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中国各城市PM2.5数据间的相关分析

相关分析(correlation analysis)是研究现象之间是否存在某种依存关系,并对具体有依存关系的现象探讨其相关方向以及相关程度,是研究随机变量之间的相关关系的一种统计方法。分类:

  • 线性相关分析:研究两个变量间线性关系的程度,用相关系数r来描述。常用的三种计算方式有Pearson相关系数、Spearman和Kendall相关系数。

  • 偏相关分析:当两个变量同时与第三个变量相关时,将第三个变量的影响剔除,只分析另外两个变量之间相关程度的过程。如控制年龄和工作经验的影响,估计工资收入与受教育水平之间的相关关系。

在变量较多的复杂情况下,变量之间的偏相关系数比简单相关系数更加适合于刻画变量之间的相关性。

PM2.5细颗粒物指环境空气中空气动力学当量直径小于等于2.5微米的颗粒物。它能较长时间悬浮于空气中,其在空气中含量浓度越高,就代表空气污染越严重。与较粗的大气颗粒物相比,PM2.5粒径小,面积大,活性强,易附带有毒、有害物质(例如,重金属、微生物等),且在大气中的停留时间长、输送距离远,因而对人体健康和大气环境质量的影响更大。 ——百度百科

近日,京津冀遭遇“雾霾锁成”,廊坊、保定、石家庄、邢台、邯郸成为污染最严重地区。 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" alt="Alt text" />

很多网站提供了PM2.5(细颗粒物)及空气质量指数(AQI)的实时查询,比如:PM25.in北京市环境检测中心等等。这些网站只是对数据进行了展示,有的还做了很漂亮的可视化,但却没有做进一步的数据分析。

舍恩伯格在《大数据时代》一书中这样写道:“我们没有必要非得知道现象背后的原因,而是要让数据自己发声。”以及“相关关系能够帮助我们更好地了解这个世界。”他认为,建立在相关关系分析法上面的预测是大数据的核心。通过找到“关联物”并监控它,我们就能够预测未来。

近年来,在生物学、社交网络和健康科学等领域常采用偏相关分析法应对高维变量的系统关联性问题;这种方法对分析我国几百个城市间的PM2.5数据之间的关联关系是否有效?下面,借助我从网上找到的PM2.5数据,通过R语言软件包对数据分别进行线性相关分析和偏相关分析。R是用于统计分析、绘图的语言和操作环境。R语言的spaceExt包的glasso.miss函数采用LASSO加罚的极大似然函数法,基于BIC准则确定惩罚参数,可以测算出几百个城市的PM2.5数据之间的偏相关系数稀疏矩阵,这个矩阵可以用来描述不同城市间PM2.5的复杂关系。

  1. 载入程序包&读入PM2.5数据
library(spaceExt)
library(igraph) pm=read.csv(file.choose(),header = T)

  1. 数据查看
#查看部分数据摘要
ct=c(which(colnames(pm)=="北京市"),which(colnames(pm)=="天津市"),which(colnames(pm)=="石家庄市"))
knitr::kable(summary(pm[,ct]))
北京市 天津市 石家庄市
Min. : 30.00 Min. : 37.0 Min. : 34.0
1st Qu.: 64.75 1st Qu.: 71.0 1st Qu.: 89.0
Median : 94.00 Median :105.0 Median :134.0
Mean :122.98 Mean :124.4 Mean :160.2
3rd Qu.:155.75 3rd Qu.:162.0 3rd Qu.:216.0
Max. :394.00 Max. :372.0 Max. :487.0
NA’s :1 NA NA
boxplot(pm[,ct],col=3:5)

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" title alt width="672" />

#移除PM2.5数据缺失较多的城市
sel=which(rowSums(is.na(pm))>120)
pm_s = pm[,sel]

数据标准化

pm_sc<-scale(pm_s[,-1])

  1. 线性相关分析
cor_pm = cor(pm_sc)
g1=graph.adjacency(cor_pm>0.8, mode="lower", weighted=NULL, diag=FALSE,
add.colnames=NULL, add.rownames=NA) cl=c("#FFFF37","#00FF7F","#FF8000","#FF0080","#FF77FF","#4DFFFF","deepskyblue","chocolate","#FFAD86","#C07AB8")

com = walktrap.community(g1, steps = 3) #子群划分

V(g1)\(sg = com\)membership + 1

V(g1)\(color = cl[V(g1)\)sg]

  1. 偏相关分析
res=glasso.miss(pm_sc,rho=0.5,emIter=10 ,penalize.diagonal=FALSE)
## [1] "Em step: 1"
## [1] "Em step: 2"
## [1] "Em step: 3"
## [1] "Em step: 4"
## [1] "Em step: 5"
## [1] "Em step: 6"
## [1] "Em step: 7"
## [1] "Em step: 8"
## [1] "Em step: 9"
## [1] "Em step: 10"
# res$bic  ##bic returned
p=-res$wi
d=1/sqrt(diag(res$wi))
coc=-diag(d)%*%p%*%diag(d)
colnames(coc)=colnames(pm_sc)
g=graph.adjacency(coc>0, mode="lower", weighted=NULL, diag=FALSE,
add.colnames=NULL, add.rownames=NA) cl=c("#FFFF37","#00FF7F","#FF8000","#FF0080","#FF77FF","#4DFFFF","deepskyblue","chocolate","#FFAD86","#C07AB8")

com = walktrap.community(g, steps = 3) #子群划分

V(g)\(sg = com\)membership + 1

V(g)\(color = cl[V(g)\)sg]

  1. 图网络模型可视化
  par(mar = c(0, 0, 0, 0))
plot(g1, layout = layout.fruchterman.reingold,
vertex.size=6,
vertex.label.font=1,
vertex.label.cex=0.4,
# vertex.color=V(g1)$color,
vertex.frame.color="white",
vertex.label.color="black",
edge.width=1,
edge.label.font=1,
edge.label.cex=0.9,
# edge.curved=TRUE,
edge.color="black",
edge.arrow.size=0,
# edge.label=re[,3],
# edge.label.color="#FFAD86",
xlab="城市间PM2.5关联性-相关系数r>0.8")

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" title alt width="672" />

上图展现的是相关系数大于0.8的各城市间的关联关系,其中不同颜色是使用随机游走方法进行的子群划分。

  par(mar = c(0, 0, 0, 0))
plot(g, layout = layout.fruchterman.reingold,
vertex.size=6,
vertex.label.font=1,
vertex.label.cex=0.4,
# vertex.color=V(g1)$color,
vertex.frame.color="white",
vertex.label.color="black",
edge.width=1,
edge.label.font=1,
edge.label.cex=0.9,
# edge.curved=TRUE,
edge.color="black",
edge.arrow.size=0,
# edge.label=re[,3],
# edge.label.color="#FFAD86",
xlab="城市间PM2.5关联性-L1范数=0.5")

