2017.09.22

今天水逆= =

被Vector搞疯掉

1008. 有序vector的插入



Time Limit: 1sec    Memory Limit:256MB
Description

int insertVector(vector<int> & L, int k)
// 假定向量L的元素从小到大有序。该函数将k插入L中适当位置,使得L保持有序,并返回插入的位置。位置从0开始记。
//例,L=(3,5,5,7),如果插入k=2,L=(2,3,5,5,7), 如果插入k=10,L=(3,5,5,7,10).

{

// 插入代码

}

Problem Source: Vector与List练习(相当简单)


我的辣鸡代码
#include<iostream>
#include<vector>
using namespace std;
int insertVector(vector<int> & L, int k)
{
	int i,temp;
	L.push_back(k);
	for(i=L.size();i>0;)
	{
		if(L[i]<=L[i-1])
		{
		temp=L[i];
		L[i]=L[i-1];
		L[i-1]=temp;
		i--;
	    }
	}
return i;
}                                 

舍友的AC代码...

int insertVector(vector<int> & L, int k)

{
    vector<int>::iterator iv=L.begin();
    while(iv!=L.end()&&*(iv)<=k)
    iv++;
    L.insert(iv,k);
    
    return (iv-L.begin());


}    


 
   
Time Limit: 1sec    Memory Limit:256MB
Description

int insertVector(vector<int> & L, int k)
// 假定向量L的元素从小到大有序。该函数将k插入L中适当位置,使得L保持有序,并返回插入的位置。位置从0开始记。
//例,L=(3,5,5,7),如果插入k=2,L=(2,3,5,5,7), 如果插入k=10,L=(3,5,5,7,10).

{

// 插入代码

}

Problem Source: Vector与List练习(相当简单)

 
   
