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20250423课堂实训

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dev_xulongjin 2025-04-24 23:05:32 +08:00
parent 47134d7877
commit 1c81ec611a
10 changed files with 16454 additions and 3 deletions
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12
.idea/dataSources.xml generated Normal file
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<?xml version="1.0" encoding="UTF-8"?>
<project version="4">
<component name="DataSourceManagerImpl" format="xml" multifile-model="true">
<data-source source="LOCAL" name="mysql@hadoop102" uuid="8a31d9be-3718-4049-b54f-f94164c72a7a">
<driver-ref>mysql.8</driver-ref>
<synchronize>true</synchronize>
<jdbc-driver>com.mysql.cj.jdbc.Driver</jdbc-driver>
<jdbc-url>jdbc:mysql://hadoop102:3306</jdbc-url>
<working-dir>$ProjectFileDir$</working-dir>
</data-source>
</component>
</project>

6
商务大数据分析/20250416/task.ipynb
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@ -29,15 +29,15 @@
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-04-18T02:17:28.419400Z",
"start_time": "2025-04-18T02:17:28.417330Z"
"end_time": "2025-04-23T06:44:52.013294Z",
"start_time": "2025-04-23T06:44:51.744723Z"
}
},
"cell_type": "code",
"source": "import pandas as pd",
"id": "ca151ea5138a6483",
"outputs": [],
"execution_count": 81
"execution_count": 1
},
{
"metadata": {

186
商务大数据分析/20250422/marketing.sql Executable file
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/*
Navicat Premium Data Transfer
Source Server : localhost_3306
Source Server Type : MySQL
Source Server Version : 80020
Source Host : localhost:3306
Source Schema : marketing
Target Server Type : MySQL
Target Server Version : 80020
File Encoding : 65001
Date: 20/04/2025 00:05:44
*/
create database if not exists marketing;
use marketing;
SET NAMES utf8mb4;
SET FOREIGN_KEY_CHECKS = 0;
-- ----------------------------
-- Table structure for main_categories
-- ----------------------------
DROP TABLE IF EXISTS `main_categories`;
CREATE TABLE `main_categories` (
`id` int NOT NULL AUTO_INCREMENT,
`name` varchar(50) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NOT NULL,
`value` decimal(10, 3) NULL DEFAULT NULL,
PRIMARY KEY (`id`) USING BTREE
) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_0900_ai_ci ROW_FORMAT = Dynamic;
-- ----------------------------
-- Records of main_categories
-- ----------------------------
INSERT INTO `main_categories` VALUES (1, '办公用品', 949270.224);
INSERT INTO `main_categories` VALUES (2, '技术', 937985.552);
INSERT INTO `main_categories` VALUES (3, '家具', 1028418.503);
-- ----------------------------
-- Table structure for sales_manager
-- ----------------------------
DROP TABLE IF EXISTS `sales_manager`;
CREATE TABLE `sales_manager` (
`sales_manager` varchar(50) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL,
`sales` decimal(10, 3) NULL DEFAULT NULL,
`profit` decimal(10, 3) NULL DEFAULT NULL
) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_0900_ai_ci ROW_FORMAT = Dynamic;
-- ----------------------------
-- Records of sales_manager
-- ----------------------------
INSERT INTO `sales_manager` VALUES ('郝杰', 502667.277, 55300.637);
INSERT INTO `sales_manager` VALUES ('江奕健', 179421.480, 11725.000);
INSERT INTO `sales_manager` VALUES ('姜伟', 222300.092, 19919.872);
INSERT INTO `sales_manager` VALUES ('王倩倩', 691845.854, 92687.014);
INSERT INTO `sales_manager` VALUES ('杨洪光', 761143.054, 96180.574);
INSERT INTO `sales_manager` VALUES ('张怡莲', 558296.522, 93976.162);
-- ----------------------------
-- Table structure for sales_month
-- ----------------------------
DROP TABLE IF EXISTS `sales_month`;
CREATE TABLE `sales_month` (
`month` varchar(50) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL,
`sales` decimal(10, 3) NULL DEFAULT NULL,
`profit` decimal(10, 3) NULL DEFAULT NULL
) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_0900_ai_ci ROW_FORMAT = Dynamic;
-- ----------------------------
-- Records of sales_month
-- ----------------------------
INSERT INTO `sales_month` VALUES ('1月', 226678.830, 37233.770);
INSERT INTO `sales_month` VALUES ('2月', 109855.158, 19834.458);
INSERT INTO `sales_month` VALUES ('3月', 167173.727, 18748.247);
INSERT INTO `sales_month` VALUES ('4月', 96984.692, 16501.352);
INSERT INTO `sales_month` VALUES ('5月', 232199.107, 23984.947);
INSERT INTO `sales_month` VALUES ('6月', 339729.698, 39157.118);
INSERT INTO `sales_month` VALUES ('7月', 140050.918, 11800.698);
INSERT INTO `sales_month` VALUES ('8月', 356128.507, 66818.087);
INSERT INTO `sales_month` VALUES ('9月', 322759.367, 24133.207);
INSERT INTO `sales_month` VALUES ('10月', 289269.169, 33635.329);
INSERT INTO `sales_month` VALUES ('11月', 342142.150, 42611.870);
INSERT INTO `sales_month` VALUES ('12月', 292702.956, 35330.176);
-- ----------------------------
-- Table structure for sales_province
-- ----------------------------
DROP TABLE IF EXISTS `sales_province`;
CREATE TABLE `sales_province` (
`province` varchar(50) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL,
`sales` decimal(10, 3) NULL DEFAULT NULL,
`profit` decimal(10, 3) NULL DEFAULT NULL
) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_0900_ai_ci ROW_FORMAT = Dynamic;
-- ----------------------------
-- Records of sales_province
-- ----------------------------
INSERT INTO `sales_province` VALUES ('安徽', 113742.734, 32222.834);
INSERT INTO `sales_province` VALUES ('北京', 76154.540, 19854.240);
INSERT INTO `sales_province` VALUES ('福建', 102315.080, 32774.700);
INSERT INTO `sales_province` VALUES ('甘肃', 47267.444, -13210.036);
INSERT INTO `sales_province` VALUES ('广东', 254769.725, 58887.605);
INSERT INTO `sales_province` VALUES ('广西', 48349.532, 14036.932);
INSERT INTO `sales_province` VALUES ('贵州', 15893.136, 287.616);
INSERT INTO `sales_province` VALUES ('海南', 10995.880, 4132.940);
INSERT INTO `sales_province` VALUES ('河北', 227145.800, 43675.380);
INSERT INTO `sales_province` VALUES ('河南', 79220.540, 17722.600);
INSERT INTO `sales_province` VALUES ('黑龙江', 273877.632, 66982.132);
INSERT INTO `sales_province` VALUES ('湖北', 135006.900, -33492.340);
INSERT INTO `sales_province` VALUES ('湖南', 163503.277, 31399.277);
INSERT INTO `sales_province` VALUES ('吉林', 76539.617, 17712.317);
INSERT INTO `sales_province` VALUES ('江苏', 128183.776, -16801.764);