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lDN/t7x3gC9WY4NjhF5ylHhgO7sY+MJolJdYt/EIAN7CmDiad2+3U6N6oFsAd7ymg+LU8/BJoc6UgPHtiJnWQ4Zk7aTsqzKhLYjZ1kOHZZebw1XiBAgT3YSQYTzsdueu8EKHAcO8lwXAuUAAUKsZMMx51aI/k5EaDAAewkw0lO0P69nvycYnYyCw9sYicZTkjI5CrrQIES7ClD0suYODIcKMOeAgCFCFAAKESAAu/4cSCDu/vQc4q5fv5psYbixN1cHZON+7uXOWdg5qTPx8tlfj6zxvf002IdpYnbkaDbVNIVn5RVvnOC+iiz80+LVZQjbuR2WXN92F3avekrmorhKa99WvxAaeJGYi9n69uAldCcRVDmZqNckXQxQi99WuRQmriRO2TUHPY05a6OwI2AypJztqF++FmTMdCLnhbrKEjczTVD0+YQu/QfLun0j/1Pk3Tar3tarKMg62C3QydtND8GOsWf4dJwu7QtFrGDlaUB+nm+y58W6yjIOnQ8Ua12WJkygTrcLu3b5BcFqPsDAvRmFGQdku3Q2US1bnPSAv1jLgVJFhxd3QJN/iUC9EYUZB0ke3HjxhaolAh7r70+tfEORb/MjXGXn89kPw0vSjo/CkqA3oqCfNvmMGHualvsaZ5aDNDwGi9K0GlSnYqVkDvW6ZifUGIBX/K0+IGCrINrgSaZ03QPfpr32HjZtZDa2KV169NNAx0aaHHRaQc1zKVDrzL9gLrqabGG0qyCuArezTChOu99jKFfDbla6XnzeHPm0oGnM394PkDj67vsabGG0qyCDtB+JqqT5lhoa4a7JnVX3b6tzCn9INCXzSUMgk1ehY5boJ1YBhbXWs7ND7SgCFu7BmrPbHaepXtptyA79cdWGg5buwYEaP3ETcKrbcJWGhNb+whbWheVnu60tztR3TUXoH6rEaDjYWuvSY7q8ItCptVbSv4l/bvpiepuJWuV5huyRwhMbKqxsLXXfJsbyS6hJwmOLfz79e+IvtjsRHXfbL/geyNTfaNja6+RmGWZzlrmMjoW6oHZ+rp3wkDLcNjaa3yAZtqbFN8g1NT7fBMDLWCTr0qW/WVboCz8G046A2+OEHAXMQY2+RpZemRu1DPcz6AXMDZ2/jVuEilcEnORMnyAbe67TeOvsWFwO+rYGhug86qmiRboq0yAmlnxlQejwD9mb7+OulHF1mRaoMmJFgnQp4n+lazSzS32umyV2aj+kXj7tdSMyrXGB2gyLz8RoE/TATolX3YumR/6wTjqH/8gQXehiq35dtbTSaTkvynurLRwnmED1JxIkwC90D+ct19Rtahia0zrJj3nTq7PiJuZALVDoDZA6cGfQIDuRu1akykZvzNSfI/RiejGQF2AmuvYz+cnCbqG2oXWLKPT83hKPjAJ0GK5/CRBV1C70JrYAiVAr/UtqhiaogOUkvQoE7RGJ+TKslwCtMSnrFYDlKL0KBK0IB0A1S1QAvQayRhzJkBZV7uCwkBr1Pz72rJcVpkdFMsuZqckKRruRooiQWtE/VyCNNdAonbvF79NmwA9gCJBW9JzEaTf1B4fkL2IDXHFczZA6cHnURoA3BioC9DPY8IPzCiNvuQaCmxjbNtqgarHYEFpNE3SI3I+N+gf86PeeGloy8YYKAGaR2k0ba7Roi9LvI3VJ9gnCUcCdD9Ko2mZAF2OcqQFiiNiC/SToCZAWVe7gtJo2tKF/1yON7CaBwepY7p+BCg9GY3SaJprgU76Emd1wz7moNh02VI8kQh1yKFImua78CYw6Xlhj3B47FJx0gPi1aOgUCRNc134SV8iQFEqPYsI1rBbNc3MH/lZdwIUuBG7VdPmkSuTosmI1skA3fwj6g+Gxg7QtLhkaeXQoysDNPsMVCCMjPrfNH1OzGl9EqlwFl7stXR0gEX6GB41v2mifplbV6/vffL8UfUuVIFhUf97ELZivlVYvpFznX8CFFhQ//FDGqAy6d8s0geo+vhBtUDteAFLpDA8qj5++NmFJ0AxPKo+fsgd4kSAAguqPtYlS6HiJQIUWFD1sc4EaO4qAYqRUfVvY48Hyl+oWZw1SqPTBSiz8BgWVf96yVk90luWC/GmyiWvPrecKXcNGAv1/waS/KduyJ8xqVLq+ND5hisX6QPto/7fwgRNmy1QvMmNANHyrxHb4X7yOeeH+aY3Ch4/bQQoFagObIbLpacqmm8IZ52zpzF68WWibpkA5TRY9WEDXC8Of64EqP4BZKQBKt/vHF67H+9hM9xB1Hkz7RgoAYptarRnri2SvR8vYjPcQVQLlADFcXYSckqSlB58NdgCN4jrfeINBCgO8WOgwhhQfdgCN3CzpgQojrLVZ257hruoQFVgC1zPLThfyU56YFjnWqDmOgFaBbbA9fTA1eYlIMO1QFc/kPEitsBtxF0gQLFbbh1oep0ArQJbAKiRClCZcgHKGND72AJAjdRC+mlZw0QXpjJsBqAu7lBNiZPwBGhl2AwAUIgA/cMPyFMuADYNGRT2ODjxN41ZMAAOGTgn7DKjMMfJ2cLG8WO1pbkbyBi2huj2p9tzxi2YsbjzG0nmNmDNiBVEJCwJCY3PcM7O8KB3Xhue4jsa4ZwdK/cDzphV43tyb0k672mAsuOMw2xhOiI4ZswKIsnauu9vDjUeTu5z0q5WpwbgtzEryNICXa7YeycCtH9zUi6B6QZ26Ihg25B1Q5L/5uu0QIcTjy9PRnKoBjhkyLoxT7pnzm5jrg5ZOrf51+zt1zGLSy/SofCkBap/NCmzIMtfwAkjlqLbM8IO08+eU59/Jd5+LR+5atBJgMo8ImECNNdQwDkDFqJkfi5T8GqnYfDrQv/6V20J6sY4O+rC6+/R/t6SvBmWaF1m2OITddmecXHggrnFv5y3X9FdLVD1WBdSz9Uq1SSYaIHeZdBC1B+8snwqp7c9/Ir61lSAmhbo3kaabdXF3o39R2/3edX6c0CWBikBeikKEffz+VlBgtoAdcvZ4l27n091m0W1QB/tNktc3LxcV516evBXofxwu1x+vp+gIedigzG7sv7A84VR1PSmd1p9tgNvAlT/QDHKDzf6Vq9vYCatniVAu6p9n1af6Lg8E8inX03858SOgRKgV6H8cCMVoMnPpQXaU/WTOUHVEKi6/7lusyTjB8stBOgdKD/cyAVoyM/+VtKYSfx0TCBcfyq0lpkw3fQlQK9H+eFGJkDTHnx/LVA3Bqomwp8MrSTLk+FYAvQGlB9uoVqYIUDTXvznUW+/zAv5PJK3WqCi/+//8eVHL63/91B+uNGPFmhvPXg36mjS6/EAFf8S1i6hGIWI+8w9yH/lWqDd9SJNZCUd+ufHQMMIbHLNXeyk3N9FIeI+LkDTFuj3AVM3dTBZN5++LYn3T3Sbu8O2xG2WiYvsMqYOA1RfjA1QvuazX2xQ3CbM/CZdeOm1C5/MGP04qUIf7xUBGxR3EZ2gMT3//MdKGvSAyoubyKQ68Ul4qgBlSLBmbtvI+oUhjf3ucR/TwlwGP8Nx8PFBh5/1xw3U52vNk/l6Pt/0G4Yu86HfPO5jhwHD4k91IqaSAHXT2iurdHABu4pUB2h/x+MeNujbxguuOI9d2H8nF6DszZdbinItQONNwxr6zaM5qmGby0sq9KVMC5Qz21tDv3m0ZF8Lkwp9KR+gE2e2T436vtGm9HsmbaCyN19Pfy2JD1D9Y0Cjvm80SfQoqK6+7M3Xm4dA42GpegyUIh/1faNJkpmHn9S1offmqyXtznDTRICmRn3fdZJcZWSlYyRqbzY9dvbm6xGgG0Z933XSpzAPN9oHHXvKzLVWZ1C/aw+XK2LeDnvz9ea8JEDXjPq+q/RtTa2fwOfYSkc/yRKerNVlP2ZNIgF6uxigSc3xP8adtxv1fddJftfUaTIXdz2lvpykaHMLz2MDNJOc7M13kDRDp3zfZejSHvrNV0dEp+W5APX5aOZgDj3b+yR225fI9PHf0Pupn4RhElszCdDZ0G++PuZj3gbo2Sbj9hRVxeLYp542yvbqgUdQ3yrixkBdgJrre55vPW1b68ED1WHXqch8lMfqQOjhAFW/s5NKTLoAJ7DrHJMfP/QXyp58jrbLAnSjBXrs2QBY7Dr76Uns9MplA+phIllfLQxQN3PqXz4BCpzArnOAncRWAXrBqqDYAr0iQHMvSP0tAQqcxK6zVyaPbmqBrkdcaKDujGj7qMzkNQEKlGPX2cutlbnj5LJLTi4Rl2vT7v4nJJnV139ZFscADHadA2x3+PqTy37HAqbVtuOUuWvj2XLt5OsSHxga+88Buh1X+8llP+1jUXP78b7MJQBHsf8cYAdAdduutgAFcDf29WPEXiFAgXGxr++WXxREgALjYl/fzQckAQqMjX19NxeQK9nJqiBgFOzru7mAzE1lU57AQNjhj8mvxyRAgSGxwwNAIQIUAAoRoABQiAAFgEIEKAAUIkABoBABCgCFCFAAKESAAkAhAhSoQWZP/PG1BKgE2wSowffbXNT3V8lkviGGvbU6bBKgBu57/5Jvs5qu+NJs3IGNAbzPfXFV+L4t9ainXxa2sEmAGmRboHThazfQJtn8PB+oLFCdfICG2+jB12mgreEClARFPWRSCSmTqG48XxhTp1G2hiwnk5+HmsyYPGP0eNk8BBq/b4sAbcEoW0MmNSgv+i53CXhU0u6cbyBAmzDK1lgCNB1q+vHVRsDDCNAmjbI1ZO4jrXypEWP0eNn86U6AtmWUrSGreSnUT1QgBmgyiRSbpEvd5BO+LqNsDUmmOeNN6Qe+vQV4kuhGaJxSWukzoQqjbJJkEkkNfRKgqMGfz3UJl8Laz+8t8VHPvzD8NsomcQH6bYom65YnAhSd+VTy7KFM/gKKjFJ+vgU6hU/4+X4CFH0JE1EhQ2PjNnkQThio+OwYaJyZnxijR3/m6mxboHGIlaNHzhuo4MIg03zVDjANVRgYQnJE/XydFui1Bio+s4wpc/NAhbGHa6+vXUClzBioTJIMZYUbcQLFhxzfVBmq8ZJdPvSrs1JlUdgx0GRp/jzLTw/+LEoOWfIzQHsePttzohn/nisshbn1mayQsgGqf6AAJfekv2Zvv459fBeeFuj3gorTej9Mvu8i3XB6IxKg51Fyz/kr8fZr2eB2rdGHz8RccbFTY1lI+BBMW84E6JUoucf89VdjCWoCdKDhs9Bz1zepuzO31Wb51JsI0NtQcg/5y3n7FW1K83Gg4bOk0eb66PMjlpun/P21EFk+BgjQu1ByD2ktQMVeG2nf001MN2Yh/tFVloXoDbe6/apL/oZQcs/w+Vl5gsav6Ak3DBagcZZI3b7cFQun2rJwY6C54evKXnNrKL7rpVPX86U0NyUmqN/ratkeccZovADd7MJPk0qkastC4jtYrid3uUsHnrb43u4M9nZvpxb+xIshOWUjQGvZIEMH6BQa4OH6lFxKOvjdl4XmykNkGWcdtUk71ru9lerRzTdNS/tlSVBJryZ9rPDAOmYj5gxJAnSg4bPw5l1gpPePGKD2XcaSSqp6HTX4KaO8zwfERlum1ZZ030MLVHJ7XR0bZCVAVy91xXXhc/cns9s9f5hYOh+T2t59rVgx1ru9lagMndT4fey2pwEq8eTj6bPUITNRMt+RudQV26L88Ta7LwtFVOt7IkCn0d7trWKASnJTDFD5K/