From 77465ab74bf58a1da020fb4506c726dd209f69bf Mon Sep 17 00:00:00 2001 From: zhangda1018 Date: Sat, 12 Nov 2022 15:17:43 +0000 Subject: [PATCH 01/27] =?UTF-8?q?2022100847=E5=BC=A0=E8=BE=BE=E7=AC=AC?= =?UTF-8?q?=E4=B8=80=E6=AC=A1=E4=BD=9C=E4=B8=9A?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: zhangda1018 --- ...345\255\227\347\254\246\344\270\262.ipynb" | 84 ++++++ ...346\225\260\347\273\204\345\222\214.ipynb" | 53 ++++ ...344\270\200\345\255\227\347\254\246.ipynb" | 57 ++++ ...344\270\252\345\215\225\350\257\215.ipynb" | 64 +++++ ...346\277\200\346\264\273\347\240\201.ipynb" | 257 ++++++++++++++++++ ...345\216\206\347\233\256\345\275\225.ipynb" | 63 +++++ ...347\240\201\350\241\214\346\225\260.ipynb" | 158 +++++++++++ .../2. \347\273\204\345\220\210.ipynb" | 83 ++++++ .../3. \345\210\244\346\226\255.ipynb" | 66 +++++ .../4. \345\276\252\347\216\257.ipynb" | 64 +++++ ... 6..... 100\347\232\204\345\222\214.ipynb" | 56 ++++ ...345\272\217\347\256\227\346\263\225.ipynb" | 58 ++++ ...351\230\265\346\220\234\347\264\242.ipynb" | 74 +++++ ...346\225\260\350\256\241\347\256\227.ipynb" | 59 ++++ ...345\277\253\344\271\220\346\225\260.ipynb" | 84 ++++++ 15 files changed, 1280 insertions(+) create mode 100644 "homework_01_python/1. \345\255\227\347\254\246\344\270\262.ipynb" create mode 100644 "homework_01_python/10. \350\277\236\347\273\255\347\232\204\345\255\220\346\225\260\347\273\204\345\222\214.ipynb" create mode 100644 "homework_01_python/11. \347\241\256\345\256\232\345\255\227\347\254\246\344\270\262\346\230\257\345\220\246\345\214\205\345\220\253\345\224\257\344\270\200\345\255\227\347\254\246.ipynb" create mode 100644 "homework_01_python/12. \350\203\275\345\244\237\346\213\274\346\210\220\345\244\232\345\260\221\344\270\252\345\215\225\350\257\215.ipynb" create mode 100644 "homework_01_python/13. \347\224\237\346\210\220\346\277\200\346\264\273\347\240\201.ipynb" create mode 100644 "homework_01_python/14. \351\201\215\345\216\206\347\233\256\345\275\225.ipynb" create mode 100644 "homework_01_python/15. \347\273\237\350\256\241\344\273\243\347\240\201\350\241\214\346\225\260.ipynb" create mode 100644 "homework_01_python/2. \347\273\204\345\220\210.ipynb" create mode 100644 "homework_01_python/3. \345\210\244\346\226\255.ipynb" create mode 100644 "homework_01_python/4. \345\276\252\347\216\257.ipynb" create mode 100644 "homework_01_python/5. \344\275\277\347\224\250while\345\276\252\347\216\257\345\256\236\347\216\260\350\276\223\345\207\2722-3 4-5 6..... 100\347\232\204\345\222\214.ipynb" create mode 100644 "homework_01_python/6. \346\216\222\345\272\217\347\256\227\346\263\225.ipynb" create mode 100644 "homework_01_python/7. \347\237\251\351\230\265\346\220\234\347\264\242.ipynb" create mode 100644 "homework_01_python/8. \345\256\214\346\225\260\350\256\241\347\256\227.ipynb" create mode 100644 "homework_01_python/9. \345\277\253\344\271\220\346\225\260.ipynb" diff --git "a/homework_01_python/1. \345\255\227\347\254\246\344\270\262.ipynb" "b/homework_01_python/1. \345\255\227\347\254\246\344\270\262.ipynb" new file mode 100644 index 0000000..157fd7a --- /dev/null +++ "b/homework_01_python/1. \345\255\227\347\254\246\344\270\262.ipynb" @@ -0,0 +1,84 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['One', 'is', 'always', 'on', 'a', 'strange', 'road', 'watching', 'strange', 'scenery', 'and', 'listening', 'to', 'strange', 'music', 'Then', 'one', 'day', 'you', 'will', 'find', 'that', 'the', 'things', 'you', 'try', 'hard', 'to', 'forget', 'are', 'already', 'gone']\n", + "watching 出现次数: 1\n", + "strange 出现次数: 3\n", + "on 出现次数: 1\n", + "hard 出现次数: 1\n", + "road 出现次数: 1\n", + "gone 出现次数: 1\n", + "are 出现次数: 1\n", + "already 出现次数: 1\n", + "to 出现次数: 2\n", + "the 出现次数: 1\n", + "that 出现次数: 1\n", + "forget 出现次数: 1\n", + "day 出现次数: 1\n", + "always 出现次数: 1\n", + "scenery 出现次数: 1\n", + "find 出现次数: 1\n", + "music 出现次数: 1\n", + "you 出现次数: 2\n", + "listening 出现次数: 1\n", + "things 出现次数: 1\n", + "will 出现次数: 1\n", + "Then 出现次数: 1\n", + "and 出现次数: 1\n", + "is 出现次数: 1\n", + "try 出现次数: 1\n", + "one 出现次数: 1\n", + "a 出现次数: 1\n", + "One 出现次数: 1\n" + ] + } + ], + "source": [ + "eassy = \"One is always on a strange road, watching strange scenery and listening to strange music. Then one day, you will find that the things you try hard to forget are already gone.\" \n", + "eassy = eassy.replace(',','').replace('.','')\n", + "eassy = eassy.split()\n", + "print(word)\n", + "setword = set(word)\n", + "for i in setword:\n", + " count = word.count(i)\n", + " print(i,'出现次数:',count)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/homework_01_python/10. \350\277\236\347\273\255\347\232\204\345\255\220\346\225\260\347\273\204\345\222\214.ipynb" "b/homework_01_python/10. \350\277\236\347\273\255\347\232\204\345\255\220\346\225\260\347\273\204\345\222\214.ipynb" new file mode 100644 index 0000000..890c0d8 --- /dev/null +++ "b/homework_01_python/10. \350\277\236\347\273\255\347\232\204\345\255\220\346\225\260\347\273\204\345\222\214.ipynb" @@ -0,0 +1,53 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from typing import List\n", + "class Solution:\n", + " def checkSubarraySum(self, nums: List[int], k: int) -> bool:\n", + " d, s = {0:-1}, 0\n", + " for i in range(len(nums)):\n", + " s = (s + nums[i]) % k if k else s + nums[i]\n", + " if s in d and i - d[s] > 1: return True\n", + " d.setdefault(s, i)\n", + " return False\n", + "\n", + "w = Solution()\n", + "nums = [23,2,4,6,7]\n", + "k = 6\n", + "w.checkSubarraySum(nums, k)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/homework_01_python/11. \347\241\256\345\256\232\345\255\227\347\254\246\344\270\262\346\230\257\345\220\246\345\214\205\345\220\253\345\224\257\344\270\200\345\255\227\347\254\246.ipynb" "b/homework_01_python/11. \347\241\256\345\256\232\345\255\227\347\254\246\344\270\262\346\230\257\345\220\246\345\214\205\345\220\253\345\224\257\344\270\200\345\255\227\347\254\246.ipynb" new file mode 100644 index 0000000..82515c2 --- /dev/null +++ "b/homework_01_python/11. \347\241\256\345\256\232\345\255\227\347\254\246\344\270\262\346\230\257\345\220\246\345\214\205\345\220\253\345\224\257\344\270\200\345\255\227\347\254\246.ipynb" @@ -0,0 +1,57 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "123\n", + "True\n" + ] + } + ], + "source": [ + "astr = input('') #123\n", + "for i in