUCc+bMEbsUSeMaHSJ6Iu3evRsff/wxVqxYgTFjxjTpkANAM5W3bds2rXf6UfN0+vRpnD9/vsZ3yFH9YdAhoidSZmYmtm7div79+yMiIkLscmrlhRde0HwqMTVvcXFxiImJqfXHJZDuOHVFREREksUzOkRERCRZDDpEREQkWQw6REREJFkMOkRERCRZ/MBAPPx8CrWaa7KJiIiaCz092WO/b68Sgw4AtVpAQUHtv9yQiIiIxGVtbQp9/X8POpy6IiIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyRI96KjVaiQmJsLPzw/u7u4IDw/HtWvXauyfn5+PqVOnwsfHBz4+Ppg0aRJycnIasWIiIiJqLkQPOklJSdi+fTtiY2OxY8cOyGQyREREoLy8vNr+U6ZMQXZ2NtatW4d169YhJycH77zzTiNXTURERM2BqEGnvLwcKSkpmDhxIvz9/aFQKJCQkIDc3FykpaVV6a9UKpGeno6IiAi4uLjAxcUFkZGROHv2LAoLC0XYAyIiImrKRA06mZmZKC4uhq+vr6bNwsICLi4uSE9Pr9LfyMgILVq0wJ49e3D//n3cv38fe/fuRfv27WFpadmYpRMREVEzIOpXQFSurbGzs9Nqb9OmDbKzs6v0NzIywocffoiFCxfC09MTMpkMNjY22Lx5M/T06pbZDAxEn8UjIiKieiZq0CktLQUAyOVyrXYjIyMUFRVV6S8IAs6fPw8PDw+MHz8eKpUKCQkJiIqKwrZt22BmZqZTHXp6MlhZmeo0loiIiJouUYOOsbExgIdrdSovA0BZWRlMTEyq9D9w4AC2bt2KH3/8URNqVq9ejT59+mDXrl0YO3asTnWo1QKUyhKdxhIREVHjs7Awgb7+v8/GiBp0Kqes8vLy4OjoqGnPy8uDQqGo0v/kyZN45plntM7cWFpa4plnnsHVq1frVEtFhbpO44mISDy3bt3E+vVrAQDjxkXg6aftRa6ImgpRF6YoFAqYmZnh2LFjmjalUomMjAx4enpW6W9nZ4dr166hrKxM01ZaWoqsrCy0a9euUWomIqKmZ8OGZJw5cwpnzpzCxo3JYpdDTYioQUculyM0NBTx8fH44YcfkJmZiSlTpsDW1hYBAQFQqVTIz8/HgwcPAADDhw8HAEyePBmZmZma/nK5HMHBwSLuCRERienmzRuay1lZNx7Tk540or/VKDo6GiEhIZg7dy5GjhwJfX19JCcnQy6XIzs7G7169UJqaiqAh+/G2rp1KwRBwNixY/H666/D0NAQ27Ztg4WFhch7QkRERE2NTBAEQewixKZSqVFQUCx2GUREpKMJEyJw+3Y+AKB1axusWLFW5IqooVlbm9ZqMbLoZ3SIiIiIGgqDDhEREUkWgw4RERFJFoMOERERSRaDDhEREUkWgw4RERFJFoMOERERSRaDDhEREUkWgw4RERFJFoMOERERSRaDDhEREUkWgw4RERFJFoMOERERSRaDDhEREUkWgw4RERFJFoMOERERSRaDDhEREUkWgw4RERFJloHYBRARNXd6ejLo6cnELuOJJpPJtC4bGPDveLGp1QLUakHsMhh0iIjqQk9PBisrE+jp6YtdyhPt0aD58DExFbEaAgC1WoXCwlLRww6DDhFRHTw8m6OPK1+vRemdbLHLeWL9ff+u1uWMDQvFK4Zg0soOzwyJgJ6ejEGHiEgKSu9kozT3uthlPLEElUrrMh8LqsRJTCIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLNGDjlqtRmJiIvz8/ODu7o7w8HBcu3at2r7Lly+Hs7Nztf9mz57dyJUTERFRUyd60ElKSsL27dsRGxuLHTt2QCaTISIiAuXl5VX6hoeH4+eff9b6N3nyZBgbG2Ps2LEiVE9ERERNmahBp7y8HCkpKZg4cSL8/f2hUCiQkJCA3NxcpKWlVelvamoKGxsbzb/S0lKsWbMGs2bNgkKhEGEPiIiIqCkzEPPGMzMzUVxcDF9fX02bhYUFXFxckJ6ejsGDBz92/EcffYSOHTvi1VdfrXMtBgain9wiomZIX5+vHUQ1aQrHh6hBJycnBwBgZ2en1d6mTRtkZ2c/duwff/yBH374ARs2bICeXt3uSD09GaysTOu0DSIiItJmYWEidgniBp3S0lIAgFwu12o3MjJCUVHRY8euX78e7u7uWmeDdKVWC1AqS+q8HSJ68ujr6zWJF3OipkipLIVKpW6QbVtYmNTqjJGoQcfY2BjAw7U6lZcBoKysDCYmNb9wlJSUIC0tDfPnz6+3WioqGuaBICIielKpVGrRf7+KOnlWOWWVl5en1Z6XlwdbW9saxx0+fBhqtRoBAQENWh8RETUPbcwMq71MJGrQUSgUMDMzw7FjxzRtSqUSGRkZ8PT0rHHcyZMn4erqCgsLi8Yok4iImrihCms4tTKBUysTDFVYi10ONSGiTl3J5XKEhoYiPj4e1tbWsLe3x+LFi2Fra4uAgACoVCoUFBTA3Nxca2orMzMTTk5OIlZORERNSRtTOcZ71jwTQE8u0d/3FR0djZCQEMydOxcjR46Evr4+kpOTIZfLkZ2djV69eiE1NVVrzO3bt9GyZUtxCiYiIqJmQyYIgiB2EWJTqdQoKCgWuwwiaoYMDPRgZWWKjA0LUZp7XexyiJoEk6cc4TI2BoWFxQ22GNna2rRW77oS/YwOERERUUNh0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJEj3oqNVqJCYmws/PD+7u7ggPD8e1a9dq7P/3339jyZIl8PPzQ9euXREaGopz5841YsVERETUXIgedJKSkrB9+3bExsZix44dkMlkiIiIQHl5ebX933//fXz55Zf44IMPsGvXLrRs2RIRERG4d+9eI1dORERETZ2oQae8vBwpKSmYOHEi/P39oVAokJCQgNzcXKSlpVXpf+PGDXz55ZeIi4tD79690aFDByxatAhyuRx//vmnCHtARERETZmoQSczMxPFxcXw9fXVtFlYWMDFxQXp6elV+v/888+wsLDACy+8oNX/0KFD6N69e6PUTERERM2HgZg3npOTAwCws7PTam/Tpg2ys7Or9L969SocHBzw3Xff4bPPPkNubi5cXFwwa9YsdOjQoU61GBiIPotHRM2Qvj5fO4hq0hSOD1GDTmlpKQBALpdrtRsZGaGoqKhK//v37+P69etISkrCzJkzYWFhgVWrVmHUqFFITU1Fq1atdKpDT08GKytTncYSERFR9SwsTMQuQdygY2xsDODhWp3KywBQVlYGE5Oqd46hoSHu3buHhIQEzRmchIQE+Pv7Y/fu3Rg/frxOdajVApTKEp3GEtGTTV9fr0m8mBM1RUplKVQqdYNs28LCpFZnjEQNOpVTVnl5eXB0dNS05+XlQaFQVOlva2sLAwMDrWkqY2NjODg4ICsrq061VFQ0zANBRET0pFKp1KL/fhV18kyhUMDMzAzHjh3TtCmVSmRkZMDT07NKf09PT1RUVOCPP/7QtD148AA3btxAu3btGqVmIiIiaj5EPaMjl8sRGhqK+Ph4WFtbw97eHosXL4atrS0CAgKgUqlQUFAAc3NzGBsbw9PTEz169MC7776LhQsXomXLlkhMTIS+vj6CgoLE3BUiIiJqgkRfDh0dHY2QkBDMnTsXI0eOhL6+PpKTkyGXy5GdnY1evXohNTVV03/58uXw9vbGhAkTEBISgvv372Pjxo2wtrYWcS+IiIioKZIJgiCIXYTYVCo1CgqKxS6DiJohAwM9WFmZImPDQpTmXhe7HKImweQpR7iMjUFhYXGDrdGxtjat1WJk0c/oEBERETUUBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikizRg45arUZiYiL8/Pzg7u6O8PBwXLt2rcb+u3fvhrOzc5V/jxtDRERETyYDsQtISkrC9u3bERcXh6eeegqLFy9GREQEvv76a8jl8ir9z58/D29vbyxdulSr3draurFKJiIiomZC1DM65eXlSElJwcSJE+Hv7w+FQoGEhATk5uYiLS2t2jEXLlyAQqGAjY2N1j99ff1Grp6IiIiaOlHP6GRmZqK4uBi+vr6aNgsLC7i4uCA9PR2DBw+uMub8+fMIDAys91oMDESfxSOiZkhfn68dRDVpCseHqEEnJycHAGBnZ6fV3qZNG2RnZ1fpX1BQgNu3byM9PR2bNm3C3bt34e7ujunTp+OZZ57RuQ49PRmsrEx1Hk9ERERVWViYiF2CuEGntLQUAKqsxTEyMkJRUVGV/hcuXAAA6Ovr4+OPP0ZJSQmSkpIwatQo7N+/H61bt9apDrVagFJZotNYInqy6evrNYkXc6KmSKkshUqlbpBtW1iY1OqMkahBx9jYGMDDtTqVlwGgrKwMJiZVXzh8fX1x/PhxWFpaatpWrlyJPn364KuvvkJkZKTOtVRUNMwDQURE9KRSqdSi/34VdfKscsoqLy9Pqz0vLw+2trbVjnk05ABAixYt0LZtW+Tm5jZMkURERNRsiRp0FAoFzMzMcOzYMU2bUqlERkYGPD09q/TfunUrfHx88ODBA03b/fv3cfXqVTz33HONUjMRERE1H6IGHblcjtDQUMTHx+OHH35AZmYmpkyZAltbWwQEBEClUiE/P18TbPr06QNBEDBz5kxcvHgRf/zxByZOnAhra2u89NJLYu4KERERNUGiv+8rOjoaISEhmDt3LkaOHAl9fX0kJydDLpcjOzsbvXr1QmpqKoCHU10bNmxAcXExRo4ciXHjxsHc3BwbN27UWuNDREREBAAyQRAEsYsQm0qlRkFBsdhlEFEzZGCgBysrU2RsWIjS3Otil0PUJJg85QiXsTEoLCxusMXI1tamtXrXlehndIiIiIgaCoMOERERSVatP0dHoVBAJpPVesPnzp3TqSAiIiKi+lLroBMVFaUJOmVlZVi3bh3at2+PwMBA2NjY4O7duzh06BAuXLiAt99+u8EKJiIiIqqtWgediRMnai6/99576N27N5YvX651luett97CjBkzcPbs2fqtkoiIiEgHOq3ROXjwIF599dVqp7KCgoJw+PDhOhdGREREVFc6BR1TU1NcvXq12usyMjKqfE0DERERkRh0+lLPwYMHY+nSpTAwMEDfvn1hbW2NO3fu4JtvvsHKlSsRERFR33USERER/Wc6BZ1p06YhOzsbCxYswMKFCzXtgiBgxIgRiIqKqrcCiYiIiHSlU9CRy+VITEzExYsXceLECSiVSlhZWcHX1xeOjo71XSMRERGRTnQKOpU6duwIW1tb5OXlwcHBAfr6+vVVFxEREVGd6fzJyMeOHcMrr7wCb29vDB06FBcvXsS0adPw0Ucf1Wd9RERERDrTKegcOXIEb7zxBoyNjTF9+nRUfi+oi4sLNm7ciHXr1tVrkURERES60CnofPrpp+jXrx82bdqEsWPHaoJOZGQkxo8fj507d9ZrkURERES60CnonDt3Di+//DIAVPnQwJ49e+LmzZt1r4yIiIiojnQKOubm5sjPz6/2uuzsbJibm9epKCIiIqL6oFPQ6devHxISEvDHH39o2mQyGXJycrB69Wr07t27vuojIiIi0pnOHxh4+vRpjBgxAq1btwYATJ06FTk5ObCzs8PUqVPrtUgiIiIiXegUdCwtLbFz507s2bMHR48exd27d2Fubo6wsDAEBwfDxMSkvuskIiIi+s90Cjp//vknOnfujBEjRmDEiBH1XRMRERFRvdBpjU5ISAgGDRqEzz77DNnZ2fVdExEREVG90CnorFmzBq6urlizZg369euHsLAw7Nq1C/fv36/v+oiIiIh0JhMqP+1PB2VlZfjhhx/w9ddf4/Dhw9DT00O/fv0wbNiwZvXOK5VKjYKCYrHLIKJmyMBAD1ZWpsjYsBCludfFLoeoSTB5yhEuY2NQWFiMigp1g9yGtbUp9PX//XxNnb7U08jICIMGDcKgQYOgVCqRmJiIbdu24eDBgzh37lxdNk1ERERUZ3UKOgBw5swZpKam4ptvvkFOTg5cXV0RFBRUH7URERER1YlOQef8+fNITU1FamoqsrKyYGtri2HDhiEoKAgdOnSo7xqJiIiIdKJT0AkKCoKpqSlefPFFfPDBB/D19a3vuoiIiIjqTKegEx8fj4CAABgZGdV3PURERET1ptZB59atW7CxsYGhoSG6deuGO3fuPLb/008/XefiiIiIiOqi1kGnX79+2LFjB9zc3NC3b1/IZLLH9ue7roiIiEhstQ46ixYtgoODg+byvwUdIiIiIrHVOui89NJLmsv+/v5o1apVgxREREREVF90+gqIF154AZGRkThw4ADKysrqVIBarUZiYiL8/Pzg7u6O8PBwXLt2rVZj9+/fD2dnZ2RlZdWpBiIiIpImnYLOnDlzUFxcjOnTp6NHjx6YPXs2jh49qlMBSUlJ2L59O2JjY7Fjxw7IZDJERESgvLz8seNu3ryJBQsW6HSbRERE9GTQKeiMGjUKW7ZswaFDh/DWW2/h3LlzGDduHPz9/bFkyRJcuHChVtspLy9HSkoKJk6cCH9/fygUCiQkJCA3NxdpaWk1jlOr1ZgxYwZcXV11KZ+IiIieEDoFnUp2dnaIiIjAnj17cODAAfTv3x8pKSm1/gqIzMxMFBcXa33goIWFBVxcXJCenl7juNWrV+Pvv//Gm2++WZfyiYiISOLq/F1Xt2/fxsGDB3Hw4EGcOnUK1tbWGDx4cK3G5uTkAHgYmB7Vpk0bZGdnVzvmzJkzSElJwZdffonc3Ny6Ff8IA4M6ZT4iekLV5tuTiZ5UTeH40Cno3L17F9999x0OHDiAEydOwNDQEP369cObb74JPz8/6OnVbsdKS0sBAHK5XKvdyMgIRUVFVfqXlJRg+vTpmD59Otq3b19vQUdPTwYrK9N62RYRERE9ZGFhInYJugWdXr16QaVSwcvLCwsXLsSAAQNgavrfg4KxsTGAh2t1Ki8DQFlZGUxMqt45sbGxaN++PV577TVdyq6RWi1AqSyp120S0ZNBX1+vSbyYEzVFSmUpVCp1g2zbwsKkVmeMdAo6EyZMwLBhw+r8NQ+VU1Z5eXlwdHTUtOfl5UGhUFTpv2vXLsjlcnh4eAAAVCoVAGDIkCEYNmwYFi5cqHMtFRUN80AQERE9qVQqtei/X3UKOtu3b4etrS2GDx9epxtXKBQwMzPDsWPHNEFHqVQiIyMDoaGhVfp/9913Wj+fPn0aM2bMwGeffYYOHTrUqRYiIiKSHp2CTkVFBaysrOp843K5HKGhoYiPj4e1tTXs7e2xePFi2NraIiAgACqVCgUFBTA3N4exsTHatWunNb5yMfPTTz/NT2omIiKiKnQKOpMmTUJsbCxu376Njh07onXr1lX61HZaKzo6GhUVFZg7dy4ePHgALy8vJCcnQy6XIysrC/369UNcXByCg4N1KZWIiIieYDJBEIT/OsjV1VWzPqamL/dsTt9erlKpUVBQLHYZRNQMGRjowcrKFBkbFqI097rY5RA1CSZPOcJlbAwKC4sbbI2OtbVpwy1Gjo2N1WUYERERUaPSKeg8+k3mRERERE2VTkHncV/PUMnLy0uXTRMRERHVG52CTlhYGGQyGR5d3vPPtTrNaY0OERERSZNOQWfjxo1V2kpKSnDy5Ens3bsXiYmJdS6MiIiIqK50Cjre3t7Vtvfu3RstWrTAqlWrsGbNmjoVRkRERFRX9f61os8//zyOHTtW35slIiIi+s/qPeh8//33MDMzq+/NEhEREf1nOk1djRkzpkqbWq1GdnY2bt26hYiIiDoXRkRERFRXOgWd6j5MWU9PD87Oznjrrbfw8ssv17kwIiIiorrSKehs2rRJ6+e7d+/ixo0baN++PczNzeulMCIiIqK6+k9rdM6cOYO33noLe/bs0bRt2rQJ/v7+GDFiBPz8/JCcnFzfNRIRERHppNZB59y5cwgNDUVmZiZatGgB4GHwWbRoERwdHbF8+XK88847SEhIwPfff99gBRMRERHVVq2nrj777DN06tQJ69evh4mJCYD/m8JavHgxFAoFAOD27dvYtGkT+vfv3wDlEhEREdVerc/opKenIywsTBNyAODnn3+Gg4ODJuQAQK9evZCRkVG/VRIRERHpoNZB5+7du7C1tdX8fPnyZRQWFsLHx0ern4mJCcrLy+uvQiIiIiId1TrotGzZErdv39b8fPToUchkMnTv3l2r3+XLl2FtbV1/FRIRERHpqNZBx9vbGzt27IBarUZFRQV27doFIyMj+Pn5afqUl5djy5Yt6NatW4MUS0RERPRf1Hox8ttvv41XX31Vs8j41q1biIqK0nxuzq5du7BlyxZcuXIFn3zyScNUS0RERPQf1DrodOzYEV988QVSUlJw584dREREYOTIkZrrP/30UxgYGGDlypXo1KlTgxRLRERE9F/8p09Gfu6557Bo0aJqr/vyyy9hY2MDPb16/55QIiIiIp3o9BUQ1Xnqqafqa1NERERE9YKnX4iIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIshh0iIiISLIYdIiIiEiyGHSIiIhIskQPOmq1GomJifDz84O7uzvCw8Nx7dq1Gvv/+eefGDt2LDw8PODr64uYmBgolcpGrJiIiIiaC9GDTlJSErZv347Y2Fjs2LEDMpkMERERKC8vr9I3Ly8Pr7/+OhwdHbF7924kJSXht99+w7vvvitC5URERNTUiRp0ysvLkZKSgokTJ8Lf3x8KhQIJCQnIzc1FWlpalf43b96En58f5s+fj/bt26Nbt2545ZVXcOTIERGqJyIioqZO1KCTmZmJ4uJi+Pr6atosLCzg4uKC9PT0Kv09PDywdOlSGBgYAAAuXbqE3bt3o2fPno1WMxERETUfBmLeeE5ODgDAzs5Oq71NmzbIzs5+7NjAwEBcvXoV9vb2SEpKqnMtBgaiz+IRUTOkr8/XDqKaNIXjQ9SgU1paCgCQy+Va7UZGRigqKnrs2Pj4eDx48ADx8fEYM2YM9u7dC1NTU53q0NOTwcpKt7FERERUPQsLE7FLEDfoGBsbA3i4VqfyMgCUlZXBxOTxd06XLl0AAMuXL4e/vz/S0tIwfPhwnepQqwUolSU6jSWiJ5u+vl6TeDEnaoqUylKoVOoG2baFhUmtzhiJGnQqp6zy8vLg6Oioac/Ly4NCoajS//Lly8jKyoK/v7+mrU2bNrC0tERubm6daqmoaJgHgoiI6EmlUqlF//0q6uSZQqGAmZkZjh07pmlTKpXIyMiAp6dnlf6HDx/GpEmTcP/+fU3b9evXUVhYiA4dOjRKzURERNR8iBp05HI5QkNDER8fjx9++AGZmZmYMmUKbG1tERAQAJVKhfz8fDx48AAAEBQUBHNzc8yYMQMXL17EiRMnEB0dDTc3N/Tp00fMXSEiIqImSPTl0NHR0QgJCcHcuXMxcuRI6OvrIzk5GXK5HNnZ2ejVqxdSU1MBAFZWVti4cSPUajVGjhyJqKgouLi4IDk5Gfr6+iLvCRERETU1MkEQBLGLEJtKpUZBQbHYZRBRM2RgoAcrK1NkbFiI0tzrYpdD1CSYPOUIl7ExKCwsbrA1OtbWprVajCz6GR0iIiKihsKgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREkmUgdgFEjeXWrZtYv34tAGDcuAg8/bS9yBUREVFD4xkdemJs2JCMM2dO4cyZU9i4MVnscoiIqBEw6NAT4+bNG5rLWVk3HtOTiIikgkGHiIiIJItBh4iIiCSLQYeIiIgki0GHiIiIJEv0oKNWq5GYmAg/Pz+4u7sjPDwc165dq7H/xYsXERkZCR8fH3Tv3h3R0dG4detWI1ZMREREzYXoQScpKQnbt29HbGwsduzYAZlMhoiICJSXl1fpW1hYiNdffx2mpqbYvHkz1q5di8LCQowfPx5lZWUiVE9ERERNmahBp7y8HCkpKZg4cSL8/f2hUCiQkJCA3NxcpKWlVen//fffo7S0FB999BE6duyIzp07Y/Hixbh8+TJ+++03EfaAiIiImjJRg05mZiaKi4vh6+urabOwsICLiwvS09Or9O/evTtWrlwJIyOjKtcVFRU1aK1ERETU/Ij6FRA5OTkAADs7O632Nm3aIDs7u0r/tm3bom3btlpta9asgZGREby8vOpUi4GB6LN41MBkMpnWZT7mVB/09fk8IqpJUzg+RA06paWlAAC5XK7VbmRkVKszNBs3bsTWrVsxe/ZstGrVSuc69PRksLIy1Xk8NQ96ejKty3zMiYgaloWFidgliBt0jI2NATxcq1N5GQDKyspgYlLznSMIApYtW4ZVq1bhzTffxLhx4+pUh1otQKksqdM2qOlTqwWty4WFxSJWQ1Khr6/XJF7MiZoipbIUKpW6QbZtYWFSqzNGogadyimrvLw8ODo6atrz8vKgUCiqHfP3339j9uzZ+PrrrzFz5ky88cYb9VJLRUXDPBDUdAiCoHWZjzkRUcNSqdSiv9aKOnmmUChgZmaGY8eOadqUSiUyMjLg6elZ7ZiZM2fim2++wZIlS+ot5BAREZE0iXpGRy6XIzQ0FPHx8bC2toa9vT0WL14MW1tbBAQEQKVSoaCgAObm5jA2NsZXX32F1NRUzJw5E97e3sjPz9dsq7JPU6WnJ9NaI0KNj4uRmx61WtCaUiQiqm+iBh0AiI6ORkVFBebOnYsHDx7Ay8sLycnJkMvlyMrKQr9+/RAXF4fg4GB8/fXXAIBPPvkEn3zyidZ2Kvs0RXp6MrRs2aJJrD5/knExctOjUqlx924Jww4RNRiZ8OjChSeUSqVGQUHDLUw1MNCDlZUpVm77BTfz+Hk/Yvk9bS3KS5UAALmJBTwCIkSu6Mlm38YSUSN7orCwWPQ5/LqoPL4zNixEae51scshahJMnnKEy9iYBj2+ra1Nm/5i5CfNzbwiXL1ZKHYZT6yKR1b+V6jUfCyIiJ4AnEshIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtAhIiIiyWLQISIiIsli0CEiIiLJYtChJ4aBseUjl1uKVwgRETUaBh16Ypg7+EJuYQ+5hT3MHXzELoeIiBqBgdgFEDUWA2NLWHUMFLsMIiJqRDyjQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSxaBDREREksWgQ0RERJLFoENERESSJXrQUavVSExMhJ+fH9zd3REeHo5r167Vatwbb7yB5cuXN0KVRERE1ByJHnSSkpKwfft2xMbGYseOHZDJZIiIiEB5eXmNYx48eIAZM2bg559/bsRKiYiIqLkRNeiUl5cjJSUFEydOhL+/PxQKBRISEpCbm4u0tLRqx/z222946aWXcPr0aVhYWDRyxURERNSciBp0MjMzUVxcDF9fX02bhYUFXFxckJ6eXu2Yw4cPIyAgAHv27IG5uXljlUpERETNkIGYN56TkwMAsLOz02pv06YNsrOzqx0zadKkBqnFwKDhMp++vugzhERNVnM/Ppp7/UQNqSkcH6IGndLSUgCAXC7XajcyMkJRUVGj1aGnJ4OVlWmj3R4R/R8LCxOxSyCiBtIUjm9Rg46xsTGAh2t1Ki8DQFlZGUxMGu/OUasFKJUlDbZ9fX29JvFgEzVFSmUpVCq12GXojMc3Uc0a8vi2sDCp1RkjUYNO5ZRVXl4eHB0dNe15eXlQKBSNWktFRfN9oSVqzlQqNY8/IolqCse3qJNnCoUCZmZmOHbsmKZNqVQiIyMDnp6eIlZGREREUiDqGR25XI7Q0FDEx8fD2toa9vb2WLx4MWxtbREQEACVSoWCggKYm5trTW0RERER1Yboy6Gjo6MREhKCuXPnYuTIkdDX10dycjLkcjmys7PRq1cvpKamil0mERERNUOintEBAH19fcyYMQMzZsyocl3btm1x/vz5GsceOnSoIUsjIiKiZk70MzpEREREDYVBh4iIiCSLQYeIiIgki0GHiIiIJItBh4iIiCSLQYeIiIgki0GHiIiIJItBh4iIiCSLQYeIiIgki0GHiIiIJItBh4iIiCSLQYeIiIgki0GHiIiIJItBh4iIiCSLQYeIiIgki0GHiIiIJItBh4iIiCSLQYeIiIgki0GHiIiIJItBh4iIiCSLQYeIiIgki0GHiIiIJItBh4iIiCSLQYeIiIgki0GHiIiIJItBh4iIiCSLQYeIiIgki0GHiIiIJItBh4iIiCSLQYeIiIgki0GHiIiIJItBh4iIiCSLQYeIiIgkS/Sgo1arkZiYCD8/P7i7uyM8PBzXrl2rsX9hYSGmTZsGLy8veHl5Yd68eSgpKWnEiomIiKi5ED3oJCUlYfv27YiNjcWOHTsgk8kQERGB8vLyavtHR0fjxo0bWL9+PRITE/HLL79gwYIFjVw1ERERNQeiBp3y8nKkpKRg4sSJ8Pf3h0KhQEJCAnJzc5GWllal/++//47jx48jLi4Orq6u6N69OxYuXIi9e/ciNzdXhD0gIiKipsxAzBvPzMxEcXExfH19NW0WFhZwcXFBeno6Bg8erNX/xIkTsLGxQYcOHTRt3t7ekMlkOHnyJAYNGqRTHXp6Mlhbm+q2E7Ugkz38/903+kKlUjfY7RA1J/r6D//OsrQ0gSCIXEwdVB7fHUMmQ1CrxC2GqImQ6ekDaNjjW09PVqt+ogadnJwcAICdnZ1We5s2bZCdnV2lf25ubpW+crkcLVu2rLZ/bclkMujr1+4OqwtLM+MGvw2i5kZPT/QZ9HphaGohdglETU5TOL5FraC0tBTAw7DyKCMjI5SVlVXb/599H9efiIiInmyiBh1j44dnOP658LisrAwmJibV9q9ukXJZWRlatGjRMEUSERFRsyVq0KmchsrLy9Nqz8vLg62tbZX+tra2VfqWl5fj7t27eOqppxquUCIiImqWRA06CoUCZmZmOHbsmKZNqVQiIyMDnp6eVfp7eXkhJydH63N2Ksd269at4QsmIiKiZkXUxchyuRyhoaGIj4+HtbU17O3tsXjxYtja2iIgIAAqlQoFBQUwNzeHsbEx3N3d0a1bN0yZMgXvv/8+SkpKMH/+fAwfPpxndIiIiKgKmSCI+8ZOlUqFpUuX4quvvsKDBw/g5eWFmJgYtG3bFllZWejXrx/i4uIQHBwMALhz5w4WLFiAw4cPw8jICAMGDMDs2bNhZGQk5m4QERFREyR60CEiIiJqKOK/wZ2IiIiogTDoEBERkWQx6BAREZFkMegQERGRZDHoEBERkWQx6BAREZFkMegQAQgLC8OsWbPELoPoiXH27FkMGTIEnTt3xqRJk0SpoW/fvli+fLkot02NR9RPRiYioidTUlISZDIZvv76a5iZmYldDkkYgw4RETU6pVIJFxcXtG/fXuxSSOI4dUXNjrOzM77++muMGTMGbm5uCAgIwKFDh3Do0CEEBgaia9euGD9+PAoKCjRjDh06hNdeew0eHh7o0qULQkJC8Ouvv9Z4G5cvX0ZERAQ8PDzQq1cvTJs2Dfn5+Y2xe0SS17dvXxw/fhx79uyBs7Mzjh07hl27dmHgwIFwc3PDwIEDsWHDBqjVagBAVlYWnJ2d8dNPPyE4OBhdunTB0KFDcerUKezcuRN9+vRBt27dMG3aNJSVlWluZ9euXRg+fDjc3NzQtWtXhIWF4ezZszXW9dtvv2H06NFwc3ND7969sWDBAty/f7/B7w9qWAw61CzFxsZi9OjR+Prrr/Hcc89h2rRpWLVqFRYvXozVq1fjzJkzWLt2LQDgzz//RFRUFF588UXs27cPO3fuRKtWrTB9+nSUl5dX2XZubi5GjRoFBwcHfPnll1i9ejXu37+P1157DSUlJY29q0SS8+WXX8LDwwMDBw7Ezz//jKtXr+Ljjz9GVFQUDhw4gMmTJ2Pt2rWIj4/XGrdw4UJMnz4de/bsgbGxMSIjI3Hw4EGsXr0aH330Eb799lvs3LkTAJCWlob58+dj3LhxOHjwIDZs2IAHDx5gzpw51daUmZmJcePGoWfPnti3bx/i4+Nx9uxZhIeHg9+U1Lwx6FCz9NJLLyEwMBCOjo6aADJlyhS4ubnB19cXPXv2xIULFwAA+vr6mDt3LsLDw+Hg4ACFQoExY8bgzp07uHPnTpVtb9u2DW3atEFMTAw6dOiAzp0749NPP8Xt27fxzTffNPauEkmOtbU1DA0NYWxsDBsbGyQlJeHNN9/EkCFD4ODggMDAQEyZMgWbN2/WOkPz+uuvo0ePHujQoQOGDx+OoqIizJ8/H87OznjxxRfh4uKiOe5btmyJ2NhYDB8+HPb29nB3d8crr7yC8+fPV1tTcnIyunfvjnfeeQft27eHp6cnlixZgtOnT+P48eONcr9Qw+AaHWqWnnnmGc1lY2NjAICDg4OmzcjISHO2plOnTrC0tMTatWtx5coVXL16FefOnQMAqFSqKtvOyMjA5cuX4eHhodVeVlaGy5cv1/u+ED3JCgoKkJOTg2XLlmHFihWadrVajbKyMmRlZcHIyAiA9nFvYmICoObj3svLC9bW1khKSsK1a9dw5coVnDt3TjMd9k8ZGRm4du1aleMeeDiV7ePjU/edJVEw6FCzZGBQ9akrk8mq7Zueno7w8HD4+/vD09MTgwcPRmlpKaKioqrtr1ar4evri/nz51e5ztzcvG6FE5GWyuAxe/Zs9OjRo8r1dnZ2yMvLA1D9ca+nV/3ExIEDBzBz5kwMGTIEbm5uCAkJwYULF7Bw4cIa6xg6dCjeeuutKtdZW1vXen+o6eHUFUlecnIyfHx8sGLFCs0cfHZ2NgBUO/fesWNHXL58GXZ2dmjXrh3atWsHS0tLLFq0SHNanIjqR6tWrdCqVStcv35dc7y1a9cOZ8+exaeffqrzdlevXo2QkBB8/PHHGD16NLy8vHDjxg0ANR/3Fy9e1KpBpVIhLi5O83pBzRODDkmenZ0dzp8/jxMnTiArKwu7du3CsmXLAKDaxcijRo3CvXv3MHXqVJw7dw6ZmZmYNm0azpw5g44dOzZ2+USSJpPJMH78eGzatAmbNm3C9evX8f3332PBggWQy+WQy+U6bdfOzg6//fYbzp49i+vXr2P9+vXYvHkzgOqP+/DwcJw7dw4xMTG4dOkSTp8+jenTp+PKlSt8C3wzx6BDkhcdHY2uXbvirbfewvDhw7Fz504sWrQIxsbGOHPmTJX+Dg4O2Lx5M0pLSzFq1CiEhoZCJpNhw4YNaNWqlQh7QCRt4eHhmD17NrZs2YJBgwbhgw8+QHBwMD744AOdtzlv3jy0bt0aoaGheOWVV/Djjz/ik08+AQCcPn26Sv+uXbvi888/x4ULFxAcHIzIyEg4ODhg3bp1OoctahpkAt83R0RERBLFMzpEREQkWQw6REREJFkMOkRERCRZDDpEREQkWQw6REREJFkMOkRERCRZDDpEREQkWQw6REREJFn8Uk8ialYuXLiAVatW4fjx4ygqKkLLli3h6emJyMhIuLi4iF0eETUx/GRkImo2Ll68iBEjRsDNzQ2vvvoqWrdujZycHGzevBnnzp3Dpk2b0LVrV7HLJKImhEGHiJqN9957D0eOHMF3330HQ0NDTXtJSQkGDhwIZ2dnfPbZZyJWSERNDdfoEFGzcfv2bQDAP/8+a9GiBWbPno2BAwdq2r7//nsEBwejS5cu6NmzJ2JjY1FSUgIAuH//Pvr27YsBAwZovslaEASEh4eje/fumtshouaPQYeImo3evXvj1q1beO2117BlyxZcvnxZE3oGDBiAl156CQCwf/9+REVF4dlnn8XKlSsxYcIE7Nu3D++88w4EQYCZmRk+/PBDXL16FatXrwYAbN26Fb/88gs+/PBDtG7dWrR9JKL6xakrImpWli1bhuTkZJSVlQEArKys0KtXL4SFhcHd3R2CIKB3797o2LEjPv/8c824I0eOYNy4cVizZg169+4NAFi4cCG++OILJCUlYdKkSRg6dCgWLlwoxm4RUQNh0CGiZqeoqAiHDx/GkSNHcOzYMdy4cQMymQyzZ89Gr169MGjQIMyfPx8jRozQGufj44Pg4GDMmTMHwMO1PUFBQcjKyoKjoyP27NkDExMTMXaJiBoIgw4RNXsZGRmYOXMmrl27hvXr12PUqFE19h0wYACWLVum+Tk+Ph5r167Fa6+9hgULFjRGuUTUiPg5OkTULOTm5uLll1/GpEmT8Morr2hd5+LigsmTJyMqKgoqlQoAMHPmTHh7e1fZjqWlpebypUuXsGHDBnTq1AlffPEFhg4dCk9Pz4bdESJqVFyMTETNQuvWrWFgYICtW7dq1uc86q+//oKRkRE6duyIVq1aISsrC126dNH8s7W1xZIlS5CRkQEAqKiowLvvvgt7e3ts27YNnTt3xuzZszXvzCIiaeAZHSJqFvT19fH+++8jKioKL7/8MkaPHo0OHTqgtLQUv/zyC7Zs2YJJkybBysoKU6ZMQUxMDPT19dGnTx8olUokJSUhNzcXrq6uAIA1a9bg7Nmz2Lx5M0xMTPDBBx/g5ZdfRnx8PGJiYkTeWyKqL1yjQ0TNytmzZ5GcnIyTJ0+ioKAAcrkcLi4uCAsLw4svvqjpl5qais8//xwXL15EixYt0K1bN0yePBnOzs7IzMxESEgIQkJC8P7772vGLF68GMnJyVi3bh26d+8uwt4RUX1j0CEiIiLJ4hodIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpIsBh0iIiKSLAYdIiIikiwGHSIiIpKs/w+lA1Pz5YT/AAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.barplot(x='sex', y='survived', data=data4)\n",
+    "\n",
+    "plt.title(\"Proportion of survived by sex (female or male)\")\n",
+    "plt.xlabel(\"Sex\") \n",
+    "plt.ylabel(\"Survived\") \n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "aa7a5851-e261-4048-b85d-96af26ff8a4a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.boxplot(x = 'survived', y = 'fare', data = data4)\n",
+    "plt.xlabel('Features of survived')\n",
+    "plt.ylabel('Values of fare')\n",
+    "plt.title('The box with 2 features for the fare')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "5ee2b72b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.boxplot(x = 'survived', y = 'age', data = data4)\n",
+    "plt.xlabel('Features of survived')\n",
+    "plt.ylabel('Values of age')\n",
+    "plt.title('The box with 2 features for the age')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "f7863385",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.countplot(x='embarked', data=data4, hue='pclass')\n",
+    "\n",
+    "plt.title('Number of pepole for different kind of pclass by Embarked')\n",
+    "plt.xlabel('Embarked')\n",
+    "plt.ylabel('Number of pepole for different kind of pclass')\n",