INSERT INTO `sales_province` VALUES ('江西', 29987.860, 7944.720);
INSERT INTO `sales_province` VALUES ('辽宁', 152250.028, -29393.812);
INSERT INTO `sales_province` VALUES ('内蒙古', 59787.252, -15047.368);
INSERT INTO `sales_province` VALUES ('宁夏', 12685.988, -900.592);
INSERT INTO `sales_province` VALUES ('山东', 192400.460, 49812.560);
INSERT INTO `sales_province` VALUES ('山西', 99782.900, 25386.900);
INSERT INTO `sales_province` VALUES ('陕西', 102767.168, 21152.628);
INSERT INTO `sales_province` VALUES ('上海', 99893.584, 17668.784);
INSERT INTO `sales_province` VALUES ('四川', 60567.584, -9514.876);
INSERT INTO `sales_province` VALUES ('天津', 95426.030, 20107.010);
INSERT INTO `sales_province` VALUES ('西藏', 1144.920, 400.260);
INSERT INTO `sales_province` VALUES ('新疆', 16700.880, 4683.000);
INSERT INTO `sales_province` VALUES ('云南', 79432.052, 16937.032);
INSERT INTO `sales_province` VALUES ('浙江', 94619.560, -27441.260);
INSERT INTO `sales_province` VALUES ('重庆', 65262.400, 11809.840);
-- ----------------------------
-- Table structure for sales_region
-- ----------------------------
DROP TABLE IF EXISTS `sales_region`;
CREATE TABLE `sales_region` (
`region` varchar(50) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL,
`sales` decimal(10, 3) NULL DEFAULT NULL,
`profit` decimal(10, 3) NULL DEFAULT NULL
) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_0900_ai_ci ROW_FORMAT = Dynamic;
-- ----------------------------
-- Records of sales_region
-- ----------------------------
INSERT INTO `sales_region` VALUES ('东北', 502667.277, 55300.637);
INSERT INTO `sales_region` VALUES ('华北', 558296.522, 93976.162);
INSERT INTO `sales_region` VALUES ('华东', 761143.054, 96180.574);
INSERT INTO `sales_region` VALUES ('西北', 179421.480, 11725.000);
INSERT INTO `sales_region` VALUES ('西南', 222300.092, 19919.872);
INSERT INTO `sales_region` VALUES ('中南', 691845.854, 92687.014);
-- ----------------------------
-- Table structure for sub_categories
-- ----------------------------
DROP TABLE IF EXISTS `sub_categories`;
CREATE TABLE `sub_categories` (
`id` int NOT NULL AUTO_INCREMENT,
`main_category_id` int NULL DEFAULT NULL,
`name` varchar(50) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NOT NULL,
`value` decimal(10, 3) NULL DEFAULT NULL,
PRIMARY KEY (`id`) USING BTREE,
INDEX `main_category_id`(`main_category_id`) USING BTREE,
CONSTRAINT `sub_categories_ibfk_1` FOREIGN KEY (`main_category_id`) REFERENCES `main_categories` (`id`) ON DELETE RESTRICT ON UPDATE RESTRICT
) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_0900_ai_ci ROW_FORMAT = Dynamic;
-- ----------------------------
-- Records of sub_categories
-- ----------------------------
INSERT INTO `sub_categories` VALUES (1, 1, '标签', 18936.540);
INSERT INTO `sub_categories` VALUES (2, 1, '美术', 33038.096);
INSERT INTO `sub_categories` VALUES (3, 1, '器具', 449744.764);
INSERT INTO `sub_categories` VALUES (4, 1, '收纳具', 214582.200);
INSERT INTO `sub_categories` VALUES (5, 1, '系固件', 20045.480);
INSERT INTO `sub_categories` VALUES (6, 1, '信封', 51941.960);
INSERT INTO `sub_categories` VALUES (7, 1, '用品', 47070.128);
INSERT INTO `sub_categories` VALUES (8, 1, '纸张', 51413.740);
INSERT INTO `sub_categories` VALUES (9, 1, '装订机', 62497.316);
INSERT INTO `sub_categories` VALUES (10, 2, '电话', 330951.320);
INSERT INTO `sub_categories` VALUES (11, 2, '复印机', 347513.264);
INSERT INTO `sub_categories` VALUES (12, 2, '配件', 150562.664);
INSERT INTO `sub_categories` VALUES (13, 2, '设备', 108958.304);
INSERT INTO `sub_categories` VALUES (14, 3, '书架', 366969.540);
INSERT INTO `sub_categories` VALUES (15, 3, '椅子', 409393.054);
INSERT INTO `sub_categories` VALUES (16, 3, '用具', 83848.996);
INSERT INTO `sub_categories` VALUES (17, 3, '桌子', 168206.913);
SET FOREIGN_KEY_CHECKS = 1;

BIN
商务大数据分析/20250423/data/2001-2019年劳动力与就业人员数据.npz Executable file
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507
商务大数据分析/20250423/data/boston_house_prices.csv Executable file
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犯罪率,居住面积占比,商业用地占比,河流穿行,一氧化氮含量（ppm）,房间数（间）,住宅占比,平均距离,可达性指数,财产税,学生与老师占比,低收入人群,房屋价格（美元）
0.00632,18,2.31,0,0.538,6.575,65.2,4.09,1,296,15.3,4.98,24000
0.02731,0,7.07,0,0.469,6.421,78.9,4.9671,2,242,17.8,9.14,21600
0.02729,0,7.07,0,0.469,7.185,61.1,4.9671,2,242,17.8,4.03,34700
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0.17004,12.5,7.87,0,0.524,6.004,85.9,6.5921,5,311,15.2,17.1,18900
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0.11747,12.5,7.87,0,0.524,6.009,82.9,6.2267,5,311,15.2,13.27,18900
0.09378,12.5,7.87,0,0.524,5.889,39,5.4509,5,311,15.2,15.71,21700
0.62976,0,8.14,0,0.538,5.949,61.8,4.7075,4,307,21,8.26,20400
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1.23247,0,8.14,0,0.538,6.142,91.7,3.9769,4,307,21,18.72,15200
0.98843,0,8.14,0,0.538,5.813,100,4.0952,4,307,21,19.88,14500
0.75026,0,8.14,0,0.538,5.924,94.1,4.3996,4,307,21,16.3,15600
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1.38799,0,8.14,0,0.538,5.95,82,3.99,4,307,21,27.71,13200
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0.09744,0,5.96,0,0.499,5.841,61.4,3.3779,5,279,19.2,11.41,20000
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0.02763,75,2.95,0,0.428,6.595,21.8,5.4011,3,252,18.3,4.32,30800
0.03359,75,2.95,0,0.428,7.024,15.8,5.4011,3,252,18.3,1.98,34900
0.12744,0,6.91,0,0.448,6.77,2.9,5.7209,3,233,17.9,4.84,26600
0.1415,0,6.91,0,0.448,6.169,6.6,5.7209,3,233,17.9,5.81,25300
0.15936,0,6.91,0,0.448,6.211,6.5,5.7209,3,233,17.9,7.44,24700
0.12269,0,6.91,0,0.448,6.069,40,5.7209,3,233,17.9,9.55,21200
0.17142,0,6.91,0,0.448,5.682,33.8,5.1004,3,233,17.9,10.21,19300
0.18836,0,6.91,0,0.448,5.786,33.3,5.1004,3,233,17.9,14.15,20000
0.22927,0,6.91,0,0.448,6.03,85.5,5.6894,3,233,17.9,18.8,16600
0.25387,0,6.91,0,0.448,5.399,95.3,5.87,3,233,17.9,30.81,14400
0.21977,0,6.91,0,0.448,5.602,62,6.0877,3,233,17.9,16.2,19400
0.08873,21,5.64,0,0.439,5.963,45.7,6.8147,4,243,16.8,13.45,19700
0.04337,21,5.64,0,0.439,6.115,63,6.8147,4,243,16.8,9.43,20500
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0.04981,21,5.64,0,0.439,5.998,21.4,6.8147,4,243,16.8,8.43,23400
0.0136,75,4,0,0.41,5.888,47.6,7.3197,3,469,21.1,14.8,18900
0.01311,90,1.22,0,0.403,7.249,21.9,8.6966,5,226,17.9,4.81,35400
