From 18cac82547c856894f1c21a39aed77472b51373c Mon Sep 17 00:00:00 2001 From: dev_xulongjin Date: Mon, 19 May 2025 09:12:37 +0800 Subject: [PATCH] =?UTF-8?q?fix:=20=E4=BF=AE=E6=94=B9=E6=96=87=E4=BB=B6?= =?UTF-8?q?=E5=90=8D=E5=A4=A7=E5=B0=8F=E5=86=99?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .idea/sqldialects.xml | 7 + .../.ipynb_checkpoints/task-checkpoint.ipynb | 411 + .../.ipynb_checkpoints/task2-checkpoint.ipynb | 4483 ++++ .../20250430/许龙津+202212410328.html | 17526 +++++++++++++++ .../lessom/product_sales_wordcloud.html | 1965 ++ .../lessom/top_5_category_sales_funnel.html | 216 + .../20250507/work/许龙津+202212410328.html | 18096 ++++++++++++++++ 7 files changed, 42704 insertions(+) create mode 100644 .idea/sqldialects.xml create mode 100644 商务大数据分析/20250423/.ipynb_checkpoints/task-checkpoint.ipynb create mode 100644 商务大数据分析/20250423/.ipynb_checkpoints/task2-checkpoint.ipynb create mode 100644 商务大数据分析/20250430/许龙津+202212410328.html create mode 100644 商务大数据分析/20250507/lessom/product_sales_wordcloud.html create mode 100644 商务大数据分析/20250507/lessom/top_5_category_sales_funnel.html create mode 100644 商务大数据分析/20250507/work/许龙津+202212410328.html diff --git a/.idea/sqldialects.xml b/.idea/sqldialects.xml new file mode 100644 index 0000000..27a30ef --- /dev/null +++ b/.idea/sqldialects.xml @@ -0,0 +1,7 @@ + + + + + + + \ No newline at end of file diff --git a/商务大数据分析/20250423/.ipynb_checkpoints/task-checkpoint.ipynb b/商务大数据分析/20250423/.ipynb_checkpoints/task-checkpoint.ipynb new file mode 100644 index 0000000..30f685a --- /dev/null +++ b/商务大数据分析/20250423/.ipynb_checkpoints/task-checkpoint.ipynb @@ -0,0 +1,411 @@ +{ + "cells": [ + { + "cell_type": "code", + "id": "initial_id", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2025-04-24T15:22:48.818685Z", + "start_time": "2025-04-24T15:22:48.206515Z" + } + }, + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ], + "outputs": [], + "execution_count": 2 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:22:49.529504Z", + "start_time": "2025-04-24T15:22:49.523516Z" + } + }, + "cell_type": "code", + "source": [ + "data = np.load('./data/2001-2019年劳动力与就业人员数据.npz', encoding='ASCII', allow_pickle=True)\n", + "data" + ], + "id": "58c614861534a57f", + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 3 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:22:51.988319Z", + "start_time": "2025-04-24T15:22:51.975411Z" + } + }, + "cell_type": "code", + "source": [ + "# 设置中文字体（macOS 上常见中文字体）\n", + "from matplotlib import font_manager as fm\n", + "import matplotlib as mpl\n", + "font_path = '/System/Library/Fonts/STHeiti Medium.ttc'\n", + "my_font = fm.FontProperties(fname=font_path)\n", + "mpl.rcParams['font.family'] = my_font.get_name()\n", + "mpl.rcParams['axes.unicode_minus'] = False" + ], + "id": "aaf26a3ef639d2cf", + "outputs": [], + "execution_count": 4 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:22:53.995866Z", + "start_time": "2025-04-24T15:22:53.991819Z" + } + }, + "cell_type": "code", + "source": [ + "# 获取所有键\n", + "keys = data.files\n", + "keys" + ], + "id": "e127edd42351b436", + "outputs": [ + { + "data": { + "text/plain": [ + "['arr_0', 'arr_1']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 5 + }, + { + "metadata": {}, + "cell_type": "code", + "source": [ + "# 遍历所有键病打印对应的数据\n", + "for key in keys:\n", + " print(f'键{key}对应的数据为：')\n", + " print(data[key])" + ], + "id": "84d78e1fdad14294", + "outputs": [], + "execution_count": null + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:22:59.632932Z", + "start_time": "2025-04-24T15:22:59.627027Z" + } + }, + "cell_type": "code", + "source": [ + "# 提取其中的columns数组，视为数据的标签\n", + "columns = data['arr_0']\n", + "values = data['arr_1']\n", + "print(columns, values)" + ], + "id": "cb9a953396ac507c", + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[['年份' '劳动力(万人)' '就业人员(万人)' '城镇就业人员(万人)' '乡村就业人员(万人)' '国有单位城镇就业人员(万人)'\n", + " '城镇集体单位城镇就业人员(万人)' '股份合作单位城镇就业人员(万人)' '联营单位城镇就业人员(万人)'\n", + " '有限责任公司城镇就业人员(万人)' '股份有限公司城镇就业人员(万人)' '私营企业城镇就业人员(万人)'\n", + " '港澳台商投资单位城镇就业人员(万人)' '外商投资单位城镇就业人员(万人)' '个体城镇就业人员(万人)' '私营企业乡村就业人员(万人)'\n", + " '个体乡村就业人员(万人)']] [[ 2001 73884 72797 24123 48674 7640 1291 153 45 841 483 1527\n", + " 326 345 2131 1187 2629]\n", + " [ 2002 74492 73280 25159 48121 7163 1122 161 45 1083 538 1999\n", + " 367 391 2269 1411 2474]\n", + " [ 2003 74911 73736 26230 47506 6876 1000 173 44 1261 592 2545\n", + " 409 454 2377 1754 2260]\n", + " [ 2004 75290 74264 27293 46971 6710 897 192 44 1436 625 2994\n", + " 470 563 2521 2024 2066]\n", + " [ 2005 76120 74647 28389 46258 6488 810 188 45 1750 699 3458\n", + " 557 688 2778 2366 2123]\n", + " [ 2006 76315 74978 29630 45348 6430 764 178 45 1920 741 3954\n", + " 611 796 3012 2632 2147]\n", + " [ 2007 76531 75321 30953 44368 6424 718 170 43 2075 788 4581\n", + " 680 903 3310 2672 2187]\n", + " [ 2008 77046 75564 32103 43461 6447 662 164 43 2194 840 5124\n", + " 679 943 3609 2780 2167]\n", + " [ 2009 77510 75828 33322 42506 6420 618 160 37 2433 956 5544\n", + " 721 978 4245 3063 2341]\n", + " [ 2010 78388 76105 34687 41418 6516 597 156 36 2613 1024 6071\n", + " 770 1053 4467 3347 2540]\n", + " [ 2011 78579 76420 35914 40506 6704 603 149 37 3269 1183 6912\n", + " 932 1217 5227 3442 2718]\n", + " [ 2012 78894 76704 37102 39602 6839 590 149 39 3787 1243 7557\n", + " 969 1246 5643 3739 2986]\n", + " [ 2013 79300 76977 38240 38737 6365 566 108 25 6069 1721 8242\n", + " 1397 1566 6142 4279 3193]\n", + " [ 2014 79690 77253 39310 37943 6312 537 103 22 6315 1751 9857\n", + " 1393 1562 7009 4533 3575]\n", + " [ 2015 80091 77451 40410 37041 6208 481 92 20 6389 1798 11180\n", + " 1344 1446 7800 5215 3882]\n", + " [ 2016 80694 77603 41428 36175 6170 453 86 18 6381 1824 12083\n", + " 1305 1361 8627 5914 4235]\n", + " [ 2017 80686 77640 42462 35178 6064 406 77 13 6367 1846 13327\n", + " 1290 1291 9348 6554 4878]\n", + " [ 2018 80525 77586 43419 34167 5740 347 66 12 6555 1875 13952\n", + " 1153 1212 10440 7424 5597]\n", + " [ 2019 81104 77471 44247 33224 5473 296 60 12 6608 1879 14567\n", + " 1157 1203 11692 8267 6000]]\n" + ] + } + ], + "execution_count": 6 + }, + { + "metadata": {}, + "cell_type": "code", + "source": [ + "plt.figure(figsize=(12, 6), dpi=1000) # 设置画布\n", + "plt.scatter(values[:, 0], values[:, 1], marker='o') # 绘制散点图\n", + "plt.xlabel('年份') # 设置x轴标签\n", + "plt.ylabel('劳动力人数（万人）') # 设置y轴标签\n", + "plt.ylim(70000, 85000) # 设置y轴范围\n", + "plt.xticks(range(2001,2020,1) ,labels=values[:,0]) # 设置x轴刻度\n", + "plt.title('2001~2019年劳动力人数散点图') # 添加图标标题\n", + "plt.show()" + ], + "id": "3c2e20d07b5a51b", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "cell_type": "code", + "source": [ + "plt.figure(figsize=(12,6),dpi=1000) # 设置画布\n", + "plt.scatter(values[:,0],values[:,3],marker='*',c='b',label='城镇就业人员')\n", + "plt.scatter(values[:,0],values[:,4],marker='>',c='r',label='乡村就业人员')\n", + "plt.xlabel('年份（年）')\n", + "plt.ylabel('人数（万人）')\n", + "plt.ylim(20000,60000)\n", + "plt.xticks(range(2001,2020,1),labels=values[:,0])\n", + "plt.legend()\n", + "plt.title('2001~2019年城乡就业人数散点图')\n", + "plt.show()" + ], + "id": "a66df815cb4f14f9", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "cell_type": "code", + "source": [ + "plt.figure(figsize=(12,6),dpi=1000) # 