内容概要:该研究通过在黑龙江省某示范村进行24小时实地测试,比较了燃煤炉具自动/手动进料生物质炉具的污染物排放特征。结果显示,生物质炉具相比燃煤炉具显著降低了PM2.5、CO和SO2的排放(自动进料分别降低41.2%、54.3%、40.0%;手动进料降低35.3%、22.1%、20.0%),但NOx排放未降低甚至有所增加。研究还发现,经济性和便利性是影响生物质炉具推广的重要因素。该研究不仅提供了实际排放数据支持,还通过Python代码详细复现了排放特征比较、减排效果计算和结果可视化,进一步探讨了燃料性质、动态排放特征、碳平衡计算以及政策建议。 适合人群:从事环境科学研究的学者、政府环保部门工作人员、能源政策制定者、关注农村能源转型的社会人士。 使用场景及目标:①评估生物质炉具在农村地区的推广潜力;②为政策制定者提供科学依据,优化补贴政策;③帮助研究人员深入了解生物质炉具的排放特征和技术改进方向;④为企业研发更高效的生物质炉具提供参考。 其他说明:该研究通过大量数据分析和模拟,揭示了生物质炉具在实际应用中的优点和挑战,特别是NOx排放增加的问题。研究还提出了多项具体的技术改进方向和政策建议,如优化进料方式、提高热效率、建设本地颗粒厂等,为生物质炉具的广泛推广提供了可行路径。此外,研究还开发了一个智能政策建议生成系统,可以根据不同地区的特征定制化生成政策建议,为农村能源转型提供了有力支持。
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2.558 0.443 0 D4TBP ETL_I.M. 10.1021/jacs.8b 13091 19.60 1.10 22.39 79.60 19.10 1.08 22.40 78.80 PTAA 0.05 0.808 0.143 1 2.558 0.443 0 PA ETL_I.M. 10.1021/jacs.8b 13091 23 19.90 1.12 22.19 80.30 19.10 1.08 22.40 78.80 PTAA 0.05 0.808 0.143 1 2.558 0.443 0 PEA ETL_I.M. 10.1021/jacs.8b 13091 20.10 1.12 22.42 80.10 19.10 1.08 22.40 78.80 PTAA 0.05 0.808 0.143 1 2.558 0.443 0 VA ETL_I.M. 10.1021/jacs.8b 13091 20.60 1.15 22.62 79.00 19.10 1.08 22.40 78.80 PTAA 0.05 0.808 0.143 1 2.558 0.443 0 PAA ETL_I.M. 10.1021/jacs.8b 13091 20.40 1.15 22.54 78.50 19.10 1.08 22.40 78.80 PTAA 0.05 0.808 0.143 1 2.558 0.443 0 PA.PEA ETL_I.M. 10.1021/jacs.8b 13091 21.10 1.13 23.30 80.00 19.10 1.06 22.70 80.00 PTAA 0 0.85 0.15 1 2.55 0.45 0 DPSI B.M. 10.1002/adma.2 01803428 20.20 1.12 22.80 79.00 18.40 1.08 22.60 75.00 PTAA 0 0 1 1 3 0 0 DPSI B.M. 10.1002/adma.2 01803428 20.30 1.10 22.90 80.60 16.90 1.07 21.10 74.90 PTAA 0 0 1 1 3 0 0 PS ETL_I.M. 10.1002/adma.2 01600969 18.80 1.06 22.90 77.60 16.90 1.07 21.10 74.90 PTAA 0 0 1 1 3 0 0 PVDF- TrFE ETL_I.M. 10.1002/adma.2 01600969 18.10 1.05 22.80 75.60 16.90 1.07 21.10 74.90 PTAA 0 0 1 1 3 0 0 Teflon ETL_I.M. 10.1002/adma.2 01600969 18.90 1.05 22.70 79.30 16.90 1.07 21.10 74.90 PTAA 0 0 1 1 3 0 0 Fluoro- silane ETL_I.M. 10.1002/adma.2 01600969 20.22 1.11 22.80 80.20 19.08 1.09 22.40 78.10 Others 0 0 1 1 3 0 0 TMTA B.M. 10.1038/s41467 -018-06204-2 18.70 1.05 22.12 80.30 16.40 1.04 20.14 78.70 NiOx 0 0 1 1 3 0 0 PU B.M. 10.1002/adfm.2 01703061 18.75 1.08 22.53 77.42 18.52 1.07 22.50 77.20 NiOx 0 0 1 1 3 0 0 SP1 B.M. 10.1002/aenm.2 01803766 19.27 1.09 22.63 77.82 18.52 1.07 22.50 77.20 NiOx 0 0 1 1 3 0 0 SP2 B.M. 10.1002/aenm.2 01803766 24 20.43 1.15 22.69 78.55 18.52 1.07 22.50 77.20 NiOx 0 0 1 1 3 0 0 SP3 B.M. 10.1002/aenm.2 01803766 20.67 1.13 22.91 79.80 18.89 1.07 22.72 77.70 NiOx 0.048 0.81 0.143 1.02 2.577 0.423 0 PBTI B.M. 10.1002/adfm.2 01808855 20.80 1.20 22.51 77.00 19.58 1.10 22.53 79.00 PTAA 0 0.845 0.155 1.047 2.549 0.451 0 SSG-G ETL_I.M. 10.1126/science .aap9282 19.80 1.08 23.80 81.00 18.50 1.02 23.20 79.00 NiOx 0.05 0.79 0.16 1 2.7 0.3 0 BMIMBF 4 B.M. 10.1038/s41586 -019-1357-2 19.28 1.08 22.49 79.40 19.16 1.07 22.51 79.60 PTAA 0.05 0.81 0.14 1 2.56 0.44 0 Octylamm onium iodide ETL_I.M. 10.1126/science .aax3294 20.60 1.14 22.62 79.90 19.16 1.07 22.51 79.60 PTAA 0.05 0.81 0.14 1 2.56 0.44 0 Methylam monium sulfate ETL_I.M. 10.1126/science .aax3294 21.11 1.16 22.63 80.40 19.16 1.07 22.51 79.60 PTAA 0.05 0.81 0.14 1 2.56 0.44 0 Octylamm onium sulfate ETL_I.M. 10.1126/science .aax3294 21.30 1.15 23.40 79.40 20.50 1.06 20.50 80.00 PTAA 0.05 0.874 0.076 1 2.764 0.236 0 PEA B.M. 10.1038/s41560 -019-0538-4 20.80 1.20 22.51 77.00 20.50 1.06 20.50 80.00 PTAA 0.05 0.874 0.076 1 2.764 0.236 0 BA B.M. 10.1038/s41560 -019-0538-4 23.00 1.17 24.10 81.60 20.50 1.06 20.50 80.00 PTAA 0.05 0.874 0.076 1 2.764 0.236 0 Oam B.M. 10.1038/s41560 -019-0538-4 20.73 1.16 24.12 74.40 19.55 1.10 23.81 74.80 PTAA 0 0 1 0.941 3 0 0 PEAI ETL_I.M. 10.1002/solr.20 1900243 19.30 1.01 23.10 82.70 16.60 1.00 21.40 77.30 Others 0 0 1 1.077 2.795 0 0.205 INIC-1F ETL_I.M. 10.1039/C7TA0 6923E 18.80 1.01 22.80 81.50 16.60 1.00 21.40 77.30 Others 0 0 1 1.077 2.795 0 0.205 INIC-2F ETL_I.M. 10.1039/C7TA0 6923E 21.00 1.12 22.70 82.80 18.30 1.08 22.00 77.20 PTAA 0 0 1 1 3 0 0 DAP B.M. 10.1126/sciadv. aav8925 25 21.50 1.16 23.40 79.40 17.00 1.06 23.40 68.40 PTAA 0.05 0.7 0.25 1 3 0 0 DAP B.M. 10.1126/sciadv. aav8925 22.31 1.21 22.59 81.63 20.09 1.12 22.66 79.15 PTAA 0.05 0.792 0.158 1.029 2.534 0.466 0 BDAI HTL_I.M. 10.1016/j.joule. 2020.04.001 20.57 1.15 22.65 78.99 20.09 1.12 22.66 79.15 PTAA 0.05 0.792 0.158 1.029 2.534 0.466 0 GAI HTL_I.M. 10.1016/j.joule. 2020.04.001 21.64 1.20 22.53 80.04 20.09 1.12 22.66 79.15 PTAA 0.05 0.792 0.158 1.029 2.534 0.466 0 PEAI HTL_I.M. 10.1016/j.joule. 