+    "plt.legend(loc='best')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "72257432",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.boxplot(x=\"survived\", y=\"sibsp\", data=data4)\n",
+    "plt.xlabel('Features of survived')\n",
+    "plt.ylabel('Values of sibsp')\n",
+    "plt.title('The box with 2 features for the sibsp')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "0a4619c0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'The box with 2 features for the parch')"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.boxplot(x=\"survived\", y=\"parch\", data=data4)\n",
+    "plt.xlabel('Features of survived')\n",
+    "plt.ylabel('Values of parch')\n",
+    "plt.title('The box with 2 features for the parch')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "98e581b4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.countplot(x='alone', data=data4, hue='survived',)\n",
+    "plt.title('The number of people by whether be survived or alone or not')\n",
+    "plt.xlabel('alone')\n",
+    "plt.ylabel('The number of people')\n",
+    "plt.legend(loc='upper left')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e390710e",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From 716ef7b55db8aea2b1f861ba41a7bebe15438c2f Mon Sep 17 00:00:00 2001
From: yangxingye1 <151933501+yangxingye1@users.noreply.github.com>
Date: Wed, 3 Jan 2024 22:03:14 +0800
Subject: [PATCH 8/9] Add files via upload

---
 .../Xingye_Yang/homework_credit_scoring.ipynb | 843 ++++++++++++++++++
 1 file changed, 843 insertions(+)
 create mode 100644 2023/homework/Xingye_Yang/homework_credit_scoring.ipynb

diff --git a/2023/homework/Xingye_Yang/homework_credit_scoring.ipynb b/2023/homework/Xingye_Yang/homework_credit_scoring.ipynb
new file mode 100644
index 00000000..ec37edbb
--- /dev/null
+++ b/2023/homework/Xingye_Yang/homework_credit_scoring.ipynb
@@ -0,0 +1,843 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# 一起来打怪之 Credit Scoring 练习"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "## 作业说明\n",
+    "\n",
+    "- 答题步骤：\n",
+    "    - 回答问题**请保留每一步**操作过程，请不要仅仅给出最后答案\n",
+    "    - 请养成代码注释的好习惯\n",
+    "\n",
+    "- 解题思路：\n",
+    "    - 为方便大家准确理解题目，在习题实战中有所收获，本文档提供了解题思路提示\n",
+    "    - 解题思路**仅供参考**，鼓励原创解题方法\n",
+    "    - 为督促同学们自己思考，解题思路内容设置为**白色**，必要时请从冒号后拖动鼠标查看\n",
+    "\n",
+    "- 所用数据\n",
+    "    - 请注意导入数据库后先**查看和了解数据的基本性质**，后面的问题不再一一提醒"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## machine learning for credit scoring\n",
+    "\n",
+    "\n",
+    "Banks play a crucial role in market economies. They decide who can get finance and on what terms and can make or break investment decisions. For markets and society to function, individuals and companies need access to credit. \n",
+    "\n",
+    "Credit scoring algorithms, which make a guess at the probability of default, are the method banks use to determine whether or not a loan should be granted. This competition requires participants to improve on the state of the art in credit scoring, by predicting the probability that somebody will experience financial distress in the next two years. [Dataset](https://www.kaggle.com/c/GiveMeSomeCredit)\n",
+    "\n",
+    "Attribute Information:\n",
+    "\n",
+    "|Variable Name\t|\tDescription\t|\tType|\n",
+    "|----|----|----|\n",
+    "|SeriousDlqin2yrs\t|\tPerson experienced 90 days past due delinquency or worse \t|\tY/N|\n",
+    "|RevolvingUtilizationOfUnsecuredLines\t|\tTotal balance on credit divided by the sum of credit limits\t|\tpercentage|\n",
+    "|age\t|\tAge of borrower in years\t|\tinteger|\n",
+    "|NumberOfTime30-59DaysPastDueNotWorse\t|\tNumber of times borrower has been 30-59 days past due |\tinteger|\n",
+    "|DebtRatio\t|\tMonthly debt payments\t|\tpercentage|\n",
+    "|MonthlyIncome\t|\tMonthly income\t|\treal|\n",
+    "|NumberOfOpenCreditLinesAndLoans\t|\tNumber of Open loans |\tinteger|\n",
+    "|NumberOfTimes90DaysLate\t|\tNumber of times borrower has been 90 days or more past due.\t|\tinteger|\n",
+    "|NumberRealEstateLoansOrLines\t|\tNumber of mortgage and real estate loans\t|\tinteger|\n",
+    "|NumberOfTime60-89DaysPastDueNotWorse\t|\tNumber of times borrower has been 60-89 days past due |integer|\n",
+    "|NumberOfDependents\t|\tNumber of dependents in family\t|\tinteger|\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "----------\n",
+    "## Read the data into Pandas "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>SeriousDlqin2yrs</th>\n",
+       "      <th>RevolvingUtilizationOfUnsecuredLines</th>\n",