设置画布\n", + "plt.plot(values[:,0],values[:,3],'bs-',label='城镇就业人员')\n", + "plt.plot(values[:,0],values[:,4],'ro-.',label='乡村就业人员')\n", + "plt.xlabel('年份（年）')\n", + "plt.ylabel('人数（万人）')\n", + "plt.ylim(20000,60000)\n", + "plt.xticks(range(2001,2020,1),labels=values[:,0])\n", + "plt.legend()\n", + "plt.title('2001~2019年城乡就业人数点线图')\n", + "plt.show()" + ], + "id": "afdd09305ba22a62", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "cell_type": "code", + "source": [ + "labels = ['城镇就业人员','乡村就业人员']\n", + "plt.figure(figsize=(6,6),dpi=1080)\n", + "plt.bar(range(2),values[-1,3:5],width=0.5)\n", + "plt.xlabel(\"类别\")\n", + "plt.ylabel(\"就业人数（万人）\")\n", + "plt.xticks(range(2),labels=labels)\n", + "plt.title('2019年城乡就业人数柱形图')\n", + "plt.show()" + ], + "id": "4af25ece78b99aa9", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "cell_type": "code", + "source": [ + "labels = ['城镇就业人员','乡村就业人员']\n", + "explode = [0.01,0.01]\n", + "plt.figure(figsize=(6,6),dpi=1080)\n", + "plt.pie(values[-1,3:5],explode=explode,labels=labels,autopct='%1.2f%%')\n", + "plt.title('2019年城乡就业人数分布饼图')\n", + "plt.show()" + ], + "id": "bd62c3a15ce18e2f", + "outputs": [], + "execution_count": null + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:44:40.418040Z", + "start_time": "2025-04-24T15:44:39.282724Z" + } + }, + "cell_type": "code", + "source": [ + "labels = ['城镇就业人员','乡村就业人员']\n", + "gdp = [values[:,3],values[:,4]]\n", + "plt.figure(figsize=(6,6),dpi=1080)\n", + "plt.boxplot(gdp,notch=True,labels=labels,meanline=True)\n", + "plt.title('2001~2019年城乡就业人数分布箱线图')\n", + "plt.show()" + ], + "id": "3c9bdea78551e2da", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "execution_count": 8 + }, + { + "metadata": {}, + "cell_type": "code", + "source": [ + "# 5-7\n", + "plt.figure(figsize=(12, 6), dpi=1080) # 设置画布\n", + "plt.plot(values[:, 0], values[:, 2], color='r',linestyle='--') # 绘制红色虚线折线图\n", + "plt.xlabel('年份(年)') # 设置x轴标签\n", + "plt.ylabel('劳动力人数(万人)') # 设置y轴标签\n", + "plt.ylim(70000, 80000) # 设置y轴范围\n", + "plt.xticks(range(2001,2020,1) ,labels=values[:,0]) # 设置x轴刻度\n", + "plt.title('2001~2019年劳动力人数散点图') # 添加图标标题\n", + "plt.show()" + ], + "id": "44abd30092226c97", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "cell_type": "code", + "source": [ + "# 5-8\n", + "plt.figure(figsize=(12, 6), dpi=1080) # 设置画布\n", + "plt.plot(values[:, 0], values[:, 2], color='b',linestyle='--',marker='D') # 绘制红色虚线折线图\n", + "plt.xlabel('年份(年)') # 设置x轴标签\n", + "plt.ylabel('劳动力人数(万人)') # 设置y轴标签\n", + "plt.ylim(70000, 80000) # 设置y轴范围\n", + "plt.xticks(range(2001,2020,1) ,labels=values[:,0]) # 设置x轴刻度\n", + "plt.title('2001~2019年劳动力人数点线图') # 添加图标标题\n", + "plt.show()" + ], + "id": "bfa561be0fa76d4", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "cell_type": "code", + "source": [ + "# 5-9\n", + "plt.figure(figsize=(12, 6), dpi=1080) # 设置画布\n", + "plt.plot(values[:, 0], values[:, 3],'bs-',\n", + " values[:,0] ,values[:,4],'ro-' ) # 绘制红色虚线折线图\n", + "plt.xlabel('年份(年)') # 设置x轴标签\n", + "plt.ylabel('劳动力人数(万人)') # 设置y轴标签\n", + "plt.ylim(20000, 60000) # 设置y轴范围\n", + "plt.xticks(range(2001,2020,1) ,labels=values[:,0]) # 设置x轴刻度\n", + "plt.legend(['城镇就业人员','乡村就业人员'])\n", + "plt.title('2001~2019年劳动力人数点线图') # 添加图标标题\n", + "plt.show()" + ], + "id": "e48161bda885b8a", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "cell_type": "code", + "source": [ + "labels = ['城镇就业人员','乡村就业人员','国有单位城镇就业人员（万人）']\n", + "\n", + "\n", + "plt.figure(figsize=(6,4),dpi=1080)\n", + "plt.bar(range(3),values[-1,3:6],width=0.3)\n", + "plt.xlabel(\"类别\",fontsize=6)\n", + "plt.ylabel(\"就业人数（万人）\",fontsize=6)\n", + "plt.xticks(range(3),labels=labels,fontsize=6)\n", + "plt.title('2019年城乡就业人数柱形图',fontsize=6)\n", + "plt.show()" + ], + "id": "7f50a27bbae70893", + "outputs": [], + "execution_count": null + }, + { + "metadata": {}, + "cell_type": "code", + "source": [ + "labels = ['城镇就业人员','乡村就业人员']\n", + "plt.figure(figsize=(1.6,2.6),dpi=200)\n", + "plt.bar(range(2),values[-1,3:5],width=0.2,color=['skyblue', 'lightcoral'])\n", + "plt.xlabel(\"类别\",fontsize=6)\n", + "plt.ylabel(\"就业人数（万人）\",fontsize=6)\n", + "plt.xticks(range(2),labels=labels,fontsize=6)\n", + "plt.yticks(fontsize=6)\n", + "plt.title('2019年城乡就业人数柱形图',fontsize=6)\n", + "plt.show()" + ], + "id": "b3f46d62148c549c", + "outputs": [], + "execution_count": null + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/商务大数据分析/20250423/.ipynb_checkpoints/task2-checkpoint.ipynb b/商务大数据分析/20250423/.ipynb_checkpoints/task2-checkpoint.ipynb new file mode 100644 index 0000000..298c9ef --- /dev/null +++ b/商务大数据分析/20250423/.ipynb_checkpoints/task2-checkpoint.ipynb @@ -0,0 +1,4483 @@ +{ + "cells": [ + { + "cell_type": "code", + "id": "initial_id", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2025-04-24T15:56:55.064241Z", + "start_time": "2025-04-24T15:56:55.050975Z" + } + }, + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ], + "outputs": [], + "execution_count": 67 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:56:55.118268Z", + "start_time": "2025-04-24T15:56:55.114936Z" + } + }, + "cell_type": "code", + "source": [ + "# 设置中文字体（macOS 上常见中文字体）\n", + "from matplotlib import font_manager as fm\n", + "import matplotlib as mpl\n", + "font_path = '/System/Library/Fonts/STHeiti Medium.ttc'\n", + "my_font = fm.FontProperties(fname=font_path)\n", + "mpl.rcParams['font.family'] = my_font.get_name()\n", + "mpl.rcParams['axes.unicode_minus'] = False" + ], + "id": "b4c1dd92fcd604ab", + "outputs": [], + "execution_count": 68 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:56:55.195907Z", + "start_time": "2025-04-24T15:56:55.127249Z" + } + }, + "cell_type": "code", + "source": [ + "data = pd.read_excel('data2/student_grade.xlsx')\n", + "data.head(3)" + ], + "id": "9702bcdccb5855ae", + "outputs": [ + { + "data": { + "text/plain": [ + " 性别 自我效能感 考试课程准备情况 数学成绩 阅读成绩 写作成绩 总成绩\n", + "0 女 中 未完成 72 72 74 218\n", + "1 女 高 完成 69 90 88 247\n", + "2 女 高 未完成 90 95 93 278" + ], + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
性别自我效能感考试课程准备情况数学成绩阅读成绩写作成绩总成绩
0女中未完成727274218
1女高完成699088247
2女高未完成909593278
\n", + "
" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 69 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:56:55.236967Z", + "start_time": "2025-04-24T15:56:55.234833Z" + } + }, + "cell_type": "code", + "source": [ + "def level_parse(x):\n", + " if x >= 0 and x < 150:\n", + " return \"不及格\"\n", + " elif x >= 150 and x < 200:\n", + " return \"及格\"\n", + " elif x >= 200 and x < 250:\n", + " return \"良好\"\n", + " else:\n", + " return \"优秀\"" + ], + "id": "4284268d705c4ad8", + "outputs": [], + "execution_count": 70 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:56:55.282080Z", + "start_time": "2025-04-24T15:56:55.276029Z" + } + }, + "cell_type": "code", + "source": [ + "data['level'] = data['总成绩'].apply(lambda x:level_parse(x))\n", + "data.head(3)" + ], + "id": "39b24ae68a4a33ab", + "outputs": [ + { + "data": { + "text/plain": [ + " 性别 自我效能感 考试课程准备情况 数学成绩 阅读成绩 写作成绩 总成绩 level\n", + "0 女 中 未完成 72 72 74 218 良好\n", + "1 女 高 完成 69 90 88 247 良好\n", + "2 女 高 未完成 90 95 93 278 优秀" + ], + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
性别自我效能感考试课程准备情况数学成绩阅读成绩写作成绩总成绩level
0女中未完成727274218良好
1女高完成699088247良好
2女高未完成909593278优秀
\n", + "
" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 71 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:56:55.379176Z", + "start_time": "2025-04-24T15:56:55.371050Z" + } + }, + "cell_type": "code", + "source": [ + "grade_level = list(data['level'])\n", + "grade_level" + ], + "id": "8eff56fce8a9cefb", + "outputs": [ + { + "data": { + "text/plain": [ + "['良好',\n", + " '良好',\n", + " '优秀',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '不及格',\n", + " '及格',\n", + " '不及格',\n", + " '及格',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '不及格',\n", + " '不及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '不及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '不及格',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '不及格',\n", + " '良好',\n", + " '不及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '不及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '不及格',\n", + " '及格',\n", + " '不及格',\n", + " '不及格',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '不及格',\n", + " '不及格',\n", + " '及格',\n", + " '及格',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '不及格',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '优秀',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '不及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '不及格',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '不及格',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '不及格',\n", + " '良好',\n", + " '不及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '不及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '不及格',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '优秀',\n", + " '不及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '不及格',\n", + " '优秀',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '不及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '不及格',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '不及格',\n", + " '良好',\n", + " '不及格',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '不及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '不及格',\n", + " '不及格',\n", + " '优秀',\n", + " '及格',\n", + " '不及格',\n", + " '良好',\n", + " '不及格',\n", + " '及格',\n", + " '不及格',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '不及格',\n", + " '不及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '不及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '不及格',\n", + " '优秀',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '不及格',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '不及格',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '不及格',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '不及格',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '不及格',\n", + " '优秀',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '优秀',\n", + " '不及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '不及格',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '不及格',\n", + " '良好',\n", + " '不及格',\n", + " '不及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '不及格',\n", + " '不及格',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '不及格',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '不及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '不及格',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '不及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '不及格',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '不及格',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '优秀',\n", + " '优秀',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '不及格',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '不及格',\n", + " '优秀',\n", + " '不及格',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '不及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '不及格',\n", + " '良好',\n", + " '不及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '不及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '及格',\n", + " '不及格',\n", + " '不及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '优秀',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '不及格',\n", + " '及格',\n", + " '不及格',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '不及格',\n", + " '良好',\n", + " '优秀',\n", + " '优秀',\n", + " '及格',\n", + " '不及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '不及格',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '不及格',\n", + " '优秀',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '不及格',\n", + " '不及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '不及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '不及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '优秀',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '不及格',\n", + " '优秀',\n", + " '不及格',\n", + " '良好',\n", + " '优秀',\n", + " '优秀',\n", + " '良好',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '不及格',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '良好',\n", + " '及格',\n", + " '优秀',\n", + " '及格',\n", + " '及格',\n", + " '良好',\n", + " '良好']" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 72 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:56:55.458552Z", + "start_time": "2025-04-24T15:56:55.456407Z" + } + }, + "cell_type": "code", + "source": [ + "dic = dict()\n", + "for i in grade_level:\n", + " if i in dic:\n", + " dic[i] += 1\n", + " else:\n", + " dic[i] = 1" + ], + "id": "e63a4c89bdc0b8f2", + "outputs": [], + "execution_count": 73 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:56:55.499078Z", + "start_time": "2025-04-24T15:56:55.496765Z" + } + }, + "cell_type": "code", + "source": "dic", + "id": "df84a3fdc0f83342", + "outputs": [ + { + "data": { + "text/plain": [ + "{'良好': 417, '优秀': 139, '不及格': 103, '及格': 341}" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 74 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:56:55.593999Z", + "start_time": "2025-04-24T15:56:55.524661Z" + } + }, + "cell_type": "code", + "source": [ + "explode = [0.01,0.01,0.01,0.01]\n", + "plt.figure(figsize=(2,2),dpi=300)\n", + "plt.pie(dic.values(),\n", + " explode=explode,\n", + " labels=dic.keys(),\n", + " autopct='%1.2f%%',\n", + " textprops={'fontsize': 6})\n", + "plt.title('学生考试总成绩分布饼图',fontsize=6)\n", + "plt.show()" + ], + "id": "cf7b93ce004c1c00", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 75 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:56:55.605940Z", + "start_time": "2025-04-24T15:56:55.604127Z" + } + }, + "cell_type": "code", + "source": "", + "id": "d99ddfcccd7dc019", + "outputs": [], + "execution_count": null + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:56:55.633211Z", + "start_time": "2025-04-24T15:56:55.615047Z" + } + }, + "cell_type": "code", + "source": [ + "grade_single = [list(data['数学成绩']),list(data['阅读成绩']),list(data['写作成绩'])]\n", + "grade_single" + ], + "id": "8c5933d8c0d43772", + "outputs": [ + { + "data": { + "text/plain": [ + "[[72,\n", + " 69,\n", + " 90,\n", + " 47,\n", + " 76,\n", + " 71,\n", + " 88,\n", + " 40,\n", + " 64,\n", + " 38,\n", + " 58,\n", + " 40,\n", + " 65,\n", + " 78,\n", + " 50,\n", + " 69,\n", + " 88,\n", + " 18,\n", + " 46,\n", + " 54,\n", + " 66,\n", + " 65,\n", + " 44,\n", + " 69,\n", + " 74,\n", + " 73,\n", + " 69,\n", + " 67,\n", + " 70,\n", + " 62,\n", + " 69,\n", + " 63,\n", + " 56,\n", + " 40,\n", + " 97,\n", + " 81,\n", + " 74,\n", + " 50,\n", + " 75,\n", + " 57,\n", + " 55,\n", + " 58,\n", + " 53,\n", + " 59,\n", + " 50,\n", + " 65,\n", + " 55,\n", + " 66,\n", + " 57,\n", + " 82,\n", + " 53,\n", + " 77,\n", + " 53,\n", + " 88,\n", + " 71,\n", + " 33,\n", + " 82,\n", + " 52,\n", + " 58,\n", + " 0,\n", + " 79,\n", + " 39,\n", + " 62,\n", + " 69,\n", + " 59,\n", + " 67,\n", + " 45,\n", + " 60,\n", + " 61,\n", + " 39,\n", + " 58,\n", + " 63,\n", + " 41,\n", + " 61,\n", + " 49,\n", + " 44,\n", + " 30,\n", + " 80,\n", + " 61,\n", + " 62,\n", + " 47,\n", + " 49,\n", + " 50,\n", + " 72,\n", + " 42,\n", + " 73,\n", + " 76,\n", + " 71,\n", + " 58,\n", + " 73,\n", + " 65,\n", + " 27,\n", + " 71,\n", + " 43,\n", + " 79,\n", + " 78,\n", + " 65,\n", + " 63,\n", + " 58,\n", + " 65,\n", + " 79,\n", + " 68,\n", + " 85,\n", + " 60,\n", + " 98,\n", + " 58,\n", + " 