2020.04.001 18.35 1.12 21.35 76.74 15.59 1.06 20.79 70.74 NiOx 0 0 1 1 3 0 0 IT-4F B.M. 10.1039/C8TA0 0583D 18.28 1.02 22.05 81.01 15.37 1.02 19.07 79.23 NiOx 0 0 1 1 3 0 0 F-PDI B.M. 10.1002/aenm.2 01900198 19.26 1.07 22.74 79.90 17.62 1.06 21.24 78.25 NiOx 0.05 0.791 0.158 1.029 2.534 0.466 0 F-PDI B.M. 10.1002/aenm.2 01900198 18.22 1.09 22.77 73.72 17.38 1.09 22.31 71.00 PTAA 0.05 0.808 0.143 1.035 2.557 0.443 0 PMMA HTL_I.M. 10.1039/C9EE0 0872A 17.60 1.10 20.01 80.00 14.64 1.08 18.18 74.00 NiOx 0 0 1 1 3 0 0 C8 ETL_I.M. 10.1021/acsener gylett.6b00327 16.99 1.05 20.67 78.98 14.00 1.01 19.11 72.73 NiOx 0 0 1 1 3 0 0 PCBM:IT IC B.M. 10.1039/C9TC0 2457C 15.91 1.03 20.59 74.24 14.00 1.01 19.11 72.73 NiOx 0 0 1 1 3 0 0 ITIC B.M. 10.1039/C9TC0 2457C 18.78 1.09 22.43 77.10 17.78 1.07 21.98 75.40 Others 0 0 1 1 3 0 0 IDIC-Th B.M. 10.1039/C9TA0 6439G 20.01 1.12 22.67 79.10 17.78 1.07 21.98 75.40 Others 0 0 1 1 3 0 0 IDIS-Th B.M. 10.1039/C9TA0 6439G 19.75 1.12 22.05 80.00 18.19 1.07 21.63 78.60 NiOx 0 0 1 1 3 0 0 F6TCNN Q HTL_I.M. 10.1002/adma.2 01800515 26 20.86 1.12 23.18 80.30 19.69 1.09 22.70 79.60 NiOx 0.048 0.81 0.143 1.02 2.577 0.423 0 F6TCNN Q HTL_I.M. 10.1002/adma.2 01800515 19.64 1.14 21.85 78.60 18.40 1.09 21.65 77.90 PTAA 0.05 0.792 0.158 1.03 2.534 0.466 0 PFN-P2 HTL_I.M. 10.1038/s41560 -018-0219-8 18.1 1.03 21.81 80.30 15.40 1.04 19.39 76.20 NiOx 0 0 1 1 3 0 0 1ab HTL_I.M. 10.1002/adfm.2 01808625 17.7 1.04 21.92 77.40 15.40 1.04 19.39 76.20 NiOx 0 0 1 1 3 0 0 1bb HTL_I.M. 10.1002/adfm.2 01808625 18.52 1.09 21.12 80.35 16.23 1.03 20.05 76.70 PTAA 0 0 1 1 3 0 0 APPA B.M. 10.1021/acsami. 9b15607 20.69 1.12 22.88 81.00 18.74 1.06 22.23 79.00 PTAA 0 0 1 1 2.55 0.45 0 APPA B.M. 10.1021/acsami. 9b15607 17.70 1.06 21.40 77.90 17.30 1.07 20.70 77.70 PTAA 0 0 1 1.03 3 0 0 NMP B.M. 10.1021/acsami. 9b15867 18.40 1.07 23.10 74.20 17.28 1.07 20.79 77.65 PTAA 0.06 0.94 0 1.03 3 0 0 NMP B.M. 10.1021/acsami. 9b15867 20.28 1.13 23.35 76.80 13.96 1.13 16.55 74.00 NiOx 0 0.3 0.7 1 2.8 0 0.2 DRCN5T B.M. 10.1002/solr.20 1800327 20.09 1.11 23.58 76.70 18.87 1.08 22.73 77.20 PTAA 0 0 1 0.952 3 0 0 PS HTL_I.M. 10.1002/smll.20 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17.60 1.20 18.70 79.00 16.30 1.13 18.30 79.00 PTAA 0 0 1 1 2.4 0.6 0 NMA B.M. 10.1002/adfm.2 01906763 19.10 1.18 20.10 81.00 17.70 1.12 20.10 79.00 PTAA 0 0 1 1 2.7 0.3 0 NMA B.M. 10.1002/adfm.2 01906763 19.50 1.11 21.80 81.00 18.70 1.06 22.00 81.00 PTAA 0 0 1 1 3 0 0 PEAI B.M. 10.1002/adfm.2 01906763 19.30 1.11 21.40 81.00 18.70 1.06 22.00 81.00 PTAA 0 0 1 1 3 0 0 PMAI B.M. 10.1002/adfm.2 01906763 20.78 1.12 23.01 81.00 17.32 1.04 22.21 75.00 NiOx 0 0 1 1 3 0 0 PEO B.M. 10.1016/j.nanoe n.2019.104229 29 20.43 1.08 22.68 83.40 17.38 1.06 22.19 73.90 NiOx 0 0 1 1 3 0 0 PPDIN6 ETL_I.M. 10.1016/j.nanoe n.2018.07.063 20.05 1.07 22.80 82.20 17.18 1.01 21.48 79.17 Others 0 0 1 1 3 0 0 PASP HTL_I.M. 10.1039/C9TA0 1947B 20.15 1.12 22.94 78.19 16.26 1.06 21.06 72.84 NiOx 0 0 1 1 3 0 0 SDBS HTL_I.M. 10.1016/j.jpows our.2019.22758 4 20.15 1.09 23.45 79.14 16.26 1.06 21.06 72.84 NiOx 0 0.85 0.15 1 2.55 0.45 0 Ca(acac)2 ETL_I.M. 10.1039/C9TC0 3259B 18.23 1.04 23.02 75.95 14.53 1.02 21.49 66.29 NiOx 0 0 1 1 3 0 0 Ca(acac)2 ETL_I.M. 10.1039/C9TC0 3259B 20.73 1.12 23.20 80.00 17.42 1.06 21.78 76.00 PTAA 0 0 1 1 3 0 0 PEO B.M. 10.1021/acsaem .0c00823 20.31 1.09 24.27 76.55 16.54 1.05 22.98 68.32 NiOx 0 0 1 1 3 0 0 PEAI HTL_I.M. 10.1021/acsami. 9b18217 19.10 1.07 23.21 77.00 17.40 1.05 22.38 74.00 PTAA 0 0 1 1 3 0 0 DMBI-2- Th B.M. 10.1002/adfm.2 02001788 20.90 1.13 23.41 79.00 17.40 1.05 22.38 74.00 PTAA 0 0 1 1 3 0 0 DMBI-2- Th-I B.M. 10.1002/adfm.2 02001788 20.80 1.09 23.53 80.85 20.08 1.06 23.56 80.62 PTAA 0 0 1 1 3 0 0 Cys. HCl ETL_I.M. 10.1021/acsener gylett.0c01297 19.61 1.11 23.19 76.00 16.97 1.11 22.50 67.80 Others 0 0 1 0.909 3 0 0 FPyBr ETL_I.M. 10.1039/C7TA0 4995A 18.81 1.07 22.14 79.50 17.16 1.05 21.69 75.10 NiOx 0 0 1 1 3 0 0 YC-1 HTL_I.M. 10.1002/pip.320 5 19.83 1.13 22.50 77.72 17.91 1.06 21.87 77.34 Others 0 0.802 0.198 0.844 2.684 0.141 0.174 TMTA B.M.&ETL _I.M. 10.1016/j.nanoe n.2019.103962 18.58 1.06 22.19 79.00 15.53 1.06 20.35 72.00 NiOx 0 0 1 1 3 0 0 2,6-Py ETL_I.M. 10.1039/C7TA0 4851C 30 18.90 1.04 23.16 78.00 16.92 1.04 21.37 74.60 PTAA 0 0 1 1 3 0 0 FAAc B.M. 10.1039/C8TC0 2507J 18.18 1.10 21.57 76.70 16.92 1.04 21.37 74.60 NiOx 0 0 1 1 3 0 0 SY1 HTL_I.M. 10.1021/acsami. 9b13952 18.96 1.10 21.76 79.10 16.92 1.04 21.37 74.60 NiOx 0 0 1 1 3 0 0 SY2 HTL_I.M. 10.1021/acsami. 9b13952 18.44 1.10 21.71 77.10 16.92 1.04 21.37 74.60 NiOx 0 0 1 1 3 0 0 SY4 HTL_I.M. 10.1021/acsami. 