astr:\n", + " if(astr.count(i)>1):\n", + " print('False')\n", + " break\n", + " else:\n", + " print('True')\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/homework_01_python/12. \350\203\275\345\244\237\346\213\274\346\210\220\345\244\232\345\260\221\344\270\252\345\215\225\350\257\215.ipynb" "b/homework_01_python/12. \350\203\275\345\244\237\346\213\274\346\210\220\345\244\232\345\260\221\344\270\252\345\215\225\350\257\215.ipynb" new file mode 100644 index 0000000..22e8bdc --- /dev/null +++ "b/homework_01_python/12. \350\203\275\345\244\237\346\213\274\346\210\220\345\244\232\345\260\221\344\270\252\345\215\225\350\257\215.ipynb" @@ -0,0 +1,64 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from collections import Counter \n", + "class Solution:\n", + " def mmax(self, text: str) -> int:\n", + " dic = Counter(ch for ch in text if ch in \"balloon\")\n", + " dic['o'] //= 2\n", + " dic['l'] //= 2\n", + " return min(dic.values()) if len(dic) == 5 else 0\n", + "\n", + "w = Solution()\n", + "w.mmax('nlaebolko')#1 \n", + "#loonbalxballpoon 2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/homework_01_python/13. \347\224\237\346\210\220\346\277\200\346\264\273\347\240\201.ipynb" "b/homework_01_python/13. \347\224\237\346\210\220\346\277\200\346\264\273\347\240\201.ipynb" new file mode 100644 index 0000000..ea6f633 --- /dev/null +++ "b/homework_01_python/13. \347\224\237\346\210\220\346\277\200\346\264\273\347\240\201.ipynb" @@ -0,0 +1,257 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + 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+ "base_str = string.ascii_letters + string.digits # 所有的大小写字母和数字\n", + "for i in range(num): #控制生成多少个\n", + " key_list = [random.choice(base_str) for i in range(len)] #用列表生成式生成列表\n", + " key_str = ''.join(key_list) # 将列表用join形成字符串\n", + " print(key_str)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/homework_01_python/14. \351\201\215\345\216\206\347\233\256\345\275\225.ipynb" "b/homework_01_python/14. \351\201\215\345\216\206\347\233\256\345\275\225.ipynb" new file mode 100644 index 0000000..540c738 --- /dev/null +++ "b/homework_01_python/14. \351\201\215\345\216\206\347\233\256\345\275\225.ipynb" @@ -0,0 +1,63 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['practice_projects.md', 'README_EN.md', 'README.md']" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import os\n", + "def get(path,filetype): # 输入路径、文件类型例如'.md'\n", + " name = []\n", + " for root,dirs,files in os.walk(path):\n", + " for i in files:\n", + " if os.path.splitext(i)[1]==filetype:\n", + " name.append(i) \n", + " return name # 输出由有后缀的文件名组成的列表\n", + "\n", + "path = r'/home/zhangda/machinelearning_homework-master/homework_01_python'\n", + "filetype = '.md'\n", + "get(path, filetype)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/homework_01_python/15. \347\273\237\350\256\241\344\273\243\347\240\201\350\241\214\346\225\260.ipynb" "b/homework_01_python/15. \347\273\237\350\256\241\344\273\243\347\240\201\350\241\214\346\225\260.ipynb" new file mode 100644 index 0000000..3060a4c --- /dev/null +++ "b/homework_01_python/15. \347\273\237\350\256\241\344\273\243\347\240\201\350\241\214\346\225\260.ipynb" @@ -0,0 +1,158 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8. 完数计算.ipynb\n", + "the nuber of totalines is : 59\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 59\n", + "the nuber of blanklines is : 0\n", + "12. 能够拼成多少个单词.ipynb\n", + "the nuber of totalines is : 64\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 64\n", + "the nuber of blanklines is : 0\n", + "2. 组合.ipynb\n", + "the nuber of totalines is : 83\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 83\n", + "the nuber of blanklines is : 0\n", + "13. 生成激活码.ipynb\n", + "the nuber of totalines is : 257\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 257\n", + "the nuber of blanklines is : 0\n", + "11. 确定字符串是否包含唯一字符.ipynb\n", + "the nuber of totalines is : 57\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 57\n", + "the nuber of blanklines is : 0\n", + "4. 循环.ipynb\n", + "the nuber of totalines is : 64\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 64\n", + "the nuber of blanklines is : 0\n", + "1. 字符串.ipynb\n", + "the nuber of totalines is : 84\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 84\n", + "the nuber of blanklines is : 0\n", + "3. 判断.ipynb\n", + "the nuber of totalines is : 66\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 66\n", + "the nuber of blanklines is : 0\n", + "10. 连续的子数组和.ipynb\n", + "the nuber of totalines is : 53\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 53\n", + "the nuber of blanklines is : 0\n", + "6. 排序算法.ipynb\n", + "the nuber of totalines is : 58\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 58\n", + "the nuber of blanklines is : 0\n", + "15. 统计代码行数.ipynb\n", + "the nuber of totalines is : 132\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 132\n", + "the nuber of blanklines is : 0\n", + "5. 使用while循环实现输出2-3+4-5+6.....+100的和.ipynb\n", + "the nuber of totalines is : 56\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 56\n", + "the nuber of blanklines is : 0\n", + "9. 快乐数.ipynb\n", + "the nuber of totalines is : 84\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 84\n", + "the nuber of blanklines is : 0\n", + "14. 遍历目录.ipynb\n", + "the nuber of totalines is : 63\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 63\n", + "the nuber of blanklines is : 0\n", + "7. 矩阵搜索.ipynb\n", + "the nuber of totalines is : 74\n", + "the nuber of comments is : 0\n", + "the nuber of codelines is : 74\n", + "the nuber of blanklines is : 0\n" + ] + } + ], + "source": [ + "import os.path\n", + "import re\n", + "def mainKeywords(dirPath):\n", + " blank, comments, codelines, totalines, count, temp = 0, 0, 0, 0, 0, 0\n", + " f_list = os.listdir(dirPath)\n", + " for i in f_list:\n", + " if os.path.splitext(i)[1] == '.ipynb':\n", + " print(i)\n", + " with open(i, 'r', encoding='utf-8') as fp:\n", + " while True:\n", + " line = fp.readline()\n", + " totalines += 1\n", + " if not line:\n", + " break\n", + " elif line.strip().startswith('#'):\n", + " comments += 1\n", + " elif line.strip().startswith(\"'''\") or line.strip().startswith('\"\"\"'):\n", + " comments += 1\n", + " if line.count('\"\"\"') == 1 or line.count(\"'''\") == 1:\n", + " while True:\n", + " line = fp.readline()\n", + " totalines += 1\n", + " comments += 1\n", + " if (\"'''\" in line) or ('\"\"\"' in line):\n", + " break\n", + " elif line.strip():\n", + " codelines += 1\n", + " else:\n", + " blank += 1\n", + " print('the nuber of totalines is : ' + str(totalines-1))\n", + " print('the