87,\n", + " 66,\n", + " 52,\n", + " 70,\n", + " 77,\n", + " 62,\n", + " 54,\n", + " 51,\n", + " 99,\n", + " 84,\n", + " 75,\n", + " 78,\n", + " 51,\n", + " 55,\n", + " 79,\n", + " 91,\n", + " 88,\n", + " 63,\n", + " 83,\n", + " 87,\n", + " 72,\n", + " 65,\n", + " 82,\n", + " 51,\n", + " 89,\n", + " 53,\n", + " 87,\n", + " 75,\n", + " 74,\n", + " 58,\n", + " 51,\n", + " 70,\n", + " 59,\n", + " 71,\n", + " 76,\n", + " 59,\n", + " 42,\n", + " 57,\n", + " 88,\n", + " 22,\n", + " 88,\n", + " 73,\n", + " 68,\n", + " 100,\n", + " 62,\n", + " 77,\n", + " 59,\n", + " 54,\n", + " 62,\n", + " 70,\n", + " 66,\n", + " 60,\n", + " 61,\n", + " 66,\n", + " 82,\n", + " 75,\n", + " 49,\n", + " 52,\n", + " 81,\n", + " 96,\n", + " 53,\n", + " 58,\n", + " 68,\n", + " 67,\n", + " 72,\n", + " 94,\n", + " 79,\n", + " 63,\n", + " 43,\n", + " 81,\n", + " 46,\n", + " 71,\n", + " 52,\n", + " 97,\n", + " 62,\n", + " 46,\n", + " 50,\n", + " 65,\n", + " 45,\n", + " 65,\n", + " 80,\n", + " 62,\n", + " 48,\n", + " 77,\n", + " 66,\n", + " 76,\n", + " 62,\n", + " 77,\n", + " 69,\n", + " 61,\n", + " 59,\n", + " 55,\n", + " 45,\n", + " 78,\n", + " 67,\n", + " 65,\n", + " 69,\n", + " 57,\n", + " 59,\n", + " 74,\n", + " 82,\n", + " 81,\n", + " 74,\n", + " 58,\n", + " 80,\n", + " 35,\n", + " 42,\n", + " 60,\n", + " 87,\n", + " 84,\n", + " 83,\n", + " 34,\n", + " 66,\n", + " 61,\n", + " 56,\n", + " 87,\n", + " 55,\n", + " 86,\n", + " 52,\n", + " 45,\n", + " 72,\n", + " 57,\n", + " 68,\n", + " 88,\n", + " 76,\n", + " 46,\n", + " 67,\n", + " 92,\n", + " 83,\n", + " 80,\n", + " 63,\n", + " 64,\n", + " 54,\n", + " 84,\n", + " 73,\n", + " 80,\n", + " 56,\n", + " 59,\n", + " 75,\n", + " 85,\n", + " 89,\n", + " 58,\n", + " 65,\n", + " 68,\n", + " 47,\n", + " 71,\n", + " 60,\n", + " 80,\n", + " 54,\n", + " 62,\n", + " 64,\n", + " 78,\n", + " 70,\n", + " 65,\n", + " 64,\n", + " 79,\n", + " 44,\n", + " 99,\n", + " 76,\n", + " 59,\n", + " 63,\n", + " 69,\n", + " 88,\n", + " 71,\n", + " 69,\n", + " 58,\n", + " 47,\n", + " 65,\n", + " 88,\n", + " 83,\n", + " 85,\n", + " 59,\n", + " 65,\n", + " 73,\n", + " 53,\n", + " 45,\n", + " 73,\n", + " 70,\n", + " 37,\n", + " 81,\n", + " 97,\n", + " 67,\n", + " 88,\n", + " 77,\n", + " 76,\n", + " 86,\n", + " 63,\n", + " 65,\n", + " 78,\n", + " 67,\n", + " 46,\n", + " 71,\n", + " 40,\n", + " 90,\n", + " 81,\n", + " 56,\n", + " 67,\n", + " 80,\n", + " 74,\n", + " 69,\n", + " 99,\n", + " 51,\n", + " 53,\n", + " 49,\n", + " 73,\n", + " 66,\n", + " 67,\n", + " 68,\n", + " 59,\n", + " 71,\n", + " 77,\n", + " 83,\n", + " 63,\n", + " 56,\n", + " 67,\n", + " 75,\n", + " 71,\n", + " 43,\n", + " 41,\n", + " 82,\n", + " 61,\n", + " 28,\n", + " 82,\n", + " 41,\n", + " 71,\n", + " 47,\n", + " 62,\n", + " 90,\n", + " 83,\n", + " 61,\n", + " 76,\n", + " 49,\n", + " 24,\n", + " 35,\n", + " 58,\n", + " 61,\n", + " 69,\n", + " 67,\n", + " 79,\n", + " 72,\n", + " 62,\n", + " 77,\n", + " 75,\n", + " 87,\n", + " 52,\n", + " 66,\n", + " 63,\n", + " 46,\n", + " 59,\n", + " 61,\n", + " 63,\n", + " 42,\n", + " 59,\n", + " 80,\n", + " 58,\n", + " 85,\n", + " 52,\n", + " 27,\n", + " 59,\n", + " 49,\n", + " 69,\n", + " 61,\n", + " 44,\n", + " 73,\n", + " 84,\n", + " 45,\n", + " 74,\n", + " 82,\n", + " 59,\n", + " 46,\n", + " 80,\n", + " 85,\n", + " 71,\n", + " 66,\n", + " 80,\n", + " 87,\n", + " 79,\n", + " 38,\n", + " 38,\n", + " 67,\n", + " 64,\n", + " 57,\n", + " 62,\n", + " 73,\n", + " 73,\n", + " 77,\n", + " 76,\n", + " 57,\n", + " 65,\n", + " 48,\n", + " 50,\n", + " 85,\n", + " 74,\n", + " 60,\n", + " 59,\n", + " 53,\n", + " 49,\n", + " 88,\n", + " 54,\n", + " 63,\n", + " 65,\n", + " 82,\n", + " 52,\n", + " 87,\n", + " 70,\n", + " 84,\n", + " 71,\n", + " 63,\n", + " 51,\n", + " 84,\n", + " 71,\n", + " 74,\n", + " 68,\n", + " 57,\n", + " 82,\n", + " 57,\n", + " 47,\n", + " 59,\n", + " 41,\n", + " 62,\n", + " 86,\n", + " 69,\n", + " 65,\n", + " 68,\n", + " 64,\n", + " 61,\n", + " 61,\n", + " 47,\n", + " 73,\n", + " 50,\n", + " 75,\n", + " 75,\n", + " 70,\n", + " 89,\n", + " 67,\n", + " 78,\n", + " 59,\n", + " 73,\n", + " 79,\n", + " 67,\n", + " 69,\n", + " 86,\n", + " 47,\n", + " 81,\n", + " 64,\n", + " 100,\n", + " 65,\n", + " 65,\n", + " 53,\n", + " 37,\n", + " 79,\n", + " 53,\n", + " 100,\n", + " 72,\n", + " 53,\n", + " 54,\n", + " 71,\n", + " 77,\n", + " 75,\n", + " 84,\n", + " 26,\n", + " 72,\n", + " 77,\n", + " 91,\n", + " 83,\n", + " 63,\n", + " 68,\n", + " 59,\n", + " 90,\n", + " 71,\n", + " 76,\n", + " 80,\n", + " 55,\n", + " 76,\n", + " 73,\n", + " 52,\n", + " 68,\n", + " 59,\n", + " 49,\n", + " 70,\n", + " 61,\n", + " 60,\n", + " 64,\n", + " 79,\n", + " 65,\n", + " 64,\n", + " 83,\n", + " 81,\n", + " 54,\n", + " 68,\n", + " 54,\n", + " 59,\n", + " 66,\n", + " 76,\n", + " 74,\n", + " 94,\n", + " 63,\n", + " 95,\n", + " 40,\n", + " 82,\n", + " 68,\n", + " 55,\n", + " 79,\n", + " 86,\n", + " 76,\n", + " 64,\n", + " 62,\n", + " 54,\n", + " 77,\n", + " 76,\n", + " 74,\n", + " 66,\n", + " 66,\n", + " 67,\n", + " 71,\n", + " 91,\n", + " 69,\n", + " 54,\n", + " 53,\n", + " 68,\n", + " 56,\n", + " 36,\n", + " 29,\n", + " 62,\n", + " 68,\n", + " 47,\n", + " 62,\n", + " 79,\n", + " 73,\n", + " 66,\n", + " 51,\n", + " 51,\n", + " 85,\n", + " 97,\n", + " 75,\n", + " 79,\n", + " 81,\n", + " 82,\n", + " 64,\n", + " 78,\n", + " 92,\n", + " 72,\n", + " 62,\n", + " 79,\n", + " 79,\n", + " 87,\n", + " 40,\n", + " 77,\n", + " 53,\n", + " 32,\n", + " 55,\n", + " 61,\n", + " 53,\n", + " 73,\n", + " 74,\n", + " 63,\n", + " 96,\n", + " 63,\n", + " 48,\n", + " 48,\n", + " 92,\n", + " 61,\n", + " 63,\n", + " 68,\n", + " 71,\n", + " 91,\n", + " 53,\n", + " 50,\n", + " 74,\n", + " 40,\n", + " 61,\n", + " 81,\n", + " 48,\n", + " 53,\n", + " 81,\n", + " 77,\n", + " 63,\n", + " 73,\n", + " 69,\n", + " 65,\n", + " 55,\n", + " 44,\n", + " 54,\n", + " 48,\n", + " 58,\n", + " 71,\n", + " 68,\n", + " 74,\n", + " 92,\n", + " 56,\n", + " 30,\n", + " 53,\n", + " 69,\n", + " 65,\n", + " 54,\n", + " 29,\n", + " 76,\n", + " 60,\n", + " 84,\n", + " 75,\n", + " 85,\n", + " 40,\n", + " 61,\n", + " 58,\n", + " 69,\n", + " 58,\n", + " 94,\n", + " 65,\n", + " 82,\n", + " 60,\n", + " 37,\n", + " 88,\n", + " 95,\n", + " 65,\n", + " 35,\n", + " 62,\n", + " 58,\n", + " 100,\n", + " 61,\n", + " 100,\n", + " 69,\n", + " 61,\n", + " 49,\n", + " 44,\n", + " 67,\n", + " 79,\n", + " 66,\n", + " 75,\n", + " 84,\n", + " 71,\n", + " 67,\n", + " 80,\n", + " 86,\n", + " 76,\n", + " 41,\n", + " 74,\n", + " 72,\n", + " 74,\n", + " 70,\n", + " 65,\n", + " 59,\n", + " 64,\n", + " 50,\n", + " 69,\n", + " 51,\n", + " 68,\n", + " 85,\n", + " 65,\n", + " 73,\n", + " 62,\n", + " 77,\n", + " 69,\n", + " 43,\n", + " 90,\n", + " 74,\n", + " 73,\n", + " 55,\n", + " 65,\n", + " 80,\n", + " 50,\n", + " 63,\n", + " 77,\n", + " 73,\n", + " 81,\n", + " 66,\n", + " 52,\n", + " 69,\n", + " 65,\n", + " 69,\n", + " 50,\n", + " 73,\n", + " 70,\n", + " 81,\n", + " 63,\n", + " 67,\n", + " 60,\n", + " 62,\n", + " 29,\n", + " 62,\n", + " 94,\n", + " 85,\n", + " 77,\n", + " 53,\n", + " 93,\n", + " 49,\n", + " 73,\n", + " 66,\n", + " 77,\n", + " 49,\n", + " 79,\n", + " 75,\n", + " 59,\n", + " 57,\n", + " 66,\n", + " 79,\n", + " 57,\n", + " 87,\n", + " 63,\n", + " 59,\n", + " 62,\n", + " 46,\n", + " 66,\n", + " 89,\n", + " 42,\n", + " 93,\n", + " 80,\n", + " 98,\n", + " 81,\n", + " 60,\n", + " 76,\n", + " 73,\n", + " 96,\n", + " 76,\n", + " 91,\n", + " 62,\n", + " 55,\n", + " 74,\n", + " 50,\n", + " 47,\n", + " 81,\n", + " 65,\n", + " 