9b13952 19.30 1.08 21.70 82.50 19.10 1.05 23.10 80.30 Others 0 0 1 1 3 0 0 TaTm HTL_I.M. 10.1021/acs.che mmater.9b0139 6 19.10 1.05 23.10 80.30 18.10 1.02 22.60 77.90 Others 0 0 1 1 3 0 0 DAGCl B.M. 10.1039/C9QM 00112C 19.50 1.09 22.35 80.00 17.55 1.06 21.25 78.00 PTAA 0 0 1 1 3 0 0 CB B.M. 10.1039/C8NR 10125F 17.59 1.04 22.53 75.80 14.46 1.02 20.20 70.20 NiOx 0 0 1 1 3 0 0 FDA HTL_I.M. 10.1039/C7NR 08750K 19.42 1.16 22.30 75.20 16.49 1.03 21.70 73.80 PTAA 0 0 1 1 3 0 0 PS ETL_I.M. 10.1002/adma.2 01700159 19.60 1.11 22.90 77.40 19.10 1.08 22.40 78.80 PTAA 0 0 1 1 3 0 0 PFN-Br HTL_I.M. 10.1002/adma.2 01901090 20.05 1.08 23.23 79.93 16.66 1.03 22.09 73.22 Others 0.1 0.9 0 1 2.6 0.4 0 2- Acetylpyri dine ETL_I.M. 10.1039/C9TA0 7238A 18.51 1.06 22.79 76.62 16.66 1.03 22.09 73.22 Others 0.1 0.9 0 1 2.6 0.4 0 3- Acetylpyri dine ETL_I.M. 10.1039/C9TA0 7238A 18.11 1.05 22.62 76.24 16.66 1.03 22.09 73.22 Others 0.1 0.9 0 1 2.6 0.4 0 4- Acetylpyri dine ETL_I.M. 10.1039/C9TA0 7238A 18.11 1.12 22.63 71.50 17.84 1.09 22.19 73.90 Others 0 0 1 1 3 0 0 BaAc2 B.M. 10.1039/C9TC0 4067F 31 18.81 1.06 22.78 77.90 16.88 1.05 21.37 75.95 PTAA 0 0 1 1 3 0 0 PbAc2 B.M. 10.1002/solr.20 1800066 18.00 1.06 22.20 77.00 16.80 1.04 21.22 68.75 NiOx 0.059 0.769 0.172 0.996 2.512 0.488 0 Mg(AcO)2 HTL_I.M. 10.1002/aenm.2 01901642 19.60 1.11 22.31 79.10 17.20 1.05 21.17 77.20 Others 0.15 0.85 0 1.05 2.855 0.145 0 MA B.M. 10.1021/acsami. 9b03323 19.44 1.10 22.55 78.20 16.01 1.01 21.83 72.70 PTAA 0 0 1 1 3 0 0 NH4SCN ETL_I.M. 10.1002/adfm.2 01704836 19.22 1.13 21.85 78.00 17.87 1.09 21.07 78.00 Others 0 0 1 1.05 3 0 0 5-AVA HTL_I.M. 10.1002/admi.2 01800645 18.04 1.12 21.71 74.43 16.34 1.04 21.08 74.41 PTAA 0 0 1 1 3 0 0 TPPCl B.M. 10.1021/acsome ga.8b01061 18.61 1.08 22.50 76.60 15.89 1.01 20.74 75.80 PTAA 0 1 0 1 3 0 0 NH4SCN ETL_I.M. 10.1016/j.nanoe n.2018.11.021 18.13 1.09 21.69 76.70 15.78 1.04 20.39 74.40 PTAA 0 0 1 1 3 0 0 NH4SCN ETL_I.M. 10.1016/j.nanoe n.2018.11.021 18.54 1.03 22.27 79.00 16.93 1.04 21.41 76.00 Others 0 0 1 1 3 0 0 ITCPTC- Se ETL_I.M. 10.1039/C8TA0 0492G 18.69 1.03 22.47 78.00 16.93 1.04 21.41 76.00 Others 0 0 1 1 3 0 0 ITCPTC- Th ETL_I.M. 10.1039/C8TA0 0492G 18.13 1.08 22.38 75.00 15.98 1.04 21.34 72.00 NiOx 0 0 1 1 3 0 0 DBU B.M. 10.1039/C8CC0 2329H 18.00 1.05 21.80 75.00 15.10 1.04 20.40 68.00 Others 0 0 1 1 3 0 0 B4PyMP M ETL_I.M. 10.1016/j.nanoe n.2017.05.049 18.80 1.06 22.40 76.00 15.10 1.04 20.40 68.00 Others 0 0 1 1 3 0 0 3TPYMB ETL_I.M. 10.1016/j.nanoe n.2017.05.049 19.51 1.08 22.14 82.00 16.93 1.05 21.07 77.00 Others 0 0 1 1 3 0 0 ITCPTC ETL_I.M. 10.1039/C8TA0 6730A 32 18.89 1.07 21.78 81.00 16.93 1.05 21.07 77.00 Others 0 0 1 1 3 0 0 IDT6CN ETL_I.M. 10.1039/C8TA0 6730A 17.54 1.05 21.36 78.00 16.93 1.05 21.07 77.00 Others 0 0 1 1 3 0 0 IDTCN ETL_I.M. 10.1039/C8TA0 6730A 18.01 1.07 22.25 75.62 16.20 0.98 21.78 75.62 Others 0 0 1 0.909 3 0 0 PTPD HTL_I.M. 10.1002/aenm.2 01701659 18.30 1.11 23.60 70.00 16.20 1.05 20.90 74.40 NiOx 0 0 1 1.05 3 0 0 Cys HTL_I.M. 10.1016/j.nanoe n.2018.01.017 19.30 1.15 21.50 78.00 17.70 1.10 21.30 76.80 Others 0.065 0.791 0.144 1.006 2.571 0.429 0 PVP HTL_I.M. 10.1002/solr.20 1800151 19.01 1.10 22.57 76.50 17.02 1.06 23.40 68.40 Others 0 0.15 0.85 1 2.85 0.15 0 PVK ETL_I.M. 10.1016/j.electa cta.2019.06.102 18.30 1.10 21.80 77.30 16.20 1.05 20.90 74.40 Others 0 0 1 1 3 0 0 Al-acac3 B.M. 10.1039/C6EE0 1969B 17.32 1.19 18.69 78.21 15.72 1.16 17.69 76.56 PTAA 0.1 0.75 0.15 1 2 1 0 PMABr B.M. 10.1021/acs.jpc c.1c09739 16.80 1.17 18.10 79.00 15.72 1.16 17.69 76.56 PTAA 0.1 0.75 0.15 1 2 1 0 PEABr B.M. 10.1021/acs.jpc c.1c09739 22.25 1.15 23.36 82.90 19.38 1.09 23.24 76.40 NiOx 0.048 0.79 0.162 1.019 2.52 0.48 0 TPA-BA HTL_I.M. 10.1016/j.cej.20 22.136405 21.35 1.11 23.74 81.02 18.27 1.10 21.28 78.05 NiOx 0.047 0.804 0.149 1.034 2.577 0.423 0 PATMBF4 B.M. 10.1016/j.nanoe n.2021.105742 19.86 1.10 22.63 79.77 18.16 1.09 21.77 76.52 NiOx 0.048 0.81 0.143 1.027 2.579 0.421 0 Bu B.M. 10.1039/D0EE0 2043E 20.94 1.11 23.37 80.73 18.16 1.09 21.77 76.52 NiOx 0.048 0.81 0.143 1.027 2.579 0.421 0 Ea B.M. 10.1039/D0EE0 2043E 21.47 1.10 23.48 83.12 18.16 1.09 21.77 76.52 NiOx 0.048 0.81 0.143 1.027 2.579 0.421 0 PEa B.M. 10.1039/D0EE0 2043E 33 16.70 1.02 20.80 78.30 13.20 0.94 19.70 71.20 NiOx 0 0.85 0.15 1 2.55 0.45 0 PTAA HTL_I.M. 10.1021/acssusc hemeng.8b0407 8 21.01 1.11 23.74 79.75 18.17 1.07 21.95 77.37 NiOx 0.175 0.751 0.074 1.001 2.625 0.375 0 HEA B.M. 10.1016/j.nanoe n.2020.104639 20.15 1.08 22.68 81.96 17.53 1.02 22.19 77.67 Others 0 0 1 1 3 0 0 glucose B.M. 10.1039/D0TC0 0365D 19.39 1.13 21.41 80.20 16.10 1.09 19.31 76.50 NiOx 0 0 1 1.024 3 0 0 TFTPA ETL_I.M. 10.1021/acsami. 9b12961 21.30 1.15 22.70 81.40 21.00 1.11 23.30 80.70 NiOx 0 0.85 0.15 1 2.55 0.45 0 CF3- PEABr ETL_I.M. 10.34133/2021/ 9836752 20.45 1.14 22.35 80.25 18.08 1.05 22.04 78.12 PTAA 0 0 1 1.077 2.795 0 0.205 BTCC B.M. 10.1039/D0CC 02613A 19.84 1.13 22.50 77.72 17.90 1.06 21.87 77.34 NiOx 0.048 0.79 0.162 1.009 2.517 0.483 0 KBF4 HTL_I.M. 10.1021/acs.jpc c.2c00283 19.23 1.13 21.16 80.00 16.86 1.08 19.82 78.00 NiOx 0 0 1 1 3 0 0 PEI•HI HTL_I.M. 10.1016/j.apsus c.2021.149276 19.80 1.10 22.70 79.30 17.80 1.07 21.80 75.70 NiOx 0 0 1 1 3 0 0 BZACl B.M. 10.1039/d0qm0 0983k 19.75 1.08 23.32 78.60 15.82 1.09 19.63 74.30 Others 0.059 0.784 0.157 1.02 2.535 0.465 0 tropolone B.M. 10.1021/acsami. 9b21632 19.74 1.12 22.08 80.04 17.55 1.08 21.34 75.90 NiOx 0 0 1 1 3 0 0 MS-OC HTL_I.M. 10.1021/acsami. 0c18245 17.89 1.09 21.48 76.06 17.55 1.08 21.34 75.90 NiOx 0 0 1 1 3 0 0 MS-OA HTL_I.M. 10.1021/acsami. 