+       "      <th>age</th>\n",
+       "      <th>NumberOfTime30-59DaysPastDueNotWorse</th>\n",
+       "      <th>DebtRatio</th>\n",
+       "      <th>MonthlyIncome</th>\n",
+       "      <th>NumberOfOpenCreditLinesAndLoans</th>\n",
+       "      <th>NumberOfTimes90DaysLate</th>\n",
+       "      <th>NumberRealEstateLoansOrLines</th>\n",
+       "      <th>NumberOfTime60-89DaysPastDueNotWorse</th>\n",
+       "      <th>NumberOfDependents</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.766127</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>0.802982</td>\n",
+       "      <td>9120.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.957151</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.121876</td>\n",
+       "      <td>2600.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.658180</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.085113</td>\n",
+       "      <td>3042.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.233810</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.036050</td>\n",
+       "      <td>3300.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0.907239</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.024926</td>\n",
+       "      <td>63588.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   SeriousDlqin2yrs  RevolvingUtilizationOfUnsecuredLines   age  \\\n",
+       "0                 1                              0.766127  45.0   \n",
+       "1                 0                              0.957151  40.0   \n",
+       "2                 0                              0.658180  38.0   \n",
+       "3                 0                              0.233810  30.0   \n",
+       "4                 0                              0.907239  49.0   \n",
+       "\n",
+       "   NumberOfTime30-59DaysPastDueNotWorse  DebtRatio  MonthlyIncome  \\\n",
+       "0                                   2.0   0.802982         9120.0   \n",
+       "1                                   0.0   0.121876         2600.0   \n",
+       "2                                   1.0   0.085113         3042.0   \n",
+       "3                                   0.0   0.036050         3300.0   \n",
+       "4                                   1.0   0.024926        63588.0   \n",
+       "\n",
+       "   NumberOfOpenCreditLinesAndLoans  NumberOfTimes90DaysLate  \\\n",
+       "0                             13.0                      0.0   \n",
+       "1                              4.0                      0.0   \n",
+       "2                              2.0                      1.0   \n",
+       "3                              5.0                      0.0   \n",
+       "4                              7.0                      0.0   \n",
+       "\n",
+       "   NumberRealEstateLoansOrLines  NumberOfTime60-89DaysPastDueNotWorse  \\\n",
+       "0                           6.0                                   0.0   \n",
+       "1                           0.0                                   0.0   \n",
+       "2                           0.0                                   0.0   \n",
+       "3                           0.0                                   0.0   \n",
+       "4                           1.0                                   0.0   \n",
+       "\n",
+       "   NumberOfDependents  \n",
+       "0                 2.0  \n",
+       "1                 1.0  \n",
+       "2                 0.0  \n",
+       "3                 0.0  \n",
+       "4                 0.0  "
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "pd.set_option('display.max_columns', 500)\n",
+    "import zipfile\n",
+    "with zipfile.ZipFile('KaggleCredit2.csv.zip', 'r') as z:\n",
+    "    f = z.open('KaggleCredit2.csv')\n",
+    "    data = pd.read_csv(f, index_col=0)\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(112915, 11)"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "------------\n",
+    "## Drop na"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SeriousDlqin2yrs                           0\n",
+       "RevolvingUtilizationOfUnsecuredLines       0\n",
+       "age                                     4267\n",
+       "NumberOfTime30-59DaysPastDueNotWorse       0\n",
+       "DebtRatio                                  0\n",
+       "MonthlyIncome                              0\n",
+       "NumberOfOpenCreditLinesAndLoans            0\n",
+       "NumberOfTimes90DaysLate                    0\n",
+       "NumberRealEstateLoansOrLines               0\n",
+       "NumberOfTime60-89DaysPastDueNotWorse       0\n",