nuber of comments is : ' + str(comments))\n", + " print('the nuber of codelines is : ' + str(codelines))\n", + " print('the nuber of blanklines is : ' + str(blank))\n", + " blank, comments, codelines, totalines = 0, 0, 0, 0\n", + "\n", + "mainKeywords(r'/home/zhangda/machinelearning_homework-master/homework_01_python')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/homework_01_python/2. \347\273\204\345\220\210.ipynb" "b/homework_01_python/2. \347\273\204\345\220\210.ipynb" new file mode 100644 index 0000000..118cd2e --- /dev/null +++ "b/homework_01_python/2. \347\273\204\345\220\210.ipynb" @@ -0,0 +1,83 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "123\n", + "124\n", + "132\n", + "134\n", + "142\n", + "143\n", + "213\n", + "214\n", + "231\n", + "234\n", + "241\n", + "243\n", + "312\n", + "314\n", + "321\n", + "324\n", + "341\n", + "342\n", + "412\n", + "413\n", + "421\n", + "423\n", + "431\n", + "432\n", + "共计24个结果\n" + ] + } + ], + "source": [ + "list_1 = [1, 2, 3, 4]\n", + "count = 0\n", + "for a in list_1:\n", + " for b in list_1:\n", + " for c in list_1:\n", + " if (a != b) and (a != c) and (b != c):\n", + " count += 1\n", + " print(a, end=\"\")\n", + " print(b, end=\"\")\n", + " print(c)\n", + "print(\"共计%d个结果\" % count)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/homework_01_python/3. \345\210\244\346\226\255.ipynb" "b/homework_01_python/3. \345\210\244\346\226\255.ipynb" new file mode 100644 index 0000000..2d2ac3a --- /dev/null +++ "b/homework_01_python/3. \345\210\244\346\226\255.ipynb" @@ -0,0 +1,66 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "请输入净利润450000\n", + "应发奖金61666\n" + ] + } + ], + "source": [ + "i=int(input('请输入净利润'))\n", + "sum=0\n", + "if i<=100000:\n", + " sum=i*(1/10)\n", + "elif 100000 matrix[x][y]:\n", + " x = x + 1\n", + " searchMatrix(x, y, matrix, target)\n", + " elif target < matrix[x][y]:\n", + " y = y - 1\n", + " searchMatrix(x, y, matrix, target)\n", + " \n", + " \n", + "matrix = [[1,4,7,11,15],[2,5,8,12,19],[3,6,9,16,22],[10,13,14,17,24],[18,21,23,26,30]]\n", + "target_1 = 5\n", + "target_2 =20\n", + "x= 0\n", + "y = len(matrix[0])-1\n", + "searchMatrix(x, y, matrix, target_1)\n", + "searchMatrix(x, y, matrix, target_2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/homework_01_python/8. \345\256\214\346\225\260\350\256\241\347\256\227.ipynb" "b/homework_01_python/8. \345\256\214\346\225\260\350\256\241\347\256\227.ipynb" new file mode 100644 index 0000000..1981631 --- /dev/null +++ "b/homework_01_python/8. \345\256\214\346\225\260\350\256\241\347\256\227.ipynb" @@ -0,0 +1,59 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6是完数,因子包括[1, 2, 3]\n", + "28是完数,因子包括[1, 2, 4, 7, 14]\n", + "496是完数,因子包括[1, 2, 4, 8, 16, 31, 62, 124, 248]\n" + ] + } + ], + "source": [ + "a = [] \n", + " \n", + "for i in range(1, 1000): \n", + " for j in range(1, i): \n", + " if i % j == 0: \n", + " a.append(j) \n", + " if sum(a) == i: \n", + " print(f\"{i}是完数,因子包括{a}\") \n", + " a.clear() \n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git "a/homework_01_python/9. \345\277\253\344\271\220\346\225\260.ipynb" "b/homework_01_python/9. \345\277\253\344\271\220\346\225\260.ipynb" new file mode 100644 index 0000000..f5818a0 --- /dev/null +++ "b/homework_01_python/9. \345\277\253\344\271\220\346\225\260.ipynb" @@ -0,0 +1,84 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "输入数字2\n" + ] + }, + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "class Solution(object):\n", + " def isHappy(self, n):\n", + " def happy(num):\n", + " sum_ = 0 # 平方和\n", + " \n", + " # 从个位开始依次取,平方求和\n", + " while num:\n", + " sum_ += (num % 10) ** 2 # 求余平方\n", + " num = num // 10 #整除\n", + " return sum_ # 返回平方和\n", + " \n", + " record = set() # 记录中间结果\n", + " \n", + " while True:\n", + " n = happy(n) # 求平方和\n", + " if n == 1:\n", + " return True\n", + " \n", + " if n in record: # 如果中间结果重复出现,说明陷入死循环了,该数不是快乐数\n", + " return False\n", + " else:\n", + " record.add(n) # 录入中间结果\n", + "\n", + "w = Solution()\n", + "n = int(input('输入数字'))\n", + "w.isHappy(n)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} -- Gitee From ea4986b0d32408fad98d3d1e28ac348b51c5eb32 Mon Sep 17 00:00:00 2001 From: zhangda1018 Date: Sat, 12 Nov 2022 15:19:14 +0000 Subject: [PATCH 02/27] =?UTF-8?q?=E5=BC=A0=E8=BE=BE2022100847?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: zhangda1018 --- name.txt | 2 ++ 1 file changed, 2 insertions(+) create mode 100644 name.txt diff --git a/name.txt b/name.txt new file mode 100644 index 0000000..8e59f3a --- /dev/null +++ b/name.txt @@ -0,0 +1,2 @@ +张达 +2022100847 -- Gitee From 717f27105d90c7f8f827506c014fe0dfa69ad013 Mon Sep 17 00:00:00 2001 From: zhangda1018 Date: Wed, 25 Jan 2023 07:51:14 +0000 Subject: [PATCH 03/27] =?UTF-8?q?=E5=88=A0=E9=99=A4=E6=96=87=E4=BB=B6=20re?= =?UTF-8?q?port=5F02=5FTitanic/.ipynb=5Fcheckpoints?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../.ipynb_checkpoints/Titanic-checkpoint.ipynb | 6 ------ 1 file changed, 6 deletions(-) delete mode 100644 report_02_Titanic/.ipynb_checkpoints/Titanic-checkpoint.ipynb diff --git a/report_02_Titanic/.ipynb_checkpoints/Titanic-checkpoint.ipynb b/report_02_Titanic/.ipynb_checkpoints/Titanic-checkpoint.ipynb deleted file mode 100644 index 2fd6442..0000000 --- a/report_02_Titanic/.ipynb_checkpoints/Titanic-checkpoint.ipynb +++ /dev/null @@ -1,6 +0,0 @@ -{ - "cells": [], - "metadata": {}, - "nbformat": 4, - "nbformat_minor": 2 -} -- Gitee From 470a74ccef557c30ca98b3ef9d090231f449dabc Mon Sep 17 00:00:00 2001 From: zhangda1018 Date: Wed, 25 Jan 2023 07:51:21 +0000 Subject: [PATCH 04/27] =?UTF-8?q?=E5=88=A0=E9=99=A4=E6=96=87=E4=BB=B6=20re?= =?UTF-8?q?port=5F02=5FTitanic/images?