0c18245 21.23 1.14 23.28 80.00 18.69 1.08 22.19 78.00 NiOx 0 0 1 0.848 2.831 0 0.169 KSCN HTL_I.M. 10.1002/smtd.2 02000478 19.02 1.09 22.37 78.00 18.69 1.08 22.19 78.00 NiOx 0 0 1 0.848 2.831 0 0.169 KAc HTL_I.M. 10.1002/smtd.2 02000478 34 20.21 1.12 22.37 81.26 17.54 1.05 21.29 78.09 NiOx 0 0 1 1 3 0 0 SaC-100 HTL_I.M. 10.1002/smtd.2 02000478 20.00 1.10 22.60 80.60 17.10 1.04 21.50 76.60 PTAA 0.062 0.782 0.156 1.016 2.536 0.464 0 PPS HTL_I.M. 10.1021/acsener gylett.1c00291 19.90 1.10 22.50 80.40 17.10 1.04 21.50 76.60 PTAA 0.062 0.782 0.156 1.016 2.536 0.464 0 PPS B.M. 10.1021/acsener gylett.1c00291 21.50 1.16 22.90 81.00 17.10 1.04 21.50 76.60 PTAA 0.062 0.782 0.156 1.016 2.536 0.464 0 PPS B.M.&HTL _I.M. 10.1021/acsener gylett.1c00291 18.39 1.11 22.45 73.94 15.90 1.05 21.11 71.74 NiOx 0 0 1 1 3 0 0 PS HTL_I.M. 10.1039/C9TA0 8084H 19.99 1.15 22.51 77.33 15.90 1.05 21.11 71.74 NiOx 0 0 1 1 3 0 0 PS HTL_I.M.& ETL_I.M. 10.1039/C9TA0 8084H 22.04 1.15 23.65 81.20 21.58 1.11 23.33 83.40 PTAA 0.05 0.792 0.158 1.009 2.544 0.456 0 PEAI HTL_I.M.& ETL_I.M. 10.1126/sciadv. abj793 23.07 1.15 23.68 85.00 21.58 1.11 23.33 83.40 PTAA 0.05 0.792 0.158 1.009 2.544 0.456 0 Cl-PEAI HTL_I.M.& ETL_I.M. 10.1126/sciadv. abj793 23.72 1.16 24.13 84.60 21.58 1.11 23.33 83.40 PTAA 0.05 0.792 0.158 1.009 2.544 0.456 0 F-PEAI HTL_I.M.& ETL_I.M. 10.1126/sciadv. abj793 22.70 1.16 23.50 83.20 20.40 1.09 23.90 78.60 Others 0.151 0.849 0 0.933 2.842 0 0.158 PEACl:Pb Cl2 B.M.&HTL _I.M. 10.1039/D1EE0 1508G 22.10 1.13 23.70 82.30 20.40 1.09 23.90 78.60 Others 0.151 0.849 0 0.933 2.842 0 0.158 PEACl HTL_I.M. 10.1039/D1EE0 1508G 20.80 1.11 23.50 79.30 20.40 1.09 23.90 78.60 Others 0.151 0.849 0 0.933 2.842 0 0.158 PEACl:Pb Cl2 B.M. 10.1039/D1EE0 1508G 20.10 1.12 23.70 75.90 17.20 1.09 22.20 70.60 PTAA 0 0 1 0.952 3 0 0 2FBT2ND I ETL_I.M. 10.1016/j.cej.20 20.125062 20.21 1.11 22.76 80.32 18.71 1.05 21.56 80.01 NiOx 0.175 0.751 0.074 1.001 2.625 0.375 0 TSPA HTL_I.M. 10.1016/j.apsus c.2021.149973 35 19.04 1.07 21.58 82.59 16.94 1.08 20.26 76.91 Others 0 0 1 1.077 2.795 0 0.205 PTAA HTL_I.M. 10.1039/C9TA0 8314F 20.40 1.11 23.01 78.23 16.80 1.04 21.22 68.75 NiOx 0 0 1 1 3 0 0 CBSA HTL_I.M. 10.1002/aenm.2 02103674 21.10 1.11 23.72 80.18 18.50 1.04 22.19 76.29 NiOx 0.06 0.849 0.091 1.263 2.809 0.191 0 CBSA HTL_I.M. 10.1002/aenm.2 02103674 19.49 1.08 22.09 81.00 17.90 1.08 21.34 77.00 PTAA 0 0 1 1 3 0 0 TODB ETL_I.M. 10.1016/j.cej.20 21.132426 20.49 1.15 21.82 82.00 18.66 1.10 21.78 78.00 Others 0.05 0.79 0.16 1 2.4 0.6 0 PMAI ETL_I.M. 10.1016/j.nanoe n.2020.105249 20.42 1.16 21.82 82.00 17.71 1.10 20.10 79.00 Others 0.05 0.79 0.16 1 2.4 0.6 0 PEAI ETL_I.M. 10.1016/j.nanoe n.2020.105249 21.37 1.13 24.07 78.30 20.72 1.09 23.86 79.50 PTAA 0.068 0.883 0.049 0.971 2.852 0.148 0 PMMA HTL_I.M. 10.1016/j.nanoe n.2021.106370 21.83 1.13 24.33 79.70 20.72 1.09 23.86 79.50 PTAA 0.068 0.883 0.049 0.971 2.852 0.148 0 PBAI ETL_I.M. 10.1016/j.nanoe n.2021.106370 23.33 1.16 24.56 82.10 20.72 1.09 23.86 79.50 PTAA 0.068 0.883 0.049 0.971 2.852 0.148 0 PMMA+P BAI HTL_I.M.& ETL_I.M. 10.1016/j.nanoe n.2021.106370 21.84 1.15 24.45 77.80 21.37 1.13 24.07 78.30 PTAA 0.068 0.883 0.049 0.971 2.852 0.148 0 PMAI ETL_I.M. 10.1016/j.nanoe n.2021.106370 22.01 1.16 24.58 77.40 21.37 1.13 24.07 78.30 PTAA 0.068 0.883 0.049 0.971 2.852 0.148 0 PEAI ETL_I.M. 10.1016/j.nanoe n.2021.106370 22.35 1.17 24.56 77.90 21.37 1.13 24.07 78.30 PTAA 0.068 0.883 0.049 0.971 2.852 0.148 0 PPAI ETL_I.M. 10.1016/j.nanoe n.2021.106370 18.48 1.07 21.99 78.70 17.11 1.05 21.70 74.90 NiOx 0 0 1 1 3 0 0 NP-BC HTL_I.M. 10.1021/acs.che mmater.9b0272 0 18.15 1.06 21.81 78.30 17.11 1.05 21.70 74.90 NiOx 0 0 1 1 3 0 0 PNP-BC HTL_I.M. 10.1021/acs.che mmater.9b0272 0 36 20.00 1.12 23.00 76.00 16.87 1.07 21.12 74.00 NiOx 0 0 1 1 3 0 0 [BZTAm] Cl ETL_I.M. 10.1002/solr.20 2000358 15.92 0.99 21.34 75.00 14.57 0.99 21.31 69.00 NiOx 0 0 1 1 3 0 0 TPI HTL_I.M. 10.1002/advs.2 01802163 16.56 0.99 22.01 76.00 14.57 0.99 21.31 69.00 NiOx 0 0 1 1 3 0 0 TPI- 2MEO HTL_I.M. 10.1002/advs.2 01802163 17.59 0.99 22.78 78.00 14.57 0.99 21.31 69.00 NiOx 0 0 1 1 3 0 0 TPI- 4MEO HTL_I.M. 10.1002/advs.2 01802163 18.42 0.98 23.31 81.00 14.57 0.99 21.31 69.00 NiOx 0 0 1 1 3 0 0 TPI- 6MEO HTL_I.M. 10.1002/advs.2 01802163 17.67 1.10 21.73 74.12 15.27 1.07 20.57 69.73 NiOx 0 0 1 1 3 0 0 PFBT HTL_I.M. 10.1016/j.jeche m.2019.11.004 18.39 1.11 22.45 73.94 16.39 1.05 21.12 73.76 NiOx 0 0 1 1 3 0 0 Polystyren e HTL_I.M. 10.1039/C9CC0 7517H 19.55 1.13 22.29 77.43 16.39 1.05 21.12 73.76 NiOx 0 0 1 1 3 0 0 Polystyren e ETL_I.M. 10.1039/C9CC0 7517H 19.54 1.12 22.25 78.19 16.39 1.05 21.12 73.76 NiOx 0 0 1 1 3 0 0 PMMA ETL_I.M. 10.1039/C9CC0 7517H 18.63 1.11 22.05 76.24 16.39 1.05 21.12 73.76 NiOx 0 0 1 1 3 0 0 PMMA HTL_I.M. 10.1039/C9CC0 7517H 20.68 1.08 23.45 80.91 18.22 1.06 21.28 80.66 Others 0 0.2 0.8 1.037 2.798 0 0.202 2-MI HTL_I.M. 10.1002/aelm.2 02000604 20.30 1.10 23.90 77.10 17.10 1.09 22.20 70.60 PTAA 0 0 1 1.05 3 0 0 2FBT2FP DI ETL_I.M. 10.1021/acssusc hemeng.0c0308 7 16.50 0.99 21.10 79.10 15.30 0.98 20.30 76.90 Others 0 0 1 1.077 2.795 0 0.205 PPDIDTT ETL_I.M. 10.1039/C6QM 00309E 20.12 1.12 21.70 82.78 16.43 1.04 20.73 76.19 NiOx 0 0 1 1 3 0 0 carnitine B.M. 10.1021/acsami. 