Tgv3345TwPmT78S28Bi7lHulxceVD2Y6Vj4gLUjIyPV4OHeaP3y3wW6y582gz9XDXd44HG0tAu3UDQw/j6xwiGeaP3k8l0e6dkmMyuYJpn4VUfccDqh7Yks0bmKgGKk1wLNDkdeAjQdBb+LzFdeP0DqA0Bag3zRu/n5lvSEaKwjCm2RN0BIgNWPzRlrs8EaDTMG72fbYEuc5Z6HWjSlVfTmtOQ1Q9NIUCdYd7oc8zU7Fyf1CJQmQ+F1xVyqXkDzWGiJWL+m+bz5blBqIFq8DBv9Dn5tS16HVMSoPpho20Q+3YHe/ttSftYSTvTrj15/HW9aax3+wBZXRyYdN5lPhWTuL/oeYMsRxakywTd273s/cvPqyiyfOL/WiI7VkmP9W7fpVYwjUjsqK9qvBQfSZ3/Q9q2eADV6klDx2cSoCo/bxrCSKK0NDFdgcEAACAASURBVJmBLVQoPMYGaK4jf22A3vHEQES1wmOW9Mz02c31g89rxlbnq0PPzuEZVCs8JEnH/NRR8SrCuBwxadOmX+ZLDx43oUbhMX4Syd59ZYCaEYKx1nfjIdQoPMYGqD33iv5x4HklrOlO/yUCFLejRuExLkCTO6YzAZr8z/5Lp54Y2ECNwmMeC1CZ0n+GAMVtqFF4TJiFzy9jWiLu+Cz8pMdAbWASoLgLNQpPmRMut8JdP6jsiUOAps1blZ3MwuNq1Cg8JMSYvkVduCRA809ETccNqFZo3mcR/fxzuck1NqnpuAHVCgAKEaC9kOTQm/mW6ddVAKexV/Ugf35GOrHAzdip+hDnUfRt8yVO6Abcgd2pB2GBZXKDX/nItgYuxk7VhfkoHAIUeBQ7VU9WA5QePHAH9qceuPNscjAj8AT2p16oA3EIUOAJ7E+d0OlIgAJPYH/qBF144HnsTz1wC+kJUOAJ7E+dCOloslIHKLPwwJXYnzphAvSqU20C+IGdqgvqG9H1PdmLAK7ATgUAhboOUFG/psy1rt8+6vD7tIJUwaZ1vfmSCZRpT5wCl9pV5aiCLet665l1O2Eq+nuNU7zhbhLr2eSrHFWwfV1vN3V04xTDk4kVPCdTC939aFXXW0/c+3Mf99vv3z9C1i8AUejBh1EkVpf1puuttzpftL5WMv8s+mF6ubr/l4AvOwYqofK4YaQ3Xh7O63fDuQGmbNep5PBGFaCMY+G3P1/2lyRp+gX2HGHbvK43nO3Ch7bkcm1H7Z1PtJnGIy1Q7BSyc/kMXz5pCdBOdL3hfk8i7a69op7pu0/ob9DouxhRTCZTd6ayKohadb3hMs3EgtrrdoLwBUSHhlIxnjjQM183dWV/gG58VsuPa7hT12Wd1NLlQmmAxnx0AbrzaTAeF6D6xxUBauepco/BfboualGVc632bjQdzd1pf54AxS+xnhVXwWXJfdIMcK1YNVPKnOazui7k0GhMKu7RRXhiauhEgGInVzWydeX3x7cfgnd/uH4Pbtd1UWfe3KHaGx4Sq/HyNwQodlHDSKEG7f4Mj0NF+V5/9hmpic+hqDfJ9HMhPQGK+3wq3xSXPqk8Xi6m6UkP/lmU8ibbAl3JTmosrifZXTQ/kRQv7/w8d4/48bzIo4w22RaopPe4S8CFMgGqx5Ns9TzUIUpbsrmWK9V6E0W0KdTWbPfJXip5+pXn8hcwmu8YqB1BSiaVMlf3BGh+tj47EkDP6hcK5235US19G1tpVGHwU33SJtVDprIAdZdzcUm920QRvU3ssfZqD6ElMLYfs/DLRV0/dnfh9/TYqXGbKKKX6XaEukwLFB/56FSVRj92z5ymarJmzl3G5/YulM67ln5ZMgnAuUqg/Wgqxq6K+oM9T2ofK/7mvZNRA6N0XvbdM+IuwLlKYJlhclsV3Cj6vgA11cr8JkD3oXTeFmNyvsq5SvAA24WPpyql3h1A6bxN7C89BkpFxi3owl+C0nnX8qGfdKYIUDzAjQxlevTUu02UztvmvJS0EUqA4m47W6CMvf9G6byNAMUbfID6qUqq3CaK6G1hzsgt91M/aAngQpkDNPxkPumwjSJ6myzpKbYG5y4BqAi75tv0LHy6QQhQoHLsmgBQiAAFUEhcl2m0MdQB3iLO2zhOkFo0njDFqUeaxD+oa/2/Q5wnrp2xdSI0dE/cZk8DdJTzMPb83nAR385I7htkR0FG5nwkv+pKj/p/hzjLLK/KVRmq0Wi+/ZApriKZg9SPivat/3eIk/QCq3xLk2o0nPkAED+JlCZq/x2Trt8cznPnOZsPiwp7xiA7CjLs6UimaRrtbCRdvzlcxc/C6x59/zsKLHHT7urqIPWi6zeHqxCgsAjQP7p+c7jA1kknBtlRYMTVbHHl0jRevej6zeEqrgUqmavUpZG4NUtCCxTw7J4i9lvwpkZ2lH/P3n4dXbAHIqWVQlWJzicXu35zuITOS1nJztp3lH8n3n4tHVArMJLbWEgPaGKXR9sdp4Vq9O9/k6CXk8zVxurFWf2/Q5zy61DNdnaUfztvvyL0ofaaD1yAAMU9CFD0z+cnCYpLEKDoXi4/SVBcgQBFx77V+5OX6VjuEqD7a39u8euy9FHdhLGw2dGxNEBj2zME6P7qvxagJOjg2Oro2HqAHjwR9GqAfn5xUulhsb3RMRWgoQN/tAW6JGPssUuTa2FxPbY6uqRahdd14eNacXMmInalMbHV0bEfY6DHet3m0O94dKs6pJEe/HDY4OjX3OdeUnNpjn4D9PuAad8+EM6gsjzxNLdCzdOwPw2GDY5+2QBVv78PmHbsAxK/zCQ88STT8q1ABOjA2ODo10UBmntiAhR/sMHRrTBmeTpA7RDnMiWfLmciQEfEBkctXF2U33fvesIwjWTGQI+FngnMz3eVhhsJ0IGxwVELsRdl9f4Dz7c0Qc0sfFyYtHMdfRKg85rQ7//Dv7H3udATNjhqIepy2mkuOtRH1G8doLl/cuO5VAs0rmJiIf3Y2OqohZjLtm4eqqtpsn1DOMTn4dDL5Hd4fQTo2NjqeF+2hSm2dp6tq5zHDpcjQFELP+QZw5RDfVAl6iMqISov9ck6mOZGnfqvj5l3eHJ2F7dIz05sp+EJUNSp//qo3mF+Orf/QmgBAYr2dF8fdWC6id6S9TG4g948og/+IUBRp97ro2vU5NZo914ITbABOk20QFG9zuujbXHG/dTfgzflEtMHKP0E1KX7+mi6798LMUHpwddBHzakjjF3jwGq0X2l1O1Oe5m+YRXsYUNqeDre9fwLA37rvlLaABX1q7cAzR3OkznckPEL4BLd7z5m5NMdIa1/XPYPvkT8b7cgnYbdwNjYF+u+QH0L1J0UYn+A2hFTcc+384nuknt3qgUq6XtlEVdX0oGPabk8VVQ7e9R9edo1oG62YjoSoPbRpqv8eiDpdydTXE9pX6X/G7Rurpl6sD/Onb5eO3vUfUnaz96VAN1Xp5ZzQop9msx601dkxkCT7+5JUzT5m0dfIW7kPi5lbRQcFxmnPG231d+16znCdzmE20R/4+3rRWremfryMwmDDst1miRdMV91R4DebZTyTL8OTP22lzeeRQVOaL66AdZ3Asl10mJeJg3ubGN0lHrQsdCBjwGqNzcflzegKA8zjU0VoPrH28S9jDgWFq5W9HpxSjLQuVxXHQ629g0oyiNyn+FVBah9eboF+r1AC7RbelOaSSS29h0oysNEX6krQHO/bZOZFmivCNDHUZQHuDHGZd6zngD1LdApCfhpdUKeetCB2N8I25QAvRlFeYqOzjqqqJ4eWyJzmeVyu9i82z3+MnG5ZZwmuUqA3oyiPCJ210OLbkovvB5IMqmXl8SneYHmb9CBeeNKrJx61drrtbNHFOURczaFiFJTSZmLT4t7x7IPLYOe+kG1vF5cSb7be/7le0WTvoQrUJ4HpO03VS9VQpUUae5vaCWihLgL2XtxCcqzDpkAlpX7AdSCHfNtfmpfT6Zmpv4B1IFd8m2ZnnqYN2foCqgaO+bbskOdBCjQAnbM2iRroOcb6MH3xi3G9BM/bOs2sJ1elxkCzZwFOfxA+9KDL8JF1hu1iM1UBzPlro4e0j/QPrchVYAybdgQNlAdCNBxfM+JZU6pQAu0TWymOpgBsfD/iQDtkNir3yOIap42FPXLXfZXBzHmu65PLkDTOkuA9sQH6BKf3+1cYQ9eD9tmX2E9L/ZBQ77pCul6qI8TXW6saHfCGRJO8jFftwGqf1Qh83KS1vK4o7aDvd1quQAVUduG7dQRcYPcegy01gBNK2kmLut5sQ8a8k1Xx3xuy3I6nWpHxHBCDE+16rP6AN0a86znxT5oyDcNvKrNAE2u2C77sD34irYQMIrWAjQzxmkmlfSPgYz2foH3xXnC7Eq1GqcNTRde9G8CFMBTsgG6eqkKusEcDgRIT35PgAJ4QFzja0On6gD1L5Qu/GjvF7fKRYG/gPa4prKaMiJAgTPU1EK4aHYpKlu7xGzMfAu0plHbZ4z2fnETSf6/3BD3uYEPVelEmH0Pv922HHLDDvmmcYPlWMRsgMab0Ca77WyXPvOQIQz5pnGLz9Rs2LPqP8EQcBp1GheYu+kxL1s4wRBwGtUZV5g77OsBqn8AfaA64xqSBqjYMVACFF2iOuMaKkAnAhRDoDrjEkt6rszCE6DoEtUZl9DNz4kAxRCozrhCiEu1QtD/YBYeXaE64wr5AF29BPSBOo3LpKcoT27NXAL6QJ0GgEIEKAAUIkABoBABCgCFCFAAKESAAkAhAhQAChGgAFCIAAWAQgQoABQiQNGPzHecydrdwAWoU+jHRoBS23E1qhR6kPnieRWgfDE9bkFlQj+SEz99k9IE5tna7sYDZPVujIFtjn7c3YX3AaobtOxNw2GTowu+B68D9HQP3v65+coShgjGNM7GTs6ZntyyfhVt+waZHhE9+6VM6WDA5/vzJNMqxUjG2eSbATpQWQxA5u9ZvjNAp2nSzU1q0HAG2eTZ/pWdcqAD1jI3By9TzLnTAWpriCxt0CWiqUBjGmdrqxZodncapyx6JOq3TNcG6PKH8V8R/WyXtHDRnDG2tmthEqDdEfN7zlBxG/vKAI0tzroD1I5fuddY44tuwkgFZ7Myqe50wJqXC1B7czooevzpZUrzuJkWaG58yr/Q2l51K0YpNzdCNukANdfRHPcJqAPUXzn49LEZl4wNNNoCVUXDBMAZo5RYWvknArRDGy1Qf+Xos4fqMQeoqPpScQ1a6a/L7wdhl1HKjRYoTtJ5KXOI2lH1GltxMqWvdMo2Nut71W0YpdwubYGufHb7C+hHrtlmb6h1w2dqNhMA1xilyK5sgWY+u82fjlKqA/luYR8x9QdoaBv7Gkr367Rhikw3INYCdMeHcHayIo6PNT8ib191m+8C0Vw5JW5KfZ4AAvSEUYrMTDFkU25fWWQnK1ptge4phWbeDNbo6mnrPgF6wiBFtp5txwPU1r55PqHNANW/zedK+81p/CG5D8r17hgOoMiOspmzdI6WhdVNRY64Pce/6hbeB37Jz3/pOU8CtAxFdpRvgeoA1T8qJ8l/yw0MgnZG1K/lRvOZuW8CABZFVkKlpNgbGg5QFaatNaeR5wN0azUBdqPcDvqEyff/yy1T2wGqfjO90K1kG/+4F8dQbsepFSEtB2h+kshOqzXyZoAXsGMcJmaksN0A9S1Qc7mtNwM8jh3jqNywYeZHG8OGrgs/qU8HArQSG8XP1nkNRX9MeuYIuzrk11qgSq0EqJp3IEBflw4ZzYPwJceA4HqU/HFrVfdwgK50nA8+yxkmQG1gttWc7pZaGyFhEH7+GGepxJso83f4Zl08XEQ/6PZXES/o1HzsVeCncBK6+aoO0HAjXkHJv+TTqnBLhsw9N7crcgtb/L9HFXmT2jSfnwRoTSj59/ya+nYPwLD05+h3DDQGKD34V1Hor/iOaiXVngDFPrYFykTfqyj0d8w1Xu8G6V20K5AluY9eAvQtFPqLJC5QcQGqf2Bc9vDabxc+3q1/4FkU+kvMORoJUKzwS80I0HpQ6C8Ja/togeInArRmFPo75vxcHwPVPzCu9QBVlYTR8ldQ6O+Q8B8Bip/8KQZ9pbm5kmw8/chVdOT3/iI10x5uSO+bf9CuGJ5ugcp3Qf2zx6ypFcuZ5SED19GB3/qbXOVjHShq5A+JC5XSLrcb86N+yDddEX8g55PHwgN70AJdNfBbB7DFNTB1C9RdHM3Abx3AFklXjHxuMD36sXvwBCiAdXGpSD4qRl8uMua7BrBLOGJuci1O1ttNo75rALvYgGTBsjbmuwawi1vFRAtUGfNdA9iFFuhvY75rALvsDVBm4dEcV6VXHgGUcgGaW7c0cDUb+K03zh1El12Rx/bFKeFIfL57Jmvgt94+XaXtkNToRykD92PXaluywjk7nM/2BW7EDtYq34XXP+ZHvfHSgFGwg7VtfVXJ8EcpA/dj32rWjyXO3+v6B4DLsW81K7tC78d1AFdj32rWVouzrQDNvhvzkIdfErCJStmsvlqg7jWK+s6o/GOAl1Enm9VZCzTz7ZPxAotaUSdqY7P2tkDbiByT9BzwgiZQJ5u1a9lSM9vX9NgJUDSBOtms9aOUGw3Q5UL8GS/Sg0eVqI6owkYLtK0BXQyD6ogqbLVA9Q+gDlRHXOXU0k1aoGgR1RGF3LBkXG+UPGj3s00+NZOLBCiqRHXEGWn9+ROcSdAdW7op4S/s8xKgqBfVEWfkZ8uz9289j6St0LUAZRYeVaE64gy7dso2Eg8E6JTGI+tA0QTqJM5Ig05EtUCP9ODnv5xChsYDOTkWHhWjTgby8yolZfgxztzRmAxb/pEvANl+CGrHdgu2EpOi8sT2tZNAJUADXTJiW9mTv4ZGsNkm35jauo6FqL62LHNBBKg2F80UVmuJ+qSherWLDRbkx9oYgftBJt0ClWQ6nQANkkIIATrZYhm9kBrFZgtyo3cE6C+Zxe9i8oEAjdG5tEPT1qh9FBrDZvsj14WSjfthE3LpwrN005BwiEEIUFWfqF7tYotluEEpGlMZbuo9V0qU1x9zbIYWqPqgoXq1jC22QtVnargXysY1nJo8ofOtQrszmURKEpTq1S622IfrQulRKmo4ysm8QCENUInLFqheLWOLfYj9nQxbTdTwQdl5xMzcz776kGmB0oXvA1vswwbo53JuWp7yGkg2QCX7mK0nknQMVJJOvH5eqldr2GIfmQCVJEKZUB5SJkDL1r/bWXj/vFSvRrHFPvwYqO+uUVRjmYcuk3qhYnB51K6nmnyAfp7bPAbNYbN96EaBm0yyFzEAfUzqMuljG5y7a0XovM+X5uc8/kSoCZsNyLIBmrRA56usfwebHj2JrcXkBsk9ZMdTSRj1DH9pevTM/YyOTY+eLOsr0xuKJs5/tkAJUMzY9OhIfqo7XD8wcZ40PVdm4QlQsOnRk3l9ZTJYGVYI6UftfrrMV4VmloWyFw2LTY9+xAPIzApeVc0PBKhpgcazKCXPfeQZ0Rs2PXpiG4kSf34vHZk4l7jsKHmWLta/S2bXLxsqHhylhI6YjLNNyEONRtea1f9G9lorlsGJn1962uZbexiFhH6omaJwy9mTGvQXoPPHwuobOzTZNjaKB/2Ife5kDFQKW6Ddy7Y4Zf1+ZFBIt9juDa33nPI3YTc9iSSurAnQT7noUz/Mh+YXrVYYGYV0Mdv7WesN/QxQNssZkrQ5T4yB9mxumIs6ZCspN3rwe1E+1zMzwfp66GWuzAwz/HSKm3bP/+igbP+elfztckL8tMkpU/Zzp/lyuhnlcwM7dav7lEun0q6K2WqVYpM97Vw+CXoo3L8TBX8eWqArg8UE6F6Uzx1sA0dUk0h/L3i2rrJZyqnjL+cyVs35Dgr377/PJahvgcYP9vkaAboL5XO9uSuevy5TOKAlaYem2UkPHr/97Rx9BheQkvyXux8rKJ+LJaPyy5imvp4tc9v4pO5i3RUBKqoFaisdlXAvyud6vyeRfJnTe8IRPj8PJ2hubi2XnXSDtlA+19sOUN1Fz0wqEaAwQm0IoSkmQQ/Ul299M5OdmQ92bKGQrvc7QEXERSq9J2wJH7t/ZxP0+5D9T7ZkaJzddI1N6t8OFNL1drRA7e3Z7GTbIAq15hOdKXv95Rc6Fkr7ej8D1N7C8BP2iPM9tu0pBS1QXIUyv5yoX/76NG1/OS6bBZpMvgtvZ5GoNc+jzK8mG7/jZYafsFdydr653SkqT+nBv4TiBqqXDptnJ5EYOX8JxQ00IH4dkxCgFaG4gQZ8w/FPBz2GJwH6PoobaMCy9F3SAE3GQJfHsEc/i+IGGhADdKIFWhGKG2iAJP/3Acrq4bdQ3GOQ/DV/AXWKR65/OvHyJz2TAJ0fg6dR5t1LGifpmlTT36Mi1E0vHVaHb/6tH4MnUeb9m+NSkv1vSgKU46gbZA9CwkvYY0agz55LC7QHxGcV2G+6F7rwsR8oyzmhCFDgDPab/i1deAkHVIdvZFyWZ9ODB0qwywxhPovzSoDqHwD2YpcZQJKYU+jK57KT2gAcwi4zgDlA15YxEaBAIXaZ/smkWqATAQpchF2mf2LGQAlQ4CLsMt2L6+iXrb2SnczCAwexy3QvSU1Rt6xcArAX+80