0.02055,85,0.74,0,0.41,6.383,35.7,9.1876,2,313,17.3,5.77,24700
0.01432,100,1.32,0,0.411,6.816,40.5,8.3248,5,256,15.1,3.95,31600
0.15445,25,5.13,0,0.453,6.145,29.2,7.8148,8,284,19.7,6.86,23300
0.10328,25,5.13,0,0.453,5.927,47.2,6.932,8,284,19.7,9.22,19600
0.14932,25,5.13,0,0.453,5.741,66.2,7.2254,8,284,19.7,13.15,18700
0.17171,25,5.13,0,0.453,5.966,93.4,6.8185,8,284,19.7,14.44,16000
0.11027,25,5.13,0,0.453,6.456,67.8,7.2255,8,284,19.7,6.73,22200
0.1265,25,5.13,0,0.453,6.762,43.4,7.9809,8,284,19.7,9.5,25000
0.01951,17.5,1.38,0,0.4161,7.104,59.5,9.2229,3,216,18.6,8.05,33000
0.03584,80,3.37,0,0.398,6.29,17.8,6.6115,4,337,16.1,4.67,23500
0.04379,80,3.37,0,0.398,5.787,31.1,6.6115,4,337,16.1,10.24,19400
0.05789,12.5,6.07,0,0.409,5.878,21.4,6.498,4,345,18.9,8.1,22000
0.13554,12.5,6.07,0,0.409,5.594,36.8,6.498,4,345,18.9,13.09,17400
0.12816,12.5,6.07,0,0.409,5.885,33,6.498,4,345,18.9,8.79,20900
0.08826,0,10.81,0,0.413,6.417,6.6,5.2873,4,305,19.2,6.72,24200
0.15876,0,10.81,0,0.413,5.961,17.5,5.2873,4,305,19.2,9.88,21700
0.09164,0,10.81,0,0.413,6.065,7.8,5.2873,4,305,19.2,5.52,22800
0.19539,0,10.81,0,0.413,6.245,6.2,5.2873,4,305,19.2,7.54,23400
0.07896,0,12.83,0,0.437,6.273,6,4.2515,5,398,18.7,6.78,24100
0.09512,0,12.83,0,0.437,6.286,45,4.5026,5,398,18.7,8.94,21400
0.10153,0,12.83,0,0.437,6.279,74.5,4.0522,5,398,18.7,11.97,20000
0.08707,0,12.83,0,0.437,6.14,45.8,4.0905,5,398,18.7,10.27,20800
0.05646,0,12.83,0,0.437,6.232,53.7,5.0141,5,398,18.7,12.34,21200
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0.04113,25,4.86,0,0.426,6.727,33.5,5.4007,4,281,19,5.29,28000
0.04462,25,4.86,0,0.426,6.619,70.4,5.4007,4,281,19,7.22,23900
0.03659,25,4.86,0,0.426,6.302,32.2,5.4007,4,281,19,6.72,24800
0.03551,25,4.86,0,0.426,6.167,46.7,5.4007,4,281,19,7.51,22900
0.05059,0,4.49,0,0.449,6.389,48,4.7794,3,247,18.5,9.62,23900
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9.96654,0,18.1,0,0.74,6.485,100,1.9784,24,666,20.2,18.85,15400
12.8023,0,18.1,0,0.74,5.854,96.6,1.8956,24,666,20.2,23.79,10800
10.6718,0,18.1,0,0.74,6.459,94.8,1.9879,24,666,20.2,23.98,11800
6.28807,0,18.1,0,0.74,6.341,96.4,2.072,24,666,20.2,17.79,14900
9.92485,0,18.1,0,0.74,6.251,96.6,2.198,24,666,20.2,16.44,12600
9.32909,0,18.1,0,0.713,6.185,98.7,2.2616,24,666,20.2,18.13,14100
7.52601,0,18.1,0,0.713,6.417,98.3,2.185,24,666,20.2,19.31,13000
6.71772,0,18.1,0,0.713,6.749,92.6,2.3236,24,666,20.2,17.44,13400
5.44114,0,18.1,0,0.713,6.655,98.2,2.3552,24,666,20.2,17.73,15200
5.09017,0,18.1,0,0.713,6.297,91.8,2.3682,24,666,20.2,17.27,16100
8.24809,0,18.1,0,0.713,7.393,99.3,2.4527,24,666,20.2,16.74,17800
9.51363,0,18.1,0,0.713,6.728,94.1,2.4961,24,666,20.2,18.71,14900
4.75237,0,18.1,0,0.713,6.525,86.5,2.4358,24,666,20.2,18.13,14100
4.66883,0,18.1,0,0.713,5.976,87.9,2.5806,24,666,20.2,19.01,12700
8.20058,0,18.1,0,0.713,5.936,80.3,2.7792,24,666,20.2,16.94,13500
7.75223,0,18.1,0,0.713,6.301,83.7,2.7831,24,666,20.2,16.23,14900
6.80117,0,18.1,0,0.713,6.081,84.4,2.7175,24,666,20.2,14.7,20000
4.81213,0,18.1,0,0.713,6.701,90,2.5975,24,666,20.2,16.42,16400
3.69311,0,18.1,0,0.713,6.376,88.4,2.5671,24,666,20.2,14.65,17700
6.65492,0,18.1,0,0.713,6.317,83,2.7344,24,666,20.2,13.99,19500
5.82115,0,18.1,0,0.713,6.513,89.9,2.8016,24,666,20.2,10.29,20200
7.83932,0,18.1,0,0.655,6.209,65.4,2.9634,24,666,20.2,13.22,21400
3.1636,0,18.1,0,0.655,5.759,48.2,3.0665,24,666,20.2,14.13,19900
3.77498,0,18.1,0,0.655,5.952,84.7,2.8715,24,666,20.2,17.15,19000
4.42228,0,18.1,0,0.584,6.003,94.5,2.5403,24,666,20.2,21.32,19100
15.5757,0,18.1,0,0.58,5.926,71,2.9084,24,666,20.2,18.13,19100
13.0751,0,18.1,0,0.58,5.713,56.7,2.8237,24,666,20.2,14.76,20100
4.34879,0,18.1,0,0.58,6.167,84,3.0334,24,666,20.2,16.29,19900
4.03841,0,18.1,0,0.532,6.229,90.7,3.0993,24,666,20.2,12.87,19600
3.56868,0,18.1,0,0.58,6.437,75,2.8965,24,666,20.2,14.36,23200
4.64689,0,18.1,0,0.614,6.98,67.6,2.5329,24,666,20.2,11.66,29800
8.05579,0,18.1,0,0.584,5.427,95.4,2.4298,24,666,20.2,18.14,13800
6.39312,0,18.1,0,0.584,6.162,97.4,2.206,24,666,20.2,24.1,13300
4.87141,0,18.1,0,0.614,6.484,93.6,2.3053,24,666,20.2,18.68,16700
15.0234,0,18.1,0,0.614,5.304,97.3,2.1007,24,666,20.2,24.91,12000
10.233,0,18.1,0,0.614,6.185,96.7,2.1705,24,666,20.2,18.03,14600
14.3337,0,18.1,0,0.614,6.229,88,1.9512,24,666,20.2,13.11,21400
5.82401,0,18.1,0,0.532,6.242,64.7,3.4242,24,666,20.2,10.74,23000
5.70818,0,18.1,0,0.532,6.75,74.9,3.3317,24,666,20.2,7.74,23700
5.73116,0,18.1,0,0.532,7.061,77,3.4106,24,666,20.2,7.01,25000
2.81838,0,18.1,0,0.532,5.762,40.3,4.0983,24,666,20.2,10.42,21800
2.37857,0,18.1,0,0.583,5.871,41.9,3.724,24,666,20.2,13.34,20600
3.67367,0,18.1,0,0.583,6.312,51.9,3.9917,24,666,20.2,10.58,21200
5.69175,0,18.1,0,0.583,6.114,79.8,3.5459,24,666,20.2,14.98,19100
4.83567,0,18.1,0,0.583,5.905,53.2,3.1523,24,666,20.2,11.45,20600
0.15086,0,27.74,0,0.609,5.454,92.7,1.8209,4,711,20.1,18.06,15200
0.18337,0,27.74,0,0.609,5.414,98.3,1.7554,4,711,20.1,23.97,7000
0.20746,0,27.74,0,0.609,5.093,98,1.8226,4,711,20.1,29.68,8100
0.10574,0,27.74,0,0.609,5.983,98.8,1.8681,4,711,20.1,18.07,13600
0.11132,0,27.74,0,0.609,5.983,83.5,2.1099,4,711,20.1,13.35,20100
0.17331,0,9.69,0,0.585,5.707,54,2.3817,6,391,19.2,12.01,21800
0.27957,0,9.69,0,0.585,5.926,42.6,2.3817,6,391,19.2,13.59,24500
0.17899,0,9.69,0,0.585,5.67,28.8,2.7986,6,391,19.2,17.6,23100
0.2896,0,9.69,0,0.585,5.39,72.9,2.7986,6,391,19.2,21.14,19700
0.26838,0,9.69,0,0.585,5.794,70.6,2.8927,6,391,19.2,14.1,18300
0.23912,0,9.69,0,0.585,6.019,65.3,2.4091,6,391,19.2,12.92,21200
0.17783,0,9.69,0,0.585,5.569,73.5,2.3999,6,391,19.2,15.1,17500
0.22438,0,9.69,0,0.585,6.027,79.7,2.4982,6,391,19.2,14.33,16800
0.06263,0,11.93,0,0.573,6.593,69.1,2.4786,1,273,21,9.67,22400
0.04527,0,11.93,0,0.573,6.12,76.7,2.2875,1,273,21,9.08,20600
0.06076,0,11.93,0,0.573,6.976,91,2.1675,1,273,21,5.64,23900
0.10959,0,11.93,0,0.573,6.794,89.3,2.3889,1,273,21,6.48,22000
0.04741,0,11.93,0,0.573,6.03,80.8,2.505,1,273,21,7.88,11900
1 犯罪率 居住面积占比 商业用地占比 河流穿行 一氧化氮含量（ppm） 房间数（间） 住宅占比 平均距离 可达性指数 财产税 学生与老师占比 低收入人群 房屋价格（美元）
2 0.00632 18 2.31 0 0.538 6.575 65.2 4.09 1 296 15.3 4.98 24000
3 0.02731 0 7.07 0 0.469 6.421 78.9 4.9671 2 242 17.8 9.14 21600
4 0.02729 0 7.07 0 0.469 7.185 61.1 4.9671 2 242 17.8 4.03 34700
5 0.03237 0 2.18 0 0.458 6.998 45.8 6.0622 3 222 18.7 2.94 33400
6 0.06905 0 2.18 0 0.458 7.147 54.2 6.0622 3 222 18.7 5.33 36200