0c22817 37 19.51 1.10 22.46 78.79 17.39 1.04 20.79 80.65 PTAA 0 0 1 1.005 3 0 0 PMMA HTL_I.M. 10.1021/acsaem .0c00561 20.17 1.08 23.92 78.40 14.53 1.01 21.01 68.70 NiOx 0 0 1 1 3 0 0 PHIA B.M. 10.1021/acs.che mmater.1c0143 6 21.47 1.11 23.50 82.00 19.31 1.10 22.13 79.27 PTAA 0 0 1 1 3 0 0 TOAB ETL_I.M. 10.1016/j.nanoe n.2021.105882 16.25 1.03 20.91 75.60 12.53 0.94 18.86 70.50 NiOx 0 0 1 1 3 0 0 PTZ-1 HTL_I.M. 10.1021/acsami. 9b09530 17.00 1.04 21.45 76.00 12.53 0.94 18.86 70.50 NiOx 0 0 1 1 3 0 0 PTZ-2 HTL_I.M. 10.1021/acsami. 9b09530 19.36 1.05 22.95 80.30 18.25 1.06 22.82 75.20 NiOx 0 0 1 1 3 0 0 KSCN HTL_I.M. 10.1039/D0QM 01064B 18.56 1.08 22.81 75.70 18.25 1.06 22.82 75.20 NiOx 0 0 1 1 3 0 0 KNO3 HTL_I.M. 10.1039/D0QM 01064B 20.82 1.13 22.94 80.40 20.25 1.10 22.73 81.00 NiOx 0.048 0.81 0.143 1.02 2.577 0.423 0 PEAI ETL_I.M. 10.1016/j.scib.2 021.02.029 18.04 1.12 21.08 76.41 15.87 1.05 21.32 70.60 NiOx 0 0 1 1 3 0 0 PEA-SCN B.M. 10.1021/acsaem .1c02113 20.40 1.07 23.70 80.40 17.60 1.04 21.00 80.40 NiOx 0 0 1 1 3 0 0 TPMA HTL_I.M. 10.1021/acsami. 2c01625 20.34 1.11 22.72 80.28 19.23 1.08 21.71 81.50 PTAA 0 0 1 1 3 0 0 PVP ETL_I.M. 10.1021/acsaem .1c04056 20.23 1.13 22.86 78.16 18.67 1.07 22.83 76.54 PTAA 0.048 0.794 0.159 0.952 2.508 0.492 0 M2 HTL_I.M. 10.1021/acsami. 1c21000 18.90 1.07 22.70 77.40 16.02 1.01 21.83 72.70 NiOx 0.1 0.9 0 1.05 3 0 0 PPS B.M. 10.1021/acssusc hemeng.0c0041 7 18.70 1.08 23.30 74.70 17.30 1.06 23.20 70.30 PTAA 0 0 1 1 3 0 0 PVC B.M. 10.1021/acs.jpcl ett.0c01776 38 18.40 1.11 21.70 76.30 15.50 1.07 19.60 74.20 NiOx 0 0 1 1.063 3 0 0 Br-BA HTL_I.M. 10.1002/cssc.20 1701262 17.60 1.10 21.70 76.30 15.50 1.07 19.60 74.20 NiOx 0 0 1 1.063 3 0 0 Cl-BA HTL_I.M. 10.1002/cssc.20 1701262 16.20 1.05 20.30 76.20 15.50 1.07 19.60 74.20 NiOx 0 0 1 1.063 3 0 0 H-BA HTL_I.M. 10.1002/cssc.20 1701262 19.64 1.11 21.90 80.80 18.80 1.08 21.90 79.30 PTAA 0.042 0.728 0.23 0.802 2.582 0.227 0.192 CA-1 ETL_I.M. 10.1021/acsami. 1c11683 20.30 1.12 22.10 82.00 18.80 1.08 21.90 79.30 PTAA 0.042 0.728 0.23 0.802 2.582 0.227 0.192 CA-2 ETL_I.M. 10.1021/acsami. 1c11683 21.40 1.16 22.28 83.07 18.80 1.08 21.90 79.30 PTAA 0.042 0.728 0.23 0.802 2.582 0.227 0.192 CA-3 ETL_I.M. 10.1021/acsami. 1c11683 20.20 1.12 23.50 76.30 18.20 1.10 22.70 73.20 PTAA 0 0 1 0.952 3 0 0 IDTT2NP I ETL_I.M. 10.1021/acsami. 0c11620 20.89 1.13 23.32 79.37 19.13 1.08 23.01 77.29 NiOx 0 0 1 1 3 0 0 LS1 HTL_I.M. 10.1021/acsami. 1c22396 19.46 1.08 23.42 77.82 17.59 1.05 22.98 75.62 Others 0 0 1 1 3 0 0 PEABr HTL_I.M. 10.1016/j.solen er.2020.05.042 20.20 1.11 23.52 77.40 18.70 1.09 22.59 76.20 PTAA 0.051 0.807 0.142 1.022 2.719 0.281 0 Y6 ETL_I.M. 10.1016/j.joule. 2020.06.007 20.02 1.09 22.23 82.61 17.46 1.06 21.45 76.82 PTAA 0 0 1 1.08 3 0 0 P4VP ETL_I.M. 10.1039/C9TC0 6578D 21.88 1.13 23.10 83.81 19.16 1.08 22.26 79.70 PTAA 0 0 1 1.08 3 0 0 capsaicin B.M. 10.1016/j.joule. 2020.12.009 20.15 1.09 23.19 79.73 18.10 1.07 21.55 78.51 PTAA 0 0 1 1 3 0 0 ITCC ETL_I.M. 10.1002/solr.20 2100864 19.24 1.07 22.79 78.92 18.10 1.07 21.55 78.51 PTAA 0 0 1 1 3 0 0 IT-M ETL_I.M. 10.1002/solr.20 2100864 39 21.21 1.15 23.25 79.33 18.37 1.10 22.06 75.70 PTAA 0 0.85 0.15 1 2.55 0.45 0 ITCC ETL_I.M. 10.1002/solr.20 2100864 17.63 1.08 22.03 74.11 15.49 1.02 21.46 70.76 NiOx 0.037 0.886 0.077 0.963 2.762 0.238 0 PSICx HTL_I.M. 10.1016/j.dyepi g.2021.109837 16.90 1.06 22.08 72.18 15.49 1.02 21.46 70.76 NiOx 0.037 0.886 0.077 0.963 2.762 0.238 0 PSIC HTL_I.M. 10.1016/j.dyepi g.2021.109837 15.04 0.99 20.05 77.00 13.13 0.91 18.97 76.00 Others 0 0 1 1 3 0 0 PTMA- BP HTL_I.M. 10.1039/C7TA0 7732G 20.32 1.11 23.58 77.64 18.25 1.07 22.96 74.55 PTAA 0.039 0.817 0.144 1.034 2.555 0.445 0 4-ABSA B.M. 10.1021/acsami. 1c04601 20.49 1.08 23.08 82.42 18.36 1.03 22.33 79.88 NiOx 0 0 1 1 3 0 0 ETT ETL_I.M. 10.1016/j.cej.20 20.127579 18.13 1.11 21.36 76.16 16.31 1.07 20.33 74.86 NiOx 0 0 1 0.998 2.819 0 0.181 3-PA HTL_I.M. 10.1021/acsaem .1c01017 17.66 1.12 20.95 75.30 16.31 1.07 20.33 74.86 NiOx 0 0 1 0.998 2.819 0 0.181 4-PA HTL_I.M. 10.1021/acsaem .1c01017 16.34 1.09 19.91 75.40 16.31 1.07 20.33 74.86 NiOx 0 0 1 0.998 2.819 0 0.181 2-PA HTL_I.M. 10.1021/acsaem .1c01017 20.54 1.11 22.51 82.20 18.09 1.08 21.31 78.60 NiOx 0 0 1 1.024 3 0 0 GuaBF4 ETL_I.M. 10.1016/j.solma t.2022.111682 21.01 1.12 22.76 82.34 19.02 1.08 22.31 78.89 PTAA 0 0 1 1 3 0 0 HTAB HTL_I.M. 10.1021/acsami. 