+       "NumberOfDependents                      4267\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.isnull().sum(axis=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(108648, 11)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.dropna(inplace=True)\n",
+    "data.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---------\n",
+    "## Create X and y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "y = data['SeriousDlqin2yrs']\n",
+    "X = data.drop('SeriousDlqin2yrs', axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.06742876076872101"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y.mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "## 练习1：把数据切分成训练集和测试集\n",
+    "- 提示：<span style='color:white'>from sklearn.model_selection import train_test_split('Gender') </span>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "((76053, 10), (32595, 10), (76053,), (32595,))"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "## your code here\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, shuffle=True, random_state=0)\n",
+    "\n",
+    "X_train.shape, X_test.shape, y_train.shape, y_test.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "----\n",
+    "## 练习2：使用logistic regression/决策树/SVM/KNN...等sklearn分类算法进行分类\n",
+    "尝试查sklearn API了解模型参数含义，调整不同的参数"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Logistic regression\n",
+    "- 提示：<span style='color:white'>from sklearn import linear_model('Gender') </span>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(accuracy_score) Training accuracy: 0.9322\n"
+     ]
+    }
+   ],
+   "source": [
+    "## your code here\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.metrics import accuracy_score\n",
+    "lr = LogisticRegression(C=100,solver='saga', random_state=0, penalty='l2',max_iter=1000) # 初始化模型！\n",
+    "lr.fit(X_train, y_train)     #训练模型\n",
+    "y_train_pred = lr.predict(X_train)       # 在训练集上进行预测\n",
+    "print('(accuracy_score) Training accuracy: %.4f' % accuracy_score(y_train, y_train_pred)) # 训练集的正确率"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Decision Tree\n",
+    "- 提示：<span style='color:white'>from sklearn.tree import DecisionTreeClassifier('Gender') </span>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(accuracy_score) Training accuracy: 0.9358\n"
+     ]
+    }
+   ],
+   "source": [
+    "## your code here\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "tree = DecisionTreeClassifier(criterion='entropy', max_depth=5, random_state=0)\n",
+    "tree.fit(X_train, y_train)\n",
+    "y_train_pred = tree.predict(X_train)  # 训练集上的预测\n",
+    "print('(accuracy_score) Training accuracy: %.4f' % accuracy_score(y_train, y_train_pred)) # 训练集的正确率"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Random Forest\n",
+    "- 提示：<span style='color:white'>from sklearn.ensemble import RandomForestClassifier('Gender') </span>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(accuracy_score) Training accuracy: 0.9907\n"
+     ]
+    }
+   ],
+   "source": [
+    "## your code here\n",
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "forest = RandomForestClassifier(criterion='gini', \n",
+    "                                n_estimators=10, # The number of trees in the forest.\n",
+    "                                random_state=0,\n",
+    "                                n_jobs=-1)\n",
+    "forest.fit(X_train, y_train)\n",
+    "y_train_pred = forest.predict(X_train)  # 训练集上的预测\n",
+    "print('(accuracy_score) Training accuracy: %.4f' % accuracy_score(y_train, y_train_pred)) # 训练集的正确率"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### SVM\n",
+    "- 提示：<span style='color:white'>from sklearn.svm import SVC('Gender') </span>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "## your code here\n",
+    "#from sklearn.svm import SVC\n",
+    "#svm = SVC(kernel='rbf', random_state=0, gamma=0.10,class_weight='balanced', C=1.0)\n",
+    "#svm.fit(X_train, y_train)\n",
+    "#y_train_pred = svm.predict(X_train) # 训练集上的预测\n",
+    "#print('(accuracy_score) Training accuracy: %.4f' % accuracy_score(y_train, y_train_pred)) # 训练集的正确率\n",
+    "\n",
+    "from sklearn.svm import SVC\n",
+    "\n",
+    "SVM_Model = SVC(kernel='linear', C=1.0, random_state=0)\n",
+    "SVM_Model.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### KNN\n",
+    "- 提示：<span style='color:white'>from sklearn.neighbors import KNeighborsClassifier('Gender') </span>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(accuracy_score) Training accuracy: 0.9351\n"