7 0.02985 0 2.18 0 0.458 6.43 58.7 6.0622 3 222 18.7 5.21 28700
8 0.08829 12.5 7.87 0 0.524 6.012 66.6 5.5605 5 311 15.2 12.43 22900
9 0.14455 12.5 7.87 0 0.524 6.172 96.1 5.9505 5 311 15.2 19.15 27100
10 0.21124 12.5 7.87 0 0.524 5.631 100 6.0821 5 311 15.2 29.93 16500
11 0.17004 12.5 7.87 0 0.524 6.004 85.9 6.5921 5 311 15.2 17.1 18900
12 0.22489 12.5 7.87 0 0.524 6.377 94.3 6.3467 5 311 15.2 20.45 15000
13 0.11747 12.5 7.87 0 0.524 6.009 82.9 6.2267 5 311 15.2 13.27 18900
14 0.09378 12.5 7.87 0 0.524 5.889 39 5.4509 5 311 15.2 15.71 21700
15 0.62976 0 8.14 0 0.538 5.949 61.8 4.7075 4 307 21 8.26 20400
16 0.63796 0 8.14 0 0.538 6.096 84.5 4.4619 4 307 21 10.26 18200
17 0.62739 0 8.14 0 0.538 5.834 56.5 4.4986 4 307 21 8.47 19900
18 1.05393 0 8.14 0 0.538 5.935 29.3 4.4986 4 307 21 6.58 23100
19 0.7842 0 8.14 0 0.538 5.99 81.7 4.2579 4 307 21 14.67 17500
20 0.80271 0 8.14 0 0.538 5.456 36.6 3.7965 4 307 21 11.69 20200
21 0.7258 0 8.14 0 0.538 5.727 69.5 3.7965 4 307 21 11.28 18200
22 1.25179 0 8.14 0 0.538 5.57 98.1 3.7979 4 307 21 21.02 13600
23 0.85204 0 8.14 0 0.538 5.965 89.2 4.0123 4 307 21 13.83 19600
24 1.23247 0 8.14 0 0.538 6.142 91.7 3.9769 4 307 21 18.72 15200
25 0.98843 0 8.14 0 0.538 5.813 100 4.0952 4 307 21 19.88 14500
26 0.75026 0 8.14 0 0.538 5.924 94.1 4.3996 4 307 21 16.3 15600
27 0.84054 0 8.14 0 0.538 5.599 85.7 4.4546 4 307 21 16.51 13900
28 0.67191 0 8.14 0 0.538 5.813 90.3 4.682 4 307 21 14.81 16600
29 0.95577 0 8.14 0 0.538 6.047 88.8 4.4534 4 307 21 17.28 14800
30 0.77299 0 8.14 0 0.538 6.495 94.4 4.4547 4 307 21 12.8 18400
31 1.00245 0 8.14 0 0.538 6.674 87.3 4.239 4 307 21 11.98 21000
32 1.13081 0 8.14 0 0.538 5.713 94.1 4.233 4 307 21 22.6 12700
33 1.35472 0 8.14 0 0.538 6.072 100 4.175 4 307 21 13.04 14500
34 1.38799 0 8.14 0 0.538 5.95 82 3.99 4 307 21 27.71 13200
35 1.15172 0 8.14 0 0.538 5.701 95 3.7872 4 307 21 18.35 13100
36 1.61282 0 8.14 0 0.538 6.096 96.9 3.7598 4 307 21 20.34 13500
37 0.06417 0 5.96 0 0.499 5.933 68.2 3.3603 5 279 19.2 9.68 18900
38 0.09744 0 5.96 0 0.499 5.841 61.4 3.3779 5 279 19.2 11.41 20000
39 0.08014 0 5.96 0 0.499 5.85 41.5 3.9342 5 279 19.2 8.77 21000
40 0.17505 0 5.96 0 0.499 5.966 30.2 3.8473 5 279 19.2 10.13 24700
41 0.02763 75 2.95 0 0.428 6.595 21.8 5.4011 3 252 18.3 4.32 30800
42 0.03359 75 2.95 0 0.428 7.024 15.8 5.4011 3 252 18.3 1.98 34900
43 0.12744 0 6.91 0 0.448 6.77 2.9 5.7209 3 233 17.9 4.84 26600
44 0.1415 0 6.91 0 0.448 6.169 6.6 5.7209 3 233 17.9 5.81 25300
45 0.15936 0 6.91 0 0.448 6.211 6.5 5.7209 3 233 17.9 7.44 24700
46 0.12269 0 6.91 0 0.448 6.069 40 5.7209 3 233 17.9 9.55 21200
47 0.17142 0 6.91 0 0.448 5.682 33.8 5.1004 3 233 17.9 10.21 19300
48 0.18836 0 6.91 0 0.448 5.786 33.3 5.1004 3 233 17.9 14.15 20000
49 0.22927 0 6.91 0 0.448 6.03 85.5 5.6894 3 233 17.9 18.8 16600
50 0.25387 0 6.91 0 0.448 5.399 95.3 5.87 3 233 17.9 30.81 14400
51 0.21977 0 6.91 0 0.448 5.602 62 6.0877 3 233 17.9 16.2 19400
52 0.08873 21 5.64 0 0.439 5.963 45.7 6.8147 4 243 16.8 13.45 19700
53 0.04337 21 5.64 0 0.439 6.115 63 6.8147 4 243 16.8 9.43 20500
54 0.0536 21 5.64 0 0.439 6.511 21.1 6.8147 4 243 16.8 5.28 25000
55 0.04981 21 5.64 0 0.439 5.998 21.4 6.8147 4 243 16.8 8.43 23400
56 0.0136 75 4 0 0.41 5.888 47.6 7.3197 3 469 21.1 14.8 18900
57 0.01311 90 1.22 0 0.403 7.249 21.9 8.6966 5 226 17.9 4.81 35400
58 0.02055 85 0.74 0 0.41 6.383 35.7 9.1876 2 313 17.3 5.77 24700
59 0.01432 100 1.32 0 0.411 6.816 40.5 8.3248 5 256 15.1 3.95 31600
60 0.15445 25 5.13 0 0.453 6.145 29.2 7.8148 8 284 19.7 6.86 23300
61 0.10328 25 5.13 0 0.453 5.927 47.2 6.932 8 284 19.7 9.22 19600
62 0.14932 25 5.13 0 0.453 5.741 66.2 7.2254 8 284 19.7 13.15 18700
63 0.17171 25 5.13 0 0.453 5.966 93.4 6.8185 8 284 19.7 14.44 16000
64 0.11027 25 5.13 0 0.453 6.456 67.8 7.2255 8 284 19.7 6.73 22200
65 0.1265 25 5.13 0 0.453 6.762 43.4 7.9809 8 284 19.7 9.5 25000
66 0.01951 17.5 1.38 0 0.4161 7.104 59.5 9.2229 3 216 18.6 8.05 33000
67 0.03584 80 3.37 0 0.398 6.29 17.8 6.6115 4 337 16.1 4.67 23500
68 0.04379 80 3.37 0 0.398 5.787 31.1 6.6115 4 337 16.1 10.24 19400
69 0.05789 12.5 6.07 0 0.409 5.878 21.4 6.498 4 345 18.9 8.1 22000
70 0.13554 12.5 6.07 0 0.409 5.594 36.8 6.498 4 345 18.9 13.09 17400
71 0.12816 12.5 6.07 0 0.409 5.885 33 6.498 4 345 18.9 8.79 20900
72 0.08826 0 10.81 0 0.413 6.417 6.6 5.2873 4 305 19.2 6.72 24200
73 0.15876 0 10.81 0 0.413 5.961 17.5 5.2873 4 305 19.2 9.88 21700
74 0.09164 0 10.81 0 0.413 6.065 7.8 5.2873 4 305 19.2 5.52 22800
75 0.19539 0 10.81 0 0.413 6.245 6.2 5.2873 4 305 19.2 7.54 23400
76 0.07896 0 12.83 0 0.437 6.273 6 4.2515 5 398 18.7 6.78 24100
77 0.09512 0 12.83 0 0.437 6.286 45 4.5026 5 398 18.7 8.94 21400
78 0.10153 0 12.83 0 0.437 6.279 74.5 4.0522 5 398 18.7 11.97 20000
79 0.08707 0 12.83 0 0.437 6.14 45.8 4.0905 5 398 18.7 10.27 20800
80 0.05646 0 12.83 0 0.437 6.232 53.7 5.0141 5 398 18.7 12.34 21200
81 0.08387 0 12.83 0 0.437 5.874 36.6 4.5026 5 398 18.7 9.1 20300
82 0.04113 25 4.86 0 0.426 6.727 33.5 5.4007 4 281 19 5.29 28000
83 0.04462 25 4.86 0 0.426 6.619 70.4 5.4007 4 281 19 7.22 23900
84 0.03659 25 4.86 0 0.426 6.302 32.2 5.4007 4 281 19 6.72 24800
85 0.03551 25 4.86 0 0.426 6.167 46.7 5.4007 4 281 19 7.51 22900
86 0.05059 0 4.49 0 0.449 6.389 48 4.7794 3 247 18.5 9.62 23900
87 0.05735 0 4.49 0 0.449 6.63 56.1 4.4377 3 247 18.5 6.53 26600
88 0.05188 0 4.49 0 0.449 6.015 45.1 4.4272 3 247 18.5 12.86 22500
89 0.07151 0 4.49 0 0.449 6.121 56.8 3.7476 3 247 18.5 8.44 22200
90 0.0566 0 3.41 0 0.489 7.007 86.3 3.4217 2 270 17.8 5.5 23600
91 0.05302 0 3.41 0 0.489 7.079 63.1 3.4145 2 270 17.8 5.7 28700
92 0.04684 0 3.41 0 0.489 6.417 66.1 3.0923 2 270 17.8 8.81 22600
93 0.03932 0 3.41 0 0.489 6.405 73.9 3.0921 2 270 17.8 8.2 22000
94 0.04203 28 15.04 0 0.464 6.442 53.6 3.6659 4 270 18.2 8.16 22900
95 0.02875 28 15.04 0 0.464 6.211 28.9 3.6659 4 270 18.2 6.21 25000
96 0.04294 28 15.04 0 0.464 6.249 77.3 3.615 4 270 18.2 10.59 20600
97 0.12204 0 2.89 0 0.445 6.625 57.8 3.4952 2 276 18 6.65 28400
98 0.11504 0 2.89 0 0.445 6.163 69.6 3.4952 2 276 18 11.34 21400
99 0.12083 0 2.89 0 0.445 8.069 76 3.4952 2 276 18 4.21 38700
100 0.08187 0 2.89 0 0.445 7.82 36.9 3.4952 2 276 18 3.57 43800
101 0.0686 0 2.89 0 0.445 7.416 62.5 3.4952 2 276 18 6.19 33200