68,\n", + " 73,\n", + " 53,\n", + " 68,\n", + " 55,\n", + " 87,\n", + " 55,\n", + " 53,\n", + " 67,\n", + " 92,\n", + " 53,\n", + " 81,\n", + " 61,\n", + " 80,\n", + " 37,\n", + " 81,\n", + " 59,\n", + " 55,\n", + " 72,\n", + " 69,\n", + " 69,\n", + " 50,\n", + " 87,\n", + " 71,\n", + " 68,\n", + " 79,\n", + " 77,\n", + " 58,\n", + " 84,\n", + " 55,\n", + " 70,\n", + " 52,\n", + " 69,\n", + " 53,\n", + " 48,\n", + " 78,\n", + " 62,\n", + " 60,\n", + " 74,\n", + " 58,\n", + " 76,\n", + " 68,\n", + " 58,\n", + " 52,\n", + " 75,\n", + " 52,\n", + " 62,\n", + " 66,\n", + " 49,\n", + " 66,\n", + " 35,\n", + " 72,\n", + " 94,\n", + " 46,\n", + " 77,\n", + " 76,\n", + " 52,\n", + " 91,\n", + " 32,\n", + " 72,\n", + " 19,\n", + " 68,\n", + " 52,\n", + " 48,\n", + " 60,\n", + " 66,\n", + " 89,\n", + " 42,\n", + " 57,\n", + " 70,\n", + " 70,\n", + " 69,\n", + " 52,\n", + " 67,\n", + " 76,\n", + " 87,\n", + " 82,\n", + " 73,\n", + " 75,\n", + " 64,\n", + " 41,\n", + " 90,\n", + " 59,\n", + " 51,\n", + " 45,\n", + " 54,\n", + " 87,\n", + " 72,\n", + " 94,\n", + " 45,\n", + " 61,\n", + " 60,\n", + " 77,\n", + " 85,\n", + " 78,\n", + " 49,\n", + " 71,\n", + " 48,\n", + " 62,\n", + " 56,\n", + " 65,\n", + " 69,\n", + " 68,\n", + " 61,\n", + " 74,\n", + " 64,\n", + " 77,\n", + " 58,\n", + " 60,\n", + " 73,\n", + " 75,\n", + " 58,\n", + " 66,\n", + " 39,\n", + " 64,\n", + " 23,\n", + " 74,\n", + " 40,\n", + " 90,\n", + " 91,\n", + " 64,\n", + " 59,\n", + " 80,\n", + " 71,\n", + " 61,\n", + " 87,\n", + " 82,\n", + " 62,\n", + " 97,\n", + " 75,\n", + " 65,\n", + " 52,\n", + " 87,\n", + " 53,\n", + " 81,\n", + " 39,\n", + " 71,\n", + " 97,\n", + " 82,\n", + " 59,\n", + " 61,\n", + " 78,\n", + " 49,\n", + " 59,\n", + " 70,\n", + " 82,\n", + " 90,\n", + " 43,\n", + " 80,\n", + " 81,\n", + " 57,\n", + " 59,\n", + " 64,\n", + " 63,\n", + " 71,\n", + " 64,\n", + " 55,\n", + " 51,\n", + " 62,\n", + " 93,\n", + " 54,\n", + " 69,\n", + " 44,\n", + " 86,\n", + " 85,\n", + " 50,\n", + " 88,\n", + " 59,\n", + " 32,\n", + " 36,\n", + " 63,\n", + " 67,\n", + " 65,\n", + " 85,\n", + " 73,\n", + " 34,\n", + " 93,\n", + " 67,\n", + " 88,\n", + " 57,\n", + " 79,\n", + " 67,\n", + " 70,\n", + " 50,\n", + " 69,\n", + " 52,\n", + " 47,\n", + " 46,\n", + " 68,\n", + " 100,\n", + " 44,\n", + " 57,\n", + " 91,\n", + " 69,\n", + " 35,\n", + " 72,\n", + " 54,\n", + " 74,\n", + " 74,\n", + " 64,\n", + " 65,\n", + " 46,\n", + " 48,\n", + " 67,\n", + " 62,\n", + " 61,\n", + " 70,\n", + " 98,\n", + " 70,\n", + " 67,\n", + " 57,\n", + " 85,\n", + " 77,\n", + " 72,\n", + " 78,\n", + " 81,\n", + " 61,\n", + " 58,\n", + " 54,\n", + " 82,\n", + " 49,\n", + " 49,\n", + " 57,\n", + " 94,\n", + " 75,\n", + " 74,\n", + " 58,\n", + " 62,\n", + " 72,\n", + " 84,\n", + " 92,\n", + " 45,\n", + " 75,\n", + " 56,\n", + " 48,\n", + " 100,\n", + " 65,\n", + " 72,\n", + " 62,\n", + " 66,\n", + " 63,\n", + " 68,\n", + " 75,\n", + " 89,\n", + " 78,\n", + " 53,\n", + " 49,\n", + " 54,\n", + " 64,\n", + " 60,\n", + " 62,\n", + " 55,\n", + " 91,\n", + " 8,\n", + " 81,\n", + " 79,\n", + " 78,\n", + " 74,\n", + " 57,\n", + " 40,\n", + " 81,\n", + " 44,\n", + " 67,\n", + " 86,\n", + " 65,\n", + " 55,\n", + " 62,\n", + " 63,\n", + " 88,\n", + " 62,\n", + " 59,\n", + " 68,\n", + " 77],\n", + " [72,\n", + " 90,\n", + " 95,\n", + " 57,\n", + " 78,\n", + " 83,\n", + " 95,\n", + " 43,\n", + " 64,\n", + " 60,\n", + " 54,\n", + " 52,\n", + " 81,\n", + " 72,\n", + " 53,\n", + " 75,\n", + " 89,\n", + " 32,\n", + " 42,\n", + " 58,\n", + " 69,\n", + " 75,\n", + " 54,\n", + " 73,\n", + " 71,\n", + " 74,\n", + " 54,\n", + " 69,\n", + " 70,\n", + " 70,\n", + " 74,\n", + " 65,\n", + " 72,\n", + " 42,\n", + " 87,\n", + " 81,\n", + " 81,\n", + " 64,\n", + " 90,\n", + " 56,\n", + " 61,\n", + " 73,\n", + " 58,\n", + " 65,\n", + " 56,\n", + " 54,\n", + " 65,\n", + " 71,\n", + " 74,\n", + " 84,\n", + " 55,\n", + " 69,\n", + " 44,\n", + " 78,\n", + " 84,\n", + " 41,\n", + " 85,\n", + " 55,\n", + " 59,\n", + " 17,\n", + " 74,\n", + " 39,\n", + " 61,\n", + " 80,\n", + " 58,\n", + " 64,\n", + " 37,\n", + " 72,\n", + " 58,\n", + " 64,\n", + " 63,\n", + " 55,\n", + " 51,\n", + " 57,\n", + " 49,\n", + " 41,\n", + " 26,\n", + " 78,\n", + " 74,\n", + " 68,\n", + " 49,\n", + " 45,\n", + " 47,\n", + " 64,\n", + " 39,\n", + " 80,\n", + " 83,\n", + " 71,\n", + " 70,\n", + " 86,\n", + " 72,\n", + " 34,\n", + " 79,\n", + " 45,\n", + " 86,\n", + " 81,\n", + " 66,\n", + " 72,\n", + " 67,\n", + " 67,\n", + " 67,\n", + " 74,\n", + " 91,\n", + " 44,\n", + " 86,\n", + " 67,\n", + " 100,\n", + " 63,\n", + " 76,\n", + " 64,\n", + " 89,\n", + " 55,\n", + " 53,\n", + " 58,\n", + " 100,\n", + " 77,\n", + " 85,\n", + " 82,\n", + " 63,\n", + " 69,\n", + " 92,\n", + " 89,\n", + " 93,\n", + " 57,\n", + " 80,\n", + " 95,\n", + " 68,\n", + " 77,\n", + " 82,\n", + " 49,\n", + " 84,\n", + " 37,\n", + " 74,\n", + " 81,\n", + " 79,\n", + " 55,\n", + " 54,\n", + " 55,\n", + " 66,\n", + " 61,\n", + " 72,\n", + " 62,\n", + " 55,\n", + " 43,\n", + " 73,\n", + " 39,\n", + " 84,\n", + " 68,\n", + " 75,\n", + " 100,\n", + " 67,\n", + " 67,\n", + " 70,\n", + " 49,\n", + " 67,\n", + " 89,\n", + " 74,\n", + " 60,\n", + " 86,\n", + " 62,\n", + " 78,\n", + " 88,\n", + " 53,\n", + " 53,\n", + " 92,\n", + " 100,\n", + " 51,\n", + " 76,\n", + " 83,\n", + " 75,\n", + " 73,\n", + " 88,\n", + " 86,\n", + " 67,\n", + " 51,\n", + " 91,\n", + " 54,\n", + " 77,\n", + " 70,\n", + " 100,\n", + " 68,\n", + " 64,\n", + " 50,\n", + " 69,\n", + " 52,\n", + " 67,\n", + " 76,\n", + " 66,\n", + " 52,\n", + " 88,\n", + " 65,\n", + " 83,\n", + " 64,\n", + " 62,\n", + " 84,\n", + " 55,\n", + " 69,\n", + " 56,\n", + " 53,\n", + " 79,\n", + " 84,\n", + " 81,\n", + " 77,\n", + " 69,\n", + " 41,\n", + " 71,\n", + " 62,\n", + " 80,\n", + " 81,\n", + " 61,\n", + " 79,\n", + " 28,\n", + " 62,\n", + " 51,\n", + " 91,\n", + " 83,\n", + " 86,\n", + " 42,\n", + " 77,\n", + " 56,\n", + " 68,\n", + " 85,\n", + " 65,\n", + " 80,\n", + " 66,\n", + " 56,\n", + " 72,\n", + " 50,\n", + " 72,\n", + " 95,\n", + " 64,\n", + " 43,\n", + " 86,\n", + " 87,\n", + " 82,\n", + " 75,\n", + " 66,\n", + " 60,\n", + " 52,\n", + " 80,\n", + " 68,\n", + " 83,\n", + " 52,\n", + " 51,\n", + " 74,\n", + " 76,\n", + " 76,\n", + " 70,\n", + " 64,\n", + " 60,\n", + " 49,\n", + " 83,\n", + " 70,\n", + " 80,\n", + " 52,\n", + " 73,\n", + " 73,\n", + " 77,\n", + " 75,\n", + " 81,\n", + " 79,\n", + " 79,\n", + " 50,\n", + " 93,\n", + " 73,\n", + " 42,\n", + " 75,\n", + " 72,\n", + " 92,\n", + " 76,\n", + " 63,\n", + " 49,\n", + " 53,\n", + " 70,\n", + " 85,\n", + " 78,\n", + " 92,\n", + " 63,\n", + " 86,\n", + " 56,\n", + " 52,\n", + " 48,\n", + " 79,\n", + " 78,\n", + " 46,\n", + " 82,\n", + " 82,\n", + " 89,\n", + " 75,\n", + " 76,\n", + " 70,\n", + " 73,\n", + " 60,\n", + " 73,\n", + " 77,\n", + " 62,\n", + " 41,\n", + " 74,\n", + " 46,\n", + " 87,\n", + " 78,\n", + " 54,\n", + " 84,\n", + " 76,\n", + " 75,\n", + " 67,\n", + " 87,\n", + " 52,\n", + " 71,\n", + " 57,\n", + " 76,\n", + " 60,\n", + " 61,\n", + " 67,\n", + " 64,\n", + " 66,\n", + " 82,\n", + " 72,\n", + " 71,\n", + " 65,\n", + " 79,\n", + " 86,\n", + " 81,\n", + " 53,\n", + " 46,\n", + " 90,\n", + " 61,\n", + " 23,\n", + " 75,\n", + " 55,\n", + " 60,\n", + " 37,\n", + " 56,\n", + " 78,\n", + " 93,\n", + " 68,\n", + " 70,\n", + " 51,\n", + " 38,\n", + " 55,\n", + " 61,\n", + " 73,\n", + " 76,\n", + " 72,\n", + " 73,\n", + " 80,\n", + " 61,\n", + " 94,\n", + " 