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- report_02_Titanic/images/data_description1.png | Bin 16545 -> 0 bytes report_02_Titanic/images/data_description2.png | Bin 8490 -> 0 bytes 2 files changed, 0 insertions(+), 0 deletions(-) delete mode 100644 report_02_Titanic/images/data_description1.png delete mode 100644 report_02_Titanic/images/data_description2.png diff --git a/report_02_Titanic/images/data_description1.png b/report_02_Titanic/images/data_description1.png deleted file mode 100644 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On April 15, 1912, during her maiden voyage, the Titanic sank after colliding with an iceberg, killing 1502 out of 2224 passengers and crew. This sensational tragedy shocked the international community and led to better safety regulations for ships. - -One of the reasons that the shipwreck led to such loss of life was that there were not enough lifeboats for the passengers and crew. Although there was some element of luck involved in surviving the sinking, some groups of people were more likely to survive than others, such as women, children, and the upper-class. - -In this challenge, we ask you to complete **the analysis of what sorts of people were likely to survive**. In particular, we ask you to apply the tools of machine learning to predict which passengers survived the tragedy. - - - -## Practice Skills - -* Binary classification -* Python & SKLearn - - - -## Data - -The data ziped into `data.zip`, please first extract it. There are two groups: - -* training set (train.csv) -* test set (test.csv) - -The training set should be used to build your machine learning models. For the training set, we provide the outcome (also known as the `ground truth`) for each passenger. Your model will be based on `features` like passengers' gender and class. You can also use feature engineering to create new features. - -The test set should be used to see how well your model performs on unseen data. For the test set, we do not provide the ground truth for each passenger. It is your job to predict these outcomes. For each passenger in the test set, use the model you trained to predict whether or not they survived the sinking of the Titanic. - -We also include `gender_submission.csv`, a set of predictions that assume all and only female passengers survive, as an example of what a submission file should look like. - - - -### Data description - -![data description1](images/data_description1.png) -![data description2](images/data_description2.png) - - - -### Variable Notes - -`pclass`: A proxy for socio-economic status (SES) - -* 1st = Upper -* 2nd = Middle -* 3rd = Lower - - - -## Requirements - -* Design the classification model, implement the code -* Think methods to resolve the problem of missing data of some column -* How to convert the `pclass`, `embarked` fields to vector field -* Submit your result to [the website](https://www.kaggle.com/c/titanic) (如果不能访问这个网站,则想办法如何科学上网) -* Finish the report by using the template `report_template.ipynb` -* Submit code, report through `git` - - - -## Links - -* [Titanic: Machine Learning from Disaster](https://www.kaggle.com/c/titanic) -- Gitee From 610ddda8ec14d12af009fa9e38244d195e044da3 Mon Sep 17 00:00:00 2001 From: zhangda1018 Date: Wed, 1 Feb 2023 05:53:55 +0000 Subject: [PATCH 07/27] =?UTF-8?q?2022100847=E5=BC=A0=E8=BE=BE=20Report=5F0?= =?UTF-8?q?2=5FTitanic?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Signed-off-by: zhangda1018 --- report_02_Titanic/README.md | 64 + report_02_Titanic/Report_02_Titanic.ipynb | 2424 +++++++++++++++++ report_02_Titanic/Report_02_Titanic.pdf | Bin 0 -> 1546085 bytes report_02_Titanic/images/age.png | Bin 0 -> 5075 bytes .../images/data_description1.png | Bin 0 -> 16545 bytes .../images/data_description2.png | Bin 0 -> 8490 bytes report_02_Titanic/images/feature.png | Bin 0 -> 50319 bytes report_02_Titanic/my_Titan_prediction.csv | 419 +++ 8 files changed, 2907 insertions(+) create mode 100644 report_02_Titanic/README.md create mode 100644 report_02_Titanic/Report_02_Titanic.ipynb create mode 100644 report_02_Titanic/Report_02_Titanic.pdf create mode 100644 report_02_Titanic/images/age.png create mode 100644 report_02_Titanic/images/data_description1.png create mode 100644 report_02_Titanic/images/data_description2.png create mode 100644 report_02_Titanic/images/feature.png create mode 100644 report_02_Titanic/my_Titan_prediction.csv diff --git a/report_02_Titanic/README.md b/report_02_Titanic/README.md new file mode 100644 index 0000000..9d9abc9 --- /dev/null +++ b/report_02_Titanic/README.md @@ -0,0 +1,64 @@ +# Report 2 - Titanic + +## Task Description +The sinking of the [RMS Titanic](https://en.wikipedia.org/wiki/RMS_Titanic) is one of the most infamous shipwrecks in history. On April 15, 1912, during her maiden voyage, the Titanic sank after colliding with an iceberg, killing 1502 out of 2224 passengers and crew. This sensational tragedy shocked the international community and led to better safety regulations for ships. + +One of the reasons that the shipwreck led to such loss of life was that there were not enough lifeboats for the passengers and crew. Although there was some element of luck involved in surviving the sinking, some groups of people were more likely to survive than others, such as women, children, and the upper-class. + +In this challenge, we ask you to complete **the analysis of what sorts of people were likely to survive**. In particular, we ask you to apply the tools of machine learning to predict which passengers survived the tragedy. + + + +## Practice Skills + +* Binary classification +* Python & SKLearn + + + +## Data + +The data ziped into `data.zip`, please first extract it. There are two groups: + +* training set (train.csv) +* test set (test.csv) + +The training set should be used to build your machine learning models. For the training set, we provide the outcome (also known as the `ground truth`) for each passenger. Your model will be based on `features` like passengers' gender and class. You can also use feature engineering to create new features. + +The test set should be used to see how well your model performs on unseen data. For the test set, we do not provide the ground truth for each passenger. It is your job to predict these outcomes. For each passenger in the test set, use the model you trained to predict whether or not they survived the sinking of the Titanic. + +We also include `gender_submission.csv`, a set of predictions that assume all and only female passengers survive, as an example of what a submission file should look like. + + + +### Data description + +![data description1](images/data_description1.png) +![data description2](images/data_description2.png) + + + +### Variable Notes + +`pclass`: A proxy for socio-economic status (SES) + +* 1st = Upper +* 2nd = Middle +* 3rd = Lower + + + +## Requirements + +* Design the classification model, implement the code +* Think methods to resolve the problem of missing data of some column +* How to convert the `pclass`, `embarked` fields to vector field +* Submit your result to [the website](https://www.kaggle.com/c/titanic) +* Finish the report by using the template `report_template.ipynb` +* Submit code, report through `git` + + + +## Links + +* [Titanic: Machine Learning from Disaster](https://www.kaggle.com/c/titanic) diff --git a/report_02_Titanic/Report_02_Titanic.ipynb b/report_02_Titanic/Report_02_Titanic.ipynb new file mode 100644 index 0000000..008f5ac --- /dev/null +++ b/report_02_Titanic/Report_02_Titanic.ipynb @@ -0,0 +1,2424 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Report -02- Titanic\n", + "* 张达\n", + "* 2022100847\n", + "\n", + "# 任务简介\n", + " > 1.任务背景