102 0.14866 0 8.56 0 0.52 6.727 79.9 2.7778 5 384 20.9 9.42 27500
103 0.11432 0 8.56 0 0.52 6.781 71.3 2.8561 5 384 20.9 7.67 26500
104 0.22876 0 8.56 0 0.52 6.405 85.4 2.7147 5 384 20.9 10.63 18600
105 0.21161 0 8.56 0 0.52 6.137 87.4 2.7147 5 384 20.9 13.44 19300
106 0.1396 0 8.56 0 0.52 6.167 90 2.421 5 384 20.9 12.33 20100
107 0.13262 0 8.56 0 0.52 5.851 96.7 2.1069 5 384 20.9 16.47 19500
108 0.1712 0 8.56 0 0.52 5.836 91.9 2.211 5 384 20.9 18.66 19500
109 0.13117 0 8.56 0 0.52 6.127 85.2 2.1224 5 384 20.9 14.09 20400
110 0.12802 0 8.56 0 0.52 6.474 97.1 2.4329 5 384 20.9 12.27 19800
111 0.26363 0 8.56 0 0.52 6.229 91.2 2.5451 5 384 20.9 15.55 19400
112 0.10793 0 8.56 0 0.52 6.195 54.4 2.7778 5 384 20.9 13 21700
113 0.10084 0 10.01 0 0.547 6.715 81.6 2.6775 6 432 17.8 10.16 22800
114 0.12329 0 10.01 0 0.547 5.913 92.9 2.3534 6 432 17.8 16.21 18800
115 0.22212 0 10.01 0 0.547 6.092 95.4 2.548 6 432 17.8 17.09 18700
116 0.14231 0 10.01 0 0.547 6.254 84.2 2.2565 6 432 17.8 10.45 18500
117 0.17134 0 10.01 0 0.547 5.928 88.2 2.4631 6 432 17.8 15.76 18300
118 0.13158 0 10.01 0 0.547 6.176 72.5 2.7301 6 432 17.8 12.04 21200
119 0.15098 0 10.01 0 0.547 6.021 82.6 2.7474 6 432 17.8 10.3 19200
120 0.13058 0 10.01 0 0.547 5.872 73.1 2.4775 6 432 17.8 15.37 20400
121 0.14476 0 10.01 0 0.547 5.731 65.2 2.7592 6 432 17.8 13.61 19300
122 0.06899 0 25.65 0 0.581 5.87 69.7 2.2577 2 188 19.1 14.37 22000
123 0.07165 0 25.65 0 0.581 6.004 84.1 2.1974 2 188 19.1 14.27 20300
124 0.09299 0 25.65 0 0.581 5.961 92.9 2.0869 2 188 19.1 17.93 20500
125 0.15038 0 25.65 0 0.581 5.856 97 1.9444 2 188 19.1 25.41 17300
126 0.09849 0 25.65 0 0.581 5.879 95.8 2.0063 2 188 19.1 17.58 18800
127 0.16902 0 25.65 0 0.581 5.986 88.4 1.9929 2 188 19.1 14.81 21400
128 0.38735 0 25.65 0 0.581 5.613 95.6 1.7572 2 188 19.1 27.26 15700
129 0.25915 0 21.89 0 0.624 5.693 96 1.7883 4 437 21.2 17.19 16200
130 0.32543 0 21.89 0 0.624 6.431 98.8 1.8125 4 437 21.2 15.39 18000
131 0.88125 0 21.89 0 0.624 5.637 94.7 1.9799 4 437 21.2 18.34 14300
132 0.34006 0 21.89 0 0.624 6.458 98.9 2.1185 4 437 21.2 12.6 19200
133 1.19294 0 21.89 0 0.624 6.326 97.7 2.271 4 437 21.2 12.26 19600
134 0.59005 0 21.89 0 0.624 6.372 97.9 2.3274 4 437 21.2 11.12 23000
135 0.32982 0 21.89 0 0.624 5.822 95.4 2.4699 4 437 21.2 15.03 18400
136 0.97617 0 21.89 0 0.624 5.757 98.4 2.346 4 437 21.2 17.31 15600
137 0.55778 0 21.89 0 0.624 6.335 98.2 2.1107 4 437 21.2 16.96 18100
138 0.32264 0 21.89 0 0.624 5.942 93.5 1.9669 4 437 21.2 16.9 17400
139 0.35233 0 21.89 0 0.624 6.454 98.4 1.8498 4 437 21.2 14.59 17100
140 0.2498 0 21.89 0 0.624 5.857 98.2 1.6686 4 437 21.2 21.32 13300
141 0.54452 0 21.89 0 0.624 6.151 97.9 1.6687 4 437 21.2 18.46 17800
142 0.2909 0 21.89 0 0.624 6.174 93.6 1.6119 4 437 21.2 24.16 14000
143 1.62864 0 21.89 0 0.624 5.019 100 1.4394 4 437 21.2 34.41 14400
144 3.32105 0 19.58 1 0.871 5.403 100 1.3216 5 403 14.7 26.82 13400
145 4.0974 0 19.58 0 0.871 5.468 100 1.4118 5 403 14.7 26.42 15600
146 2.77974 0 19.58 0 0.871 4.903 97.8 1.3459 5 403 14.7 29.29 11800
147 2.37934 0 19.58 0 0.871 6.13 100 1.4191 5 403 14.7 27.8 13800
148 2.15505 0 19.58 0 0.871 5.628 100 1.5166 5 403 14.7 16.65 15600
149 2.36862 0 19.58 0 0.871 4.926 95.7 1.4608 5 403 14.7 29.53 14600
150 2.33099 0 19.58 0 0.871 5.186 93.8 1.5296 5 403 14.7 28.32 17800
151 2.73397 0 19.58 0 0.871 5.597 94.9 1.5257 5 403 14.7 21.45 15400
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161 1.42502 0 19.58 0 0.871 6.51 100 1.7659 5 403 14.7 7.39 23300
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168 2.01019 0 19.58 0 0.605 7.929 96.2 2.0459 5 403 14.7 3.7 50000
169 1.80028 0 19.58 0 0.605 5.877 79.2 2.4259 5 403 14.7 12.14 23800
170 2.3004 0 19.58 0 0.605 6.319 96.1 2.1 5 403 14.7 11.1 23800
171 2.44953 0 19.58 0 0.605 6.402 95.2 2.2625 5 403 14.7 11.32 22300
172 1.20742 0 19.58 0 0.605 5.875 94.6 2.4259 5 403 14.7 14.43 17400
173 2.3139 0 19.58 0 0.605 5.88 97.3 2.3887 5 403 14.7 12.03 19100
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191 0.0837 45 3.44 0 0.437 7.185 38.9 4.5667 5 398 15.2 5.39 34900
192 0.09068 45 3.44 0 0.437 6.951 21.5 6.4798 5 398 15.2 5.1 37000
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198 0.04011 80 1.52 0 0.404 7.287 34.1 7.309 2 329 12.6 4.08 33300
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200 0.03768 80 1.52 0 0.404 7.274 38.3 7.309 2 329 12.6 6.62 34600
201 0.0315 95 1.47 0 0.403 6.975 15.3 7.6534 3 402 17 4.56 34900
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211 0.43571 0 10.59 1 0.489 5.344 100 3.875 4 277 18.6 23.09 20000
212 0.17446 0 10.59 1 0.489 5.96 92.1 3.8771 4 277 18.6 17.27 21700
213 0.37578 0 10.59 1 0.489 5.404 88.6 3.665 4 277 18.6 23.98 19300
214 0.21719 0 10.59 1 0.489 5.807 53.8 3.6526 4 277 18.6 16.03 22400
215 0.14052 0 10.59 0 0.489 6.375 32.3 3.9454 4 277 18.6 9.38 28100
216 0.28955 0 10.59 0 0.489 5.412 9.8 3.5875 4 277 18.6 29.55 23700
217 0.19802 0 10.59 0 0.489 6.182 42.4 3.9454 4 277 18.6 9.47 25000
218 0.0456 0 13.89 1 0.55 5.888 56 3.1121 5 276 16.4 13.51 23300
219 0.07013 0 13.89 0 0.55 6.642 85.1 3.4211 5 276 16.4 9.69 28700
220 0.11069 0 13.89 1 0.55 5.951 93.8 2.8893 5 276 16.4 17.92 21500
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228 0.38214 0 6.2 0 0.504 8.04 86.5 3.2157 8 307 17.4 3.13 37600
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230 0.29819 0 6.2 0 0.504 7.686 17 3.3751 8 307 17.4 3.92 46700
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235 0.33147 0 6.2 0 0.507 8.247 70.4 3.6519 8 307 17.4 3.95 48300
236 0.44791 0 6.2 1 0.507 6.726 66.5 3.6519 8 307 17.4 8.05 29000
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239 0.51183 0 6.2 0 0.507 7.358 71.6 4.148 8 307 17.4 4.73 31500
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248 0.33983 22 5.86 0 0.431 6.108 34.9 8.0555 7 330 19.1 9.16 24300
249 0.19657 22 5.86 0 0.431 6.226 79.2 8.0555 7 330 19.1 10.15 20500
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254 0.08221 22 5.86 0 0.431 6.957 6.8 8.9067 7 330 19.1 3.53 29600
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257 0.03548 80 3.64 0 0.392 5.876 19.1 9.2203 1 315 16.4 9.25 20900
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261 0.65665 20 3.97 0 0.647 6.842 100 2.0107 5 264 13 6.9 30100