+     ]
+    }
+   ],
+   "source": [
+    "## your code here\n",
+    "from sklearn.neighbors import KNeighborsClassifier\n",
+    "knn = KNeighborsClassifier(n_neighbors=5, p=2, metric='minkowski',n_jobs=-1)\n",
+    "knn.fit(X_train, y_train)\n",
+    "y_train_pred = knn.predict(X_train)  # 训练集上的预测\n",
+    "print('(accuracy_score) Training accuracy: %.4f' % accuracy_score(y_train, y_train_pred)) # 训练集的正确率"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "## 练习3：在测试集上进行预测，计算准确度"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Logistic regression\n",
+    "- 提示：<span style='color:white'>y_pred_LR = clf_LR.predict(x_test)('Gender') </span>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Logistic regression测试集精准度: 0.9334\n"
+     ]
+    }
+   ],
+   "source": [
+    "## your code here\n",
+    "lr_pred = lr.predict(X_test)         \n",
+    "print('Logistic regression测试集精准度: %.4f' % accuracy_score(y_test, lr_pred))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Decision Tree\n",
+    "- 提示：<span style='color:white'>y_pred_tree = tree.predict(x_test)('Gender') </span>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Decision Tree测试集精准度: 0.9357\n"
+     ]
+    }
+   ],
+   "source": [
+    "## your code here\n",
+    "tree_pred = tree.predict(X_test)         \n",
+    "print('Decision Tree测试集精准度: %.4f' % accuracy_score(y_test, tree_pred)) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Random Forest\n",
+    "- 提示：<span style='color:white'>y_pred_forest = forest.predict(x_test)('Gender') </span>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Random Forest测试集精准度: 0.9320\n"
+     ]
+    }
+   ],
+   "source": [
+    "## your code here\n",
+    "forest_pred = forest.predict(X_test)         \n",
+    "print('Random Forest测试集精准度: %.4f' % accuracy_score(y_test, forest_pred))  "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### SVM\n",
+    "- 提示：<span style='color:white'>y_pred_SVC = clf_svc.predict(x_test)('Gender') </span>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "## your code here\n",
+    "# 预测\n",
+    "SVM_Predict = SVM_Model.predict(X_test)\n",
+    "\n",
+    "# 准确度计算\n",
+    "SVM_Accuracy = accuracy_score(y_test, SVM_Predict)\n",
+    "\n",
+    "print(f\"SVM model accuracy: {SVM_Accuracy * 100:.2f}%\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### KNN\n",
+    "- 提示：<span style='color:white'>y_pred_KNN = neigh.predict(x_test)('Gender') </span>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "KNN测试集精准度: 0.9321\n"
+     ]
+    }
+   ],
+   "source": [
+    "## your code here\n",
+    "knn_pred = knn.predict(X_test)         # 测试集上预测\n",
+    "print('KNN测试集精准度: %.4f' % accuracy_score(y_test, knn_pred))  # 测试集的正确率"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "## 练习4：查看sklearn的官方说明，了解分类问题的评估标准，并对此例进行评估"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**混淆矩阵（Confusion Matrix）相关学习链接**\n",
+    "\n",
+    "- Blog:<br>\n",
+    "http://blog.csdn.net/vesper305/article/details/44927047<br>\n",
+    "- WiKi:<br>\n",
+    "http://en.wikipedia.org/wiki/Confusion_matrix<br>\n",
+    "- sklearn doc:<br>\n",
+    "http://scikit-learn.org/stable/modules/generated/sklearn.metrics.confusion_matrix.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "## your code here"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 练习5：调整模型的标准\n",
+    "\n",
+    "银行通常会有更严格的要求，因为fraud带来的后果通常比较严重，一般我们会调整模型的标准。<br>\n",
+    "\n",
+    "比如在logistic regression当中，一般我们的概率判定边界为0.5，但是我们可以把阈值设定低一些，来提高模型的“敏感度”，试试看把阈值设定为0.3，再看看这时的评估指标(主要是准确率和召回率)。\n",
+    "\n",
+    "- 提示：<span style='color:white'>sklearn的很多分类模型，predict_prob可以拿到预估的概率，可以根据它和设定的阈值大小去判断最终结果(分类类别)('Gender') </span>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "jupyter": {
+     "outputs_hidden": true
+    }
+   },
+   "outputs": [],
+   "source": [
+    "## your code here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From 66a8e84a004301d4b6616120236ff6573b845563 Mon Sep 17 00:00:00 2001
From: yangxingye1 <151933501+yangxingye1@users.noreply.github.com>
Date: Thu, 4 Jan 2024 16:47:58 +0800
Subject: [PATCH 9/9] Update python_submit, v1.txt

---
 2023/homework/Xingye_Yang/python_submit.txt | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/2023/homework/Xingye_Yang/python_submit.txt b/2023/homework/Xingye_Yang/python_submit.txt
index 94bf8920..79d54642 100644
--- a/2023/homework/Xingye_Yang/python_submit.txt
+++ b/2023/homework/Xingye_Yang/python_submit.txt
@@ -24,7 +24,7 @@ C
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