gkhamqFvdJQB7sd8AQCECFAAKEaD7uHKSjfsB9I8dfxdfTPYWChIYD/v9DrlzbYi/l7NxAINhj99B9O/swnMKEhgP+/0OovOSAAXwwX6/gyT/TT5A6cEDg2KX32ErQM11AINgl9/kJokI0JRkrgiHOGEMVO8dNsZAxw5Q9aZjCZGgGAG1ewe68Hl+AZc+WwkLvNA76vUOBGieb3tKTM3so4C+ULt32FgHetf5NN25k2o/gFTm8zb/fM1AR6jd28RcyPZLbyhI3aitcfWpKwkJTXXJ3g/0hYq9KbQ/fQrcGGVz7JjhxeRHleOLcztc/Mt981UBd6FiVyr54vYfy/Xf3nz2Jc2veVnGRICic1TsWi0RJL+20dubT/xvAhQDoWLXKrY+8y3QKnrwKy3Qtek2oDNU7EotY6CZbzKqqHXnWqDhC+gZA8UIqNi1sguCzAR3HeFkG8Wfl/39f/ryaprnAi5Exa5VMgsfwkhNKukftVhCnoX0GAG1u1bJ5FG2O1xBgGaWUoWAJ0AxAmp3rWILdGqpBYqa+Koh5kocfFn9E/xAcdUq0wLNjoEyvojZ/In7/fD93uIfY674GkR1OoLSqpXpF+f7xGy+dtjegt1257dlWIKbtCztEIu/knxQV3l0W90op1ol1Vpdr+pIpF7lV45lL+x/QreqIvuPnuAC1NUU0TenWXvdyxgKpQU4uQA9NTdmAzTbLjzb9Itd+PWJRzHvgQA9h9ICtK3FBUVxZyJZJn3dXTlFTGqq+0yffUqXytGDP4qCApzLW6DPBOgSfer8CfrfyLdA3WA7ubATBQVkiLo8H2N1IkBzI6CxoXdx009FYnJFYgM6/LME6CkUFJBhAnRSh/iXxN3PKaRrkiu8KBugrkFq45UALUVBAYaNRxeg+sfeZ1Uxpv+Ni5IrvuBkyEA9rZ6GJ0BPo6DwHvlxLXPDk5U1abeJDaLCnMk++NoAFd0pT55xbjqncTnl2qsE6DEUFF7hu8Gb+flYbZXwn5hbLmuBqn/r2uSSMLiaPHc6epD5XDIByiz8bhQU3pPt04q5wd59/86dNOCSZDkZoOlQZPJW7glQ+w8n18Q+1IyREgmHUFp4h83LeEf45RLlmdqapuVlAWrbgZnbL2n6icnD9Bnth0/+fRAJR1BaeI3abV0LNPkv9wcPvDJRV/2PA3G3Z5yCfbFBbDS8wXXJcy3QKcmoHT34jbp8sLs92QBdvbTj+dZGIG2HGq1ho+ElupWXbYHaR691m30cf8cXdd4ebC5KJj8LAxTdohrgHZ/uueSnpqfJJervALWXv33/ePHJKSiMhOqENywn25+Wll4u4dK26MbEjW+++kko6jouR6XCe2ztM33l+b+CmW8CFM+gUuEVtsXprk+HAtS1QM3CI3rwuAX1CW+RyY6A6vWLS+DtWTpklgnJ8tg9I6hAMeoTXpJ0s5Ob8g/8ef/nHj+Fnz/zBxUeV6I+4RXhiBnXgzdNzKKvgCJA8QzqEzqQH0ElQHE36hM6YAOSAMUzqE/ogG+Bmm9Lm38wC49rUZ/QgVwLlHWguB+VCh3IjYH6Bz36kjAEKtU9JHfZXwDQMnblq/kmkD4oxt0NoFXsyZdLZoDTG5YLnBgI6Ab78B3iAnF1rakW6H9nb78OoGIN7MltSQ6uWW74Hs8tTQXofxNvvxagWtXvyc1JvgtXlutzfLZzYqD//pcEBbZVvBM3LI1HF6D6R43+67z9ioA6VbsTt0vUGKjYMVACFOhGtTtxu3SATu0FqM9PEhTIqnUnbpc+TVt6S+UBurzMEJpiErSy1wu8j53iavMy0LV1oA0FqErQ5REAIvaJi7kzWqxlZ3Wz8GmAquX+9vrbLxSoBnvDxVYCdPVSPcLYQ24MlBYokME+cYv8iYHqDdDl5UrIz7T9SYACeewTmC3H8OvxT5un9OCBiN0Bs++pTqaVAF0eQY15k90Csn4Bj6C8MdOz8ARojXIB2t55anpCcWNmAlSPgRKgNQgnV0hvCFuFpRIvoKDxJTpAzTpQArQCMSrTW2iBvonixofEnTGkpyQ9+WkiQF8msfW5/GzxTIl9obgxTfOOuPy3tD4ltELrXf4/FpF5xVnozDd3psTOUNKYqQCV/6of8RF4kVlZ3OCZErtDSfdLt0U2t3RoxEzhcM5kEf2up8CtzKEZSa+BAH0LJd0D03ebL5yZXbBHceJ9Mo+hqLN1E6DvoqQ7tByUGS6XrG8hPuuTPTiYAH0TJd0hG6DxVjRNkv8vNxCgr6KkO7QEqG5xsqmbF9MzaYv6H8zCP4eS7pAbA2V9Sx/iYl3bmedz8iUUd4dcF56+XR/mAe30qrvIFn4Uxd0F3cAkQIFnsEN1yI2BEqDALdihOuTHQPUPANdgh+qQ2J8EKHALdqhuZQKUWXjgUuxQvRL1a2JTA9djr+pA7lBNWe6Jj3rhlQF9Y68CgEIEKAAUIkCBa7AvDYiNDmyz+8m80pbTtYyObQ7sEOIyrA47fcZVdICtDeyhj0MwAZo8BENhmwO7JQGqz2Ws78Uw2ObAJjG/lwDVX0NFD348bG5gmz2uy3bhOdvAoNjcwG4EKDQ2N7BHdhKJM66Ojs39Pvv9NmuPwJt+z8IToINic79s3wpCNtPbzKfcd2MRoMNjc79P75smT1miXQcboOY2zrg6KDZ3bbLLCtlML8vMwvuxF7bSeNjmL3MtzCYDVMxLFHd342Sa3FZaegjpg/Y/3c/rx+7Ge9g0LxN72e6PtffgdZ6kN/64Pi73fX+MgTeNLfM6s/u4ANU/6qNbnzYQGMN1JP3A8R+gjIG3hG3yOtG/mwvQKe7lERYOdwAAByRJREFU8Qb7gGdfT93EfujYe90lyq9abJnXtd0C/bYyp9VVBPFR+GPpwqcLolR5EaBNYcvUprEA/WSBCtDQQW1jDPdhvuM+fwDpByQPpfxqxkZ521YLpPYA/cO+/jRSW3j9D1LjwuGm5BOoxe0/MDbK27ZaHMu+U20LRO//f8JzfvWvB8DGSOwr5RkKJQ55xFa8flWvlx+2sVHelt1hzKWqN5MLUPWjkgDNvoA3SnUZAzUvLn46EqBNYaO8bdcYV8WbKemTfq+vtKBfboHql/nq4iD7ifPNT1qgTWKj4ByZTB7oH7UEaO7ff6nyqwCVZcyYAG0SGwWnhF17K0Dfaeoll5bB2dz9j5oHPc0oaJhEam0MfGxsFJzy3b+TPT7bYtpbzSRzzXbED7w2F0Mhp95cHBSGPOfBhHgxvNJJX2I3rRZbBuflMq6orZf+SXaY8lB9zUwavb82QB11kN7284/uejU4iS2DSvi8VC3QgnkfnevqjxlZxCWoPqjHdm0sboGGdt/bLVB0heqDakhaH6/twkt4egIUF6L6oBZ6cNCNqx6f9/EBWsEYKLpC9UEt3BCovn4880wa58ZAWRyEU6g+qEl2Pj/5dSZAf10EilCHUBMVoOUt0NUp+5UzxwFlqEOoRZzoWb2bYUvUhbqIWkjy3+QnjQhQ1Ie6iErYgLQjmMz7oD7URdTBNjM5KBwNoEKiHvr4+dw0EPUVVaFCAkAhAhQAChGgAFCIAAWAQgQoABQiQAGgEAEKAIUIUAAoRIACQCECFAAKEaAAUIgABYBCBCgAFCJAAaAQAQoAhQhQAChEgLZO7BVZvxvApdi/Gifuq9RNiLKFgduwe7VNp2X43rXvtbUvRwdwDXaspumvX/vGpElLtjBwG3avlon6/e3N28YmW/gx+Q8ufwH9YKO26/+jcumfS4hQSb9fnR78U3xRh8GV7NczoxNs09bZOaT1H7hZfkHEt1vAh1mf2JqtcwE6hb2UAH2Oi0daoENgmzbMtWpyK5gI0KfojzKReVSaAO0Z27R1dgseDdDczIdv1eIn10WX+X/LOl168J1ic7ZMr5vP7MXTVoBmZj44lqmITGlz0wWo/oFesDmbJv7ozUwL9EezxzzB55ExgJn62M18ltkxUAK0U2zOpulmz3KTfcjvJ0ieQdLb9j0B/vh+wMgy9jlNBOgg2JztyjcQDwSofQJJbt71BIjiGtzlOgE6ADbn2HQX/puc2VHV115hM2RynzsEaPfYnGPTXfhkxji5Gn5g3fzJo6fj/A8+ijrD5hxaaHma6+lVAnSbXfWQFtj66AraxzYdmdn636bnsXVQWKwNHBOgPWObDs0OccYePQEKbGPHGNp34Y3usxOgwF7sGEPzASq5AGXqA8hixxiaC9AlPX8sLAWwYO8YmF+J76aQ7RUACfYOAChEgAJAIQIUAAoRoBid3wd+HE0EpKgZGN1n8as+/EpNqZmLQETFwODsuteQoO6MVKyGhUWVwOBcgKa3JA8CPCoGxpaeTDod+9R7BvsJsqgYGJ5kBj2Te+nBYxV1AqMLHfj5p0lMzqiCddQJDG5rFyBAsY46gbG5s0hP6Rz8RIDiF+oEzvhVf1qqW3oMVPJXWnpDeAZ1AifE0+Dt+YbliuVORuXm5Bt6P3gIdQIlko5vuGnaCtRahS90N3PxyVXOKo0s6gRKiR8rbHDx5LwM1My6z/dlLgEJKgZKyfININPKYsnbK5dMmdmflQubzzT5zwACFBuoGCgRj3aU5HqyJP2RHnw2N00zkhqOG1G9UGT+KqXku0B0gOoft72Iz0+dluFfbWsgFk2iYqGM7u4WBejKiOne7vccjLbPTQsUz6F6oYyEAcjPtaIWqNgrB8PPjFnK/K2iQoDiIVQvFJFQdSS9qr7e80eAZrrXBd3vOIkUXsQytGD+kRPvFFhHzUKRZQQ0ZFVyx7QjQH1PvbAFmgamDdCNFwGcRc1CiaTznA29EG2rjb/YepyvFnS/lyHQsCJVhzABirtRs1DATtwcXweadvW/Fw53v0VibGZbsQQo7kbNwik2CKd9ASo22Iq633bqigDFw6hZeIfuwpd1v+PBpAQoXkHNwjtCs1HiDccDVD9o5c+ZhcddqFl4x1UBmj5JbiCBGo4bUb3wDjMLXxCg8TgkNxBLgOIZVC+8w7ZA6X6jQdROvCMboKuXgCpRRfEO04Wn+40WUUUBoBABCgCFCFAAKESAAkAhAhQAChGgAFCIAAWAQgQoABQiQAGgEAEKAIUIUAAoRIACQCECFAAKEaAAUIgABYBCBCgAFCJAAaAQAQoAhQhQAChEgAJAIQIUAAoRoABQiAAFgEIEKAAUIkABoBABCgCFCFAAKESAAkAhAhQAChGgAFCIAAWAQgQoABQiQAGgEAEKAIUIUAAoRIACQCECFAAKEaAAUIgABYBCBCgAFPo/QD6YJ0kZ4VMAAAAASUVORK5CYII=" title alt width="672" />

这幅图用LASSO加罚的极大似然函数法,采用BIC准则方法确定惩罚参数(L1范数=0.5),估计PM2.5数据的高维偏相关稀疏矩阵,然后对矩阵进行的可视化。遗憾的是,没有出来期望中的效果;或许是数据不合理,或许是L1范数值不合适,也有可能是这种复杂的偏相关分析法在分析我国几百个城市间的PM2.5数据之间的关联关系是无效的。总之,线性相关分析可以得出不同城市间的简单相关关系,而我期望的通过偏相关分析得出不同城市间的复杂相关关系如果成功了,可以更深刻的揭示在PM2.5治理过程中,哪些城市更应得到特殊的重视。

PM2.5不仅是环境问题还是经济问题、社会问题和政治问题,希望今后在中国特色社会主义政治经济学的指引下,我们能够早日呼吸到新鲜空气!

反馈与建议

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