泰坦尼克号的沉没是历史上最臭名昭著的沉船事件之一。1912年4月15日,泰坦尼克号在其处女航中与冰山相撞后沉没,2224名乘客和船员中的1502人死亡。这场轰动一时的悲剧震惊了国际社会,并导致了更好的船舶安全法规。 船难导致如此大的生命损失的原因之一是没有足够的救生艇给乘客和船员。虽然在沉船事件中幸存下来有一定的运气成分,但有些群体比其他群体更有可能幸存下来,如妇女、儿童和上层社会。\n", + " \n", + " > 2.任务目的
在这个任务中,完成对什么样的人有可能幸存的分析。特别是应用机器学习的工具来预测哪些乘客在悲剧中幸存下来。 \n", + " 训练集应该被用来建立你的机器学习模型。对于训练集,我们提供每个乘客的结果(也被称为ground truth)。
\n", + " 你的模型将基于乘客的性别和等级等特征。你也可以使用特征工程来创建新的特征。 测试集应该被用来观察你的模型在未见过的数据上的表现如何。
\n", + " 对于测试集,我们不提供每个乘客的基本事实。你的工作是预测这些结果。对于测试集中的每个乘客,使用你训练的模型来预测他们是否在泰坦尼克号沉没后幸存下来。\n", + " \n", + " >3.实践技能:\n", + "
Binary classification\n", + "
Python & SKLearn\n", + " \n", + " >4.数据特征:\n", + " ![data_description1.png](images/data_description1.png)\n", + " ![data_description2.png](images/data_description2.png)\n", + " 训练集中共有891条样本,共有12个特征属性;预测集中有418条样本,共有除**survival**外的11个特征属性。所以本任务为根据乘客的这12个特征属性值预测特征属性**survival**的属性值,其取值范围为:0为未幸存,1为幸存;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 解决途径\n", + "\n", + " ## 1.问题分析 ##\n", + "\n", + "首先对数据信息进行筛选,其中\"ID\"和\"name\"是不必要的,选择剔除,则剩余11个特征;
\n", + "其次,不同的特征属性代表不同含义,例如\"sex\"只是代表性别而无数值关系;例如\"pclass\"只代表等级关系。所以不同的特征属性重要性不同。
\n", + "对数据进行处理并可视化内在分布,通过绘制各个特征的统计图,进而分析每一项特征的数值分布情况:" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
0103Braund, Mr. Owen Harrismale22.010A/5 211717.2500NaNS
1211Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759971.2833C85C
2313Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.9250NaNS
3411Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.01011380353.1000C123S
4503Allen, Mr. William Henrymale35.0003734508.0500NaNS
5603Moran, Mr. JamesmaleNaN003308778.4583NaNQ
6701McCarthy, Mr. Timothy Jmale54.0001746351.8625E46S
7803Palsson, Master. Gosta Leonardmale2.03134990921.0750NaNS
\n", + "
" + ], + "text/plain": [ + " PassengerId Survived Pclass \\\n", + "0 1 0 3 \n", + "1 2 1 1 \n", + "2 3 1 3 \n", + "3 4 1 1 \n", + "4 5 0 3 \n", + "5 6 0 3 \n", + "6 7 0 1 \n", + "7 8 0 3 \n", + "\n", + " Name Sex Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22.0 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", + "2 Heikkinen, Miss. Laina female 26.0 0 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n", + "4 Allen, Mr. William Henry male 35.0 0 \n", + "5 Moran, Mr. James male NaN 0 \n", + "6 McCarthy, Mr. Timothy J male 54.0 0 \n", + "7 Palsson, Master. Gosta Leonard male 2.0 3 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.2500 NaN S \n", + "1 0 PC 17599 71.2833 C85 C \n", + "2 0 STON/O2. 3101282 7.9250 NaN S \n", + "3 0 113803 53.1000 C123 S \n", + "4 0 373450 8.0500 NaN S \n", + "5 0 330877 8.4583 NaN Q \n", + "6 0 17463 51.8625 E46 S \n", + "7 1 349909 21.0750 NaN S " + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import re\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore') #忽略警告信息\n", + "%matplotlib inline\n", + "\n", + "#导入数据\n", + "train_data = pd.read_csv('data/train.csv')\n", + "test_data = pd.read_csv('data/test.csv')\n", + "\n", + "sns.set_style('dark')\n", + "train_data.head(8) #仅看数据的前几行" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "对训练集中的数据\"survived\"整体进行分析, 幸存和丧生的比例发现0(死亡数量)>1(生存数量)。\n", + "通过整体可视化分析,大约有61.6%的人死亡,38.4%的人幸存。" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 891 entries, 0 to 890\n", + "Data columns (total 12 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 PassengerId 891 non-null int64 \n", + " 1 Survived 891 non-null int64 \n", + " 2 Pclass 891 non-null int64 \n", + " 3 Name 891 non-null object \n", + " 4 Sex 891 non-null object \n", + " 5 Age 714 non-null float64\n", + " 6 SibSp 891 non-null int64 \n", + " 7 Parch 891 non-null int64 \n", + " 8 Ticket 891 non-null object \n", + " 9 Fare 891 non-null float64\n", + " 10 Cabin 204 non-null object \n", + " 11 Embarked 889 non-null object \n", + "dtypes: float64(2), int64(5), object(5)\n", + "memory usage: 83.7+ KB\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "colors = ['magenta','royalblue']\n", + "train_data['Survived'].value_counts().plot.pie(autopct = '%1.3f%%', colors = colors)\n", + "train_data.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2.数据处理\n", + "对于整个数据集(训练集和测试集)进行统一处理。" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "test_data['Survived'] = 0\n", + "combined_data = train_data.append(test_data)\n", + "test_PID = test_data['PassengerId']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "通过训练集和测试集的整合,对于剩余的11个特征属性,我们做不同的处理:\n", + "![feature.png](images/feature.png)\n", + "* Survived:0代表死亡,1代表幸存\n", + "* Pclass:特征编号如下\n", + "Pclass的数值|代表的含义|\n", + ":--:|:--:|\n", + "1|上层阶级|\n", + "2|中等阶级|\n", + "3|贫穷阶级|\n", + "* Sex:特征编号如下\n", + "Sex的数值|代表的含义|\n", + ":--:|:--:|\n", + "0|男|\n", + "1|女|\n", + "* Fare:\n", + "该项数据基本完整,按照众数对ID为1044的乘客缺失信息补位8.05
\n", + "联合分析ticket和fare属性可以发现,可能存在多人团体票,人均票价应为总票价除以人数,新增一个Group_Ticket项统计具有同样票编号的人数,这个人数估计就是团体票的人数
\n", + "最终每个人的票价应该是 $ \\frac{Fare}{Group Ticket} $ 刀,并最终票价保留两位小数" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " PassengerId Survived Pclass \\\n", + "0 1 0 3 \n", + "1 2 1 1 \n", + "2 3 1 3 \n", + "3 4 1 1 \n", + "4 5 0 3 \n", + "5 6 0 3 \n", + "6 7 0 1 \n", + "7 8 0 3 \n", + "8 9 1 3 \n", + "9 10 1 2 \n", + "\n", + " Name Sex Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22.0 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", + "2 Heikkinen, Miss. Laina female 26.0 0 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n", + "4 Allen, Mr. William Henry male 35.0 0 \n", + "5 Moran, Mr. James male NaN 0 \n", + "6 McCarthy, Mr. Timothy J male 54.0 0 \n", + "7 Palsson, Master. Gosta Leonard male 2.0 3 \n", + "8 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27.0 0 \n", + "9 Nasser, Mrs. Nicholas (Adele Achem) female 14.0 1 \n", + "\n", + " Parch Ticket Fare Cabin Embarked Group_Ticket \n", + "0 0 A/5 21171 7.2500 NaN S 1 \n", + "1 0 PC 17599 71.2833 C85 C 2 \n", + "2 0 STON/O2. 3101282 7.9250 NaN S 1 \n", + "3 0 113803 53.1000 C123 S 2 \n", + "4 0 373450 8.0500 NaN S 1 \n", + "5 0 330877 8.4583 NaN Q 1 \n", + "6 0 17463 51.8625 E46 S 2 \n", + "7 1 349909 21.0750 NaN S 5 \n", + "8 2 347742 11.1333 NaN S 3 \n", + "9 0 237736 30.0708 NaN C 2 \n", + "\n", + "\n", + "操作以后的结果为:\n" + ] + }, + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassNameSexAgeSibSpParchTicketFareCabinEmbarked