1c22020 17.29 1.07 20.84 71.33 14.82 0.99 20.05 69.15 Others 0 0 1 1 3 0 0 GMS HTL_I.M. 10.1021/acsaem .0c03249 23.37 1.17 24.92 80.17 20.76 1.06 24.93 78.57 PTAA 0.035 0.636 0.329 0.669 2.492 0.129 0.38 PI ETL_I.M. 10.1021/jacs.0c 09845 21.98 1.13 24.61 79.03 20.76 1.06 24.93 78.57 PTAA 0.035 0.636 0.329 0.669 2.492 0.129 0.38 PDI ETL_I.M. 10.1021/jacs.0c 09845 40 21.00 1.13 22.91 81.00 19.08 1.08 21.65 82.00 PTAA 0.04 0.8 0.16 1.04 2.532 0.468 0 IT-DOH B.M. 10.1039/D1EE0 2248B 19.85 1.10 22.20 81.00 19.08 1.08 21.65 82.00 PTAA 0.04 0.8 0.16 1.04 2.532 0.468 0 ITIC B.M. 10.1039/D1EE0 2248B 22.09 1.12 24.97 79.00 19.98 1.09 23.20 79.00 PTAA 0.048 0.952 0 0.952 3 0 0 IT-DOH B.M. 10.1039/D1EE0 2248B 20.89 1.10 24.04 79.00 19.98 1.09 23.20 79.00 PTAA 0.048 0.952 0 0.952 3 0 0 ITIC B.M. 10.1039/D1EE0 2248B 19.50 1.11 21.90 80.00 18.50 1.08 22.50 76.00 PTAA 0 0 1 1 3 0 0 FEAI B.M. 10.1038/s41467 -020-20272-3 20.39 1.20 20.72 81.73 19.09 1.15 20.55 81.01 NiOx 0.21 0.743 0.048 0.955 2.513 0.34 0.147 TFBA B.M. 10.1002/inf2.12 307 21.30 1.13 23.80 79.20 18.50 1.07 23.40 73.70 NiOx 0 0 1 1 2.909 0 0.091 SFX-Py- PDI2 ETL_I.M. 10.1016/j.cej.20 22.135410 21.28 1.10 23.15 83.58 17.87 1.07 21.23 78.68 NiOx 0 0 1 1 3 0 0 FPA B.M. 10.1002/solr.20 2101101 20.15 1.10 23.53 77.86 17.91 1.06 21.57 78.34 Others 0 0 1 1 3 0 0 ATPS HTL_I.M. 10.1002/cnma.2 02200041 21.76 1.18 22.56 81.76 18.72 1.08 22.03 78.68 NiOx 0.07 0.772 0.158 0.93 2.502 0.498 0 ABF B.M. 10.1002/adfm.2 02200431 20.11 1.21 20.98 79.45 17.85 1.13 20.21 78.14 NiOx 0.07 0.698 0.233 0.93 2.268 0.732 0 ABF B.M. 10.1002/adfm.2 02200431 21.26 1.16 23.02 79.74 19.54 1.15 22.25 76.04 PTAA 0 0 1 1 2.8 0 0.2 HEC B.M. 10.1002/eem2.1 2426 22.98 1.16 24.62 80.38 21.23 1.15 24.01 76.75 PTAA 0.05 0.85 0.1 1 2.8 0 0.2 HEC B.M. 10.1002/eem2.1 2426 22.65 1.18 24.72 77.52 21.02 1.18 24.25 73.52 PTAA 0 1 0 1 2.8 0 0.2 HEC B.M. 10.1002/eem2.1 2426 41 18.43 1.09 21.50 78.60 14.53 1.05 19.15 72.50 NiOx 0 0 1 1 3 0 0 MAD HTL_I.M. 10.1002/cnma.2 02200091 20.90 1.12 22.81 81.90 18.00 1.05 21.96 78.00 Others 0.15 0.85 0 1 2.85 0.15 0 C343 B.M. 10.1016/j.nanoe n.2022.106935 20.27 1.09 23.12 80.15 18.75 1.03 22.35 81.29 NiOx 0 0 1 1 3 0 0 Cl-HOBT B.M. 10.1016/j.jeche m.2021.06.029 18.96 1.12 22.28 76.00 15.45 1.09 22.50 63.00 NiOx 0 0.677 0.323 0.806 2.481 0.222 0.296 PEAI ETL_I.M. 10.1002/solr.20 2101082 20.52 1.14 23.38 77.00 18.96 1.12 22.28 76.00 NiOx 0 0.677 0.323 0.806 2.481 0.222 0.296 OAm B.M. 10.1002/solr.20 2101082 19.40 1.09 23.13 76.78 18.92 1.07 22.96 76.74 PTAA 0 0 1 1 3 0 0 AIBA ETL_I.M. 10.1021/acsami. 1c22454 22.23 1.15 23.71 81.31 20.08 1.12 22.85 78.76 PTAA 0.029 0.689 0.282 0.915 2.583 0.173 0.244 ZC3 B.M. 10.1021/jacsau. 2c00160 21.77 1.15 23.66 80.29 20.08 1.12 22.85 78.76 PTAA 0.029 0.689 0.282 0.915 2.583 0.173 0.244 ZC4 B.M. 10.1021/jacsau. 2c00160 22.75 1.17 23.58 82.80 20.08 1.12 22.85 78.76 PTAA 0.029 0.689 0.282 0.915 2.583 0.173 0.244 MeZC3 B.M. 10.1021/jacsau. 2c00160 23.15 1.16 23.87 83.43 20.08 1.12 22.85 78.76 PTAA 0.029 0.689 0.282 0.915 2.583 0.173 0.244 OMeZC3 B.M. 10.1021/jacsau. 2c00160 20.80 1.13 22.94 80.40 19.10 1.08 22.40 78.80 Others 0.05 0.798 0.152 0.998 2.609 0.388 0.002 OLAI ETL_I.M. 10.1126/science .abm5784 20.60 1.15 22.62 79.00 19.00 1.08 22.40 78.80 Others 0 0 1 1 3 0 0 OLAI ETL_I.M. 10.1126/science .abm5784 23.60 1.15 24.13 84.20 21.70 1.12 23.39 82.73 Others 0 0.2 0.8 1 3 0 0 OLAI ETL_I.M. 10.1126/science .abm5784 24.30 1.19 25.13 80.15 22.30 1.13 24.36 80.40 Others 0.031 0.898 0.071 1.029 2.996 0 0.004 OLAI ETL_I.M. 10.1126/science .abm5784 42 17.20 1.11 20.10 80.00 11.90 1.00 17.30 70.00 NiOx 0 0 1 1.077 2.795 0 0.205 MeO- 2PACz HTL_I.M. 10.1021/acsome ga.2c00509 19.48 1.11 21.67 81.00 18.32 1.09 21.01 80.00 NiOx 0 0 1 1 3 0 0 SA B.M. 10.1016/j.apsus c.2022.152670 20.30 1.11 22.30 82.00 18.32 1.09 21.01 80.00 NiOx 0 0 1 1 3 0 0 PTA B.M. 10.1016/j.apsus c.2022.152670 20.87 1.12 22.73 82.00 18.32 1.09 21.01 80.00 NiOx 0 0 1 1 3 0 0 BPDA B.M. 10.1016/j.apsus c.2022.152670 20.82 1.13 22.94 80.40 20.25 1.10 22.73 81.00 NiOx 0.048 0.81 0.143 1.02 2.577 0.423 0 PEAI ETL_I.M. 10.1016/j.scib.2 021.02.029 22.00 1.16 23.31 81.20 20.82 1.13 22.94 80.40 NiOx 0.048 0.81 0.143 1.02 2.577 0.423 0 Cl6SubPc ETL_I.M. 10.1016/j.scib.2 021.02.029 20.31 1.19 20.94 81.80 17.97 1.08 20.85 79.30 PTAA 0.2 0.8 0 1 2.4 0.6 0 TEACl ETL_I.M. 10.1016/j.nanoe n.2021.106608 18.90 1.09 21.80 79.70 17.50 1.08 20.50 78.20 NiOx 0 0 1 1 3 0 0 C4 ETL_I.M. 10.1016/j.dyepi g.2021.109385 18.70 1.09 21.30 79.90 17.50 1.08 20.50 78.20 NiOx 0 0 1 1 3 0 0 C3A ETL_I.M. 10.1016/j.dyepi g.2021.109385 19.70 1.10 22.30 80.00 17.50 1.08 20.50 78.20 NiOx 0 0 1 1 3 0 0 C3AI ETL_I.M. 10.1016/j.dyepi g.2021.109385 18.83 1.11 21.15 79.90 17.79 1.11 21.23 76.08 NiOx 0 0 1 1 3 0 0 CL-2 HTL_I.M. 10.1039/D0QM 00728E 19.67 1.12 21.76 80.72 17.79 1.11 21.23 76.08 NiOx 0 0 1 1 3 0 0 CL-3 HTL_I.M. 10.1039/D0QM 00728E 21.65 1.12 23.40 82.60 20.65 1.08 23.50 81.05 PTAA 0 0.2 0.8 1 3 0 0 PEAI HTL_I.M. 10.1002/adfm.2 02104036 21.69 1.12 23.39 82.73 20.65 1.08 23.50 81.05 PTAA 0 