262 0.54011 20 3.97 0 0.647 7.203 81.8 2.1121 5 264 13 9.59 33800
263 0.53412 20 3.97 0 0.647 7.52 89.4 2.1398 5 264 13 7.26 43100
264 0.52014 20 3.97 0 0.647 8.398 91.5 2.2885 5 264 13 5.91 48800
265 0.82526 20 3.97 0 0.647 7.327 94.5 2.0788 5 264 13 11.25 31000
266 0.55007 20 3.97 0 0.647 7.206 91.6 1.9301 5 264 13 8.1 36500
267 0.76162 20 3.97 0 0.647 5.56 62.8 1.9865 5 264 13 10.45 22800
268 0.7857 20 3.97 0 0.647 7.014 84.6 2.1329 5 264 13 14.79 30700
269 0.57834 20 3.97 0 0.575 8.297 67 2.4216 5 264 13 7.44 50000
270 0.5405 20 3.97 0 0.575 7.47 52.6 2.872 5 264 13 3.16 43500
271 0.09065 20 6.96 1 0.464 5.92 61.5 3.9175 3 223 18.6 13.65 20700
272 0.29916 20 6.96 0 0.464 5.856 42.1 4.429 3 223 18.6 13 21100
273 0.16211 20 6.96 0 0.464 6.24 16.3 4.429 3 223 18.6 6.59 25200
274 0.1146 20 6.96 0 0.464 6.538 58.7 3.9175 3 223 18.6 7.73 24400
275 0.22188 20 6.96 1 0.464 7.691 51.8 4.3665 3 223 18.6 6.58 35200
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277 0.09604 40 6.41 0 0.447 6.854 42.8 4.2673 4 254 17.6 2.98 32000
278 0.10469 40 6.41 1 0.447 7.267 49 4.7872 4 254 17.6 6.05 33200
279 0.06127 40 6.41 1 0.447 6.826 27.6 4.8628 4 254 17.6 4.16 33100
280 0.07978 40 6.41 0 0.447 6.482 32.1 4.1403 4 254 17.6 7.19 29100
281 0.21038 20 3.33 0 0.4429 6.812 32.2 4.1007 5 216 14.9 4.85 35100
282 0.03578 20 3.33 0 0.4429 7.82 64.5 4.6947 5 216 14.9 3.76 45400
283 0.03705 20 3.33 0 0.4429 6.968 37.2 5.2447 5 216 14.9 4.59 35400
284 0.06129 20 3.33 1 0.4429 7.645 49.7 5.2119 5 216 14.9 3.01 46000
285 0.01501 90 1.21 1 0.401 7.923 24.8 5.885 1 198 13.6 3.16 50000
286 0.00906 90 2.97 0 0.4 7.088 20.8 7.3073 1 285 15.3 7.85 32200
287 0.01096 55 2.25 0 0.389 6.453 31.9 7.3073 1 300 15.3 8.23 22000
288 0.01965 80 1.76 0 0.385 6.23 31.5 9.0892 1 241 18.2 12.93 20100
289 0.03871 52.5 5.32 0 0.405 6.209 31.3 7.3172 6 293 16.6 7.14 23200
290 0.0459 52.5 5.32 0 0.405 6.315 45.6 7.3172 6 293 16.6 7.6 22300
291 0.04297 52.5 5.32 0 0.405 6.565 22.9 7.3172 6 293 16.6 9.51 24800
292 0.03502 80 4.95 0 0.411 6.861 27.9 5.1167 4 245 19.2 3.33 28500
293 0.07886 80 4.95 0 0.411 7.148 27.7 5.1167 4 245 19.2 3.56 37300
294 0.03615 80 4.95 0 0.411 6.63 23.4 5.1167 4 245 19.2 4.7 27900
295 0.08265 0 13.92 0 0.437 6.127 18.4 5.5027 4 289 16 8.58 23900
296 0.08199 0 13.92 0 0.437 6.009 42.3 5.5027 4 289 16 10.4 21700
297 0.12932 0 13.92 0 0.437 6.678 31.1 5.9604 4 289 16 6.27 28600
298 0.05372 0 13.92 0 0.437 6.549 51 5.9604 4 289 16 7.39 27100
299 0.14103 0 13.92 0 0.437 5.79 58 6.32 4 289 16 15.84 20300
300 0.06466 70 2.24 0 0.4 6.345 20.1 7.8278 5 358 14.8 4.97 22500
301 0.05561 70 2.24 0 0.4 7.041 10 7.8278 5 358 14.8 4.74 29000
302 0.04417 70 2.24 0 0.4 6.871 47.4 7.8278 5 358 14.8 6.07 24800
303 0.03537 34 6.09 0 0.433 6.59 40.4 5.4917 7 329 16.1 9.5 22000
304 0.09266 34 6.09 0 0.433 6.495 18.4 5.4917 7 329 16.1 8.67 26400
305 0.1 34 6.09 0 0.433 6.982 17.7 5.4917 7 329 16.1 4.86 33100
306 0.05515 33 2.18 0 0.472 7.236 41.1 4.022 7 222 18.4 6.93 36100
307 0.05479 33 2.18 0 0.472 6.616 58.1 3.37 7 222 18.4 8.93 28400
308 0.07503 33 2.18 0 0.472 7.42 71.9 3.0992 7 222 18.4 6.47 33400
309 0.04932 33 2.18 0 0.472 6.849 70.3 3.1827 7 222 18.4 7.53 28200
310 0.49298 0 9.9 0 0.544 6.635 82.5 3.3175 4 304 18.4 4.54 22800
311 0.3494 0 9.9 0 0.544 5.972 76.7 3.1025 4 304 18.4 9.97 20300
312 2.63548 0 9.9 0 0.544 4.973 37.8 2.5194 4 304 18.4 12.64 16100
313 0.79041 0 9.9 0 0.544 6.122 52.8 2.6403 4 304 18.4 5.98 22100
314 0.26169 0 9.9 0 0.544 6.023 90.4 2.834 4 304 18.4 11.72 19400
315 0.26938 0 9.9 0 0.544 6.266 82.8 3.2628 4 304 18.4 7.9 21600
316 0.3692 0 9.9 0 0.544 6.567 87.3 3.6023 4 304 18.4 9.28 23800
317 0.25356 0 9.9 0 0.544 5.705 77.7 3.945 4 304 18.4 11.5 16200
318 0.31827 0 9.9 0 0.544 5.914 83.2 3.9986 4 304 18.4 18.33 17800
319 0.24522 0 9.9 0 0.544 5.782 71.7 4.0317 4 304 18.4 15.94 19800
320 0.40202 0 9.9 0 0.544 6.382 67.2 3.5325 4 304 18.4 10.36 23100
321 0.47547 0 9.9 0 0.544 6.113 58.8 4.0019 4 304 18.4 12.73 21000
322 0.1676 0 7.38 0 0.493 6.426 52.3 4.5404 5 287 19.6 7.2 23800
323 0.18159 0 7.38 0 0.493 6.376 54.3 4.5404 5 287 19.6 6.87 23100
324 0.35114 0 7.38 0 0.493 6.041 49.9 4.7211 5 287 19.6 7.7 20400
325 0.28392 0 7.38 0 0.493 5.708 74.3 4.7211 5 287 19.6 11.74 18500
326 0.34109 0 7.38 0 0.493 6.415 40.1 4.7211 5 287 19.6 6.12 25000
327 0.19186 0 7.38 0 0.493 6.431 14.7 5.4159 5 287 19.6 5.08 24600
328 0.30347 0 7.38 0 0.493 6.312 28.9 5.4159 5 287 19.6 6.15 23000
329 0.24103 0 7.38 0 0.493 6.083 43.7 5.4159 5 287 19.6 12.79 22200
330 0.06617 0 3.24 0 0.46 5.868 25.8 5.2146 4 430 16.9 9.97 19300
331 0.06724 0 3.24 0 0.46 6.333 17.2 5.2146 4 430 16.9 7.34 22600
332 0.04544 0 3.24 0 0.46 6.144 32.2 5.8736 4 430 16.9 9.09 19800
333 0.05023 35 6.06 0 0.4379 5.706 28.4 6.6407 1 304 16.9 12.43 17100
334 0.03466 35 6.06 0 0.4379 6.031 23.3 6.6407 1 304 16.9 7.83 19400
335 0.05083 0 5.19 0 0.515 6.316 38.1 6.4584 5 224 20.2 5.68 22200
336 0.03738 0 5.19 0 0.515 6.31 38.5 6.4584 5 224 20.2 6.75 20700
337 0.03961 0 5.19 0 0.515 6.037 34.5 5.9853 5 224 20.2 8.01 21100
338 0.03427 0 5.19 0 0.515 5.869 46.3 5.2311 5 224 20.2 9.8 19500
339 0.03041 0 5.19 0 0.515 5.895 59.6 5.615 5 224 20.2 10.56 18500
340 0.03306 0 5.19 0 0.515 6.059 37.3 4.8122 5 224 20.2 8.51 20600
341 0.05497 0 5.19 0 0.515 5.985 45.4 4.8122 5 224 20.2 9.74 19000
342 0.06151 0 5.19 0 0.515 5.968 58.5 4.8122 5 224 20.2 9.29 18700
343 0.01301 35 1.52 0 0.442 7.241 49.3 7.0379 1 284 15.5 5.49 32700
344 0.02498 0 1.89 0 0.518 6.54 59.7 6.2669 1 422 15.9 8.65 16500
345 0.02543 55 3.78 0 0.484 6.696 56.4 5.7321 5 370 17.6 7.18 23900
346 0.03049 55 3.78 0 0.484 6.874 28.1 6.4654 5 370 17.6 4.61 31200
347 0.03113 0 4.39 0 0.442 6.014 48.5 8.0136 3 352 18.8 10.53 17500
348 0.06162 0 4.39 0 0.442 5.898 52.3 8.0136 3 352 18.8 12.67 17200
349 0.0187 85 4.15 0 0.429 6.516 27.7 8.5353 4 351 17.9 6.36 23100
350 0.01501 80 2.01 0 0.435 6.635 29.7 8.344 4 280 17 5.99 24500
351 0.02899 40 1.25 0 0.429 6.939 34.5 8.7921 1 335 19.7 5.89 26600
352 0.06211 40 1.25 0 0.429 6.49 44.4 8.7921 1 335 19.7 5.98 22900
353 0.0795 60 1.69 0 0.411 6.579 35.9 10.7103 4 411 18.3 5.49 24100
354 0.07244 60 1.69 0 0.411 5.884 18.5 10.7103 4 411 18.3 7.79 18600
355 0.01709 90 2.02 0 0.41 6.728 36.1 12.1265 5 187 17 4.5 30100