74,\n", + " 74,\n", + " 65,\n", + " 57,\n", + " 78,\n", + " 58,\n", + " 71,\n", + " 72,\n", + " 61,\n", + " 66,\n", + " 62,\n", + " 90,\n", + " 62,\n", + " 84,\n", + " 58,\n", + " 34,\n", + " 60,\n", + " 58,\n", + " 58,\n", + " 66,\n", + " 64,\n", + " 84,\n", + " 77,\n", + " 73,\n", + " 74,\n", + " 97,\n", + " 70,\n", + " 43,\n", + " 90,\n", + " 95,\n", + " 83,\n", + " 64,\n", + " 86,\n", + " 100,\n", + " 81,\n", + " 49,\n", + " 43,\n", + " 76,\n", + " 73,\n", + " 78,\n", + " 64,\n", + " 70,\n", + " 67,\n", + " 68,\n", + " 67,\n", + " 54,\n", + " 74,\n", + " 45,\n", + " 67,\n", + " 89,\n", + " 63,\n", + " 59,\n", + " 54,\n", + " 43,\n", + " 65,\n", + " 99,\n", + " 59,\n", + " 73,\n", + " 65,\n", + " 80,\n", + " 57,\n", + " 84,\n", + " 71,\n", + " 83,\n", + " 66,\n", + " 67,\n", + " 72,\n", + " 73,\n", + " 74,\n", + " 73,\n", + " 59,\n", + " 56,\n", + " 93,\n", + " 58,\n", + " 58,\n", + " 85,\n", + " 39,\n", + " 67,\n", + " 83,\n", + " 71,\n", + " 59,\n", + " 63,\n", + " 66,\n", + " 72,\n", + " 56,\n", + " 59,\n", + " 66,\n", + " 48,\n", + " 68,\n", + " 66,\n", + " 56,\n", + " 88,\n", + " 81,\n", + " 81,\n", + " 73,\n", + " 83,\n", + " 82,\n", + " 74,\n", + " 66,\n", + " 81,\n", + " 46,\n", + " 73,\n", + " 85,\n", + " 92,\n", + " 77,\n", + " 58,\n", + " 61,\n", + " 56,\n", + " 89,\n", + " 54,\n", + " 100,\n", + " 65,\n", + " 58,\n", + " 54,\n", + " 70,\n", + " 90,\n", + " 58,\n", + " 87,\n", + " 31,\n", + " 67,\n", + " 88,\n", + " 74,\n", + " 85,\n", + " 69,\n", + " 86,\n", + " 67,\n", + " 90,\n", + " 76,\n", + " 62,\n", + " 68,\n", + " 64,\n", + " 71,\n", + " 71,\n", + " 59,\n", + " 68,\n", + " 52,\n", + " 52,\n", + " 74,\n", + " 47,\n", + " 75,\n", + " 53,\n", + " 82,\n", + " 85,\n", + " 64,\n", + " 83,\n", + " 88,\n", + " 64,\n", + " 64,\n", + " 48,\n", + " 78,\n", + " 69,\n", + " 71,\n", + " 79,\n", + " 87,\n", + " 61,\n", + " 89,\n", + " 59,\n", + " 82,\n", + " 70,\n", + " 59,\n", + " 78,\n", + " 92,\n", + " 71,\n", + " 50,\n", + " 49,\n", + " 61,\n", + " 97,\n", + " 87,\n", + " 89,\n", + " 74,\n", + " 78,\n", + " 78,\n", + " 49,\n", + " 86,\n", + " 58,\n", + " 59,\n", + " 52,\n", + " 60,\n", + " 61,\n", + " 53,\n", + " 41,\n", + " 74,\n", + " 67,\n", + " 54,\n", + " 61,\n", + " 88,\n", + " 69,\n", + " 83,\n", + " 60,\n", + " 66,\n", + " 66,\n", + " 92,\n", + " 69,\n", + " 82,\n", + " 77,\n", + " 95,\n", + " 63,\n", + " 83,\n", + " 100,\n", + " 67,\n", + " 67,\n", + " 72,\n", + " 76,\n", + " 90,\n", + " 48,\n", + " 62,\n", + " 45,\n", + " 39,\n", + " 72,\n", + " 67,\n", + " 70,\n", + " 66,\n", + " 75,\n", + " 74,\n", + " 90,\n", + " 80,\n", + " 51,\n", + " 43,\n", + " 100,\n", + " 71,\n", + " 48,\n", + " 68,\n", + " 75,\n", + " 96,\n", + " 62,\n", + " 66,\n", + " 81,\n", + " 55,\n", + " 51,\n", + " 91,\n", + " 56,\n", + " 61,\n", + " 97,\n", + " 79,\n", + " 73,\n", + " 75,\n", + " 77,\n", + " 76,\n", + " 73,\n", + " 63,\n", + " 64,\n", + " 66,\n", + " 57,\n", + " 62,\n", + " 68,\n", + " 76,\n", + " 100,\n", + " 79,\n", + " 24,\n", + " 54,\n", + " 77,\n", + " 82,\n", + " 60,\n", + " 29,\n", + " 78,\n", + " 57,\n", + " 89,\n", + " 72,\n", + " 84,\n", + " 58,\n", + " 64,\n", + " 63,\n", + " 60,\n", + " 59,\n", + " 90,\n", + " 77,\n", + " 93,\n", + " 68,\n", + " 45,\n", + " 78,\n", + " 81,\n", + " 73,\n", + " 61,\n", + " 63,\n", + " 51,\n", + " 96,\n", + " 58,\n", + " 97,\n", + " 70,\n", + " 48,\n", + " 57,\n", + " 51,\n", + " 64,\n", + " 60,\n", + " 74,\n", + " 88,\n", + " 84,\n", + " 74,\n", + " 80,\n", + " 92,\n", + " 76,\n", + " 74,\n", + " 52,\n", + " 88,\n", + " 81,\n", + " 79,\n", + " 65,\n", + " 81,\n", + " 70,\n", + " 62,\n", + " 53,\n", + " 79,\n", + " 56,\n", + " 80,\n", + " 86,\n", + " 70,\n", + " 79,\n", + " 67,\n", + " 67,\n", + " 66,\n", + " 60,\n", + " 87,\n", + " 77,\n", + " 66,\n", + " 71,\n", + " 69,\n", + " 63,\n", + " 60,\n", + " 73,\n", + " 85,\n", + " 74,\n", + " 72,\n", + " 76,\n", + " 57,\n", + " 78,\n", + " 84,\n", + " 77,\n", + " 64,\n", + " 78,\n", + " 82,\n", + " 75,\n", + " 61,\n", + " 72,\n", + " 68,\n", + " 55,\n", + " 40,\n", + " 66,\n", + " 99,\n", + " 75,\n", + " 78,\n", + " 58,\n", + " 90,\n", + " 53,\n", + " 76,\n", + " 74,\n", + " 77,\n", + " 63,\n", + " 89,\n", + " 82,\n", + " 72,\n", + " 78,\n", + " 66,\n", + " 81,\n", + " 67,\n", + " 84,\n", + " 64,\n", + " 63,\n", + " 72,\n", + " 34,\n", + " 59,\n", + " 87,\n", + " 61,\n", + " 84,\n", + " 85,\n", + " 100,\n", + " 81,\n", + " 70,\n", + " 94,\n", + " 78,\n", + " 96,\n", + " 76,\n", + " 73,\n", + " 72,\n", + " 59,\n", + " 90,\n", + " 48,\n", + " 43,\n", + " 74,\n", + " 75,\n", + " 51,\n", + " 92,\n", + " 39,\n", + " 77,\n", + " 46,\n", + " 89,\n", + " 47,\n", + " 58,\n", + " 57,\n", + " 79,\n", + " 66,\n", + " 71,\n", + " 60,\n", + " 73,\n", + " 57,\n", + " 84,\n", + " 73,\n", + " 55,\n", + " 79,\n", + " 75,\n", + " 64,\n", + " 60,\n", + " 84,\n", + " 69,\n", + " 72,\n", + " 77,\n", + " 90,\n", + " 55,\n", + " 95,\n", + " 58,\n", + " 68,\n", + " 59,\n", + " 77,\n", + " 72,\n", + " 58,\n", + " 81,\n", + " 62,\n", + " 63,\n", + " 72,\n", + " 75,\n", + " 62,\n", + " 71,\n", + " 60,\n", + " 48,\n", + " 73,\n", + " 67,\n", + " 78,\n", + " 65,\n", + " 58,\n", + " 72,\n", + " 44,\n", + " 79,\n", + " 85,\n", + " 56,\n", + " 90,\n", + " 85,\n", + " 59,\n", + " 81,\n", + " 51,\n", + " 79,\n", + " 38,\n", + " 65,\n", + " 65,\n", + " 62,\n", + " 66,\n", + " 74,\n", + " 84,\n", + " 52,\n", + " 68,\n", + " 70,\n", + " 84,\n", + " 60,\n", + " 55,\n", + " 73,\n", + " 80,\n", + " 94,\n", + " 85,\n", + " 76,\n", + " 81,\n", + " 74,\n", + " 45,\n", + " 75,\n", + " 54,\n", + " 31,\n", + " 47,\n", + " 64,\n", + " 84,\n", + " 80,\n", + " 86,\n", + " 59,\n", + " 70,\n", + " 72,\n", + " 91,\n", + " 90,\n", + " 90,\n", + " 52,\n", + " 87,\n", + " 58,\n", + " 67,\n", + " 68,\n", + " 69,\n", + " 86,\n", + " 54,\n", + " 60,\n", + " 86,\n", + " 60,\n", + " 82,\n", + " 50,\n", + " 64,\n", + " 64,\n", + " 82,\n", + " 57,\n", + " 77,\n", + " 52,\n", + " 58,\n", + " 44,\n", + " 77,\n", + " 65,\n", + " 85,\n", + " 85,\n", + " 54,\n", + " 72,\n", + " 75,\n", + " 67,\n", + " 68,\n", + " 85,\n", + " 67,\n", + " 64,\n", + " 97,\n", + " 68,\n", + " 79,\n", + " 49,\n", + " 73,\n", + " 62,\n", + " 86,\n", + " 42,\n", + " 71,\n", + " 93,\n", + " 82,\n", + " 53,\n", + " 42,\n", + " 74,\n", + " 51,\n", + " 58,\n", + " 72,\n", + " 84,\n", + " 90,\n", + " 62,\n", + " 64,\n", + " 82,\n", + " 61,\n", + " 72,\n", + " 76,\n", + " 64,\n", + " 70,\n", + " 73,\n", + " 46,\n", + " 51,\n", + " 76,\n", + " 100,\n", + " 72,\n", + " 65,\n", + " 51,\n", + " 85,\n", + " 92,\n", + " 67,\n", + " 74,\n", + " 62,\n", + " 34,\n", + " 29,\n", + " 78,\n", + " 54,\n", + " 78,\n", + " 84,\n", + " 78,\n", + " 48,\n", + " 100,\n", + " 84,\n", + " 77,\n", + " 48,\n", + " 84,\n", + " 75,\n", + " 64,\n", + " 42,\n", + " 84,\n", + " 61,\n", + " 62,\n", + " 61,\n", + " 70,\n", + " 100,\n", + " 61,\n", + " 77,\n", + " 96,\n", + " 70,\n", + " 53,\n", + " 66,\n", + " 65,\n", + " 70,\n", + " 64,\n", + " 56,\n", + " 61,\n", + " 43,\n", + " 56,\n", + " 74,\n", + " 57,\n", + " 71,\n", + " 75,\n", + " 87,\n", + " 63,\n", + " 57,\n", + " 58,\n", + " 81,\n", + " 68,\n", + " 66,\n", + " 91,\n", + " 66,\n", + " 62,\n", + " 68,\n", + " 61,\n", + " 82,\n", + " 58,\n", + " 50,\n", + " 75,\n", + " 73,\n", + " 77,\n", + " 74,\n", + " 52,\n", + " 69,\n", + " 57,\n", + " 87,\n", + " 100,\n", + " 63,\n", + " 81,\n", + " 58,\n", + " 54,\n", + " 100,\n", + " 76,\n", + " 57,\n", + " 70,\n", + " 68,\n", + " 63,\n", + " 76,\n", + " 