0103Braund, Mr. Owen Harrismale22.010A/5 211717.25NaNS
1211Cumings, Mrs. John Bradley (Florence Briggs Th...female38.010PC 1759935.64C85C
2313Heikkinen, Miss. Lainafemale26.000STON/O2. 31012827.92NaNS
3411Futrelle, Mrs. Jacques Heath (Lily May Peel)female35.01011380326.55C123S
4503Allen, Mr. William Henrymale35.0003734508.05NaNS
5603Moran, Mr. JamesmaleNaN003308778.46NaNQ
6701McCarthy, Mr. Timothy Jmale54.0001746325.93E46S
7803Palsson, Master. Gosta Leonardmale2.0313499094.22NaNS
8913Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)female27.0023477423.71NaNS
91012Nasser, Mrs. Nicholas (Adele Achem)female14.01023773615.04NaNC
\n", + "
" + ], + "text/plain": [ + " PassengerId Survived Pclass \\\n", + "0 1 0 3 \n", + "1 2 1 1 \n", + "2 3 1 3 \n", + "3 4 1 1 \n", + "4 5 0 3 \n", + "5 6 0 3 \n", + "6 7 0 1 \n", + "7 8 0 3 \n", + "8 9 1 3 \n", + "9 10 1 2 \n", + "\n", + " Name Sex Age SibSp \\\n", + "0 Braund, Mr. Owen Harris male 22.0 1 \n", + "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n", + "2 Heikkinen, Miss. Laina female 26.0 0 \n", + "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n", + "4 Allen, Mr. William Henry male 35.0 0 \n", + "5 Moran, Mr. James male NaN 0 \n", + "6 McCarthy, Mr. Timothy J male 54.0 0 \n", + "7 Palsson, Master. Gosta Leonard male 2.0 3 \n", + "8 Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) female 27.0 0 \n", + "9 Nasser, Mrs. Nicholas (Adele Achem) female 14.0 1 \n", + "\n", + " Parch Ticket Fare Cabin Embarked \n", + "0 0 A/5 21171 7.25 NaN S \n", + "1 0 PC 17599 35.64 C85 C \n", + "2 0 STON/O2. 3101282 7.92 NaN S \n", + "3 0 113803 26.55 C123 S \n", + "4 0 373450 8.05 NaN S \n", + "5 0 330877 8.46 NaN Q \n", + "6 0 17463 25.93 E46 S \n", + "7 1 349909 4.22 NaN S \n", + "8 2 347742 3.71 NaN S \n", + "9 0 237736 15.04 NaN C " + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_data['Fare'][combined_data['PassengerId']==1044] = 8.05\n", + "\n", + "combined_data['Group_Ticket'] = combined_data['Fare'].groupby(by=combined_data['Ticket']).transform('count')\n", + "print(combined_data.head(10))\n", + "combined_data['Fare'] = combined_data['Fare'] / combined_data['Group_Ticket']\n", + "combined_data.drop(['Group_Ticket'], axis=1, inplace=True)\n", + "print('\\n\\n操作以后的结果为:')\n", + "\n", + "combined_data['Fare'] = combined_data['Fare'].round(2)\n", + "combined_data.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Age:\n", + "该特征存在数据丢失问题,对整个数据集进行统计分析,Age这一个特征值当中有177个缺失值(如下)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "177" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(train_data['Age'][(train_data['Age'].isnull().values==True)])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "在剩下的714个Age数据中,均值是大约是29.7" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "count 714.000000\n", + "mean 29.699118\n", + "std 14.526497\n", + "min 0.420000\n", + "25% 20.125000\n", + "50% 28.000000\n", + "75% 38.000000\n", + "max 80.000000\n", + "Name: Age, dtype: float64\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(train_data['Age'].describe())\n", + "train_data['Age'].hist(bins=60)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "对于数据缺失的问题,常常采用填充方法。
\n", + "首先判断数据中存在其他属性和Age相关,例如\"Name\"中包含\"Mr.\"、\"Mrs\"、\"Miss\"等可以判断年龄大小;以及\"Pclass\"阶级地位等。
\n", + "针对\"Name\"包含不同的称呼,我们限定了年龄范围:\n", + "\n", + "Name|年龄均值的取值范围|\n", + ":--:|:--:|\n", + "Mr.|15-40|\n", + "Miss|12-26|\n", + "Mrs|29-40|\n", + "其他|20-40|\n", + "\n", + "针对\"Pclass\"不同的阶级,1更可能年龄偏大,3更可能偏小,这和现实社会中大程度是相对应的。
\n", + "具体操作如下:
\n", + "1)将Fare和Pclass映射到(0,1);
\n", + "2)由平均权重得到权重分布数值factor;
\n", + "3)$$ Age = mean(age) + (factor-mean(factor) * max(age)-min(age) $$
\n", + "其中,age为根据Name一项事先预估的年龄均值范围, Age为最终得到的均值
\n", + "4)每个人根据自己的年龄均值用正态分布随机得出一个年龄作为自己的Age这一项的数值。" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "填补的年龄分布如下: 可以看出符合一般的分布\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn import preprocessing\n", + "scaler = preprocessing.MinMaxScaler(feature_range=(0,1))\n", + "pclass_scaled = np.array(combined_data['Pclass']).reshape((-1,1))\n", + "fare_scaled = np.array(combined_data['Fare']).reshape((-1,1))\n", + "pclass_scaled = scaler.fit_transform(pclass_scaled).reshape(1,-1)\n", + "fare_scaled = scaler.fit_transform(fare_scaled).reshape(1,-1)\n", + "# print(pclass, fare_scaled)\n", + "factors = 0.5 * (pclass_scaled + fare_scaled)\n", + "mn = np.mean(factors)\n", + "factors = factors - mn\n", + "\n", + "def age_guess(factor, name):\n", + " titles = {'Mr.':0, 'Mrs':1, 'Miss':2 }\n", + " age_mean = {0:(15,40), 1:(12,26), 2:(29,40), 'others':(20,40)}\n", + " for t in titles.keys():\n", + " if t in name:\n", + " R = age_mean[titles[t]]\n", + " else:\n", + " R = age_mean['others']\n", + " # R[0] - R[1]\n", + "# print(factor)\n", + " mean_age = np.mean(R) + (factor * (R[1] - R[0])) \n", + " age = np.random.normal(loc=mean_age, scale=3)\n", + "# print(mean_age)\n", + " return int(age)\n", + " \n", + " \n", + "missed_age_people = combined_data[(combined_data['Age'].isnull().values==True)]\n", + "i = 0\n", + "for idx in missed_age_people.index:\n", + " missed_age_people['Age'][idx] = age_guess(factors[:,i], missed_age_people['Name'][idx])\n", + " i+= 1\n", + " \n", + "# print(missed_age_people['Age'][:20])\n", + "print('填补的年龄分布如下: 可以看出符合一般的分布')\n", + "missed_age_people['Age'].hist(bins=60)\n", + "\n", + "# 同样的操作应用于测试数据\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "combined_data.loc[(combined_data.Age.isnull()), 'Age'] = missed_age_people['Age']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Name\n", + "对该项数据集进行观察后,根据其中含有的称呼,可以作如下编码区分:\n", + "\n", + "Name|编码值|\n", + ":--:|:--:|\n", + "Mr.|0|\n", + "Miss|1|\n", + "Mrs|2|\n", + "Ofiicer|3|\n", + "Royalty|4|\n", + "Master|5|\n", + "others|6|\n", + "\n", + "用得到的新的特征“Title”代替原有的“Name”:" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassSexAgeSibSpParchTicketFareCabinEmbarkedTitle
0103male22.010A/5 211717.25NaNS0
1211female38.010PC 1759935.64C85C2
2313female26.000STON/O2. 31012827.92NaNS1
3411female35.01011380326.55C123S2
4503male35.0003734508.05NaNS0