356 0.04301 80 1.91 0 0.413 5.663 21.9 10.5857 4 334 22 8.05 18200
357 0.10659 80 1.91 0 0.413 5.936 19.5 10.5857 4 334 22 5.57 20600
358 8.98296 0 18.1 1 0.77 6.212 97.4 2.1222 24 666 20.2 17.6 17800
359 3.8497 0 18.1 1 0.77 6.395 91 2.5052 24 666 20.2 13.27 21700
360 5.20177 0 18.1 1 0.77 6.127 83.4 2.7227 24 666 20.2 11.48 22700
361 4.26131 0 18.1 0 0.77 6.112 81.3 2.5091 24 666 20.2 12.67 22600
362 4.54192 0 18.1 0 0.77 6.398 88 2.5182 24 666 20.2 7.79 25000
363 3.83684 0 18.1 0 0.77 6.251 91.1 2.2955 24 666 20.2 14.19 19900
364 3.67822 0 18.1 0 0.77 5.362 96.2 2.1036 24 666 20.2 10.19 20800
365 4.22239 0 18.1 1 0.77 5.803 89 1.9047 24 666 20.2 14.64 16800
366 3.47428 0 18.1 1 0.718 8.78 82.9 1.9047 24 666 20.2 5.29 21900
367 4.55587 0 18.1 0 0.718 3.561 87.9 1.6132 24 666 20.2 7.12 27500
368 3.69695 0 18.1 0 0.718 4.963 91.4 1.7523 24 666 20.2 14 21900
369 13.5222 0 18.1 0 0.631 3.863 100 1.5106 24 666 20.2 13.33 23100
370 4.89822 0 18.1 0 0.631 4.97 100 1.3325 24 666 20.2 3.26 50000
371 5.66998 0 18.1 1 0.631 6.683 96.8 1.3567 24 666 20.2 3.73 50000
372 6.53876 0 18.1 1 0.631 7.016 97.5 1.2024 24 666 20.2 2.96 50000
373 9.2323 0 18.1 0 0.631 6.216 100 1.1691 24 666 20.2 9.53 50000
374 8.26725 0 18.1 1 0.668 5.875 89.6 1.1296 24 666 20.2 8.88 50000
375 11.1081 0 18.1 0 0.668 4.906 100 1.1742 24 666 20.2 34.77 13800
376 18.4982 0 18.1 0 0.668 4.138 100 1.137 24 666 20.2 37.97 13800
377 19.6091 0 18.1 0 0.671 7.313 97.9 1.3163 24 666 20.2 13.44 15000
378 15.288 0 18.1 0 0.671 6.649 93.3 1.3449 24 666 20.2 23.24 13900
379 9.82349 0 18.1 0 0.671 6.794 98.8 1.358 24 666 20.2 21.24 13300
380 23.6482 0 18.1 0 0.671 6.38 96.2 1.3861 24 666 20.2 23.69 13100
381 17.8667 0 18.1 0 0.671 6.223 100 1.3861 24 666 20.2 21.78 10200
382 88.9762 0 18.1 0 0.671 6.968 91.9 1.4165 24 666 20.2 17.21 10400
383 15.8744 0 18.1 0 0.671 6.545 99.1 1.5192 24 666 20.2 21.08 10900
384 9.18702 0 18.1 0 0.7 5.536 100 1.5804 24 666 20.2 23.6 11300
385 7.99248 0 18.1 0 0.7 5.52 100 1.5331 24 666 20.2 24.56 12300
386 20.0849 0 18.1 0 0.7 4.368 91.2 1.4395 24 666 20.2 30.63 8800
387 16.8118 0 18.1 0 0.7 5.277 98.1 1.4261 24 666 20.2 30.81 7200
388 24.3938 0 18.1 0 0.7 4.652 100 1.4672 24 666 20.2 28.28 10500
389 22.5971 0 18.1 0 0.7 5 89.5 1.5184 24 666 20.2 31.99 7400
390 14.3337 0 18.1 0 0.7 4.88 100 1.5895 24 666 20.2 30.62 10200
391 8.15174 0 18.1 0 0.7 5.39 98.9 1.7281 24 666 20.2 20.85 11500
392 6.96215 0 18.1 0 0.7 5.713 97 1.9265 24 666 20.2 17.11 15100
393 5.29305 0 18.1 0 0.7 6.051 82.5 2.1678 24 666 20.2 18.76 23200
394 11.5779 0 18.1 0 0.7 5.036 97 1.77 24 666 20.2 25.68 9700
395 8.64476 0 18.1 0 0.693 6.193 92.6 1.7912 24 666 20.2 15.17 13800
396 13.3598 0 18.1 0 0.693 5.887 94.7 1.7821 24 666 20.2 16.35 12700
397 8.71675 0 18.1 0 0.693 6.471 98.8 1.7257 24 666 20.2 17.12 13100
398 5.87205 0 18.1 0 0.693 6.405 96 1.6768 24 666 20.2 19.37 12500
399 7.67202 0 18.1 0 0.693 5.747 98.9 1.6334 24 666 20.2 19.92 8500
400 38.3518 0 18.1 0 0.693 5.453 100 1.4896 24 666 20.2 30.59 5000
401 9.91655 0 18.1 0 0.693 5.852 77.8 1.5004 24 666 20.2 29.97 6300
402 25.0461 0 18.1 0 0.693 5.987 100 1.5888 24 666 20.2 26.77 5600
403 14.2362 0 18.1 0 0.693 6.343 100 1.5741 24 666 20.2 20.32 7200
404 9.59571 0 18.1 0 0.693 6.404 100 1.639 24 666 20.2 20.31 12100
405 24.8017 0 18.1 0 0.693 5.349 96 1.7028 24 666 20.2 19.77 8300
406 41.5292 0 18.1 0 0.693 5.531 85.4 1.6074 24 666 20.2 27.38 8500
407 67.9208 0 18.1 0 0.693 5.683 100 1.4254 24 666 20.2 22.98 5000
408 20.7162 0 18.1 0 0.659 4.138 100 1.1781 24 666 20.2 23.34 11900
409 11.9511 0 18.1 0 0.659 5.608 100 1.2852 24 666 20.2 12.13 27900
410 7.40389 0 18.1 0 0.597 5.617 97.9 1.4547 24 666 20.2 26.4 17200
411 14.4383 0 18.1 0 0.597 6.852 100 1.4655 24 666 20.2 19.78 27500
412 51.1358 0 18.1 0 0.597 5.757 100 1.413 24 666 20.2 10.11 15000
413 14.0507 0 18.1 0 0.597 6.657 100 1.5275 24 666 20.2 21.22 17200
414 18.811 0 18.1 0 0.597 4.628 100 1.5539 24 666 20.2 34.37 17900
415 28.6558 0 18.1 0 0.597 5.155 100 1.5894 24 666 20.2 20.08 16300
416 45.7461 0 18.1 0 0.693 4.519 100 1.6582 24 666 20.2 36.98 7000
417 18.0846 0 18.1 0 0.679 6.434 100 1.8347 24 666 20.2 29.05 7200
418 10.8342 0 18.1 0 0.679 6.782 90.8 1.8195 24 666 20.2 25.79 7500
419 25.9406 0 18.1 0 0.679 5.304 89.1 1.6475 24 666 20.2 26.64 10400
420 73.5341 0 18.1 0 0.679 5.957 100 1.8026 24 666 20.2 20.62 8800
421 11.8123 0 18.1 0 0.718 6.824 76.5 1.794 24 666 20.2 22.74 8400
422 11.0874 0 18.1 0 0.718 6.411 100 1.8589 24 666 20.2 15.02 16700
423 7.02259 0 18.1 0 0.718 6.006 95.3 1.8746 24 666 20.2 15.7 14200
424 12.0482 0 18.1 0 0.614 5.648 87.6 1.9512 24 666 20.2 14.1 20800
425 7.05042 0 18.1 0 0.614 6.103 85.1 2.0218 24 666 20.2 23.29 13400
426 8.79212 0 18.1 0 0.584 5.565 70.6 2.0635 24 666 20.2 17.16 11700
427 15.8603 0 18.1 0 0.679 5.896 95.4 1.9096 24 666 20.2 24.39 8300
428 12.2472 0 18.1 0 0.584 5.837 59.7 1.9976 24 666 20.2 15.69 10200
429 37.6619 0 18.1 0 0.679 6.202 78.7 1.8629 24 666 20.2 14.52 10900
430 7.36711 0 18.1 0 0.679 6.193 78.1 1.9356 24 666 20.2 21.52 11000
431 9.33889 0 18.1 0 0.679 6.38 95.6 1.9682 24 666 20.2 24.08 9500
432 8.49213 0 18.1 0 0.584 6.348 86.1 2.0527 24 666 20.2 17.64 14500
433 10.0623 0 18.1 0 0.584 6.833 94.3 2.0882 24 666 20.2 19.69 14100
434 6.44405 0 18.1 0 0.584 6.425 74.8 2.2004 24 666 20.2 12.03 16100
435 5.58107 0 18.1 0 0.713 6.436 87.9 2.3158 24 666 20.2 16.22 14300
436 13.9134 0 18.1 0 0.713 6.208 95 2.2222 24 666 20.2 15.17 11700
437 11.1604 0 18.1 0 0.74 6.629 94.6 2.1247 24 666 20.2 23.27 13400
438 14.4208 0 18.1 0 0.74 6.461 93.3 2.0026 24 666 20.2 18.05 9600
439 15.1772 0 18.1 0 0.74 6.152 100 1.9142 24 666 20.2 26.45 8700
440 13.6781 0 18.1 0 0.74 5.935 87.9 1.8206 24 666 20.2 34.02 8400
441 9.39063 0 18.1 0 0.74 5.627 93.9 1.8172 24 666 20.2 22.88 12800
442 22.0511 0 18.1 0 0.74 5.818 92.4 1.8662 24 666 20.2 22.11 10500
443 9.72418 0 18.1 0 0.74 6.406 97.2 2.0651 24 666 20.2 19.52 17100
444 5.66637 0 18.1 0 0.74 6.219 100 2.0048 24 666 20.2 16.59 18400
445 9.96654 0 18.1 0 0.74 6.485 100 1.9784 24 666 20.2 18.85 15400
446 12.8023 0 18.1 0 0.74 5.854 96.6 1.8956 24 666 20.2 23.79 10800
447 10.6718 0 18.1 0 0.74 6.459 94.8 1.9879 24 666 20.2 23.98 11800
448 6.28807 0 18.1 0 0.74 6.341 96.4 2.072 24 666 20.2 17.79 14900