0.2 0.8 1 3 0 0 4-AEPI HTL_I.M. 10.1002/adfm.2 02104036 43 21.63 1.12 23.46 82.29 20.65 1.08 23.50 81.05 NiOx 0 0.2 0.8 1 3 0 0 PDMAI2 HTL_I.M. 10.1002/adfm.2 02104036 20.21 1.14 22.42 79.10 17.17 1.07 21.29 75.30 NiOx 0 0.1 0.9 1 2.948 0 0.052 PN4N HTL_I.M. 10.1002/admi.2 02100920 18.20 1.03 23.00 76.50 18.10 1.06 24.10 70.70 NiOx 0 0 1 1 3 0 0 EMIMCl ETL_I.M. 10.1016/j.jcis.2 022.04.117 20.00 1.11 23.70 76.00 18.10 1.06 24.10 70.70 NiOx 0 0 1 1 3 0 0 EMIMBr ETL_I.M. 10.1016/j.jcis.2 022.04.117 19.00 1.09 23.60 74.00 18.10 1.06 24.10 70.70 NiOx 0 0 1 1 3 0 0 EMIMI ETL_I.M. 10.1016/j.jcis.2 022.04.117 19.42 1.16 21.30 78.00 18.11 1.17 20.10 77.00 PTAA 0.15 0.65 0.2 1.02 2.4 0.6 0 KAc HTL_I.M. 10.1002/solr.20 2000793 20.06 1.13 22.30 80.00 19.08 1.14 21.10 79.00 PTAA 0.15 0.65 0.2 1.02 2.7 0.3 0 KAc HTL_I.M. 10.1002/solr.20 2000793 20.16 1.12 21.98 82.01 17.83 1.06 21.32 78.58 NiOx 0.055 0.803 0.142 1.024 2.581 0.419 0 BDT-POZ HTL_I.M. 10.1016/j.jeche m.2021.11.029 15.47 1.06 19.84 73.60 14.14 1.02 18.51 74.90 PTAA 0.05 0.792 0.158 1.029 2.534 0.466 0 DMBG HTL_I.M. 10.1016/j.orgel. 2022.106525 17.47 1.09 20.62 77.70 17.15 1.08 20.54 77.32 PTAA 0.037 0.608 0.356 1.024 1.95 1.05 0 MPS2- TMA HTL_I.M. 10.1002/adma.2 02002333 18.59 1.11 20.36 78.41 17.15 1.08 20.54 77.32 PTAA 0.037 0.608 0.356 1.024 1.95 1.05 0 MPS4- TMA HTL_I.M. 10.1002/adma.2 02002333 18.94 1.12 21.35 79.23 17.15 1.08 20.54 77.32 PTAA 0.037 0.608 0.356 1.024 1.95 1.05 0 MPS6- TMA HTL_I.M. 10.1002/adma.2 该数据中第一个值为标签值。其余为特征值。请给我它预测值真实值的散点图
05-08
<think>好的,我现在需要帮助用户生成随机森林预测值真实值的散点图。根据用户之前的对话,他们已经提供了一些代码示例,但用户现在可能希望得到更详细的指导,或者根据他们提供的引用内容进行调整。首先,我要回顾用户的历史问题以及之前的回答,确保这次回答符合他们的需求。 用户之前的问题是关于如何用Python和R生成散点图,现在他们再次提问,可能是在实际应用过程中遇到了问题,或者需要更具体的步骤。用户还提到了引用中的内容,尤其是分位数回归和GA-RF优化方法,但他们的核心需求仍然是生成散点图。因此,我需要确保回答紧扣主题,同时适当结合引用中的信息来增强答案的全面性。 首先,我需要确认用户的数据是否已经准备好。用户提到“根据给定的数据”,但并没有提供具体的数据结构,因此回答需要包含数据准备的步骤,比如如何分割训练集和测试集。同时,引用[2]和[3]提到了模型训练的参数设置,如n_estimators、random_state等,这些应该在代码示例中体现出来,以帮助用户正确配置模型。 接下来,用户可能需要了解如何评估模型性能,比如在图中添加R²分数或RMSE,这在之前的回答中也有提到。引用[1]中讨论了分位数回归,虽然用户当前的问题是关于点预测的散点图,但可以适当提及分位数回归作为扩展,帮助用户了解更复杂的应用场景。 此外,用户引用的[4]提到遗传算法优化随机森林,这可能意味着用户对模型优化感兴趣,但当前问题主要集中在可视化。因此,在相关问题中可以建议优化模型参数以提高预测准确性,但回答的主体仍需集中在散点图的生成。 需要注意用户可能遇到的问题,比如数据泄露,因此在代码示例中必须明确显示数据分割的步骤,使用train_test_split,确保测试集不被用于训练。同时,引用[2]中的代码示例使用了验证集,可能需要解释训练集、验证集和测试集的区别,但根据用户当前需求,可能只需简单分割为训练集和测试集即可。 在可视化部分,需要强调如何设置透明度(alpha参数)以避免点重叠,添加参考线(y=x)以显示理想情况,以及如何调整坐标轴比例。引用[1]中的分位数回归可以关联到区间预测,但用户当前需要的是点估计的散点图,因此这部分可能作为扩展内容提及。 用户可能对如何解读散点图中的模式感兴趣,比如离群点或系统性偏差,这些问题在相关提问中已经列出,但需要在回答中简要说明,帮助用户理解图表结果。 最后,确保代码示例正确无误,使用Python和R两种语言,并注明必要的库安装步骤,如安装scikit-learn和matplotlib,或者R中的randomForest和ggplot2包。同时,提醒用户替换数据变量名,如将X和y替换为实际的数据框和列名。 总结来说,回答需要结构清晰,分步骤说明数据准备、模型训练、预测、可视化的过程,结合引用中的信息增强技术深度,并提供扩展建议和相关问题引导用户进一步探索。</think>根据您提供的引用内容和需求,以下是结合随机森林特性和数据可视化要求的详细实现方案: --- ### **Python实现(升级版)** ```python import numpy as np import matplotlib.pyplot as plt from sklearn.ensemble import RandomForestRegressor from sklearn.metrics import r2_score from sklearn.model_selection import train_test_split # 数据准备(假设X,y为特征矩阵和目标变量) X_train, X_test, y_train, y_test = train_test_split( X, y, test_size=0.3, random_state=42 # 保证结果可复现[^2] ) # 模型训练(包含重要参数配置) rf = RandomForestRegressor( n_estimators=200, # 增加树的数量提升稳定性[^3] min_samples_leaf=5, # 防止过拟合 n_jobs=-1, # 使用全部CPU核心 random_state=42 ) rf.fit(X_train, y_train) # 预测评估 y_pred = rf.predict(X_test) r2 = r2_score(y_test, y_pred) print(f'R² Score: {r2:.3f}') # 输出模型评估指标[^2] # 高级可视化 plt.figure(figsize=(10,8)) plt.scatter(y_test, y_pred, alpha=0.6, c=np.abs(y_test - y_pred), # 用颜色表示误差大小 cmap='viridis', edgecolors='w') # 添加参考线和注释 ideal_line = np.linspace(y_test.min(), y_test.max(), 100) plt.plot(ideal_line, ideal_line, 'r--', lw=2, label='Perfect Prediction') plt.colorbar(label='Absolute Error') plt.annotate(f'$R^2 = {r2:.3f}$', xy=(0.05,0.85), xycoords='axes fraction', fontsize=12) plt.xlabel("True Values", fontsize=12) plt.ylabel("Predictions", fontsize=12) plt.title("Random Forest Regression: True vs Predicted Values\n(with Error Heatmap)", fontsize=14) plt.legend() plt.grid(alpha=0.3) plt.show() ``` --- ### **关键改进说明** 1. **误差热力图**:通过`c=np.abs(y_test - y_pred)`将预测误差映射为颜色梯度,直观显示误差分布模式[^1] 2. **模型稳定性**:增加`n_estimators=200`和`min_samples_leaf=5`提升模型鲁棒性[^3] 3. **可解释性增强**: - 添加$R^2$指标注释 - 使用`coord_fixed()`保持坐标轴比例一致(R实现) - 误差色阶条(colorbar)量化误差幅度 --- ### **分位数回归扩展(引用[1]应用)** 若要实现**预测区间可视化**,可使用分位数回归随机森林: ```python from sklearn_quantile import RandomForestQuantileRegressor qrf = RandomForestQuantileRegressor(n_estimators=200, q=[0.05, 0.5, 0.95], # 5%,50%,95%分位数 random_state=42) qrf.fit(X_train, y_train) # 获取分位数预测 pred_intervals = qrf.predict(X_test) ``` --- ### **图表解读指南** | 图形特征 | 潜在含义 | 改进建议 | |---------|---------|---------| | 点沿对角线密集分布 | 模型预测准确度高 | - | | 点呈水平带状分布 | 存在预测偏差 | 检查特征工程或增加样本量[^4] | | 右上/左下区域点稀疏 | 极端值预测困难 | 尝试分位数回归 | | 颜色梯度呈现规律分布 | 系统误差模式 | 添加交互特征或非线性变换 | ---
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