84,\n", + " 100,\n", + " 72,\n", + " 50,\n", + " 65,\n", + " 63,\n", + " 82,\n", + " 62,\n", + " 65,\n", + " 41,\n", + " 95,\n", + " 24,\n", + " 78,\n", + " 85,\n", + " 87,\n", + " 75,\n", + " 51,\n", + " 59,\n", + " 75,\n", + " 45,\n", + " 86,\n", + " 81,\n", + " 82,\n", + " 76,\n", + " 72,\n", + " 63,\n", + " 99,\n", + " 55,\n", + " 71,\n", + " 78,\n", + " 86],\n", + " [74,\n", + " 88,\n", + " 93,\n", + " 44,\n", + " 75,\n", + " 78,\n", + " 92,\n", + " 39,\n", + " 67,\n", + " 50,\n", + " 52,\n", + " 43,\n", + " 73,\n", + " 70,\n", + " 58,\n", + " 78,\n", + " 86,\n", + " 28,\n", + " 46,\n", + " 61,\n", + " 63,\n", + " 70,\n", + " 53,\n", + " 73,\n", + " 80,\n", + " 72,\n", + " 55,\n", + " 75,\n", + " 65,\n", + " 75,\n", + " 74,\n", + " 61,\n", + " 65,\n", + " 38,\n", + " 82,\n", + " 79,\n", + " 83,\n", + " 59,\n", + " 88,\n", + " 57,\n", + " 54,\n", + " 68,\n", + " 65,\n", + " 66,\n", + " 54,\n", + " 57,\n", + " 62,\n", + " 76,\n", + " 76,\n", + " 82,\n", + " 48,\n", + " 68,\n", + " 42,\n", + " 75,\n", + " 87,\n", + " 43,\n", + " 86,\n", + " 49,\n", + " 58,\n", + " 10,\n", + " 72,\n", + " 34,\n", + " 55,\n", + " 71,\n", + " 59,\n", + " 61,\n", + " 37,\n", + " 74,\n", + " 56,\n", + " 57,\n", + " 73,\n", + " 63,\n", + " 48,\n", + " 56,\n", + " 41,\n", + " 38,\n", + " 22,\n", + " 81,\n", + " 72,\n", + " 68,\n", + " 50,\n", + " 45,\n", + " 54,\n", + " 63,\n", + " 34,\n", + " 82,\n", + " 88,\n", + " 74,\n", + " 67,\n", + " 82,\n", + " 74,\n", + " 36,\n", + " 71,\n", + " 50,\n", + " 92,\n", + " 82,\n", + " 62,\n", + " 70,\n", + " 62,\n", + " 62,\n", + " 67,\n", + " 74,\n", + " 89,\n", + " 47,\n", + " 90,\n", + " 72,\n", + " 100,\n", + " 64,\n", + " 70,\n", + " 72,\n", + " 98,\n", + " 49,\n", + " 47,\n", + " 54,\n", + " 100,\n", + " 74,\n", + " 82,\n", + " 79,\n", + " 61,\n", + " 65,\n", + " 89,\n", + " 92,\n", + " 93,\n", + " 56,\n", + " 73,\n", + " 86,\n", + " 67,\n", + " 74,\n", + " 74,\n", + " 51,\n", + " 82,\n", + " 40,\n", + " 70,\n", + " 84,\n", + " 75,\n", + " 48,\n", + " 41,\n", + " 56,\n", + " 67,\n", + " 69,\n", + " 71,\n", + " 64,\n", + " 54,\n", + " 47,\n", + " 78,\n", + " 33,\n", + " 75,\n", + " 66,\n", + " 81,\n", + " 93,\n", + " 69,\n", + " 68,\n", + " 66,\n", + " 47,\n", + " 61,\n", + " 88,\n", + " 78,\n", + " 60,\n", + " 87,\n", + " 64,\n", + " 74,\n", + " 85,\n", + " 52,\n", + " 49,\n", + " 91,\n", + " 100,\n", + " 51,\n", + " 78,\n", + " 78,\n", + " 70,\n", + " 74,\n", + " 78,\n", + " 81,\n", + " 70,\n", + " 54,\n", + " 87,\n", + " 58,\n", + " 77,\n", + " 62,\n", + " 100,\n", + " 75,\n", + " 66,\n", + " 47,\n", + " 70,\n", + " 49,\n", + " 65,\n", + " 65,\n", + " 68,\n", + " 45,\n", + " 87,\n", + " 69,\n", + " 79,\n", + " 66,\n", + " 62,\n", + " 85,\n", + " 52,\n", + " 65,\n", + " 51,\n", + " 55,\n", + " 76,\n", + " 86,\n", + " 77,\n", + " 69,\n", + " 68,\n", + " 42,\n", + " 78,\n", + " 62,\n", + " 76,\n", + " 76,\n", + " 66,\n", + " 79,\n", + " 27,\n", + " 60,\n", + " 56,\n", + " 81,\n", + " 75,\n", + " 88,\n", + " 39,\n", + " 70,\n", + " 56,\n", + " 74,\n", + " 73,\n", + " 62,\n", + " 75,\n", + " 73,\n", + " 54,\n", + " 71,\n", + " 54,\n", + " 64,\n", + " 94,\n", + " 66,\n", + " 42,\n", + " 83,\n", + " 78,\n", + " 84,\n", + " 77,\n", + " 67,\n", + " 74,\n", + " 51,\n", + " 80,\n", + " 66,\n", + " 83,\n", + " 55,\n", + " 43,\n", + " 69,\n", + " 71,\n", + " 74,\n", + " 68,\n", + " 62,\n", + " 53,\n", + " 49,\n", + " 83,\n", + " 70,\n", + " 72,\n", + " 52,\n", + " 70,\n", + " 68,\n", + " 77,\n", + " 78,\n", + " 81,\n", + " 77,\n", + " 78,\n", + " 51,\n", + " 90,\n", + " 68,\n", + " 41,\n", + " 81,\n", + " 77,\n", + " 95,\n", + " 70,\n", + " 61,\n", + " 42,\n", + " 58,\n", + " 71,\n", + " 76,\n", + " 73,\n", + " 93,\n", + " 75,\n", + " 80,\n", + " 57,\n", + " 42,\n", + " 46,\n", + " 84,\n", + " 78,\n", + " 46,\n", + " 82,\n", + " 88,\n", + " 82,\n", + " 76,\n", + " 77,\n", + " 68,\n", + " 70,\n", + " 57,\n", + " 75,\n", + " 80,\n", + " 60,\n", + " 43,\n", + " 68,\n", + " 50,\n", + " 75,\n", + " 81,\n", + " 52,\n", + " 81,\n", + " 64,\n", + " 83,\n", + " 69,\n", + " 81,\n", + " 44,\n", + " 67,\n", + " 52,\n", + " 80,\n", + " 57,\n", + " 68,\n", + " 69,\n", + " 75,\n", + " 65,\n", + " 91,\n", + " 78,\n", + " 69,\n", + " 63,\n", + " 84,\n", + " 79,\n", + " 80,\n", + " 53,\n", + " 43,\n", + " 94,\n", + " 62,\n", + " 19,\n", + " 77,\n", + " 51,\n", + " 61,\n", + " 35,\n", + " 53,\n", + " 81,\n", + " 95,\n", + " 66,\n", + " 69,\n", + " 43,\n", + " 27,\n", + " 60,\n", + " 52,\n", + " 63,\n", + " 74,\n", + " 67,\n", + " 67,\n", + " 75,\n", + " 57,\n", + " 95,\n", + " 66,\n", + " 76,\n", + " 69,\n", + " 52,\n", + " 80,\n", + " 57,\n", + " 70,\n", + " 70,\n", + " 61,\n", + " 69,\n", + " 61,\n", + " 89,\n", + " 59,\n", + " 78,\n", + " 58,\n", + " 32,\n", + " 58,\n", + " 60,\n", + " 53,\n", + " 61,\n", + " 58,\n", + " 85,\n", + " 71,\n", + " 70,\n", + " 72,\n", + " 96,\n", + " 73,\n", + " 41,\n", + " 82,\n", + " 100,\n", + " 77,\n", + " 62,\n", + " 83,\n", + " 95,\n", + " 71,\n", + " 45,\n", + " 43,\n", + " 75,\n", + " 70,\n", + " 67,\n", + " 64,\n", + " 75,\n", + " 59,\n", + " 77,\n", + " 67,\n", + " 56,\n", + " 77,\n", + " 41,\n", + " 63,\n", + " 95,\n", + " 57,\n", + " 54,\n", + " 67,\n", + " 43,\n", + " 55,\n", + " 100,\n", + " 62,\n", + " 68,\n", + " 63,\n", + " 77,\n", + " 56,\n", + " 85,\n", + " 74,\n", + " 78,\n", + " 60,\n", + " 67,\n", + " 79,\n", + " 69,\n", + " 68,\n", + " 67,\n", + " 62,\n", + " 54,\n", + " 93,\n", + " 64,\n", + " 67,\n", + " 80,\n", + " 34,\n", + " 62,\n", + " 86,\n", + " 65,\n", + " 53,\n", + " 54,\n", + " 59,\n", + " 70,\n", + " 55,\n", + " 50,\n", + " 66,\n", + " 53,\n", + " 64,\n", + " 73,\n", + " 51,\n", + " 82,\n", + " 79,\n", + " 80,\n", + " 69,\n", + " 76,\n", + " 73,\n", + " 77,\n", + " 60,\n", + " 80,\n", + " 42,\n", + " 72,\n", + " 85,\n", + " 97,\n", + " 74,\n", + " 49,\n", + " 62,\n", + " 47,\n", + " 89,\n", + " 48,\n", + " 100,\n", + " 68,\n", + " 55,\n", + " 45,\n", + " 76,\n", + " 91,\n", + " 62,\n", + " 91,\n", + " 38,\n", + " 65,\n", + " 85,\n", + " 76,\n", + " 90,\n", + " 74,\n", + " 84,\n", + " 61,\n", + " 91,\n", + " 83,\n", + " 66,\n", + " 72,\n", + " 70,\n", + " 67,\n", + " 68,\n", + " 56,\n", + " 61,\n", + " 46,\n", + " 54,\n", + " 71,\n", + " 56,\n", + " 74,\n", + " 57,\n", + " 82,\n", + " 76,\n", + " 70,\n", + " 90,\n", + " 90,\n", + " 68,\n", + " 66,\n", + " 52,\n", + " 76,\n", + " 68,\n", + " 72,\n", + " 82,\n", + " 92,\n", + " 54,\n", + " 92,\n", + " 54,\n", + " 80,\n", + " 66,\n", + " 54,\n", + " 77,\n", + " 87,\n", + " 73,\n", + " 43,\n", + " 52,\n", + " 62,\n", + " 94,\n", + " 85,\n", + " 84,\n", + " 73,\n", + " 78,\n", + " 79,\n", + " 52,\n", + " 84,\n", + " 57,\n", + " 50,\n", + " 49,\n", + " 59,\n", + " 60,\n", + " 43,\n", + " 47,\n", + " 70,\n", + " 73,\n", + " 53,\n", + " 58,\n", + " 94,\n", + " 68,\n", + " 83,\n", + " 58,\n", + " 62,\n", + " 71,\n", + " 86,\n", + " 68,\n", + " 80,\n", + " 79,\n", + " 89,\n", + " 66,\n", + " 80,\n", + " 97,\n", + " 64,\n", + " 64,\n", + " 69,\n", + " 65,\n", + " 88,\n", + " 50,\n", + " 64,\n", + " 40,\n", + " 33,\n", + " 79,\n", + " 66,\n", + " 70,\n", + " 62,\n", + " 79,\n", + " 74,\n", + " 92,\n", + " 80,\n", + " 46,\n", + " 45,\n", + " 100,\n", + " 78,\n", + " 47,\n", + " 67,\n", + " 70,\n", + " 92,\n", + " 56,\n", + " 64,\n", + " 71,\n", + " 53,\n", + " 52,\n", + " 89,\n", + " 58,\n", + " 68,\n", + " 96,\n", + " 80,\n", + " 78,\n", + " 80,\n", + " 77,\n", + " 76,\n", + " 73,\n", + " 62,\n", + " 65,\n", + " 65,\n", + " 