449 9.92485 0 18.1 0 0.74 6.251 96.6 2.198 24 666 20.2 16.44 12600
450 9.32909 0 18.1 0 0.713 6.185 98.7 2.2616 24 666 20.2 18.13 14100
451 7.52601 0 18.1 0 0.713 6.417 98.3 2.185 24 666 20.2 19.31 13000
452 6.71772 0 18.1 0 0.713 6.749 92.6 2.3236 24 666 20.2 17.44 13400
453 5.44114 0 18.1 0 0.713 6.655 98.2 2.3552 24 666 20.2 17.73 15200
454 5.09017 0 18.1 0 0.713 6.297 91.8 2.3682 24 666 20.2 17.27 16100
455 8.24809 0 18.1 0 0.713 7.393 99.3 2.4527 24 666 20.2 16.74 17800
456 9.51363 0 18.1 0 0.713 6.728 94.1 2.4961 24 666 20.2 18.71 14900
457 4.75237 0 18.1 0 0.713 6.525 86.5 2.4358 24 666 20.2 18.13 14100
458 4.66883 0 18.1 0 0.713 5.976 87.9 2.5806 24 666 20.2 19.01 12700
459 8.20058 0 18.1 0 0.713 5.936 80.3 2.7792 24 666 20.2 16.94 13500
460 7.75223 0 18.1 0 0.713 6.301 83.7 2.7831 24 666 20.2 16.23 14900
461 6.80117 0 18.1 0 0.713 6.081 84.4 2.7175 24 666 20.2 14.7 20000
462 4.81213 0 18.1 0 0.713 6.701 90 2.5975 24 666 20.2 16.42 16400
463 3.69311 0 18.1 0 0.713 6.376 88.4 2.5671 24 666 20.2 14.65 17700
464 6.65492 0 18.1 0 0.713 6.317 83 2.7344 24 666 20.2 13.99 19500
465 5.82115 0 18.1 0 0.713 6.513 89.9 2.8016 24 666 20.2 10.29 20200
466 7.83932 0 18.1 0 0.655 6.209 65.4 2.9634 24 666 20.2 13.22 21400
467 3.1636 0 18.1 0 0.655 5.759 48.2 3.0665 24 666 20.2 14.13 19900
468 3.77498 0 18.1 0 0.655 5.952 84.7 2.8715 24 666 20.2 17.15 19000
469 4.42228 0 18.1 0 0.584 6.003 94.5 2.5403 24 666 20.2 21.32 19100
470 15.5757 0 18.1 0 0.58 5.926 71 2.9084 24 666 20.2 18.13 19100
471 13.0751 0 18.1 0 0.58 5.713 56.7 2.8237 24 666 20.2 14.76 20100
472 4.34879 0 18.1 0 0.58 6.167 84 3.0334 24 666 20.2 16.29 19900
473 4.03841 0 18.1 0 0.532 6.229 90.7 3.0993 24 666 20.2 12.87 19600
474 3.56868 0 18.1 0 0.58 6.437 75 2.8965 24 666 20.2 14.36 23200
475 4.64689 0 18.1 0 0.614 6.98 67.6 2.5329 24 666 20.2 11.66 29800
476 8.05579 0 18.1 0 0.584 5.427 95.4 2.4298 24 666 20.2 18.14 13800
477 6.39312 0 18.1 0 0.584 6.162 97.4 2.206 24 666 20.2 24.1 13300
478 4.87141 0 18.1 0 0.614 6.484 93.6 2.3053 24 666 20.2 18.68 16700
479 15.0234 0 18.1 0 0.614 5.304 97.3 2.1007 24 666 20.2 24.91 12000
480 10.233 0 18.1 0 0.614 6.185 96.7 2.1705 24 666 20.2 18.03 14600
481 14.3337 0 18.1 0 0.614 6.229 88 1.9512 24 666 20.2 13.11 21400
482 5.82401 0 18.1 0 0.532 6.242 64.7 3.4242 24 666 20.2 10.74 23000
483 5.70818 0 18.1 0 0.532 6.75 74.9 3.3317 24 666 20.2 7.74 23700
484 5.73116 0 18.1 0 0.532 7.061 77 3.4106 24 666 20.2 7.01 25000
485 2.81838 0 18.1 0 0.532 5.762 40.3 4.0983 24 666 20.2 10.42 21800
486 2.37857 0 18.1 0 0.583 5.871 41.9 3.724 24 666 20.2 13.34 20600
487 3.67367 0 18.1 0 0.583 6.312 51.9 3.9917 24 666 20.2 10.58 21200
488 5.69175 0 18.1 0 0.583 6.114 79.8 3.5459 24 666 20.2 14.98 19100
489 4.83567 0 18.1 0 0.583 5.905 53.2 3.1523 24 666 20.2 11.45 20600
490 0.15086 0 27.74 0 0.609 5.454 92.7 1.8209 4 711 20.1 18.06 15200
491 0.18337 0 27.74 0 0.609 5.414 98.3 1.7554 4 711 20.1 23.97 7000
492 0.20746 0 27.74 0 0.609 5.093 98 1.8226 4 711 20.1 29.68 8100
493 0.10574 0 27.74 0 0.609 5.983 98.8 1.8681 4 711 20.1 18.07 13600
494 0.11132 0 27.74 0 0.609 5.983 83.5 2.1099 4 711 20.1 13.35 20100
495 0.17331 0 9.69 0 0.585 5.707 54 2.3817 6 391 19.2 12.01 21800
496 0.27957 0 9.69 0 0.585 5.926 42.6 2.3817 6 391 19.2 13.59 24500
497 0.17899 0 9.69 0 0.585 5.67 28.8 2.7986 6 391 19.2 17.6 23100
498 0.2896 0 9.69 0 0.585 5.39 72.9 2.7986 6 391 19.2 21.14 19700
499 0.26838 0 9.69 0 0.585 5.794 70.6 2.8927 6 391 19.2 14.1 18300
500 0.23912 0 9.69 0 0.585 6.019 65.3 2.4091 6 391 19.2 12.92 21200
501 0.17783 0 9.69 0 0.585 5.569 73.5 2.3999 6 391 19.2 15.1 17500
502 0.22438 0 9.69 0 0.585 6.027 79.7 2.4982 6 391 19.2 14.33 16800
503 0.06263 0 11.93 0 0.573 6.593 69.1 2.4786 1 273 21 9.67 22400
504 0.04527 0 11.93 0 0.573 6.12 76.7 2.2875 1 273 21 9.08 20600
505 0.06076 0 11.93 0 0.573 6.976 91 2.1675 1 273 21 5.64 23900
506 0.10959 0 11.93 0 0.573 6.794 89.3 2.3889 1 273 21 6.48 22000
507 0.04741 0 11.93 0 0.573 6.03 80.8 2.505 1 273 21 7.88 11900

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商务大数据分析/20250423/data/hr.csv Executable file
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商务大数据分析/20250423/data/worldcloud.csv Executable file
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词语,频数
东风,1379
何处,1231
人间,1164
风流,843
归去,818
春风,800
西风,782
归来,768
江南,760
相思,759
梅花,725
千里,668
多少,653
回首,649
如今,647
明月,646
阑干,632
年年,605
万里,587
一笑,579
黄昏,561
当年,537
芳草,533
天涯,531
相逢,523
尊前,519
一枝,510
风雨,500
流水,481
风吹,474
依旧,469
多情,458
风月,452
当时,451
故人,445
斜阳,444
无人,443
不知,426
深处,424
不见,416
时节,407
凄凉,404
平生,394
春色,393
无限,381
一点,374
功名,366
杨柳,363
天上,361
匆匆,357
芙蓉,356
今日,354
扁舟,351
西湖,350
憔悴,349
消息,347
桃花,343
何事,335
一片,333
神仙,332
一声,331
黄花,330
心事,330
鸳鸯,328
十分,327
人生,324
断肠,323
佳人,323
长安,321
东君,319
桃李,319
而今,318
为谁,317
无情,307
去年,306
天气,306
不是,305
海棠,305
少年,305
今夜,304
不似,303
十年,303
行人,300
谁知,300
寂寞,299
肠断,297
江上,297
悠悠,297
富贵,295
时候,295
昨夜,295
几度,292
月明,292
何时,291
青山,291
蓬莱,290
往事,290
如何,287
惟有,287
1 词语 频数
2 东风 1379
3 何处 1231
4 人间 1164
5 风流 843
6 归去 818
7 春风 800
8 西风 782
9 归来 768
10 江南 760
11 相思 759
12 梅花 725
13 千里 668
14 多少 653
15 回首 649
16 如今 647
17 明月 646
18 阑干 632
19 年年 605
20 万里 587
21 一笑 579
22 黄昏 561
23 当年 537
24 芳草 533
25 天涯 531
26 相逢 523
27 尊前 519
28 一枝 510
29 风雨 500
30 流水 481
31 风吹 474
32 依旧 469
33 多情 458
34 风月 452
35 当时 451
36 故人 445
37 斜阳 444
38 无人 443
39 不知 426
40 深处 424
41 不见 416
42 时节 407
43 凄凉 404
44 平生 394
45 春色 393
46 无限 381
47 一点 374
48 功名 366
49 杨柳 363
50 天上 361
51 匆匆 357
52 芙蓉 356
53 今日 354
54 扁舟 351
55 西湖 350
56 憔悴 349
57 消息 347
58 桃花 343
59 何事 335
60 一片 333
61 神仙 332
62 一声 331
63 黄花 330
64 心事 330
65 鸳鸯 328
66 十分 327
67 人生 324
68 断肠 323
69 佳人 323
70 长安 321
71 东君 319
72 桃李 319
73 而今 318
74 为谁 317
75 无情 307
76 去年 306
77 天气 306
78 不是 305
79 海棠 305
80 少年 305
81 今夜 304
82 不似 303
83 十年 303
84 行人 300
85 谁知 300
86 寂寞 299
87 肠断 297
88 江上 297
89 悠悠 297
90 富贵 295
91 时候 295
92 昨夜 295
93 几度 292
94 月明 292
95 何时 291
96 青山 291
97 蓬莱 290
98 往事 290
99 如何 287
100 惟有 287

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商务大数据分析/20250423/data/某淘宝店铺的订单转化率统计数据.xlsx Executable file
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商务大数据分析/20250423/data/运动员的最大携氧能力、体重和运动后心率数据.xlsx Executable file
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