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" + ], + "text/plain": [ + " PassengerId Survived Pclass Sex Age SibSp Parch \\\n", + "0 1 0 3 male 22.0 1 0 \n", + "1 2 1 1 female 38.0 1 0 \n", + "2 3 1 3 female 26.0 0 0 \n", + "3 4 1 1 female 35.0 1 0 \n", + "4 5 0 3 male 35.0 0 0 \n", + "\n", + " Ticket Fare Cabin Embarked Title \n", + "0 A/5 21171 7.25 NaN S 0 \n", + "1 PC 17599 35.64 C85 C 2 \n", + "2 STON/O2. 3101282 7.92 NaN S 1 \n", + "3 113803 26.55 C123 S 2 \n", + "4 373450 8.05 NaN S 0 " + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_data['Title'] = combined_data['Name'].map(lambda x: re.compile(\", (.*?)\\.\").findall(x)[0])\n", + "title_Dict = {}\n", + "title_Dict.update(dict.fromkeys(['Capt', 'Col', 'Major', 'Dr', 'Rev'], 3))\n", + "title_Dict.update(dict.fromkeys(['Don', 'Sir', 'the Countess', 'Dona', 'Lady'], 4))\n", + "title_Dict.update(dict.fromkeys(['Mme', 'Ms', 'Mrs'], 2))\n", + "title_Dict.update(dict.fromkeys(['Mlle', 'Miss'], 1))\n", + "title_Dict.update(dict.fromkeys(['Mr'], 0))\n", + "title_Dict.update(dict.fromkeys(['Master','Jonkheer'], 5))\n", + "\n", + "combined_data['Title'] = combined_data['Title'].map(title_Dict)\n", + "combined_data.loc[combined_data.Title.isnull(), 'Title'] = 6\n", + "combined_data.drop(['Name'], axis=1, inplace=True)\n", + "combined_data.head()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* SibSp & Parch: 这两项是说当事人的兄弟姐妹以及父母孩子的情况; 这个影响不大,可以二者相加合并为一项Relatives
\n", + "* Cabin: 这一项是说每一位乘客所在的船舱,
\n", + "逻辑分析来说,一般活下来的人才会有更大机会告诉世人自己所处的船舱位置,如果没有活下来则很大可能没人知道它们当时在哪一个仓。
\n", + "分析存活和这一个信息是否缺失的关系,列出柱状图:" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PassengerIdSurvivedPclassSexAgeSibSpParchTicketFareCabinEmbarkedTitle
0103male22.010A/5 211717.250S0
1211female38.010PC 1759935.641C2
2313female26.000STON/O2. 31012827.920S1
3411female35.01011380326.551S2
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" + ], + "text/plain": [ + " PassengerId Survived Pclass Sex Age SibSp Parch \\\n", + "0 1 0 3 male 22.0 1 0 \n", + "1 2 1 1 female 38.0 1 0 \n", + "2 3 1 3 female 26.0 0 0 \n", + "3 4 1 1 female 35.0 1 0 \n", + "4 5 0 3 male 35.0 0 0 \n", + "\n", + " Ticket Fare Cabin Embarked Title \n", + "0 A/5 21171 7.25 0 S 0 \n", + "1 PC 17599 35.64 1 C 2 \n", + "2 STON/O2. 3101282 7.92 0 S 1 \n", + "3 113803 26.55 1 S 2 \n", + "4 373450 8.05 0 S 0 " + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "train_data.loc[train_data.Cabin.isnull(), 'Cabin'] = 'U0'\n", + "train_data['Has_Cabin'] = train_data['Cabin'].apply(lambda x: 0 if x == 'U0' else 1)\n", + "train_data[['Has_Cabin','Survived']].groupby(['Has_Cabin']).mean().plot.bar()\n", + "\n", + "cabin_Dict = {'Has_Cabin': 1, 'Not': 0 }\n", + "\n", + "combined_data['Cabin'].loc[combined_data['Cabin'].isnull().values == False] = 'Has_Cabin'\n", + "combined_data.loc[combined_data.Cabin.isnull(), 'Cabin'] = 'Not'\n", + "combined_data['Cabin'] = combined_data['Cabin'].map(cabin_Dict)\n", + "combined_data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "我们发现, 能够知道所处船舱位置的,70%的人都活下来了,所以我们就简单地用0和1标记有没有这项信息。\n", + "\n", + "Cabin值是否存在|编码值|\n", + ":--:|:--:|\n", + "否|0|\n", + "是|1|\n", + "* Embarked: 登船的地方\n", + "\n", + "Embarked|编码值|\n", + ":--:|:--:|\n", + "S|0|\n", + "Q|1|\n", + "C|2|" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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VXFzsn6kBAECP59PpmMbGRtlsNq+1jttNTU2KioryrLe0tGjMmDFatGiRkpKStGfPHi1YsEARERGaOnWqH0YHAAA9mU9HQsLDw9Xc3Oy11nE7IiLCaz0zM1OPPfaYRowYobCwMI0fP16ZmZnatm1bF0cGAADBwKcISUpKUn19vWpqajxrFRUViouLU2RkpNfe4uLiTsHR0tKi3r17d2FcAAAQLHyKkISEBKWkpGjFihVyOp2qqqpSQUGBsrKyOu11Op26++679eGHH6q9vV2vvvqqnn/+ef3oRz/y2/AAAKDn8vktuvn5+crNzVVaWpqsVqsyMzPlcDgkScnJyVq+fLkyMjJ03XXXqampSfPnz1dtba3i4+N13333yW63+/2TAAAAPY/F7Xa7TQ/xTWpqjimwJ/Sv0FCr+vePUHp+qT6obvj2B6BHGzkkSi8snKC6uka5XO2mxwGALrNYpJiYyG/fKC7bDgAADCFCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAInyOktrZWDodDdrtdqampysvLk8vl+sbHfPLJJxo9erT27NnznQcFAADBxecIyc7OVnh4uEpLS1VcXKzdu3ersLDwpPubm5t1yy236Pjx412ZEwAABBmfIqSyslJlZWXKycmRzWZTfHy8HA6HioqKTvqY5cuXa9KkSV0eFAAABBefIqS8vFzR0dGKjY31rCUmJqq6uloNDQ2d9m/atEmVlZWaP39+1ycFAABBJdSXzY2NjbLZbF5rHbebmpoUFRXlWa+oqNCaNWu0YcMGhYSE+GFUAAAQTHw6EhIeHq7m5mavtY7bERERnrWvv/5aixYt0u23364hQ4b4YUwAABBsfIqQpKQk1dfXq6amxrNWUVGhuLg4RUZGetYOHDiggwcPatmyZbLb7bLb7ZKkm2++WXfddZd/JgcAAD2aT6djEhISlJKSohUrVig3N1d1dXUqKChQVlaW1z673a733nvPa+373/++Hn74YaWmpnZ9agAA0OP5/Bbd/Px8uVwupaWlafbs2ZowYYIcDockKTk5WVu2bPH7kAAAIPj4dCREkmJiYpSfn3/C+/bt23fSx3388ce+figAABDEuGw7AAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYITPEVJbWyuHwyG73a7U1FTl5eXJ5XJ12tfe3q5169Zp4sSJSk5O1owZM1RSUuKXoQEAQM/nc4RkZ2crPDxcpaWlKi4u1u7du1VYWNhpX1FRkTZt2qQnn3xS+/bt0+LFi3XLLbfos88+88fcAACgh/MpQiorK1VWVqacnBzZbDbFx8fL4XCoqKio095rrrlGW7du1ZlnnqmWlhYdOXJENptNffr08dvwAACg5wr1ZXN5ebmio6MVGxvrWUtMTFR1dbUaGhoUFRXlWbdarQoPD9euXbs0d+5cud1uLV26VIMHD/bf9AAAoMfyKUIaGxtls9m81jpuNzU1eUVIh3HjxunAgQPau3evHA6HBg0apGnTpnVhZAAAEAx8Oh0THh6u5uZmr7WO2xERESd8TK9evRQaGqqLLrpIM2fO1NatW7/jqAAAIJj4FCFJSUmqr69XTU2NZ62iokJxcXGKjIz02rty5UqtXLnSa62lpUXR0dHffVoAABA0fIqQhIQEpaSkaMWKFXI6naqqqlJBQYGysrI67bXb7dq4caP27t2r9vZ2vfLKKyopKdHVV1/tt+EBAEDP5fNbdPPz8+VyuZSWlqbZs2drwoQJcjgckqTk5GRt2bJFkjRp0iTdcccduuOOOzR27Fg9+OCDWrdunS644AL/fgYAAKBHsrjdbrfpIb5JTc0xBfaE/hUaalX//hFKzy/VB9UNpsfBKTZySJReWDhBdXWNcrnaTY8DAF1msUgxMZHfvlFcth0AABhChAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAEUQIAAAwgggBAABGECEAAMAIIgQAABhBhAAAACOIEAAAYAQRAgAAjCBCAACAET5HSG1trRwOh+x2u1JTU5WXlyeXy3XCvRs2bNCUKVOUnJysKVOmqKioqMsDAwCA4OBzhGRnZys8PFylpaUqLi7W7t27VVhY2Gnfyy+/rAceeED33Xef3nnnHa1cuVK//e1vtX37dn/MDQAAejifIqSyslJlZWXKycmRzWZTfHy8HA7HCY9wfPnll5o7d67GjBkji8Wi5ORkpaamau/evX4bHgAA9FyhvmwuLy9XdHS0YmNjPWuJiYmqrq5WQ0ODoqKiPOvXXHON12Nra2u1d+9eLV26tIsjAwCAYODTkZDGxkbZbDavtY7bTU1NJ33c4cOHNXfuXI0aNUrTp0//DmMCAIBg41OEhIeHq7m52Wut43ZERMQJH7N//35lZWVp2LBheuihhxQa6tPBFwAAEKR8ipCkpCTV19erpqbGs1ZRUaG4uDhFRkZ22l9cXKzrr79e1113nVavXq1evXp1fWIAABAUfIqQhIQEpaSkaMWKFXI6naqqqlJBQYGysrI67d2+fbvuuusurVu3TjfccIPfBgYAAMHB53Mj+fn5ys3NVVpamqxWqzIzM+VwOCRJycnJWr58uTIyMrR+/Xq1tbVp4cKFXo+fMWOGcnNz/TM9APQwVqtFVqvF9BjoJu3tbrW3u02PEbB8jpCYmBjl5+ef8L59+/Z5fr1169bvPhUABCGr1aJ+0eEKDeFi1acLV1u7jtY3ESInwatEAaCbWK0WhYZY9YuN+/TpV07T4+AUGz64r9b+OFlWq4UIOQkiBAC62adfOfVBdYPpMQDjOCYIAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEb4HCG1tbVyOByy2+1KTU1VXl6eXC7XNz5m+/btSktL+85DAgCA4ONzhGRnZys8PFylpaUqLi7W7t27VVhYeMK9ra2tevTRR7V48WK53e6uzgoAAIKITxFSWVmpsrIy5eTkyGazKT4+Xg6HQ0VFRSfcf8MNN2jPnj2aO3euX4YFAADBI9SXzeXl5YqOjlZsbKxnLTExUdXV1WpoaFBUVJTX/t/85jeKi4vTc889559pAQBA0PDpSEhjY6NsNpvXWsftpqamTvvj4uK6MBoAAAhmPkVIeHi4mpubvdY6bkdERPhvKgAAEPR8ipCkpCTV19erpqbGs1ZRUaG4uDhFRkb6fTgAABC8fIqQhIQEpaSkaMWKFXI6naqqqlJBQYGysrJO1XwAACBI+fwW3fz8fLlcLqWlpWn27NmaMGGCHA6HJCk5OVlbtmzx+5AAACD4+PTuGEmKiYlRfn7+Ce/bt2/fCddnzZqlWbNm+fqhAABAEOOy7QAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACMIEIAAIARRAgAADCCCAEAAEYQIQAAwAgiBAAAGEGEAAAAI4gQAABgBBECAACM8DlCamtr5XA4ZLfblZqaqry8PLlcrhPufe211zRjxgyNGTNGU6dO1c6dO7s8MAAACA4+R0h2drbCw8NVWlqq4uJi7d69W4WFhZ32HTx4UAsWLNAvfvELvfXWW1qwYIGys7P15Zdf+mNuAADQw/kUIZWVlSorK1NOTo5sNpvi4+PlcDhUVFTUae+f//xn2e12TZo0SaGhoZo2bZrGjh2rp59+2m/DAwCAnivUl83l5eWKjo5WbGysZy0xMVHV1dVqaGhQVFSUZ/3TTz/VOeec4/X44cOH629/+5tPA1osPm0PGiOHRMnWK8T0GDjFzo6J8Pz6dP1//XTEn+/Tw+n659uXz9WnCGlsbJTNZvNa67jd1NTkFSEn2tunTx81NTX58iE1cGCkT/uDxf1Zo02PgG7Uv3/Et29C0ODP9+mFP98n59PpmPDwcDU3N3utddyOiPD+TbbZbDp+/LjX2vHjxzvtAwAApyefIiQpKUn19fWqqanxrFVUVCguLk6Rkd5HLM4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SurvivedPclassSexAgeFareCabinEmbarkedTitleRelatives
003122.07.250001
111038.035.641221
213026.07.920010
311035.026.551021
403135.08.050000
503127.08.460100
601154.025.931000
70312.04.220054
813027.03.710022
912014.015.040221
\n", + "
" + ], + "text/plain": [ + " Survived Pclass Sex Age Fare Cabin Embarked Title Relatives\n", + "0 0 3 1 22.0 7.25 0 0 0 1\n", + "1 1 1 0 38.0 35.64 1 2 2 1\n", + "2 1 3 0 26.0 7.92 0 0 1 0\n", + "3 1 1 0 35.0 26.55 1 0 2 1\n", + "4 0 3 1 35.0 8.05 0 0 0 0\n", + "5 0 3 1 27.0 8.46 0 1 0 0\n", + "6 0 1 1 54.0 25.93 1 0 0 0\n", + "7 0 3 1 2.0 4.22 0 0 5 4\n", + "8 1 3 0 27.0 3.71 0 0 2 2\n", + "9 1 2 0 14.0 15.04 0 2 2 1" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined_data.head(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "最终数据处理结果如上图所示。\n", + "## 3.实现过程\n", + "\n", + "特征之间的相关性如下,颜色越深表示关联程度越低" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Correlation = pd.DataFrame(combined_data[['Pclass','Sex','Age','Fare','Cabin','Embarked','Title','Relatives']])\n", + "colormap = plt.cm.viridis\n", + "plt.figure(figsize=(12,10))\n", + "plt.title('Pearson Correlation of Features', y=1.05, size=15)\n", + "sns.heatmap(Correlation.astype(float).corr(),linewidths=0.1,vmax=1.0, square=True, cmap=colormap, linecolor='white', annot=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Age和Fare变量正则化:将它们压缩到0-1" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Survived Pclass Sex Age Fare Cabin Embarked Title \\\n", + "0 0 1.0 1.0 0.273456 0.056605 0.0 0.0 0.0 \n", + "1 1 0.0 0.0 0.473882 0.278264 1.0 1.0 0.4 \n", + "2 1 1.0 0.0 0.323563 0.061836 0.0 0.0 0.2 \n", + "3 1 0.0 0.0 0.436302 0.207292 1.0 0.0 0.4 \n", + "4 0 1.0 1.0 0.436302 0.062851 0.0 0.0 0.0 \n", + "\n", + " Relatives \n", + "0 0.1 \n", + "1 0.1 \n", + "2 0.0 \n", + "3 0.1 \n", + "4 0.0 " + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "min_max_list = ['Embarked', 'Sex', 'Title', 'Relatives', 'Fare', 'Pclass', 'Age', 'Cabin']\n", + "scale_age_fare = preprocessing.MinMaxScaler().fit(combined_data[min_max_list])\n", + "combined_data[min_max_list] = scale_age_fare.transform(combined_data[min_max_list])\n", + "combined_data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "先选择Xgboost尝试一下,在向下进行之前,我们先定义一个函数,它可以帮助我们建立XGBoost models 并进行交叉验证。" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Survived Age Fare Cabin Relatives Embarked_0.0 Embarked_0.5 \\\n", + "0 0 0.273456 0.056605 0.0 0.1 1 0 \n", + "1 1 0.473882 0.278264 1.0 0.1 0 0 \n", + "2 1 0.323563 0.061836 0.0 0.0 1 0 \n", + "3 1 0.436302 0.207292 1.0 0.1 1 0 \n", + "4 0 0.436302 0.062851 0.0 0.0 1 0 \n", + "\n", + " Embarked_1.0 Sex_0.0 Sex_1.0 Pclass_0.0 Pclass_0.5 Pclass_1.0 \\\n", + "0 0 0 1 0 0 1 \n", + "1 1 1 0 1 0 0 \n", + "2 0 1 0 0 0 1 \n", + "3 0 1 0 1 0 0 \n", + "4 0 0 1 0 0 1 \n", + "\n", + " Title_0.0 Title_0.2 Title_0.4 Title_0.6000000000000001 Title_0.8 \\\n", + "0 1 0 0 0 0 \n", + "1 0 0 1 0 0 \n", + "2 0 1 0 0 0 \n", + "3 0 0 1 0 0 \n", + "4 1 0 0 0 0 \n", + "\n", + " Title_1.0 \n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 0 \n", + "4 0 " + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 对Embarked和male特征进行one-hot/get_dummies编码\n", + "new_combine = pd.get_dummies(combined_data, columns=['Embarked', 'Sex', 'Pclass', 'Title'])\n", + "new_combine.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "把训练集和测试集分离:" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Age Fare Cabin Relatives Embarked_0.0 Embarked_0.5 \\\n", + "0 0.273456 0.056605 0.0 0.1 1 0 \n", + "1 0.473882 0.278264 1.0 0.1 0 0 \n", + "2 0.323563 0.061836 0.0 0.0 1 0 \n", + "3 0.436302 0.207292 1.0 0.1 1 0 \n", + "4 0.436302 0.062851 0.0 0.0 1 0 \n", + "5 0.336089 0.066052 0.0 0.0 0 1 \n", + "6 0.674308 0.202452 1.0 0.0 1 0 \n", + "7 0.022924 0.032948 0.0 0.4 1 0 \n", + "8 0.336089 0.028966 0.0 0.2 1 0 \n", + "9 0.173243 0.117427 0.0 0.1 0 0 \n", + "\n", + " Embarked_1.0 Sex_0.0 Sex_1.0 Pclass_0.0 Pclass_0.5 Pclass_1.0 \\\n", + "0 0 0 1 0 0 1 \n", + "1 1 1 0 1 0 0 \n", + "2 0 1 0 0 0 1 \n", + "3 0 1 0 1 0 0 \n", + "4 0 0 1 0 0 1 \n", + "5 0 0 1 0 0 1 \n", + "6 0 0 1 1 0 0 \n", + "7 0 0 1 0 0 1 \n", + "8 0 1 0 0 0 1 \n", + "9 1 1 0 0 1 0 \n", + "\n", + " Title_0.0 Title_0.2 Title_0.4 Title_0.6000000000000001 Title_0.8 \\\n", + "0 1 0 0 0 0 \n", + "1 0 0 1 0 0 \n", + "2 0 1 0 0 0 \n", + "3 0 0 1 0 0 \n", + "4 1 0 0 0 0 \n", + "5 1 0 0 0 0 \n", + "6 1 0 0 0 0 \n", + "7 0 0 0 0 0 \n", + "8 0 0 1 0 0 \n", + "9 0 0 1 0 0 \n", + "\n", + " Title_1.0 \n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "5 0 \n", + "6 0 \n", + "7 1 \n", + "8 0 \n", + "9 0 " + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "new_train_data = new_combine[:891]\n", + "new_train_data.drop(['Survived'], axis=1, inplace=True)\n", + "new_test_data = new_combine[891:]\n", + "new_test_data.drop(['Survived'], axis=1, inplace=True)\n", + "target = train_data['Survived'].values\n", + "new_train_data[:10]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "经过了类似one-hot的特征编码以后,新增加了很多的特征,更容易看出来特征之间的关联性,重新绘制一张热图如下:" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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a/report_03_Fashion/report_template.ipynb b/report_03_Fashion/report_template.ipynb deleted file mode 100644 index 21eb1ce..0000000 --- a/report_03_Fashion/report_template.ipynb +++ /dev/null @@ -1,57 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Report - 报告题目\n", - "\n", - "* 姓名\n", - "* 学号\n", - "\n", - "\n", - "## 任务简介\n", - "\n", - "这里简述一下任务是什么;数据的格式,包含了什么数据;最终的目标是什么\n", - "\n", - "## 解决途径\n", - "\n", - "主要包括:\n", - "1. 问题的思考,整体的思路\n", - "2. 选用的方法,以及为何选用这些方法\n", - "3. 实现过程遇到的问题,以及如何解决的\n", - "4. 最终的结果,实验分析\n", - "\n", - "要求:\n", - "1. 数据的可视化\n", - "2. 程序,以及各个部分的解释、说明\n", - "3. 结果的可视化,精度等的分析\n", - "\n", - "## 总结\n", - "总结任务实现过程所取得的心得等。" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - 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