54,\n", + " 50,\n", + " 64,\n", + " 73,\n", + " 99,\n", + " 72,\n", + " 15,\n", + " 48,\n", + " 73,\n", + " 81,\n", + " 63,\n", + " 30,\n", + " 80,\n", + " 51,\n", + " 90,\n", + " 62,\n", + " 82,\n", + " 54,\n", + " 62,\n", + " 65,\n", + " 63,\n", + " 66,\n", + " 91,\n", + " 74,\n", + " 93,\n", + " 72,\n", + " 38,\n", + " 83,\n", + " 84,\n", + " 68,\n", + " 54,\n", + " 56,\n", + " 52,\n", + " 86,\n", + " 62,\n", + " 99,\n", + " 63,\n", + " 46,\n", + " 46,\n", + " 55,\n", + " 70,\n", + " 65,\n", + " 81,\n", + " 85,\n", + " 80,\n", + " 64,\n", + " 81,\n", + " 88,\n", + " 74,\n", + " 73,\n", + " 51,\n", + " 90,\n", + " 79,\n", + " 80,\n", + " 60,\n", + " 81,\n", + " 65,\n", + " 68,\n", + " 55,\n", + " 81,\n", + " 53,\n", + " 76,\n", + " 98,\n", + " 74,\n", + " 79,\n", + " 67,\n", + " 64,\n", + " 61,\n", + " 58,\n", + " 85,\n", + " 73,\n", + " 63,\n", + " 69,\n", + " 67,\n", + " 63,\n", + " 60,\n", + " 71,\n", + " 87,\n", + " 61,\n", + " 77,\n", + " 68,\n", + " 50,\n", + " 76,\n", + " 84,\n", + " 78,\n", + " 66,\n", + " 76,\n", + " 76,\n", + " 78,\n", + " 60,\n", + " 74,\n", + " 60,\n", + " 54,\n", + " 44,\n", + " 68,\n", + " 100,\n", + " 68,\n", + " 73,\n", + " 44,\n", + " 83,\n", + " 53,\n", + " 78,\n", + " 81,\n", + " 73,\n", + " 56,\n", + " 86,\n", + " 90,\n", + " 70,\n", + " 79,\n", + " 59,\n", + " 82,\n", + " 72,\n", + " 87,\n", + " 67,\n", + " 64,\n", + " 65,\n", + " 36,\n", + " 52,\n", + " 79,\n", + " 58,\n", + " 90,\n", + " 85,\n", + " 99,\n", + " 84,\n", + " 74,\n", + " 87,\n", + " 72,\n", + " 99,\n", + " 74,\n", + " 80,\n", + " 70,\n", + " 59,\n", + " 88,\n", + " 42,\n", + " 41,\n", + " 71,\n", + " 77,\n", + " 57,\n", + " 84,\n", + " 37,\n", + " 80,\n", + " 43,\n", + " 94,\n", + " 44,\n", + " 57,\n", + " 59,\n", + " 84,\n", + " 73,\n", + " 73,\n", + " 55,\n", + " 72,\n", + " 56,\n", + " 82,\n", + " 72,\n", + " 47,\n", + " 74,\n", + " 71,\n", + " 68,\n", + " 59,\n", + " 86,\n", + " 68,\n", + " 65,\n", + " 75,\n", + " 85,\n", + " 53,\n", + " 92,\n", + " 52,\n", + " 72,\n", + " 65,\n", + " 77,\n", + " 64,\n", + " 54,\n", + " 86,\n", + " 63,\n", + " 59,\n", + " 72,\n", + " 77,\n", + " 60,\n", + " 75,\n", + " 57,\n", + " 49,\n", + " 74,\n", + " 72,\n", + " 79,\n", + " 60,\n", + " 55,\n", + " 70,\n", + " 43,\n", + " 82,\n", + " 82,\n", + " 57,\n", + " 84,\n", + " 82,\n", + " 62,\n", + " 79,\n", + " 44,\n", + " 77,\n", + " 32,\n", + " 61,\n", + " 61,\n", + " 60,\n", + " 70,\n", + " 69,\n", + " 77,\n", + " 51,\n", + " 73,\n", + " 70,\n", + " 81,\n", + " 54,\n", + " 57,\n", + " 68,\n", + " 73,\n", + " 95,\n", + " 87,\n", + " 78,\n", + " 74,\n", + " 75,\n", + " 40,\n", + " 69,\n", + " 51,\n", + " 36,\n", + " 49,\n", + " 67,\n", + " 76,\n", + " 83,\n", + " 87,\n", + " 64,\n", + " 76,\n", + " 68,\n", + " 88,\n", + " 92,\n", + " 93,\n", + " 51,\n", + " 82,\n", + " 52,\n", + " 58,\n", + " 70,\n", + " 76,\n", + " 81,\n", + " 53,\n", + " 57,\n", + " 89,\n", + " 58,\n", + " 89,\n", + " 45,\n", + " 74,\n", + " 57,\n", + " 79,\n", + " 53,\n", + " 73,\n", + " 46,\n", + " 51,\n", + " 36,\n", + " 76,\n", + " 64,\n", + " 84,\n", + " 85,\n", + " 50,\n", + " 68,\n", + " 69,\n", + " 67,\n", + " 63,\n", + " 93,\n", + " 61,\n", + " 55,\n", + " 96,\n", + " 65,\n", + " 81,\n", + " 46,\n", + " 72,\n", + " 53,\n", + " 87,\n", + " 38,\n", + " 80,\n", + " 91,\n", + " 88,\n", + " 52,\n", + " 41,\n", + " 72,\n", + " 51,\n", + " 47,\n", + " 76,\n", + " 78,\n", + " 82,\n", + " 61,\n", + " 66,\n", + " 84,\n", + " 54,\n", + " 80,\n", + " 74,\n", + " 66,\n", + " 70,\n", + " 71,\n", + " 44,\n", + " 54,\n", + " 80,\n", + " 95,\n", + " 59,\n", + " 74,\n", + " 48,\n", + " 91,\n", + " 85,\n", + " 73,\n", + " 75,\n", + " 69,\n", + " 38,\n", + " 27,\n", + " 79,\n", + " 63,\n", + " 82,\n", + " 89,\n", + " 74,\n", + " 41,\n", + " 100,\n", + " 84,\n", + " 77,\n", + " 51,\n", + " 91,\n", + " 72,\n", + " 70,\n", + " 48,\n", + " 82,\n", + " 66,\n", + " 66,\n", + " 55,\n", + " 66,\n", + " 100,\n", + " 52,\n", + " 80,\n", + " 91,\n", + " 67,\n", + " 46,\n", + " 66,\n", + " 65,\n", + " 69,\n", + " 60,\n", + " 52,\n", + " 71,\n", + " 44,\n", + " 51,\n", + " 70,\n", + " 62,\n", + " 73,\n", + " 74,\n", + " 90,\n", + " 58,\n", + " 53,\n", + " 57,\n", + " 85,\n", + " 69,\n", + " 72,\n", + " 96,\n", + " 64,\n", + " 61,\n", + " 61,\n", + " 58,\n", + " 80,\n", + " 60,\n", + " 52,\n", + " 73,\n", + " 71,\n", + " 83,\n", + " 72,\n", + " 54,\n", + " 69,\n", + " 62,\n", + " 81,\n", + " 100,\n", + " 59,\n", + " 71,\n", + " 64,\n", + " 53,\n", + " 100,\n", + " 75,\n", + " 58,\n", + " 72,\n", + " 64,\n", + " 60,\n", + " 67,\n", + " 80,\n", + " 100,\n", + " 69,\n", + " 60,\n", + " 61,\n", + " 67,\n", + " 77,\n", + " 60,\n", + " 58,\n", + " 48,\n", + " 94,\n", + " 23,\n", + " 78,\n", + " 86,\n", + " 91,\n", + " 82,\n", + " 54,\n", + " 51,\n", + " 76,\n", + " 45,\n", + " 83,\n", + " 75,\n", + " 78,\n", + " 76,\n", + " 74,\n", + " 62,\n", + " 95,\n", + " 55,\n", + " 65,\n", + " 77,\n", + " 86]]" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 76 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-04-24T15:56:55.709090Z", + "start_time": "2025-04-24T15:56:55.654293Z" + } + }, + "cell_type": "code", + "source": [ + "labels = ['数学成绩','阅读成绩','写作成绩']\n", + "plt.figure(figsize=(1.3,2), dpi=300)\n", + "plt.boxplot(grade_single, notch=True, labels=labels, meanline=True,flierprops=dict(markersize=2), widths=0.3)\n", + "plt.title('学生各项考试成绩分散情况箱线图', fontsize=6)\n", + "plt.xticks(fontsize=6)\n", + "plt.yticks(fontsize=6)\n", + "plt.show()" + ], + "id": "fe6334b7153b26f3", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "execution_count": 77 + }, + { + "metadata": {}, + "cell_type": "markdown", + "source": [ + "## 🎯 结论总结\n", + "\n", + "### ✅ 总成绩分布结论：\n", + "\n", + "- 超八成学生在“及格”及以上，说明整体成绩水平较好。\n", + "- 有约 1/10 学生不及格，需要给予更多辅导或支持。\n", + "- “良好”最多，占近一半，说明多数学生在中上水平，具备进一步提高的潜力。\n", + "\n", + "---\n", + "\n", + "### ✅ 单科成绩分散结论：\n", + "\n", + "- 三科成绩的中位数都偏高，说明大多数学生得分在及格线以上。\n", + "- 数学和写作的离散程度大于阅读，说明这两科差异性更大，存在部分成绩特别高或特别低的学生。\n", + "- 数学异常值最多，可能是该科学生差距最大的体现，建议个别关注。\n", + "\n", + "---\n", + "\n", + "### 🧠 综合建议：\n", + "\n", + "- **提升良好 → 优秀**：大量学生处在“良好”区间，有提升空间，可通过强化训练或拓展课程提升至优秀。\n", + "- **关注不及格学生**：需个性化辅导，查漏补缺。\n", + "- **关注数学两极分化**：制定针对性提升方案，帮助数学成绩波动大的学生。" + ], + "id": "9952d9ec11b1ea44" + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/商务大数据分析/20250430/许龙津+202212410328.html b/商务大数据分析/20250430/许龙津+202212410328.html new file mode 100644 index 0000000..7b2bc3f --- /dev/null +++ b/商务大数据分析/20250430/许龙津+202212410328.html @@ -0,0 +1,17526 @@ + + + + + +task2 + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/商务大数据分析/20250507/lessom/product_sales_wordcloud.html b/商务大数据分析/20250507/lessom/product_sales_wordcloud.html new file mode 100644 index 0000000..6c01954 --- /dev/null +++ b/商务大数据分析/20250507/lessom/product_sales_wordcloud.html @@ -0,0 +1,1965 @@ + + + + + Awesome-pyecharts + + + + + + +
+ + + diff --git a/商务大数据分析/20250507/lessom/top_5_category_sales_funnel.html b/商务大数据分析/20250507/lessom/top_5_category_sales_funnel.html new file mode 100644 index 0000000..05b2e68 --- /dev/null +++ b/商务大数据分析/20250507/lessom/top_5_category_sales_funnel.html @@ -0,0 +1,216 @@ + + + + + Awesome-pyecharts + + + + + +
+ + + diff --git a/商务大数据分析/20250507/work/许龙津+202212410328.html b/商务大数据分析/20250507/work/许龙津+202212410328.html new file mode 100644 index 0000000..4c287ba --- /dev/null +++ b/商务大数据分析/20250507/work/许龙津+202212410328.html @@ -0,0 +1,18096 @@ + + + + + +task + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +